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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-05 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0579, expected range: -0.0749 -0.0695
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4795, expected range: -0.3936 -0.3730
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.0207, expected range: -0.9457 -0.9031
iasi
METOP-C IASI RADIANCES (220 channels affected) : out of range
Severe: obs_number=15379.0000, expected range: 22743.0318 23121.2182
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 4 : out of range
Considerable: obs_number=12071.0000, expected range: 12679.4213 14878.5787
atms
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1819, expected range: -0.2155 -0.2043
Radiosondes
LAND TEMP TEMPERATURE (K) 44373 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=9.5032, expected range: 0.0000 8.3918
LAND TEMP TEMPERATURE (K) 40745 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=7.8924, expected range: 0.0000 1.2587
Severe: avg_pge=0.8865, expected range: -0.0947 0.1293
LAND TEMP WIND VECTOR DIFF (M/S) 42369 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.8115, expected range: 0.0000 6.7202
LAND TEMP Q (G/KG) 40766 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.1921, expected range: 0.0000 1.1067
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : missing
Severe: obs_number=0.0000, expected range: 0.0000 282.2813
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 72261 PRESSURE LAYER 0-300 : out of range
Severe: avg_fgdepar=33.7744, expected range: -1.0258 8.5115
Severe: avg_pge=0.8724, expected range: -0.1169 0.3121
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 72261 (2 pressure layers af : out of range
Severe: rms_fgdepar=34.2456, expected range: 0.0000 9.7076
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 263.1751
Considerable: obs_number=92.0000, expected range: 167.2857 185.1587
HIGH RESO LAND TEMP Q (G/KG) 72265 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.9477, expected range: 0.0000 1.4727
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=178.0000, expected range: 86.2204 93.7796
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 121.07 156.93
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 24 : all data missing
Severe: obs_number=0, expected range: 60.01 173.13
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 78 : all data missing
Severe: obs_number=0, expected range: 103.36 147.22
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=320.0000, expected range: 196.3402 269.9098
amdar
AMDAR TEMPERATURE (K) 00040340 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.5625, expected range: 0.0000 4.6687
Severe: avg_pge=0.9456, expected range: -0.4614 0.7500
AMDAR WIND VECTOR DIFF (M/S) JP9ZWUZM PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=18.7177, expected range: 0.0000 9.7492
AMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 260.8013
WIGOS AMDAR WIND VECTOR DIFF (M/S) W1VEITBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.2707, expected range: 0.0000 6.7779
WIGOS AMDAR WIND VECTOR DIFF (M/S) JZ0UNXBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.3011, expected range: -2.5259 9.7091
Severe: rms_fgdepar=20.3011, expected range: 0.0000 10.8467
WIGOS AMDAR WIND VECTOR DIFF (M/S) 1BBYR4JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.5857, expected range: 0.0000 8.2083
WIGOS AMDAR WIND VECTOR DIFF (M/S) N4OKGCRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.3113, expected range: -6.1390 14.7030
Severe: rms_fgdepar=22.7688, expected range: 0.0000 16.0767
WIGOS AMDAR WIND VECTOR DIFF (M/S) CSAVDIRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.5906, expected range: -0.5637 6.8591
Severe: rms_fgdepar=21.9170, expected range: 0.0000 9.3144
WIGOS AMDAR WIND VECTOR DIFF (M/S) ERWENVRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.7164, expected range: -1.1720 6.6602
Severe: rms_fgdepar=21.7164, expected range: 0.0000 7.7287
WIGOS AMDAR WIND VECTOR DIFF (M/S) M04UIRJA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.2962, expected range: 0.0000 8.7599
WIGOS AMDAR WIND VECTOR DIFF (M/S) WLLROZRA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=19.2614, expected range: 0.0000 10.6022
WIGOS AMDAR WIND VECTOR DIFF (M/S) MJ5TSOZA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=18.5215, expected range: 0.0000 8.5838
WIGOS AMDAR WIND VECTOR DIFF (M/S) V5BUISRA PRESSURE LAYER 600-900 (HP : out of range
Severe: rms_fgdepar=15.6923, expected range: 0.0000 6.3867
WIGOS AMDAR Q (G/KG) DVPUOFZA PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-6.6099, expected range: -10.2668 3.3505
Severe: rms_fgdepar=6.6102, expected range: 0.0000 10.1458
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
3 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 453.0862
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
Considerable: obs_number=383.0000, expected range: 473.8334 623.6666
Considerable: obs_number=383.0000, expected range: 473.8334 623.6666
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=2104.0000, expected range: 2270.9903 2560.5097
synop
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.4478, expected range: -21.6504 114.6442
Severely_persistent: rms_fgdepar=56.4478, expected range: 0.0000 114.6442
BUFR LAND SYNOP SURFACE PRESSURE (PA) 17112 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-747.6094, expected range: -82.0421 115.5518
Severely_persistent: rms_fgdepar=747.6712, expected range: 0.0000 68.5947
Severely_persistent: avg_pge=0.9317, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71613 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=521.3942, expected range: -715.4588 1285.6615
Severely_persistent: rms_fgdepar=626.0523, expected range: 0.0000 1670.2064
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86748 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-870.1561, expected range: -846.6094 -145.2519
Severely_persistent: rms_fgdepar=870.1561, expected range: 0.0000 1547.5535
Severely_persistent: avg_pge=0.9378, expected range: 0.1057 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71588 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=520.6889, expected range: 335.9359 634.1155
BUFR LAND SYNOP SURFACE PRESSURE (PA) _80779BD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=740.4870, expected range: 649.0767 794.0563
BUFR LAND SYNOP SURFACE PRESSURE (PA) _80779BD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=740.8700, expected range: 650.0708 794.1054
AUTOMATIC LAND SYNOP RH2M (%) 18210 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-50.9169, expected range: -87.4552 37.4348
Severe: rms_fgdepar=51.0051, expected range: 0.0000 88.7352
Severe: avg_pge=0.8952, expected range: -1.5354 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68821 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.1284, expected range: -66.6063 94.2198
Severe: rms_fgdepar=51.1284, expected range: -61.2339 91.1603
Severe: avg_pge=0.9456, expected range: -1.4180 0.7500
MANUAL LAND SYNOP RH2M (%) 63210 : out of range
Severe: rms_fgdepar=44.3571, expected range: 0.0000 41.3271
Severe: avg_pge=0.9997, expected range: -0.7801 0.7500
MANUAL LAND SYNOP RH2M (%) 41170 : out of range
Severe: rms_fgdepar=42.6233, expected range: 0.0000 34.8113
Severe: avg_pge=0.9874, expected range: -0.0677 0.0848
MANUAL LAND SYNOP RH2M (%) 62259 : out of range
Severe: rms_fgdepar=40.9996, expected range: 0.0000 38.5761
Severe: avg_pge=0.9244, expected range: -0.0537 0.0749
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40670 : out of range
Severe: rms_fgdepar=345.4146, expected range: 0.0000 143.7708
Severe: avg_pge=0.8136, expected range: -0.1362 0.1545
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60471 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8125, expected range: -0.1714 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40022 : out of range
Severe: rms_fgdepar=530.6463, expected range: 0.0000 171.1901
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 64285 : out of range
Severe: avg_fgdepar=1126.1886, expected range: -367.3711 658.5254
Severe: rms_fgdepar=1126.1886, expected range: 0.0000 658.5254
Severe: avg_pge=0.9433, expected range: -1.8089 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42187 : out of range
Severe: avg_pge=0.8236, expected range: -0.7285 0.7500
BUFR LAND SYNOP RH2M (%) 31527 : out of range
Severe: rms_fgdepar=38.3030, expected range: 0.0000 15.2634
BUFR LAND SYNOP SURFACE PRESSURE (PA) 62455 : out of range
Severe: avg_fgdepar=-666.5667, expected range: -471.1736 495.2306
Severe: rms_fgdepar=683.2305, expected range: 0.0000 388.1277
Severe: avg_pge=0.9113, expected range: -1.1824 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 60467 : out of range
Severe: rms_fgdepar=393.3332, expected range: 10.7201 123.4079
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7QJ3 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=575.9726, expected range: -1167.0900 1576.1368
Severely_persistent: rms_fgdepar=575.9726, expected range: -1042.7891 1505.8281
Severely_persistent: avg_pge=0.8289, expected range: -1.5173 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6FR3 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-593.5939, expected range: -1059.0641 874.0173
Severely_persistent: rms_fgdepar=593.5939, expected range: 91.0450 801.3938
Severely_persistent: avg_pge=0.8534, expected range: 0.5090 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 45024 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-524.3458, expected range: -745.6186 -9.9591
Severely_persistent: rms_fgdepar=525.4264, expected range: 22.7417 740.4357
Severely_persistent: avg_pge=0.9007, expected range: 0.5601 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRIB2 : out of range
Severe: avg_fgdepar=664.9311, expected range: -282.1344 319.4090
Severe: rms_fgdepar=665.9927, expected range: 0.0000 178.5453
Severe: avg_pge=0.8450, expected range: -0.1352 0.1511
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4638 : out of range
Severe: avg_fgdepar=-738.2039, expected range: -800.9838 -29.3032
Severe: rms_fgdepar=738.2039, expected range: 29.3032 800.9838
Severe: avg_pge=0.8778, expected range: 0.5341 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDJ3199 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=485.4278, expected range: 0.0000 246.8281
Severe: avg_pge=0.8207, expected range: -1.1246 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 2302618 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8606, expected range: 0.0756 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6102800 : out of range
Severe: rms_fgdepar=493.4981, expected range: 0.0000 169.9964
Severe: avg_pge=0.8729, expected range: -0.2043 0.2758
DRIFTING BUOYS SURFACE PRESSURE (PA) 6102797 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8403, expected range: -1.6339 0.7500
metar
METAR SURFACE PRESSURE (PA) EGOS : out of range
Severe: rms_fgdepar=311.7619, expected range: 0.0000 145.8227
METAR SURFACE PRESSURE (PA) LIBT : out of range
Severe: rms_fgdepar=531.7328, expected range: 0.0000 209.6252
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.1192, expected range: 51.6229 127.0108
Severely_persistent: rms_fgdepar=53.1192, expected range: 51.6229 127.0108
ROCOB TEMP SNOW (CM) 63301060 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.0740, expected range: 62.7357 79.7207
Severely_persistent: rms_fgdepar=60.0740, expected range: 62.7357 79.7207
ROCOB TEMP SNOW (CM) 64301321 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.2619, expected range: 48.9872 56.2598
Severely_persistent: rms_fgdepar=53.2619, expected range: 48.9872 56.2598
BUFR LAND SYNOP SNOW (CM) _MF11A70 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.2534, expected range: -96.0952 -35.3840
BUFR LAND SYNOP SNOW (CM) _MF11A70 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.2720, expected range: 35.3957 96.1007
BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.0320, expected range: -61.6029 -47.8813
BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.1256, expected range: 47.9557 61.5711
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.9125, expected range: 36.1711 52.2894
Severely_persistent: rms_fgdepar=51.9126, expected range: 36.1791 52.2898
BUFR LAND SYNOP SNOW (CM) 22271 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.4905, expected range: 41.5370 55.8172
Severely_persistent: rms_fgdepar=53.4905, expected range: 41.5370 55.8172
BUFR LAND SYNOP SNOW (CM) 01003 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.4654, expected range: -87.6337 -74.3361
Severely_persistent: rms_fgdepar=77.4654, expected range: 74.3361 87.6337
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.1386, expected range: 51.4955 127.7050
Severely_persistent: rms_fgdepar=53.1386, expected range: 51.4955 127.7050
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-713.9599, expected range: -727.2457 -717.3723
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=713.9619, expected range: 717.3739 727.2469
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=66.5486, expected range: 58.5354 73.6965
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=66.5630, expected range: 58.5479 73.7308
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-81.8671, expected range: -84.3113 -69.6910
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=81.8764, expected range: 69.7783 84.2839
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=80.1595, expected range: 57.2550 74.1076
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=80.1922, expected range: 57.3248 74.1158
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-92.4690, expected range: -95.9938 -91.9735
Severely_persistent: rms_fgdepar=92.4691, expected range: 91.9734 95.9940
BUFR LAND SYNOP SNOW (CM) 01429 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.7295, expected range: 47.8623 56.2219
Severely_persistent: rms_fgdepar=51.7299, expected range: 47.8648 56.2234
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.1167, expected range: -97.1529 -52.0271
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.1249, expected range: 52.0348 97.1692
BUFR LAND SYNOP SNOW (CM) _MI135AD : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.8718, expected range: -73.5483 -22.6824
BUFR LAND SYNOP SNOW (CM) _MI135AD : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.8744, expected range: 22.7202 73.5696
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.2281, expected range: -66.7495 -23.9137
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.2514, expected range: 24.0147 66.7656
BUFR LAND SYNOP SNOW (CM) _MI1B83F : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=65.5489, expected range: 54.5482 73.8964
BUFR LAND SYNOP SNOW (CM) _MI1B83F : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.5512, expected range: 54.5839 73.9302
BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
36 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) _MI196EF : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
MANUAL LAND SYNOP SNOW (CM) 31011 : out of range
Severe: rms_fgdepar=15.0827, expected range: 0.0000 6.9441
MANUAL LAND SYNOP SNOW (CM) 24951 : out of range
Severe: rms_fgdepar=16.8480, expected range: 0.0000 7.1614
MANUAL LAND SYNOP SNOW (CM) 22271 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=52.1012, expected range: 41.0199 54.0900
Severe: rms_fgdepar=52.1012, expected range: 41.0199 54.0900
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
Severe: avg_fgdepar=53.0716, expected range: 23.0127 52.1079
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
Severe: rms_fgdepar=53.1265, expected range: 23.0481 52.1185
BUFR LAND SYNOP SNOW (CM) : out of range
6 times in the last 10 days for at least one item
Slight: avg_fgdepar=-32.8490, expected range: -30.7768 -25.9654
Slight: rms_fgdepar=321.3316, expected range: 269.1355 317.9578
t2m
LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3556, expected range: -20.1911 6.7814
Severely_persistent: rms_fgdepar=12.3709, expected range: 0.0000 21.4219
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.0174, expected range: -18.5432 -7.5191
Severely_persistent: rms_fgdepar=17.0174, expected range: 7.8545 18.6386
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3118, expected range: -18.8548 -4.3469
Severely_persistent: rms_fgdepar=12.8509, expected range: 4.1473 19.5489
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68722 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1999, expected range: -12.5830 10.6793
Severe: rms_fgdepar=12.2064, expected range: 0.0000 10.7091
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 52955 : out of range
Severe: avg_fgdepar=12.2466, expected range: -12.6695 15.8970
Severe: rms_fgdepar=12.2466, expected range: 0.0000 11.0408
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 52866 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.1137, expected range: -12.0173 15.1984
Severe: rms_fgdepar=13.1137, expected range: 0.0000 12.5453
MANUAL LAND SYNOP 2M TEMPERATURE (K) 67983 : out of range
Severe: rms_fgdepar=10.9774, expected range: 0.0000 3.9628
LAND TEMP 2M TEMPERATURE (K) 35394 : out of range
Severe: avg_fgdepar=19.3171, expected range: -2.0870 6.2754
Severe: rms_fgdepar=19.3171, expected range: 0.0000 5.0336
BUFR LAND SYNOP 2M TEMPERATURE (K) 38318 : out of range
Severe: rms_fgdepar=12.0812, expected range: 0.9817 5.3430
BUFR LAND SYNOP 2M TEMPERATURE (K) 68719 : out of range
Severe: avg_fgdepar=-12.8515, expected range: -11.3820 6.5432
Severe: rms_fgdepar=12.8515, expected range: -5.8440 11.1466
rh2m
BUFR LAND SYNOP RH2M (%) 13585 : out of range
Severe: rms_fgdepar=37.4625, expected range: 0.0000 21.3859