Operational Data Checking

An automatic data checking system has been implemented at ECMWF to trigger warnings in case of anomalies affecting the quality or the availability of the data assimilated by the model. Selected statistical parameters (number of observations, bias correction, and mean bias-corrected background, analysis departures and probability of gross error) are checked against an expected range. An appropriate alert message (including a time series plot) is generated if statistics are outside the specified ranges. A severity level (slight, considerable, severe) is assigned to each message depending on how far statistics are from the expected values. Two kinds of ranges are used by the automatic checking: Soft and Hard limits. Soft limits are updated automatically using statistics from the last twenty days (extremes are excluded during this process). Hard limits are adjusted manually when required.

Currently, the automatic checking is limited to data passing through the minimisation process (including VarBC passive data). It's being applied twice a day to the delayed cut-off 4D-VAR cycles (00 and 12) and four times a day to the early delivery assimilation system (00,06,12 and 18).

The alarm system results are based on feedback information from the ECMWF data assimilation and consequently reflect the ECMWF data usage. Although most warnings are related to data problems, they may on occasion also be related to model issues. Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice. ECMWF accepts no responsibility for actions taken on the basis of these results.

Delayed cut-off 4DVAR at 2021-11-28 12:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6692, expected range: 0.5580 0.5821
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6546, expected range: 0.5743 0.6011
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6730, expected range: 0.5506 0.5829
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6609, expected range: 0.5402 0.6021
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6361, expected range: 0.5430 0.5438
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6214, expected range: 0.5167 0.5626
cris
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0512, expected range: -0.1420 -0.1022
atms
NPP ATMS RADIANCES CHANNEL 15 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8232, expected range: 0.5847 0.7198
NPP ATMS RADIANCES CHANNEL 12 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0988, expected range: -0.3422 -0.2905
NPP ATMS RADIANCES CHANNEL 14 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0331, expected range: -0.1657 -0.0734
Severely_persistent: avg_biascorr=-0.1494, expected range: -0.0825 -0.0576
Severely_persistent: stdev_fgdepar=0.5305, expected range: 0.4152 0.4489
NPP ATMS RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0080, expected range: -0.3186 -0.2593
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.7846, expected range: 0.5130 0.6480
NOAA20 ATMS RADIANCES CHANNEL 11 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3446, expected range: -0.5155 -0.4416
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1097, expected range: -0.3309 -0.2431
Severely_persistent: avg_biascorr=-0.6095, expected range: -0.5582 -0.5042
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1467, expected range: -0.4332 -0.3590
Severely_persistent: avg_biascorr=-0.4883, expected range: -0.4481 -0.4144
Severely_persistent: stdev_fgdepar=0.3152, expected range: 0.2570 0.2826
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4934, expected range: 0.3729 0.3991
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0048, expected range: 0.0034 0.0037
Atmospheric Motion Vector
METEOSAT-8 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=365.0000, expected range: 61.0840 222.7275
NOAA20 VIIRS-AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
1 times in the last 10 days for at least one item
Considerable: stdev_press=64.2841, expected range: 69.2212 75.2882
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 62190.22 79115.66
All GOES-17 GEOS RADIANCES ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 18492.01 145820.08
resat
AURA OMI OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: obs_number=3528.0000, expected range: 2650.5853 2905.2767
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-4.6018, expected range: -5.6127 -5.0939
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0014, expected range: 0.0128 0.0193
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
14 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.0245, expected range: 0.0113 0.0113
Radiosondes
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8137, expected range: -0.3400 0.7500
LAND TEMP Q (G/KG) 83827 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=6.3642, expected range: 0.0000 4.9616
LAND TEMP Q (G/KG) 98558 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.1676, expected range: 0.4021 1.2323
LAND TEMP WIND VECTOR DIFF (M/S) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9117, expected range: -1.2838 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 29263 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8724, expected range: -0.0783 0.2329
Severe: rms_fgdepar=24.8425, expected range: 0.7760 6.4572
Severe: avg_fgdepar=24.8371, expected range: 0.6528 5.6804
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 15 : all data missing
Severe: obs_number=0, expected range: 17.28 182.71
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=194.0000, expected range: 278.6548 289.3452
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=1.9855, expected range: 0.0000 1.0796
HIGH RESO LAND TEMP Q (G/KG) 78897 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.6164, expected range: 0.0000 0.8862
HIGH RESO LAND TEMP TEMPERATURE (K) 72662 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_pge=0.9315, expected range: -0.6046 0.7500
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 21.95 409.40
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 0.00 413.66
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=132.0000, expected range: 210.3268 317.4232
amdar
WIGOS AMDAR TEMPERATURE (K) EU1823 PRESSURE LAYER 0-300 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8668, expected range: -1.7592 0.7500
WIGOS AMDAR Q (G/KG) BPZGUWRA PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.9323, expected range: -0.5782 0.7500
WIGOS AMDAR TEMPERATURE (K) EU1759 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8918, expected range: -0.4788 0.7310
Severe: rms_fgdepar=8.9573, expected range: 0.0000 2.2360
MODE-S WIND VECTOR DIFF (M/S) M813510 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.1045, expected range: 0.0000 6.1572
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 282.1410
ADS-C WIND VECTOR DIFF (M/S) 3FOEDQRA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.6000, expected range: 0.0000 25.1145
ADS-C WIND VECTOR DIFF (M/S) 3TAJV3JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=41.2368, expected range: 0.0000 26.6128
Severe: avg_fgdepar=41.2368, expected range: -11.7487 22.2188
ADS-C WIND VECTOR DIFF (M/S) D4WXUJBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.2785, expected range: 0.0000 26.3510
Severe: avg_fgdepar=20.6733, expected range: -5.6471 15.0726
airep
AIREP WIND VECTOR DIFF (M/S) BAW297 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9410, expected range: 0.0000 12.6935
AIREP WIND VECTOR DIFF (M/S) QTR957 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.7334, expected range: 0.0000 21.7720
Severe: avg_fgdepar=21.3167, expected range: -5.1458 16.2966
AIREP WIND VECTOR DIFF (M/S) AMX003 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.6644, expected range: 0.0000 25.2556
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 853.3827
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 43128 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8040, expected range: -0.7503 0.7500
synop
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: -1.8204 0.7500
Severely_persistent: rms_fgdepar=57.0888, expected range: 0.0000 89.6784
Severely_persistent: avg_fgdepar=57.0888, expected range: -30.5772 89.6784
MANUAL LAND SYNOP RH2M (%) 62120 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9949, expected range: -1.8297 0.7500
BUFR LAND SYNOP RH2M (%) 94907 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9981, expected range: -1.1322 0.7500
Severely_persistent: rms_fgdepar=57.6683, expected range: 0.0000 106.3185
Severely_persistent: avg_fgdepar=-57.6657, expected range: -106.3185 9.6373
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 71093 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8505, expected range: -0.4018 0.7500
MANUAL LAND SYNOP RH2M (%) 42639 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=50.1678, expected range: 0.0000 60.5727
Severe: avg_fgdepar=50.1678, expected range: -23.4039 60.5727
MANUAL LAND SYNOP RH2M (%) 42177 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9648, expected range: -1.3437 0.7500
MANUAL LAND SYNOP RH2M (%) 64285 : out of range
Severe: avg_pge=0.9801, expected range: -0.0221 0.0357
MANUAL LAND SYNOP RH2M (%) 42915 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9974, expected range: -0.1297 0.1749
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67117 : out of range
Severe: rms_fgdepar=675.1837, expected range: 0.0000 95.3256
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 97146 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9008, expected range: -0.9867 0.7500
Severe: rms_fgdepar=528.9840, expected range: -291.1517 378.2243
Severe: avg_fgdepar=528.9840, expected range: -386.2108 411.4263
BUFR LAND SYNOP RH2M (%) 95667 : out of range
Severe: rms_fgdepar=37.7898, expected range: 0.0000 19.8869
BUFR LAND SYNOP RH2M (%) 16754 : out of range
Severe: rms_fgdepar=30.5601, expected range: 0.0000 12.8862
BUFR LAND SYNOP RH2M (%) 94814 : out of range
Severe: rms_fgdepar=45.5342, expected range: 0.0000 22.5870
BUFR LAND SYNOP RH2M (%) 95670 : out of range
Severe: rms_fgdepar=40.2612, expected range: 0.0000 18.0059
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14658 : out of range
Severe: avg_pge=0.8795, expected range: -0.7976 0.7500
Severe: rms_fgdepar=633.6135, expected range: 0.0000 159.2604
Severe: avg_fgdepar=633.6135, expected range: -182.3470 96.3526
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24725 : out of range
Severe: rms_fgdepar=751.3404, expected range: 0.0000 290.4353
Severe: avg_fgdepar=-624.6597, expected range: -228.7480 250.9944
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25282 : out of range
Severe: rms_fgdepar=494.9801, expected range: 0.0000 150.8882
BUFR LAND SYNOP SURFACE PRESSURE (PA) 03410 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9033, expected range: -0.2093 0.3808
Severe: rms_fgdepar=551.7008, expected range: 9.8318 87.2886
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=67.0000, expected range: 80.9407 96.0593
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=108.0000, expected range: 122.0000 122.0000
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) SJA4RSK : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9128, expected range: -0.8308 0.7500
Severely_persistent: rms_fgdepar=596.6014, expected range: 0.0000 994.4195
Severely_persistent: avg_fgdepar=594.5967, expected range: -1500.7069 1250.9334
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5197 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=740.8261, expected range: 236.4169 995.7565
Severely_persistent: avg_fgdepar=740.8261, expected range: 236.3102 995.8017
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7EQ4 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8770, expected range: -1.3047 0.7500
Severely_persistent: rms_fgdepar=685.6629, expected range: 0.0000 1527.6425
Severely_persistent: avg_fgdepar=-685.6629, expected range: -1146.8162 1637.5969
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK50 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9284, expected range: -0.7620 0.7500
Severely_persistent: rms_fgdepar=790.8627, expected range: -541.5761 704.1377
Severely_persistent: avg_fgdepar=790.6888, expected range: -509.5702 422.1005
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KEP : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=597.2598, expected range: 370.2912 767.3818
Severe: avg_fgdepar=597.2598, expected range: 370.2912 767.3818
BUFR SHIP SYNOP SURFACE PRESSURE (PA) YQB5QNN : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8560, expected range: -0.9154 0.7500
Severe: rms_fgdepar=755.7507, expected range: 0.0000 1112.6352
Severe: avg_fgdepar=755.7507, expected range: -1397.7645 1164.5421
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OYGM2 : out of range
Severe: avg_pge=0.9165, expected range: -0.5843 0.7329
Severe: rms_fgdepar=1048.6571, expected range: 0.0000 319.4201
Severe: avg_fgdepar=-1048.6571, expected range: -180.6506 359.7335
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WSRL : out of range
Severe: avg_pge=0.9065, expected range: -0.7900 0.7500
Severe: rms_fgdepar=17.8449, expected range: 0.0000 7.7799
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204588 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=593.5394, expected range: 0.0000 1192.1234
Severely_persistent: avg_fgdepar=-588.8144, expected range: -1168.1872 857.4428
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101752 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8146, expected range: -0.9739 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101777 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8339, expected range: -1.1419 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501545 : out of range
Severe: avg_pge=0.8247, expected range: -0.4031 0.5291
Severe: rms_fgdepar=359.5206, expected range: 0.0000 255.0353
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301612 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8121, expected range: -1.2158 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=126.0000, expected range: 142.7356 155.8527
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71688 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.3420, expected range: 31.1961 59.0901
Severely_persistent: avg_fgdepar=-61.3420, expected range: -59.0901 -31.1961
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.2419, expected range: 46.9570 70.6860
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.2355, expected range: -70.6682 -46.9164
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.1543, expected range: 33.0131 76.4276
Severely_persistent: avg_fgdepar=-53.1540, expected range: -72.2239 -43.4604
AUTOMATIC LAND SYNOP SNOW (CM) : out of range
Severe: avg_fgdepar=-21.9982, expected range: -28.5682 -25.1239
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
Severe: rms_fgdepar=56.9427, expected range: 22.4156 31.4523
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
Severe: avg_fgdepar=56.0371, expected range: 22.4585 31.3876
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.8253, expected range: 10.3364 15.6974
Severely_persistent: avg_fgdepar=-13.6983, expected range: -15.5818 -10.1070
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 45035 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8028, expected range: -0.1623 0.2234
Severely_persistent: rms_fgdepar=19.2351, expected range: -4.5991 8.5319
Severely_persistent: avg_fgdepar=-19.2313, expected range: -3.7622 3.1133
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22249 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.3007, expected range: -6.8716 12.7592
Severely_persistent: avg_fgdepar=-17.2993, expected range: -12.1448 8.0498
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.8636, expected range: 10.2059 16.0130
Severely_persistent: avg_fgdepar=-13.7340, expected range: -15.8927 -9.9869
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.3118, expected range: 9.7335 20.8981
Severely_persistent: avg_fgdepar=-13.3112, expected range: -20.9999 -9.3775
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3994, expected range: 0.0000 9.9547
Severe: avg_fgdepar=-12.3803, expected range: -10.0997 10.2589
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
Severe: rms_fgdepar=14.2190, expected range: 0.0000 12.2177
Severe: avg_fgdepar=-14.1201, expected range: -12.2800 3.6704
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36358 : out of range
Severe: rms_fgdepar=10.7568, expected range: 0.2042 4.0107
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24928 : out of range
Severe: rms_fgdepar=12.0042, expected range: 0.0000 13.2543
Severe: avg_fgdepar=-12.0022, expected range: -13.7265 7.4361
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0735, expected range: -4.1977 8.1322
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.6312, expected range: 0.0000 13.7130
Severe: avg_fgdepar=12.5876, expected range: -5.9689 13.9052
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22106 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.7336, expected range: -7.0712 13.3793
Severe: avg_fgdepar=-13.7088, expected range: -13.8597 8.9682
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.7690, expected range: 0.0000 13.8539
Severe: avg_fgdepar=-14.7641, expected range: -14.6279 6.7060
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24684 : out of range
Severe: rms_fgdepar=12.7426, expected range: 0.0000 7.2527
Severe: avg_fgdepar=-12.7210, expected range: -8.4298 3.5710
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23174 : out of range
Severe: rms_fgdepar=12.5609, expected range: 0.0000 3.2026
Severe: avg_fgdepar=-12.5562, expected range: -3.0177 2.9940
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22602 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.2423, expected range: 0.0000 3.1067
METAR 2M TEMPERATURE (K) LIVR : out of range
Severe: rms_fgdepar=14.1675, expected range: 0.0000 11.6360
METAR 2M TEMPERATURE (K) EGAA : out of range
Severe: rms_fgdepar=14.8360, expected range: 0.0000 2.8051
Severe: avg_fgdepar=14.8360, expected range: -2.5673 1.8326
LAND TEMP 2M TEMPERATURE (K) 24688 : out of range
Severe: rms_fgdepar=13.2520, expected range: 0.0000 13.1109
Severe: avg_fgdepar=-13.2520, expected range: -13.1701 3.5263
BUFR LAND SYNOP 2M TEMPERATURE (K) 02799 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.7708, expected range: 0.0000 2.9061
BUFR LAND SYNOP 2M TEMPERATURE (K) 22249 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.3518, expected range: -6.8966 12.8050
Severe: avg_fgdepar=-17.3506, expected range: -12.1723 7.9789
BUFR LAND SYNOP 2M TEMPERATURE (K) 02739 : out of range
Severe: rms_fgdepar=11.0803, expected range: 0.0000 4.0577
BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
Severe: rms_fgdepar=14.2761, expected range: 0.0000 12.2725
Severe: avg_fgdepar=-14.1776, expected range: -12.3286 3.6179
BUFR LAND SYNOP 2M TEMPERATURE (K) 24928 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0745, expected range: 0.0000 13.3353
Severe: avg_fgdepar=-12.0725, expected range: -13.7880 7.4008
BUFR LAND SYNOP 2M TEMPERATURE (K) 02827 : out of range
Severe: rms_fgdepar=13.9409, expected range: 0.0000 10.4604
Severe: avg_fgdepar=-13.8842, expected range: -10.3387 3.5264
BUFR LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
Severe: rms_fgdepar=12.0647, expected range: -4.1719 8.1311
BUFR LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.5813, expected range: 0.0000 13.6547
Severe: avg_fgdepar=12.5376, expected range: -6.0189 13.8552
BUFR LAND SYNOP 2M TEMPERATURE (K) 01036 : out of range
Severe: rms_fgdepar=12.3096, expected range: 0.0000 8.0097
Severe: avg_fgdepar=12.2695, expected range: -0.3930 7.7724
BUFR LAND SYNOP 2M TEMPERATURE (K) 22106 : out of range
Severe: rms_fgdepar=13.7887, expected range: -7.0661 13.3872
Severe: avg_fgdepar=-13.7626, expected range: -13.8702 8.9532
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.8341, expected range: 0.0000 13.9210
Severe: avg_fgdepar=-14.8293, expected range: -14.6779 6.6541
BUFR LAND SYNOP 2M TEMPERATURE (K) 02805 : out of range
Severe: rms_fgdepar=12.2688, expected range: 0.0000 13.4092
Severe: avg_fgdepar=-12.0898, expected range: -14.4520 6.7821
BUFR LAND SYNOP 2M TEMPERATURE (K) 24684 : out of range
Severe: rms_fgdepar=12.7218, expected range: 0.0000 7.2854
Severe: avg_fgdepar=-12.6996, expected range: -8.4492 3.5254
BUFR LAND SYNOP 2M TEMPERATURE (K) 23174 : out of range
Severe: rms_fgdepar=12.6309, expected range: 0.0000 3.1960
Severe: avg_fgdepar=-12.6255, expected range: -3.0756 2.9465
BUFR LAND SYNOP 2M TEMPERATURE (K) 02702 : out of range
Severe: rms_fgdepar=13.2842, expected range: 0.0000 9.6263
Severe: avg_fgdepar=-13.1772, expected range: -9.3392 3.5393
BUFR LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
Severe: rms_fgdepar=12.4454, expected range: 0.0000 10.0040
Severe: avg_fgdepar=-12.4266, expected range: -10.1450 10.1996
BUFR LAND SYNOP 2M TEMPERATURE (K) 02890 : out of range
Severe: rms_fgdepar=13.2682, expected range: 0.0000 15.1737
Severe: avg_fgdepar=-13.0716, expected range: -16.3549 7.2902
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 68668 : out of range
Severe: rms_fgdepar=31.5493, expected range: 0.0000 16.9853