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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-08-18 12:00

amsua
NOAA-19 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3668, expected range: -0.5473 -0.2586
iasi
METOP-B IASI RADIANCES CHANNEL 278 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0232, expected range: -0.0549 -0.0374
Severely_persistent: avg_biascorr=-0.0070, expected range: -0.0724 -0.0353
METOP-B IASI RADIANCES CHANNEL 333 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1556, expected range: -0.1823 -0.1720
METOP-C IASI RADIANCES CHANNEL 320 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0653, expected range: -0.0809 -0.0743
METOP-C IASI RADIANCES CHANNEL 5379 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1609, expected range: -0.1300 -0.1044
cris
All NPP CRIS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 14984.05 15813.66
NOAA20 CRIS RADIANCES CHANNEL 594 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0450, expected range: -0.0592 -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=-0.0557, expected range: -0.0682 -0.0644
NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
Slight: avg_fgdepar=-0.1963, expected range: -0.1703 -0.0871
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=2.0681, expected range: 3.8734 5.1285
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 13 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.6279, expected range: 2.0244 2.8841
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 8 : out of range
Severe: stdev_norm_fgdepar=0.1172, expected range: 0.0463 0.0862
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 6 : out of range
Slight: stdev_norm_fgdepar=0.8718, expected range: 0.7281 0.8360
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 12 : out of range
Slight: avg_norm_fgdepar=-0.1137, expected range: -0.0848 0.0241
gpsro
All COSMIC2-E5 GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 902.85 2824.33
Atmospheric Motion Vector
All AQUA MODIS CLEAR WV ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 176.19 1885.02
All NPP VIIRS AMV IR ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 170.51 1491.29
GOES-17 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=5249.0000, expected range: 7722.7924 9896.7076
Radiosondes
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=6.4080, expected range: -7.8644 20.6809
Severely_persistent: rms_fgdepar=6.4513, expected range: 0.0000 20.8847
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 46 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 731.52
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 88 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 471.17
All BUFR TEMP DESCENT ALL LAYERS North pole : all data missing
Severely_persistent: obs_number=0, expected range: 12.09 357.34
LAND TEMP WIND VECTOR DIFF (M/S) 83840 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=26.2853, expected range: -3.3084 9.1037
Severe: rms_fgdepar=26.7048, expected range: 0.0000 9.5765
LAND TEMP WIND VECTOR DIFF (M/S) 83768 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=20.5280, expected range: 0.0000 6.6744
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=10.1626, expected range: 2.2242 5.7351
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=10.3937, expected range: 1.4474 6.1452
LAND TEMP TEMPERATURE (K) 48650 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.7042, expected range: -1.6238 1.5219
Severe: rms_fgdepar=21.7042, expected range: 0.5473 2.4498
Severe: avg_pge=0.9178, expected range: -0.1975 0.2560
LAND TEMP TEMPERATURE (K) 32150 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=7.3086, expected range: 0.0000 3.0974
Severe: avg_pge=0.8792, expected range: -0.4885 0.7500
LAND TEMP TEMPERATURE (K) 29263 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=7.2678, expected range: 0.0000 1.5429
LAND TEMP TEMPERATURE (K) 37055 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=7.1802, expected range: 0.0000 3.2086
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Severe: obs_number=279.0000, expected range: 179.0523 192.2810
HIGH RESO LAND TEMP Q (G/KG) 07761 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.0165, expected range: 0.1737 3.9038
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Severe: avg_fgdepar=-1.7276, expected range: 0.2035 1.5941
BUFR TEMP DESCENT WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=9.7382, expected range: 0.3704 4.5127
BUFR TEMP DESCENT WIND VECTOR DIFF (M/S) 10548 PRESSURE LAYER 0-300 (H : out of range
Severe: rms_fgdepar=16.6811, expected range: 0.8537 3.6715
BUFR TEMP DESCENT Q (G/KG) 10035 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.1981, expected range: 0.0341 1.2654
amdar
TAMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 255.4320
WIGOS AMDAR TEMPERATURE (K) EU1762 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8800, expected range: -0.7504 0.7500
WIGOS AMDAR TEMPERATURE (K) EU0936 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.3584, expected range: 0.0000 1.8823
Severe: avg_pge=0.8124, expected range: -0.8031 0.7500
WIGOS AMDAR TEMPERATURE (K) GSWGUUZA PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8835, expected range: 0.2736 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU1100 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.6746, expected range: 0.0000 7.5056
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0400 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.8789, expected range: -1.1796 5.9583
Severe: rms_fgdepar=23.9877, expected range: 0.0000 6.5310
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0430 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.6778, expected range: 0.0000 8.2705
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0011 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.8114, expected range: -3.0212 8.7810
Severe: rms_fgdepar=20.8287, expected range: 0.0000 9.4565
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU6643 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.7733, expected range: 0.6753 4.8654
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU6614 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.2618, expected range: 0.0000 6.1997
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0145 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.5212, expected range: 0.0000 6.2526
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU1665 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.5032, expected range: 0.0000 7.6003
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0765 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.5978, expected range: 0.0000 8.9672
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU2806 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.3731, expected range: 0.0611 5.9387
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0427 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.0788, expected range: 0.0000 7.5135
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU1148 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.9768, expected range: 0.0000 7.5830
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0169 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.9170, expected range: 0.0000 5.8791
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0936 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=15.1213, expected range: 0.0000 7.8576
MODE-S WIND VECTOR DIFF (M/S) M910EA0 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.0354, expected range: 0.0000 6.7594
MODE-S WIND VECTOR DIFF (M/S) M79B1E4 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.7711, expected range: 0.0000 8.1924
MODE-S WIND VECTOR DIFF (M/S) M5A6026 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.1662, expected range: 0.0000 8.6504
MODE-S WIND VECTOR DIFF (M/S) MF2A107 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.9377, expected range: 0.0000 7.3470
MODE-S WIND VECTOR DIFF (M/S) ME365B7 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.2791, expected range: 0.0000 7.2710
MODE-S WIND VECTOR DIFF (M/S) M50DD48 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.9852, expected range: 0.0000 9.1873
MODE-S WIND VECTOR DIFF (M/S) M369509 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.9714, expected range: -1.7777 6.9282
Severe: rms_fgdepar=22.7876, expected range: 0.0000 8.5090
MODE-S WIND VECTOR DIFF (M/S) M04771A PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.4133, expected range: 0.0000 8.1641
MODE-S WIND VECTOR DIFF (M/S) MC1922A PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.0152, expected range: 0.0000 6.4256
MODE-S WIND VECTOR DIFF (M/S) M7696BA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.0015, expected range: 0.0000 6.9912
MODE-S WIND VECTOR DIFF (M/S) ME74CEA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.4389, expected range: 0.0000 6.0680
MODE-S WIND VECTOR DIFF (M/S) MD5879B PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.5419, expected range: 0.0000 9.0255
MODE-S WIND VECTOR DIFF (M/S) M4F1A2C PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.1811, expected range: 0.0000 7.4840
MODE-S WIND VECTOR DIFF (M/S) MDD6E6C PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.6288, expected range: 0.0000 7.5941
MODE-S WIND VECTOR DIFF (M/S) M110FA1 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.4439, expected range: 0.0000 8.6691
airep
AIREP WIND VECTOR DIFF (M/S) LAN801 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.3269, expected range: 0.0000 9.3434
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01206 PRESSURE LAYER 600-900 : out of range
Severe: rms_fgdepar=17.3016, expected range: 0.0000 14.4433
Severe: avg_pge=0.8682, expected range: -0.8780 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 132.9327 572.5673
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 83840 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=23.2811, expected range: -1.5956 7.4111
Severe: rms_fgdepar=24.5316, expected range: 0.0000 8.2156
LAND PILOT WIND VECTOR DIFF (M/S) 83768 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=20.1531, expected range: 0.2235 4.9947
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41244 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8416, expected range: -0.3786 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 37308 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8210, expected range: 0.0600 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 18156 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9987, expected range: -0.4193 0.7500
MANUAL LAND SYNOP RH2M (%) 62120 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: -0.7477 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 43382 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=635.9169, expected range: -331.3156 425.0486
Severely_persistent: rms_fgdepar=635.9169, expected range: 0.0000 399.8275
Severely_persistent: avg_pge=0.9126, expected range: -1.0758 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14443 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=501.1652, expected range: 418.6720 530.2740
Severely_persistent: rms_fgdepar=502.7329, expected range: 419.7228 530.9232
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86210 : out of range
Severe: avg_fgdepar=578.4574, expected range: -308.4314 179.1139
Severe: rms_fgdepar=697.7739, expected range: 0.0000 198.2468
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 16125 : out of range
Severe: rms_fgdepar=369.5002, expected range: 0.0000 175.6641
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40737 : out of range
Severe: rms_fgdepar=378.0519, expected range: 0.0000 151.5203
MANUAL LAND SYNOP RH2M (%) 62011 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9941, expected range: -1.4096 0.7500
MANUAL LAND SYNOP RH2M (%) 83362 : out of range
Severe: rms_fgdepar=33.5083, expected range: 0.0000 14.4216
MANUAL LAND SYNOP RH2M (%) 76113 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-55.2316, expected range: -55.6931 23.7095
Severe: rms_fgdepar=55.2316, expected range: 6.2925 33.7309
Severe: avg_pge=0.9998, expected range: -1.5631 0.7500
MANUAL LAND SYNOP RH2M (%) 67229 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=58.3051, expected range: 7.1915 71.5652
Severe: rms_fgdepar=58.3051, expected range: 7.7426 71.2852
BUFR LAND SYNOP Z (M) 56247 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9009, expected range: -0.6802 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86814 : out of range
Severe: rms_fgdepar=446.2049, expected range: 0.0000 227.4470
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14307 : out of range
Severe: rms_fgdepar=328.8222, expected range: 0.0000 108.7898
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86837 : out of range
Severe: rms_fgdepar=314.1500, expected range: 0.0000 166.6428
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71588 : out of range
Severe: rms_fgdepar=513.2399, expected range: 380.8142 562.4691
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=153.7662, expected range: 62.2191 94.9319
BUFR LAND SYNOP RH2M (%) 16230 : out of range
Severe: rms_fgdepar=41.4314, expected range: 0.0000 22.6478
BUFR LAND SYNOP RH2M (%) 34740 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.6598, expected range: 0.0000 10.5364
BUFR LAND SYNOP RH2M (%) 86840 : out of range
Severe: rms_fgdepar=38.2037, expected range: 0.0000 20.4610
BUFR LAND SYNOP RH2M (%) 34861 : out of range
Severe: rms_fgdepar=37.7564, expected range: 0.0000 8.2069
BUFR LAND SYNOP RH2M (%) 34662 : out of range
Severe: rms_fgdepar=32.1522, expected range: 0.0000 10.9574
BUFR LAND SYNOP RH2M (%) 41923 : out of range
Severe: rms_fgdepar=30.3491, expected range: 0.0000 21.2481
Severe: avg_pge=0.9686, expected range: 0.0007 0.0058
BUFR LAND SYNOP RH2M (%) _MF1D134 : out of range
Severe: rms_fgdepar=32.6996, expected range: 0.0000 17.5490
BUFR LAND SYNOP RH2M (%) 34655 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.2057, expected range: 2.5084 8.3127
BUFR LAND SYNOP RH2M (%) 72265 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.3428, expected range: 0.0000 12.1605
BUFR LAND SYNOP RH2M (%) 34356 : out of range
Severe: rms_fgdepar=38.6690, expected range: 0.0000 11.5351
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7OJ5 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1098.5383, expected range: 771.0819 1612.7287
Severely_persistent: rms_fgdepar=1098.5383, expected range: 763.8240 1622.5070
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6207 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=779.1014, expected range: -1313.4505 2175.2312
Severely_persistent: rms_fgdepar=820.8541, expected range: 0.0000 2196.7074
Severely_persistent: avg_pge=0.8058, expected range: -0.9240 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUCFR07 : out of range
Severe: rms_fgdepar=18.4020, expected range: 0.0000 9.0579
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MERFR20 : out of range
Severe: rms_fgdepar=302.3642, expected range: 0.0000 163.6712
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK80 : out of range
Severe: avg_fgdepar=500.3917, expected range: -732.4622 910.1995
Severe: rms_fgdepar=500.3917, expected range: 0.0000 721.8642
Severe: avg_pge=0.8223, expected range: -1.1742 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DIGX2 : out of range
Severe: avg_fgdepar=-562.5270, expected range: -452.8329 363.3916
Severe: rms_fgdepar=764.4974, expected range: 0.0000 346.1120
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6UU5 : out of range
Severe: avg_fgdepar=541.0820, expected range: -773.3291 1167.2368
Severe: rms_fgdepar=541.0820, expected range: 0.0000 1140.2312
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6YM7 : out of range
Severe: avg_fgdepar=650.1775, expected range: -608.0517 676.7126
Severe: rms_fgdepar=650.1775, expected range: 0.0000 656.8855
Severe: avg_pge=0.8267, expected range: -1.1485 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ONGR : out of range
Severe: rms_fgdepar=638.9268, expected range: 0.0000 196.2530
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601693 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-519.0001, expected range: -1099.8700 1233.2665
Severely_persistent: rms_fgdepar=672.7771, expected range: -996.0125 1331.8944
Severely_persistent: avg_pge=0.8819, expected range: -1.6617 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401866 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=363.5275, expected range: 0.0000 106.9458
Severely_persistent: avg_pge=0.8486, expected range: -0.1604 0.2076
metar
METAR SURFACE PRESSURE (PA) LIPR : out of range
Severe: rms_fgdepar=310.4448, expected range: 0.0000 96.2039
METAR SURFACE PRESSURE (PA) SULS : out of range
Severe: rms_fgdepar=309.3333, expected range: 0.0000 171.2421
METAR SURFACE PRESSURE (PA) SBAU : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=449.2544, expected range: 0.0000 203.6915
METAR SURFACE PRESSURE (PA) SGLV : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-760.1750, expected range: -653.7530 716.1997
Severe: rms_fgdepar=760.1750, expected range: 0.0000 585.1161
Severe: avg_pge=0.8809, expected range: -1.0036 0.7500
snow
MANUAL LAND SYNOP SNOW (CM) 37552 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=64.0000, expected range: 17.7702 94.4651
Severely_persistent: rms_fgdepar=64.0078, expected range: 20.8683 93.3059
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=-75.3867, expected range: -82.6432 -36.6092
Severely_persistent: rms_fgdepar=75.3867, expected range: 36.6092 82.6432
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=-75.3867, expected range: -82.6432 -36.6092
Severely_persistent: rms_fgdepar=75.3867, expected range: 36.6092 82.6432
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=-772.8368, expected range: -773.0589 -772.3665
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=772.8368, expected range: 772.3668 773.0588
t2m
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.8337, expected range: -21.5296 -14.2597
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.8422, expected range: 14.3059 21.5126
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 60740 : out of range
Severe: avg_fgdepar=-13.8760, expected range: -1.1873 2.1077
Severe: rms_fgdepar=13.8760, expected range: 0.0000 2.1441
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89767 : out of range
Severe: avg_fgdepar=-19.0272, expected range: -12.4392 3.8002
Severe: rms_fgdepar=19.0272, expected range: 0.0000 11.9889
Severe: avg_est_pge=0.8008, expected range: -0.3463 0.8728
MANUAL LAND SYNOP 2M TEMPERATURE (K) 62124 : out of range
Severe: rms_fgdepar=10.3660, expected range: 0.0000 2.4475
MANUAL LAND SYNOP 2M TEMPERATURE (K) 89009 : out of range
Severe: avg_fgdepar=-12.1114, expected range: -12.2244 5.4698
Severe: rms_fgdepar=12.1114, expected range: 0.7868 9.2336
METAR 2M TEMPERATURE (K) KIAB : out of range
Severe: avg_fgdepar=-17.8283, expected range: -4.5615 4.5245
Severe: rms_fgdepar=17.8283, expected range: 0.0000 8.1786
METAR 2M TEMPERATURE (K) FAGM : out of range
Severe: avg_fgdepar=12.8203, expected range: -9.3361 8.8540
Severe: rms_fgdepar=12.8203, expected range: 0.0000 8.1061
BUFR LAND SYNOP 2M TEMPERATURE (K) 71052 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2445, expected range: 0.0000 17.1844
BUFR LAND SYNOP 2M TEMPERATURE (K) 86792 : out of range
Severe: rms_fgdepar=11.1871, expected range: 0.7795 5.3661
BUFR LAND SYNOP 2M TEMPERATURE (K) 86814 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.4589, expected range: 2.0559 5.3004
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI14FA5 : out of range
Severe: rms_fgdepar=10.3279, expected range: 0.8618 5.3886
BUFR LAND SYNOP 2M TEMPERATURE (K) 89767 : out of range
Severe: avg_fgdepar=-19.0544, expected range: -12.4663 3.7879
Severe: rms_fgdepar=19.0544, expected range: 0.0000 12.0277
BUFR LAND SYNOP 2M TEMPERATURE (K) 89009 : out of range
Severe: avg_fgdepar=-12.1614, expected range: -12.2744 5.4198
Severe: rms_fgdepar=12.1614, expected range: 0.8520 9.2270
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-19.7950, expected range: -20.6117 -16.8791
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.7950, expected range: 16.9111 20.5947
BUFR LAND SYNOP 2M TEMPERATURE (K) 89799 : out of range
Severe: avg_fgdepar=-12.1280, expected range: -11.7251 1.1616
Severe: rms_fgdepar=12.1710, expected range: 0.2570 10.9132
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI160AC : out of range
Severe: rms_fgdepar=10.0358, expected range: 0.4476 3.7668
rh2m
MANUAL LAND SYNOP RH2M (%) 70316 : out of range
Severe: rms_fgdepar=37.5178, expected range: 0.0000 19.2706
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 40.00 376.55