
Highest temperature in Denver on Nov 3, 2026: PBE moves “54° or below” up to 36% from 17%
New forecast guidance reached the model between 17:00 UTC and 23:00 UTC on Nov 2. Same model version, later data cutoff: here is exactly which inputs changed.
Photo: Quintin Soloviev · CC BY 4.0 · Wikimedia Commons
54° or below · pbe-weather-maxtemp@1.1.0 · 17:00 UTC → 23:00 UTC
Highest temperature in Denver on Nov 3, 2026?
54° or below · PRE-WINDOW
Quick read
- pbe-weather-maxtemp@1.1.0 moved “54° or below” from 17% to 36% (+19 pts).
- Later data cutoff: Nov 2 17:00Z → Nov 2 23:00Z; same model version, so the move reflects inputs, not a model change.
- Primary inputs changed: GFS MOS forecast high, National Blend of Models forecast high.
- The Kalshi mid captured with each snapshot went from 19% to 24%.
What changed in the inputs
Between the snapshot captured at Nov 2 17:00Z (data cutoff Nov 2 17:00Z) and the one at Nov 2 23:00Z (cutoff Nov 2 23:00Z), the same model version — pbe-weather-maxtemp@1.1.0 — moved “54° or below” from 17% to 36%. The model inputs that changed: GFS MOS forecast high from 55°F to 54°F; National Blend of Models forecast high from 57°F to 55°F.
| Input | Before | After | Primary |
|---|---|---|---|
| Guidance lead time | 19h | 13h | — |
| GFS MOS forecast high | 55°F | 54°F | yes |
| National Blend of Models forecast high | 57°F | 55°F | yes |
This page reports which stored inputs differ between two immutable forecasts. It does not claim why the underlying weather guidance changed.
The forecast path
Data table
| Time (UTC) | Source | Value % |
|---|---|---|
| Nov 2 15:02Z | PBE pbe-weather-maxtemp@1.1.0 | 17 |
| Nov 2 15:02Z | Kalshi mid | 33 |
| Nov 2 15:04Z | Kalshi mid | 32 |
| Nov 2 15:06Z | Kalshi mid | 31 |
| Nov 2 15:08Z | Kalshi mid | 28 |
| Nov 2 15:10Z | Kalshi mid | 28 |
| Nov 2 15:12Z | Kalshi mid | 28 |
| Nov 2 15:14Z | Kalshi mid | 27 |
| Nov 2 15:16Z | Kalshi mid | 27 |
| Nov 2 15:20Z | Kalshi mid | 27 |
| Nov 2 15:22Z | Kalshi mid | 26 |
| Nov 2 15:30Z | Kalshi mid | 27 |
| Nov 2 15:58Z | Kalshi mid | 26 |
| Nov 2 16:00Z | Kalshi mid | 26 |
| Nov 2 16:06Z | Kalshi mid | 26 |
| Nov 2 16:16Z | Kalshi mid | 25 |
| Nov 2 16:18Z | Kalshi mid | 25 |
| Nov 2 16:36Z | Kalshi mid | 21 |
| Nov 2 16:38Z | Kalshi mid | 20 |
| Nov 2 16:40Z | Kalshi mid | 19 |
| Nov 2 16:52Z | Kalshi mid | 19 |
| Nov 2 16:54Z | Kalshi mid | 19 |
| Nov 2 16:56Z | Kalshi mid | 19 |
| Nov 2 17:00Z | PBE pbe-weather-maxtemp@1.1.0 | 17 |
| Nov 2 17:00Z | Kalshi mid | 19 |
| Nov 2 17:08Z | Kalshi mid | 20 |
| Nov 2 17:16Z | Kalshi mid | 20 |
| Nov 2 17:38Z | Kalshi mid | 20 |
| Nov 2 17:42Z | Kalshi mid | 21 |
| Nov 2 17:46Z | Kalshi mid | 21 |
| Nov 2 17:52Z | Kalshi mid | 21 |
| Nov 2 18:00Z | Kalshi mid | 21 |
| Nov 2 18:02Z | Kalshi mid | 21 |
| Nov 2 18:04Z | Kalshi mid | 20 |
| Nov 2 18:16Z | Kalshi mid | 21 |
| Nov 2 18:18Z | Kalshi mid | 20 |
| Nov 2 19:00Z | Kalshi mid | 20 |
| Nov 2 19:02Z | Kalshi mid | 20 |
| Nov 2 19:04Z | Kalshi mid | 19 |
| Nov 2 19:16Z | Kalshi mid | 20 |
| Nov 2 19:18Z | Kalshi mid | 20 |
| Nov 2 19:26Z | Kalshi mid | 21 |
| Nov 2 19:34Z | Kalshi mid | 19 |
| Nov 2 19:38Z | Kalshi mid | 21 |
| Nov 2 19:42Z | Kalshi mid | 21 |
| Nov 2 19:48Z | Kalshi mid | 21 |
| Nov 2 19:50Z | Kalshi mid | 23 |
| Nov 2 19:52Z | Kalshi mid | 23 |
| Nov 2 20:00Z | Kalshi mid | 23 |
| Nov 2 20:02Z | Kalshi mid | 23 |
| Nov 2 20:06Z | Kalshi mid | 23 |
| Nov 2 20:12Z | Kalshi mid | 24 |
| Nov 2 20:30Z | Kalshi mid | 24 |
| Nov 2 20:34Z | Kalshi mid | 24 |
| Nov 2 20:46Z | Kalshi mid | 25 |
| Nov 2 20:48Z | Kalshi mid | 24 |
| Nov 2 21:00Z | Kalshi mid | 24 |
| Nov 2 21:16Z | Kalshi mid | 23 |
| Nov 2 21:36Z | Kalshi mid | 23 |
| Nov 2 21:48Z | Kalshi mid | 23 |
| Nov 2 21:52Z | Kalshi mid | 24 |
| Nov 2 22:00Z | Kalshi mid | 24 |
| Nov 2 22:16Z | Kalshi mid | 23 |
| Nov 2 22:38Z | Kalshi mid | 23 |
| Nov 2 23:00Z | PBE pbe-weather-maxtemp@1.1.0 | 36 |
| Nov 2 23:00Z | Kalshi mid | 24 |
The Kalshi mid captured with each snapshot went from 19% to 24%.
The two snapshots
| Earlier | Later | |
|---|---|---|
| Captured | Nov 2 17:00Z | Nov 2 23:00Z |
| Data cutoff | Nov 2 17:00Z | Nov 2 23:00Z |
| Guidance runs | NWS GFS MOS 2026-11-02T12Z, NWS National Blend of Models 2026-11-02T12Z | NWS GFS MOS 2026-11-02T18Z, NWS National Blend of Models 2026-11-02T18Z |
| PBE | 17% | 36% |
| Market at capture | 19% | 24% |
Evidence & method
What this story is based on. Every value above was read from these immutable records.
- Model
- pbe-weather-maxtemp@1.1.0 · RESEARCH
- Snapshot
- 4bf5b2dc-f49e-4d05-9d31-cb728f48986b
- Compared with
- b20b9adc-8979-4acb-a5ae-f10d571587fb
- Captured
- Nov 2 23:00Z
- Data cutoff
- Nov 2 23:00Z
- Market observation
- 24% · captured with the snapshot
- Source families
- NOAA/NWS via Iowa Environmental Mesonet archive · NOAA Regional Climate Centers ACIS · NOAA/NWS api.weather.gov
- Resolves on
- The Weather Company (weather.com/kalshi) — The Weather Company daily maximum temperature for CLIDEN (weather.com/kalshi)
- Independent check
- NWS Daily Climate Report CLIDEN (WFO BOU); NOAA RCC-ACIS USW00003017
- Measurement
- Maximum temperature for the climate day 2026-11-03, 00:00-24:00 local standard time (UTC-7)
- Rounding
- Whole degrees Fahrenheit as reported; preliminary values may differ by rounding/conversion
- Exceptions
- Preliminary data may be revised; the exchange may hold expiration until a non-erroneous revision, else last fair price
- Pre-window only; no current-conditions input
- Guidance can run cold/hot in unusual regimes (see LA diagnostic, 2026-10-04)
Weather · daily high — inputs: National Blend of Models day max (GFS MOS fallback) + station empirical guidance-error tables. This model on the research board →
Market prices are a benchmark only and never enter a PropBetEdge model. Research-stage probabilities; not advice.