{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Market Segmentation.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Marisha18/Market-Segmentation-for-Electric-Vehicles-in-India/blob/main/Market_Segmentation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fcFauKnJFuD_"
      },
      "source": [
        "# **Market Segmentation**\n",
        "### **Task done as part of FeyNN Labs Internship**\n",
        "Analysing the Electric Vehicle market in India using Segmentation analysis for an Electric Vehicles Startup and coming up with a  feasible strategy to enter the market, targeting the segments most likely to use Electric vehicles.\n",
        "### **Authors:**\n",
        "*   **Marisha Bhatti**\n",
        "*   **Hari G**\n",
        "*   **S. Siranjeevi**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z_2LJL3ty1uC"
      },
      "source": [
        "## **Importing Libraries**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H1B16hGcjPrl"
      },
      "source": [
        "# Importing Important Libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "%matplotlib inline\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\", category=DeprecationWarning) "
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-eig7W_Im2oH"
      },
      "source": [
        "## **Data Preprocessing**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ys4Ws6Nomz84",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "cadc6447-c711-4305-d18c-a90d6f2eecbb"
      },
      "source": [
        "# Importing consumer buying behavior study dataset\n",
        "df = pd.read_csv('https://raw.githubusercontent.com/Marisha18/Market-Segmentation-for-Electric-Vehicles-in-India/main/Indian%20automoble%20buying%20behavour%20study%201.0.csv')\n",
        "df.head()"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Age</th>\n",
              "      <th>Profession</th>\n",
              "      <th>Marrital Status</th>\n",
              "      <th>Education</th>\n",
              "      <th>No of Dependents</th>\n",
              "      <th>Personal loan</th>\n",
              "      <th>House Loan</th>\n",
              "      <th>Wife Working</th>\n",
              "      <th>Salary</th>\n",
              "      <th>Wife Salary</th>\n",
              "      <th>Total Salary</th>\n",
              "      <th>Make</th>\n",
              "      <th>Price</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>27</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Single</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>800000</td>\n",
              "      <td>0</td>\n",
              "      <td>800000</td>\n",
              "      <td>i20</td>\n",
              "      <td>800000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>35</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1400000</td>\n",
              "      <td>600000</td>\n",
              "      <td>2000000</td>\n",
              "      <td>Ciaz</td>\n",
              "      <td>1000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>45</td>\n",
              "      <td>Business</td>\n",
              "      <td>Married</td>\n",
              "      <td>Graduate</td>\n",
              "      <td>4</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>1800000</td>\n",
              "      <td>0</td>\n",
              "      <td>1800000</td>\n",
              "      <td>Duster</td>\n",
              "      <td>1200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>41</td>\n",
              "      <td>Business</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>3</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1600000</td>\n",
              "      <td>600000</td>\n",
              "      <td>2200000</td>\n",
              "      <td>City</td>\n",
              "      <td>1200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>31</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1800000</td>\n",
              "      <td>800000</td>\n",
              "      <td>2600000</td>\n",
              "      <td>SUV</td>\n",
              "      <td>1600000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Age Profession Marrital Status  ... Total Salary    Make    Price\n",
              "0   27   Salaried          Single  ...       800000     i20   800000\n",
              "1   35   Salaried         Married  ...      2000000    Ciaz  1000000\n",
              "2   45   Business         Married  ...      1800000  Duster  1200000\n",
              "3   41   Business         Married  ...      2200000    City  1200000\n",
              "4   31   Salaried         Married  ...      2600000     SUV  1600000\n",
              "\n",
              "[5 rows x 13 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p_kQQNSWrznm",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f52101e0-9fa3-4efa-c56e-716330184b14"
      },
      "source": [
        "df.shape"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(99, 13)"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qFjHmzh7LNF0",
        "outputId": "8f7061a3-d330-45b0-d066-1b387512632f"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 99 entries, 0 to 98\n",
            "Data columns (total 13 columns):\n",
            " #   Column            Non-Null Count  Dtype \n",
            "---  ------            --------------  ----- \n",
            " 0   Age               99 non-null     int64 \n",
            " 1   Profession        99 non-null     object\n",
            " 2   Marrital Status   99 non-null     object\n",
            " 3   Education         99 non-null     object\n",
            " 4   No of Dependents  99 non-null     int64 \n",
            " 5   Personal loan     99 non-null     object\n",
            " 6   House Loan        99 non-null     object\n",
            " 7   Wife Working      99 non-null     object\n",
            " 8   Salary            99 non-null     int64 \n",
            " 9   Wife Salary       99 non-null     int64 \n",
            " 10  Total Salary      99 non-null     int64 \n",
            " 11  Make              99 non-null     object\n",
            " 12  Price             99 non-null     int64 \n",
            "dtypes: int64(6), object(7)\n",
            "memory usage: 10.2+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ar0_uQgqoF__",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "outputId": "a2315a92-ffcf-48bc-fb33-4e6b1bb8986c"
      },
      "source": [
        "df.describe()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Age</th>\n",
              "      <th>No of Dependents</th>\n",
              "      <th>Salary</th>\n",
              "      <th>Wife Salary</th>\n",
              "      <th>Total Salary</th>\n",
              "      <th>Price</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>99.000000</td>\n",
              "      <td>99.000000</td>\n",
              "      <td>9.900000e+01</td>\n",
              "      <td>9.900000e+01</td>\n",
              "      <td>9.900000e+01</td>\n",
              "      <td>9.900000e+01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>36.313131</td>\n",
              "      <td>2.181818</td>\n",
              "      <td>1.736364e+06</td>\n",
              "      <td>5.343434e+05</td>\n",
              "      <td>2.270707e+06</td>\n",
              "      <td>1.194040e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>6.246054</td>\n",
              "      <td>1.335265</td>\n",
              "      <td>6.736217e+05</td>\n",
              "      <td>6.054450e+05</td>\n",
              "      <td>1.050777e+06</td>\n",
              "      <td>4.376955e+05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>26.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.000000e+05</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>2.000000e+05</td>\n",
              "      <td>1.100000e+05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>31.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.300000e+06</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.550000e+06</td>\n",
              "      <td>8.000000e+05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>36.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.600000e+06</td>\n",
              "      <td>5.000000e+05</td>\n",
              "      <td>2.100000e+06</td>\n",
              "      <td>1.200000e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>41.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>2.200000e+06</td>\n",
              "      <td>9.000000e+05</td>\n",
              "      <td>2.700000e+06</td>\n",
              "      <td>1.500000e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>51.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>3.800000e+06</td>\n",
              "      <td>2.100000e+06</td>\n",
              "      <td>5.200000e+06</td>\n",
              "      <td>3.000000e+06</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             Age  No of Dependents  ...  Total Salary         Price\n",
              "count  99.000000         99.000000  ...  9.900000e+01  9.900000e+01\n",
              "mean   36.313131          2.181818  ...  2.270707e+06  1.194040e+06\n",
              "std     6.246054          1.335265  ...  1.050777e+06  4.376955e+05\n",
              "min    26.000000          0.000000  ...  2.000000e+05  1.100000e+05\n",
              "25%    31.000000          2.000000  ...  1.550000e+06  8.000000e+05\n",
              "50%    36.000000          2.000000  ...  2.100000e+06  1.200000e+06\n",
              "75%    41.000000          3.000000  ...  2.700000e+06  1.500000e+06\n",
              "max    51.000000          4.000000  ...  5.200000e+06  3.000000e+06\n",
              "\n",
              "[8 rows x 6 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-T6LIAPrm-59",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "963fcff1-eb44-4236-873a-8b7f0acca206"
      },
      "source": [
        "df.columns"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Age', 'Profession', 'Marrital Status', 'Education', 'No of Dependents',\n",
              "       'Personal loan', 'House Loan', 'Wife Working', 'Salary', 'Wife Salary',\n",
              "       'Total Salary', 'Make', 'Price'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ggHAC7_-iEPe",
        "outputId": "2d4498c9-db66-4225-edd7-1c84abc34b2e"
      },
      "source": [
        "# Observing unique value for object dtype columns\n",
        "for col in ['Profession','Marrital Status','Education','Personal loan','House Loan','Wife Working','Make']:\n",
        "  print(col,':',df[col].unique())"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Profession : ['Salaried' 'Business']\n",
            "Marrital Status : ['Single' 'Married']\n",
            "Education : ['Post Graduate' 'Graduate']\n",
            "Personal loan : ['Yes' 'No']\n",
            "House Loan : ['No' 'Yes']\n",
            "Wife Working : ['No' 'Yes' 'm']\n",
            "Make : ['i20' 'Ciaz' 'Duster' 'City' 'SUV' 'Baleno' 'Verna' 'Luxuray' 'Creata']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "URXdw05woQ3P",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0c7290ac-ee11-4fc0-c7b7-c2c915f075ae"
      },
      "source": [
        "# Observing Column entries\n",
        "for col in df.columns:\n",
        "  print(df[col].value_counts())"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "36    13\n",
            "35    10\n",
            "31     8\n",
            "34     7\n",
            "41     7\n",
            "27     6\n",
            "37     6\n",
            "30     5\n",
            "42     5\n",
            "29     4\n",
            "44     4\n",
            "39     4\n",
            "28     3\n",
            "51     3\n",
            "49     3\n",
            "33     2\n",
            "32     2\n",
            "43     2\n",
            "45     2\n",
            "50     1\n",
            "46     1\n",
            "26     1\n",
            "Name: Age, dtype: int64\n",
            "Salaried    64\n",
            "Business    35\n",
            "Name: Profession, dtype: int64\n",
            "Married    84\n",
            "Single     15\n",
            "Name: Marrital Status, dtype: int64\n",
            "Post Graduate    56\n",
            "Graduate         43\n",
            "Name: Education, dtype: int64\n",
            "3    34\n",
            "2    29\n",
            "0    22\n",
            "4    14\n",
            "Name: No of Dependents, dtype: int64\n",
            "No     67\n",
            "Yes    32\n",
            "Name: Personal loan, dtype: int64\n",
            "No     62\n",
            "Yes    37\n",
            "Name: House Loan, dtype: int64\n",
            "Yes    52\n",
            "No     46\n",
            "m       1\n",
            "Name: Wife Working, dtype: int64\n",
            "1400000    17\n",
            "900000      8\n",
            "1800000     7\n",
            "2700000     6\n",
            "1300000     6\n",
            "1100000     6\n",
            "1600000     5\n",
            "1900000     5\n",
            "2200000     5\n",
            "2000000     4\n",
            "3100000     4\n",
            "800000      4\n",
            "1200000     3\n",
            "1700000     3\n",
            "2400000     3\n",
            "1500000     2\n",
            "2500000     2\n",
            "2900000     2\n",
            "2100000     2\n",
            "2600000     1\n",
            "3800000     1\n",
            "2800000     1\n",
            "200000      1\n",
            "2300000     1\n",
            "Name: Salary, dtype: int64\n",
            "0          48\n",
            "800000      8\n",
            "1300000     7\n",
            "700000      6\n",
            "1100000     5\n",
            "600000      5\n",
            "1800000     5\n",
            "900000      5\n",
            "1400000     3\n",
            "500000      3\n",
            "400000      1\n",
            "2000000     1\n",
            "1000000     1\n",
            "2100000     1\n",
            "Name: Wife Salary, dtype: int64\n",
            "1400000    8\n",
            "2000000    7\n",
            "2200000    6\n",
            "2100000    5\n",
            "1900000    5\n",
            "1600000    5\n",
            "1800000    4\n",
            "1300000    4\n",
            "2400000    4\n",
            "900000     4\n",
            "2600000    4\n",
            "2700000    4\n",
            "1100000    3\n",
            "3100000    3\n",
            "2900000    3\n",
            "1700000    3\n",
            "800000     3\n",
            "3600000    3\n",
            "2500000    2\n",
            "4500000    2\n",
            "4000000    2\n",
            "4300000    1\n",
            "3200000    1\n",
            "1200000    1\n",
            "2300000    1\n",
            "200000     1\n",
            "4100000    1\n",
            "3000000    1\n",
            "3700000    1\n",
            "5100000    1\n",
            "4900000    1\n",
            "5200000    1\n",
            "2800000    1\n",
            "4700000    1\n",
            "3800000    1\n",
            "1500000    1\n",
            "Name: Total Salary, dtype: int64\n",
            "Baleno     19\n",
            "SUV        19\n",
            "Creata     14\n",
            "Ciaz       12\n",
            "i20        12\n",
            "City       10\n",
            "Duster      7\n",
            "Verna       4\n",
            "Luxuray     2\n",
            "Name: Make, dtype: int64\n",
            "700000     18\n",
            "1600000    18\n",
            "1500000    16\n",
            "1200000    13\n",
            "800000     13\n",
            "1100000    12\n",
            "1300000     5\n",
            "3000000     2\n",
            "1000000     1\n",
            "110000      1\n",
            "Name: Price, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LHAJeQ-PltFQ"
      },
      "source": [
        "#### **Cleaning Data**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7ugZE1UYlH6W",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8dbe4668-c9f0-4cb2-d093-0b4a88bc1b9a"
      },
      "source": [
        "## Double checking the percentage of empty entries column wise\n",
        "df.isnull().sum() / df.shape[0] * 100.00"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Age                 0.0\n",
              "Profession          0.0\n",
              "Marrital Status     0.0\n",
              "Education           0.0\n",
              "No of Dependents    0.0\n",
              "Personal loan       0.0\n",
              "House Loan          0.0\n",
              "Wife Working        0.0\n",
              "Salary              0.0\n",
              "Wife Salary         0.0\n",
              "Total Salary        0.0\n",
              "Make                0.0\n",
              "Price               0.0\n",
              "dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1C2QRaivXfj7"
      },
      "source": [
        "There are no null entries."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AioJdDporH2d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81
        },
        "outputId": "7d1343f5-f56e-4c58-dc0f-d944e300940a"
      },
      "source": [
        "df.loc[df['Wife Working'] == 'm']"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Age</th>\n",
              "      <th>Profession</th>\n",
              "      <th>Marrital Status</th>\n",
              "      <th>Education</th>\n",
              "      <th>No of Dependents</th>\n",
              "      <th>Personal loan</th>\n",
              "      <th>House Loan</th>\n",
              "      <th>Wife Working</th>\n",
              "      <th>Salary</th>\n",
              "      <th>Wife Salary</th>\n",
              "      <th>Total Salary</th>\n",
              "      <th>Make</th>\n",
              "      <th>Price</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>35</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Graduate</td>\n",
              "      <td>4</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>m</td>\n",
              "      <td>1400000</td>\n",
              "      <td>0</td>\n",
              "      <td>1400000</td>\n",
              "      <td>Baleno</td>\n",
              "      <td>700000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Age Profession Marrital Status  ... Total Salary    Make   Price\n",
              "11   35   Salaried         Married  ...      1400000  Baleno  700000\n",
              "\n",
              "[1 rows x 13 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fgX5Uye-RMMn"
      },
      "source": [
        "We can see that Wife Salary has been mentioned as 0, so it is safe to change 'm' with 'no' under Wife Working for simplication of data."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b22jEeB3Rq2Y",
        "outputId": "cf30f0a3-b2e9-45ab-8a87-c8968aa4db64"
      },
      "source": [
        "df=df.replace(to_replace =\"m\", value =\"No\")\n",
        "df.loc[11]"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Age                       35\n",
              "Profession          Salaried\n",
              "Marrital Status      Married\n",
              "Education           Graduate\n",
              "No of Dependents           4\n",
              "Personal loan            Yes\n",
              "House Loan               Yes\n",
              "Wife Working              No\n",
              "Salary               1400000\n",
              "Wife Salary                0\n",
              "Total Salary         1400000\n",
              "Make                  Baleno\n",
              "Price                 700000\n",
              "Name: 11, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ibysmSxelRQh"
      },
      "source": [
        "## **Behavioral and Psychographic Analysis**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 464
        },
        "id": "JM75_QbOBGhY",
        "outputId": "993d0123-ae04-4210-d70b-d8075d7e9dd3"
      },
      "source": [
        "plt.figure(1,figsize=(15,7))\n",
        "n = 0\n",
        "for cols in ['Age','No of Dependents','Salary','Wife Salary','Total Salary','Price']:\n",
        "  n += 1\n",
        "  plt.subplot(1,6,n)\n",
        "  sns.set(style = 'whitegrid')\n",
        "  plt.subplots_adjust(hspace=0.5,wspace=0.5)\n",
        "  sns.violinplot(x= cols, y = 'Make', data=df)\n",
        "  plt.ylabel(\"Make\" if n==1 else '')\n",
        "  plt.title('Violin Plot')"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x504 with 6 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dCsExu3bDF3P"
      },
      "source": [
        "***Observations:***\n",
        "\n",
        "\n",
        "*   <u>Age</u>: Younger consumers purchase less expensive vehicles.\n",
        "*   <u>Number of Dependents</u>: Greater number of dependents makes the consumer buy a vehicle with more seats and so they prefer SUVs.\n",
        "*   <u>Salary</u>: If you overlap the normalised salary plots with price plot, you would observe the median of salary violin plot matches that of the price of the vehicle indicating a very direct relationship.\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZvBeP-11jaRj"
      },
      "source": [
        "**1.   Relation between consumers' age and the vehicles they tend to purchase**\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UpX68_e2mR-1"
      },
      "source": [
        "*   Make of vehicles they tend to purchase"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 420
        },
        "id": "K0hMFtPJYasg",
        "outputId": "8276d7a1-b892-40cf-95b7-914476f8c0c0"
      },
      "source": [
        "plt.figure(figsize=(20,6))\n",
        "sns.countplot(x=\"Make\", data=df, hue=\"Age\")\n",
        "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f27285aba50>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uyLCrBhWmega"
      },
      "source": [
        "*   Price of vehicle owned"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P4XA3mNMYaXB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "outputId": "88dd54b7-42c4-44fc-9b39-cc52103541b3"
      },
      "source": [
        "plt.xlabel('Age')\n",
        "plt.ylabel('Price of car owned')\n",
        "plt.scatter(df['Age'],df['Price'])"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f27115f46d0>"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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KXXy8MHtCCIaH99RETNcrquC/t7zVmOTmoMWcl204gpMXyu8/+fQawvr4YWWs+L3EFqQcxNXSStvzngEdsX7JaNHltZiz0pTOecP277DvmyuorxdgNBow/pnHEDttgKSYpL63taatx5qW8jUlJSUltbbQ8ePH8Ytf/ALbt29HWloaMjMzsWPHDhw9ehS//OUvVQizdVarFaWlpQgICEC7du1QVFSEwMBAh67jUPZVrE07iduV99uB71bfw7c/lCLAxwtBgZ0dui6lYlJ6eTXYFYj/r+RGFc5cLMPIQU2n1m1cIADgdmUdjnx3DROfe7zJ8lrM+UGu+N7esP07ZHyVj4Z/XwoCcP7aLdz6sRqDnurmlJiU5irHWuO/nY1J6m767W9/i/nz5+Po0aPo2LEjjh49itjYWMyYMcPhAWvZtr25qKmz2o3V1FmxbW+ukyKSH5PSy6uhcYFobbxxgWhtXIs5K03pnPd9c0XWuBoxKU0PxxogsUhcvnwZs2fPthuLiYnBH//4RyVi0qyyiipZ42qQG5PS43rAnFsfl6u+XpA1rkZMStPLsSapSDzyyCO4c+cOAMDf3x8XLlzA7du3cffuXUWD05ouPl6yxtUgNyalx/WAObc+LpfRaJA1rkZMStPLsSapSIwZMwb/+7//CwCYOnUqZs+ejRdeeAHjxo1TNDitmT0hBGYPk92Y2cOE2RNCnBSR/JiUXl4NYX2avxOx2HjPgI6yxrWYs9KUznn8M02vFbU0rkZMStPDsQZI7G5aunSp7fG8efMQFhaGyspKDBs2TPKKUlJSsH//fhQUFGDXrl3Nfu9izZo1+PTTTxEQEAAAePrpp5GYmCh5HUpr6DLQUtfL8PCeOHg03+58/E96eYvGNDy8J3Ivldt1mYyK6NHi8oDyOcvpfFkZ+1yTi9ctdTetXzIa09/cjcqaf5/v7Wg2iXY3yd1GbdWWbh+lXr8t+1lO507stAE4nVfWpMOspXwfjOl6RRX8NXC8ySF3m7Y1X6W70gzCg/2sIkpKStC+fXt07vzvK+w3b95ETU0NunbtKmlFx48fR/fu3fHSSy9h48aNokXi7t27WLJkiYwU7qupqUFOTg5CQ0NhNpuRnZ2N8PBw2a/jahq6Rhr7+ZBezR6ADR0UD14gM3uY8EpUmNMOPrk5PEjKftbiNtJaznLJ3UYPG4+7HM8NpObriPdq47+djUk63bRgwQIUFxfbjZWUlMj6kl1ERAQsFovk5UkauV0jWuygaEvni5Kvr8Y20lrOcsndRkrH467UeK9KOt10+fJl9O3b126sb9++uHjxosMCabBnzx4cOXIE/v7+WLhwIQYOHCjr93NycmyPs7OzHR2e5rTUNdJc/tdFOiWuV1Q5bXvJzaGx1pbR4jbSWs5yyd1GjojHHY7nB0nJV433qqQi4evri/z8fPTq1cs2lp+fD29vb4cE0WD69Ol4+eWX4eHhgaysLCxYsAAZGRnw8fGR/BrudrrJ+JeCZg9Ao9HQbP7+e8ubfWP5+3g5bXvJzeFBUvazFreR1nKWS+42eth43OV4biA1X0e8VxtON4mRdLpp6tSpWLhwIb788ktcuHABmZmZiIuLQ1RUlKQgpPL394eHhwcAYOjQobBYLDh//rxD16E3crtGtNhB0ZbOFyVfX41tpLWc5ZK7jZSOx12p8V6V9EkiJiYG7dq1Q0pKCoqLi2GxWDBt2jTMmTPHYYEA969zNFwIz83NRUFBAXr37u3QdehNw0U/JbtYlCY3B6VfX41tpLWc5ZK7jZSOx12p8V6V1N3kCCtXrsSBAwdQVlYGHx8feHt7Y8+ePYiOjkZcXBz69euHJUuW4Pvvv4fRaISHhwfi4uLws5/9TNLru2t304OYs3tgzvqnZr6tdTdJvgvsw1q2bBmWLVvWZHzLli22xykpKWqFQ0REEki6JkFERO6JRYKIiESJFon/+q//sj3esWOHKsEQEZG2iBaJI0eO2Gage/vtt1ULiIiItEP0wnVERARefPFFBAUFoba2FosXL252udTUVMWCIyIi5xItEu+//z727duHwsJCAMBjj/FLL6Qcpe9kyTmrXXMuc1enh20qWiTMZjOmTJkCALh3756sm/kRydH4TpbXK6qwNu0kADjkgFL69bVIbs7uuI2UppdtKqm7aeHChbh8+TLWrl2LhIQErF27FpcvX1Y4NHIXSt/JUot3vlWaXuZXdmV62aaSikRmZiZeeOEFXLp0CZ07d8alS5cwdepUfPHFF0rHR25A6bl9tTp3sJL0Mr+yK9PLNpX0jevf//73WL9+PZ599lnb2DfffIMVK1Zg1KhRigVH7qGLj1ezd7J01Ny+Sr++FsnN2R23kdL0sk0lfZIoLi5GRESE3Vh4eHiTiYiI2kLpO1lq8c63StPL/MquTC/bVNIniZ/85Cf48MMPERMTYxv76KOPEBLiWsmSNil9J0st3vlWaQ8zv7K7bCOl6WWbSioSSUlJiI2NxbZt22CxWFBUVAQvLy9s3LhR6fh0QW4bnJwJ7NWIR411DA/vqejBk3upHOW3qiEAKL9VjdxL5S2ub9mGIzh5odz2PKyPH1bGPufQmLTWHqn0PmiLhm10vaIK/nvLnb6N5NLiNpVLUpF44oknkJGRge+++w6lpaUICAhAWFiYbYIgEie3Da7xhPH19YLtuRIT2CvRlqe11j+527RxgQCAkxfKsWzDEYcVCrb9tk4POeiB5Bv8tWvXDhEREfj5z3+OiIgIFgiJtDZhvBpteVpr/ZO7TRsXiNbG24Jtv63TQw56wLvAKkxuG1xLE8Y7Ix6trkMOpbdpW7Dtt3V6yEEPWCQU1lLLYXOMRoOscaXj0eo65FB6m7aF0ttIa/ugLfSQgx6wSChMaxPGq9GWp7XWP7nbNKyPn6zxtmDbb+v0kIMemJKSkpKkLFhRUYH9+/fj8OHDCA8PR0lJCe7cuYNOnTopHKI0VqvVdlG9Xbt2KCoqQmBgoLPDQlBgZwT4eOHCtZuoqr4Hfx8vRE8JFb3wNuipbrj1YzXyCm9DEO7/a3fCs70kXbSWkrPceNpCjXU0kJKz3G06ctBjOHOxDCU3/n1aw9HdTQ+zjbSyn5X2YA53XTSHtlLz71fjv52NSepuOnr0KBYuXIjQ0FB8++23iI6ORn5+Pj788EO3a4NtS9ui3Da42GkDHNry2pjcdlA1cm7rHUultkaG9PbDsR9KUVZRBb/O7RHSu+VPBY5ud22O1tojtXjX2IZtlJ2djfDwcIe+tl4o3TIvqUi88847+MMf/oAhQ4Zg0KBBAICwsDCcOnXKYYG4Aj205MltB9ViyyzvcNo6blP3oHTLPCDxmkRBQQGGDBkCADAY7l/s8/DwgNVqbenXdEcPLXly20G12DLLO5y2jtvUPSjdMg9ILBJPPPEEDh8+bDf2r3/9C8HBwQ4LxBXooSVPbjuoFltmeYfT1nGbugc12rslnW6Kj4/Hr371KwwfPhzV1dVISEhAZmYm1q9f77BAXIEe7upoNBqafQOJtYOqkbPSdyzVw36Ti9vUPcg9ntu0DikLDRgwAP/4xz/Qp08fTJ06FT169MD27dvRv39/hwXiCvTQkie3HVSLLbO8w2nruE3dg9It84DETxK1tbXw9fVFdHS0bayurg61tbXw9PRs9fdTUlKwf/9+FBQUYNeuXc2eprJarVi5ciUOHz4Mg8GAmJgYREVFyUhFeXq4q2PDxSyp3RBq5Pwwdyy9XlEFf97htAml7wLrjttUi+Qez20iSDBjxgzhxIkTdmMnTpwQZs6cKeXXhWPHjgmFhYXCiBEjhLNnzza7zOeffy7MnTtXsFqtQnl5uTBs2DDh6tWrkl5fEAShurpaOH78uFBdXS0IgiAcP35c8u/qhTvl/OXxK8KcFfuFSa+nC3NW7Be+PH7F2SGpxp32cwN3y1nNfBv/7WxM0ummc+fOISwszG6sf//++OGHHyQVooiICFgslhaXycjIQFRUFIxGI3x9fTF69Gjs27dP0uuTe2lov2w4J97Qfnko+6qTIyPSH0lF4pFHHkFZWZndWFlZGby8HHeRqvE3DC0WC2e+o2ax/ZJIPZKuSYwdOxZvvPEGli1bhp49e+LKlStYtWoVJkyYoHR8suXk5NgeZ2dnOzES53CHnJvrqmkYd4f8AffYz425W85ayVdSkXjttdewatUqREVFoba2FmazGS+88AJef/11hwVisVhQWFho65hq671LQkNDYTab3fJr/O6Ss//e8mYLhb+Pl1vk7y77+UHulrOa+dbU1Nj947oxSaebzGYzEhMT8d133yErKwsnTpxAQkICzGazwwIdP3480tLSUF9fjxs3buDgwYMYN26cw16f9IPtl0TqEf0kce3aNfTo0QMAcPWq/QXByspK2+OePVtveVu5ciUOHDiAsrIyzJkzB97e3tizZw+io6MRFxeHfv36YcqUKTh58iTGjh0LAPj1r38t6bXJ/chtgSWithMtEs8//zxOnDgBABgzZgwMBgMEwf6bfQaDAbm5rV8sXLZsGZYtW9ZkfMuWLbbHJpMJy5cvlxw4uTfeHZRIHaJFoqFAAJDc6kpERPrS6jUJq9WK0aNHo7a2Vo14iIhIQ1otEiaTCSaTCdXV1WrEQ0REGiKpBXb27Nl47bXX8Ktf/QrdunWzzSkBSLtwTURErklSkVixYgUAICsry25c6oVrIiJyTZKKhJ4vXGtxXl+55M73rMUc5M7Ta7f8XwpaXX7ZhiM4eaHc9jysj58q81i7Ei2+L+TSQw5aY0pKSkoS+2FVVRXWrFmDjz/+GJcuXcLAgQNhMpnEFncqq9WK0tJSBAQEoF27dpK+sd1wo7jblfcvyt+tvodvfyhFgI8XggI7P/TyatBDDg3z9DZ0WAsCcP7aLdz6sRqDnur20Ms3LhAAUHKjCmculmHkIMfdd18tbb0bQUu0+L54kBLHs5YpsY/FNP7b2ViLF66Tk5Px5Zdf4vHHH8f+/fuRkpKiWKDOoId5ffWQg9x5euWONy4QrY27Iy2+L+TSQw5a1GKROHz4MLZu3YrFixdjy5Yt+PLLL9WKSxV6mNdXDznInadXjXl93Y0W3xdy6SEHLWqxSNy9excBAQEA7t+A786dO6oEpZaW5u91xLga9JCD2Hy8jhqn1mnxfSGXHnLQohaLhNVqxddff42vvvoKX331Fe7du2f3/KuvvlIrTkXoYV5fPeQgd55eueNhffxkjbsjLb4v5NJDDlrUYneTn58f3nzzTdtzb29vu+cGgwFffPGFctEpTA/z+uphvme58/TKXX5l7HPsbmqFFt8XcukhBy1qsUhkZmaqFYfTNNwoTqqDR/Ptps08eDS/1d+X296pdBtf7qVylN+qhgCg/FY1ci+VO/xAkptDSG8/HPuhFGUVVfDr3B4hvVv+V37B9Tu2axD19QIKrrd8KlRuQVCjlVLpdbhjO6jc45la12ILrCtpSwusXG1ppZTbrql0S6vceNpC6RyUbmlVo5XyYdbhLu3dD1KzJVQLXKYFluy1pZVSbrum0i2tcuNpC6VzULqlVY1WSqXXoYfWaNIGFgmFyW3XVLqlVY32UVdvy1UjHqXX4er7gLSDRUJhcts1lW5pVaN91NXbctWIR+l1uPo+IO1gkZChLa2Ucts1lW5plRtPWyidg9ItrWq0Uiq9Dj20RpM28MK1DCMHPYYzF8tQcuPfH8Fba6Uc9FQ33PqxGnmFtyEI9//FPuHZXqLdTUGBnRHg44UL126iqvoe/H28ED0lVLRj48Hl70pYXm48bfEwOUhZvi37Qcn41V6HlPe20vtAbbxwrZzWLlwbhMYTV7uompoa5OTkIDQ0FGaz2S3nPmbO7oE565+a+Tb+29kYTzcREZEoFgkiIhLFIkFERKJYJIiISBSLBBERiZI0x7UjXLp0CfHx8bh58ya8vb2RkpKCoKAgu2XWrFmDTz/91DaHxdNPP43ExES1QiQiokZUKxKJiYmYMWMGpkyZgp07dyIhIQHbtm1rslxkZCSWLFmiVlhERNQCVU43lZeX48yZM5g0aRIAYNKkSThz5gxu3LihxuqJiKiNVCkSRUVF6Nq1K0ym+1/7N5lMCAgIQFFRUZNl95xw6vYAAAruSURBVOzZg+effx5z587FiRMn1AiPiIhEqHa6SYrp06fj5ZdfhoeHB7KysrBgwQJkZGTAx8dH8mvk5OTYHmdnZysRpqYxZ/fAnPVPK/mqUiQsFgtKSkpgtVphMpls9wqxWCx2y/n7+9seDx06FBaLBefPn8fgwYMlr4u35WDOesec9c8Zt+UQo8rpJj8/P4SEhGD37t0AgN27dyMkJAS+vr52y5WUlNge5+bmoqCgAL1791YjRCIiaoZqp5uSkpIQHx+P9evX49FHH0VKSgoAIDo6GnFxcejXrx9Wr16N77//HkajER4eHkhNTbX7dEFEROpSrUg88cQTSEtLazK+ZcsW2+OGwkFERNrAb1wTEZEoFgkiIhLFIkFERKJYJIiISBSLBBERiWKRICIiUSwSREQkikWCiIhEsUgQEZEoFgkiIhLFIkFERKJYJIiISBSLBBERiWKRICIiUSwSREQkikWCiIhEsUgQEZEoFgkiIhKl2vSlJN2h7KvYtjcXZRVV6OLjhdkTQjA8vKezwyIiN8QioTGHsq9ibdpJ1NRZAQDXK6qwNu0kALBQEJHqeLpJY7btzbUViAY1dVZs25vrpIiIyJ2xSGhMWUWVrHEiIiWxSGhMFx8vWeNEREpikdCY2RNCYPYw2Y2ZPUyYPSHESRERkTvjhWuNabg4ze4mItIC1YrEpUuXEB8fj5s3b8Lb2xspKSkICgqyW8ZqtWLlypU4fPgwDAYDYmJiEBUVpVaImjE8vCeLAhFpgmqnmxITEzFjxgzs378fM2bMQEJCQpNldu3ahStXruDAgQP461//ijVr1uDatWtqhUhERI2oUiTKy8tx5swZTJo0CQAwadIknDlzBjdu3LBbLiMjA1FRUTAajfD19cXo0aOxb98+NUIkIqJmqFIkioqK0LVrV5hM9y/ImkwmBAQEoKioqMlygYGBtucWiwXFxcVqhEhERM3Q3YXrnJwc2+Ps7GwnRuIczNk9MGf900q+qhQJi8WCkpISWK1WmEwmWK1WlJaWwmKxNFmusLAQ/fv3B9D0k0VLBEEAAAQHB8PT0xM5OTkIDQ11bCIax5zdA3PWPzXzra2txblz52x/QxtTpUj4+fkhJCQEu3fvxpQpU7B7926EhITA19fXbrnx48cjLS0NY8eOxc2bN3Hw4EF88sknktZRV1cHADh37pxt7MFPFe6CObsH5qx/audbV1eH9u3bNxk3CGLlw8Hy8vIQHx+P27dv49FHH0VKSgoef/xxREdHIy4uDv369YPVakVycjKysrIAANHR0XjxxRclvX59fT0qKyvh4eEBg8GgZCpERLohCALq6urQsWNHGI1NL1OrViSIiMj18LYcREQkikWCiIhEsUgQEZEoFgkiIhLFIkFERKJYJIiISBSLBBERiXL5ezdVVFRg8eLFuHLlCjw9PdGrVy8kJyfD19cXffv2RXBwsO0LIqmpqejbt6+TI3aMBQsW4Nq1azAajejQoQPeeusthISESJq3w1WJ5Txy5Eh4enrCbDYDABYtWoRhw4Y5OVrHWbt2LdasWYNdu3YhODgY3333HRISElBTU4Pu3bvj3XffhZ+fn7PDdKjGOev5WBZ7/2pmPwsurqKiQvj6669tz1etWiX85je/EQRBEIKDg4U7d+44KzRF3b592/b4n//8pxAZGSkIgiDMmjVLSE9PFwRBENLT04VZs2Y5JT4liOU8YsQI4ezZs84KS1E5OTnCvHnzbDlarVZh9OjRwrFjxwRBEIR169YJ8fHxTo7SsRrnLAj6Ppabe/9qaT+7/Okmb29vPPPMM7bnAwYMQGFhoRMjUscjjzxie3znzh0YDAbJ83a4quZy1rPa2lokJycjKSnJNpaTkwOz2YyIiAgAwPTp03U150pzObsjLe1nlz/d9KD6+np89tlnGDlypG1s1qxZsFqt+OlPf4qFCxfC09PTiRE61tKlS5GVlQVBEPDBBx+0OG9H45spuqrGOTdYtGgRBEFAeHg4Xn/9dTz66KNOjNIx3n//fUyePBk9evSwjTW+M7Kvry/q6+ttpxddXXM5N9Dzsdz4/aul/ezynyQetGLFCnTo0AEzZ84EABw6dAh///vf8cknn+DChQtYt26dkyN0rLfffhuHDh3Ca6+9htTUVGeHo4rmcv7kk0/wj3/8Azt27IAgCEhOTnZylA/vxIkTyMnJwYwZM5wdimpaylnPx7LW37+6KRIpKSnIz8/HH/7wB9vFrYb5Kjp16oSoqCh8++23zgxRMZGRkfjmm2/QrVs327wdAETn7dCDhpwrKips+Xl6emLGjBm62M/Hjh1DXl4eRo0ahZEjR6K4uBjz5s1Dfn6+3enUGzduwGg06uJThFjOR44c0fWx3Nz7t2FunQbO3M+6KBKrV69GTk4O1q1bZ/sIeuvWLVRXVwMA7t27h/379yMkJMSZYTpMZWWl3dSvmZmZ6Ny5s928HQBE5+1wRWI5m81m/PjjjwDu3/I4IyNDF/s5JiYGR44cQWZmJjIzM9GtWzds3boV8+fPR3V1NY4fPw4A+Mtf/oLx48c7OVrHEMu5X79+uj2W79692+z7NzQ0VDP72eWvSZw/fx6bNm1CUFAQpk+fDgDo0aMH5s+fj4SEBBgMBty7dw8DBw7Eq6++6uRoHaOqqgqvvvoqqqqqYDQa0blzZ2zcuBEGgwFJSUmIj4/H+vXrbfN26IFYzuXl5Vi4cCGsVivq6+vxxBNPIDEx0dnhKsZoNCI1NRWJiYl2rZF6dvHiRd0ey2LvXy3tZ84nQUREonRxuomIiJTBIkFERKJYJIiISBSLBBERiWKRICIiUSwSREQkikWCyAFmzZqFQYMGoba21tmhEDkUiwTRQ7p27RqOHz8Og8GAL774wtnhEDkUiwTRQ0pPT0dYWBj+4z/+A+np6bbxiooKvPzyy3j66acxdepU/P73v8cvfvEL28/z8vIwZ84cDB48GOPGjUNGRoYzwidqkcvfloPI2Xbu3In//M//RFhYGF588UWUlZWhS5cuSE5OhpeXF7KyslBQUIB58+bZbv989+5dzJ07F3FxcdiyZQvOnTuHOXPmIDg4GH369HFyRkT/xk8SRA/h+PHjKCwsxIQJExAaGoqePXti9+7dsFqtOHDgABYuXAgvLy/06dMHkZGRtt87dOgQunfvjqlTp6Jdu3Z46qmnMG7cOF1NIET6wE8SRA8hPT0dQ4cOtd1pd9KkSfj8888xceJE3Lt3z+427Q8+LigowKlTp2wzjwH3b+0+efJk9YInkoBFgqiNqqursXfvXtTX12Po0KEA7k+/efv2bZSXl6Ndu3YoLi5G7969AcDuVucWiwWDBg3CRx995JTYiaTi6SaiNjp48CBMJhP27NmD9PR0pKenIyMjAxEREUhPT8eYMWOwdu1aVFVVIS8vDzt37rT97vDhw3H58mWkp6ejrq4OdXV1OHXqFPLy8pyYEVFTLBJEbfT555/jhRdeQGBgIPz9/W3/vfTSS9i1axcSEhLw448/YujQoVi8eDEmTpxomxSrU6dO2Lp1KzIyMjBs2DA899xzeO+99/g9C9IczidBpJJ3330XZWVlupkIitwDP0kQKSQvLw8//PADBEHAqVOnsH37dowZM8bZYRHJwgvXRAqprKzEG2+8gdLSUvj5+WHu3LkYNWqUs8MikoWnm4iISBRPNxERkSgWCSIiEsUiQUREolgkiIhIFIsEERGJYpEgIiJR/w/IyVT0NB3yHQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "quzYLEdPkDL6"
      },
      "source": [
        "**2.   Relation between consumers' total salary and the vehicles they tend to purchase**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "U9Wa7vUtmv41"
      },
      "source": [
        "*   Make of vehicles they tend to purchase"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MJeuMD4cYa2-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 609
        },
        "outputId": "2bf91a4b-cf0a-4d5c-819a-f978b9ea9ffc"
      },
      "source": [
        "plt.figure(figsize=(20,6))\n",
        "sns.countplot(x=\"Make\", data=df, hue=\"Total Salary\")\n",
        "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f2711773e10>"
            ]
          },
          "metadata": {},
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iicpR-vjmkb1"
      },
      "source": [
        "*   Price of vehicle owned"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PKFMeh1wYahu",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "outputId": "7cca01cf-06a5-46c1-886e-4a1de1781e29"
      },
      "source": [
        "plt.xlabel('total salary')\n",
        "plt.ylabel('Price of car owned')\n",
        "plt.scatter(df['Total Salary'],df['Price'])"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f27115f4650>"
            ]
          },
          "metadata": {},
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fD_CfVyJ7vfr"
      },
      "source": [
        "**3. Relation between number of dependents on a consumer and the vehicles they tend to purchase**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Gf-1KYU178-K"
      },
      "source": [
        "*   Make of vehicles they tend to purchase"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Gf3zVItx77y3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        },
        "outputId": "aa0167ea-1d40-4b56-d902-fa1a98ac34c9"
      },
      "source": [
        "plt.figure(figsize=(20,6))\n",
        "sns.countplot(x=\"Make\", data=df, hue=\"No of Dependents\")\n",
        "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f27114ebc90>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d9VZ-zpp7-Qn"
      },
      "source": [
        "*   Price of vehicle owned"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cGCBemUv7_cb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "outputId": "8267b7d3-da17-441e-e679-06168e148ed0"
      },
      "source": [
        "plt.xlabel('No of Dependents')\n",
        "plt.ylabel('Price of car owned')\n",
        "plt.scatter(df['No of Dependents'],df['Price'])"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f2711769e10>"
            ]
          },
          "metadata": {},
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s2FdkAfwmOcO"
      },
      "source": [
        "**4.   Relation between consumers' marital status and the vehicles they tend to purchase**\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mNpxFwWJmQVQ"
      },
      "source": [
        "*   Make of vehicles they tend to purchase"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6_IUOz7XmQ7C",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        },
        "outputId": "707dbbb1-1d17-4a1f-b631-e5418647248b"
      },
      "source": [
        "plt.figure(figsize=(20,6))\n",
        "sns.countplot(x=\"Make\", data=df, hue=\"Marrital Status\")\n",
        "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f27248475d0>"
            ]
          },
          "metadata": {},
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-dMvZgJGmRbV"
      },
      "source": [
        "*   Price of vehicle owned"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gOvfpDJXmR-p",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "outputId": "589bbecb-3445-4d92-ad29-772e90c940f7"
      },
      "source": [
        "plt.xlabel('Marrital Status')\n",
        "plt.ylabel('Price of car owned')\n",
        "plt.scatter(df['Marrital Status'],df['Price'])"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f27138a4fd0>"
            ]
          },
          "metadata": {},
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jqu244N2nQxs"
      },
      "source": [
        "**5. Relation between consumers profession and the vehicles they tend to purchase**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NR1TXU7e4wI5"
      },
      "source": [
        "*   Make of vehicles they tend to purchase"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HzLjfrPQ44zb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        },
        "outputId": "08d1c1c5-8432-4973-87f5-289711497c88"
      },
      "source": [
        "plt.figure(figsize=(20,6))\n",
        "sns.countplot(x=\"Make\", data=df, hue=\"Profession\")\n",
        "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f271150cc90>"
            ]
          },
          "metadata": {},
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zmZq4NqG4ePi"
      },
      "source": [
        "*   Price of vehicle owned"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BE54eC-am2i6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "outputId": "717ab635-3881-4d60-be5b-9b48ee615205"
      },
      "source": [
        "plt.xlabel('Profession')\n",
        "plt.ylabel('Price of car owned')\n",
        "plt.scatter(df['Profession'],df['Price'])"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f27138a4dd0>"
            ]
          },
          "metadata": {},
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G0-h6bk33_Mp"
      },
      "source": [
        "**6. Relation between consumers education and the vehicles they tend to purchase**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xxIxUcQJ4x2b"
      },
      "source": [
        "*   Make of vehicles they tend to purchase"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OQ75ZgEY5IrN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        },
        "outputId": "dec56d9e-9ba1-4058-99d3-6dd4a8eda3c2"
      },
      "source": [
        "plt.figure(figsize=(20,6))\n",
        "sns.countplot(x=\"Make\", data=df, hue=\"Education\")\n",
        "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f27136cac50>"
            ]
          },
          "metadata": {},
          "execution_count": 23
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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552annXbKbrvttkzbnDBhQh544IF8+OGHueKKK7L99tsnSfbff//SPPX19RkzZkyef/75NDY2Zvbs2XnppZey66675tlnny29M6RDhw754Q9/2KTtvvnmmzn11FPz7rvvpqqqKrNnz857772XTp06FeZ97LHHMm/evDz00ENJkoULF2brrbde6n1tcnD41ltvZejQoV67DQAAAECz8MVedslnvf6+SteuXTN58uQ888wzefLJJ3PFFVfk/vvvX+I2ttlmm/z5z38uDQ8ZMiRDhgzJAQccULptOEnWXXfd0t833XRTPv7449x5552pqanJ2WefXbqD9+tUVlYu9ojALy5zyimnZPjw4dljjz3S0NCQ7bbb7ivX2djYmHPOOSe77LLLErf5dZr8cMIf/vCH+e///u/l2hgAAAAArCxt2rRJjx49cs899yRJpk+fnpdeeim9evXK3/72t1RWVmaPPfbIGWeckTlz5uTDDz9MmzZtvjZwHDRoUJ5++unce++9pXH19fWLhYZ/b+7cuenUqVNqamry7rvv5tFHHy1N+853vlO6LfqDDz7II488Upq26aablkLKWbNm5dlnn11snRtvvHGS5K677srChQtL01q3bp25c+eWhvv165eJEyfm008/TfJZoDp9+vSv+eS+XJN7HNbW1uaEE05I7969Sw9s/Jy3LQMAAACsfRbW1Tf5DchLu97qlpXLtOyll16akSNHZuLEiamqqsqYMWPSoUOHPPHEE7nsssuSfPbi3yFDhqRz587p2LFjNttss/Tv3z/f+ta3Ci9H6dy5c26++eZcfvnlufrqq9O+fftUV1dnjz32yLe//e0vreGII47ISSedlP79+6dz586L9fz72c9+ljPPPDN77bVXOnXqlB122KE07aCDDsqJJ56YvffeO926dcu2225bmnbGGWfkZz/7WdZbb718//vfT/v27UvTfvzjH+fMM89Mq1atctlll2XIkCG55pprcuCBB6aioiIVFRU54YQTsvnmmy/VZ9nk4HCLLbbIFltssVQrBwAAAGDNtazh3opY72OPPfal4zfddNP84he/KIzv27dv+vbtWxhfVVWV66+//mu39a1vfSvXXHNNk2vZaKONSi8m+Xtt27bN2LFjv3Ta+uuvn1/96ldfOm3//fdf7DmKp5xySunvgw46KAcddNBi8w8dOnSpX4by95ocHJ5wwgnLtSEAAAAAYPXR5ODw6aef/sppy/ugRQAAAACgeWlycHjWWWctNvzBBx+krq4unTt3XuwBjwAAAADA6q/JweHf36tdX1+f6667Lq1bt17hRQEAAAAA5dViWResrKzMsccem5///Ocrsh4AAAAAoBlY5uAwSZ566qlUVFSsqFoAAAAAgGaiybcq9+3bd7GQ8JNPPsnChQtzzjnnrJTCAAAAAGjeGhbVpUVVy7Ktt66uLuPHj8/kyZNTVVWVysrKdOvWLSeeeGK22GKLZd7+zJkzM3DgwDz77LPLvI5nn302dXV16dOnzzKvo9yaHBxecskliw2vs8462WyzzdKmTZvlLqK2tjYXXXRRnn766dTU1KRXr145//zzl3u9AAAAAKw8LapaZsqYo1f4ensPa9qj8c4444x8+umnufPOO9OuXbs0NjbmiSeeyIwZMxYLDhsaGlJRUbFK75z9/e9/nwULFqwdweFOO+2U5LMPevbs2dlggw3SosVy3elccskll6SmpiYPPfRQKioqMnv27BWyXgAAAADWTK+99loeeeSRPPHEE2nXrl2SpKKiIrvttluSZOzYsXn11Vczb968vP3227n99tszfvz4/P73v09dXV3WX3/9XHTRRdloo42SJJMmTcrEiRPTpk2b9O3bt7SdZ599NqNHj87dd99dGH7vvfdyyimnZP78+amtrU3fvn0zbNiwvPzyy7ntttvS0NCQ//f//l/22WefDBkyJE888USuu+66LFy4MC1btswZZ5yRXr16rdoPbik0OTicN29ezjvvvPz2t7/NokWLUlVVlX322ScjRoxI27Ztl7mA+fPn5957780TTzxRSn032GCDZV4fAAAAAGu+adOmZdNNN8166633lfO88MILufvuu9OhQ4ckyTHHHJPTTz89SXLnnXfm0ksvzRVXXJGXXnop1113Xe69995ssMEGGTVqVJNqaNeuXcaPH5/WrVunrq4uRx11VJ588snsuuuuOfTQQ7NgwYLS9t54442MGzcuN954Y9q0aZNXX301xxxzTB5//PHl+hxWpiYHhxdccEE++eST3H///dloo43y1ltv5YorrsgFF1yQ0aNHL3MBb775Ztq3b59rrrkmzz77bFq3bp2TTjopO+ywwzKvEwAAAIC1y1//+teceuqp+fTTT/P9738/6623XnbddddSaJgkTz75ZG655ZYsWLAgixYtKo3//e9/n912263Ume2QQw7Jgw8+uMRt1tfXZ8yYMXn++efT2NiY2bNn56WXXsquu+5amPe//uu/8sYbb2Tw4MGlcYsWLSrd2dscNTk4/K//+q888sgjWWeddZIkm222WS6++OL88Ic/XK4C6uvr8+abb2abbbbJ6aefnv/5n//Jsccem9/97ndNfn7i1KlTm7y93r17L2upzc6UKVPKXQKryJryvfWdZUVaU46LxLHRFGtSe68JVvZ3Vns3L85RwLJak87nzoXN0zbbbJPXX389H3/8cdq1a5ctttgi9913X26++eZMnTo16623Xlq3bl2a/6233srFF1+cX//61+natWv++Mc/5rTTTlvidiorK9PY2Fgarq2tLf1900035eOPP86dd96ZmpqanH322YtN/3vf//73M2bMmGXc41WvycFhTU1N5syZU7rvO0k++OCDVFdXL1cBXbp0SVVVVfr3758k2W677bL++utnxowZ+Yd/+IcmraNnz56pqalZrjpWR2vSSZi1g+8sfDnHBqsb39m1i/YGWPvOhbW1tUvVSatcunXrlt133z0jRozIhRdeWHqU3oIFC750/nnz5qVly5bp1KlTGhoactttt5Wm7bTTTrnhhhvy/vvvp2PHjvn1r39dmta1a9e8+eab+eijj9KuXbs88MADpWlz585Np06dUlNTk3fffTePPvpoDjvssCRJmzZt8u6775bm/d73vpdrrrkmr776arbccsskn91Kve222664D2UFa3JweOCBB+anP/1pfvKTn+Sb3/xm3n777UycODEHHXTQchXQoUOH7LzzznnqqafSp0+fzJgxI++//3423XTT5VovAAAAAGu2iy++OOPGjcuBBx6YqqqqtGvXLhtuuGGGDBmSxx57bLF5t9pqq+y1117Ze++9s/7666dv3775wx/+kCTZeuutc+yxx+awww5LmzZtFrvVuHPnzjnyyCNzwAEHZIMNNsiOO+6YV199NUlyxBFH5KSTTkr//v3TuXPn7LLLLqXl9thjj9x7770ZMGBA6eUol1xySc4666x8+umnqaury/bbb79mBIfHHXdcOnfunPvvvz+zZs3KhhtumKOPPnq5g8MkOffcc3PmmWdm9OjRqaqqypgxY0pvwwEAAACgeWpYVJfew36+UtbboqrlEuerrq7OySefnJNPPrkw7dvf/nZh3IgRIzJixIjS8Iknnlj6e/DgwYs9f/CL6zz++ONz/PHHF9a30UYbLdY78Yu6du2a++67b7Fxffr0SZ8+fb5mj5qXJgeHF154Yfbee+9MnDixNO6Pf/xjLrzwwpx11lnLVUTXrl3zq1/9arnWAQAAAMCq1ZRwrzmtl6XToqkzTp48OT179lxsXM+ePTN58uQVXhQAAAAAUF5NDg4rKirS0NCw2Lj6+vrCOAAAAABg9dfk4HCHHXbIVVddVQoKGxoaMnbs2Oywww4rrTgAAAAAmo/GxsZyl8AKtKT2bPIzDs8666z8y7/8S/r06ZNvfvObeeedd9KpU6eMHz9+uYsEAAAAoHlr1apV3n///XTs2DEVFRXlLofl1NjYmPfffz+tWrX6ynmaHBx+4xvfyD333JMXXngh77zzTrp06ZJtt902LVo0udMiAAAAAKupjTfeODNnzsx7771X7lJYQVq1apWNN974K6c3OThMkhYtWqRXr17p1avXchcGAAAAwOqjZcuW2WyzzcpdBquQ7oIAAAAAQIHgEAAAAAAoEBwCAAAAAAWCQwAAAACgQHAIAAAAABQIDgEAAACAAsEhAAAAAFAgOAQAAAAACgSHAAAAAECB4BAAAAAAKBAcAgAAAAAFgkMAAAAAoEBwCAAAAAAUCA4BAAAAgALBIQAAAABQIDhcTTUsqit3CcttTdgHAAAA1mxrwv9d14R9oDyqyl0Ay6ZFVctMGXN0uctYLr2H/bzcJQAAAMDX8v9v1mZ6HAIAAAAABYJDAAAAAKBAcAgAAAAAFAgOAQAAAIACwSEAAAAAUCA4BAAAAAAKBIcAAAAAQIHgEAAAAAAoEBwCAAAAAAWCQwAAAACgQHAIAAAAABQIDgEAAACAAsEhAAAAAFAgOAQAAAAACgSHAAAAAECB4BAAAAAAKBAcAgAAAAAFgkMAAAAAoEBwCAAAAAAUCA4BAAAAgIJmFRxec8012WqrrfLKK6+UuxQAAAAAWKs1m+DwL3/5S/70pz9lo402KncpAAAAALDWaxbB4cKFC3Peeedl1KhR5S4FAAAAAEgzCQ6vuuqq7Lffftl4443LXQoAAAAAkKSq3AU8//zzmTp1ak477bRlXsfUqVObPG/v3r2XeTuseFOmTFmp6+/R49tZd91WK3UbNJ32bpoFCz7Niy/+pdxlNHtr0vl8ZR8ba4I1qb3XBCv7O6u9mxfnKGBZOZ83L87nLIuyB4fPPfdcpk+fnt133z1J8re//S1HHXVULr744vTp06dJ6+jZs2dqampWZpmsJKviH5JBwyat9G2sbLeMGVzuElYI7d00t4wZ7CJrLaO9Wd34zq5dtDfAmmFpzue1tbVL1UmLNVfZg8MhQ4ZkyJAhpeF+/fpl/Pjx6d69exmrAgAAAIC1W7N4xiEAAAAA0LyUvcfh33vsscfKXQIAAAAArPX0OAQAAAAACgSHAAAAAECB4BAAAAAAKBAcAgAAAAAFgkMAAAAAoEBwCAAAAAAUCA4BAAAAgALBIQAAAABQIDgEAAAAAAoEhwAAAABAgeAQAAAAACgQHAIAAAAABYJDAAAAAKBAcAgAAAAAFAgOAQAAAIACwSEAAAAAUCA4BAAAAAAKBIcAAAAAQIHgEAAAAAAoEBwCAAAAAAWCQwAAAACgQHAI0Mw0LKordwnLbU3Yh1VlTfis1oR9AMpnYV19uUtYIdaU/QCAL6oqdwEALK5FVctMGXN0uctYLr2H/bzcJaw2tDewtqtuWZlBwyaVu4zldsuYweUuAQBWOD0OAQAAAIACwSEAAAAAUCA4BAAAAAAKBIcAAAAAQIHgEAAAAAAoEBwCAAAAAAWCQwAAAACgQHAIAAAAABQIDgEAAACAAsEhAAAAAFAgOAQAAAAACgSHAAAAAECB4BAAAAAAKBAcAgAAAAAFgkMAAAAAoEBwCAAAAAAUCA4BAAAAgALBIQAAAABQIDgEAAAAAAoEhwAAAABAQVW5C/jggw8ybNiwvPHGG6murs6mm26a8847Lx06dCh3aQAAAACw1ip7j8OKioocffTReeihh3L//fena9euufTSS8tdFgAAAACs1coeHLZv3z4777xzabhXr155++23y1gRAAAAAFD24PCLGhoacuutt6Zfv37lLgUAAAAA1mplf8bhF51//vlZd911c/jhhy/VclOnTm3yvL17917asliJpkyZslLXr72bF+29dtHeaxftvXbR3msX7d10K/uzgtXNmnR8rwmco1gWzSY4HD16dF5//fWMHz8+LVosXUfInj17pqamZiVVxsrkH5K1i/Zeu2jvtYv2Xrto77WL9m46nxXQnC3NOaq2tnapOmmx5moWweHll1+eqVOnZsKECamuri53OQAAAACw1it7cPjqq6/m+uuvT7du3XLooYcmSTbeeONce+21Za4MAAAAANZeZQ8Ot9xyy7z88svlLgMAAAAA+IJm9VZlAAAAAKB5EBwCAAAAAAWCQwAAAACgQFEud4gAABg9SURBVHAIAAAAABQIDgEAAACAAsEhAAAAAFAgOAQAAAAACgSHAAAAAECB4BAAAAAAKBAcAgAAAAAFgkMAAAAAoEBwCAAAAAAUCA4BAAAAgALBIQAAAABQIDgEAAAAAAoEhwAAAABAgeAQAAAAACgQHAIAAAAABYJDAAAAAKBAcAgAAAAAFAgOAQAAllPDorpyl7DcVsU+LKyrX+nbWBXq6xaWu4TltiZ8Z4GVr6rcBQAAAKzuWlS1zJQxR5e7jOXSe9jPV/o2qltWZtCwSSt9OyvbLWMGa29graDHIQAAAABQIDgEAAAAAAoEhwAAAABAgeAQAAAAACgQHAIAAAAABYJDAAAAAKBAcAgAAAAAFAgOAQAAAIACwSEAAAAAUCA4BAAAAAAKBIcAAAAAQIHgEAAAAAAoEBwCAAAAAAWCQwAAAACgQHAIAAAAABQIDgEAAACAAsEhAAAAAFAgOAQAAAAACgSHAAAAAECB4BAAAAAAKGgWweGMGTNyyCGHZM8998whhxyS1157rdwlAQAAAMBarVkEh+ecc04GDRqUhx56KIMGDcrIkSPLXRIAAAAArNXKHhy+//77mTZtWvr3758k6d+/f6ZNm5Y5c+aUuTIAAAAAWHtVlbuAd955J507d05lZWWSpLKyMhtuuGHeeeeddOjQ4WuXbWxsTJIsXLhwqbbZbt2Wy1ZsM1JbW5u0alvuMpZLbW3tKtmO9m4etHfTae+m097Ng/ZuOu3ddNq7edDeTae9m057Nw/au+nWxvb+PGf5PHdh7VXRWOZvwdSpU3P66afngQceKI3be++9c8kll+Tb3/721y47d+7cvPLKKyu7RAAAAIC1Tvfu3dO27eodmrJ8yt7jsEuXLnn33XdTX1+fysrK1NfXZ9asWenSpcsSl23dunW6d++eli1bpqKiYhVUCwAAALBma2xsTF1dXVq3bl3uUiizsgeHHTt2TI8ePTJ58uQMGDAgkydPTo8ePZZ4m3KStGjRQvINAAAAsIK1atWq3CXQDJT9VuUkmT59eoYPH56PP/447dq1y+jRo/Otb32r3GUBAAAAwFqrWQSHAAAAAEDz0qLcBQAAAAAAzY/gEAAAAAAoEBwCAAAAAAWCQwAAAACgQHAIAAAAABRUlbsAvtyAAQNy++23p7q6OieddFJeeeWV1NTUpGPHjjn33HOzySabJElmzJiR4cOH58MPP0z79u0zevTodOvWrbzF02R1dXUZN25cfvvb36a6ujqVlZX5zne+kx122CFTpkzJ6aefXu4SWQr9+vVLdXV1qqur88knn2SLLbbIMccck+23336Z1jdx4sTsu+++6dix4wqulFWlKcf4zJkz89RTT+WQQw4pd7kshwcffDDXX399GhsbU1tbm29/+9u57LLLstVWW+WPf/xjWrduXZp35513zl133ZUbbrghbdu2zWmnnbbYuo444ogccMAB+ed//udVvRv8fz4/n9fU1KS2tjY77LBDzjnnnLRs2fIrlzniiCPy05/+ND/4wQ9WYaWsSEcffXR23333HHbYYaVxjY2N2WOPPXLxxRdnp512KmN1LI9+/fpl/Pjx6d69e7lLoQy+6nrs1FNP/drzelO9+OKLmTFjRvbee+8VUC00P4LDZuq+++5LkjQ0NGT//ffPD37wg7Ro0SI333xzzj777PziF79IkpxzzjkZNGhQBgwYkPvuuy8jR47ML3/5y3KWzlI444wzUltbm7vuuitt2rTJokWLctddd2WXXXbJHnvsUe7yWAZXX3116aL04YcfzpAhQ3LjjTdmu+22W+p1/fKXv8x3v/vdpQ4OFy1alKoqp/fmoCnH+FtvvZXbb79dcLgamzVrVs4999zcc8896dKlSxobG/Piiy8ucbmBAwfm+OOPz9ChQ1NZWZkkefPNNzNt2rRMmDBhZZfNEnx+Pq+vr8/gwYPzu9/9zn8K13ADBw7MTTfdtFhw+Oyzz6ZFixbZcccdl7h8Q0NDKioqUlFRsTLLZDXgWqx5+arrsYULFy4WHNbX15f+PV4aL774Yh5//HH/RrDGcjZrpr7YQ2H33Xcvje/Vq1cpNHz//fczbdq03HTTTUmS/v375/zzz8+cOXPSoUOHstRN07322mt55JFH8sQTT6RNmzZJkqqqqhxyyCG5++678/jjj+fqq6/Oe++9l1NOOSXz589PbW1t+vbtm2HDhiVJjj322LzzzjtJko8++ijt27fPvffeW7Z9YnH/9E//lBdeeCE33nhj1l133fTs2TOHH354kmT48OGl4dtvvz0TJ05MdXV1GhoacuWVV+bhhx/OrFmzcuKJJ6ampiaXXXZZNtlkk1xxxRV57rnnsnDhwmy11VYZNWpUWrduneHDh6eysjIzZszI/PnzSz8+UD5NPcbPO++8zJw5MwMGDMimm26aH/3oR7nnnntKwdHChQvTr1+/3HHHHfnmN79Zzl3iK8yePTtVVVVp3759kqSioiLbbLPNEpfbdttt0759+/z3f/93+vbtmyS5++6786Mf/SjrrLPOSq2ZpqutrU1tbW3atWuXp59+OldeeWVqa2tTX1+fY489Nvvss09hmXnz5uXiiy/Oyy+/nNra2uy8884544wzUllZmSOOOCI9e/bMn/70p8yaNSs/+tGPSr1OX3/99YwcOTJz5sxJVVVVhg4dml133XVV7/Jaa/fdd8+oUaMyffr0bL755kk+OyYPOOCA3HDDDXn44YdTX1+fzp075/zzz0+nTp0yduzYvPrqq5k3b17efvvtXH755TnyyCNz6KGH5oknnsgnn3ySCy+8MDvssEMWLVqUf/mXf8kHH3yQ2trabLvttjn33HNTXV1d5j1f+zz77LMZPXp07r777sLwfffdl5tvvjm33HJLKisr89Of/jR77rlnDjvssELPxS8O9+vXL3vvvXeeeeaZdO/ePUOHDv3Sa/ja2trsvvvuufvuu7PhhhsmSS644IJssMEGOfbYY8v2mayplnQ99pvf/CatW7fO66+/nksuuSQLFy7MpZdemvnz5ydJTjzxxOy2225fefzOnz8/V199debNm5cBAwZkxx13zIgRI3LqqadmxowZqauryyabbJKLLroo6623Xjk/ClhmgsPVzKRJk9KvX78kyTvvvJPOnTuXfhWprKzMhhtumHfeeUdwuBqYNm1aNt100yX+A9KuXbuMHz8+rVu3Tl1dXY466qg8+eST2XXXXTN+/Pgkydy5czNo0KAcf/zxq6J0lsJ2222Xxx57LNtuu+1XzjNmzJg8+OCD2XDDDbNw4cLU19fnuOOOy5133rlYD8Zx48albdu2+fWvf50kueSSSzJhwoQMHTo0yWe/dt58881Zd911V/6OsURNPcZHjhy52H9eFi1alDFjxuTNN99M165d89vf/jbbbbed0LAZ23rrrbPttttmt912y84775ztt98+AwYMyPrrr7/EZQcOHJi77747ffv2TUNDQ+69995cfvnlq6BqluTzH27eeOON9OnTJ3369MlHH31UChNmz56dAw44IH369Ckc5xdffHF23HHHXHjhhWloaMhpp52Wu+66KwcffHCSz67hJk2alPnz52ePPfbIgQcemG7duuW0007LwQcfnIMOOih//etfM3jw4Dz44IOu61aR6urq7LvvvrnrrrsybNiwzJs3L4888kjOOeec/OEPf8gdd9yRFi1a5JZbbsm//du/5bLLLkuSvPDCC7n77rvToUOHzJw5Mx9++GF69eqVoUOH5je/+U0uvfTS3HbbbamsrMyll16a9ddfP42NjTn99NNz1113LdbDkfIbMGBAnn322Vx22WVp06ZN1ltvvSa30bx580rXabW1tV95Db///vvnjjvuyAknnJD58+fngQceyOTJk1fmbq21lnQ99j//8z+57777sskmm+Tjjz/Oj3/840yYMCEbbrhhZs2alQMPPDCTJ09O27Ztv/L4PfHEE0s/CH/urLPOKp27r7jiitxwww2FR5PA6kJwuBq54YYbMn369FKPQ9YO9fX1GTNmTJ5//vk0NjZm9uzZeemll0o9EOrq6nLCCSdk4MCB+eEPf1jmavl7jY2NS5znO9/5ToYPH54f/OAH2W233dK1a9cvne+xxx7LvHnz8tBDDyX5rCfa1ltvXZq+1157CQ3XAJ//Cn7bbbflX//1X3PLLbfk5JNPLndZfI0WLVpk3LhxeeWVV/Lcc8/lkUceyY033pj777//K5f5/FbG/fbbL1dddVU+/PDDTJs2Leuss07+8R//cVWVztf4/Ieb2tra/N//+38zceLE9O3bN2eeeWZef/31VFZW5qOPPsqMGTPSq1evxZZ97LHH8sILL5TuCvn000/TuXPn0vS99torLVq0SNu2bbP55pvnjTfeyAYbbJAXX3wxAwcOTJJsscUW6dGjR/70pz+VfjRm5TvwwANz9NFH59RTT82DDz6Y7bffPo899limTp1aeu5ofX19qedSkuy6666Lhbvrrrtu6VmXvXr1yujRo5N8divzv//7v+fJJ59MQ0NDPvroo7Rq1WoV7h1NNXLkyBxwwAFZtGhR6Ye9pth///1Lf3/dNfzgwYMzePDgHHvssfnNb36T733ve55pXSbbb7996f0Bzz//fGbOnJljjjmmNL2ioiKvv/56ttlmm6U6fu+7777cf//9qaury4IFC7yHgNWa4HA18atf/SqTJ0/OL37xi9LtS126dMm7775behZDfX19Zs2alS5dupS5Wppim222yeuvv56PPvroa3sk3XTTTfn4449z5513pqamJmeffXZqa2tL00eMGJEtt9wyP/nJT1ZB1SytP//5z9lyyy1TWVmZhoaG0vgvtuE111yTP//5z3nmmWfy4x//OKNGjSrdtvhFjY2NOeecc7LLLrt86baEhs1LU4/xL3PwwQfnn//5n9OvX798/PHHX9nmNC/du3dP9+7dM3jw4Oy99975/e9/nw4dOuTDDz8svRxl0aJFmTdvXilk6NChQ/r06ZPJkyfn+eefzwEHHFDOXeBL1NTUZLfddsvjjz+e//zP/0y/fv1yzTXXpKKiInvuuedi5/PPNTY2Zty4cV/5Q1BNTU3p78+v4Wgett5662y44YZ58sknc9ddd+X//J//kwcffDDHHXdcDjzwwC9d5osvP0qy2K3HLVq0yKJFi5Ik999/f6ZMmZJJkyalTZs2GT9+fF577bWVti98tcrKysV+3P374/i9997LggULUlFRkXnz5pWC4q+7nksWvxb7umv4Ll26pGfPnnn00Udzyy235Lzzzlvh+8hnlnQ99sXjt7GxMVtttVUmTZpUmO/ee+9t8vH7hz/8Ibfeemtuu+22dOjQIffff3/uuOOOFbZPsKq1KHcBLNltt92WO+64IzfddFPp+UlJ0rFjx/To0aPUrX3y5Mnp0aOH21lWE926dUu/fv0ycuTIzJs3L8lnv0zeeeedWbBgQWm+uXPnplOnTqmpqcm7776bRx99tDRt7Nix+fjjj3PmmWeu8vpZskceeSS33nprfvrTn2bTTTfNn//85ySfvUjh2WefTfJZiPDmm29m2223zZAhQ/K9732v9FKF1q1bZ+7cuaX19evXLxMnTsynn36a5LPbYaZPn76K94qmauox3qZNm9L0z3Xo0CHf/e53c8opp2TQoEEetN/Mvfvuu3n++edLw3/7298yZ86cbLzxxvnud7+b22+/vTTt9ttvz3bbbbfYMwwHDhyYW2+9NY8//vhivVVoHhoaGvLcc8+lW7dumTt3bjbaaKNUVFTkqaeeyuuvv/6ly/Tr1y8TJkwoBYJz5szJm2+++bXbadOmTXr06JF77rknSTJ9+vS89NJLhd6MrHwDBw7M2LFj89prr2X33XdPv379csstt+Sjjz5K8lmP/5deemmp1zt37tysv/76adOmTebOnevW1DLq2rVr3nzzzXz00UdpbGzMAw88UJq2cOHCDB06NP/6r/+aE044IUOHDi2Fv5tssknpeu7pp5/O7Nmzv3IbX3cNnySHH354LrroolRVVelpvhI19XosSf7xH/8xr7/+ep555pnSuBdeeCGNjY1fe/x+Pu5zH3/8cdq0aZP27dtn4cKFueuuu1byXsLKpcdhMzdv3ryMGjUq3/zmN3PkkUcm+exXzDvvvDNJMmrUqAwfPjzjxo1Lu3btSrdCsHr4t3/7t1x77bUZOHBgWrZsmYaGhvTt2zebbbZZaZ4jjjgiJ510Uvr375/OnTsv1vPommuuSbdu3Uq3zmy22Wa58sorV/l+8P934oknprq6Op988kk233zzTJgwIdttt1022WSTnHjiidl7773TrVu30jMPGxoaMnz48MydOzcVFRXp0qVLTj311CTJj3/845x55plp1apVLrvssgwZMiTXXHNNDjzwwNJbG0844YTSA9xpfppyjG+11VbZbLPN0r9//3zrW98qPR/nwAMPzH/8x3+Ujm+ar0WLFmXs2LF566230qpVqzQ0NOTkk0/ONttsk7POOisXXnhh9t1337Ro0SJdunTJmDFjFlv++9//fs4+++zstNNO2WCDDcq0F/y9z59xWFdXly233DLHH398pk6dmnPPPTdjx47NP/zDP2Srrbb60mXPPPPMXHLJJRkwYEAqKirSsmXLnHnmmV/ZA/Fzl156aUaOHJmJEyemqqoqY8aM8YNwGfTv3z+jR4/OwQcfnOrq6uy///758MMPSy84a2xszGGHHbbY40KaYv/998+jjz6avfbaKx07dkzv3r2/tMcqK8eRRx652BtzjzzyyBxwwAHZYIMNsuOOO+bVV19N8tkzpHv06FF68dEzzzyTK6+8MqeddlpOOumkDB8+PDfffHO+853vfO3zh7/uGj5Jdtppp9TU1GTQoEErYW/5oqZcjyXJeuutl3HjxuWSSy7JRRddlLq6unTt2jXjx4//2uN3l112yb//+79nv/32y0477ZTTTz89v/nNb7Lnnntm/fXXzw477FAKnGF1VNHYlAdwAQCr1Lhx4/Lee+/lnHPOKXcpAMAK9uabb+awww7L7373u8V6oQM0N3ocAkAzs88++6SysjI33nhjuUsBAFawq666KnfddVeGDx8uNASaPT0OAQAAAIACL0cBAAAAAAoEhwAAAABAgeAQAID/X3t37xpVFocB+HUIBtOkUHAgYgrFSWEhCqYUQsCPgDOtECxEsIgg4h8gDIwQSCHYqCSRkEBshBRJEYigiI3YaKdiN1oIRhFF8Gu22lmGqwsJmuzC83Tn6/I77XvPuRcAAAoEhwAAG6jZbKZSqeTbt2+bXQoAAPwrwSEAwBoMDQ1l//79WV1d7eiv1WqpVCppNpubVBkAAPxegkMAgDXq6+vL0tJSu/3s2bN8/vx5EysCAIDfT3AIALBG1Wo1CwsL7fbCwkJqtVq7fe/evdRqtRw8eDBHjhzJtWvXfvms5eXlDA0N5fnz5/nx40du3ryZ4eHhDA4O5sKFC3n//v0f3QsAAPyK4BAAYI0OHDiQjx8/5uXLl/n+/XuWlpZy8uTJ9vi2bdsyPj6ex48f58aNG5mfn8/KykrhOXfu3MnExERu3bqVffv2ZXZ2NisrK5mbm8uDBw/S29uber2+kVsDAIA2wSEAwDr8ferw4cOH2bNnT3bu3NkeGxwcTKVSSalUysDAQEZGRvLo0aOO9TMzM5mamsrs7Gz6+/uTJLdv387FixdTLpezdevWnD9/PsvLy36kAgDApuja7AIAAP6PqtVqRkdH02w2U61WO8aePHmSiYmJvHjxIl+/fs2XL19y7NixjjlTU1MZGxtLuVxu971+/TpjY2Mplf55t1sqlfL27duOYBIAADaC4BAAYB36+vqya9eu3L9/P41Go2Ps0qVLGR0dzeTkZLq7u9NoNPLu3buOOdPT0zl79mx27NiRo0ePJknK5XKuXLmSQ4cObdg+AADgV1xVBgBYp0ajkZmZmfT09HT0f/r0Kb29venu7s7Tp0+zuLhYWLt3795MTk6mXq/n7t27SZJTp07l6tWrefXqVZJkdXX1p99GBACAjeDEIQDAOu3evfun/ZcvX874+Hjq9XoOHz6c48eP58OHD4V5AwMDuX79es6dO5eurq6cPn06rVYrZ86cyZs3b7J9+/acOHEiw8PDf3orAABQsKXVarU2uwgAAAAA4L/FVWUAAAAAoEBwCAAAAAAUCA4BAAAAgALBIQAAAABQIDgEAAAAAAoEhwAAAABAgeAQAAAAACgQHAIAAAAABYJDAAAAAKDgL29k+csGepCwAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kS1Vcv-F4gSu"
      },
      "source": [
        "*   Price of vehicle owned"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GQXBQe_D4XXT",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "outputId": "ff46ea54-c7be-4a21-c8d0-cbf98517a394"
      },
      "source": [
        "plt.xlabel('Education')\n",
        "plt.ylabel('Price of car owned')\n",
        "plt.scatter(df['Education'],df['Price'])"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f2713936ad0>"
            ]
          },
          "metadata": {},
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IchXY6JV9r0x"
      },
      "source": [
        "**7. Relation between consumers loan status (indicator of purchasing power) and the vehicles they tend to purchase**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jaEgt0C59sf2"
      },
      "source": [
        "*   Make of vehicles they tend to purchase (based on personal loan)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ftyqljVQ9tdq",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        },
        "outputId": "0ab01d13-f4a7-4f97-c84d-9b84d9b62373"
      },
      "source": [
        "plt.figure(figsize=(20,6))\n",
        "sns.countplot(x=\"Make\", data=df, hue=\"Personal loan\")\n",
        "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f2710f65490>"
            ]
          },
          "metadata": {},
          "execution_count": 25
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5kHRqTlm9vIj"
      },
      "source": [
        "*   Price of vehicle owned (based on personal loan)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kpQOnOIG9v55",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "outputId": "cc3fa842-93ef-4e11-87bc-3a4d6a5da8fb"
      },
      "source": [
        "plt.xlabel('Personal loan')\n",
        "plt.ylabel('Price of car owned')\n",
        "plt.scatter(df['Personal loan'],df['Price'])"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f2710f43650>"
            ]
          },
          "metadata": {},
          "execution_count": 26
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z3cH6Y659wkA"
      },
      "source": [
        "*   Make of vehicles they tend to purchase (based on house loan)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JOCY8Pgo9xRJ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        },
        "outputId": "2490f812-851a-4fff-9733-02d6a2e3e3e8"
      },
      "source": [
        "plt.figure(figsize=(20,6))\n",
        "sns.countplot(x=\"Make\", data=df, hue=\"House Loan\")\n",
        "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f27137a7ed0>"
            ]
          },
          "metadata": {},
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ET7KpEIt9xuk"
      },
      "source": [
        "*   Price of vehicle owned (based on house loan)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jwKI8icM9yRa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "outputId": "b9511ce3-5e8e-47e6-feee-70332ef8645a"
      },
      "source": [
        "plt.xlabel('House Loan')\n",
        "plt.ylabel('Price of car owned')\n",
        "plt.scatter(df['House Loan'],df['Price'])"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f2710f43550>"
            ]
          },
          "metadata": {},
          "execution_count": 28
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HmG1tlJClCqg"
      },
      "source": [
        "## **Demographic Analysis**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 638
        },
        "id": "qrTUMZYbYbAE",
        "outputId": "455438f1-4a66-4ffd-e88c-f47c3c609484"
      },
      "source": [
        "# Plotting for int64 dtype columns\n",
        "plt.figure(1, figsize=(15,6))\n",
        "n=0\n",
        "for x in ['Age', 'No of Dependents' ,'Salary'  ,'Wife Salary'  ,'Total Salary'  ,'Price']:\n",
        "  n += 1\n",
        "  plt.subplot(1,6,n)\n",
        "  plt.subplots_adjust(hspace=0.5, wspace=0.5)\n",
        "  sns.distplot(df[x], bins = 20)\n",
        "  plt.title('Distplot of {}'.format(x))\n",
        "plt.show()"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n",
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x432 with 6 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G6qMnoLhb6q4"
      },
      "source": [
        "***Observations:***\n",
        "\n",
        "\n",
        "*   People between the age group of 25 to 50 create the most of the consumer market.\n",
        "*   Most people having an average total salary of around 30 lakh tend to purchase vehicles more.\n",
        "*   Most people spent around 10 to 20 lakhs for vehicles.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 379
        },
        "id": "A-YzBGk0YbH-",
        "outputId": "0b7d7d95-4a8e-4049-a7bc-15a85ea8cebd"
      },
      "source": [
        "# Heatmap of Correlation\n",
        "sns.heatmap(df.corr(), annot=True)"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f2710acd610>"
            ]
          },
          "metadata": {},
          "execution_count": 30
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fxrOs56TFckv"
      },
      "source": [
        "***Observations:***\n",
        "There isn't any striking new relation found, but it confirms our previous observations."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "noujvxv6AUnP",
        "outputId": "6f45b373-b0d1-4709-e469-b11728429648"
      },
      "source": [
        "# Pair Plot\n",
        "sns.pairplot(df)"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f270816c090>"
            ]
          },
          "metadata": {},
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 42 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LQfAp0DhsQhh"
      },
      "source": [
        "## **Geographic Analysis**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "U3BpINzNu1yQ",
        "outputId": "1455e505-2e21-4ff0-f513-531942e26492"
      },
      "source": [
        "# Importing state-wise sales dataset\n",
        "data = pd.read_csv('https://raw.githubusercontent.com/Marisha18/Market-Segmentation-for-Electric-Vehicles-in-India/main/EVStats.csv')\n",
        "data"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Sl. No</th>\n",
              "      <th>State</th>\n",
              "      <th>Two Wheelers (Category L1 &amp; L2 as per Central Motor Vehicles Rules</th>\n",
              "      <th>Two Wheelers (Category L2 (CMVR))</th>\n",
              "      <th>Two Wheelers (Max power not exceeding 250 Watts)</th>\n",
              "      <th>Three Wheelers (Category L5 slow speed as per CMVR)</th>\n",
              "      <th>Three Wheelers (Category L5 as per CMVR)</th>\n",
              "      <th>Passenger Cars (Category M1 as per CMVR)</th>\n",
              "      <th>Buses</th>\n",
              "      <th>Total in state</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>Meghalaya</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>Nagaland</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>Manipur</td>\n",
              "      <td>16</td>\n",
              "      <td>8</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>52</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>Tripura</td>\n",
              "      <td>28</td>\n",
              "      <td>9</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>81</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>Andaman &amp; Nicobar islands</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>82</td>\n",
              "      <td>0</td>\n",
              "      <td>82</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>6</td>\n",
              "      <td>Himachal Pradesh</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>98</td>\n",
              "      <td>0</td>\n",
              "      <td>98</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>7</td>\n",
              "      <td>Jammu &amp; Kashmir</td>\n",
              "      <td>2</td>\n",
              "      <td>76</td>\n",
              "      <td>152</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>208</td>\n",
              "      <td>0</td>\n",
              "      <td>438</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8</td>\n",
              "      <td>Goa</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>513</td>\n",
              "      <td>1</td>\n",
              "      <td>514</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>Dadra and Nagar Haveli</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>803</td>\n",
              "      <td>0</td>\n",
              "      <td>816</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10</td>\n",
              "      <td>Jharkhand</td>\n",
              "      <td>75</td>\n",
              "      <td>228</td>\n",
              "      <td>736</td>\n",
              "      <td>9</td>\n",
              "      <td>7</td>\n",
              "      <td>655</td>\n",
              "      <td>0</td>\n",
              "      <td>1710</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>11</td>\n",
              "      <td>Assam</td>\n",
              "      <td>463</td>\n",
              "      <td>138</td>\n",
              "      <td>1006</td>\n",
              "      <td>0</td>\n",
              "      <td>117</td>\n",
              "      <td>151</td>\n",
              "      <td>0</td>\n",
              "      <td>1875</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>12</td>\n",
              "      <td>Chandigarh</td>\n",
              "      <td>612</td>\n",
              "      <td>18</td>\n",
              "      <td>896</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>974</td>\n",
              "      <td>0</td>\n",
              "      <td>2500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>13</td>\n",
              "      <td>Bihar</td>\n",
              "      <td>252</td>\n",
              "      <td>430</td>\n",
              "      <td>2148</td>\n",
              "      <td>6</td>\n",
              "      <td>64</td>\n",
              "      <td>271</td>\n",
              "      <td>0</td>\n",
              "      <td>3171</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>14</td>\n",
              "      <td>Odisha</td>\n",
              "      <td>377</td>\n",
              "      <td>824</td>\n",
              "      <td>2031</td>\n",
              "      <td>0</td>\n",
              "      <td>37</td>\n",
              "      <td>594</td>\n",
              "      <td>0</td>\n",
              "      <td>3863</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>15</td>\n",
              "      <td>Uttarkhand</td>\n",
              "      <td>423</td>\n",
              "      <td>168</td>\n",
              "      <td>3239</td>\n",
              "      <td>45</td>\n",
              "      <td>38</td>\n",
              "      <td>265</td>\n",
              "      <td>0</td>\n",
              "      <td>4178</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>16</td>\n",
              "      <td>Chhattisgarh</td>\n",
              "      <td>613</td>\n",
              "      <td>382</td>\n",
              "      <td>2078</td>\n",
              "      <td>58</td>\n",
              "      <td>106</td>\n",
              "      <td>997</td>\n",
              "      <td>0</td>\n",
              "      <td>4234</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>17</td>\n",
              "      <td>Madhya Pradesh</td>\n",
              "      <td>503</td>\n",
              "      <td>378</td>\n",
              "      <td>2904</td>\n",
              "      <td>8</td>\n",
              "      <td>106</td>\n",
              "      <td>2562</td>\n",
              "      <td>0</td>\n",
              "      <td>6461</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>18</td>\n",
              "      <td>Punjab</td>\n",
              "      <td>698</td>\n",
              "      <td>300</td>\n",
              "      <td>1968</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3567</td>\n",
              "      <td>0</td>\n",
              "      <td>6538</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>19</td>\n",
              "      <td>Telangana</td>\n",
              "      <td>535</td>\n",
              "      <td>711</td>\n",
              "      <td>2256</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>5530</td>\n",
              "      <td>0</td>\n",
              "      <td>9034</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>20</td>\n",
              "      <td>Andhra Pradesh</td>\n",
              "      <td>431</td>\n",
              "      <td>692</td>\n",
              "      <td>4689</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3680</td>\n",
              "      <td>0</td>\n",
              "      <td>9492</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>21</td>\n",
              "      <td>Kerala</td>\n",
              "      <td>432</td>\n",
              "      <td>78</td>\n",
              "      <td>4961</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>5729</td>\n",
              "      <td>1</td>\n",
              "      <td>11202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>22</td>\n",
              "      <td>Karnataka</td>\n",
              "      <td>784</td>\n",
              "      <td>1104</td>\n",
              "      <td>3252</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>8242</td>\n",
              "      <td>2</td>\n",
              "      <td>13386</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>23</td>\n",
              "      <td>West Bengal</td>\n",
              "      <td>1451</td>\n",
              "      <td>65</td>\n",
              "      <td>10781</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1840</td>\n",
              "      <td>0</td>\n",
              "      <td>14140</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>24</td>\n",
              "      <td>Rajasthan</td>\n",
              "      <td>2036</td>\n",
              "      <td>1153</td>\n",
              "      <td>8375</td>\n",
              "      <td>19</td>\n",
              "      <td>64</td>\n",
              "      <td>4116</td>\n",
              "      <td>0</td>\n",
              "      <td>15763</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>25</td>\n",
              "      <td>Tamil Nadu</td>\n",
              "      <td>491</td>\n",
              "      <td>863</td>\n",
              "      <td>8260</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7132</td>\n",
              "      <td>0</td>\n",
              "      <td>16746</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>26</td>\n",
              "      <td>Delhi</td>\n",
              "      <td>1395</td>\n",
              "      <td>251</td>\n",
              "      <td>5018</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>12695</td>\n",
              "      <td>21</td>\n",
              "      <td>19381</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>27</td>\n",
              "      <td>Haryana</td>\n",
              "      <td>3162</td>\n",
              "      <td>1504</td>\n",
              "      <td>13908</td>\n",
              "      <td>113</td>\n",
              "      <td>24</td>\n",
              "      <td>4878</td>\n",
              "      <td>0</td>\n",
              "      <td>23589</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>28</td>\n",
              "      <td>Uttar Pradesh</td>\n",
              "      <td>2954</td>\n",
              "      <td>2355</td>\n",
              "      <td>15199</td>\n",
              "      <td>117</td>\n",
              "      <td>139</td>\n",
              "      <td>5445</td>\n",
              "      <td>0</td>\n",
              "      <td>26209</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>29</td>\n",
              "      <td>Gujarat</td>\n",
              "      <td>7182</td>\n",
              "      <td>217</td>\n",
              "      <td>8476</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>15388</td>\n",
              "      <td>0</td>\n",
              "      <td>31267</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>30</td>\n",
              "      <td>Maharashtra</td>\n",
              "      <td>2630</td>\n",
              "      <td>2097</td>\n",
              "      <td>10146</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>19129</td>\n",
              "      <td>2</td>\n",
              "      <td>34013</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Sl. No                      State  ...  Buses  Total in state\n",
              "0        1                  Meghalaya  ...      0               6\n",
              "1        2                   Nagaland  ...      0              24\n",
              "2        3                    Manipur  ...      0              52\n",
              "3        4                    Tripura  ...      0              81\n",
              "4        5  Andaman & Nicobar islands  ...      0              82\n",
              "5        6           Himachal Pradesh  ...      0              98\n",
              "6        7            Jammu & Kashmir  ...      0             438\n",
              "7        8                        Goa  ...      1             514\n",
              "8        9     Dadra and Nagar Haveli  ...      0             816\n",
              "9       10                  Jharkhand  ...      0            1710\n",
              "10      11                      Assam  ...      0            1875\n",
              "11      12                 Chandigarh  ...      0            2500\n",
              "12      13                      Bihar  ...      0            3171\n",
              "13      14                     Odisha  ...      0            3863\n",
              "14      15                 Uttarkhand  ...      0            4178\n",
              "15      16               Chhattisgarh  ...      0            4234\n",
              "16      17             Madhya Pradesh  ...      0            6461\n",
              "17      18                     Punjab  ...      0            6538\n",
              "18      19                  Telangana  ...      0            9034\n",
              "19      20             Andhra Pradesh  ...      0            9492\n",
              "20      21                     Kerala  ...      1           11202\n",
              "21      22                  Karnataka  ...      2           13386\n",
              "22      23                West Bengal  ...      0           14140\n",
              "23      24                  Rajasthan  ...      0           15763\n",
              "24      25                 Tamil Nadu  ...      0           16746\n",
              "25      26                      Delhi  ...     21           19381\n",
              "26      27                    Haryana  ...      0           23589\n",
              "27      28              Uttar Pradesh  ...      0           26209\n",
              "28      29                    Gujarat  ...      0           31267\n",
              "29      30                Maharashtra  ...      2           34013\n",
              "\n",
              "[30 rows x 10 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7iq60Axywc7-"
      },
      "source": [
        "* **Data Visualisation**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "CSqTE92q6YHQ",
        "outputId": "404a83aa-5300-4a1a-b6d8-cee54cb3fe15"
      },
      "source": [
        "# Top 5 states for each category of Electric Vehicles\n",
        "for y in ['Two Wheelers (Category L1 & L2 as per Central Motor Vehicles Rules','Two Wheelers (Category L2 (CMVR))','Two Wheelers (Max power not exceeding 250 Watts)','Three Wheelers (Category L5 slow speed as per CMVR)','Three Wheelers (Category L5 as per CMVR)','Passenger Cars (Category M1 as per CMVR)','Buses','Total in state']:\n",
        "  ax = data.sort_values(y, ascending=True).tail(5).plot.barh(x='State', y=y)"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rNq_HhMk8C37"
      },
      "source": [
        "***Observations:***\n",
        "Based on the type of electric vehicle, states with higher number of electric vehicle can be targeted as people in these states are more likely to purchase them."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "t2vWzS7yfVa1"
      },
      "source": [
        "---\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ozwRGHPq01Pu"
      },
      "source": [
        "## **Model Deployment**\n",
        "### **K-Means Clustering**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KrJD7Y-ZC835",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "34ffca4f-9df3-470c-a5d1-d6ed87a87e4d"
      },
      "source": [
        "X = df.iloc[:,df.columns!='Make']\n",
        "X.head()"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Age</th>\n",
              "      <th>Profession</th>\n",
              "      <th>Marrital Status</th>\n",
              "      <th>Education</th>\n",
              "      <th>No of Dependents</th>\n",
              "      <th>Personal loan</th>\n",
              "      <th>House Loan</th>\n",
              "      <th>Wife Working</th>\n",
              "      <th>Salary</th>\n",
              "      <th>Wife Salary</th>\n",
              "      <th>Total Salary</th>\n",
              "      <th>Price</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>27</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Single</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>800000</td>\n",
              "      <td>0</td>\n",
              "      <td>800000</td>\n",
              "      <td>800000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>35</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1400000</td>\n",
              "      <td>600000</td>\n",
              "      <td>2000000</td>\n",
              "      <td>1000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>45</td>\n",
              "      <td>Business</td>\n",
              "      <td>Married</td>\n",
              "      <td>Graduate</td>\n",
              "      <td>4</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>1800000</td>\n",
              "      <td>0</td>\n",
              "      <td>1800000</td>\n",
              "      <td>1200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>41</td>\n",
              "      <td>Business</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>3</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1600000</td>\n",
              "      <td>600000</td>\n",
              "      <td>2200000</td>\n",
              "      <td>1200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>31</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1800000</td>\n",
              "      <td>800000</td>\n",
              "      <td>2600000</td>\n",
              "      <td>1600000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Age Profession Marrital Status  ... Wife Salary  Total Salary    Price\n",
              "0   27   Salaried          Single  ...           0        800000   800000\n",
              "1   35   Salaried         Married  ...      600000       2000000  1000000\n",
              "2   45   Business         Married  ...           0       1800000  1200000\n",
              "3   41   Business         Married  ...      600000       2200000  1200000\n",
              "4   31   Salaried         Married  ...      800000       2600000  1600000\n",
              "\n",
              "[5 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M73f8la_LNMg"
      },
      "source": [
        "encoding = {\"Profession\":{\"Salaried\": 0, \"Business\": 1},\n",
        "            \"Marrital Status\":{\"Single\": 0, \"Married\": 1},\n",
        "            \"Education\":{\"Graduate\": 0, \"Post Graduate\": 1},\n",
        "            \"Personal loan\":{\"No\": 0, \"Yes\": 1},\n",
        "            \"House Loan\":{\"No\": 0, \"Yes\": 1},\n",
        "            \"Wife Working\":{\"No\": 0, \"Yes\": 1}\n",
        "            }"
      ],
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "BossdBr4MgZn",
        "outputId": "47fa6cd8-d1b4-4cbe-db11-46c4ddf5cc85"
      },
      "source": [
        "obj_df = X.replace(encoding)\n",
        "obj_df.head()"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "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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              "\n",
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              "        text-align: right;\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>Age</th>\n",
              "      <th>Profession</th>\n",
              "      <th>Marrital Status</th>\n",
              "      <th>Education</th>\n",
              "      <th>No of Dependents</th>\n",
              "      <th>Personal loan</th>\n",
              "      <th>House Loan</th>\n",
              "      <th>Wife Working</th>\n",
              "      <th>Salary</th>\n",
              "      <th>Wife Salary</th>\n",
              "      <th>Total Salary</th>\n",
              "      <th>Price</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>27</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>800000</td>\n",
              "      <td>0</td>\n",
              "      <td>800000</td>\n",
              "      <td>800000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>35</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1400000</td>\n",
              "      <td>600000</td>\n",
              "      <td>2000000</td>\n",
              "      <td>1000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>45</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1800000</td>\n",
              "      <td>0</td>\n",
              "      <td>1800000</td>\n",
              "      <td>1200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>41</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1600000</td>\n",
              "      <td>600000</td>\n",
              "      <td>2200000</td>\n",
              "      <td>1200000</td>\n",
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              "      <th>4</th>\n",
              "      <td>31</td>\n",
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              "      <td>1</td>\n",
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              "      <td>2</td>\n",
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              "      <td>1</td>\n",
              "      <td>1800000</td>\n",
              "      <td>800000</td>\n",
              "      <td>2600000</td>\n",
              "      <td>1600000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Age  Profession  Marrital Status  ...  Wife Salary  Total Salary    Price\n",
              "0   27           0                0  ...            0        800000   800000\n",
              "1   35           0                1  ...       600000       2000000  1000000\n",
              "2   45           1                1  ...            0       1800000  1200000\n",
              "3   41           1                1  ...       600000       2200000  1200000\n",
              "4   31           0                1  ...       800000       2600000  1600000\n",
              "\n",
              "[5 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1GiFf56wCAmU"
      },
      "source": [
        "**K - Means Algorithm**\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7Ql-3e821DzQ"
      },
      "source": [
        "# Importing Important Libraries\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.cluster import KMeans"
      ],
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DKViX_bFCpeo",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "outputId": "b57fe2db-9479-47fc-8cf0-5d04f7c9c1de"
      },
      "source": [
        "X_scaled = StandardScaler().fit_transform(obj_df)\n",
        "X_scaled = pd.DataFrame(X_scaled,columns=['Age', 'Profession', 'Marrital Status', 'Education', 'No of Dependents',\n",
        "                                          'Personal loan', 'House Loan', 'Wife Working', 'Salary', 'Wife Salary',\n",
        "                                          'Total Salary','Price'])\n",
        "x = X_scaled.to_numpy()\n",
        "X_scaled"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Age</th>\n",
              "      <th>Profession</th>\n",
              "      <th>Marrital Status</th>\n",
              "      <th>Education</th>\n",
              "      <th>No of Dependents</th>\n",
              "      <th>Personal loan</th>\n",
              "      <th>House Loan</th>\n",
              "      <th>Wife Working</th>\n",
              "      <th>Salary</th>\n",
              "      <th>Wife Salary</th>\n",
              "      <th>Total Salary</th>\n",
              "      <th>Price</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-1.498630</td>\n",
              "      <td>-0.739510</td>\n",
              "      <td>-2.366432</td>\n",
              "      <td>0.876275</td>\n",
              "      <td>-1.642313</td>\n",
              "      <td>1.446980</td>\n",
              "      <td>-0.772512</td>\n",
              "      <td>-1.051847</td>\n",
              "      <td>-1.397118</td>\n",
              "      <td>-0.887055</td>\n",
              "      <td>-1.406760</td>\n",
              "      <td>-0.904843</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.211304</td>\n",
              "      <td>-0.739510</td>\n",
              "      <td>0.422577</td>\n",
              "      <td>0.876275</td>\n",
              "      <td>-0.136859</td>\n",
              "      <td>1.446980</td>\n",
              "      <td>1.294479</td>\n",
              "      <td>0.950708</td>\n",
              "      <td>-0.501877</td>\n",
              "      <td>0.108995</td>\n",
              "      <td>-0.258937</td>\n",
              "      <td>-0.445579</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.397855</td>\n",
              "      <td>1.352247</td>\n",
              "      <td>0.422577</td>\n",
              "      <td>-1.141195</td>\n",
              "      <td>1.368594</td>\n",
              "      <td>1.446980</td>\n",
              "      <td>1.294479</td>\n",
              "      <td>-1.051847</td>\n",
              "      <td>0.094950</td>\n",
              "      <td>-0.887055</td>\n",
              "      <td>-0.450240</td>\n",
              "      <td>0.013685</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.754191</td>\n",
              "      <td>1.352247</td>\n",
              "      <td>0.422577</td>\n",
              "      <td>0.876275</td>\n",
              "      <td>0.615867</td>\n",
              "      <td>-0.691095</td>\n",
              "      <td>-0.772512</td>\n",
              "      <td>0.950708</td>\n",
              "      <td>-0.203464</td>\n",
              "      <td>0.108995</td>\n",
              "      <td>-0.067633</td>\n",
              "      <td>0.013685</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.854967</td>\n",
              "      <td>-0.739510</td>\n",
              "      <td>0.422577</td>\n",
              "      <td>0.876275</td>\n",
              "      <td>-0.136859</td>\n",
              "      <td>1.446980</td>\n",
              "      <td>-0.772512</td>\n",
              "      <td>0.950708</td>\n",
              "      <td>0.094950</td>\n",
              "      <td>0.441012</td>\n",
              "      <td>0.314975</td>\n",
              "      <td>0.932213</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>-1.498630</td>\n",
              "      <td>1.352247</td>\n",
              "      <td>-2.366432</td>\n",
              "      <td>-1.141195</td>\n",
              "      <td>-1.642313</td>\n",
              "      <td>-0.691095</td>\n",
              "      <td>-0.772512</td>\n",
              "      <td>-1.051847</td>\n",
              "      <td>0.990190</td>\n",
              "      <td>-0.887055</td>\n",
              "      <td>0.123671</td>\n",
              "      <td>0.932213</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>2.202434</td>\n",
              "      <td>-0.739510</td>\n",
              "      <td>0.422577</td>\n",
              "      <td>0.876275</td>\n",
              "      <td>0.615867</td>\n",
              "      <td>-0.691095</td>\n",
              "      <td>-0.772512</td>\n",
              "      <td>0.950708</td>\n",
              "      <td>3.079085</td>\n",
              "      <td>1.271054</td>\n",
              "      <td>2.706274</td>\n",
              "      <td>0.932213</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>2.363350</td>\n",
              "      <td>1.352247</td>\n",
              "      <td>0.422577</td>\n",
              "      <td>-1.141195</td>\n",
              "      <td>-0.136859</td>\n",
              "      <td>1.446980</td>\n",
              "      <td>1.294479</td>\n",
              "      <td>-1.051847</td>\n",
              "      <td>0.691777</td>\n",
              "      <td>-0.887055</td>\n",
              "      <td>-0.067633</td>\n",
              "      <td>-0.215947</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>2.363350</td>\n",
              "      <td>-0.739510</td>\n",
              "      <td>0.422577</td>\n",
              "      <td>0.876275</td>\n",
              "      <td>-0.136859</td>\n",
              "      <td>-0.691095</td>\n",
              "      <td>-0.772512</td>\n",
              "      <td>0.950708</td>\n",
              "      <td>1.437811</td>\n",
              "      <td>1.271054</td>\n",
              "      <td>1.654102</td>\n",
              "      <td>0.702581</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>98</th>\n",
              "      <td>2.363350</td>\n",
              "      <td>-0.739510</td>\n",
              "      <td>0.422577</td>\n",
              "      <td>0.876275</td>\n",
              "      <td>-0.136859</td>\n",
              "      <td>1.446980</td>\n",
              "      <td>1.294479</td>\n",
              "      <td>-1.051847</td>\n",
              "      <td>0.691777</td>\n",
              "      <td>-0.887055</td>\n",
              "      <td>-0.067633</td>\n",
              "      <td>-0.215947</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>99 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         Age  Profession  Marrital Status  ...  Wife Salary  Total Salary     Price\n",
              "0  -1.498630   -0.739510        -2.366432  ...    -0.887055     -1.406760 -0.904843\n",
              "1  -0.211304   -0.739510         0.422577  ...     0.108995     -0.258937 -0.445579\n",
              "2   1.397855    1.352247         0.422577  ...    -0.887055     -0.450240  0.013685\n",
              "3   0.754191    1.352247         0.422577  ...     0.108995     -0.067633  0.013685\n",
              "4  -0.854967   -0.739510         0.422577  ...     0.441012      0.314975  0.932213\n",
              "..       ...         ...              ...  ...          ...           ...       ...\n",
              "94 -1.498630    1.352247        -2.366432  ...    -0.887055      0.123671  0.932213\n",
              "95  2.202434   -0.739510         0.422577  ...     1.271054      2.706274  0.932213\n",
              "96  2.363350    1.352247         0.422577  ...    -0.887055     -0.067633 -0.215947\n",
              "97  2.363350   -0.739510         0.422577  ...     1.271054      1.654102  0.702581\n",
              "98  2.363350   -0.739510         0.422577  ...    -0.887055     -0.067633 -0.215947\n",
              "\n",
              "[99 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6Gv6caRVCrGZ"
      },
      "source": [
        "wcss = []\n",
        "\n",
        "for i in range(1, 11):\n",
        "    kmeans = KMeans(n_clusters = i, init = 'k-means++', \n",
        "                    max_iter = 300, n_init = 10,random_state = 0)\n",
        "    kmeans.fit(X_scaled)\n",
        "    wcss.append(kmeans.inertia_)"
      ],
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H5wCTGNRCtrl",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "outputId": "12f5063d-3a85-4f27-87bd-f90fe8e1e71d"
      },
      "source": [
        "plt.plot(range(1, 11), wcss)\n",
        "plt.title('Elbow Method Plot')\n",
        "plt.xlabel('Number of Clusters')\n",
        "plt.ylabel('Within-Cluster Sum of Square') # Within cluster sum of squares\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "78NTJmt91mrT"
      },
      "source": [
        "**K = 3**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gI55JLSHCvEL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cbdb0fab-0635-489c-8c37-b0af4d548d1f"
      },
      "source": [
        "kmeans = KMeans(n_clusters = 3, init = 'k-means++', \n",
        "                    max_iter = 300, n_init = 10,random_state = 42)\n",
        "kmeans.fit(X_scaled)"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
              "       n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n",
              "       random_state=42, tol=0.0001, verbose=0)"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "josO44L8CzZp"
      },
      "source": [
        "y = kmeans.predict(X_scaled)\n",
        "y_df = pd.DataFrame(y,columns=['Class'])"
      ],
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "_6Psl72mX-Y8",
        "outputId": "872bcce6-62f4-443a-f780-d408881837bc"
      },
      "source": [
        "final_data = pd.concat([df,y_df],axis=1) \n",
        "final_data"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Age</th>\n",
              "      <th>Profession</th>\n",
              "      <th>Marrital Status</th>\n",
              "      <th>Education</th>\n",
              "      <th>No of Dependents</th>\n",
              "      <th>Personal loan</th>\n",
              "      <th>House Loan</th>\n",
              "      <th>Wife Working</th>\n",
              "      <th>Salary</th>\n",
              "      <th>Wife Salary</th>\n",
              "      <th>Total Salary</th>\n",
              "      <th>Make</th>\n",
              "      <th>Price</th>\n",
              "      <th>Class</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>27</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Single</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>800000</td>\n",
              "      <td>0</td>\n",
              "      <td>800000</td>\n",
              "      <td>i20</td>\n",
              "      <td>800000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>35</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1400000</td>\n",
              "      <td>600000</td>\n",
              "      <td>2000000</td>\n",
              "      <td>Ciaz</td>\n",
              "      <td>1000000</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>45</td>\n",
              "      <td>Business</td>\n",
              "      <td>Married</td>\n",
              "      <td>Graduate</td>\n",
              "      <td>4</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>1800000</td>\n",
              "      <td>0</td>\n",
              "      <td>1800000</td>\n",
              "      <td>Duster</td>\n",
              "      <td>1200000</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>41</td>\n",
              "      <td>Business</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>3</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1600000</td>\n",
              "      <td>600000</td>\n",
              "      <td>2200000</td>\n",
              "      <td>City</td>\n",
              "      <td>1200000</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>31</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1800000</td>\n",
              "      <td>800000</td>\n",
              "      <td>2600000</td>\n",
              "      <td>SUV</td>\n",
              "      <td>1600000</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>27</td>\n",
              "      <td>Business</td>\n",
              "      <td>Single</td>\n",
              "      <td>Graduate</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>2400000</td>\n",
              "      <td>0</td>\n",
              "      <td>2400000</td>\n",
              "      <td>SUV</td>\n",
              "      <td>1600000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>50</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>3</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>3800000</td>\n",
              "      <td>1300000</td>\n",
              "      <td>5100000</td>\n",
              "      <td>SUV</td>\n",
              "      <td>1600000</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>51</td>\n",
              "      <td>Business</td>\n",
              "      <td>Married</td>\n",
              "      <td>Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>2200000</td>\n",
              "      <td>0</td>\n",
              "      <td>2200000</td>\n",
              "      <td>Ciaz</td>\n",
              "      <td>1100000</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>51</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>2700000</td>\n",
              "      <td>1300000</td>\n",
              "      <td>4000000</td>\n",
              "      <td>Creata</td>\n",
              "      <td>1500000</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>98</th>\n",
              "      <td>51</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>2200000</td>\n",
              "      <td>0</td>\n",
              "      <td>2200000</td>\n",
              "      <td>Ciaz</td>\n",
              "      <td>1100000</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>99 rows × 14 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Age Profession Marrital Status  ...    Make    Price Class\n",
              "0    27   Salaried          Single  ...     i20   800000     0\n",
              "1    35   Salaried         Married  ...    Ciaz  1000000     1\n",
              "2    45   Business         Married  ...  Duster  1200000     1\n",
              "3    41   Business         Married  ...    City  1200000     2\n",
              "4    31   Salaried         Married  ...     SUV  1600000     2\n",
              "..  ...        ...             ...  ...     ...      ...   ...\n",
              "94   27   Business          Single  ...     SUV  1600000     0\n",
              "95   50   Salaried         Married  ...     SUV  1600000     2\n",
              "96   51   Business         Married  ...    Ciaz  1100000     1\n",
              "97   51   Salaried         Married  ...  Creata  1500000     2\n",
              "98   51   Salaried         Married  ...    Ciaz  1100000     1\n",
              "\n",
              "[99 rows x 14 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 918
        },
        "id": "75icTrjaYLvN",
        "outputId": "984c8cd8-a202-48f3-c0f5-e191e8b89b0f"
      },
      "source": [
        "sns.pairplot(final_data,x_vars = ['Age','Salary', 'Wife Salary','Total Salary','Price'], y_vars = ['Age','Salary', 'Wife Salary','Total Salary','Price'], hue='Class')"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f2701345050>"
            ]
          },
          "metadata": {},
          "execution_count": 44
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 946.6x900 with 30 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_hni_jHZ1qeW"
      },
      "source": [
        "**K = 5**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-DtQeYj_k9td",
        "outputId": "6088e810-a65d-402f-ec45-62b37eb32ba1"
      },
      "source": [
        "kmeans1 = KMeans(n_clusters = 5, init = 'k-means++', \n",
        "                    max_iter = 300, n_init = 10,random_state = 42)\n",
        "kmeans1.fit(X_scaled)"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
              "       n_clusters=5, n_init=10, n_jobs=None, precompute_distances='auto',\n",
              "       random_state=42, tol=0.0001, verbose=0)"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_uUrzfYblBWs"
      },
      "source": [
        "y1 = kmeans1.predict(X_scaled)\n",
        "y1_df = pd.DataFrame(y1,columns=['Class'])"
      ],
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "bNFKYwAUlE2K",
        "outputId": "efe72089-4376-495e-ea93-645d2569e980"
      },
      "source": [
        "final_data1 = pd.concat([df,y1_df],axis=1) \n",
        "final_data1"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Age</th>\n",
              "      <th>Profession</th>\n",
              "      <th>Marrital Status</th>\n",
              "      <th>Education</th>\n",
              "      <th>No of Dependents</th>\n",
              "      <th>Personal loan</th>\n",
              "      <th>House Loan</th>\n",
              "      <th>Wife Working</th>\n",
              "      <th>Salary</th>\n",
              "      <th>Wife Salary</th>\n",
              "      <th>Total Salary</th>\n",
              "      <th>Make</th>\n",
              "      <th>Price</th>\n",
              "      <th>Class</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>27</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Single</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>800000</td>\n",
              "      <td>0</td>\n",
              "      <td>800000</td>\n",
              "      <td>i20</td>\n",
              "      <td>800000</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>35</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1400000</td>\n",
              "      <td>600000</td>\n",
              "      <td>2000000</td>\n",
              "      <td>Ciaz</td>\n",
              "      <td>1000000</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>45</td>\n",
              "      <td>Business</td>\n",
              "      <td>Married</td>\n",
              "      <td>Graduate</td>\n",
              "      <td>4</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>1800000</td>\n",
              "      <td>0</td>\n",
              "      <td>1800000</td>\n",
              "      <td>Duster</td>\n",
              "      <td>1200000</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>41</td>\n",
              "      <td>Business</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>3</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1600000</td>\n",
              "      <td>600000</td>\n",
              "      <td>2200000</td>\n",
              "      <td>City</td>\n",
              "      <td>1200000</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>31</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1800000</td>\n",
              "      <td>800000</td>\n",
              "      <td>2600000</td>\n",
              "      <td>SUV</td>\n",
              "      <td>1600000</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>27</td>\n",
              "      <td>Business</td>\n",
              "      <td>Single</td>\n",
              "      <td>Graduate</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>2400000</td>\n",
              "      <td>0</td>\n",
              "      <td>2400000</td>\n",
              "      <td>SUV</td>\n",
              "      <td>1600000</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>50</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>3</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>3800000</td>\n",
              "      <td>1300000</td>\n",
              "      <td>5100000</td>\n",
              "      <td>SUV</td>\n",
              "      <td>1600000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>51</td>\n",
              "      <td>Business</td>\n",
              "      <td>Married</td>\n",
              "      <td>Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>2200000</td>\n",
              "      <td>0</td>\n",
              "      <td>2200000</td>\n",
              "      <td>Ciaz</td>\n",
              "      <td>1100000</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>51</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>2700000</td>\n",
              "      <td>1300000</td>\n",
              "      <td>4000000</td>\n",
              "      <td>Creata</td>\n",
              "      <td>1500000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>98</th>\n",
              "      <td>51</td>\n",
              "      <td>Salaried</td>\n",
              "      <td>Married</td>\n",
              "      <td>Post Graduate</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>2200000</td>\n",
              "      <td>0</td>\n",
              "      <td>2200000</td>\n",
              "      <td>Ciaz</td>\n",
              "      <td>1100000</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>99 rows × 14 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    Age Profession Marrital Status  ...    Make    Price Class\n",
              "0    27   Salaried          Single  ...     i20   800000     4\n",
              "1    35   Salaried         Married  ...    Ciaz  1000000     2\n",
              "2    45   Business         Married  ...  Duster  1200000     2\n",
              "3    41   Business         Married  ...    City  1200000     3\n",
              "4    31   Salaried         Married  ...     SUV  1600000     3\n",
              "..  ...        ...             ...  ...     ...      ...   ...\n",
              "94   27   Business          Single  ...     SUV  1600000     4\n",
              "95   50   Salaried         Married  ...     SUV  1600000     0\n",
              "96   51   Business         Married  ...    Ciaz  1100000     2\n",
              "97   51   Salaried         Married  ...  Creata  1500000     0\n",
              "98   51   Salaried         Married  ...    Ciaz  1100000     2\n",
              "\n",
              "[99 rows x 14 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 918
        },
        "id": "X47yEaLamH_K",
        "outputId": "dc82321c-30fd-4586-9a0f-e22513c8c84f"
      },
      "source": [
        "sns.pairplot(final_data1,x_vars = ['Age','Salary', 'Wife Salary','Total Salary','Price'], y_vars = ['Age','Salary', 'Wife Salary','Total Salary','Price'], hue='Class')"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f2700bca090>"
            ]
          },
          "metadata": {},
          "execution_count": 48
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 946.6x900 with 30 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "u9Ql0iFEJ9Cy"
      },
      "source": [
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "\n",
        "---\n",
        "\n"
      ]
    }
  ]
}