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 — September 16, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-16 00Z Executive Summary Models show significant disagreement for the 15-day outlook, driven by a much colder GFS solution in the back half of the forecast. The GFS projects a sh…
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Natural Gas Weather — September 16, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-16 00Z Executive Summary The 15-day outlook shows a significant divergence between models, with the GFS forecasting a much stronger cooling demand scenario than the ECMWF. The GF…
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Natural Gas Weather — September 16, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-16T00:00Z Executive Summary The 15-day outlook shows a significant divergence between the GFS and ECMWF models, resulting in low overall forecast confidence. The GFS is materiall…
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Natural Gas Weather — September 15, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-15T00:00Z Executive Summary Models show significant disagreement in the 15-day outlook, driven by a starkly different evolution for the Eastern U.S. The ECMWF is materially colde…
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Natural Gas Weather — September 15, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-15T00:00Z Executive Summary The 15-day outlook presents a significant model disagreement, with the ECMWF forecasting a much colder and more heating-demand-heavy pattern than the …
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Natural Gas Weather — September 15, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-15T00:00Z Executive Summary The 15-day outlook presents a deeply divided forecast, with the GFS model significantly warmer than the ECMWF. The GFS projects a national total of 11…
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Natural Gas Weather — September 15, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-15T00:00Z Executive Summary The 15-day outlook presents a mixed and low-confidence signal for natural gas demand, driven by significant model divergence in the shoulder season tr…
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Natural Gas Weather — September 14, 2026
GFS vs ECMWF Demand-Hub Outlook: 14 Sep 2026 00z Executive Summary The 15-day outlook points to continued, above-normal cooling demand, but with significant disagreement between models on the timing and location of a la…
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Natural Gas Weather — September 14, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-14 00z Executive Summary The 15-day outlook shows significant disagreement between models, with the GFS forecasting a much colder and more demand-supportive pattern than the ECMW…
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Natural Gas Weather — September 14, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-14T00:00Z Executive Summary The 15-day outlook shows significant divergence between the GFS and ECMWF models, resulting in low forecast confidence. The GFS projects a warmer, mor…
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Natural Gas Weather — September 14, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-14 00z Executive Summary The 15-day outlook shows significant divergence between the GFS and ECMWF models, reducing overall forecast confidence. The GFS model forecasts a much wa…
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Natural Gas Weather — September 13, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-13T00:00Z Executive Summary Models show significant disagreement over the 15-day forecast, with the GFS much colder and the ECMWF warmer. The GFS projects a national demand-weigh…
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Natural Gas Weather — September 13, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-13 00Z Executive Summary The 15-day outlook shows material disagreement between models, with the GFS forecasting significantly higher weather-driven demand for Natural Gas than t…
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Natural Gas Weather — September 13, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-13 00Z Executive Summary The 15-day forecast shows a classic shoulder-season pattern, with cooling demand in the South offsetting emerging heating demand in the northern hubs. Th…
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Natural Gas Weather — September 13, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-13T00:00Z Executive Summary Models show significant disagreement over the 15-day outlook, reducing forecast confidence. The GFS projects a much colder pattern with an early start…
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Natural Gas Weather — September 12, 2026
NOAA Degree Days Analysis: Week Ending 2026-09-12 Executive Summary The U.S. experienced significantly warmer-than-normal weather, driving exceptionally strong cooling demand for the week. National population-weighted C…
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Natural Gas Weather — September 12, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-12T00:00Z Executive Summary The 15-day outlook shows significant model disagreement, with the GFS forecasting a warmer, higher-demand scenario driven by cooling load, while the E…
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Natural Gas Weather — September 12, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-12 00z Executive Summary Models present a mixed demand signal for the next 15 days, with total weighted cooling demand nearly identical while heating demand forecasts diverge. Th…
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Natural Gas Weather — September 12, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-12 00z Executive Summary The 15-day outlook shows a stark model disagreement as the U.S. transitions from cooling to heating season. The GFS model is significantly colder, foreca…
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Natural Gas Weather — September 12, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-12 00z Executive Summary Weather models show significant disagreement over the 15-day forecast, lowering confidence in the outlook. The GFS projects a much warmer and more demand…
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