thomaslwang commited on
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forecasts @ 6 files, 189 replay artifacts

Browse files
README.md CHANGED
@@ -21,12 +21,12 @@ the paper's replay experiments (`docs/EXPERIMENTS.md` in the
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  | file | what | lines / bytes |
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  |---|---|---|
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- | `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) | 27,102 |
25
  | `data/own-models.jsonl` | station-day extremes from OpenThomas' own GraphCast / Pangu inference runs, with issue timestamps | 4,340 |
26
- | `data/gencast-spread.json` | per station-day ensemble spread of the latest GenCast run (sigma multiplier input) | 3,289 |
27
  | `data/graphcast-tempseries.json` | coarse global 2m-temperature daily series from the latest GraphCast run | 113,271 |
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- | `data/baseline-nbm.jsonl` | as-of NBM daily max/min per station (IEM MOS archive), the official-guidance baseline | 2,480 |
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- | `data/baseline-gfsmos.jsonl` | as-of GFS MOS daily max/min per station (IEM MOS archive) | 2,480 |
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31
  ## Frozen replay datasets and experiment results
32
 
@@ -109,6 +109,8 @@ agent could not have known at decision time.
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  - `replay/results-2026-07-09-to-2026-10-11.md`
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  - `replay/results-2026-07-09-to-2026-10-12.json`
111
  - `replay/results-2026-07-09-to-2026-10-12.md`
 
 
112
  - `replay/results-llm-2026-07-09-to-2026-09-11.json`
113
  - `replay/results-llm-2026-07-09-to-2026-09-11.md`
114
  - `replay/results-llm-2026-07-09-to-2026-09-12.json`
@@ -153,6 +155,7 @@ agent could not have known at decision time.
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  - `replay/rows-2026-07-09-to-2026-10-10.jsonl`
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  - `replay/rows-2026-07-09-to-2026-10-11.jsonl`
155
  - `replay/rows-2026-07-09-to-2026-10-12.jsonl`
 
156
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-11.jsonl`
157
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-12.jsonl`
158
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-13.jsonl`
@@ -185,6 +188,7 @@ agent could not have known at decision time.
185
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-10.jsonl`
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  - `replay/rows-gfsmos-2026-07-09-to-2026-10-11.jsonl`
187
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-12.jsonl`
 
188
  - `replay/rows-high9-2026-07-09-to-2026-09-11.jsonl`
189
  - `replay/rows-low1-2026-07-09-to-2026-09-11.jsonl`
190
  - `replay/rows-low2-2026-07-09-to-2026-09-11.jsonl`
@@ -220,6 +224,7 @@ agent could not have known at decision time.
220
  - `replay/rows-nbm-2026-07-09-to-2026-10-10.jsonl`
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  - `replay/rows-nbm-2026-07-09-to-2026-10-11.jsonl`
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  - `replay/rows-nbm-2026-07-09-to-2026-10-12.jsonl`
 
223
 
224
  ## Conventions
225
 
 
21
 
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  | file | what | lines / bytes |
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  |---|---|---|
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) | 27,222 |
25
  | `data/own-models.jsonl` | station-day extremes from OpenThomas' own GraphCast / Pangu inference runs, with issue timestamps | 4,340 |
26
+ | `data/gencast-spread.json` | per station-day ensemble spread of the latest GenCast run (sigma multiplier input) | 3,296 |
27
  | `data/graphcast-tempseries.json` | coarse global 2m-temperature daily series from the latest GraphCast run | 113,271 |
28
+ | `data/baseline-nbm.jsonl` | as-of NBM daily max/min per station (IEM MOS archive), the official-guidance baseline | 2,500 |
29
+ | `data/baseline-gfsmos.jsonl` | as-of GFS MOS daily max/min per station (IEM MOS archive) | 2,500 |
30
 
31
  ## Frozen replay datasets and experiment results
32
 
 
109
  - `replay/results-2026-07-09-to-2026-10-11.md`
110
  - `replay/results-2026-07-09-to-2026-10-12.json`
111
  - `replay/results-2026-07-09-to-2026-10-12.md`
112
+ - `replay/results-2026-07-09-to-2026-10-13.json`
113
+ - `replay/results-2026-07-09-to-2026-10-13.md`
114
  - `replay/results-llm-2026-07-09-to-2026-09-11.json`
115
  - `replay/results-llm-2026-07-09-to-2026-09-11.md`
116
  - `replay/results-llm-2026-07-09-to-2026-09-12.json`
 
155
  - `replay/rows-2026-07-09-to-2026-10-10.jsonl`
156
  - `replay/rows-2026-07-09-to-2026-10-11.jsonl`
157
  - `replay/rows-2026-07-09-to-2026-10-12.jsonl`
158
+ - `replay/rows-2026-07-09-to-2026-10-13.jsonl`
159
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-11.jsonl`
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  - `replay/rows-gfsmos-2026-07-09-to-2026-09-12.jsonl`
161
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-13.jsonl`
 
188
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-10.jsonl`
189
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-11.jsonl`
190
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-12.jsonl`
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+ - `replay/rows-gfsmos-2026-07-09-to-2026-10-13.jsonl`
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  - `replay/rows-high9-2026-07-09-to-2026-09-11.jsonl`
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  - `replay/rows-low1-2026-07-09-to-2026-09-11.jsonl`
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  - `replay/rows-low2-2026-07-09-to-2026-09-11.jsonl`
 
224
  - `replay/rows-nbm-2026-07-09-to-2026-10-10.jsonl`
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  - `replay/rows-nbm-2026-07-09-to-2026-10-11.jsonl`
226
  - `replay/rows-nbm-2026-07-09-to-2026-10-12.jsonl`
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+ - `replay/rows-nbm-2026-07-09-to-2026-10-13.jsonl`
228
 
229
  ## Conventions
230
 
data/baseline-gfsmos.jsonl CHANGED
@@ -2478,3 +2478,23 @@
2478
  {"source": "gfsmos", "station": "phl", "kind": "low", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 61.0}
2479
  {"source": "gfsmos", "station": "sat", "kind": "high", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 90.0}
2480
  {"source": "gfsmos", "station": "sat", "kind": "low", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 73.0}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2478
  {"source": "gfsmos", "station": "phl", "kind": "low", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 61.0}
2479
  {"source": "gfsmos", "station": "sat", "kind": "high", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 90.0}
2480
  {"source": "gfsmos", "station": "sat", "kind": "low", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 73.0}
2481
+ {"source": "gfsmos", "station": "atl", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 90.0}
2482
+ {"source": "gfsmos", "station": "atl", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 64.0}
2483
+ {"source": "gfsmos", "station": "aus", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 94.0}
2484
+ {"source": "gfsmos", "station": "aus", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 77.0}
2485
+ {"source": "gfsmos", "station": "chi", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 84.0}
2486
+ {"source": "gfsmos", "station": "chi", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 68.0}
2487
+ {"source": "gfsmos", "station": "dal", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 91.0}
2488
+ {"source": "gfsmos", "station": "dal", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 75.0}
2489
+ {"source": "gfsmos", "station": "den", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 66.0}
2490
+ {"source": "gfsmos", "station": "den", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 44.0}
2491
+ {"source": "gfsmos", "station": "lax", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 72.0}
2492
+ {"source": "gfsmos", "station": "lax", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 57.0}
2493
+ {"source": "gfsmos", "station": "mia", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 89.0}
2494
+ {"source": "gfsmos", "station": "mia", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 75.0}
2495
+ {"source": "gfsmos", "station": "nyc", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 76.0}
2496
+ {"source": "gfsmos", "station": "nyc", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 62.0}
2497
+ {"source": "gfsmos", "station": "phl", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 80.0}
2498
+ {"source": "gfsmos", "station": "phl", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 57.0}
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+ {"source": "gfsmos", "station": "sat", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 92.0}
2500
+ {"source": "gfsmos", "station": "sat", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 78.0}
data/baseline-nbm.jsonl CHANGED
@@ -2478,3 +2478,23 @@
2478
  {"source": "nbm", "station": "phl", "kind": "low", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 62.0}
2479
  {"source": "nbm", "station": "sat", "kind": "high", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 92.0}
2480
  {"source": "nbm", "station": "sat", "kind": "low", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 71.0}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2478
  {"source": "nbm", "station": "phl", "kind": "low", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 62.0}
2479
  {"source": "nbm", "station": "sat", "kind": "high", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 92.0}
2480
  {"source": "nbm", "station": "sat", "kind": "low", "target_date": "2026-10-12", "runtime": "2026-10-11T12:00:00", "value": 71.0}
2481
+ {"source": "nbm", "station": "atl", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 86.0}
2482
+ {"source": "nbm", "station": "atl", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 62.0}
2483
+ {"source": "nbm", "station": "aus", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 96.0}
2484
+ {"source": "nbm", "station": "aus", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 74.0}
2485
+ {"source": "nbm", "station": "chi", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 84.0}
2486
+ {"source": "nbm", "station": "chi", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 73.0}
2487
+ {"source": "nbm", "station": "dal", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 94.0}
2488
+ {"source": "nbm", "station": "dal", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 76.0}
2489
+ {"source": "nbm", "station": "den", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 67.0}
2490
+ {"source": "nbm", "station": "den", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 49.0}
2491
+ {"source": "nbm", "station": "lax", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 70.0}
2492
+ {"source": "nbm", "station": "lax", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 55.0}
2493
+ {"source": "nbm", "station": "mia", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 88.0}
2494
+ {"source": "nbm", "station": "mia", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 75.0}
2495
+ {"source": "nbm", "station": "nyc", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 73.0}
2496
+ {"source": "nbm", "station": "nyc", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 58.0}
2497
+ {"source": "nbm", "station": "phl", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 80.0}
2498
+ {"source": "nbm", "station": "phl", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 59.0}
2499
+ {"source": "nbm", "station": "sat", "kind": "high", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 95.0}
2500
+ {"source": "nbm", "station": "sat", "kind": "low", "target_date": "2026-10-13", "runtime": "2026-10-12T12:00:00", "value": 77.0}
data/gencast-spread.json CHANGED
@@ -1 +1 @@
1
- {"issued_at": "2026-10-13T00:24:46.284792+00:00", "source": "OpenThomas \u00b7 GenCast", "members": 9, "ref_sigma": {"0": 1.31, "1": 1.21, "2": 1.8, "3": 1.82, "4": 2.05, "5": 2.29, "6": 3.35}, "spread": {"nyc": {"2026-10-07": {"high": 1.29, "low": 1.78}, "2026-10-08": {"high": 1.39, "low": 1.33}, "2026-10-09": {"high": 1.94, "low": 1.54}, "2026-10-10": {"high": 2.98, "low": 1.78}, "2026-10-11": {"high": 2.1, "low": 2.5}, "2026-10-12": {"high": 2.34, "low": 2.86}, "2026-10-13": {"high": 5.16, "low": 3.85}}, "aus": {"2026-10-07": {"high": 1.31, "low": 0.93}, "2026-10-08": {"high": 1.01, "low": 0.94}, "2026-10-09": {"high": 1.8, "low": 1.53}, "2026-10-10": {"high": 1.08, "low": 1.57}, "2026-10-11": {"high": 2.0, "low": 1.85}, "2026-10-12": {"high": 1.89, "low": 3.62}, "2026-10-13": {"high": 1.55, "low": 3.31}}, "chi": {"2026-10-07": {"high": 1.35, "low": 0.91}, "2026-10-08": {"high": 3.02, "low": 1.24}, "2026-10-09": {"high": 1.97, "low": 2.86}, "2026-10-10": {"high": 2.5, "low": 1.15}, "2026-10-11": {"high": 3.62, "low": 3.07}, "2026-10-12": {"high": 5.78, "low": 3.57}, "2026-10-13": {"high": 6.61, "low": 3.99}}, "mia": {"2026-10-07": {"high": 0.44, "low": 1.14}, "2026-10-08": {"high": 1.03, "low": 1.1}, "2026-10-09": {"high": 0.97, "low": 1.28}, "2026-10-10": {"high": 0.92, "low": 1.64}, "2026-10-11": {"high": 0.48, "low": 1.0}, "2026-10-12": {"high": 1.06, "low": 0.57}, "2026-10-13": {"high": 1.7, "low": 1.42}}, "lax": {"2026-10-07": {"high": 1.85, "low": 1.72}, "2026-10-08": {"high": 1.01, "low": 1.94}, "2026-10-09": {"high": 2.35, "low": 1.82}, "2026-10-10": {"high": 1.87, "low": 2.03}, "2026-10-11": {"high": 1.82, "low": 1.73}, "2026-10-12": {"high": 1.83, "low": 1.17}, "2026-10-13": {"high": 3.36, "low": 1.04}}, "phl": {"2026-10-07": {"high": 1.03, "low": 1.26}, "2026-10-08": {"high": 2.74, "low": 1.18}, "2026-10-09": {"high": 1.73, "low": 1.46}, "2026-10-10": {"high": 2.98, "low": 1.76}, "2026-10-11": {"high": 3.1, "low": 2.87}, "2026-10-12": {"high": 3.41, "low": 2.23}, "2026-10-13": {"high": 4.21, "low": 3.64}}, "den": {"2026-10-07": {"high": 2.87, "low": 1.82}, "2026-10-08": {"high": 0.97, "low": 2.41}, "2026-10-09": {"high": 4.54, "low": 2.1}, "2026-10-10": {"high": 3.56, "low": 1.85}, "2026-10-11": {"high": 4.71, "low": 2.6}, "2026-10-12": {"high": 8.71, "low": 3.43}, "2026-10-13": {"high": 8.25, "low": 3.93}}, "dal": {"2026-10-07": {"high": 1.82, "low": 1.49}, "2026-10-08": {"high": 1.35, "low": 1.8}, "2026-10-09": {"high": 1.32, "low": 1.63}, "2026-10-10": {"high": 1.42, "low": 2.5}, "2026-10-11": {"high": 2.71, "low": 1.27}, "2026-10-12": {"high": 1.74, "low": 2.89}, "2026-10-13": {"high": 3.37, "low": 3.33}}, "atl": {"2026-10-07": {"high": 2.92, "low": 0.75}, "2026-10-08": {"high": 1.11, "low": 2.78}, "2026-10-09": {"high": 2.37, "low": 2.0}, "2026-10-10": {"high": 3.71, "low": 3.33}, "2026-10-11": {"high": 1.53, "low": 2.64}, "2026-10-12": {"high": 1.82, "low": 1.81}, "2026-10-13": {"high": 2.17, "low": 2.19}}, "sat": {"2026-10-07": {"high": 1.31, "low": 0.93}, "2026-10-08": {"high": 1.01, "low": 0.94}, "2026-10-09": {"high": 1.8, "low": 1.53}, "2026-10-10": {"high": 1.08, "low": 1.57}, "2026-10-11": {"high": 2.0, "low": 1.85}, "2026-10-12": {"high": 1.89, "low": 3.62}, "2026-10-13": {"high": 1.55, "low": 3.31}}}}
 
1
+ {"issued_at": "2026-10-14T00:39:16.844102+00:00", "source": "OpenThomas \u00b7 GenCast", "members": 9, "ref_sigma": {"0": 1.22, "1": 1.36, "2": 1.91, "3": 1.98, "4": 2.24, "5": 2.84, "6": 2.94}, "spread": {"nyc": {"2026-10-08": {"high": 1.24, "low": 1.12}, "2026-10-09": {"high": 1.25, "low": 1.39}, "2026-10-10": {"high": 1.75, "low": 1.69}, "2026-10-11": {"high": 1.25, "low": 2.53}, "2026-10-12": {"high": 1.76, "low": 1.52}, "2026-10-13": {"high": 4.84, "low": 3.34}, "2026-10-14": {"high": 7.74, "low": 7.89}}, "aus": {"2026-10-08": {"high": 1.35, "low": 0.87}, "2026-10-09": {"high": 1.23, "low": 1.29}, "2026-10-10": {"high": 2.07, "low": 1.11}, "2026-10-11": {"high": 1.84, "low": 2.97}, "2026-10-12": {"high": 1.97, "low": 3.04}, "2026-10-13": {"high": 2.39, "low": 3.3}, "2026-10-14": {"high": 1.62, "low": 1.97}}, "chi": {"2026-10-08": {"high": 2.25, "low": 1.13}, "2026-10-09": {"high": 3.06, "low": 3.24}, "2026-10-10": {"high": 1.49, "low": 2.01}, "2026-10-11": {"high": 2.93, "low": 3.33}, "2026-10-12": {"high": 3.36, "low": 2.27}, "2026-10-13": {"high": 7.9, "low": 7.77}, "2026-10-14": {"high": 13.12, "low": 12.35}}, "mia": {"2026-10-08": {"high": 0.83, "low": 0.77}, "2026-10-09": {"high": 0.74, "low": 1.02}, "2026-10-10": {"high": 0.69, "low": 1.33}, "2026-10-11": {"high": 0.83, "low": 0.81}, "2026-10-12": {"high": 0.85, "low": 0.79}, "2026-10-13": {"high": 0.51, "low": 1.14}, "2026-10-14": {"high": 1.25, "low": 1.33}}, "lax": {"2026-10-08": {"high": 1.86, "low": 1.73}, "2026-10-09": {"high": 1.67, "low": 1.93}, "2026-10-10": {"high": 3.61, "low": 2.12}, "2026-10-11": {"high": 1.86, "low": 1.41}, "2026-10-12": {"high": 2.2, "low": 1.67}, "2026-10-13": {"high": 4.69, "low": 1.71}, "2026-10-14": {"high": 4.71, "low": 1.53}}, "phl": {"2026-10-08": {"high": 0.93, "low": 0.99}, "2026-10-09": {"high": 3.08, "low": 1.05}, "2026-10-10": {"high": 1.8, "low": 2.43}, "2026-10-11": {"high": 2.25, "low": 2.04}, "2026-10-12": {"high": 2.67, "low": 2.0}, "2026-10-13": {"high": 4.39, "low": 2.73}, "2026-10-14": {"high": 7.93, "low": 7.25}}, "den": {"2026-10-08": {"high": 2.93, "low": 1.28}, "2026-10-09": {"high": 1.27, "low": 2.52}, "2026-10-10": {"high": 4.44, "low": 2.13}, "2026-10-11": {"high": 3.07, "low": 1.77}, "2026-10-12": {"high": 6.12, "low": 4.09}, "2026-10-13": {"high": 5.95, "low": 2.64}, "2026-10-14": {"high": 5.07, "low": 4.84}}, "dal": {"2026-10-08": {"high": 1.79, "low": 1.2}, "2026-10-09": {"high": 1.81, "low": 1.34}, "2026-10-10": {"high": 1.52, "low": 1.24}, "2026-10-11": {"high": 1.76, "low": 2.29}, "2026-10-12": {"high": 3.0, "low": 2.82}, "2026-10-13": {"high": 2.95, "low": 1.93}, "2026-10-14": {"high": 3.34, "low": 1.81}}, "atl": {"2026-10-08": {"high": 2.6, "low": 1.1}, "2026-10-09": {"high": 1.71, "low": 1.96}, "2026-10-10": {"high": 4.0, "low": 2.05}, "2026-10-11": {"high": 1.96, "low": 2.0}, "2026-10-12": {"high": 2.57, "low": 1.76}, "2026-10-13": {"high": 1.85, "low": 1.91}, "2026-10-14": {"high": 2.54, "low": 2.11}}, "sat": {"2026-10-08": {"high": 1.35, "low": 0.87}, "2026-10-09": {"high": 1.23, "low": 1.29}, "2026-10-10": {"high": 2.07, "low": 1.11}, "2026-10-11": {"high": 1.84, "low": 2.97}, "2026-10-12": {"high": 1.97, "low": 3.04}, "2026-10-13": {"high": 2.39, "low": 3.3}, "2026-10-14": {"high": 1.62, "low": 1.97}}}}
data/nwp-guidance-and-settlements.jsonl CHANGED
@@ -27100,3 +27100,123 @@
27100
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-11", "lead": 4, "mean": 67.43, "spread": 4.4, "models": {"gfs_seamless": 70.7, "ecmwf_ifs025": 68.5, "icon_seamless": 63.5, "gem_seamless": 60.5, "ukmo_seamless": 70.3, "jma_seamless": 71.1}}
27101
  {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-11", "lead": 5, "mean": 88.2, "spread": 2.93, "models": {"gfs_seamless": 88.9, "ecmwf_ifs025": 91.9, "icon_seamless": 88.3, "gem_seamless": 83.2, "ukmo_seamless": 89.8, "jma_seamless": 87.1}}
27102
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-11", "lead": 5, "mean": 66.47, "spread": 2.76, "models": {"gfs_seamless": 68.2, "ecmwf_ifs025": 67.2, "icon_seamless": 62.1, "gem_seamless": 64.1, "ukmo_seamless": 69.2, "jma_seamless": 68.0}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
27100
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-11", "lead": 4, "mean": 67.43, "spread": 4.4, "models": {"gfs_seamless": 70.7, "ecmwf_ifs025": 68.5, "icon_seamless": 63.5, "gem_seamless": 60.5, "ukmo_seamless": 70.3, "jma_seamless": 71.1}}
27101
  {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-11", "lead": 5, "mean": 88.2, "spread": 2.93, "models": {"gfs_seamless": 88.9, "ecmwf_ifs025": 91.9, "icon_seamless": 88.3, "gem_seamless": 83.2, "ukmo_seamless": 89.8, "jma_seamless": 87.1}}
27102
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-11", "lead": 5, "mean": 66.47, "spread": 2.76, "models": {"gfs_seamless": 68.2, "ecmwf_ifs025": 67.2, "icon_seamless": 62.1, "gem_seamless": 64.1, "ukmo_seamless": 69.2, "jma_seamless": 68.0}}
27103
+ {"type": "settlement", "station": "phl", "kind": "high", "target_date": "2026-10-12", "value": 74.0}
27104
+ {"type": "settlement", "station": "phl", "kind": "low", "target_date": "2026-10-12", "value": 57.0}
27105
+ {"type": "settlement", "station": "nyc", "kind": "high", "target_date": "2026-10-12", "value": 70.0}
27106
+ {"type": "settlement", "station": "nyc", "kind": "low", "target_date": "2026-10-12", "value": 54.0}
27107
+ {"type": "settlement", "station": "mia", "kind": "high", "target_date": "2026-10-12", "value": 90.0}
27108
+ {"type": "settlement", "station": "mia", "kind": "low", "target_date": "2026-10-12", "value": 80.0}
27109
+ {"type": "settlement", "station": "atl", "kind": "high", "target_date": "2026-10-12", "value": 84.0}
27110
+ {"type": "settlement", "station": "atl", "kind": "low", "target_date": "2026-10-12", "value": 58.0}
27111
+ {"type": "settlement", "station": "aus", "kind": "high", "target_date": "2026-10-12", "value": 92.0}
27112
+ {"type": "settlement", "station": "aus", "kind": "low", "target_date": "2026-10-12", "value": 70.0}
27113
+ {"type": "settlement", "station": "chi", "kind": "high", "target_date": "2026-10-12", "value": 88.0}
27114
+ {"type": "settlement", "station": "chi", "kind": "low", "target_date": "2026-10-12", "value": 62.0}
27115
+ {"type": "settlement", "station": "sat", "kind": "high", "target_date": "2026-10-12", "value": 90.0}
27116
+ {"type": "settlement", "station": "sat", "kind": "low", "target_date": "2026-10-12", "value": 73.0}
27117
+ {"type": "settlement", "station": "dal", "kind": "high", "target_date": "2026-10-12", "value": 90.0}
27118
+ {"type": "settlement", "station": "dal", "kind": "low", "target_date": "2026-10-12", "value": 71.0}
27119
+ {"type": "settlement", "station": "den", "kind": "high", "target_date": "2026-10-12", "value": 82.0}
27120
+ {"type": "settlement", "station": "den", "kind": "low", "target_date": "2026-10-12", "value": 58.0}
27121
+ {"type": "settlement", "station": "lax", "kind": "high", "target_date": "2026-10-12", "value": 69.0}
27122
+ {"type": "settlement", "station": "lax", "kind": "low", "target_date": "2026-10-12", "value": 59.0}
27123
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-12", "lead": 1, "mean": 80.57, "spread": 2.08, "models": {"gfs_seamless": 79.3, "ecmwf_ifs025": 81.3, "icon_seamless": 81.4, "gem_seamless": 78.5, "ukmo_seamless": 81.6, "meteofrance_seamless": 78.0, "jma_seamless": 83.9}}
27124
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-12", "lead": 1, "mean": 59.56, "spread": 1.54, "models": {"gfs_seamless": 58.6, "ecmwf_ifs025": 59.5, "icon_seamless": 60.1, "gem_seamless": 60.4, "ukmo_seamless": 62.2, "meteofrance_seamless": 57.4, "jma_seamless": 58.7}}
27125
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-12", "lead": 2, "mean": 81.54, "spread": 2.85, "models": {"gfs_seamless": 86.0, "ecmwf_ifs025": 81.3, "icon_seamless": 81.1, "gem_seamless": 78.1, "ukmo_seamless": 82.0, "meteofrance_seamless": 78.3, "jma_seamless": 84.0}}
27126
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-12", "lead": 2, "mean": 60.53, "spread": 1.67, "models": {"gfs_seamless": 62.0, "ecmwf_ifs025": 60.5, "icon_seamless": 59.9, "gem_seamless": 61.1, "ukmo_seamless": 62.8, "meteofrance_seamless": 57.7, "jma_seamless": 59.7}}
27127
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-12", "lead": 3, "mean": 82.91, "spread": 2.88, "models": {"gfs_seamless": 85.4, "ecmwf_ifs025": 84.6, "icon_seamless": 83.2, "gem_seamless": 78.9, "ukmo_seamless": 82.9, "meteofrance_seamless": 79.2, "jma_seamless": 86.2}}
27128
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-12", "lead": 3, "mean": 60.97, "spread": 1.55, "models": {"gfs_seamless": 62.2, "ecmwf_ifs025": 61.2, "icon_seamless": 61.1, "gem_seamless": 61.5, "ukmo_seamless": 62.7, "meteofrance_seamless": 58.0, "jma_seamless": 60.1}}
27129
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-12", "lead": 4, "mean": 82.65, "spread": 2.43, "models": {"gfs_seamless": 83.8, "ecmwf_ifs025": 83.0, "icon_seamless": 84.1, "gem_seamless": 78.0, "ukmo_seamless": 82.3, "jma_seamless": 84.7}}
27130
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-12", "lead": 4, "mean": 61.88, "spread": 0.89, "models": {"gfs_seamless": 62.4, "ecmwf_ifs025": 63.1, "icon_seamless": 61.5, "gem_seamless": 61.1, "ukmo_seamless": 62.4, "jma_seamless": 60.8}}
27131
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-12", "lead": 5, "mean": 80.7, "spread": 3.29, "models": {"gfs_seamless": 83.5, "ecmwf_ifs025": 80.3, "icon_seamless": 82.8, "gem_seamless": 74.8, "ukmo_seamless": 79.7, "jma_seamless": 83.1}}
27132
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-12", "lead": 5, "mean": 62.12, "spread": 1.12, "models": {"gfs_seamless": 61.7, "ecmwf_ifs025": 62.1, "icon_seamless": 60.1, "gem_seamless": 63.0, "ukmo_seamless": 63.0, "jma_seamless": 62.8}}
27133
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-12", "lead": 1, "mean": 90.27, "spread": 3.1, "models": {"gfs_seamless": 88.4, "ecmwf_ifs025": 89.8, "icon_seamless": 92.6, "gem_seamless": 94.5, "ukmo_seamless": 91.0, "meteofrance_seamless": 90.8, "jma_seamless": 84.8}}
27134
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-12", "lead": 1, "mean": 72.11, "spread": 2.44, "models": {"gfs_seamless": 69.7, "ecmwf_ifs025": 72.7, "icon_seamless": 70.6, "gem_seamless": 69.4, "ukmo_seamless": 72.1, "meteofrance_seamless": 76.0, "jma_seamless": 74.3}}
27135
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-12", "lead": 2, "mean": 90.81, "spread": 2.86, "models": {"gfs_seamless": 89.1, "ecmwf_ifs025": 89.6, "icon_seamless": 93.0, "gem_seamless": 93.5, "ukmo_seamless": 92.3, "meteofrance_seamless": 92.6, "jma_seamless": 85.6}}
27136
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-12", "lead": 2, "mean": 70.89, "spread": 2.2, "models": {"gfs_seamless": 69.8, "ecmwf_ifs025": 69.9, "icon_seamless": 67.4, "gem_seamless": 71.1, "ukmo_seamless": 70.9, "meteofrance_seamless": 74.1, "jma_seamless": 73.0}}
27137
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-12", "lead": 3, "mean": 91.17, "spread": 3.03, "models": {"gfs_seamless": 88.4, "ecmwf_ifs025": 91.7, "icon_seamless": 94.2, "gem_seamless": 93.1, "ukmo_seamless": 92.1, "meteofrance_seamless": 93.0, "jma_seamless": 85.7}}
27138
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-12", "lead": 3, "mean": 71.59, "spread": 2.97, "models": {"gfs_seamless": 68.7, "ecmwf_ifs025": 74.0, "icon_seamless": 68.2, "gem_seamless": 69.4, "ukmo_seamless": 71.6, "meteofrance_seamless": 76.1, "jma_seamless": 73.1}}
27139
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-12", "lead": 4, "mean": 90.4, "spread": 2.5, "models": {"gfs_seamless": 91.4, "ecmwf_ifs025": 88.6, "icon_seamless": 94.0, "gem_seamless": 89.6, "ukmo_seamless": 91.8, "jma_seamless": 87.0}}
27140
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-12", "lead": 4, "mean": 69.4, "spread": 1.9, "models": {"gfs_seamless": 67.7, "ecmwf_ifs025": 71.8, "icon_seamless": 68.1, "gem_seamless": 67.4, "ukmo_seamless": 70.3, "jma_seamless": 71.1}}
27141
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-12", "lead": 5, "mean": 90.53, "spread": 2.12, "models": {"gfs_seamless": 91.4, "ecmwf_ifs025": 90.7, "icon_seamless": 93.3, "gem_seamless": 90.5, "ukmo_seamless": 90.5, "jma_seamless": 86.8}}
27142
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-12", "lead": 5, "mean": 68.62, "spread": 1.91, "models": {"gfs_seamless": 66.1, "ecmwf_ifs025": 68.9, "icon_seamless": 67.5, "gem_seamless": 67.6, "ukmo_seamless": 70.6, "jma_seamless": 71.0}}
27143
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-12", "lead": 1, "mean": 84.34, "spread": 2.75, "models": {"gfs_seamless": 86.2, "ecmwf_ifs025": 82.1, "icon_seamless": 87.4, "gem_seamless": 87.0, "ukmo_seamless": 81.8, "meteofrance_seamless": 80.7, "jma_seamless": 85.2}}
27144
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27145
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27146
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27147
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27148
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27149
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27150
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27151
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27152
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-12", "lead": 5, "mean": 58.85, "spread": 4.97, "models": {"gfs_seamless": 66.0, "ecmwf_ifs025": 54.4, "icon_seamless": 59.6, "gem_seamless": 52.4, "ukmo_seamless": 62.1, "jma_seamless": 58.6}}
27153
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-12", "lead": 1, "mean": 88.96, "spread": 2.03, "models": {"gfs_seamless": 86.7, "ecmwf_ifs025": 89.7, "icon_seamless": 90.8, "gem_seamless": 90.9, "ukmo_seamless": 89.6, "meteofrance_seamless": 89.4, "jma_seamless": 85.6}}
27154
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-12", "lead": 1, "mean": 71.17, "spread": 2.23, "models": {"gfs_seamless": 67.8, "ecmwf_ifs025": 71.2, "icon_seamless": 68.8, "gem_seamless": 70.9, "ukmo_seamless": 73.4, "meteofrance_seamless": 73.7, "jma_seamless": 72.4}}
27155
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-12", "lead": 2, "mean": 89.04, "spread": 2.44, "models": {"gfs_seamless": 87.5, "ecmwf_ifs025": 88.1, "icon_seamless": 90.4, "gem_seamless": 91.8, "ukmo_seamless": 88.9, "meteofrance_seamless": 91.6, "jma_seamless": 85.0}}
27156
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-12", "lead": 2, "mean": 71.64, "spread": 2.14, "models": {"gfs_seamless": 72.4, "ecmwf_ifs025": 70.8, "icon_seamless": 68.2, "gem_seamless": 69.8, "ukmo_seamless": 73.1, "meteofrance_seamless": 74.4, "jma_seamless": 72.8}}
27157
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-12", "lead": 3, "mean": 89.31, "spread": 2.4, "models": {"gfs_seamless": 89.0, "ecmwf_ifs025": 87.5, "icon_seamless": 89.9, "gem_seamless": 92.1, "ukmo_seamless": 88.8, "meteofrance_seamless": 92.3, "jma_seamless": 85.6}}
27158
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-12", "lead": 3, "mean": 72.24, "spread": 2.18, "models": {"gfs_seamless": 72.4, "ecmwf_ifs025": 72.0, "icon_seamless": 68.5, "gem_seamless": 70.6, "ukmo_seamless": 74.1, "meteofrance_seamless": 75.0, "jma_seamless": 73.1}}
27159
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-12", "lead": 4, "mean": 88.53, "spread": 2.72, "models": {"gfs_seamless": 88.6, "ecmwf_ifs025": 86.4, "icon_seamless": 89.0, "gem_seamless": 92.9, "ukmo_seamless": 89.3, "jma_seamless": 85.0}}
27160
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-12", "lead": 4, "mean": 71.47, "spread": 1.76, "models": {"gfs_seamless": 72.2, "ecmwf_ifs025": 70.3, "icon_seamless": 68.9, "gem_seamless": 71.0, "ukmo_seamless": 73.8, "jma_seamless": 72.6}}
27161
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-12", "lead": 5, "mean": 87.33, "spread": 1.45, "models": {"gfs_seamless": 89.0, "ecmwf_ifs025": 84.9, "icon_seamless": 86.8, "gem_seamless": 88.3, "ukmo_seamless": 88.0, "jma_seamless": 87.0}}
27162
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-12", "lead": 5, "mean": 69.58, "spread": 4.67, "models": {"gfs_seamless": 72.4, "ecmwf_ifs025": 70.3, "icon_seamless": 65.8, "gem_seamless": 62.1, "ukmo_seamless": 72.9, "jma_seamless": 74.0}}
27163
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-12", "lead": 1, "mean": 79.83, "spread": 1.53, "models": {"gfs_seamless": 78.5, "ecmwf_ifs025": 81.1, "icon_seamless": 79.9, "gem_seamless": 80.5, "ukmo_seamless": 80.9, "meteofrance_seamless": 80.9, "jma_seamless": 77.0}}
27164
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-12", "lead": 1, "mean": 58.79, "spread": 3.76, "models": {"gfs_seamless": 54.9, "ecmwf_ifs025": 61.6, "icon_seamless": 53.6, "gem_seamless": 58.2, "ukmo_seamless": 58.5, "meteofrance_seamless": 60.2, "jma_seamless": 64.5}}
27165
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-12", "lead": 2, "mean": 79.73, "spread": 1.54, "models": {"gfs_seamless": 77.9, "ecmwf_ifs025": 82.1, "icon_seamless": 79.7, "gem_seamless": 80.6, "ukmo_seamless": 79.8, "meteofrance_seamless": 80.3, "jma_seamless": 77.7}}
27166
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-12", "lead": 2, "mean": 59.59, "spread": 3.61, "models": {"gfs_seamless": 54.0, "ecmwf_ifs025": 62.4, "icon_seamless": 56.5, "gem_seamless": 62.0, "ukmo_seamless": 59.5, "meteofrance_seamless": 58.4, "jma_seamless": 64.3}}
27167
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-12", "lead": 3, "mean": 80.2, "spread": 2.52, "models": {"gfs_seamless": 76.3, "ecmwf_ifs025": 83.2, "icon_seamless": 81.7, "gem_seamless": 81.2, "ukmo_seamless": 81.1, "meteofrance_seamless": 80.8, "jma_seamless": 77.1}}
27168
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-12", "lead": 3, "mean": 56.64, "spread": 5.5, "models": {"gfs_seamless": 49.5, "ecmwf_ifs025": 63.2, "icon_seamless": 52.0, "gem_seamless": 54.3, "ukmo_seamless": 56.5, "meteofrance_seamless": 56.6, "jma_seamless": 64.4}}
27169
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-12", "lead": 4, "mean": 81.35, "spread": 0.83, "models": {"gfs_seamless": 80.6, "ecmwf_ifs025": 80.9, "icon_seamless": 82.6, "gem_seamless": 80.9, "ukmo_seamless": 82.2, "jma_seamless": 80.9}}
27170
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-12", "lead": 4, "mean": 55.32, "spread": 5.41, "models": {"gfs_seamless": 53.6, "ecmwf_ifs025": 58.1, "icon_seamless": 49.8, "gem_seamless": 53.9, "ukmo_seamless": 51.7, "jma_seamless": 64.8}}
27171
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-12", "lead": 5, "mean": 76.12, "spread": 5.06, "models": {"gfs_seamless": 79.3, "ecmwf_ifs025": 82.7, "icon_seamless": 68.5, "gem_seamless": 74.7, "ukmo_seamless": 73.1, "jma_seamless": 78.4}}
27172
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-12", "lead": 5, "mean": 50.43, "spread": 7.72, "models": {"gfs_seamless": 51.9, "ecmwf_ifs025": 52.9, "icon_seamless": 46.2, "gem_seamless": 43.8, "ukmo_seamless": 43.8, "jma_seamless": 64.0}}
27173
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-12", "lead": 1, "mean": 67.2, "spread": 0.57, "models": {"gfs_seamless": 67.1, "ecmwf_ifs025": 67.6, "icon_seamless": 66.9, "gem_seamless": 68.2, "ukmo_seamless": 66.4, "meteofrance_seamless": 67.1, "jma_seamless": 67.1}}
27174
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-12", "lead": 1, "mean": 58.17, "spread": 4.61, "models": {"gfs_seamless": 54.3, "ecmwf_ifs025": 58.2, "icon_seamless": 57.9, "gem_seamless": 50.3, "ukmo_seamless": 60.8, "meteofrance_seamless": 62.9, "jma_seamless": 62.8}}
27175
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-12", "lead": 2, "mean": 66.99, "spread": 1.37, "models": {"gfs_seamless": 66.1, "ecmwf_ifs025": 68.3, "icon_seamless": 69.4, "gem_seamless": 66.0, "ukmo_seamless": 66.3, "meteofrance_seamless": 65.8, "jma_seamless": 67.0}}
27176
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-12", "lead": 2, "mean": 59.46, "spread": 3.69, "models": {"gfs_seamless": 63.3, "ecmwf_ifs025": 57.2, "icon_seamless": 60.2, "gem_seamless": 52.5, "ukmo_seamless": 60.3, "meteofrance_seamless": 59.8, "jma_seamless": 62.9}}
27177
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-12", "lead": 3, "mean": 66.96, "spread": 0.13, "models": {"gfs_seamless": 67.0, "ecmwf_ifs025": 67.0, "icon_seamless": 67.1, "gem_seamless": 66.7, "ukmo_seamless": 66.9, "meteofrance_seamless": 67.0, "jma_seamless": 67.0}}
27178
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-12", "lead": 3, "mean": 59.74, "spread": 3.18, "models": {"gfs_seamless": 63.4, "ecmwf_ifs025": 56.9, "icon_seamless": 60.1, "gem_seamless": 54.4, "ukmo_seamless": 61.7, "meteofrance_seamless": 59.4, "jma_seamless": 62.3}}
27179
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-12", "lead": 4, "mean": 66.72, "spread": 0.9, "models": {"gfs_seamless": 66.9, "ecmwf_ifs025": 68.4, "icon_seamless": 66.2, "gem_seamless": 66.5, "ukmo_seamless": 66.5, "jma_seamless": 65.8}}
27180
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-12", "lead": 4, "mean": 60.07, "spread": 3.19, "models": {"gfs_seamless": 62.9, "ecmwf_ifs025": 59.7, "icon_seamless": 58.8, "gem_seamless": 54.6, "ukmo_seamless": 61.2, "jma_seamless": 63.2}}
27181
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-12", "lead": 5, "mean": 68.82, "spread": 2.47, "models": {"gfs_seamless": 67.0, "ecmwf_ifs025": 70.8, "icon_seamless": 65.9, "gem_seamless": 70.8, "ukmo_seamless": 71.5, "jma_seamless": 66.9}}
27182
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-12", "lead": 5, "mean": 60.42, "spread": 3.25, "models": {"gfs_seamless": 63.6, "ecmwf_ifs025": 58.5, "icon_seamless": 59.6, "gem_seamless": 55.5, "ukmo_seamless": 61.2, "jma_seamless": 64.1}}
27183
+ {"type": "guidance", "station": "mia", "kind": "high", "target_date": "2026-10-12", "lead": 1, "mean": 89.76, "spread": 1.08, "models": {"gfs_seamless": 89.2, "ecmwf_ifs025": 87.9, "icon_seamless": 91.1, "gem_seamless": 89.8, "ukmo_seamless": 90.8, "meteofrance_seamless": 90.2, "jma_seamless": 89.3}}
27184
+ {"type": "guidance", "station": "mia", "kind": "low", "target_date": "2026-10-12", "lead": 1, "mean": 76.94, "spread": 2.1, "models": {"gfs_seamless": 75.7, "ecmwf_ifs025": 77.1, "icon_seamless": 78.2, "gem_seamless": 74.9, "ukmo_seamless": 80.8, "meteofrance_seamless": 77.0, "jma_seamless": 74.9}}
27185
+ {"type": "guidance", "station": "mia", "kind": "high", "target_date": "2026-10-12", "lead": 2, "mean": 89.6, "spread": 1.51, "models": {"gfs_seamless": 91.9, "ecmwf_ifs025": 87.6, "icon_seamless": 90.5, "gem_seamless": 89.6, "ukmo_seamless": 89.1, "meteofrance_seamless": 90.5, "jma_seamless": 88.0}}
27186
+ {"type": "guidance", "station": "mia", "kind": "low", "target_date": "2026-10-12", "lead": 2, "mean": 77.43, "spread": 2.62, "models": {"gfs_seamless": 82.1, "ecmwf_ifs025": 76.3, "icon_seamless": 78.1, "gem_seamless": 75.1, "ukmo_seamless": 79.5, "meteofrance_seamless": 75.7, "jma_seamless": 75.2}}
27187
+ {"type": "guidance", "station": "mia", "kind": "high", "target_date": "2026-10-12", "lead": 3, "mean": 89.33, "spread": 2.2, "models": {"gfs_seamless": 91.6, "ecmwf_ifs025": 86.8, "icon_seamless": 91.9, "gem_seamless": 88.6, "ukmo_seamless": 89.8, "meteofrance_seamless": 90.3, "jma_seamless": 86.3}}
27188
+ {"type": "guidance", "station": "mia", "kind": "low", "target_date": "2026-10-12", "lead": 3, "mean": 78.13, "spread": 2.54, "models": {"gfs_seamless": 82.7, "ecmwf_ifs025": 78.1, "icon_seamless": 78.8, "gem_seamless": 75.4, "ukmo_seamless": 79.6, "meteofrance_seamless": 76.2, "jma_seamless": 76.1}}
27189
+ {"type": "guidance", "station": "mia", "kind": "high", "target_date": "2026-10-12", "lead": 4, "mean": 89.92, "spread": 1.71, "models": {"gfs_seamless": 91.6, "ecmwf_ifs025": 87.2, "icon_seamless": 91.5, "gem_seamless": 88.7, "ukmo_seamless": 90.5, "jma_seamless": 90.0}}
27190
+ {"type": "guidance", "station": "mia", "kind": "low", "target_date": "2026-10-12", "lead": 4, "mean": 78.75, "spread": 2.59, "models": {"gfs_seamless": 82.6, "ecmwf_ifs025": 77.1, "icon_seamless": 79.6, "gem_seamless": 77.3, "ukmo_seamless": 80.4, "jma_seamless": 75.5}}
27191
+ {"type": "guidance", "station": "mia", "kind": "high", "target_date": "2026-10-12", "lead": 5, "mean": 90.25, "spread": 2.02, "models": {"gfs_seamless": 91.7, "ecmwf_ifs025": 87.1, "icon_seamless": 92.9, "gem_seamless": 89.1, "ukmo_seamless": 90.3, "jma_seamless": 90.4}}
27192
+ {"type": "guidance", "station": "mia", "kind": "low", "target_date": "2026-10-12", "lead": 5, "mean": 79.35, "spread": 2.82, "models": {"gfs_seamless": 82.6, "ecmwf_ifs025": 79.7, "icon_seamless": 78.1, "gem_seamless": 79.5, "ukmo_seamless": 81.6, "jma_seamless": 74.6}}
27193
+ {"type": "guidance", "station": "nyc", "kind": "high", "target_date": "2026-10-12", "lead": 1, "mean": 70.96, "spread": 2.6, "models": {"gfs_seamless": 69.1, "ecmwf_ifs025": 73.1, "icon_seamless": 73.4, "gem_seamless": 72.8, "ukmo_seamless": 72.7, "meteofrance_seamless": 67.6, "jma_seamless": 68.0}}
27194
+ {"type": "guidance", "station": "nyc", "kind": "low", "target_date": "2026-10-12", "lead": 1, "mean": 55.2, "spread": 1.53, "models": {"gfs_seamless": 57.4, "ecmwf_ifs025": 54.3, "icon_seamless": 53.3, "gem_seamless": 54.5, "ukmo_seamless": 57.2, "meteofrance_seamless": 55.0, "jma_seamless": 54.7}}
27195
+ {"type": "guidance", "station": "nyc", "kind": "high", "target_date": "2026-10-12", "lead": 2, "mean": 71.04, "spread": 2.66, "models": {"gfs_seamless": 74.3, "ecmwf_ifs025": 70.8, "icon_seamless": 73.7, "gem_seamless": 67.4, "ukmo_seamless": 71.9, "meteofrance_seamless": 67.8, "jma_seamless": 71.4}}
27196
+ {"type": "guidance", "station": "nyc", "kind": "low", "target_date": "2026-10-12", "lead": 2, "mean": 57.2, "spread": 1.25, "models": {"gfs_seamless": 57.0, "ecmwf_ifs025": 57.6, "icon_seamless": 56.6, "gem_seamless": 58.9, "ukmo_seamless": 57.9, "meteofrance_seamless": 54.9, "jma_seamless": 57.5}}
27197
+ {"type": "guidance", "station": "nyc", "kind": "high", "target_date": "2026-10-12", "lead": 3, "mean": 70.06, "spread": 2.54, "models": {"gfs_seamless": 72.1, "ecmwf_ifs025": 70.8, "icon_seamless": 73.4, "gem_seamless": 65.8, "ukmo_seamless": 70.2, "meteofrance_seamless": 67.9, "jma_seamless": 70.2}}
27198
+ {"type": "guidance", "station": "nyc", "kind": "low", "target_date": "2026-10-12", "lead": 3, "mean": 58.66, "spread": 1.34, "models": {"gfs_seamless": 58.4, "ecmwf_ifs025": 59.2, "icon_seamless": 59.6, "gem_seamless": 57.4, "ukmo_seamless": 58.0, "meteofrance_seamless": 57.1, "jma_seamless": 60.9}}
27199
+ {"type": "guidance", "station": "nyc", "kind": "high", "target_date": "2026-10-12", "lead": 4, "mean": 69.38, "spread": 1.37, "models": {"gfs_seamless": 68.3, "ecmwf_ifs025": 69.8, "icon_seamless": 70.9, "gem_seamless": 67.4, "ukmo_seamless": 69.2, "jma_seamless": 70.7}}
27200
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27201
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+ "halted_on": "2026-08-07",
781
+ "daily_pnl_max_dd": 163.8
782
+ }
783
+ ]
784
+ }
replay/results-2026-07-09-to-2026-10-13.md ADDED
@@ -0,0 +1,226 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Replay experiments · ['2026-08-05', '2026-10-12'] · 3425 rows · 69 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 | 1553 | 37% | -0.037 | [-0.055, -0.019] | -57.67 | 57.67 | -4.05 |
8
+ | + learned station bias | 0.080 | 0.00 | True | 1465 | 34% | -0.044 | [-0.064, -0.023] | -64.30 | 64.30 | -4.20 |
9
+ | + market-prior blend (production) | 0.080 | 0.50 | True | 688 | 35% | -0.035 | [-0.068, +0.000] | -24.05 | 24.05 | -1.99 |
10
+ | control: no blend, edge bar raised to match trade count | 0.190 | 0.00 | True | 688 | 36% | -0.039 | [-0.072, -0.004] | -26.57 | 26.57 | -2.20 |
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 | -0.043 (2046) | -0.044 (1868) | -0.043 (1648) | -0.044 (1465) | -0.040 (1294) | -0.038 (1131) | -0.034 (930) | -0.033 (636) |
17
+ | 0.25 | -0.044 (1905) | -0.042 (1616) | -0.042 (1371) | -0.036 (1176) | -0.032 (956) | -0.036 (812) | -0.028 (589) | -0.033 (371) |
18
+ | 0.50 | -0.042 (1547) | -0.039 (1224) | -0.029 (931) | -0.035 (688) | -0.026 (508) | -0.039 (387) | -0.027 (249) | -0.131 (78) |
19
+ | 0.75 | -0.035 (835) | -0.026 (449) | -0.024 (256) | -0.135 (102) | -0.203 (38) | -0.099 (16) | -0.115 (4) | — |
20
+
21
+ ## E6 by station
22
+
23
+ | group | n | win | PnL/ct | total |
24
+ |---|---|---|---|---|
25
+ | atl | 59 | 42% | -0.021 | -1.24 |
26
+ | aus | 123 | 28% | -0.054 | -6.70 |
27
+ | chi | 63 | 43% | +0.011 | +0.68 |
28
+ | dal | 78 | 29% | -0.070 | -5.48 |
29
+ | den | 79 | 34% | -0.106 | -8.36 |
30
+ | lax | 79 | 41% | +0.033 | +2.61 |
31
+ | mia | 63 | 41% | +0.034 | +2.17 |
32
+ | nyc | 69 | 33% | -0.026 | -1.78 |
33
+ | phl | 52 | 31% | -0.101 | -5.23 |
34
+ | sat | 23 | 39% | -0.031 | -0.72 |
35
+
36
+ ## E6 by week
37
+
38
+ | group | n | win | PnL/ct | total |
39
+ |---|---|---|---|---|
40
+ | 2026-W32 | 54 | 33% | -0.068 | -3.66 |
41
+ | 2026-W33 | 69 | 30% | -0.089 | -6.13 |
42
+ | 2026-W34 | 70 | 46% | +0.052 | +3.67 |
43
+ | 2026-W35 | 74 | 32% | -0.051 | -3.74 |
44
+ | 2026-W36 | 64 | 28% | -0.119 | -7.63 |
45
+ | 2026-W37 | 72 | 38% | -0.023 | -1.68 |
46
+ | 2026-W38 | 70 | 43% | +0.031 | +2.15 |
47
+ | 2026-W39 | 69 | 42% | +0.036 | +2.45 |
48
+ | 2026-W40 | 64 | 38% | +0.030 | +1.93 |
49
+ | 2026-W41 | 74 | 26% | -0.123 | -9.13 |
50
+ | 2026-W42 | 8 | 12% | -0.285 | -2.28 |
51
+
52
+ ## E6 by kind
53
+
54
+ | group | n | win | PnL/ct | total |
55
+ |---|---|---|---|---|
56
+ | high | 615 | 37% | -0.033 | -20.13 |
57
+ | low | 73 | 25% | -0.054 | -3.92 |
58
+
59
+ ## sources
60
+
61
+ ```json
62
+ {
63
+ "nbm": {
64
+ "path": "/home/tom/.openthomas/paper/rows-nbm-2026-07-09-to-2026-10-13.jsonl",
65
+ "digest": "41d3f255e71b24d9",
66
+ "rows": 3425,
67
+ "paired_rows": 3425,
68
+ "this_source": {
69
+ "n": 692,
70
+ "win_rate": 0.3338150289017341,
71
+ "pnl_per_contract": -0.03787572254335258,
72
+ "total_pnl": -26.209999999999983,
73
+ "avg_edge_priced": 0.1378993105029478,
74
+ "avg_win": 0.5246320346320343,
75
+ "avg_loss": -0.3197396963123645,
76
+ "fees": 12.219999999999821,
77
+ "days": 69,
78
+ "max_drawdown": 27.94000000000001,
79
+ "daily_mean": -0.3798550724637682,
80
+ "daily_sd": 1.3657991549376152,
81
+ "daily_sharpe": -0.2781192762424272,
82
+ "t_stat": -2.3102322167728495,
83
+ "ci95_pnl_per_contract": [
84
+ -0.06858585858585858,
85
+ -0.005625000000000015
86
+ ]
87
+ },
88
+ "consensus_on_same_rows": {
89
+ "n": 688,
90
+ "win_rate": 0.35319767441860467,
91
+ "pnl_per_contract": -0.03495639534883715,
92
+ "total_pnl": -24.049999999999958,
93
+ "avg_edge_priced": 0.13964804939087888,
94
+ "avg_win": 0.5256790123456788,
95
+ "avg_loss": -0.34110112359550554,
96
+ "fees": 12.399999999999821,
97
+ "days": 69,
98
+ "max_drawdown": 24.05,
99
+ "daily_mean": -0.34855072463768116,
100
+ "daily_sd": 1.453937124785783,
101
+ "daily_sharpe": -0.23972888421088714,
102
+ "t_stat": -1.9913376702168792,
103
+ "ci95_pnl_per_contract": [
104
+ -0.06825834542815676,
105
+ 0.00035139092240115246
106
+ ]
107
+ },
108
+ "brier_source": 0.16386240468756594,
109
+ "brier_consensus": 0.16300255615983208
110
+ },
111
+ "gfsmos": {
112
+ "path": "/home/tom/.openthomas/paper/rows-gfsmos-2026-07-09-to-2026-10-13.jsonl",
113
+ "digest": "4544e82929ef2700",
114
+ "rows": 3425,
115
+ "paired_rows": 3425,
116
+ "this_source": {
117
+ "n": 755,
118
+ "win_rate": 0.3801324503311258,
119
+ "pnl_per_contract": -0.019258278145695366,
120
+ "total_pnl": -14.540000000000001,
121
+ "avg_edge_priced": 0.14154064975142552,
122
+ "avg_win": 0.5082926829268293,
123
+ "avg_loss": -0.3427777777777776,
124
+ "fees": 13.629999999999793,
125
+ "days": 69,
126
+ "max_drawdown": 19.300000000000004,
127
+ "daily_mean": -0.2107246376811596,
128
+ "daily_sd": 1.6594004222296144,
129
+ "daily_sharpe": -0.12698841994870919,
130
+ "t_stat": -1.0548450394602094,
131
+ "ci95_pnl_per_contract": [
132
+ -0.05344283837056508,
133
+ 0.01823218997361475
134
+ ]
135
+ },
136
+ "consensus_on_same_rows": {
137
+ "n": 688,
138
+ "win_rate": 0.35319767441860467,
139
+ "pnl_per_contract": -0.03495639534883715,
140
+ "total_pnl": -24.049999999999958,
141
+ "avg_edge_priced": 0.13964804939087888,
142
+ "avg_win": 0.5256790123456788,
143
+ "avg_loss": -0.34110112359550554,
144
+ "fees": 12.399999999999821,
145
+ "days": 69,
146
+ "max_drawdown": 24.05,
147
+ "daily_mean": -0.34855072463768116,
148
+ "daily_sd": 1.453937124785783,
149
+ "daily_sharpe": -0.23972888421088714,
150
+ "t_stat": -1.9913376702168792,
151
+ "ci95_pnl_per_contract": [
152
+ -0.06825834542815676,
153
+ 0.00035139092240115246
154
+ ]
155
+ },
156
+ "brier_source": 0.16577754591222732,
157
+ "brier_consensus": 0.16300255615983208
158
+ }
159
+ }
160
+ ```
161
+
162
+ ## simulation
163
+
164
+ ```json
165
+ [
166
+ {
167
+ "variant": "flat",
168
+ "bankroll": 1000.0,
169
+ "final": 683.77,
170
+ "return": -0.3162,
171
+ "max_drawdown": 0.4345,
172
+ "days": 69,
173
+ "entered": 145,
174
+ "rejected": {
175
+ "edge": 543
176
+ },
177
+ "halted_on": null,
178
+ "daily_pnl_max_dd": 465.39
179
+ },
180
+ {
181
+ "variant": "kelly",
182
+ "bankroll": 1000.0,
183
+ "final": 0.02,
184
+ "return": -1.0,
185
+ "max_drawdown": 1.0,
186
+ "days": 69,
187
+ "entered": 97,
188
+ "rejected": {
189
+ "edge": 543,
190
+ "cash": 48
191
+ },
192
+ "halted_on": null,
193
+ "daily_pnl_max_dd": 1037.22
194
+ },
195
+ {
196
+ "variant": "kelly+caps",
197
+ "bankroll": 1000.0,
198
+ "final": 0.02,
199
+ "return": -1.0,
200
+ "max_drawdown": 1.0,
201
+ "days": 69,
202
+ "entered": 111,
203
+ "rejected": {
204
+ "edge": 543,
205
+ "cash": 34
206
+ },
207
+ "halted_on": null,
208
+ "daily_pnl_max_dd": 1045.39
209
+ },
210
+ {
211
+ "variant": "kelly+caps+kill",
212
+ "bankroll": 1000.0,
213
+ "final": 836.2,
214
+ "return": -0.1638,
215
+ "max_drawdown": 0.1638,
216
+ "days": 69,
217
+ "entered": 4,
218
+ "rejected": {
219
+ "edge": 12,
220
+ "kill-switch": 672
221
+ },
222
+ "halted_on": "2026-08-07",
223
+ "daily_pnl_max_dd": 163.8
224
+ }
225
+ ]
226
+ ```
replay/rows-2026-07-09-to-2026-10-13.jsonl ADDED
The diff for this file is too large to render. See raw diff
 
replay/rows-gfsmos-2026-07-09-to-2026-10-13.jsonl ADDED
The diff for this file is too large to render. See raw diff
 
replay/rows-nbm-2026-07-09-to-2026-10-13.jsonl ADDED
The diff for this file is too large to render. See raw diff