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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-08-17 12:00

amsua
NOAA-19 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2046, expected range: -0.5372 -0.2586
iasi
METOP-B IASI RADIANCES CHANNEL 278 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0249, expected range: -0.0530 -0.0374
Severely_persistent: avg_biascorr=-0.0063, expected range: -0.0694 -0.0353
METOP-B IASI RADIANCES CHANNEL 314 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1190, expected range: -0.1456 -0.1323
METOP-B IASI RADIANCES CHANNEL 5379 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1385, expected range: -0.1225 -0.1035
METOP-C IASI RADIANCES CHANNEL 314 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1511, expected range: -0.1789 -0.1634
METOP-C IASI RADIANCES CHANNEL 320 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0669, expected range: -0.0832 -0.0743
METOP-C IASI RADIANCES CHANNEL 5379 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1568, expected range: -0.1300 -0.1144
cris
All NPP CRIS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 15008.35 15799.86
NOAA20 CRIS RADIANCES CHANNEL 594 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0460, expected range: -0.0590 -0.0551
NOAA20 CRIS RADIANCES CHANNEL 598 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0573, expected range: -0.0685 -0.0644
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=2.3429, expected range: 3.8734 5.1285
gpsro
All COSMIC2-E5 GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 887.05 2939.81
Atmospheric Motion Vector
All AQUA MODIS CLEAR WV ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 22.00 1213.16
All NPP VIIRS AMV IR ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 163.37 1473.96
GOES-17 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=2.2820, expected range: 1.5226 1.9219
Geostationary CSR
GOES-17 GEOS RADIANCES CHANNEL 4 : out of range
Severe: avg_fgdepar=0.4148, expected range: -0.0871 0.1844
Radiosondes
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=8.1556, expected range: -8.4047 21.6477
Severely_persistent: rms_fgdepar=8.2926, expected range: 0.0000 21.7569
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 46 : all data missing
Severely_persistent: obs_number=0, expected range: 11.56 688.07
All HIGH RESO SEA TEMP ALL LAYERS North East Pacific : all data missing
Severely_persistent: obs_number=0, expected range: 88.75 147.65
All BUFR TEMP DESCENT ALL LAYERS North pole : all data missing
Severely_persistent: obs_number=0, expected range: 13.77 352.36
LAND TEMP TEMPERATURE (K) 21946 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=9.6973, expected range: -2.1982 -0.0671
Severe: rms_fgdepar=9.7011, expected range: 0.4155 3.8964
Severe: avg_pge=0.8122, expected range: -0.3253 0.6228
LAND TEMP TEMPERATURE (K) 48657 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=8.7608, expected range: 0.0000 2.7382
LAND TEMP WIND VECTOR DIFF (M/S) 21946 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=28.6899, expected range: -3.4044 10.3110
Severe: avg_pge=0.9381, expected range: -0.5541 0.7500
LAND TEMP Q (G/KG) 62403 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.8361, expected range: 0.0000 1.5379
HIGH RESO LAND TEMP TEMPERATURE (K) 72662 PRESSURE LAYER 900-1200 (HPA : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-9.0372, expected range: -17.8457 10.5427
Severe: rms_fgdepar=9.0372, expected range: 0.0000 12.0608
Severe: avg_pge=0.8993, expected range: -1.6031 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56651 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=16.7547, expected range: 0.7846 5.8061
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=843.0000, expected range: 647.6434 668.8566
HIGH RESO LAND TEMP Q (G/KG) 52681 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.6800, expected range: 0.2693 2.5943
HIGH RESO LAND TEMP Q (G/KG) 71836 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.0884, expected range: 0.1886 1.1852
HIGH RESO LAND TEMP Q (G/KG) 58457 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-6.1793, expected range: -4.0419 5.9434
Severe: rms_fgdepar=6.2621, expected range: 0.0000 3.6585
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=271.0000, expected range: 368.0064 385.3269
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : Analysis misfit
Severe: rms_fgdepar=1.1344, expected range: 0.2708 2.6056
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 88 : all data missing
Severe: obs_number=0, expected range: 0.00 471.17
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: avg_fgdepar=1.4576, expected range: -0.9111 0.5760
amdar
TAMDAR WIND VECTOR DIFF (M/S) 00005178 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.6293, expected range: -1.0902 36.0222
Severe: rms_fgdepar=21.1326, expected range: 0.5388 34.9585
WIGOS AMDAR TEMPERATURE (K) 0JXWU1JA (3 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.9570, expected range: 0.0000 2.8002
WIGOS AMDAR TEMPERATURE (K) 0JXWU1JA (2 pressure layers affected) : out of range
Severe: avg_pge=0.8144, expected range: -0.3022 0.5035
WIGOS AMDAR TEMPERATURE (K) CFRHPBRA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=11.8697, expected range: -1.9141 1.8041
Severe: rms_fgdepar=11.8832, expected range: 0.0000 1.8609
Severe: avg_pge=0.9123, expected range: -0.7080 0.7500
WIGOS AMDAR TEMPERATURE (K) IHNUOFRA (2 pressure layers affected) : out of range
Severe: rms_fgdepar=8.0709, expected range: 0.0000 5.4348
Severe: avg_pge=0.8325, expected range: -0.5331 0.7500
WIGOS AMDAR TEMPERATURE (K) EU0415 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.2401, expected range: 0.0000 4.5602
Severe: avg_pge=0.8069, expected range: -0.5486 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU2814 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.5309, expected range: 0.0000 7.3523
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0725 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.7946, expected range: 0.0000 5.6284
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU1132 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=19.6180, expected range: 0.0000 6.6358
Severe: avg_pge=0.8588, expected range: -0.4583 0.6300
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0408 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=15.5039, expected range: 0.0000 5.6025
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0819 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.4202, expected range: 0.0000 6.7623
MODE-S WIND VECTOR DIFF (M/S) M301CF8 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=18.1099, expected range: 0.0000 9.1318
MODE-S WIND VECTOR DIFF (M/S) M26A82D (2 pressure layers affected) : out of range
Severe: rms_fgdepar=15.3927, expected range: 0.0000 5.9592
ADS-C WIND VECTOR DIFF (M/S) THOVEGRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.4497, expected range: 0.0000 8.1296
ADS-C WIND VECTOR DIFF (M/S) R0M2QHZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.3852, expected range: 0.0000 35.5704
airep
AIREP WIND VECTOR DIFF (M/S) QFA7 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.9719, expected range: 0.0000 11.3445
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 138.8274 551.1726
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 37308 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8073, expected range: 0.0636 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17928 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=649.6535, expected range: 0.0000 1255.7832
MANUAL LAND SYNOP RH2M (%) 62120 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9980, expected range: -1.1383 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62440 : out of range
Severe: rms_fgdepar=444.5956, expected range: 46.2912 234.6734
Severe: avg_pge=0.8468, expected range: -0.5772 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43161 : out of range
Severe: rms_fgdepar=314.0596, expected range: 0.0000 121.0240
Severe: avg_pge=0.8159, expected range: -0.7597 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82353 : out of range
Severe: rms_fgdepar=430.0238, expected range: 0.0000 77.6839
Severe: avg_pge=0.8660, expected range: -0.2434 0.2982
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80234 : out of range
Severe: avg_pge=0.8124, expected range: 0.3628 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82676 : out of range
Severe: rms_fgdepar=422.0461, expected range: 0.0000 398.3730
Severe: avg_pge=0.8481, expected range: -0.7720 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83698 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8762, expected range: -1.3727 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 47189 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=381.5767, expected range: 0.0000 71.1275
Severe: avg_pge=0.8090, expected range: -0.0124 0.0140
MANUAL LAND SYNOP RH2M (%) 62011 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9939, expected range: -1.2583 0.7500
BUFR LAND SYNOP Z (M) 06615 : out of range
Severe: avg_pge=0.9816, expected range: -0.6609 0.7500
BUFR LAND SYNOP Z (M) 56247 : out of range
Severe: avg_pge=0.8709, expected range: -0.6988 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84370 : out of range
Severe: rms_fgdepar=362.6602, expected range: 0.0000 139.4011
Severe: avg_pge=0.8189, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 67221 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8287, expected range: 0.5960 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14443 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=506.5956, expected range: 423.1842 520.6711
Severe: rms_fgdepar=506.7992, expected range: 422.9734 522.8614
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48064 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-554.8121, expected range: -668.4846 88.9117
Severe: rms_fgdepar=561.5302, expected range: 0.0000 691.2659
Severe: avg_pge=0.8524, expected range: -0.7634 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41915 : out of range
Severe: rms_fgdepar=624.4163, expected range: 0.0000 160.4501
BUFR LAND SYNOP SURFACE PRESSURE (PA) 98747 : out of range
Severe: avg_fgdepar=1097.5961, expected range: -227.6118 150.4561
Severe: rms_fgdepar=1097.5961, expected range: 0.0000 149.1565
Severe: avg_pge=0.9498, expected range: -0.5216 0.7321
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33187 : out of range
Severe: rms_fgdepar=378.4453, expected range: 0.0000 150.8288
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16219 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8650, expected range: -0.7149 0.7500
BUFR LAND SYNOP RH2M (%) 43360 : out of range
Severe: rms_fgdepar=32.8835, expected range: 0.0000 16.0958
BUFR LAND SYNOP RH2M (%) 86773 : out of range
Severe: rms_fgdepar=30.9790, expected range: 0.0000 15.8674
BUFR LAND SYNOP RH2M (%) 34344 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.3201, expected range: 0.0000 15.5105
BUFR LAND SYNOP RH2M (%) 22717 : out of range
Severe: rms_fgdepar=40.0626, expected range: 0.0000 34.7110
Severe: avg_pge=0.9532, expected range: -0.0149 0.0248
BUFR LAND SYNOP RH2M (%) 28698 : out of range
Severe: rms_fgdepar=32.0784, expected range: 0.0000 15.5686
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) S6OM : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9057, expected range: -0.4592 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7OJ5 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1014.5061, expected range: 849.8445 1522.6819
Severely_persistent: rms_fgdepar=1014.5061, expected range: 852.5876 1521.9413
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6207 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=687.4408, expected range: -1200.8565 1802.8456
Severely_persistent: rms_fgdepar=688.0067, expected range: -1212.7485 1817.5347
Severely_persistent: avg_pge=0.8435, expected range: -1.0847 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9HA4902 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8520, expected range: -0.8345 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) A8PQ4 : out of range
Severe: avg_pge=0.9038, expected range: 0.0056 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 4XLPJKF : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.1566, expected range: -8.0873 14.8318
Severe: rms_fgdepar=21.1566, expected range: 0.0000 14.8029
Severe: avg_pge=0.9125, expected range: -0.6916 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) YBBQ2 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=845.6592, expected range: 260.4176 1179.0456
Severe: rms_fgdepar=845.6592, expected range: 261.6722 1178.6727
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5244 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-1099.4081, expected range: -893.5016 941.6581
Severe: rms_fgdepar=1099.4081, expected range: 0.0000 646.8757
Severe: avg_pge=0.9214, expected range: -0.9401 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MAOR6 : out of range
Severe: rms_fgdepar=309.0006, expected range: 0.0000 171.7978
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRFI7 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-610.9338, expected range: -577.9845 503.6616
Severe: rms_fgdepar=610.9338, expected range: 0.0000 427.5053
Severe: avg_pge=0.8258, expected range: -0.8491 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5028 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=578.0051, expected range: 0.0000 750.8034
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VTNO : out of range
Severe: rms_fgdepar=507.7150, expected range: 0.0000 1011.5869
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WRJP : out of range
Severe: rms_fgdepar=484.1807, expected range: 0.0000 116.4499
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 5102811 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8452, expected range: -1.0376 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501741 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8616, expected range: -0.0328 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601693 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-743.4514, expected range: -1159.4012 1309.9889
Severely_persistent: rms_fgdepar=757.7502, expected range: -918.7352 1225.5163
Severely_persistent: avg_pge=0.8134, expected range: -1.3707 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4801707 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=578.2546, expected range: -1241.1784 1341.6678
Severely_persistent: rms_fgdepar=578.4965, expected range: 0.0000 895.7739
Severely_persistent: avg_pge=0.9069, expected range: -0.1737 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401866 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=484.4132, expected range: 0.0000 109.4857
Severe: avg_pge=0.8982, expected range: -0.1611 0.2045
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203638 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=387.9546, expected range: -222.2413 314.5390
Severe: avg_pge=0.8132, expected range: -0.1778 0.2032
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
Slight: obs_number=10233.0000, expected range: 10760.1766 11275.3529
metar
METAR SURFACE PRESSURE (PA) DTTD : out of range
Severe: rms_fgdepar=322.4302, expected range: 0.0000 101.9069
METAR SURFACE PRESSURE (PA) SCGE : out of range
Severe: rms_fgdepar=446.0382, expected range: 0.0000 165.4047
METAR SURFACE PRESSURE (PA) SBAU : out of range
Severe: rms_fgdepar=321.3507, expected range: 0.0000 151.8727
METAR SURFACE PRESSURE (PA) SGLV : out of range
Severe: avg_fgdepar=694.4586, expected range: -743.3243 804.6308
Severe: rms_fgdepar=705.5066, expected range: 0.0000 635.1988
Severe: avg_pge=0.8560, expected range: -0.9204 0.7500
AUTOMATIC METAR SURFACE PRESSURE (PA) LSZB : out of range
Severe: rms_fgdepar=392.4043, expected range: 0.0000 112.0643
AUTOMATIC METAR SURFACE PRESSURE (PA) LSZG : out of range
Severe: rms_fgdepar=314.2465, expected range: 0.0000 116.1266
snow
MANUAL LAND SYNOP SNOW (CM) 87803 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.4703, expected range: -75.3722 -41.4932
Severely_persistent: rms_fgdepar=75.4703, expected range: 41.4932 75.3722
BUFR LAND SYNOP SNOW (CM) 87803 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.4703, expected range: -75.3722 -41.4932
Severely_persistent: rms_fgdepar=75.4703, expected range: 41.4932 75.3722
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=-772.5641, expected range: -773.0820 -772.3444
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=772.5643, expected range: 772.3446 773.0819
t2m
METAR 2M TEMPERATURE (K) OIGK : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8560, expected range: -17.9714 -1.9272
Severely_persistent: rms_fgdepar=12.9849, expected range: 3.2221 17.7389
METAR 2M TEMPERATURE (K) UGMS : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.9335, expected range: 8.4035 15.0810
Severely_persistent: rms_fgdepar=12.9397, expected range: 8.6142 15.0552
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68375 : out of range
Severe: avg_fgdepar=-14.5232, expected range: -6.7878 5.5861
Severe: rms_fgdepar=14.5232, expected range: 0.0000 5.7429
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 38616 : out of range
Severe: avg_fgdepar=-12.0362, expected range: -22.2147 16.4512
Severe: rms_fgdepar=12.0362, expected range: 0.0000 16.3438
BUFR LAND SYNOP 2M TEMPERATURE (K) 86814 : out of range
Severe: avg_fgdepar=-12.2435, expected range: -3.6895 3.3652
Severe: rms_fgdepar=12.2518, expected range: 2.0687 5.2558
BUFR LAND SYNOP 2M TEMPERATURE (K) 87405 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.9203, expected range: -3.2077 11.2526
Severe: rms_fgdepar=15.3253, expected range: 0.0000 11.8803
rh2m
MANUAL LAND SYNOP RH2M (%) 64860 : out of range
Severe: rms_fgdepar=30.2348, expected range: 0.0000 12.5323
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 11.74 435.25