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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

amsua
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3298, expected range: -0.2809 -0.2677
airs
AQUA AIRS RADIANCES CHANNEL 305 : out of range
2 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.8125, expected range: 0.3594 0.4004
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 3 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.2488, expected range: -0.1613 -0.0807
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 3 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=0.2522, expected range: -0.0484 0.0367
Severely_persistent: stdev_norm_fgdepar=0.9595, expected range: 0.7136 0.7216
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0466, expected range: 0.0335 0.0904
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.1120, expected range: 1.5909 2.4754
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=1.4883, expected range: 4.0758 4.9579
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-3.1489, expected range: -1.8288 -1.5780
atms
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2841, expected range: -0.2562 -0.2335
ssmis
DMSP-17 SSMIS RADIANCES (6 channels affected) : out of range
Severe: stdev_norm_fgdepar=1.2134, expected range: 0.5461 0.6609
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
Severe: avg_norm_fgdepar=0.0970, expected range: -0.0871 0.0165
DMSP-17 SSMIS RADIANCES CHANNEL 18 : out of range
Severe: avg_norm_fgdepar=0.0776, expected range: -0.0178 0.0137
DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
Severe: obs_number=4849.0000, expected range: 21773.6593 25067.0465
Severe: avg_norm_fgdepar=0.1854, expected range: -0.0728 0.0131
DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
Severe: obs_number=3184.0000, expected range: 21789.4340 25158.5660
Severe: avg_norm_fgdepar=0.0620, expected range: -0.0718 0.0009
DMSP-18 SSMIS RADIANCES CHANNEL 9 : out of range
Severe: avg_norm_fgdepar=0.1912, expected range: -0.0629 0.0730
Severe: avg_biascorr=-0.8997, expected range: -1.3070 -1.1243
DMSP-18 SSMIS RADIANCES CHANNEL 18 : out of range
Severe: avg_norm_fgdepar=0.0761, expected range: -0.0208 0.0164
Severe: avg_biascorr=1.1454, expected range: -1.7099 -1.1321
DMSP-18 SSMIS RADIANCES (5 channels affected) : out of range
Severe: stdev_norm_fgdepar=1.4821, expected range: 0.5439 0.6869
DMSP-18 SSMIS RADIANCES CHANNEL 17 : out of range
Severe: avg_biascorr=-2.0755, expected range: -2.9442 -2.4958
DMSP-17 SSMIS RADIANCES (5 channels affected) : out of range
Considerable: obs_number=6241.0000, expected range: 15104.6318 20331.9564
Atmospheric Motion Vector
METEOSAT-8 AMV CLOUDY WV2 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=1448.0000, expected range: 477.3564 1021.1172
METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
3 times in the last 10 days for at least one item
Considerable: avg_fgdepar=3.2325, expected range: 3.6297 4.1334
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.7290, expected range: 0.0980 0.3333
Radiosondes
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8134, expected range: -0.8234 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 41.70 92.30
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8703, expected range: -0.4981 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 30935 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.0506, expected range: 0.2105 7.4596
LAND TEMP Q (G/KG) 83937 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.9605, expected range: 0.0000 1.8298
HIGH RESO LAND TEMP Q (G/KG) 94672 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.3155, expected range: 0.0000 1.3510
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=275.0000, expected range: 365.1126 378.1374
Considerable: obs_number=111.0000, expected range: 90.7944 99.9556
Considerable: obs_number=273.0000, expected range: 359.6667 379.6667
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severe: obs_number=0, expected range: 69.16 165.34
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: obs_number=151.0000, expected range: 47.6792 81.8763
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=65.0000, expected range: 106.3257 178.4243
Considerable: obs_number=471.0000, expected range: 590.0973 801.4027
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=1261.0000, expected range: 981.1421 1134.8579
HIGH RESO SEA TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=619.0000, expected range: 68.9562 334.7938
amdar
AMDAR TEMPERATURE (K) JP9ZX689 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=7.8153, expected range: 0.0000 2.1613
AMDAR WIND VECTOR DIFF (M/S) 00040369 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.7438, expected range: 0.0000 20.7304
ADS-C WIND VECTOR DIFF (M/S) A2NRWBBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=36.3710, expected range: -0.8395 9.1571
Severe: rms_fgdepar=61.1055, expected range: 0.0000 16.9341
ADS-C WIND VECTOR DIFF (M/S) D4T1QCBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.5710, expected range: 0.0000 8.7076
ADS-C WIND VECTOR DIFF (M/S) KYCJUCBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.3588, expected range: 0.0000 8.1143
ADS-C WIND VECTOR DIFF (M/S) Y5FYCOBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.9130, expected range: 0.0000 18.3451
ADS-C WIND VECTOR DIFF (M/S) N51WKOBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.5766, expected range: 0.0000 25.8069
ADS-C WIND VECTOR DIFF (M/S) OA1CBFJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=39.5325, expected range: 0.0000 12.4555
ADS-C WIND VECTOR DIFF (M/S) CQ4YCNJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.9420, expected range: 0.6769 6.2477
ADS-C WIND VECTOR DIFF (M/S) JR2XLNJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.5948, expected range: 0.0000 9.8577
ADS-C WIND VECTOR DIFF (M/S) PIKRV4RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.1915, expected range: 0.0000 8.9899
ADS-C WIND VECTOR DIFF (M/S) ZIFZUHRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=35.5149, expected range: 0.0000 18.0186
ADS-C WIND VECTOR DIFF (M/S) ABZWBCZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.2292, expected range: -14.1806 24.5488
Severe: rms_fgdepar=24.0264, expected range: 0.0000 36.5456
ADS-C WIND VECTOR DIFF (M/S) AZWDWDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=55.5468, expected range: -1.8803 10.5266
Severe: rms_fgdepar=72.2102, expected range: 0.0000 16.0869
ADS-C WIND VECTOR DIFF (M/S) 3TQEILZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.4478, expected range: 0.0000 28.1986
airep
AIREP WIND VECTOR DIFF (M/S) LOT45 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.6381, expected range: 0.0000 26.0652
AIREP WIND VECTOR DIFF (M/S) ACA855 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.4616, expected range: -4.9319 15.0477
Severe: rms_fgdepar=43.5141, expected range: 0.0000 31.1469
AIREP WIND VECTOR DIFF (M/S) UAL988 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.0252, expected range: -1.9482 9.1921
Severe: rms_fgdepar=43.7160, expected range: 0.0000 13.9346
AIREP WIND VECTOR DIFF (M/S) AAL49 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.0479, expected range: 0.0000 29.7840
AIREP WIND VECTOR DIFF (M/S) BAW21G PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.8858, expected range: 0.0000 9.0643
AIREP WIND VECTOR DIFF (M/S) BAW7TG PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.6216, expected range: 0.8177 8.2293
AIREP WIND VECTOR DIFF (M/S) BAW219V PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.3008, expected range: 0.0000 23.3565
AIREP WIND VECTOR DIFF (M/S) VIR137Y PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.5046, expected range: 1.1177 5.1719
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01498 (2 pressure layers affe : out of range
Severe: rms_fgdepar=16.9110, expected range: 0.8050 5.5834
Severe: avg_pge=0.8417, expected range: -0.3113 0.4897
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01498 PRESSURE LAYER 600-900 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=28.4137, expected range: -4.8315 12.9433
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42056 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=26.2425, expected range: -12.8526 23.3203
Severe: rms_fgdepar=26.2425, expected range: 0.0000 28.5977
Severe: avg_pge=0.8689, expected range: -0.6077 0.7500
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 34498 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=439.8828, expected range: 0.0000 192.6272
Severely_persistent: avg_pge=0.8919, expected range: -0.1658 0.2027
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=439.2328, expected range: -211.5740 156.8626
Severely_persistent: rms_fgdepar=439.8828, expected range: 0.0000 192.6272
Severely_persistent: avg_pge=0.8919, expected range: -0.1658 0.2027
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-682.1445, expected range: -1344.3826 1150.3796
Severely_persistent: rms_fgdepar=682.1785, expected range: -1039.9330 1301.3192
Severely_persistent: avg_pge=0.9147, expected range: -1.3121 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87880 : out of range
Severe: avg_pge=0.8382, expected range: -0.9250 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41678 : out of range
Severe: rms_fgdepar=426.9707, expected range: 0.0000 194.8846
MANUAL LAND SYNOP RH2M (%) 64600 : out of range
Severe: rms_fgdepar=37.2667, expected range: 0.0000 36.6371
Severe: avg_pge=0.9502, expected range: -0.1194 0.1445
MANUAL LAND SYNOP RH2M (%) 42661 : out of range
Severe: avg_pge=0.9560, expected range: -0.6502 0.7500
MANUAL LAND SYNOP RH2M (%) 68538 : out of range
Severe: rms_fgdepar=39.5343, expected range: 0.0000 15.2013
Severe: rms_fgdepar=37.3744, expected range: 0.0000 21.0140
MANUAL LAND SYNOP RH2M (%) 15549 : out of range
Severe: rms_fgdepar=37.6161, expected range: 0.0000 19.5969
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8125, expected range: -1.5678 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16280 : out of range
Severe: avg_pge=0.8189, expected range: -0.3575 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=716.9684, expected range: -332.9397 467.5320
Severe: avg_pge=0.9070, expected range: -1.1341 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24843 : out of range
Severe: rms_fgdepar=550.9597, expected range: 0.0000 108.0986
BUFR LAND SYNOP RH2M (%) 15301 : out of range
Severe: avg_fgdepar=54.6601, expected range: -34.3232 31.4401
Severe: rms_fgdepar=54.7075, expected range: 0.0000 24.0448
BUFR LAND SYNOP RH2M (%) 02181 : out of range
Severe: rms_fgdepar=33.3959, expected range: 0.0000 15.3842
BUFR LAND SYNOP RH2M (%) 15063 : out of range
Severe: rms_fgdepar=36.7339, expected range: 0.0000 18.2613
BUFR LAND SYNOP RH2M (%) 15325 : out of range
Severe: rms_fgdepar=46.9908, expected range: 0.0000 26.2061
BUFR LAND SYNOP RH2M (%) 95825 : out of range
Severe: rms_fgdepar=45.7933, expected range: 0.0000 34.2384
Severe: avg_pge=0.9168, expected range: -0.1305 0.1632
BUFR LAND SYNOP RH2M (%) 04865 : out of range
Severe: rms_fgdepar=42.4652, expected range: 0.0000 23.1694
BUFR LAND SYNOP RH2M (%) 94206 : out of range
Severe: rms_fgdepar=42.4635, expected range: 0.0000 26.7043
Severe: avg_pge=0.9972, expected range: -0.0056 0.0135
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=147.0000, expected range: 128.1548 138.8452
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=169.0000, expected range: 126.1548 136.8452
BUFR LAND SYNOP Z (M) : out of range
Slight: rms_fgdepar=127.0502, expected range: 51.5600 105.8903
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) BNSK : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=25.9656, expected range: -11.2197 22.1791
Severely_persistent: rms_fgdepar=25.9656, expected range: 0.0000 22.3454
Severely_persistent: avg_pge=0.9314, expected range: -0.8717 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRRA4 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=561.8466, expected range: -882.3915 1309.4581
Severely_persistent: rms_fgdepar=561.8466, expected range: 0.0000 1375.5809
Severely_persistent: avg_pge=0.8129, expected range: -1.3237 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=691.9323, expected range: 455.5468 852.4564
Severely_persistent: rms_fgdepar=691.9323, expected range: 455.6276 852.5335
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WZD2465 : out of range
Severe: avg_fgdepar=-613.5356, expected range: -1208.2869 623.6070
Severe: rms_fgdepar=788.6371, expected range: 0.0000 1227.7418
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRMQ5 : out of range
Severe: avg_fgdepar=568.9782, expected range: -425.9593 356.4580
Severe: rms_fgdepar=568.9782, expected range: 0.0000 276.1260
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KDBG : out of range
Severe: rms_fgdepar=472.3276, expected range: 0.0000 190.6676
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301611 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=596.7613, expected range: -842.1553 778.5113
Severely_persistent: rms_fgdepar=598.8290, expected range: -689.6852 855.5346
Severely_persistent: avg_pge=0.8822, expected range: -1.1684 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4802552 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8699, expected range: -1.3875 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402587 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-631.5479, expected range: -1154.7358 1346.0820
Severely_persistent: rms_fgdepar=633.7562, expected range: -957.2697 1375.7862
Severely_persistent: avg_pge=0.8984, expected range: -1.5917 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=157.3290, expected range: 24.0236 61.8017
DRIFTING BUOYS SURFACE PRESSURE (PA) 5501000 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-567.6399, expected range: -136.2201 171.1653
Severe: rms_fgdepar=568.4192, expected range: 0.0000 171.1826
Severe: avg_pge=0.8757, expected range: -0.2278 0.2893
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-682.8773, expected range: -390.2883 403.1078
Severe: rms_fgdepar=685.8519, expected range: -338.2158 490.4797
Severe: avg_pge=0.9181, expected range: -1.1305 0.7500
MOORED BUOYS WIND VECTOR DIFF (M/S) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=66.0000, expected range: 74.6639 79.1361
metar
METAR SURFACE PRESSURE (PA) SBMA : out of range
Severe: rms_fgdepar=439.2556, expected range: 0.0000 222.6250
METAR SURFACE PRESSURE (PA) HESC : out of range
Severe: avg_fgdepar=-614.3581, expected range: -217.7027 200.0118
Severe: rms_fgdepar=614.3581, expected range: 0.0000 199.8775
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.2647, expected range: -59.1017 -42.0605
Severely_persistent: rms_fgdepar=59.2647, expected range: 42.0605 59.1017
AUTOMATIC LAND SYNOP SNOW (CM) 71605 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.7348, expected range: -70.9080 -25.1059
Severely_persistent: rms_fgdepar=55.7348, expected range: 25.1059 70.9080
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-87.6263, expected range: -102.4010 6.2710
Severely_persistent: rms_fgdepar=87.6263, expected range: 0.0000 102.4010
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=-90.0184, expected range: -97.1369 -76.1009
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=90.0355, expected range: 76.1043 97.1608
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=-65.7103, expected range: -69.9490 -58.8357
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=65.7195, expected range: 58.8538 69.9501
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.3024, expected range: -62.8893 -42.4736
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.3025, expected range: 42.4859 62.8874
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=-79.3126, expected range: -84.8114 -72.0137
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=79.3152, expected range: 72.0220 84.8149
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=-84.8088, expected range: -98.8536 -75.4513
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=84.8114, expected range: 75.4644 98.8640
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=-70.6253, expected range: -80.8679 -59.2946
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=70.6384, expected range: 59.3075 80.8667
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=-61.2873, expected range: -68.8309 -51.7743
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=61.2995, expected range: 51.7792 68.8492
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-108.2721, expected range: -128.9930 -85.2958
Severely_persistent: rms_fgdepar=108.2721, expected range: 85.4830 128.8593
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=-90.2201, expected range: -98.9754 -51.7137
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=90.2253, expected range: 51.7488 98.9965
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.7200, expected range: 46.9770 68.0150
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.7207, expected range: 46.9784 68.0223
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.1701, expected range: -56.4982 -50.0947
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.1825, expected range: 50.1100 56.5031
BUFR LAND SYNOP SNOW (CM) 47067 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.5521, expected range: 98.4642 100.4876
Severely_persistent: rms_fgdepar=99.5521, expected range: 98.4644 100.4875
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.4488, expected range: -56.3587 -41.3432
Severely_persistent: rms_fgdepar=56.4509, expected range: 41.3482 56.3578
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.5697, expected range: 21.5573 59.2146
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.5735, expected range: 21.5960 59.2131
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=-68.6426, expected range: -79.9856 -66.2436
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=68.6492, expected range: 66.2558 79.9819
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.8664, expected range: -81.3634 -30.9627
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.8665, expected range: 30.9667 81.3613
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=-75.7195, expected range: -82.2301 -64.1288
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=75.7212, expected range: 64.1386 82.2437
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=-60.7619, expected range: -63.8055 -48.4284
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=60.7626, expected range: 48.4291 63.8060
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=-84.0342, expected range: -88.8458 -69.1666
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=84.0378, expected range: 69.1697 88.8488
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.2893, expected range: -66.5287 -53.5906
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.2982, expected range: 53.6063 66.5489
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.5833, expected range: -85.4785 -77.8728
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=82.5855, expected range: 77.8841 85.4748
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=-79.1134, expected range: -85.2512 -62.7318
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=79.1154, expected range: 62.7607 85.2495
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=-76.8190, expected range: -76.7734 -63.3216
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=76.8283, expected range: 63.3454 76.7743
BUFR LAND SYNOP SNOW (CM) 01132 : out of range
Severe: rms_fgdepar=15.4732, expected range: 0.3153 5.9047
BUFR LAND SYNOP SNOW (CM) 01362 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=41.3233, expected range: 0.0000 15.4913
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6315, expected range: -26.8623 11.4356
Severely_persistent: rms_fgdepar=14.7827, expected range: 0.0000 26.7709
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7843, expected range: -27.8805 11.7344
Severely_persistent: rms_fgdepar=14.9445, expected range: 0.0000 27.7905
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2628, expected range: -17.3219 -3.0102
Severely_persistent: rms_fgdepar=12.2743, expected range: 3.2016 17.5107
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.0990, expected range: -16.9872 4.1409
Severely_persistent: rms_fgdepar=15.1422, expected range: 0.0000 17.5675
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.3714, expected range: -21.6822 9.5961
Severely_persistent: rms_fgdepar=17.4053, expected range: 0.0000 19.7260
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7079, expected range: -19.1682 6.0790
Severely_persistent: rms_fgdepar=12.7766, expected range: 0.0000 20.2772
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4881, expected range: -17.2302 -4.5673
Severely_persistent: rms_fgdepar=15.5275, expected range: 4.6449 17.3265
METAR 2M TEMPERATURE (K) CYDB : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7938, expected range: -23.6215 10.8090
Severely_persistent: rms_fgdepar=12.9093, expected range: 0.0000 24.6170
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6834, expected range: -26.8956 11.4093
Severely_persistent: rms_fgdepar=14.8341, expected range: 0.0000 26.8148
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7241, expected range: -21.3915 -5.5647
Severely_persistent: rms_fgdepar=13.8316, expected range: 5.8017 21.3871
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3128, expected range: -17.3719 -3.0602
Severely_persistent: rms_fgdepar=12.3243, expected range: 3.2503 17.5600
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1703, expected range: -17.0308 4.1077
Severely_persistent: rms_fgdepar=15.2151, expected range: 0.0000 17.6093
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8180, expected range: -27.8946 11.6897
Severely_persistent: rms_fgdepar=14.9765, expected range: 0.0000 27.8216
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.0428, expected range: -20.5729 2.9596
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.0870, expected range: 0.0000 20.7858
BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.4214, expected range: -21.7322 9.5461
Severely_persistent: rms_fgdepar=17.4552, expected range: 0.0000 19.8440
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7579, expected range: -19.2182 6.0290
Severely_persistent: rms_fgdepar=12.8263, expected range: 0.0000 20.3321
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.6462, expected range: -17.3831 -4.6668
Severely_persistent: rms_fgdepar=15.6908, expected range: 4.7595 17.4629
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1154A : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.8655, expected range: -4.3661 7.2170
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1154A : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.4600, expected range: -5.0665 9.8550
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 70271 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7361, expected range: -7.1619 7.1073
Severe: rms_fgdepar=13.7727, expected range: 0.0000 7.9665
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71063 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4865, expected range: 0.0000 4.5774
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44203 : out of range
Severe: avg_fgdepar=-12.4111, expected range: -12.4895 -2.0864
Severe: rms_fgdepar=12.5011, expected range: 2.3996 12.5376
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
Severe: avg_fgdepar=-17.3186, expected range: -7.6892 9.2251
Severe: rms_fgdepar=17.3698, expected range: 0.0000 7.5871
MANUAL LAND SYNOP 2M TEMPERATURE (K) 67025 : out of range
Severe: avg_fgdepar=-17.6832, expected range: -2.0041 4.7924
Severe: rms_fgdepar=17.6832, expected range: 0.0000 4.7505
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44225 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0148, expected range: -15.5427 -2.2420
Severe: rms_fgdepar=12.0779, expected range: 2.6103 15.5062
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-17.8708, expected range: -19.5120 15.4060
Severe: rms_fgdepar=17.8741, expected range: 0.0000 13.5095
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38875 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0968, expected range: -12.9599 -0.1417
Severe: rms_fgdepar=13.1909, expected range: 1.1338 12.5183
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25147 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.2579, expected range: 0.1554 6.4294
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=-13.6065, expected range: -15.4990 5.8064
Severe: rms_fgdepar=13.6774, expected range: 0.0000 15.5105
METAR 2M TEMPERATURE (K) CYND : out of range
Severe: rms_fgdepar=10.3876, expected range: 0.0000 5.2692
METAR 2M TEMPERATURE (K) CYOW : out of range
Severe: rms_fgdepar=11.3312, expected range: 0.0000 4.4406
LAND TEMP 2M TEMPERATURE (K) 72501 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.2854, expected range: 0.0000 3.4731
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI17F40 : out of range
Severe: rms_fgdepar=12.0241, expected range: 1.2611 15.9474
BUFR LAND SYNOP 2M TEMPERATURE (K) 70271 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.4944, expected range: -7.2737 6.9617
Severe: rms_fgdepar=13.5268, expected range: 0.0000 7.8567
BUFR LAND SYNOP 2M TEMPERATURE (K) 44203 : out of range
Severe: avg_fgdepar=-12.4014, expected range: -12.4313 -1.9599
Severe: rms_fgdepar=12.4917, expected range: 2.2871 12.4741
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
Severe: avg_fgdepar=-17.3686, expected range: -7.7392 9.1751
Severe: rms_fgdepar=17.4196, expected range: 0.0000 7.6207
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.0776, expected range: 0.7360 14.3393
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.1078, expected range: 0.8529 14.6202
BUFR LAND SYNOP 2M TEMPERATURE (K) 44225 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0035, expected range: -16.3217 -1.2889
Severe: rms_fgdepar=12.0920, expected range: 1.6144 16.3287
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-17.9999, expected range: -19.6149 15.3918
Severe: rms_fgdepar=18.0030, expected range: 0.0000 13.6668
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.1068, expected range: -20.3839 4.2786
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.1381, expected range: 0.0000 20.6221
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=-13.6202, expected range: -15.4585 5.7932
Severe: rms_fgdepar=13.6895, expected range: 0.0000 15.4493
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.7589, expected range: -13.7597 2.0494
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.7666, expected range: 0.0000 14.2973
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Severe: avg_lsm=0.7639, expected range: 0.5284 0.6492
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 95687 : out of range
Severe: rms_fgdepar=35.8074, expected range: 0.0000 18.4142