notebooks/03-exploratory_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EXPLORATORY DATA ANALYSIS (EDA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "sns.set_theme()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>year</th>\n",
       "      <th>age</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>transmission</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mazda MX5</td>\n",
       "      <td>Mazda</td>\n",
       "      <td>2007</td>\n",
       "      <td>14</td>\n",
       "      <td>63131</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>7499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jaguar XF</td>\n",
       "      <td>Jaguar</td>\n",
       "      <td>2010</td>\n",
       "      <td>11</td>\n",
       "      <td>61890</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>7775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Audi A6</td>\n",
       "      <td>Audi</td>\n",
       "      <td>2012</td>\n",
       "      <td>9</td>\n",
       "      <td>129170</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>6950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nissan Qashqai</td>\n",
       "      <td>Nissan</td>\n",
       "      <td>2013</td>\n",
       "      <td>8</td>\n",
       "      <td>44900</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>7790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MINI Mini</td>\n",
       "      <td>Mini</td>\n",
       "      <td>2017</td>\n",
       "      <td>4</td>\n",
       "      <td>32012</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>15999</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             name manufacturer  year  age  mileage  engine transmission  price\n",
       "0       Mazda MX5        Mazda  2007   14    63131  Petrol       Manual   7499\n",
       "1       Jaguar XF       Jaguar  2010   11    61890  Petrol    Automatic   7775\n",
       "2         Audi A6         Audi  2012    9   129170  Diesel    Automatic   6950\n",
       "3  Nissan Qashqai       Nissan  2013    8    44900  Petrol    Automatic   7790\n",
       "4       MINI Mini         Mini  2017    4    32012  Petrol       Manual  15999"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# import dataset\n",
    "data = pd.read_csv('../input/cleaned_car_data.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>year</th>\n",
       "      <th>age</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>transmission</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>BMW 7 Series</td>\n",
       "      <td>BMW</td>\n",
       "      <td>2017</td>\n",
       "      <td>4</td>\n",
       "      <td>64828</td>\n",
       "      <td>Plug_in_hybrid</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2931</th>\n",
       "      <td>Ford Transit Custom</td>\n",
       "      <td>Ford</td>\n",
       "      <td>2021</td>\n",
       "      <td>0</td>\n",
       "      <td>891</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2935</th>\n",
       "      <td>Ford Transit</td>\n",
       "      <td>Ford</td>\n",
       "      <td>2021</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2984</th>\n",
       "      <td>Ford Transit</td>\n",
       "      <td>Ford</td>\n",
       "      <td>2020</td>\n",
       "      <td>1</td>\n",
       "      <td>12355</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2540</th>\n",
       "      <td>Mercedes-Benz GLC</td>\n",
       "      <td>Mercedes-Benz</td>\n",
       "      <td>2017</td>\n",
       "      <td>4</td>\n",
       "      <td>38334</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Semiautomatic</td>\n",
       "      <td>29999</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     name   manufacturer  year  age  mileage          engine  \\\n",
       "780          BMW 7 Series            BMW  2017    4    64828  Plug_in_hybrid   \n",
       "2931  Ford Transit Custom           Ford  2021    0      891          Diesel   \n",
       "2935         Ford Transit           Ford  2021    0      176          Diesel   \n",
       "2984         Ford Transit           Ford  2020    1    12355          Diesel   \n",
       "2540    Mercedes-Benz GLC  Mercedes-Benz  2017    4    38334          Diesel   \n",
       "\n",
       "       transmission  price  \n",
       "780       Automatic  30000  \n",
       "2931         Manual  30000  \n",
       "2935         Manual  30000  \n",
       "2984         Manual  30000  \n",
       "2540  Semiautomatic  29999  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#the most expensive cars in the collection\n",
    "data.nlargest(5, 'price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>year</th>\n",
       "      <th>age</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>transmission</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1190</th>\n",
       "      <td>Volkswagen CC</td>\n",
       "      <td>Volkswagen</td>\n",
       "      <td>2012</td>\n",
       "      <td>9</td>\n",
       "      <td>184500</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>3095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>Volkswagen CC</td>\n",
       "      <td>Volkswagen</td>\n",
       "      <td>2011</td>\n",
       "      <td>10</td>\n",
       "      <td>176000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>3990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>Nissan Navara</td>\n",
       "      <td>Nissan</td>\n",
       "      <td>2006</td>\n",
       "      <td>15</td>\n",
       "      <td>175000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>4550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Toyota Prius</td>\n",
       "      <td>Toyota</td>\n",
       "      <td>2013</td>\n",
       "      <td>8</td>\n",
       "      <td>172000</td>\n",
       "      <td>Hybrid</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>6290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1916</th>\n",
       "      <td>Audi A6</td>\n",
       "      <td>Audi</td>\n",
       "      <td>2010</td>\n",
       "      <td>11</td>\n",
       "      <td>171175</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>3490</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name manufacturer  year  age  mileage  engine transmission  \\\n",
       "1190  Volkswagen CC   Volkswagen  2012    9   184500  Diesel       Manual   \n",
       "1192  Volkswagen CC   Volkswagen  2011   10   176000  Diesel    Automatic   \n",
       "1297  Nissan Navara       Nissan  2006   15   175000  Diesel       Manual   \n",
       "8      Toyota Prius       Toyota  2013    8   172000  Hybrid    Automatic   \n",
       "1916        Audi A6         Audi  2010   11   171175  Diesel    Automatic   \n",
       "\n",
       "      price  \n",
       "1190   3095  \n",
       "1192   3990  \n",
       "1297   4550  \n",
       "8      6290  \n",
       "1916   3490  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cars with the most miles in the collection\n",
    "data.nlargest(5, 'mileage')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>year</th>\n",
       "      <th>age</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>transmission</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1896</th>\n",
       "      <td>Volkswagen T6 Camper Van</td>\n",
       "      <td>Volkswagen</td>\n",
       "      <td>1973</td>\n",
       "      <td>48</td>\n",
       "      <td>70000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>19995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>Jaguar Xk8</td>\n",
       "      <td>Jaguar</td>\n",
       "      <td>1997</td>\n",
       "      <td>24</td>\n",
       "      <td>66000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>8985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1965</th>\n",
       "      <td>Land Rover Discovery</td>\n",
       "      <td>Land-Rover</td>\n",
       "      <td>2000</td>\n",
       "      <td>21</td>\n",
       "      <td>107600</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>3895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1273</th>\n",
       "      <td>Porsche Cayenne</td>\n",
       "      <td>Porsche</td>\n",
       "      <td>2004</td>\n",
       "      <td>17</td>\n",
       "      <td>83000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>4990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1640</th>\n",
       "      <td>NISSAN 350 Z</td>\n",
       "      <td>Nissan</td>\n",
       "      <td>2004</td>\n",
       "      <td>17</td>\n",
       "      <td>112000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          name manufacturer  year  age  mileage  engine  \\\n",
       "1896  Volkswagen T6 Camper Van   Volkswagen  1973   48    70000  Petrol   \n",
       "704                 Jaguar Xk8       Jaguar  1997   24    66000  Petrol   \n",
       "1965      Land Rover Discovery   Land-Rover  2000   21   107600  Diesel   \n",
       "1273           Porsche Cayenne      Porsche  2004   17    83000  Petrol   \n",
       "1640              NISSAN 350 Z       Nissan  2004   17   112000  Petrol   \n",
       "\n",
       "     transmission  price  \n",
       "1896       Manual  19995  \n",
       "704     Automatic   8985  \n",
       "1965    Automatic   3895  \n",
       "1273    Automatic   4990  \n",
       "1640       Manual  10000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#oldest cars in the collection\n",
    "data.nlargest(5, 'age')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>year</th>\n",
       "      <th>age</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>transmission</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mazda MX5</td>\n",
       "      <td>Mazda</td>\n",
       "      <td>2007</td>\n",
       "      <td>14</td>\n",
       "      <td>63131</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>7499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jaguar XF</td>\n",
       "      <td>Jaguar</td>\n",
       "      <td>2010</td>\n",
       "      <td>11</td>\n",
       "      <td>61890</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>7775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Audi A6</td>\n",
       "      <td>Audi</td>\n",
       "      <td>2012</td>\n",
       "      <td>9</td>\n",
       "      <td>129170</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>6950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nissan Qashqai</td>\n",
       "      <td>Nissan</td>\n",
       "      <td>2013</td>\n",
       "      <td>8</td>\n",
       "      <td>44900</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>7790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MINI Mini</td>\n",
       "      <td>Mini</td>\n",
       "      <td>2017</td>\n",
       "      <td>4</td>\n",
       "      <td>32012</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>15999</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             name manufacturer  year  age  mileage  engine transmission  price\n",
       "0       Mazda MX5        Mazda  2007   14    63131  Petrol       Manual   7499\n",
       "1       Jaguar XF       Jaguar  2010   11    61890  Petrol    Automatic   7775\n",
       "2         Audi A6         Audi  2012    9   129170  Diesel    Automatic   6950\n",
       "3  Nissan Qashqai       Nissan  2013    8    44900  Petrol    Automatic   7790\n",
       "4       MINI Mini         Mini  2017    4    32012  Petrol       Manual  15999"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "<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>year</th>\n",
       "      <th>age</th>\n",
       "      <th>mileage</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.721596</td>\n",
       "      <td>0.642909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <td>-1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.721596</td>\n",
       "      <td>-0.642909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mileage</th>\n",
       "      <td>-0.721596</td>\n",
       "      <td>0.721596</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.534742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <td>0.642909</td>\n",
       "      <td>-0.642909</td>\n",
       "      <td>-0.534742</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             year       age   mileage     price\n",
       "year     1.000000 -1.000000 -0.721596  0.642909\n",
       "age     -1.000000  1.000000  0.721596 -0.642909\n",
       "mileage -0.721596  0.721596  1.000000 -0.534742\n",
       "price    0.642909 -0.642909 -0.534742  1.000000"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr = data.corr()\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# heat map\n",
    "sns.heatmap(corr, \n",
    "        xticklabels=corr.columns,\n",
    "        yticklabels=corr.columns, annot=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# count of cars by car make\n",
    "fig = plt.figure(figsize=(20, 10))\n",
    "sns.countplot(data.manufacturer);\n",
    "plt.title(\"Distribution of car manufacturers\")\n",
    "plt.xticks(rotation=90)\n",
    "plt.savefig('../images/distribution-of-car-manufacturers.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ford             494\n",
       "Volkswagen       310\n",
       "Vauxhall         243\n",
       "Nissan           166\n",
       "Toyota           163\n",
       "Mercedes-Benz    155\n",
       "Audi             148\n",
       "Skoda            148\n",
       "Peugeot          130\n",
       "Hyundai          107\n",
       "Kia              105\n",
       "Renault          104\n",
       "BMW               96\n",
       "Seat              84\n",
       "Land-Rover        79\n",
       "Honda             70\n",
       "Citroen           57\n",
       "Mini              52\n",
       "Volvo             40\n",
       "Mazda             40\n",
       "Fiat              36\n",
       "Suzuki            34\n",
       "Dacia             23\n",
       "Mitsubishi        22\n",
       "Jaguar            21\n",
       "DS                10\n",
       "Smart              8\n",
       "Abarth             7\n",
       "Lexus              6\n",
       "MG                 5\n",
       "Jeep               5\n",
       "Porsche            3\n",
       "Alfa-Romero        3\n",
       "Chevrolet          3\n",
       "Subaru             2\n",
       "Infiniti           2\n",
       "Maserati           2\n",
       "Bentley            1\n",
       "Chrysler           1\n",
       "Isuzu              1\n",
       "Name: manufacturer, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# numbers of cars under the various car manufacturers\n",
    "data.manufacturer.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#count of cars by year\n",
    "fig = plt.figure(figsize=(20,10))\n",
    "sns.countplot(data.year)\n",
    "plt.title(\"Distribution of cars by year\")\n",
    "plt.xticks(rotation=90);\n",
    "plt.savefig('../images/distribution-of-car-by-year.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of `the years')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# distribution of the year column\n",
    "fig = plt.figure(figsize=(20,10))\n",
    "sns.histplot(data = data, x = 'year', kde = True)\n",
    "plt.title(\"Distribution of `the years\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2018    573\n",
       "2017    392\n",
       "2019    348\n",
       "2020    347\n",
       "2016    280\n",
       "2015    243\n",
       "2014    221\n",
       "2013    130\n",
       "2012    108\n",
       "2011     95\n",
       "2010     80\n",
       "2021     75\n",
       "2009     35\n",
       "2008     23\n",
       "2007     14\n",
       "2006      9\n",
       "2005      7\n",
       "2004      3\n",
       "1997      1\n",
       "1973      1\n",
       "2000      1\n",
       "Name: year, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# numbers of cars produced in each year\n",
    "data.year.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#count of cars by engine\n",
    "fig = plt.figure(figsize=(8, 5))\n",
    "sns.countplot(data.engine);\n",
    "plt.title(\"Distribution of car engine type\")\n",
    "plt.xticks(rotation=90);\n",
    "plt.savefig('../images/distribution-of-car-engine-type.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Petrol            1590\n",
       "Diesel            1242\n",
       "Hybrid             127\n",
       "Electric            20\n",
       "Plug_in_hybrid       7\n",
       "Name: engine, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# numbers of cars with the different engine types\n",
    "data.engine.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#count of cars by transmission\n",
    "fig = plt.figure(figsize=(8, 5))\n",
    "sns.countplot(data.transmission);\n",
    "plt.title(\"Distribution of car transmissions\")\n",
    "plt.xticks(rotation=90);\n",
    "plt.savefig('../images/distribution-of-car-transmission.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Manual           1900\n",
       "Automatic         694\n",
       "Semiautomatic     392\n",
       "Name: transmission, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# number of cars with the various car transmissions \n",
    "data.transmission.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>manufacturer</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Isuzu</th>\n",
       "      <td>25000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bentley</th>\n",
       "      <td>21990.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Land-Rover</th>\n",
       "      <td>19983.278481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mercedes-Benz</th>\n",
       "      <td>19357.612903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maserati</th>\n",
       "      <td>18985.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porsche</th>\n",
       "      <td>17658.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Volkswagen</th>\n",
       "      <td>16887.864516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mitsubishi</th>\n",
       "      <td>16099.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skoda</th>\n",
       "      <td>16028.054054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jaguar</th>\n",
       "      <td>15941.476190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Audi</th>\n",
       "      <td>15646.513514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Volvo</th>\n",
       "      <td>15502.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lexus</th>\n",
       "      <td>15372.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seat</th>\n",
       "      <td>15153.488095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ford</th>\n",
       "      <td>15070.244939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toyota</th>\n",
       "      <td>14787.938650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kia</th>\n",
       "      <td>14763.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Subaru</th>\n",
       "      <td>14395.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nissan</th>\n",
       "      <td>14168.265060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abarth</th>\n",
       "      <td>14109.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMW</th>\n",
       "      <td>13620.520833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peugeot</th>\n",
       "      <td>13244.630769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mazda</th>\n",
       "      <td>13233.975000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jeep</th>\n",
       "      <td>13110.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Infiniti</th>\n",
       "      <td>12987.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mini</th>\n",
       "      <td>12875.769231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hyundai</th>\n",
       "      <td>12835.336449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chrysler</th>\n",
       "      <td>12495.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Honda</th>\n",
       "      <td>12427.342857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Renault</th>\n",
       "      <td>11903.403846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DS</th>\n",
       "      <td>10726.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Smart</th>\n",
       "      <td>10517.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dacia</th>\n",
       "      <td>9830.608696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vauxhall</th>\n",
       "      <td>9709.489712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Citroen</th>\n",
       "      <td>9405.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Suzuki</th>\n",
       "      <td>9241.088235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MG</th>\n",
       "      <td>8905.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fiat</th>\n",
       "      <td>7117.972222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chevrolet</th>\n",
       "      <td>4746.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alfa-Romero</th>\n",
       "      <td>4513.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      price\n",
       "manufacturer               \n",
       "Isuzu          25000.000000\n",
       "Bentley        21990.000000\n",
       "Land-Rover     19983.278481\n",
       "Mercedes-Benz  19357.612903\n",
       "Maserati       18985.000000\n",
       "Porsche        17658.333333\n",
       "Volkswagen     16887.864516\n",
       "Mitsubishi     16099.272727\n",
       "Skoda          16028.054054\n",
       "Jaguar         15941.476190\n",
       "Audi           15646.513514\n",
       "Volvo          15502.750000\n",
       "Lexus          15372.500000\n",
       "Seat           15153.488095\n",
       "Ford           15070.244939\n",
       "Toyota         14787.938650\n",
       "Kia            14763.333333\n",
       "Subaru         14395.000000\n",
       "Nissan         14168.265060\n",
       "Abarth         14109.285714\n",
       "BMW            13620.520833\n",
       "Peugeot        13244.630769\n",
       "Mazda          13233.975000\n",
       "Jeep           13110.000000\n",
       "Infiniti       12987.500000\n",
       "Mini           12875.769231\n",
       "Hyundai        12835.336449\n",
       "Chrysler       12495.000000\n",
       "Honda          12427.342857\n",
       "Renault        11903.403846\n",
       "DS             10726.800000\n",
       "Smart          10517.250000\n",
       "Dacia           9830.608696\n",
       "Vauxhall        9709.489712\n",
       "Citroen         9405.947368\n",
       "Suzuki          9241.088235\n",
       "MG              8905.000000\n",
       "Fiat            7117.972222\n",
       "Chevrolet       4746.666667\n",
       "Alfa-Romero     4513.333333"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a pivot table to find the average price per car manufacturer\n",
    "pivot_table = data.pivot_table(values='price', index='manufacturer', aggfunc='mean')\n",
    "result = pivot_table.sort_values('price', ascending = False)\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='age', ylabel='price'>"
      ]
     },
     "execution_count": 19,
     "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": [
    "sns.scatterplot(x='age', y='price', data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is negative correlation between the age and prices of cars. As the age increases, the price reduces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='mileage', ylabel='price'>"
      ]
     },
     "execution_count": 20,
     "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": [
    "sns.scatterplot(x='mileage', y='price', data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is negative correlation between the mileage and prices of the cars. As the number of miles travelled increases, the price reduces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='mileage', ylabel='price'>"
      ]
     },
     "execution_count": 21,
     "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": [
    "sns.scatterplot(x='mileage', y='price', data=data, hue = 'engine')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='age', ylabel='mileage'>"
      ]
     },
     "execution_count": 22,
     "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": [
    "sns.scatterplot(x='age', y='mileage', data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a positive correlation between the mileage and age of the cars. the number of miles travelled increases with age."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='age', ylabel='mileage'>"
      ]
     },
     "execution_count": 23,
     "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": [
    "sns.scatterplot(x='age', y='mileage', data=data, hue = 'engine')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Box Plot of Age')"
      ]
     },
     "execution_count": 24,
     "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": [
    "sns.boxplot(x='age', data = data)\n",
    "plt.title(\"Box Plot of Age\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are still outliers in the data but it's fine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Box Plot of Transmission vs Price')"
      ]
     },
     "execution_count": 25,
     "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": [
    "sns.boxplot(x=\"transmission\", y=\"price\", data=data)\n",
    "plt.title(\"Box Plot of Transmission vs Price\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Box Plot of Engine vs Price')"
      ]
     },
     "execution_count": 26,
     "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": [
    "sns.boxplot(x=\"engine\", y=\"price\", data=data)\n",
    "plt.title(\"Box Plot of Engine vs Price\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(8,4))\n",
    "wordcloud = WordCloud(background_color='White',width=1920,height=1080).generate(\" \".join(data['manufacturer']))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.savefig('../images/cast.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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
}