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 25, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-25 00:00 UTC Executive Summary The 00:00 UTC model cycle indicates a distinct shoulder-season transition, with power-sector cooling demand tapering and residential/commercial spa…
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Natural Gas Weather — September 24, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-24 00:00 UTC Executive Summary The 15-day outlook presents sharp divergence between operational models, reflected in a low convergence score of 0.2958. ECMWF projects a cooler, h…
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Natural Gas Weather — September 21, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-21 00z Executive Summary Models show significant disagreement over the 15-day forecast, resulting in a low confidence signal for Natural Gas demand. The GFS projects a much warme…
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Natural Gas Weather — September 20, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-20 00Z Executive Summary The 15-day outlook presents significant model disagreement on weather-driven demand, particularly for heating load in the eastern U.S. The GFS model fore…
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Natural Gas Weather — September 20, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-20 00Z Executive Summary The 15-day outlook shows a material split between models, with the GFS forecasting a warmer and higher overall demand period than the ECMWF. The GFS proj…
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Natural Gas Weather — September 20, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-20T00:00Z Executive Summary The 15-day outlook shows national demand-weighted degree day totals that are deceptively similar between models, masking significant regional disagree…
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Natural Gas Weather — September 20, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-20T00:00Z Executive Summary The GFS and ECMWF models present a split 15-day forecast, with the GFS showing a significantly colder and more demand-heavy outlook. This divergence i…
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Natural Gas Weather — September 19, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-19T00:00Z Executive Summary The 15-day outlook shows a seasonal transition from late-season cooling demand to early-season heating load. Models are in broad agreement on the tota…
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Natural Gas Weather — September 19, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-19T00:00Z Executive Summary The 15-day outlook shows a transition from cooling to early-season heating demand, with significant disagreement between models on the intensity of la…
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Natural Gas Weather — September 19, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-19 00Z Executive Summary The 15-day outlook shows a transition from late-season cooling demand to early-season heating demand, with significant model disagreement creating foreca…
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Natural Gas Weather — September 19, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-19T00:00Z Executive Summary The 15-day outlook shows significant disagreement between models on the composition of weather-driven demand. The ECMWF projects a colder scenario wit…
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Natural Gas Weather — September 18, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-18 00Z Executive Summary A significant divergence marks the 15-day weather outlook, with the GFS model forecasting a much warmer and higher-demand scenario than the ECMWF. The GF…
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Natural Gas Weather — September 18, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-18T00:00Z Executive Summary The 15-day outlook shows a significant and growing disagreement between the GFS and ECMWF models, primarily concerning the intensity of early-season h…
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Natural Gas Weather — September 18, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-18 00Z Executive Summary The 15-day outlook shows a transition period with both late-season cooling demand in the South and early-season heating demand emerging in the Midwest an…
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Natural Gas Weather — September 18, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-18 00Z Executive Summary The 15-day outlook shows significant disagreement between the GFS and ECMWF models, particularly in the 8-15 day period. The ECMWF is materially more bul…
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Natural Gas Weather — September 17, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-17T00:00Z Executive Summary The 15-day outlook shows significant model disagreement, with the ECMWF forecasting a colder, more heating-demand-intensive period than the GFS. The E…
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Natural Gas Weather — September 17, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-17T00:00Z Executive Summary The 15-day outlook shows a significant model disagreement, with the ECMWF forecasting a much colder and more demand-supportive scenario than the GFS. …
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Natural Gas Weather — September 17, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-17 00Z Executive Summary The GFS and ECMWF models present a sharply divergent 15-day outlook, signaling high uncertainty for U.S. Natural Gas demand. The ECMWF is significantly c…
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Natural Gas Weather — September 17, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-17 00z Executive Summary The 15-day outlook shows a major disagreement between the GFS and ECMWF models, resulting in a very low confidence forecast. The ECMWF is significantly c…
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Natural Gas Weather — September 16, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-09-16 00z Executive Summary The GFS and ECMWF models present a highly divergent 15-day outlook, reducing forecast confidence. The GFS is significantly colder, projecting a total of …
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