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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-06 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=-0.0567, expected range: -0.0757 -0.0695
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4052, expected range: -0.3808 -0.3490
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=-0.4889, expected range: -0.3936 -0.3737
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2051, expected range: -0.1314 -0.0482
atms
NPP ATMS RADIANCES CHANNEL 20 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0124, expected range: -0.0635 -0.0209
NPP ATMS RADIANCES CHANNEL 21 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1728, expected range: 0.0928 0.1371
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1865, expected range: -0.2111 -0.2043
ssmis
DMSP-17 SSMIS RADIANCES (8 channels affected) : out of range
Considerable: obs_number=15462.0000, expected range: 16696.3050 19680.4450
gpsro
COSMIC2-E4 GPSRO SETTING HEIGHT 26-28 KM : out of range
3 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=1.2396, expected range: 0.9862 1.1703
Atmospheric Motion Vector
AQUA MODIS CLEAR WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=1559.0000, expected range: 283.8194 790.0176
Radiosondes
LAND TEMP WIND VECTOR DIFF (M/S) 61442 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=23.7910, expected range: 0.0000 70.7329
Severely_persistent: avg_pge=0.8147, expected range: -0.6484 0.7500
LAND TEMP Q (G/KG) 42971 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.6081, expected range: 0.0668 1.2928
LAND TEMP TEMPERATURE (K) 35700 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=9.3830, expected range: -2.9706 4.7386
Severe: rms_fgdepar=9.3877, expected range: 0.0000 4.3499
LAND TEMP TEMPERATURE (K) 35700 (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9082, expected range: -0.7287 0.7500
LAND TEMP TEMPERATURE (K) 35121 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=-9.2341, expected range: -0.6001 0.6138
Severe: rms_fgdepar=9.2423, expected range: 0.1176 2.1651
Severe: avg_pge=0.9037, expected range: -0.1114 0.1964
LAND TEMP TEMPERATURE (K) 30557 (2 pressure layers affected) : out of range
Severe: avg_fgdepar=12.2129, expected range: -6.5287 7.7018
Severe: rms_fgdepar=12.2129, expected range: 0.3843 3.6034
Severe: avg_pge=0.9213, expected range: -0.5446 0.7500
LAND TEMP TEMPERATURE (K) 31770 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.3800, expected range: 0.0000 2.1432
LAND TEMP WIND VECTOR DIFF (M/S) 40745 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.8843, expected range: 2.8024 5.5719
LAND TEMP WIND VECTOR DIFF (M/S) 40745 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=22.3521, expected range: 2.7207 6.5755
Severe: avg_pge=0.8444, expected range: -0.0690 0.3975
LAND TEMP WIND VECTOR DIFF (M/S) 30758 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=27.0841, expected range: 0.5019 4.7570
Severe: rms_fgdepar=27.0841, expected range: 0.1484 5.8632
Severe: avg_pge=0.8730, expected range: -0.1651 0.2615
LAND TEMP WIND VECTOR DIFF (M/S) 25913 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.0139, expected range: 0.0000 5.4958
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 53543 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=15.4948, expected range: 0.0000 6.8811
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 72340 PRESSURE LAYER 900-12 : out of range
Severe: rms_fgdepar=16.2734, expected range: 0.0000 8.1737
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 129.49 149.37
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 0.00 613.56
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=348.0000, expected range: 198.4992 267.2508
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (3 pressure layers affected : out of range
Considerable: obs_number=1268.0000, expected range: 1425.6065 1703.1435
amdar
AMDAR WIND VECTOR DIFF (M/S) JP9ZX6W9 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.6279, expected range: 1.3321 7.2746
AMDAR WIND VECTOR DIFF (M/S) ANZ109 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=21.8470, expected range: -2.1629 7.5406
Severe: rms_fgdepar=21.8470, expected range: 0.0000 7.5006
Severe: avg_pge=0.8758, expected range: -0.6569 0.7500
AMDAR WIND VECTOR DIFF (M/S) 00040323 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.5238, expected range: 0.0000 8.4560
AMDAR WIND VECTOR DIFF (M/S) 00000148 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=20.7864, expected range: -5.1739 12.4142
Severe: rms_fgdepar=21.3618, expected range: 0.0000 16.6282
Severe: avg_pge=0.8233, expected range: -0.4671 0.6663
AMDAR TEMPERATURE (K) 00000148 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9103, expected range: 0.0206 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) PN3KGCBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.7928, expected range: 0.8585 9.2556
WIGOS AMDAR WIND VECTOR DIFF (M/S) YVXUIEBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.3841, expected range: 0.0000 10.7003
WIGOS AMDAR WIND VECTOR DIFF (M/S) 0UZUOGBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.7567, expected range: 0.0000 7.5255
WIGOS AMDAR WIND VECTOR DIFF (M/S) T5VRWMJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.0861, expected range: 0.0000 9.9361
WIGOS AMDAR WIND VECTOR DIFF (M/S) 2AXUNVJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.9677, expected range: -1.4979 6.5622
Severe: rms_fgdepar=22.9677, expected range: 0.0000 7.2938
WIGOS AMDAR WIND VECTOR DIFF (M/S) ID3ENXJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.5856, expected range: 0.0000 6.5000
WIGOS AMDAR WIND VECTOR DIFF (M/S) XDOENXJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.0951, expected range: 0.0000 9.1101
WIGOS AMDAR WIND VECTOR DIFF (M/S) V0HUNXJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.4120, expected range: 0.0000 9.4787
WIGOS AMDAR WIND VECTOR DIFF (M/S) JPGICOZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.9685, expected range: 0.0000 7.5582
WIGOS AMDAR WIND VECTOR DIFF (M/S) 3YNHRVZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.4040, expected range: -1.4261 6.7248
Severe: rms_fgdepar=21.4040, expected range: 0.0000 7.0745
WIGOS AMDAR WIND VECTOR DIFF (M/S) JFQAYHBA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=15.6642, expected range: 0.0000 8.1386
WIGOS AMDAR WIND VECTOR DIFF (M/S) R2U0JGZA PRESSURE LAYER 600-900 (HP : out of range
Severe: rms_fgdepar=17.7869, expected range: 0.6252 5.0401
WIGOS AMDAR WIND VECTOR DIFF (M/S) UBIKGBBA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=18.1923, expected range: 0.1742 5.6761
WIGOS AMDAR WIND VECTOR DIFF (M/S) QYNKJGZA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=17.9331, expected range: 0.0000 6.9720
ADS-C WIND VECTOR DIFF (M/S) WPASEEZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.0880, expected range: 0.0000 10.4482
airep
AIREP WIND VECTOR DIFF (M/S) ACA859 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=36.1742, expected range: -4.2302 10.2765
Severe: rms_fgdepar=36.1742, expected range: 0.0000 16.1037
AIREP WIND VECTOR DIFF (M/S) ETD76T PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.1156, expected range: 0.0000 7.5598
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 94926 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=18.6001, expected range: 0.0000 9.9169
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 95759 PRESSURE LAYER 300-600 : out of range
Severe: avg_fgdepar=27.5964, expected range: 0.8081 6.9543
Severe: rms_fgdepar=27.6034, expected range: 0.5627 8.3085
Severe: avg_pge=0.9058, expected range: -0.3515 0.6328
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 96073 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=16.5943, expected range: 0.0000 11.7331
Severe: avg_pge=0.8142, expected range: -0.4748 0.7500
BUFR LAND PILOT WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 30.2919 182.2738
All BUFR LAND PILOT ALL LAYERS North West Pacific : all data missing
Severe: obs_number=0, expected range: 30.29 182.27
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41244 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-514.7509, expected range: -1583.5735 685.0660
Severely_persistent: rms_fgdepar=587.1117, expected range: 0.0000 1212.4414
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9989, expected range: -1.7343 0.7500
MANUAL LAND SYNOP RH2M (%) 42473 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9756, expected range: -1.8286 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71613 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=573.2597, expected range: 0.0000 1639.4457
Severely_persistent: avg_pge=0.8555, expected range: -0.9591 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86748 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=639.9215, expected range: 0.0000 1547.5535
Severely_persistent: avg_pge=0.8788, expected range: 0.1057 0.7500
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=710.8084, expected range: 640.1122 806.5280
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=711.1518, expected range: 640.8516 806.8663
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89575 : out of range
Severe: rms_fgdepar=318.1278, expected range: 0.0000 180.6675
MANUAL LAND SYNOP RH2M (%) 63210 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -0.8267 0.7500
MANUAL LAND SYNOP RH2M (%) 62016 : out of range
Severe: rms_fgdepar=42.7476, expected range: 0.0000 32.1785
Severe: avg_pge=0.9650, expected range: -0.0206 0.0329
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38715 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-910.6569, expected range: -147.2341 197.9106
Severe: rms_fgdepar=910.6569, expected range: 0.0000 142.2542
Severe: avg_pge=0.8983, expected range: 0.0000 0.0000
BUFR LAND SYNOP RH2M (%) 71930 : out of range
Severe: avg_fgdepar=-51.1618, expected range: -19.4128 16.6911
Severe: rms_fgdepar=51.8929, expected range: 0.0000 22.4917
BUFR LAND SYNOP RH2M (%) 60250 : out of range
Severe: rms_fgdepar=41.1911, expected range: 0.0000 19.4983
BUFR LAND SYNOP RH2M (%) 41170 : out of range
Severe: rms_fgdepar=36.5206, expected range: 0.6677 18.4695
BUFR LAND SYNOP RH2M (%) 60270 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=52.7774, expected range: -30.8663 28.7986
Severe: rms_fgdepar=52.7797, expected range: 0.0000 15.9570
Severe: avg_pge=0.9927, expected range: -0.0470 0.0643
BUFR LAND SYNOP RH2M (%) 54511 : out of range
Severe: avg_fgdepar=54.5762, expected range: -20.4747 28.7257
Severe: rms_fgdepar=64.7919, expected range: 0.0000 27.7967
BUFR LAND SYNOP RH2M (%) 71481 : out of range
Severe: rms_fgdepar=36.5005, expected range: 0.6312 17.1239
BUFR LAND SYNOP RH2M (%) 60252 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=45.1727, expected range: 0.0000 13.7979
BUFR LAND SYNOP RH2M (%) 60158 : out of range
Severe: rms_fgdepar=36.2167, expected range: 0.0000 10.7068
BUFR LAND SYNOP RH2M (%) 25129 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8956, expected range: -1.6609 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23383 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=420.8153, expected range: 0.0000 356.5800
Severe: avg_pge=0.8710, expected range: -0.8055 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30965 : out of range
Severe: rms_fgdepar=593.3731, expected range: 0.0000 188.4454
BUFR LAND SYNOP SURFACE PRESSURE (PA) 89577 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=425.7958, expected range: 0.0000 93.2393
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=90.0000, expected range: 142.4572 226.7928
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7QJ3 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=735.6734, expected range: -1257.2367 1882.2258
Severely_persistent: rms_fgdepar=741.8101, expected range: 0.0000 1827.4714
Severely_persistent: avg_pge=0.8584, expected range: -1.7199 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 45024 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8593, expected range: 0.5768 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FRB4 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-508.3936, expected range: -1195.6274 799.1150
Severely_persistent: rms_fgdepar=508.3936, expected range: 0.0000 899.5879
Severely_persistent: avg_pge=0.8140, expected range: -0.7892 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDJ3199 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=409.6927, expected range: 0.0000 198.4535
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCEF2 : out of range
Severe: avg_fgdepar=-550.3875, expected range: -849.4528 597.1042
Severe: rms_fgdepar=550.3875, expected range: 0.0000 611.6899
Severe: avg_pge=0.8387, expected range: -0.8232 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRJH7 : out of range
Severe: rms_fgdepar=584.6950, expected range: 0.0000 237.6385
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KKS : out of range
Severe: avg_pge=0.8254, expected range: 0.7158 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3FDT : out of range
Severe: avg_fgdepar=34.6938, expected range: -1.0731 7.5481
Severe: rms_fgdepar=34.6938, expected range: 0.0000 7.5481
Severe: avg_pge=0.9267, expected range: -1.0466 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602724 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8479, expected range: 0.2574 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6102797 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8457, expected range: -1.5844 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2302618 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8809, expected range: 0.0688 0.7500
metar
METAR SURFACE PRESSURE (PA) OIBL : out of range
Severe: rms_fgdepar=356.6053, expected range: 0.0000 161.3537
snow
MANUAL LAND SYNOP SNOW (CM) 22271 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.2309, expected range: 41.2147 54.0510
Severely_persistent: rms_fgdepar=51.2309, expected range: 41.2147 54.0510
ROCOB TEMP SNOW (CM) 63301060 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.5807, expected range: 61.8724 79.2847
Severely_persistent: rms_fgdepar=60.5807, expected range: 61.8724 79.2847
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=-63.1206, expected range: -92.0148 -32.7865
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=63.1258, expected range: 32.8046 92.0121
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=-62.9972, expected range: -59.1934 -52.1766
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=62.9991, expected range: 52.1944 59.2087
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.1146, expected range: 36.0949 53.7433
Severely_persistent: rms_fgdepar=51.1154, expected range: 36.0970 53.7477
BUFR LAND SYNOP SNOW (CM) 22271 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.5537, expected range: 41.8664 55.7903
Severely_persistent: rms_fgdepar=52.5537, expected range: 41.8664 55.7903
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=-76.7079, expected range: -85.5404 -76.4446
Severely_persistent: rms_fgdepar=76.7079, expected range: 76.4446 85.5404
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=-715.7547, expected range: -727.0781 -717.3935
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=715.7548, expected range: 717.3953 727.0783
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=70.2665, expected range: 58.8300 72.6929
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=70.2712, expected range: 58.8327 72.7370
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=-85.5386, expected range: -85.6146 -69.0881
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=85.5485, expected range: 69.0925 85.6424
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=78.7788, expected range: 53.8683 78.8981
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=78.7861, expected range: 53.9369 78.8988
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=-92.6975, expected range: -95.8149 -91.8248
Severely_persistent: rms_fgdepar=92.6975, expected range: 91.8248 95.8149
BUFR LAND SYNOP SNOW (CM) 01429 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.3230, expected range: 48.9933 55.6799
Severely_persistent: rms_fgdepar=50.3231, expected range: 48.9969 55.6807
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=-68.0167, expected range: -97.5067 -48.2339
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=68.0442, expected range: 48.2430 97.5197
BUFR LAND SYNOP SNOW (CM) _MI135AD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.9869, expected range: -75.7991 -25.6306
BUFR LAND SYNOP SNOW (CM) _MI135AD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.0001, expected range: 25.6523 75.8289
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.6997, expected range: -65.7215 -30.6195
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.7029, expected range: 30.7546 65.7068
BUFR LAND SYNOP SNOW (CM) _MF1C1DE : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.7249, expected range: -103.8205 -30.9504
BUFR LAND SYNOP SNOW (CM) _MF1C1DE : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.7266, expected range: 30.9521 103.8237
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=61.1409, expected range: 54.9183 72.0144
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=61.1585, expected range: 54.9555 72.0429
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
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=60.5173, expected range: 25.0748 52.7790
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=60.5236, expected range: 24.9723 52.9895
t2m
LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1986, expected range: -19.6715 7.0108
Severely_persistent: rms_fgdepar=15.2712, expected range: 0.0000 21.3057
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2978, expected range: -20.1427 -6.8991
Severely_persistent: rms_fgdepar=15.2978, expected range: 7.3186 20.1178
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.3339, expected range: -18.5201 -5.3862
Severely_persistent: rms_fgdepar=15.7519, expected range: 5.2405 19.2368
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 47440 : out of range
Severe: rms_fgdepar=12.3076, expected range: 0.0000 4.6677
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 56444 : out of range
Severe: avg_fgdepar=12.1212, expected range: -6.8949 11.0671
Severe: rms_fgdepar=12.1212, expected range: 0.0000 9.2204
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 52955 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.9398, expected range: -14.1533 17.7542
Severe: rms_fgdepar=13.9398, expected range: 0.0000 12.8319
METAR 2M TEMPERATURE (K) VECX : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.2137, expected range: 4.2897 11.9687
Severe: rms_fgdepar=13.3140, expected range: 5.3112 13.3899
LAND TEMP 2M TEMPERATURE (K) 76612 : out of range
Severe: avg_fgdepar=-12.2166, expected range: -4.1798 7.0946
Severe: rms_fgdepar=12.2166, expected range: 0.0000 6.1599
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=351.0000, expected range: 554.8949 865.1051