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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-23 12:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2356, expected range: -0.2080 -0.2042
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0853, expected range: -0.1059 -0.0955
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0939, expected range: -0.1430 -0.1320
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2146, expected range: 0.2391 0.2425
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: obs_number=5677.0000, expected range: 6595.8093 6898.1451
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1321, expected range: -0.1060 -0.0820
NPP ATMS RADIANCES CHANNEL 9 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3911, expected range: -0.5140 -0.4466
NPP ATMS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1217, expected range: -0.1575 -0.1554
NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.7519, expected range: 0.8280 0.8710
NOAA20 ATMS RADIANCES CHANNEL 8 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5776, expected range: -0.7111 -0.6353
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0990, expected range: 0.0450 0.2122
Atmospheric Motion Vector
All METEOSAT-11 AMV IR3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 1250.68 2716.12
METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: stdev_fgdepar=3.0883, expected range: 1.9465 2.5876
GOES-16 AMV VIS1 WIND VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
Slight: stdev_fgdepar=1.8400, expected range: 1.0562 1.6214
GOES-17 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Slight: stdev_fgdepar=1.5680, expected range: 1.2403 1.4530
mwri
FY-3D MWRI RADIANCES CHANNEL 3 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7586, expected range: 0.6487 0.6976
Radiosondes
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-10.4765, expected range: -31.7018 21.1603
Severely_persistent: rms_fgdepar=10.6679, expected range: 0.0000 26.9494
Severely_persistent: avg_pge=0.9213, expected range: -0.5612 0.7500
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-11.3345, expected range: -24.3051 10.0353
Severely_persistent: rms_fgdepar=11.4865, expected range: 0.0000 24.4765
Severely_persistent: avg_pge=0.9295, expected range: -0.4087 0.7500
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-10.4505, expected range: -17.2333 4.6103
Severely_persistent: rms_fgdepar=10.4505, expected range: 0.0000 17.2022
Severely_persistent: avg_pge=0.9181, expected range: -0.2332 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-9.2949, expected range: -9.1300 0.6143
Severely_persistent: rms_fgdepar=9.3200, expected range: 0.0000 8.8843
Severely_persistent: avg_pge=0.9022, expected range: -0.1657 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severely_persistent: obs_number=0, expected range: 87.01 171.39
LAND TEMP TEMPERATURE (K) 24343 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.3045, expected range: 0.0000 3.2157
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.9357, expected range: 0.0000 2.9091
LAND TEMP TEMPERATURE (K) 32618 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8051, expected range: -0.3383 0.4914
LAND TEMP WIND VECTOR DIFF (M/S) 37259 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8962, expected range: -0.4811 0.7500
All HIGH RESO SEA TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 0.00 395.93
All BUFR TEMP DESCENT ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 82.65 102.15
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=178.0000, expected range: 241.1115 286.3885
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=228.0000, expected range: 184.1981 201.3575
amdar
ADS-C WIND VECTOR DIFF (M/S) 1FZYW3BA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.4115, expected range: 0.0000 53.8129
ADS-C WIND VECTOR DIFF (M/S) EHDRETBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.0984, expected range: 0.0000 17.7006
ADS-C WIND VECTOR DIFF (M/S) OA1CBFJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.9017, expected range: 0.0000 53.3955
ADS-C WIND VECTOR DIFF (M/S) 1NISBMJA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.9448, expected range: 0.0000 21.0067
ADS-C WIND VECTOR DIFF (M/S) 2CGXUXJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.5608, expected range: 0.0000 19.7791
ADS-C WIND VECTOR DIFF (M/S) MTBLNARA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.6610, expected range: 0.0000 10.7952
ADS-C WIND VECTOR DIFF (M/S) RSLICNRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4090, expected range: 0.0000 38.6035
ADS-C WIND VECTOR DIFF (M/S) M5LL1SRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.2974, expected range: 0.0000 23.4952
ADS-C WIND VECTOR DIFF (M/S) CKEEBURA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.0431, expected range: 0.0000 23.4390
ADS-C WIND VECTOR DIFF (M/S) OQGDSDZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.0932, expected range: 0.0000 38.7632
ADS-C WIND VECTOR DIFF (M/S) 0NRTSKZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7398, expected range: 0.0000 9.4032
ADS-C WIND VECTOR DIFF (M/S) GOPE5MZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0483, expected range: 0.0000 23.1666
airep
AIREP WIND VECTOR DIFF (M/S) KLM641 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.0086, expected range: 0.0000 11.6655
AIREP WIND VECTOR DIFF (M/S) RJA263 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.5530, expected range: 0.0000 42.1849
AIREP WIND VECTOR DIFF (M/S) BAW297 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.5248, expected range: 0.0000 37.7204
AIREP WIND VECTOR DIFF (M/S) UAL988 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.7373, expected range: 0.0000 39.5067
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47912 PRESSURE LAYER 300-600 : out of range
Severe: avg_fgdepar=22.7428, expected range: -6.6314 24.2173
Severe: rms_fgdepar=22.7428, expected range: 0.0000 25.0477
Severe: avg_pge=0.8774, expected range: -0.1502 0.7500
JAPANESE WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=3495.0000, expected range: 97.0417 785.6698
Considerable: obs_number=3495.0000, expected range: 97.0417 785.6698
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 43333 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=25.8964, expected range: 0.0000 7.5576
LAND PILOT WIND VECTOR DIFF (M/S) 96685 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.0051, expected range: 0.0000 4.8137
Severe: avg_pge=0.8708, expected range: -0.1198 0.1370
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76773 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=758.5582, expected range: -152.5131 223.8569
Severely_persistent: rms_fgdepar=758.5582, expected range: 0.0000 174.9939
Severely_persistent: avg_pge=0.9015, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42237 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8647, expected range: -1.5660 0.7500
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.8089, expected range: -51.2565 124.8627
Severely_persistent: rms_fgdepar=56.8089, expected range: 0.0000 124.8627
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8036, expected range: -0.5457 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=680.7423, expected range: -887.8101 1390.1866
Severely_persistent: rms_fgdepar=680.7423, expected range: 0.0000 1390.1866
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 04313 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8383, expected range: -0.7339 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87320 : out of range
Severe: rms_fgdepar=504.6937, expected range: 0.0000 397.5514
MANUAL LAND SYNOP RH2M (%) 65420 : out of range
Severe: rms_fgdepar=31.9106, expected range: 0.0000 22.3721
Severe: avg_pge=0.8725, expected range: -0.1172 0.1485
MANUAL LAND SYNOP RH2M (%) 42123 : out of range
Severe: rms_fgdepar=47.6830, expected range: 0.0000 34.9442
Severe: avg_pge=1.0000, expected range: -0.0243 0.0362
MANUAL LAND SYNOP RH2M (%) 43083 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9709, expected range: -1.9753 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41978 : out of range
Severe: rms_fgdepar=300.5330, expected range: 0.0000 118.8180
BUFR LAND SYNOP RH2M (%) 14562 : out of range
Severe: avg_fgdepar=50.6224, expected range: -50.8649 95.9362
Severe: rms_fgdepar=50.6224, expected range: 0.0000 95.9362
MANUAL LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=71.0000, expected range: 89.1999 106.0501
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=103.0000, expected range: 130.5249 163.4751
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-551.0315, expected range: -1405.9650 680.4998
Severely_persistent: rms_fgdepar=551.7380, expected range: 0.0000 1369.7002
Severely_persistent: avg_pge=0.8391, expected range: -1.3928 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 7JLP : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8493, expected range: -0.3105 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V8043 : out of range
Severe: rms_fgdepar=620.1102, expected range: 0.0000 225.2580
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7QJ3 : out of range
Severe: avg_fgdepar=522.6472, expected range: -102.0774 436.2612
Severe: rms_fgdepar=522.6472, expected range: 0.0000 437.0141
Severe: avg_pge=0.8220, expected range: -0.8294 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRMS3 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=506.8056, expected range: -40.1200 588.6791
Severe: rms_fgdepar=506.8056, expected range: 0.0000 592.6378
Severe: avg_pge=0.8017, expected range: -0.1256 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) EUMDE24 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=336.0580, expected range: 0.0000 108.6835
Severe: avg_pge=0.8457, expected range: -0.5508 0.6762
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FLT5 : out of range
Severe: avg_fgdepar=-592.9646, expected range: -251.2759 250.2944
Severe: rms_fgdepar=735.5812, expected range: 0.0000 214.1988
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V8776 : out of range
Severe: avg_fgdepar=804.4961, expected range: -143.2924 1296.3607
Severe: rms_fgdepar=804.4961, expected range: 0.0000 1292.5217
Severe: avg_pge=0.8733, expected range: 0.3757 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) A8SE6 : out of range
Severe: avg_fgdepar=614.3317, expected range: -654.2388 864.1852
Severe: rms_fgdepar=690.9808, expected range: 0.0000 695.5569
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRFU8 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-712.3958, expected range: -641.4632 360.3304
Severe: rms_fgdepar=712.3958, expected range: 0.0000 880.4552
Severe: avg_pge=0.8698, expected range: -0.7959 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301760 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=583.3920, expected range: -1241.3106 1286.0401
Severely_persistent: rms_fgdepar=586.8154, expected range: -977.9578 1315.8445
Severely_persistent: avg_pge=0.8990, expected range: -1.3297 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203644 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8407, expected range: -1.6975 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204589 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8491, expected range: -1.2961 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402656 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=531.5705, expected range: 0.0000 784.1055
Severe: avg_pge=0.8287, expected range: -0.1764 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204586 : out of range
Severe: rms_fgdepar=335.1585, expected range: 0.0000 103.3883
Severe: avg_pge=0.8101, expected range: -0.3095 0.3923
metar
METAR SURFACE PRESSURE (PA) VABO : out of range
Severe: rms_fgdepar=303.0244, expected range: 0.0000 91.8779
METAR SURFACE PRESSURE (PA) ENVR : out of range
Severe: avg_fgdepar=-948.6682, expected range: -279.0922 246.3382
Severe: rms_fgdepar=948.6682, expected range: 0.0000 255.1984
Severe: avg_pge=0.8918, expected range: -0.0317 0.0363
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.2726, expected range: -62.7700 -57.4451
Severely_persistent: rms_fgdepar=62.2726, expected range: 57.4451 62.7700
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.2032, expected range: -87.7692 -65.3867
Severely_persistent: rms_fgdepar=74.2032, expected range: 65.3867 87.7692
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-85.1924, expected range: -92.3966 -84.4932
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=85.2068, expected range: 84.5009 92.4021
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.0653, expected range: -68.4570 -59.8884
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.0810, expected range: 59.9186 68.4590
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-57.3586, expected range: -61.5086 -55.8432
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.3591, expected range: 55.8452 61.5101
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.4287, expected range: -86.9864 -73.7295
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=76.4380, expected range: 73.7232 87.0234
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.4640, expected range: -80.5638 -73.8413
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.4675, expected range: 73.8436 80.5654
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-89.4109, expected range: -97.8908 -79.4809
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=89.4208, expected range: 79.4829 97.9032
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.7358, expected range: -76.4695 -66.2657
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=69.7397, expected range: 66.2680 76.4786
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.5245, expected range: -63.9834 -57.3764
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.5357, expected range: 57.3732 64.0091
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.9495, expected range: -94.6890 -76.3530
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=79.9565, expected range: 76.3613 94.6924
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.0139, expected range: -76.3374 -50.5462
Severely_persistent: rms_fgdepar=74.0149, expected range: 50.5473 76.3370
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.9910, expected range: 52.3862 58.0701
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.9971, expected range: 52.3908 58.0723
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-68.7974, expected range: -73.6108 -67.9561
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.8038, expected range: 67.9585 73.6204
BUFR LAND SYNOP SNOW (CM) 47058 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=93.5044, expected range: 88.0738 95.9160
Severely_persistent: rms_fgdepar=93.5044, expected range: 88.0738 95.9161
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.0603, expected range: 24.2578 72.1601
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.0621, expected range: 24.2450 72.1981
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.2432, expected range: -64.7312 -56.6393
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.2433, expected range: 56.6390 64.7317
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.6414, expected range: -78.1226 -63.7401
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=66.6432, expected range: 63.7431 78.1238
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.1075, expected range: -62.9481 -54.3870
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.1136, expected range: 54.4047 62.9384
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.9222, expected range: -86.2091 -74.1865
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=76.9264, expected range: 74.1909 86.2139
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.9473, expected range: -68.1599 -50.8238
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.9517, expected range: 50.8256 68.1706
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.5506, expected range: -85.2420 -74.5547
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=76.5557, expected range: 74.5589 85.2433
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.2693, expected range: -82.4156 -73.9264
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.2925, expected range: 73.9292 82.4219
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.9077, expected range: -79.8377 -65.5388
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=69.9120, expected range: 65.5388 79.8541
MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.6709, expected range: 0.0000 1.6549
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-51.9725, expected range: -166.9174 25.4023
Severe: rms_fgdepar=51.9898, expected range: 0.0000 166.9133
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.8988, expected range: -15.3941 -7.4876
Severely_persistent: rms_fgdepar=15.9464, expected range: 7.4302 15.6229
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5485, expected range: -14.8591 -1.0742
Severely_persistent: rms_fgdepar=14.5485, expected range: 1.0742 14.8591
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.4527, expected range: -18.2674 -1.5302
Severely_persistent: rms_fgdepar=14.5006, expected range: 2.1508 18.2109
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.6921, expected range: -16.8880 -6.4804
Severely_persistent: rms_fgdepar=19.6933, expected range: 6.5714 17.0915
Severely_persistent: avg_est_pge=0.8072, expected range: 0.5498 0.8026
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2048, expected range: -17.4127 4.2784
Severely_persistent: rms_fgdepar=15.2059, expected range: 0.0000 17.3377
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4950, expected range: -19.3102 5.9826
Severely_persistent: rms_fgdepar=12.6754, expected range: 0.0000 18.9870
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3735, expected range: -20.4038 -3.3876
Severely_persistent: rms_fgdepar=14.3736, expected range: 3.5040 20.4184
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3281, expected range: -18.1331 -0.8893
Severely_persistent: rms_fgdepar=12.4225, expected range: 1.0092 18.2395
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7945, expected range: -26.0650 3.7635
Severely_persistent: rms_fgdepar=13.8034, expected range: 0.0000 25.9241
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.0884, expected range: -17.2156 -3.8980
Severely_persistent: rms_fgdepar=15.2567, expected range: 3.9545 17.3219
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4132, expected range: -19.8119 -2.1518
Severely_persistent: rms_fgdepar=12.4132, expected range: 2.1518 19.8119
BUFR LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6126, expected range: -14.9353 -1.0335
Severely_persistent: rms_fgdepar=14.6126, expected range: 1.0335 14.9353
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1934, expected range: -17.3728 -7.9504
Severely_persistent: rms_fgdepar=15.3198, expected range: 8.1067 17.6459
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9488, expected range: -15.4441 -7.5376
Severely_persistent: rms_fgdepar=15.9963, expected range: 7.4804 15.6721
BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5166, expected range: -18.3743 -1.5808
Severely_persistent: rms_fgdepar=14.5643, expected range: 2.2180 18.3075
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.7421, expected range: -16.9256 -6.5487
Severely_persistent: rms_fgdepar=19.7433, expected range: 6.6397 17.1279
BUFR LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2569, expected range: -17.4620 4.2314
Severely_persistent: rms_fgdepar=15.2580, expected range: 0.0000 17.3887
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.1232, expected range: -20.2109 -7.1785
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.5686, expected range: 8.7961 19.7861
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5450, expected range: -19.0501 5.7406
Severely_persistent: rms_fgdepar=12.7247, expected range: 0.0000 18.7578
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2837, expected range: -14.7881 -11.1258
Severely_persistent: rms_fgdepar=12.6353, expected range: 11.1451 15.2259
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.4293, expected range: -20.4192 -3.4435
Severely_persistent: rms_fgdepar=14.4295, expected range: 3.5615 20.4331
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3505, expected range: -17.4467 -7.5180
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.5491, expected range: 7.9331 17.7695
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3781, expected range: -18.1831 -0.9393
Severely_persistent: rms_fgdepar=12.4721, expected range: 1.0581 18.2893
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8964, expected range: -26.1235 3.6548
Severely_persistent: rms_fgdepar=13.9049, expected range: 0.0000 26.0014
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2009, expected range: -17.3426 -3.9753
Severely_persistent: rms_fgdepar=15.3665, expected range: 4.0214 17.4497
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9550, expected range: -17.9738 -4.3743
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.0833, expected range: 4.3923 18.9623
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42123 : out of range
Severe: rms_fgdepar=10.5441, expected range: 0.0000 5.4260
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24923 : out of range
Severe: avg_fgdepar=-12.0644, expected range: -13.9307 5.7510
Severe: rms_fgdepar=12.0749, expected range: 0.0000 13.0236
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24933 : out of range
Severe: avg_fgdepar=-12.3488, expected range: -16.8144 4.1826
Severe: rms_fgdepar=12.4977, expected range: 0.0000 14.9390
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23453 : out of range
Severe: rms_fgdepar=10.3354, expected range: 0.0000 4.5809
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30173 : out of range
Severe: avg_fgdepar=-12.7397, expected range: -11.3838 2.9148
Severe: rms_fgdepar=12.7818, expected range: 0.0000 11.3035
MANUAL LAND SYNOP 2M TEMPERATURE (K) 28573 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3495, expected range: 0.0000 5.8687
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30054 : out of range
Severe: avg_fgdepar=-12.0660, expected range: -8.7203 2.1597
Severe: rms_fgdepar=12.2857, expected range: 0.0000 8.5306
MANUAL LAND SYNOP 2M TEMPERATURE (K) 28764 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7664, expected range: -15.1403 7.1575
Severe: rms_fgdepar=12.9014, expected range: 0.0000 15.1681
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44215 : out of range
Severe: avg_fgdepar=-12.2109, expected range: -11.1023 -0.6492
Severe: rms_fgdepar=12.3165, expected range: 1.0513 11.0986
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
Severe: avg_fgdepar=-14.5311, expected range: -10.4917 -1.2933
Severe: rms_fgdepar=14.5478, expected range: 1.8778 10.8013
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44216 : out of range
Severe: avg_fgdepar=-12.1959, expected range: -9.6928 -0.0551
Severe: rms_fgdepar=12.2442, expected range: 0.2641 9.7415
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6886, expected range: -20.2426 12.0939
Severe: rms_fgdepar=13.7101, expected range: 0.0000 17.6783
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24737 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8745, expected range: -11.9589 -0.1268
Severe: rms_fgdepar=12.8911, expected range: 0.4049 12.1520
MANUAL LAND SYNOP 2M TEMPERATURE (K) 32408 : out of range
Severe: rms_fgdepar=10.6848, expected range: 0.0000 4.4844
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44218 : out of range
Severe: avg_fgdepar=-12.0203, expected range: -12.4573 1.3890
Severe: rms_fgdepar=12.0911, expected range: 0.0000 12.7384
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7387, expected range: -16.7716 5.7076
Severe: rms_fgdepar=13.7751, expected range: 0.0000 16.1503
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24538 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.4368, expected range: -14.7477 7.5770
Severe: rms_fgdepar=13.4507, expected range: 0.0000 14.5936
MANUAL LAND SYNOP 2M TEMPERATURE (K) 63658 : out of range
Severe: rms_fgdepar=11.2428, expected range: 0.0000 4.5711
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36078 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5256, expected range: -11.5710 2.0498
Severe: rms_fgdepar=13.6704, expected range: 0.0000 12.1238
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0958, expected range: -15.1038 5.3990
Severe: rms_fgdepar=12.1346, expected range: 0.0000 15.6859
METAR 2M TEMPERATURE (K) AYMH : out of range
Severe: rms_fgdepar=11.5041, expected range: 0.1905 5.0743
METAR 2M TEMPERATURE (K) FWCL : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.3569, expected range: 0.5462 3.1720
BUFR LAND SYNOP 2M TEMPERATURE (K) 24923 : out of range
Severe: avg_fgdepar=-12.1173, expected range: -14.0437 5.7177
Severe: rms_fgdepar=12.1279, expected range: 0.0000 13.1733
BUFR LAND SYNOP 2M TEMPERATURE (K) 24933 : out of range
Severe: avg_fgdepar=-12.3988, expected range: -16.8644 4.1326
Severe: rms_fgdepar=12.5471, expected range: 0.0000 15.0366
BUFR LAND SYNOP 2M TEMPERATURE (K) 30173 : out of range
Severe: avg_fgdepar=-12.7897, expected range: -11.4338 2.8648
Severe: rms_fgdepar=12.8317, expected range: 0.0000 11.3774
BUFR LAND SYNOP 2M TEMPERATURE (K) 30054 : out of range
Severe: avg_fgdepar=-12.1136, expected range: -8.7260 2.1014
Severe: rms_fgdepar=12.3324, expected range: 0.0000 8.5451
BUFR LAND SYNOP 2M TEMPERATURE (K) 28764 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8164, expected range: -15.1903 7.1075
Severe: rms_fgdepar=12.9508, expected range: 0.0000 15.2249
BUFR LAND SYNOP 2M TEMPERATURE (K) 44215 : out of range
Severe: avg_fgdepar=-12.5057, expected range: -13.5497 -1.7117
Severe: rms_fgdepar=12.5900, expected range: 1.9253 13.6916
BUFR LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
Severe: avg_fgdepar=-14.3640, expected range: -10.4216 -1.8686
Severe: rms_fgdepar=14.3970, expected range: 2.3337 10.7800
BUFR LAND SYNOP 2M TEMPERATURE (K) 44216 : out of range
Severe: avg_fgdepar=-12.2459, expected range: -9.7428 -0.1051
Severe: rms_fgdepar=12.2941, expected range: 0.3105 9.7922
BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7386, expected range: -20.2926 12.0439
Severe: rms_fgdepar=13.7600, expected range: 0.0000 17.7761
BUFR LAND SYNOP 2M TEMPERATURE (K) 24737 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9317, expected range: -11.9846 -0.1865
Severe: rms_fgdepar=12.9482, expected range: 0.4620 12.1784
BUFR LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7999, expected range: -16.7807 5.6302
Severe: rms_fgdepar=13.8369, expected range: 0.0000 16.2222
BUFR LAND SYNOP 2M TEMPERATURE (K) 24538 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.4808, expected range: -14.8161 7.5902
Severe: rms_fgdepar=13.4949, expected range: 0.0000 14.6797
BUFR LAND SYNOP 2M TEMPERATURE (K) 36078 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5794, expected range: -11.6078 2.1008
Severe: rms_fgdepar=13.7236, expected range: 0.0000 12.1608
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0203, expected range: -15.1548 5.4600
Severe: rms_fgdepar=12.0562, expected range: 0.0000 15.7901
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 71780 : out of range
Severe: rms_fgdepar=30.0656, expected range: 0.0000 15.3984
METAR RH2M (%) CYAZ : out of range
Severe: rms_fgdepar=38.4044, expected range: 0.0000 10.8557