analyses/back4app_database_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9836c454-1db4-495e-a6f0-0c1f962e6a5e",
   "metadata": {},
   "source": [
    "# back4app Database of U.S. vehicle makes and models (2000-2022)\n",
    "The following analyzes our query of the [back4app.com](https://www.back4app.com/database/back4app/car-make-model-dataset) database, an open-source dataset providing detailed information about motor vehicles manufactured in the US between the years 1992 and 2022."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "14334624-f41a-4952-9f3a-a33eff7a28a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import figure\n",
    "import matplotlib\n",
    "import seaborn as sns\n",
    "\n",
    "matplotlib.rcParams.update({'font.size': 14})\n",
    "pd.set_option('display.max_columns', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bb2590aa-e69e-4c3c-a58c-af166fd58bff",
   "metadata": {},
   "outputs": [],
   "source": [
    "universe = pd.read_csv('../data/make_model_database_mod.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6e1d66b4-d695-4253-9426-b66716a19cbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8274, 5)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "universe.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cd3f4d07-9d41-4f6a-9b23-f3075e31ef0c",
   "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>Make</th>\n",
       "      <th>Detailed Model</th>\n",
       "      <th>Model</th>\n",
       "      <th>Category</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acura</td>\n",
       "      <td>CL</td>\n",
       "      <td>CL</td>\n",
       "      <td>Coupe</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acura</td>\n",
       "      <td>CL</td>\n",
       "      <td>CL</td>\n",
       "      <td>Coupe</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acura</td>\n",
       "      <td>CL</td>\n",
       "      <td>CL</td>\n",
       "      <td>Coupe</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acura</td>\n",
       "      <td>ILX</td>\n",
       "      <td>ILX</td>\n",
       "      <td>Sedan</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acura</td>\n",
       "      <td>ILX</td>\n",
       "      <td>ILX</td>\n",
       "      <td>Sedan</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Make Detailed Model Model Category  Year\n",
       "0  Acura             CL    CL    Coupe  2001\n",
       "1  Acura             CL    CL    Coupe  2002\n",
       "2  Acura             CL    CL    Coupe  2003\n",
       "3  Acura            ILX   ILX    Sedan  2013\n",
       "4  Acura            ILX   ILX    Sedan  2014"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "universe.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa93879d-bdd7-4cd0-9a8c-ef8415e94f66",
   "metadata": {},
   "source": [
    "# Vehicle Makes/Manufacturers\n",
    "The [back4app.com](https://www.back4app.com/database/back4app/car-make-model-dataset) database contains 59 distinct passenger vehicle makes. We drop 4 small vehicle manufacturers (e.g. Fisker, Polestar, Panoz, Rivian), 8 exotic car manufacturers (e.g. Ferrari, Lamborghini, Maserati, Rolls-Royce, McLaren, Bentley, Aston Martin, Lotus), and 7 brands with sparse information in the dataset (e.g. Alfa Romeo, Daewoo, Isuzu, Genesis, Mayback, Plymouth, Oldsmobile), reducing the number of distinct vehicle manufacturers in the data to 40."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fe7e54a5-d940-4e35-a053-467854a322db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Acura', 'Audi', 'BMW', 'Buick', 'Cadillac', 'Chevrolet',\n",
       "       'Chrysler', 'Dodge', 'Fiat', 'Ford', 'GMC', 'HUMMER', 'Honda',\n",
       "       'Hyundai', 'INFINITI', 'Jaguar', 'Jeep', 'Kia', 'Land Rover',\n",
       "       'Lexus', 'Lincoln', 'MINI', 'Mazda', 'Mercedes-Benz', 'Mercury',\n",
       "       'Mitsubishi', 'Nissan', 'Pontiac', 'Porsche', 'RAM', 'Saab',\n",
       "       'Saturn', 'Scion', 'Subaru', 'Suzuki', 'Tesla', 'Toyota',\n",
       "       'Volkswagen', 'Volvo', 'smart'], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "universe.Make.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77ca7647-1859-4d88-a34f-c01e23fed728",
   "metadata": {},
   "source": [
    "# Unique vehicle combinations in database\n",
    "\n",
    "The [back4app.com](https://www.back4app.com/database/back4app/car-make-model-dataset) database is uniquely identified by the make-(detailed-)model-category-year. For example, 2006 BMW Z4 M Convertible or 2017 Audi A5 Sport Coupe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8d14fe09-0641-43b9-94f6-e99273ad988e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8274"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(universe[['Make', 'Detailed Model', 'Category', 'Year']].drop_duplicates())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "17a6ff7e-9b6a-479f-89c5-6a15b8dbda70",
   "metadata": {},
   "outputs": [],
   "source": [
    "assert(universe[['Make', 'Detailed Model', 'Category', 'Year']].duplicated().all() == False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcdda9c7-45cb-4f73-a163-22c6d4a2d405",
   "metadata": {},
   "source": [
    "### Detailed make-model-year combinations (aggregating category)\n",
    "\n",
    "E.g. 2001 Ford F-150 regular cab, 2003 Ford F-250 super cab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fa0e02b4-1675-4ddb-a5a6-e88529b230a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7252"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(universe[['Make', 'Detailed Model', 'Year']].drop_duplicates())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca3b939f-1b6a-4547-98d3-c1e163cdf039",
   "metadata": {},
   "source": [
    "### Aggregated make-model-year combinations (aggregating category & detailed model)\n",
    "\n",
    "E.g. 2001 Ford F-Series, 2003 Ford F-Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "89f9ecce-1ecc-4eec-b635-a122d10956ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5287"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(universe[['Make', 'Model', 'Year']].drop_duplicates())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bd024ae-6c95-42a1-a082-57d51348455e",
   "metadata": {},
   "source": [
    "### Aggregated make-model combinations (aggregating category & detailed models, pooling years)\n",
    "\n",
    "E.g. [Ford F-150 regular cab, Ford F-250 super cab] -> Ford F-Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c28c8b0b-aa0d-424e-95cb-79be835b0a84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "574"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(universe[['Make', 'Model']].drop_duplicates())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b759c6c8-86b0-4c0e-ab91-1c7e668d18eb",
   "metadata": {},
   "source": [
    "# Number of Models per Manufacturer over the Period"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6a6f8224-8e93-4cbf-9d40-3796708e2a94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x1600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "models = universe.groupby(\"Make\")['Model'].nunique().reset_index().rename(columns={'Model': 'Count'})\n",
    "figure(figsize=(10, 20), dpi=80)\n",
    "sns.barplot(data=models, x='Count', y='Make')\n",
    "plt.xlabel(\"Number of Distinct Models\")\n",
    "plt.ylabel(\"Make/Manufacturer\", fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2c97388-082a-4a7b-8b61-0457759c126d",
   "metadata": {},
   "source": [
    "# Number of Models by Manufacturer and Year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9e4339d1-0879-4ba5-82f5-52dede4a87ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "foo = universe[['Make', 'Model', 'Year']].drop_duplicates().groupby(['Make', 'Year'])['Model'].count().reset_index()\n",
    "foo['total_yrs'] = foo.groupby('Make')['Year'].transform('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "469c596a-9eed-42c4-a187-010aa4f16ec3",
   "metadata": {},
   "source": [
    "### Manufacturers with 2022 Models in Data\n",
    "2022 model information is missing for most manufacturers. For those with this information present, only a few models are contained in our data. For that reason we'll drop 2022 from this part of the analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "730895e8-09ac-4b7b-957b-d84927052275",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Acura',\n",
       " 'Chevrolet',\n",
       " 'GMC',\n",
       " 'Honda',\n",
       " 'Hyundai',\n",
       " 'Jeep',\n",
       " 'Kia',\n",
       " 'Mercedes-Benz',\n",
       " 'Mitsubishi',\n",
       " 'Nissan',\n",
       " 'Subaru',\n",
       " 'Volkswagen']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "foo.loc[foo.Year==2022]['Make'].drop_duplicates().tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "90a3ab87-ccb5-4eab-845e-61f6231d2d20",
   "metadata": {},
   "outputs": [],
   "source": [
    "foo = foo.loc[foo.Year < 2022].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9b229207-9d94-4123-b957-c881a17d8961",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This will help us present data in descending order of number of models\n",
    "foo['avg_model_count'] = foo.groupby(['Make'])['Model'].transform('mean')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccea9430-38d7-452f-b30f-e6166aaab108",
   "metadata": {},
   "source": [
    "### Manufacturers Present in all Years (2000-2021/22)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2ee6c01a-fb90-4453-ab91-ffc334c36d67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Acura', 'Audi', 'BMW', 'Buick', 'Cadillac', 'Chevrolet', 'Chrysler', 'Dodge', 'Ford', 'GMC', 'Honda', 'Hyundai', 'INFINITI', 'Jaguar', 'Jeep', 'Kia', 'Land Rover', 'Lexus', 'Lincoln', 'Mazda', 'Mercedes-Benz', 'Mitsubishi', 'Nissan', 'Porsche', 'Subaru', 'Toyota', 'Volkswagen', 'Volvo']\n"
     ]
    }
   ],
   "source": [
    "present_all_yrs = foo.loc[foo.total_yrs>=22]['Make'].drop_duplicates().tolist()\n",
    "print(present_all_yrs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a0f697a7-abda-4cc6-8b57-1252cc7acd91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x5200 with 28 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_yrs = foo.loc[foo.Make.isin(present_all_yrs)]\n",
    "all_yrs = all_yrs.sort_values(by=['avg_model_count', 'Year'], ascending=[False, True]).reset_index(drop=True)\n",
    "\n",
    "fig, ax = plt.subplots(len(present_all_yrs), 1, figsize=(15, 65), dpi=80, sharex=False)\n",
    "lst = all_yrs.Make.unique()\n",
    "for i, make in enumerate(lst):\n",
    "    temp = all_yrs[all_yrs.Make==make][['Year', 'Model']].set_index('Year')\n",
    "    ax[i].plot(temp, label=make)\n",
    "    ax[i].set_title(make)\n",
    "    ax[i].set_ylim(0, 22)\n",
    "fig.tight_layout(pad=2.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c4e15c4-59b1-46f0-acd9-42c77d4c788b",
   "metadata": {},
   "source": [
    "### Manufacturers Not Present in all Years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ee3cfe66-0ed6-46fb-9316-cea683378f93",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Fiat', 'HUMMER', 'MINI', 'Mercury', 'Pontiac', 'RAM', 'Saab', 'Saturn', 'Scion', 'Suzuki', 'Tesla', 'smart']\n"
     ]
    }
   ],
   "source": [
    "not_always_present = foo.loc[foo.total_yrs<22]['Make'].drop_duplicates().tolist()\n",
    "print(not_always_present)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9e9a0bbb-3a7c-4a32-a111-48fefe36abe1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.ticker as mticker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e4932d06-138b-48ef-913e-49995915d8bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x2400 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "not_all_yrs = foo.loc[foo.Make.isin(not_always_present)]\n",
    "not_all_yrs = not_all_yrs.sort_values(by=['avg_model_count', 'Year'], ascending=[False, True]).reset_index(drop=True)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(len(not_always_present), 1, figsize=(15, 30), dpi=80, sharex=False)\n",
    "lst = not_all_yrs.Make.unique()\n",
    "for i, make in enumerate(lst):\n",
    "    temp = not_all_yrs[not_all_yrs.Make==make][['Year', 'Model']].set_index('Year')\n",
    "    ax[i].plot(temp, label=make)\n",
    "    ax[i].set_title(make)\n",
    "    ax[i].set_ylim(0, 10)\n",
    "    ax[i].set_xlim(1999, 2022)\n",
    "    ax[i].set_xticks([int(i) for i in range(2000, 2023, 5)])\n",
    "fig.tight_layout(pad=2.0)"
   ]
  }
 ],
 "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": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}