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 25, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-10-25 00:00 UTC
Executive Summary
The 00Z model cycle exhibits significant divergence across the 15-day outlook, with ECMWF projecting 107.30 demand-weighted Heating Degree Days (HDDs) compared to just 87.99 HDDs from the GFS. This ~19.3-HDD spread is heavily concentrated in the high-weighted eastern demand corridor during early November, where ECMWF introduces an intense cold shot that GFS fails to capture. However, market participants tracking natural gas should note that the ECMWF solution softened materially run-over-run, shedding -32.10 weighted HDDs compared to its previous 12Z cycle.
Hub-Level Weather
Forecast divergence is unevenly distributed across major regional demand centers:
- East (New York City, 30% weight): NYC represents the primary driver of national variance. ECMWF projects 147.39 cumulative HDDs versus 97.20 on the GFS (daily mean absolute difference of 4.96 HDDs). The discrepancy peaks during November 3–5: ECMWF projects daily mean temperatures plunging to 43.4°F–47.6°F (generating 17.36 to 21.63 daily HDDs), whereas GFS remains unseasonably mild at 58.6°F–64.0°F (generating only 0.95 to 6.43 daily HDDs).
- Midwest (Chicago, 35% weight): Cumulative totals show parity (108.23 GFS HDDs vs. 106.35 ECMWF HDDs), but intraday timing diverges sharply. ECMWF moves colder earlier, peaking on November 3 (13.62 HDDs vs. 3.01 on GFS), whereas GFS delivers an aggressive late-period Arctic front on November 8, dropping mean temperatures to 46.0°F (19.03 HDDs vs. ECMWF’s 8.61 HDDs).
- South (Atlanta, 10% weight): ECMWF is significantly cooler, generating 59.76 cumulative HDDs against GFS’s 23.86 HDDs, driven by a pronounced front on November 4–5 (10.80 ECMWF HDDs on Nov 4 vs. 0.0 on GFS).
- Northeast (Boston, 10% weight): Consistent with New York, Boston trends cooler on ECMWF (198.88 HDDs vs. 185.69 GFS HDDs), dominated by the November 3–5 cold surge.
- South Central (Houston, 15% weight): Neither model indicates heating load (0.0 cumulative HDDs). However, GFS maintains lingering cooling demand with 148.45 Cooling Degree Days (CDDs) compared to 112.34 CDDs on ECMWF.
Demand Implications (Natural Gas)
The 19.31 weighted HDD spread between ECMWF and GFS translates into a substantial volume divergence for early-winter residential and commercial (res/comm) space heating load—typically equating to roughly 25 to 35 Bcf of implied consumption variance over a 15-day window.
If the colder ECMWF pattern verifies, strong early heating demand in PJM and NYISO footprints will trigger an accelerated start to net storage withdrawals. Conversely, the GFS baseline reflects shoulder-season warmth across the Eastern Seaboard, supporting lower burn and potential injection extensions. For front-month NG contracts, the directional impulse of ECMWF’s colder snapshot is tempered by its run-over-run momentum: losing -32.10 weighted HDDs in a single cycle represents a notable loss of weather-driven demand expectations.
Model Agreement & Caveats
- Convergence & Confidence: The model convergence score is low at 0.2240, accompanied by a weighted daily mean absolute HDD difference of 3.46. Agreement is relatively steady through Day 7 (October 31), after which deterministic solutions decouple completely regarding eastern trough amplitude between Days 9 and 15 (November 2–8). High-conviction trading positions should not lean heavily on either deterministic run until ensemble means (GEFS vs. EPS) demonstrate spatial consensus.
- Cycle Trend: ECMWF’s large negative delta (-32.10 HDDs, -5.19 CDDs) indicates the operational European model is trending toward the milder operational GFS solution rather than holding its previous cold ridge-trough configuration.
- Limitations: Data sourced via Open-Meteo samples single representative coordinates for broad regions. It does not account for localized pipe-level constraints, wind-chill load premiums, or intra-basin variations within broader demand zones.
Weather & demand data
Report archive
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Natural Gas Weather — July 31, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-31 00z Executive Summary The 15-day outlook shows a significant divergence between models, with the GFS projecting a much hotter, higher-demand scenario than the ECMWF. The GFS i…
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Natural Gas Weather — July 31, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-31 00z Executive Summary The 15-day outlook shows a significant model disagreement, with the GFS forecasting a much stronger cooling demand scenario than the ECMWF. The GFS proje…
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Natural Gas Weather — July 31, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-31 00z Executive Summary The GFS and ECMWF models are in strong agreement on the national 15-day cooling demand outlook, with total weighted CDDs of 190.7 and 187.1, respectively…
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Natural Gas Weather — July 31, 2026
GFS vs ECMWF Demand-Hub Outlook: 00Z July 31, 2026 Executive Summary The 15-day outlook shows a modest divergence between models at the national level, with the ECMWF forecasting slightly more cooling demand (+5.8 weigh…
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Natural Gas Weather — July 30, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-30 00Z Executive Summary The GFS and ECMWF models project a nearly identical national cooling demand load over the next 15 days, implying a high-confidence outlook for total powe…
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Natural Gas Weather — July 30, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-30T00:00Z Executive Summary The 15-day outlook shows a significant divergence between models, with the GFS forecasting materially stronger cooling demand than the ECMWF. The nati…
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Natural Gas Weather — July 30, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-30 00Z Executive Summary The 15-day outlook shows a material divergence between models, with the GFS projecting a significantly stronger cooling demand scenario than the ECMWF. N…
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Natural Gas Weather — July 30, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-30 00Z Executive Summary The 15-day outlook shows a material split between models, with the GFS forecasting significantly higher cooling demand than the ECMWF. The national GFS f…
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Natural Gas Weather — July 29, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-29 00z Executive Summary The 15-day outlook shows strong model agreement on the national cooling demand total, with both GFS and ECMWF forecasting a nearly identical ~201-202 wei…
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Natural Gas Weather — July 29, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-29T00:00Z Executive Summary The 15-day outlook shows a significant model disagreement, with the GFS forecasting a much hotter and more demand-intensive period than the ECMWF. The…
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Natural Gas Weather — July 29, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-29T00:00Z Executive Summary The 15-day outlook shows strong agreement on a national level for robust cooling demand, with GFS and ECMWF forecasting a near-identical 187-190 weigh…
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Natural Gas Weather — July 29, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-29 00Z Executive Summary The 15-day outlook shows nearly identical national cooling demand between the GFS and ECMWF models, with total weighted Cooling Degree Days (CDDs) differ…
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Natural Gas Weather — July 28, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-28 00Z Executive Summary The 15-day outlook presents a significant model disagreement, with the GFS forecasting a much hotter and more demand-intensive period than the ECMWF. Thi…
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Natural Gas Weather — July 28, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-28 00Z Executive Summary The 15-day forecast indicates strong, above-normal cooling demand, with the GFS and ECMWF models showing similar national load totals (214.1 vs 206.7 wei…
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Natural Gas Weather — July 28, 2026
GFS vs ECMWF Demand-Hub Outlook: 28-Jul-2026 00Z Executive Summary The 15-day outlook points to robust summer cooling demand, with the ECMWF forecasting a materially hotter scenario than the GFS. The ECMWF projects 216.…
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Natural Gas Weather — July 28, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-28 00z Executive Summary The GFS and ECMWF models show significant disagreement over the 15-day temperature outlook, despite a high numerical convergence score. The ECMWF is hott…
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Natural Gas Weather — July 27, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-27T00:00Z Executive Summary The 15-day outlook shows strong agreement between the GFS and ECMWF on a national, demand-weighted basis, with both models forecasting robust cooling …
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Natural Gas Weather — July 27, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-27 00z Executive Summary The 15-day outlook shows GFS and ECMWF in close alignment on total national cooling demand, with a weighted total of 206.9 CDDs and 210.4 CDDs, respectiv…
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Natural Gas Weather — July 27, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-27 00z Executive Summary The 15-day outlook shows a material disagreement between models, with the ECMWF forecasting a higher national cooling load than the GFS (208.1 vs 196.3 w…
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Natural Gas Weather — July 27, 2026
GFS vs ECMWF Demand-Hub Outlook: 2026-07-27 00Z Executive Summary The 15-day outlook shows a material disagreement on the regional distribution of cooling demand. While the total demand-weighted CDDs are somewhat close,…
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