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An automotive repair exploratory data analysis Python and Jupyter Notebook project. Relies on proprietary repair data ranging from 2002 to 2021. Partially incomplete
Date TicketType Total Mileage ModYear Make Model
2002-10-31 08:59:00 Invoice 5.00 37032 2001 DODGE CARAVAN -GRAND CARAVAN
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{
"cells": [
{
"cell_type": "code",
"execution_count": 169,
"id": "4d67132d",
"metadata": {},
"outputs": [],
"source": [
"# Produced: Sat Dec 31 2022\n",
"# Author: Alec M.\n",
"# GitHub: https://amattu.com/links/github\n",
"# Copyright: (C) 2022 Alec M.\n",
"# License: License GNU Affero General Public License v3.0\n",
"# \n",
"# This program is free software: you can redistribute it and/or modify\n",
"# it under the terms of the GNU Affero General Public License as published by\n",
"# the Free Software Foundation, either version 3 of the License, or\n",
"# (at your option) any later version.\n",
"# \n",
"# This program is distributed in the hope that it will be useful,\n",
"# but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
"# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n",
"# GNU Affero General Public License for more details.\n",
"# \n",
"# You should have received a copy of the GNU Affero General Public License\n",
"# along with this program. If not, see <http://www.gnu.org/licenses/>."
]
},
{
"cell_type": "code",
"execution_count": 170,
"id": "4fabb56f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>\n",
"table {\n",
" float: left;\n",
" display: block;\n",
"}\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%html\n",
"<style>\n",
"table {\n",
" float: left;\n",
" display: block;\n",
"}\n",
"</style>"
]
},
{
"cell_type": "markdown",
"id": "9d7c9c16",
"metadata": {},
"source": [
"# Automotive Repair EDA\n",
"\n",
"This is an exploratory data analysis using a proprietary and anonymized dataset extracted from an automotive repair facility operating since 2002. The goal is to extract insights from the repair data, particularly revolving around repair costs and vehicle mileage.\n",
"\n",
"|Description|Date|\n",
"|:-:|:-|\n",
"|Project Created|October 24th, 2021|\n",
"|Dataset Updated|December 31st, 2022|"
]
},
{
"cell_type": "markdown",
"id": "9471599c",
"metadata": {},
"source": [
"## Step 0 - Preparation"
]
},
{
"cell_type": "code",
"execution_count": 171,
"id": "e6f71d50",
"metadata": {},
"outputs": [],
"source": [
"# Import Libraries\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.preprocessing import minmax_scale"
]
},
{
"cell_type": "code",
"execution_count": 172,
"id": "19ef7993",
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"dataset.csv\", header = 0)"
]
},
{
"cell_type": "code",
"execution_count": 173,
"id": "3a730656",
"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>Date</th>\n",
" <th>TicketType</th>\n",
" <th>Total</th>\n",
" <th>Mileage</th>\n",
" <th>ModYear</th>\n",
" <th>Make</th>\n",
" <th>Model</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2002-10-31 08:59:00</td>\n",
" <td>Invoice</td>\n",
" <td>5.00</td>\n",
" <td>37032</td>\n",
" <td>2001</td>\n",
" <td>DODGE</td>\n",
" <td>CARAVAN -GRAND CARAVAN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2002-10-31 09:11:00</td>\n",
" <td>Invoice</td>\n",
" <td>232.00</td>\n",
" <td>73475</td>\n",
" <td>1997</td>\n",
" <td>TOYOTA</td>\n",
" <td>CAMRY FWD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2002-10-31 10:32:00</td>\n",
" <td>Invoice</td>\n",
" <td>22.00</td>\n",
" <td>89254</td>\n",
" <td>1996</td>\n",
" <td>SATURN</td>\n",
" <td>S SERIES</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2002-10-31 11:28:00</td>\n",
" <td>Invoice</td>\n",
" <td>49.95</td>\n",
" <td>51470</td>\n",
" <td>1999</td>\n",
" <td>FORD</td>\n",
" <td>RANGER</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2002-10-31 15:23:00</td>\n",
" <td>Invoice</td>\n",
" <td>850.20</td>\n",
" <td>68480</td>\n",
" <td>1998</td>\n",
" <td>MITSUBISHI</td>\n",
" <td>ECLIPSE</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date TicketType Total Mileage ModYear Make \\\n",
"0 2002-10-31 08:59:00 Invoice 5.00 37032 2001 DODGE \n",
"1 2002-10-31 09:11:00 Invoice 232.00 73475 1997 TOYOTA \n",
"2 2002-10-31 10:32:00 Invoice 22.00 89254 1996 SATURN \n",
"3 2002-10-31 11:28:00 Invoice 49.95 51470 1999 FORD \n",
"4 2002-10-31 15:23:00 Invoice 850.20 68480 1998 MITSUBISHI \n",
"\n",
" Model \n",
"0 CARAVAN -GRAND CARAVAN \n",
"1 CAMRY FWD \n",
"2 S SERIES \n",
"3 RANGER \n",
"4 ECLIPSE "
]
},
"execution_count": 173,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 174,
"id": "1163d45e",
"metadata": {},
"outputs": [],
"source": [
"# Fix date column type\n",
"df['Date'] = pd.to_datetime(df['Date'])"
]
},
{
"cell_type": "code",
"execution_count": 175,
"id": "9d9bb2e0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 54892 entries, 0 to 54891\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Date 54892 non-null datetime64[ns]\n",
" 1 TicketType 54892 non-null object \n",
" 2 Total 54892 non-null float64 \n",
" 3 Mileage 54892 non-null int64 \n",
" 4 ModYear 54892 non-null int64 \n",
" 5 Make 54884 non-null object \n",
" 6 Model 54892 non-null object \n",
"dtypes: datetime64[ns](1), float64(1), int64(2), object(3)\n",
"memory usage: 2.9+ MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 176,
"id": "bd541266",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['DODGE', 'TOYOTA', 'SATURN', 'FORD', 'MITSUBISHI', 'NISSAN',\n",
" 'CHRYSLER', 'BMW', 'HONDA', 'PONTIAC', 'LEXUS', 'JEEP',\n",
" 'CHEVROLET', 'VOLKSWAGEN', 'ACURA', 'PLYMOUTH', 'MERCURY',\n",
" 'INFINITI', 'LINCOLN', 'MAZDA', 'HYUNDAI', 'GMC LIGHT TRUCK',\n",
" 'VOLVO', 'CADILLAC', 'SUBARU', 'MERCEDES', 'AUDI', 'BUICK', 'SAAB',\n",
" 'ISUZU', 'OLDSMOBILE', 'SUZUKI', 'LAND ROVER', 'KIA', 'DAEWOO',\n",
" 'GMC - LIGHT TRUCK', 'JAGUAR', 'PORSCHE', 'MERCEDES-BENZ',\n",
" 'IMPALA', 'SIENNA LE', 'GMC', 'TAURUS SE', 'VOLKSWAGON',\n",
" 'ROLLS ROYCE', 'SCION', 'TRAILER', 'ALTIMA 2.5S', 'MATRIX',\n",
" 'RX350', 'CARAVAN SXT', 'EDGE', 'IMPALA LTZ', 'EDGE LIMITED',\n",
" 'A7 PRESTIGE AWD', 'GRAND CHEROKEE LMT 4X4', 'MERCADES-BENS',\n",
" 'NISSAN HD TRUCK', 'MERCEDES BENZ', 'FIAT', 'CHEVY',\n",
" 'INTERNATIONAL', 'FORD HD TRUCK', 'PARTS', 'TESLA', nan, 'VW',\n",
" 'RAM', 'SUBURU', 'HUMMER', 'MINI', 'ALFA ROMEO',\n",
" 'BIG TEX MANUFACTURING', 'GENESIS'], dtype=object)"
]
},
"execution_count": 176,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.Make.unique()"
]
},
{
"cell_type": "code",
"execution_count": 177,
"id": "0d3bd4dc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['DODGE', 'TOYOTA', 'SATURN', 'FORD', 'MITSUBISHI', 'NISSAN',\n",
" 'CHRYSLER', 'BMW', 'HONDA', 'PONTIAC', 'LEXUS', 'JEEP',\n",
" 'CHEVROLET', 'VOLKSWAGEN', 'ACURA', 'PLYMOUTH', 'MERCURY',\n",
" 'INFINITI', 'LINCOLN', 'MAZDA', 'HYUNDAI', 'GMC LIGHT TRUCK',\n",
" 'VOLVO', 'CADILLAC', 'SUBARU', 'MERCEDES', 'AUDI', 'BUICK', 'SAAB',\n",
" 'ISUZU', 'OLDSMOBILE', 'SUZUKI', 'LAND ROVER', 'KIA', 'DAEWOO',\n",
" 'GMC - LIGHT TRUCK', 'JAGUAR', 'PORSCHE', 'IMPALA', 'SIENNA LE',\n",
" 'GMC', 'TAURUS SE', 'VOLKSWAGON', 'ROLLS ROYCE', 'SCION',\n",
" 'TRAILER', 'ALTIMA 2.5S', 'MATRIX', 'RX350', 'CARAVAN SXT', 'EDGE',\n",
" 'IMPALA LTZ', 'EDGE LIMITED', 'A7 PRESTIGE AWD',\n",
" 'GRAND CHEROKEE LMT 4X4', 'NISSAN HD TRUCK', 'FIAT', 'CHEVY',\n",
" 'INTERNATIONAL', 'FORD HD TRUCK', 'PARTS', 'TESLA', nan, 'VW',\n",
" 'RAM', 'SUBURU', 'HUMMER', 'MINI', 'ALFA ROMEO',\n",
" 'BIG TEX MANUFACTURING', 'GENESIS'], dtype=object)"
]
},
"execution_count": 177,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.Make.replace(\"MERCEDES-BENZ\", \"MERCEDES\", regex = True, inplace = True)\n",
"df.Make.replace(\"MERCEDES BENZ\", \"MERCEDES\", regex = True, inplace = True)\n",
"df.Make.replace(\"MERCADES-BENZ\", \"MERCEDES\", regex = True, inplace = True)\n",
"df.Make.replace(\"MERCADES-BENS\", \"MERCEDES\", regex = True, inplace = True)\n",
"df.Make.unique()"
]
},
{
"cell_type": "markdown",
"id": "6f798797",
"metadata": {},
"source": [
"## Step 1 -- Introductory Data Analysis"
]
},
{
"cell_type": "code",
"execution_count": 178,
"id": "88ecd56a",
"metadata": {
"scrolled": true
},
"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>Total</th>\n",
" <th>Mileage</th>\n",
" <th>ModYear</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>54892.000000</td>\n",
" <td>5.489200e+04</td>\n",
" <td>54892.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>257.689537</td>\n",
" <td>9.974188e+04</td>\n",
" <td>2005.464949</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>403.623763</td>\n",
" <td>6.113003e+04</td>\n",
" <td>7.282365</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-282.810000</td>\n",
" <td>0.000000e+00</td>\n",
" <td>1950.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>40.110000</td>\n",
" <td>5.510475e+04</td>\n",
" <td>2001.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>116.465000</td>\n",
" <td>9.386700e+04</td>\n",
" <td>2005.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>347.350000</td>\n",
" <td>1.366522e+05</td>\n",
" <td>2010.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>25650.000000</td>\n",
" <td>2.662311e+06</td>\n",
" <td>2022.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Total Mileage ModYear\n",
"count 54892.000000 5.489200e+04 54892.000000\n",
"mean 257.689537 9.974188e+04 2005.464949\n",
"std 403.623763 6.113003e+04 7.282365\n",
"min -282.810000 0.000000e+00 1950.000000\n",
"25% 40.110000 5.510475e+04 2001.000000\n",
"50% 116.465000 9.386700e+04 2005.000000\n",
"75% 347.350000 1.366522e+05 2010.000000\n",
"max 25650.000000 2.662311e+06 2022.000000"
]
},
"execution_count": 178,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 179,
"id": "c227da16",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2008 3350\n",
"2005 3288\n",
"2007 3201\n",
"2006 3149\n",
"2004 3124\n",
"2003 3073\n",
"2001 3034\n",
"2002 3014\n",
"2000 2950\n",
"1999 2684\n",
"2010 2527\n",
"2011 2286\n",
"2013 2280\n",
"2012 1857\n",
"2014 1814\n",
"1998 1782\n",
"2015 1751\n",
"2009 1542\n",
"1997 1260\n",
"2016 1159\n",
"2017 1051\n",
"1995 818\n",
"1996 746\n",
"2018 658\n",
"1994 589\n",
"2019 409\n",
"1992 346\n",
"1993 318\n",
"1950 249\n",
"2020 128\n",
"1991 106\n",
"1989 84\n",
"1990 58\n",
"2021 48\n",
"1987 46\n",
"1988 37\n",
"1986 16\n",
"1985 15\n",
"1984 13\n",
"1977 11\n",
"2022 4\n",
"1979 3\n",
"1982 3\n",
"1966 2\n",
"1983 2\n",
"1978 2\n",
"1975 1\n",
"1968 1\n",
"1960 1\n",
"1981 1\n",
"1972 1\n",
"Name: ModYear, dtype: int64"
]
},
"execution_count": 179,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['ModYear'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 180,
"id": "45b044f5",
"metadata": {},
"outputs": [],
"source": [
"# Drop outliers\n",
"df.drop(df[(df.Total > 7500) | (df.Total < 0)].index, inplace = True)\n",
"df.drop(df[(df.Mileage > 550000) | (df.Mileage <= 0)].index, inplace = True)\n",
"df.drop(df[df.ModYear <= 1950].index, inplace = True) # 1950 is the default Model Year when not inputted"
]
},
{
"cell_type": "code",
"execution_count": 181,
"id": "47843cb6",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 750x750 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(df);"
]
},
{
"cell_type": "code",
"execution_count": 182,
"id": "65465d4a",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(df.corr(numeric_only = True));"
]
},
{
"cell_type": "code",
"execution_count": 183,
"id": "c3ed3c63",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot repair costs\n",
"sns.boxplot(data = [df[\"Total\"]])\n",
"plt.title(\"Boxplot of Spending for All Makes\");"
]
},
{
"cell_type": "code",
"execution_count": 184,
"id": "a20306a7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(\n",
" data = [\n",
" df[(df.Make == \"MERCEDES\") & (df.Total < 3500)][\"Total\"],\n",
" df[(df.Make == \"BMW\") & (df.Total < 3500)][\"Total\"],\n",
" df[(df.Make.isin([\"AUDI\", \"PORSCHE\"])) & (df.Total < 3500)][\"Total\"],\n",
" ]\n",
");\n",
"plt.title(\"Boxplot of Spending for German Luxury Makes\");"
]
},
{
"cell_type": "code",
"execution_count": 185,
"id": "f0e14903",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(\n",
" data = [\n",
" df[(df.Make == \"LEXUS\") & (df.Total < 3500)][\"Total\"],\n",
" df[(df.Make == \"INFINITI\") & (df.Total < 3500)][\"Total\"],\n",
" df[(df.Make == \"ACURA\") & (df.Total < 3500)][\"Total\"]\n",
" ]\n",
");\n",
"plt.title(\"Boxplot of Spending for Asian Luxury Makes\");"
]
},
{
"cell_type": "code",
"execution_count": 186,
"id": "1c9e8432",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Build Plot\n",
"sns.relplot(data = df[(df.ModYear > 1980) & (df.ModYear < 2021)], x = \"ModYear\", y = \"Total\", kind = \"line\", aspect = 3, errorbar = \"sd\"); # Framed between 1980-2020 due to the lack of data\n",
"\n",
"# Add Rotation to X labels\n",
"locs, labels = plt.xticks()\n",
"plt.setp(labels, rotation = 55)\n",
"\n",
"# Add X/Y Axis Labels\n",
"plt.title(\"Chart of Spending by Model Year\")\n",
"plt.xlabel(\"Model Year\")\n",
"plt.ylabel(\"Repair Total\")\n",
"\n",
"# Hide output\n",
"None"
]
}
],
"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": "3.10.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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