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Replace the flat scripts with a tested package split into climate, analysis, prediction, evidence, charts and reports, exposed through the bee-migration command. - Hold out the most recent years chronologically when scoring models and drop the same-year target change from the features, which leaked the answer into training - Compare temperature with bee abundance in later years for lagged correlations; the previous code compared the same year for every lag - Validate observations at the boundary and report a missing data file instead of silently falling back to simulated data - Consolidate packaging, pytest and ruff configuration in pyproject.toml - Regenerate reports, data and charts with the new pipeline and stop tracking trained model files
Run the package inside the page with Pyodide: a visitor picks the seed, the held-out years and the measurement to forecast, and the study is computed on their machine and drawn as accessible SVG charts with a table view for each. A separate chapter loads observed temperatures from Open-Meteo and bee occurrence counts from GBIF, parsed by the new bee_migration.sources module, and states plainly that record locations follow observers as much as bees.
CI lints and tests the package and the site utilities on pull requests and pushes to develop and main. Pages builds the package into the site and deploys it on pushes to main.
Restructure into a tested package and add the browser dashboard
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developtomain:bee_migrationpackage andbee-migrationcommand replacing the flat scriptsdocs/with live GBIF and Open-Meteo dataCIandPagesworkflows, Git Flow guideDetails and behaviour changes are in #1.
After merging
Pagesworkflow can deploymainanddevelop(pull request andCIrequired)