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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-02 00:00

AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39
iasi
METOP-B IASI RADIANCES CHANNEL 292 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1076, expected range: -0.0988 -0.0932
METOP-B IASI RADIANCES CHANNEL 301 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3117, expected range: 0.2596 0.2881
METOP-B IASI RADIANCES CHANNEL 303 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3307, expected range: 0.2459 0.2835
METOP-B IASI RADIANCES CHANNEL 1521 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0904, expected range: -0.0742 -0.0642
METOP-B IASI RADIANCES CHANNEL 1652 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1371, expected range: 0.1624 0.1730
METOP-B IASI RADIANCES CHANNEL 254 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0937, expected range: 0.1077 0.1179
METOP-B IASI RADIANCES CHANNEL 1658 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1961, expected range: -0.1201 -0.0241
METOP-B IASI RADIANCES CHANNEL 284 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0079, expected range: 0.0961 0.1695
METOP-B IASI RADIANCES CHANNEL 286 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0491, expected range: 0.0442 0.1595
METOP-B IASI RADIANCES CHANNEL 1513 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1074, expected range: -0.0247 0.0419
METOP-C IASI RADIANCES CHANNEL 1652 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0804, expected range: 0.1012 0.1150
METOP-C IASI RADIANCES CHANNEL 1658 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0859, expected range: 0.1059 0.1216
METOP-C IASI RADIANCES CHANNEL 301 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2413, expected range: 0.2001 0.2189
METOP-C IASI RADIANCES CHANNEL 1513 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0317, expected range: -0.0163 -0.0114
METOP-C IASI RADIANCES CHANNEL 284 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0081, expected range: 0.0706 0.1655
cris
NPP CRIS RADIANCES CHANNEL 113 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0983, expected range: 0.0740 0.0851
NPP CRIS RADIANCES CHANNEL 657 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0677, expected range: 0.0753 0.0755
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0682, expected range: -0.0623 -0.0578
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0538, expected range: 0.0731 0.0830
NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0513, expected range: 0.0635 0.0652
NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1927, expected range: 0.1657 0.1752
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3526, expected range: -0.2354 -0.0924
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5191, expected range: -0.7538 -0.6282
gpsro
All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 192.86 861.88
Atmospheric Motion Vector
All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14
Radiosondes
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8543, expected range: -0.8591 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severely_persistent: obs_number=0, expected range: 136.82 151.98
LAND TEMP TEMPERATURE (K) 27730 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.2764, expected range: 0.4818 1.2743
LAND TEMP TEMPERATURE (K) 31088 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.3239, expected range: 0.0000 3.3651
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=561.0000, expected range: 451.2418 469.7582
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=191.0000, expected range: 93.6707 100.0793
Severe: obs_number=95.0000, expected range: 275.5863 290.1637
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 131.07 188.64
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=256.0000, expected range: 338.9700 359.2800
amdar
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (3 pressure layers affected) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=11.3577, expected range: -1.5071 0.8783
Severely_persistent: rms_fgdepar=11.4856, expected range: 0.0000 3.4237
Severely_persistent: avg_pge=0.9028, expected range: -0.0474 0.0565
AMDAR WIND VECTOR DIFF (M/S) AEA024 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.4134, expected range: -12.6889 26.6273
Severe: rms_fgdepar=21.5830, expected range: 0.0000 31.5090
Severe: avg_pge=0.8473, expected range: -0.5207 0.7500
AMDAR WIND VECTOR DIFF (M/S) AEA026 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.3551, expected range: -14.6605 29.4459
Severe: rms_fgdepar=20.3551, expected range: 0.0000 31.6881
Severe: avg_pge=0.8467, expected range: -1.2081 0.7500
AMDAR WIND VECTOR DIFF (M/S) KLM706 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.7565, expected range: 0.0000 12.5265
Severe: avg_pge=0.8133, expected range: -0.2754 0.4422
AMDAR WIND VECTOR DIFF (M/S) LAN705 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.1026, expected range: -7.8136 24.4984
Severe: rms_fgdepar=22.2498, expected range: 0.0000 30.9521
Severe: avg_pge=0.8574, expected range: -0.5502 0.7500
ADS-C WIND VECTOR DIFF (M/S) 0CU015BA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.0432, expected range: 0.0000 20.7678
ADS-C WIND VECTOR DIFF (M/S) 0SQSTWRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.3603, expected range: 0.0000 16.8662
ADS-C WIND VECTOR DIFF (M/S) 12KEILJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=33.4154, expected range: 0.0000 16.7377
ADS-C WIND VECTOR DIFF (M/S) 134ICNZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.7299, expected range: 0.0000 14.3582
ADS-C WIND VECTOR DIFF (M/S) 2CGXUXJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.5896, expected range: 0.0000 15.0696
ADS-C WIND VECTOR DIFF (M/S) 5BJDERJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.7663, expected range: 0.0000 27.5409
ADS-C WIND VECTOR DIFF (M/S) A0W01LJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.2732, expected range: 0.5283 9.1630
ADS-C WIND VECTOR DIFF (M/S) CA0UDQBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.7405, expected range: 0.0000 12.9847
ADS-C WIND VECTOR DIFF (M/S) CMJMNEZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.3292, expected range: 0.0000 8.8081
ADS-C WIND VECTOR DIFF (M/S) CQ4YCNJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.3108, expected range: 1.7179 6.3804
ADS-C WIND VECTOR DIFF (M/S) GS3XVAJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.8225, expected range: 0.0000 27.8707
ADS-C WIND VECTOR DIFF (M/S) HS00LAZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.8093, expected range: 0.0000 16.4581
ADS-C WIND VECTOR DIFF (M/S) JEZ0RUJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.0564, expected range: 0.0000 17.9696
ADS-C WIND VECTOR DIFF (M/S) JUEBTRRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.2179, expected range: 0.0000 32.3746
ADS-C WIND VECTOR DIFF (M/S) LIFMAAZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.4327, expected range: 0.0000 20.5705
ADS-C WIND VECTOR DIFF (M/S) NPSVRFJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.1302, expected range: 0.0000 14.6466
ADS-C WIND VECTOR DIFF (M/S) OA1CBFJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.0623, expected range: 0.0000 8.6128
ADS-C WIND VECTOR DIFF (M/S) PIKRV4RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.8356, expected range: 0.0000 28.5992
ADS-C WIND VECTOR DIFF (M/S) QPNEILBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.9864, expected range: 0.0000 15.7786
ADS-C WIND VECTOR DIFF (M/S) SN3SPDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.2421, expected range: 0.0000 37.4127
ADS-C WIND VECTOR DIFF (M/S) UGSYCNRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=35.5463, expected range: 0.0000 16.4061
ADS-C WIND VECTOR DIFF (M/S) VDIBEWZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.0975, expected range: 0.0000 34.2805
ADS-C WIND VECTOR DIFF (M/S) XLOJMLZA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.3268, expected range: 0.0000 61.7820
ADS-C WIND VECTOR DIFF (M/S) XNJCPKZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.1930, expected range: 0.0000 15.6877
ADS-C WIND VECTOR DIFF (M/S) ZMOBATBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.3487, expected range: -8.3399 17.8810
Severe: rms_fgdepar=37.4081, expected range: 0.0000 35.0617
airep
AIREP WIND VECTOR DIFF (M/S) AAL754 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.4196, expected range: -31.3313 45.1497
AIREP WIND VECTOR DIFF (M/S) BAW22E PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.3227, expected range: 0.0000 10.4650
AIREP WIND VECTOR DIFF (M/S) KLM644 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.1333, expected range: 0.0000 18.9467
AIREP WIND VECTOR DIFF (M/S) NBT602 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.4474, expected range: 0.0000 9.4445
AIREP WIND VECTOR DIFF (M/S) UAL27 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.7402, expected range: 0.0000 17.6587
AIREP WIND VECTOR DIFF (M/S) UAL84 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.5558, expected range: 0.0000 10.5824
AIREP WIND VECTOR DIFF (M/S) UAL90 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=34.3034, expected range: 0.0000 11.4238
AIREP WIND VECTOR DIFF (M/S) UAL915 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.1748, expected range: 0.0000 15.2368
AIREP WIND VECTOR DIFF (M/S) UAL990 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.8482, expected range: 0.0000 16.2930
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47612 PRESSURE LAYER 300-600 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=26.7016, expected range: -3.4819 10.5461
Severe: rms_fgdepar=31.0135, expected range: 0.0000 12.5778
Severe: avg_pge=0.8187, expected range: -0.5991 0.7500
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47616 PRESSURE LAYER 300-600 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.6229, expected range: 0.0000 7.0932
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47746 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=24.7483, expected range: 1.2348 6.8958
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 97900 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=16.9138, expected range: 0.0000 8.0510
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17952 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8308, expected range: -1.5026 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82990 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8489, expected range: -0.7828 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14658 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8469, expected range: -0.0781 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 62403 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-579.9899, expected range: -809.7136 848.2148
Severely_persistent: rms_fgdepar=579.9899, expected range: -627.0972 792.9701
Severely_persistent: avg_pge=0.9089, expected range: -1.3748 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=588.7206, expected range: 487.6192 741.4634
Severely_persistent: rms_fgdepar=589.2101, expected range: 488.3180 741.6078
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84801 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=592.3519, expected range: -1250.0360 1846.8133
Severely_persistent: rms_fgdepar=592.7972, expected range: 0.0000 1781.0941
Severely_persistent: avg_pge=0.8916, expected range: -1.8875 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-531.4533, expected range: -665.4150 -366.0708
Severely_persistent: rms_fgdepar=531.9605, expected range: 366.5170 666.5324
AUTOMATIC LAND SYNOP RH2M (%) 38191 : out of range
Severe: avg_fgdepar=50.6457, expected range: -25.8563 67.0717
Severe: rms_fgdepar=50.6457, expected range: 0.0000 67.0717
MANUAL LAND SYNOP RH2M (%) 64705 : out of range
Severe: rms_fgdepar=33.8380, expected range: 1.3819 16.3375
Severe: rms_fgdepar=31.9569, expected range: 0.0000 13.5748
MANUAL LAND SYNOP RH2M (%) 87016 : out of range
Severe: avg_fgdepar=-52.7080, expected range: -38.9406 46.5800
Severe: rms_fgdepar=52.7080, expected range: -34.8339 44.5654
Severe: avg_pge=0.9992, expected range: -0.0183 0.0272
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83700 : out of range
Severe: avg_fgdepar=-553.9954, expected range: -483.9973 352.6852
Severe: rms_fgdepar=704.1441, expected range: 0.0000 414.5727
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86210 : out of range
Severe: avg_pge=0.8044, expected range: -1.0243 0.7500
BUFR LAND SYNOP RH2M (%) 06749 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-51.4906, expected range: -130.4629 100.1009
Severe: rms_fgdepar=51.4906, expected range: 0.0000 114.4102
BUFR LAND SYNOP RH2M (%) 64184 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8722, expected range: -0.4803 0.7500
BUFR LAND SYNOP RH2M (%) 68408 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-68.4410, expected range: -34.1121 26.4329
Severe: rms_fgdepar=68.4410, expected range: 0.0000 23.8407
Severe: avg_pge=1.0000, expected range: 0.0002 0.0055
BUFR LAND SYNOP RH2M (%) 68538 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.8394, expected range: 0.0000 12.3049
BUFR LAND SYNOP RH2M (%) _170DB05 : out of range
Severe: avg_pge=0.9907, expected range: -1.6352 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30127 : out of range
Severe: avg_fgdepar=-530.7487, expected range: -317.3550 205.7625
Severe: rms_fgdepar=738.0750, expected range: 0.0000 274.3859
BUFR LAND SYNOP SURFACE PRESSURE (PA) 60210 : out of range
Severe: rms_fgdepar=312.2533, expected range: 14.3368 131.4297
BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=57.0000, expected range: 86.2848 91.1152
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DFPG2 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-571.2007, expected range: -967.9226 19.2470
Severely_persistent: rms_fgdepar=571.2007, expected range: 0.0000 967.9226
Severely_persistent: avg_pge=0.8465, expected range: 0.5649 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ELZC7 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=867.5660, expected range: 638.0813 1091.2415
Severely_persistent: rms_fgdepar=868.6287, expected range: 638.0813 1091.2415
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LF5B : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8140, expected range: 0.0230 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDD2876 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=26.6917, expected range: -21.6852 50.7299
Severely_persistent: rms_fgdepar=26.6919, expected range: 0.0000 50.7299
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
Severe: avg_fgdepar=-605.4746, expected range: -769.9651 614.7193
Severe: rms_fgdepar=736.7363, expected range: 0.0000 672.4733
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6CH4 : out of range
Severe: avg_fgdepar=-588.7756, expected range: -1051.1172 921.0877
Severe: rms_fgdepar=589.5399, expected range: 0.0000 850.8644
Severe: avg_pge=0.8427, expected range: -1.2961 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRCB4 : out of range
Severe: avg_fgdepar=-581.0486, expected range: -621.4054 -293.3509
Severe: rms_fgdepar=581.0486, expected range: 272.8352 610.4645
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WUKJN8R : out of range
Severe: rms_fgdepar=695.9379, expected range: 0.0000 293.4965
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZNZH6 : out of range
Severe: avg_fgdepar=1305.8595, expected range: -154.1378 399.8409
Severe: rms_fgdepar=1305.8595, expected range: 0.0000 421.1176
Severe: avg_pge=0.9259, expected range: -0.7762 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501742 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=335.0136, expected range: 0.0000 82.8692
Severe: avg_pge=0.8234, expected range: -0.1210 0.1416
metar
METAR SURFACE PRESSURE (PA) KAFF : out of range
Severe: rms_fgdepar=387.8524, expected range: 0.0000 123.8429
snow
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=-766.0734, expected range: -821.6254 -760.9482
Severely_persistent: rms_fgdepar=766.0734, expected range: 761.0911 821.5763
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-92.2697, expected range: -103.6917 -59.9071
Severely_persistent: rms_fgdepar=92.2756, expected range: 59.9300 103.6911
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.5408, expected range: -61.8532 -23.8868
Severely_persistent: rms_fgdepar=53.5430, expected range: 23.9578 61.8271
BUFR LAND SYNOP SNOW (CM) 08936 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=33.3379, expected range: 0.4388 6.4205
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2894, expected range: -16.6594 -10.3417
Severely_persistent: rms_fgdepar=14.4431, expected range: 10.5653 16.7218
METAR 2M TEMPERATURE (K) LTCB : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.7814, expected range: 3.1530 16.4268
Severely_persistent: rms_fgdepar=12.8342, expected range: 3.6104 16.5201
BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.1234, expected range: -14.4330 23.3716
Severely_persistent: rms_fgdepar=12.6181, expected range: 0.0000 21.6983
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1620, expected range: -16.7662 -10.4333
Severely_persistent: rms_fgdepar=14.3163, expected range: 10.6322 16.8463
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02207 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.7018, expected range: 0.0000 4.4786
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 70194 : out of range
Severe: avg_fgdepar=-12.6650, expected range: -15.9584 9.2449
Severe: rms_fgdepar=12.6650, expected range: 0.0000 14.8583
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71033 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.2805, expected range: -11.8215 8.6619
Severe: rms_fgdepar=13.3734, expected range: -7.1074 12.0349
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25129 : out of range
Severe: avg_fgdepar=-13.1058, expected range: -9.7491 7.7604
Severe: rms_fgdepar=13.1164, expected range: 0.0000 7.8498
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5757, expected range: -20.6613 13.3709
Severe: rms_fgdepar=13.1728, expected range: 0.0000 15.0018
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
Severe: rms_fgdepar=12.1402, expected range: 0.0000 13.0130
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.8663, expected range: -11.1448 11.6796
Severe: rms_fgdepar=16.8671, expected range: 0.0000 9.4329
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27752 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.6947, expected range: 0.0000 5.6046
MANUAL LAND SYNOP 2M TEMPERATURE (K) 35671 : out of range
Severe: rms_fgdepar=10.0585, expected range: 0.0000 5.2563
MANUAL LAND SYNOP 2M TEMPERATURE (K) 63882 : out of range
Severe: rms_fgdepar=12.4165, expected range: 0.0000 5.0060
BUFR LAND SYNOP 2M TEMPERATURE (K) 25129 : out of range
Severe: avg_fgdepar=-13.1457, expected range: -9.7982 7.7139
Severe: rms_fgdepar=13.1562, expected range: 0.0000 7.9263
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6521, expected range: -20.7367 13.3334
Severe: rms_fgdepar=13.2526, expected range: 0.0000 15.0769
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
Severe: avg_fgdepar=-12.0154, expected range: -14.3014 8.1337
Severe: rms_fgdepar=12.2483, expected range: 0.0000 13.1069
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.5633, expected range: -11.2609 11.6568
Severe: rms_fgdepar=16.5636, expected range: 0.0000 9.5819
BUFR LAND SYNOP 2M TEMPERATURE (K) 71033 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3139, expected range: -6.1809 11.1888
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 60394 : out of range
Severe: rms_fgdepar=35.5429, expected range: 0.0000 16.1107
AUTOMATIC LAND SYNOP RH2M (%) 68737 : out of range
Severe: rms_fgdepar=31.1115, expected range: 0.0000 15.0069
MANUAL LAND SYNOP RH2M (%) 60265 : out of range
Severe: rms_fgdepar=33.4851, expected range: 0.0000 14.1838
MANUAL LAND SYNOP RH2M (%) 68538 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.0409, expected range: 0.0000 17.7151
METAR RH2M (%) GMMZ : out of range
Severe: rms_fgdepar=33.8231, expected range: 0.0000 15.6512
BUFR LAND SYNOP RH2M (%) _MI1993B : out of range
Severe: rms_fgdepar=35.0554, expected range: 0.0000 19.2006