Companion data and sources

World Bank population snapshot

World Bank, World Development Indicators, SP.POP.TOTL. Selected countries: Germany, France and the United Kingdom; 2018–2023. Retain the provenance, indicator definition and licence when using these data. The acquisition lesson explains the selection and limitations.

• indicator.json
• population.csv
• provenance.json
• response.json

Original companion data

• 03-pandas/European_Data.xlsx
• 03-pandas/European_Data_copy.xlsx
• 03-pandas/data/library_data.db
• 03-pandas/europe_economy.csv
• 03-pandas/europe_economy_clean.csv
• 03-pandas/library_data.db

Complete experiment package

Download code, data and notebooks. Extract the whole folder and read README.md before running. Worked-answer notebooks are in their own folder; trainer commentary is excluded.

Measured and cultural project data

• museum.csv
• museum.json
• penguins.csv
• sources.json

Usage and reproducibility

Run the companion examples from the Book 2 project folder. Keep the documented data paths, raw snapshots and source attribution. The analytical lessons distinguish real source observations from deliberately invented teaching records.