used-cars-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "daae4f96-143c-46da-8369-c86b841c72d8",
   "metadata": {},
   "source": [
    "We'll use the dataset available at https://www.kaggle.com/austinreese/craigslist-carstrucks-data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "55530aaf-afa2-46b2-bda9-1449e15a33db",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b38d2640-8243-4f4b-a3aa-1ca2eb03b8f5",
   "metadata": {},
   "source": [
    "# Initial data preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6a5a5d31-e728-4063-a473-b923ecae731e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>url</th>\n",
       "      <th>region</th>\n",
       "      <th>region_url</th>\n",
       "      <th>price</th>\n",
       "      <th>year</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>condition</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>...</th>\n",
       "      <th>size</th>\n",
       "      <th>type</th>\n",
       "      <th>paint_color</th>\n",
       "      <th>image_url</th>\n",
       "      <th>description</th>\n",
       "      <th>county</th>\n",
       "      <th>state</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>posting_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7222695916</td>\n",
       "      <td>https://prescott.craigslist.org/cto/d/prescott...</td>\n",
       "      <td>prescott</td>\n",
       "      <td>https://prescott.craigslist.org</td>\n",
       "      <td>6000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>az</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7218891961</td>\n",
       "      <td>https://fayar.craigslist.org/ctd/d/bentonville...</td>\n",
       "      <td>fayetteville</td>\n",
       "      <td>https://fayar.craigslist.org</td>\n",
       "      <td>11900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7221797935</td>\n",
       "      <td>https://keys.craigslist.org/cto/d/summerland-k...</td>\n",
       "      <td>florida keys</td>\n",
       "      <td>https://keys.craigslist.org</td>\n",
       "      <td>21000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7222270760</td>\n",
       "      <td>https://worcester.craigslist.org/cto/d/west-br...</td>\n",
       "      <td>worcester / central MA</td>\n",
       "      <td>https://worcester.craigslist.org</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7210384030</td>\n",
       "      <td>https://greensboro.craigslist.org/cto/d/trinit...</td>\n",
       "      <td>greensboro</td>\n",
       "      <td>https://greensboro.craigslist.org</td>\n",
       "      <td>4900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>nc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id                                                url  \\\n",
       "0  7222695916  https://prescott.craigslist.org/cto/d/prescott...   \n",
       "1  7218891961  https://fayar.craigslist.org/ctd/d/bentonville...   \n",
       "2  7221797935  https://keys.craigslist.org/cto/d/summerland-k...   \n",
       "3  7222270760  https://worcester.craigslist.org/cto/d/west-br...   \n",
       "4  7210384030  https://greensboro.craigslist.org/cto/d/trinit...   \n",
       "\n",
       "                   region                         region_url  price  year  \\\n",
       "0                prescott    https://prescott.craigslist.org   6000   NaN   \n",
       "1            fayetteville       https://fayar.craigslist.org  11900   NaN   \n",
       "2            florida keys        https://keys.craigslist.org  21000   NaN   \n",
       "3  worcester / central MA   https://worcester.craigslist.org   1500   NaN   \n",
       "4              greensboro  https://greensboro.craigslist.org   4900   NaN   \n",
       "\n",
       "  manufacturer model condition cylinders  ... size  type paint_color  \\\n",
       "0          NaN   NaN       NaN       NaN  ...  NaN   NaN         NaN   \n",
       "1          NaN   NaN       NaN       NaN  ...  NaN   NaN         NaN   \n",
       "2          NaN   NaN       NaN       NaN  ...  NaN   NaN         NaN   \n",
       "3          NaN   NaN       NaN       NaN  ...  NaN   NaN         NaN   \n",
       "4          NaN   NaN       NaN       NaN  ...  NaN   NaN         NaN   \n",
       "\n",
       "  image_url description county state lat long posting_date  \n",
       "0       NaN         NaN    NaN    az NaN  NaN          NaN  \n",
       "1       NaN         NaN    NaN    ar NaN  NaN          NaN  \n",
       "2       NaN         NaN    NaN    fl NaN  NaN          NaN  \n",
       "3       NaN         NaN    NaN    ma NaN  NaN          NaN  \n",
       "4       NaN         NaN    NaN    nc NaN  NaN          NaN  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('vehicles.csv')\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2ace4e2a-1490-4074-80b9-c82d89deee76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\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>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>id</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>url</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>region</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>region_url</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>price</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>year</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>manufacturer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>condition</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>cylinders</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>fuel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>odometer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>title_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>transmission</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>VIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>drive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>size</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>type</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>paint_color</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>image_url</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>description</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>county</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>state</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>lat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>long</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>posting_date</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               0\n",
       "0             id\n",
       "1            url\n",
       "2         region\n",
       "3     region_url\n",
       "4          price\n",
       "5           year\n",
       "6   manufacturer\n",
       "7          model\n",
       "8      condition\n",
       "9      cylinders\n",
       "10          fuel\n",
       "11      odometer\n",
       "12  title_status\n",
       "13  transmission\n",
       "14           VIN\n",
       "15         drive\n",
       "16          size\n",
       "17          type\n",
       "18   paint_color\n",
       "19     image_url\n",
       "20   description\n",
       "21        county\n",
       "22         state\n",
       "23           lat\n",
       "24          long\n",
       "25  posting_date"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col_names = pd.DataFrame(df.columns)\n",
    "col_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "236e3e90",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(columns=['url', 'region_url', 'image_url', 'description', 'county'], inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8af0f67",
   "metadata": {},
   "source": [
    "# Vehicles for sale by vehicles type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "80d6eb77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "type\n",
       "SUV            77284\n",
       "bus              517\n",
       "convertible     7731\n",
       "coupe          19204\n",
       "hatchback      16598\n",
       "mini-van        4825\n",
       "offroad          609\n",
       "other          22110\n",
       "pickup         43510\n",
       "sedan          87056\n",
       "truck          35279\n",
       "van             8548\n",
       "wagon          10751\n",
       "Name: id, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "types_count = df.groupby('type')['id'].nunique()\n",
    "types_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0d653f26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "indexes = [i.capitalize() for i in types_count.index]\n",
    "fig = plt.figure(figsize=(14,8))\n",
    "\n",
    "sns.set_style('ticks')\n",
    "plt.grid(True)\n",
    "\n",
    "sns.barplot(x=indexes, y=types_count.values, palette=sns.color_palette('tab10'))\n",
    "sns.despine()\n",
    "\n",
    "plt.title('Number of vehicles for sale by vehicle type\\n', fontdict={'fontsize': 18})\n",
    "plt.xlabel('Vehicle type', fontdict={'fontsize': 16})\n",
    "plt.ylabel('Number of vehicles', fontdict={'fontsize': 16})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc37cf36",
   "metadata": {},
   "source": [
    "# Boxplot of vehicle types prices"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f219f943",
   "metadata": {},
   "source": [
    "Let's remove the outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f6a03e52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "57364.375"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "q1, q3 = np.percentile(df.price, [25, 75])\n",
    "iqr = q3 - q1  # Interquartile range\n",
    "\n",
    "max_value = q3 + 1.5 * iqr\n",
    "max_value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b70f69f2",
   "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>region</th>\n",
       "      <th>price</th>\n",
       "      <th>year</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>condition</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>fuel</th>\n",
       "      <th>odometer</th>\n",
       "      <th>...</th>\n",
       "      <th>transmission</th>\n",
       "      <th>VIN</th>\n",
       "      <th>drive</th>\n",
       "      <th>size</th>\n",
       "      <th>type</th>\n",
       "      <th>paint_color</th>\n",
       "      <th>state</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>posting_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>7316814884</td>\n",
       "      <td>auburn</td>\n",
       "      <td>33590</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>gmc</td>\n",
       "      <td>sierra 1500 crew cab slt</td>\n",
       "      <td>good</td>\n",
       "      <td>8 cylinders</td>\n",
       "      <td>gas</td>\n",
       "      <td>57923.0</td>\n",
       "      <td>...</td>\n",
       "      <td>other</td>\n",
       "      <td>3GTP1VEC4EG551563</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pickup</td>\n",
       "      <td>white</td>\n",
       "      <td>al</td>\n",
       "      <td>32.590</td>\n",
       "      <td>-85.4800</td>\n",
       "      <td>2021-05-04T12:31:18-0500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>7316814758</td>\n",
       "      <td>auburn</td>\n",
       "      <td>22590</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>chevrolet</td>\n",
       "      <td>silverado 1500</td>\n",
       "      <td>good</td>\n",
       "      <td>8 cylinders</td>\n",
       "      <td>gas</td>\n",
       "      <td>71229.0</td>\n",
       "      <td>...</td>\n",
       "      <td>other</td>\n",
       "      <td>1GCSCSE06AZ123805</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pickup</td>\n",
       "      <td>blue</td>\n",
       "      <td>al</td>\n",
       "      <td>32.590</td>\n",
       "      <td>-85.4800</td>\n",
       "      <td>2021-05-04T12:31:08-0500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>7316814989</td>\n",
       "      <td>auburn</td>\n",
       "      <td>39590</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>chevrolet</td>\n",
       "      <td>silverado 1500 crew</td>\n",
       "      <td>good</td>\n",
       "      <td>8 cylinders</td>\n",
       "      <td>gas</td>\n",
       "      <td>19160.0</td>\n",
       "      <td>...</td>\n",
       "      <td>other</td>\n",
       "      <td>3GCPWCED5LG130317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pickup</td>\n",
       "      <td>red</td>\n",
       "      <td>al</td>\n",
       "      <td>32.590</td>\n",
       "      <td>-85.4800</td>\n",
       "      <td>2021-05-04T12:31:25-0500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>7316743432</td>\n",
       "      <td>auburn</td>\n",
       "      <td>30990</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>toyota</td>\n",
       "      <td>tundra double cab sr</td>\n",
       "      <td>good</td>\n",
       "      <td>8 cylinders</td>\n",
       "      <td>gas</td>\n",
       "      <td>41124.0</td>\n",
       "      <td>...</td>\n",
       "      <td>other</td>\n",
       "      <td>5TFRM5F17HX120972</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pickup</td>\n",
       "      <td>red</td>\n",
       "      <td>al</td>\n",
       "      <td>32.590</td>\n",
       "      <td>-85.4800</td>\n",
       "      <td>2021-05-04T10:41:31-0500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>7316356412</td>\n",
       "      <td>auburn</td>\n",
       "      <td>15000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>ford</td>\n",
       "      <td>f-150 xlt</td>\n",
       "      <td>excellent</td>\n",
       "      <td>6 cylinders</td>\n",
       "      <td>gas</td>\n",
       "      <td>128000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>automatic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rwd</td>\n",
       "      <td>full-size</td>\n",
       "      <td>Truck</td>\n",
       "      <td>black</td>\n",
       "      <td>al</td>\n",
       "      <td>32.592</td>\n",
       "      <td>-85.5189</td>\n",
       "      <td>2021-05-03T14:02:03-0500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  region  price    year manufacturer                     model  \\\n",
       "27  7316814884  auburn  33590  2014.0          gmc  sierra 1500 crew cab slt   \n",
       "28  7316814758  auburn  22590  2010.0    chevrolet            silverado 1500   \n",
       "29  7316814989  auburn  39590  2020.0    chevrolet       silverado 1500 crew   \n",
       "30  7316743432  auburn  30990  2017.0       toyota      tundra double cab sr   \n",
       "31  7316356412  auburn  15000  2013.0         ford                 f-150 xlt   \n",
       "\n",
       "    condition    cylinders fuel  odometer  ... transmission  \\\n",
       "27       good  8 cylinders  gas   57923.0  ...        other   \n",
       "28       good  8 cylinders  gas   71229.0  ...        other   \n",
       "29       good  8 cylinders  gas   19160.0  ...        other   \n",
       "30       good  8 cylinders  gas   41124.0  ...        other   \n",
       "31  excellent  6 cylinders  gas  128000.0  ...    automatic   \n",
       "\n",
       "                  VIN drive       size    type paint_color state     lat  \\\n",
       "27  3GTP1VEC4EG551563   NaN        NaN  Pickup       white    al  32.590   \n",
       "28  1GCSCSE06AZ123805   NaN        NaN  Pickup        blue    al  32.590   \n",
       "29  3GCPWCED5LG130317   NaN        NaN  Pickup         red    al  32.590   \n",
       "30  5TFRM5F17HX120972   NaN        NaN  Pickup         red    al  32.590   \n",
       "31                NaN   rwd  full-size   Truck       black    al  32.592   \n",
       "\n",
       "       long              posting_date  \n",
       "27 -85.4800  2021-05-04T12:31:18-0500  \n",
       "28 -85.4800  2021-05-04T12:31:08-0500  \n",
       "29 -85.4800  2021-05-04T12:31:25-0500  \n",
       "30 -85.4800  2021-05-04T10:41:31-0500  \n",
       "31 -85.5189  2021-05-03T14:02:03-0500  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter the prices that are smaller than the max_value\n",
    "# This way, we remove the high outliers\n",
    "\n",
    "plot_df = df[df.price <= max_value].dropna(subset=['type'])\n",
    "plot_df['type'] = plot_df.type.str.capitalize()\n",
    "plot_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e95f9308",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "plt.figure(figsize=(18, 9))\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "sns.boxplot(x='type', y='price', data=plot_df, palette=sns.color_palette('tab10'))\n",
    "\n",
    "plt.title('Vehicles prices by type\\n', fontdict={'fontsize': 18})\n",
    "plt.xlabel('Vehicle type', fontdict={'fontsize': 16})\n",
    "plt.ylabel('Vehicle price', fontdict={'fontsize': 16})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7de10d48",
   "metadata": {},
   "source": [
    "# Vehicle distribution by year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "75c744ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1152x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "plt.figure(figsize=(16, 8))\n",
    "\n",
    "sns.set_style('ticks')\n",
    "sns.displot(df, x='year', binwidth=3, height=7, stat='percent', color='green', kde=True)\n",
    "\n",
    "plt.title('Distribution of cars for sale', fontdict={'fontsize': 18})\n",
    "plt.xlabel('Year', fontdict={'fontsize': 16})\n",
    "plt.ylabel('Percent', fontdict={'fontsize': 16})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "043a72b5",
   "metadata": {},
   "source": [
    "# Number of vehicles by brand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7dfacdfb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "manufacturer\n",
       "ford               70985\n",
       "chevrolet          55064\n",
       "toyota             34202\n",
       "honda              21269\n",
       "nissan             19067\n",
       "jeep               19014\n",
       "ram                18342\n",
       "gmc                16785\n",
       "bmw                14699\n",
       "dodge              13707\n",
       "mercedes-benz      11817\n",
       "hyundai            10338\n",
       "subaru              9495\n",
       "volkswagen          9345\n",
       "kia                 8457\n",
       "lexus               8200\n",
       "audi                7573\n",
       "cadillac            6953\n",
       "chrysler            6031\n",
       "acura               5978\n",
       "buick               5501\n",
       "mazda               5427\n",
       "infiniti            4802\n",
       "lincoln             4220\n",
       "volvo               3374\n",
       "mitsubishi          3292\n",
       "mini                2376\n",
       "pontiac             2288\n",
       "rover               2113\n",
       "jaguar              1946\n",
       "porsche             1384\n",
       "mercury             1184\n",
       "saturn              1090\n",
       "alfa-romeo           897\n",
       "tesla                868\n",
       "fiat                 792\n",
       "harley-davidson      153\n",
       "ferrari               95\n",
       "datsun                63\n",
       "aston-martin          24\n",
       "land rover            21\n",
       "morgan                 3\n",
       "Name: id, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brand_count = df.groupby('manufacturer')['id'].nunique().sort_values(ascending=False)\n",
    "brand_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5ae0b4a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "indexes = [i.capitalize() for i in brand_count.index]\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(20, 12))\n",
    "\n",
    "sns.set_style('ticks')\n",
    "sns.barplot(x=brand_count.values, y=indexes, palette=sns.light_palette('darkred', reverse=True, n_colors=len(brand_count)))\n",
    "plt.grid(True)\n",
    "\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.title('Number of vehicles by manufacturer\\n', fontdict={'fontsize': 18})\n",
    "plt.ylabel('Manufacturer', fontdict={'fontsize': 16})\n",
    "plt.xlabel('Number of vehicles', fontdict={'fontsize': 16})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef023db5",
   "metadata": {},
   "source": [
    "# Vehicle average price by vehicle type and transmission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bf40cbc9",
   "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>type</th>\n",
       "      <th>transmission</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SUV</td>\n",
       "      <td>automatic</td>\n",
       "      <td>11999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SUV</td>\n",
       "      <td>manual</td>\n",
       "      <td>11537.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SUV</td>\n",
       "      <td>other</td>\n",
       "      <td>29590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bus</td>\n",
       "      <td>automatic</td>\n",
       "      <td>12000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bus</td>\n",
       "      <td>manual</td>\n",
       "      <td>4000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>bus</td>\n",
       "      <td>other</td>\n",
       "      <td>6900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>convertible</td>\n",
       "      <td>automatic</td>\n",
       "      <td>13995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>convertible</td>\n",
       "      <td>manual</td>\n",
       "      <td>12978.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>convertible</td>\n",
       "      <td>other</td>\n",
       "      <td>26990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>coupe</td>\n",
       "      <td>automatic</td>\n",
       "      <td>11900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>coupe</td>\n",
       "      <td>manual</td>\n",
       "      <td>14200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>coupe</td>\n",
       "      <td>other</td>\n",
       "      <td>32990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>hatchback</td>\n",
       "      <td>automatic</td>\n",
       "      <td>7998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>hatchback</td>\n",
       "      <td>manual</td>\n",
       "      <td>6500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>hatchback</td>\n",
       "      <td>other</td>\n",
       "      <td>19590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>mini-van</td>\n",
       "      <td>automatic</td>\n",
       "      <td>6988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>mini-van</td>\n",
       "      <td>manual</td>\n",
       "      <td>4995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>mini-van</td>\n",
       "      <td>other</td>\n",
       "      <td>9500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>offroad</td>\n",
       "      <td>automatic</td>\n",
       "      <td>14000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>offroad</td>\n",
       "      <td>manual</td>\n",
       "      <td>10000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>offroad</td>\n",
       "      <td>other</td>\n",
       "      <td>51693.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>other</td>\n",
       "      <td>automatic</td>\n",
       "      <td>15950.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>other</td>\n",
       "      <td>manual</td>\n",
       "      <td>12950.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>other</td>\n",
       "      <td>other</td>\n",
       "      <td>31590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>pickup</td>\n",
       "      <td>automatic</td>\n",
       "      <td>24297.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>pickup</td>\n",
       "      <td>manual</td>\n",
       "      <td>10000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>pickup</td>\n",
       "      <td>other</td>\n",
       "      <td>30990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>sedan</td>\n",
       "      <td>automatic</td>\n",
       "      <td>8250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>sedan</td>\n",
       "      <td>manual</td>\n",
       "      <td>6990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>sedan</td>\n",
       "      <td>other</td>\n",
       "      <td>24990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>truck</td>\n",
       "      <td>automatic</td>\n",
       "      <td>22000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>truck</td>\n",
       "      <td>manual</td>\n",
       "      <td>9997.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>truck</td>\n",
       "      <td>other</td>\n",
       "      <td>18000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>van</td>\n",
       "      <td>automatic</td>\n",
       "      <td>14500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>van</td>\n",
       "      <td>manual</td>\n",
       "      <td>12000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>van</td>\n",
       "      <td>other</td>\n",
       "      <td>25590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>wagon</td>\n",
       "      <td>automatic</td>\n",
       "      <td>9995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>wagon</td>\n",
       "      <td>manual</td>\n",
       "      <td>7995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>wagon</td>\n",
       "      <td>other</td>\n",
       "      <td>18990.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           type transmission    price\n",
       "0           SUV    automatic  11999.0\n",
       "1           SUV       manual  11537.0\n",
       "2           SUV        other  29590.0\n",
       "3           bus    automatic  12000.0\n",
       "4           bus       manual   4000.0\n",
       "5           bus        other   6900.0\n",
       "6   convertible    automatic  13995.0\n",
       "7   convertible       manual  12978.5\n",
       "8   convertible        other  26990.0\n",
       "9         coupe    automatic  11900.0\n",
       "10        coupe       manual  14200.0\n",
       "11        coupe        other  32990.0\n",
       "12    hatchback    automatic   7998.0\n",
       "13    hatchback       manual   6500.0\n",
       "14    hatchback        other  19590.0\n",
       "15     mini-van    automatic   6988.0\n",
       "16     mini-van       manual   4995.0\n",
       "17     mini-van        other   9500.0\n",
       "18      offroad    automatic  14000.0\n",
       "19      offroad       manual  10000.0\n",
       "20      offroad        other  51693.0\n",
       "21        other    automatic  15950.0\n",
       "22        other       manual  12950.0\n",
       "23        other        other  31590.0\n",
       "24       pickup    automatic  24297.5\n",
       "25       pickup       manual  10000.0\n",
       "26       pickup        other  30990.0\n",
       "27        sedan    automatic   8250.0\n",
       "28        sedan       manual   6990.0\n",
       "29        sedan        other  24990.0\n",
       "30        truck    automatic  22000.0\n",
       "31        truck       manual   9997.0\n",
       "32        truck        other  18000.0\n",
       "33          van    automatic  14500.0\n",
       "34          van       manual  12000.0\n",
       "35          van        other  25590.0\n",
       "36        wagon    automatic   9995.0\n",
       "37        wagon       manual   7995.0\n",
       "38        wagon        other  18990.0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prices_df = df.groupby(['type', 'transmission'])['price'].median()\n",
    "prices_df = prices_df.reset_index()\n",
    "prices_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1b5680fd",
   "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>Type</th>\n",
       "      <th>Transmission</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Suv</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>11999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Suv</td>\n",
       "      <td>Manual</td>\n",
       "      <td>11537.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Suv</td>\n",
       "      <td>Other</td>\n",
       "      <td>29590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bus</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>12000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bus</td>\n",
       "      <td>Manual</td>\n",
       "      <td>4000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Bus</td>\n",
       "      <td>Other</td>\n",
       "      <td>6900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Convertible</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>13995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Convertible</td>\n",
       "      <td>Manual</td>\n",
       "      <td>12978.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Convertible</td>\n",
       "      <td>Other</td>\n",
       "      <td>26990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Coupe</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>11900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Coupe</td>\n",
       "      <td>Manual</td>\n",
       "      <td>14200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Coupe</td>\n",
       "      <td>Other</td>\n",
       "      <td>32990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Hatchback</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>7998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Hatchback</td>\n",
       "      <td>Manual</td>\n",
       "      <td>6500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Hatchback</td>\n",
       "      <td>Other</td>\n",
       "      <td>19590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Mini-van</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>6988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Mini-van</td>\n",
       "      <td>Manual</td>\n",
       "      <td>4995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Mini-van</td>\n",
       "      <td>Other</td>\n",
       "      <td>9500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Offroad</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>14000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Offroad</td>\n",
       "      <td>Manual</td>\n",
       "      <td>10000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Offroad</td>\n",
       "      <td>Other</td>\n",
       "      <td>51693.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Other</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>15950.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Other</td>\n",
       "      <td>Manual</td>\n",
       "      <td>12950.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>31590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Pickup</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>24297.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Pickup</td>\n",
       "      <td>Manual</td>\n",
       "      <td>10000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Pickup</td>\n",
       "      <td>Other</td>\n",
       "      <td>30990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Sedan</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>8250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Sedan</td>\n",
       "      <td>Manual</td>\n",
       "      <td>6990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Sedan</td>\n",
       "      <td>Other</td>\n",
       "      <td>24990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Truck</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>22000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Truck</td>\n",
       "      <td>Manual</td>\n",
       "      <td>9997.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Truck</td>\n",
       "      <td>Other</td>\n",
       "      <td>18000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Van</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>14500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Van</td>\n",
       "      <td>Manual</td>\n",
       "      <td>12000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Van</td>\n",
       "      <td>Other</td>\n",
       "      <td>25590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Wagon</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>9995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Wagon</td>\n",
       "      <td>Manual</td>\n",
       "      <td>7995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Wagon</td>\n",
       "      <td>Other</td>\n",
       "      <td>18990.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Type Transmission    Price\n",
       "0           Suv    Automatic  11999.0\n",
       "1           Suv       Manual  11537.0\n",
       "2           Suv        Other  29590.0\n",
       "3           Bus    Automatic  12000.0\n",
       "4           Bus       Manual   4000.0\n",
       "5           Bus        Other   6900.0\n",
       "6   Convertible    Automatic  13995.0\n",
       "7   Convertible       Manual  12978.5\n",
       "8   Convertible        Other  26990.0\n",
       "9         Coupe    Automatic  11900.0\n",
       "10        Coupe       Manual  14200.0\n",
       "11        Coupe        Other  32990.0\n",
       "12    Hatchback    Automatic   7998.0\n",
       "13    Hatchback       Manual   6500.0\n",
       "14    Hatchback        Other  19590.0\n",
       "15     Mini-van    Automatic   6988.0\n",
       "16     Mini-van       Manual   4995.0\n",
       "17     Mini-van        Other   9500.0\n",
       "18      Offroad    Automatic  14000.0\n",
       "19      Offroad       Manual  10000.0\n",
       "20      Offroad        Other  51693.0\n",
       "21        Other    Automatic  15950.0\n",
       "22        Other       Manual  12950.0\n",
       "23        Other        Other  31590.0\n",
       "24       Pickup    Automatic  24297.5\n",
       "25       Pickup       Manual  10000.0\n",
       "26       Pickup        Other  30990.0\n",
       "27        Sedan    Automatic   8250.0\n",
       "28        Sedan       Manual   6990.0\n",
       "29        Sedan        Other  24990.0\n",
       "30        Truck    Automatic  22000.0\n",
       "31        Truck       Manual   9997.0\n",
       "32        Truck        Other  18000.0\n",
       "33          Van    Automatic  14500.0\n",
       "34          Van       Manual  12000.0\n",
       "35          Van        Other  25590.0\n",
       "36        Wagon    Automatic   9995.0\n",
       "37        Wagon       Manual   7995.0\n",
       "38        Wagon        Other  18990.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Preparing DataFrame for plotting\n",
    "prices_df = prices_df.rename(columns={'type': 'Type', 'transmission': 'Transmission', 'price': 'Price'})\n",
    "prices_df['Type'] = prices_df['Type'].str.capitalize()\n",
    "prices_df['Transmission'] = prices_df['Transmission'].str.capitalize()\n",
    "prices_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4932ba81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1296x864 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "plt.figure(figsize=(18, 12))\n",
    "\n",
    "\n",
    "sns.set(font_scale=1.4)\n",
    "sns.set_style('ticks')\n",
    "\n",
    "sns.catplot(data=prices_df, kind='bar', x='Type', y='Price', hue='Transmission',\n",
    "    palette=sns.color_palette('tab10'),\n",
    "    height=10, aspect=2,\n",
    "    legend_out=False)\n",
    "\n",
    "plt.grid(True, axis='y')\n",
    "plt.title('Vehicles average price by vehicle type and transmission\\n', fontdict={'fontsize': 25.2})\n",
    "plt.xlabel('Vehicle type', fontdict={'fontsize': 22.4})\n",
    "plt.ylabel('Average Price', fontdict={'fontsize': 22.4})\n",
    "\n",
    "#plt.show()\n",
    "plt.savefig('5.svg', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f068b0c",
   "metadata": {},
   "source": [
    "# Average price by manufacturer and vehicle type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c935b432",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "manufacturer  type     \n",
       "acura         SUV          21590.0\n",
       "              coupe         4500.0\n",
       "              hatchback     4750.0\n",
       "              mini-van      3999.0\n",
       "              other        37590.0\n",
       "                            ...   \n",
       "volvo         offroad       4995.0\n",
       "              other        31990.0\n",
       "              sedan        18990.0\n",
       "              truck        20500.0\n",
       "              wagon         8000.0\n",
       "Name: price, Length: 396, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prices_df = df.groupby(['manufacturer', 'type'])['price'].median()\n",
    "prices_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d5ca8ab3",
   "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>manufacturer</th>\n",
       "      <th>type</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>acura</td>\n",
       "      <td>SUV</td>\n",
       "      <td>21590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>acura</td>\n",
       "      <td>coupe</td>\n",
       "      <td>4500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>acura</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>4750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>acura</td>\n",
       "      <td>mini-van</td>\n",
       "      <td>3999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>acura</td>\n",
       "      <td>other</td>\n",
       "      <td>37590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>volvo</td>\n",
       "      <td>offroad</td>\n",
       "      <td>4995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>volvo</td>\n",
       "      <td>other</td>\n",
       "      <td>31990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>volvo</td>\n",
       "      <td>sedan</td>\n",
       "      <td>18990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>volvo</td>\n",
       "      <td>truck</td>\n",
       "      <td>20500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>volvo</td>\n",
       "      <td>wagon</td>\n",
       "      <td>8000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>396 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    manufacturer       type    price\n",
       "0          acura        SUV  21590.0\n",
       "1          acura      coupe   4500.0\n",
       "2          acura  hatchback   4750.0\n",
       "3          acura   mini-van   3999.0\n",
       "4          acura      other  37590.0\n",
       "..           ...        ...      ...\n",
       "391        volvo    offroad   4995.0\n",
       "392        volvo      other  31990.0\n",
       "393        volvo      sedan  18990.0\n",
       "394        volvo      truck  20500.0\n",
       "395        volvo      wagon   8000.0\n",
       "\n",
       "[396 rows x 3 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prices_df = prices_df.reset_index()\n",
    "prices_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e048055a",
   "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>Type</th>\n",
       "      <th>Bus</th>\n",
       "      <th>Convertible</th>\n",
       "      <th>Coupe</th>\n",
       "      <th>Hatchback</th>\n",
       "      <th>Mini-van</th>\n",
       "      <th>Offroad</th>\n",
       "      <th>Other</th>\n",
       "      <th>Pickup</th>\n",
       "      <th>Sedan</th>\n",
       "      <th>Suv</th>\n",
       "      <th>Truck</th>\n",
       "      <th>Van</th>\n",
       "      <th>Wagon</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Manufacturer</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Acura</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>4750.0</td>\n",
       "      <td>3999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15590.0</td>\n",
       "      <td>21590.0</td>\n",
       "      <td>10900.0</td>\n",
       "      <td>7600.0</td>\n",
       "      <td>15590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alfa-romeo</th>\n",
       "      <td>0.0</td>\n",
       "      <td>8750.0</td>\n",
       "      <td>21900.0</td>\n",
       "      <td>29990.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30850.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28620.0</td>\n",
       "      <td>28163.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aston-martin</th>\n",
       "      <td>0.0</td>\n",
       "      <td>42747.5</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74991.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Audi</th>\n",
       "      <td>0.0</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>29990.0</td>\n",
       "      <td>21831.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>31990.0</td>\n",
       "      <td>17995.0</td>\n",
       "      <td>23999.0</td>\n",
       "      <td>20495.0</td>\n",
       "      <td>14995.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bmw</th>\n",
       "      <td>18495.0</td>\n",
       "      <td>15800.0</td>\n",
       "      <td>21116.0</td>\n",
       "      <td>18900.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14999.0</td>\n",
       "      <td>15998.0</td>\n",
       "      <td>7625.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>17993.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Type              Bus  Convertible    Coupe  Hatchback  Mini-van  Offroad  \\\n",
       "Manufacturer                                                                \n",
       "Acura             0.0          0.0   4500.0     4750.0    3999.0      0.0   \n",
       "Alfa-romeo        0.0       8750.0  21900.0    29990.0       0.0      0.0   \n",
       "Aston-martin      0.0      42747.5   1947.0        0.0       0.0      0.0   \n",
       "Audi              0.0      15000.0  29990.0    21831.0       0.0      0.0   \n",
       "Bmw           18495.0      15800.0  21116.0    18900.0       0.0      0.0   \n",
       "\n",
       "Type            Other   Pickup    Sedan      Suv    Truck     Van    Wagon  \n",
       "Manufacturer                                                                \n",
       "Acura         37590.0      0.0  15590.0  21590.0  10900.0  7600.0  15590.0  \n",
       "Alfa-romeo    30850.0      0.0  28620.0  28163.0      0.0     0.0  27995.0  \n",
       "Aston-martin      0.0      0.0  74991.0      0.0      0.0     0.0      0.0  \n",
       "Audi          31990.0  17995.0  23999.0  20495.0  14995.0     0.0  26590.0  \n",
       "Bmw           30590.0      0.0  14999.0  15998.0   7625.0   384.0  17993.0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare data for plotting\n",
    "\n",
    "prices_df = prices_df.rename(columns={'manufacturer': 'Manufacturer', 'type': 'Type', 'price': 'Price'})\n",
    "prices_df['Manufacturer'] = prices_df['Manufacturer'].str.capitalize()\n",
    "prices_df['Type'] = prices_df['Type'].str.capitalize()\n",
    "prices_df = prices_df.pivot('Manufacturer', 'Type', 'Price')\n",
    "prices_df.fillna(value=0, inplace=True)\n",
    "prices_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "381da9e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x1584 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "\n",
    "plt.figure(figsize=(18, 22))\n",
    "\n",
    "sns.set(font_scale=1)\n",
    "\n",
    "sns.heatmap(data=prices_df, linewidths=0.5,\n",
    "    annot=True, fmt='g', annot_kws={\"fontsize\":10},\n",
    "    cmap=sns.color_palette(\"rocket_r\", as_cmap=True))\n",
    "\n",
    "plt.title('Average price by manufacturer and vehicle type\\n', fontdict={'fontsize': 18})\n",
    "plt.xlabel('Vehicle type', fontdict={'fontsize': 16})\n",
    "plt.ylabel('Manufacturer', fontdict={'fontsize': 16})\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}