car_price_prediction_eda.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Car Price Prediction exploratory data analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm \n",
    "import seaborn as sns \n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Price</th>\n",
       "      <th>Levy</th>\n",
       "      <th>Manufacturer</th>\n",
       "      <th>Model</th>\n",
       "      <th>Prod. year</th>\n",
       "      <th>Category</th>\n",
       "      <th>Leather interior</th>\n",
       "      <th>Fuel type</th>\n",
       "      <th>Engine volume</th>\n",
       "      <th>Mileage</th>\n",
       "      <th>Cylinders</th>\n",
       "      <th>Gear box type</th>\n",
       "      <th>Drive wheels</th>\n",
       "      <th>Doors</th>\n",
       "      <th>Wheel</th>\n",
       "      <th>Color</th>\n",
       "      <th>Airbags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>45654403</td>\n",
       "      <td>13328</td>\n",
       "      <td>1399</td>\n",
       "      <td>LEXUS</td>\n",
       "      <td>RX 450</td>\n",
       "      <td>2010</td>\n",
       "      <td>Jeep</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Hybrid</td>\n",
       "      <td>3.5</td>\n",
       "      <td>186005 km</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>4x4</td>\n",
       "      <td>04-May</td>\n",
       "      <td>Left wheel</td>\n",
       "      <td>Silver</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>44731507</td>\n",
       "      <td>16621</td>\n",
       "      <td>1018</td>\n",
       "      <td>CHEVROLET</td>\n",
       "      <td>Equinox</td>\n",
       "      <td>2011</td>\n",
       "      <td>Jeep</td>\n",
       "      <td>No</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>3</td>\n",
       "      <td>192000 km</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Tiptronic</td>\n",
       "      <td>4x4</td>\n",
       "      <td>04-May</td>\n",
       "      <td>Left wheel</td>\n",
       "      <td>Black</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>45774419</td>\n",
       "      <td>8467</td>\n",
       "      <td>-</td>\n",
       "      <td>HONDA</td>\n",
       "      <td>FIT</td>\n",
       "      <td>2006</td>\n",
       "      <td>Hatchback</td>\n",
       "      <td>No</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>1.3</td>\n",
       "      <td>200000 km</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Variator</td>\n",
       "      <td>Front</td>\n",
       "      <td>04-May</td>\n",
       "      <td>Right-hand drive</td>\n",
       "      <td>Black</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>45769185</td>\n",
       "      <td>3607</td>\n",
       "      <td>862</td>\n",
       "      <td>FORD</td>\n",
       "      <td>Escape</td>\n",
       "      <td>2011</td>\n",
       "      <td>Jeep</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Hybrid</td>\n",
       "      <td>2.5</td>\n",
       "      <td>168966 km</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>4x4</td>\n",
       "      <td>04-May</td>\n",
       "      <td>Left wheel</td>\n",
       "      <td>White</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>45809263</td>\n",
       "      <td>11726</td>\n",
       "      <td>446</td>\n",
       "      <td>HONDA</td>\n",
       "      <td>FIT</td>\n",
       "      <td>2014</td>\n",
       "      <td>Hatchback</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>1.3</td>\n",
       "      <td>91901 km</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>Front</td>\n",
       "      <td>04-May</td>\n",
       "      <td>Left wheel</td>\n",
       "      <td>Silver</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID  Price  Levy Manufacturer    Model  Prod. year   Category  \\\n",
       "0  45654403  13328  1399        LEXUS   RX 450        2010       Jeep   \n",
       "1  44731507  16621  1018    CHEVROLET  Equinox        2011       Jeep   \n",
       "2  45774419   8467     -        HONDA      FIT        2006  Hatchback   \n",
       "3  45769185   3607   862         FORD   Escape        2011       Jeep   \n",
       "4  45809263  11726   446        HONDA      FIT        2014  Hatchback   \n",
       "\n",
       "  Leather interior Fuel type Engine volume    Mileage  Cylinders  \\\n",
       "0              Yes    Hybrid           3.5  186005 km        6.0   \n",
       "1               No    Petrol             3  192000 km        6.0   \n",
       "2               No    Petrol           1.3  200000 km        4.0   \n",
       "3              Yes    Hybrid           2.5  168966 km        4.0   \n",
       "4              Yes    Petrol           1.3   91901 km        4.0   \n",
       "\n",
       "  Gear box type Drive wheels   Doors             Wheel   Color  Airbags  \n",
       "0     Automatic          4x4  04-May        Left wheel  Silver       12  \n",
       "1     Tiptronic          4x4  04-May        Left wheel   Black        8  \n",
       "2      Variator        Front  04-May  Right-hand drive   Black        2  \n",
       "3     Automatic          4x4  04-May        Left wheel   White        0  \n",
       "4     Automatic        Front  04-May        Left wheel  Silver        4  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 19237 entries, 0 to 19236\n",
      "Data columns (total 18 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   ID                19237 non-null  int64  \n",
      " 1   Price             19237 non-null  int64  \n",
      " 2   Levy              19237 non-null  object \n",
      " 3   Manufacturer      19237 non-null  object \n",
      " 4   Model             19237 non-null  object \n",
      " 5   Prod. year        19237 non-null  int64  \n",
      " 6   Category          19237 non-null  object \n",
      " 7   Leather interior  19237 non-null  object \n",
      " 8   Fuel type         19237 non-null  object \n",
      " 9   Engine volume     19237 non-null  object \n",
      " 10  Mileage           19237 non-null  object \n",
      " 11  Cylinders         19237 non-null  float64\n",
      " 12  Gear box type     19237 non-null  object \n",
      " 13  Drive wheels      19237 non-null  object \n",
      " 14  Doors             19237 non-null  object \n",
      " 15  Wheel             19237 non-null  object \n",
      " 16  Color             19237 non-null  object \n",
      " 17  Airbags           19237 non-null  int64  \n",
      "dtypes: float64(1), int64(4), object(13)\n",
      "memory usage: 2.6+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 104 different models of cars in our dataset.\n"
     ]
    }
   ],
   "source": [
    "print(\"There are\",data.Model.value_counts().nunique(), \"different models of cars in our dataset.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 11 unique categories:\n",
      "Sedan          8736\n",
      "Jeep           5473\n",
      "Hatchback      2847\n",
      "Minivan         647\n",
      "Coupe           532\n",
      "Universal       364\n",
      "Microbus        306\n",
      "Goods wagon     233\n",
      "Pickup           52\n",
      "Cabriolet        36\n",
      "Limousine        11\n",
      "Name: Category, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "nc = data.Category.value_counts().nunique()\n",
    "print(\"There are\", nc,\"unique categories:\")\n",
    "print(data.Category.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.Category.value_counts().plot(kind = 'bar', figsize = (10, 4), color = 'maroon')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that Sedans are the most popular category amongst car buyers in our dataset, followed by Jeeps and Hatchbacks. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 65 different manufacturers of cars in our data\n",
      "The different manufacturers we are looking into are: ['LEXUS' 'CHEVROLET' 'HONDA' 'FORD' 'HYUNDAI' 'TOYOTA' 'MERCEDES-BENZ'\n",
      " 'OPEL' 'PORSCHE' 'BMW' 'JEEP' 'VOLKSWAGEN' 'AUDI' 'RENAULT' 'NISSAN'\n",
      " 'SUBARU' 'DAEWOO' 'KIA' 'MITSUBISHI' 'SSANGYONG' 'MAZDA' 'GMC' 'FIAT'\n",
      " 'INFINITI' 'ALFA ROMEO' 'SUZUKI' 'ACURA' 'LINCOLN' 'VAZ' 'GAZ' 'CITROEN'\n",
      " 'LAND ROVER' 'MINI' 'DODGE' 'CHRYSLER' 'JAGUAR' 'ISUZU' 'SKODA'\n",
      " 'DAIHATSU' 'BUICK' 'TESLA' 'CADILLAC' 'PEUGEOT' 'BENTLEY' 'VOLVO' 'სხვა'\n",
      " 'HAVAL' 'HUMMER' 'SCION' 'UAZ' 'MERCURY' 'ZAZ' 'ROVER' 'SEAT' 'LANCIA'\n",
      " 'MOSKVICH' 'MASERATI' 'FERRARI' 'SAAB' 'LAMBORGHINI' 'ROLLS-ROYCE'\n",
      " 'PONTIAC' 'SATURN' 'ASTON MARTIN' 'GREATWALL']\n"
     ]
    }
   ],
   "source": [
    "print(\"There are\", data.Manufacturer.nunique(), \"different manufacturers of cars in our data\")\n",
    "print(\"The different manufacturers we are looking into are:\", data.Manufacturer.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Automatic    13514\n",
       "Tiptronic     3102\n",
       "Manual        1875\n",
       "Variator       746\n",
       "Name: Gear box type, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Gear box type'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pie chart of Gear box type to show most popular choice\n",
    "data['Gear box type'].value_counts().plot(kind = 'bar', color = 'grey')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most popular Gear box type is an Automatic transmission, this may be because this is the easiest transmission to learn how to drive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 16 unique values in our dataset\n",
      "Black            5033\n",
      "White            4489\n",
      "Silver           3792\n",
      "Grey             2375\n",
      "Blue             1396\n",
      "Red               639\n",
      "Green             322\n",
      "Orange            253\n",
      "Brown             187\n",
      "Carnelian red     179\n",
      "Golden            145\n",
      "Beige             134\n",
      "Sky blue          122\n",
      "Yellow            106\n",
      "Purple             39\n",
      "Pink               26\n",
      "Name: Color, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"There are\",data.Color.nunique(), \"unique values in our dataset\")\n",
    "print(data.Color.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Color'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pie chart of top 5 most popular car colors\n",
    "data.Color.value_counts().head(5).plot(kind = 'pie')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can clearly see that Black is the most popular choice among car buyers, followed by White and then Silver."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The dataset covers cars manufactured over 54 years from 1939 - 2020\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2012    2155\n",
       "2014    2124\n",
       "2013    1963\n",
       "2011    1612\n",
       "2015    1549\n",
       "2010    1483\n",
       "2016    1476\n",
       "2017     959\n",
       "2008     737\n",
       "2009     601\n",
       "2018     500\n",
       "2007     464\n",
       "2005     402\n",
       "2003     367\n",
       "2004     364\n",
       "2006     317\n",
       "2019     306\n",
       "2002     296\n",
       "2000     279\n",
       "2001     254\n",
       "1998     213\n",
       "1999     207\n",
       "1997     151\n",
       "1996     114\n",
       "1995     105\n",
       "2020      47\n",
       "1994      42\n",
       "1992      30\n",
       "1993      23\n",
       "1990      18\n",
       "1988      12\n",
       "1991      10\n",
       "1989       6\n",
       "1986       6\n",
       "1984       5\n",
       "1985       5\n",
       "1987       5\n",
       "1953       4\n",
       "1983       3\n",
       "1939       3\n",
       "1974       2\n",
       "1965       2\n",
       "1980       2\n",
       "1964       2\n",
       "1978       2\n",
       "1977       2\n",
       "1947       1\n",
       "1981       1\n",
       "1976       1\n",
       "1943       1\n",
       "1982       1\n",
       "1957       1\n",
       "1973       1\n",
       "1968       1\n",
       "Name: Prod. year, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"The dataset covers cars manufactured over\", data['Prod. year'].nunique(), \"years from\", data['Prod. year'].min(), \"-\", data['Prod. year'].max())\n",
    "data['Prod. year'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "year = data['Prod. year'].value_counts().plot(kind = 'bar', figsize = (15, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Front    12874\n",
       "4x4       4058\n",
       "Rear      2305\n",
       "Name: Drive wheels, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Drive wheels'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Drive wheels'].value_counts().plot(kind = 'barh', color = 'brown')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Front wheel drive is the seeing the highest sales. This may be due to the fact that Front wheel drive cars are easily driveable and in-town driving cars, eg. in Sedans(a popular in-city car), while 4x4 and Rear wheel drive cars are more expensive on an average and are used for off-roading."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Left wheel          17753\n",
       "Right-hand drive     1484\n",
       "Name: Wheel, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.Wheel.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Wheel'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.Wheel.value_counts().plot(kind = 'pie')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a very clear majority in the Left wheel drive cars since this dataset is primarily from the US region where they drive on the left hand side of the road and according to regulations cars are made to be left-wheel drive. Meanwhile, in India, according to regulation cars have right-hand drive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 7 different fuel types available in these cars.\n",
      "Petrol            10150\n",
      "Diesel             4036\n",
      "Hybrid             3578\n",
      "LPG                 892\n",
      "CNG                 494\n",
      "Plug-in Hybrid       86\n",
      "Hydrogen              1\n",
      "Name: Fuel type, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"There are\",data['Fuel type'].nunique(), \"different fuel types available in these cars.\")\n",
    "print(data['Fuel type'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/X7Nnz1ZNTY0SEhI0fvx4SVJeXp5yc3O1dOlSde3aVYsXL76UJQEAYAsOwzBaNgEdJoKeQzfxpDD1McyfQ7dx/8FiHtG+/du5d4n+w3UOnZXiAACwAAIdAAALINABALCAS3pSHNCWsFIeACsh0GFbEc7LTV8pT7LviUUALi0OuQMAYAEEOgAAFkCgAwBgAQQ6AAAWQKADAGABBDoAABZAoAMAYAEEOgAAFkCgAwBgAQQ6AAAWQKADAGABBDoAABZAoAMAYAEEOgAAFkCgAwBgAQQ6AAAWQKADAGABBDoAABZAoAMAYAEEOgAAFkCgAwBgAQQ6AAAWQKADAGABBDoAABZAoAMAYAEEOgAAFkCgAwBgAUEF+rPPPquhQ4dq6NChWrhwoSSpvLxcmZmZGjRokAoKCgLP3b59u7Kzs5Wenq5Zs2apoaFBklRVVaWxY8cqIyNDEydO1IkTJ4IpCQAAW2pxoJeXl2v9+vVatWqVioqK9Pnnn6ukpEQzZ85UYWGhSktLtXXrVq1bt06SNG3aNM2ZM0dr1qyRYRhasWKFJGnevHkaM2aMysrKlJiYqMLCwkvTGQAANtLiQHe5XMrNzVW7du0UFRWl6667Trt371b37t3VrVs3OZ1OZWZmqqysTPv27VNtba369u0rScrOzlZZWZnq6+tVUVGh9PT0JuMAAKB5nC19Ya9evQI/7969W2+++abGjRsnl8sVGHe73fJ4PDpw4ECTcZfLJY/Ho+rqasXExMjpdDYZb464uJiWthAWXK4OZpdgKvpv2/239fqDYefeJfoPx/5bHOiNdu7cqQcffFD/9V//pcjISO3evTvwmGEYcjgc8vv9cjgcZ403/n66M7cv5NChGvn9RotqD4cPxOs9btp707+9+w+Wy9WhTdcfDDv3LtG/mf1HRDi+c0c2qJPiNm/erHvvvVdTp07ViBEj1KVLF3m93sDjXq9Xbrf7rPGDBw/K7XYrNjZWx48fl8/na/J8AADQPC0O9P379+uhhx5Sfn6+hg4dKklKSkrSrl27tGfPHvl8PpWUlCglJUXx8fGKjo7W5s2bJUnFxcVKSUlRVFSUkpOTVVpaKkkqKipSSkrKJWgLAAB7afEh95deekl1dXWaP39+YGz06NGaP3++cnJyVFdXp9TUVGVkZEiS8vPzNXv2bNXU1CghIUHjx4+XJOXl5Sk3N1dLly5V165dtXjx4iBbAgDAfhyGYbRsAjpMBD2HXtm8OftLqo9h/hwy/Zv2/mb3Hyw7z6PauXeJ/i05hw4AAMIDgQ4AgAUQ6AAAWACBDgCABRDoAABYAIEOAIAFEOgAAFgAgQ4AgAUQ6AAAWACBDgCABRDoAABYAIEOAIAFEOgAAFgAgQ4AgAUQ6AAAWACBDgCABRDoAABYgNPsAgCYI+6qSEU4Lw/qz3C5OrTodf6GkzpU7QvqvQE0RaADNhXhvFyqdJjz3n0MScdNeW/AqjjkDgCABRDoAABYAIEOAIAFEOgAAFgAgQ4AgAUQ6AAAWACXrQGwHTOvwZe4Dh+tg0AHYDtmXoMvcR0+WgeH3AEAsAACHQAACyDQAQCwAAIdAAALINABALCAsAj0N954Q0OGDNGgQYP06quvml0OAABtjumXrXk8HhUUFGjlypVq166dRo8erZtvvlk9e/Y0uzQAsCSuw7cm0wO9vLxct9xyizp27ChJSk9PV1lZmSZNmnRRr4+ICPJa0qjuwb0+SEHXHyz6N/Xt7dy/nXuXzO0/wnm59Pfvm/f+1+1WRESNae9/KZj1+Z3vfU0P9AMHDsjlcgW23W63tmzZctGvv+qqK4Ir4Lrdwb0+SHFxMaa+P/3vNvXt7dy/nXuX6N/0/oMUjvWbPofu9/vlcPzzG4dhGE22AQDAhZke6F26dJHX6w1se71eud1uEysCAKDtMT3Q+/fvrw0bNujw4cP65ptv9NZbbyklJcXssgAAaFNMn0Pv3LmzpkyZovHjx6u+vl533nmnfvCDH5hdFgAAbYrDMAzD7CIAAEBwTD/kDgAAgkegAwBgAQQ6AAAWQKADAGABBDoAABZAoAMAYAGmX4feVlRUVJz38ZtuuilElcAMfP5SfX29oqKi9Mknn6i+vl4RERH613/9V7PLQiu65557zrsU9x//+McQVoML4Tr0i3TPPfd852MOh8Py/2OnpaWd8y9249r777zzjglVhU7j53/kyBF9+eWXuvHGGxUREaG//e1v6t27t5YvX25yha3H4/Fo0qRJGjJkiO677z7ddtttuuaaa7Rv3z7l5uZq0KBBZpfY6v77v/9bLpdLP/nJT3TnnXequrpakZGR+t3vfqfu3c29a1tr+uijjyRJK1asUPv27ZWVlSWn06mSkhLV1dXpscceM7nC0Fm5cqUWLFigY8eOSfrnv33bt283ubLTGGiR48ePG0ePHjW7jJD56quvzvvLLu6//35j9+7dge2vvvrK+Pd//3cTK2p9kydPNl555ZXA9vDhww3DMIzt27cb48aNM6mq0HnuueeMn/3sZ8Y//vEPwzAMY9iwYcZXX31lLFu2zJgxY4bJ1YVGdnb2WWMjRowwoRLzDBw40NixY4fZZZwXc+jNtHfvXt15550aOHCgbr/9dmVlZWn37t1ml9Xq4uPjA78+/vhjrVixQrGxsaqoqFB8fLzZ5YVMVVVVkz2yq6++WlVVVSZW1PoqKys1duzYs8b79Omjr7/+2oSKQquoqEhLlizRtddeK0mKjIxUfHy87r777sAerNXV1dVp165dge0dO3aooaHBxIpCz+12q3fv3maXcV7MoTfTnDlzdP/99ysjI0OSVFpaql/96ldatmyZyZWFRn5+vr7++mt9/vnneuCBB/T666+rsrJSubm5ZpcWEgkJCZo+fboGDx4swzD0xhtvKDk52eyyWlVERNPv/a+99lrg58suuyzU5YRcZGSkrrjiisD2xIkTzzluZbm5ubrnnnvUuXNnGYahQ4cOadGiRWaXFVIJCQmaPHmyBgwYoOjo6MB4VlaWeUWdgUBvpurq6kCYS9KQIUO0dOlSEysKrfXr12vVqlUaMWKEYmJi9Pvf/1533HGHbQL917/+tV555ZXAnHn//v01ZswYk6tqXZ06ddKWLVsCN02KioqSJG3ZskWdOnUys7SQ8Pv9qqmpUUxMjCQpPT1dknT8+PGzvuxY1a233qq1a9fqiy++kMPh0PXXXy+n017xUVNToyuuuEKffPJJk3ECvQ1r166dPv/8cyUkJEiStm7daou9lEaN/4A1niB36tQpW/yj5vV65XK5dPDgQWVkZDT5UnfgwAFdffXVJlbXuv7jP/5DDz30kB566CElJyfL4XBo8+bNKiwsVEFBgdnltbrMzExNnz5dCxYsCIT6iRMnNHPmTN1xxx0mV9e6nnnmGeXk5GjGjBnnfPzxxx8PcUXmaez16NGjuvLKK02u5tw4y72ZPv30U02ZMkUdO3aUYRg6evSoCgoKlJSUZHZpIfHCCy/o888/12effabx48eruLhY6enpmjBhgtmltaoHH3xQzz///Fln+xs2Oct/06ZNWrp0aWDv5Ac/+IEmTZpki8vWfD6f5s6dqzfeeEM9e/aUw+HQ//3f/2n48OGaO3eu2eW1qrVr1yotLU2rVq065+MjRowIcUXmqays1H/+53+qtrZWf/rTnzRu3Dg9+eSTgZ27cECgN9N7772nAQMGaPfu3fL7/br22mvVrl07s8sKqb/+9a8qLy+X3+9Xv3799OMf/9jskkLm3Xff1W233WZ2GTCBx+PRli1bJEmJiYnq2rWryRWFzs9//nO99NJLZpdhqrFjx+rRRx/V1KlTVVRUpA8++EAFBQX63//9X7NLC7D+sdJL7IknnlBUVJR69eql66+/3nZhfurUKblcLk2fPl0JCQnauHGjDh8+bHZZIZOfn292CSHn8Xg0depU3XHHHcrLywtch2sXVVVVqqqqks/nU0JCghISEmQYRmDcDmpra7V//36zyzDVN998o+uuuy6wPWDAAJ06dcrEis7GHHozdevWTTNmzFBSUpLat28fGA+nEyNa07Rp03TNNdfo1KlTWrJkie644w7NmDFDzz//vNmlhYQdP/+ZM2eqd+/eyszM1Jo1a/T444/bau503LhxcjgcOv1gpsPhkNfrVX19fXgtLNJKDh8+rLS0NMXFxSk6Oto2U02n69ixoyorKwNTbqtXrw67uXQCvZmuuuoqSd/OpZ/Oyv+gn+6rr77SU089pSeeeEIjR47UL37xC40cOdLsskLGjp+/x+MJHG4dMGCApXs9l7Vr1zbZPnHihBYsWKD169fbZqW0F1980ewSTDd37lxNnz5dO3fuVHJysrp3764nnnjC7LKaINCbadiwYRowYECTsbfeesukakLP5/Pp8OHDevvtt/XMM8/I6/Wqrq7O7LJCpnHPtKamRk6ns8leulU1XqbW+PPp23azYcMGzZ49WwMGDNDq1asDZ71bXXx8vNauXauPPvpITqdT/fv3V//+/c0uK6S+973v6X/+53908uRJ+f3+sPzsCfSLVFpaqlOnTunpp5/W5MmTA+MNDQ16/vnnbbGetfTtyTE//elPlZaWpt69eys9PV0PP/yw2WWFzBdffKHp06cH5k579OihhQsXqlu3biZXFjrnu1mHVZ08eVLz588P7JWf+aXe6hYtWqTNmzdr8ODB8vv9euqpp/TZZ5/pwQcfNLu0kDnzRjUOh0Pt27dXjx49NGHChLA4/M5Z7hfptdde08cffxy4jKNRZGSk+vfvryFDhphYXeg1XovZ0NBgqwUmRo8erYkTJyo1NVWS9Je//EV/+MMf9Morr5hcWetJTExU586dA9sejyewYpgd5lFP3yufPn26bVaHO11mZqZWrlwZODpTV1enkSNHqqSkxOTKQmfevHlyOp2BKcaSkhJ9/fXXSkxM1KZNm/Tss8+aXCF76Bdt1KhRGjVqlDZs2KB+/fqZXY5p2sK1mK2prq4uEOaS9JOf/ERLliwxsaLWt2bNmnOOG4Zh+euwJem+++6T0+nU+vXr9cEHHwTG7fKFRpKuvPJKnThxQh07dpT07a10w/GQc2v69NNPtXLlysB2nz59NHLkSOXn56uoqMi8wk5DoDdTt27ddN9992nfvn169dVXNXXqVP32t7/VNddcY3ZpIfHYY49pyZIlmjp1qjp37qy5c+cqLy8vrK7FbA2Nh9j79OmjF154QXfeeaciIyNtsZb7+W6+8/HHH4ewEnO88847OnLkiHw+n+Li4iRJGzduVM+ePQPbVtW4Qpzf79fw4cOVlpamyMhIvf/+++rRo4fJ1YVWfX29du7cqV69ekmSdu7cKb/fr9raWtXX15tc3bcI9GbKy8vTz3/+c+Xn56tTp04aNmyYpk+frldffdXs0kLiXNdiLliwwMSKQuP0S5c2btzY5P7nDodDs2fPNrE689hhxu7o0aN68MEH9dvf/jawnv2ePXtUUFCg3/3udyZX17p+9KMfNfm9kV2OyJ1u9uzZeuCBBxQXFye/369jx45p4cKFeuaZZzR8+HCzy5NEoDdbdXW1br31VuXn58vhcOinP/2pbcJcahvXYraGxkuXGtd0x7fscILcggULtGjRIt18882BsSlTpig5OVnz58/Xyy+/bF5xraxxade5c+cqOzs78IXGjm6++Wa9/fbb+uKLLxQZGakePXooKipKN954Y9j8PSDQm6l9+/b6+uuvAx/gpk2bbLVaXFu4FrM1jRs3Tt27d1d2drbS0tJs8dmfeXZvI8MwbHHJ4rFjx5qEeaN/+7d/s83KgUlJSVq0aJEOHz6s4cOHa/jw4bb7Ynv48GE9+uij2rBhg3w+n2655RbNnTs3rO44yFnuzfTZZ59p9uzZ+vLLL/W9731PR48e1VNPPWWbm7M0CudrMVtbRUWFioqK9OGHHyo1NVUjRozQDTfcYHZZreajjz467+NnHo61mszMTBUXF591V0G/369hw4aptLTUpMpCb//+/SopKdHy5cvVs2dPjRo1SrfffrvZZYXEpEmT9MMf/lB33XWXDMPQ8uXLtWnTprBaJZNAv0gej0cLFy7Uzp07dcMNNwTuB96jRw9b7KX96le/0mOPPfade2t//OMfTajKPLW1tSorK1NBQYEcDodiY2M1Z84c9e3b1+zScIk9+uij6tixY5P1JyTp2Wef1ZdffqmFCxeaVFlo7d27V6tXr9af//xndenSRUOGDNGGDRsUGRlpi/8Gw4cPV3FxcZOxzMxMvfHGGyZVdDYOuV+kM9ezfv311221nvVdd90lSRo0aJBcLpeio6N1+PBhWy2oIn17TXJRUZHKy8uVmpqqgoIC3XjjjdqxY4ceeOABvf/++2aXiEvskUce0S9+8QsVFRWpT58+io6O1rZt2xQbG6ulS5eaXV5I3H333Tp48KCysrL04osv6uqrr5b07ZLHKSkpJlcXGg6HQ/v37w/cZa+qqirs1uBgD/0iDRs2LLCIQn19vbKysvTnP//Z5KpC59ChQ5o8ebJ27typ73//+5KkXbt2qW/fvlq8eLE6dOhgboEhMm7cOI0cOVKDBw8+a9nXl19+Wffee685haFVGYahDz/8UNu3b1dERIQSExMtf7ni6ey+/ob07a2T8/LylJSUJMMw9Omnn+qxxx4Lq9tHE+gXacSIEVq1alVgOysrK2wWEwiFmTNnqlOnTsrJyQmsFnXq1KnAeu7z5883ucLW1adPn8Bla6dPOTRu2+GOW7CfC61+NmnSpBBVYr7Kykq53W5t2bJFfr9fSUlJYbcOQXgdL2hDwuUyhVD529/+pjfffLPJWLt27fTII4+EzTWYramysjLws92+zAGStHz5co0ePdrsMkwzZcoUvfnmm2G1R34mAv0i7dy5UwMHDgxsezweDRw40DbLP0ZHR59z3OFwnHX2r9XZ7csc7Ov0PfC3337bVnvkZ+rZs6eeffZZJSUlNZluu+mmm0ysqikC/SJ913rWdnG+ELNbwDFLBTuy29/zMx05ckQbN27Uxo0bA2MOhyOsrvAh0C/S+daztoMzj1A0MgxDXq/XhIrMY/d/2AA7WrZsmdklXBCBjoti9yMUaWlpgSBvnG6R7HXHLdjP6eeKHDly5KxzR7KyskJajxm+a+2NRuyho82x+xGKtvDtHLjUTj+8fMsttzTZluwR6Dk5OZKkFStWqH379srKypLT6VRJSUnYLX3MZWsAAFzAyJEj9frrrzcZy87ObnKPdLPZ6/RkAABaoK6uTrt27Qps79ixQw0NDSZWdDYOuQMAcAG5ubm655571LlzZxmGoUOHDmnRokVml9UEh9wBALgAr9erK6+8Ul988YUcDoeuv/561nIHALQt27Zt03PPPaejR482WYchnM7wbm3p6enq3r27RowYoYEDB4blXTYJdADAeWVmZuquu+5Sr169mlzC9aMf/cjEqkKvoqJCRUVF+vDDD5WamqoRI0bohhtuMLusAAIdAHBeo0aN0muvvWZ2GWGhtrZWZWVlKigokMPhUGxsrObMmaO+ffuaXRqBDgA4v6eeekqxsbG69dZbm9zXofG+6HawYcMGFRUVqby8XKmpqcrOztaNN96oHTt26IEHHtD7779vdokEOgDg/NLS0s4as9sKiePGjdPIkSM1ePDgJjdnkaSXX35Z9957rzmFnYZABwDgO/Tp00cOhyOwzHOjxu3t27ebWF1TBDoA4JyeeeYZ5eTkaMaMGed8/PHHHw9xRebKyso6az37cBJeF9EBAMJGQkKCJPudzf5dwv1OiwQ6AOCcGufOR4wYERj705/+pLvuususkkwV7ge0WcsdAHDRli9fbnYJpmEPHQBgGeG+l3qppaWlBYLc4/Fo4MCBkv55Ulw4nelPoAMALtro0aPNLiGkli1bZnYJF42z3AEA53WuM7vbt2+vHj16qHfv3qEvCOfEHjoA4Lzeeecdbdu2Tbfffrsk6b333pPb7dbJkyeVmZkZFouqgD10AMAFjB49Wi+88IL+5V/+RZJUU1OjCRMm6OWXX1Z2drZWr15tcoWQOMsdAHAB1dXVuuKKKwLb0dHROnr0qJxOZ9if+W0nHHIHAJzXoEGD9LOf/UyDBw+W3+/XW2+9pYEDB6qoqEgul8vs8vD/ccgdAHBB7777rj744ANFRkaqf//+Sk1N1SeffKJrr71WV155pdnlQQQ6AOACKioqzjl+0003hbgSnA+H3AEA5/X0008Hfm5oaNCOHTuUnJxMoIcZAh0AcF5nLq6yd+9e291prS3gLHcAQLN069ZN//jHP8wuA2dgDx0AcF5n3g/973//OyvEhSFOigMAnNeqVasCPzscDl111VXq16+f2rVrZ2JVOBOBDgA4p6qqqvM+fvXVV4eoElwMAh0AcE5paWlnjTkcjrC8dSgIdAAALIGT4gAA5+TxeLRw4ULt3LlTP/zhDzV16tTADVoQfrhsDQBwTjNnzpTb7dYjjzyiU6dOce15mGMPHQBwTh6PRy+99JIkacCAAcrKyjK3IJwXe+gAgHOKiopq8vPp2wg/BDoA4KJw7/PwxlnuAIBzSkxMVOfOnQPbHo9HnTt35rK1MEWgAwDOad++fed9PD4+PkSV4GIQ6AAAWABz6AAAWACBDgCABRDoAABYAIEOAIAF/D9ygOcKap49/wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Fuel type'].value_counts().plot(kind = 'bar', figsize = (8, 4), color = 'gold')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Petrol is the most chosen fuel type. This is may be due to the fact that in the US, Petrol is cheaper than diesel. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are  107 different Engine volume capacities in our dataset\n"
     ]
    }
   ],
   "source": [
    "print(\"There are \", data['Engine volume'].nunique(), \"different Engine volume capacities in our dataset\")\n",
    "#print(data['Engine volume'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploring the relationship between variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation = data.corr()\n",
    "sns.heatmap(correlation, xticklabels = correlation.columns, yticklabels = correlation.columns, annot =True)\n",
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Price shows a negative correlation to airbags, a positive correlation to Prod. year and a very low postive correlation to Cylinders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x14c42056d30>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data, palette = 'bwr')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Insights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = data.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What is the average price of each car category?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average car prices for each category is:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Category\n",
       "Cabriolet       24583.694444\n",
       "Coupe           21250.406015\n",
       "Goods wagon    122916.180258\n",
       "Hatchback       11381.245873\n",
       "Jeep            23684.285949\n",
       "Limousine       11534.454545\n",
       "Microbus        18550.928105\n",
       "Minivan         20531.221020\n",
       "Pickup          28805.269231\n",
       "Sedan           14231.545902\n",
       "Universal       25253.700549\n",
       "Name: Price, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"The average car prices for each category is:\")\n",
    "df.groupby(by = 'Category')['Price'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Category'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby(by = 'Category')['Price'].mean().plot(kind = 'bar', color = 'green', figsize = (10, 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Goods Wagon is far more expensive on average than all the categories. While, the Hatchback and Sedan are among the most affordable category of cars to buy."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}