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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

airs
AQUA AIRS RADIANCES CHANNEL 256 : out of range
Severe: stdev_fgdepar=0.3065, expected range: 0.2560 0.2844
AQUA AIRS RADIANCES CHANNEL 305 : out of range
1 times in the last 10 days for at least one item
Severe: stdev_fgdepar=1.0273, expected range: 0.3595 0.4007
AQUA AIRS RADIANCES CHANNEL 226 : out of range
Slight: stdev_fgdepar=0.3156, expected range: 0.2747 0.3035
AQUA AIRS RADIANCES CHANNEL 261 : out of range
Slight: stdev_fgdepar=0.3465, expected range: 0.2456 0.3273
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 1 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.1398, expected range: 0.1079 0.1245
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: obs_number=6476.0000, expected range: 7907.5258 8112.8148
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: obs_number=5501.0000, expected range: 6688.3813 6851.8299
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 13 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.1473, expected range: 1.5909 2.3913
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=1.3636, expected range: 4.0758 4.9579
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
2 times in the last 10 days for at least one item
Severe: avg_norm_fgdepar=-0.1509, expected range: -0.0330 0.0280
Severe: avg_biascorr=-3.2199, expected range: -1.8118 -1.5888
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 3 : out of range
4 times in the last 10 days for at least one item
Severe: avg_norm_fgdepar=2.2401, expected range: -0.0477 0.0371
Slight: stdev_norm_fgdepar=0.7865, expected range: 0.7136 0.7215
atms
NPP ATMS RADIANCES CHANNEL 6 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1347, expected range: 0.0998 0.1169
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2940, expected range: -0.2562 -0.2353
NPP ATMS RADIANCES (7 channels affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=1738.0000, expected range: 2965.2525 3470.2475
NOAA20 ATMS RADIANCES (7 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=2158.0000, expected range: 3318.2985 3470.7015
gpsro
COSMIC2-E6 GPSRO SETTING HEIGHT 14-16 KM : out of range
Considerable: avg_norm_fgdepar=-0.3491, expected range: -0.2365 -0.0300
Atmospheric Motion Vector
NPP VIIRS AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_press=439.1778, expected range: 367.6123 396.0398
METEOSAT-8 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=826.0000, expected range: 170.3628 574.8941
NOAA20 VIIRS-AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
4 times in the last 10 days for at least one item
Considerable: avg_press=430.6972, expected range: 354.7262 393.9966
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=0.7814, expected range: 0.0813 0.3333
Radiosondes
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8929, expected range: -0.7963 0.7500
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 324.81
LAND TEMP TEMPERATURE (K) 32150 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=8.0935, expected range: 0.0000 3.0180
LAND TEMP TEMPERATURE (K) 24122 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=-10.2233, expected range: -5.4501 4.4279
Severe: rms_fgdepar=10.5148, expected range: 0.0000 3.2724
Severe: avg_pge=0.9070, expected range: -0.5297 0.7500
LAND TEMP TEMPERATURE (K) 36003 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8753, expected range: -0.5157 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 72645 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=19.3728, expected range: 0.0000 12.3383
Severe: avg_pge=0.8357, expected range: -0.5713 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 94120 PRESSURE LAYER 900-12 : out of range
Severe: avg_fgdepar=20.3490, expected range: -3.7182 8.9670
Severe: rms_fgdepar=20.9860, expected range: 0.0000 9.6110
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=183.0000, expected range: 269.7620 288.9880
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severe: obs_number=0, expected range: 15.35 200.08
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 37 : all data missing
Severe: obs_number=0, expected range: 74.32 125.43
All HIGH RESO SEA TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 27.60 149.40
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Considerable: obs_number=347.0000, expected range: 384.4292 447.3208
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=429.0000, expected range: 365.7069 384.7931
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Slight: obs_number=7065.0000, expected range: 6340.0335 6730.9665
amdar
AMDAR TEMPERATURE (K) 00040449 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=7.6420, expected range: 0.0000 4.0567
Severe: avg_pge=0.8510, expected range: -0.2752 0.5473
AMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 255.3471
MODE-S WIND VECTOR DIFF (M/S) MA9B505 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.2485, expected range: 0.0000 4.5490
ADS-C WIND VECTOR DIFF (M/S) BRNUU1BA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.7393, expected range: 0.0000 8.5884
ADS-C WIND VECTOR DIFF (M/S) JFQAYHBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.5276, expected range: 0.0000 10.1683
ADS-C WIND VECTOR DIFF (M/S) 53VLSLBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.0369, expected range: -1.8472 8.9499
Severe: rms_fgdepar=29.4804, expected range: 0.0000 10.6981
ADS-C WIND VECTOR DIFF (M/S) 5YSSATRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.3731, expected range: 0.0000 20.2042
ADS-C WIND VECTOR DIFF (M/S) 4YHSTXRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.6072, expected range: 0.0000 16.0406
ADS-C WIND VECTOR DIFF (M/S) MWFDFYRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.8221, expected range: 0.0000 14.1899
ADS-C WIND VECTOR DIFF (M/S) OQGDSDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.3987, expected range: 1.0347 5.9174
ADS-C WIND VECTOR DIFF (M/S) YCYVSMZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.6159, expected range: 0.0000 8.6081
airep
AIREP WIND VECTOR DIFF (M/S) UAL194 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.3560, expected range: 0.0000 27.7747
AIREP WIND VECTOR DIFF (M/S) UAL907 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.1702, expected range: 0.0000 12.5308
AIREP WIND VECTOR DIFF (M/S) UAL57 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=27.3365, expected range: 1.1345 5.7983
Severe: rms_fgdepar=51.9381, expected range: 1.1665 6.9975
AIREP WIND VECTOR DIFF (M/S) VIR118 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.7771, expected range: -2.2586 9.7875
Severe: rms_fgdepar=45.2236, expected range: 0.0000 11.3161
AIREP WIND VECTOR DIFF (M/S) UAL829 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=37.7616, expected range: -33.1794 48.2787
AIREP WIND VECTOR DIFF (M/S) UAL989 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=25.4799, expected range: -0.5086 6.0345
Severe: rms_fgdepar=51.9155, expected range: 0.0000 7.4430
AIREP WIND VECTOR DIFF (M/S) ETD47N PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=41.9398, expected range: 0.1531 7.1904
Severe: rms_fgdepar=66.6982, expected range: 0.0000 8.3382
AIREP WIND VECTOR DIFF (M/S) BAW6W PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.4941, expected range: 1.9410 5.4304
Severe: rms_fgdepar=43.8453, expected range: 1.6763 7.1428
AIREP WIND VECTOR DIFF (M/S) LOT2LY PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=30.9412, expected range: -5.6455 14.2054
Severe: rms_fgdepar=51.2235, expected range: 0.0000 14.4954
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47898 PRESSURE LAYER 300-600 : out of range
Severe: avg_fgdepar=24.9813, expected range: 0.2668 4.4215
Severe: rms_fgdepar=24.9813, expected range: 0.1854 4.9811
Severe: avg_pge=0.9091, expected range: -0.5096 0.6404
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=32.8818, expected range: -8.3662 25.4313
Severely_persistent: rms_fgdepar=32.8818, expected range: 0.0000 32.9694
Severely_persistent: avg_pge=0.8918, expected range: -0.9128 0.7500
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8912, expected range: -1.7130 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68485 : out of range
Severe: rms_fgdepar=320.3059, expected range: 35.9043 128.8218
Severe: avg_pge=0.8468, expected range: -0.1972 0.5900
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 34498 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8912, expected range: -1.7130 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 38191 : out of range
Severe: avg_fgdepar=51.1402, expected range: -30.1633 62.1703
Severe: rms_fgdepar=51.1402, expected range: 0.0000 62.1703
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86210 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8040, expected range: -0.6484 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42071 : out of range
Severe: rms_fgdepar=574.7458, expected range: 0.0000 141.2828
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60471 : out of range
Severe: avg_pge=0.8037, expected range: -1.1234 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42399 : out of range
Severe: avg_fgdepar=-517.6777, expected range: -300.5486 202.2910
Severe: rms_fgdepar=720.9065, expected range: 0.0000 216.1267
MANUAL LAND SYNOP RH2M (%) 95814 : out of range
Severe: rms_fgdepar=43.6087, expected range: 0.0000 19.6854
Severe: avg_pge=0.9998, expected range: -0.0210 0.0326
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
Severe: avg_pge=0.9351, expected range: -1.5731 0.7500
MANUAL LAND SYNOP RH2M (%) 38316 : out of range
Severe: rms_fgdepar=38.0757, expected range: 0.0000 20.0269
MANUAL LAND SYNOP RH2M (%) 38229 : out of range
Severe: avg_fgdepar=51.8444, expected range: -14.5156 28.7885
Severe: rms_fgdepar=52.0635, expected range: 0.0000 24.1232
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13601 : out of range
Severe: rms_fgdepar=388.1171, expected range: 0.0000 270.1539
Severe: avg_pge=0.8432, expected range: -0.4846 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16641 : out of range
Severe: rms_fgdepar=322.1972, expected range: 0.0000 139.6707
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=726.7739, expected range: 0.0000 364.2621
Severe: avg_pge=0.9107, expected range: -0.9728 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13624 : out of range
Severe: rms_fgdepar=458.2581, expected range: 0.0000 241.3701
Severe: avg_pge=0.8554, expected range: -0.7087 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16134 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=313.5058, expected range: 0.0000 282.3570
Severe: avg_pge=0.8016, expected range: -0.8630 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71464 : out of range
Severe: rms_fgdepar=326.8364, expected range: 0.0000 318.5769
Severe: avg_pge=0.8110, expected range: -0.4349 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48025 : out of range
Severe: rms_fgdepar=366.9234, expected range: 0.0000 155.5424
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13625 : out of range
Severe: avg_fgdepar=-501.5224, expected range: -366.8092 462.0455
Severe: rms_fgdepar=502.3461, expected range: 0.0000 307.6098
Severe: avg_pge=0.8585, expected range: -0.9140 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94106 : out of range
Severe: rms_fgdepar=378.0644, expected range: 0.0000 155.9414
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71406 : out of range
Severe: rms_fgdepar=310.6853, expected range: 0.0000 129.6268
BUFR LAND SYNOP SURFACE PRESSURE (PA) 27906 : out of range
Severe: rms_fgdepar=308.5027, expected range: 0.0000 132.9753
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13629 : out of range
Severe: avg_pge=0.8207, expected range: -0.7129 0.7500
BUFR LAND SYNOP RH2M (%) 95814 : out of range
Severe: rms_fgdepar=44.4712, expected range: 0.0000 44.4656
Severe: avg_pge=0.9999, expected range: -0.0686 0.0998
BUFR LAND SYNOP RH2M (%) 95624 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=44.2979, expected range: 0.0000 34.1446
Severe: avg_pge=0.9996, expected range: -1.4314 0.7500
BUFR LAND SYNOP RH2M (%) 41084 : out of range
Severe: rms_fgdepar=45.6756, expected range: 0.0000 21.5937
Severe: avg_pge=0.9420, expected range: -0.0014 0.0081
BUFR LAND SYNOP RH2M (%) 72295 : out of range
Severe: rms_fgdepar=40.9238, expected range: 0.0000 26.5173
BUFR LAND SYNOP RH2M (%) 06496 : out of range
Severe: rms_fgdepar=32.3822, expected range: 0.0000 9.6729
BUFR LAND SYNOP RH2M (%) 16627 : out of range
Severe: rms_fgdepar=30.4018, expected range: 0.0000 15.9150
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=167.0000, expected range: 129.7978 136.8689
BUFR LAND SYNOP Z (M) : out of range
Considerable: obs_number=53.0000, expected range: 70.3098 85.1902
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6VG8 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8282, expected range: -0.6454 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRGW2 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-506.4225, expected range: -771.7231 668.4916
Severely_persistent: rms_fgdepar=506.4225, expected range: -554.0301 725.8629
Severely_persistent: avg_pge=0.8425, expected range: -1.3003 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OWTW2 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-563.7260, expected range: -1068.4253 1192.2033
Severely_persistent: rms_fgdepar=563.7260, expected range: 0.0000 1130.0230
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KRAU : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=29.9459, expected range: -6.7901 19.5938
Severe: rms_fgdepar=29.9459, expected range: 0.0000 19.4421
Severe: avg_pge=0.9422, expected range: -0.8701 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=629.0664, expected range: 455.5468 852.4564
Severe: rms_fgdepar=629.0664, expected range: 455.6276 852.5335
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6RZ7 : out of range
Severe: rms_fgdepar=563.1894, expected range: 0.0000 162.3927
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRGV9 : out of range
Severe: avg_fgdepar=-1065.9219, expected range: -252.4806 -10.6590
Severe: rms_fgdepar=1065.9219, expected range: 10.6292 252.5391
Severe: avg_pge=0.9166, expected range: -1.0917 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LDRG : out of range
Severe: rms_fgdepar=518.8218, expected range: 0.0000 1354.2218
Severe: avg_pge=0.8833, expected range: -0.7326 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-525.0227, expected range: -1097.9701 1077.8705
Severely_persistent: rms_fgdepar=583.2695, expected range: 0.0000 1216.2721
DRIFTING BUOYS SURFACE PRESSURE (PA) 4802552 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-525.8490, expected range: -491.1274 499.8364
Severely_persistent: rms_fgdepar=526.1209, expected range: 0.0000 482.1011
Severely_persistent: avg_pge=0.8956, expected range: -1.2763 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402587 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-582.2991, expected range: -1154.7358 1346.0820
Severely_persistent: rms_fgdepar=605.9754, expected range: -957.2697 1375.7862
Severely_persistent: avg_pge=0.8460, expected range: -1.5917 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=291.7636, expected range: 23.5231 61.9976
DRIFTING BUOYS SURFACE PRESSURE (PA) 5501000 : out of range
Severe: avg_fgdepar=964.1726, expected range: -138.9017 176.0341
Severe: rms_fgdepar=1105.6503, expected range: 0.0000 174.6679
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101623 : out of range
Severe: rms_fgdepar=411.6743, expected range: 0.0000 135.4681
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-113.6473, expected range: -126.2845 -77.2965
Severely_persistent: rms_fgdepar=113.6473, expected range: 77.2965 126.2845
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=71.8883, expected range: 58.9876 68.9431
Severely_persistent: rms_fgdepar=71.8883, expected range: 58.9876 68.9431
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-135.4437, expected range: -159.2608 -86.9350
Severely_persistent: rms_fgdepar=135.4437, expected range: 86.9350 159.2608
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=-90.7619, expected range: -96.6002 -76.0791
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=90.7683, expected range: 76.0800 96.6275
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=-66.0739, expected range: -69.9704 -58.6610
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=66.0834, expected range: 58.6791 69.9721
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=-59.6627, expected range: -60.2767 -44.0010
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=59.6627, expected range: 44.0126 60.2762
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=-78.8367, expected range: -84.6844 -71.8831
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=78.8389, expected range: 71.8909 84.6889
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=-84.2256, expected range: -99.0704 -75.7242
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=84.2276, expected range: 75.7404 99.0790
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=72.0366, expected range: 59.1435 69.0658
Severely_persistent: rms_fgdepar=72.0366, expected range: 59.1435 69.0658
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-95.5093, expected range: -87.9519 -25.9790
Severely_persistent: rms_fgdepar=95.5093, expected range: 25.9790 87.9519
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=-70.4515, expected range: -81.1843 -58.9171
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=70.4540, expected range: 58.9305 81.1833
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=-60.5214, expected range: -69.0596 -51.4701
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=60.5256, expected range: 51.4749 69.0790
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.1995, expected range: 37.7222 53.7044
Severely_persistent: rms_fgdepar=57.1995, expected range: 37.7222 53.7044
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=-111.1102, expected range: -129.4879 -84.5104
Severely_persistent: rms_fgdepar=111.1132, expected range: 84.7034 129.3517
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=-90.3670, expected range: -95.6811 -53.1352
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=90.3708, expected range: 53.1628 95.7126
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=53.9808, expected range: 47.2736 68.2027
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=53.9829, expected range: 47.2756 68.2098
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=-52.9163, expected range: -56.6131 -50.0138
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=52.9234, expected range: 50.0297 56.6178
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=99.6142, expected range: 98.4240 100.5718
Severely_persistent: rms_fgdepar=99.6143, expected range: 98.4240 100.5719
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.8070, expected range: -56.3357 -41.1283
Severely_persistent: rms_fgdepar=54.8185, expected range: 41.1333 56.3351
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=-70.4514, expected range: -79.9458 -66.6779
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=70.4615, expected range: 66.6880 79.9431
BUFR LAND SYNOP SNOW (CM) 47039 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=97.0753, expected range: 95.0750 96.9217
Severely_persistent: rms_fgdepar=97.0764, expected range: 95.0748 96.9222
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.0855, expected range: -80.8299 -30.4664
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.0856, expected range: 30.4704 80.8278
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=-76.0682, expected range: -81.7111 -64.1466
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=76.0696, expected range: 64.1540 81.7284
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=-60.7534, expected range: -62.6948 -48.8999
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=60.7534, expected range: 48.9003 62.6956
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-84.0587, expected range: -88.5247 -69.0159
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=84.0621, expected range: 69.0193 88.5273
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=-63.7249, expected range: -65.9341 -53.7549
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=63.7249, expected range: 53.7660 65.9607
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=-79.3996, expected range: -84.0146 -63.1621
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=79.4017, expected range: 63.1901 84.0150
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=-75.6027, expected range: -75.8758 -63.6961
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=75.6126, expected range: 63.7203 75.8768
MANUAL LAND SYNOP SNOW (CM) 13383 : out of range
Severe: rms_fgdepar=16.4013, expected range: -1.4438 1.8223
MANUAL LAND SYNOP SNOW (CM) 27459 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.8501, expected range: 0.7098 4.5822
ROCOB TEMP SNOW (CM) 63307825 : out of range
Severe: rms_fgdepar=23.3983, expected range: 0.0000 9.9229
ROCOB TEMP SNOW (CM) 63307835 : out of range
Severe: rms_fgdepar=33.1049, expected range: 0.0000 15.9745
ROCOB TEMP SNOW (CM) 63303649 : out of range
Severe: rms_fgdepar=26.6940, expected range: 12.3569 16.2440
BUFR LAND SYNOP SNOW (CM) 13383 : out of range
Severe: rms_fgdepar=16.4013, expected range: -1.4438 1.8223
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.5675, expected range: 22.0900 57.3429
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=51.5910, expected range: 22.1270 57.3450
t2m
AUTOMATIC 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=-15.4967, expected range: -27.4525 12.2212
Severely_persistent: rms_fgdepar=15.7610, expected range: 0.0000 27.3658
AUTOMATIC 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=-15.7929, expected range: -28.5402 12.5350
Severely_persistent: rms_fgdepar=16.0985, expected range: 0.0000 28.4538
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.7232, expected range: -19.1277 6.4645
Severely_persistent: rms_fgdepar=15.7269, expected range: 0.0000 20.4435
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=-13.9415, expected range: -16.4397 -5.9715
Severely_persistent: rms_fgdepar=14.0261, expected range: 6.0940 16.5001
METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=16.3951, expected range: 10.9068 21.0538
Severely_persistent: rms_fgdepar=16.4255, expected range: 10.9566 21.1378
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5483, expected range: -27.4862 12.1950
Severely_persistent: rms_fgdepar=15.8117, expected range: 0.0000 27.4103
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=-12.2762, expected range: -21.6296 -5.5616
Severely_persistent: rms_fgdepar=12.6284, expected range: 5.8106 21.6165
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.8788, expected range: -28.5547 12.4894
Severely_persistent: rms_fgdepar=16.1799, expected range: 0.0000 28.4857
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.7732, expected range: -19.1777 6.4145
Severely_persistent: rms_fgdepar=15.7769, expected range: 0.0000 20.4984
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0280, expected range: -16.3682 -11.4033
Severely_persistent: rms_fgdepar=13.1255, expected range: 11.6939 16.5053
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=-13.8890, expected range: -16.6480 -6.0042
Severely_persistent: rms_fgdepar=13.9713, expected range: 6.1400 16.6926
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71461 : out of range
Severe: avg_fgdepar=-12.5242, expected range: -4.2959 4.6085
Severe: rms_fgdepar=12.5519, expected range: 0.0000 5.2689
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71481 : out of range
Severe: avg_fgdepar=-12.1607, expected range: -7.3719 5.8013
Severe: rms_fgdepar=12.4594, expected range: 0.0000 7.7220
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71546 : out of range
Severe: avg_fgdepar=-13.2785, expected range: -7.4567 5.8147
Severe: rms_fgdepar=13.3181, expected range: 0.0000 7.6972
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2893, expected range: 0.0000 13.7482
MANUAL LAND SYNOP 2M TEMPERATURE (K) 86575 : out of range
Severe: rms_fgdepar=10.7847, expected range: 0.0000 5.4063
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=-14.9631, expected range: -21.8784 10.1650
Severe: rms_fgdepar=15.0679, expected range: 0.0000 20.0248
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5516, expected range: -14.3387 7.4343
Severe: rms_fgdepar=12.5623, expected range: 0.0000 11.7246
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
Severe: avg_fgdepar=-14.2543, expected range: -10.9193 11.8661
Severe: rms_fgdepar=14.2629, expected range: 0.0000 11.5333
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25147 : out of range
Severe: rms_fgdepar=10.9712, expected range: 0.3131 6.0334
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36467 : out of range
Severe: avg_fgdepar=-14.0614, expected range: -15.1950 5.4507
Severe: rms_fgdepar=14.3111, expected range: 0.0000 15.3705
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27008 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9698, expected range: -3.0065 2.1046
Severe: rms_fgdepar=12.9698, expected range: 0.0000 3.1193
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24928 : out of range
Severe: avg_fgdepar=-12.6143, expected range: -12.1060 4.8205
Severe: rms_fgdepar=12.8469, expected range: 0.0937 9.7865
MANUAL LAND SYNOP 2M TEMPERATURE (K) 26069 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.7772, expected range: 0.0000 3.4192
METAR 2M TEMPERATURE (K) KWRI : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.6993, expected range: 0.0000 9.5057
METAR 2M TEMPERATURE (K) RKSO : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.1663, expected range: 1.2044 4.0561
BUFR LAND SYNOP 2M TEMPERATURE (K) 06750 : out of range
Severe: rms_fgdepar=12.0026, expected range: 0.0000 8.8286
BUFR LAND SYNOP 2M TEMPERATURE (K) 71461 : out of range
Severe: avg_fgdepar=-12.6151, expected range: -4.3795 4.6212
Severe: rms_fgdepar=12.6421, expected range: 0.0000 5.3325
BUFR LAND SYNOP 2M TEMPERATURE (K) 71481 : out of range
Severe: rms_fgdepar=12.2112, expected range: 0.0000 7.5455
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11842 : out of range
Severe: avg_fgdepar=12.7272, expected range: -1.9177 9.9249
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11842 : out of range
Severe: rms_fgdepar=12.8099, expected range: 0.1103 9.6912
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1EB72 : out of range
Severe: avg_fgdepar=15.1693, expected range: -4.0341 9.5875
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1EB72 : out of range
Severe: rms_fgdepar=15.2017, expected range: 0.0000 9.6858
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI10343 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.5525, expected range: -3.5958 12.9248
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI10343 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.6192, expected range: 0.0000 12.9991
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI15843 : out of range
Severe: rms_fgdepar=10.0204, expected range: 0.0558 4.8890
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.4149, expected range: 0.0000 13.9063
BUFR LAND SYNOP 2M TEMPERATURE (K) 71546 : out of range
Severe: avg_fgdepar=-13.3357, expected range: -7.6570 5.8614
Severe: rms_fgdepar=13.3740, expected range: 0.0000 7.7598
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=-15.0131, expected range: -21.9284 10.1150
Severe: rms_fgdepar=15.1175, expected range: 0.0000 20.1435
BUFR LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5727, expected range: -14.4489 7.4172
Severe: rms_fgdepar=12.5860, expected range: 0.0000 11.8872
BUFR LAND SYNOP 2M TEMPERATURE (K) 06617 : out of range
Severe: avg_fgdepar=-14.0269, expected range: -10.3317 8.0254
Severe: rms_fgdepar=14.6974, expected range: 0.0000 10.4376
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
Severe: avg_fgdepar=-13.4083, expected range: -11.0226 11.5249
Severe: rms_fgdepar=13.4161, expected range: 0.0000 11.5418
BUFR LAND SYNOP 2M TEMPERATURE (K) 27008 : out of range
Severe: avg_fgdepar=-13.0398, expected range: -3.0561 2.0604
Severe: rms_fgdepar=13.0398, expected range: 0.0000 3.1635
BUFR LAND SYNOP 2M TEMPERATURE (K) 24928 : out of range
Severe: avg_fgdepar=-12.6773, expected range: -12.2038 4.7792
Severe: rms_fgdepar=12.9091, expected range: 0.0615 9.9086
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1F73A : out of range
Severe: avg_fgdepar=13.7894, expected range: -2.8861 12.7045
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1F73A : out of range
Severe: rms_fgdepar=13.8136, expected range: 0.0000 12.5798
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1154A : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.8770, expected range: -4.3661 7.2170
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1154A : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.1798, expected range: -5.0665 9.8550
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI126AA : out of range
Severe: avg_fgdepar=13.8966, expected range: -4.6146 11.1467
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI126AA : out of range
Severe: rms_fgdepar=14.0035, expected range: 0.0000 10.6062
rh2m
MANUAL LAND SYNOP RH2M (%) 42027 : out of range
Severe: rms_fgdepar=32.5818, expected range: 0.0000 16.0516
BUFR LAND SYNOP RH2M (%) 42027 : out of range
Severe: rms_fgdepar=30.9044, expected range: 0.0000 16.2946