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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-23 12:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6674, expected range: 0.5414 0.5973
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6708, expected range: 0.5292 0.5997
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6918, expected range: 0.5231 0.5821
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6505, expected range: 0.5340 0.5960
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6857, expected range: 0.5477 0.6011
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6582, expected range: 0.5314 0.6021
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6911, expected range: 0.5193 0.5829
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6397, expected range: 0.5197 0.5626
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6794, expected range: 0.4993 0.5438
cris
NOAA20 CRIS RADIANCES CHANNEL 590 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1211, expected range: -0.1990 -0.1914
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0901, expected range: 0.0371 0.0438
gmi
GPM GMI ALSKY RADIANCES (9 channels affected) : out of range
Considerable: obs_number=8042.0000, expected range: 10962.4467 13080.4945
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5484, expected range: 0.4093 0.4489
Severely_persistent: avg_biascorr=-0.1333, expected range: -0.0825 -0.0548
Severely_persistent: avg_biascorr=0.0430, expected range: -0.1833 -0.0734
Severely_persistent: stdev_fgdepar=0.5433, expected range: 0.3590 0.4364
NPP ATMS RADIANCES CHANNEL 15 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.9168, expected range: 0.6584 0.7315
Severely_persistent: stdev_fgdepar=0.9404, expected range: 0.5847 0.7198
NPP ATMS RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4744, expected range: -0.2737 -0.2727
Severely_persistent: avg_biascorr=-0.0315, expected range: -0.2708 -0.2593
NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1255, expected range: -0.3377 -0.2905
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5188, expected range: 0.3102 0.3819
Severely_persistent: avg_biascorr=-0.3649, expected range: -0.2938 -0.2891
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.9468, expected range: 0.5058 0.6480
Severely_persistent: stdev_fgdepar=0.8847, expected range: 0.6212 0.6636
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3092, expected range: 0.2512 0.2826
Severely_persistent: avg_biascorr=-0.4844, expected range: -0.4481 -0.4124
NOAA20 ATMS RADIANCES (5 channels affected) : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.1519, expected range: -0.3979 -0.3590
NPP ATMS RADIANCES CHANNEL 8 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=1479.0000, expected range: 1871.0723 2756.5195
NOAA20 ATMS RADIANCES CHANNEL 8 : out of range
Considerable: obs_number=1659.0000, expected range: 1996.6773 2842.4155
ssmis
DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
Considerable: obs_number=8730.0000, expected range: 9196.6141 10339.9741
DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
Considerable: obs_number=8715.0000, expected range: 9217.8865 10313.9959
Atmospheric Motion Vector
GOES-17 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: stdev_fgdepar=1.4696, expected range: 1.2408 1.3523
METEOSAT-8 AMV CLOUDY WV2 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
Slight: avg_fgdepar=3.5606, expected range: 3.7412 4.1007
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-4.4195, expected range: -5.7879 -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=-0.0117, expected range: 0.0128 0.0220
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.3390, expected range: 0.1494 0.7899
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 640-641 (HPA) : out of range
Severe: avg_fgdepar=-0.4486, expected range: -1.0121 -0.7169
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
13 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0177, expected range: -0.0055 -0.0055
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: avg_fgdepar=-4.0626, expected range: -1.8789 2.5802
Radiosondes
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8407, expected range: -1.0728 0.7500
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.1295, expected range: 0.2971 1.8267
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.0397, expected range: 0.0000 6.4011
Severe: avg_pge=0.8964, expected range: -0.5055 0.7500
LAND TEMP TEMPERATURE (K) 30054 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.9487, expected range: 0.0000 3.3976
Severe: avg_pge=0.8723, expected range: -0.7441 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 29231 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.9109, expected range: 0.0000 6.6229
LAND TEMP WIND VECTOR DIFF (M/S) 47104 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=18.7206, expected range: 0.0000 10.0772
LAND TEMP WIND VECTOR DIFF (M/S) 25913 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=16.7856, expected range: 0.0000 5.9396
Severe: avg_pge=0.8558, expected range: -0.6130 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 47104 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=22.7947, expected range: -0.2111 7.4393
Severe: avg_pge=0.8704, expected range: -0.4098 0.7500
HIGH RESO LAND TEMP Q (G/KG) 76743 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.0949, expected range: 0.0000 1.8329
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 55591 PRESSURE LAYER 0-300 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.5886, expected range: 2.2206 4.7468
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.8289, expected range: 2.6856 5.1352
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 0.00 290.28
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=65.0000, expected range: 116.6070 172.0597
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=91.0000, expected range: 97.8929 110.3571
amdar
AMDAR TEMPERATURE (K) 00040371 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.4443, expected range: 0.0000 3.0128
ADS-C WIND VECTOR DIFF (M/S) WSDQOORA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.7675, expected range: 0.0000 11.3995
ADS-C WIND VECTOR DIFF (M/S) JUEBTRRA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.8930, expected range: 0.0000 22.0571
ADS-C WIND VECTOR DIFF (M/S) PTJ2MVRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.4447, expected range: 0.0000 29.2141
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01405 PRESSURE LAYER 300-600 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=26.8199, expected range: -5.2671 15.9838
Severe: rms_fgdepar=26.8199, expected range: 0.0000 18.7703
Severe: avg_pge=0.9106, expected range: -0.8778 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07336 PRESSURE LAYER 900-1200 : out of range
Severe: avg_pge=0.8950, expected range: -0.6771 0.7500
synop
MANUAL LAND SYNOP RH2M (%) 76040 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9889, expected range: -0.8918 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 71093 : out of range
Severe: rms_fgdepar=432.9473, expected range: 8.3670 288.4195
Severe: avg_pge=0.8932, expected range: 0.0934 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43200 : out of range
Severe: rms_fgdepar=382.3473, expected range: 0.0000 184.9707
Severe: avg_pge=0.8536, expected range: -0.5317 0.6380
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83683 : out of range
Severe: rms_fgdepar=443.9319, expected range: 97.5602 224.0215
Severe: avg_pge=0.8443, expected range: 0.3235 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41624 : out of range
Severe: rms_fgdepar=601.1018, expected range: 5.8453 198.7993
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62325 : out of range
Severe: rms_fgdepar=672.2017, expected range: 0.0000 83.4518
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60585 : out of range
Severe: rms_fgdepar=529.7247, expected range: 0.0000 123.3740
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42237 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8743, expected range: -1.4898 0.7500
MANUAL LAND SYNOP RH2M (%) 62120 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9991, expected range: -1.8441 0.7500
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
Severe: avg_pge=0.8640, expected range: -0.2978 0.4677
MANUAL LAND SYNOP RH2M (%) 42177 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8768, expected range: -1.2252 0.7500
MANUAL LAND SYNOP RH2M (%) 42639 : out of range
Severe: avg_pge=0.8369, expected range: -1.2432 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61421 : out of range
Severe: rms_fgdepar=468.6658, expected range: 0.0000 368.7175
Severe: avg_pge=0.8868, expected range: -0.5123 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31632 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=440.2192, expected range: 0.0000 122.4108
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14545 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=522.5480, expected range: 245.1984 570.1227
Severe: rms_fgdepar=522.5480, expected range: 243.2352 574.5717
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48955 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-834.7057, expected range: -250.3906 118.4444
Severe: rms_fgdepar=834.7057, expected range: 0.0000 207.4763
Severe: avg_pge=0.9347, expected range: -0.9003 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94866 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=328.3599, expected range: 0.0000 73.5857
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56959 : out of range
Severe: rms_fgdepar=354.0970, expected range: 0.0000 135.3135
Severe: avg_pge=0.8628, expected range: -0.3300 0.4854
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: obs_number=887.0000, expected range: 991.2222 994.5556
Considerable: obs_number=119.0000, expected range: 133.2145 140.2855
BUFR LAND SYNOP RH2M (%) 11367 : out of range
Severe: rms_fgdepar=39.3280, expected range: 0.0000 18.3406
BUFR LAND SYNOP Z (M) 71999 : out of range
Severe: avg_pge=0.9999, expected range: -1.5188 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=509.0000, expected range: 598.7282 675.7718
Considerable: obs_number=64.0000, expected range: 77.2990 103.4510
Considerable: obs_number=197.0000, expected range: 254.8096 276.1904
Considerable: obs_number=160.0000, expected range: 188.2553 231.4947
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V8190 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8148, expected range: -0.5546 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5KR2 : out of range
Severe: avg_fgdepar=-548.6879, expected range: -603.1326 220.5550
Severe: rms_fgdepar=551.6718, expected range: 0.0000 565.5334
Severe: avg_pge=0.8408, expected range: -0.2858 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9143 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-1058.8927, expected range: -996.8653 929.1996
Severe: rms_fgdepar=1058.8927, expected range: -605.5247 866.6792
Severe: avg_pge=0.9167, expected range: -1.2708 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VQFS4 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8201, expected range: 0.3671 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LOCW : out of range
Severe: avg_pge=0.8131, expected range: -0.0262 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3EPZ8 : out of range
Severe: avg_pge=0.8916, expected range: 0.0524 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3ELT9 : out of range
Severe: avg_fgdepar=29.1902, expected range: -4.2262 8.7347
Severe: rms_fgdepar=29.1902, expected range: 0.0000 8.7347
Severe: avg_pge=0.9446, expected range: -1.0247 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRRX9 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=23.1805, expected range: -6.5003 16.6912
Severe: rms_fgdepar=23.4104, expected range: 0.0000 16.6267
Severe: avg_pge=0.9239, expected range: -0.9277 0.7500
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 6100196 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8680, expected range: -1.0350 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203607 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=749.8743, expected range: -1431.3378 1173.1062
Severely_persistent: rms_fgdepar=752.1339, expected range: 0.0000 1684.6770
Severely_persistent: avg_pge=0.9199, expected range: -1.7117 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402656 : out of range
Severe: avg_fgdepar=649.4297, expected range: -188.5390 215.4251
Severe: rms_fgdepar=650.0216, expected range: 0.0000 190.3343
Severe: avg_pge=0.9141, expected range: -0.1627 0.2100
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203507 : out of range
Severe: avg_pge=0.8670, expected range: -0.8106 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204588 : out of range
Severe: avg_fgdepar=-587.5471, expected range: -450.1671 528.0165
Severe: rms_fgdepar=588.0900, expected range: -384.8276 549.5731
Severe: avg_pge=0.9064, expected range: -1.3541 0.7500
metar
METAR SURFACE PRESSURE (PA) EGYH : out of range
Severe: rms_fgdepar=360.6980, expected range: 0.0000 115.8838
snow
BUFR LAND SYNOP SNOW (CM) 47016 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.9663, expected range: -93.8570 118.0219
Severely_persistent: rms_fgdepar=99.9663, expected range: -92.4039 117.8833
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.3729, expected range: -87.1116 -23.4804
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.4275, expected range: 23.5205 87.1621
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
22 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) _MI1EDCD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
AUTOMATIC LAND SYNOP SNOW (CM) 71056 : out of range
Severe: rms_fgdepar=26.5158, expected range: 0.0000 3.8054
AUTOMATIC LAND SYNOP SNOW (CM) 71688 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-50.2077, expected range: -71.9724 -2.6111
Severe: rms_fgdepar=50.2077, expected range: 2.6111 71.9724
BUFR LAND SYNOP SNOW (CM) 50788 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.8199, expected range: 0.0000 1.5864
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.0384, expected range: -19.4324 -5.2426
Severely_persistent: rms_fgdepar=14.1762, expected range: 5.5646 19.4468
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.6416, expected range: -15.9030 13.8827
Severely_persistent: rms_fgdepar=15.7662, expected range: 0.0000 11.9476
METAR 2M TEMPERATURE (K) UGMS : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.8216, expected range: -2.8210 18.2623
Severely_persistent: rms_fgdepar=12.8648, expected range: 0.0000 16.9792
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.7430, expected range: -18.5733 -10.3283
Severely_persistent: rms_fgdepar=16.7471, expected range: 10.5566 18.6142
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2136, expected range: -19.5285 -5.2656
Severely_persistent: rms_fgdepar=14.3471, expected range: 5.5869 19.5409
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
Severe: avg_fgdepar=-12.4716, expected range: -7.9674 6.1844
Severe: rms_fgdepar=12.5503, expected range: 0.0000 7.5944
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30664 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0240, expected range: 0.0000 10.8030
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30764 : out of range
Severe: avg_fgdepar=-12.3263, expected range: -11.4913 3.5447
Severe: rms_fgdepar=12.4478, expected range: 0.0000 10.9331
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27756 : out of range
Severe: rms_fgdepar=10.3446, expected range: 0.0000 2.1759
BUFR LAND SYNOP 2M TEMPERATURE (K) 30664 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0906, expected range: -11.2909 4.4470
Severe: rms_fgdepar=12.1276, expected range: 0.0000 10.8515
BUFR LAND SYNOP 2M TEMPERATURE (K) 30764 : out of range
Severe: avg_fgdepar=-12.3082, expected range: -11.5118 3.4815
Severe: rms_fgdepar=12.4322, expected range: 0.0000 10.9519
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.8167, expected range: -16.0286 13.8824
Severe: rms_fgdepar=15.9448, expected range: 0.0000 12.1043
BUFR LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
Severe: avg_fgdepar=-12.5621, expected range: -8.0206 6.1446
Severe: rms_fgdepar=12.6400, expected range: 0.0000 7.6661
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=904.0000, expected range: 1018.5796 1022.6835
Considerable: obs_number=102636.0000, expected range: 66499.7810 75871.5131
Considerable: obs_number=189.0000, expected range: 225.9847 280.3682
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=194.0000, expected range: 214.5007 236.5581
rh2m
MANUAL LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=89.0000, expected range: 131.1972 138.0028
BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=72331.0000, expected range: 33729.1906 47960.3389
Considerable: obs_number=900.0000, expected range: 973.3877 1052.8228
Considerable: obs_number=166.0000, expected range: 185.3611 195.9330