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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-17 00:00

amsua
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: avg_biascorr=-0.4309, expected range: -0.4045 -0.3757
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1535, expected range: 0.0628 0.1027
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2065, expected range: 0.2391 0.2582
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3330, expected range: -0.2809 -0.2805
iasi
METOP-B IASI RADIANCES CHANNEL 552 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0947, expected range: -0.1093 -0.1016
METOP-B IASI RADIANCES CHANNEL 3248 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0555, expected range: -0.1013 -0.0822
METOP-B IASI RADIANCES CHANNEL 3165 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2733, expected range: -0.2412 -0.2329
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1489, expected range: -0.1220 -0.1087
METOP-B IASI RADIANCES CHANNEL 3252 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2058, expected range: -0.1762 -0.1629
METOP-B IASI RADIANCES CHANNEL 3312 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2996, expected range: -0.2725 -0.2607
METOP-B IASI RADIANCES CHANNEL 3452 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1642, expected range: -0.1371 -0.1199
METOP-B IASI RADIANCES CHANNEL 3509 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2847, expected range: -0.2647 -0.2470
METOP-C IASI RADIANCES CHANNEL 3165 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2556, expected range: -0.2152 -0.2018
METOP-C IASI RADIANCES CHANNEL 3244 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1614, expected range: -0.1230 -0.1078
METOP-C IASI RADIANCES CHANNEL 3252 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1961, expected range: -0.1713 -0.1442
METOP-C IASI RADIANCES CHANNEL 3312 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3015, expected range: -0.2684 -0.2478
METOP-C IASI RADIANCES CHANNEL 3411 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2197, expected range: -0.1909 -0.1630
METOP-C IASI RADIANCES CHANNEL 3452 : out of range
3 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.1237, expected range: -0.1126 -0.0912
METOP-C IASI RADIANCES CHANNEL 3580 : out of range
3 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.3014, expected range: -0.2861 -0.2559
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 1 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.1388, expected range: 0.1134 0.1245
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: obs_number=5985.0000, expected range: 6595.8093 6867.5238
METOP-C MHS ALLSKY RADIANCES CHANNEL 1 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.1356, expected range: 0.1159 0.1259
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-3.2671, expected range: -2.7052 -2.1417
Slight: stdev_norm_fgdepar=0.7359, expected range: 0.6232 0.7120
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.5268, expected range: -0.5019 0.1991
Severely_persistent: avg_norm_fgdepar=0.4985, expected range: -0.1358 0.1472
Slight: stdev_norm_fgdepar=0.8107, expected range: 0.6243 0.7543
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 6 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2164, expected range: 1.5342 2.2775
Severely_persistent: avg_norm_fgdepar=0.4322, expected range: -0.1051 0.1209
Severely_persistent: avg_norm_fgdepar=0.3526, expected range: -0.0995 0.1013
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.9161, expected range: 0.7903 0.8457
Severely_persistent: avg_biascorr=-2.5406, expected range: -1.8361 -1.1967
Slight: stdev_norm_fgdepar=0.9055, expected range: 0.7711 0.8736
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1416, expected range: -0.1060 -0.0622
NPP ATMS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1029, expected range: -0.1884 -0.1554
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3245, expected range: -0.2980 -0.2708
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0578, expected range: 0.0450 0.1734
Atmospheric Motion Vector
METEOSAT-8 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=1264.0000, expected range: 635.1123 1035.4313
Geostationary CSR
METEOSAT-8 SEVIRI RADIANCES CHANNEL 2 : out of range
Severe: obs_number=56520.0000, expected range: 33579.9931 40528.1319
METEOSAT-8 SEVIRI RADIANCES CHANNEL 3 : out of range
Considerable: obs_number=31005.0000, expected range: 16617.0593 25683.6629
mwri
FY-3D MWRI RADIANCES CHANNEL 3 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7505, expected range: 0.6555 0.6976
FY-3D MWRI RADIANCES (6 channels affected) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=2715.0000, expected range: 2876.2718 3391.0127
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.7964, expected range: 0.1817 0.3333
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
Severely_persistent: avg_fgdepar=-0.0180, expected range: -0.0312 -0.0254
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0482, expected range: -0.0584 -0.0528
Radiosondes
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8843, expected range: -0.6642 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 23955 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8472, expected range: -0.7583 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8360, expected range: -0.6085 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-11.2150, expected range: -12.1622 4.8582
Severely_persistent: rms_fgdepar=11.2522, expected range: 0.0000 11.6794
Severely_persistent: avg_pge=0.9033, expected range: -0.5851 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severely_persistent: obs_number=0, expected range: 70.73 161.67
LAND TEMP Q (G/KG) 91680 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.7233, expected range: 0.0000 1.5291
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8165, expected range: -0.5514 0.7500
LAND TEMP TEMPERATURE (K) 25428 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.7509, expected range: 0.0000 15.2362
LAND TEMP WIND VECTOR DIFF (M/S) 36003 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=32.2241, expected range: -4.0454 12.5213
Severe: rms_fgdepar=32.7242, expected range: 0.0000 15.9543
Severe: avg_pge=0.8964, expected range: -0.3617 0.7152
HIGH RESO LAND TEMP TEMPERATURE (K) 52681 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=8.9803, expected range: 0.3006 2.6720
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.8064, expected range: 0.6214 2.0878
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 65.42 109.72
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=715.0000, expected range: 786.6944 827.5556
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (3 pressure layers affected : out of range
Considerable: obs_number=9520.0000, expected range: 7231.9962 8740.2538
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) 3SYUIEBA PRESSURE LAYER 300-600 (HP : out of range
Severe: avg_fgdepar=27.2162, expected range: -0.5614 5.5112
WIGOS AMDAR WIND VECTOR DIFF (M/S) 3SYUIEBA (3 pressure layers affecte : out of range
Severe: rms_fgdepar=33.7876, expected range: 0.0000 6.7476
ADS-C WIND VECTOR DIFF (M/S) MPLDPNBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.6189, expected range: 0.0000 10.7745
ADS-C WIND VECTOR DIFF (M/S) WIUBPKJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.6014, expected range: 0.0000 21.8186
ADS-C WIND VECTOR DIFF (M/S) FNQX4QZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.5803, expected range: 0.0000 23.7451
airep
AIREP WIND VECTOR DIFF (M/S) UAL950 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.7129, expected range: 0.0000 14.1314
AIREP WIND VECTOR DIFF (M/S) KLM602 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.2894, expected range: 0.0000 20.7149
AIREP WIND VECTOR DIFF (M/S) UAL953 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.2616, expected range: 0.0000 10.2172
AIREP WIND VECTOR DIFF (M/S) LOT45 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.3487, expected range: 0.0000 47.7456
AIREP WIND VECTOR DIFF (M/S) UAL106 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.1639, expected range: 1.0163 8.7334
AIREP WIND VECTOR DIFF (M/S) THT7 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.5038, expected range: 0.0000 8.9043
AIREP WIND VECTOR DIFF (M/S) BAW98 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.0814, expected range: 0.0000 17.2968
AIREP WIND VECTOR DIFF (M/S) ETD47N PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.4221, expected range: 0.0000 13.6058
AIREP WIND VECTOR DIFF (M/S) BAW92W PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2183, expected range: 0.5340 8.8516
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01405 PRESSURE LAYER 600-900 : out of range
Severe: rms_fgdepar=23.1484, expected range: 0.0000 26.4770
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (3 pressure layers affected) : out of range
Considerable: obs_number=227.0000, expected range: 435.9279 661.2721
Considerable: obs_number=227.0000, expected range: 435.9279 661.2721
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 97980 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=15.7408, expected range: 0.0000 7.1658
Severe: avg_pge=0.8772, expected range: -0.6651 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 42647 PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8736, expected range: 0.1901 0.7500
synop
MANUAL LAND SYNOP RH2M (%) 16084 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.4629, expected range: -41.6017 102.7023
Severely_persistent: rms_fgdepar=51.4630, expected range: 0.0000 102.9079
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8226, expected range: -1.6129 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=771.9451, expected range: 0.0000 1644.6646
Severely_persistent: avg_pge=0.9161, expected range: -0.9221 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68102 : out of range
Severe: rms_fgdepar=32.4405, expected range: 0.0000 13.0031
MANUAL LAND SYNOP RH2M (%) 68140 : out of range
Severe: rms_fgdepar=46.5773, expected range: 0.0000 32.0104
Severe: avg_pge=0.8860, expected range: -0.0756 0.0947
MANUAL LAND SYNOP RH2M (%) 68512 : out of range
Severe: rms_fgdepar=39.0676, expected range: 0.0000 7.9007
Severe: avg_pge=0.8261, expected range: -0.0025 0.0092
MANUAL LAND SYNOP RH2M (%) 43197 : out of range
Severe: avg_pge=0.8889, expected range: -0.0397 0.0573
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42410 : out of range
Severe: rms_fgdepar=485.9555, expected range: 0.0000 226.3597
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83522 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8176, expected range: -0.5416 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42903 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-593.0430, expected range: -364.2856 -41.0558
Severe: rms_fgdepar=593.0430, expected range: 41.0558 364.2856
Severe: avg_pge=0.9078, expected range: 0.4002 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 64706 : out of range
Severe: avg_pge=0.8106, expected range: -0.9849 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43359 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8688, expected range: -1.1609 0.7500
BUFR LAND SYNOP RH2M (%) 37463 : out of range
Severe: avg_fgdepar=52.7970, expected range: -11.1598 54.3693
Severe: rms_fgdepar=52.7970, expected range: 0.0000 54.3693
BUFR LAND SYNOP RH2M (%) 08304 : out of range
Severe: avg_fgdepar=53.5683, expected range: -38.1226 57.1196
Severe: rms_fgdepar=53.5683, expected range: 0.0000 54.3432
BUFR LAND SYNOP RH2M (%) 94877 : out of range
Severe: avg_pge=0.8887, expected range: -0.8037 0.7500
BUFR LAND SYNOP RH2M (%) 23678 : out of range
Severe: rms_fgdepar=43.0207, expected range: 0.0000 12.4325
BUFR LAND SYNOP SURFACE PRESSURE (PA) 12510 : out of range
Severe: rms_fgdepar=432.2292, expected range: 0.0000 313.8522
Severe: avg_pge=0.8364, expected range: -0.8586 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04861 : out of range
Severe: rms_fgdepar=411.0171, expected range: 0.0000 343.5640
Severe: avg_pge=0.8652, expected range: -0.1437 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 27523 : out of range
Severe: rms_fgdepar=318.6242, expected range: 0.0000 78.2140
BUFR LAND SYNOP SURFACE PRESSURE (PA) 26645 : out of range
Severe: rms_fgdepar=320.5925, expected range: 0.0000 70.8368
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94318 : out of range
Severe: avg_fgdepar=838.2509, expected range: -153.6078 192.8221
Severe: rms_fgdepar=838.2509, expected range: 0.0000 164.7313
Severe: avg_pge=0.9279, expected range: -0.5376 0.6501
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=665.3608, expected range: 504.3794 831.6573
Severely_persistent: rms_fgdepar=665.3608, expected range: 504.1860 831.9482
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AUYL : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=635.6370, expected range: 375.6905 832.5071
Severely_persistent: rms_fgdepar=635.6370, expected range: 374.7626 833.7694
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6NQ : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=555.3320, expected range: 282.1029 955.3360
Severely_persistent: rms_fgdepar=564.5023, expected range: 280.0161 963.3301
Severely_persistent: avg_pge=0.8045, expected range: 0.6471 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3EWK8 : out of range
Severe: rms_fgdepar=17.9881, expected range: 0.0000 9.4076
Severe: avg_pge=0.9230, expected range: -1.0002 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6UA2 : out of range
Severe: avg_fgdepar=561.2861, expected range: -334.8700 327.3896
Severe: rms_fgdepar=561.2861, expected range: 0.0000 242.8624
Severe: avg_pge=0.8196, expected range: -0.3086 0.3959
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7ZZ6 : out of range
Severe: avg_fgdepar=534.9230, expected range: -691.7324 886.5212
Severe: rms_fgdepar=659.6807, expected range: 0.0000 567.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5VU9 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8029, expected range: -0.6882 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PDGW : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-567.5277, expected range: -1651.6374 779.1849
Severe: rms_fgdepar=567.7210, expected range: 0.0000 1475.5719
Severe: avg_pge=0.8323, expected range: -1.3057 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6401842 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=815.6516, expected range: -95.6410 188.6861
Severely_persistent: rms_fgdepar=816.5106, expected range: 0.0000 218.5827
Severely_persistent: avg_pge=0.9294, expected range: -0.8985 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301615 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-567.8154, expected range: -442.1335 478.9726
Severe: rms_fgdepar=576.2865, expected range: -503.3494 638.5253
Severe: avg_pge=0.9110, expected range: -0.6385 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101659 : out of range
Severe: rms_fgdepar=480.0492, expected range: 0.0000 71.0941
Severe: avg_pge=0.8766, expected range: 0.0000 0.0000
metar
METAR SURFACE PRESSURE (PA) DNGO : out of range
Severe: avg_fgdepar=-598.7838, expected range: -197.4877 193.8376
Severe: rms_fgdepar=598.7838, expected range: 0.0000 153.1737
Severe: avg_pge=0.8111, expected range: -0.1552 0.1827
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-107.9665, expected range: -119.7396 -102.6911
Severely_persistent: rms_fgdepar=107.9665, expected range: 102.6911 119.7396
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=64.7488, expected range: 56.5091 75.4453
Severely_persistent: rms_fgdepar=64.7488, expected range: 56.5091 75.4453
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-129.0561, expected range: -140.8048 -127.3209
Severely_persistent: rms_fgdepar=129.0561, expected range: 127.3209 140.8048
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-89.5552, expected range: -96.6289 -80.2041
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=89.5576, expected range: 80.2113 96.6505
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.5119, expected range: -69.6445 -59.2086
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.5252, expected range: 59.2291 69.6415
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.9528, expected range: -68.4705 -47.4109
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.9528, expected range: 47.4130 68.4725
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-83.6349, expected range: -86.1526 -71.5890
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=83.6637, expected range: 71.5809 86.1759
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.6594, expected range: -82.4342 -71.7458
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=77.6613, expected range: 71.7524 82.4331
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-91.7308, expected range: -88.0522 -81.5110
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=91.7340, expected range: 81.5336 88.0577
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=64.9119, expected range: 56.6649 75.5937
Severely_persistent: rms_fgdepar=64.9119, expected range: 56.6649 75.5937
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-92.8338, expected range: -135.9081 -19.1744
Severely_persistent: rms_fgdepar=92.8338, expected range: 19.1744 135.9081
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-72.2363, expected range: -76.9944 -61.8576
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=72.2391, expected range: 61.8707 76.9936
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.7045, expected range: -64.9913 -54.2479
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.7114, expected range: 54.2546 64.9977
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.8669, expected range: 38.8240 67.2304
Severely_persistent: rms_fgdepar=58.8669, expected range: 38.8240 67.2304
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.9720, expected range: -137.0866 -82.8592
Severely_persistent: rms_fgdepar=76.9720, expected range: 82.8589 137.0935
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=-84.8400, expected range: -108.6453 -60.2580
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=84.8428, expected range: 60.3620 108.5951
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=-50.7175, expected range: -54.3041 -51.2612
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=50.7247, expected range: 51.2736 54.3092
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.6876, expected range: -68.5310 -36.1547
Severely_persistent: rms_fgdepar=62.6876, expected range: 36.1650 68.5330
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.5628, expected range: 38.5702 61.0643
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.5635, expected range: 38.5747 61.0707
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-72.1234, expected range: -73.7811 -67.0335
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=72.1304, expected range: 67.0354 73.7990
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.8620, expected range: -66.7393 -59.9205
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.8621, expected range: 59.9205 66.7398
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-70.6246, expected range: -81.5417 -65.0797
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=70.6292, expected range: 65.0848 81.5440
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.8766, expected range: -67.0897 -49.8947
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.8780, expected range: 49.8950 67.0923
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-80.0968, expected range: -90.4093 -71.4532
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=80.1001, expected range: 71.4574 90.4147
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.4263, expected range: -66.3364 -55.6688
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.4356, expected range: 55.7147 66.3259
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-80.3876, expected range: -85.2981 -77.6717
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=80.3904, expected range: 77.6800 85.2965
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.5331, expected range: -89.4980 -63.9396
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=79.5401, expected range: 63.9725 89.4838
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-72.2179, expected range: -80.9908 -65.5614
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=72.2210, expected range: 65.5656 81.0062
MANUAL LAND SYNOP SNOW (CM) 17070 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.1485, expected range: -1.3473 1.7073
MANUAL LAND SYNOP SNOW (CM) 40726 : out of range
Severe: rms_fgdepar=15.4516, expected range: -0.7330 1.4607
MANUAL LAND SYNOP SNOW (CM) 40727 : out of range
Severe: rms_fgdepar=28.6792, expected range: -3.2006 4.5608
MANUAL LAND SYNOP SNOW (CM) 17077 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.6320, expected range: -2.1951 2.7689
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-64.8295, expected range: -49.7890 -38.5742
Severe: rms_fgdepar=64.8295, expected range: 38.5742 49.7890
ROCOB TEMP SNOW (CM) 63301060 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=76.5837, expected range: 9.8952 79.5839
Severe: rms_fgdepar=76.5837, expected range: 9.8952 79.5839
ROCOB TEMP SNOW (CM) 63302052 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.2515, expected range: 0.6692 10.0108
ROCOB TEMP SNOW (CM) 63309115 : out of range
Severe: rms_fgdepar=29.7811, expected range: 15.1332 21.7342
ROCOB TEMP SNOW (CM) 63303649 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.1060, expected range: -4.2743 57.4806
Severe: rms_fgdepar=50.1060, expected range: 0.0000 57.4806
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-64.8295, expected range: -49.7890 -38.5742
Severe: rms_fgdepar=64.8295, expected range: 38.5742 49.7890
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5326, expected range: -18.9843 7.8031
Severely_persistent: rms_fgdepar=14.6730, expected range: 0.0000 18.8027
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.5293, expected range: -23.8128 4.8326
Severely_persistent: rms_fgdepar=16.5851, expected range: 0.0000 23.8061
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.3717, expected range: -23.0890 7.9816
Severely_persistent: rms_fgdepar=17.4805, expected range: 0.0000 20.4985
METAR 2M TEMPERATURE (K) VECX : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.3606, expected range: -18.2063 -6.3876
Severely_persistent: rms_fgdepar=17.3766, expected range: 6.5307 18.3338
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI17F40 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.4024, expected range: 5.3523 15.1593
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI17F40 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.4770, expected range: 5.6417 15.1620
BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3864, expected range: -18.9209 7.7567
Severely_persistent: rms_fgdepar=14.5288, expected range: 0.0000 18.7359
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.5496, expected range: -23.8423 4.7908
Severely_persistent: rms_fgdepar=16.6053, expected range: 0.0000 23.8405
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.5496, expected range: -23.2015 7.9151
Severely_persistent: rms_fgdepar=17.6599, expected range: 0.0000 20.6586
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.1198, expected range: 2.0613 13.7819
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1819, expected range: 3.0752 13.7311
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4034, expected range: -15.5706 -11.0627
Severely_persistent: rms_fgdepar=13.5932, expected range: 11.1737 15.8445
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0769, expected range: -16.4690 -4.9034
Severely_persistent: rms_fgdepar=12.1165, expected range: 5.3199 16.3082
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71030 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7857, expected range: -5.3714 2.4421
Severe: rms_fgdepar=12.9082, expected range: 0.0000 5.9640
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
Severe: rms_fgdepar=12.0523, expected range: 1.4836 13.0251
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71043 : out of range
Severe: avg_fgdepar=-12.5792, expected range: -8.9501 4.8849
Severe: rms_fgdepar=12.6969, expected range: 0.0000 7.9111
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24136 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0376, expected range: -14.7666 8.5134
Severe: rms_fgdepar=13.1305, expected range: 0.0000 10.9887
MANUAL LAND SYNOP 2M TEMPERATURE (K) 43197 : out of range
Severe: rms_fgdepar=10.5369, expected range: 0.0000 4.4926
MANUAL LAND SYNOP 2M TEMPERATURE (K) 64758 : out of range
Severe: avg_fgdepar=12.8701, expected range: -3.4858 5.0305
Severe: rms_fgdepar=12.8701, expected range: 0.0000 4.4007
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.2811, expected range: -17.2456 10.3462
Severe: rms_fgdepar=13.4979, expected range: 0.0000 15.6395
METAR 2M TEMPERATURE (K) KGTB : out of range
Severe: rms_fgdepar=12.2816, expected range: 0.0000 5.3387
METAR 2M TEMPERATURE (K) SETN : out of range
Severe: avg_fgdepar=16.4560, expected range: 1.2249 4.7096
Severe: rms_fgdepar=16.4560, expected range: 1.6941 4.5211
METAR 2M TEMPERATURE (K) CYVQ : out of range
Severe: avg_fgdepar=-12.1052, expected range: -6.8575 4.3234
Severe: rms_fgdepar=12.4037, expected range: 0.0000 7.1045
METAR 2M TEMPERATURE (K) LTBT : out of range
Severe: rms_fgdepar=10.6134, expected range: 0.0000 3.3175
BUFR LAND SYNOP 2M TEMPERATURE (K) 71030 : out of range
Severe: avg_fgdepar=-12.8388, expected range: -5.4310 2.4015
Severe: rms_fgdepar=12.9599, expected range: 0.0000 6.0309
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13C61 : out of range
Severe: rms_fgdepar=12.0654, expected range: 0.6975 8.2708
BUFR LAND SYNOP 2M TEMPERATURE (K) 71043 : out of range
Severe: avg_fgdepar=-12.5554, expected range: -9.0444 4.8808
Severe: rms_fgdepar=12.6780, expected range: 0.0000 8.0412
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.5740, expected range: 3.9170 14.3467
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.5843, expected range: 4.4091 14.2401
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11375 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.2245, expected range: -2.2435 15.2270
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11375 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2495, expected range: 0.0000 15.3539
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12AA5 : out of range
Severe: avg_fgdepar=12.0061, expected range: 2.5359 8.7769
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12AA5 : out of range
Severe: rms_fgdepar=12.0350, expected range: 2.8444 8.9179
BUFR LAND SYNOP 2M TEMPERATURE (K) 24136 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1302, expected range: -14.9755 8.5579
Severe: rms_fgdepar=13.2233, expected range: 0.0000 11.2089
BUFR LAND SYNOP 2M TEMPERATURE (K) 87328 : out of range
Severe: avg_fgdepar=-12.4297, expected range: -10.2186 13.6581
Severe: rms_fgdepar=12.4297, expected range: 0.0000 9.1447
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3739, expected range: -17.2660 10.2542
Severe: rms_fgdepar=13.5892, expected range: 0.0000 15.6568
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.7528, expected range: 5.1095 11.9668
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.8031, expected range: 6.1442 11.6652
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13CBF : out of range
Severe: avg_fgdepar=12.8524, expected range: -0.3146 9.2928
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13CBF : out of range
Severe: rms_fgdepar=12.9653, expected range: 0.3185 9.6077