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Google WeatherNext 2 historical forecast, virtual validation report

This dataset validation report plots a sample of values from the Google WeatherNext 2 historical forecast, 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: 2026-08-27T19:23:57 UTC

Summary

This dataset has been reviewed and is ready for use. Note that longitudes run 0 to 360 and the horizontal dimensions are named y and x.

What looks good

Review notes

Variables needing care

Datasets

Role Name ID Version URL
Validation Google WeatherNext 2 historical forecast, virtual google-weathernext2-forecast-historical-virtual v0.1.0 https://google-weathernext2.r2.dynamical.org/google-weathernext2-forecast-historical-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 2022-01-01T00:00 → 2024-12-31T18:00
Reference time range time 2000-01-01T00:00 → 2026-08-27T12:00
Point 1 lat=40.0000, lon=260.0000
Point 2 lat=-20.0000, lon=220.0000
Ensemble member 8
Spatial comparison time init=2023-07-01T00:00, lead=24h (reference at 2023-07-02T00:00)
Timeseries period init=2023-07-01T00:00
Vertical level override 500
Store type virtual — availability manifest-probed; value series sampled

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

560 references decoded successfully, sampled across 8 of 4384 append-dim regions, 5 leads and 3 levels per group variable.

Per-variable details

pressure_level/geopotential_height

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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0, pressure_level=500

Point min mean max
P1 5313 5715 5967
P2 5765 5860 5915

Spatial — init=2023-07-01T00:00, lead=24h (reference not available)

Source min mean max
Validation 4729 5589 5959

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation 5797 5856 5903
P2 Validation 5795 5884 5932

Availability — 4384 of 4384 positions complete

pressure_level/geopotential_height — full-period value time seriespressure_level/geopotential_height — spatial comparisonpressure_level/geopotential_height — time series comparisonpressure_level/geopotential_height — availability over append dim

pressure_level/specific_humidity

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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0, pressure_level=500

Point min mean max
P1 1.407e-05 0.001131 0.004552
P2 0.0001555 0.001453 0.005028

Spatial — init=2023-07-01T00:00, lead=24h (reference not available)

Source min mean max
Validation -0.000411 0.001022 0.007461

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation 0.0001706 0.001747 0.004158
P2 Validation 8.686e-05 0.0005791 0.001193

Availability — 4384 of 4384 positions complete

pressure_level/specific_humidity — full-period value time seriespressure_level/specific_humidity — spatial comparisonpressure_level/specific_humidity — time series comparisonpressure_level/specific_humidity — availability over append dim

pressure_level/temperature

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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0, pressure_level=500

Point min mean max
P1 -30.63 -14.79 -2.998
P2 -13.3 -6.893 -1.541

Spatial — init=2023-07-01T00:00, lead=24h (reference not available)

Source min mean max
Validation -51.94 -17.19 0.8624

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation -10.97 -8.983 -4.982
P2 Validation -8.426 -6.241 -4.148

Availability — 4384 of 4384 positions complete

pressure_level/temperature — full-period value time seriespressure_level/temperature — spatial comparisonpressure_level/temperature — time series comparisonpressure_level/temperature — availability over append dim

pressure_level/vertical_velocity

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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0, pressure_level=500

Point min mean max
P1 -0.791 0.05462 0.7673
P2 -0.8548 0.03678 0.6614

Spatial — init=2023-07-01T00:00, lead=24h (reference not available)

Source min mean max
Validation -7.896 0.004743 7.541

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation -1.511 -0.0031 0.7715
P2 Validation -0.3018 0.07585 0.3705

Availability — 4384 of 4384 positions complete

pressure_level/vertical_velocity — full-period value time seriespressure_level/vertical_velocity — spatial comparisonpressure_level/vertical_velocity — time series comparisonpressure_level/vertical_velocity — availability over append dim

pressure_level/wind_u

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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0, pressure_level=500

Point min mean max
P1 -7.575 13.59 38.01
P2 -8.092 6.228 34.44

Spatial — init=2023-07-01T00:00, lead=24h (reference not available)

Source min mean max
Validation -35.22 5.615 63.91

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation -0.5637 13.16 23.13
P2 Validation -5.796 4.933 26.08

Availability — 4384 of 4384 positions complete

pressure_level/wind_u — full-period value time seriespressure_level/wind_u — spatial comparisonpressure_level/wind_u — time series comparisonpressure_level/wind_u — availability over append dim

pressure_level/wind_v

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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0, pressure_level=500

Point min mean max
P1 -24.27 -0.08454 22.52
P2 -14.55 -0.2814 13.87

Spatial — init=2023-07-01T00:00, lead=24h (reference not available)

Source min mean max
Validation -50.29 -0.01979 57.97

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation -14.99 -6.47 4.115
P2 Validation -7.44 2.606 16

Availability — 4384 of 4384 positions complete

pressure_level/wind_v — full-period value time seriespressure_level/wind_v — spatial comparisonpressure_level/wind_v — time series comparisonpressure_level/wind_v — availability over append dim

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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0

Point min mean max
P1 9.9e+04 1.017e+05 1.042e+05
P2 1.009e+05 1.015e+05 1.021e+05

Spatial — init=2023-07-01T00:00, lead=24h (reference at 2023-07-02T00:00)

Source min mean max
Validation 9.409e+04 1.01e+05 1.039e+05
Reference 9.408e+04 1.012e+05 1.062e+05

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation 1.006e+05 1.014e+05 1.023e+05
P1 Reference 1.007e+05 1.013e+05 1.021e+05
P2 Validation 1.012e+05 1.018e+05 1.022e+05
P2 Reference 1.012e+05 1.019e+05 1.023e+05

Availability — 4384 of 4384 positions complete

pressure_reduced_to_mean_sea_level — full-period value time seriespressure_reduced_to_mean_sea_level — spatial comparisonpressure_reduced_to_mean_sea_level — time series comparisonpressure_reduced_to_mean_sea_level — availability over append dim

sea_surface_temperature

Metadata

Field Value
units degree_Celsius
long_name Sea surface temperature
short_name sst
standard_name sea_surface_temperature
step_type instant
comment NaN over land where sea surface temperature does not apply.

Point time series — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0

Point min mean max
P1 n/a n/a n/a
P2 24.14 26.61 29.3

Spatial — init=2023-07-01T00:00, lead=24h (reference not available)

Source min mean max
Validation -3.827 14.11 34.47

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation n/a n/a n/a
P2 Validation 25.81 26.08 26.33

Availability — 4384 of 4384 positions complete

sea_surface_temperature — full-period value time seriessea_surface_temperature — spatial comparisonsea_surface_temperature — time series comparisonsea_surface_temperature — 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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0

Point min mean max
P1 -13.82 11.59 35.54
P2 21.86 25.32 28.76

Spatial — init=2023-07-01T00:00, lead=24h (reference at 2023-07-02T00:00)

Source min mean max
Validation -74.34 7.624 46.24
Reference -69 7.809 44.5

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation 13.95 21.6 29.18
P1 Reference 14.12 23.3 36.75
P2 Validation 22.47 24.47 25.59
P2 Reference 23.38 24.65 25.5

Availability — 4384 of 4384 positions complete

temperature_2m — full-period value time seriestemperature_2m — spatial comparisontemperature_2m — time series comparisontemperature_2m — availability over append dim

total_precipitation_surface

Metadata

Field Value
units kg m-2
long_name Total precipitation
short_name tp
standard_name precipitation_amount
step_type accum
comment Accumulated over a six-hour forecast interval. Small negative values are raw model artifacts; set values < 0 to zero.

Point time series — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0

Point min mean max
P1 -0.004472 0.2074 3.388
P2 -0.002363 1.008 12.97

Spatial — init=2023-07-01T00:00, lead=24h (reference not available)

Source min mean max
Validation -0.06456 0.6258 89.09

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation -0.004891 1.198 15.54
P2 Validation -0.004249 0.1185 0.514

Availability — 4384 of 4384 positions complete

total_precipitation_surface — full-period value time seriestotal_precipitation_surface — spatial comparisontotal_precipitation_surface — time series comparisontotal_precipitation_surface — 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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0

Point min mean max
P1 -7.991 0.5212 12.69
P2 -17.01 -4.046 7.725

Spatial — init=2023-07-01T00:00, lead=24h (reference at 2023-07-02T00:00)

Source min mean max
Validation -34.6 -0.1183 31.45
Reference -32.5 -0.07293 38

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation -7.965 -1.735 7.037
P1 Reference -8.375 -1.037 6
P2 Validation -12.72 -7.736 3.698
P2 Reference -12.38 -8.428 0.3047

Availability — 4384 of 4384 positions complete

wind_u_100m — full-period value time serieswind_u_100m — spatial comparisonwind_u_100m — time series comparisonwind_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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0

Point min mean max
P1 -6.061 0.2628 7.954
P2 -14.52 -3.646 7.045

Spatial — init=2023-07-01T00:00, lead=24h (reference at 2023-07-02T00:00)

Source min mean max
Validation -26.78 -0.14 25.18
Reference -25.5 -0.08615 31.5

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation -6.14 -1.166 4.283
P1 Reference -7.188 -0.826 3.969
P2 Validation -11.15 -6.936 3.467
P2 Reference -10.75 -7.568 0.3008

Availability — 4384 of 4384 positions complete

wind_u_10m — full-period value time serieswind_u_10m — spatial comparisonwind_u_10m — time series comparisonwind_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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0

Point min mean max
P1 -9.629 0.5271 12.48
P2 -10.47 -0.7325 10.42

Spatial — init=2023-07-01T00:00, lead=24h (reference at 2023-07-02T00:00)

Source min mean max
Validation -30.11 0.5833 43.59
Reference -27.75 0.5876 35.5

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation -7.447 1.027 9.857
P1 Reference -16 1.528 10.75
P2 Validation -3.139 0.8008 7.923
P2 Reference -3.562 -0.3732 3

Availability — 4384 of 4384 positions complete

wind_v_100m — full-period value time serieswind_v_100m — spatial comparisonwind_v_100m — time series comparisonwind_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 — 2022-01-01T00:00 - 2024-12-31T18:00, sampled lead=12h, member=0

Point min mean max
P1 -6.981 0.2009 7.839
P2 -9.371 -0.6456 9.264

Spatial — init=2023-07-01T00:00, lead=24h (reference at 2023-07-02T00:00)

Source min mean max
Validation -22.33 0.5581 33.19
Reference -22 0.5204 27.5

Temporal — init=2023-07-01T00:00

Source min mean max
P1 Validation -4.847 0.476 6.938
P1 Reference -12 0.8335 7
P2 Validation -2.841 0.7722 7.125
P2 Reference -3.125 -0.2548 2.781

Availability — 4384 of 4384 positions complete

wind_v_10m — full-period value time serieswind_v_10m — spatial comparisonwind_v_10m — time series comparisonwind_v_10m — availability over append dim
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