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Chicago — photograph (Photo: J. Crocker · Attribution · via Wikimedia Commons)
WEATHER · FORECAST CHANGE

Highest temperature in Chicago on Oct 4, 2026: PBE moves “69° or below” up to 34% from 21%

New forecast guidance reached the model between 20:00 UTC and 23:00 UTC on Oct 3. Same model version, later data cutoff: here is exactly which inputs changed.

Published Model data as of Oct 3 23:00ZBy the PropBetEdge Predictions Desk1 min read

Photo: J. Crocker · Attribution · Wikimedia Commons

21%34%

69° or below · pbe-weather-maxtemp@1.1.0 · 20:00 UTC → 23:00 UTC

Move+13 pts
Market at capture5%
Inputs changed1primary
LIVE UPDATE · not part of the original story

Highest temperature in Chicago on Oct 4, 2026?

69° or below · RESOLVED

PBE · live intraday1%−33 pts since publication
KalshiNo two-sided quote
GapNo comparable quote

At KMDW: high so far 73.9°F · latest 55.4°F () · STALE

RESEARCH PBE Oct 4 22:27Z · market

  1. UPDATE · Oct 4 18:22Z PBE 1% pbe-weather-maxtemp-intraday@2.1.0 · data cutoff Oct 4 17:22Z
Open the live forecast →

Quick read

  • pbe-weather-maxtemp@1.1.0 moved “69° or below” from 21% to 34% (+13 pts).
  • Later data cutoff: Oct 3 17:00Z → Oct 3 23:00Z; same model version, so the move reflects inputs, not a model change.
  • Primary inputs changed: National Blend of Models forecast high.
  • The Kalshi mid captured with each snapshot went from 4% to 5%.

What changed in the inputs

Between the snapshot captured at Oct 3 20:00Z (data cutoff Oct 3 17:00Z) and the one at Oct 3 23:00Z (cutoff Oct 3 23:00Z), the same model version — pbe-weather-maxtemp@1.1.0 — moved “69° or below” from 21% to 34%. The model inputs that changed: National Blend of Models forecast high from 71°F to 70°F.

EVIDENCEStored model inputs, before and afterFrom the immutable feature snapshots attached to each forecast
InputBeforeAfterPrimary
Guidance lead time18h12h—
National Blend of Models forecast high71°F70°Fyes
Units: as labeledAs of Oct 3 23:00ZSource: PBE feature snapshots

This page reports which stored inputs differ between two immutable forecasts. It does not claim why the underlying weather guidance changed.

The forecast path

PROBABILITY HISTORY“69° or below”: pbe-weather-maxtemp@1.1.0 snapshots vs the marketSame model version only; the dashed line is the stored Kalshi mid
0%25%50%75%100%Oct 3 18:31ZOct 3 20:45ZOct 3 23:00Z21%34%PBE pbe-weather-maxtemp@1.1.0 snapshots 21% · Oct 3 18:45ZPBE pbe-weather-maxtemp@1.1.0 snapshots 21% · Oct 3 20:00ZPBE pbe-weather-maxtemp@1.1.0 snapshots 34% · Oct 3 23:00Z
Kalshi mid (stored observations)PBE pbe-weather-maxtemp@1.1.0 snapshots
Units: % probabilityAs of Oct 3 23:00ZSource: PBE forecast archive; Kalshi
Data table
Time (UTC)SourceValue %
Oct 3 18:31ZKalshi mid4
Oct 3 18:45ZPBE pbe-weather-maxtemp@1.1.021
Oct 3 19:00ZKalshi mid4
Oct 3 20:00ZPBE pbe-weather-maxtemp@1.1.021
Oct 3 20:00ZKalshi mid4
Oct 3 21:00ZKalshi mid4
Oct 3 21:30ZKalshi mid4
Oct 3 22:00ZKalshi mid4
Oct 3 22:15ZKalshi mid4
Oct 3 22:30ZKalshi mid5
Oct 3 23:00ZPBE pbe-weather-maxtemp@1.1.034
Oct 3 23:00ZKalshi mid5

The Kalshi mid captured with each snapshot went from 4% to 5%.

The two snapshots

EarlierLater
CapturedOct 3 20:00ZOct 3 23:00Z
Data cutoffOct 3 17:00ZOct 3 23:00Z
Guidance runsNWS GFS MOS 2026-10-03T12Z, NWS National Blend of Models 2026-10-03T12ZNWS GFS MOS 2026-10-03T18Z, NWS National Blend of Models 2026-10-03T18Z
PBE21%34%
Market at capture4%5%

Evidence & method

What this story is based on. Every value above was read from these immutable records.

69° or below
Model
pbe-weather-maxtemp@1.1.0 · RESEARCH
Snapshot
323b9c0a-3737-4c36-8c8e-3aae46a7d126
Compared with
ab33501f-d2e6-476d-96e9-663fc8e6a80d
Captured
Oct 3 23:00Z
Data cutoff
Oct 3 23:00Z
Market observation
5% · captured with the snapshot
Source families
NOAA/NWS via Iowa Environmental Mesonet archive · NOAA Regional Climate Centers ACIS · NOAA/NWS api.weather.gov
RESOLUTION RULE
Resolves on
The Weather Company (weather.com/kalshi) — The Weather Company daily maximum temperature for CLIMDW (weather.com/kalshi)
Independent check
NWS Daily Climate Report CLIMDW (WFO LOT); NOAA RCC-ACIS USW00014819
Measurement
Maximum temperature for the climate day 2026-10-04, 00:00-24:00 local standard time (UTC-6)
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
If the maximum temperature recorded at Chicago (CLIMDW) for Oct 4, 2026, is less than 70° fahrenheit according to The Weather Company, then the market resolves to Yes.
MODEL LIMITATIONS
  • 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.