In this hands-on workshop, we will explore the Python and Pandas data analysis ecosystem in depth, applying them to data analysis of a real-world electrophysiology neuroscience experiments! Participants will collaborate in small teams to learn new skills and share their perspectives in a diverse environment. Libraries like Numpy, XArray, Seaborn, Pingouin, and Matplotlib will help span the data analysis path between processed neuroscience data and final results.
At the end of each session, all interactive Jupyter notebooks that explore the tools introduced that day will be available for further independent learning and review, with teachers available to answer questions. People of all skill levels, experiences, and backgrounds are welcome!
- Day 1: Intro to Python Syntax and Data Structures
- Day 2: Numpy, Matplotlib, and Imaging
- Day 3: Rich Datasets in XArray and Dataframes in Pandas
- Day 4: Statistical Data Visualization in Seaborn
- Day 5: Statistical Testing in Pingouin and Software Management with Conda