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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-04-30 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=0.3644, expected range: 0.2906 0.3063
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4691, expected range: -0.3936 -0.3212
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=-0.1737, expected range: -0.2429 -0.2387
iasi
METOP-B IASI RADIANCES CHANNEL 515 : out of range
Considerable: stdev_fgdepar=0.3805, expected range: 0.2996 0.3461
cris
NOAA20 CRIS RADIANCES CHANNEL 72 : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=1789.0000, expected range: 1943.9857 2469.1393
NOAA20 CRIS RADIANCES CHANNEL 75 : out of range
Considerable: obs_number=1633.0000, expected range: 1826.6692 2494.0808
NOAA20 CRIS RADIANCES CHANNEL 76 : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=1683.0000, expected range: 1872.6318 2483.2432
NOAA20 CRIS RADIANCES CHANNEL 78 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=1572.0000, expected range: 1760.5693 2502.3057
NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=1857.0000, expected range: 2044.4176 2454.9574
atms
NPP ATMS RADIANCES CHANNEL 13 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2531, expected range: -0.3091 -0.2951
NPP ATMS RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0105, expected range: -0.0753 -0.0595
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1770, expected range: -0.2343 -0.2043
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 10 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6587, expected range: -0.4486 -0.4349
DMSP-18 SSMIS RADIANCES CHANNEL 4 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.2674, expected range: -1.1346 -1.0286
gpsro
COSMIC2-E4 GPSRO RISING (24 impact heights affected) : out of range
Considerable: obs_number=740.0000, expected range: 1213.0127 2595.2373
Atmospheric Motion Vector
GOES-16 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 ( : out of range
Considerable: obs_number=370.0000, expected range: 63.7982 228.2018
Radiosondes
LAND TEMP Q (G/KG) 42809 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=6.8403, expected range: 0.0000 5.3476
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : missing
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 377.5158
Considerable: obs_number=94.0000, expected range: 167.2418 185.7582
All LAND TEMP ALL LAYERS WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 0.00 313.10
HIGH RESO LAND TEMP Q (G/KG) 91212 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=2.1319, expected range: 0.5077 1.3241
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 78 : all data missing
Severe: obs_number=0, expected range: 104.65 147.63
HIGH RESO SEA TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=3.2306, expected range: -0.8823 0.6275
Severe: rms_fgdepar=3.6739, expected range: 0.0000 1.9948
Severe: avg_fgdepar=3.2306, expected range: -0.8230 0.6045
Severe: rms_fgdepar=3.6739, expected range: 0.0000 1.9853
amdar
AMDAR WIND VECTOR DIFF (M/S) ANZ123 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.5078, expected range: 0.0000 39.1926
AMDAR WIND VECTOR DIFF (M/S) ANZ146 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.8666, expected range: -11.5133 20.9549
Severe: rms_fgdepar=24.8666, expected range: 0.0000 27.3856
Severe: avg_pge=0.8811, expected range: -0.6656 0.7500
AMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : missing
Severe: obs_number=0.0000, expected range: 25.3229 157.6714
WIGOS AMDAR WIND VECTOR DIFF (M/S) F0NH1IBA PRESSURE LAYER 600-900 (HP : out of range
Severe: rms_fgdepar=15.0273, expected range: 0.0000 6.6130
WIGOS AMDAR WIND VECTOR DIFF (M/S) QWGYFXRA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=15.2572, expected range: 0.0000 6.6828
ADS-C WIND VECTOR DIFF (M/S) XKDBO5ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=32.9619, expected range: 0.0000 10.7482
airep
AIREP WIND VECTOR DIFF (M/S) ETD450 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.1108, expected range: 0.0000 12.0660
AIREP WIND VECTOR DIFF (M/S) UAL712 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=30.2577, expected range: -3.5577 12.6943
Severe: rms_fgdepar=30.2577, expected range: 0.0000 19.5925
AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.8837, expected range: 0.0000 27.9864
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 48914 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=27.0570, expected range: -6.5686 13.1576
Severe: rms_fgdepar=27.0570, expected range: 0.0000 13.1216
Severe: avg_pge=0.9040, expected range: -1.2466 0.7500
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41244 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-783.9386, expected range: -1106.3681 375.2030
Severely_persistent: rms_fgdepar=783.9386, expected range: 0.0000 1215.0998
Severely_persistent: avg_pge=0.9459, expected range: 0.4834 0.7500
MANUAL LAND SYNOP RH2M (%) 42792 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9988, expected range: -1.5886 0.7500
MANUAL LAND SYNOP RH2M (%) 42473 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9999, expected range: -1.2365 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=0.9994, expected range: -0.7811 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14562 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8737, expected range: 0.4438 0.7500
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=0.8755, expected range: 0.8200 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86748 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-549.9180, expected range: -908.7857 16.4981
Severely_persistent: rms_fgdepar=832.1220, expected range: 333.0590 1122.4981
Severely_persistent: avg_pge=0.9052, expected range: -0.0285 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71588 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=535.6300, expected range: 365.4586 638.5303
Severely_persistent: avg_pge=0.8021, expected range: 0.5456 0.7500
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=744.5855, expected range: 607.6964 822.6357
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=744.9602, expected range: 608.2733 822.9013
MANUAL LAND SYNOP RH2M (%) 42776 : out of range
Severe: avg_pge=0.8015, expected range: -0.5168 0.6874
MANUAL LAND SYNOP RH2M (%) 42467 : out of range
Severe: avg_pge=0.9774, expected range: -0.6579 0.7500
MANUAL LAND SYNOP RH2M (%) 41768 : out of range
Severe: avg_pge=0.8572, expected range: -0.3811 0.5398
MANUAL LAND SYNOP RH2M (%) 42588 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=57.4065, expected range: -44.4675 99.6402
Severe: rms_fgdepar=57.4065, expected range: 0.0000 99.6402
Severe: avg_pge=1.0000, expected range: -1.8132 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 64600 : out of range
Severe: rms_fgdepar=361.0067, expected range: 0.0000 184.4888
Severe: avg_pge=0.8134, expected range: -0.4968 0.6943
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42961 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=383.8311, expected range: 0.0000 278.8060
Severe: avg_pge=0.8493, expected range: -1.3222 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42577 : out of range
Severe: rms_fgdepar=322.8345, expected range: 0.0000 177.5270
Severe: avg_pge=0.8045, expected range: -0.8036 0.7500
BUFR LAND SYNOP RH2M (%) 60270 : out of range
Severe: rms_fgdepar=37.9054, expected range: 0.0000 16.6932
BUFR LAND SYNOP RH2M (%) 71922 : out of range
Severe: avg_pge=0.9596, expected range: -0.0431 0.0617
BUFR LAND SYNOP RH2M (%) 60252 : out of range
Severe: rms_fgdepar=42.2489, expected range: 0.0000 12.3906
BUFR LAND SYNOP RH2M (%) 72562 : out of range
Severe: rms_fgdepar=36.3972, expected range: 0.0000 12.3959
BUFR LAND SYNOP RH2M (%) 16084 : out of range
Severe: rms_fgdepar=47.1915, expected range: 0.0000 38.3159
Severe: avg_pge=0.8489, expected range: -0.1095 0.1449
BUFR LAND SYNOP RH2M (%) 02546 : out of range
Severe: rms_fgdepar=36.4027, expected range: 0.5175 15.3253
BUFR LAND SYNOP RH2M (%) 72458 : out of range
Severe: rms_fgdepar=36.5585, expected range: -15.0879 22.1874
Severe: avg_pge=0.9548, expected range: 0.0014 0.0041
BUFR LAND SYNOP RH2M (%) 68429 : out of range
Severe: rms_fgdepar=32.3379, expected range: 4.9938 20.3935
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
Severe: avg_pge=0.8018, expected range: -1.0954 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48033 : out of range
Severe: rms_fgdepar=339.4812, expected range: 0.0000 330.7004
Severe: avg_pge=0.8401, expected range: -0.3923 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 15285 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=338.5023, expected range: 0.0000 85.6648
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41936 : out of range
Severe: rms_fgdepar=372.0530, expected range: 0.0000 92.0614
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56838 : out of range
Severe: rms_fgdepar=374.8252, expected range: 0.0000 193.9170
BUFR LAND SYNOP SURFACE PRESSURE (PA) 60178 : out of range
Severe: rms_fgdepar=345.6443, expected range: 0.0000 176.0365
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=87.0000, expected range: 95.3755 105.5134
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3EOW7 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=25.6511, expected range: 4.2116 27.9062
Severely_persistent: rms_fgdepar=25.6511, expected range: 4.2116 27.9062
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUMDE39 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8117, expected range: 0.3241 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CFFO : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=578.6325, expected range: 57.7468 974.0613
Severely_persistent: rms_fgdepar=580.8189, expected range: 45.6522 1017.6806
Severely_persistent: avg_pge=0.8221, expected range: 0.2349 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FJB3 : out of range
Severe: rms_fgdepar=395.3282, expected range: 0.0000 177.0942
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2024 : out of range
Severe: avg_fgdepar=567.9984, expected range: -879.0942 769.2002
Severe: rms_fgdepar=567.9984, expected range: 0.0000 664.4467
Severe: avg_pge=0.8141, expected range: -1.0103 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WXU3434 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=465.0522, expected range: 0.0000 320.5755
Severe: avg_pge=0.8013, expected range: -0.9196 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7KD7 : out of range
Severe: avg_fgdepar=518.1385, expected range: 42.0662 915.6235
Severe: rms_fgdepar=518.1385, expected range: 51.3362 913.1800
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7DJ7 : out of range
Severe: avg_pge=0.8266, expected range: -0.8971 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ONLD : out of range
Severe: avg_fgdepar=-591.0678, expected range: -670.3058 485.3465
Severe: rms_fgdepar=591.0678, expected range: 0.0000 550.1858
Severe: avg_pge=0.8493, expected range: -1.1305 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JXZ : out of range
Severe: rms_fgdepar=464.7237, expected range: 0.0000 133.6673
BUFR SHIP SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=187.0000, expected range: 126.3470 150.8752
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8250, expected range: 0.7208 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204593 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8052, expected range: -1.3763 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2302618 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=590.2237, expected range: 0.0000 1247.5118
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=89.7448, expected range: 78.2597 110.7444
Severely_persistent: rms_fgdepar=89.7448, expected range: 78.2597 110.7444
ROCOB TEMP SNOW (CM) 63301060 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=70.9017, expected range: 63.1567 87.5448
Severely_persistent: rms_fgdepar=70.9017, expected range: 63.1567 87.5448
ROCOB TEMP SNOW (CM) 64301323 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.0169, expected range: 47.5307 59.2546
Severely_persistent: rms_fgdepar=53.0169, expected range: 47.5307 59.2546
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=-61.4451, expected range: -98.0112 -59.9159
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=61.4485, expected range: 59.9228 98.0144
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=-57.1199, expected range: -78.0451 -41.7599
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=57.1310, expected range: 41.8232 78.0986
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=-59.9174, expected range: -81.6621 -47.1290
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=59.9192, expected range: 47.1348 81.7403
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=-50.1465, expected range: -104.9941 -41.4319
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=50.1465, expected range: 41.4423 104.9975
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=-81.0598, expected range: -88.3893 -78.8354
Severely_persistent: rms_fgdepar=81.0598, expected range: 78.8354 88.3893
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=90.0052, expected range: 78.5607 111.1140
Severely_persistent: rms_fgdepar=90.0052, expected range: 78.5607 111.1140
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-721.1834, expected range: -730.6814 -706.8686
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=721.1835, expected range: 706.8700 730.6841
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=69.9176, expected range: 63.7013 72.0444
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=69.9176, expected range: 63.7373 72.0477
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=-76.1551, expected range: -128.3815 -52.8034
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=76.1551, expected range: 52.8806 128.4577
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=71.9641, expected range: 57.5009 75.2424
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=71.9680, expected range: 57.5316 75.2685
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=65.3081, expected range: 55.8244 71.7392
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=65.3096, expected range: 55.8984 71.7444
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=-93.8149, expected range: -96.8470 -92.9470
Severely_persistent: rms_fgdepar=93.8150, expected range: 92.9494 96.8466
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=59.4930, expected range: 63.7308 98.4407
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=59.5000, expected range: 63.7366 98.4481
BUFR LAND SYNOP SNOW (CM) 01429 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.2312, expected range: 44.7618 55.0564
Severely_persistent: rms_fgdepar=53.2347, expected range: 44.7620 55.0595
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=54.9082, expected range: 47.7920 60.2811
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=54.9090, expected range: 47.9458 60.3348
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=-73.6919, expected range: -87.7719 -69.0534
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=73.6934, expected range: 69.0599 87.7892
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=-64.4034, expected range: -120.9860 -61.3622
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=64.4068, expected range: 61.3719 120.9888
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=64.5908, expected range: 56.9628 72.9325
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=64.5926, expected range: 57.0899 72.9361
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: 99.9205 100.0654
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: 99.9205 100.0654
MANUAL LAND SYNOP SNOW (CM) 24802 : out of range
Severe: rms_fgdepar=16.5644, expected range: 0.0000 8.4226
MANUAL LAND SYNOP SNOW (CM) 29023 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.0709, expected range: 0.0000 6.2626
BUFR LAND SYNOP SNOW (CM) 22271 : out of range
Severe: avg_fgdepar=50.5864, expected range: 45.0577 50.3674
Severe: rms_fgdepar=50.5864, expected range: 45.0577 50.3674
BUFR LAND SYNOP SNOW (CM) 29023 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.0709, expected range: 0.0000 6.2626
BUFR LAND SYNOP SNOW (CM) : out of range
Severe: rms_fgdepar=142.5465, expected range: 280.7219 300.6120
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.1303, expected range: -28.3083 2.7747
Severely_persistent: rms_fgdepar=18.1303, expected range: 0.0000 27.4493
LAND TEMP 2M TEMPERATURE (K) 04360 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.3301, expected range: -12.3679 14.0344
Severely_persistent: rms_fgdepar=15.3301, expected range: -6.6193 13.0928
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0205, expected range: -16.7575 -8.3579
Severely_persistent: rms_fgdepar=12.3415, expected range: 8.4257 17.1489
BUFR LAND SYNOP 2M TEMPERATURE (K) 89815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.1803, expected range: -27.8018 1.9686
Severely_persistent: rms_fgdepar=18.1803, expected range: 0.0000 27.1294
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4195, expected range: -16.6565 -4.4109
Severely_persistent: rms_fgdepar=12.8548, expected range: 4.3197 17.0078
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51076 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.1817, expected range: -12.5924 15.4405
Severe: rms_fgdepar=12.1817, expected range: 0.0000 11.2936
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51087 : out of range
Severe: avg_fgdepar=12.1282, expected range: -10.5215 13.4389
Severe: rms_fgdepar=12.1282, expected range: 0.0000 10.7602
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51379 : out of range
Severe: avg_fgdepar=12.5890, expected range: -0.7659 14.2069
Severe: rms_fgdepar=12.5890, expected range: 0.0000 14.2069
METAR 2M TEMPERATURE (K) KGLH : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2570, expected range: 0.0000 6.3567
METAR 2M TEMPERATURE (K) MMIO : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3027, expected range: 0.0000 9.8277
METAR 2M TEMPERATURE (K) TJBQ : out of range
Severe: rms_fgdepar=10.3071, expected range: 0.7503 2.7821
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Severe: obs_number=10433.0000, expected range: 12595.2920 12805.9580
Severe: obs_number=8245.0000, expected range: 10415.6118 10627.7632
Severe: obs_number=9576.0000, expected range: 11745.6176 11956.8824
Severe: obs_number=61287.0000, expected range: 121153.9041 129797.2209
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 71338 : out of range
Severe: rms_fgdepar=32.2825, expected range: 0.0000 15.7819
MANUAL LAND SYNOP RH2M (%) 43069 : out of range
Severe: rms_fgdepar=31.9408, expected range: 0.0000 10.1257
BUFR LAND SYNOP RH2M (%) : out of range
Severe: obs_number=5608.0000, expected range: 6867.2061 7109.6174
Severe: obs_number=6913.0000, expected range: 8166.0884 8437.0366
Considerable: obs_number=7735.0000, expected range: 8958.4355 9301.5645
Considerable: obs_number=46963.0000, expected range: 76707.5061 88019.2439
MANUAL LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=76.0000, expected range: 130.5717 155.8283