Acknowledgements

Weather forecasts and current atmospheric conditions for Calm planning and geo context.

Seasonal climate normals used for planning windows beyond short-term forecasts.

Sea-surface temperature context for marine and coastal sessions.

Tide predictions, coastal water timing, and measured station water temperature (water_temperature product) used in Scout guidance + the Activity model's temperature term.

River flow, water temperature, and gage-height observations for freshwater conditions.

National stream-reach geometry (NetworkNHDFlowline) — the provider reserved for the deferred per-waterbody freshwater likelihood layer in Scout.

Coarse native-range maps (HUC8) for 123 freshwater fish species, ingested into fish_native_ranges to drive the watershed-grain freshwater range / likelihood overlay.

Spatially-referenced occurrence records for introduced freshwater fish, aggregated to HUC8 watersheds (joined to WBD boundaries) and baked DB-free to a PMTiles range fill. Drives the Scout 'Introduced (NAS)' overlay — the only range surface for species with no native range here (brown trout, stocked rainbows).

Species habitat summaries (preferred depth, substrate, current, vegetation) curated into the per-species habitat-preference table that feeds the fused 'Activity' likelihood model's habitatMatch term. Combined with state fisheries habitat profiles.

Live occurrence-density map tiles (GBIF Maps API) streamed client-side to drive the Scout 'Observed density' freshwater overlay — where a species has actually been recorded, hex-binned by count. No pipeline, no DB; complements the curated native (Aquatic GAP) and introduced (NAS) range fills.

National hydrologic-unit (HUC) boundary polygons — the watershed geometry the NAS occurrences are joined to for the introduced-range (HUC8) fill, and the basis for the freshwater native-range overlay.

Historical flow normals used for seasonal planning and comparisons.

Elevation samples used for terrain-aware guidance and route context.

Bathymetry tiles and derived contours used for coastal and marine map overlays.

Bird frequency and notable sightings used in habitat and birding context.

Species observations used for ecological and place-based natural history context.

Flood-zone overlays used in site and risk context.

Walkability and urban-form metrics used in urban and architectural context.

Demographic context used for neighborhood and place interpretation.

Nearby building context and map features used in site interpretation.

Walk, transit, and bike scores used for urban mobility context.

Road congestion and flow context used for urban timing and route conditions.

Static map images for saved and recommended locations in entry context and the Inspiration pinboard.

Reverse geocoding used to label GPS-selected locations in endurance and scribble flows.

Place search and venue context used in Slate suggestions and geo guidance.

Nearby and text place search used in location discovery and suggestions.

Recreation areas and facilities used in outdoor location suggestions.

Native vs. introduced status for freshwater game fish, used to colour stream reaches in the Scout freshwater overlay.

State fish-stocking records (waterbody, species, quantity) used to distinguish stocked from wild freshwater populations in Scout.

Destination and local place context used in travel and location guidance.

Structured place and entity lookup used in location search.

Vetted category-level, taxonomic-family, and exact-species silhouettes imported from PhyloPic into local assets and uploaded to Supabase Storage for ecology imagery, including structured coastal marine mammal, seabird, shellfish, and forage-fish coverage.

Curated reference profiles for 289 gamefish, forage fish, invertebrate/amphibian prey, and salmonid subspecies/hybrids — temperature preferences, habitat, seasonal peak months by region, fly/lure matches, a species-relationship graph (subspecies, life-history forms, color morphs, hybrids), and curated native/introduced + historic-range / migration-corridor / thermal-limit facts. Compiled from public fisheries science (FishBase, NOAA/MRIP & NOAA Fisheries, USGS NAS, ASMFC, Bonefish & Tarpon Trust, Western Native Trout Initiative, and peer-reviewed literature) with editorial synthesis; powers the seasonal food-web, target-species, and unified range/activity models.

Locally stored world heritage records used in search and place suggestions.