Sources and licenses
Teaching examples are original course material. Technical references point to the official documentation, and public data retains its upstream attribution.
Original teaching material
MIT license. The student and café tables are fictional teaching fixtures.
Public dataset
Palmer Penguins source, authors, citation, CC0 license, and transformations.
Technical references
- A short Python bridge: official documentation
- Start with a dictionary: official documentation
- From one student to many: official documentation
- Meet the pandas Series: official documentation
- Build and inspect a DataFrame: official documentation
- Select exactly what you need: official documentation
- Filter with conditions: official documentation
- Sorting and index decisions: official documentation
- Create and update columns: official documentation
- Data types and safe conversion: official documentation
- Missing values and honest cleaning: official documentation
- Duplicates and data quality: official documentation
- Clean and search text: official documentation
- Dates, times, and durations: official documentation
- Map, apply, and vectorize: official documentation
- Statistics you can explain: official documentation
- Group, summarize, and compare: official documentation
- Merge related tables: official documentation
- Concatenate and align: official documentation
- Reshape tables: official documentation
- Read and write files: official documentation
- Work with time series: official documentation
- Explore richer structures: official documentation
- Work efficiently and reproducibly: official documentation
- Plot and interpret: official documentation
- Debugging clinic: official documentation
- End-to-end classroom project: official documentation
- Import CSV and text with confidence: official documentation
- Work across Excel and JSON formats: official documentation
- Analyze a real public dataset: official documentation
Browser runtime
Pyodide 0.27.7 and its package dependencies are bundled under their original licenses. Pyodide license, CPython license, and source and checksum manifest. Package wheels retain upstream license files in their metadata.