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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-10 12:00

cris
NOAA20 CRIS RADIANCES (15 channels affected) : out of range
Considerable: stdev_fgdepar=0.2474, expected range: 0.1217 0.1979
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: obs_number=5528.0000, expected range: 6595.8093 7103.3291
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 1 : out of range
1 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.1370, expected range: 0.1122 0.1263
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=6927.0000, expected range: 7907.5258 8090.7176
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=5825.0000, expected range: 6688.3813 6778.7836
atms
NOAA20 ATMS RADIANCES CHANNEL 6 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.0353, expected range: 0.0455 0.0655
NOAA20 ATMS RADIANCES CHANNEL 7 : out of range
Considerable: obs_number=6132.0000, expected range: 6634.4178 8006.4057
Atmospheric Motion Vector
NOAA20 VIIRS-AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=316.0000, expected range: 0.0000 125.8296
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 56908.71 83360.06
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=0.8320, expected range: 0.0858 0.3333
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.6000, expected range: -13.2181 -0.5828
Severely_persistent: rms_fgdepar=16.6156, expected range: 0.3625 14.8341
Severely_persistent: avg_pge=0.9485, expected range: 0.3558 0.7500
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8298, expected range: -0.6373 0.7500
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8579, expected range: -1.4102 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8244, expected range: -0.6455 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 31538 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.1330, expected range: 0.0000 6.6991
LAND TEMP Q (G/KG) 83746 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.1744, expected range: 0.0000 0.4358
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=109.0000, expected range: 178.4866 188.6245
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Severe: obs_number=380.0000, expected range: 281.9524 290.2976
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 87 : all data missing
Severe: obs_number=0, expected range: 60.97 465.91
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=68.0000, expected range: 88.2024 96.0198
amdar
AMDAR TEMPERATURE (K) AU0160 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.7472, expected range: 0.0000 2.1761
AMDAR WIND VECTOR DIFF (M/S) ANZ288 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8476, expected range: -1.1813 0.7500
WIGOS AMDAR TEMPERATURE (K) AU0160 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.7219, expected range: 0.0000 2.2662
WIGOS AMDAR TEMPERATURE (K) 13BGUWRA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.5233, expected range: 0.0000 2.2170
WIGOS AMDAR WIND VECTOR DIFF (M/S) ERSXOEZA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=17.1958, expected range: 0.0000 7.4915
ADS-C WIND VECTOR DIFF (M/S) DCP1VABA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.5276, expected range: -5.4151 14.4884
Severe: rms_fgdepar=29.6317, expected range: 0.0000 15.1630
ADS-C WIND VECTOR DIFF (M/S) BRDFR4JA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9548, expected range: 0.0000 16.6148
ADS-C WIND VECTOR DIFF (M/S) VGAW40RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.1502, expected range: 0.0000 18.4302
ADS-C WIND VECTOR DIFF (M/S) KTJ0BBZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=33.5728, expected range: -2.5709 10.9416
Severe: rms_fgdepar=37.7347, expected range: 0.0000 15.4457
airep
AIREP WIND VECTOR DIFF (M/S) BAW293 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=36.1915, expected range: -1.3053 8.1165
Severe: rms_fgdepar=36.1915, expected range: 0.0000 9.3781
AIREP WIND VECTOR DIFF (M/S) XX999 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.1655, expected range: -0.7182 6.2542
Severe: rms_fgdepar=24.1655, expected range: 0.0000 6.8935
Severe: avg_pge=0.8481, expected range: -0.1920 0.2369
AIREP WIND VECTOR DIFF (M/S) VIR117F PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.3554, expected range: -4.0812 12.7800
Severe: rms_fgdepar=32.8770, expected range: 0.0000 21.3105
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 973.7302
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41255 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=605.6785, expected range: -2019.6660 1564.9653
Severe: rms_fgdepar=605.6785, expected range: 0.0000 1048.2409
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40022 : out of range
Severe: rms_fgdepar=709.9845, expected range: 0.0000 244.7152
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-709.4974, expected range: -158.4688 128.8861
Severe: rms_fgdepar=709.5988, expected range: 0.0000 107.0812
Severe: avg_pge=0.9149, expected range: -0.5719 0.6854
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42588 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=441.5760, expected range: 0.0000 415.5753
Severe: avg_pge=0.8644, expected range: -1.2140 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76519 : out of range
Severe: avg_fgdepar=937.2581, expected range: 640.1954 1334.9891
Severe: rms_fgdepar=941.3646, expected range: 640.1954 1334.9891
MANUAL LAND SYNOP RH2M (%) 43001 : out of range
Severe: rms_fgdepar=40.8875, expected range: 0.0000 36.7179
Severe: avg_pge=0.9061, expected range: -0.0256 0.0457
MANUAL LAND SYNOP RH2M (%) 82143 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9998, expected range: -1.8613 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25400 : out of range
Severe: rms_fgdepar=542.0172, expected range: 0.0000 313.4106
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21721 : out of range
Severe: rms_fgdepar=487.2847, expected range: 0.0000 260.2077
Severe: avg_pge=0.8924, expected range: -0.6415 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14454 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=310.6715, expected range: 14.3008 98.4168
Severe: avg_pge=0.8119, expected range: -0.6056 0.7500
BUFR LAND SYNOP RH2M (%) 71543 : out of range
Severe: rms_fgdepar=31.4119, expected range: 0.0000 15.8770
BUFR LAND SYNOP RH2M (%) 72564 : out of range
Severe: rms_fgdepar=36.4986, expected range: 0.0000 19.1521
BUFR LAND SYNOP RH2M (%) 40394 : out of range
Severe: rms_fgdepar=31.9805, expected range: 0.0000 14.9287
BUFR LAND SYNOP RH2M (%) 17515 : out of range
Severe: rms_fgdepar=31.9048, expected range: 0.9898 12.1754
BUFR LAND SYNOP RH2M (%) 94907 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9263, expected range: -1.7388 0.7500
BUFR LAND SYNOP RH2M (%) 71347 : out of range
Severe: rms_fgdepar=47.2589, expected range: 0.0000 8.1501
BUFR LAND SYNOP RH2M (%) 71547 : out of range
Severe: rms_fgdepar=39.6769, expected range: 0.0000 18.4064
BUFR LAND SYNOP RH2M (%) 71348 : out of range
Severe: rms_fgdepar=39.8877, expected range: 0.0000 19.2094
BUFR LAND SYNOP RH2M (%) _196BB5B : out of range
Severe: rms_fgdepar=35.0931, expected range: 0.0000 17.9875
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46183 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8887, expected range: -0.5999 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BQ4 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8315, expected range: 0.0496 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) XCAY9 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9081, expected range: 0.1430 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ONJG : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8367, expected range: -0.7213 0.7500
SHIP SURFACE PRESSURE (PA) TBWUK31 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-560.4530, expected range: -41.8340 262.0594
Severe: rms_fgdepar=563.5009, expected range: 0.0000 262.0594
Severe: avg_pge=0.8774, expected range: -0.6205 0.7500
SHIP SURFACE PRESSURE (PA) WHRN : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=715.4112, expected range: -727.3588 1053.3551
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRRA4 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=599.0692, expected range: -672.3241 1064.0258
Severe: rms_fgdepar=599.0692, expected range: 0.0000 1005.7845
Severe: avg_pge=0.8258, expected range: -1.2047 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7EC4 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=504.4614, expected range: -196.3697 419.1900
Severe: rms_fgdepar=705.4349, expected range: 0.0000 445.7385
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LF8B : out of range
Severe: rms_fgdepar=374.8595, expected range: 0.0000 235.6289
Severe: avg_pge=0.8101, expected range: -0.7326 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=528.9914, expected range: 184.4090 863.5396
Severely_persistent: rms_fgdepar=529.9934, expected range: 208.4342 865.3551
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501676 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=503.5001, expected range: 0.0000 1331.9011
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402589 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=573.6252, expected range: -226.1028 109.9225
Severely_persistent: rms_fgdepar=593.2286, expected range: 0.0000 280.9959
Severely_persistent: avg_pge=0.8979, expected range: -1.1149 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4801760 : out of range
Severe: avg_fgdepar=586.0731, expected range: -1718.0846 1848.5112
Severe: rms_fgdepar=586.7898, expected range: 0.0000 1167.0116
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402587 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=851.2313, expected range: -453.6471 495.5347
Severe: rms_fgdepar=851.2706, expected range: 0.0000 582.1939
Severe: avg_pge=0.9381, expected range: -1.5108 0.7500
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) EGRG : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-867.2109, expected range: -1592.0511 -389.5862
Severely_persistent: rms_fgdepar=883.1921, expected range: 0.0000 1912.5964
Severely_persistent: avg_pge=0.8863, expected range: 0.7228 0.7500
AUTOMATIC METAR SURFACE PRESSURE (PA) KQEY : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-1077.4501, expected range: -1114.2178 -944.6743
Severely_persistent: rms_fgdepar=1077.9645, expected range: 944.8555 1114.8114
METAR SURFACE PRESSURE (PA) LGKC : out of range
Severe: rms_fgdepar=401.9721, expected range: 0.0000 171.2748
METAR SURFACE PRESSURE (PA) MSSM : out of range
Severe: rms_fgdepar=367.7123, expected range: 0.0000 205.5588
AUTOMATIC METAR SURFACE PRESSURE (PA) PAVD : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=510.3316, expected range: -630.2792 920.9617
Severe: rms_fgdepar=511.0362, expected range: 0.0000 782.2326
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.0038, expected range: -55.4824 -41.3439
Severely_persistent: rms_fgdepar=56.0038, expected range: 41.3439 55.4824
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.6403, expected range: -81.6537 2.1068
Severely_persistent: rms_fgdepar=74.6403, expected range: 0.0000 81.6537
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=-91.7207, expected range: -95.8722 -76.9924
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=91.7243, expected range: 76.9927 95.8994
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=-65.8012, expected range: -76.4235 -55.0959
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=65.8099, expected range: 55.1002 76.4460
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=-60.6259, expected range: -60.4575 -44.5235
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=60.6277, expected range: 44.5340 60.4577
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=-81.0434, expected range: -94.1380 -65.9801
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=81.0440, expected range: 65.9858 94.1470
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=-82.2147, expected range: -107.7812 -74.1544
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=82.2187, expected range: 74.2015 107.7693
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=-71.0544, expected range: -90.5658 -55.2329
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=71.0613, expected range: 55.2465 90.5649
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=-61.2069, expected range: -74.1769 -49.4402
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=61.2105, expected range: 49.4529 74.1909
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=-108.8040, expected range: -141.4170 -58.8832
Severely_persistent: rms_fgdepar=108.8040, expected range: 58.9780 141.3846
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=-91.6054, expected range: -80.4819 -64.7929
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=91.6115, expected range: 64.7600 80.5731
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.1417, expected range: 47.7398 67.6148
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.1425, expected range: 47.7413 67.6219
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=-52.9432, expected range: -57.6503 -50.1373
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=52.9500, expected range: 50.1551 57.6553
BUFR LAND SYNOP SNOW (CM) 47067 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=98.7207, expected range: 99.2875 99.9674
Severely_persistent: rms_fgdepar=98.7207, expected range: 99.2875 99.9674
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.3966, expected range: -55.9086 -40.4791
Severely_persistent: rms_fgdepar=50.3985, expected range: 40.4825 55.9075
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=-69.7550, expected range: -82.6761 -67.3600
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=69.7603, expected range: 67.3920 82.6583
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.0304, expected range: 42.7310 71.0084
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.0563, expected range: 42.7745 71.0155
BUFR LAND SYNOP SNOW (CM) 47039 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=95.7489, expected range: 92.4931 100.4755
Severely_persistent: rms_fgdepar=95.7489, expected range: 92.4934 100.4755
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.0842, expected range: -75.4386 -32.6222
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.0844, expected range: 32.6256 75.4375
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=-78.1032, expected range: -86.7848 -61.0824
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=78.1051, expected range: 61.0908 86.8077
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=-61.2829, expected range: -62.8807 -48.0395
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=61.2830, expected range: 48.1021 62.8340
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=-84.0812, expected range: -88.6155 -68.4101
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=84.0862, expected range: 68.4167 88.6136
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=-61.9387, expected range: -78.4896 -45.5525
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=61.9474, expected range: 45.5781 78.5078
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.4966, expected range: -88.8320 -75.9436
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=82.4988, expected range: 75.9536 88.8288
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=-80.7481, expected range: -81.2158 -65.3035
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=80.7527, expected range: 65.3214 81.2308
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=-74.3451, expected range: -78.8497 -61.9389
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=74.3500, expected range: 61.9482 78.8715
BUFR LAND SYNOP SNOW (CM) 47065 : out of range
Severe: avg_fgdepar=99.1251, expected range: 99.9054 100.0628
Severe: rms_fgdepar=99.1252, expected range: 99.9054 100.0628
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.0132, expected range: -15.1931 10.7422
Severely_persistent: rms_fgdepar=17.0445, expected range: -7.8003 15.4417
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.6310, expected range: -21.5681 13.1125
Severely_persistent: rms_fgdepar=15.6428, expected range: 0.0000 20.6356
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9657, expected range: -16.0414 -2.6396
Severely_persistent: rms_fgdepar=13.0718, expected range: 3.7538 15.3354
METAR 2M TEMPERATURE (K) LTCB : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.8432, expected range: 10.8076 21.5687
Severely_persistent: rms_fgdepar=14.9969, expected range: 10.8479 21.6156
BUFR LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.0554, expected range: -15.3370 10.7618
Severely_persistent: rms_fgdepar=17.0877, expected range: -7.9379 15.6161
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=-13.2298, expected range: -22.1975 -5.6248
Severely_persistent: rms_fgdepar=13.3881, expected range: 5.8266 22.2165
BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0359, expected range: -16.1349 -2.6652
Severely_persistent: rms_fgdepar=13.1401, expected range: 3.7619 15.4424
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8290, expected range: -16.9764 -11.4931
Severely_persistent: rms_fgdepar=13.1534, expected range: 11.7165 17.1480
BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.7019, expected range: -21.6589 13.0716
Severely_persistent: rms_fgdepar=15.7134, expected range: 0.0000 20.7711
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71222 : out of range
Severe: avg_fgdepar=-13.7551, expected range: -12.2270 12.9588
Severe: rms_fgdepar=13.8307, expected range: 0.0000 9.1552
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71013 : out of range
Severe: rms_fgdepar=11.5393, expected range: 0.0000 5.3701
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5087, expected range: -16.3411 14.0057
Severe: rms_fgdepar=13.6671, expected range: 0.0000 15.3283
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71686 : out of range
Severe: avg_fgdepar=-13.8603, expected range: -12.3649 12.8653
Severe: rms_fgdepar=13.9318, expected range: 0.0000 8.9394
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71237 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0275, expected range: -7.8887 7.4598
Severe: rms_fgdepar=12.1297, expected range: 0.0000 10.3955
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71977 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2178, expected range: -19.0189 15.7872
Severe: rms_fgdepar=12.2388, expected range: 0.0000 13.5602
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.0157, expected range: -11.2085 -3.4085
Severe: rms_fgdepar=14.0157, expected range: 3.4085 11.2085
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36078 : out of range
Severe: avg_fgdepar=-12.5861, expected range: -10.3773 -0.3706
Severe: rms_fgdepar=12.6504, expected range: 0.7421 10.5812
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42539 : out of range
Severe: rms_fgdepar=10.8557, expected range: 0.2573 2.9475
METAR 2M TEMPERATURE (K) KJAC : out of range
Severe: rms_fgdepar=12.5111, expected range: 0.0000 7.4211
METAR 2M TEMPERATURE (K) ESNG : out of range
Severe: rms_fgdepar=10.0098, expected range: 0.0000 5.5991
METAR 2M TEMPERATURE (K) CYCQ : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.6892, expected range: -2.9899 8.0734
Severe: rms_fgdepar=14.7366, expected range: 0.0000 8.6385
METAR 2M TEMPERATURE (K) UGMS : out of range
Severe: avg_fgdepar=12.3274, expected range: 2.0953 12.9133
Severe: rms_fgdepar=12.3588, expected range: 3.2504 12.2948
METAR 2M TEMPERATURE (K) UHSS : out of range
Severe: rms_fgdepar=10.1396, expected range: 0.7567 5.5868
LAND TEMP 2M TEMPERATURE (K) 64500 : out of range
Severe: avg_fgdepar=-13.1584, expected range: -13.7777 3.3154
Severe: rms_fgdepar=13.1584, expected range: 3.2473 11.8365
BUFR LAND SYNOP 2M TEMPERATURE (K) 02811 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4432, expected range: -12.1652 7.2174
Severe: rms_fgdepar=12.6615, expected range: 0.0000 13.1158
BUFR LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.0377, expected range: -11.1745 -3.3434
Severe: rms_fgdepar=14.0377, expected range: 3.3434 11.1745
BUFR LAND SYNOP 2M TEMPERATURE (K) 71222 : out of range
Severe: avg_fgdepar=-13.6958, expected range: -12.3527 12.8947
Severe: rms_fgdepar=13.7616, expected range: 0.0000 8.9815
BUFR LAND SYNOP 2M TEMPERATURE (K) 29833 : out of range
Severe: rms_fgdepar=12.4588, expected range: 0.0000 7.9231
BUFR LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6702, expected range: -16.3955 14.0272
Severe: rms_fgdepar=13.8199, expected range: 0.0000 15.4062
BUFR LAND SYNOP 2M TEMPERATURE (K) 71686 : out of range
Severe: avg_fgdepar=-13.8630, expected range: -12.4447 12.8092
Severe: rms_fgdepar=13.9313, expected range: 0.0000 8.8313
BUFR LAND SYNOP 2M TEMPERATURE (K) 71237 : out of range
Severe: avg_fgdepar=-12.2772, expected range: -7.7315 7.2066
Severe: rms_fgdepar=12.3525, expected range: 0.0000 10.1358
BUFR LAND SYNOP 2M TEMPERATURE (K) 01057 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9299, expected range: -17.6378 11.1641
Severe: rms_fgdepar=13.0353, expected range: 0.0000 17.4426
BUFR LAND SYNOP 2M TEMPERATURE (K) 71977 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1875, expected range: -18.9901 15.7117
Severe: rms_fgdepar=12.2098, expected range: 0.0000 13.5425
BUFR LAND SYNOP 2M TEMPERATURE (K) 36078 : out of range
Severe: avg_fgdepar=-12.6768, expected range: -10.4143 -0.3450
Severe: rms_fgdepar=12.7409, expected range: 0.7050 10.6382
BUFR LAND SYNOP 2M TEMPERATURE (K) 02798 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3886, expected range: -4.7510 2.5406
Severe: rms_fgdepar=13.4407, expected range: 0.0000 5.1776
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1154A : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.3613, expected range: 0.0000 4.6119
rh2m
BUFR LAND SYNOP RH2M (%) 17607 : out of range
Severe: rms_fgdepar=39.9077, expected range: 0.0000 21.1063