1. EDA Used Car Prediction.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1e37969a",
   "metadata": {},
   "source": [
    "![image info](https://ineuron.ai/images/ineuron-logo.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d58eab01",
   "metadata": {},
   "source": [
    "# Used Car Price Prediction\n",
    "**Life cycle of Machine learning Project**\n",
    "\n",
    "* Understanding the Problem Statement\n",
    "* Data Collection\n",
    "* Exploratory data analysis\n",
    "* Data Cleaning\n",
    "* Data Pre-Processing\n",
    "* Model Training \n",
    "* Choose best model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1036af93",
   "metadata": {},
   "source": [
    "## 1) Problem statement.\n",
    "\n",
    "* This dataset comprises used cars sold on cardehko.com in India as well as important features of these cars.\n",
    "* If user can predict the price of the car based on input features.\n",
    "* Prediction results can be used to give new seller the price suggestion based on market condition."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b229fd41",
   "metadata": {},
   "source": [
    "## 2) Data Collection.\n",
    "* The Dataset is collected from scrapping from cardheko webiste\n",
    "* The data consists of 13 column and 15411 rows."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51d88943",
   "metadata": {},
   "source": [
    "### 2.1 Import Data and Required Packages"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebc24403",
   "metadata": {},
   "source": [
    "**Importing Pandas, Numpy, Matplotlib, Seaborn and Warings Library.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "497ada02",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "import warnings\n",
    "from six.moves import urllib\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fb6e8ec",
   "metadata": {},
   "source": [
    "**Download and Import the CSV Data as Pandas DataFrame**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "53138f10",
   "metadata": {},
   "outputs": [],
   "source": [
    "download_dir = \"./data/\"\n",
    "\n",
    "download_url = \"https://raw.githubusercontent.com/aravind9722/datasets-for-ML-projects/main/cardekho_dataset.csv\"\n",
    "\n",
    "os.makedirs(download_dir,exist_ok=True)\n",
    "\n",
    "filename = os.path.basename(download_url)\n",
    "\n",
    "download_file_path = os.path.join(download_dir, filename)\n",
    "\n",
    "urllib.request.urlretrieve(download_url, download_file_path)\n",
    "\n",
    "df = pd.read_csv(download_file_path, index_col=[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4bca2f5a",
   "metadata": {},
   "source": [
    "**Show Top 5 Records**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3f393178",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\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>car_name</th>\n",
       "      <th>brand</th>\n",
       "      <th>model</th>\n",
       "      <th>vehicle_age</th>\n",
       "      <th>km_driven</th>\n",
       "      <th>seller_type</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>transmission_type</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>max_power</th>\n",
       "      <th>seats</th>\n",
       "      <th>selling_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Maruti Alto</td>\n",
       "      <td>Maruti</td>\n",
       "      <td>Alto</td>\n",
       "      <td>9</td>\n",
       "      <td>120000</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>19.70</td>\n",
       "      <td>796</td>\n",
       "      <td>46.30</td>\n",
       "      <td>5</td>\n",
       "      <td>120000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hyundai Grand</td>\n",
       "      <td>Hyundai</td>\n",
       "      <td>Grand</td>\n",
       "      <td>5</td>\n",
       "      <td>20000</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>18.90</td>\n",
       "      <td>1197</td>\n",
       "      <td>82.00</td>\n",
       "      <td>5</td>\n",
       "      <td>550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Hyundai i20</td>\n",
       "      <td>Hyundai</td>\n",
       "      <td>i20</td>\n",
       "      <td>11</td>\n",
       "      <td>60000</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>17.00</td>\n",
       "      <td>1197</td>\n",
       "      <td>80.00</td>\n",
       "      <td>5</td>\n",
       "      <td>215000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Maruti Alto</td>\n",
       "      <td>Maruti</td>\n",
       "      <td>Alto</td>\n",
       "      <td>9</td>\n",
       "      <td>37000</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>20.92</td>\n",
       "      <td>998</td>\n",
       "      <td>67.10</td>\n",
       "      <td>5</td>\n",
       "      <td>226000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ford Ecosport</td>\n",
       "      <td>Ford</td>\n",
       "      <td>Ecosport</td>\n",
       "      <td>6</td>\n",
       "      <td>30000</td>\n",
       "      <td>Dealer</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>22.77</td>\n",
       "      <td>1498</td>\n",
       "      <td>98.59</td>\n",
       "      <td>5</td>\n",
       "      <td>570000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        car_name    brand     model  vehicle_age  km_driven seller_type  \\\n",
       "0    Maruti Alto   Maruti      Alto            9     120000  Individual   \n",
       "1  Hyundai Grand  Hyundai     Grand            5      20000  Individual   \n",
       "2    Hyundai i20  Hyundai       i20           11      60000  Individual   \n",
       "3    Maruti Alto   Maruti      Alto            9      37000  Individual   \n",
       "4  Ford Ecosport     Ford  Ecosport            6      30000      Dealer   \n",
       "\n",
       "  fuel_type transmission_type  mileage  engine  max_power  seats  \\\n",
       "0    Petrol            Manual    19.70     796      46.30      5   \n",
       "1    Petrol            Manual    18.90    1197      82.00      5   \n",
       "2    Petrol            Manual    17.00    1197      80.00      5   \n",
       "3    Petrol            Manual    20.92     998      67.10      5   \n",
       "4    Diesel            Manual    22.77    1498      98.59      5   \n",
       "\n",
       "   selling_price  \n",
       "0         120000  \n",
       "1         550000  \n",
       "2         215000  \n",
       "3         226000  \n",
       "4         570000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "366a9a27",
   "metadata": {},
   "source": [
    "**Shape of the dataset**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cf3c1e60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15411, 13)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de179a2c",
   "metadata": {},
   "source": [
    "**Summary of the dataset**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d1b3985f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vehicle_age</th>\n",
       "      <th>km_driven</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>max_power</th>\n",
       "      <th>seats</th>\n",
       "      <th>selling_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>15411.000000</td>\n",
       "      <td>1.541100e+04</td>\n",
       "      <td>15411.000000</td>\n",
       "      <td>15411.000000</td>\n",
       "      <td>15411.000000</td>\n",
       "      <td>15411.000000</td>\n",
       "      <td>1.541100e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.036338</td>\n",
       "      <td>5.561648e+04</td>\n",
       "      <td>19.701151</td>\n",
       "      <td>1486.057751</td>\n",
       "      <td>100.588254</td>\n",
       "      <td>5.325482</td>\n",
       "      <td>7.749711e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.013291</td>\n",
       "      <td>5.161855e+04</td>\n",
       "      <td>4.171265</td>\n",
       "      <td>521.106696</td>\n",
       "      <td>42.972979</td>\n",
       "      <td>0.807628</td>\n",
       "      <td>8.941284e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>793.000000</td>\n",
       "      <td>38.400000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000e+04</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>1197.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.850000e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000e+04</td>\n",
       "      <td>19.670000</td>\n",
       "      <td>1248.000000</td>\n",
       "      <td>88.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.560000e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8.000000</td>\n",
       "      <td>7.000000e+04</td>\n",
       "      <td>22.700000</td>\n",
       "      <td>1582.000000</td>\n",
       "      <td>117.300000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>8.250000e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>29.000000</td>\n",
       "      <td>3.800000e+06</td>\n",
       "      <td>33.540000</td>\n",
       "      <td>6592.000000</td>\n",
       "      <td>626.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>3.950000e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        vehicle_age     km_driven       mileage        engine     max_power  \\\n",
       "count  15411.000000  1.541100e+04  15411.000000  15411.000000  15411.000000   \n",
       "mean       6.036338  5.561648e+04     19.701151   1486.057751    100.588254   \n",
       "std        3.013291  5.161855e+04      4.171265    521.106696     42.972979   \n",
       "min        0.000000  1.000000e+02      4.000000    793.000000     38.400000   \n",
       "25%        4.000000  3.000000e+04     17.000000   1197.000000     74.000000   \n",
       "50%        6.000000  5.000000e+04     19.670000   1248.000000     88.500000   \n",
       "75%        8.000000  7.000000e+04     22.700000   1582.000000    117.300000   \n",
       "max       29.000000  3.800000e+06     33.540000   6592.000000    626.000000   \n",
       "\n",
       "              seats  selling_price  \n",
       "count  15411.000000   1.541100e+04  \n",
       "mean       5.325482   7.749711e+05  \n",
       "std        0.807628   8.941284e+05  \n",
       "min        0.000000   4.000000e+04  \n",
       "25%        5.000000   3.850000e+05  \n",
       "50%        5.000000   5.560000e+05  \n",
       "75%        5.000000   8.250000e+05  \n",
       "max        9.000000   3.950000e+07  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display summary statistics for a dataframe\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebd33cec",
   "metadata": {},
   "source": [
    "**Check Datatypes in the dataset**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e0c346e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 15411 entries, 0 to 19543\n",
      "Data columns (total 13 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   car_name           15411 non-null  object \n",
      " 1   brand              15411 non-null  object \n",
      " 2   model              15411 non-null  object \n",
      " 3   vehicle_age        15411 non-null  int64  \n",
      " 4   km_driven          15411 non-null  int64  \n",
      " 5   seller_type        15411 non-null  object \n",
      " 6   fuel_type          15411 non-null  object \n",
      " 7   transmission_type  15411 non-null  object \n",
      " 8   mileage            15411 non-null  float64\n",
      " 9   engine             15411 non-null  int64  \n",
      " 10  max_power          15411 non-null  float64\n",
      " 11  seats              15411 non-null  int64  \n",
      " 12  selling_price      15411 non-null  int64  \n",
      "dtypes: float64(2), int64(5), object(6)\n",
      "memory usage: 1.6+ MB\n"
     ]
    }
   ],
   "source": [
    "# Check Null and Dtypes\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5ee9991",
   "metadata": {},
   "source": [
    "## 3. EXPLORING DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "69f4ca25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 7 numerical features : ['vehicle_age', 'km_driven', 'mileage', 'engine', 'max_power', 'seats', 'selling_price']\n",
      "\n",
      "We have 6 categorical features : ['car_name', 'brand', 'model', 'seller_type', 'fuel_type', 'transmission_type']\n"
     ]
    }
   ],
   "source": [
    "# define numerical & categorical columns\n",
    "numeric_features = [feature for feature in df.columns if df[feature].dtype != 'O']\n",
    "categorical_features = [feature for feature in df.columns if df[feature].dtype == 'O']\n",
    "\n",
    "# print columns\n",
    "print('We have {} numerical features : {}'.format(len(numeric_features), numeric_features))\n",
    "print('\\nWe have {} categorical features : {}'.format(len(categorical_features), categorical_features))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5653476a",
   "metadata": {},
   "source": [
    "### Feature Information\n",
    "* **car_name:** Car's Full name, which includes brand and specific model name.\n",
    "* **brand:** Brand Name of the particular car.\n",
    "* **model:** Exact model name of the car of a particular brand.\n",
    "* **seller_type:** Which Type of seller is selling the used car\n",
    "* **fuel_type:** Fuel used in the used car, which was put up on sale.\n",
    "* **transmission_type:** Transmission used in the used car, which was put on sale.\n",
    "* **vehicle_age:** The count of years since car was bought.\n",
    "* **mileage:** It is the number of kilometer the car runs per litre.\n",
    "* **engine:** It is the engine capacity in cc(cubic centimeters)\n",
    "* **max_power:** Max power it produces in BHP.\n",
    "* **seats:** Total number of seats in car.\n",
    "* **selling_price:** The sale price which was put up on website."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6bf5721e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyundai i20           5.878918\n",
      "Maruti Swift Dzire    5.775096\n",
      "Maruti Swift          5.067809\n",
      "Maruti Alto           5.048342\n",
      "Honda City            4.912076\n",
      "                        ...   \n",
      "Mercedes-AMG C        0.006489\n",
      "Tata Altroz           0.006489\n",
      "Ferrari GTC4Lusso     0.006489\n",
      "Hyundai Aura          0.006489\n",
      "Force Gurkha          0.006489\n",
      "Name: car_name, Length: 121, dtype: float64\n",
      "---------------------------\n",
      "Maruti           32.392447\n",
      "Hyundai          19.349815\n",
      "Honda             9.635974\n",
      "Mahindra          6.560249\n",
      "Toyota            5.145675\n",
      "Ford              5.126209\n",
      "Volkswagen        4.023100\n",
      "Renault           3.478035\n",
      "BMW               2.848615\n",
      "Tata              2.790215\n",
      "Mercedes-Benz     2.186750\n",
      "Skoda             2.167283\n",
      "Audi              1.245863\n",
      "Datsun            1.103108\n",
      "Jaguar            0.382843\n",
      "Land Rover        0.330932\n",
      "Jeep              0.266044\n",
      "Kia               0.207644\n",
      "Porsche           0.136266\n",
      "Volvo             0.129777\n",
      "MG                0.123289\n",
      "Mini              0.110311\n",
      "Nissan            0.071378\n",
      "Lexus             0.064889\n",
      "Isuzu             0.051911\n",
      "Bentley           0.019467\n",
      "Maserati          0.012978\n",
      "ISUZU             0.012978\n",
      "Ferrari           0.006489\n",
      "Mercedes-AMG      0.006489\n",
      "Rolls-Royce       0.006489\n",
      "Force             0.006489\n",
      "Name: brand, dtype: float64\n",
      "---------------------------\n",
      "i20            5.878918\n",
      "Swift Dzire    5.775096\n",
      "Swift          5.067809\n",
      "Alto           5.048342\n",
      "City           4.912076\n",
      "                 ...   \n",
      "Ghibli         0.006489\n",
      "Altroz         0.006489\n",
      "GTC4Lusso      0.006489\n",
      "Aura           0.006489\n",
      "Gurkha         0.006489\n",
      "Name: model, Length: 120, dtype: float64\n",
      "---------------------------\n",
      "Dealer              61.897346\n",
      "Individual          36.980079\n",
      "Trustmark Dealer     1.122575\n",
      "Name: seller_type, dtype: float64\n",
      "---------------------------\n",
      "Petrol      49.594446\n",
      "Diesel      48.140938\n",
      "CNG          1.953150\n",
      "LPG          0.285510\n",
      "Electric     0.025955\n",
      "Name: fuel_type, dtype: float64\n",
      "---------------------------\n",
      "Manual       79.326455\n",
      "Automatic    20.673545\n",
      "Name: transmission_type, dtype: float64\n",
      "---------------------------\n"
     ]
    }
   ],
   "source": [
    "# proportion of count data on categorical columns\n",
    "for col in categorical_features:\n",
    "    print(df[col].value_counts(normalize=True) * 100)\n",
    "    print('---------------------------')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aafcd724",
   "metadata": {},
   "source": [
    "## Univariate Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6840a61e",
   "metadata": {},
   "source": [
    "* The term univariate analysis refers to the analysis of one variable prefix “uni” means “one.” The purpose of univariate analysis is to understand the distribution of values for a single variable."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2c790ef",
   "metadata": {},
   "source": [
    "### Numerical Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0f742ba6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 15))\n",
    "plt.suptitle('Univariate Analysis of Numerical Features', fontsize=20, fontweight='bold', alpha=0.8, y=1.)\n",
    "\n",
    "for i in range(0, len(numeric_features)):\n",
    "    plt.subplot(5, 3, i+1)\n",
    "    sns.kdeplot(x=df[numeric_features[i]],shade=True, color='b')\n",
    "    plt.xlabel(numeric_features[i])\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3df9ccf0",
   "metadata": {},
   "source": [
    "**Report**\n",
    "* Km_driven, max_power, selling_price, and engine are right skewed and postively skewed.\n",
    "* Outliers in km_driven, enginer, selling_price, and max power."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6c6262f",
   "metadata": {},
   "source": [
    "### Categorical Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "612f41b3",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# categorical columns\n",
    "plt.figure(figsize=(20, 15))\n",
    "plt.suptitle('Univariate Analysis of Categorical Features', fontsize=20, fontweight='bold', alpha=0.8, y=1.)\n",
    "cat1 = [ 'brand', 'seller_type', 'fuel_type', 'transmission_type']\n",
    "for i in range(0, len(cat1)):\n",
    "    plt.subplot(2, 2, i+1)\n",
    "    sns.countplot(x=df[cat1[i]])\n",
    "    plt.xlabel(cat1[i])\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d404f6d8",
   "metadata": {},
   "source": [
    "## Multivariate Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6b8a51e",
   "metadata": {},
   "source": [
    "* Multivariate analysis is the analysis of more than one variable."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02c8e487",
   "metadata": {},
   "source": [
    "### Check Multicollinearity in Numerical features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "13b3c21b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vehicle_age</th>\n",
       "      <th>km_driven</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>max_power</th>\n",
       "      <th>seats</th>\n",
       "      <th>selling_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>vehicle_age</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.333891</td>\n",
       "      <td>-0.257394</td>\n",
       "      <td>0.098965</td>\n",
       "      <td>0.005208</td>\n",
       "      <td>0.030791</td>\n",
       "      <td>-0.241851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>km_driven</th>\n",
       "      <td>0.333891</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.105239</td>\n",
       "      <td>0.192885</td>\n",
       "      <td>0.044421</td>\n",
       "      <td>0.192830</td>\n",
       "      <td>-0.080030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mileage</th>\n",
       "      <td>-0.257394</td>\n",
       "      <td>-0.105239</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.632987</td>\n",
       "      <td>-0.533128</td>\n",
       "      <td>-0.440280</td>\n",
       "      <td>-0.305549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>engine</th>\n",
       "      <td>0.098965</td>\n",
       "      <td>0.192885</td>\n",
       "      <td>-0.632987</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.807368</td>\n",
       "      <td>0.551236</td>\n",
       "      <td>0.585844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max_power</th>\n",
       "      <td>0.005208</td>\n",
       "      <td>0.044421</td>\n",
       "      <td>-0.533128</td>\n",
       "      <td>0.807368</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.172257</td>\n",
       "      <td>0.750236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seats</th>\n",
       "      <td>0.030791</td>\n",
       "      <td>0.192830</td>\n",
       "      <td>-0.440280</td>\n",
       "      <td>0.551236</td>\n",
       "      <td>0.172257</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.115033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>selling_price</th>\n",
       "      <td>-0.241851</td>\n",
       "      <td>-0.080030</td>\n",
       "      <td>-0.305549</td>\n",
       "      <td>0.585844</td>\n",
       "      <td>0.750236</td>\n",
       "      <td>0.115033</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               vehicle_age  km_driven   mileage    engine  max_power  \\\n",
       "vehicle_age       1.000000   0.333891 -0.257394  0.098965   0.005208   \n",
       "km_driven         0.333891   1.000000 -0.105239  0.192885   0.044421   \n",
       "mileage          -0.257394  -0.105239  1.000000 -0.632987  -0.533128   \n",
       "engine            0.098965   0.192885 -0.632987  1.000000   0.807368   \n",
       "max_power         0.005208   0.044421 -0.533128  0.807368   1.000000   \n",
       "seats             0.030791   0.192830 -0.440280  0.551236   0.172257   \n",
       "selling_price    -0.241851  -0.080030 -0.305549  0.585844   0.750236   \n",
       "\n",
       "                  seats  selling_price  \n",
       "vehicle_age    0.030791      -0.241851  \n",
       "km_driven      0.192830      -0.080030  \n",
       "mileage       -0.440280      -0.305549  \n",
       "engine         0.551236       0.585844  \n",
       "max_power      0.172257       0.750236  \n",
       "seats          1.000000       0.115033  \n",
       "selling_price  0.115033       1.000000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(list(df.columns)[1:])].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5425a7b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15,10))\n",
    "sns.heatmap(df.corr(), cmap=\"CMRmap\", annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "533b5b71",
   "metadata": {},
   "source": [
    "**Report** \n",
    "* Our target column ProdTaken has a weak negative correlation on Age and MontlyIncome.\n",
    "* The NumberOfFollowups and Passport columns also have a weak positive correlation with ProdTaken.\n",
    "* The NumberOfPersonVisiting and NumberOfChildrenVisiting columns have a strong enough positive correlation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9138ebb9",
   "metadata": {},
   "source": [
    "### Check Multicollinearity for Categorical features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "993aadd5",
   "metadata": {},
   "source": [
    "* **A chi-squared test (also chi-square or χ2 test) is a statistical hypothesis test that is valid to perform when the test statistic is chi-squared distributed under the null hypothesis, specifically Pearson's chi-squared test**\n",
    "\n",
    "* **A chi-square statistic is one way to show a relationship between two categorical variables.**\n",
    "\n",
    "* **Here we test correlation of Categorical columns with Target column i.e Selling Price**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "effa19f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Column</th>\n",
       "      <th>Hypothesis Result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>car_name</td>\n",
       "      <td>Reject Null Hypothesis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>brand</td>\n",
       "      <td>Reject Null Hypothesis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>model</td>\n",
       "      <td>Reject Null Hypothesis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>seller_type</td>\n",
       "      <td>Reject Null Hypothesis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>fuel_type</td>\n",
       "      <td>Reject Null Hypothesis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>transmission_type</td>\n",
       "      <td>Reject Null Hypothesis</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Column       Hypothesis Result\n",
       "0           car_name  Reject Null Hypothesis\n",
       "1              brand  Reject Null Hypothesis\n",
       "2              model  Reject Null Hypothesis\n",
       "3        seller_type  Reject Null Hypothesis\n",
       "4          fuel_type  Reject Null Hypothesis\n",
       "5  transmission_type  Reject Null Hypothesis"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import chi2_contingency\n",
    "chi2_test = []\n",
    "for feature in categorical_features:\n",
    "    if chi2_contingency(pd.crosstab(df['selling_price'], df[feature]))[1] < 0.05:\n",
    "        chi2_test.append('Reject Null Hypothesis')\n",
    "    else:\n",
    "        chi2_test.append('Fail to Reject Null Hypothesis')\n",
    "result = pd.DataFrame(data=[categorical_features, chi2_test]).T\n",
    "result.columns = ['Column', 'Hypothesis Result']\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5950201d",
   "metadata": {},
   "source": [
    "### Checking Null Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e3a9191f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "car_name             0\n",
       "brand                0\n",
       "model                0\n",
       "vehicle_age          0\n",
       "km_driven            0\n",
       "seller_type          0\n",
       "fuel_type            0\n",
       "transmission_type    0\n",
       "mileage              0\n",
       "engine               0\n",
       "max_power            0\n",
       "seats                0\n",
       "selling_price        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5fdf97e4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num of continues features : ['vehicle_age', 'km_driven', 'mileage', 'engine', 'max_power', 'selling_price']\n"
     ]
    }
   ],
   "source": [
    "continues_features=[feature for feature in numeric_features if len(df[feature].unique())>=10]\n",
    "print('Num of continues features :',continues_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "02689b4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1440 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 20))\n",
    "\n",
    "for i in range(0, len(continues_features)):\n",
    "    ax = plt.subplot(8, 2, i+1)\n",
    "\n",
    "    sns.scatterplot(data= df ,x='selling_price', y=continues_features[i], color='b')\n",
    "    plt.xlim(0,25000000) # Limit to 25 lakhs Rupees to view clean\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "999c4aeb",
   "metadata": {},
   "source": [
    "## Initial Analysis Report"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec920a74",
   "metadata": {},
   "source": [
    "**Report**\n",
    "* **Lower Vehicle age has more selling price than Vehicle with more age.**\n",
    "* **Engine CC has positive effect on price,Vehicle with 2000 cc and below are mostly priced below 5lakh.**\n",
    "* **Kms Driven has negative effect on selling price.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51e008b6",
   "metadata": {},
   "source": [
    "## 4. Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1daa60f0",
   "metadata": {},
   "source": [
    "### 4.1 Visualize the Target Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f3ceb2e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GhipJkiRJagNDlSRJkiS1QU3ZBUi7Ul9fz5w5c8ouo91MmDCBmhr/6UmSJHUXfrNTpzdnzhy++MX5DB9+SNmltNmKFfP59Kdh4sSJZZciSZKkdmKoUpcwfPghjBxpEJEkSVLn4zFVkiRJktQGhipJkiRJagNDlSRJkiS1gaFKkiRJktrAUCVJkiRJbWCokiRJkqQ2qGqoiojeEfFgRPy2uD0sIm6NiCeKy6EV234iIp6MiHkRcUbF+skR8Uhx3+UREdV8DZIkSZJUqdojVZcCcypufxy4LaU0HrituE1EHAZcABwOnAlcERG9i32+C1wMjC+WM6tTuiRJkiTtqGqhKiLGAK8Hflix+jzg6uL61cD5FeuvSyltSiktAJ4EpkbEKGCvlNK9KaUEXFOxjyRJkiRVXTVHqr4BfBTYWrFuZEppCUBxuU+xfjTwXMV2i4p1o4vrjdfvICIujohZETFr+fLl7fICJEmSJKmxqoSqiHgDsCyl9EBLd2liXdrJ+h1XpnRlSmlKSmnKiBEjWvi0kiRJktQ6NVV6nhOAcyPibKA/sFdE/AxYGhGjUkpLiql9y4rtFwFjK/YfAywu1o9pYr0kSZIklaIqI1UppU+klMaklA4gN6C4PaX0TuBG4MJiswuB2uL6jcAFEdEvIg4kN6SYUUwRXBcRxxVd/95dsY8kSZIkVV21Rqqa8yXg+oi4CHgW+DuAlNJjEXE98DhQD1ySUtpS7PM+4CpgD+CmYpEkSZKkUlQ9VKWU7gDuKK6vAF7XzHaXAZc1sX4WcETHVShJkiRJLVft81RJkiRJUrdiqJIkSZKkNjBUSZIkSVIbGKokSZIkqQ0MVer0Fi3qw91378tLL5VdiSRJkrSjsluqqwPU19czZ86csstoN1/+8p489thwli+Hd78bBg4suyJJkiRpG0NVNzRnzhy++MX5DB9+SNmltNmGDb25664xjBixmpUrh3DNNXDhhTBgQNmVSZIkSZmhqpsaPvwQRo6cWHYZbXbPPbB1KxxzzHz22Wcq114L11yTR6wMVpIkSeoMPKZKndbWrTBzJuyzzzL22utlxo2DCy6AF1/Mwerll8uuUJIkSTJUqRObNw/WroWDD37qb+sOOmhbsPrpT2HDhhILlCRJkjBUqRObORMGD4ZRo5Zst/7gg3OwWr48j1gZrCRJklQmQ5U6pWXLYMECmDIFevVKO9x/8MHwtrflYOWIlSRJkspkqFKnNHMm9O4NxxzT/Dbjx+dgtWyZwUqSJEnlMVSp09m4ER56CCZO3HWHv/Hj4a1vhaVL4Wc/y/tKkiRJ1WSoUqczezbU1cHUqS3b/pBD8ojVCy/kESuDlSRJkqrJUKVOJaU89W/MGBg1quX7HXJIHrF64QVHrCRJklRdhip1Kk89BStXtnyUqtKhh8Lf/R0sWWKwkiRJUvUYqtSpzJgBAwfCYYft3v6vfOW2YPXzn8OmTe1bnyRJktSYoUqdxsqV8MQTMHly7vy3u175SnjLW2Dx4jxiZbCSJElSRzJUqdOYNQt69crnpmqrCRNysHr+eUesJEmS1LEMVeoU6urgwQdzGNpzz/Z5zIZgtWiRwUqSJEkdx1ClTuHhh3Njid1pULEzhx22LVj94hcGK0mSJLU/Q5VK19BGfeRIGDu2/R//sMPgzW+G557LwWrz5vZ/DkmSJPVchiqV7tlnYenSPEoV0THPcfjh8KY3GawkSZLU/gxVKt2MGdC/P0yc2LHPc8QROVg9+6zBSpIkSe3HUKVSrV0Lc+bApEnQp0/HP98RR8Ab35iD1bXXGqwkSZLUdoYqleqBB/IxVcceW73nnDgxB6tnnsnBqq6ues8tSZKk7sdQpdLU1+dQdcghMHRodZ974kQ4/3yDlSRJktrOUKXSPP44vPRS+7dRb6kjj4TzzoMFCwxWkiRJ2n2GKpVm5kwYPhzGjSuvhqOOyiNWCxbAddcZrCRJktR6hiqVYvHifELeY4/tuDbqLXXUUXnE6umnDVaSJElqPUOVSjFjBvTtC0cfXXYl2dFHw7nn5mD1y1/m470kSZKkljBUqepeegkefTQf09SvX9nVbDNpUg5WTz1lsJIkSVLLGapUdQ8+CFu2lNegYmcmTYJzzoEnnzRYSZIkqWUMVaqqrVtzg4oDD4QRI8qupmnHHANveEMOVtdfb7CSJEnSzlUlVEVE/4iYEREPRcRjEfH5Yv3nIuL5iJhdLGdX7POJiHgyIuZFxBkV6ydHxCPFfZdHlN3mQK0xbx6sXds5R6kqTZ6cg9UTTxisJEmStHPVGqnaBJySUjoKOBo4MyKOK+77ekrp6GL5PUBEHAZcABwOnAlcERG9i+2/C1wMjC+WM6v0GtQOZs6EwYPzCX87u8mT4fWvz8HqV78yWEmSJKlpVQlVKVtf3OxTLGknu5wHXJdS2pRSWgA8CUyNiFHAXimle1NKCbgGOL8DS1c7WrYsnw9qyhTo1UUmnk6ZAmefDfPn52C1ZUvZFUmSJKmzqdpX24joHRGzgWXArSml+4u7PhARD0fEjyNiaLFuNPBcxe6LinWji+uN1zf1fBdHxKyImLV8+fL2fCnaTTNnQu/e+ZilruTYYw1WkiRJal7VQlVKaUtK6WhgDHnU6QjyVL6DyFMClwBfLTZv6jiptJP1TT3flSmlKSmlKSM6a0eEHmTjRnjoIZg4EQYMKLua1jv2WDjrrHxM2P/+r8FKkiRJ21R9ElZKaTVwB3BmSmlpEba2Aj8AGtoXLALGVuw2BlhcrB/TxHp1crNnQ11dDidd1dSpOVjNnWuwkiRJ0jbV6v43IiKGFNf3AE4F5hbHSDV4I/Bocf1G4IKI6BcRB5IbUsxIKS0B1kXEcUXXv3cDtdV4Ddp9KeWpf2PGwL77ll1N20ydCmeemYPVDTcYrCRJkgQ1VXqeUcDVRQe/XsD1KaXfRsRPI+Jo8hS+hcA/A6SUHouI64HHgXrgkpRSw9fX9wFXAXsANxWLOrGnnoKVK+Gkk8qupH1Mm5aD4h/+kIPVm9+cjxWTJElSz1SVUJVSehiY1MT6d+1kn8uAy5pYPws4ol0LVIeaMQMGDoTDDiu7kvZz3HE5WN1yC/z61/CmNxmsJEmSeqpqjVSph1q5Mp/n6bWv7X6h41Wvype33AIROVh1lVbxkiRJaj+GKnWoWbNy0JgypexKOsarXpVHrG69Nd82WEmSJPU8hip1mLo6ePBBmDAB9tyz7Go6zvHH52D1xz/mEas3vtFgJUmS1JMYqtRhHn44n5+qK7dRb6kTTsiXf/xjvjRYSZIk9RyGKnWIhjbqI0fCfvuVXU11nHBCft233ZZHrM4/32AlSZLUExiq1CGefRaWLoVzzskBo6d49atzsLr99vy6zzvPYCVJktTdGarUIWbMgP79YeLEsiupvte8JgerP/0p3zZYSZIkdW+GKrW7tWthzpx8Lqc+fcquphyvfW2+/NOf8ojVuecarCRJkrorQ5Xa3QMP5JGantCgYmde+9r8c7jjjhyszjmn7IokSZLUEQxValf19TlUHXIIDB1adjXlO/HEHKzuvDPfnjat3HokSZLU/pyQpHb1+OPw0kswdWrZlXQeJ52Uw9Xs2XDnnaPZurXsiiRJktSeDFVqVzNnwvDhMG5c2ZV0LieemKcDzp07jC98wWAlSZLUnRiq1G4WL4ZFi/KxVD2pjXpLROQRq2OOWcavfz2Mj3607IokSZLUXgxVajczZuRuf0cdVXYlnVMEHHvsUs4/fyWXXw4vvFB2RZIkSWoPhiq1i5degkcfzYGqf/+yq+m8IuCii5ZTXw/f+17Z1UiSJKk9GKrULh58ELZssUFFS+y//2bOPhu++13YtKnsaiRJktRWhiq12datuUHFgQfCiBFlV9M1XHopLFsG111XdiWSJElqK0OV2mzePFi71lGq1jj1VDjsMPjmN/N5rCRJktR1GarUZjNnwuDB+YS/apmIPFr14INwzz1lVyNJkqS2MFSpTZYtgwULYMoU6OW7qVXe+U4YNiyPVkmSJKnr8muw2mTmTOjdG445puxKup4BA+Cf/gn+7/9g4cKyq5EkSdLuMlRpt23cCA89BBMn5oCg1rvkkjwV8DvfKbsSSZIk7S5DlXbb7NlQVwfHHlt2JV3X2LHw5jfDD3+Yz/UlSZKkrsdQpd2SUp76N2YM7Ltv2dV0bZdeCqtXwzXXlF2JJEmSdoehSrvlqadg5UrbqLeHV70qN/r45jfzOb8kSZLUtRiqtFtmzICBA/O5ltQ2De3V582DW24puxpJkiS1lqFKrbZyJTzxBEyenDv/qe3e+lZ4xStsry5JktQVGarUarNm5XNSTZlSdiXdR9++8P73w803w9y5ZVcjSZKk1jBUqVXq6uDBB2HCBNhzz7Kr6V7++Z9zuPrWt8quRJIkSa1hqFKrPPxwPj+VbdTb3z77wN//PVx1FaxaVXY1kiRJailDlVqsoY36yJGw335lV9M9XXopvPwy/OhHZVciSZKkljJUqcWefRaWLs1t1CPKrqZ7OvpoOPFE+Pa3ob6+7GokSZLUEoYqtdiMGdC/P0ycWHYl3dull8Izz8CNN5ZdiSRJklrCUKUWWbsW5syBSZOgT5+yq+nezj0XDjgAvvGNsiuRJElSSxiq1CIPPJCPqbJBRcfr3Rs+8AG4++7caVGSJEmdW1VCVUT0j4gZEfFQRDwWEZ8v1g+LiFsj4onicmjFPp+IiCcjYl5EnFGxfnJEPFLcd3mER/d0tPr6HKoOOQSGDt319mq7iy6CgQM9GbAkSVJXUK2Rqk3AKSmlo4CjgTMj4jjg48BtKaXxwG3FbSLiMOAC4HDgTOCKiOhdPNZ3gYuB8cVyZpVeQ4/1+OPw0kuOUlXTkCHwnvfAtdfm5iCSJEnqvKoSqlK2vrjZp1gScB5wdbH+auD84vp5wHUppU0ppQXAk8DUiBgF7JVSujellIBrKvZRB5k5E4YPh4MOKruSnuVf/gU2b4bvf7/sSiRJkrQzVTumKiJ6R8RsYBlwa0rpfmBkSmkJQHG5T7H5aOC5it0XFetGF9cbr2/q+S6OiFkRMWv58uXt+lp6ksWLYdGiPErlRMvqOvRQOOssuOIK2LSp7GokSZLUnKqFqpTSlpTS0cAY8qjTETvZvKmv72kn65t6vitTSlNSSlNGjBjR6nqVzZiRu/0ddVTZlfRMl16ap/9df33ZlUiSJKk5Ve/+l1JaDdxBPhZqaTGlj+JyWbHZImBsxW5jgMXF+jFNrFcHeOklePTRHKj69y+7mp7p9NNhwoTcsCI1+ecDSZIkla1a3f9GRMSQ4voewKnAXOBG4MJiswuB2uL6jcAFEdEvIg4kN6SYUUwRXBcRxxVd/95dsY/a2YMPwpYtMHVq2ZX0XBHwr/+auy/+5S9lVyNJkqSmVGukahTwp4h4GJhJPqbqt8CXgNMi4gngtOI2KaXHgOuBx4GbgUtSSluKx3of8ENy84qngJuq9Bp6lK1bc4OKAw8EZ0+W613vyt0Aba8uSZLUOdVU40lSSg8Dk5pYvwJ4XTP7XAZc1sT6WcDOjsdSO5g3D9auhTNtWF+6gQPhn/4JvvY1ePZZ2G+/siuSJElSpaofU6WuYeZMGDw4d6BT+S65JB9T9Z3vlF2JJEmSGjNUaQfLlsGCBTBlCvTyHdIp7L8/vOlN8IMf5AYikiRJ6jz8yqwdzJwJvXvDMceUXYkqXXoprFoFP/tZ2ZVIkiSpkqFK29m4ER56CCZOhAEDyq5GlU44IQdd26tLkiR1LoYqbWf2bKirg2OPLbsSNRaRR6vmzIFbby27GkmSJDUwVOlvUspT/8aMgX33LbsaNeVtb4ORI22vLkmS1JkYqvQ3Tz0FK1d6st/OrF8/eN/74Pe/h/nzy65GkiRJYKhShRkz8jmRDjus7Eq0M+99L/TtC9/6VtmVSJIkCQxVKqxcCU88AZMn585/6rxGjoQLLoCf/ARWry67GkmSJBmqBMCsWfmcVJMnl12JWuLSS/P5qn7847IrkSRJkqFK1NXBgw/ChAmw115lV6OWOOYYeM1r8hTALVvKrkaSJKlnM1SJhx/O56eyjXrXcumlsHAh/OY3ZVciSZLUsxmqeriGNuojR8J++5VdjVrjvPPy7+wb3yi7EkmSpJ7NUNXDPfssLF2a26hHlF2NWqOmBj7wAbjzznzSZkmSJJXDUNXDzZgB/fvDxIllV6Ld8Y//CAMGwOWXl12JJElSz2Wo6sHWroU5c2DSJOjTp+xqtDuGDoULL4Rf/AKWLy+7GkmSpJ7JUNWDPfBAPqbKBhVd27/+K2zaBN//ftmVSJIk9UyGqh6qvj6HqkMOyaMd6rpe+Uo44wz4zndg8+ayq5EkSep5DFU91OOP55PHOkrVPVx6KbzwAvzqV2VXIkmS1PMYqnqomTNh2DA46KCyK1F7OOMMOPRQ+OY385ROSZIkVY+hqgdavBgWLbKNenfSq1c+tmrmTLjvvrKrkSRJ6lkMVT3QjBm5299RR5VdidrTu98Ngwd7MmBJkqRqM1T1MC+9BI8+mgNV//5lV6P2NGhQPm/VDTfAc8+VXY0kSVLPYajqYR58ELZsyVP/1P184AP5mKorrii7EkmSpJ7DUNWDbN2aj7k58EAYMaLsatQRDjgAzj8frrwSXn657GokSZJ6BkNVDzJvHqxdaxv17u7SS2HlSvj5z8uuRJIkqWcwVPUgM2fmRgaHHlp2JepIr3kNHH207dUlSZKqxVDVQyxbBgsWwJQpuf22uq+IPFr12GNw221lVyNJktT91ZRdgKpj5kzo3RsmTSq7kp5t69Z65s9/usOf54gjgmHDDuWLX9zAyJHPdOhzTZgwgZoaP0okSVLP5TehHmDjRnjoITjiCBg4sOxqerZVq57myitXM25cRz9T4sADV3LXXfvwn//ZlyFDNnfIs6xYMZ9PfxomTpzYIY8vSZLUFRiqeoDZs6GuzjbqncXgwQcxcmTHh5CTTsot9J9++lDOOqvDn06SJKnH8uiabi6lPPVvzBjYd9+yq1E1DRqURydnz86jlZIkSeoYhqpu7qmncntt26j3TNOmwebNOVhJkiSpYxiqurkZM/JxVIcfXnYlKsO++8LYsfl9sHVr2dVIkiR1T4aqbmzlSnjiCZg8OXf+U880bRqsWpXfC5IkSWp/VQlVETE2Iv4UEXMi4rGIuLRY/7mIeD4iZhfL2RX7fCIinoyIeRFxRsX6yRHxSHHf5RER1XgNXdGsWfmcVJMnl12JyjRhAuy1F9x3X9mVSJIkdU/VGqmqB/4tpTQBOA64JCIOK+77ekrp6GL5PUBx3wXA4cCZwBUR0TDW8l3gYmB8sZxZpdfQpdTVBQ8+uO0LtXquXr3yMXULF8LSpWVXI0mS1P1UJVSllJaklP5aXF8HzAFG72SX84DrUkqbUkoLgCeBqRExCtgrpXRvSikB1wDnd2z1XdMTTwxh40YbVCibPBlqauD++8uuRJIkqfup+jFVEXEAMAlo+Hr3gYh4OCJ+HBFDi3WjgecqdltUrBtdXG+8vqnnuTgiZkXErOXLl7fnS+j0UoLHHhvOyJGw335lV6POYI894Kij4OGH4aWXyq5GkiSpe6lqqIqIQcANwAdTSmvJU/kOAo4GlgBfbdi0id3TTtbvuDKlK1NKU1JKU0aMGNHW0ruUp5/ux4oVe3DMMeARZ2owbRps2QIPPFB2JZIkSd1L1UJVRPQhB6qfp5R+DZBSWppS2pJS2gr8AJhabL4IGFux+xhgcbF+TBPrVeFPf8oHUb3ylSUXok5lxAgYNy43MNmypexqJEmSuo9qdf8L4EfAnJTS1yrWj6rY7I3Ao8X1G4ELIqJfRBxIbkgxI6W0BFgXEccVj/luoLYar6Eruf32vRgx4mUbVGgH06bBunXw+ONlVyJJktR91FTpeU4A3gU8EhGzi3WfBN4eEUeTp/AtBP4ZIKX0WERcDzxO7hx4SUqp4W/r7wOuAvYAbioWFRYvhkcfHcCxx74ADCi7HHUy48fDsGG5YcXEiWVXI0mS1D1UJVSllO6h6eOhfr+TfS4DLmti/SzgiParrnv5zW/y5YEHrgVeUWot6nwi8mjVTTfBokUwZsyu95EkSdLOVb37nzrW9Okwduwmhg7dVHYp6qSOOgr69bO9uiRJUnsxVHUja9fC7bfDySevteufmtWvH0yalI+rWru27GokSZK6PkNVN3LzzbB5cw5V0s5MnZrPZzZzZtmVSJIkdX2Gqm6kthb23huOPvrlsktRJzd0KBx6aD5nVV1d2dVIkiR1bYaqbqKuDn73OzjnHOjdu+xq1BVMmwYbNsAjj5RdiSRJUtdmqOom7rwT1qyB884ruxJ1FfvvDyNH5oYVKZVdjSRJUtfV4lAVET+OiAsarTspIj7U/mWptWprYY894LTTyq5EXUVDe/Vly2DhwrKrkSRJ6rpaM1L1HmBqo3XnA19pr2K0e1LKoer002GA5/tVK0ycmN8ztleXJEnafbs8+W9EfKbi5nEVt3sB5wCbO6IwtdyDD8Jzz8HnP192Jepqampg8mS4+25YuRKGDSu7IkmSpK5nl6EK+ByQimVasTQI4M/tX5Zao7YWevWCN7yh7ErUFR17LPz5zzBjBpx5ZtnVSJIkdT0tCVXXkAPVhcAcYEaxfgvwHPCDjilNLTV9OpxwAowYUXYl6or23BMOPzyPeJ58cj45sCRJklpul6EqpfQegIgAuCWldG0H16RWWLAAHn4YvvrVsitRVzZtWm6tPnt2vi5JkqSWa8lIFQAppX+IiEERcQwwqNF9d7V7ZWqR2tp8aSt1tcXo0TBmTJ4COHVq7gwoSZKklmlxqIqItwPfBwY2uiu15nHUvmpr89Stgw4quxJ1ddOmwQ03wBNPwCGHlF2NJElS19GalupfIY9QbQXWAWuLZV0H1KUWWLEC7roLzj+/7ErUHUyYkI+vuu++siuRJEnqWloTqgYCtwB7pJSGpJSGNiwdVJt24Xe/g61bnfqn9tG7d+4EuGBBPiGwJEmSWqY1oeonwBByG3V1ArW1+ViYyZPLrkTdxeTJ+dxVngxYkiSp5VoTqo4tlsURcVdE3F4st3VQbdqJDRvg5pvh3HPzOaqk9jBgABx5ZO4o+fLLZVcjSZLUNbTm6/gJ5FGq4cCrgZMqFlXZbbflL71O/VN7mzYN6uvhgQfKrkSSJKlraE3Xvn/osCrUatOnw1575ZO1Su1pn33gwANh5kw4/vh8rJUkSZKa15rzVF3dkYWo5bZsgd/8Bs46C/r2LbsadUfHHQfXXgtz5sARR5RdjSRJUufWmvNU/biZu1JK6aJ2qkctcP/9uTubrdTVUcaPh2HD8nvNUCVJkrRzrZn+9x7yiX4buv81XE+AoaqKpk+HPn3ySJXUESJg6tTcDOX553OXSUmSJDWtNaHq8xXXewMTgXOB5kaw1AFSyqHq5JNh8OCyq1F3dvTRcPvtebTqTW8quxpJkqTOqzXHVH2+8bqIuBLwb9hVNHcuPPEEfPCDZVei7q5fP5g0KTesOO002HPPsiuSJEnqnFrcUj0i9mu0HAEcSm61riqprc2X555bbh3qGaZOha1bc7CSJElS01oz/W9BM+sfaY9C1DK1tTBlCowZU3Yl6gmGDYNDD83nrHrta6GmNZ8YkiRJPURrTv4bjZYNwF/IDSxUBUuWwH33ecJfVde0aflE04/45xNJkqQmteaYqtYEMHWA3/wmX9pKXdV0wAH5hMD335+bV0Tsag9JkqSepVVBKSIGR8Q/RsQXI+KiiBjSQXWpCdOnw7hxcPjhZVeiniQij1YtXQrPPFN2NZIkSZ1PaxpVHAI8Dnwf+CRwJfBYRBzaQbWpwrp1cNtteeqfIwWqtokTYY898miVJEmStteakar/AUYBDwG/BGYXt7/c/mWpsZtvhs2bnfqncvTpA5Mn55b+q1aVXY0kSVLn0ppQdRxwS0rpmJTS36eUJgN/AF7VMaWpUm0tDB8Oxx9fdiXqqY49Fnr1ghkzyq5EkiSpc2lt97/NjdZtLtarA9XVwe9+B+ecY0trlWevveCww+DBB2HTprKrkSRJ6jxaE6oeAF4fEbdFxLcj4o/AG4BZHVOaGtx1F6xebSt1lW/atByoHnqo7EokSZI6j9aEqo8Ca4GTgfcBpxS3P76rHSNibET8KSLmRMRjEXFpsX5YRNwaEU8Ul0Mr9vlERDwZEfMi4oyK9ZMj4pHivssjun/bhtpa6N8fTjut7ErU040ZA6NH54YVKZVdjSRJUuewy1AVETURsRe5898E4GPA98hhagLwWAuepx74t5TSBPKxWZdExGHFY9yWUhoP3FbcprjvAuBw4EzgiojoXTzWd4GLgfHFcmbLXmrXlFJupX766TBwYNnVSHm0auVKeOKJsiuRJEnqHFoyUvU1YDkwNqX0QkrpKymlS4DrgAXAV3f1ACmlJSmlvxbX1wFzgNHAecDVxWZXA+cX188DrkspbUopLQCeBKZGxChgr5TSvSmlBFxTsU+3NHs2PPecU//UeRx2GOy5p+3VJUmSGrQkVJ0N3FGEm79JKT1LHl06uzVPGBEHAJOA+4GRKaUlxeMtAfYpNhsNPFex26Ji3ejieuP1TT3PxRExKyJmLV++vDUldiq1tbnj2jnnlF2JlPXuDVOmwNNPw8qV/couR5IkqXQtCVWjgYXN3Pc8MKalTxYRg4AbgA+mlNbubNMm1qWdrN9xZUpXppSmpJSmjBgxoqUldjrTp+c26l34Jagbmjw5d6J89NHhZZciSZJUupaEqpeAYxuvLBpETC3u36WI6EMOVD9PKf26WL20mNJHcbmsWL8IGFux+xhgcbF+TBPru6WFC3OXNU/4q85m4ECYOBHmzx/KmjW9d72DJElSN9aSUHUvcFREXBUR4yOib0SMB64Cjizu36kigP0ImJNS+lrFXTcCFxbXLwRqK9ZfEBH9IuJAckOKGcUUwXURcVzxmO+u2KfbqS1emcdTqTOaNg3q63txww1Dd72xJElSN9aSUPUlYCvwLmAusKG4fGex/r9b8BgnFPufEhGzi+Xs4rFPi4gngNOK26SUHgOuJ3ccvBm4JKW0pXis9wE/JDeveAq4qQXP3yXV1uamAAcfXHYl0o5GjoR9913PddcNp76+7GokSZLKU7OrDVJKf46IdwHfBoZV3LUK+JeU0j0teIx7aPp4KIDXNbPPZcBlTayfBRyxq+fs6lauzCf9/djHyq5Eat6RR77IzTcfwC9/Ce94R9nVSJIklaNFJ/9NKV1HPsbpdPII1enkFuu/6MDaerTf/Q62bHHqnzq3/fZbxytfuYGPfhTWrSu7GkmSpHK0KFQBpJQ2pJT+mFL6RXH5ckcW1tPV1sK+++bW1VJn1asXfOpTz7N4MXzxi2VXI0mSVI4WhypVz8aNcPPNcO65+Uur1JkdddQGLroIvv51ePzxsquRJEmqPr+yd0K33QYvveTUP3UdX/oS7LknXHIJpCbPHCdJktR9Gao6oenT8xfUk08uuxKpZfbeG/7rv+COO+C668quRpIkqboMVZ3M1q3wm9/AWWdBv35lVyO13D/+Yz4G8N/+DdauLbsaSZKk6jFUdTL33w9Ll8L555ddidQ6vXvDFVfACy/A5z9fdjWSJEnVY6jqZKZPh5qaPFIldTXHHgsXXwzf/CY8+mjZ1UiSJFWHoaqTqa2Fk06CIUPKrkTaPZddlt+/Nq2QJEk9haGqE5k7F+bNc+qfurbhw3M3wLvugp//vOxqJEmSOp6hqhOprc2X555bbh1SW/2//wdTp8KHPwxr1pRdjSRJUscyVHUitbUweTKMHVt2JVLb9OqVm1YsWwaf/WzZ1UiSJHUsQ1Un8cILcN99nvBX3cfkyfC+98G3vgUPPVR2NZIkSR3HUNVJ/OY3+aB+j6dSd/If/wHDhuWmFVu3ll2NJElSxzBUdRLTp8OBB8IRR5RdidR+hg6FL38Z/vxn+OlPy65GkiSpYxiqOoH16+G22/LUv4iyq5Ha14UXwqteBR/5CKxeXXY1kiRJ7c9Q1Qn84Q+waZNT/9Q9NTStWLECPv3psquRJElqf4aqTmD69HzcyQknlF2J1DGOPjofV3XFFfDXv5ZdjSRJUvsyVJWsrg5+9zs45xyoqSm7GqnjfOELsPfeNq2QJEndj6GqZHffDatW2Upd3d+QIfCVr+RTB1x1VdnVSJIktR9DVclqa6F/fzj99LIrkTreu94Fr341fOxjsHJl2dVIkiS1D0NViVLKx1OddhoMHFh2NVLHi4DvfCePzn7qU2VXI0mS1D4MVSV66CF49lmn/qlnOfJI+Jd/ge9/H2bNKrsaSZKktjNUlai2Nv/l/pxzyq5Eqq7PfQ5GjoT3v9+mFZIkqeszVJVo+nQ4/njYZ5+yK5Gqa/Bg+J//gZkz4Uc/KrsaSZKktjFUleSZZ2D2bKf+qef6+7+HE0+Ej38cXnyx7GokSZJ2n6GqJLW1+fL880stQypNQ9OKNWvgk58suxpJkqTdZ6gqSW0tTJgA48eXXYlUnsMPhw9+EH74Q7j//rKrkSRJ2j2GqhKsWgV33ukolQTw2c/CqFFwySWwZUvZ1UiSJLWeoaoEv/td/vLo8VQS7LknfPWr8MAD8IMflF2NJElS6xmqSlBbm/8yf+yxZVcidQ5vexuccko+tmr58rKrkSRJah1DVZVt3Ag33QTnngu9/OlLQG5a8e1vw7p1uRugJElSV+LX+iq7/XZ46SWn/kmNTZgAH/oQ/PjHcO+9ZVcjSZLUcoaqKquthUGD8lQnSdv79KdhzBh4//ttWiFJkroOQ1UVbd0KN94IZ50F/fqVXY3U+QwaBF//ej4x9ne/W3Y1kiRJLVOVUBURP46IZRHxaMW6z0XE8xExu1jOrrjvExHxZETMi4gzKtZPjohHivsuj4ioRv3tZcYMeOEFW6lLO/PmN8Npp8G//zssXVp2NZIkSbtWrZGqq4Azm1j/9ZTS0cXye4CIOAy4ADi82OeKiOhdbP9d4GJgfLE09Zid1vTpUFMDZ5+9y02lHisCvvUtePll+NjHyq5GkiRp16oSqlJKdwErW7j5ecB1KaVNKaUFwJPA1IgYBeyVUro3pZSAa4DzO6TgDlJbCyeeCEOGlF2J1Lkdeih8+MNw9dVwzz1lVyNJkrRzZR9T9YGIeLiYHji0WDcaeK5im0XFutHF9cbrmxQRF0fErIiYtbwTnPhm3jyYO9epf1JLfepTsN9+cMklUF9fdjWSJEnNKzNUfRc4CDgaWAJ8tVjf1HFSaSfrm5RSujKlNCWlNGXEiBFtLLXtamvz5bnnlluH1FUMHAjf+AY8/DB85ztlVyNJktS80kJVSmlpSmlLSmkr8ANganHXImBsxaZjgMXF+jFNrO8SamvhmGPyX94ltcz558OZZ8JnPgNLlpRdjSRJUtNKC1XFMVIN3gg0dAa8EbggIvpFxIHkhhQzUkpLgHURcVzR9e/dQG1Vi95NS5fmk5l6wl+pdSLg8sth40b46EfLrkaSJKlp1Wqpfi1wL3BoRCyKiIuALxft0R8GTgb+P4CU0mPA9cDjwM3AJSmlhtOAvg/4Ibl5xVPATdWov61+8xtIyeOppN0xfnwOVD/7Gdx1V9nVSJIk7aimGk+SUnp7E6t/tJPtLwMua2L9LOCIdiytKqZPhwMOgIkTy65E6po+8Ykcqt7/fnjwQejTp+yKJEmStim7+1+3t349/PGPeepf1zpVsdR5DBgA3/wmPPZYPoeVJElSZ2Ko6mC33AKbNjn1T2qrc86B178ePvtZWNxlWtRIkqSewFDVwaZPh2HD4NWvLrsSqWuLyKNVdXX5xMCSJEmdhaGqA9XXw29/C294A9RU5eg1qXs76CD4+Mfh2mvh9tvLrkaSJCkzVHWgu++GVatspS61p499DMaNgw98ADZvLrsaSZIkQ1WHqq2Ffv3g9NPLrkTqPvbYI5+7as6cPB1QkiSpbIaqDpJSDlWnnQaDBpVdjdS9vP71cO658PnPw6JFZVcjSZJ6OkNVB3n4YVi40Kl/Ukf5xjdgyxb4t38ruxJJktTTGao6SG1t7lZ2zjllVyJ1TwceCJ/6FFx/fT4XnCRJUlkMVR1k+nR41atg5MiyK5G6rw9/GA4+GC65JJ8PTpIkqQyGqg7w7LPw4INO/ZM6Wv/+8K1vwfz58PWvl12NJEnqqTx7Ugeorc2X559fahlSh9u6tZ75858utYbRo+F1r9uPz39+T445Zj6jRtXt9mNNmDCBGk8qJ0mSWslvDx2gthZe+Uo45JCyK5E61qpVT3PllasZN67cOl7xiiXU1+/Je987ijPOeHa3HmPFivl8+tMwceLEdq5OkiR1d4aqdrZqFdx5Zz7WQ+oJBg8+iJEjyw0iI0fCa18Lt98+mHXrJnLwwaWWI0mSehiPqWpnv/891Nd7PJVUba96FQwfDjfdlP8NSpIkVYuhqp3V1sIrXgFTp5ZdidSz1NTAWWfBypXwl7+UXY0kSepJDFXtaNOm/Ffyc8+FXv5kpao76CA47DC4+25YvbrsaiRJUk/hV/92dPvtsH69U/+kMp1xRj7x9s03l12JJEnqKQxV7ai2FgYNglNOKbsSqefaay848USYNy+fv0qSJKmjGaraydatOVSdeWY+Iamk8hx3HOy9dx6tsmmFJEnqaIaqdjJzJrzwgif8lTqD3r1z04pVq+DPfy67GkmS1N0ZqtrJ9On5i9zZZ5ddiSSAcePg8MPhnntyuJIkSeoohqp2Ulubj+MYOrTsSiQ1OP303InTphWSJKkjGarawfz5MGeOU/+kzqahacX8+blxhSRJUkcwVLWD2tp8ee655dYhaUfTpsGIEXm0qq6u7GokSVJ3ZKhqB7W1MGkS7L9/2ZVIaqzhWMfVq/PxVZIkSe3NUNVGS5fCX/7iCX+lzuyAA2DixNwJcOXKsquRJEndjaGqjX77W0jJUCV1dqedlketbrop/5uVJElqL4aqNpo+PU/7O+qosiuRtDN77gknnwxPPmnTCkmS1L4MVW3w0kvwxz/mUaqIsquRtCtTp8I++9i0QpIktS9DVRvccgts3Ggrdamr6NUrN61YswbuuqvsaiRJUndhqGqD6dPzyX5f85qyK5HUUg3Tdf/yF1ixouxqJElSd1BTdgGdRX19PXPmzGnF9lBbO4HXvGYdc+Ys6sDKWm/+/Pls3Xpw2WVIndapp8LcublpxTve4fRdSZLUNoaqwpw5c/jiF+czfPghLdr++ecHsmZNDZs3r+WKKzq4uFZ6+ulnGDx4OKNGlV2J1DkNGpSbVtx8M8yZA4cdVnZFkiSpKzNUVRg+/BBGjpzYom0ffDC3Z548eX/69u3gwlppxYr5ZZcgdXrHHguzZ8Mf/gAHO7ArSZLaoCrHVEXEjyNiWUQ8WrFuWETcGhFPFJdDK+77REQ8GRHzIuKMivWTI+KR4r7LI8qZtJNSbsk8bhydLlBJapmGphVr19q0QpIktU21GlVcBZzZaN3HgdtSSuOB24rbRMRhwAXA4cU+V0RE72Kf7wIXA+OLpfFjVsWyZbB6NRx6aBnPLqm9jB0LRx8N994Lq1b1K7scSZLURVUlVKWU7gJWNlp9HnB1cf1q4PyK9dellDallBYATwJTI2IUsFdK6d6UUgKuqdinqubOzZeGKqnrO/XUPOJ8zz37klLZ1UiSpK6ozJbqI1NKSwCKy32K9aOB5yq2W1SsG11cb7y+SRFxcUTMiohZy5cvb9fC582DMWPywe6SuraBA+GUU+D55wdxyy2Dyy5HkiR1QZ3xPFVNHSeVdrK+SSmlK1NKU1JKU0aMGNFuxa1ZA0uWOEoldSeTJ8Pee2/gK18Zxbp1ZVcjSZK6mjJD1dJiSh/F5bJi/SJgbMV2Y4DFxfoxTayvqnnz8uUrX1ntZ5bUUXr1gte85nmWLevDF75QdjWSJKmrKTNU3QhcWFy/EKitWH9BRPSLiAPJDSlmFFME10XEcUXXv3dX7FM18+bB8OGw997VfmZJHWnkyA286U0r+epX4YtfhK1by65IkiR1FVU5T1VEXAucBOwdEYuAzwJfAq6PiIuAZ4G/A0gpPRYR1wOPA/XAJSmlLcVDvY/cSXAP4KZiqZqNG2HhQnjVq6r5rJKq5WMfW8yAAcP4zGdyR8Cf/jT/EUWSJGlnqhKqUkpvb+au1zWz/WXAZU2snwUc0Y6ltcoTT+S/Xns8ldQ97bFH4ppr4IQT4NJL4Zhj4Fe/gqlTy65MkiR1Zp2xUUWnNW9e7hQ2Zsyut5XUNUXAe98Lf/5zvv7qV8MVV2C7dUmS1CxDVQvV1+eRqkMPzV+0JHVvU6bAX/8Kp58Ol1wC73wnrF9fdlWSJKkzMlS10MKFsHmzU/+knmTYMLjxRrjsMrjuujwNcM6csquSJEmdjaGqhebOhT59YNy4siuRVE29esEnPwm33gorVsCxx+aAJUmS1MBQ1QIp5eOpDj4YaqrS2kNSZ3PKKXk64NFHw9vfDv/yL7BpU9lVSZKkzsBQ1QKLF+djKTzhr9SzjR4Nf/oTfOhD8O1vw2tfC88+W3ZVkiSpbIaqFpg7NzenGD++7Eokla1PH/jqV+GGG/JnwzHHwB/+UHZVkiSpTIaqFpg3D/bfH/bYo+xKJHUWb3oTzJqVR6/OOgs++1nYsmXX+0mSpO7HULULK1bA8uVO/ZO0o/Hj4d574cIL4QtfyOFq+fKyq5IkSdVmqNqFefPypa3UJTVlwAD48Y/hhz+Eu+7K0wHvvbfsqiRJUjUZqnZh3jx4xStgyJCyK5HUWUXARRflMNW3b25g8c1v5s6hkiSp+zNU7cRLL+XOXo5SSWqJSZPggQfg7LPhgx+ECy6AdevKrkqSJHU0Q9VOzJ+fLw1VklpqyBCYPh3++79zh8Bjj4VHHy27KkmS1JEMVTsxbx4MHpyn/0lSS0XARz8Kt90Ga9bAtGnws5+VXZUkSeoohqpmbN4MTz2VR6kiyq5GUld04onw17/ClCnwrnfBe98LGzeWXZUkSWpvhqpmPP001NfbSl1S24walUesPvpR+P734dWvhoULy65KkiS1J0NVM+bOhf79Yb/9yq5EUldXU5OPsZo+HZ58Mrdd/93vyq5KkiS1F0NVE7ZuzU0qxo+H3r3LrkZSd3Heebk74P77wxveAJ/6VB4RlyRJXZuhqgnPPgsbNjj1T1L7O+gg+Mtf4B//Ef7zP+H002Hp0rKrkiRJbWGoasK8eXmE6qCDyq5EUne0xx7wgx/AT36STxg8aRLcc0/ZVUmSpN1lqGokpRyqxo2Dfv3KrkZSd/ae98D998PAgXDSSfDVr+bPIEmS1LUYqhpZtgxWrfKEv5Kq48gjYdasfLzVhz8Mb35zPreVJEnqOgxVjcybly8NVZKqZfBg+N//zSNVN96Yz2v10ENlVyVJklrKUNXI3LkwZgwMGlR2JZJ6kgj40Ifgjjvg5ZfhuOPgqqvKrkqSJLWEoarC+vU1LFniKJWk8rz61fDXv8Lxx8M//EPuErhhQ9lVSZKknTFUVVi4cC/AVuqSyjVyJNxySz6P1Y9+lAPWU0+VXZUkSWqOoarCwoV7MXw47L132ZVI6ul694b/+A/47W/hmWdg8mSorS27KkmS1BRDVWHt2l4sXjzIqX+SOpXXvz5PBzz4YDj/fPjoR6G+vuyqJElSpZqyC+gs7rlnT7ZuDaf+ST3U1q31zJ//dNllNOt73wu+/OVRfOUrw7n99vV8+cvPMWJE8+lqwoQJ1NT4ES9JUjX4P27hjjv2Yo896hg9uk/ZpUgqwapVT3PllasZN67sSpqTGD58Maec8jJ33TWaN7zhYE499TlGj35phy1XrJjPpz8NEydOLKFOSZJ6HkNV4ZJLltKrV1969Tqw7FIklWTw4IMYObJzB5GRI3OH0uuv78VvfzuOU06BE07ILdklSVI5PKaqsP/+m9lvv/VllyFJu7TPPvBP/wSHHQa33Qa//KVt1yVJKpOhSpK6oH794M1vhjPPhCeegCuvhCVLyq5KkqSeyVAlSV1UBEybBu95D2zdms9p9cADkFLZlUmS1LMYqiSpixs7Fi6+GPbfP5/X6k9/GsOGDR5kJUlStZQeqiJiYUQ8EhGzI2JWsW5YRNwaEU8Ul0Mrtv9ERDwZEfMi4ozyKpekzmPgQHjHO+DEE2H+/CG8850HMX9+2VVJktQzlB6qCienlI5OKU0pbn8cuC2lNB64rbhNRBwGXAAcDpwJXBERvcsoWJI6m1694KST4OyzF7JsWR+mTIGvfQ2efbbsyiRJ6t46S6hq7Dzg6uL61cD5FeuvSyltSiktAJ4Epla/PEnqvPbbbz3XX/8kRx0F//ZveVrgpEnw+c/D7NkecyVJUnvrDKEqAbdExAMRcXGxbmRKaQlAcblPsX408FzFvouKdTuIiIsjYlZEzFq+fHkHlS5JndOoUXXcfTfMmwdf/jIMGJBD1aRJcOCB8K//mtux19WVXakkSV1fZwhVJ6SUjgHOAi6JiNfuZNumjrxu8m+uKaUrU0pTUkpTRowY0R51SlKXc8gh8JGPwJ//nFuu//CHcOSR8IMfwKmn5nNevfOd8Ktfwbp1ZVcrSVLXVHqoSiktLi6XAf9Hns63NCJGARSXy4rNFwFjK3YfAyyuXrWS1HWNHAkXXQQ33ggvvgi//jWcdx7cfDO89a2w995w1lnw/e97zitJklqj1FAVEQMjYs+G68DpwKPAjcCFxWYXArXF9RuBCyKiX0QcCIwHZlS3aknq+gYOhDe+Ea66Cl54Ae68Ey65BObPh/e+F/bdN58D6z//Ex5/3OOwJEnambJHqkYC90TEQ+Rw9LuU0s3Al4DTIuIJ4LTiNimlx4DrgceBm4FLUkpbSqlckrqJmhp47Wtzp8Ann4RHHoH/+I8cpD71KTj88DyN8MMfhrvvhi1+6kqStJ2aMp88pfQ0cFQT61cAr2tmn8uAyzq4NEnqkSLgiCPy8qlPwfPP5+mCtbVw+eXw1a/maYLnnJOnDp52Wm6CIUlST1b2SJUkqRMbPRre97583NWLL8Ivfwmnn56Pxzr//BywzjsPfvITsNGqJKmnKnWkSpLUdey1V25o8da3wubNcNddeQSrtjaPZvXqBccfn0PWeefB+PFlVyxJUnU4UiVJarW+fXNL9m99C555Bh54AP7933Nb9o98JB+Ddfjh8MlPwv33w9atZVcsSVLHcaRKkrqZrVvrmT//6ao+Z58+8Ja35OX55/twxx17cfvte/HlLw/kv/4rGDGijhNPXMvJJ69l2rSX6Nu3de0EJ0yYQE2N/2VJkjon/4eSpG5m1aqnufLK1YwbV1YFdcAKJk9eweGH9+bZZ/dk4cK9qK0dwv/+73D69NnC2LHrOeCAtey//1r69dv5MNaKFfP59Kdh4sSJ1SlfkqRWMlRJUjc0ePBBjBzZOULI/vvDa14D9fWwYAHMndub+fMH8/TTg4mAAw6AQw/Ny5AhZVcrSVLrGaokSVVRU5ObV4wfn8+B9fzzMHcuzJuXuwvefDOMHAmvfGUOWK94RW7xLklSZ2eokiRVXQSMGZOXU0+FFStyuJo3D+68My+DB+eGFyNHDqSu7qWyS5YkqVmGKklS6YYPz+3Yjz8eXnoJ5s/PAevBB6G+fhx33rmF178+dxTcb79ty5gxuROhJEllMlRJkjqVgQNh0qS81NXBAw8sZI899uKuu4Zx3XXbbxuRpwnuv//2YatyGTbMaYSSpI5lqJIkdVp9+sCBB67j/e9fx8SJw9i4EZ57Dp59dsdl9ux8EuKNG7d/jAEDmg5bDUHM0S5JUlsZqiRJXUb//tuaXTQlJXjxxW1B65lntg9eDz0ES5duv0/DaFdzI1377ZenJzraJUlqjqFKktSp7c7JjPv2hYMPzktjmzYFS5f2YcmSPrzwQh+WLOnLkiX59owZfbnxxj5s2tRru33699/KqFGbGTWqjle8oq64zLdHjapj5Mi6Fp/Q2BMZS1L346e6JKlTa/+TGSdgc7FkI0fm5eij82jXxo29Wb++D+vX92Xduj5/u/7kk32YPbs/L7/cZ4dHHTCgjkGDGpbN7LnntuuDBtXRv/8WVq70RMaS1B0ZqiRJnV5nOpkx5BMZr10La9ZULn2KJU81rK/ffp+aGhg0aDyLFtVx2GEwdizsu++2ZdQoGDECevcu5zVJknafoUqSpFaqqcldBYcNa/r+lGDDhhy2Vq/eFryWLt3A8uWJ2to6Xnxxx9Gu3r0Tw4fXs88+dYwYUcfee9ezzz71jBiRb++zTz17713H0KFb6NVrx+ctg9MZJclQJUlSu4vIXQcHDMgjUA0ef/x21qxZzbhxU9myJdiwoYaXXqrh5Zf7bHe5Zk0fFi/uy8svD2Tjxh3/q+7VKzFgQB0DBtQzcGC+HDCgjoEDt7/dv/+WDm2wsWKF0xklCQxVkiRVVWunMtbXw/r1sG5dXvL1YN26vsUCL7yQR8Ya690bBg2CPffMS+X1yqV/f7sbSlJbGKokSerEampgyJC87Ex9fePgtf3y4ouwYMGO5/GCHL4qQ1Zz4atfP8OXJDXFUCVJUjdQUwNDh+ZlZ+rqmg9e69fDsmXw1FOwaVPTz1EZsnr1GsUee9QxeXJuvLH//jB6dN5OknoSP/YkSepB+vTZeZONBps3Nx+8GqYcrl07lEce2b5dYe/eOVgdcEAOWfvvv/31/fbLI16S1J0YqiRJ0g769t11+Fq69HEuvLAXQ4ceznPPwcKF8MwzeVm4EO68ExYtgq1bt99v1Kgdw1bl7YEDO+51SVJHMFRJkqTdNnDgVg49FA49tOn76+rg+ee3ha2GwPXMMzBrFtxwQ96m0vDhzQeu/ffPx5d5bJekzsRQJUmSdsvWrfXMn/90i7ZtGPWaNKnxY8CLL9awZElfnn++D0uW9GXx4txSfvbsPvz+933ZuHH7k3INGrSFUaM2M2pUHaNH58t9993MvvvWMWrUZoYN271W8p5zS9Lu8pNDkiTtllWrnubKK1czblxbH6m+WLLhw/MycWI+kfLGjb1Zt64v69f3KdrI92H9+r489lgf7rtvIJs3b39cV03NVgYN2syee9b97XLPPTczaFC+HDCgfoeTJ3vOLUltYaiSJEm7rbXn3eoIGzfCmjWwenVe1qzpxerV/Vmzpj/PPAMvv7z99r16weDBeRkyJF9GDGHGjDoGDYIxY3JDD0lqKUOVJEnq0vr3z8vIkU3fv3lzDl3bB6+8PPVU7mYIY7njjm37DBmybcSsYRk2bMd1lesHDfJYL6mnMlRJkqRurW9fGDEiL02pr4enn57HySf3oXfvcTz3XD5Z8ooVsHIlLF8Oc+fm22vX7vx5KoNXcyGs8r5hw/J+kro2Q5UkSerR8kmNX2bYsKc55JCXOPbY5retq4O1a2tYs6Y3q1f3Li5r/nZ9zZpt1xcv3rZdXV2vZh9z4MAtDB68hSFD6hk8uOH6FgYPrmfIkHx9r722XR88uJ4999y601Exm25I1eW/NkmS1OO1runG9o01GjQ3IpYS1NcHGzfWsGlTbzZu7M3GjTVs3Ni7uJ3Xr1/fmxdfrGHTpr5/uw+aTk4RiX79ttC/f31xma/377+FLVuW8sY3LuXII0czfDjstVeurU+f7S8br3PqorT7DFWSJEl0jqYblbZuzU04NmzIzTY2bKi8Hrz8cg0bNtT8bf2qVfmyrm4Ejz7a+uerqdkxeO0qiFVj24h6nnvuKWpqEn36pL/9bLZuhZSiuIStW7ddb1jf/DY73t9wPW+3821a+vyN19fXJ7ZuhYhebN2anwtyoM1LanS79evz7dY9DqTdes799htLTU3vv93Xq1d+H7Vk6d175/d1tZBvqJIkSeqEevWCAQPyMnx4y/d77rnZTJv2PMOHj2fNmhrWr+9FfX1QXx/U1e142dS6XW2zYUPlbYptev3t+vb7Nz/1sWVqgGbOLq1uq3Ho2lkIa21oa25pC0OVJElSN7Ju3VPccMNqxo3bD9jU4v0avlj279++9eSRG9iyJYpRm9juenPrGm4vWfIoe+wxjpEjJ7BlS1MjJ02N1JSz7Oq5582rJWIoEya89m/rGkar2uuyPR9rZ5cvvjiXadMWM3bsfn/7HacUbNmSf9dbtuTA3XB9y5Y8DbbxfVu37my77ffZ9tgUj9H0Pg2hPz9+w32VdTV+jHy9LQxVkiRJ3Uxnm8rYFo8/PgtYymGHTSi7lDbr06ce2NotzoO2evVj3H77asaNa6atZhv17p2XanXHfPrpW7nllt3f31AlSZIkqdW6U3hfsWJ+m/Zv6yTXUkTEmRExLyKejIiPl12PJEmSpJ6ry4WqiOgNfAc4CzgMeHtEHFZuVZIkSZJ6qq44/W8q8GRK6WmAiLgOOA94vK0P3NZhv85izZpngNUsXdqKVkGdWHd6Pd3ptUD3ej2+ls6rO72e7vRaoHu9Hl9L59WdXo+vpfPKr2f3dcVQNRp4ruL2ImBa440i4mLg4uLmpojYjTM2qJvZG3ix7CJUOt8HAt8H2sb3gsD3gbLd7t3fFUNVU/0O0w4rUroSuBIgImallKZ0dGHq3HwfCHwfKPN9oAa+FwS+D5RFxKzd3bfLHVNFHpkaW3F7DLC4pFokSZIk9XBdMVTNBMZHxIER0Re4ALix5JokSZIk9VBdbvpfSqk+Ij4A/AHoDfw4pfTYLna7suMrUxfg+0Dg+0CZ7wM18L0g8H2gbLffB5HSDocjSZIkSZJaqCtO/5MkSZKkTsNQJUmSJElt0G1CVUScGRHzIuLJiPh4E/dHRFxe3P9wRBxTRp3qeC14L5wUEWsiYnaxfKaMOtVxIuLHEbGsufPT+XnQM7TgfeBnQQ8QEWMj4k8RMSciHouIS5vYxs+Ebq6F7wM/E3qAiOgfETMi4qHivfD5JrZp9WdCl2tU0ZSI6A18BziN3HJ9ZkTcmFJ6vGKzs4DxxTIN+C5NnDRYXVsL3wsAd6eU3lD1AlUtVwHfBq5p5n4/D3qGq9j5+wD8LOgJ6oF/Syn9NSL2BB6IiFv9jtDjtOR9AH4m9ASbgFNSSusjog9wT0TclFK6r2KbVn8mdJeRqqnAkymlp1NKm4HrgPMabXMecE3K7gOGRMSoaheqDteS94K6uZTSXcDKnWzi50EP0IL3gXqAlNKSlNJfi+vrgDnA6Eab+ZnQzbXwfaAeoPh3vr642adYGnfua/VnQncJVaOB5ypuL2LHfygt2UZdX0t/z68qhn1viojDq1OaOhE/D9TAz4IeJCIOACYB9ze6y8+EHmQn7wPwM6FHiIjeETEbWAbcmlJq82dCt5j+B0QT6xonzpZso66vJb/nvwL7F8O+ZwPTycO76jn8PBD4WdCjRMQg4AbggymltY3vbmIXPxO6oV28D/xM6CFSSluAoyNiCPB/EXFESqny+NtWfyZ0l5GqRcDYittjgMW7sY26vl3+nlNKaxuGfVNKvwf6RMTe1StRnYCfB/KzoAcpjpu4Afh5SunXTWziZ0IPsKv3gZ8JPU9KaTVwB3Bmo7ta/ZnQXULVTGB8RBwYEX2BC4AbG21zI/DuopvHccCalNKSaheqDrfL90JEvCIiorg+lfzvYEXVK1WZ/DyQnwU9RPE7/hEwJ6X0tWY28zOhm2vJ+8DPhJ4hIkYUI1RExB7AqcDcRpu1+jOhW0z/SynVR8QHgD8AvYEfp5Qei4j3Fvd/D/g9cDbwJPAy8A9l1auO08L3wluA90VEPbABuCCl5DSPbiQirgVOAvaOiEXAZ8kHovp50IO04H3gZ0HPcALwLuCR4hgKgE8C+4GfCT1IS94Hfib0DKOAq4uO0b2A61NKv21rbgjfK5IkSZK0+7rL9D9JkiRJKoWhSpIkSZLawFAlSZIkSW1gqJIkSZKkNjBUSZIkSeqyIuLHEbEsIh7d9dYQEW+NiMcj4rGI+EV71GCokqQeLCIOiIgUEaliXSqWA4rbC4vbJ5VU5k5FxB1Ffe/pgMc+qXjshe392Lt43u1+5o1fY0RcVdz+XHH7c8Xtq6pZpyR1Elex4wl8mxQR44FPACeklA4HPtgeBXSL81RJUk8VEeOA/wFeDewFvAg8ClySUnqqnZ7mx8Aw8hnmO6P/BWYDj3fAYy8Cvgms7IDH3pnW/szvI9c5o8MqkqROKqV0V8MfAhtExEHAd4AR5HNN/VNKaS7wT8B3Ukqrin2XtUcNhipJ6tr+DzgSuB2YD4wBXks+uWG7hKqU0hfa43HaW0T0AkgpfbujniOl9CTt9FfMVj5vq37mKaWbgZs7qBxJ6oquBN6bUnoiIqYBVwCnAIcARMSfgd7A54rP0DZx+p8kdVERMYwcqFYDp6aU3pdSOgfYB/hrxXavLqaPrYqIxcXc8+GteJ7mpqL9V0TcFREvR8SfI2L/in3eFBFPRsTaiPhaRNxZ7PPBZp7jPcX9d0fE5cV+T0fEOyq2aXje/46I+4HNwH5NTI2riYhLI+LRoralEfGZisf5fxHxUESsj4gnIuKTEdHkHxkbT/+rnC5ZPM6zxc/16zv5+TW8toeKn8X6Yi7/pIj4YkSsKV7r6c39zHelqel/EfHGiJgZEesi4pmI+E5EDGnp64iIY4rfx9qi5kcj4n0tqUeSyhQRg4DjgV9FxGzg++Q/NkIeVBoPnAS8Hfhhw2djWxiqJKnrWgesB4YADxZf2M8HalJKLwNExBHAbcBk8kjGfOAfyP/RRBuf/6PAc+Qph8cD/1E858HAL4GDgD8BryJPT2yJE4BjgVuAA4GfRsSRjbb5CLAMuBbY1MRjfB74BjAOuAG4E3hlUds/Az8ChpKnDW4BLgM+1cL6Kn0OuJs87fKDEfG6XWw/EZgGzAEmkH82byFP3TuQPOWvXUTEWcCvyaH71+T3yvuB65rY/HM0/TouJ//ebiH/rFeR30eS1Nn1AlanlI6uWCYU9y0CalNKdSmlBcA8cshq8xNKkrqglFIdcBGwBjgK+P/I0wGfiohji83eB/QFHgOWko892gScDBzaxhK+l1J6B/DZ4vak4vIC8l8C70gpnQecCKxo4WMuB16bUnoLMB0I4F2NtvlZSumclNK7UkpLKu8oguK/FjffUWzzVuDCYl3DfTPII3yzitu7MwLz5uL131PcnrSzjYGXgFPJoRBgMPBmcrACGB0RI3ajjqb8S3H5nymlC8l/ka0HzoiIQxpt29zr6FNc/p58vNYpwD+3U32S1GFSSmuBBRHxd5D/b4iIo4q7p5P/DyQi9iZPB3y6rc9pqJKkLiyldD3wCnLXo8vIIzgjgU8XmxxQXE4DLi2WfsW6g9v49A8Wl6uLy0HF5ejick5R42ZafnzXU0VYBJhbXI5ptM2fd7L/3hV13NewsuIxDygu30z+WTRMLxxZTBdpjeZef3MWppQ2VGwPMC+ltK7i9sBW1tCcA4rLht/Bi+QRRYD9G23b3Ov4EPAw8EPgEXKzjn9FkjqZiLgWuBc4NCIWRcRF5M/3iyLiIfIfFs8rNv8DsCIiHifPGPhISqmlf/hrlqFKkrqoiOgTEa9OKW1MKf0hpfTvwH8Vd+9ZXC4sLr+WUoqGBRiXUvptG0uoLy5To/XPF5fjG+okT8VriYOK7aGYsseOHfCamvLX4EXylEjIQZKihoZjphYWl+c28fNYTyuklJp7/c3Z0sRj7LCunSwsLhumPQ4nB06AZxrV0NzrmJVSOoo8VfIk8sjVl5o7/kySypJSentKaVRKqU9KaUxK6UcppQUppTNTSkellA5raACUsg8V6yamlJqaFt1qfjBKUtfVD7g7IuaQRxteBt5Y3HdrcXkluX3spZHbr79IPp7neDruD2vXkqcEnhoR/0dunLH3znf5m72BOyNiMXA++Yv+z1v6xCmlFBGXA58Efh4RN5D/r9sKvBP4NrkD1M+K2noBU8gjfCe19Hm6gO8AZwGfLH7vk8k/h1tTSvOjUevhZvwmInqTRxkHk99vK2giHEpST+dIlSR1XRuBr5NHbs4mH3u0Gvgi8GWAlNJD5ON47iK3Wr+APIr1pY4qqjg/1tvIX8ZfRz5+aWZx985GmSBP7fsLcBp5ROXClNLsVpbwWfLxZQvIxyu9jtygA+B7wD9W3Hc2OWj+sJXP0amllH4HvJU85eUt5FD0ffLvpaXuAPYlT6F5Pfl3+LaUUktH5iSpxwg/GyVJ7S0iBqeU1hTXB5K7BA4lt36/rYnt3wP8BLgzpXRSFUuVJKnNnP4nSeoINxXTEp8F3kAOVA+RR8wkSepWDFWSpI4wizz9bCiwmDy97jMVXfgkSeo2nP4nSZIkSW1gowpJkiRJagNDlSRJkiS1gaFKkiRJktrAUCVJkiRJbWCokiRJkqQ2+P8BGTxSyGsCTpwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.histplot(df.selling_price, bins=200, kde=True, color = 'b')\n",
    "plt.title(\"Selling Price Distribution\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Count\", weight=\"bold\", fontsize=12)\n",
    "plt.xlabel(\"Selling price in millions\", weight=\"bold\", fontsize=12)\n",
    "plt.xlim(0,3000000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9688fcfe",
   "metadata": {},
   "source": [
    "* From the chart it is clear that the Target Variable Skewed"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e05ba6d1",
   "metadata": {},
   "source": [
    "### 4.2 Most Selling car in Used car website?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c478dbff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Hyundai i20           906\n",
       "Maruti Swift Dzire    890\n",
       "Maruti Swift          781\n",
       "Maruti Alto           778\n",
       "Honda City            757\n",
       "Maruti Wagon R        717\n",
       "Hyundai Grand         580\n",
       "Toyota Innova         545\n",
       "Hyundai Verna         492\n",
       "Hyundai i10           410\n",
       "Name: car_name, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.car_name.value_counts()[0:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1829105",
   "metadata": {},
   "source": [
    "### Most Selling Used Car is Hyundai i20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2e8f5aae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.countplot(x=\"car_name\", data=df,ec = \"black\",palette=\"Set1\",order = df['car_name'].value_counts().index)\n",
    "plt.title(\"Top 10 Most Sold Car\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Count\", weight=\"bold\", fontsize=20)\n",
    "plt.xlabel(\"Car Name\", weight=\"bold\", fontsize=16)\n",
    "plt.xticks(rotation= 45)\n",
    "plt.xlim(-1,10.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d92e97a",
   "metadata": {},
   "source": [
    "### Check mean price of Hyundai i20 which is most sold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "38c847c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The mean price of Hyundai i20 is 543603.75 Rupees\n"
     ]
    }
   ],
   "source": [
    "i20 = df[df['car_name'] == 'Hyundai i20']['selling_price'].mean()\n",
    "print(f'The mean price of Hyundai i20 is {i20:.2f} Rupees')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aba5c7f1",
   "metadata": {},
   "source": [
    "**Report:**\n",
    "* As per the Chart these are top 10 most selling cars in used car website.\n",
    "* Of the total cars sold Hyundai i20 shares 5.8% of total ads posted and followed by Maruti Swift Dzire.\n",
    "* Mean Price of Most Sold Car is 5.4 lakhs.\n",
    "* This Feature has impact on the Target Variable."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a27c90c2",
   "metadata": {},
   "source": [
    "## Most selling brand "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ce567224",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Maruti        4992\n",
       "Hyundai       2982\n",
       "Honda         1485\n",
       "Mahindra      1011\n",
       "Toyota         793\n",
       "Ford           790\n",
       "Volkswagen     620\n",
       "Renault        536\n",
       "BMW            439\n",
       "Tata           430\n",
       "Name: brand, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.brand.value_counts()[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3cbc686e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.countplot(x=\"brand\", data=df,ec = \"black\",palette=\"Set2\",order = df['brand'].value_counts().index)\n",
    "plt.title(\"Top 10 Most Sold Brand\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Count\", weight=\"bold\", fontsize=14)\n",
    "plt.xlabel(\"Brand\", weight=\"bold\", fontsize=16)\n",
    "plt.xticks(rotation= 45)\n",
    "plt.xlim(-1,10.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3bdad40",
   "metadata": {},
   "source": [
    "### Check the Mean price of Maruti brand which is most sold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "884c7857",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The mean price of Maruti is 487089.32 Rupees\n"
     ]
    }
   ],
   "source": [
    "maruti = df[df['brand'] == 'Maruti']['selling_price'].mean()\n",
    "print(f'The mean price of Maruti is {maruti:.2f} Rupees')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58cd84d1",
   "metadata": {},
   "source": [
    "**Report:**\n",
    "* As per the Chart Maruti has the most share of Ads in Used car website and Maruti is the most sold brand.\n",
    "* Following Maruti we have Hyundai and Honda.\n",
    "* Mean Price of Maruti Brand is 4.8 lakhs."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c62a7cd",
   "metadata": {},
   "source": [
    "## Costliest Brand and Costliest Car "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "88e66759",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>selling_price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ferrari</th>\n",
       "      <td>39500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rolls-Royce</th>\n",
       "      <td>24200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bentley</th>\n",
       "      <td>14500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mercedes-Benz</th>\n",
       "      <td>13000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porsche</th>\n",
       "      <td>11100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Land Rover</th>\n",
       "      <td>9200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMW</th>\n",
       "      <td>8500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Volvo</th>\n",
       "      <td>8195000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lexus</th>\n",
       "      <td>8000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Audi</th>\n",
       "      <td>6800000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               selling_price\n",
       "brand                       \n",
       "Ferrari             39500000\n",
       "Rolls-Royce         24200000\n",
       "Bentley             14500000\n",
       "Mercedes-Benz       13000000\n",
       "Porsche             11100000\n",
       "Land Rover           9200000\n",
       "BMW                  8500000\n",
       "Volvo                8195000\n",
       "Lexus                8000000\n",
       "Audi                 6800000"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brand = df.groupby('brand').selling_price.max()\n",
    "brand_df = brand.to_frame().sort_values('selling_price',ascending=False)[0:10]\n",
    "brand_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e3061091",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.barplot(x=brand.index, y=brand.values,ec = \"black\",palette=\"Set2\")\n",
    "plt.title(\"Brand vs Selling Price\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Selling Price\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Brand Name\", weight=\"bold\", fontsize=16)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77e7c276",
   "metadata": {},
   "source": [
    "**Report:**\n",
    "* Costliest Brand sold is Ferrari at 3.95 Crores.\n",
    "* Second most costliest car Brand is Rolls-Royce as 2.42 Crores.\n",
    "* Brand name has very clear impact on selling price."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "099bb5a1",
   "metadata": {},
   "source": [
    "### Costliest Car"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3d04dbd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>selling_price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>car_name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ferrari GTC4Lusso</th>\n",
       "      <td>39500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rolls-Royce Ghost</th>\n",
       "      <td>24200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bentley Continental</th>\n",
       "      <td>14500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mercedes-Benz S-Class</th>\n",
       "      <td>13000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porsche Cayenne</th>\n",
       "      <td>11100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Land Rover Rover</th>\n",
       "      <td>9200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMW 7</th>\n",
       "      <td>8500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMW Z4</th>\n",
       "      <td>8250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Volvo XC</th>\n",
       "      <td>8195000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMW X5</th>\n",
       "      <td>8100000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       selling_price\n",
       "car_name                            \n",
       "Ferrari GTC4Lusso           39500000\n",
       "Rolls-Royce Ghost           24200000\n",
       "Bentley Continental         14500000\n",
       "Mercedes-Benz S-Class       13000000\n",
       "Porsche Cayenne             11100000\n",
       "Land Rover Rover             9200000\n",
       "BMW 7                        8500000\n",
       "BMW Z4                       8250000\n",
       "Volvo XC                     8195000\n",
       "BMW X5                       8100000"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "car= df.groupby('car_name').selling_price.max()\n",
    "car =car.to_frame().sort_values('selling_price',ascending=False)[0:10]\n",
    "car"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a636cf43",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.barplot(x=car.index, y=car.selling_price,ec = \"black\",palette=\"Set1\")\n",
    "plt.title(\"Car Name vs Selling Price\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Selling Price\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Car Name\", weight=\"bold\", fontsize=16)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9c6016b",
   "metadata": {},
   "source": [
    "**Report**\n",
    "* Costliest Car sold is Ferrari GTC4 Lusso followed by Rolls Royce Ghost.\n",
    "* Ferrari selling price is 3.95 Crs.\n",
    "* Other than Ferrari other car has priced below 1.5cr."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8770c3e5",
   "metadata": {},
   "source": [
    "### Most Mileage Brand and Car Name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "645525ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mileage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Maruti</th>\n",
       "      <td>22.430980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Renault</th>\n",
       "      <td>22.099142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Datsun</th>\n",
       "      <td>21.215647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lexus</th>\n",
       "      <td>20.846000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ford</th>\n",
       "      <td>19.922620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Honda</th>\n",
       "      <td>19.908795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maserati</th>\n",
       "      <td>19.820000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tata</th>\n",
       "      <td>19.755279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hyundai</th>\n",
       "      <td>19.588776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Volkswagen</th>\n",
       "      <td>18.689774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mini</th>\n",
       "      <td>18.287647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skoda</th>\n",
       "      <td>17.667006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMW</th>\n",
       "      <td>17.440182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kia</th>\n",
       "      <td>17.323125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Force</th>\n",
       "      <td>17.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              mileage\n",
       "brand                \n",
       "Maruti      22.430980\n",
       "Renault     22.099142\n",
       "Datsun      21.215647\n",
       "Lexus       20.846000\n",
       "Ford        19.922620\n",
       "Honda       19.908795\n",
       "Maserati    19.820000\n",
       "Tata        19.755279\n",
       "Hyundai     19.588776\n",
       "Volkswagen  18.689774\n",
       "Mini        18.287647\n",
       "Skoda       17.667006\n",
       "BMW         17.440182\n",
       "Kia         17.323125\n",
       "Force       17.000000"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mileage= df.groupby('brand')['mileage'].mean().sort_values(ascending=False).head(15)\n",
    "mileage.to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6eb5de9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.barplot(x=mileage.index, y=mileage.values, ec = \"black\", palette=\"Set2\")\n",
    "plt.title(\"Brand vs Mileage\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Mileage in Kmpl\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Brand Name\", weight=\"bold\", fontsize=12)\n",
    "plt.ylim(0,25)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd2eef84",
   "metadata": {},
   "source": [
    "### Car with Highest Mileage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "bae97c3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mileage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>car_name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Tata Tiago</th>\n",
       "      <td>24.625103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maruti Ciaz</th>\n",
       "      <td>24.289046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maruti Vitara</th>\n",
       "      <td>24.231932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Renault KWID</th>\n",
       "      <td>24.037810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maruti Celerio</th>\n",
       "      <td>23.703502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maruti Dzire VXI</th>\n",
       "      <td>23.512941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maruti Dzire LXI</th>\n",
       "      <td>23.260000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maruti Dzire ZXI</th>\n",
       "      <td>23.260000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ford Aspire</th>\n",
       "      <td>22.993846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maruti Swift</th>\n",
       "      <td>22.719910</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    mileage\n",
       "car_name                   \n",
       "Tata Tiago        24.625103\n",
       "Maruti Ciaz       24.289046\n",
       "Maruti Vitara     24.231932\n",
       "Renault KWID      24.037810\n",
       "Maruti Celerio    23.703502\n",
       "Maruti Dzire VXI  23.512941\n",
       "Maruti Dzire LXI  23.260000\n",
       "Maruti Dzire ZXI  23.260000\n",
       "Ford Aspire       22.993846\n",
       "Maruti Swift      22.719910"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mileage_C= df.groupby('car_name')['mileage'].mean().sort_values(ascending=False).head(10)\n",
    "mileage_C.to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c4875842",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.barplot(x=mileage_C.index, y=mileage_C.values, ec = \"black\", palette=\"Set1\")\n",
    "plt.title(\"Car Name vs Mileage\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Mileage in Kmpl\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Car Name\", weight=\"bold\", fontsize=12)\n",
    "plt.ylim(0,27)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f982f668",
   "metadata": {},
   "source": [
    "## Kilometer driven vs Selling Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "94601836",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.scatterplot(x=\"km_driven\", y='selling_price', data=df,ec = \"white\",color='b', hue='fuel_type')\n",
    "plt.title(\"Kilometer Driven vs Selling Price\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Selling Price\", weight=\"bold\", fontsize=20)\n",
    "plt.xlim(-10000,800000) #used limit for better visualization\n",
    "plt.ylim(-10000,10000000)\n",
    "plt.xlabel(\"Kilometer driven\", weight=\"bold\", fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edcc2aeb",
   "metadata": {},
   "source": [
    "**Report**\n",
    "* Many Cars were sold with kms between 0 to 20k Kilometers \n",
    "* Low Kms driven cars had more selling price compared to cars which had more kms driven."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de01576e",
   "metadata": {},
   "source": [
    "### Fuel Type Selling Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "74ee3dcf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>selling_price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fuel_type</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>1857500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diesel</th>\n",
       "      <td>700000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petrol</th>\n",
       "      <td>460000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNG</th>\n",
       "      <td>370000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LPG</th>\n",
       "      <td>182500.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           selling_price\n",
       "fuel_type               \n",
       "Electric       1857500.0\n",
       "Diesel          700000.0\n",
       "Petrol          460000.0\n",
       "CNG             370000.0\n",
       "LPG             182500.0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fuel = df.groupby('fuel_type')['selling_price'].median().sort_values(ascending=False)\n",
    "fuel.to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "4eb72146",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.barplot(x=df.fuel_type, y=df.selling_price, ec = \"black\", palette=\"Set2_r\")\n",
    "plt.title(\"Fuel type vs Selling Price\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Selling Price Median\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Fuel Type\", weight=\"bold\", fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94adfc4a",
   "metadata": {},
   "source": [
    "**Report**\n",
    "* Electric cars have highers selling average price.\n",
    "* Followed by Diesel and Petrol.\n",
    "* Fuel Type is also important feature for the Target variable."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c570a7c0",
   "metadata": {},
   "source": [
    "### Most sold Fuel type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "e45263a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.countplot(x=df.fuel_type, ec = \"black\", palette=\"Set2_r\")\n",
    "plt.title(\"Fuel Type Count\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Count\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Fuel Type\", weight=\"bold\", fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13cb555e",
   "metadata": {},
   "source": [
    "**Report** \n",
    "* Petrol and Diesel dominate the used car market in the website.\n",
    "* The most sold fuel type Vechicle is Petrol.\n",
    "* Followed by diesel and CNG and least sold is Electric"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4620a8a",
   "metadata": {},
   "source": [
    "### Fuel types available and mileage given"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e1d392c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mileage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fuel_type</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CNG</th>\n",
       "      <td>25.814651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diesel</th>\n",
       "      <td>20.060030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>19.160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petrol</th>\n",
       "      <td>19.123045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LPG</th>\n",
       "      <td>17.836364</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             mileage\n",
       "fuel_type           \n",
       "CNG        25.814651\n",
       "Diesel     20.060030\n",
       "Electric   19.160000\n",
       "Petrol     19.123045\n",
       "LPG        17.836364"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fuel_mileage = df.groupby('fuel_type')['mileage'].mean().sort_values(ascending=False)\n",
    "fuel_mileage.to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "06d04182",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.boxplot(x='fuel_type', y='mileage', data=df,palette=\"Set1_r\")\n",
    "plt.title(\"Fuel type vs Mileage\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Mileage in Kmpl\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Fuel Type\", weight=\"bold\", fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1d202ba",
   "metadata": {},
   "source": [
    "### Mileage vs Selling Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "8121f313",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.scatterplot(x=\"mileage\", y='selling_price', data=df,ec = \"white\",color='b', hue='fuel_type')\n",
    "plt.title(\"Mileage vs Selling Price\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Selling Price\", weight=\"bold\", fontsize=20)\n",
    "plt.ylim(-10000,10000000)\n",
    "plt.xlabel(\"Mileage\", weight=\"bold\", fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "95e0d89b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.histplot(x=df.mileage, ec = \"black\", color='g', kde=True)\n",
    "plt.title(\"Mileage Distribution\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Count\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Mileage\", weight=\"bold\", fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21131496",
   "metadata": {},
   "source": [
    "### Vehicle age vs Selling Price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "699d04fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(20,10))\n",
    "sns.lineplot(x='vehicle_age',y='selling_price',data=df,color='b')\n",
    "plt.ylim(0,2500000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f804aa3",
   "metadata": {},
   "source": [
    "**Report** \n",
    "* As the Vehicle age increases the price also get reduced.\n",
    "* Vehicle age has Negative impact on selling price"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3562982",
   "metadata": {},
   "source": [
    "### Vehicle age vs Mileage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "248a647d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mileage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vehicle_age</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>22.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>20.51</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             mileage\n",
       "vehicle_age         \n",
       "29             22.05\n",
       "0              21.70\n",
       "3              21.21\n",
       "4              20.63\n",
       "5              20.51"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vehicle_age = df.groupby('vehicle_age')['mileage'].median().sort_values(ascending=False)\n",
    "vehicle_age.to_frame().head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "21fe41c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.boxplot(x=df.vehicle_age, y= df.mileage, palette=\"Set1\")\n",
    "plt.title(\"Vehicle Age vs Mileage\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Mileage\", weight=\"bold\", fontsize=20)\n",
    "plt.xlabel(\"Vehicle Age in Years\", weight=\"bold\", fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79146d21",
   "metadata": {},
   "source": [
    "**Report** \n",
    "* As the Age of vehicle increases the median of mileage drops.\n",
    "* Newer Vehicles have more mileage median older vehicle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d29add41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vehicle_age</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>car_name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Maruti Alto</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMW 3</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Honda City</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maruti Wagon R</th>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mahindra Bolero</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mahindra Scorpio</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skoda Octavia</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Honda CR-V</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mercedes-Benz E-Class</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Honda Civic</th>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       vehicle_age\n",
       "car_name                          \n",
       "Maruti Alto                     29\n",
       "BMW 3                           25\n",
       "Honda City                      22\n",
       "Maruti Wagon R                  21\n",
       "Mahindra Bolero                 18\n",
       "Mahindra Scorpio                18\n",
       "Skoda Octavia                   18\n",
       "Honda CR-V                      17\n",
       "Mercedes-Benz E-Class           17\n",
       "Honda Civic                     15"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oldest = df.groupby('car_name')['vehicle_age'].max().sort_values(ascending=False).head(10)\n",
    "oldest.to_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab7903db",
   "metadata": {},
   "source": [
    "**Report**\n",
    "* Maruti Alto is the Oldest car available 29 years old in the used car website followed by BMW 3 for 25 years old."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29af8063",
   "metadata": {},
   "source": [
    "## Transmission Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "b9914b60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.countplot(x='transmission_type', data=df,palette=\"Set1\")\n",
    "plt.title(\"Transmission type Count\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Count\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Transmission Type\", weight=\"bold\", fontsize=12)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "3fffe66b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.barplot(x='transmission_type', y='selling_price', data=df,palette=\"Set1\")\n",
    "plt.title(\"Transmission type vs Price\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Selling Price in Millions\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Transmission Type\", weight=\"bold\", fontsize=12)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8861df6f",
   "metadata": {},
   "source": [
    "**Report** \n",
    "* Manual Transmission was found in most of the cars which was sold.\n",
    "* Automatic cars have more selling price than manual cars."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fed1c6f3",
   "metadata": {},
   "source": [
    "## Seller Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "1b953d82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,7))\n",
    "sns.countplot(x='seller_type', data=df,palette=\"rocket_r\")\n",
    "plt.title(\"Transmission type vs Price\", weight=\"bold\",fontsize=20, pad=20)\n",
    "plt.ylabel(\"Selling Price in Millions\", weight=\"bold\", fontsize=15)\n",
    "plt.xlabel(\"Transmission Type\", weight=\"bold\", fontsize=12)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "83364b7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>selling_price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seller_type</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Dealer</th>\n",
       "      <td>591000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trustmark Dealer</th>\n",
       "      <td>540000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Individual</th>\n",
       "      <td>507000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  selling_price\n",
       "seller_type                    \n",
       "Dealer                 591000.0\n",
       "Trustmark Dealer       540000.0\n",
       "Individual             507000.0"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dealer = df.groupby('seller_type')['selling_price'].median().sort_values(ascending=False)\n",
    "dealer.to_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0c66f0d",
   "metadata": {},
   "source": [
    "**Report**\n",
    "* Dealers have put more ads on used car website.\n",
    "* Dealers have put 9539 ads with median selling price of 5.91 Lakhs.\n",
    "* Followed by Individual with 5699 ads with median selling price of 5.4 Lakhs.\n",
    "* Dealers have more median selling price than Individual."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "268b7b47",
   "metadata": {},
   "source": [
    "## Final Report"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "236e6dbd",
   "metadata": {},
   "source": [
    "* The datatypes and Column names were right and there was 15411 rows and 13 columns\n",
    "* The `selling_price` column is the target to predict. i.e Regression Problem.\n",
    "* There are outliers in the `km_driven`, `enginer`, `selling_price`, and `max power`.\n",
    "* Dealers are the highest sellers of the used cars.\n",
    "* Skewness is found in few of the columns will check it after handling outliers.\n",
    "* Vehicle age has negative impact on the price.\n",
    "* Manual cars are mostly sold and automatic has higher selling average than manual cars.\n",
    "* Petrol is the most preffered choice of fuel in used car website, followed by diesel and LPG.\n",
    "* We just need less data cleaning for this dataset."
   ]
  },
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   "source": [
    "########################-------------Feature Engineering and Model Training in Next ipynb------------###########################"
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