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 4, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-04 00:00 UTC Executive Summary The latest 15-day operational weather outlook presents a widening divergence between the GFS and ECMWF models, with national demand-weighted cumula…
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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 15-day outlook reflects a stark divergence between weather models, with the ECMWF projecting a substantial mid-to-late October cold shot across…
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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 00:00 UTC forecast cycle highlights a stark divergence between weather models, with the ECMWF projecting a substantially colder 15-day outlook …
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Natural Gas Weather — October 3, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-03 00:00 UTC Executive Summary The latest 15-day weather cycle shows significant divergence between operational models, with ECMWF projecting a colder overall profile for high-we…
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Natural Gas Weather — October 3, 2026
NOAA Degree Days Analysis: Week Ending October 3, 2026 Executive Summary For the week ending October 3, 2026, national population-weighted heating degree days (HDDs) totaled 12.0 (+3.0 deviation from normal), while cool…
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Natural Gas Weather — October 3, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-03 00:00 UTC Executive Summary The 15-day outlook reflects a stark divergence between weather models, with ECMWF projecting an aggressive early-season heating ramp while the GFS …
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Natural Gas Weather — October 3, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-03 00:00 UTC Executive Summary The 00Z numerical weather guidance presents a sharp divergence between the GFS and ECMWF models across the 15-day outlook for natural gas demand hu…
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Natural Gas Weather — October 3, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-03 00:00 UTC Executive Summary The 00:00 UTC operational cycle displays substantial shoulder-season divergence between weather models, with ECMWF projecting a significantly colde…
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Natural Gas Weather — October 2, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-02 00:00 UTC Executive Summary The latest 15-day outlook reflects a pronounced divergence between weather models, with ECMWF projecting higher heating demand (46.51 demand-weight…
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Natural Gas Weather — October 2, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-02 00:00 UTC Executive Summary The 15-day outlook reflects an early-autumn transition environment where the ECMWF model projects a colder, higher-heating profile (46.09 weighted …
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Natural Gas Weather — October 2, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-02 00:00 UTC Executive Summary The 15-day outlook reflects a stark divergence between weather models, with the ECMWF projecting significantly higher heating demand than the GFS. …
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Natural Gas Weather — October 2, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-02 00:00 UTC Executive Summary The 00:00 UTC operational weather model suite presents a stark divergence in shoulder-season heating demand, with the ECMWF projecting a materially…
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Natural Gas Weather — October 1, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-01 00:00 UTC Executive Summary The 15-day outlook reflects a significant divergence between deterministic weather models, with the ECMWF projecting a materially colder regime acr…
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Natural Gas Weather — October 1, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-01 00:00 UTC Executive Summary The 15-day outlook presents a stark divergence between the GFS and ECMWF models regarding early autumn heating load. The ECMWF projects a significa…
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Natural Gas Weather — October 1, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-01 00:00 UTC Executive Summary The 15-day weather outlook presents a stark divergence in weather-driven natural gas demand, with the ECMWF projecting a materially colder national…
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Natural Gas Weather — October 1, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-01 00:00 UTC Executive Summary The 15-day weather outlook reflects typical shoulder-season dynamics, with aggregate demand-weighted heating degree days (HDDs) closely matched at …
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Natural Gas Weather — September 30, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-30 00:00 UTC Executive Summary The latest 15-day weather cycle reveals a significant divergence between numerical weather prediction models, with the ECMWF projecting substantial…
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Natural Gas Weather — September 30, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-30 00:00 UTC Executive Summary The latest 15-day model cycle shows a material divergence between weather models, with the GFS projecting a colder pattern across major population …
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Natural Gas Weather — September 30, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-30 00:00 UTC Executive Summary The 15-day outlook reflects classic shoulder-season divergence, with the GFS leaning cooler and generating 66.24 demand-weighted HDDs against the E…
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Natural Gas Weather — September 30, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-30 00:00 UTC Executive Summary The 15-day outlook presents a sharp divergence between numerical weather models, with the ECMWF projecting significantly stronger heating demand (5…
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