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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

amsua
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1527, expected range: 0.0574 0.1027
METOP-B 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=0.2044, expected range: 0.2391 0.2571
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3353, expected range: -0.2809 -0.2806
iasi
METOP-B IASI RADIANCES CHANNEL 3165 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2625, expected range: -0.2412 -0.2308
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1472, expected range: -0.1220 -0.1078
METOP-B IASI RADIANCES CHANNEL 3252 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1940, expected range: -0.1762 -0.1599
METOP-B IASI RADIANCES CHANNEL 3312 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2952, expected range: -0.2725 -0.2590
METOP-B IASI RADIANCES CHANNEL 3452 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1571, expected range: -0.1371 -0.1166
METOP-C IASI RADIANCES CHANNEL 3165 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2316, expected range: -0.2152 -0.2004
METOP-C IASI RADIANCES CHANNEL 3244 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1443, expected range: -0.1230 -0.1076
METOP-C IASI RADIANCES CHANNEL 3580 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3090, expected range: -0.2861 -0.2564
METOP-C IASI RADIANCES CHANNEL 3452 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.1245, expected range: -0.1126 -0.0906
amsr2
AMSR2 GCOM-W1 ALLSKY RADIANCES CHANNEL 14 : out of range
Severe: stdev_norm_fgdepar=0.1845, expected range: 0.1549 0.1717
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=1.1604, expected range: 0.7711 0.8736
Severely_persistent: avg_biascorr=-2.7453, expected range: -1.8361 -1.1967
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.8988, expected range: 0.6232 0.7120
Severely_persistent: avg_biascorr=-3.2882, expected range: -2.7052 -2.1417
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=1.0043, expected range: 0.6243 0.7543
Severely_persistent: avg_biascorr=-1.7125, expected range: -0.5019 0.1991
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 6 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=1.0524, expected range: 0.5626 0.8332
Severely_persistent: avg_biascorr=0.0427, expected range: 1.5342 2.2775
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1437, expected range: -0.1060 -0.0567
NPP ATMS RADIANCES CHANNEL 10 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2255, expected range: -0.2695 -0.2445
NPP ATMS RADIANCES CHANNEL 9 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3905, expected range: -0.5017 -0.4466
NPP ATMS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1063, expected range: -0.1879 -0.1554
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3318, expected range: -0.2980 -0.2615
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5938, expected range: -0.3977 -0.1548
Atmospheric Motion Vector
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
15 times in the last 10 days for at least one item
Severely_persistent: obs_number=205.0000, expected range: 1210.0967 1431.7754
All METEOSAT-11 AMV IR3 ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 790.91 3317.60
Geostationary CSR
METEOSAT-8 SEVIRI RADIANCES CHANNEL 2 : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=56926.0000, expected range: 33692.7385 40421.3792
All METEOSAT-11 SEVIRI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 33169.51 48858.47
METEOSAT-8 SEVIRI RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=33736.0000, expected range: 16617.0593 25730.7589
scatt
METOP-C ASCAT WIND VECTOR DIFF (M/S) : out of range
Considerable: obs_number=17400.0000, expected range: 14071.1981 16241.9751
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=0.7669, expected range: 0.1808 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0177, expected range: -0.0316 -0.0254
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0475, expected range: -0.0587 -0.0528
Radiosondes
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8271, expected range: -0.6888 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 37.75 103.85
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-10.2414, expected range: -25.0204 20.7136
Severe: rms_fgdepar=10.5112, expected range: 0.0000 18.3655
Severe: avg_pge=0.9135, expected range: -0.4092 0.7500
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8569, expected range: -0.2721 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 28722 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=16.2234, expected range: 0.0000 6.4678
LAND TEMP WIND VECTOR DIFF (M/S) 23955 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8887, expected range: -1.0018 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : missing
Severe: obs_number=0.0000, expected range: 0.0000 307.9924
Considerable: obs_number=197.0000, expected range: 255.9577 278.9312
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 72501 PRESSURE LAYER 900-12 : out of range
Severe: avg_pge=0.8554, expected range: -0.3712 0.6978
HIGH RESO LAND TEMP Q (G/KG) 72501 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=2.5222, expected range: 0.0000 1.1368
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 66.44 308.19
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=112.0000, expected range: 74.6914 98.5586
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=174.0000, expected range: 133.4901 156.0099
Considerable: obs_number=118.0000, expected range: 238.8604 278.1396
Considerable: obs_number=505.0000, expected range: 376.7577 450.2423
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=331.0000, expected range: 379.9106 441.0894
amdar
AMDAR TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 30.4412 148.8149
WIGOS AMDAR TEMPERATURE (K) (2 pressure layers affected) : out of range
Severe: rms_fgdepar=4.5349, expected range: 0.2841 0.9075
WIGOS AMDAR TEMPERATURE (K) EU4536 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=7.6970, expected range: 0.0000 1.5271
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4536 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=22.4384, expected range: -1.1640 6.4362
Severe: rms_fgdepar=26.2980, expected range: 0.0000 7.2005
WIGOS AMDAR WIND VECTOR DIFF (M/S) KA0HLDBA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=17.1251, expected range: 0.0000 4.5965
WIGOS AMDAR WIND VECTOR DIFF (M/S) U4YTBYJA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=17.1989, expected range: 0.0000 7.9530
ADS-C WIND VECTOR DIFF (M/S) N50KMEBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.8347, expected range: 0.0000 17.9555
ADS-C WIND VECTOR DIFF (M/S) SYSZC2JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=35.5522, expected range: -4.8632 13.0098
Severe: rms_fgdepar=35.5522, expected range: 0.0000 14.9911
ADS-C WIND VECTOR DIFF (M/S) BREZHUJA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.9269, expected range: 0.0000 34.7610
ADS-C WIND VECTOR DIFF (M/S) VGAW40RA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.3481, expected range: -5.8129 16.9032
Severe: rms_fgdepar=21.3481, expected range: 0.0000 20.2849
ADS-C WIND VECTOR DIFF (M/S) 3YQUDQRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=28.1630, expected range: -1.0804 7.6416
Severe: rms_fgdepar=28.1630, expected range: 0.0000 16.6435
ADS-C WIND VECTOR DIFF (M/S) 3RBE4SZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.8283, expected range: 0.0888 7.7258
ADS-C WIND VECTOR DIFF (M/S) PV4U1WZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.3031, expected range: 0.0000 10.3518
airep
AIREP WIND VECTOR DIFF (M/S) UAL1110 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.7400, expected range: 0.0000 9.7831
AIREP WIND VECTOR DIFF (M/S) UAL901 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.1468, expected range: -15.4061 26.0643
Severe: rms_fgdepar=28.2225, expected range: 0.0000 35.6205
AIREP WIND VECTOR DIFF (M/S) RJA263 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.6100, expected range: 0.0000 49.9271
AIREP WIND VECTOR DIFF (M/S) BAW293 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.4119, expected range: -67.7499 86.1341
AIREP WIND VECTOR DIFF (M/S) UAL1724 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.8719, expected range: 0.0000 21.1813
AIREP WIND VECTOR DIFF (M/S) UAL5 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.4914, expected range: 0.0000 22.4339
AIREP WIND VECTOR DIFF (M/S) BAW297 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.8745, expected range: 0.0000 22.4292
AIREP WIND VECTOR DIFF (M/S) BAW48Q PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=33.8911, expected range: -12.1936 21.8920
Severe: rms_fgdepar=38.9132, expected range: 0.0000 24.2466
AIREP WIND VECTOR DIFF (M/S) BAW24R PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=37.2392, expected range: -5.9933 14.2189
Severe: rms_fgdepar=37.2392, expected range: 0.0000 24.8850
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 02870 PRESSURE LAYER 600-900 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=33.3788, expected range: -6.0002 12.3931
Severe: rms_fgdepar=33.3788, expected range: 0.0000 15.0269
Severe: avg_pge=0.9518, expected range: -0.7263 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=130.0000, expected range: 306.1822 528.5678
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83683 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8633, expected range: -1.0703 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40664 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=181.6316, expected range: 0.0000 80.9080
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40666 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-555.2695, expected range: -1450.1085 1585.7342
Severely_persistent: rms_fgdepar=555.2695, expected range: -1214.0015 1502.9561
Severely_persistent: avg_pge=0.9036, expected range: -1.3415 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=763.1194, expected range: 0.0000 1694.4213
Severely_persistent: avg_pge=0.9170, expected range: -1.5134 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68114 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.7802, expected range: 0.0000 14.3465
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: rms_fgdepar=152.8496, expected range: 49.2022 101.0784
Severe: rms_fgdepar=165.1328, expected range: 34.0937 102.2409
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86360 : out of range
Severe: rms_fgdepar=355.0017, expected range: 0.0000 151.2931
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87270 : out of range
Severe: rms_fgdepar=373.7679, expected range: 0.0000 91.1064
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87371 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=391.5821, expected range: 0.0000 62.4119
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89532 : out of range
Severe: rms_fgdepar=354.2562, expected range: 0.0000 128.2771
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8448, expected range: 0.1832 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87393 : out of range
Severe: rms_fgdepar=323.1751, expected range: 0.0000 117.2585
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87395 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=364.4144, expected range: 0.0000 159.1411
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87289 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=360.3161, expected range: 0.0000 69.0376
MANUAL LAND SYNOP RH2M (%) 87371 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=41.4274, expected range: 0.0000 11.5370
MANUAL LAND SYNOP RH2M (%) 82143 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.7254, expected range: 0.0000 18.9963
MANUAL LAND SYNOP RH2M (%) 40854 : out of range
Severe: rms_fgdepar=34.4059, expected range: 0.0000 17.4762
MANUAL LAND SYNOP RH2M (%) 87374 : out of range
Severe: avg_fgdepar=52.4889, expected range: -7.7502 11.2911
Severe: rms_fgdepar=52.4889, expected range: 0.0000 9.9819
MANUAL LAND SYNOP RH2M (%) 43278 : out of range
Severe: rms_fgdepar=33.4509, expected range: 0.0000 9.5874
Severe: rms_fgdepar=31.4266, expected range: 0.0000 15.6897
MANUAL LAND SYNOP RH2M (%) 87289 : out of range
Severe: rms_fgdepar=34.7246, expected range: 0.0000 14.3284
BUFR LAND SYNOP SURFACE PRESSURE (PA) 12510 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-505.8777, expected range: -460.6727 273.7192
Severe: rms_fgdepar=560.2462, expected range: 0.0000 459.4997
Severe: avg_pge=0.8459, expected range: -1.2207 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8039, expected range: -1.3888 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 22525 : out of range
Severe: rms_fgdepar=345.9945, expected range: 0.0000 70.7228
BUFR LAND SYNOP SURFACE PRESSURE (PA) 98548 : out of range
Severe: rms_fgdepar=509.3849, expected range: 0.0000 118.9954
BUFR LAND SYNOP SURFACE PRESSURE (PA) 15119 : out of range
Severe: rms_fgdepar=396.1365, expected range: 0.0000 137.1019
BUFR LAND SYNOP RH2M (%) 71604 : out of range
Severe: avg_fgdepar=52.9986, expected range: -24.7764 63.5095
Severe: rms_fgdepar=55.0590, expected range: 0.0000 68.8096
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AUYL : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=560.5272, expected range: 378.9162 821.5777
Severely_persistent: rms_fgdepar=560.5272, expected range: 378.0032 822.7879
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6NQ : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=594.4515, expected range: 292.4068 938.9658
Severely_persistent: rms_fgdepar=594.4515, expected range: 289.6553 947.0876
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OWJV2 : out of range
Severe: avg_fgdepar=23.2273, expected range: -1.2335 6.4951
Severe: rms_fgdepar=27.3946, expected range: 0.0000 6.3565
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRED4 : out of range
Severe: rms_fgdepar=18.5611, expected range: 0.0000 14.5765
Severe: avg_pge=0.9011, expected range: -0.8237 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7SD8 : out of range
Severe: rms_fgdepar=16.9759, expected range: 0.0000 16.2201
Severe: avg_pge=0.8867, expected range: -0.9225 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) MAOR9 : out of range
Severe: rms_fgdepar=18.6834, expected range: 0.0000 8.6590
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) CQYJ : out of range
Severe: rms_fgdepar=19.0329, expected range: 0.0000 8.9593
Severe: avg_pge=0.9144, expected range: -0.8443 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) PDGW : out of range
Severe: avg_pge=0.9015, expected range: -0.7180 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9924 : out of range
Severe: avg_fgdepar=500.4860, expected range: -857.8066 1192.4712
Severe: rms_fgdepar=504.0559, expected range: 0.0000 787.6603
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRED4 : out of range
Severe: avg_fgdepar=-763.4255, expected range: -693.0317 568.2476
Severe: rms_fgdepar=763.4255, expected range: 0.0000 929.7893
Severe: avg_pge=0.8880, expected range: -0.7783 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRMQ5 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-1073.7108, expected range: -280.5844 296.7817
Severe: rms_fgdepar=1073.7108, expected range: 0.0000 216.9616
Severe: avg_pge=0.9181, expected range: -1.1378 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAJF7 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=1023.7936, expected range: -521.2199 481.6886
Severe: rms_fgdepar=1023.7936, expected range: -718.0779 935.6115
Severe: avg_pge=0.8991, expected range: -0.4715 0.5882
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2HFZ7 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=625.8059, expected range: -576.0888 1004.2976
Severe: rms_fgdepar=625.8059, expected range: 0.0000 937.4375
Severe: avg_pge=0.8386, expected range: -1.3739 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6401842 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8805, expected range: -1.1574 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=751.5532, expected range: -908.5346 715.2233
Severely_persistent: rms_fgdepar=751.9918, expected range: 0.0000 941.1186
Severely_persistent: avg_pge=0.9212, expected range: -1.1867 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301615 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=515.0455, expected range: -499.2968 649.6306
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402587 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-606.4561, expected range: -1937.4098 1724.7269
Severely_persistent: rms_fgdepar=611.8965, expected range: 0.0000 1190.9719
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101659 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=362.7884, expected range: 0.0000 75.8045
metar
METAR SURFACE PRESSURE (PA) SKYP : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=631.0771, expected range: 0.0000 172.4210
METAR SURFACE PRESSURE (PA) DAUT : out of range
Severe: rms_fgdepar=374.3655, expected range: 0.0000 144.5857
AUTOMATIC METAR SURFACE PRESSURE (PA) KFOK : out of range
Severe: rms_fgdepar=371.7078, expected range: 0.0000 177.8481
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.7209, expected range: -66.1492 -47.5829
Severely_persistent: rms_fgdepar=60.7209, expected range: 47.5829 66.1492
AUTOMATIC LAND SYNOP SNOW (CM) 71605 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.1021, expected range: -64.1111 -35.7829
Severely_persistent: rms_fgdepar=53.1021, expected range: 35.7829 64.1111
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-73.2721, expected range: -91.4173 -60.3404
Severely_persistent: rms_fgdepar=73.2721, expected range: 60.3404 91.4173
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=-89.7377, expected range: -96.3462 -80.3406
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=89.7395, expected range: 80.3472 96.3677
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=-65.1983, expected range: -69.4658 -59.3517
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=65.2208, expected range: 59.3718 69.4632
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=-59.0594, expected range: -68.1519 -47.7924
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=59.0600, expected range: 47.7945 68.1539
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=-82.5899, expected range: -87.9468 -70.6102
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=82.6055, expected range: 70.6045 87.9680
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.8464, expected range: -82.2223 -71.9848
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=77.8469, expected range: 71.9912 82.2214
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=-92.5981, expected range: -87.9532 -81.5178
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=92.6001, expected range: 81.5377 87.9600
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=-73.6827, expected range: -77.6521 -61.7076
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=73.6880, expected range: 61.7209 77.6505
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=-66.5102, expected range: -64.8661 -54.4354
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=66.5421, expected range: 54.4421 64.8722
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=-86.1852, expected range: -108.0051 -61.0926
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=86.1912, expected range: 61.1936 107.9552
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=-51.2824, expected range: -54.5372 -50.8487
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=51.2921, expected range: 50.8624 54.5415
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-64.1995, expected range: -69.7613 -35.9488
Severely_persistent: rms_fgdepar=64.1995, expected range: 35.9598 69.7621
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.4054, expected range: 38.2724 62.1958
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.4096, expected range: 38.2770 62.2020
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=-73.5556, expected range: -73.9164 -67.0649
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=73.5572, expected range: 67.0671 73.9344
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=-60.6567, expected range: -67.2189 -59.0524
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=60.6568, expected range: 59.0523 67.2194
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=-70.3679, expected range: -81.2660 -65.1806
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=70.3713, expected range: 65.1854 81.2684
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=-57.7049, expected range: -66.8829 -50.2151
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=57.7100, expected range: 50.2155 66.8853
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=-80.4501, expected range: -90.0808 -71.6958
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=80.4553, expected range: 71.6997 90.0861
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=-59.4012, 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=59.4146, 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=-80.1985, expected range: -85.1700 -77.6945
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=80.2010, expected range: 77.7023 85.1687
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=-78.1763, expected range: -89.3585 -64.3633
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=78.1842, expected range: 64.3950 89.3460
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=-72.9561, expected range: -80.7566 -65.5792
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=72.9584, expected range: 65.5838 80.7717
AUTOMATIC LAND SYNOP SNOW (CM) 71362 : out of range
Severe: rms_fgdepar=31.4974, expected range: 5.1404 9.6247
MANUAL LAND SYNOP SNOW (CM) 71628 : out of range
Severe: rms_fgdepar=16.6278, expected range: 0.0000 1.7883
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1742, expected range: -15.8196 -3.0786
Severely_persistent: rms_fgdepar=14.2536, expected range: 4.6007 15.3794
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5022, expected range: -20.1328 8.0585
Severely_persistent: rms_fgdepar=15.5265, expected range: 0.0000 19.9650
MANUAL LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.2195, expected range: 0.0000 15.3912
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.2446, expected range: -24.2828 4.6397
Severely_persistent: rms_fgdepar=16.2574, expected range: 0.0000 24.2722
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3636, expected range: -24.4729 8.3120
Severely_persistent: rms_fgdepar=16.5570, expected range: 0.0000 22.0079
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2147, expected range: -18.2063 12.3729
Severely_persistent: rms_fgdepar=12.3290, expected range: 0.0000 17.0122
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5069, expected range: -19.1892 7.0457
Severely_persistent: rms_fgdepar=15.5195, expected range: 0.0000 19.0283
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3681, expected range: -18.3191 10.5378
Severely_persistent: rms_fgdepar=16.3748, expected range: 0.0000 16.6738
METAR 2M TEMPERATURE (K) LTCB : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=15.8910, expected range: 7.2965 23.4995
Severely_persistent: rms_fgdepar=16.0973, expected range: 7.4481 23.5191
METAR 2M TEMPERATURE (K) VECX : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.3771, expected range: -19.1853 -5.9467
Severely_persistent: rms_fgdepar=17.4954, expected range: 6.1018 19.2958
BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4988, expected range: -20.0955 8.0314
Severely_persistent: rms_fgdepar=15.5257, expected range: 0.0000 19.9243
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2242, expected range: -15.8696 -3.1286
Severely_persistent: rms_fgdepar=14.3033, expected range: 4.6419 15.4322
BUFR LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.3047, expected range: 0.0000 15.5913
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.2551, expected range: -24.3101 4.5968
Severely_persistent: rms_fgdepar=16.2677, expected range: 0.0000 24.3043
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.4225, expected range: -24.5943 8.2505
Severely_persistent: rms_fgdepar=16.6182, expected range: 0.0000 22.1753
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=-12.7871, expected range: -15.4874 -11.1253
Severely_persistent: rms_fgdepar=13.0659, expected range: 11.2232 15.7577
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.1523, expected range: -18.2448 12.3351
Severely_persistent: rms_fgdepar=12.2750, expected range: 0.0000 17.0824
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5888, expected range: -19.3370 7.0809
Severely_persistent: rms_fgdepar=15.6014, expected range: 0.0000 19.1797
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.4700, expected range: -18.3428 10.4493
Severely_persistent: rms_fgdepar=16.4762, expected range: 0.0000 16.6989
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.2026, expected range: 6.2386 11.6224
MANUAL LAND SYNOP 2M TEMPERATURE (K) 87371 : out of range
Severe: rms_fgdepar=11.3860, expected range: 1.5328 4.4649
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0313, expected range: 0.0000 14.2811
MANUAL LAND SYNOP 2M TEMPERATURE (K) 17104 : out of range
Severe: avg_fgdepar=-12.1579, expected range: -12.8204 7.3659
Severe: rms_fgdepar=12.3059, expected range: 0.0000 12.1804
MANUAL LAND SYNOP 2M TEMPERATURE (K) 87374 : out of range
Severe: rms_fgdepar=12.0029, expected range: 1.6200 4.2313
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.8265, expected range: -19.6987 6.4087
Severe: rms_fgdepar=16.8640, expected range: 0.8998 15.4711
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25147 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8557, expected range: -14.7390 7.7122
Severe: rms_fgdepar=13.9205, expected range: 0.0000 13.7512
BUFR LAND SYNOP 2M TEMPERATURE (K) 17104 : out of range
Severe: avg_fgdepar=-12.2079, expected range: -12.8704 7.3159
Severe: rms_fgdepar=12.3553, expected range: 0.0000 12.2397
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.1956, expected range: -18.9756 6.2853
Severe: rms_fgdepar=16.2507, expected range: 0.5337 15.1614
BUFR LAND SYNOP 2M TEMPERATURE (K) 25147 : out of range
Severe: avg_fgdepar=-13.9057, expected range: -14.7890 7.6622
Severe: rms_fgdepar=13.9703, expected range: 0.0000 13.8191
BUFR LAND SYNOP 2M TEMPERATURE (K) 25138 : out of range
Severe: avg_fgdepar=-12.0071, expected range: -14.2923 5.0804
Severe: rms_fgdepar=12.0190, expected range: 0.0000 11.6773
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 03072 : out of range
Severe: rms_fgdepar=37.2000, expected range: 0.0000 11.7907
MANUAL LAND SYNOP RH2M (%) 83928 : out of range
Severe: rms_fgdepar=37.2557, expected range: 0.0000 10.6941