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🌑 Module 1. Global climate change

πŸ–Ί Mann et al (1998)
πŸ›  Concepts: Tabular data, git, coding agents
πŸ“ˆ Communication: Declarative visualization, Jupyter notebooks

πŸ›° Module 2. Environmental justice

πŸ–Ί Schell et al (2020)
πŸ›  Concepts: Geospatial data structures and analysis
πŸ“ˆ Communication: Geospatial visualization

πŸ“œ Module 3. Text as data

πŸ–Ί Delach et al (2019)
πŸ›  Concepts: Regular expressions, classifiers, embeddings, retrieval-augmented generation
πŸ“ˆ Communication: Claims traced to source documents

πŸ€– Module 4. Applications

πŸ–Ί Your analysis from Modules 1 to 3
πŸ›  Concepts: Reactive design, dependencies, continuous integration, open source licensing
πŸ“ˆ Communication: Interactive web applications


πŸ“… Weekly PlanΒΆ

Fall 2026: we meet Wed/Fri 8-10am in Wheeler 212, from August 26 through December 4 (formal classes end). Hold on tight and don’t put too much faith in this.

WeekDatesModuleTopics
week 1Aug 26 / Aug 28🌑GitHub, JupyterHub
week 2Sep 2 / Sep 4🌑viz: plotnine
week 3Sep 9 / Sep 11🌑data: ibis, coding agents
week 4Sep 16 / Sep 18🌑Collab, PRs, CI
week 5Sep 23 / Sep 25πŸ›°spatial data types
week 6Sep 30 / Oct 2πŸ›°spatial data viz
week 7Oct 7 / Oct 9πŸ›°spatial data analysis
week 8Oct 14 / Oct 16πŸ“œtext as data, regular expressions
week 9Oct 21 / Oct 23πŸ“œclassifiers, search and RAG
week 10Oct 28 / Oct 30πŸ“œstructured extraction; final project proposal due Wed Oct 28
week 11Nov 4 / Nov 6πŸ€–client-side apps
week 12~~Nov 11~~ / Nov 13πŸ€–CI, dependencies, licenses
week 13Nov 18 / Nov 20πŸŽ“final projects
week 14~~Nov 25~~ / ~~Nov 27~~πŸ¦ƒno class meetings
week 15Dec 2 / Dec 4πŸŽ“final projects

The final project template is at espm-157/python-final-template.

ReferencesΒΆ
  1. Mann, M. E., Bradley, R. S., & Hughes, M. K. (1998). Global-scale temperature patterns and climate forcing over the past six centuries. Nature, 392(6678), 779–787. 10.1038/33859
  2. Schell, C. J., Dyson, K., Fuentes, T. L., Des Roches, S., Harris, N. C., Miller, D. S., Woelfle-Erskine, C. A., & Lambert, M. R. (2020). The ecological and evolutionary consequences of systemic racism in urban environments. Science, 369(6510). 10.1126/science.aay4497
  3. Delach, A., Caldas, A., Edson, K. M., Krehbiel, R., Murray, S., Theoharides, K. A., Vorhees, L. J., Malcom, J. W., Salvo, M. N., & Miller, J. R. B. (2019). Agency plans are inadequate to conserve US endangered species under climate change. Nature Climate Change, 9(12), 999–1004. 10.1038/s41558-019-0620-8