CrossFit 2015 Leaderboard Exploratory Data Analysis

The aim of this project was to perform some exploratory data analysis on data from the 2015 CrossFit Leaderboard and get some insights from it.

Results of interest

Please feel free to browse the code, but if you want to jump straight to the results, here are a few direct links:

• Here is a short description of the data set.
• This is the final report, output from R. It includes everything from an introduction to the data set, initial exploration and summary, further exploration with several plots, and finally 3 finalized plots showcasing different insights obtained from the exploration.
• You can also jump straight to the final insights from the report.

And please find below a complete table of contents for the whole report.

Crossfit 2015 EDA — Table of Contents

• Introduction to Crossfit and the Data Set
• Summary of the Data Set
• Summary of Features
• Getting to Know Our Athletes
  • Age
  • Category
  • Crossfit Experience
  • Regions
• Taking a Look at the Workouts
  • Workout 15.1
  • Workout 15.1a
  • Workout 15.2
  • Workout 15.3
  • Workout 15.4
  • Workout 15.5
• Final Plots and Summary
  • Plot One
  • Plot Two
  • Plot Three
• Reflection