DS105 2025-2026 Autumn Term Icon

✅ Mini-Project 1 Model Solution

Author
Published

14 November 2025

The model solution

Here you will find a curated model solution for ✍️ Mini-Project 1, adapted from an excellent submission by Aden Grandcourt.

This solution demonstrates:

  • A well-structured research question focused on ULEZ expansion impacts
  • Clear analytical thinking around data collection and transformation
  • Sophisticated consideration and reflection on the impact of seasonal effects in the analysis
  • Effective use of visualisations and styled tables to communicate findings
  • Thoughtful reflections on the learning process

💡 Save it to your GitHub repo

If you followed my guidance in W03 Extra advice, you can add this solution to your my-ds105a-notes repository (for example under solutions/mini-project-1/).

  1. Extract the downloaded zip file and place the contents in solutions/mini-project-1/ inside your my-ds105a-notes folder on Nuvolos.

  2. Add, commit and push the changes:

    git add solutions/mini-project-1/
    git commit -m "Add MP1 model solution"
    git push

If you have any questions about the solution, please ask on Slack.