Explanatory Data Analysis on Car Sales Data.ipynb

{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "'''\n",
    "This Notebook is for doing Expanatory Data Analysis on\n",
    "Car Sales Data\n",
    "'''"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing the Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:11.348474Z",
     "start_time": "2022-09-07T17:48:10.006577Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patheffects as path_effects\n",
    "import matplotlib.pylab as pl\n",
    "import matplotlib.gridspec as gridspec\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "%matplotlib inline\n",
    "sns.set(style='ticks', font_scale=1.2)\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UDFs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:11.363450Z",
     "start_time": "2022-09-07T17:48:11.350458Z"
    }
   },
   "outputs": [],
   "source": [
    "def conti_var_summary(x):\n",
    "    '''\n",
    "    UDF for getting customised summary for continuous variables\n",
    "    '''\n",
    "    # freq and missings\n",
    "    n_total = x.shape[0]\n",
    "    n_miss = x.isna().sum()\n",
    "    perc_miss = n_miss * 100 / n_total\n",
    "\n",
    "    # outliers - iqr\n",
    "    q1 = x.quantile(0.25)\n",
    "    q3 = x.quantile(0.75)\n",
    "    iqr = q3 - q1\n",
    "    lc_iqr = q1 - 1.5 * iqr\n",
    "    uc_iqr = q3 + 1.5 * iqr\n",
    "\n",
    "    return pd.Series([\n",
    "        x.dtype,\n",
    "        x.nunique(), n_total,\n",
    "        x.count(), n_miss, perc_miss,\n",
    "        x.sum(),\n",
    "        x.mean(),\n",
    "        x.std(),\n",
    "        x.var(), lc_iqr, uc_iqr,\n",
    "        x.min(),\n",
    "        x.quantile(0.01),\n",
    "        x.quantile(0.05),\n",
    "        x.quantile(0.10),\n",
    "        x.quantile(0.25),\n",
    "        x.quantile(0.5),\n",
    "        x.quantile(0.75),\n",
    "        x.quantile(0.90),\n",
    "        x.quantile(0.95),\n",
    "        x.quantile(0.99),\n",
    "        x.max()\n",
    "    ],\n",
    "        index=[\n",
    "        'dtype', 'cardinality', 'n_tot', 'n', 'nmiss',\n",
    "        'perc_miss', 'sum', 'mean', 'std', 'var', 'lc_iqr',\n",
    "        'uc_iqr', 'min', 'p1', 'p5', 'p10', 'p25', 'p50',\n",
    "                         'p75', 'p90', 'p95', 'p99', 'max'\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:11.379543Z",
     "start_time": "2022-09-07T17:48:11.364450Z"
    }
   },
   "outputs": [],
   "source": [
    "def cat_var_summary(x):\n",
    "    '''\n",
    "    UDF for getting customised summary for categorical variables\n",
    "    '''\n",
    "    Mode = x.value_counts().sort_values(ascending=False)[0:1].reset_index()\n",
    "    return pd.Series([\n",
    "        x.count(),\n",
    "        x.nunique(),\n",
    "        x.isnull().sum(), Mode.iloc[0, 0], Mode.iloc[0, 1],\n",
    "        round(Mode.iloc[0, 1] * 100 / x.count(), 2)\n",
    "    ],\n",
    "                     index=['N', 'CARDINALITY', 'NMISS', 'MODE', 'FREQ', 'PERCENT'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.525547Z",
     "start_time": "2022-09-07T17:48:11.381540Z"
    }
   },
   "outputs": [],
   "source": [
    "cars = pd.read_excel('Car_Sales.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Inspection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.556445Z",
     "start_time": "2022-09-07T17:48:12.527545Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9576 entries, 0 to 9575\n",
      "Data columns (total 10 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   car           9576 non-null   object \n",
      " 1   price         9576 non-null   float64\n",
      " 2   body          9576 non-null   object \n",
      " 3   mileage       9576 non-null   int64  \n",
      " 4   engV          9142 non-null   float64\n",
      " 5   engType       9576 non-null   object \n",
      " 6   registration  9576 non-null   object \n",
      " 7   year          9576 non-null   int64  \n",
      " 8   model         9576 non-null   object \n",
      " 9   drive         9065 non-null   object \n",
      "dtypes: float64(2), int64(2), object(6)\n",
      "memory usage: 748.2+ KB\n"
     ]
    }
   ],
   "source": [
    "cars.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.572442Z",
     "start_time": "2022-09-07T17:48:12.558441Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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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</th>\n",
       "      <th>price</th>\n",
       "      <th>body</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engV</th>\n",
       "      <th>engType</th>\n",
       "      <th>registration</th>\n",
       "      <th>year</th>\n",
       "      <th>model</th>\n",
       "      <th>drive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ford</td>\n",
       "      <td>15500.0</td>\n",
       "      <td>crossover</td>\n",
       "      <td>68</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Gas</td>\n",
       "      <td>yes</td>\n",
       "      <td>2010</td>\n",
       "      <td>Kuga</td>\n",
       "      <td>full</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mercedes-Benz</td>\n",
       "      <td>20500.0</td>\n",
       "      <td>sedan</td>\n",
       "      <td>173</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Gas</td>\n",
       "      <td>yes</td>\n",
       "      <td>2011</td>\n",
       "      <td>E-Class</td>\n",
       "      <td>rear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mercedes-Benz</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>other</td>\n",
       "      <td>135</td>\n",
       "      <td>5.5</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>yes</td>\n",
       "      <td>2008</td>\n",
       "      <td>CL 550</td>\n",
       "      <td>rear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mercedes-Benz</td>\n",
       "      <td>17800.0</td>\n",
       "      <td>van</td>\n",
       "      <td>162</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>yes</td>\n",
       "      <td>2012</td>\n",
       "      <td>B 180</td>\n",
       "      <td>front</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mercedes-Benz</td>\n",
       "      <td>33000.0</td>\n",
       "      <td>vagon</td>\n",
       "      <td>91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other</td>\n",
       "      <td>yes</td>\n",
       "      <td>2013</td>\n",
       "      <td>E-Class</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             car    price       body  mileage  engV engType registration  \\\n",
       "0           Ford  15500.0  crossover       68   2.5     Gas          yes   \n",
       "1  Mercedes-Benz  20500.0      sedan      173   1.8     Gas          yes   \n",
       "2  Mercedes-Benz  35000.0      other      135   5.5  Petrol          yes   \n",
       "3  Mercedes-Benz  17800.0        van      162   1.8  Diesel          yes   \n",
       "4  Mercedes-Benz  33000.0      vagon       91   NaN   Other          yes   \n",
       "\n",
       "   year    model  drive  \n",
       "0  2010     Kuga   full  \n",
       "1  2011  E-Class   rear  \n",
       "2  2008   CL 550   rear  \n",
       "3  2012    B 180  front  \n",
       "4  2013  E-Class    NaN  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.588211Z",
     "start_time": "2022-09-07T17:48:12.574016Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9576, 10)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dropping Duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.603286Z",
     "start_time": "2022-09-07T17:48:12.590209Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9463, 10)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.drop_duplicates(inplace=True)\n",
    "cars.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Continuous variables :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.634545Z",
     "start_time": "2022-09-07T17:48:12.604286Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
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       "        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>price</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engV</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dtype</th>\n",
       "      <td>float64</td>\n",
       "      <td>int64</td>\n",
       "      <td>float64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cardinality</th>\n",
       "      <td>1353</td>\n",
       "      <td>442</td>\n",
       "      <td>117</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n_tot</th>\n",
       "      <td>9463</td>\n",
       "      <td>9463</td>\n",
       "      <td>9463</td>\n",
       "      <td>9463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n</th>\n",
       "      <td>9463</td>\n",
       "      <td>9463</td>\n",
       "      <td>9029</td>\n",
       "      <td>9463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nmiss</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>perc_miss</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.586283</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sum</th>\n",
       "      <td>144820416.73165</td>\n",
       "      <td>1324107</td>\n",
       "      <td>23849.6</td>\n",
       "      <td>18987754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>15303.858896</td>\n",
       "      <td>139.924654</td>\n",
       "      <td>2.641444</td>\n",
       "      <td>2006.525837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>23057.384098</td>\n",
       "      <td>98.466036</td>\n",
       "      <td>5.963016</td>\n",
       "      <td>7.062584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var</th>\n",
       "      <td>531642961.464639</td>\n",
       "      <td>9695.56027</td>\n",
       "      <td>35.557565</td>\n",
       "      <td>49.880092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lc_iqr</th>\n",
       "      <td>-12252.5</td>\n",
       "      <td>-117.5</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1992.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uc_iqr</th>\n",
       "      <td>33751.5</td>\n",
       "      <td>382.5</td>\n",
       "      <td>3.85</td>\n",
       "      <td>2024.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1984.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p5</th>\n",
       "      <td>1454.9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1992.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p10</th>\n",
       "      <td>2500.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1997.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p25</th>\n",
       "      <td>4999.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p50</th>\n",
       "      <td>9200.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p75</th>\n",
       "      <td>16500.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2012.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p90</th>\n",
       "      <td>31500.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2014.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p95</th>\n",
       "      <td>49000.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2015.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p99</th>\n",
       "      <td>112000.0</td>\n",
       "      <td>410.0</td>\n",
       "      <td>6.272</td>\n",
       "      <td>2016.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>547800.0</td>\n",
       "      <td>999</td>\n",
       "      <td>99.99</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        price     mileage       engV         year\n",
       "dtype                 float64       int64    float64        int64\n",
       "cardinality              1353         442        117           56\n",
       "n_tot                    9463        9463       9463         9463\n",
       "n                        9463        9463       9029         9463\n",
       "nmiss                       0           0        434            0\n",
       "perc_miss                 0.0         0.0   4.586283          0.0\n",
       "sum           144820416.73165     1324107    23849.6     18987754\n",
       "mean             15303.858896  139.924654   2.641444  2006.525837\n",
       "std              23057.384098   98.466036   5.963016     7.062584\n",
       "var          531642961.464639  9695.56027  35.557565    49.880092\n",
       "lc_iqr               -12252.5      -117.5       0.25       1992.0\n",
       "uc_iqr                33751.5       382.5       3.85       2024.0\n",
       "min                       0.0           0        0.1         1953\n",
       "p1                        0.0         0.0        1.0       1984.0\n",
       "p5                     1454.9         1.0        1.3       1992.0\n",
       "p10                    2500.0        19.0        1.4       1997.0\n",
       "p25                    4999.0        70.0        1.6       2004.0\n",
       "p50                    9200.0       129.0        2.0       2008.0\n",
       "p75                   16500.0       195.0        2.5       2012.0\n",
       "p90                   31500.0       265.0        3.5       2014.0\n",
       "p95                   49000.0       305.0        4.6       2015.0\n",
       "p99                  112000.0       410.0      6.272       2016.0\n",
       "max                  547800.0         999      99.99         2016"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.select_dtypes(['int64','float64']).apply(conti_var_summary)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Categorical variables :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.665992Z",
     "start_time": "2022-09-07T17:48:12.638465Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\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</th>\n",
       "      <th>body</th>\n",
       "      <th>engType</th>\n",
       "      <th>registration</th>\n",
       "      <th>model</th>\n",
       "      <th>drive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>N</th>\n",
       "      <td>9463</td>\n",
       "      <td>9463</td>\n",
       "      <td>9463</td>\n",
       "      <td>9463</td>\n",
       "      <td>9463</td>\n",
       "      <td>8953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CARDINALITY</th>\n",
       "      <td>87</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>863</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMISS</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MODE</th>\n",
       "      <td>Volkswagen</td>\n",
       "      <td>sedan</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>yes</td>\n",
       "      <td>E-Class</td>\n",
       "      <td>front</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FREQ</th>\n",
       "      <td>927</td>\n",
       "      <td>3622</td>\n",
       "      <td>4341</td>\n",
       "      <td>8902</td>\n",
       "      <td>192</td>\n",
       "      <td>5171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PERCENT</th>\n",
       "      <td>9.8</td>\n",
       "      <td>38.28</td>\n",
       "      <td>45.87</td>\n",
       "      <td>94.07</td>\n",
       "      <td>2.03</td>\n",
       "      <td>57.76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    car   body engType registration    model  drive\n",
       "N                  9463   9463    9463         9463     9463   8953\n",
       "CARDINALITY          87      6       4            2      863      3\n",
       "NMISS                 0      0       0            0        0    510\n",
       "MODE         Volkswagen  sedan  Petrol          yes  E-Class  front\n",
       "FREQ                927   3622    4341         8902      192   5171\n",
       "PERCENT             9.8  38.28   45.87        94.07     2.03  57.76"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.select_dtypes(['object']).apply(cat_var_summary)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Anomalies"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "price <= 0 - dropping these rows\n",
    "mileage == 0 - replacing with medians with groupby(['car', 'body', 'engType'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.761032Z",
     "start_time": "2022-09-07T17:48:12.667992Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9223, 10)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dropping Prices <= 0\n",
    "cars.drop(cars[cars.price <= 0].index, inplace=True)\n",
    "\n",
    "# Fixing Mileage column\n",
    "cars['mileage'].replace(0, np.nan, inplace = True)\n",
    "cars['mileage'] = cars.groupby(['car', 'body', 'engType'])['mileage'].transform(lambda x: x.fillna(x.median()))\n",
    "\n",
    "cars.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Skipping the outlier treatment for now. It will be done in EDA section if required for the Analysis.***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.792755Z",
     "start_time": "2022-09-07T17:48:12.762043Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\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>count</th>\n",
       "      <th>%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>car</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>body</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mileage</th>\n",
       "      <td>9.0</td>\n",
       "      <td>0.097582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>engV</th>\n",
       "      <td>425.0</td>\n",
       "      <td>4.608045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>engType</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>registration</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>model</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>drive</th>\n",
       "      <td>491.0</td>\n",
       "      <td>5.323647</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              count         %\n",
       "car             0.0  0.000000\n",
       "price           0.0  0.000000\n",
       "body            0.0  0.000000\n",
       "mileage         9.0  0.097582\n",
       "engV          425.0  4.608045\n",
       "engType         0.0  0.000000\n",
       "registration    0.0  0.000000\n",
       "year            0.0  0.000000\n",
       "model           0.0  0.000000\n",
       "drive         491.0  5.323647"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame([cars.isnull().sum(), cars.isnull().sum() / cars.shape[0] * 100], index=['count', '%']).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Treating the NaNs as : <br>\n",
    ">* Filling values\n",
    "    1. `drive` - mode() <br>\n",
    "    2. `endV` - median() based on `car`, `body`, `engType` and `drive` <br>\n",
    ">* Dropping Rows \n",
    "    - `mileage`, `engV` - Whatever left as NaNs\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.900302Z",
     "start_time": "2022-09-07T17:48:12.793756Z"
    }
   },
   "outputs": [],
   "source": [
    "# Filling values\n",
    "cars.drive.fillna(value=cars.drive.mode()[0], inplace=True)\n",
    "cars['engV'] = cars.groupby(['car', 'body', 'engType', 'drive']).engV.transform(lambda x: x.fillna(x.median()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.916229Z",
     "start_time": "2022-09-07T17:48:12.901303Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9163, 10)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dropping Rows\n",
    "cars.dropna(inplace=True)\n",
    "cars.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:12.948217Z",
     "start_time": "2022-09-07T17:48:12.918229Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>count</th>\n",
       "      <th>%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>car</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>body</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mileage</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>engV</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>engType</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>registration</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>model</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>drive</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              count    %\n",
       "car             0.0  0.0\n",
       "price           0.0  0.0\n",
       "body            0.0  0.0\n",
       "mileage         0.0  0.0\n",
       "engV            0.0  0.0\n",
       "engType         0.0  0.0\n",
       "registration    0.0  0.0\n",
       "year            0.0  0.0\n",
       "model           0.0  0.0\n",
       "drive           0.0  0.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame([cars.isnull().sum(), cars.isnull().sum() / cars.shape[0] * 100], index=['count', '%']).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:13.102495Z",
     "start_time": "2022-09-07T17:48:12.950214Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "sns.set(font_scale=1.2)\n",
    "sns.heatmap(cars.corr(), square=True, annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EDA "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Which type of cars are sold maximum?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:13.243458Z",
     "start_time": "2022-09-07T17:48:13.104021Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "sns.set(style='ticks', font_scale=1.2)\n",
    "sns.countplot(data=cars, x='body', hue='engType').set_title('Count of different cars sold')\n",
    "sns.despine()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Clearly **seadan - Petrol** cars are sold maximum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:14.265293Z",
     "start_time": "2022-09-07T17:48:13.244455Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 874.56x648 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style='ticks', font_scale=1.2)\n",
    "g = sns.FacetGrid(cars, row=\"drive\", col=\"engType\", margin_titles=True, despine=False)\n",
    "g.map_dataframe(sns.histplot, x=\"body\")\n",
    "g.figure.subplots_adjust(wspace=0.075, hspace=0.075)\n",
    "g.add_legend()\n",
    "for axes in g.axes.flat:\n",
    "    _ = axes.set_xticklabels(axes.get_xticklabels(), rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T09:19:16.646155Z",
     "start_time": "2022-09-07T09:19:16.630054Z"
    }
   },
   "source": [
    "> From the above Facet Grid, we can conclude that cars with **body : Sedan, Engine Type : Petrol, Drive : Front** are sold maximum."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. What is the co-relation between price and mileage?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:18.350811Z",
     "start_time": "2022-09-07T17:48:14.267294Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 948.395x864 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style='ticks', font_scale=1.2)\n",
    "sns.pairplot(cars.loc[:,['price','mileage','engType']], diag_kind='hist', hue='engType', height=6, aspect=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:18.366263Z",
     "start_time": "2022-09-07T17:48:18.353259Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.28"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.loc[:,['price','mileage']].corr().iloc[1,0].round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Price and Mileage are negatively co-related with corelation coefficient = -0.28 <br>\n",
    "> From the pairplot above we can conclude that :\n",
    "> - Most of the cars gives mileage in [1, 300] with price < 150000\n",
    "> - There exists a few excpetions / outliers in case of Petrol cars."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. How many cars are registered?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:18.459242Z",
     "start_time": "2022-09-07T17:48:18.368263Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Onz9/02MSHBysxMREbdq0SaGhobb2ixcvaty4cfrf//6npKQkrV27Vrm5uapTp06+jnWxYsUUGRmplJQUW5uLi4ueeuopTZgwQdu3b9exY8cUGRmpxMREPfHEE5KkEiVKKDk5WcnJyfmaR/r9kmGRIkU0bNgwxcbG6vvvv7d9n0qXLm1b15gxY3Ts2DFt2LBB//3vf/Mcq0yZMlqxYoVmz56txMRE7d27Vz/88IPtEuj19ZUsWVLdunXTuHHjtH37dp04cUJvvfWWoqOj5e7unuf4zZo1U61atTR48GAdPHhQhw8f1quvvqrExERVrlxZgYGBcnNz07Bhw3TkyBFt377d7nL7HzVv3lzVq1fX8OHDFRsbqz179mjmzJlq2bKlypYtqytXrmjDhg1KTk7W5s2bNX78eEmyC7jXy8nJ0eTJk7Vp0yYlJyfryy+/1NmzZ+Xt7Z3v7wdwxyvUO/oA/G15Pf1qjDG5ubnmySefNK1btzbp6ekmJyfHzJ0717Rq1cp4e3ub0NBQs3nzZtv+OTk55u233zYBAQGmQYMG5u233zatW7c269evN8bY3zh/+fJlExERYQIDA423t7f5z3/+Y3cT/euvv268vb3N2LFjjTG/34DftWtX4+3tbZo1a2bGjRtnu4H+448/tj00cb1Vq1aZkJAQU69ePRMSEmJWrVplt33lypWmdevWxtfX14wcOdI888wzf/qgxDUvvfSSad26td2DBlevXjVvv/22adGihalXr94Nx+WPrn9Q4npjxoyxe/o1KyvLTJw40QQGBhofHx/To0cP88MPP9j2//HHH83DDz9sfHx8/vQJ2Lzmio2NNb179zY+Pj4mICDADBs2zFy4cMFu3Mcff9zUq1fPhIWFmXHjxtkeEvnjQyzbtm0zjz76qPHx8TFNmzY148ePt31f/lhfVlaWmTBhgmnatKnx8fExTzzxhPnuu+9s8+b1c3jq1CkzcOBA4+/vbxo2bGgGDBhgkpOTbdtTU1PNc889Z3x9fU1ISIiZP3/+nz4oYYwxJ06cMH369DE+Pj6mWbNmZvLkyebKlSvGGGPmzp1rmjVrZnx9fU1YWJhZt26dady4se3hoLyO5fz5801QUJCpV6+eCQ4OvuFnDLjbORjDGyeBe9H27dtVt25d231k197lNnfuXDVu3LiQq0N+JCYmKjk5WU2aNLG1zZ8/X19//bU+/PDDQqwMQGHgQQngHrVmzRqlpaVpxIgRKl68uJYsWSJXV1f5+voWdmnIp8uXLys8PFwTJkxQw4YNlZCQoMWLF+vFF18s7NIAFALO1AH3qDNnzigyMlK7du3S1atX1aBBA40cOdJ2zx3uDh9//LHef/99paSkqEKFCurevfsNryIBcG8g1AEAAFgAT7/inpOenq7IyEg1b95cjRo1Up8+few+gzIuLk7PPvusfH191aJFC73zzjt5vgssOztbnTp10qeffprnPG+88YYiIiJu2zoAALjePR3qrl69qqSkJF29erWwS0EBGjdunHbu3KkZM2Zo1apVKl68uPr06aOsrCydP39ePXv2VJkyZRQVFaXRo0dr6dKlN7xQ9dKlS3rhhRd05MiRG8Y3xtjGBgCgoNzToS41NVVt2rRRampqYZeCArRlyxZ1795dDRs2lLu7uwYPHqxTp04pLi5OS5cuValSpTRp0iS5ubmpbdu2euaZZ+xeKrtz5049+uijOnfu3A1jJyYm6umnn9aKFSv04IMPFuSyAAD3uHs61OHeVL58eW3YsEHnzp1Tdna21qxZozJlyqhq1ar65ptv1LZtW7uPKBo4cKBmzZpl+3r79u16/PHH8/zYo++//15Vq1bV+vXrVaVKlQJZDwAAEq80wT0oMjJSr776qpo2baqiRYvK2dlZCxculKurq44fP6527dopMjJSX375pUqWLKnOnTurT58+tg98HzFixJ+O3alTJ3Xq1KmglgIAgA1n6nDPOXHihO677z69//77WrFihZo3b65BgwYpNTVVly5d0nvvvaeiRYvqvffeU//+/fXBBx9o9uzZhV02AAA3xZk63FMSExM1atQoLV++XH5+fpKkqVOnqn379lq8eLGKFSsmLy8vvf7665KkevXq6dy5c5ozZ44GDRpUiJUDAHBznKnDPeXgwYPKycmx+xBvR0dH1alTRydOnFDFihXl6elp18fDw0OXLl3Sr7/+WtDlAgCQb4Q63FMeeOABSbJ7FYkxRseOHVONGjXUqFEj/fjjj3Z9YmNjVaZMGZUpU6ZAawUA4O8g1OGe4uPjI39/fw0fPlx79uzRsWPHNHr0aKWkpOipp57Ss88+qyNHjmj8+PE6ceKEvvzyS73//vt6+umnVaQI/1wAAHcu7qnDPaVo0aKaM2eOpk2bpiFDhig9PV3e3t5asWKFKleuLElatGiRJk+erBUrVqh8+fJ69tln1a9fv0KuHACAm7unP/s1KSlJbdq0UXR0NO8UAwAAdzWuJwEAAFgAoQ4AAMACCHUFLPtKTmGXANyT+LcHwOp4UKKAOTkWVffXlhV2GcA9Z/mkHoVdAgDcVpypAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAKEOAADAAgh1AAAAFkCoAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALKNBQ98MPP6hLly5q2LChgoOD9dFHH0mSsrOzNWrUKAUEBKhJkyaaN2+eXb8NGzYoODhYfn5+6tu3r86dO2fblpKSot69e8vf319t27bV9u3bC3JJAAAAd4QCC3W5ubkaMGCAevbsqb1792rq1Kl66623dPjwYc2cOVMJCQnavHmz1qxZo6ioKK1du1aSFBcXp4iICE2YMEExMTGqXr26Bg8ebBt3yJAh8vLyUkxMjCIjIzV48GAlJiYW1LIAAADuCAUW6n777TedO3dOxhgZY+Tg4KBixYrJ0dFRUVFR6t+/v8qUKaMqVaooPDxcK1eulCStW7dOQUFBatSokYoXL66hQ4dq3759On78uBISEnTw4EENGjRITk5OCgwMVFBQkNasWVNQywIAALgjFCuoicqVK6ennnpKw4cP1+uvv66cnBxFRESoQoUKOnv2rDw8PGz71qxZU7GxsZJ+P1Pn7e1t2+bi4qJKlSopNjZWRYoUUaVKlVSiRAnbdjc3Nx04cOCG+S9evKiLFy/ataWmpt7qZQIAABSKAgt1ubm5cnJy0tSpUxUSEqLvv/9eL774olxdXSVJzs7Otn1dXFyUmZkpSUpPT5eLi4vdWM7OzsrIyLih3x/7Xm/JkiWaNWvWLV0TAADAnaLAQt2XX36p77//XsOGDZMkBQQE6PHHH1dUVJQkKSsry7ZvRkaG7exbXiEtMzNTJUuWlDHGrt8f+16vV69e6ty5s11bamqqevTo8c8XBwAAUMgKLNSlpqYqOzvbfvJixVS+fHlVqFBB8fHxqlixoiQpISHBdjnWw8NDCQkJtj4ZGRk6deqU3N3dZYxRSkqKMjMzbWfs4uPj7S7lXuPq6mo7KwgAAGA1BfagRLNmzXT06FGtWrVKxhgdPHhQq1evVocOHdSpUyfNnj1b58+fV1JSkhYsWKBOnTpJkkJDQxUdHa2YmBhlZ2dr6tSpqlOnjmrWrCk3NzfVrl1b06dPV3Z2tnbt2qXo6GiFhoYW1LIAAADuCAV2pq5WrVqaNWuWZsyYoUmTJum+++7T0KFD1bZtW7Vo0UITJ05UaGiocnNz1bVrV3Xr1k2S5OXlpfHjx2v06NE6ffq0fH19NWPGDNu4M2fO1KhRoxQYGKhy5cpp3Lhx8vT0LKhlAQAA3BEcjDGmsIsoLElJSWrTpo2io6NVpUqVApu3+2vLCmwuAL9bPon7ZwFYGx8TBgAAYAGEOgAAAAsg1AEAAFgAoQ4AAMACCHUAAAAWQKgDAACwAEIdAACABRDqAAAALIBQBwAAYAGEOgAAAAsg1AEAAFgAoQ4AAMACCHUAAAAWQKgDAACwAEIdAACABRDqAAAALIBQBwAAYAGEOgAAAAsg1AEAAFgAoQ4AAMACCHUAAAAWQKgDAACwAEIdAACABRDqAAAALIBQBwAAYAGEOgAAAAsg1AEAAFgAoQ4AAMACCHUAAAAWQKgDAACwAEIdAACABRDqAAAALIBQBwAAYAGEOgAAAAsg1AEAAFgAoQ4AAMACCHUAAAAWQKgDAACwAEIdAACABRDqAAAALIBQBwAAYAGEOgAAAAsg1AEAAFgAoQ4AAMACCHUAAAAWQKgDAACwAEIdAACABRDqAAAALIBQBwAAYAGEOgAAAAso0FB35swZDRgwQA0bNlTTpk31zjvvSJKys7M1atQoBQQEqEmTJpo3b55dvw0bNig4OFh+fn7q27evzp07Z9uWkpKi3r17y9/fX23bttX27dsLckkAAAB3hAINdQMGDFCFChW0c+dOrVq1SmvXrtX69es1c+ZMJSQkaPPmzVqzZo2ioqK0du1aSVJcXJwiIiI0YcIExcTEqHr16ho8eLBtzCFDhsjLy0sxMTGKjIzU4MGDlZiYWJDLAgAAKHQFFur279+vxMREjRw5UsWLF1fVqlX13//+Vw899JCioqLUv39/lSlTRlWqVFF4eLhWrlwpSVq3bp2CgoLUqFEjFS9eXEOHDtW+fft0/PhxJSQk6ODBgxo0aJCcnJwUGBiooKAgrVmzpqCWBQAAcEcoVlATHTx4UJ6enpo1a5Y++eQTFS9eXN27d1eXLl109uxZeXh42PatWbOmYmNjJf1+ps7b29u2zcXFRZUqVVJsbKyKFCmiSpUqqUSJErbtbm5uOnDgwA3zX7x4URcvXrRrS01NvdXLBAAAKBQFFup+++037d27VwEBAYqOjlZ8fLz69Omj8uXLS5KcnZ1t+7q4uCgzM1OSlJ6eLhcXF7uxnJ2dlZGRcUO/P/a93pIlSzRr1qxbuiYAAIA7RYGFOicnJ5UqVUovvviiJKl27drq0qWLoqKiJElZWVm2fTMyMmxn3/IKaZmZmSpZsqSMMXb9/tj3er169VLnzp3t2lJTU9WjR49/vjgAAIBCVmChzs3NTRkZGcrOzpaTk5MkKScnR2XKlFGFChUUHx+vihUrSpISEhJsl2M9PDyUkJBgGycjI0OnTp2Su7u7jDFKSUlRZmam7YxdfHy83aXca1xdXeXq6nq7lwkAAFAoCuxBiWbNmql8+fJ6++23lZ2drSNHjmjNmjXq0KGDOnXqpNmzZ+v8+fNKSkrSggUL1KlTJ0lSaGiooqOjFRMTo+zsbE2dOlV16tRRzZo15ebmptq1a2v69OnKzs7Wrl27FB0drdDQ0IJaFgAAwB2hwM7UFS9eXEuXLlVkZKRatGghJycn9enTR+3atVOrVq00ceJEhYaGKjc3V127dlW3bt0kSV5eXho/frxGjx6t06dPy9fXVzNmzLCNO3PmTI0aNUqBgYEqV66cxo0bJ09Pz4JaFgAAwB3BwRhjCruIwpKUlKQ2bdooOjpaVapUKbB5u7+2rMDmAvC75ZO4fxaAtfExYQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwALyHeratGmjX3/99Yb206dPKzAw8JYWBQAAgL+n2M02RkdHa+/evZKk5ORkzZw5U87Oznb7nDx58vZVBwAAgHy5aairXbu2lixZImOMJOmnn36So6OjbbuDg4NKlCihiRMn3t4qAQAAcFM3DXWVK1fWhx9+KEkaMWKEIiIiVKpUqQIpDAAAAPl301B3vQkTJujq1as6ceKErl69ajt7d42Hh8ctLw4AAAD5k+9Qt23bNo0YMUIXLly4IdA5ODjo559/vuXFAQAAIH/yHeqmTZumxo0b64UXXuASLAAAwB0m36Hu5MmTmj59utzd3W9nPQAAAPg/yPd76urXr6/Y2NjbWQsAAAD+j/J9pi44OFhvvPGGdu/ererVq9u92kSSevToccuLAwAAQP7kO9QtXrxYpUuX1vbt22/Y5uDgQKgDAAAoRPkOdV999dXtrAMAAAD/QL5DXUZGxk23u7i4/ONiAAAA8H+T71Dn7+8vBweHP93Oe+oAAAAKT75D3bWPC7smJydHJ0+e1MKFC/Xqq6/e8sIAAACQf/kOdQEBATe0BQYGqlq1apo8ebLatm17SwsDAABA/uX7PXV/5v7771dcXNytqAUAAAD/R/k+U5fXq0zS0tK0cOFC1a5d+5YWBQAAgL8n36GuX79+N7Q5Ojqqfv36euONN25pUQAAAPh78h3qDh8+fDvrAAAAwD+Q71AnSVlZWVq3bp3i4uKUm5srd3d3tW/fXq6urrerPgAAAORDvkNdQkKCwsPDlZ6errp168oYo88++0yzZs3SsmXLVL169dtZJwAAAG4i36Fu3LhxqlOnjqZMmWL79IiMjAwNGzZMEyZM0HvvvXfbigQAAMDN5fuVJnv27NHLL79s93FgLi4uGjhwoHbv3n1bigMAAED+5DvUubq66uLFize0X7x4UY6Ojre0KAAAAPw9+Q51wcHBGjNmjH766Sdb26FDh/Tmm28qODj4thQHAACA/Ml3qBs8eLAqVKigxx9/XD4+PvLx8VGXLl1Us2ZNDR8+PN8TXrx4Ua1atdInn3wiScrOztaoUaMUEBCgJk2aaN68eXb7b9iwQcHBwfLz81Pfvn117tw527aUlBT17t1b/v7+atu2bZ4vSAYAALgX5DvUubi4yMfHRxEREZo4caKmT5+u0qVLy9PTUyVKlMj3hKNHj9bp06dtX8+cOVMJCQnavHmz1qxZo6ioKK1du1aSFBcXp4iICE2YMEExMTGqXr26Bg8ebOs7ZMgQeXl5KSYmRpGRkRo8eLASExPzXQsAAIBV5DvUTZw4UevXr1fNmjXVvn17tWnTRq+//rrWrl2rGTNm5GuMqKgoXbp0SZ6ennZt/fv3V5kyZVSlShWFh4dr5cqVkqR169YpKChIjRo1UvHixTV06FDt27dPx48fV0JCgg4ePKhBgwbJyclJgYGBCgoK0po1a/7mIQAAALj75fuVJhs3btTMmTPl7+9va3v00UdVpUoVDR482O4MWl4SExM1a9YsrVy5Un369JH0+6XYs2fPysPDw7ZfzZo1FRsbK+n3M3Xe3t62bS4uLqpUqZJiY2NVpEgRVapUye4soZubmw4cOJDn/BcvXrzhQY/U1NR8rh4AAODOlu9Ql5GRkedl1jJlyujSpUs37ZuTk6NXX31Vw4YNU4UKFWzt6enpkiRnZ2dbm4uLizIzM23br3+FyrV9MzIybuj3x75/tGTJEs2aNeumdQIAANyt8h3qHnroIU2ePFlTpkxR2bJlJf1+9mv69OkKCAi4ad85c+aoZs2aCgkJsWu/FtiysrJsbdeHx7xCWmZmpkqWLCljjF2/P/b9o169eqlz5852bampqerRo8dNawcAALgb5DvUjRw5Ur1799bDDz+sBx98UA4ODkpJSVG1atU0Z86cm/b9/PPPdebMGW3evFmSdPnyZb355ps6cOCAKlSooPj4eFWsWFHS7x9Hdu1yrIeHhxISEmzjZGRk6NSpU3J3d5cxRikpKcrMzLSdsYuPj7e7lHs9V1dXPqMWAABYVr5D3YMPPqj169dr586dOnbsmBwdHVWjRg01b95cRYrc/HmLL774wu7rsLAw9erVS4899phKlCih2bNny8vLS+np6VqwYIGefvppSVJoaKi6d++umJgY+fv7a+rUqapTp45q1qwpSapdu7amT59ue4AiOjpaq1at+rvHAAAA4K6X71AnSU5OTmrVqpVatWp1ywp46aWXNHHiRIWGhio3N1ddu3ZVt27dJEleXl4aP3687TUovr6+dk/azpw5U6NGjVJgYKDKlSuncePG2T1ZCwAAcK9wMMaYwi6isCQlJalNmzaKjo5WlSpVCmze7q8tK7C5APxu+STunwVgbfl+Tx0AAADuXIQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyjQUPe///1Pjz32mBo0aKDg4GCtXLlSkpSdna1Ro0YpICBATZo00bx58+z6bdiwQcHBwfLz81Pfvn117tw527aUlBT17t1b/v7+atu2rbZv316QSwIAALgjFFioO3XqlF588UU9//zz2rNnj6ZOnapp06Zpx44dmjlzphISErR582atWbNGUVFRWrt2rSQpLi5OERERmjBhgmJiYlS9enUNHjzYNu6QIUPk5eWlmJgYRUZGavDgwUpMTCyoZQEAANwRCizUJScnKzQ0VMHBwSpSpIh8fHwUEBCgffv2KSoqSv3791eZMmVUpUoVhYeH287irVu3TkFBQWrUqJGKFy+uoUOHat++fTp+/LgSEhJ08OBBDRo0SE5OTgoMDFRQUJDWrFlTUMsCAAC4IxQrqIkaNWqkRo0a2b6+cOGC9uzZo7CwMJ09e1YeHh62bTVr1lRsbKyk38/UeXt727a5uLioUqVKio2NVZEiRVSpUiWVKFHCtt3NzU0HDhy4Yf6LFy/q4sWLdm2pqam3bH0AAACFqcBC3fXS0tL0/PPPy9fXV/Xq1ZMkOTs727a7uLgoMzNTkpSeni4XFxe7/s7OzsrIyLih3x/7Xm/JkiWaNWvWLV0HAADAnaLAQ11CQoIGDBggDw8PTZkyxRbAsrKybPtkZGTYzr7lFdIyMzNVsmRJGWPs+v2x7/V69eqlzp0727WlpqaqR48et2RdAAAAhalAQ913332nAQMG6Mknn9SQIUPk4OCg4sWLq0KFCoqPj1fFihUl/R78rl2O9fDwUEJCgm2MjIwMnTp1Su7u7jLGKCUlRZmZmbYzdvHx8XaXcq9xdXWVq6trAawSAACg4BXYgxInT55Uv379NGjQIA0dOlQODg62bZ06ddLs2bN1/vx5JSUlacGCBerUqZMkKTQ0VNHR0YqJiVF2dramTp2qOnXqqGbNmnJzc1Pt2rU1ffp0ZWdna9euXYqOjlZoaGhBLQsAAOCOUGBn6pYtW6bLly9r2rRpmjZtmq29e/fueumllzRx4kSFhoYqNzdXXbt2Vbdu3SRJXl5eGj9+vEaPHq3Tp0/L19dXM2bMsPWfOXOmRo0apcDAQJUrV07jxo2Tp6dnQS0LAADgjuBgjDGFXURhSUpKUps2bRQdHa0qVaoU2LzdX1tWYHMB+N3ySdw/C8Da+JgwAAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsgFAHAABgAYQ6AAAACyDUAQAAWAChDgAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAsoFhhFwAAgBUdPXpUoaGhN7QvW7ZMjRo10uOPP66DBw/abevSpYvGjRsnSTp06JAmT56sgwcPytnZWS1bttSrr76qsmXLFkT5uAsR6gAAuA2OHj2qcuXKaf369XbtZcuWlTFG8fHxmjJlipo0aWLb5uLiIkk6ffq0evfurZCQEI0aNUoXLlzQmDFj9PLLL2vx4sUFuQzcRQh1AADcBrGxsfLw8FCFChVu2Hby5Emlp6fLz88vz+0bN26Uk5OT3nzzTRUtWlSSNHr0aPXo0UMpKSl68MEHb3v9uPsQ6gAAuA2OHj0qNze3PLfFxsbK2dlZlStXznN7UFCQvL29bYFOkhwcHCRJFy9eJNQhT4Q6AABug6NHjyorK0tPPPGEkpOTVatWLQ0ZMkQ+Pj46evSoSpcurVdeeUW7d+9WuXLl9Nhjj6lXr14qUqSIqlWrpmrVqtmN98EHH6hixYqqVatWIa0IdzpCHQAAt1hmZqYSExNVvnx5vfbaa3JyctLSpUv11FNPKSoqSnFxcUpPT1fz5s3Vr18/7du3T5MmTVJaWpoGDRp0w3hTpkzRtm3bNHv2bLuzd8D1CHUAANxizs7O+u677+Tk5CQnJydJ0sSJE3Xo0CEtX75cb7/9ttLT0+Xq6ipJ8vLyUlpamt577z29+OKLtkutOTk5euutt7Rq1SqNGTNGbdq0KbQ14c5HqAMA4DYoVaqU3ddFihSRh4eHTp06pWLFitkC3TVeXl66fPmy0tLS5OrqqqysLL300kv65ptvNHnyZHXs2LEgy8ddiJcPAwBwix08eFANGjTQoUOHbG05OTk6fPiwatWqpSeeeML2PrprfvzxR91///1ydXVVbm6uXnrpJe3atUtz584l0CFfOFMHAMAtVrt2bVWuXFmjRo3S6NGjVaJECX3wwQf69ddf9fTTT6tUqVJ69913Va9ePTVo0EAxMTGaP3++IiIiJEkrVqzQ1q1bNXbsWNWuXVtnz561jV22bFk5OjoW1tJwByPUAQBwixUrVkzz58/XpEmT1L9/f2VkZKhBgwZaunSp/vWvf6lPnz4qVqyY5s6da3vv3IgRI/Sf//xHkmwvLB45cuQNY1/7RArgjxyMMaawiygsSUlJatOmjaKjo1WlSpUCm7f7a8sKbC4Av1s+qUdhlwAAtxX31AEAAFgAoQ4AAMACCHUAAAAWQKgDAAvIvXqlsEsA7kl30r89nn4FAAsoUsxReyf1KewygHtOw9fmF3YJNpypAwAAsABCHQAAgAUQ6gAAACyAUAcAAGABhDoAAAALINQBAABYAKEOAADAAgh1AAAAFkCoAwAAsABCHQAAgAVYItQdPnxYXbt2lZ+fnzp27KgDBw4UdkkAAAAF6q4PddnZ2RowYIAeeeQRfffdd+rfv7/Cw8N16dKlwi4NAACgwNz1oW737t26cuWKnnnmGTk6OqpDhw7y8PDQhg0bCrs0AACAAlOssAv4p+Li4uTu7m7X5ubmptjYWLu2ixcv6uLFi3ZtycnJkqTU1NTbW+QfZKVfKND5AEhJSUmFXcJtdzYts7BLAO45hfG75YEHHlCxYjdGuLs+1KWnp8vZ2dmuzcXFRRkZGXZtS5Ys0axZs/Ico0ePHretPgB3hjab3y3sEgBY0eo2BT5ldHS0qlSpckP7XR/qSpQooaysLLu2jIwMlShRwq6tV69e6ty5s11bdna2EhMTVaNGDRUtWvS214q7W2pqqnr06KFly5bpgQceKOxyAFgEv1vwd/3Zz8ldH+rc3d21ePFiu7b4+Hg9+uijdm2urq5ydXW9ob+bm9ttrA5W9MADD+T5f0gA8E/wuwX/1F3/oMRDDz0kY4wWL16sK1eu6PPPP9eRI0cUHBxc2KUBAAAUmLs+1Dk5OemDDz7Qpk2bFBAQoPfee0+zZ89W+fLlC7s0AACAAnPXX36VJE9PT61YsaKwywAAACg0d/2ZOqCguLq6auDAgXnemwkA/1f8bsGt4mCMMYVdBAAAAP4ZztQBAABYAKEOAADAAgh1AAAAFkCoAwAAsABCHQAABSApKUn+/v5atGiRmjdvrsDAQI0ePVq5ubn65Zdf9Morr6hJkyZq0aKFxo4de8NnmAN/hVAHSBo1apReffVVu7bg4GB99dVXWr16tdq1a6fGjRsrPDxciYmJkqTc3FyNHz9eTZs2VWBgoMLDw3Xy5MnCKB/AXSI9PV1HjhzRli1btGDBAq1bt047duzQwIEDdfXqVW3ZskVRUVH6+eefNWHChMIuF3cZQh0gKSwsTNHR0crKypIk7d+/X2lpacrMzNS7776radOm6X//+58CAgLUt29fXb16VZs3b9bXX3+tjRs36uuvv9b999+vefPmFfJKANzpnnvuOTk7O6tu3bry8vLS8ePH9f3332vkyJEqVaqU7rvvPr366quKiopSbm5uYZeLuwihDpDUsGFDlS1bVtu2bZMkffbZZ2rfvr0++eQTPf3006pXr56cnJz03HPP6dKlS4qJiVHp0qV15swZffrpp0pNTdW4ceM0bty4wl0IgDvefffdZ/u7o6OjMjMz5eTkZNdeuXJlZWdn69y5c4VRIu5ShDpAkoODgzp27KjPP/9cubm52rhxo8LCwpSSkqI5c+aoUaNGatSokRo3bqy0tDSlpKSoadOmeuONN7Rhwwa1a9dOjzzyiL766qvCXgqAu0xubq6ys7N19uxZW1tiYqIcHR1VpkyZQqwMdxtLfPYrcCuEhYXpscce086dO1WiRAn5+vrq/vvv19NPP60nn3zStt+xY8f04IMPKjExUXXr1tXKlSuVlpam5cuX6+WXX9bevXvl6OhYiCsBcDdxcXFRYGCgxo8fr8jISGVmZmrq1Klq166dnJycCrs83EU4Uwf8P25ubnJ3d9fkyZPVqVMnSdKjjz6qRYsW6dixYzLGaP369QoLC9Pp06e1a9cuDRw4UCkpKSpVqpTKlCmj0qVLq1gx/l8JwN8zZcoUFSlSRMHBwerQoYM8PDz01ltvFXZZuMvw2a/AdT788EONGzdOmzdvVrVq1Wxty5Yt05kzZ1StWjUNGTJELVu2VG5urqZMmaJ169bp8uXLqlmzpiIiItSwYcNCXgUA4F5EqAOus3nzZi1cuFArVqwo7FIAAPhbuE4ESEpLS1NycrLef/99devWrbDLAQDgb+OeOkBSQkKCnnzySVWqVElhYWGFXQ4AAH8bl18BAAAsgDN1AAAAFkCoAwAAsABCHQAAgAUQ6gDgJmJiYuTl5aXLly//5b5JSUnasmXLP5pv9+7d+vnnn23jeXl5KTY29h+NCeDeQKgDgJvw9/fXN998oxIlSvzlviNGjNDevXv/0Xw9e/ZUamqqJKlSpUr65ptv5Obm9o/GBHBv4D11AHATTk5OqlChQqHMXbRo0UKbG8DdhzN1ACzl2iXLOXPm6KGHHlLfvn21f/9+Pfnkk6pfv75CQkL0wQcfKDc319bn22+/VVhYmHx8fNS9e3e9++676tmzp6QbL7+uWrVKwcHB8vb21r///W+tXbtWkjR8+HDt3r1bCxcuVFBQkCTJy8tL77zzjpo2bapOnTopJydHO3bs0BNPPCEfHx/5+vrq6aef1rFjxyTJ1q9///4aPnz4DZdf09LSFBkZqRYtWsjX11fh4eGKj4+3rSMoKEhLlixRz5495evrq44dO+qrr766vQccwB2DUAfAkrZt26aVK1eqb9++Cg8PV4sWLbR+/XpFRERo+fLlmj9/viQpMTFR/fr1U8uWLbV27Vq1a9dO8+bNy3PMQ4cOKTIyUsOHD9emTZvUs2dPDR8+XMePH1dERIT8/f3VrVs3rVmzxtZn/fr1WrJkid5++22lpqbq+eef17///W99/vnnWrJkiX777TdNnjxZkmz9Jk2apIiIiBvmHzRokGJiYjRt2jStXr1axYsXV3h4uDIyMmz7vPvuu3ryySf18ccfq0aNGhoxYoSys7Nv2XEFcOci1AGwpF69eqlmzZratWuX6tevrxdeeEE1atRQy5YtNWTIEC1YsECS9NFHH8nd3V1DhgyRm5ubevXqpZCQkDzHTElJUZEiRVS5cmVVrlxZPXr00IIFC1S+fHmVLl1ajo6OcnFxUfny5W19unbtqlq1aqlOnTrKycnRsGHD9Oyzz6pq1ary8/NTWFiY4uLiJMnWz9XVVaVLl7abOzY2Vjt37tSECRPUuHFjeXl5acqUKUpPT9f69ett+3Xo0EEdOnSQh4eHXnjhBV24cEHJycm39NgCuDNxTx0AS6pataokKS4uTrt375a/v79tW25urjIzM/Xrr7/qyJEjql+/vl1fPz+/PJ9ibdGihRo0aKCwsDDVqlVLrVq10mOPPSZXV9e/rEOSqlWrppCQEL3//vuKi4tTfHy8Dh8+rPvvv/8v1xMXFydHR0d5e3vb2kqUKKG6devq6NGjtraaNWva/l6qVClJ0tWrV/9yfAB3P0IdAEtydnaW9HugCQkJ0csvv3zDPqVLl1axYsXs7q/7qzEXLVqkffv2aevWrdq2bZs+/PBDzZs3T4GBgTetQ/r9bFvXrl3VrFkzNW7cWP/5z3+0f/9+LV++/C/nLl68eJ7txhhd/2mPjo6Oee4DwPq4/ArA0tzd3RUfH6/q1avb/hw7dkyzZ89WkSJFVKtWLR06dMiuz48//pjnWDExMZo7d64aNmyoV155RZ999pnq1q2rTZs25auWqKgo1a1bV7NmzVKvXr3UuHFjJSUl5St0ubu768qVKzp48KCtLSMjQ4cPH7Y7Owfg3kWoA2BpPXr00IkTJzR27FjFx8dr586deuONN+Ti4qIiRYqoW7duOnbsmKZPn66EhAStWLFCGzduzHMsFxcXzZ49W6tXr1ZycrJ27Nih+Ph42+XbkiVL6sSJEzp9+nSe/cuVK6f4+Hjt2bNHiYmJWrx4sT766CO7BxlKlCiho0eP6sKFC3Z9a9SooZCQEL3++uvas2ePYmNjNWzYMBUtWlQdOnS4NQcLwF2NUAfA0h544AHNnz9fBw8eVFhYmF577TW1b9/e9nRpxYoVNWfOHG3ZskUdO3bU559/rk6dOsnJyemGsXx8fDRu3DgtWrRI//73vzVq1Cj17t1bjz/+uCSpW7du2rdvnzp16pTnJd2ePXuqadOm6t+/vx577DFt3bpVY8aM0blz52wvHA4PD9fs2bPzfPp1/Pjxql+/vp5//nl17dpVmZmZWrp0qcqWLXsLjxiAu5WD4WYLAPew2NhYZWZmysfHx9b25ptvKjMzUxMmTCjEygDg7+FMHYB7WlJSkp555hlt27ZNycnJ+uKLL7R27Vq1b9++sEsDgL+FM3UA7nnvv/++Vq5cqbNnz6pKlSp67rnn1Llz58IuCwD+FkIdAACABXD5FQAAwAIIdQAAABZAqAMAALAAQh0AAIAFEOoAAAAs4P8D+9yU8D+AxncAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "sns.set(style='ticks', font_scale=1.2)\n",
    "plots = sns.countplot(cars['registration'], order = cars['registration'].value_counts().index)\n",
    "plots.set_title('Registered vs Not-registered cars')\n",
    "for bar in plots.patches:\n",
    "    plots.annotate(str(format(bar.get_height(), '.0f')),\n",
    "                   (bar.get_x() + bar.get_width() / 2, bar.get_height()),\n",
    "                   ha='center', va='center', size=15, xytext=(0, 8), textcoords='offset points')\n",
    "sns.despine()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Total **8611** Cars are registered and **552** are not registered."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Price distribution between registered and non-registered cars."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:18.566215Z",
     "start_time": "2022-09-07T17:48:18.460242Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Creating a UDF to add median labels\n",
    "def add_median_labels(ax, fmt='.1f'):\n",
    "    '''\n",
    "    This function adds median labels at any orientation\n",
    "    '''\n",
    "    lines = ax.get_lines()\n",
    "    boxes = [c for c in ax.get_children() if type(c).__name__ == 'PathPatch']\n",
    "    lines_per_box = int(len(lines) / len(boxes))\n",
    "    for median in lines[4:len(lines):lines_per_box]:\n",
    "        x, y = (data.mean() for data in median.get_data())\n",
    "        # choosing value depending on horizontal or vertical plot orientation\n",
    "        value = x if (median.get_xdata()[1] - median.get_xdata()[0]) == 0 else y\n",
    "        text = ax.text(x, y, f'{value:{fmt}}', ha='center', va='center',\n",
    "                       fontweight='bold', color='white')\n",
    "        # creating median-colored border around white text for contrast\n",
    "        text.set_path_effects([\n",
    "            path_effects.Stroke(linewidth=3, foreground=median.get_color()),\n",
    "            path_effects.Normal(),\n",
    "        ])\n",
    "\n",
    "plt.figure(figsize=(16,5))\n",
    "sns.set(style='ticks', font_scale=1.2)\n",
    "ax = sns.boxplot(x='price', y='registration', saturation=1, data=cars, showfliers=False)\n",
    "ax.set_title('Registration vs Price [without Outliers]')\n",
    "add_median_labels(ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Clearly we can say that all the cars which are registered have IQR of price between 6000 to 18000 with median at **9900**. And, cars which are not registered have price IQR between 2500 to 4500 with median at **3000**. So, not-registered cars have significantly lower prices compared to the registered cars. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. What is the car price distribution based on Engine Value?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:19.050694Z",
     "start_time": "2022-09-07T17:48:18.568215Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "sns.set(style='ticks', font_scale=1.2)\n",
    "sns.regplot(x='engV', y='price', data=cars, x_jitter=0, y_jitter=0).set_title('Price vs Engine Value')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:19.065697Z",
     "start_time": "2022-09-07T17:48:19.051694Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.05"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.loc[:,['price','engV']].corr().iloc[1,0].round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Clearly This data contains outliers. So, we can better conclude the results after outlier treatement. As of now, the corr value between these two variables is 0.05."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:19.081086Z",
     "start_time": "2022-09-07T17:48:19.067697Z"
    }
   },
   "outputs": [],
   "source": [
    "cars1 = cars.loc[:,['price','engV']].apply(lambda x: x.clip(lower = x.quantile(0.01), upper = x.quantile(0.99)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:19.576667Z",
     "start_time": "2022-09-07T17:48:19.082760Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Updated Corr Value between Price and Engine Value : 0.48\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "sns.set(style='ticks', font_scale=1.2)\n",
    "sns.regplot(x='engV', y='price', data=cars1, x_jitter=0, y_jitter=0).set_title('Price vs Engine Value [without Outliers]')\n",
    "plt.show()\n",
    "print('Updated Corr Value between Price and Engine Value :', cars1.loc[:,['price','engV']].corr().iloc[1,0].round(2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> As per the observation, price range for most of the cars is in [0, 100000] with Engine Value in [1, 6] with a sighlty positiive trend in the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Which Engine Type of cars users preferred maximum?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:19.699384Z",
     "start_time": "2022-09-07T17:48:19.577666Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.set(style='ticks', font_scale=1.2)\n",
    "plots = sns.countplot(cars['engType'], order = cars['engType'].value_counts().index)\n",
    "plots.set_title('Count of cars with different Engine Type sold')\n",
    "for bar in plots.patches:\n",
    "    plots.annotate(str(format(bar.get_height(), '.0f')),\n",
    "                   (bar.get_x() + bar.get_width() / 2, bar.get_height()),\n",
    "                   ha='center', va='center', size=15, xytext=(0, 8), textcoords='offset points')\n",
    "sns.despine()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Clearly, the user preference order is : **Petrol > Diesel > Gas > Other**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Establish corelation between all features using heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:19.839423Z",
     "start_time": "2022-09-07T17:48:19.704386Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "sns.set(font_scale=1.2)\n",
    "sns.heatmap(cars.corr(), square=True, annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> * **Price** is positively co-related with **Engine Value** & **Year** and negatively co-related with **Mileage**.<br>\n",
    "> * **Mileage** is positively co-related with **Engine Value** and negatively co-related with **Year**.<br>\n",
    "> * **Engine Value**  is negatively co-related with **Year**.<br>\n",
    "> * *None of the co-relations is strong. Here, Mileage and Year having the maximum co-relation with coefficient = -0.46.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Distribution of Price"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Original Raw Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:20.522309Z",
     "start_time": "2022-09-07T17:48:19.840424Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1116x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "params = {'figure.figsize': (15.5, 8), 'axes.labelsize': 14}\n",
    "plt.rcParams.update(params)\n",
    "sns.set(style='ticks', font_scale=1.2)\n",
    "gs = gridspec.GridSpec(2, 2, wspace=0.08)\n",
    "f = pl.figure()\n",
    "\n",
    "# Boxplot\n",
    "ax = pl.subplot(gs[0, 0]) # row 0, col 0\n",
    "sns.boxplot(x='price', saturation=1, data=cars, showfliers=True, ax=ax, fliersize=2) \\\n",
    "    .set_title('Distribution of Car Prices [Raw Data]')\n",
    "\n",
    "ax = pl.subplot(gs[0, 1]) # row 0, col 1\n",
    "ax.axis('off')\n",
    "\n",
    "# Distplot\n",
    "ax = pl.subplot(gs[1, 0]) # row 1, col 0\n",
    "ax = sns.distplot(cars['price'],color ='m')\n",
    "plt.ylabel('density')\n",
    "\n",
    "# Logarithmic Distribution \n",
    "ax = pl.subplot(gs[1, 1]) # row 1, col 1\n",
    "ax = sns.distplot(np.log(cars['price']),color ='r') \\\n",
    "    .set_title('Distribution of Car Prices [Log-Transformed Data]')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:20.537215Z",
     "start_time": "2022-09-07T17:48:20.523301Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.127388141212242"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.price.skew()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 1. We can see that this data contains lots of outliers. <br>\n",
    "> 2. The price data is **Right-skewed with skewness value = 6.127** <br>\n",
    "> 3. Logarithmic distribution follows close to Normal distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After Outlier Treatment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-09-07T17:48:21.126257Z",
     "start_time": "2022-09-07T17:48:20.539213Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1116x576 with 4 Axes>"
      ]
     },
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   "source": [
    "params = {'figure.figsize': (15.5, 8), 'axes.labelsize': 14}\n",
    "plt.rcParams.update(params)\n",
    "sns.set(style='ticks', font_scale=1.2)\n",
    "gs = gridspec.GridSpec(2, 2, wspace=0.08)\n",
    "f = pl.figure()\n",
    "\n",
    "# Boxplot without Outliers (p99)\n",
    "ax = pl.subplot(gs[0, 0]) # row 0, col 0\n",
    "sns.boxplot(x='price', saturation=1, data=cars1, showfliers=True, ax=ax, fliersize=2) \\\n",
    "    .set_title('Distribution of Car Prices [Outliers clipped at p99]')\n",
    "\n",
    "ax = pl.subplot(gs[0, 1]) # row 0, col 1\n",
    "ax.axis('off')\n",
    "\n",
    "# Distplot without Outliers (p99)\n",
    "ax = pl.subplot(gs[1, 0]) # row 1, col 0\n",
    "ax = sns.distplot(cars1['price'],color ='m')\n",
    "plt.ylabel('density')\n",
    "\n",
    "# Logarithmic Distribution without Outliers\n",
    "ax = pl.subplot(gs[1, 1]) # row 1, col 1\n",
    "ax = sns.distplot(np.log(cars1['price']),color ='r') \\\n",
    "    .set_title('Distribution of Car Prices [Log-Transformed Data]')\n",
    "\n",
    "plt.show()"
   ]
  },
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   "source": [
    "> After clipping the outliers at p99 value, we can see that - <br>\n",
    "> 4. The Price Distribution has its IQR around [5000, 15000] range with median around 10000.<br>\n",
    "> 5. The Price varies from 0 to 40000 for maximum no. of instances."
   ]
  }
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