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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

amsua
NOAA-18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
2 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6896, expected range: 0.5537 0.6347
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 1658 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0173, expected range: 0.0635 0.0981
Severely_persistent: avg_biascorr=-0.2140, expected range: -0.1201 -0.0128
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=-0.0924, expected range: -0.0742 -0.0637
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=0.1350, expected range: 0.1624 0.1721
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=0.0968, expected range: 0.1077 0.1174
METOP-B IASI RADIANCES CHANNEL 280 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0422, expected range: -0.0278 -0.0108
METOP-B IASI RADIANCES CHANNEL 288 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1366, expected range: -0.1269 -0.1206
METOP-B IASI RADIANCES CHANNEL 205 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1033, expected range: -0.3306 -0.0915
METOP-B IASI RADIANCES CHANNEL 212 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0917, expected range: -0.2437 -0.0647
METOP-B IASI RADIANCES CHANNEL 219 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0529, expected range: -0.2001 -0.0584
METOP-B IASI RADIANCES CHANNEL 222 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1508, expected range: 0.0044 0.0847
METOP-B IASI RADIANCES CHANNEL 278 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0106, expected range: 0.1427 0.2573
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=-0.0157, expected range: 0.0961 0.1686
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=-0.0744, expected range: 0.0442 0.1589
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=0.0732, expected range: 0.1012 0.1146
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=0.0735, expected range: 0.1059 0.1215
METOP-C IASI RADIANCES CHANNEL 236 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1495, expected range: -0.1396 -0.1285
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=-0.0343, expected range: -0.0163 -0.0097
METOP-C IASI RADIANCES CHANNEL 72 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1899, expected range: 0.2239 0.2611
METOP-C IASI RADIANCES CHANNEL 199 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1241, expected range: -0.3306 -0.0773
METOP-C IASI RADIANCES CHANNEL 205 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0625, expected range: -0.3788 -0.1425
METOP-C IASI RADIANCES CHANNEL 212 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0396, expected range: -0.3142 -0.1328
METOP-C IASI RADIANCES CHANNEL 226 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0030, expected range: -0.1841 -0.0829
METOP-C IASI RADIANCES CHANNEL 278 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0343, expected range: 0.0941 0.2296
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=-0.0506, expected range: 0.0706 0.1632
METOP-C IASI RADIANCES CHANNEL 286 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1451, expected range: -0.0324 0.0937
cris
NPP CRIS RADIANCES CHANNEL 653 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0657, expected range: 0.0796 0.0939
NPP CRIS RADIANCES CHANNEL 113 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1246, expected range: 0.0745 0.0851
NPP CRIS RADIANCES CHANNEL 657 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0652, 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=-0.0667, expected range: -0.0623 -0.0579
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0503, expected range: 0.0731 0.0866
NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0531, expected range: 0.0635 0.0650
NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1967, expected range: 0.1662 0.1752
NOAA20 CRIS RADIANCES CHANNEL 594 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0729, expected range: -0.0647 -0.0549
NPP CRIS RADIANCES CHANNEL 115 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.1140, expected range: 0.0941 0.1077
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 8 : out of range
Severe: stdev_norm_fgdepar=0.0816, expected range: 0.0275 0.0559
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 9 : out of range
Severe: stdev_norm_fgdepar=0.1146, expected range: 0.0562 0.0842
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 10 : out of range
Severe: stdev_norm_fgdepar=0.1964, expected range: 0.0701 0.1367
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 13 : out of range
Severe: avg_norm_fgdepar=0.2990, expected range: -0.0665 0.1385
atms
NOAA20 ATMS RADIANCES CHANNEL 7 : out of range
Slight: obs_number=24100.0000, expected range: 25689.6931 29306.7182
gpsro
All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 169.86 895.52
Atmospheric Motion Vector
AQUA MODIS CLOUDY WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HP : out of range
4 times in the last 10 days for at least one item
Severe: stdev_press=61.8688, expected range: 33.5275 42.7947
HIMAWARI-8 AMV VIS1 WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=555.0000, expected range: 176.4074 323.7988
AQUA MODIS CLEAR WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Slight: avg_fgdepar=3.9987, expected range: 3.3605 3.7465
Radiosondes
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 123.50 174.50
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 76.28 105.72
LAND TEMP Q (G/KG) 97980 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.1287, expected range: 0.0000 2.2970
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 0.00 598.85
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 0.00 598.85
amdar
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (3 pressure layers affected) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=10.6424, expected range: -13.4994 14.2534
Severely_persistent: rms_fgdepar=10.7823, expected range: -11.5811 14.2667
Severely_persistent: avg_pge=0.8934, expected range: -1.0591 0.7500
AMDAR WIND VECTOR DIFF (M/S) TAM8147 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.0832, expected range: -20.2522 38.2253
Severe: rms_fgdepar=20.6022, expected range: 0.0000 39.5818
ADS-C WIND VECTOR DIFF (M/S) 0G01HUBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.1128, expected range: 0.0000 21.3348
ADS-C WIND VECTOR DIFF (M/S) GG4IRSJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.8069, expected range: 0.0000 12.3385
ADS-C WIND VECTOR DIFF (M/S) IEYF5URA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9073, expected range: 0.0000 34.5296
ADS-C WIND VECTOR DIFF (M/S) LNWICORA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.0028, expected range: 0.0000 16.2749
ADS-C WIND VECTOR DIFF (M/S) LO5SVXJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.2616, expected range: 0.0000 40.2645
ADS-C WIND VECTOR DIFF (M/S) UGSYCNRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.0551, expected range: 0.0000 15.9137
ADS-C WIND VECTOR DIFF (M/S) YDCSFCJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.8390, expected range: 0.0000 15.4100
ADS-C WIND VECTOR DIFF (M/S) YTSSPWBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.6198, expected range: 0.0000 17.2993
airep
AIREP WIND VECTOR DIFF (M/S) AAL71 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.0817, expected range: 0.0000 20.2372
AIREP WIND VECTOR DIFF (M/S) ACA855 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.5608, expected range: 0.0000 16.0969
AIREP WIND VECTOR DIFF (M/S) BAW34N PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.3266, expected range: -2.3661 10.6314
Severe: rms_fgdepar=26.9863, expected range: 0.0000 12.7195
AIREP WIND VECTOR DIFF (M/S) BAW6NC PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.0929, expected range: 0.0000 10.1442
AIREP WIND VECTOR DIFF (M/S) KLM643 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.6029, expected range: 0.0000 20.5363
AIREP WIND VECTOR DIFF (M/S) KLM741 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.1744, expected range: 0.0000 26.3673
AIREP WIND VECTOR DIFF (M/S) UAL4 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.8787, expected range: 0.0000 14.0172
AIREP WIND VECTOR DIFF (M/S) UAL417 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.0460, expected range: 0.0000 8.0622
AIREP WIND VECTOR DIFF (M/S) UAL56 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.6366, expected range: 0.0000 13.5717
AIREP WIND VECTOR DIFF (M/S) UAL900 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=31.4195, expected range: -17.1799 30.2194
Severe: rms_fgdepar=38.9775, expected range: 0.0000 30.1375
AIREP WIND VECTOR DIFF (M/S) UAL914 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.1166, expected range: 0.0000 14.1302
AIREP WIND VECTOR DIFF (M/S) VIR21K PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.1992, expected range: 0.0000 21.4048
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42647 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.3687, expected range: -39.3077 52.1443
synop
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=0.8118, expected range: -0.8158 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=584.4118, expected range: 525.3046 681.9916
Severely_persistent: rms_fgdepar=584.8705, expected range: 525.4608 682.8722
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-529.5392, expected range: -607.8713 -408.5904
Severely_persistent: rms_fgdepar=529.9338, expected range: 407.3546 612.0388
BUFR LAND SYNOP RH2M (%) 68408 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.8938, expected range: -54.0178 41.8005
Severely_persistent: rms_fgdepar=54.3738, expected range: 0.0000 39.1872
Severely_persistent: avg_pge=0.9954, expected range: -0.0112 0.0212
BUFR LAND SYNOP RH2M (%) _1702766 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.0963, expected range: -84.5312 -11.8778
Severely_persistent: rms_fgdepar=55.7970, expected range: 21.6355 78.7603
Severely_persistent: avg_pge=0.9942, expected range: -0.2189 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42638 : out of range
Severe: rms_fgdepar=397.4179, expected range: 0.0000 56.4059
Severe: avg_pge=0.8505, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 68070 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=692.9747, expected range: -692.1125 911.6465
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78073 : out of range
Severe: rms_fgdepar=491.3715, expected range: 0.0000 113.1418
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82353 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8767, expected range: -1.3726 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83700 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-648.4264, expected range: -908.7507 845.2271
Severe: rms_fgdepar=811.7287, expected range: -804.5488 1129.3876
Severe: avg_pge=0.8080, expected range: -0.3320 0.7500
MANUAL LAND SYNOP RH2M (%) 67250 : out of range
Severe: avg_pge=0.9984, expected range: -0.0200 0.0335
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30439 : out of range
Severe: rms_fgdepar=547.0848, expected range: 0.0000 509.1212
BUFR LAND SYNOP SURFACE PRESSURE (PA) 43197 : out of range
Severe: avg_pge=0.8211, expected range: -1.2690 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48093 : out of range
Severe: avg_pge=0.8040, expected range: -1.2955 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48989 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8493, expected range: -0.1947 0.7500
BUFR LAND SYNOP RH2M (%) 17291 : out of range
Severe: avg_pge=0.8210, expected range: -0.1267 0.1580
BUFR LAND SYNOP RH2M (%) 64184 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8639, expected range: -1.9954 0.7500
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8356, expected range: -0.9451 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JTW : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1228.2231, expected range: -39.4870 2548.1765
Severely_persistent: rms_fgdepar=1228.2231, expected range: 0.0000 2548.3658
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WGEB : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1074.9243, expected range: 846.0872 1325.6397
Severely_persistent: rms_fgdepar=1074.9243, expected range: 847.1317 1324.9977
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDD2876 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8728, expected range: 0.3000 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JQF : out of range
Severe: avg_fgdepar=-532.6934, expected range: -870.2644 -170.6643
Severe: rms_fgdepar=532.6934, expected range: 172.1855 869.3767
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-830.4428, expected range: -769.9651 614.7193
Severe: rms_fgdepar=935.8890, expected range: 0.0000 672.4733
Severe: avg_pge=0.8411, expected range: -1.2139 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MLTH5 : out of range
Severe: avg_fgdepar=-541.4719, expected range: -303.1767 161.0947
Severe: rms_fgdepar=720.1167, expected range: 0.0000 244.1230
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VDCY : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-1050.3414, expected range: -513.6624 247.8291
Severe: rms_fgdepar=1050.3414, expected range: 0.0000 1072.5435
Severe: avg_pge=0.9143, expected range: -0.6308 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 2HDF9 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8831, expected range: 0.2727 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 7JTW : out of range
Severe: avg_fgdepar=23.5173, expected range: -3.6464 8.1203
Severe: rms_fgdepar=23.5173, expected range: 0.0000 8.1865
Severe: avg_pge=0.9328, expected range: -1.2131 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9HA4455 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8703, expected range: -1.1304 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BI7 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8920, expected range: -0.5304 0.7500
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8716, expected range: -0.7818 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203640 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=503.0829, expected range: -560.4358 477.0461
Severely_persistent: rms_fgdepar=559.6599, expected range: -680.1137 956.8326
Severely_persistent: avg_pge=0.8044, expected range: -1.5581 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301619 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=510.0261, expected range: -145.4083 65.1735
Severe: rms_fgdepar=653.8081, expected range: 0.0000 145.4253
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501718 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=321.5555, expected range: 0.0000 131.6901
Severe: avg_pge=0.8294, expected range: -0.4193 0.5265
DRIFTING BUOYS SURFACE PRESSURE (PA) 3201847 : out of range
Severe: rms_fgdepar=336.1033, expected range: 0.0000 283.6733
Severe: avg_pge=0.8196, expected range: -0.8383 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101755 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=373.7047, expected range: 0.0000 94.2775
DRIFTING BUOYS SURFACE PRESSURE (PA) 4801668 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=325.8872, expected range: 0.0000 139.0024
DRIFTING BUOYS SURFACE PRESSURE (PA) 6401584 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=303.9331, expected range: 0.0000 168.7465
metar
METAR SURFACE PRESSURE (PA) FQXA : out of range
Severe: rms_fgdepar=306.5116, expected range: 0.0000 147.8164
METAR SURFACE PRESSURE (PA) HBBA : out of range
Severe: rms_fgdepar=559.1115, expected range: 0.0000 276.7593
snow
MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.4778, expected range: -56.0530 -37.2144
Severely_persistent: rms_fgdepar=52.4778, expected range: 37.2144 56.0530
BUFR LAND SYNOP SNOW (CM) 25378 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.5573, expected range: -56.1232 -37.2561
Severely_persistent: rms_fgdepar=52.5573, expected range: 37.2561 56.1232
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=-770.3469, expected range: -823.1641 -756.9386
Severely_persistent: rms_fgdepar=770.4344, expected range: 757.0833 823.1177
BUFR LAND SYNOP SNOW (CM) _MI169F9 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=98.9932, expected range: 87.4673 105.2728
Severely_persistent: rms_fgdepar=98.9932, expected range: 87.4829 105.2633
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=-95.0041, expected range: -104.7859 -59.9843
Severely_persistent: rms_fgdepar=95.0090, expected range: 60.0078 104.7835
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.1644, expected range: -63.0400 -23.8079
Severely_persistent: rms_fgdepar=54.1652, expected range: 23.8773 63.0136
AUTOMATIC LAND SYNOP SNOW (CM) 73075 : out of range
Severe: rms_fgdepar=16.5745, expected range: 0.0000 3.5128
AUTOMATIC LAND SYNOP SNOW (CM) 71823 : Presence of snow in warm condi
Slight: avg_obsvalue2=294.4000, expected range: 238.9002 285.7748
t2m
AUTOMATIC 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=19.3960, expected range: -14.5918 25.1322
Severely_persistent: rms_fgdepar=19.3988, expected range: 0.0000 23.4030
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.7724, expected range: -12.5268 23.1262
Severely_persistent: rms_fgdepar=14.8495, expected range: 0.0000 21.6778
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.4924, expected range: -16.5235 -10.4335
Severely_persistent: rms_fgdepar=14.6357, expected range: 10.6596 16.5897
BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=19.0977, expected range: -14.6443 24.9977
Severely_persistent: rms_fgdepar=19.1152, expected range: 0.0000 23.2062
BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.1376, expected range: -12.5995 23.2190
Severely_persistent: rms_fgdepar=14.2422, expected range: 0.0000 21.7690
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8626, expected range: -16.6312 -10.5035
Severely_persistent: rms_fgdepar=15.0009, expected range: 10.7072 16.7131
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2734, expected range: -19.6397 -7.1141
Severely_persistent: rms_fgdepar=14.2790, expected range: 7.1162 19.7698
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 50434 : out of range
Severe: avg_fgdepar=-12.3051, expected range: -13.5510 13.6081
Severe: rms_fgdepar=12.3051, expected range: 0.0000 10.7947
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24967 : out of range
Severe: rms_fgdepar=10.6240, expected range: 0.4488 6.2468
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-17.1213, expected range: -13.7676 7.7013
Severe: rms_fgdepar=17.1385, expected range: 0.0000 12.6317
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.8464, expected range: -10.7931 11.1902
Severe: rms_fgdepar=14.8479, expected range: 0.0000 9.3806
MANUAL LAND SYNOP 2M TEMPERATURE (K) 31011 : out of range
Severe: avg_fgdepar=-12.0194, expected range: -9.0854 6.7122
Severe: rms_fgdepar=12.0326, expected range: 0.0000 7.4606
MANUAL LAND SYNOP 2M TEMPERATURE (K) 35684 : out of range
Severe: rms_fgdepar=10.0810, expected range: 0.0000 5.0828
MANUAL LAND SYNOP 2M TEMPERATURE (K) 67262 : out of range
Severe: rms_fgdepar=13.0318, expected range: 0.0000 6.6534
MANUAL LAND SYNOP 2M TEMPERATURE (K) 84123 : out of range
Severe: rms_fgdepar=10.9620, expected range: 0.0000 6.1179
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-17.2432, expected range: -13.8549 7.7006
Severe: rms_fgdepar=17.2599, expected range: 0.0000 12.7218
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.5136, expected range: -10.9150 11.1647
Severe: rms_fgdepar=14.5152, expected range: 0.0000 9.4933
BUFR LAND SYNOP 2M TEMPERATURE (K) 31011 : out of range
Severe: avg_fgdepar=-12.0803, expected range: -9.1471 6.6505
Severe: rms_fgdepar=12.0935, expected range: 0.0000 7.5676
BUFR LAND SYNOP 2M TEMPERATURE (K) 67262 : out of range
Severe: rms_fgdepar=13.0648, expected range: 0.0000 6.7046
BUFR LAND SYNOP 2M TEMPERATURE (K) 68447 : out of range
Severe: avg_fgdepar=-12.2913, expected range: -9.1233 8.3043
Severe: rms_fgdepar=12.2913, expected range: 0.0000 7.5510
BUFR LAND SYNOP 2M TEMPERATURE (K) _MF165FE : out of range
Severe: avg_fgdepar=16.4700, expected range: -2.2692 1.4819
Severe: rms_fgdepar=16.4700, expected range: 0.0000 2.3979
rh2m
BUFR LAND SYNOP RH2M (%) 86686 : out of range
Severe: rms_fgdepar=36.5274, expected range: 0.2512 16.5758
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 36.69 318.84