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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-09-26 00:00

airs
AQUA AIRS RADIANCES CHANNEL 110 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0278, expected range: -0.0998 -0.0727
AQUA AIRS RADIANCES CHANNEL 117 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0662, expected range: -0.1238 -0.0909
AQUA AIRS RADIANCES CHANNEL 129 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1199, expected range: -0.1796 -0.1793
Severely_persistent: avg_biascorr=-0.2715, expected range: -0.2300 -0.1965
Severely_persistent: avg_biascorr=-0.0403, expected range: -0.5345 -0.2529
AQUA AIRS RADIANCES CHANNEL 20 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1360, expected range: 0.0815 0.1119
AQUA AIRS RADIANCES CHANNEL 69 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1528, expected range: -0.2919 -0.2410
AQUA AIRS RADIANCES CHANNEL 104 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0416, expected range: -0.1222 -0.0869
AQUA AIRS RADIANCES CHANNEL 116 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0448, expected range: -0.1439 -0.1103
AQUA AIRS RADIANCES CHANNEL 128 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1516, expected range: -0.1094 -0.0753
AQUA AIRS RADIANCES CHANNEL 138 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0968, expected range: -0.2943 -0.1068
AQUA AIRS RADIANCES CHANNEL 333 : out of range
Slight: stdev_fgdepar=0.3260, expected range: 0.2704 0.3105
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
Slight: obs_number=28038.0000, expected range: 31570.4836 35326.2664
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
Slight: obs_number=23781.0000, expected range: 26670.8052 30040.1948
atms
NPP ATMS RADIANCES CHANNEL 10 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2209, expected range: -0.1940 -0.1711
NPP ATMS RADIANCES CHANNEL 11 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1786, expected range: -0.1497 -0.1292
NPP ATMS RADIANCES CHANNEL 12 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2618, expected range: -0.2092 -0.1757
NPP ATMS RADIANCES CHANNEL 9 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5873, expected range: -0.4580 -0.3968
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3517, expected range: -0.3168 -0.2726
NOAA20 ATMS RADIANCES CHANNEL 8 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.7522, expected range: -0.5950 -0.5886
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 17 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-2.4572, expected range: -2.9010 -2.6872
Atmospheric Motion Vector
GOES-17 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: avg_fgdepar=2.1752, expected range: 1.5436 1.8573
resat
NOAA-19 SBUV OZONE, TOP (21 pressure layers affected) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: obs_number=5.0000, expected range: 51.2578 63.1004
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
7 times in the last 10 days for at least one item
Slight: avg_fgdepar=-3.9614, expected range: -3.3301 -3.3301
Radiosondes
LAND TEMP Q (G/KG) 41217 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=8.8483, expected range: 0.0000 8.8036
LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: obs_number=53.0000, expected range: 0.8709 10.1291
LAND TEMP TEMPERATURE (K) 32389 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=8.7653, expected range: 0.0000 3.8457
HIGH RESO LAND TEMP Q (G/KG) 94326 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.4769, expected range: 0.0000 1.3703
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 347.2500
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=910.0000, expected range: 429.8182 493.6818
Considerable: obs_number=14649.0000, expected range: 7673.2170 9355.7830
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 76 : all data missing
Severe: obs_number=0, expected range: 47.50 536.84
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA : out of range
Considerable: obs_number=544.0000, expected range: 623.0427 647.2073
amdar
WIGOS AMDAR Q (G/KG) DVPUOFZA PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-7.6094, expected range: -10.4278 1.5544
Severely_persistent: rms_fgdepar=7.6809, expected range: 0.0000 10.3221
AMDAR TEMPERATURE (K) JP9Z58UZ PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.4825, expected range: -1.1320 1.5787
AMDAR TEMPERATURE (K) JP9Z58UZ (3 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.5940, expected range: 0.0000 1.6572
Severe: avg_pge=0.9120, expected range: -0.0541 0.0665
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU1722 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.1236, expected range: -19.9040 50.2274
Severe: avg_pge=0.8116, expected range: 0.2306 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU1722 (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.3147, expected range: 0.0000 54.1006
ADS-C WIND VECTOR DIFF (M/S) 01CBZMBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.1708, expected range: 0.0000 12.2028
ADS-C WIND VECTOR DIFF (M/S) UTQICNBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.7156, expected range: 0.6432 8.4697
ADS-C WIND VECTOR DIFF (M/S) WIUBPKJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.1572, expected range: 0.0000 33.6904
ADS-C WIND VECTOR DIFF (M/S) KYUGLLJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.1387, expected range: 0.0000 17.2255
ADS-C WIND VECTOR DIFF (M/S) YX5EILZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.0727, expected range: 0.0000 13.9769
airep
AIREP WIND VECTOR DIFF (M/S) ACA800 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.9062, expected range: 0.0000 10.0747
AIREP WIND VECTOR DIFF (M/S) AAL160 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.7380, expected range: 0.0000 8.9587
AIREP WIND VECTOR DIFF (M/S) UAL90 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.9614, expected range: -0.6183 6.9786
Severe: rms_fgdepar=29.6168, expected range: 0.0000 8.4026
AIREP WIND VECTOR DIFF (M/S) NBT702 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.8486, expected range: 1.3577 6.8581
AIREP WIND VECTOR DIFF (M/S) UAL712 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.8282, expected range: 0.0000 21.1793
AIREP WIND VECTOR DIFF (M/S) AAL722 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.4332, expected range: 0.0000 18.8746
AIREP WIND VECTOR DIFF (M/S) UAL982 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7829, expected range: 1.4650 7.6994
AIREP WIND VECTOR DIFF (M/S) ANZ2 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=34.8590, expected range: -19.2877 31.9466
Severe: rms_fgdepar=34.8590, expected range: 0.0000 41.5755
AIREP WIND VECTOR DIFF (M/S) UAL713 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.8919, expected range: 0.0000 10.8832
AIREP WIND VECTOR DIFF (M/S) WJA3 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.9177, expected range: 0.0000 12.6286
AIREP WIND VECTOR DIFF (M/S) AAL204 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.5339, expected range: 0.0000 7.8526
AIREP WIND VECTOR DIFF (M/S) ACA854 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.2310, expected range: 0.0000 26.0187
AIREP WIND VECTOR DIFF (M/S) LOT45 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=31.2562, expected range: -2.1232 9.2366
Severe: rms_fgdepar=31.2562, expected range: 0.0000 13.9351
AIREP WIND VECTOR DIFF (M/S) ACA866 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.7401, expected range: 0.0000 13.9328
AIREP WIND VECTOR DIFF (M/S) UAL987 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.0671, expected range: 0.0000 8.0352
AIREP WIND VECTOR DIFF (M/S) AAL208 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0902, expected range: 0.0000 15.9424
AIREP WIND VECTOR DIFF (M/S) AAL98 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.2843, expected range: 0.0000 10.0241
AIREP WIND VECTOR DIFF (M/S) AFR159 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.5109, expected range: 0.0000 9.0833
AIREP WIND VECTOR DIFF (M/S) QFA9 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8093, expected range: -0.2896 0.3886
AIREP WIND VECTOR DIFF (M/S) BAW22C PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.0372, expected range: 0.0000 7.9575
AIREP WIND VECTOR DIFF (M/S) BAW6NC PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=49.2773, expected range: -2.1258 8.2379
Severe: rms_fgdepar=49.2773, expected range: 0.0000 9.5403
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 1248.7651
synop
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71588 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=521.3229, expected range: 380.8366 608.7311
AUTOMATIC LAND SYNOP RH2M (%) 17700 : out of range
Severe: rms_fgdepar=31.4673, expected range: 0.0000 17.3160
AUTOMATIC LAND SYNOP RH2M (%) 17900 : out of range
Severe: rms_fgdepar=36.8503, expected range: 0.0000 19.4650
AUTOMATIC LAND SYNOP RH2M (%) 18150 : out of range
Severe: rms_fgdepar=42.7607, expected range: 1.7497 12.5286
Severe: avg_pge=0.8464, expected range: 0.0004 0.0062
AUTOMATIC LAND SYNOP RH2M (%) 17980 : out of range
Severe: rms_fgdepar=46.4525, expected range: 0.0000 41.4917
Severe: avg_pge=0.9831, expected range: -0.0331 0.0483
AUTOMATIC LAND SYNOP RH2M (%) 18131 : out of range
Severe: rms_fgdepar=36.1359, expected range: 0.0000 17.1636
AUTOMATIC LAND SYNOP RH2M (%) 35331 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=36.7988, expected range: 0.0000 20.6394
AUTOMATIC LAND SYNOP RH2M (%) 17902 : out of range
Severe: rms_fgdepar=43.1383, expected range: 0.9890 19.8317
AUTOMATIC LAND SYNOP RH2M (%) 17162 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.1764, expected range: 1.2796 13.0177
AUTOMATIC LAND SYNOP RH2M (%) 17723 : out of range
Severe: avg_fgdepar=51.5583, expected range: -32.0840 46.3455
Severe: rms_fgdepar=51.5583, expected range: 0.0000 37.4120
Severe: avg_pge=0.8928, expected range: -0.0203 0.0333
AUTOMATIC LAND SYNOP RH2M (%) 17716 : out of range
Severe: rms_fgdepar=38.3356, expected range: 5.5603 11.1212
AUTOMATIC LAND SYNOP RH2M (%) 18117 : out of range
Severe: rms_fgdepar=49.6047, expected range: 0.2970 23.1420
Severe: avg_pge=0.9476, expected range: -0.0017 0.0105
AUTOMATIC LAND SYNOP RH2M (%) 17968 : out of range
Severe: avg_fgdepar=52.4998, expected range: -25.6391 41.9756
Severe: rms_fgdepar=52.4998, expected range: 0.0000 40.9017
Severe: avg_pge=0.9971, expected range: -0.0430 0.0669
AUTOMATIC LAND SYNOP RH2M (%) : out of range
Severe: rms_fgdepar=30.1777, expected range: 7.4232 15.6926
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17900 : out of range
Severe: rms_fgdepar=356.9202, expected range: 0.0000 149.5256
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17720 : out of range
Severe: rms_fgdepar=307.9932, expected range: 24.6140 186.2413
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17640 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=309.2256, expected range: 0.0000 109.3436
Severe: avg_pge=0.8465, expected range: -1.1440 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17660 : out of range
Severe: rms_fgdepar=378.4556, expected range: 0.0000 197.6177
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17880 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=648.2164, expected range: 0.0000 878.0410
Severe: avg_pge=0.8855, expected range: -0.1381 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17690 : out of range
Severe: rms_fgdepar=415.3106, expected range: 0.0000 113.7378
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18131 : out of range
Severe: rms_fgdepar=359.8079, expected range: 0.0000 50.7120
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17871 : out of range
Severe: rms_fgdepar=338.9283, expected range: 0.0000 143.7697
Severe: avg_pge=0.8734, expected range: 0.0000 0.0000
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17902 : out of range
Severe: avg_fgdepar=-526.3181, expected range: -92.5929 190.5074
Severe: rms_fgdepar=526.3181, expected range: 0.0000 198.6188
Severe: avg_pge=0.9153, expected range: -0.6275 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17842 : out of range
Severe: rms_fgdepar=405.3501, expected range: 0.0000 147.0672
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17162 : out of range
Severe: avg_pge=0.8088, expected range: -1.1840 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17682 : out of range
Severe: rms_fgdepar=430.9861, expected range: 0.0000 116.5451
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18103 : out of range
Severe: rms_fgdepar=316.0209, expected range: 20.2454 163.2962
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17843 : out of range
Severe: rms_fgdepar=353.7933, expected range: 0.0000 114.8765
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18053 : out of range
Severe: rms_fgdepar=325.9728, expected range: 0.0000 113.0009
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18114 : out of range
Severe: rms_fgdepar=304.0291, expected range: 0.0000 94.1969
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18224 : out of range
Severe: rms_fgdepar=465.3695, expected range: 0.0000 121.6535
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17734 : out of range
Severe: rms_fgdepar=476.5009, expected range: 0.0000 250.7589
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18144 : out of range
Severe: rms_fgdepar=384.8757, expected range: 0.0000 150.9870
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17754 : out of range
Severe: rms_fgdepar=369.2850, expected range: 0.0000 48.9899
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17954 : out of range
Severe: rms_fgdepar=363.9156, expected range: 0.0000 105.4422
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17684 : out of range
Severe: rms_fgdepar=411.8114, expected range: 19.0069 184.2517
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18195 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=473.1716, expected range: 85.5301 172.6673
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17716 : out of range
Severe: rms_fgdepar=463.2647, expected range: 0.0000 145.5841
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17926 : out of range
Severe: rms_fgdepar=329.3649, expected range: 0.0000 87.4481
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18926 : out of range
Severe: rms_fgdepar=463.6481, expected range: 0.0000 151.4285
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17836 : out of range
Severe: rms_fgdepar=403.0696, expected range: 0.0000 228.1625
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17956 : out of range
Severe: rms_fgdepar=331.6513, expected range: 6.7176 53.2401
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17666 : out of range
Severe: rms_fgdepar=399.1023, expected range: 0.0000 126.8279
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18117 : out of range
Severe: rms_fgdepar=436.7540, expected range: 0.0000 250.7896
Severe: avg_pge=0.8975, expected range: -0.3743 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18127 : out of range
Severe: rms_fgdepar=349.1236, expected range: 0.0000 86.5954
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17927 : out of range
Severe: rms_fgdepar=345.7516, expected range: 4.5377 44.2820
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18287 : out of range
Severe: rms_fgdepar=311.7669, expected range: 0.0000 102.1087
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17718 : out of range
Severe: rms_fgdepar=440.0125, expected range: 0.0000 213.4606
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18128 : out of range
Severe: rms_fgdepar=318.0494, expected range: 0.0000 93.9571
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17668 : out of range
Severe: rms_fgdepar=358.3658, expected range: 23.2866 240.7028
Severe: avg_pge=0.8180, expected range: -0.1111 0.7173
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18209 : out of range
Severe: rms_fgdepar=416.5322, expected range: 0.0000 76.1719
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=300.9292, expected range: 20.8221 150.7367
Severe: rms_fgdepar=286.2883, expected range: 60.5702 98.0948
MANUAL LAND SYNOP RH2M (%) 61024 : out of range
Severe: avg_pge=0.9674, expected range: -1.0727 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42170 : out of range
Severe: rms_fgdepar=604.4923, expected range: 0.0000 280.2863
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41725 : out of range
Severe: rms_fgdepar=480.3862, expected range: 0.0000 369.1217
Severe: avg_pge=0.8648, expected range: -0.8841 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60355 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8034, expected range: -0.5316 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41785 : out of range
Severe: rms_fgdepar=382.3992, expected range: 0.0000 313.0959
Severe: avg_pge=0.8400, expected range: -0.7104 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82768 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-1353.7228, expected range: -278.0301 60.0840
Severe: rms_fgdepar=1353.7228, expected range: 0.0000 278.0301
Severe: avg_pge=0.9525, expected range: -0.6415 0.7500
BUFR LAND SYNOP RH2M (%) 64040 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-52.0219, expected range: -65.1415 -34.1561
Severe: rms_fgdepar=52.0219, expected range: 34.1561 65.1415
BUFR LAND SYNOP RH2M (%) 37880 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=46.0275, expected range: 0.0000 21.4072
BUFR LAND SYNOP RH2M (%) 35191 : out of range
Severe: rms_fgdepar=32.1210, expected range: 0.0000 11.3417
BUFR LAND SYNOP RH2M (%) 43344 : out of range
Severe: rms_fgdepar=31.2636, expected range: 0.0000 13.4134
BUFR LAND SYNOP RH2M (%) 04836 : out of range
Severe: rms_fgdepar=33.0247, expected range: 0.0000 16.0466
BUFR LAND SYNOP RH2M (%) 94318 : out of range
Severe: rms_fgdepar=41.8800, expected range: 0.0000 24.2404
Severe: avg_pge=0.9792, expected range: -0.0022 0.0091
BUFR LAND SYNOP RH2M (%) 04038 : out of range
Severe: rms_fgdepar=42.0532, expected range: 0.0000 17.8634
BUFR LAND SYNOP RH2M (%) 04858 : out of range
Severe: rms_fgdepar=37.2815, expected range: 0.0000 15.7172
BUFR LAND SYNOP SURFACE PRESSURE (PA) 98433 : out of range
Severe: rms_fgdepar=307.5121, expected range: 0.0000 81.6687
BUFR LAND SYNOP SURFACE PRESSURE (PA) 98429 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=557.9663, expected range: 0.0000 87.3422
BUFR LAND SYNOP SURFACE PRESSURE (PA) 42639 : out of range
Severe: avg_fgdepar=-547.3421, expected range: -102.8246 184.4146
Severe: rms_fgdepar=547.3421, expected range: 0.0000 169.9133
Severe: avg_pge=0.9014, expected range: -0.9768 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13369 : out of range
Severe: rms_fgdepar=397.9943, expected range: 0.0000 198.8206
BUFR LAND SYNOP Z (M) 56172 : out of range
Severe: avg_pge=0.9785, expected range: -0.7575 0.7500
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7A5552 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=790.1251, expected range: 672.0927 1142.4239
Severely_persistent: rms_fgdepar=792.1812, expected range: 673.6937 1148.7466
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VABC : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=885.2520, expected range: -1732.5590 2326.3276
Severely_persistent: rms_fgdepar=885.3088, expected range: 0.0000 1877.8344
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V6210 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.3986, expected range: 0.0000 10.5085
Severe: avg_pge=0.8945, expected range: -0.9408 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) D5LH3 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.6848, expected range: 0.0000 13.1051
Severe: avg_pge=0.8919, expected range: -0.9740 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DFPG2 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-509.6590, expected range: -571.7477 -241.4765
Severe: rms_fgdepar=511.7781, expected range: 243.5644 570.7640
Severe: avg_pge=0.8173, expected range: 0.6818 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRMK7 : out of range
Severe: avg_fgdepar=-554.6756, expected range: -1076.0090 527.6510
Severe: rms_fgdepar=554.6756, expected range: 0.0000 795.7566
Severe: avg_pge=0.8484, expected range: -0.6895 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V2CX7 : out of range
Severe: rms_fgdepar=316.4151, expected range: 0.0000 130.2186
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2HFZ7 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=548.1313, expected range: -678.8433 609.2758
Severe: rms_fgdepar=548.1313, expected range: 0.0000 521.7827
Severe: avg_pge=0.8251, expected range: -0.4440 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101654 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=575.7729, expected range: -1402.0583 1152.5824
Severely_persistent: rms_fgdepar=576.0372, expected range: 0.0000 955.7627
Severely_persistent: avg_pge=0.8991, expected range: -0.8343 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401572 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8770, expected range: -0.7950 0.7500
metar
METAR SURFACE PRESSURE (PA) BIVO : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=318.0950, expected range: 0.0000 97.4730
METAR SURFACE PRESSURE (PA) VOCP : out of range
Severe: rms_fgdepar=318.0033, expected range: 2.7018 73.6272
METAR SURFACE PRESSURE (PA) SBPV : out of range
Severe: rms_fgdepar=324.8032, expected range: 0.0000 152.5477
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=-768.1897, expected range: -797.8602 -759.1026
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=768.5405, expected range: 759.4563 797.6200
BUFR LAND SYNOP SNOW (CM) _MI1F9AC : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.2593, expected range: 41.8624 64.5473
BUFR LAND SYNOP SNOW (CM) _MI19CE7 : out of range
Severe: rms_fgdepar=17.5633, expected range: 0.0000 5.4839
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71052 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4471, expected range: -15.8424 -3.9967
Severely_persistent: rms_fgdepar=13.4634, expected range: 3.3963 16.6566
METAR 2M TEMPERATURE (K) KTLH : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.6157, expected range: -25.2684 2.8611
Severely_persistent: rms_fgdepar=15.6157, expected range: 2.9135 21.3769
METAR 2M TEMPERATURE (K) GCXO : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.3083, expected range: -8.7754 14.7468
BUFR LAND SYNOP 2M TEMPERATURE (K) 71052 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3231, expected range: -15.4733 -3.8493
Severely_persistent: rms_fgdepar=13.3365, expected range: 3.2933 16.2028
BUFR LAND SYNOP 2M TEMPERATURE (K) 89504 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.8857, expected range: -0.8709 17.9850
Severely_persistent: rms_fgdepar=12.9147, expected range: 0.0000 17.8111
BUFR LAND SYNOP 2M TEMPERATURE (K) _1701F9F : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.7765, expected range: -5.7741 23.0840
BUFR LAND SYNOP 2M TEMPERATURE (K) _1701F9F : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.3922, expected range: 1.6964 19.7489
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 52323 : out of range
Severe: avg_fgdepar=12.8815, expected range: -17.4943 20.6858
Severe: rms_fgdepar=12.8815, expected range: 0.8920 11.8145
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36953 : out of range
Severe: rms_fgdepar=10.1527, expected range: 0.8042 5.8364
METAR 2M TEMPERATURE (K) KBFM : out of range
Severe: rms_fgdepar=10.8153, expected range: 1.5494 3.9378
BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0259, expected range: 0.8153 10.2428
BUFR LAND SYNOP 2M TEMPERATURE (K) 06418 : out of range
Severe: avg_fgdepar=-12.0753, expected range: -0.7055 2.7012
Severe: rms_fgdepar=12.0753, expected range: 0.3715 2.4315
rh2m
MANUAL LAND SYNOP RH2M (%) 94318 : out of range
Severe: rms_fgdepar=39.6311, expected range: 0.0000 15.9380