Exploratory Data Analysis(EDA) is one of the most crucial steps in a Data Science project. EDA in basic terms is a way of "Understanding the data with the help of visualizations and descriptive statistics". A lot of courses I signed up for in the past emphasised on the need to use EDA to understand datasets and use this information to either model a ML/DL problem or tell a convincing story about the dataset to a stakeholder.
Therefore, through this project I made an attempt at improving my EDA skills using the Bad Drivers Dataset.
This folder contains data behind the story Dear Mona, Which State Has The Worst Drivers?
Variable | Source |
---|---|
State |
N/A |
Number of drivers involved in fatal collisions per billion miles |
National Highway Traffic Safety Administration, 2012 |
Percentage Of Drivers Involved In Fatal Collisions Who Were Speeding |
National Highway Traffic Safety Administration, 2009 |
Percentage Of Drivers Involved In Fatal Collisions Who Were Alcohol-Impaired |
National Highway Traffic Safety Administration, 2012 |
Percentage Of Drivers Involved In Fatal Collisions Who Were Not Distracted |
National Highway Traffic Safety Administration, 2012 |
Percentage Of Drivers Involved In Fatal Collisions Who Had Not Been Involved In Any Previous Accidents |
National Highway Traffic Safety Administration, 2012 |
Car Insurance Premiums ($) |
National Association of Insurance Commissioners, 2011 |
Losses incurred by insurance companies for collisions per insured driver ($) |
National Association of Insurance Commissioners, 2010 |