: Correct hits are highlighted in green, while misses provide the correct location to facilitate learning.

Just as open-source software improves through "pull requests," geographic data can be refined by a global community of students and researchers.

Recognizing that not every teacher is a developer, the repo includes shell scripts to automate environment setup ( install_env.sh ), a requirements.txt file for Python dependencies, and a data/ directory with pre-cleaned CSV files.