This repo includes materials I use for teaching Carpentries (and Carpenty-style) workshops.
Contains PDF slides for Library Carpentry lessons on Tidy data for librarians and OpenRefine, used to show lesson flow during the virtual Texas A&M University & Texas Digital Library workshop held June 01 — 04, 2021.
Contains Jupyter Notebooks with Markdown and code (Python 3.7) and data files (for Georgia, USA) covering content for a workshop introducing pandas
dataframes, and basics of connecting to SQLite databases.
This workshop session was part of the 2020 International Conference for High Performance Computing, Networking, Storage, and Analysis (SC20), HPC in the City, HackHPC event. Recording: video.
Contains Jupyter Notebooks with Markdown and code (Python 3.7) covering content from the Data Carpentry (DC) Ecology curriculum, Data Analysis and Visualization in Python for Ecologists lesson. The data (CSV files) used in these notebooks are available from the Ecology lesson setup page.
These notebooks cover the following topics:
- Indexing, slicing and subsetting
pandas
dataframes (DC Episode: Indexing, Slicing and Subsetting DataFrames in Python) - Combining
pandas
dataframes (DC Episode: Combining DataFrames with Pandas) - Data workfows and automation (DC Episode: Data Workflows and Automation)
- Plotting data with
matplotlib
(DC Episode: Data Ingest and Visualization - Matplotlib and Pandas)
These notebooks additionally draw on content from the following Carpentries lessons in order to describe concepts:
- Data Carpentry, Social Science curriculum, Data Analysis and Visualization with Python for Social Scientists alpha
- Software Carpentry, Plotting and Programming in Python
- Enthought
pandas
cheatsheets (free, but require providing contact information)