thomaslwang commited on
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forecasts @ 6 files, 152 replay artifacts

Browse files
README.md CHANGED
@@ -21,12 +21,12 @@ the paper's replay experiments (`docs/EXPERIMENTS.md` in the
21
 
22
  | file | what | lines / bytes |
23
  |---|---|---|
24
- | `data/nwp-guidance-and-settlements.jsonl` | as-of daily extremes from seven public NWP models (Open-Meteo previous-runs API) at leads 0-5, plus official settlements (ACIS / NWS CLI) | 26,262 |
25
  | `data/own-models.jsonl` | station-day extremes from OpenThomas' own GraphCast / Pangu inference runs, with issue timestamps | 3,780 |
26
  | `data/gencast-spread.json` | per station-day ensemble spread of the latest GenCast run (sigma multiplier input) | 3,298 |
27
  | `data/graphcast-tempseries.json` | coarse global 2m-temperature daily series from the latest GraphCast run | 113,204 |
28
- | `data/baseline-nbm.jsonl` | as-of NBM daily max/min per station (IEM MOS archive), the official-guidance baseline | 2,340 |
29
- | `data/baseline-gfsmos.jsonl` | as-of GFS MOS daily max/min per station (IEM MOS archive) | 2,340 |
30
 
31
  ## Frozen replay datasets and experiment results
32
 
@@ -95,6 +95,8 @@ agent could not have known at decision time.
95
  - `replay/results-2026-07-09-to-2026-10-04.md`
96
  - `replay/results-2026-07-09-to-2026-10-05.json`
97
  - `replay/results-2026-07-09-to-2026-10-05.md`
 
 
98
  - `replay/results-llm-2026-07-09-to-2026-09-11.json`
99
  - `replay/results-llm-2026-07-09-to-2026-09-11.md`
100
  - `replay/results-llm-2026-07-09-to-2026-09-12.json`
@@ -130,6 +132,7 @@ agent could not have known at decision time.
130
  - `replay/rows-2026-07-09-to-2026-10-03.jsonl`
131
  - `replay/rows-2026-07-09-to-2026-10-04.jsonl`
132
  - `replay/rows-2026-07-09-to-2026-10-05.jsonl`
 
133
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-11.jsonl`
134
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-12.jsonl`
135
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-13.jsonl`
@@ -155,6 +158,7 @@ agent could not have known at decision time.
155
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-03.jsonl`
156
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-04.jsonl`
157
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-05.jsonl`
 
158
  - `replay/rows-high9-2026-07-09-to-2026-09-11.jsonl`
159
  - `replay/rows-low1-2026-07-09-to-2026-09-11.jsonl`
160
  - `replay/rows-low2-2026-07-09-to-2026-09-11.jsonl`
@@ -183,6 +187,7 @@ agent could not have known at decision time.
183
  - `replay/rows-nbm-2026-07-09-to-2026-10-03.jsonl`
184
  - `replay/rows-nbm-2026-07-09-to-2026-10-04.jsonl`
185
  - `replay/rows-nbm-2026-07-09-to-2026-10-05.jsonl`
 
186
 
187
  ## Conventions
188
 
 
21
 
22
  | file | what | lines / bytes |
23
  |---|---|---|
24
+ | `data/nwp-guidance-and-settlements.jsonl` | as-of daily extremes from seven public NWP models (Open-Meteo previous-runs API) at leads 0-5, plus official settlements (ACIS / NWS CLI) | 26,382 |
25
  | `data/own-models.jsonl` | station-day extremes from OpenThomas' own GraphCast / Pangu inference runs, with issue timestamps | 3,780 |
26
  | `data/gencast-spread.json` | per station-day ensemble spread of the latest GenCast run (sigma multiplier input) | 3,298 |
27
  | `data/graphcast-tempseries.json` | coarse global 2m-temperature daily series from the latest GraphCast run | 113,204 |
28
+ | `data/baseline-nbm.jsonl` | as-of NBM daily max/min per station (IEM MOS archive), the official-guidance baseline | 2,360 |
29
+ | `data/baseline-gfsmos.jsonl` | as-of GFS MOS daily max/min per station (IEM MOS archive) | 2,360 |
30
 
31
  ## Frozen replay datasets and experiment results
32
 
 
95
  - `replay/results-2026-07-09-to-2026-10-04.md`
96
  - `replay/results-2026-07-09-to-2026-10-05.json`
97
  - `replay/results-2026-07-09-to-2026-10-05.md`
98
+ - `replay/results-2026-07-09-to-2026-10-06.json`
99
+ - `replay/results-2026-07-09-to-2026-10-06.md`
100
  - `replay/results-llm-2026-07-09-to-2026-09-11.json`
101
  - `replay/results-llm-2026-07-09-to-2026-09-11.md`
102
  - `replay/results-llm-2026-07-09-to-2026-09-12.json`
 
132
  - `replay/rows-2026-07-09-to-2026-10-03.jsonl`
133
  - `replay/rows-2026-07-09-to-2026-10-04.jsonl`
134
  - `replay/rows-2026-07-09-to-2026-10-05.jsonl`
135
+ - `replay/rows-2026-07-09-to-2026-10-06.jsonl`
136
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-11.jsonl`
137
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-12.jsonl`
138
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-13.jsonl`
 
158
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-03.jsonl`
159
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-04.jsonl`
160
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-05.jsonl`
161
+ - `replay/rows-gfsmos-2026-07-09-to-2026-10-06.jsonl`
162
  - `replay/rows-high9-2026-07-09-to-2026-09-11.jsonl`
163
  - `replay/rows-low1-2026-07-09-to-2026-09-11.jsonl`
164
  - `replay/rows-low2-2026-07-09-to-2026-09-11.jsonl`
 
187
  - `replay/rows-nbm-2026-07-09-to-2026-10-03.jsonl`
188
  - `replay/rows-nbm-2026-07-09-to-2026-10-04.jsonl`
189
  - `replay/rows-nbm-2026-07-09-to-2026-10-05.jsonl`
190
+ - `replay/rows-nbm-2026-07-09-to-2026-10-06.jsonl`
191
 
192
  ## Conventions
193
 
data/baseline-gfsmos.jsonl CHANGED
@@ -2338,3 +2338,23 @@
2338
  {"source": "gfsmos", "station": "phl", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 54.0}
2339
  {"source": "gfsmos", "station": "sat", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 87.0}
2340
  {"source": "gfsmos", "station": "sat", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 72.0}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2338
  {"source": "gfsmos", "station": "phl", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 54.0}
2339
  {"source": "gfsmos", "station": "sat", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 87.0}
2340
  {"source": "gfsmos", "station": "sat", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 72.0}
2341
+ {"source": "gfsmos", "station": "atl", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 82.0}
2342
+ {"source": "gfsmos", "station": "atl", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 62.0}
2343
+ {"source": "gfsmos", "station": "aus", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 86.0}
2344
+ {"source": "gfsmos", "station": "aus", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 63.0}
2345
+ {"source": "gfsmos", "station": "chi", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 75.0}
2346
+ {"source": "gfsmos", "station": "chi", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 52.0}
2347
+ {"source": "gfsmos", "station": "dal", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 86.0}
2348
+ {"source": "gfsmos", "station": "dal", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 60.0}
2349
+ {"source": "gfsmos", "station": "den", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 88.0}
2350
+ {"source": "gfsmos", "station": "den", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 59.0}
2351
+ {"source": "gfsmos", "station": "lax", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 92.0}
2352
+ {"source": "gfsmos", "station": "lax", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 73.0}
2353
+ {"source": "gfsmos", "station": "mia", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 90.0}
2354
+ {"source": "gfsmos", "station": "mia", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 77.0}
2355
+ {"source": "gfsmos", "station": "nyc", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 63.0}
2356
+ {"source": "gfsmos", "station": "nyc", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 49.0}
2357
+ {"source": "gfsmos", "station": "phl", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 66.0}
2358
+ {"source": "gfsmos", "station": "phl", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 48.0}
2359
+ {"source": "gfsmos", "station": "sat", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 88.0}
2360
+ {"source": "gfsmos", "station": "sat", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 65.0}
data/baseline-nbm.jsonl CHANGED
@@ -2338,3 +2338,23 @@
2338
  {"source": "nbm", "station": "phl", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 58.0}
2339
  {"source": "nbm", "station": "sat", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 89.0}
2340
  {"source": "nbm", "station": "sat", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 72.0}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2338
  {"source": "nbm", "station": "phl", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 58.0}
2339
  {"source": "nbm", "station": "sat", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 89.0}
2340
  {"source": "nbm", "station": "sat", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 72.0}
2341
+ {"source": "nbm", "station": "atl", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 77.0}
2342
+ {"source": "nbm", "station": "atl", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 62.0}
2343
+ {"source": "nbm", "station": "aus", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 92.0}
2344
+ {"source": "nbm", "station": "aus", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 64.0}
2345
+ {"source": "nbm", "station": "chi", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 72.0}
2346
+ {"source": "nbm", "station": "chi", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 51.0}
2347
+ {"source": "nbm", "station": "dal", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 86.0}
2348
+ {"source": "nbm", "station": "dal", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 63.0}
2349
+ {"source": "nbm", "station": "den", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 85.0}
2350
+ {"source": "nbm", "station": "den", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 57.0}
2351
+ {"source": "nbm", "station": "lax", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 90.0}
2352
+ {"source": "nbm", "station": "lax", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 73.0}
2353
+ {"source": "nbm", "station": "mia", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 90.0}
2354
+ {"source": "nbm", "station": "mia", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 78.0}
2355
+ {"source": "nbm", "station": "nyc", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 63.0}
2356
+ {"source": "nbm", "station": "nyc", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 49.0}
2357
+ {"source": "nbm", "station": "phl", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 65.0}
2358
+ {"source": "nbm", "station": "phl", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 48.0}
2359
+ {"source": "nbm", "station": "sat", "kind": "high", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 91.0}
2360
+ {"source": "nbm", "station": "sat", "kind": "low", "target_date": "2026-10-06", "runtime": "2026-10-05T12:00:00", "value": 68.0}
data/nwp-guidance-and-settlements.jsonl CHANGED
@@ -26260,3 +26260,123 @@
26260
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-04", "lead": 4, "mean": 71.58, "spread": 2.14, "models": {"gfs_seamless": 71.4, "ecmwf_ifs025": 69.9, "icon_seamless": 71.5, "gem_seamless": 69.3, "ukmo_seamless": 72.0, "jma_seamless": 75.4}}
26261
  {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-04", "lead": 5, "mean": 81.48, "spread": 1.2, "models": {"gfs_seamless": 81.9, "ecmwf_ifs025": 81.3, "icon_seamless": 79.4, "gem_seamless": 82.0, "ukmo_seamless": 81.3, "jma_seamless": 83.0}}
26262
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-04", "lead": 5, "mean": 71.4, "spread": 2.1, "models": {"gfs_seamless": 71.3, "ecmwf_ifs025": 72.8, "icon_seamless": 69.7, "gem_seamless": 69.7, "ukmo_seamless": 70.0, "jma_seamless": 74.9}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
26260
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-04", "lead": 4, "mean": 71.58, "spread": 2.14, "models": {"gfs_seamless": 71.4, "ecmwf_ifs025": 69.9, "icon_seamless": 71.5, "gem_seamless": 69.3, "ukmo_seamless": 72.0, "jma_seamless": 75.4}}
26261
  {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-04", "lead": 5, "mean": 81.48, "spread": 1.2, "models": {"gfs_seamless": 81.9, "ecmwf_ifs025": 81.3, "icon_seamless": 79.4, "gem_seamless": 82.0, "ukmo_seamless": 81.3, "jma_seamless": 83.0}}
26262
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-04", "lead": 5, "mean": 71.4, "spread": 2.1, "models": {"gfs_seamless": 71.3, "ecmwf_ifs025": 72.8, "icon_seamless": 69.7, "gem_seamless": 69.7, "ukmo_seamless": 70.0, "jma_seamless": 74.9}}
26263
+ {"type": "settlement", "station": "phl", "kind": "high", "target_date": "2026-10-05", "value": 73.0}
26264
+ {"type": "settlement", "station": "phl", "kind": "low", "target_date": "2026-10-05", "value": 57.0}
26265
+ {"type": "settlement", "station": "nyc", "kind": "high", "target_date": "2026-10-05", "value": 68.0}
26266
+ {"type": "settlement", "station": "nyc", "kind": "low", "target_date": "2026-10-05", "value": 55.0}
26267
+ {"type": "settlement", "station": "mia", "kind": "high", "target_date": "2026-10-05", "value": 90.0}
26268
+ {"type": "settlement", "station": "mia", "kind": "low", "target_date": "2026-10-05", "value": 80.0}
26269
+ {"type": "settlement", "station": "atl", "kind": "high", "target_date": "2026-10-05", "value": 76.0}
26270
+ {"type": "settlement", "station": "atl", "kind": "low", "target_date": "2026-10-05", "value": 69.0}
26271
+ {"type": "settlement", "station": "aus", "kind": "high", "target_date": "2026-10-05", "value": 89.0}
26272
+ {"type": "settlement", "station": "aus", "kind": "low", "target_date": "2026-10-05", "value": 70.0}
26273
+ {"type": "settlement", "station": "chi", "kind": "high", "target_date": "2026-10-05", "value": 68.0}
26274
+ {"type": "settlement", "station": "chi", "kind": "low", "target_date": "2026-10-05", "value": 49.0}
26275
+ {"type": "settlement", "station": "sat", "kind": "high", "target_date": "2026-10-05", "value": 87.0}
26276
+ {"type": "settlement", "station": "sat", "kind": "low", "target_date": "2026-10-05", "value": 71.0}
26277
+ {"type": "settlement", "station": "dal", "kind": "high", "target_date": "2026-10-05", "value": 86.0}
26278
+ {"type": "settlement", "station": "dal", "kind": "low", "target_date": "2026-10-05", "value": 66.0}
26279
+ {"type": "settlement", "station": "den", "kind": "high", "target_date": "2026-10-05", "value": 87.0}
26280
+ {"type": "settlement", "station": "den", "kind": "low", "target_date": "2026-10-05", "value": 55.0}
26281
+ {"type": "settlement", "station": "lax", "kind": "high", "target_date": "2026-10-05", "value": 101.0}
26282
+ {"type": "settlement", "station": "lax", "kind": "low", "target_date": "2026-10-05", "value": 77.0}
26283
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-05", "lead": 1, "mean": 75.77, "spread": 1.99, "models": {"gfs_seamless": 75.8, "ecmwf_ifs025": 75.8, "icon_seamless": 73.9, "gem_seamless": 72.5, "ukmo_seamless": 77.4, "meteofrance_seamless": 76.8, "jma_seamless": 78.2}}
26284
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-05", "lead": 1, "mean": 67.9, "spread": 1.26, "models": {"gfs_seamless": 66.2, "ecmwf_ifs025": 67.7, "icon_seamless": 66.6, "gem_seamless": 67.4, "ukmo_seamless": 69.4, "meteofrance_seamless": 68.9, "jma_seamless": 69.1}}
26285
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-05", "lead": 2, "mean": 78.47, "spread": 2.63, "models": {"gfs_seamless": 82.9, "ecmwf_ifs025": 78.2, "icon_seamless": 74.5, "gem_seamless": 79.0, "ukmo_seamless": 76.5, "meteofrance_seamless": 79.8, "jma_seamless": 78.4}}
26286
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-05", "lead": 2, "mean": 67.9, "spread": 1.09, "models": {"gfs_seamless": 66.2, "ecmwf_ifs025": 68.2, "icon_seamless": 67.8, "gem_seamless": 67.1, "ukmo_seamless": 67.9, "meteofrance_seamless": 69.7, "jma_seamless": 68.4}}
26287
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-05", "lead": 3, "mean": 79.01, "spread": 2.65, "models": {"gfs_seamless": 82.0, "ecmwf_ifs025": 79.2, "icon_seamless": 77.5, "gem_seamless": 74.4, "ukmo_seamless": 81.2, "meteofrance_seamless": 77.9, "jma_seamless": 80.9}}
26288
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-05", "lead": 3, "mean": 67.19, "spread": 1.08, "models": {"gfs_seamless": 67.8, "ecmwf_ifs025": 67.3, "icon_seamless": 66.2, "gem_seamless": 65.6, "ukmo_seamless": 67.0, "meteofrance_seamless": 68.9, "jma_seamless": 67.5}}
26289
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-05", "lead": 4, "mean": 77.95, "spread": 3.03, "models": {"gfs_seamless": 76.4, "ecmwf_ifs025": 83.4, "icon_seamless": 79.3, "gem_seamless": 75.0, "ukmo_seamless": 76.3, "jma_seamless": 77.3}}
26290
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-05", "lead": 4, "mean": 66.98, "spread": 1.72, "models": {"gfs_seamless": 66.7, "ecmwf_ifs025": 66.9, "icon_seamless": 64.5, "gem_seamless": 67.8, "ukmo_seamless": 66.3, "jma_seamless": 69.7}}
26291
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-05", "lead": 5, "mean": 78.68, "spread": 3.61, "models": {"gfs_seamless": 79.0, "ecmwf_ifs025": 83.0, "icon_seamless": 80.8, "gem_seamless": 72.6, "ukmo_seamless": 79.9, "jma_seamless": 76.8}}
26292
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-05", "lead": 5, "mean": 65.3, "spread": 1.42, "models": {"gfs_seamless": 63.7, "ecmwf_ifs025": 65.3, "icon_seamless": 64.4, "gem_seamless": 64.4, "ukmo_seamless": 66.7, "jma_seamless": 67.3}}
26293
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-05", "lead": 1, "mean": 82.73, "spread": 1.58, "models": {"gfs_seamless": 84.4, "ecmwf_ifs025": 83.0, "icon_seamless": 82.6, "gem_seamless": 82.6, "ukmo_seamless": 84.6, "meteofrance_seamless": 82.0, "jma_seamless": 79.9}}
26294
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-05", "lead": 1, "mean": 70.46, "spread": 1.06, "models": {"gfs_seamless": 69.5, "ecmwf_ifs025": 70.7, "icon_seamless": 70.9, "gem_seamless": 68.8, "ukmo_seamless": 71.4, "meteofrance_seamless": 70.1, "jma_seamless": 71.8}}
26295
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-05", "lead": 2, "mean": 82.27, "spread": 2.18, "models": {"gfs_seamless": 85.9, "ecmwf_ifs025": 82.6, "icon_seamless": 82.1, "gem_seamless": 82.9, "ukmo_seamless": 83.0, "meteofrance_seamless": 79.0, "jma_seamless": 80.4}}
26296
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-05", "lead": 2, "mean": 70.87, "spread": 1.0, "models": {"gfs_seamless": 70.7, "ecmwf_ifs025": 69.6, "icon_seamless": 71.8, "gem_seamless": 71.0, "ukmo_seamless": 71.2, "meteofrance_seamless": 69.6, "jma_seamless": 72.2}}
26297
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-05", "lead": 3, "mean": 82.73, "spread": 2.25, "models": {"gfs_seamless": 86.4, "ecmwf_ifs025": 83.0, "icon_seamless": 82.2, "gem_seamless": 83.4, "ukmo_seamless": 83.6, "meteofrance_seamless": 79.0, "jma_seamless": 81.5}}
26298
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-05", "lead": 3, "mean": 71.36, "spread": 1.53, "models": {"gfs_seamless": 72.5, "ecmwf_ifs025": 70.3, "icon_seamless": 71.4, "gem_seamless": 71.5, "ukmo_seamless": 71.9, "meteofrance_seamless": 68.6, "jma_seamless": 73.3}}
26299
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-05", "lead": 4, "mean": 83.4, "spread": 2.16, "models": {"gfs_seamless": 87.7, "ecmwf_ifs025": 82.6, "icon_seamless": 82.6, "gem_seamless": 81.8, "ukmo_seamless": 83.3, "jma_seamless": 82.4}}
26300
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-05", "lead": 4, "mean": 71.67, "spread": 2.45, "models": {"gfs_seamless": 72.5, "ecmwf_ifs025": 69.0, "icon_seamless": 72.8, "gem_seamless": 68.3, "ukmo_seamless": 72.9, "jma_seamless": 74.5}}
26301
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-05", "lead": 5, "mean": 81.53, "spread": 1.66, "models": {"gfs_seamless": 83.4, "ecmwf_ifs025": 80.4, "icon_seamless": 81.7, "gem_seamless": 78.9, "ukmo_seamless": 81.9, "jma_seamless": 82.9}}
26302
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-05", "lead": 5, "mean": 70.12, "spread": 2.98, "models": {"gfs_seamless": 71.5, "ecmwf_ifs025": 66.9, "icon_seamless": 69.5, "gem_seamless": 66.5, "ukmo_seamless": 72.7, "jma_seamless": 73.6}}
26303
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-05", "lead": 1, "mean": 66.34, "spread": 2.84, "models": {"gfs_seamless": 64.2, "ecmwf_ifs025": 63.9, "icon_seamless": 68.5, "gem_seamless": 71.8, "ukmo_seamless": 65.2, "meteofrance_seamless": 65.0, "jma_seamless": 65.8}}
26304
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-05", "lead": 1, "mean": 49.56, "spread": 2.52, "models": {"gfs_seamless": 47.4, "ecmwf_ifs025": 49.1, "icon_seamless": 47.3, "gem_seamless": 48.6, "ukmo_seamless": 53.9, "meteofrance_seamless": 48.4, "jma_seamless": 52.2}}
26305
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-05", "lead": 2, "mean": 64.2, "spread": 2.24, "models": {"gfs_seamless": 68.6, "ecmwf_ifs025": 64.5, "icon_seamless": 65.4, "gem_seamless": 62.1, "ukmo_seamless": 63.1, "meteofrance_seamless": 63.0, "jma_seamless": 62.7}}
26306
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-05", "lead": 2, "mean": 49.94, "spread": 3.55, "models": {"gfs_seamless": 54.7, "ecmwf_ifs025": 47.9, "icon_seamless": 46.8, "gem_seamless": 46.6, "ukmo_seamless": 53.1, "meteofrance_seamless": 47.3, "jma_seamless": 53.2}}
26307
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-05", "lead": 3, "mean": 65.53, "spread": 0.96, "models": {"gfs_seamless": 67.1, "ecmwf_ifs025": 65.4, "icon_seamless": 64.6, "gem_seamless": 64.9, "ukmo_seamless": 66.5, "meteofrance_seamless": 65.6, "jma_seamless": 64.6}}
26308
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-05", "lead": 3, "mean": 50.5, "spread": 3.01, "models": {"gfs_seamless": 54.7, "ecmwf_ifs025": 48.7, "icon_seamless": 47.7, "gem_seamless": 50.0, "ukmo_seamless": 53.8, "meteofrance_seamless": 46.9, "jma_seamless": 51.7}}
26309
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-05", "lead": 4, "mean": 63.75, "spread": 1.34, "models": {"gfs_seamless": 65.9, "ecmwf_ifs025": 62.7, "icon_seamless": 64.7, "gem_seamless": 63.8, "ukmo_seamless": 62.9, "jma_seamless": 62.5}}
26310
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-05", "lead": 4, "mean": 51.6, "spread": 3.52, "models": {"gfs_seamless": 56.0, "ecmwf_ifs025": 47.9, "icon_seamless": 49.1, "gem_seamless": 48.5, "ukmo_seamless": 53.3, "jma_seamless": 54.8}}
26311
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-05", "lead": 5, "mean": 62.37, "spread": 1.51, "models": {"gfs_seamless": 62.6, "ecmwf_ifs025": 63.6, "icon_seamless": 63.5, "gem_seamless": 62.1, "ukmo_seamless": 62.9, "jma_seamless": 59.5}}
26312
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-05", "lead": 5, "mean": 50.9, "spread": 2.78, "models": {"gfs_seamless": 52.9, "ecmwf_ifs025": 51.9, "icon_seamless": 47.2, "gem_seamless": 47.9, "ukmo_seamless": 54.2, "jma_seamless": 51.3}}
26313
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-05", "lead": 1, "mean": 80.21, "spread": 1.45, "models": {"gfs_seamless": 78.4, "ecmwf_ifs025": 79.0, "icon_seamless": 80.2, "gem_seamless": 79.7, "ukmo_seamless": 82.8, "meteofrance_seamless": 80.2, "jma_seamless": 81.2}}
26314
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-05", "lead": 1, "mean": 66.57, "spread": 3.1, "models": {"gfs_seamless": 63.4, "ecmwf_ifs025": 68.7, "icon_seamless": 67.5, "gem_seamless": 61.2, "ukmo_seamless": 68.5, "meteofrance_seamless": 67.1, "jma_seamless": 69.6}}
26315
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-05", "lead": 2, "mean": 80.79, "spread": 1.78, "models": {"gfs_seamless": 84.1, "ecmwf_ifs025": 78.6, "icon_seamless": 79.9, "gem_seamless": 80.5, "ukmo_seamless": 81.1, "meteofrance_seamless": 79.6, "jma_seamless": 81.7}}
26316
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-05", "lead": 2, "mean": 68.04, "spread": 3.49, "models": {"gfs_seamless": 72.8, "ecmwf_ifs025": 68.5, "icon_seamless": 68.4, "gem_seamless": 61.8, "ukmo_seamless": 67.4, "meteofrance_seamless": 66.5, "jma_seamless": 70.9}}
26317
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-05", "lead": 3, "mean": 80.71, "spread": 2.07, "models": {"gfs_seamless": 83.8, "ecmwf_ifs025": 78.7, "icon_seamless": 78.7, "gem_seamless": 80.8, "ukmo_seamless": 82.2, "meteofrance_seamless": 78.7, "jma_seamless": 82.1}}
26318
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-05", "lead": 3, "mean": 66.86, "spread": 1.7, "models": {"gfs_seamless": 69.0, "ecmwf_ifs025": 66.9, "icon_seamless": 67.6, "gem_seamless": 63.8, "ukmo_seamless": 67.1, "meteofrance_seamless": 65.6, "jma_seamless": 68.0}}
26319
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-05", "lead": 4, "mean": 81.4, "spread": 2.84, "models": {"gfs_seamless": 85.4, "ecmwf_ifs025": 78.9, "icon_seamless": 77.6, "gem_seamless": 81.3, "ukmo_seamless": 82.0, "jma_seamless": 83.2}}
26320
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-05", "lead": 4, "mean": 68.18, "spread": 3.79, "models": {"gfs_seamless": 73.9, "ecmwf_ifs025": 65.7, "icon_seamless": 67.5, "gem_seamless": 62.9, "ukmo_seamless": 68.9, "jma_seamless": 70.2}}
26321
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-05", "lead": 5, "mean": 81.73, "spread": 2.53, "models": {"gfs_seamless": 84.7, "ecmwf_ifs025": 77.8, "icon_seamless": 80.2, "gem_seamless": 81.3, "ukmo_seamless": 83.9, "jma_seamless": 82.5}}
26322
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-05", "lead": 5, "mean": 67.88, "spread": 4.63, "models": {"gfs_seamless": 73.1, "ecmwf_ifs025": 67.9, "icon_seamless": 62.9, "gem_seamless": 61.9, "ukmo_seamless": 72.0, "jma_seamless": 69.5}}
26323
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-05", "lead": 1, "mean": 85.81, "spread": 1.22, "models": {"gfs_seamless": 85.6, "ecmwf_ifs025": 87.1, "icon_seamless": 86.6, "gem_seamless": 85.5, "ukmo_seamless": 87.2, "meteofrance_seamless": 84.7, "jma_seamless": 84.0}}
26324
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-05", "lead": 1, "mean": 54.11, "spread": 2.27, "models": {"gfs_seamless": 52.8, "ecmwf_ifs025": 55.9, "icon_seamless": 51.7, "gem_seamless": 51.3, "ukmo_seamless": 54.1, "meteofrance_seamless": 55.8, "jma_seamless": 57.2}}
26325
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-05", "lead": 2, "mean": 85.51, "spread": 1.5, "models": {"gfs_seamless": 85.5, "ecmwf_ifs025": 87.0, "icon_seamless": 86.0, "gem_seamless": 85.4, "ukmo_seamless": 87.3, "meteofrance_seamless": 84.5, "jma_seamless": 82.9}}
26326
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-05", "lead": 2, "mean": 54.86, "spread": 3.05, "models": {"gfs_seamless": 59.0, "ecmwf_ifs025": 56.2, "icon_seamless": 52.4, "gem_seamless": 50.4, "ukmo_seamless": 52.9, "meteofrance_seamless": 55.7, "jma_seamless": 57.4}}
26327
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-05", "lead": 3, "mean": 84.9, "spread": 1.69, "models": {"gfs_seamless": 85.1, "ecmwf_ifs025": 87.0, "icon_seamless": 84.4, "gem_seamless": 84.8, "ukmo_seamless": 87.0, "meteofrance_seamless": 83.6, "jma_seamless": 82.4}}
26328
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-05", "lead": 3, "mean": 53.2, "spread": 3.47, "models": {"gfs_seamless": 55.9, "ecmwf_ifs025": 55.5, "icon_seamless": 51.1, "gem_seamless": 46.5, "ukmo_seamless": 53.0, "meteofrance_seamless": 54.1, "jma_seamless": 56.3}}
26329
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-05", "lead": 4, "mean": 84.6, "spread": 1.7, "models": {"gfs_seamless": 85.3, "ecmwf_ifs025": 86.6, "icon_seamless": 83.6, "gem_seamless": 84.1, "ukmo_seamless": 86.0, "jma_seamless": 82.0}}
26330
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-05", "lead": 4, "mean": 53.07, "spread": 3.82, "models": {"gfs_seamless": 55.8, "ecmwf_ifs025": 55.0, "icon_seamless": 51.7, "gem_seamless": 46.3, "ukmo_seamless": 52.8, "jma_seamless": 56.8}}
26331
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-05", "lead": 5, "mean": 83.13, "spread": 2.29, "models": {"gfs_seamless": 84.3, "ecmwf_ifs025": 85.7, "icon_seamless": 82.4, "gem_seamless": 82.4, "ukmo_seamless": 84.7, "jma_seamless": 79.3}}
26332
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-05", "lead": 5, "mean": 52.13, "spread": 3.5, "models": {"gfs_seamless": 54.5, "ecmwf_ifs025": 53.7, "icon_seamless": 51.4, "gem_seamless": 46.0, "ukmo_seamless": 51.3, "jma_seamless": 55.9}}
26333
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-05", "lead": 1, "mean": 96.01, "spread": 4.59, "models": {"gfs_seamless": 93.7, "ecmwf_ifs025": 103.3, "icon_seamless": 99.7, "gem_seamless": 97.8, "ukmo_seamless": 92.2, "meteofrance_seamless": 90.0, "jma_seamless": 95.4}}
26334
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-05", "lead": 1, "mean": 72.44, "spread": 5.55, "models": {"gfs_seamless": 66.1, "ecmwf_ifs025": 78.5, "icon_seamless": 69.5, "gem_seamless": 65.4, "ukmo_seamless": 78.9, "meteofrance_seamless": 74.9, "jma_seamless": 73.8}}
26335
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-05", "lead": 2, "mean": 96.24, "spread": 4.62, "models": {"gfs_seamless": 91.2, "ecmwf_ifs025": 103.1, "icon_seamless": 99.7, "gem_seamless": 99.1, "ukmo_seamless": 95.6, "meteofrance_seamless": 90.6, "jma_seamless": 94.4}}
26336
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-05", "lead": 2, "mean": 73.97, "spread": 6.07, "models": {"gfs_seamless": 82.2, "ecmwf_ifs025": 78.2, "icon_seamless": 67.6, "gem_seamless": 64.9, "ukmo_seamless": 77.5, "meteofrance_seamless": 74.1, "jma_seamless": 73.3}}
26337
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-05", "lead": 3, "mean": 95.49, "spread": 3.91, "models": {"gfs_seamless": 93.9, "ecmwf_ifs025": 102.8, "icon_seamless": 97.8, "gem_seamless": 93.4, "ukmo_seamless": 94.5, "meteofrance_seamless": 90.5, "jma_seamless": 95.5}}
26338
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-05", "lead": 3, "mean": 74.89, "spread": 5.01, "models": {"gfs_seamless": 82.9, "ecmwf_ifs025": 77.3, "icon_seamless": 70.9, "gem_seamless": 67.2, "ukmo_seamless": 77.1, "meteofrance_seamless": 74.5, "jma_seamless": 74.3}}
26339
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-05", "lead": 4, "mean": 94.62, "spread": 5.27, "models": {"gfs_seamless": 90.4, "ecmwf_ifs025": 103.1, "icon_seamless": 98.5, "gem_seamless": 90.1, "ukmo_seamless": 90.9, "jma_seamless": 94.7}}
26340
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-05", "lead": 4, "mean": 75.02, "spread": 5.02, "models": {"gfs_seamless": 81.8, "ecmwf_ifs025": 78.0, "icon_seamless": 71.7, "gem_seamless": 67.4, "ukmo_seamless": 76.5, "jma_seamless": 74.7}}
26341
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-05", "lead": 5, "mean": 93.7, "spread": 6.11, "models": {"gfs_seamless": 88.7, "ecmwf_ifs025": 103.2, "icon_seamless": 98.7, "gem_seamless": 90.0, "ukmo_seamless": 88.0, "jma_seamless": 93.6}}
26342
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-05", "lead": 5, "mean": 73.73, "spread": 5.34, "models": {"gfs_seamless": 82.2, "ecmwf_ifs025": 76.6, "icon_seamless": 70.7, "gem_seamless": 66.5, "ukmo_seamless": 73.8, "jma_seamless": 72.6}}
26343
+ {"type": "guidance", "station": "mia", "kind": "high", "target_date": "2026-10-05", "lead": 1, "mean": 87.36, "spread": 1.81, "models": {"gfs_seamless": 86.7, "ecmwf_ifs025": 85.7, "icon_seamless": 87.8, "gem_seamless": 85.0, "ukmo_seamless": 90.1, "meteofrance_seamless": 89.1, "jma_seamless": 87.1}}
26344
+ {"type": "guidance", "station": "mia", "kind": "low", "target_date": "2026-10-05", "lead": 1, "mean": 78.71, "spread": 1.81, "models": {"gfs_seamless": 76.0, "ecmwf_ifs025": 79.9, "icon_seamless": 79.4, "gem_seamless": 77.0, "ukmo_seamless": 81.3, "meteofrance_seamless": 79.3, "jma_seamless": 78.1}}
26345
+ {"type": "guidance", "station": "mia", "kind": "high", "target_date": "2026-10-05", "lead": 2, "mean": 88.27, "spread": 1.55, "models": {"gfs_seamless": 90.7, "ecmwf_ifs025": 85.7, "icon_seamless": 88.4, "gem_seamless": 89.1, "ukmo_seamless": 88.6, "meteofrance_seamless": 88.2, "jma_seamless": 87.2}}
26346
+ {"type": "guidance", "station": "mia", "kind": "low", "target_date": "2026-10-05", "lead": 2, "mean": 78.93, "spread": 1.82, "models": {"gfs_seamless": 81.8, "ecmwf_ifs025": 77.1, "icon_seamless": 79.5, "gem_seamless": 77.6, "ukmo_seamless": 80.8, "meteofrance_seamless": 78.3, "jma_seamless": 77.4}}
26347
+ {"type": "guidance", "station": "mia", "kind": "high", "target_date": "2026-10-05", "lead": 3, "mean": 87.89, "spread": 1.24, "models": {"gfs_seamless": 89.6, "ecmwf_ifs025": 85.8, "icon_seamless": 88.2, "gem_seamless": 87.3, "ukmo_seamless": 88.8, "meteofrance_seamless": 88.3, "jma_seamless": 87.2}}
26348
+ {"type": "guidance", "station": "mia", "kind": "low", "target_date": "2026-10-05", "lead": 3, "mean": 79.4, "spread": 1.65, "models": {"gfs_seamless": 81.8, "ecmwf_ifs025": 77.7, "icon_seamless": 79.0, "gem_seamless": 80.9, "ukmo_seamless": 80.4, "meteofrance_seamless": 78.4, "jma_seamless": 77.6}}
26349
+ {"type": "guidance", "station": "mia", "kind": "high", "target_date": "2026-10-05", "lead": 4, "mean": 87.73, "spread": 1.25, "models": {"gfs_seamless": 89.6, "ecmwf_ifs025": 86.0, "icon_seamless": 88.0, "gem_seamless": 87.7, "ukmo_seamless": 88.3, "jma_seamless": 86.8}}
26350
+ {"type": "guidance", "station": "mia", "kind": "low", "target_date": "2026-10-05", "lead": 4, "mean": 79.2, "spread": 2.04, "models": {"gfs_seamless": 81.3, "ecmwf_ifs025": 76.1, "icon_seamless": 79.5, "gem_seamless": 80.9, "ukmo_seamless": 80.0, "jma_seamless": 77.4}}
26351
+ {"type": "guidance", "station": "mia", "kind": "high", "target_date": "2026-10-05", "lead": 5, "mean": 87.82, "spread": 1.42, "models": {"gfs_seamless": 89.8, "ecmwf_ifs025": 85.6, "icon_seamless": 87.1, "gem_seamless": 87.9, "ukmo_seamless": 88.7, "jma_seamless": 87.8}}
26352
+ {"type": "guidance", "station": "mia", "kind": "low", "target_date": "2026-10-05", "lead": 5, "mean": 79.55, "spread": 1.96, "models": {"gfs_seamless": 82.2, "ecmwf_ifs025": 77.0, "icon_seamless": 79.8, "gem_seamless": 80.5, "ukmo_seamless": 80.3, "jma_seamless": 77.5}}
26353
+ {"type": "guidance", "station": "nyc", "kind": "high", "target_date": "2026-10-05", "lead": 1, "mean": 68.84, "spread": 1.3, "models": {"gfs_seamless": 67.5, "ecmwf_ifs025": 68.8, "icon_seamless": 70.3, "gem_seamless": 70.4, "ukmo_seamless": 67.2, "meteofrance_seamless": 69.6, "jma_seamless": 68.1}}
26354
+ {"type": "guidance", "station": "nyc", "kind": "low", "target_date": "2026-10-05", "lead": 1, "mean": 54.29, "spread": 2.34, "models": {"gfs_seamless": 50.1, "ecmwf_ifs025": 54.4, "icon_seamless": 56.3, "gem_seamless": 52.1, "ukmo_seamless": 56.1, "meteofrance_seamless": 55.9, "jma_seamless": 55.1}}
26355
+ {"type": "guidance", "station": "nyc", "kind": "high", "target_date": "2026-10-05", "lead": 2, "mean": 68.33, "spread": 1.17, "models": {"gfs_seamless": 68.1, "ecmwf_ifs025": 67.4, "icon_seamless": 69.9, "gem_seamless": 67.9, "ukmo_seamless": 67.0, "meteofrance_seamless": 68.0, "jma_seamless": 70.0}}
26356
+ {"type": "guidance", "station": "nyc", "kind": "low", "target_date": "2026-10-05", "lead": 2, "mean": 56.23, "spread": 2.24, "models": {"gfs_seamless": 57.9, "ecmwf_ifs025": 55.1, "icon_seamless": 57.3, "gem_seamless": 52.1, "ukmo_seamless": 59.0, "meteofrance_seamless": 56.1, "jma_seamless": 56.1}}
26357
+ {"type": "guidance", "station": "nyc", "kind": "high", "target_date": "2026-10-05", "lead": 3, "mean": 69.71, "spread": 1.77, "models": {"gfs_seamless": 72.8, "ecmwf_ifs025": 68.9, "icon_seamless": 70.9, "gem_seamless": 68.1, "ukmo_seamless": 67.6, "meteofrance_seamless": 69.6, "jma_seamless": 70.1}}
26358
+ {"type": "guidance", "station": "nyc", "kind": "low", "target_date": "2026-10-05", "lead": 3, "mean": 56.0, "spread": 2.11, "models": {"gfs_seamless": 57.9, "ecmwf_ifs025": 55.0, "icon_seamless": 55.8, "gem_seamless": 52.1, "ukmo_seamless": 57.2, "meteofrance_seamless": 58.3, "jma_seamless": 55.7}}
26359
+ {"type": "guidance", "station": "nyc", "kind": "high", "target_date": "2026-10-05", "lead": 4, "mean": 68.98, "spread": 2.79, "models": {"gfs_seamless": 73.5, "ecmwf_ifs025": 68.3, "icon_seamless": 67.0, "gem_seamless": 66.9, "ukmo_seamless": 66.9, "jma_seamless": 71.3}}
26360
+ {"type": "guidance", "station": "nyc", "kind": "low", "target_date": "2026-10-05", "lead": 4, "mean": 55.23, "spread": 2.05, "models": {"gfs_seamless": 55.2, "ecmwf_ifs025": 53.8, "icon_seamless": 53.8, "gem_seamless": 53.7, "ukmo_seamless": 59.0, "jma_seamless": 55.9}}
26361
+ {"type": "guidance", "station": "nyc", "kind": "high", "target_date": "2026-10-05", "lead": 5, "mean": 68.32, "spread": 4.1, "models": {"gfs_seamless": 73.0, "ecmwf_ifs025": 69.0, "icon_seamless": 67.0, "gem_seamless": 61.0, "ukmo_seamless": 69.2, "jma_seamless": 70.7}}
26362
+ {"type": "guidance", "station": "nyc", "kind": "low", "target_date": "2026-10-05", "lead": 5, "mean": 53.98, "spread": 3.22, "models": {"gfs_seamless": 53.0, "ecmwf_ifs025": 53.7, "icon_seamless": 57.0, "gem_seamless": 48.5, "ukmo_seamless": 57.4, "jma_seamless": 54.3}}
26363
+ {"type": "guidance", "station": "phl", "kind": "high", "target_date": "2026-10-05", "lead": 1, "mean": 70.66, "spread": 1.46, "models": {"gfs_seamless": 68.3, "ecmwf_ifs025": 70.9, "icon_seamless": 71.4, "gem_seamless": 70.7, "ukmo_seamless": 69.1, "meteofrance_seamless": 72.3, "jma_seamless": 71.9}}
26364
+ {"type": "guidance", "station": "phl", "kind": "low", "target_date": "2026-10-05", "lead": 1, "mean": 56.14, "spread": 2.45, "models": {"gfs_seamless": 51.8, "ecmwf_ifs025": 54.2, "icon_seamless": 56.3, "gem_seamless": 57.1, "ukmo_seamless": 59.0, "meteofrance_seamless": 56.4, "jma_seamless": 58.2}}
26365
+ {"type": "guidance", "station": "phl", "kind": "high", "target_date": "2026-10-05", "lead": 2, "mean": 70.8, "spread": 1.87, "models": {"gfs_seamless": 70.6, "ecmwf_ifs025": 69.5, "icon_seamless": 71.3, "gem_seamless": 70.5, "ukmo_seamless": 67.9, "meteofrance_seamless": 72.0, "jma_seamless": 73.8}}
26366
+ {"type": "guidance", "station": "phl", "kind": "low", "target_date": "2026-10-05", "lead": 2, "mean": 57.7, "spread": 2.53, "models": {"gfs_seamless": 58.5, "ecmwf_ifs025": 54.8, "icon_seamless": 56.7, "gem_seamless": 55.4, "ukmo_seamless": 61.6, "meteofrance_seamless": 56.6, "jma_seamless": 60.3}}
26367
+ {"type": "guidance", "station": "phl", "kind": "high", "target_date": "2026-10-05", "lead": 3, "mean": 72.03, "spread": 1.86, "models": {"gfs_seamless": 73.8, "ecmwf_ifs025": 70.5, "icon_seamless": 72.3, "gem_seamless": 71.5, "ukmo_seamless": 69.0, "meteofrance_seamless": 74.3, "jma_seamless": 72.8}}
26368
+ {"type": "guidance", "station": "phl", "kind": "low", "target_date": "2026-10-05", "lead": 3, "mean": 57.59, "spread": 2.46, "models": {"gfs_seamless": 59.6, "ecmwf_ifs025": 54.2, "icon_seamless": 56.7, "gem_seamless": 55.1, "ukmo_seamless": 59.6, "meteofrance_seamless": 57.2, "jma_seamless": 60.7}}
26369
+ {"type": "guidance", "station": "phl", "kind": "high", "target_date": "2026-10-05", "lead": 4, "mean": 70.3, "spread": 3.08, "models": {"gfs_seamless": 74.5, "ecmwf_ifs025": 69.4, "icon_seamless": 68.4, "gem_seamless": 67.1, "ukmo_seamless": 68.6, "jma_seamless": 73.8}}
26370
+ {"type": "guidance", "station": "phl", "kind": "low", "target_date": "2026-10-05", "lead": 4, "mean": 57.12, "spread": 3.73, "models": {"gfs_seamless": 58.0, "ecmwf_ifs025": 53.4, "icon_seamless": 54.1, "gem_seamless": 54.3, "ukmo_seamless": 61.1, "jma_seamless": 61.8}}
26371
+ {"type": "guidance", "station": "phl", "kind": "high", "target_date": "2026-10-05", "lead": 5, "mean": 69.52, "spread": 3.42, "models": {"gfs_seamless": 72.5, "ecmwf_ifs025": 69.9, "icon_seamless": 68.4, "gem_seamless": 63.2, "ukmo_seamless": 71.3, "jma_seamless": 71.8}}
26372
+ {"type": "guidance", "station": "phl", "kind": "low", "target_date": "2026-10-05", "lead": 5, "mean": 55.98, "spread": 2.64, "models": {"gfs_seamless": 55.1, "ecmwf_ifs025": 53.8, "icon_seamless": 57.3, "gem_seamless": 52.4, "ukmo_seamless": 58.2, "jma_seamless": 59.1}}
26373
+ {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-05", "lead": 1, "mean": 83.89, "spread": 1.59, "models": {"gfs_seamless": 84.8, "ecmwf_ifs025": 84.7, "icon_seamless": 84.0, "gem_seamless": 81.0, "ukmo_seamless": 85.1, "meteofrance_seamless": 85.2, "jma_seamless": 82.4}}
26374
+ {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-05", "lead": 1, "mean": 71.03, "spread": 1.02, "models": {"gfs_seamless": 69.5, "ecmwf_ifs025": 70.6, "icon_seamless": 72.3, "gem_seamless": 70.2, "ukmo_seamless": 70.9, "meteofrance_seamless": 71.7, "jma_seamless": 72.0}}
26375
+ {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-05", "lead": 2, "mean": 83.57, "spread": 1.23, "models": {"gfs_seamless": 85.7, "ecmwf_ifs025": 83.9, "icon_seamless": 83.2, "gem_seamless": 83.2, "ukmo_seamless": 84.2, "meteofrance_seamless": 83.1, "jma_seamless": 81.7}}
26376
+ {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-05", "lead": 2, "mean": 71.86, "spread": 1.0, "models": {"gfs_seamless": 70.9, "ecmwf_ifs025": 71.4, "icon_seamless": 72.7, "gem_seamless": 72.4, "ukmo_seamless": 70.5, "meteofrance_seamless": 71.8, "jma_seamless": 73.3}}
26377
+ {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-05", "lead": 3, "mean": 82.91, "spread": 1.2, "models": {"gfs_seamless": 82.6, "ecmwf_ifs025": 84.4, "icon_seamless": 83.1, "gem_seamless": 82.4, "ukmo_seamless": 83.9, "meteofrance_seamless": 80.7, "jma_seamless": 83.3}}
26378
+ {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-05", "lead": 3, "mean": 71.26, "spread": 1.56, "models": {"gfs_seamless": 72.0, "ecmwf_ifs025": 71.4, "icon_seamless": 72.7, "gem_seamless": 70.7, "ukmo_seamless": 70.1, "meteofrance_seamless": 68.7, "jma_seamless": 73.2}}
26379
+ {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-05", "lead": 4, "mean": 84.03, "spread": 1.54, "models": {"gfs_seamless": 86.0, "ecmwf_ifs025": 85.0, "icon_seamless": 82.7, "gem_seamless": 81.8, "ukmo_seamless": 84.5, "jma_seamless": 84.2}}
26380
+ {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-05", "lead": 4, "mean": 71.82, "spread": 1.87, "models": {"gfs_seamless": 71.1, "ecmwf_ifs025": 71.3, "icon_seamless": 72.9, "gem_seamless": 69.4, "ukmo_seamless": 71.3, "jma_seamless": 74.9}}
26381
+ {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-05", "lead": 5, "mean": 82.72, "spread": 1.77, "models": {"gfs_seamless": 83.4, "ecmwf_ifs025": 83.6, "icon_seamless": 83.3, "gem_seamless": 79.4, "ukmo_seamless": 82.2, "jma_seamless": 84.4}}
26382
+ {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-05", "lead": 5, "mean": 70.92, "spread": 2.04, "models": {"gfs_seamless": 71.5, "ecmwf_ifs025": 67.9, "icon_seamless": 71.2, "gem_seamless": 69.2, "ukmo_seamless": 72.2, "jma_seamless": 73.5}}
replay/lineage.json CHANGED
@@ -47,7 +47,7 @@
47
  "avg_edge_priced": 0.15119326551739246
48
  }
49
  },
50
- "status": "retired",
51
  "created": "2026-07-23T12:06:45.631551+00:00",
52
  "note": "held-in $+2.31 vs $-5.07 (+$7.38), held-out $+1.63 vs $+1.66"
53
  },
@@ -191,9 +191,9 @@
191
  "fees": 0.19
192
  }
193
  },
194
- "status": "active",
195
  "created": "2026-09-26T14:41:53.186784+00:00",
196
- "note": "held-in $-2.07 vs $-5.13 (+$3.06), held-out $+0.67 vs $+0.35"
197
  }
198
  ],
199
  "meta_cycles": [
@@ -4462,6 +4462,265 @@
4462
  ],
4463
  "promoted": null,
4464
  "reason": "no candidate cleared the gate; champion holds"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4465
  }
4466
  ]
4467
  }
 
47
  "avg_edge_priced": 0.15119326551739246
48
  }
49
  },
50
+ "status": "active",
51
  "created": "2026-07-23T12:06:45.631551+00:00",
52
  "note": "held-in $+2.31 vs $-5.07 (+$7.38), held-out $+1.63 vs $+1.66"
53
  },
 
191
  "fees": 0.19
192
  }
193
  },
194
+ "status": "rolled_back",
195
  "created": "2026-09-26T14:41:53.186784+00:00",
196
+ "note": "parent $-1.10 beats active $-2.30 by $1.20 on the fresh window"
197
  }
198
  ],
199
  "meta_cycles": [
 
4462
  ],
4463
  "promoted": null,
4464
  "reason": "no candidate cleared the gate; champion holds"
4465
+ },
4466
+ {
4467
+ "ts": "2026-10-06T12:10:46.463286+00:00",
4468
+ "operator": "decision",
4469
+ "rows": 2153,
4470
+ "rollback": "parent $-1.10 beats active $-2.30 by $1.20 on the fresh window",
4471
+ "candidates": [
4472
+ {
4473
+ "params": {
4474
+ "risk.min_edge": 0.15,
4475
+ "risk.market_prior_weight": 0.8,
4476
+ "weather_anchor_delta": 0.15,
4477
+ "forecast_prompt": "default"
4478
+ },
4479
+ "proposer": "llm",
4480
+ "rationale": "Live PnL negative and Brier 0.349 worse than coin flip; maximize market anchoring and edge threshold to minimize low-quality trades.",
4481
+ "held_in": {
4482
+ "n": 0
4483
+ },
4484
+ "held_out": {
4485
+ "n": 0
4486
+ },
4487
+ "verdict": "held-in n=0 < 20: not enough trades to trust"
4488
+ },
4489
+ {
4490
+ "params": {
4491
+ "risk.min_edge": 0.15,
4492
+ "risk.market_prior_weight": 0.6,
4493
+ "weather_anchor_delta": 0.15,
4494
+ "forecast_prompt": "default"
4495
+ },
4496
+ "proposer": "llm",
4497
+ "rationale": "Isolate stricter edge threshold; fewer trades to avoid negative EV given 17% win rate.",
4498
+ "held_in": {
4499
+ "n": 47,
4500
+ "win_rate": 0.2765957446808511,
4501
+ "pnl_per_contract": -0.028085106382978734,
4502
+ "total_pnl": -1.3200000000000005,
4503
+ "avg_edge_priced": 0.1772054958202128,
4504
+ "avg_win": 0.6176923076923078,
4505
+ "avg_loss": -0.27499999999999997,
4506
+ "fees": 0.8300000000000004
4507
+ },
4508
+ "held_out": {
4509
+ "n": 9,
4510
+ "win_rate": 0.1111111111111111,
4511
+ "pnl_per_contract": -0.1088888888888889,
4512
+ "total_pnl": -0.9800000000000001,
4513
+ "avg_edge_priced": 0.19493870800633573,
4514
+ "avg_win": 0.7,
4515
+ "avg_loss": -0.21,
4516
+ "fees": 0.14
4517
+ },
4518
+ "verdict": "held-in gain $-0.09 < $0.50 margin"
4519
+ },
4520
+ {
4521
+ "params": {
4522
+ "risk.min_edge": 0.12,
4523
+ "risk.market_prior_weight": 0.8,
4524
+ "weather_anchor_delta": 0.15,
4525
+ "forecast_prompt": "default"
4526
+ },
4527
+ "proposer": "llm",
4528
+ "rationale": "Isolate higher market weight; reduce model influence given poor calibration.",
4529
+ "held_in": {
4530
+ "n": 1,
4531
+ "win_rate": 0.0,
4532
+ "pnl_per_contract": -0.10999999999999997,
4533
+ "total_pnl": -0.10999999999999997,
4534
+ "avg_edge_priced": 0.1375379115497889,
4535
+ "avg_win": 0.0,
4536
+ "avg_loss": -0.10999999999999997,
4537
+ "fees": 0.01
4538
+ },
4539
+ "held_out": {
4540
+ "n": 0
4541
+ },
4542
+ "verdict": "held-in n=1 < 20: not enough trades to trust"
4543
+ },
4544
+ {
4545
+ "params": {
4546
+ "risk.min_edge": 0.137,
4547
+ "risk.market_prior_weight": 0.6635,
4548
+ "weather_anchor_delta": 0.15,
4549
+ "forecast_prompt": "default"
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+ },
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+ "proposer": "random",
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+ "rationale": "archive mutation",
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+ "held_in": {
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+ "n": 23,
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+ "win_rate": 0.08695652173913043,
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+ "pnl_per_contract": -0.1626086956521739,
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+ "total_pnl": -3.7399999999999998,
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+ "avg_edge_priced": 0.16236454941602496,
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+ "avg_win": 0.645,
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+ "avg_loss": -0.23952380952380953,
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+ "fees": 0.37000000000000005
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+ },
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+ "held_out": {
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+ "n": 8,
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+ "win_rate": 0.125,
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+ "pnl_per_contract": -0.07125000000000001,
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+ "avg_edge_priced": 0.16264808994432808,
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+ "avg_loss": -0.1814285714285714,
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+ "fees": 0.12
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+ },
4573
+ "verdict": "held-in gain $-2.51 < $0.50 margin"
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+ },
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+ {
4576
+ "params": {
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+ "risk.min_edge": 0.15,
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+ "risk.market_prior_weight": 0.5749,
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+ "weather_anchor_delta": 0.15,
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+ "forecast_prompt": "default"
4581
+ },
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+ "proposer": "random",
4583
+ "rationale": "archive mutation",
4584
+ "held_in": {
4585
+ "n": 64,
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+ "win_rate": 0.296875,
4587
+ "pnl_per_contract": -0.005468750000000012,
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+ "total_pnl": -0.35000000000000075,
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+ "avg_edge_priced": 0.1808699361370954,
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+ "avg_win": 0.6073684210526316,
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+ "avg_loss": -0.26422222222222225,
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+ "fees": 1.1200000000000006
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+ },
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+ "held_out": {
4595
+ "n": 10,
4596
+ "win_rate": 0.1,
4597
+ "pnl_per_contract": -0.14699999999999996,
4598
+ "total_pnl": -1.4699999999999998,
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+ "avg_edge_priced": 0.20321261894692663,
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+ "avg_win": 0.7,
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+ "avg_loss": -0.24111111111111116,
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+ "fees": 0.16000000000000003
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+ },
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+ "verdict": "held-out regression $1.60 > $0.25 tolerance"
4605
+ }
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+ ],
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+ "promoted": null,
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+ "reason": ""
4609
+ },
4610
+ {
4611
+ "ts": "2026-10-06T14:28:10.914311+00:00",
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+ "operator": "forecast",
4613
+ "rows": 2153,
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+ "rollback": "",
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+ "candidates": [
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+ "params": {
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+ "risk.min_edge": 0.12,
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+ "risk.market_prior_weight": 0.6,
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+ "weather_anchor_delta": 0.15,
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+ "forecast_prompt": "<1798 chars>"
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+ },
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+ "proposer": "llm",
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+ "rationale": "Journal losses cluster in narrow buckets (69-70, 67-68) and threshold markets, so the template should force baseline deference and require numeric evidence for any deviation.",
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+ "held_in": {
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+ "n": 10,
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+ "win_rate": 0.3,
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+ "pnl_per_contract": -0.06799999999999998,
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+ "fees": 0.06,
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+ "n_pairs": 60,
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+ "brier": 0.1011846671317861
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+ },
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+ "verdict": "held-in n=10 < 20: not enough trades to trust"
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+ },
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+ {
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+ "params": {
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+ "risk.min_edge": 0.12,
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+ "risk.market_prior_weight": 0.6,
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+ "weather_anchor_delta": 0.1,
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+ "forecast_prompt": "<1375 chars>"
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+ },
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+ "proposer": "llm",
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+ "rationale": "Champion replay PnL is near zero (-$0.68 held-in) while live Brier is 0.349, so tightening the clamp from 0.15 to 0.10 limits costly deviations the baseline would have avoided.",
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+ "held_in": {
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+ "n": 6,
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+ "fees": 0.11000000000000001,
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+ "n_pairs": 120,
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+ "brier": 0.17807945697598881
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+ "n": 2,
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+ "win_rate": 0.0,
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+ "pnl_per_contract": -0.315,
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+ "fees": 0.04,
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+ "n_pairs": 60,
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+ "brier": 0.10513
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+ },
4684
+ "verdict": "held-in n=6 < 20: not enough trades to trust"
4685
+ },
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+ {
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+ "params": {
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+ "risk.min_edge": 0.12,
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+ "risk.market_prior_weight": 0.6,
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+ "weather_anchor_delta": 0.1704,
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+ "forecast_prompt": "default"
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+ },
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+ "proposer": "random",
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+ "rationale": "archive mutation",
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+ "held_in": {
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+ "n": 10,
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+ "win_rate": 0.3,
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+ "pnl_per_contract": -0.06799999999999998,
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+ "avg_edge_priced": 0.13960000000000003,
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+ "avg_win": 0.6000000000000001,
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+ "avg_loss": -0.35428571428571426,
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+ "fees": 0.18999999999999997,
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+ "n_pairs": 120,
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+ "brier": 0.17433955382356675
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+ },
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+ "held_out": {
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+ "n": 3,
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+ "win_rate": 0.3333333333333333,
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+ "pnl_per_contract": -0.006666666666666672,
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+ "total_pnl": -0.020000000000000018,
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+ "avg_edge_priced": 0.1276666666666667,
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+ "avg_win": 0.61,
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+ "avg_loss": -0.315,
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+ "fees": 0.06,
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+ "n_pairs": 60,
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+ "brier": 0.10034375000000002
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+ },
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+ "verdict": "held-in n=10 < 20: not enough trades to trust"
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+ }
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+ ],
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+ "promoted": null,
4723
+ "reason": "no candidate cleared the gate; champion holds"
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  }
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  ]
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  }
replay/results-2026-07-09-to-2026-10-06.json ADDED
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@@ -0,0 +1,226 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Replay experiments · ['2026-07-30', '2026-10-05'] · 3421 rows · 68 days · stations atl, aus, chi, dal, den, lax, mia, nyc, phl, sat
2
+
3
+ ## E1 ablation
4
+
5
+ | rule | min_edge | w | bias | n | win | PnL/ct | 95% CI (day bootstrap) | total | maxDD | t |
6
+ |---|---|---|---|---|---|---|---|---|---|---|
7
+ | naked model vs market | 0.080 | 0.00 | False | 1557 | 38% | -0.037 | [-0.054, -0.018] | -57.44 | 57.44 | -4.20 |
8
+ | + learned station bias | 0.080 | 0.00 | True | 1465 | 35% | -0.041 | [-0.060, -0.021] | -59.45 | 59.92 | -4.05 |
9
+ | + market-prior blend (production) | 0.080 | 0.50 | True | 678 | 37% | -0.023 | [-0.058, +0.011] | -15.88 | 24.66 | -1.36 |
10
+ | control: no blend, edge bar raised to match trade count | 0.190 | 0.00 | True | 676 | 37% | -0.028 | [-0.062, +0.006] | -18.99 | 24.96 | -1.65 |
11
+
12
+ ## E2 grid (PnL/ct, n)
13
+
14
+ | w \ min_edge | 0.02 | 0.04 | 0.06 | 0.08 | 0.10 | 0.12 | 0.15 | 0.20 |
15
+ |---|---|---|---|---|---|---|---|---|
16
+ | 0.00 | -0.041 (2061) | -0.042 (1877) | -0.039 (1652) | -0.041 (1465) | -0.038 (1284) | -0.034 (1127) | -0.028 (916) | -0.023 (626) |
17
+ | 0.25 | -0.041 (1918) | -0.037 (1622) | -0.041 (1368) | -0.033 (1165) | -0.028 (947) | -0.031 (798) | -0.020 (577) | -0.032 (361) |
18
+ | 0.50 | -0.037 (1549) | -0.035 (1212) | -0.023 (920) | -0.023 (678) | -0.022 (501) | -0.038 (379) | -0.032 (239) | -0.126 (75) |
19
+ | 0.75 | -0.028 (828) | -0.027 (446) | -0.031 (248) | -0.140 (97) | -0.169 (36) | -0.060 (18) | +0.076 (5) | — |
20
+
21
+ ## E6 by station
22
+
23
+ | group | n | win | PnL/ct | total |
24
+ |---|---|---|---|---|
25
+ | atl | 57 | 46% | -0.005 | -0.29 |
26
+ | aus | 123 | 30% | -0.040 | -4.98 |
27
+ | chi | 56 | 45% | +0.044 | +2.45 |
28
+ | dal | 76 | 30% | -0.065 | -4.94 |
29
+ | den | 79 | 39% | -0.074 | -5.82 |
30
+ | lax | 81 | 42% | +0.032 | +2.60 |
31
+ | mia | 62 | 40% | +0.033 | +2.07 |
32
+ | nyc | 70 | 33% | -0.032 | -2.24 |
33
+ | phl | 51 | 33% | -0.079 | -4.01 |
34
+ | sat | 23 | 39% | -0.031 | -0.72 |
35
+
36
+ ## E6 by week
37
+
38
+ | group | n | win | PnL/ct | total |
39
+ |---|---|---|---|---|
40
+ | 2026-W31 | 44 | 39% | -0.039 | -1.71 |
41
+ | 2026-W32 | 71 | 35% | -0.062 | -4.43 |
42
+ | 2026-W33 | 69 | 30% | -0.089 | -6.13 |
43
+ | 2026-W34 | 70 | 46% | +0.052 | +3.67 |
44
+ | 2026-W35 | 74 | 32% | -0.051 | -3.74 |
45
+ | 2026-W36 | 64 | 28% | -0.119 | -7.63 |
46
+ | 2026-W37 | 72 | 38% | -0.023 | -1.68 |
47
+ | 2026-W38 | 70 | 43% | +0.031 | +2.15 |
48
+ | 2026-W39 | 69 | 42% | +0.036 | +2.45 |
49
+ | 2026-W40 | 64 | 38% | +0.030 | +1.93 |
50
+ | 2026-W41 | 11 | 27% | -0.069 | -0.76 |
51
+
52
+ ## E6 by kind
53
+
54
+ | group | n | win | PnL/ct | total |
55
+ |---|---|---|---|---|
56
+ | high | 604 | 38% | -0.021 | -12.75 |
57
+ | low | 74 | 26% | -0.042 | -3.13 |
58
+
59
+ ## sources
60
+
61
+ ```json
62
+ {
63
+ "nbm": {
64
+ "path": "/home/tom/.openthomas/paper/rows-nbm-2026-07-09-to-2026-10-06.jsonl",
65
+ "digest": "28280f971dc7b7e1",
66
+ "rows": 3421,
67
+ "paired_rows": 3421,
68
+ "this_source": {
69
+ "n": 679,
70
+ "win_rate": 0.33431516936671574,
71
+ "pnl_per_contract": -0.03835051546391756,
72
+ "total_pnl": -26.040000000000024,
73
+ "avg_edge_priced": 0.13588324180577674,
74
+ "avg_win": 0.5245374449339205,
75
+ "avg_loss": -0.32103982300884976,
76
+ "fees": 11.969999999999827,
77
+ "days": 68,
78
+ "max_drawdown": 34.580000000000005,
79
+ "daily_mean": -0.3829411764705883,
80
+ "daily_sd": 1.371015593522618,
81
+ "daily_sharpe": -0.27931205033684453,
82
+ "t_stat": -2.3032661720932937,
83
+ "ci95_pnl_per_contract": [
84
+ -0.0706484149855908,
85
+ -0.004022824536376619
86
+ ]
87
+ },
88
+ "consensus_on_same_rows": {
89
+ "n": 678,
90
+ "win_rate": 0.3687315634218289,
91
+ "pnl_per_contract": -0.023421828908554553,
92
+ "total_pnl": -15.879999999999987,
93
+ "avg_edge_priced": 0.13915825305088475,
94
+ "avg_win": 0.5227999999999998,
95
+ "avg_loss": -0.3424766355140191,
96
+ "fees": 12.219999999999825,
97
+ "days": 68,
98
+ "max_drawdown": 24.660000000000007,
99
+ "daily_mean": -0.23352941176470596,
100
+ "daily_sd": 1.4169114663943014,
101
+ "daily_sharpe": -0.16481581051706928,
102
+ "t_stat": -1.3591059910673255,
103
+ "ci95_pnl_per_contract": [
104
+ -0.05844802342606151,
105
+ 0.011335356600910446
106
+ ]
107
+ },
108
+ "brier_source": 0.16384264260174938,
109
+ "brier_consensus": 0.16313339178670205
110
+ },
111
+ "gfsmos": {
112
+ "path": "/home/tom/.openthomas/paper/rows-gfsmos-2026-07-09-to-2026-10-06.jsonl",
113
+ "digest": "619eb1840fdd3ed4",
114
+ "rows": 3421,
115
+ "paired_rows": 3421,
116
+ "this_source": {
117
+ "n": 736,
118
+ "win_rate": 0.38858695652173914,
119
+ "pnl_per_contract": -0.011494565217391306,
120
+ "total_pnl": -8.46,
121
+ "avg_edge_priced": 0.14054003406078366,
122
+ "avg_win": 0.5085314685314685,
123
+ "avg_loss": -0.34199999999999986,
124
+ "fees": 13.2699999999998,
125
+ "days": 68,
126
+ "max_drawdown": 22.350000000000005,
127
+ "daily_mean": -0.12441176470588253,
128
+ "daily_sd": 1.6042986865544775,
129
+ "daily_sharpe": -0.07754900365410095,
130
+ "t_stat": -0.6394854664545363,
131
+ "ci95_pnl_per_contract": [
132
+ -0.04876923076923077,
133
+ 0.024209115281501315
134
+ ]
135
+ },
136
+ "consensus_on_same_rows": {
137
+ "n": 678,
138
+ "win_rate": 0.3687315634218289,
139
+ "pnl_per_contract": -0.023421828908554553,
140
+ "total_pnl": -15.879999999999987,
141
+ "avg_edge_priced": 0.13915825305088475,
142
+ "avg_win": 0.5227999999999998,
143
+ "avg_loss": -0.3424766355140191,
144
+ "fees": 12.219999999999825,
145
+ "days": 68,
146
+ "max_drawdown": 24.660000000000007,
147
+ "daily_mean": -0.23352941176470596,
148
+ "daily_sd": 1.4169114663943014,
149
+ "daily_sharpe": -0.16481581051706928,
150
+ "t_stat": -1.3591059910673255,
151
+ "ci95_pnl_per_contract": [
152
+ -0.05844802342606151,
153
+ 0.011335356600910446
154
+ ]
155
+ },
156
+ "brier_source": 0.1647668057427477,
157
+ "brier_consensus": 0.16313339178670205
158
+ }
159
+ }
160
+ ```
161
+
162
+ ## simulation
163
+
164
+ ```json
165
+ [
166
+ {
167
+ "variant": "flat",
168
+ "bankroll": 1000.0,
169
+ "final": 707.68,
170
+ "return": -0.2923,
171
+ "max_drawdown": 0.3585,
172
+ "days": 68,
173
+ "entered": 136,
174
+ "rejected": {
175
+ "edge": 542
176
+ },
177
+ "halted_on": null,
178
+ "daily_pnl_max_dd": 395.49
179
+ },
180
+ {
181
+ "variant": "kelly",
182
+ "bankroll": 1000.0,
183
+ "final": 0.05,
184
+ "return": -0.9999,
185
+ "max_drawdown": 1.0,
186
+ "days": 68,
187
+ "entered": 119,
188
+ "rejected": {
189
+ "edge": 542,
190
+ "cash": 17
191
+ },
192
+ "halted_on": null,
193
+ "daily_pnl_max_dd": 1368.39
194
+ },
195
+ {
196
+ "variant": "kelly+caps",
197
+ "bankroll": 1000.0,
198
+ "final": 0.0,
199
+ "return": -1.0,
200
+ "max_drawdown": 1.0,
201
+ "days": 68,
202
+ "entered": 130,
203
+ "rejected": {
204
+ "edge": 542,
205
+ "cash": 6
206
+ },
207
+ "halted_on": null,
208
+ "daily_pnl_max_dd": 1293.22
209
+ },
210
+ {
211
+ "variant": "kelly+caps+kill",
212
+ "bankroll": 1000.0,
213
+ "final": 1030.75,
214
+ "return": 0.0308,
215
+ "max_drawdown": 0.203,
216
+ "days": 68,
217
+ "entered": 13,
218
+ "rejected": {
219
+ "edge": 64,
220
+ "kill-switch": 601
221
+ },
222
+ "halted_on": "2026-08-07",
223
+ "daily_pnl_max_dd": 262.47
224
+ }
225
+ ]
226
+ ```
replay/rows-2026-07-09-to-2026-10-06.jsonl ADDED
The diff for this file is too large to render. See raw diff
 
replay/rows-gfsmos-2026-07-09-to-2026-10-06.jsonl ADDED
The diff for this file is too large to render. See raw diff
 
replay/rows-nbm-2026-07-09-to-2026-10-06.jsonl ADDED
The diff for this file is too large to render. See raw diff