Introduction to Python & Data Science Tools

Resources

• Canonical URL — not.badmath.org/ds217
• GitHub repo — github.com/christopherseaman/datasci_217

References

• Python for Data Analysis (rough basis for Python content)
• The Missing Semester (command line, git, data wrangling)
• The Linux Command Line book (command line in-depth)
• Markdown Guide

Development Tools (free!)

• VS Code
• Python
• GitHub Codespaces (free IDE in a browser)
• Google Cloud Shell (practice command line anywhere)

Lectures

• 01: Command Line + Python
• 02: Python + Git
• 03: Data Structures
• 04: NumPy
• 05: Pandas
• 06: Data Loading
• 07: Data Cleaning
• 08: Data Wrangling
• 09: Visualization
• 10: Aggregation
• 11: Time Series