# Stafford Results Cleaned
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> <b> Data Cleaning in Python for the 2016-2020 (up to September 4th, 2020) Stafford Motor Speedway SK Modified Race Results. </b>
### Context
I wanted to create this dataset in memory of my uncle <NAME> who is the all time most winningest driver at [Stafford Motor Speedway](https://staffordmotorspeedway.com/skmodified/) and tragically passed away in a plane crash on September 16th, 2017. [Ted's Business: M&T Enterprises](https://www.mandtenterprises.com/). 
### Content
This dataset contains all the race results for the SK Modified Feature races at Stafford Motor Speedway from the 2016 til the most recent update of this dataset. The data was acquired by using python web scraping tools to scrape Stafford's website along with other tools in python to clean the data. The data is stored in [sk_final.csv](https://www.kaggle.com/jmannix3/stafford-motor-speedway-sk-modified-race-results?select=sk_final.csv).
### Acknowledgements
Thank you to <NAME> who posts the results of every race on Stafford's website.
### Inspiration
One question I would like to know is: 
If <NAME> was still racing past September 16, 2017 how likely would he have been to win each race?
How less likely would other drivers be likely to win?