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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-04-29 00:00

amsua
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3601, expected range: 0.2884 0.3063
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4007, expected range: -0.4563 -0.4384
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1684, expected range: -0.2409 -0.2387
cris
NOAA20 CRIS RADIANCES CHANNEL 67 : out of range
Considerable: obs_number=2010.0000, expected range: 2153.2500 2343.2500
NOAA20 CRIS RADIANCES CHANNEL 69 : out of range
Considerable: obs_number=1997.0000, expected range: 2176.8284 2327.4216
NOAA20 CRIS RADIANCES CHANNEL 70 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=1913.0000, expected range: 2132.5773 2346.0477
NOAA20 CRIS RADIANCES CHANNEL 72 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=1821.0000, expected range: 1980.6695 2415.7055
NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
Considerable: obs_number=1857.0000, expected range: 2124.7472 2352.6278
atms
NPP ATMS RADIANCES CHANNEL 13 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2609, expected range: -0.3148 -0.2951
NPP ATMS RADIANCES CHANNEL 14 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0178, expected range: -0.0912 -0.0595
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1748, expected range: -0.2381 -0.2043
ssmis
DMSP-18 SSMIS RADIANCES CHANNEL 4 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.2635, expected range: -1.1346 -1.0265
DMSP-17 SSMIS RADIANCES (8 channels affected) : out of range
Considerable: obs_number=10907.0000, expected range: 11762.7958 12960.2042
gpsro
All TERRASAR-X GPSRO SETTING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 202.47 1326.67
COSMIC2-E6 GPSRO SETTING HEIGHT 26-28 KM : out of range
2 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=1.2481, expected range: 1.0360 1.2051
Atmospheric Motion Vector
METEOSAT-11 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=741.0000, expected range: 47.1380 507.8501
GOES-16 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=2793.0000, expected range: 1519.6541 2330.1861
Radiosondes
LAND TEMP Q (G/KG) 42701 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.9090, expected range: 0.0000 2.7871
LAND TEMP TEMPERATURE (K) 40265 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=-9.7523, expected range: -2.8807 2.2207
Severe: rms_fgdepar=10.4423, expected range: 0.0000 7.2903
Severe: avg_pge=0.8537, expected range: -0.7972 0.7500
LAND TEMP TEMPERATURE (K) 24122 PRESSURE LAYER 300-600 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.6749, expected range: 0.0000 4.0018
LAND TEMP WIND VECTOR DIFF (M/S) 40265 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=34.3967, expected range: -1.4882 11.4524
Severe: rms_fgdepar=34.5204, expected range: 0.0000 13.4739
Severe: avg_pge=0.9095, expected range: -0.5967 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 32150 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=36.0308, expected range: -10.8330 20.2957
Severe: rms_fgdepar=36.0308, expected range: 0.0000 21.7848
Severe: avg_pge=0.9193, expected range: -0.4569 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 32098 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=21.6668, expected range: -7.6092 16.8339
Severe: rms_fgdepar=23.0403, expected range: 0.0000 18.6187
Severe: avg_pge=0.8734, expected range: -0.8892 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 32389 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8266, expected range: -0.6255 0.7500
HIGH RESO LAND TEMP Q (G/KG) 59211 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.1154, expected range: 0.0000 1.1408
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 344.9252
Severe: obs_number=0.0000, expected range: 0.0000 292.9178
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (4 pressure layers affected : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=155.0000, expected range: 260.2560 329.7440
LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Slight: rms_fgdepar=1.3560, expected range: 0.9947 1.2957
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Slight: rms_fgdepar=1.1833, expected range: 0.0000 0.9264
amdar
WIGOS AMDAR TEMPERATURE (K) VERGUUZA PRESSURE LAYER 900-1200 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8460, expected range: 0.6784 0.7500
AMDAR WIND VECTOR DIFF (M/S) LAN800 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8180, expected range: -0.3624 0.4804
AMDAR WIND VECTOR DIFF (M/S) ANZ103 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.1493, expected range: -28.3324 41.3663
Severe: rms_fgdepar=21.3213, expected range: -28.7998 42.6447
Severe: avg_pge=0.8437, expected range: -1.5840 0.7500
AMDAR WIND VECTOR DIFF (M/S) ANZ104 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8223, expected range: -0.7848 0.7500
AMDAR WIND VECTOR DIFF (M/S) JP9ZX8Y9 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=15.1308, expected range: 0.0000 7.5044
ADS-C WIND VECTOR DIFF (M/S) SRAHMGBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.5219, expected range: 0.0000 11.6501
ADS-C WIND VECTOR DIFF (M/S) 1DEIHJBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.5286, expected range: 0.0000 13.2506
ADS-C WIND VECTOR DIFF (M/S) VQHJNZJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2709, expected range: 0.0000 8.0273
ADS-C WIND VECTOR DIFF (M/S) MWFDFYRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.5160, expected range: 0.0000 9.9664
ADS-C WIND VECTOR DIFF (M/S) YX5EILZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.7146, expected range: 0.0000 14.3578
ADS-C WIND VECTOR DIFF (M/S) PTLHBOZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.5851, expected range: 0.0000 9.6891
airep
AIREP WIND VECTOR DIFF (M/S) UAL907 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.9144, expected range: 0.0000 23.8775
AIREP WIND VECTOR DIFF (M/S) QFA7 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.9686, expected range: 0.0000 16.9181
AIREP WIND VECTOR DIFF (M/S) AAL728 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.7949, expected range: 0.0000 8.3473
AIREP WIND VECTOR DIFF (M/S) LOT4NL PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.8790, expected range: 0.0000 16.4611
AIREP WIND VECTOR DIFF (M/S) VIR156T PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=56.1072, expected range: -5.9913 15.5956
Severe: rms_fgdepar=56.1072, expected range: 0.0000 20.1881
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47406 PRESSURE LAYER 600-900 : out of range
Severe: rms_fgdepar=19.2532, expected range: 0.0000 18.6544
Severe: avg_pge=0.8739, expected range: -0.7149 0.7500
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 48870 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8152, expected range: -0.9623 0.7500
synop
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.6054, expected range: -27.9047 112.2774
Severely_persistent: rms_fgdepar=56.6054, expected range: 0.0000 112.2774
MANUAL LAND SYNOP RH2M (%) 42473 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8617, expected range: -0.6677 0.7500
MANUAL LAND SYNOP RH2M (%) 42674 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9679, expected range: -1.0059 0.7500
MANUAL LAND SYNOP RH2M (%) 42925 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9996, expected range: -1.3207 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71613 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=541.6033, expected range: 0.0000 1726.6114
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71336 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8667, expected range: 0.7985 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86748 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=756.7481, expected range: 148.3671 1244.6144
BUFR LAND SYNOP SURFACE PRESSURE (PA) _80779BD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=753.3746, expected range: 612.5973 820.7542
BUFR LAND SYNOP SURFACE PRESSURE (PA) _80779BD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=753.8429, expected range: 613.0168 821.1898
BUFR LAND SYNOP RH2M (%) 94348 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8217, expected range: -2.0914 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68425 : out of range
Severe: avg_fgdepar=51.7219, expected range: -42.7047 37.1552
Severe: rms_fgdepar=51.7219, expected range: 0.0000 25.7136
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62008 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8612, expected range: -1.2568 0.7500
MANUAL LAND SYNOP RH2M (%) 42441 : out of range
Severe: avg_pge=0.9014, expected range: -1.1504 0.7500
MANUAL LAND SYNOP RH2M (%) 64702 : out of range
Severe: avg_pge=0.9998, expected range: -0.5196 0.6123
MANUAL LAND SYNOP RH2M (%) 17074 : out of range
Severe: avg_fgdepar=54.4679, expected range: -12.2520 59.2019
Severe: rms_fgdepar=54.4679, expected range: 0.0000 59.2019
Severe: avg_pge=0.9920, expected range: -0.7465 0.7500
MANUAL LAND SYNOP RH2M (%) 68098 : out of range
Severe: avg_fgdepar=50.2634, expected range: -73.0610 100.4074
Severe: rms_fgdepar=50.2634, expected range: 0.0000 76.7769
Severe: avg_pge=0.8093, expected range: -0.0177 0.0294
BUFR LAND SYNOP SURFACE PRESSURE (PA) 67221 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8179, expected range: 0.6995 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94451 : out of range
Severe: avg_fgdepar=-881.6257, expected range: -153.6659 126.8980
Severe: rms_fgdepar=881.6257, expected range: -103.8511 141.3874
Severe: avg_pge=0.9341, expected range: -0.5680 0.6447
BUFR LAND SYNOP SURFACE PRESSURE (PA) 15285 : out of range
Severe: rms_fgdepar=309.9124, expected range: 0.0000 69.5304
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48927 : out of range
Severe: rms_fgdepar=503.6563, expected range: 0.0000 248.5907
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24908 : out of range
Severe: rms_fgdepar=547.8166, expected range: 6.2456 64.6541
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: obs_number=263.0000, expected range: 345.3098 360.1902
BUFR LAND SYNOP RH2M (%) 76040 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9152, expected range: -2.0968 0.7500
BUFR LAND SYNOP RH2M (%) 64184 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9820, expected range: -1.0780 0.7500
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3FQT3 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8581, expected range: 0.4706 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) HPUO : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9063, expected range: 0.5768 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7UT6 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=591.6124, expected range: -2424.4740 2362.3749
Severely_persistent: rms_fgdepar=591.6124, expected range: -1534.9936 2300.2767
Severely_persistent: avg_pge=0.8400, expected range: -1.4437 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CFFO : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=573.6037, expected range: 57.7468 974.0613
Severely_persistent: rms_fgdepar=573.6398, expected range: 45.6522 1017.6806
Severely_persistent: avg_pge=0.8143, expected range: 0.2349 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ZMMC : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.3657, expected range: 0.0000 17.1311
Severe: avg_pge=0.9000, expected range: -0.7454 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRLX6 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=1103.5369, expected range: -346.7371 1986.1821
Severe: rms_fgdepar=1110.3880, expected range: 0.0000 1844.4179
Severe: avg_pge=0.9065, expected range: 0.1043 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=163.0000, expected range: 128.6757 147.8243
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 2302620 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8475, expected range: 0.3402 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8202, expected range: 0.7149 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101714 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-530.3015, expected range: -896.6898 852.6085
Severely_persistent: rms_fgdepar=548.4801, expected range: -780.4453 943.6752
Severely_persistent: avg_pge=0.8904, expected range: -1.1778 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602724 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8147, expected range: 0.1301 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101719 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-516.9851, expected range: -250.1005 314.4871
Severely_persistent: rms_fgdepar=528.8378, expected range: -315.3290 412.3171
Severely_persistent: avg_pge=0.8736, expected range: -0.5715 0.6292
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
Severe: obs_number=719.0000, expected range: 805.5253 813.3636
metar
METAR SURFACE PRESSURE (PA) VRMM : out of range
Severe: rms_fgdepar=401.9199, expected range: 1.7508 100.2387
snow
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=90.8526, expected range: 77.8252 112.2261
Severely_persistent: rms_fgdepar=90.8526, expected range: 77.8252 112.2261
MANUAL LAND SYNOP SNOW (CM) 14006 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.0000, expected range: 58.7417 87.3345
Severely_persistent: rms_fgdepar=55.0000, expected range: 58.7417 87.3345
ROCOB TEMP SNOW (CM) 63301060 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=71.7280, expected range: 62.7404 88.8496
Severely_persistent: rms_fgdepar=71.7280, expected range: 62.7404 88.8496
ROCOB TEMP SNOW (CM) 64301321 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.6445, expected range: 49.8960 56.6119
Severely_persistent: rms_fgdepar=51.6445, expected range: 49.8960 56.6119
ROCOB TEMP SNOW (CM) 64301323 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.3877, expected range: 48.3818 59.1759
Severely_persistent: rms_fgdepar=55.3877, expected range: 48.3818 59.1759
BUFR LAND SYNOP SNOW (CM) _MF11A70 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.6386, expected range: -101.9080 -61.7617
BUFR LAND SYNOP SNOW (CM) _MF11A70 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.6412, expected range: 61.7717 101.9086
BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.0166, expected range: -78.4126 -43.2919
BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.0408, expected range: 43.3765 78.4441
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.8532, expected range: -86.6873 -45.6843
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.8664, expected range: 45.6937 86.7776
BUFR LAND SYNOP SNOW (CM) _MF14922 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.9546, expected range: -112.1207 -42.6636
BUFR LAND SYNOP SNOW (CM) _MF14922 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.9546, expected range: 42.6742 112.1243
BUFR LAND SYNOP SNOW (CM) 01003 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-81.6252, expected range: -92.1612 -76.9530
Severely_persistent: rms_fgdepar=81.6252, expected range: 76.9530 92.1612
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=91.1520, expected range: 78.9838 110.9992
Severely_persistent: rms_fgdepar=91.1520, expected range: 78.9838 110.9992
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-719.6975, expected range: -731.3209 -705.8391
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=719.6981, expected range: 705.8404 731.3241
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=64.2981, expected range: 63.2141 72.3058
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=64.3267, expected range: 63.2475 72.3124
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.0000, expected range: 58.7417 87.3345
Severely_persistent: rms_fgdepar=55.0000, expected range: 58.7417 87.3345
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.9911, expected range: -131.0493 -56.7517
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=80.0138, expected range: 56.8817 131.0686
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=72.2009, expected range: 56.7764 73.5613
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=72.2188, expected range: 56.7872 73.6036
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=63.7591, expected range: 53.0528 73.0812
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.7862, expected range: 53.1132 73.1043
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-94.1546, expected range: -97.8020 -92.5548
Severely_persistent: rms_fgdepar=94.1546, expected range: 92.5579 97.8011
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=64.6056, expected range: 69.5462 96.2192
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=64.6088, expected range: 69.5559 96.2226
BUFR LAND SYNOP SNOW (CM) 01429 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.9513, expected range: 45.7101 53.1293
Severely_persistent: rms_fgdepar=53.9515, expected range: 45.7093 53.1330
BUFR LAND SYNOP SNOW (CM) _MI14199 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.7103, expected range: 47.5172 60.8351
BUFR LAND SYNOP SNOW (CM) _MI14199 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.7438, expected range: 47.6841 60.8724
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=-77.9544, expected range: -88.4008 -68.8870
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=77.9611, expected range: 68.8910 88.4216
BUFR LAND SYNOP SNOW (CM) _MF1C1DE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.9666, expected range: -119.2525 -68.9965
BUFR LAND SYNOP SNOW (CM) _MF1C1DE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=69.9679, expected range: 69.0068 119.2529
BUFR LAND SYNOP SNOW (CM) _MI1B83F : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=62.0669, expected range: 56.7544 73.4938
BUFR LAND SYNOP SNOW (CM) _MI1B83F : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=62.1040, expected range: 56.8630 73.5184
BUFR LAND SYNOP SNOW (CM) _MF19B7F : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.9753, expected range: -78.9251 -53.0039
BUFR LAND SYNOP SNOW (CM) _MF19B7F : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.9753, expected range: 53.0096 78.9327
BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=100.0000, expected range: 99.6658 100.2578
BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.0000, expected range: 99.6658 100.2578
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51076 : out of range
Severe: avg_fgdepar=12.7249, expected range: -12.1528 14.4895
Severe: rms_fgdepar=12.7249, expected range: 0.0000 9.7408
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36879 : out of range
Severe: avg_fgdepar=14.1591, expected range: -1.6758 6.7233
Severe: rms_fgdepar=14.7381, expected range: 0.0000 7.5206
METAR 2M TEMPERATURE (K) LEHC : out of range
Severe: rms_fgdepar=10.7052, expected range: 0.2210 4.2748
METAR 2M TEMPERATURE (K) MMIO : out of range
Severe: rms_fgdepar=12.3204, expected range: 0.0000 9.6169
LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3863, expected range: -20.5355 7.3759
Severe: rms_fgdepar=12.4292, expected range: 0.0000 20.9154
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0222, expected range: -16.4723 -3.9522
Severe: rms_fgdepar=14.0171, expected range: 3.8147 16.8413
BUFR LAND SYNOP 2M TEMPERATURE (K) 36879 : out of range
Severe: avg_fgdepar=14.1091, expected range: -1.7258 6.6733
Severe: rms_fgdepar=14.6901, expected range: 0.0000 7.4763
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=98.0000, expected range: 139.1743 154.2701
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=268.0000, expected range: 361.8001 397.6999
rh2m
BUFR LAND SYNOP RH2M (%) 85570 : out of range
Severe: rms_fgdepar=31.7047, expected range: 6.5289 18.6840
MANUAL LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=97.0000, expected range: 131.4819 155.3602
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=266.0000, expected range: 346.3153 405.8097