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9 commits

Author SHA1 Message Date
1174ecd9e5 Fix all 12 dialyzer warnings
- Replace MapSet with plain list + `in` (features.ex, scorer_diff.ex)
- Remove undefined Beacon.t() type reference (range_estimate.ex)
- Remove dead else branch in find_region (inversion.ex)
- Handle Nx special values in to_float catch-all (recalibrator.ex)
- Remove unreachable catch-all clauses (hrrr_native_client.ex, ncei_metar_client.ex)
- Remove unnecessary nil guards on always-typed values (show.ex)
- Remove dead sky_note/wind_note non-nil clauses (show.ex)
- Remove dead if-guard on always-truthy derive result (hrrr_native_derive.ex)
- Add @spec to path_integrated_conditions (scorer.ex)
2026-04-11 18:08:18 -05:00
33fae7b7c9 Reduce memory pressure: Stream large collections, GC between phases
- Stream profile storage and score upsert instead of materializing
  full 20k+ item lists (propagation_grid_worker, propagation.ex)
- GC between forecast hours and store/compute phases to reclaim
  ~400 MB of grid data between steps
- Single-pass field extraction in scorer.ex path_integrated_conditions
  instead of 6 separate Enum traversals
- Eliminate intermediate merged map in fetch_grid by combining
  merge + profile build into one pipe
- Fix UUID bug: bingenerate → generate in native grid worker
  (same issue previously fixed in nexrad_worker)
2026-04-10 16:45:50 -05:00
e7a7ae073d Phase 9.3, 9.4, and Phase 3 NEXRAD pipeline
Task 9.3 - Weight recalibration via gradient descent:
- Recalibrator module fits logistic regression weights using Nx
- Trains on QSO positives vs random baseline negatives
- Cross-validates by month, normalizes weights to sum to 1.0
- Mix task: mix recalibrate_scorer --sample 5000 --epochs 2000

Task 9.4 - Side-by-side scorer comparison:
- ScorerDiff.compare/3 re-scores grid with old vs new weights
- Reports mean diff, regressions, improvements, per-band breakdown
- Mix task: mix scorer_diff --new-weights '{...}'

Phase 3 - NEXRAD ingestion pipeline:
- NexradClient fetches IEM n0q composite PNGs, extracts per-point
  box statistics (mean/max dBZ, texture variance)
- NexradObservation schema with unique (lat, lon, observed_at)
- NexradWorker on :nexrad queue for background processing
- nexrad_texture backtest feature in Features module
- mix nexrad_backfill --limit 200

All tasks added to AdminTaskWorker and Release for production use.
1116 tests, 0 failures.
2026-04-10 12:48:36 -05:00
604140220a Phase 7: Regionalized seasonal scoring
Add Propagation.Region module with 8 CONUS climate zones (gulf_coast,
southeast, southern_plains, corn_belt, northeast, desert_southwest,
pacific_northwest, mountain_west) and per-region monthly seasonal
adjustment multipliers.

The scorer's score_season now takes lat/lon and applies a regional
multiplier from Region.seasonal_adjustment on top of the band's
seasonal_base + seasonal_adj. Gulf coast August gets a 1.15x boost
(drier, better for ducting) while Corn Belt August gets a 0.80x
penalty (corn evapotranspiration = miserable dewpoints).

Adjustments are hand-tuned starting points from the meteorologist's
qualitative guidance. Phase 9 recalibration will refine them from
backtest data.
2026-04-10 08:39:01 -05:00
7652e41971 Path-integrated HRRR scoring across pos1/mid/pos2
Contact scoring now uses all HRRR profiles along the path instead of
just pos1. Aggregation strategy:
- Best along path for beneficial factors (refractivity, pressure)
- Worst along path for harmful factors (rain, wind)
- Average for neutral factors (temp, dewpoint, PWAT, BL depth)

Scorer.path_integrated_conditions/2 merges multiple profiles into a
single conditions map. Falls back gracefully to single-profile scoring
when only one profile is available.
2026-04-07 12:04:16 -05:00
3cdd132f24 Data-driven algorithm refinements from full dataset analysis
Analyzed 37,925 HRRR-matched contacts from 58,367 total.

- Remove shallow BL bonus (score 82 for HPBL < 300m): data shows
  medium BL (1000-2000m) produces longest contacts (222 km avg),
  not shallow (210 km). Refractivity fallback now uses default score.

- Refine pressure scoring bins: add <980 mb tier (score 88), steeper
  gradient from low to high. Contacts at <970 mb avg 242.7 km vs
  184.1 km at 990-1000 mb.

- Update algo.md calibration stats (58,367 contacts, 41M HRRR
  profiles, 58,361 terrain profiles) and document dataset bias
  (99.5% Aug-Sep).

- Create updates.md with full binned analysis tables for all factors.
2026-04-07 11:15:49 -05:00
16883591b4
Database performance fixes and async backfill enqueue
- Fix score_pressure crash on nil pressure_mb (coastal HRRR points)
- Set 10-min timeout on grid score upsert transaction (was :infinity)
- Single DELETE for prune_old_scores instead of N queries in a loop
- Remove dead load_hrrr_refractivity that loaded 95k rows into nil map
- Pass selected_time to point_detail to skip latest_valid_time sub-query
- Batch station existence checks (1 query per path point, not per station)
- Batch solar index upserts via insert_all in chunks of 500
- Batch backfill_distances via single UPDATE FROM VALUES statement
- Add is_grid_point boolean + partial index to hrrr_profiles (replaces
  non-sargable modular arithmetic filter on every weather map query)
- Add partial index on contacts(qso_timestamp) WHERE pos1 IS NOT NULL
- Move backfill enqueue to Oban worker so UI returns immediately
2026-04-04 19:19:18 -05:00
c12f8cf5ed
Use local solar time for time-of-day scoring, add PWAT factor and pressure refinements
Score time-of-day per grid point using longitude/15 solar offset instead of
hardcoded CST/CDT. Add PWAT as 10th scoring factor. Refine pressure thresholds.
Update ML model and training pipeline to use local solar time.
2026-04-01 08:58:21 -05:00
2698f33cd3
Add propagation scoring algorithm with 9 weighted factors
Implements BandConfig (data-driven thresholds for 8 bands) and Scorer
module with humidity, time-of-day, TD depression, refractivity, sky
cover, season, wind, rain attenuation, and pressure trend scoring.
Composite score applies BandConfig weights (sum to 1.0) across all
factors, producing 0-100 score per band. 10 GHz uses beneficial
humidity/ducting model; 24 GHz+ uses harmful absorption model.
2026-03-30 16:57:38 -05:00