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Modeling Hit Rates Between Minor League Levels

Modeling Hit Rates Between Minor League Levels

Working on figuring out the hit rates for minor leaguer batters between levels. I’d like to take the hit rates(i.e. singles(1B/PA), doubles(2B/PA), triples(3B/PA) and HRs(HR/PA) ) a player had at their previous minor league level and use that data to predict how a player will do at the following level. Similar data has been used as in the previous articles on walk rates and strike out rates. This data set covered 2011-2015 and players with a minimum of 200 PA’s…

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Modeling Strikeout Rate between minor league levels

Modeling Strikeout Rate between minor league levels

In this post I’ll go over my results for predicting strikeout rates between minor league levels. This article will cover the following: Data Data Wrangling Graphs and Correlation Model and Evaluation Data This time around I’ve change my approach up so I can do some cross-validation. The article will cover data from 2004-2015 but I’ll be training my model on data from 2004-2013 and evaluating it using the 2014-2015 data. The data itself consists of 39,349 data points and came…

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Exploratory Data Analysis of Nationals Minor League Pitching Stats

Exploratory Data Analysis of Nationals Minor League Pitching Stats

After attending SSAC this year I decided one of the skills I need to pick up is R. Well after finally finishing Grad School I finally have time. Best way for me to learn is to actually get some data I’m interested in. Daily I look up Nationals minor league statistics to see how the upcoming Nationals are doing. So minor league data made a lot of sense for me to collect and doing Exploratory Data Analysis(seeing the data) is…

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