A place for my data sciencey related projects

A look at the difference between regular and post season hockey shot blocking data.

• shot-blocking-selenium.py - Data scraping. Saves the scraped data to a Pandas dataframe, and persist to a csv.
• block-data.csv - First set of data, split between regular season and playoffs.
• data-v2.csv - Final dataset. Both regular season and playoff data is listed in the same row for each team-season.
• hockey-shot-block-analysis.ipynb - Analysis and plotting.
• analysis.py - Code from ipython notebook aggregated into a file.

An introduction to grouping in Pandas

• grouping.py - Script for examples
• data.csv [file is too big to include in repo] - Example data (June 2016 NYC Citi-Bike data, taken from the City Bike website )

Using pandas to analyze iPhone step tracking data

• analysis.py - Script with code
• health_data_hour.csv - hourly data from QS Access app for iPhone [not included - I can't share that personal info!]
• *_plot.png - plots from the analysis script