Natural Gas Weather & Demand Outlook
Monitor the weather drivers behind Natural Gas demand: observed degree days and the latest 15-day model forecasts.
Natural Gas Weather — October 24, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-24 00:00 UTC
Executive Summary
The 00z model cycle reveals sharp structural disagreement between the GFS and ECMWF over the 15-day horizon, resulting in a low convergence score of 0.1833. The GFS projects a significantly colder national profile with 122.82 weighted cumulative Heating Degree Days (HDDs) versus the ECMWF's 109.55 HDDs, driven by an aggressive Arctic air intrusion into the Midwest and South in Days 11–15. ECMWF trended substantially warmer run-over-run, shedding 27.03 weighted HDDs and adding 13.60 Cooling Degree Days (CDDs) compared to its prior 12z cycle, signaling low forecast confidence for natural gas heating demand in early November.
Hub-Level Weather
The divergence is most pronounced across the highest-weighted demand hubs:
- Midwest (Chicago, 35% weight): The primary driver of model divergence. GFS projects 142.64 cumulative HDDs against just 83.60 HDDs from ECMWF (daily mean absolute error of 5.20 HDDs). GFS introduces an intense cold wave starting November 5, plunging mean temperatures to 36.45°F (28.55 HDDs) on November 6 and 37.53°F (27.47 HDDs) on November 7. Conversely, ECMWF keeps Chicago unseasonably mild through November 6 (57.98°F, 7.03 HDDs), even generating 4.45 CDDs on November 3.
- East (New York City, 30% weight): Spatial timing differences flip the narrative in the East. ECMWF projects higher cumulative heating demand at 172.97 HDDs versus GFS's 144.13 HDDs (daily divergence of 5.76 HDDs). ECMWF brings an earlier, sharper cold trough into the Northeast on November 4–6 (averaging ~22.6 HDDs/day), while GFS keeps NYC mild (mean temp 63.06°F on November 5) before dropping late in the period.
- Northeast (Boston, 10% weight): ECMWF leads GFS with 234.97 HDDs compared to 212.58 HDDs, displaying the same earlier cold-air delivery on November 4–6 (~25 HDDs/day on ECMWF vs. ~9–10 HDDs on GFS).
- South Central (Houston, 15% weight) & South (Atlanta, 10% weight): ECMWF preserves late-season warmth across the South, generating 161.52 CDDs and zero HDDs in Houston. In contrast, GFS pushes a cold front through Texas and the Southeast post-November 3, dropping Houston to 60.73°F on November 4 and driving Atlanta HDDs to 20.20 by November 7 (compared to Atlanta's 3.54 HDDs on ECMWF).
Demand Implications (Natural Gas)
- Residential/Commercial Space Heating: If the GFS solution verifies, space heating demand across the Midwest and Southern hubs will surge materially above late-October/early-November norms, accelerating early-season storage withdrawals tracked in EIA natural gas storage reports. Conversely, if the ECMWF's warmer pattern holds, heating burn will remain sluggish across key population centers.
- Power Burn (Late-Season Cooling): ECMWF generates 28.13 weighted cumulative CDDs nationally (led by 161.52 CDDs in Houston) compared to GFS's 17.32 CDDs, indicating lingering electric power sector gas demand in the ERCOT and Southern markets that would partially offset suppressed space heating demand.
- Contract Impact: High model spread in Days 10–15 introduces heightened volatility into front-month NG futures contracts. With run-over-run ECMWF delta (-27.03 HDDs) showing substantial loss of cold, the market is likely to fade late-period GFS cold until ensemble backing emerges.
Model Agreement & Caveats
- Convergence Assessment: Model agreement is weak, reflected in a convergence score of 0.1833 and a weighted mean absolute daily HDD difference of 4.46. Agreement deteriorated cycle-over-cycle (delta convergence score of -0.0404), driven by ECMWF’s massive warm shift.
- Forecast Caveats: The vast discrepancy in Days 11–15 (November 3–7) indicates synoptic pattern bifurcation—specifically regarding the depth and eastward progression of a central Canadian trough. Extreme day 14–15 cold in the operational GFS (e.g., Chicago sub-37°F means) has a known progressive cold-bias tendency at long lead times and should be viewed with caution until confirmed by ECMWF ensemble means (EPS).
- Data Limitations: Surface temperature and degree-day series are drawn via Open-Meteo point-based station extractions and demand-weighted approximations; localized microclimates, urban heat islands, and intraday heating profiles (65°F baseline) may vary slightly from utility pipeline-weighted degree-day indices.
Weather & demand data
Report archive
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Natural Gas Weather — October 9, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-09 00:00 UTC Executive Summary The ECMWF 15-day outlook projects a significantly colder national profile for natural gas space heating demand than the GFS, delivering 104.80 weig…
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Natural Gas Weather — October 9, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-09 00:00 UTC Executive Summary The 15-day temperature outlook reveals a stark divergence between operational models, with ECMWF projecting a much colder regime yielding 109.11 we…
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Natural Gas Weather — October 9, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-09 00:00 UTC Executive Summary The 00:00 UTC operational cycle displays an extreme divergence across the 15-day forecast window, driven by an aggressive cold intrusion in the ECM…
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Natural Gas Weather — October 8, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-08 00:00 UTC Executive Summary The 15-day outlook presents a divided setup for natural gas space heating demand, with the ECMWF projecting a materially colder pattern across key …
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Natural Gas Weather — October 8, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-08 00:00 UTC Executive Summary The 15-day temperature outlook reveals significant structural disagreement between the major numerical weather prediction models, with the ECMWF pr…
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Natural Gas Weather — October 8, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-08 00:00 UTC Executive Summary The 00:00 UTC model cycle reveals a dramatic divergence between the operational GFS and ECMWF, highlighted by a 69.06 weighted heating degree day (…
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Natural Gas Weather — October 8, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-08 00:00 UTC Executive Summary A massive divergence has emerged between the GFS and ECMWF operational solutions over the 15-day outlook, driven by radically different upper-level…
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Natural Gas Weather — October 7, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-07 00:00 UTC Executive Summary The 15-day outlook presents a stark divergence between weather models: the ECMWF projects a much colder regime with 114.09 demand-weighted Heating …
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Natural Gas Weather — October 7, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-07 00:00 UTC Executive Summary A severe model divergence characterizes the 15-day outlook, with ECMWF projecting an aggressive early-season heating shot across major population c…
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Natural Gas Weather — October 7, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-07 00:00 UTC Executive Summary The 15-day national outlook shows headline weighted heating degree days (HDDs) in near-total aggregate agreement between the GFS (97.17 HDDs) and E…
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Natural Gas Weather — October 7, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-07 00:00 UTC Executive Summary The 15-day weather outlook reflects a stark divergence between models, with the ECMWF projecting a significantly colder pattern across major popula…
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Natural Gas Weather — October 6, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-06 00:00 UTC Executive Summary The 15-day weather outlook presents a sharp divergence between numerical weather models, underscored by a low convergence score of 0.239. The ECMWF…
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Natural Gas Weather — October 6, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-06 00:00 UTC Executive Summary The latest 15-day weather outlook reflects a sharp run-over-run colder shift across both primary weather models, adding 18.57 weighted HDDs on the …
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Natural Gas Weather — October 6, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-06 00:00 UTC Executive Summary The operational 00z GFS presents a materially colder 15-day profile for natural gas heating demand compared to the ECMWF, projecting 68.74 demand-w…
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Natural Gas Weather — October 6, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-06 00:00 UTC Executive Summary The 00z model cycle exhibits notable divergence in the Day 10–15 window, with the GFS projecting a colder Eastern U.S. profile yielding 61.62 weigh…
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Natural Gas Weather — October 5, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-05 00:00 UTC Executive Summary The 15-day outlook reflects a classic shoulder-season pattern with national demand-weighted cumulative heating degree days (HDDs) showing near-iden…
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Natural Gas Weather — October 5, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-05 00:00 UTC Executive Summary The 15-day outlook reflects an active shoulder-season transition, with the GFS continuing to project a colder pattern and higher national heating l…
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Natural Gas Weather — October 5, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-05 00:00 UTC Executive Summary The 15-day outlook reflects a pronounced divergence between the GFS and ECMWF models, primarily driven by cold air timing and magnitude in key Nort…
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Natural Gas Weather — October 5, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-05 00:00 UTC Executive Summary The latest 15-day operational weather guidance reveals a stark divergence between weather models, with the GFS projecting a significantly colder pa…
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Natural Gas Weather — October 4, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-04 00:00 UTC Executive Summary The latest 15-day weather outlook reflects a significant divergence between the GFS and ECMWF models, resulting in a low convergence score of 0.231…
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