Catalog > ECMWF IFS ENS forecast, 15 day, 0.1 degree, virtual > Validation report

ECMWF IFS ENS forecast, 15 day, 0.1 degree, virtual validation report

This dataset validation report plots a sample of values from the ECMWF IFS ENS forecast, 15 day, 0.1 degree, virtual dataset over time and across space, comparing where possible to a previously validated reference dataset. It also reports the quantity of unavailable values and their associated timestamps. These analyses are one layer of a multi-layered dataset validation process we perform at dynamical.org and also provide users a preview of the dataset contents.

Report generation start time: 2026-11-11T07:26:08 UTC

Summary

This dataset has been reviewed and is ready for use.

What looks good

All expected source files and variable references are present. Completeness covers every tested initialization; decoding samples leads, members and pressure levels.
The 15-day horizon and forecast-window transition decode correctly. Independent source comparisons cover leads 144, 150 and 360 hours for the control and a perturbed member, including temperature and wind-gust windows.
Maps, units and temporal patterns are coherent. Both ensemble members were reviewed, with NOAA GEFS analysis comparisons where coverage and equivalent fields are available.

Datasets

Role	Name	ID	Version	URL
Validation	ECMWF IFS ENS forecast, 15 day, 0.1 degree, virtual	`ecmwf-ifs-ens-forecast-15-day-0-1-degree-virtual`	`v0.1.0`	`s3://dynamical-ecmwf-ifs-ens/ecmwf-ifs-ens-forecast-15-day-0-1-degree-virtual/v0.1.0.icechunk`
Reference	NOAA GEFS analysis	`noaa-gefs-analysis`	`0.1.2`	`s3://dynamical-noaa-gefs/noaa-gefs-analysis/v0.1.2.icechunk/`

Run parameters

Parameter	Value
Validation dataset type	forecast
Validation time range	init_time 2026-10-21T00:00 → 2026-11-10T12:00
Reference time range	time 2000-01-01T00:00 → 2026-11-11T03:00
Point 1	lat=40.0000, lon=-105.0000
Point 2	lat=30.0000, lon=-40.0000
Ensemble member	0
Spatial comparison time	init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)
Timeseries period	init=2026-11-08T00:00
Vertical level	override 500
Store type	virtual — availability manifest-probed; value series sampled
Validation snapshot	`CMK6ATMKVWCTNKTBPCD0`
Static-field sampling	Surface geopotential height, orography standard deviation and orography slope use lead 0 for spatial and full-period point plots; they are published only for control member 0.
Additional member check	Every variable inspected at member 25, initialization 2026-11-02T00:00, lead 150 hours; these maps appear in each variable section.

Availability

The plot below shows the availability of each variable over time — light red marks unavailable data, dark green marks present data.

availability heatmap

Every variable is complete at every scanned position.

Decode health

12,040 sampled variable/source checks passed across 20 of 42 initialization regions. The sampled leads are 0, 63, 126, 234 and 360 hours, with ensemble endpoints 0 and 50 and up to two referenced pressure levels per group variable. A check can read more than one member or level chunk. File completeness and per-variable presence are exhaustive within the tested initialization window; decode health is sampled. Variable presence does not establish that every level is referenced.

Per-variable details

`categorical_precipitation_type_surface`

Metadata

Field	Value
units	`1`
long_name	Precipitation type
short_name	ptype
standard_name	n/a
step_type	instant
flag_values	`0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 255`
flag_meanings	no_precipitation rain thunderstorm freezing_rain mixed_ice snow wet_snow mixture_of_rain_and_snow ice_pellets graupel hail drizzle freezing_drizzle hail_less_than_5mm hail_greater_than_or_equal_to_5mm missing

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	0.1905	1
P2	0	0.5238	1

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	1.898	12

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	0.03529	1
P2 Validation	0	0.5765	1

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

categorical_precipitation_type_surface — full-period value time series

categorical_precipitation_type_surface — spatial comparison

categorical_precipitation_type_surface — time series comparison

categorical_precipitation_type_surface — availability over append dim

`convective_precipitation_run_total_surface`

Metadata

Field	Value
units	`kg m-2`
long_name	Convective precipitation
short_name	cp
standard_name	convective_precipitation_amount
step_type	accum
comment	Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	0.02725	0.5798
P2	0	0.1864	4.028

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	6.874	302.7

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	0.05601	0.2441
P2 Validation	0	24	44.68

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

convective_precipitation_run_total_surface — full-period value time series

convective_precipitation_run_total_surface — spatial comparison

convective_precipitation_run_total_surface — time series comparison

convective_precipitation_run_total_surface — availability over append dim

`dew_point_temperature_2m`

Metadata

Field	Value
units	`degree_Celsius`
long_name	2 metre dewpoint temperature
short_name	2d
standard_name	dew_point_temperature
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	-3.843	2.881	10.22
P2	13.41	18.94	24.25

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-58.28	1.177	27.22

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-9.8	-2.725	5.236
P2 Validation	14.36	18.89	23.79

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

dew_point_temperature_2m — full-period value time series

dew_point_temperature_2m — spatial comparison

dew_point_temperature_2m — time series comparison

dew_point_temperature_2m — availability over append dim

`downward_long_wave_radiation_run_total_surface`

Metadata

Field	Value
units	`W s m-2`
long_name	Surface long-wave (thermal) radiation downwards
short_name	strd
standard_name	integral_wrt_time_of_surface_downwelling_longwave_flux_in_air
step_type	accum
comment	Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	2.574e+06	3.138e+06	3.791e+06
P2	3.757e+06	4.188e+06	4.574e+06

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	3.789e+07	1.643e+08	2.392e+08

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	1.416e+08	3.427e+08
P2 Validation	0	2.092e+08	4.984e+08

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

downward_long_wave_radiation_run_total_surface — full-period value time series

downward_long_wave_radiation_run_total_surface — spatial comparison

downward_long_wave_radiation_run_total_surface — time series comparison

downward_long_wave_radiation_run_total_surface — availability over append dim

`downward_short_wave_radiation_run_total_surface`

Metadata

Field	Value
units	`W s m-2`
long_name	Surface short-wave (solar) radiation downwards
short_name	ssrd
standard_name	integral_wrt_time_of_surface_downwelling_shortwave_flux_in_air
step_type	accum
comment	Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	1.986e+05	7.045e+05
P2	0	3.084e+06	7.52e+06

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	9.628e+07	2.134e+08

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	6.966e+07	1.615e+08
P2 Validation	0	6.721e+07	1.845e+08

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

downward_short_wave_radiation_run_total_surface — full-period value time series

downward_short_wave_radiation_run_total_surface — spatial comparison

downward_short_wave_radiation_run_total_surface — time series comparison

downward_short_wave_radiation_run_total_surface — availability over append dim

`eastward_turbulent_surface_stress_run_total_surface`

Metadata

Field	Value
units	`Pa s`
long_name	Time-integrated eastward turbulent surface stress
short_name	ewss
standard_name	integral_wrt_time_of_surface_downward_eastward_stress
step_type	accum
comment	Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	-1716	-9.341	870.9
P2	-2114	-359.8	2542

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-1.928e+06	1.251e+04	6.468e+06

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-1.4e+04	-5300	723.5
P2 Validation	-1.16e+04	-6190	2398

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

eastward_turbulent_surface_stress_run_total_surface — full-period value time series

eastward_turbulent_surface_stress_run_total_surface — spatial comparison

eastward_turbulent_surface_stress_run_total_surface — time series comparison

eastward_turbulent_surface_stress_run_total_surface — availability over append dim

`geopotential_height_surface`

Metadata

Field	Value
units	`m`
long_name	Geopotential height
short_name	gh
standard_name	geopotential_height
step_type	instant
comment	Surface (orography) geopotential height. Available for control member 0 only; members 1-50 are NaN. Time-invariant field published at lead time 0 only.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=0h, member=0

Point	min	mean	max
P1	1567	1567	1567
P2	0.05514	0.05514	0.05514

Spatial — init=2026-11-03T00:00, lead=0h (reference not available)

Source	min	mean	max
Validation	-354.4	378.9	6312

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	1567	1567	1567
P2 Validation	0.05514	0.05514	0.05514

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h. This field is published only for control member 0 and is intentionally absent here.

member 25 spatial comparison

geopotential_height_surface — full-period value time series

geopotential_height_surface — spatial comparison

geopotential_height_surface — time series comparison

geopotential_height_surface — availability over append dim

`high_cloud_cover`

Metadata

Field	Value
units	`percent`
long_name	High cloud cover
short_name	hcc
standard_name	cloud_area_fraction_in_atmosphere_layer
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	40.77	100
P2	0	40.96	100

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	32.5	100

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	25.7	100
P2 Validation	0	48.27	100

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

high_cloud_cover — full-period value time series

high_cloud_cover — time series comparison

high_cloud_cover — availability over append dim

`land_sea_mask_surface`

Metadata

Field	Value
units	`1`
long_name	Land-sea mask
short_name	lsm
standard_name	land_area_fraction
step_type	instant
comment	Fraction (0-1) of the grid box that is land.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0.9922	0.9922	0.9922
P2	0	0	0

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	0.3343	1

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0.9922	0.9922	0.9922
P2 Validation	0	0	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

land_sea_mask_surface — full-period value time series

land_sea_mask_surface — spatial comparison

land_sea_mask_surface — time series comparison

land_sea_mask_surface — availability over append dim

`low_cloud_cover`

Metadata

Field	Value
units	`percent`
long_name	Low cloud cover
short_name	lcc
standard_name	cloud_area_fraction_in_atmosphere_layer
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	17.04	100
P2	0	28.27	100

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	45.01	100

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	2.077	32.81
P2 Validation	0	29.87	100

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

low_cloud_cover — full-period value time series

low_cloud_cover — time series comparison

low_cloud_cover — availability over append dim

`maximum_temperature_2m`

Metadata

Field	Value
units	`degree_Celsius`
long_name	Maximum temperature
short_name	tmax
standard_name	air_temperature
step_type	max
comment	Maximum since the preceding forecast step. Not available at lead time 0.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	3.434	10.27	22.46
P2	21.81	24.75	26.56

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	-48.8	6.208	43.45
Reference	-50.5	6.362	44.25

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	1.334	10.88	21.43
P1 Reference	7.5	13.62	20
P2 Validation	22.18	23.99	25.82
P2 Reference	22	23.89	26.38

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

maximum_temperature_2m — full-period value time series

maximum_temperature_2m — spatial comparison

maximum_temperature_2m — time series comparison

maximum_temperature_2m — availability over append dim

`medium_cloud_cover`

Metadata

Field	Value
units	`percent`
long_name	Medium cloud cover
short_name	mcc
standard_name	cloud_area_fraction_in_atmosphere_layer
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	26.12	100
P2	0	13.32	100

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	27.74	100

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	10.83	100
P2 Validation	0	15.97	100

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

medium_cloud_cover — full-period value time series

medium_cloud_cover — time series comparison

medium_cloud_cover — availability over append dim

`minimum_temperature_2m`

Metadata

Field	Value
units	`degree_Celsius`
long_name	Minimum temperature
short_name	tmin
standard_name	air_temperature
step_type	min
comment	Minimum since the preceding forecast step. Not available at lead time 0.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0.04409	7.541	17.47
P2	21.59	24.33	26.06

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	-52.22	4.609	37.28
Reference	-59	4.629	37.75

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-2.196	6.13	16.32
P1 Reference	5.188	9.413	17.62
P2 Validation	21.84	23.51	25.21
P2 Reference	21.75	23.08	25.5

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

minimum_temperature_2m — full-period value time series

minimum_temperature_2m — spatial comparison

minimum_temperature_2m — time series comparison

minimum_temperature_2m — availability over append dim

`most_unstable_convective_available_potential_energy_surface`

Metadata

Field	Value
units	`J kg-1`
long_name	Most-unstable CAPE
short_name	mucape
standard_name	atmosphere_convective_available_potential_energy
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	3.81	104
P2	0	253.3	2008

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	317	5920

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	3.576	192
P2 Validation	0	236.9	1664

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

most_unstable_convective_available_potential_energy_surface — full-period value time series

most_unstable_convective_available_potential_energy_surface — spatial comparison

most_unstable_convective_available_potential_energy_surface — time series comparison

most_unstable_convective_available_potential_energy_surface — availability over append dim

`net_long_wave_radiation_run_total_atmosphere_top`

Metadata

Field	Value
units	`W s m-2`
long_name	Top net long-wave (thermal) radiation
short_name	ttr
standard_name	n/a
step_type	accum
comment	Positive downwards, the negative of outgoing long-wave radiation. Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	-2.879e+06	-2.396e+06	-1.553e+06
P2	-3.273e+06	-2.751e+06	-1.494e+06

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-1.715e+08	-1.215e+08	-7.243e+07

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-3.02e+08	-1.301e+08	0
P2 Validation	-3.309e+08	-1.308e+08	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

net_long_wave_radiation_run_total_atmosphere_top — full-period value time series

net_long_wave_radiation_run_total_atmosphere_top — spatial comparison

net_long_wave_radiation_run_total_atmosphere_top — time series comparison

net_long_wave_radiation_run_total_atmosphere_top — availability over append dim

`net_long_wave_radiation_run_total_surface`

Metadata

Field	Value
units	`W s m-2`
long_name	Surface net long-wave (thermal) radiation
short_name	str
standard_name	integral_wrt_time_of_surface_net_downward_longwave_flux
step_type	accum
comment	Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	-9.871e+05	-5.987e+05	-1.197e+05
P2	-1.043e+06	-6.834e+05	-2.846e+05

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-1.044e+08	-2.756e+07	3.829e+06

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-1.085e+08	-4.691e+07	0
P2 Validation	-7.756e+07	-3.044e+07	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

net_long_wave_radiation_run_total_surface — full-period value time series

net_long_wave_radiation_run_total_surface — spatial comparison

net_long_wave_radiation_run_total_surface — time series comparison

net_long_wave_radiation_run_total_surface — availability over append dim

`net_short_wave_radiation_run_total_surface`

Metadata

Field	Value
units	`W s m-2`
long_name	Surface net short-wave (solar) radiation
short_name	ssr
standard_name	integral_wrt_time_of_surface_net_downward_shortwave_flux
step_type	accum
comment	Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0.1287	1.607e+05	5.571e+05
P2	0.1287	2.93e+06	7.16e+06

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	6.437	7.188e+07	1.872e+08

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	5.752e+07	1.337e+08
P2 Validation	0	6.303e+07	1.73e+08

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

net_short_wave_radiation_run_total_surface — full-period value time series

net_short_wave_radiation_run_total_surface — spatial comparison

net_short_wave_radiation_run_total_surface — time series comparison

net_short_wave_radiation_run_total_surface — availability over append dim

`northward_turbulent_surface_stress_run_total_surface`

Metadata

Field	Value
units	`Pa s`
long_name	Time-integrated northward turbulent surface stress
short_name	nsss
standard_name	integral_wrt_time_of_surface_downward_northward_stress
step_type	accum
comment	Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	-5407	11.01	3984
P2	-2585	-147.5	1502

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-2.45e+06	1575	2.166e+06

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-767	4506	2.116e+04
P2 Validation	-369.1	9967	3.616e+04

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

northward_turbulent_surface_stress_run_total_surface — full-period value time series

northward_turbulent_surface_stress_run_total_surface — spatial comparison

northward_turbulent_surface_stress_run_total_surface — time series comparison

northward_turbulent_surface_stress_run_total_surface — availability over append dim

`precipitable_water_atmosphere`

Metadata

Field	Value
units	`kg m-2`
long_name	Precipitable water
short_name	pwat
standard_name	atmosphere_mass_content_of_water_vapor
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	5.328	12.24	22.42
P2	17.87	34.04	60.35

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	0.1146	18.92	74.11
Reference	0.1001	18.68	75.5

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	3.865	7.949	16.19
P1 Reference	4.5	6.637	10.62
P2 Validation	18.92	32.53	64.84
P2 Reference	19.62	37.63	65

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

precipitable_water_atmosphere — full-period value time series

precipitable_water_atmosphere — spatial comparison

precipitable_water_atmosphere — time series comparison

precipitable_water_atmosphere — availability over append dim

`precipitation_rate_surface`

Metadata

Field	Value
units	`kg m-2 s-1`
long_name	Precipitation rate
short_name	prate
standard_name	precipitation_flux
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	2.543e-06	5.341e-05
P2	0	3.261e-05	0.0007858

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	2.84e-05	0.01949

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	8.527e-07	6.866e-05
P2 Validation	0	6.893e-05	0.002258

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

precipitation_rate_surface — full-period value time series

precipitation_rate_surface — spatial comparison

precipitation_rate_surface — time series comparison

precipitation_rate_surface — availability over append dim

`pressure_level/divergence` [pressure_level=500]

Metadata

Field	Value
units	`s-1`
long_name	Divergence
short_name	d
standard_name	divergence_of_wind
step_type	instant
sampled level	pressure_level=500

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0, pressure_level=500

Point	min	mean	max
P1	-0.0001955	-9.436e-06	0.000229
P2	-0.0003401	-9.212e-07	0.0003712

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-0.0009239	-1.384e-08	0.001214

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-0.0001261	4.074e-06	0.0002283
P2 Validation	-0.0001292	-3.35e-07	0.0001772

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h, pressure level 500 hPa.

member 25 spatial comparison

`pressure_level/geopotential` [pressure_level=500]

Metadata

Field	Value
units	`m2 s-2`
long_name	Geopotential
short_name	z
standard_name	geopotential
step_type	instant
sampled level	pressure_level=500
comment	Available for control member 0 only; members 1-50 are NaN.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0, pressure_level=500

Point	min	mean	max
P1	5.52e+04	5.652e+04	5.745e+04
P2	5.627e+04	5.747e+04	5.824e+04

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	4.661e+04	5.399e+04	5.831e+04

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	5.444e+04	5.638e+04	5.72e+04
P2 Validation	5.679e+04	5.74e+04	5.838e+04

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h, pressure level 500 hPa. This field is published only for control member 0 and is intentionally absent here.

member 25 spatial comparison

`pressure_level/geopotential_height` [pressure_level=500]

Metadata

Field	Value
units	`m`
long_name	Geopotential height
short_name	gh
standard_name	geopotential_height
step_type	instant
sampled level	pressure_level=500

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0, pressure_level=500

Point	min	mean	max
P1	5628	5763	5858
P2	5739	5861	5939

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	4753	5506	5946

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	5552	5749	5833
P2 Validation	5791	5853	5953

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h, pressure level 500 hPa.

member 25 spatial comparison

`pressure_level/relative_humidity` [pressure_level=500]

Metadata

Field	Value
units	`percent`
long_name	Relative humidity
short_name	r
standard_name	relative_humidity
step_type	instant
sampled level	pressure_level=500

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0, pressure_level=500

Point	min	mean	max
P1	3.054	45.52	98.89
P2	2.299	36.21	96.55

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-2.993	52.04	122

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	2.823	31.88	102.7
P2 Validation	0.8538	33.31	101.7

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h, pressure level 500 hPa.

member 25 spatial comparison

`pressure_level/relative_vorticity` [pressure_level=500]

Metadata

Field	Value
units	`s-1`
long_name	Vorticity (relative)
short_name	vo
standard_name	atmosphere_upward_relative_vorticity
step_type	instant
sampled level	pressure_level=500

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0, pressure_level=500

Point	min	mean	max
P1	-0.0001455	-5.336e-07	0.0002463
P2	-7.097e-05	-9.049e-06	0.0002107

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-0.001445	6.719e-07	0.001712

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-9.225e-05	-2.812e-06	0.0002176
P2 Validation	-8.451e-05	9.017e-07	0.0003067

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h, pressure level 500 hPa.

member 25 spatial comparison

`pressure_level/specific_humidity` [pressure_level=500]

Metadata

Field	Value
units	`1`
long_name	Specific humidity
short_name	q
standard_name	specific_humidity
step_type	instant
sampled level	pressure_level=500

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0, pressure_level=500

Point	min	mean	max
P1	9.158e-05	0.001146	0.003449
P2	6.109e-05	0.001438	0.004745

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	6.635e-06	0.0008996	0.006263

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	9.324e-05	0.0006829	0.002264
P2 Validation	3.739e-05	0.001349	0.005285

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h, pressure level 500 hPa.

member 25 spatial comparison

`pressure_level/temperature` [pressure_level=500]

Metadata

Field	Value
units	`degree_Celsius`
long_name	Temperature
short_name	t
standard_name	air_temperature
step_type	instant
sampled level	pressure_level=500

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0, pressure_level=500

Point	min	mean	max
P1	-19.04	-13.24	-8.233
P2	-12.56	-8.018	-1.42

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-49.5	-20.31	0.8753

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-22.08	-13.68	-9.872
P2 Validation	-13.84	-8.161	-0.7938

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h, pressure level 500 hPa.

member 25 spatial comparison

`pressure_level/vertical_velocity` [pressure_level=500]

Metadata

Field	Value
units	`Pa s-1`
long_name	Vertical velocity
short_name	w
standard_name	lagrangian_tendency_of_air_pressure
step_type	instant
sampled level	pressure_level=500

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0, pressure_level=500

Point	min	mean	max
P1	-0.8513	-0.0117	1.085
P2	-2.31	-0.01895	0.763

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-43.24	0.0005465	15.79

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-2.951	-0.06577	0.7825
P2 Validation	-1.081	-0.012	0.6054

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h, pressure level 500 hPa.

member 25 spatial comparison

`pressure_level/wind_u` [pressure_level=500]

Metadata

Field	Value
units	`m s-1`
long_name	U component of wind
short_name	u
standard_name	eastward_wind
step_type	instant
sampled level	pressure_level=500

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0, pressure_level=500

Point	min	mean	max
P1	-9.869	7.254	23.77
P2	-8.355	7.964	21.47

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-26.5	7.416	69.88

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-5.04	5.264	13.89
P2 Validation	-2.604	9.802	23.67

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h, pressure level 500 hPa.

member 25 spatial comparison

`pressure_level/wind_v` [pressure_level=500]

Metadata

Field	Value
units	`m s-1`
long_name	V component of wind
short_name	v
standard_name	northward_wind
step_type	instant
sampled level	pressure_level=500

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0, pressure_level=500

Point	min	mean	max
P1	-16.91	3.042	21.09
P2	-22.13	-3.38	10.58

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-41.58	-0.05629	39.61

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-25.4	-3.802	14.46
P2 Validation	-12.72	0.2586	13.65

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h, pressure level 500 hPa.

member 25 spatial comparison

`pressure_reduced_to_mean_sea_level`

Metadata

Field	Value
units	`Pa`
long_name	Pressure reduced to MSL
short_name	prmsl
standard_name	air_pressure_at_mean_sea_level
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	1.003e+05	1.018e+05	1.026e+05
P2	9.992e+04	1.018e+05	1.025e+05

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	9.447e+04	1.008e+05	1.042e+05
Reference	9.491e+04	1.008e+05	1.041e+05

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	9.98e+04	1.016e+05	1.025e+05
P1 Reference	1.016e+05	1.021e+05	1.026e+05
P2 Validation	1.001e+05	1.017e+05	1.025e+05
P2 Reference	9.978e+04	1.011e+05	1.018e+05

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

pressure_reduced_to_mean_sea_level — full-period value time series

pressure_reduced_to_mean_sea_level — spatial comparison

pressure_reduced_to_mean_sea_level — time series comparison

pressure_reduced_to_mean_sea_level — availability over append dim

`pressure_surface`

Metadata

Field	Value
units	`Pa`
long_name	Surface pressure
short_name	sp
standard_name	surface_air_pressure
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	8.326e+04	8.446e+04	8.504e+04
P2	9.991e+04	1.018e+05	1.025e+05

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	4.688e+04	9.652e+04	1.068e+05
Reference	5.04e+04	9.648e+04	1.044e+05

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	8.287e+04	8.436e+04	8.51e+04
P1 Reference	8.403e+04	8.427e+04	8.467e+04
P2 Validation	1.001e+05	1.017e+05	1.025e+05
P2 Reference	9.971e+04	1.011e+05	1.018e+05

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

pressure_surface — full-period value time series

pressure_surface — time series comparison

pressure_surface — availability over append dim

`runoff_water_equivalent_run_total_surface`

Metadata

Field	Value
units	`kg m-2`
long_name	Runoff water equivalent (surface plus subsurface)
short_name	rowe
standard_name	runoff_amount
step_type	accum
comment	Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	0	0
P2	0	0	0

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	0.7259	385

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	0	0
P2 Validation	0	0	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

runoff_water_equivalent_run_total_surface — full-period value time series

runoff_water_equivalent_run_total_surface — spatial comparison

runoff_water_equivalent_run_total_surface — time series comparison

runoff_water_equivalent_run_total_surface — availability over append dim

`sea_ice_thickness_surface`

Metadata

Field	Value
units	`m`
long_name	Sea ice thickness
short_name	sithick
standard_name	sea_ice_thickness
step_type	instant
comment	NaN where there is no ocean model value, including over land.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	n/a	n/a	n/a
P2	0	0	0

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	0.2046	7.188

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	n/a	n/a	n/a
P2 Validation	0	0	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

sea_ice_thickness_surface — full-period value time series

sea_ice_thickness_surface — spatial comparison

sea_ice_thickness_surface — time series comparison

sea_ice_thickness_surface — availability over append dim

`sea_surface_height`

Metadata

Field	Value
units	`m`
long_name	Sea surface height
short_name	zos
standard_name	n/a
step_type	instant
comment	NaN where there is no ocean model value, including over land.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	n/a	n/a	n/a
P2	0.1454	0.2115	0.2509

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-1.912	-0.1118	1.756

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	n/a	n/a	n/a
P2 Validation	0.1448	0.1812	0.2159

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

sea_surface_height — full-period value time series

sea_surface_height — time series comparison

sea_surface_height — availability over append dim

`sea_water_velocity_u_surface`

Metadata

Field	Value
units	`m s-1`
long_name	Eastward surface sea water velocity
short_name	sve
standard_name	eastward_sea_water_velocity
step_type	instant
comment	Applies over the ocean only; over land the values are NaN or near zero, so mask with land_sea_mask_surface.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	n/a	n/a	n/a
P2	-0.2484	-0.0001963	0.1051

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-1.671	0.0131	1.917

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	n/a	n/a	n/a
P2 Validation	-0.2653	0.005208	0.209

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

sea_water_velocity_u_surface — full-period value time series

sea_water_velocity_u_surface — spatial comparison

sea_water_velocity_u_surface — time series comparison

sea_water_velocity_u_surface — availability over append dim

`sea_water_velocity_v_surface`

Metadata

Field	Value
units	`m s-1`
long_name	Northward surface sea water velocity
short_name	svn
standard_name	northward_sea_water_velocity
step_type	instant
comment	Applies over the ocean only; over land the values are NaN or near zero, so mask with land_sea_mask_surface.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	n/a	n/a	n/a
P2	-0.2185	0.05742	0.2418

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-2.018	0.002618	2.208

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	n/a	n/a	n/a
P2 Validation	-0.1862	0.0188	0.264

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

sea_water_velocity_v_surface — full-period value time series

sea_water_velocity_v_surface — spatial comparison

sea_water_velocity_v_surface — time series comparison

sea_water_velocity_v_surface — availability over append dim

`skin_temperature_surface`

Metadata

Field	Value
units	`degree_Celsius`
long_name	Skin temperature
short_name	skt
standard_name	surface_temperature
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	3.443	8.336	17.77
P2	25.04	26.16	26.94

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-49.12	6.263	61.38

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-3.997	7.716	24.66
P2 Validation	24.66	25.06	25.5

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

skin_temperature_surface — full-period value time series

skin_temperature_surface — spatial comparison

skin_temperature_surface — time series comparison

skin_temperature_surface — availability over append dim

`slope_of_sub_gridscale_orography_surface`

Metadata

Field	Value
units	`1`
long_name	Slope of sub-gridscale orography
short_name	slor
standard_name	n/a
step_type	instant
comment	Available for control member 0 only; members 1-50 are NaN. Time-invariant field published at lead time 0 only.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=0h, member=0

Point	min	mean	max
P1	0.006425	0.006425	0.006425
P2	9.999e-05	9.999e-05	9.999e-05

Spatial — init=2026-11-03T00:00, lead=0h (reference not available)

Source	min	mean	max
Validation	9.999e-05	0.003158	0.2705

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0.006425	0.006425	0.006425
P2 Validation	9.999e-05	9.999e-05	9.999e-05

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h. This field is published only for control member 0 and is intentionally absent here.

member 25 spatial comparison

slope_of_sub_gridscale_orography_surface — full-period value time series

slope_of_sub_gridscale_orography_surface — spatial comparison

slope_of_sub_gridscale_orography_surface — time series comparison

slope_of_sub_gridscale_orography_surface — availability over append dim

`snow_albedo_surface`

Metadata

Field	Value
units	`percent`
long_name	Snow albedo
short_name	asn
standard_name	n/a
step_type	instant
comment	Applies only where snow is present (snow_water_equivalent_surface > 0); snow-free cells hold placeholder values that also occur over snow.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	84.96	84.96	84.96
P2	84.96	84.96	84.96

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	50	79.22	84.96

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	84.96	84.96	84.96
P2 Validation	84.96	84.96	84.96

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

snow_albedo_surface — full-period value time series

snow_albedo_surface — spatial comparison

snow_albedo_surface — time series comparison

snow_albedo_surface — availability over append dim

`snow_density_surface`

Metadata

Field	Value
units	`kg m-3`
long_name	Snow density
short_name	rsn
standard_name	surface_snow_density
step_type	instant
comment	Applies only where snow is present (snow_water_equivalent_surface > 0); snow-free cells hold placeholder values that also occur over snow.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	100	100	100
P2	330	330	330

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	50	304.1	500

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	100	100	100.2
P2 Validation	330	330	330.2

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

snow_density_surface — full-period value time series

snow_density_surface — spatial comparison

snow_density_surface — time series comparison

snow_density_surface — availability over append dim

`snow_water_equivalent_surface`

Metadata

Field	Value
units	`m`
long_name	Snow depth water equivalent
short_name	sd
standard_name	lwe_thickness_of_surface_snow_amount
step_type	instant
comment	Capped at 10 m; most of the Antarctic and Greenland ice sheets sit at this cap.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	0	0
P2	0	0	0

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	1.11	10

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	0	0
P2 Validation	0	0	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

snow_water_equivalent_surface — full-period value time series

snow_water_equivalent_surface — spatial comparison

snow_water_equivalent_surface — time series comparison

snow_water_equivalent_surface — availability over append dim

`snowfall_water_equivalent_run_total_surface`

Metadata

Field	Value
units	`kg m-2`
long_name	Snowfall water equivalent
short_name	sf
standard_name	snowfall_amount
step_type	accum
comment	Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	0	0
P2	0	0	0

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	2.637	251.2

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	0	0
P2 Validation	0	0	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

snowfall_water_equivalent_run_total_surface — full-period value time series

snowfall_water_equivalent_run_total_surface — spatial comparison

snowfall_water_equivalent_run_total_surface — time series comparison

snowfall_water_equivalent_run_total_surface — availability over append dim

`soil_temperature_layer_1`

Metadata

Field	Value
units	`degree_Celsius`
long_name	Soil temperature
short_name	sot
standard_name	soil_temperature
step_type	instant
comment	ECMWF soil level 1, the uppermost soil layer. Over water this is the sea surface temperature, not a soil temperature.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	3.531	9.763	19.33
P2	25.52	26.44	27.09

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-57.23	6.87	55.77

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0.9898	8.813	17.76
P2 Validation	24.98	25.32	25.77

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

soil_temperature_layer_1 — full-period value time series

soil_temperature_layer_1 — spatial comparison

soil_temperature_layer_1 — time series comparison

soil_temperature_layer_1 — availability over append dim

`soil_temperature_layer_2`

Metadata

Field	Value
units	`degree_Celsius`
long_name	Soil temperature
short_name	sot
standard_name	soil_temperature
step_type	instant
comment	ECMWF soil level 2, the second soil layer from the surface. Over water this is the sea surface temperature, not a soil temperature.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	8.291	12.37	18.34
P2	25.53	26.45	27.1

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-57.22	7.246	41.03

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	6.746	9.963	11.53
P2 Validation	24.99	25.33	25.78

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

soil_temperature_layer_2 — full-period value time series

soil_temperature_layer_2 — spatial comparison

soil_temperature_layer_2 — time series comparison

soil_temperature_layer_2 — availability over append dim

`soil_temperature_layer_3`

Metadata

Field	Value
units	`degree_Celsius`
long_name	Soil temperature
short_name	sot
standard_name	soil_temperature
step_type	instant
comment	ECMWF soil level 3. Over water this is the sea surface temperature, not a soil temperature.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	13.56	15.59	17.85
P2	25.3	26.44	27.11

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-57.2	7.95	47.55

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	12.01	13.4	14.31
P2 Validation	25.01	25.34	25.8

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

soil_temperature_layer_3 — full-period value time series

soil_temperature_layer_3 — spatial comparison

soil_temperature_layer_3 — time series comparison

soil_temperature_layer_3 — availability over append dim

`soil_temperature_layer_4`

Metadata

Field	Value
units	`degree_Celsius`
long_name	Soil temperature
short_name	sot
standard_name	soil_temperature
step_type	instant
comment	ECMWF soil level 4. Over water this is the sea surface temperature, not a soil temperature.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	18.6	19.06	19.4
P2	25.35	26.45	27.15

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-57.15	8.628	49.6

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	17.81	18.3	18.61
P2 Validation	25.06	25.33	25.85

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

soil_temperature_layer_4 — full-period value time series

soil_temperature_layer_4 — spatial comparison

soil_temperature_layer_4 — time series comparison

soil_temperature_layer_4 — availability over append dim

`standard_deviation_of_sub_gridscale_orography_surface`

Metadata

Field	Value
units	`m`
long_name	Standard deviation of sub-gridscale orography
short_name	sdor
standard_name	n/a
step_type	instant
comment	Available for control member 0 only; members 1-50 are NaN. Time-invariant field published at lead time 0 only.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=0h, member=0

Point	min	mean	max
P1	27.56	27.56	27.56
P2	0	0	0

Spatial — init=2026-11-03T00:00, lead=0h (reference not available)

Source	min	mean	max
Validation	0	15.12	1436

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	27.56	27.56	27.56
P2 Validation	0	0	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h. This field is published only for control member 0 and is intentionally absent here.

member 25 spatial comparison

standard_deviation_of_sub_gridscale_orography_surface — full-period value time series

standard_deviation_of_sub_gridscale_orography_surface — spatial comparison

standard_deviation_of_sub_gridscale_orography_surface — time series comparison

standard_deviation_of_sub_gridscale_orography_surface — availability over append dim

`temperature_2m`

Metadata

Field	Value
units	`degree_Celsius`
long_name	2 metre temperature
short_name	2t
standard_name	air_temperature
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	3.812	8.728	17.27
P2	21.64	24.53	26.42

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	-48.73	5.615	43.27
Reference	-52.25	5.658	43

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-1.661	8.427	21.31
P1 Reference	5.375	11.38	19.88
P2 Validation	22.02	23.76	25.77
P2 Reference	21.88	23.51	26.25

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

temperature_2m — full-period value time series

temperature_2m — availability over append dim

`total_cloud_cover_atmosphere`

Metadata

Field	Value
units	`percent`
long_name	Total cloud cover
short_name	tcc
standard_name	cloud_area_fraction
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	56.85	100
P2	3.125	59.26	100

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	0	66.89	100
Reference	0	62.85	100

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	31.07	100
P1 Reference	0	20.92	98
P2 Validation	1.562	62.35	100
P2 Reference	17	83.96	100

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

total_cloud_cover_atmosphere — full-period value time series

total_cloud_cover_atmosphere — spatial comparison

total_cloud_cover_atmosphere — time series comparison

total_cloud_cover_atmosphere — availability over append dim

`total_column_cloud_ice_water_atmosphere`

Metadata

Field	Value
units	`kg m-2`
long_name	Total column cloud ice water
short_name	tciw
standard_name	atmosphere_mass_content_of_cloud_ice
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	0.01729	0.1406
P2	0	0.01331	0.1465

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	0.01688	4.822

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	0.008881	0.2578
P2 Validation	0	0.03267	0.623

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

total_column_cloud_ice_water_atmosphere — full-period value time series

total_column_cloud_ice_water_atmosphere — spatial comparison

total_column_cloud_ice_water_atmosphere — time series comparison

total_column_cloud_ice_water_atmosphere — availability over append dim

`total_column_cloud_liquid_water_atmosphere`

Metadata

Field	Value
units	`kg m-2`
long_name	Total column cloud liquid water
short_name	tclw
standard_name	atmosphere_mass_content_of_cloud_liquid_water
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	0.02673	0.3433
P2	0	0.04225	0.3394

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	0.0385	3.33

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	0.003182	0.09473
P2 Validation	0	0.04118	0.4746

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

total_column_cloud_liquid_water_atmosphere — full-period value time series

total_column_cloud_liquid_water_atmosphere — spatial comparison

total_column_cloud_liquid_water_atmosphere — time series comparison

total_column_cloud_liquid_water_atmosphere — availability over append dim

`total_column_rain_water_atmosphere`

Metadata

Field	Value
units	`kg m-2`
long_name	Total column rain water
short_name	tcrw
standard_name	n/a
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	0.002697	0.05078
P2	0	0.04934	0.8848

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	0.02024	13.79

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	0.0001608	0.01172
P2 Validation	0	0.07178	1.324

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

total_column_rain_water_atmosphere — full-period value time series

total_column_rain_water_atmosphere — spatial comparison

total_column_rain_water_atmosphere — time series comparison

total_column_rain_water_atmosphere — availability over append dim

`total_column_water_atmosphere`

Metadata

Field	Value
units	`kg m-2`
long_name	Total column water
short_name	tcw
standard_name	atmosphere_mass_content_of_water
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	5.328	12.32	22.67
P2	17.87	34.2	61.1

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0.1146	19.05	113.4

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	3.865	7.978	16.19
P2 Validation	18.92	32.79	68.34

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

total_column_water_atmosphere — full-period value time series

total_column_water_atmosphere — spatial comparison

total_column_water_atmosphere — time series comparison

total_column_water_atmosphere — availability over append dim

`total_precipitation_run_total_surface`

Metadata

Field	Value
units	`kg m-2`
long_name	Total precipitation
short_name	tp
standard_name	precipitation_amount
step_type	accum
comment	Accumulated since forecast initialization.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0	0.08719	2.319
P2	0	0.4316	7.111

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	15.66	491.2

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0	0.2269	0.9766
P2 Validation	0	48.34	81.3

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

total_precipitation_run_total_surface — full-period value time series

total_precipitation_run_total_surface — spatial comparison

total_precipitation_run_total_surface — time series comparison

total_precipitation_run_total_surface — availability over append dim

`volumetric_soil_moisture_layer_1`

Metadata

Field	Value
units	`1`
long_name	Volumetric soil moisture
short_name	vsw
standard_name	volume_fraction_of_condensed_water_in_soil
step_type	instant
comment	ECMWF soil level 1, the uppermost soil layer. Applies over land only; over water the values are near zero, so mask with land_sea_mask_surface.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0.08789	0.1561	0.3086
P2	0	0	0

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	-2.274e-13	0.08391	0.7656

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0.09375	0.1062	0.127
P2 Validation	-9.095e-13	-1.036e-13	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

volumetric_soil_moisture_layer_1 — full-period value time series

volumetric_soil_moisture_layer_1 — spatial comparison

volumetric_soil_moisture_layer_1 — time series comparison

volumetric_soil_moisture_layer_1 — availability over append dim

`volumetric_soil_moisture_layer_2`

Metadata

Field	Value
units	`1`
long_name	Volumetric soil moisture
short_name	vsw
standard_name	volume_fraction_of_condensed_water_in_soil
step_type	instant
comment	ECMWF soil level 2, the second soil layer from the surface. Applies over land only; over water the values are near zero, so mask with land_sea_mask_surface.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0.1074	0.1273	0.1504
P2	0	0	0

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	0.08546	0.7637

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0.1309	0.1309	0.1309
P2 Validation	0	0	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

volumetric_soil_moisture_layer_2 — full-period value time series

volumetric_soil_moisture_layer_2 — spatial comparison

volumetric_soil_moisture_layer_2 — time series comparison

volumetric_soil_moisture_layer_2 — availability over append dim

`volumetric_soil_moisture_layer_3`

Metadata

Field	Value
units	`1`
long_name	Volumetric soil moisture
short_name	vsw
standard_name	volume_fraction_of_condensed_water_in_soil
step_type	instant
comment	ECMWF soil level 3. Applies over land only; over water the values are near zero, so mask with land_sea_mask_surface.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0.1172	0.1349	0.1445
P2	0	0	0

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	0.08226	0.7656

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0.123	0.123	0.123
P2 Validation	0	0	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

volumetric_soil_moisture_layer_3 — full-period value time series

volumetric_soil_moisture_layer_3 — spatial comparison

volumetric_soil_moisture_layer_3 — time series comparison

volumetric_soil_moisture_layer_3 — availability over append dim

`volumetric_soil_moisture_layer_4`

Metadata

Field	Value
units	`1`
long_name	Volumetric soil moisture
short_name	vsw
standard_name	volume_fraction_of_condensed_water_in_soil
step_type	instant
comment	ECMWF soil level 4. Applies over land only; over water the values are near zero, so mask with land_sea_mask_surface.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0.1426	0.1426	0.1426
P2	-1.735e-18	-6.228e-20	0

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0	0.08363	0.7656

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	0.1426	0.1426	0.1426
P2 Validation	-1.388e-17	-2.449e-19	0

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

volumetric_soil_moisture_layer_4 — full-period value time series

volumetric_soil_moisture_layer_4 — spatial comparison

volumetric_soil_moisture_layer_4 — time series comparison

volumetric_soil_moisture_layer_4 — availability over append dim

`wind_gust_10m`

Metadata

Field	Value
units	`m s-1`
long_name	Maximum 10 metre wind gust since previous post-processing
short_name	10fg
standard_name	wind_speed_of_gust
step_type	max
comment	Maximum over the preceding hour through lead 90 hours, then since the preceding forecast step. Not available at lead time 0.

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	0.9109	3.755	12.42
P2	3.707	9.342	15.86

Spatial — init=2026-11-03T00:00, lead=150h (reference not available)

Source	min	mean	max
Validation	0.422	9.966	49.48

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	1.037	4.088	10.55
P2 Validation	2.666	8.717	19.26

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

wind_gust_10m — full-period value time series

wind_gust_10m — availability over append dim

`wind_u_100m`

Metadata

Field	Value
units	`m s-1`
long_name	100 metre U wind component
short_name	100u
standard_name	eastward_wind
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	-3.12	0.06077	2.38
P2	-10.99	-2.59	11.26

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	-35.66	0.4744	27.44
Reference	-39.5	0.3438	34.5

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-4.634	0.1212	6.003
P1 Reference	-6.312	1.033	4.812
P2 Validation	-10.74	-0.7847	13.34
P2 Reference	-9.125	0.3606	17.5

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

wind_u_100m — full-period value time series

wind_u_100m — availability over append dim

`wind_u_10m`

Metadata

Field	Value
units	`m s-1`
long_name	10 metre U wind component
short_name	10u
standard_name	eastward_wind
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	-1.876	0.2226	1.67
P2	-9.764	-2.396	9.228

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	-27.1	0.2784	23.87
Reference	-35.5	0.1844	35

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-2.144	0.126	2.763
P1 Reference	-2.938	0.8356	3.344
P2 Validation	-9.343	-0.8034	10.53
P2 Reference	-8.25	-0.07389	13.88

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

wind_u_10m — full-period value time series

wind_u_10m — availability over append dim

`wind_v_100m`

Metadata

Field	Value
units	`m s-1`
long_name	100 metre V wind component
short_name	100v
standard_name	northward_wind
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	-11.27	0.1406	9.586
P2	-11.34	-0.6541	11.82

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	-32.46	-0.02336	29.7
Reference	-42	-0.05077	32.5

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-8.533	0.6324	6.464
P1 Reference	-2.156	-0.1299	3
P2 Validation	-11.52	1.404	15.85
P2 Reference	-13	1.767	20.5

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

wind_v_100m — full-period value time series

wind_v_100m — availability over append dim

`wind_v_10m`

Metadata

Field	Value
units	`m s-1`
long_name	10 metre V wind component
short_name	10v
standard_name	northward_wind
step_type	instant

Point time series — 2026-10-21T00:00 - 2026-11-10T12:00, sampled lead=3h, member=0

Point	min	mean	max
P1	-6.749	0.1951	5.196
P2	-10.52	-0.6494	9.887

Spatial — init=2026-11-03T00:00, lead=150h (reference at 2026-11-09T06:00)

Source	min	mean	max
Validation	-22.08	0.006097	23.64
Reference	-38.5	-0.04947	33.5

Temporal — init=2026-11-08T00:00

Source	min	mean	max
P1 Validation	-4.586	0.5456	3.837
P1 Reference	-1.438	0.009977	1.875
P2 Validation	-10.7	1.214	13.21
P2 Reference	-11.5	1.331	16.5

Availability — 42 of 42 positions complete

Additional spatial comparison — member 25, init=2026-11-02T00:00, lead=150h.

member 25 spatial comparison

wind_v_10m — full-period value time series

wind_v_10m — availability over append dim

ECMWF IFS ENS forecast, 15 day, 0.1 degree, virtual validation report

Summary

What looks good

Datasets

Run parameters

Availability

Decode health

Per-variable details

categorical_precipitation_type_surface

convective_precipitation_run_total_surface

dew_point_temperature_2m

downward_long_wave_radiation_run_total_surface

downward_short_wave_radiation_run_total_surface

eastward_turbulent_surface_stress_run_total_surface

geopotential_height_surface

high_cloud_cover

land_sea_mask_surface

low_cloud_cover

maximum_temperature_2m

medium_cloud_cover

minimum_temperature_2m

most_unstable_convective_available_potential_energy_surface

net_long_wave_radiation_run_total_atmosphere_top

net_long_wave_radiation_run_total_surface

net_short_wave_radiation_run_total_surface

northward_turbulent_surface_stress_run_total_surface

precipitable_water_atmosphere

precipitation_rate_surface

pressure_level/divergence [pressure_level=500]

pressure_level/geopotential [pressure_level=500]

pressure_level/geopotential_height [pressure_level=500]

pressure_level/relative_humidity [pressure_level=500]

pressure_level/relative_vorticity [pressure_level=500]

pressure_level/specific_humidity [pressure_level=500]

pressure_level/temperature [pressure_level=500]

pressure_level/vertical_velocity [pressure_level=500]

pressure_level/wind_u [pressure_level=500]

pressure_level/wind_v [pressure_level=500]

pressure_reduced_to_mean_sea_level

pressure_surface

runoff_water_equivalent_run_total_surface

sea_ice_thickness_surface

sea_surface_height

sea_water_velocity_u_surface

sea_water_velocity_v_surface

skin_temperature_surface

slope_of_sub_gridscale_orography_surface

snow_albedo_surface

snow_density_surface

snow_water_equivalent_surface

snowfall_water_equivalent_run_total_surface

soil_temperature_layer_1

soil_temperature_layer_2

soil_temperature_layer_3

soil_temperature_layer_4

standard_deviation_of_sub_gridscale_orography_surface

temperature_2m

total_cloud_cover_atmosphere

total_column_cloud_ice_water_atmosphere

total_column_cloud_liquid_water_atmosphere

total_column_rain_water_atmosphere

total_column_water_atmosphere

total_precipitation_run_total_surface

volumetric_soil_moisture_layer_1

volumetric_soil_moisture_layer_2

volumetric_soil_moisture_layer_3

volumetric_soil_moisture_layer_4

wind_gust_10m

wind_u_100m

wind_u_10m

wind_v_100m

wind_v_10m

`categorical_precipitation_type_surface`

`convective_precipitation_run_total_surface`

`dew_point_temperature_2m`

`downward_long_wave_radiation_run_total_surface`

`downward_short_wave_radiation_run_total_surface`

`eastward_turbulent_surface_stress_run_total_surface`

`geopotential_height_surface`

`high_cloud_cover`

`land_sea_mask_surface`

`low_cloud_cover`

`maximum_temperature_2m`

`medium_cloud_cover`

`minimum_temperature_2m`

`most_unstable_convective_available_potential_energy_surface`

`net_long_wave_radiation_run_total_atmosphere_top`

`net_long_wave_radiation_run_total_surface`

`net_short_wave_radiation_run_total_surface`

`northward_turbulent_surface_stress_run_total_surface`

`precipitable_water_atmosphere`

`precipitation_rate_surface`

`pressure_level/divergence` [pressure_level=500]

`pressure_level/geopotential` [pressure_level=500]

`pressure_level/geopotential_height` [pressure_level=500]

`pressure_level/relative_humidity` [pressure_level=500]

`pressure_level/relative_vorticity` [pressure_level=500]

`pressure_level/specific_humidity` [pressure_level=500]

`pressure_level/temperature` [pressure_level=500]

`pressure_level/vertical_velocity` [pressure_level=500]

`pressure_level/wind_u` [pressure_level=500]

`pressure_level/wind_v` [pressure_level=500]

`pressure_reduced_to_mean_sea_level`

`pressure_surface`

`runoff_water_equivalent_run_total_surface`

`sea_ice_thickness_surface`

`sea_surface_height`

`sea_water_velocity_u_surface`

`sea_water_velocity_v_surface`

`skin_temperature_surface`

`slope_of_sub_gridscale_orography_surface`

`snow_albedo_surface`

`snow_density_surface`

`snow_water_equivalent_surface`

`snowfall_water_equivalent_run_total_surface`

`soil_temperature_layer_1`

`soil_temperature_layer_2`

`soil_temperature_layer_3`

`soil_temperature_layer_4`

`standard_deviation_of_sub_gridscale_orography_surface`

`temperature_2m`

`total_cloud_cover_atmosphere`

`total_column_cloud_ice_water_atmosphere`

`total_column_cloud_liquid_water_atmosphere`

`total_column_rain_water_atmosphere`

`total_column_water_atmosphere`

`total_precipitation_run_total_surface`

`volumetric_soil_moisture_layer_1`

`volumetric_soil_moisture_layer_2`

`volumetric_soil_moisture_layer_3`

`volumetric_soil_moisture_layer_4`

`wind_gust_10m`

`wind_u_100m`

`wind_u_10m`

`wind_v_100m`

`wind_v_10m`