thomaslwang commited on
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forecasts @ 6 files, 147 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 |
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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) | 26,142 |
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 | 2,320 |
29
- | `data/baseline-gfsmos.jsonl` | as-of GFS MOS daily max/min per station (IEM MOS archive) | 2,320 |
30
 
31
  ## Frozen replay datasets and experiment results
32
 
@@ -93,6 +93,8 @@ agent could not have known at decision time.
93
  - `replay/results-2026-07-09-to-2026-10-03.md`
94
  - `replay/results-2026-07-09-to-2026-10-04.json`
95
  - `replay/results-2026-07-09-to-2026-10-04.md`
 
 
96
  - `replay/results-llm-2026-07-09-to-2026-09-11.json`
97
  - `replay/results-llm-2026-07-09-to-2026-09-11.md`
98
  - `replay/results-llm-2026-07-09-to-2026-09-12.json`
@@ -127,6 +129,7 @@ agent could not have known at decision time.
127
  - `replay/rows-2026-07-09-to-2026-10-02.jsonl`
128
  - `replay/rows-2026-07-09-to-2026-10-03.jsonl`
129
  - `replay/rows-2026-07-09-to-2026-10-04.jsonl`
 
130
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-11.jsonl`
131
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-12.jsonl`
132
  - `replay/rows-gfsmos-2026-07-09-to-2026-09-13.jsonl`
@@ -151,6 +154,7 @@ agent could not have known at decision time.
151
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-02.jsonl`
152
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-03.jsonl`
153
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-04.jsonl`
 
154
  - `replay/rows-high9-2026-07-09-to-2026-09-11.jsonl`
155
  - `replay/rows-low1-2026-07-09-to-2026-09-11.jsonl`
156
  - `replay/rows-low2-2026-07-09-to-2026-09-11.jsonl`
@@ -178,6 +182,7 @@ agent could not have known at decision time.
178
  - `replay/rows-nbm-2026-07-09-to-2026-10-02.jsonl`
179
  - `replay/rows-nbm-2026-07-09-to-2026-10-03.jsonl`
180
  - `replay/rows-nbm-2026-07-09-to-2026-10-04.jsonl`
 
181
 
182
  ## Conventions
183
 
 
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
 
 
93
  - `replay/results-2026-07-09-to-2026-10-03.md`
94
  - `replay/results-2026-07-09-to-2026-10-04.json`
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`
 
129
  - `replay/rows-2026-07-09-to-2026-10-02.jsonl`
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`
 
154
  - `replay/rows-gfsmos-2026-07-09-to-2026-10-02.jsonl`
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`
 
182
  - `replay/rows-nbm-2026-07-09-to-2026-10-02.jsonl`
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
 
data/baseline-gfsmos.jsonl CHANGED
@@ -2318,3 +2318,23 @@
2318
  {"source": "gfsmos", "station": "phl", "kind": "low", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 58.0}
2319
  {"source": "gfsmos", "station": "sat", "kind": "high", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 77.0}
2320
  {"source": "gfsmos", "station": "sat", "kind": "low", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 71.0}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2318
  {"source": "gfsmos", "station": "phl", "kind": "low", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 58.0}
2319
  {"source": "gfsmos", "station": "sat", "kind": "high", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 77.0}
2320
  {"source": "gfsmos", "station": "sat", "kind": "low", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 71.0}
2321
+ {"source": "gfsmos", "station": "atl", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 80.0}
2322
+ {"source": "gfsmos", "station": "atl", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 68.0}
2323
+ {"source": "gfsmos", "station": "aus", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 87.0}
2324
+ {"source": "gfsmos", "station": "aus", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 71.0}
2325
+ {"source": "gfsmos", "station": "chi", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 69.0}
2326
+ {"source": "gfsmos", "station": "chi", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 53.0}
2327
+ {"source": "gfsmos", "station": "dal", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 87.0}
2328
+ {"source": "gfsmos", "station": "dal", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 64.0}
2329
+ {"source": "gfsmos", "station": "den", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 88.0}
2330
+ {"source": "gfsmos", "station": "den", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 53.0}
2331
+ {"source": "gfsmos", "station": "lax", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 95.0}
2332
+ {"source": "gfsmos", "station": "lax", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 74.0}
2333
+ {"source": "gfsmos", "station": "mia", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 90.0}
2334
+ {"source": "gfsmos", "station": "mia", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 79.0}
2335
+ {"source": "gfsmos", "station": "nyc", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 73.0}
2336
+ {"source": "gfsmos", "station": "nyc", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 54.0}
2337
+ {"source": "gfsmos", "station": "phl", "kind": "high", "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}
data/baseline-nbm.jsonl CHANGED
@@ -2318,3 +2318,23 @@
2318
  {"source": "nbm", "station": "phl", "kind": "low", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 60.0}
2319
  {"source": "nbm", "station": "sat", "kind": "high", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 84.0}
2320
  {"source": "nbm", "station": "sat", "kind": "low", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 72.0}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2318
  {"source": "nbm", "station": "phl", "kind": "low", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 60.0}
2319
  {"source": "nbm", "station": "sat", "kind": "high", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 84.0}
2320
  {"source": "nbm", "station": "sat", "kind": "low", "target_date": "2026-10-04", "runtime": "2026-10-03T12:00:00", "value": 72.0}
2321
+ {"source": "nbm", "station": "atl", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 79.0}
2322
+ {"source": "nbm", "station": "atl", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 68.0}
2323
+ {"source": "nbm", "station": "aus", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 87.0}
2324
+ {"source": "nbm", "station": "aus", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 67.0}
2325
+ {"source": "nbm", "station": "chi", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 65.0}
2326
+ {"source": "nbm", "station": "chi", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 51.0}
2327
+ {"source": "nbm", "station": "dal", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 86.0}
2328
+ {"source": "nbm", "station": "dal", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 68.0}
2329
+ {"source": "nbm", "station": "den", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 88.0}
2330
+ {"source": "nbm", "station": "den", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 55.0}
2331
+ {"source": "nbm", "station": "lax", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 93.0}
2332
+ {"source": "nbm", "station": "lax", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 75.0}
2333
+ {"source": "nbm", "station": "mia", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 90.0}
2334
+ {"source": "nbm", "station": "mia", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 79.0}
2335
+ {"source": "nbm", "station": "nyc", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 68.0}
2336
+ {"source": "nbm", "station": "nyc", "kind": "low", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 55.0}
2337
+ {"source": "nbm", "station": "phl", "kind": "high", "target_date": "2026-10-05", "runtime": "2026-10-04T12:00:00", "value": 71.0}
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}
data/nwp-guidance-and-settlements.jsonl CHANGED
@@ -26140,3 +26140,123 @@
26140
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-03", "lead": 4, "mean": 71.02, "spread": 2.02, "models": {"gfs_seamless": 71.8, "ecmwf_ifs025": 71.9, "icon_seamless": 67.6, "gem_seamless": 70.0, "ukmo_seamless": 71.3, "jma_seamless": 73.5}}
26141
  {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-03", "lead": 5, "mean": 81.28, "spread": 5.44, "models": {"gfs_seamless": 82.5, "ecmwf_ifs025": 83.6, "icon_seamless": 75.4, "gem_seamless": 74.3, "ukmo_seamless": 88.6, "jma_seamless": 83.3}}
26142
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-03", "lead": 5, "mean": 69.63, "spread": 4.5, "models": {"gfs_seamless": 72.3, "ecmwf_ifs025": 71.9, "icon_seamless": 61.1, "gem_seamless": 69.8, "ukmo_seamless": 69.1, "jma_seamless": 73.6}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
26140
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-03", "lead": 4, "mean": 71.02, "spread": 2.02, "models": {"gfs_seamless": 71.8, "ecmwf_ifs025": 71.9, "icon_seamless": 67.6, "gem_seamless": 70.0, "ukmo_seamless": 71.3, "jma_seamless": 73.5}}
26141
  {"type": "guidance", "station": "sat", "kind": "high", "target_date": "2026-10-03", "lead": 5, "mean": 81.28, "spread": 5.44, "models": {"gfs_seamless": 82.5, "ecmwf_ifs025": 83.6, "icon_seamless": 75.4, "gem_seamless": 74.3, "ukmo_seamless": 88.6, "jma_seamless": 83.3}}
26142
  {"type": "guidance", "station": "sat", "kind": "low", "target_date": "2026-10-03", "lead": 5, "mean": 69.63, "spread": 4.5, "models": {"gfs_seamless": 72.3, "ecmwf_ifs025": 71.9, "icon_seamless": 61.1, "gem_seamless": 69.8, "ukmo_seamless": 69.1, "jma_seamless": 73.6}}
26143
+ {"type": "settlement", "station": "phl", "kind": "high", "target_date": "2026-10-04", "value": 64.0}
26144
+ {"type": "settlement", "station": "phl", "kind": "low", "target_date": "2026-10-04", "value": 61.0}
26145
+ {"type": "settlement", "station": "nyc", "kind": "high", "target_date": "2026-10-04", "value": 62.0}
26146
+ {"type": "settlement", "station": "nyc", "kind": "low", "target_date": "2026-10-04", "value": 56.0}
26147
+ {"type": "settlement", "station": "mia", "kind": "high", "target_date": "2026-10-04", "value": 90.0}
26148
+ {"type": "settlement", "station": "mia", "kind": "low", "target_date": "2026-10-04", "value": 79.0}
26149
+ {"type": "settlement", "station": "atl", "kind": "high", "target_date": "2026-10-04", "value": 78.0}
26150
+ {"type": "settlement", "station": "atl", "kind": "low", "target_date": "2026-10-04", "value": 70.0}
26151
+ {"type": "settlement", "station": "aus", "kind": "high", "target_date": "2026-10-04", "value": 76.0}
26152
+ {"type": "settlement", "station": "aus", "kind": "low", "target_date": "2026-10-04", "value": 72.0}
26153
+ {"type": "settlement", "station": "chi", "kind": "high", "target_date": "2026-10-04", "value": 74.0}
26154
+ {"type": "settlement", "station": "chi", "kind": "low", "target_date": "2026-10-04", "value": 52.0}
26155
+ {"type": "settlement", "station": "sat", "kind": "high", "target_date": "2026-10-04", "value": 80.0}
26156
+ {"type": "settlement", "station": "sat", "kind": "low", "target_date": "2026-10-04", "value": 73.0}
26157
+ {"type": "settlement", "station": "dal", "kind": "high", "target_date": "2026-10-04", "value": 78.0}
26158
+ {"type": "settlement", "station": "dal", "kind": "low", "target_date": "2026-10-04", "value": 70.0}
26159
+ {"type": "settlement", "station": "den", "kind": "high", "target_date": "2026-10-04", "value": 81.0}
26160
+ {"type": "settlement", "station": "den", "kind": "low", "target_date": "2026-10-04", "value": 45.0}
26161
+ {"type": "settlement", "station": "lax", "kind": "high", "target_date": "2026-10-04", "value": 102.0}
26162
+ {"type": "settlement", "station": "lax", "kind": "low", "target_date": "2026-10-04", "value": 75.0}
26163
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-04", "lead": 1, "mean": 75.13, "spread": 2.74, "models": {"gfs_seamless": 80.8, "ecmwf_ifs025": 73.9, "icon_seamless": 75.1, "gem_seamless": 72.1, "ukmo_seamless": 75.5, "meteofrance_seamless": 74.7, "jma_seamless": 73.8}}
26164
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-04", "lead": 1, "mean": 69.49, "spread": 0.61, "models": {"gfs_seamless": 70.5, "ecmwf_ifs025": 69.2, "icon_seamless": 69.2, "gem_seamless": 68.7, "ukmo_seamless": 69.8, "meteofrance_seamless": 69.1, "jma_seamless": 69.9}}
26165
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-04", "lead": 2, "mean": 73.8, "spread": 1.81, "models": {"gfs_seamless": 72.1, "ecmwf_ifs025": 71.8, "icon_seamless": 73.6, "gem_seamless": 72.7, "ukmo_seamless": 76.6, "meteofrance_seamless": 75.7, "jma_seamless": 74.1}}
26166
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-04", "lead": 2, "mean": 69.19, "spread": 0.79, "models": {"gfs_seamless": 68.2, "ecmwf_ifs025": 69.7, "icon_seamless": 68.8, "gem_seamless": 68.2, "ukmo_seamless": 69.4, "meteofrance_seamless": 70.1, "jma_seamless": 69.9}}
26167
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-04", "lead": 3, "mean": 75.64, "spread": 2.51, "models": {"gfs_seamless": 73.0, "ecmwf_ifs025": 78.5, "icon_seamless": 73.4, "gem_seamless": 72.7, "ukmo_seamless": 77.1, "meteofrance_seamless": 78.0, "jma_seamless": 76.8}}
26168
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-04", "lead": 3, "mean": 68.6, "spread": 1.72, "models": {"gfs_seamless": 68.7, "ecmwf_ifs025": 69.0, "icon_seamless": 66.7, "gem_seamless": 66.6, "ukmo_seamless": 67.9, "meteofrance_seamless": 71.4, "jma_seamless": 69.9}}
26169
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-04", "lead": 4, "mean": 75.88, "spread": 3.7, "models": {"gfs_seamless": 71.4, "ecmwf_ifs025": 82.5, "icon_seamless": 74.5, "gem_seamless": 74.5, "ukmo_seamless": 75.6, "jma_seamless": 76.8}}
26170
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-04", "lead": 4, "mean": 68.67, "spread": 2.09, "models": {"gfs_seamless": 69.2, "ecmwf_ifs025": 69.6, "icon_seamless": 64.7, "gem_seamless": 69.7, "ukmo_seamless": 68.2, "jma_seamless": 70.6}}
26171
+ {"type": "guidance", "station": "atl", "kind": "high", "target_date": "2026-10-04", "lead": 5, "mean": 76.45, "spread": 4.19, "models": {"gfs_seamless": 73.1, "ecmwf_ifs025": 72.7, "icon_seamless": 81.7, "gem_seamless": 73.1, "ukmo_seamless": 76.8, "jma_seamless": 81.3}}
26172
+ {"type": "guidance", "station": "atl", "kind": "low", "target_date": "2026-10-04", "lead": 5, "mean": 67.1, "spread": 2.51, "models": {"gfs_seamless": 63.8, "ecmwf_ifs025": 69.8, "icon_seamless": 65.3, "gem_seamless": 65.6, "ukmo_seamless": 68.8, "jma_seamless": 69.3}}
26173
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-04", "lead": 1, "mean": 77.39, "spread": 2.37, "models": {"gfs_seamless": 74.9, "ecmwf_ifs025": 80.1, "icon_seamless": 80.0, "gem_seamless": 76.3, "ukmo_seamless": 79.3, "meteofrance_seamless": 74.6, "jma_seamless": 76.5}}
26174
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-04", "lead": 1, "mean": 72.17, "spread": 1.04, "models": {"gfs_seamless": 71.8, "ecmwf_ifs025": 72.4, "icon_seamless": 74.1, "gem_seamless": 70.9, "ukmo_seamless": 71.9, "meteofrance_seamless": 71.4, "jma_seamless": 72.7}}
26175
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-04", "lead": 2, "mean": 79.76, "spread": 2.62, "models": {"gfs_seamless": 81.7, "ecmwf_ifs025": 81.9, "icon_seamless": 80.6, "gem_seamless": 79.4, "ukmo_seamless": 82.0, "meteofrance_seamless": 75.0, "jma_seamless": 77.7}}
26176
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-04", "lead": 2, "mean": 71.71, "spread": 1.62, "models": {"gfs_seamless": 70.9, "ecmwf_ifs025": 72.4, "icon_seamless": 73.2, "gem_seamless": 71.5, "ukmo_seamless": 71.8, "meteofrance_seamless": 68.7, "jma_seamless": 73.5}}
26177
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-04", "lead": 3, "mean": 78.91, "spread": 2.02, "models": {"gfs_seamless": 82.1, "ecmwf_ifs025": 77.0, "icon_seamless": 80.2, "gem_seamless": 78.8, "ukmo_seamless": 79.8, "meteofrance_seamless": 76.1, "jma_seamless": 78.4}}
26178
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-04", "lead": 3, "mean": 71.63, "spread": 2.53, "models": {"gfs_seamless": 71.6, "ecmwf_ifs025": 71.5, "icon_seamless": 74.4, "gem_seamless": 69.6, "ukmo_seamless": 72.1, "meteofrance_seamless": 67.5, "jma_seamless": 74.7}}
26179
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-04", "lead": 4, "mean": 78.62, "spread": 1.88, "models": {"gfs_seamless": 78.3, "ecmwf_ifs025": 78.5, "icon_seamless": 79.3, "gem_seamless": 75.2, "ukmo_seamless": 80.6, "jma_seamless": 79.8}}
26180
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-04", "lead": 4, "mean": 71.62, "spread": 2.03, "models": {"gfs_seamless": 70.9, "ecmwf_ifs025": 70.2, "icon_seamless": 71.8, "gem_seamless": 69.0, "ukmo_seamless": 73.3, "jma_seamless": 74.5}}
26181
+ {"type": "guidance", "station": "aus", "kind": "high", "target_date": "2026-10-04", "lead": 5, "mean": 80.97, "spread": 1.6, "models": {"gfs_seamless": 80.8, "ecmwf_ifs025": 84.0, "icon_seamless": 79.4, "gem_seamless": 80.5, "ukmo_seamless": 81.1, "jma_seamless": 80.0}}
26182
+ {"type": "guidance", "station": "aus", "kind": "low", "target_date": "2026-10-04", "lead": 5, "mean": 72.62, "spread": 1.78, "models": {"gfs_seamless": 72.4, "ecmwf_ifs025": 74.1, "icon_seamless": 70.3, "gem_seamless": 71.2, "ukmo_seamless": 72.6, "jma_seamless": 75.1}}
26183
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-04", "lead": 1, "mean": 70.83, "spread": 2.82, "models": {"gfs_seamless": 67.5, "ecmwf_ifs025": 69.8, "icon_seamless": 72.4, "gem_seamless": 73.8, "ukmo_seamless": 70.2, "meteofrance_seamless": 67.6, "jma_seamless": 74.5}}
26184
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-04", "lead": 1, "mean": 51.37, "spread": 2.8, "models": {"gfs_seamless": 49.7, "ecmwf_ifs025": 51.3, "icon_seamless": 50.4, "gem_seamless": 49.0, "ukmo_seamless": 55.7, "meteofrance_seamless": 48.7, "jma_seamless": 54.8}}
26185
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-04", "lead": 2, "mean": 71.21, "spread": 2.0, "models": {"gfs_seamless": 73.2, "ecmwf_ifs025": 69.8, "icon_seamless": 71.8, "gem_seamless": 72.2, "ukmo_seamless": 69.9, "meteofrance_seamless": 68.1, "jma_seamless": 73.5}}
26186
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-04", "lead": 2, "mean": 51.34, "spread": 4.82, "models": {"gfs_seamless": 55.2, "ecmwf_ifs025": 51.0, "icon_seamless": 49.7, "gem_seamless": 43.9, "ukmo_seamless": 56.0, "meteofrance_seamless": 47.1, "jma_seamless": 56.5}}
26187
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-04", "lead": 3, "mean": 71.59, "spread": 2.88, "models": {"gfs_seamless": 74.0, "ecmwf_ifs025": 70.6, "icon_seamless": 70.9, "gem_seamless": 69.8, "ukmo_seamless": 71.1, "meteofrance_seamless": 68.0, "jma_seamless": 76.7}}
26188
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-04", "lead": 3, "mean": 51.93, "spread": 3.82, "models": {"gfs_seamless": 54.9, "ecmwf_ifs025": 50.3, "icon_seamless": 51.3, "gem_seamless": 48.7, "ukmo_seamless": 55.5, "meteofrance_seamless": 46.3, "jma_seamless": 56.5}}
26189
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-04", "lead": 4, "mean": 70.98, "spread": 1.73, "models": {"gfs_seamless": 73.2, "ecmwf_ifs025": 69.9, "icon_seamless": 71.6, "gem_seamless": 69.0, "ukmo_seamless": 72.6, "jma_seamless": 69.6}}
26190
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-04", "lead": 4, "mean": 52.88, "spread": 4.73, "models": {"gfs_seamless": 55.8, "ecmwf_ifs025": 50.0, "icon_seamless": 50.2, "gem_seamless": 46.3, "ukmo_seamless": 56.5, "jma_seamless": 58.5}}
26191
+ {"type": "guidance", "station": "chi", "kind": "high", "target_date": "2026-10-04", "lead": 5, "mean": 67.43, "spread": 2.59, "models": {"gfs_seamless": 69.9, "ecmwf_ifs025": 70.7, "icon_seamless": 63.5, "gem_seamless": 67.2, "ukmo_seamless": 66.4, "jma_seamless": 66.9}}
26192
+ {"type": "guidance", "station": "chi", "kind": "low", "target_date": "2026-10-04", "lead": 5, "mean": 52.95, "spread": 4.28, "models": {"gfs_seamless": 56.0, "ecmwf_ifs025": 51.4, "icon_seamless": 49.1, "gem_seamless": 47.3, "ukmo_seamless": 56.2, "jma_seamless": 57.7}}
26193
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-04", "lead": 1, "mean": 78.53, "spread": 1.99, "models": {"gfs_seamless": 76.2, "ecmwf_ifs025": 77.9, "icon_seamless": 79.2, "gem_seamless": 79.0, "ukmo_seamless": 82.4, "meteofrance_seamless": 77.8, "jma_seamless": 77.2}}
26194
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-04", "lead": 1, "mean": 70.0, "spread": 1.1, "models": {"gfs_seamless": 70.4, "ecmwf_ifs025": 70.2, "icon_seamless": 70.7, "gem_seamless": 68.7, "ukmo_seamless": 70.1, "meteofrance_seamless": 68.4, "jma_seamless": 71.5}}
26195
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-04", "lead": 2, "mean": 78.9, "spread": 1.9, "models": {"gfs_seamless": 80.2, "ecmwf_ifs025": 79.7, "icon_seamless": 76.6, "gem_seamless": 79.6, "ukmo_seamless": 80.7, "meteofrance_seamless": 75.8, "jma_seamless": 79.7}}
26196
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-04", "lead": 2, "mean": 69.24, "spread": 1.96, "models": {"gfs_seamless": 69.0, "ecmwf_ifs025": 69.4, "icon_seamless": 70.0, "gem_seamless": 68.5, "ukmo_seamless": 70.2, "meteofrance_seamless": 65.6, "jma_seamless": 72.0}}
26197
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-04", "lead": 3, "mean": 79.1, "spread": 1.39, "models": {"gfs_seamless": 80.0, "ecmwf_ifs025": 78.8, "icon_seamless": 77.5, "gem_seamless": 78.1, "ukmo_seamless": 81.5, "meteofrance_seamless": 78.1, "jma_seamless": 79.7}}
26198
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-04", "lead": 3, "mean": 69.61, "spread": 2.49, "models": {"gfs_seamless": 71.5, "ecmwf_ifs025": 68.7, "icon_seamless": 70.6, "gem_seamless": 67.5, "ukmo_seamless": 70.6, "meteofrance_seamless": 65.6, "jma_seamless": 72.8}}
26199
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-04", "lead": 4, "mean": 81.48, "spread": 2.17, "models": {"gfs_seamless": 84.7, "ecmwf_ifs025": 79.0, "icon_seamless": 82.7, "gem_seamless": 79.8, "ukmo_seamless": 82.5, "jma_seamless": 80.2}}
26200
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-04", "lead": 4, "mean": 70.58, "spread": 1.95, "models": {"gfs_seamless": 71.2, "ecmwf_ifs025": 69.2, "icon_seamless": 70.6, "gem_seamless": 68.2, "ukmo_seamless": 70.4, "jma_seamless": 73.9}}
26201
+ {"type": "guidance", "station": "dal", "kind": "high", "target_date": "2026-10-04", "lead": 5, "mean": 80.72, "spread": 2.03, "models": {"gfs_seamless": 82.9, "ecmwf_ifs025": 80.0, "icon_seamless": 79.1, "gem_seamless": 78.0, "ukmo_seamless": 82.9, "jma_seamless": 81.4}}
26202
+ {"type": "guidance", "station": "dal", "kind": "low", "target_date": "2026-10-04", "lead": 5, "mean": 70.87, "spread": 2.05, "models": {"gfs_seamless": 71.8, "ecmwf_ifs025": 71.5, "icon_seamless": 68.3, "gem_seamless": 68.9, "ukmo_seamless": 70.8, "jma_seamless": 73.9}}
26203
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-04", "lead": 1, "mean": 80.57, "spread": 2.11, "models": {"gfs_seamless": 81.2, "ecmwf_ifs025": 82.7, "icon_seamless": 80.2, "gem_seamless": 82.1, "ukmo_seamless": 82.3, "meteofrance_seamless": 77.3, "jma_seamless": 78.2}}
26204
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-04", "lead": 1, "mean": 52.91, "spread": 3.48, "models": {"gfs_seamless": 49.8, "ecmwf_ifs025": 56.0, "icon_seamless": 51.7, "gem_seamless": 47.5, "ukmo_seamless": 52.9, "meteofrance_seamless": 56.7, "jma_seamless": 55.8}}
26205
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-04", "lead": 2, "mean": 79.57, "spread": 2.39, "models": {"gfs_seamless": 80.6, "ecmwf_ifs025": 82.1, "icon_seamless": 80.1, "gem_seamless": 81.1, "ukmo_seamless": 80.7, "meteofrance_seamless": 76.5, "jma_seamless": 75.9}}
26206
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-04", "lead": 2, "mean": 51.27, "spread": 4.48, "models": {"gfs_seamless": 53.4, "ecmwf_ifs025": 55.2, "icon_seamless": 47.5, "gem_seamless": 44.6, "ukmo_seamless": 48.0, "meteofrance_seamless": 54.2, "jma_seamless": 56.0}}
26207
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-04", "lead": 3, "mean": 78.66, "spread": 2.48, "models": {"gfs_seamless": 80.1, "ecmwf_ifs025": 81.3, "icon_seamless": 78.3, "gem_seamless": 79.5, "ukmo_seamless": 80.4, "meteofrance_seamless": 76.9, "jma_seamless": 74.1}}
26208
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-04", "lead": 3, "mean": 51.36, "spread": 4.19, "models": {"gfs_seamless": 53.4, "ecmwf_ifs025": 52.4, "icon_seamless": 52.1, "gem_seamless": 43.8, "ukmo_seamless": 47.6, "meteofrance_seamless": 54.8, "jma_seamless": 55.4}}
26209
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-04", "lead": 4, "mean": 79.37, "spread": 3.27, "models": {"gfs_seamless": 80.4, "ecmwf_ifs025": 83.3, "icon_seamless": 78.5, "gem_seamless": 75.9, "ukmo_seamless": 82.5, "jma_seamless": 75.6}}
26210
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-04", "lead": 4, "mean": 49.98, "spread": 4.2, "models": {"gfs_seamless": 52.3, "ecmwf_ifs025": 51.6, "icon_seamless": 49.4, "gem_seamless": 43.0, "ukmo_seamless": 48.3, "jma_seamless": 55.3}}
26211
+ {"type": "guidance", "station": "den", "kind": "high", "target_date": "2026-10-04", "lead": 5, "mean": 77.7, "spread": 2.8, "models": {"gfs_seamless": 76.6, "ecmwf_ifs025": 79.7, "icon_seamless": 74.9, "gem_seamless": 80.9, "ukmo_seamless": 79.8, "jma_seamless": 74.3}}
26212
+ {"type": "guidance", "station": "den", "kind": "low", "target_date": "2026-10-04", "lead": 5, "mean": 50.07, "spread": 4.85, "models": {"gfs_seamless": 51.4, "ecmwf_ifs025": 53.0, "icon_seamless": 47.2, "gem_seamless": 41.7, "ukmo_seamless": 52.0, "jma_seamless": 55.1}}
26213
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-04", "lead": 1, "mean": 99.13, "spread": 3.29, "models": {"gfs_seamless": 99.5, "ecmwf_ifs025": 102.7, "icon_seamless": 100.8, "gem_seamless": 103.0, "ukmo_seamless": 94.4, "meteofrance_seamless": 96.3, "jma_seamless": 97.2}}
26214
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-04", "lead": 1, "mean": 72.07, "spread": 5.04, "models": {"gfs_seamless": 70.6, "ecmwf_ifs025": 76.2, "icon_seamless": 67.8, "gem_seamless": 64.1, "ukmo_seamless": 78.9, "meteofrance_seamless": 74.2, "jma_seamless": 72.7}}
26215
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-04", "lead": 2, "mean": 98.31, "spread": 3.58, "models": {"gfs_seamless": 94.6, "ecmwf_ifs025": 102.7, "icon_seamless": 100.2, "gem_seamless": 102.8, "ukmo_seamless": 96.3, "meteofrance_seamless": 94.5, "jma_seamless": 97.1}}
26216
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-04", "lead": 2, "mean": 74.44, "spread": 6.02, "models": {"gfs_seamless": 82.2, "ecmwf_ifs025": 77.2, "icon_seamless": 69.6, "gem_seamless": 65.4, "ukmo_seamless": 80.7, "meteofrance_seamless": 73.8, "jma_seamless": 72.2}}
26217
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-04", "lead": 3, "mean": 96.66, "spread": 3.6, "models": {"gfs_seamless": 95.3, "ecmwf_ifs025": 103.2, "icon_seamless": 99.4, "gem_seamless": 93.6, "ukmo_seamless": 95.8, "meteofrance_seamless": 92.7, "jma_seamless": 96.6}}
26218
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-04", "lead": 3, "mean": 75.0, "spread": 4.88, "models": {"gfs_seamless": 81.6, "ecmwf_ifs025": 77.2, "icon_seamless": 71.3, "gem_seamless": 67.7, "ukmo_seamless": 79.9, "meteofrance_seamless": 73.9, "jma_seamless": 73.4}}
26219
+ {"type": "guidance", "station": "lax", "kind": "high", "target_date": "2026-10-04", "lead": 4, "mean": 96.3, "spread": 3.99, "models": {"gfs_seamless": 94.6, "ecmwf_ifs025": 102.0, "icon_seamless": 100.3, "gem_seamless": 91.5, "ukmo_seamless": 94.4, "jma_seamless": 95.0}}
26220
+ {"type": "guidance", "station": "lax", "kind": "low", "target_date": "2026-10-04", "lead": 4, "mean": 74.55, "spread": 5.21, "models": {"gfs_seamless": 81.6, "ecmwf_ifs025": 76.8, "icon_seamless": 70.1, "gem_seamless": 68.5, "ukmo_seamless": 78.6, "jma_seamless": 71.7}}
26221
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26222
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+ "path": "/home/tom/.openthomas/paper/rows-nbm-2026-07-09-to-2026-10-05.jsonl",
618
+ "digest": "15b532425e761905",
619
+ "rows": 3429,
620
+ "paired_rows": 3429,
621
+ "this_source": {
622
+ "n": 674,
623
+ "win_rate": 0.3353115727002967,
624
+ "pnl_per_contract": -0.03864985163204751,
625
+ "total_pnl": -26.050000000000022,
626
+ "avg_edge_priced": 0.13547656781881814,
627
+ "avg_win": 0.5256637168141591,
628
+ "avg_loss": -0.3233258928571433,
629
+ "fees": 11.899999999999828,
630
+ "days": 68,
631
+ "max_drawdown": 34.580000000000005,
632
+ "daily_mean": -0.3830882352941177,
633
+ "daily_sd": 1.3709668201488605,
634
+ "daily_sharpe": -0.2794292536215586,
635
+ "t_stat": -2.3042326551383847,
636
+ "ci95_pnl_per_contract": [
637
+ -0.07257440476190476,
638
+ -0.0041329479768786315
639
+ ]
640
+ },
641
+ "consensus_on_same_rows": {
642
+ "n": 679,
643
+ "win_rate": 0.37260677466863035,
644
+ "pnl_per_contract": -0.022135493372606747,
645
+ "total_pnl": -15.02999999999998,
646
+ "avg_edge_priced": 0.138759116161249,
647
+ "avg_win": 0.5219762845849801,
648
+ "avg_loss": -0.3452816901408454,
649
+ "fees": 12.259999999999824,
650
+ "days": 68,
651
+ "max_drawdown": 24.660000000000007,
652
+ "daily_mean": -0.22102941176470595,
653
+ "daily_sd": 1.4159466425838316,
654
+ "daily_sharpe": -0.1561000994792922,
655
+ "t_stat": -1.2872343966450925,
656
+ "ci95_pnl_per_contract": [
657
+ -0.05780172413793108,
658
+ 0.01216833095577744
659
+ ]
660
+ },
661
+ "brier_source": 0.16336897365206512,
662
+ "brier_consensus": 0.16293727822396695
663
+ },
664
+ "gfsmos": {
665
+ "path": "/home/tom/.openthomas/paper/rows-gfsmos-2026-07-09-to-2026-10-05.jsonl",
666
+ "digest": "5a47af81232c22c9",
667
+ "rows": 3429,
668
+ "paired_rows": 3429,
669
+ "this_source": {
670
+ "n": 735,
671
+ "win_rate": 0.39183673469387753,
672
+ "pnl_per_contract": -0.00922448979591838,
673
+ "total_pnl": -6.780000000000009,
674
+ "avg_edge_priced": 0.14006509439730838,
675
+ "avg_win": 0.5076388888888889,
676
+ "avg_loss": -0.3422371364653244,
677
+ "fees": 13.2599999999998,
678
+ "days": 68,
679
+ "max_drawdown": 22.480000000000004,
680
+ "daily_mean": -0.09970588235294134,
681
+ "daily_sd": 1.5894136444296711,
682
+ "daily_sharpe": -0.06273123595130503,
683
+ "t_stat": -0.5172950237055493,
684
+ "ci95_pnl_per_contract": [
685
+ -0.044746743849493495,
686
+ 0.026456043956043944
687
+ ]
688
+ },
689
+ "consensus_on_same_rows": {
690
+ "n": 679,
691
+ "win_rate": 0.37260677466863035,
692
+ "pnl_per_contract": -0.022135493372606747,
693
+ "total_pnl": -15.02999999999998,
694
+ "avg_edge_priced": 0.138759116161249,
695
+ "avg_win": 0.5219762845849801,
696
+ "avg_loss": -0.3452816901408454,
697
+ "fees": 12.259999999999824,
698
+ "days": 68,
699
+ "max_drawdown": 24.660000000000007,
700
+ "daily_mean": -0.22102941176470595,
701
+ "daily_sd": 1.4159466425838316,
702
+ "daily_sharpe": -0.1561000994792922,
703
+ "t_stat": -1.2872343966450925,
704
+ "ci95_pnl_per_contract": [
705
+ -0.05780172413793108,
706
+ 0.01216833095577744
707
+ ]
708
+ },
709
+ "brier_source": 0.16444765240110804,
710
+ "brier_consensus": 0.16293727822396695
711
+ }
712
+ },
713
+ "simulation": [
714
+ {
715
+ "variant": "flat",
716
+ "bankroll": 1000.0,
717
+ "final": 682.87,
718
+ "return": -0.3171,
719
+ "max_drawdown": 0.3524,
720
+ "days": 68,
721
+ "entered": 97,
722
+ "rejected": {
723
+ "edge": 582
724
+ },
725
+ "halted_on": null,
726
+ "daily_pnl_max_dd": 371.53
727
+ },
728
+ {
729
+ "variant": "kelly",
730
+ "bankroll": 1000.0,
731
+ "final": 0.01,
732
+ "return": -1.0,
733
+ "max_drawdown": 1.0,
734
+ "days": 68,
735
+ "entered": 85,
736
+ "rejected": {
737
+ "edge": 582,
738
+ "cash": 12
739
+ },
740
+ "halted_on": null,
741
+ "daily_pnl_max_dd": 1315.85
742
+ },
743
+ {
744
+ "variant": "kelly+caps",
745
+ "bankroll": 1000.0,
746
+ "final": 0.02,
747
+ "return": -1.0,
748
+ "max_drawdown": 1.0,
749
+ "days": 68,
750
+ "entered": 91,
751
+ "rejected": {
752
+ "edge": 582,
753
+ "cash": 6
754
+ },
755
+ "halted_on": null,
756
+ "daily_pnl_max_dd": 1266.28
757
+ },
758
+ {
759
+ "variant": "kelly+caps+kill",
760
+ "bankroll": 1000.0,
761
+ "final": 1047.33,
762
+ "return": 0.0473,
763
+ "max_drawdown": 0.1729,
764
+ "days": 68,
765
+ "entered": 9,
766
+ "rejected": {
767
+ "edge": 80,
768
+ "kill-switch": 590
769
+ },
770
+ "halted_on": "2026-08-07",
771
+ "daily_pnl_max_dd": 218.97
772
+ }
773
+ ]
774
+ }
replay/results-2026-07-09-to-2026-10-05.md ADDED
@@ -0,0 +1,225 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Replay experiments · ['2026-07-29', '2026-10-04'] · 3429 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 | 1559 | 38% | -0.037 | [-0.054, -0.019] | -57.70 | 58.70 | -4.22 |
8
+ | + learned station bias | 0.080 | 0.00 | True | 1461 | 36% | -0.040 | [-0.060, -0.020] | -58.83 | 59.77 | -4.01 |
9
+ | + market-prior blend (production) | 0.080 | 0.50 | True | 679 | 37% | -0.022 | [-0.058, +0.012] | -15.03 | 24.66 | -1.29 |
10
+ | control: no blend, edge bar raised to match trade count | 0.190 | 0.00 | True | 675 | 38% | -0.026 | [-0.061, +0.008] | -17.41 | 24.96 | -1.51 |
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 (2062) | -0.041 (1873) | -0.039 (1648) | -0.040 (1461) | -0.037 (1285) | -0.032 (1128) | -0.027 (917) | -0.021 (626) |
17
+ | 0.25 | -0.040 (1915) | -0.037 (1617) | -0.040 (1368) | -0.031 (1165) | -0.028 (950) | -0.030 (799) | -0.017 (576) | -0.033 (361) |
18
+ | 0.50 | -0.037 (1544) | -0.034 (1213) | -0.022 (922) | -0.022 (679) | -0.019 (501) | -0.036 (381) | -0.036 (236) | -0.116 (72) |
19
+ | 0.75 | -0.027 (830) | -0.025 (446) | -0.035 (245) | -0.133 (94) | -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 | -0.27 |
26
+ | aus | 123 | 30% | -0.044 | -5.47 |
27
+ | chi | 56 | 46% | +0.061 | +3.39 |
28
+ | dal | 76 | 30% | -0.072 | -5.45 |
29
+ | den | 80 | 40% | -0.072 | -5.76 |
30
+ | lax | 81 | 42% | +0.032 | +2.58 |
31
+ | mia | 62 | 40% | +0.033 | +2.07 |
32
+ | nyc | 70 | 33% | -0.034 | -2.38 |
33
+ | phl | 50 | 34% | -0.071 | -3.53 |
34
+ | sat | 24 | 42% | -0.009 | -0.21 |
35
+
36
+ ## E6 by week
37
+
38
+ | group | n | win | PnL/ct | total |
39
+ |---|---|---|---|---|
40
+ | 2026-W31 | 56 | 41% | -0.029 | -1.62 |
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
+
51
+ ## E6 by kind
52
+
53
+ | group | n | win | PnL/ct | total |
54
+ |---|---|---|---|---|
55
+ | high | 603 | 38% | -0.021 | -12.83 |
56
+ | low | 76 | 28% | -0.029 | -2.20 |
57
+
58
+ ## sources
59
+
60
+ ```json
61
+ {
62
+ "nbm": {
63
+ "path": "/home/tom/.openthomas/paper/rows-nbm-2026-07-09-to-2026-10-05.jsonl",
64
+ "digest": "15b532425e761905",
65
+ "rows": 3429,
66
+ "paired_rows": 3429,
67
+ "this_source": {
68
+ "n": 674,
69
+ "win_rate": 0.3353115727002967,
70
+ "pnl_per_contract": -0.03864985163204751,
71
+ "total_pnl": -26.050000000000022,
72
+ "avg_edge_priced": 0.13547656781881814,
73
+ "avg_win": 0.5256637168141591,
74
+ "avg_loss": -0.3233258928571433,
75
+ "fees": 11.899999999999828,
76
+ "days": 68,
77
+ "max_drawdown": 34.580000000000005,
78
+ "daily_mean": -0.3830882352941177,
79
+ "daily_sd": 1.3709668201488605,
80
+ "daily_sharpe": -0.2794292536215586,
81
+ "t_stat": -2.3042326551383847,
82
+ "ci95_pnl_per_contract": [
83
+ -0.07257440476190476,
84
+ -0.0041329479768786315
85
+ ]
86
+ },
87
+ "consensus_on_same_rows": {
88
+ "n": 679,
89
+ "win_rate": 0.37260677466863035,
90
+ "pnl_per_contract": -0.022135493372606747,
91
+ "total_pnl": -15.02999999999998,
92
+ "avg_edge_priced": 0.138759116161249,
93
+ "avg_win": 0.5219762845849801,
94
+ "avg_loss": -0.3452816901408454,
95
+ "fees": 12.259999999999824,
96
+ "days": 68,
97
+ "max_drawdown": 24.660000000000007,
98
+ "daily_mean": -0.22102941176470595,
99
+ "daily_sd": 1.4159466425838316,
100
+ "daily_sharpe": -0.1561000994792922,
101
+ "t_stat": -1.2872343966450925,
102
+ "ci95_pnl_per_contract": [
103
+ -0.05780172413793108,
104
+ 0.01216833095577744
105
+ ]
106
+ },
107
+ "brier_source": 0.16336897365206512,
108
+ "brier_consensus": 0.16293727822396695
109
+ },
110
+ "gfsmos": {
111
+ "path": "/home/tom/.openthomas/paper/rows-gfsmos-2026-07-09-to-2026-10-05.jsonl",
112
+ "digest": "5a47af81232c22c9",
113
+ "rows": 3429,
114
+ "paired_rows": 3429,
115
+ "this_source": {
116
+ "n": 735,
117
+ "win_rate": 0.39183673469387753,
118
+ "pnl_per_contract": -0.00922448979591838,
119
+ "total_pnl": -6.780000000000009,
120
+ "avg_edge_priced": 0.14006509439730838,
121
+ "avg_win": 0.5076388888888889,
122
+ "avg_loss": -0.3422371364653244,
123
+ "fees": 13.2599999999998,
124
+ "days": 68,
125
+ "max_drawdown": 22.480000000000004,
126
+ "daily_mean": -0.09970588235294134,
127
+ "daily_sd": 1.5894136444296711,
128
+ "daily_sharpe": -0.06273123595130503,
129
+ "t_stat": -0.5172950237055493,
130
+ "ci95_pnl_per_contract": [
131
+ -0.044746743849493495,
132
+ 0.026456043956043944
133
+ ]
134
+ },
135
+ "consensus_on_same_rows": {
136
+ "n": 679,
137
+ "win_rate": 0.37260677466863035,
138
+ "pnl_per_contract": -0.022135493372606747,
139
+ "total_pnl": -15.02999999999998,
140
+ "avg_edge_priced": 0.138759116161249,
141
+ "avg_win": 0.5219762845849801,
142
+ "avg_loss": -0.3452816901408454,
143
+ "fees": 12.259999999999824,
144
+ "days": 68,
145
+ "max_drawdown": 24.660000000000007,
146
+ "daily_mean": -0.22102941176470595,
147
+ "daily_sd": 1.4159466425838316,
148
+ "daily_sharpe": -0.1561000994792922,
149
+ "t_stat": -1.2872343966450925,
150
+ "ci95_pnl_per_contract": [
151
+ -0.05780172413793108,
152
+ 0.01216833095577744
153
+ ]
154
+ },
155
+ "brier_source": 0.16444765240110804,
156
+ "brier_consensus": 0.16293727822396695
157
+ }
158
+ }
159
+ ```
160
+
161
+ ## simulation
162
+
163
+ ```json
164
+ [
165
+ {
166
+ "variant": "flat",
167
+ "bankroll": 1000.0,
168
+ "final": 682.87,
169
+ "return": -0.3171,
170
+ "max_drawdown": 0.3524,
171
+ "days": 68,
172
+ "entered": 97,
173
+ "rejected": {
174
+ "edge": 582
175
+ },
176
+ "halted_on": null,
177
+ "daily_pnl_max_dd": 371.53
178
+ },
179
+ {
180
+ "variant": "kelly",
181
+ "bankroll": 1000.0,
182
+ "final": 0.01,
183
+ "return": -1.0,
184
+ "max_drawdown": 1.0,
185
+ "days": 68,
186
+ "entered": 85,
187
+ "rejected": {
188
+ "edge": 582,
189
+ "cash": 12
190
+ },
191
+ "halted_on": null,
192
+ "daily_pnl_max_dd": 1315.85
193
+ },
194
+ {
195
+ "variant": "kelly+caps",
196
+ "bankroll": 1000.0,
197
+ "final": 0.02,
198
+ "return": -1.0,
199
+ "max_drawdown": 1.0,
200
+ "days": 68,
201
+ "entered": 91,
202
+ "rejected": {
203
+ "edge": 582,
204
+ "cash": 6
205
+ },
206
+ "halted_on": null,
207
+ "daily_pnl_max_dd": 1266.28
208
+ },
209
+ {
210
+ "variant": "kelly+caps+kill",
211
+ "bankroll": 1000.0,
212
+ "final": 1047.33,
213
+ "return": 0.0473,
214
+ "max_drawdown": 0.1729,
215
+ "days": 68,
216
+ "entered": 9,
217
+ "rejected": {
218
+ "edge": 80,
219
+ "kill-switch": 590
220
+ },
221
+ "halted_on": "2026-08-07",
222
+ "daily_pnl_max_dd": 218.97
223
+ }
224
+ ]
225
+ ```
replay/rows-2026-07-09-to-2026-10-05.jsonl ADDED
The diff for this file is too large to render. See raw diff
 
replay/rows-gfsmos-2026-07-09-to-2026-10-05.jsonl ADDED
The diff for this file is too large to render. See raw diff
 
replay/rows-nbm-2026-07-09-to-2026-10-05.jsonl ADDED
The diff for this file is too large to render. See raw diff