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Polar vortex The whirl of frigid air in the Arctic stratosphere: its state each day, its forecast and its breakdowns since 1979

Each autumn the air of the Arctic stratosphere (15 to 50 km up) cools in the polar night and starts to spin from west to east around the pole: this is the stratospheric polar vortex. Its strength is measured by the zonal-mean zonal wind at 60° N and 10 hPa (about 30 km). Planetary waves rising from the troposphere (ridges and blocking highs) can slow it down, push it off the pole or split it in two: when that wind turns easterly between November and March, it is a major sudden stratospheric warming (Charlton and Polvani, 2007), the polar air sometimes warming by 30 to 50 °C within days. This page follows the vortex every day (NASA MERRA-2 and GEOS FP analyses), its forecast (GEOS and the 31-member NOAA GEFS ensemble), its history since 1979, and checks against the data the claim, at the end of October 2026, of a possible breakdown before 17 November.
Arctic stratosphere · 10 hPa, about 30 km

The polar vortex, day by day

Height of the 10 hPa surface (GEFS control, from the analysis to 16 days): the blue trough is the vortex, the white line its edge, the particles follow the wind.

  • Low height: vortex core
  • High height: stratospheric anticyclone
  • Vortex edge
Wind at 60° N, 10 hPa
15.8 m/s
Oct 27, 2026
within the normal range for the date
Lowest wind forecast by GEOS
-5.0 m/s
Nov 7, 2026
easterly from Nov 4, 2026
Highest probability of a reversal (GEFS)
81 %
Nov 4, 2026
29 of 31 members turn easterly on at least one day
Northern stratosphere: polar vortex, polar-cap temperature and wave heat flux, daily (NASA GSFC, MERRA-2 and GEOS FP) · NASA data, no restriction on use (NASA Earth science data policy); cite MERRA-2 (Gelaro et al., 2017). The GEOS forecasts are experimental and given for research · 10/30/26 GEFS ensemble forecast of the stratospheric polar vortex, 31 members to 35 days (NOAA NCEP) · U.S. Government work, public domain (NOAA Open Data Dissemination) · 10/30/26

Globe: GEFS control member (NOAA), Oct 29, 2026 00 UTC run, geopotential height and wind at 10 hPa north of 20° N; the thickness of the stratosphere is exaggerated. Slider: day shown.

Zonal wind at 60° N, 10 hPa
15.8 m/s
Oct 27, 2026
within the normal range for the date · normal 22.9, extremes 10.7 to 33.3
 
Northern stratosphere: polar vortex, polar-cap temperature and wave heat flux, daily (NASA GSFC, MERRA-2 and GEOS FP) · NASA data, no restriction on use (NASA Earth science data policy); cite MERRA-2 (Gelaro et al., 2017). The GEOS forecasts are experimental and given for research · 10/30/26 Current
Polar-cap temperature 60–90° N, 10 hPa
210.6 K
Oct 27, 2026
within the normal range for the date · normal 211.8, extremes 207.0 to 216.6
 
Northern stratosphere: polar vortex, polar-cap temperature and wave heat flux, daily (NASA GSFC, MERRA-2 and GEOS FP) · NASA data, no restriction on use (NASA Earth science data policy); cite MERRA-2 (Gelaro et al., 2017). The GEOS forecasts are experimental and given for research · 10/30/26 Current
Wave heat flux, 100 hPa
25.5 K·m/s
Oct 27, 2026
among the highest 10 % for the date · normal 10.8, extremes 3.1 to 26.3
 
Northern stratosphere: polar vortex, polar-cap temperature and wave heat flux, daily (NASA GSFC, MERRA-2 and GEOS FP) · NASA data, no restriction on use (NASA Earth science data policy); cite MERRA-2 (Gelaro et al., 2017). The GEOS forecasts are experimental and given for research · 10/30/26 Current
GEFS members reversing the wind
29
Oct 29, 2026 run, 00 UTC
of 31, first reversal between Nov 3, 2026 and Nov 11, 2026

The claim against the data

The claim shared on social media on 29–30 October 2026 makes four points: the vortex could break down by 17 November; it would be one of the earliest sudden warmings since 1959; blocking highs over Alaska and the Urals would cause it, through a wave-number-2 pattern; surface effects (cold, blocking, snow) would follow from late November into December. Each row below is recomputed with every new analysis and every new run.

ClaimWhat the data showVerdict
Vortex breakdown by 17 November GEOS deterministic forecast (NASA): lowest wind −5.0 m/s on Nov 7, 2026 (forecast to Nov 7, 2026). GEFS ensemble of Oct 29, 2026: 29 of 31 members turn easterly on at least one day, between Nov 3, 2026 and Nov 11, 2026; the probability peaks at 81 % on Nov 4, 2026. The median stays below 10 m/s to the end of the forecast (Nov 14, 2026): no quick rebuilding of the vortex in sight. Likely
One of the earliest warmings since 1959 The earliest known major warming is that of Nov 27, 1968 (NOAA compendium, reanalyses since 1958); since 1979, in the NASA data, Dec 3, 1981. A reversal in early November would thus be about three weeks ahead of any precedent. The wind was 15.8 m/s at the last complete analysis (within the normal range for the date); in the GEOS forecast it falls below the 1979–2026 minimum of the date on 8 day(s). True, if the reversal happens
Blocking over Alaska and the Urals, wave number 2 The heat flux of the waves entering the stratosphere (45–75° N, 100 hPa) is 25.5 K·m/s on Oct 27, 2026 (among the highest 10 % for the date) and, in the GEOS forecast, reaches 29.0 K·m/s on Oct 31, 2026, above the highest value for the date since 1979 on 6 day(s). This is the forcing that slows the vortex down (Polvani and Waugh, 2004). In the GEFS control, wave 2 dominates wave 1 at 10 hPa from Oct 29, 2026 to Nov 4, 2026 (up to 611 m amplitude at 60° N) and the vortex stretches to an aspect ratio of 3.2: the shape of an incipient split. Ridges at 500 hPa along 60° N over the first week (GEFS control): Scandinavia and North Sea (3° E, +357 m), western Canada (111° W, +134 m). Partly confirmed
Cold, blocking and snow in late November and December After the 42 major warmings from 1958 to 2023, the daily NAO from day +5 to +60 averages −0.17 (p = 0.003 against random dates), negative on 67 % of the days; cold days in northern Europe are 1.34 times as frequent (p = 0.032). A real effect on average, but slow, and missing for about a third of the events (full test). Plausible, not certain

A forecast beyond 10 days remains a probability. A major warming is defined by the easterly reversal of the mean wind at 60° N and 10 hPa: a very weak or displaced vortex that does not reverse does not count, even if its effects can be similar.

Zonal-mean wind at 60° N and 10 hPa: analysis, forecasts and climatology
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The 31 GEFS members, Oct 29, 2026 run
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Probability of an easterly wind at 60° N, 10 hPa
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Polar-cap temperature, 60–90° N, 10 hPa
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Heat flux of the planetary waves, 45–75° N, 100 hPa
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Shape of the vortex at 10 hPa, GEFS control of Oct 29, 2026

Polar maps of the height of the 10 hPa surface (pole at the centre, Greenwich meridian pointing down), with the vortex edge in white and its centroid (cross). The shape is measured by the moments of the height (Matthewman et al., 2009; Seviour et al., 2013): an aspect ratio above 2.4 marks a split into two vortices, a centroid south of 66° N a displacement. The amplitudes of waves 1 and 2 at 60° N tell which of the two shapes dominates.

Analysis · Oct 29, 2026
ratio 2.6, centroid 85° N; waves 1 and 2: 377 and 510 m Split
D + 4 · Nov 2, 2026
ratio 3.1, centroid 83° N; waves 1 and 2: 425 and 588 m Split
D + 8 · Nov 6, 2026
ratio 2.0, centroid 77° N; waves 1 and 2: 454 and 329 m Centred
D + 12 · Nov 10, 2026
ratio 2.0, centroid 74° N; waves 1 and 2: 446 and 194 m Centred
D + 16 · Nov 14, 2026
ratio 1.8, centroid 70° N; waves 1 and 2: 548 and 110 m Centred
Shape of the vortex in the 31 GEFS members (share of members)
Day29 Oct31 Oct2 Nov4 Nov6 Nov8 Nov10 Nov12 Nov14 Nov
Split100 %100 %100 %77 %0 %0 %0 %0 %0 %
Displaced0 %0 %0 %0 %0 %0 %0 %0 %0 %
Centred0 %0 %0 %23 %100 %100 %100 %100 %100 %

Ridges and blocking at 500 hPa, first week

Departure of the 500 hPa height (about 5.5 km) from its latitude mean, averaged from Oct 29, 2026 to Nov 5, 2026 (GEFS control): ridges and blocking highs in red, troughs in blue. These structures, when they sit at favourable longitudes, send waves 1 and 2 up into the stratosphere.

From the top down: does the anomaly descend?

Standardised anomaly of the wind at 60° N from 10 to 150 hPa since 1 September (departure from the mean of the date divided by the standard deviation implied by the 10th and 90th percentiles). After a warming, the weakening of the vortex often descends to the tropopause within two to three weeks, then influences surface weather for one to two months (Baldwin and Dunkerton, 2001; Kidston et al., 2015).

10 hPa 1.0 σ1.3 σ1.8 σ1.5 σ1.9 σ1.5 σ1.9 σ1.6 σ1.2 σ0.8 σ1.3 σ2.0 σ1.8 σ1.5 σ1.2 σ1.8 σ2.6 σ2.6 σ2.6 σ2.7 σ1.9 σ1.2 σ0.3 σ0.0 σ0.3 σ0.1 σ−0.4 σ−0.6 σ−0.6 σ−1.0 σ−0.9 σ−0.7 σ−0.2 σ0.1 σ0.2 σ−0.2 σ−0.6 σ−0.5 σ−0.0 σ0.1 σ0.2 σ−0.2 σ0.0 σ−0.2 σ−0.4 σ−0.3 σ−0.4 σ−0.5 σ−0.5 σ−0.4 σ−0.6 σ−0.5 σ0.2 σ0.4 σ0.1 σ−0.0 σ−0.5 σ−1.2 σ−1.7 σ−1.8 σ−2.2 σ−2.5 σ−3.2 σ−4.1 σ−4.2 σ−4.4 σ−4.3 σ−4.2 σ−5.4 σ 30 hPa 1.1 σ0.9 σ0.5 σ0.4 σ0.6 σ0.9 σ0.9 σ1.2 σ1.2 σ1.0 σ1.0 σ1.6 σ1.8 σ1.4 σ1.4 σ2.4 σ2.4 σ2.4 σ2.2 σ2.1 σ1.1 σ0.9 σ1.0 σ0.3 σ0.2 σ0.4 σ0.3 σ−0.2 σ−0.2 σ−0.5 σ−0.8 σ−0.2 σ1.6 σ1.5 σ0.6 σ0.1 σ0.5 σ0.9 σ1.3 σ0.9 σ0.6 σ0.5 σ0.6 σ0.7 σ0.5 σ0.3 σ−0.1 σ−0.1 σ0.1 σ−0.1 σ−0.5 σ−0.3 σ−0.4 σ−0.0 σ0.6 σ−0.3 σ−1.1 σ−2.2 σ−2.2 σ−2.0 σ−1.8 σ−2.2 σ−3.4 σ−4.0 σ−4.2 σ−4.6 σ−4.6 σ−3.7 σ−4.9 σ 50 hPa 0.8 σ0.8 σ0.2 σ0.2 σ0.6 σ0.6 σ0.8 σ1.1 σ1.5 σ1.1 σ0.7 σ1.1 σ1.8 σ1.0 σ0.9 σ2.0 σ2.2 σ2.1 σ2.1 σ1.7 σ0.6 σ0.4 σ1.0 σ0.4 σ0.3 σ1.2 σ1.2 σ0.3 σ−0.1 σ−0.4 σ−0.7 σ0.2 σ1.4 σ1.7 σ1.2 σ0.8 σ1.2 σ1.9 σ1.4 σ0.8 σ0.8 σ0.8 σ0.9 σ1.0 σ0.7 σ0.5 σ0.1 σ0.3 σ0.7 σ0.3 σ0.2 σ−0.3 σ−0.5 σ−0.1 σ0.4 σ−0.5 σ−1.6 σ−1.8 σ−2.2 σ−1.9 σ−1.6 σ−2.2 σ−2.9 σ−3.6 σ−3.8 σ−4.0 σ−4.2 σ−2.9 σ−3.9 σ 70 hPa 0.8 σ0.4 σ−0.0 σ−0.1 σ0.2 σ0.3 σ0.6 σ1.0 σ1.4 σ1.0 σ0.5 σ0.9 σ1.4 σ1.1 σ0.9 σ2.2 σ1.9 σ1.8 σ1.7 σ1.1 σ0.2 σ0.2 σ0.6 σ0.2 σ0.4 σ1.3 σ0.8 σ0.1 σ0.2 σ−0.5 σ−0.7 σ0.2 σ1.2 σ1.6 σ1.1 σ1.2 σ1.6 σ1.9 σ1.3 σ0.9 σ0.8 σ0.8 σ1.1 σ1.1 σ0.9 σ0.6 σ0.1 σ0.6 σ0.8 σ0.6 σ0.3 σ−0.4 σ−0.6 σ−0.0 σ0.2 σ−0.6 σ−1.4 σ−1.5 σ−2.2 σ−2.1 σ−1.6 σ−1.8 σ−2.4 σ−2.6 σ−3.0 σ−3.3 σ−3.3 σ−2.4 σ−3.1 σ 100 hPa 0.5 σ0.2 σ−0.3 σ−0.3 σ0.1 σ0.3 σ0.5 σ0.9 σ1.7 σ0.7 σ−0.0 σ0.3 σ1.0 σ1.3 σ1.3 σ2.0 σ1.6 σ1.4 σ1.4 σ0.9 σ−0.0 σ−0.1 σ0.4 σ0.2 σ0.0 σ0.8 σ0.2 σ−0.2 σ0.1 σ−1.1 σ−0.9 σ0.1 σ1.2 σ1.3 σ1.3 σ1.4 σ1.8 σ1.6 σ1.0 σ0.8 σ0.8 σ0.8 σ1.1 σ1.1 σ0.7 σ0.7 σ0.0 σ0.6 σ0.6 σ0.4 σ0.0 σ−0.7 σ−0.8 σ0.1 σ0.2 σ−0.4 σ−1.4 σ−1.2 σ−1.7 σ−1.4 σ−1.2 σ−1.3 σ−2.0 σ−2.0 σ−2.4 σ−2.3 σ−2.2 σ−1.7 σ−2.4 σ 150 hPa 0.2 σ−0.1 σ−0.4 σ−0.6 σ−0.0 σ0.3 σ0.5 σ0.9 σ1.5 σ0.6 σ−0.3 σ−0.2 σ0.7 σ1.4 σ1.5 σ1.7 σ1.2 σ1.0 σ1.1 σ0.6 σ−0.3 σ−0.4 σ0.1 σ−0.5 σ−0.8 σ0.3 σ−0.2 σ−0.4 σ0.2 σ−1.5 σ−1.5 σ−0.2 σ1.3 σ1.0 σ1.2 σ1.9 σ2.0 σ0.9 σ0.4 σ0.6 σ0.7 σ1.0 σ0.9 σ1.1 σ0.6 σ0.4 σ−0.5 σ0.4 σ0.1 σ0.3 σ0.0 σ−0.8 σ−0.9 σ0.2 σ−0.4 σ0.1 σ−1.1 σ−0.7 σ−1.4 σ−0.7 σ−0.6 σ−0.7 σ−1.8 σ−1.4 σ−1.9 σ−1.7 σ−1.3 σ−0.9 σ−1.6 σ AugSepOct GEOS forecast

33 major sudden stratospheric warmings since 1979

Detection after Charlton and Polvani (2007), as in the NOAA compendium (Butler et al., 2017): first day of easterly wind at 60° N and 10 hPa between November and March, 20 consecutive westerly days since the previous event, return of westerlies for 10 days before 30 April (otherwise it is the spring final warming). Of 33 events found in the NASA data, 28 are in the compendium within three days; 3 are marginal (a single day barely below zero).

reversal window of the GEFS members OctoberNovemberDecemberJanuaryFebruary Feb 7, 1958 (ERA5)Jan 16, 1960 (ERA5)Jan 26, 1963 (ERA5)Dec 15, 1965 (ERA5)Feb 21, 1966 (ERA5)Jan 6, 1968 (ERA5)Nov 27, 1968 (ERA5)Mar 12, 1969 (ERA5)Jan 1, 1970 (ERA5)Jan 17, 1971 (ERA5)Mar 19, 1971 (ERA5)Jan 30, 1973 (ERA5)Jan 8, 1977 (ERA5)Feb 21, 1979 (ERA5) Feb 21, 1979Feb 29, 1980Mar 3, 1981Dec 3, 1981Feb 23, 1984Dec 31, 1984Jan 22, 1987Dec 7, 1987Mar 13, 1988Feb 20, 1989Feb 4, 1995Dec 14, 1998Feb 25, 1999Mar 19, 2000Feb 10, 2001Dec 29, 2001Jan 17, 2003Jan 4, 2004Jan 20, 2006Feb 23, 2007Feb 21, 2008Jan 23, 2009Feb 8, 2010Mar 23, 2010Jan 5, 2013Jan 31, 2017Feb 11, 2018Jan 1, 2019Jan 4, 2021Feb 15, 2023Jan 15, 2024Mar 3, 2024Mar 3, 2026 1979–2026 (NASA) 1958–1978 (ERA5, compendium)
Onset (easterly wind)Lowest windEasterly daysPolar-cap warmingNOAA compendium (ERA5)
Mar 3, 2026 −7.3 m/s 6 +8.9 K after its last update (2023)
Mar 3, 2024 −20.7 m/s 21 +17.7 K after its last update (2023)
Jan 15, 2024 −2.0 m/s 2 +19.7 K after its last update (2023)
Feb 15, 2023 −13.6 m/s 5 +24.4 K Feb 15, 2023
Jan 4, 2021 −6.5 m/s 5 +28.1 K Jan 4, 2021
Jan 1, 2019 −10.2 m/s 17 +26.0 K Dec 31, 2018
Feb 11, 2018 −24.2 m/s 17 +32.2 K Feb 11, 2018
Jan 31, 2017 marginal −0.1 m/s 1 +33.6 K absent
Jan 5, 2013 −13.3 m/s 22 +32.2 K Jan 5, 2013
Mar 23, 2010 −2.9 m/s 3 +5.8 K Mar 23, 2010
Feb 8, 2010 −6.7 m/s 3 +28.4 K Feb 8, 2010
Jan 23, 2009 −31.1 m/s 30 +51.2 K Jan 23, 2009
Feb 21, 2008 −15.0 m/s 7 +18.3 K Feb 21, 2008
Feb 23, 2007 −8.8 m/s 4 +16.0 K Feb 23, 2007
Jan 20, 2006 −26.4 m/s 19 +26.8 K Jan 20, 2006
Jan 4, 2004 −15.1 m/s 10 +25.1 K Jan 4, 2004
Jan 17, 2003 −2.7 m/s 1 +17.1 K Jan 17, 2003
Dec 29, 2001 −2.0 m/s 4 +31.9 K Dec 29, 2001
Feb 10, 2001 −2.0 m/s 3 +26.8 K Feb 10, 2001
Mar 19, 2000 −3.4 m/s 3 +18.0 K Mar 19, 2000
Feb 25, 1999 −17.5 m/s 21 +37.0 K Feb 25, 1999
Dec 14, 1998 −22.5 m/s 6 +33.2 K Dec 14, 1998
Feb 4, 1995 marginal −0.0 m/s 1 +34.0 K absent
Feb 20, 1989 −13.9 m/s 9 +26.2 K Feb 20, 1989
Mar 13, 1988 −4.1 m/s 3 +32.2 K Mar 13, 1988
Dec 7, 1987 −18.1 m/s 9 +25.1 K Dec 7, 1987
Jan 22, 1987 −13.4 m/s 5 +20.9 K Jan 22, 1987
Dec 31, 1984 −15.8 m/s 5 +31.1 K Dec 31, 1984
Feb 23, 1984 −12.0 m/s 4 +32.9 K Feb 23, 1984
Dec 3, 1981 −2.4 m/s 2 +1.1 K Dec 3, 1981
Mar 3, 1981 marginal −0.1 m/s 1 +-12.4 K Mar 3, 1981
Feb 29, 1980 −7.3 m/s 2 +35.4 K Feb 28, 1980
Feb 21, 1979 −16.4 m/s 8 +12.6 K Feb 21, 1979

Polar-cap warming: highest 10 hPa temperature (60–90° N) from 10 days before to 10 days after the onset (the air often warms before the wind turns), minus the mean of days −30 to −20. The compendium stops in February 2023; the events of January and March 2024 and March 2026 come from the NASA data alone.

Seasons with early warmings, against the current autumn
Show the data as a table

And at the surface? What past warmings show

Correspondence test of the Observatory on the 42 major warmings of the compendium (1958–2023): daily NAO (NOAA CPC) and mean temperature of European cities (ERA5), anomalies from day +5 to +60 after each event, against random dates of the same season. Cold days are those below the 10th percentile of December to March.

ResponseMean, days +5 to +60pCold days
NAO−0.17 (67 % of negative days)0.003—
North-east Europe (Moscow)−0.44 °C0.204× 1.34 (p = 0.032)
South (Madrid, Rome)−0.15 °C0.294× 1.11 (p = 0.240)
North-west (London, Paris, Berlin)−0.32 °C0.122× 1.19 (p = 0.165)

See the full test and its composites

Method and sources

Data. Annual meteorological statistics of NASA GSFC (Atmospheric Chemistry and Dynamics Laboratory): zonal-mean wind at 60° N from 10 to 150 hPa, mean polar-cap temperature 60–90° N at 10 hPa, wave heat flux 45–75° N at 100 hPa, daily values of the MERRA-2 reanalysis (Gelaro et al., 2017) then of the GEOS FP system for recent months, with the climatology of each date (1978/79 to 2025/26) and the GEOS forecast to about ten days. NOAA GEFS v12 ensemble (Zhou et al., 2022), 00 UTC run, 31 members to 35 days, read straight from the GRIB2 files published on AWS (only the 10 and 500 hPa fields are downloaded, by byte ranges).

Major warmings. Criterion of Charlton and Polvani (2007), applied to the NASA daily wind from 1979 to today and checked against the NOAA compendium (Butler et al., 2017): 26 of the 27 MERRA-2 events of the compendium (1980–2023) are found within one day, February 2002 is missing (lowest wind still positive in these files), three marginal one-day cases are added.

Vortex shape. Moments of the 10 hPa height on an equal-area polar projection (Matthewman et al., 2009): the vortex is the region below the mean height north of 45° N, weighted by its depth; aspect ratio of the equivalent ellipse and latitude of the centroid, thresholds of Seviour et al. (2013). Waves 1 and 2: Fourier amplitudes of the height along 60° N.

Surface. Composites of the Observatory test "stratospheric warmings → European winter" (window fixed in advance, 1,000 random draws of dates).

Reading these data
The NASA GEOS forecasts are experimental and provided for research. Beyond 10 to 15 days an ensemble such as GEFS often underestimates the uncertainty; other centres (ECMWF in particular) can give different probabilities, and they change from run to run. Recent analyses come from GEOS FP until MERRA-2 catches up: differences of a few tenths of a m/s are possible, decisive when the wind is close to zero. A warming in early November happens in a young, shallow vortex: its effects on surface weather are poorly documented, for lack of precedent.
SOURCES OF THIS PAGE
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Licence : Published literature; cited
Butler et al. (2017)
Butler, A. H., Sjoberg, J. P., Seidel, D. J., & Rosenlof, K. H. (2017). A sudden stratospheric warming compendium. Earth System Science Data, 9(1), 63–76. · doi:10.5194/essd-9-63-2017
Licence : Published literature; cited
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Northern stratosphere: polar vortex, polar-cap temperature and wave heat flux, daily (NASA GSFC, MERRA-2 and GEOS FP)
NASA GSFC Atmospheric Chemistry and Dynamics Laboratory, Annual Meteorological Statistics (Northern Hemisphere), from MERRA-2 (Gelaro, R., et al., 2017, Journal of Climate, 30, 5419–5454) and GEOS FP. · doi:10.1175/JCLI-D-16-0758.1 · source page ↗
Licence : NASA data, no restriction on use (NASA Earth science data policy); cite MERRA-2 (Gelaro et al., 2017). The GEOS forecasts are experimental and given for research · retrieved on Oct 30, 2026 · SHA-256 6040839c0477…
GEFS ensemble forecast of the stratospheric polar vortex, 31 members to 35 days (NOAA NCEP)
NOAA NCEP Global Ensemble Forecast System (GEFS) version 12; Zhou, X., et al. (2022). The development of the NCEP Global Ensemble Forecast System version 12. Weather and Forecasting, 37, 1069–1084. · doi:10.1175/WAF-D-21-0112.1 · source page ↗
Licence : U.S. Government work, public domain (NOAA Open Data Dissemination) · retrieved on Oct 30, 2026 · SHA-256 c4f4c690b073…