/data-projects

A place for my data sciencey related projects

Primary LanguageJupyter Notebook

Data Projects

A place for my data sciencey related projects

Projects

Hockey Shot Blocking

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

Files
  • 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.

Grouping in Pandas

An introduction to grouping in Pandas

Files
  • 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 )

iPhone Step Data Analysis

Using pandas to analyze iPhone step tracking data

Files
  • 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