Fecal indicator bacteria
The live daily forecast estimates Enterococcus exceedance risk from official California sample history plus coastal and weather covariates.
Daily forecast across 9 of every 10 California surf spots — 229 of 250 ocean-facing beach groups.
Los Angeles County
Regional cards summarize modeled coverage. Spotlight cards below point to real beaches in today's export, not placeholder marketing content.
stable recent conditions with no strong environmental signal
stable recent conditions with no strong environmental signal
stable recent conditions with no strong environmental signal
Official health advisory is active for this station.
stable recent conditions with no strong environmental signal
stable recent conditions with no strong environmental signal
The public map shows 148 forecast-ready coast groups. Markers focus on the latest modeled risk so every visible site has active coverage.
Shorelife’s production forecast is narrow on purpose. Only fecal indicator bacteria risk is live today. The rest of this section is roadmap, not disguised feature scope.
The live daily forecast estimates Enterococcus exceedance risk from official California sample history plus coastal and weather covariates.
Planned. Wire forward-looking weather forecasts — precipitation, wind, solar radiation — directly into the bacteria forecast so the daily estimate reflects tomorrow's conditions rather than the last 24 hours of observations.
Planned. Expand beyond marine Enterococcus to include freshwater E. coli, fecal coliform, and ddPCR-based source-tracking markers as supplementary public risk signals.
This section only links to real documents, real routes, and the real repository. No fabricated authors, no fake download counters, no decorative placeholder artifacts.
Model design, promotion rules, limitations, and scientific references.
How public bands map to exceedance thresholds and why unsupported sites stay neutral.
BeachWatch, CDIP, NDBC, Open-Meteo, USGS, and the curated warehouse behind the forecast.
Production metrics, spatial holdouts, and the latest promotion status from pipeline output.
The tracked model-version artifact in the public repository.
Backend, mobile, web, and data pipeline code for the Shorelife stack.