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automobile_eda's Introduction

Exploratory Data Analysis - Automobile

EDA_Automobile_Banner.jpg

About the Dataset:

This automobile dataset consist of data From 1985 Ward's Automotive Yearbook. Here are the sources:

  • 1985 Model Import Car and Truck Specifications, 1985 Ward's Automotive Yearbook.
  • Personal Auto Manuals, Insurance Services Office, 160 Water Street, New York, NY 10038.
  • Insurance Collision Report, Insurance Institute for Highway Safety, Watergate 600, Washington, DC 20037.

This data set consists of three types of entities:

  1. the specification of an auto in terms of various characteristics,
  2. its assigned insurance risk rating,
  3. its normalized losses in use as compared to other cars.

EDA Objective:

This study focus to find some meaningfull insight from Automobile dataset. Here are some problem statements below:

  1. Do the Body Size, Style and Engine Specification determine the car price?
  2. Which type of cars are better in terms of mileage?
  3. Which are highest selling cars based on brand, body style and price slab?
  4. Which are highest normalized loss reported cars based on body style and no of doors?
  5. Does body size influence symbolling?

Help URL:

  1. Dataset source: https://archive.ics.uci.edu/ml/datasets/automobile
  2. Different types of engine: https://www.mechanicalbooster.com/2016/08/different-types-of-engine.html

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