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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-03 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0563, expected range: -0.0767 -0.0695
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=-0.4921, expected range: -0.3936 -0.3869
iasi
METOP-B IASI RADIANCES (68 channels affected) : out of range
Considerable: obs_number=2520.0000, expected range: 2109.0467 2330.7033
Atmospheric Motion Vector
AQUA MODIS CLEAR WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=497.0000, expected range: 70.8379 261.4521
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=426.0000, expected range: 731.5170 1043.1251
Radiosondes
LAND TEMP WIND VECTOR DIFF (M/S) 61442 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=22.3564, expected range: -35.2015 62.2952
Severely_persistent: rms_fgdepar=28.3036, expected range: 0.0000 65.1665
Severely_persistent: avg_pge=0.8725, expected range: -0.6653 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 42 : all data missing
Severely_persistent: obs_number=0, expected range: 40.17 270.60
LAND TEMP TEMPERATURE (K) 26298 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=6.7957, expected range: 0.0000 1.1859
LAND TEMP TEMPERATURE (K) 26298 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8746, expected range: -0.5162 0.6454
LAND TEMP WIND VECTOR DIFF (M/S) 36096 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.1416, expected range: 0.0000 19.8120
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 377.5158
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: obs_number=181.0000, expected range: 81.4252 93.0748
Considerable: obs_number=348.0000, expected range: 244.7055 266.0445
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=567.0000, expected range: 386.6440 432.6060
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=89.0000, expected range: 45.4822 61.5178
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) 0TVINGRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.5526, expected range: 0.0000 8.9844
WIGOS AMDAR WIND VECTOR DIFF (M/S) EGPFVRRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=23.2963, expected range: -1.6082 6.2019
Severe: rms_fgdepar=23.2963, expected range: 0.0000 6.8113
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0162 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=19.6739, expected range: 0.0434 4.7123
WIGOS AMDAR WIND VECTOR DIFF (M/S) AB1WZGJA PRESSURE LAYER 600-900 (HP : out of range
Severe: avg_fgdepar=24.6678, expected range: -2.3539 5.8524
Severe: rms_fgdepar=24.6678, expected range: 0.0000 5.8524
Severe: avg_pge=0.8018, expected range: -0.2956 0.3440
airep
AIREP WIND VECTOR DIFF (M/S) UAL90 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6925, expected range: 0.0000 11.9164
AIREP WIND VECTOR DIFF (M/S) THA338 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8050, expected range: -0.9259 0.7500
AIREP WIND VECTOR DIFF (M/S) RAM208M PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.3604, expected range: 0.0000 13.2575
AIREP WIND VECTOR DIFF (M/S) LOT2LY PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.3978, expected range: 0.0000 22.4037
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
3 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 299.7802
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41257 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8425, expected range: 0.6967 0.7500
MANUAL LAND SYNOP RH2M (%) 42674 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9679, expected range: -0.6332 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86748 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-546.4481, expected range: -826.6273 -133.6789
Severely_persistent: rms_fgdepar=701.3614, expected range: 0.0000 1569.4962
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71588 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=517.5197, expected range: 129.4840 811.1530
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=728.7269, expected range: 607.4425 819.7212
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=728.8549, expected range: 607.8317 820.4333
AUTOMATIC LAND SYNOP RH2M (%) 68821 : out of range
Severe: rms_fgdepar=49.4827, expected range: 0.0000 30.3699
Severe: avg_pge=0.9704, expected range: -0.0280 0.0384
Severe: rms_fgdepar=31.3286, expected range: 0.0000 14.4159
AUTOMATIC LAND SYNOP RH2M (%) 68843 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=37.9844, expected range: 0.0000 14.8952
MANUAL LAND SYNOP RH2M (%) 76323 : out of range
Severe: avg_pge=0.9323, expected range: -1.1541 0.7500
MANUAL LAND SYNOP RH2M (%) 62414 : out of range
Severe: rms_fgdepar=33.7272, expected range: 0.0000 17.5132
MANUAL LAND SYNOP RH2M (%) 42744 : out of range
Severe: avg_pge=0.9905, expected range: -0.6000 0.7500
MANUAL LAND SYNOP RH2M (%) 42056 : out of range
Severe: rms_fgdepar=32.0600, expected range: 0.0000 15.3902
MANUAL LAND SYNOP RH2M (%) 42459 : out of range
Severe: avg_pge=0.9003, expected range: -0.1568 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89251 : out of range
Severe: rms_fgdepar=462.6900, expected range: 0.0000 197.5049
Severe: avg_pge=0.8786, expected range: -0.9769 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63793 : out of range
Severe: rms_fgdepar=594.7900, expected range: 0.0000 116.5312
BUFR LAND SYNOP RH2M (%) 64184 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8757, expected range: -0.3024 0.7500
BUFR LAND SYNOP RH2M (%) 28966 : out of range
Severe: rms_fgdepar=30.9277, expected range: 0.0000 13.7637
BUFR LAND SYNOP RH2M (%) 48087 : out of range
Severe: rms_fgdepar=38.2823, expected range: 0.0742 14.7133
BUFR LAND SYNOP RH2M (%) 25129 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-55.0290, expected range: -46.7329 3.1348
Severe: rms_fgdepar=55.0290, expected range: 4.2210 42.6382
Severe: avg_pge=0.9881, expected range: -0.1294 0.1813
BUFR LAND SYNOP RH2M (%) 02149 : out of range
Severe: rms_fgdepar=48.9465, expected range: 0.0000 22.2855
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8262, expected range: -1.4168 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94514 : out of range
Severe: avg_fgdepar=808.1701, expected range: -114.3665 172.9178
Severe: rms_fgdepar=808.1701, expected range: 0.0000 160.3391
Severe: avg_pge=0.9262, expected range: -0.3320 0.3769
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48434 : out of range
Severe: rms_fgdepar=341.0607, expected range: 0.0000 156.9496
BUFR LAND SYNOP SURFACE PRESSURE (PA) 36744 : out of range
Severe: rms_fgdepar=558.1494, expected range: 0.0000 185.0463
BUFR LAND SYNOP SURFACE PRESSURE (PA) 67217 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=315.5698, expected range: 0.0000 69.8726
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23849 : out of range
Severe: rms_fgdepar=362.4651, expected range: 0.0000 181.2426
BUFR LAND SYNOP SURFACE PRESSURE (PA) 35969 : out of range
Severe: rms_fgdepar=433.0089, expected range: 0.0000 186.5200
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=395.0000, expected range: 447.7067 512.2933
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46132 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8563, expected range: -0.8706 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUMDE39 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=23.0980, expected range: -29.9374 69.2026
Severely_persistent: rms_fgdepar=23.1396, expected range: 0.0000 69.2442
Severely_persistent: avg_pge=0.9265, expected range: 0.2009 0.7500
SHIP WIND VECTOR DIFF (M/S) A8JR6 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.5056, expected range: 0.0000 11.8487
Severe: avg_pge=0.9027, expected range: -0.1701 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7A4868 : out of range
Severe: rms_fgdepar=15.2367, expected range: 0.0000 9.2569
Severe: avg_pge=0.9058, expected range: -0.6668 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7QJ3 : out of range
Severe: avg_fgdepar=549.5867, expected range: -261.1840 282.6149
Severe: rms_fgdepar=549.5867, expected range: 0.0000 214.3626
Severe: avg_pge=0.8190, expected range: -0.5443 0.6853
BUFR SHIP SYNOP SURFACE PRESSURE (PA) A8UN3 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=517.8893, expected range: 0.0000 365.6110
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7KD8 : out of range
Severe: avg_fgdepar=-1046.9689, expected range: -210.0882 112.1376
Severe: rms_fgdepar=1046.9689, expected range: 0.0000 172.3009
Severe: avg_pge=0.9157, expected range: -0.5853 0.7156
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FCD9 : out of range
Severe: rms_fgdepar=509.2581, expected range: 0.0000 184.1390
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=0.8136, expected range: 0.7349 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2302618 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=524.8043, expected range: 19.8091 1066.8468
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101719 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8516, expected range: -1.4798 0.7500
metar
METAR SURFACE PRESSURE (PA) HEMA : out of range
Severe: rms_fgdepar=328.4749, expected range: 0.0000 149.7871
METAR SURFACE PRESSURE (PA) VISR : out of range
Severe: rms_fgdepar=465.1506, expected range: 0.0000 216.9039
METAR SURFACE PRESSURE (PA) LIBS : out of range
Severe: rms_fgdepar=498.1019, expected range: 0.0000 165.5344
METAR SURFACE PRESSURE (PA) LPMT : out of range
Severe: rms_fgdepar=325.0186, expected range: 0.0000 84.9586
METAR SURFACE PRESSURE (PA) VIAW : out of range
Severe: rms_fgdepar=497.0246, expected range: 0.0000 261.9984
METAR SURFACE PRESSURE (PA) KGKY : out of range
Severe: rms_fgdepar=346.8981, expected range: 0.0000 159.2719
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=66.0000, expected range: 77.4265 110.9621
Severely_persistent: rms_fgdepar=66.0000, expected range: 77.4265 110.9621
ROCOB TEMP SNOW (CM) 63301060 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=67.0009, expected range: 63.9227 83.6136
Severely_persistent: rms_fgdepar=67.0009, expected range: 63.9227 83.6136
ROCOB TEMP SNOW (CM) 64301321 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.0722, expected range: 47.8253 58.7783
Severely_persistent: rms_fgdepar=52.0722, expected range: 47.8253 58.7783
BUFR LAND SYNOP SNOW (CM) _MF11A70 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.2709, expected range: -94.5567 -47.2626
BUFR LAND SYNOP SNOW (CM) _MF11A70 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.2750, expected range: 47.2712 94.5672
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=-75.7775, expected range: -84.5653 -79.6556
Severely_persistent: rms_fgdepar=75.7775, expected range: 79.6556 84.5653
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=66.0000, expected range: 77.6802 111.3518
Severely_persistent: rms_fgdepar=66.0000, expected range: 77.6802 111.3518
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-724.9543, expected range: -728.0146 -713.0575
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=724.9547, expected range: 713.0601 728.0156
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=61.7697, expected range: 60.2330 74.6918
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=61.7913, expected range: 60.2980 74.6783
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=-71.3610, expected range: -102.7380 -58.0153
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=71.5504, expected range: 57.7786 103.1388
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=75.1386, expected range: 60.0731 77.5443
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.1419, expected range: 60.1059 77.5549
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=71.6499, expected range: 61.0114 69.1023
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=71.6986, expected range: 61.1052 69.0802
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=-92.3690, expected range: -95.7790 -92.7937
Severely_persistent: rms_fgdepar=92.3690, expected range: 92.7936 95.7792
BUFR LAND SYNOP SNOW (CM) 01429 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.9265, expected range: 45.2263 57.1351
Severely_persistent: rms_fgdepar=51.9330, expected range: 45.2272 57.1387
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=-59.3366, expected range: -91.5287 -62.5879
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=59.3543, expected range: 62.6269 91.5328
BUFR LAND SYNOP SNOW (CM) _MI135AD : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.2760, expected range: -69.2731 -14.8282
BUFR LAND SYNOP SNOW (CM) _MI135AD : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.2849, expected range: 14.9556 69.2392
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.7295, expected range: -64.2151 -15.8772
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.7403, expected range: 15.9028 64.3376
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=-54.0239, expected range: -111.0438 -46.9297
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=54.0256, expected range: 46.9283 111.0605
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=58.8079, expected range: 54.7932 74.1950
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=58.8667, expected range: 54.8158 74.2613
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: 100.0000 100.0000
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: 100.0000 100.0000
MANUAL LAND SYNOP SNOW (CM) 24661 : out of range
Severe: rms_fgdepar=16.5731, expected range: -2.4138 4.4940
MANUAL LAND SYNOP SNOW (CM) 22271 : out of range
Severe: avg_fgdepar=52.2717, expected range: 43.1940 51.1652
Severe: rms_fgdepar=52.2717, expected range: 43.1940 51.1652
MANUAL LAND SYNOP SNOW (CM) 29771 : out of range
Severe: rms_fgdepar=22.1378, expected range: 2.5021 12.7082
ROCOB TEMP SNOW (CM) 64301727 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=38.1852, expected range: 1.6431 7.9410
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
Severe: avg_fgdepar=50.6330, expected range: 37.6060 47.4270
Severe: rms_fgdepar=50.6344, expected range: 37.6106 47.4299
BUFR LAND SYNOP SNOW (CM) 24661 : out of range
Severe: rms_fgdepar=16.5731, expected range: -2.4138 4.4940
BUFR LAND SYNOP SNOW (CM) 22271 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=53.7737, expected range: 44.2346 51.8919
Severe: rms_fgdepar=53.7737, expected range: 44.2346 51.8919
t2m
LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.6071, expected range: -21.2496 6.8201
Severely_persistent: rms_fgdepar=13.6453, expected range: 0.0000 21.4907
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3286, expected range: -15.3092 -9.1660
Severely_persistent: rms_fgdepar=16.3286, expected range: 9.2827 15.6531
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3460, expected range: -19.7362 -3.7411
Severely_persistent: rms_fgdepar=14.3733, expected range: 3.5777 20.3687
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 52681 : out of range
Severe: avg_fgdepar=13.4141, expected range: -11.4511 15.8530
Severe: rms_fgdepar=13.4141, expected range: 0.0000 13.7421
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 52652 : out of range
Severe: avg_fgdepar=13.7908, expected range: -11.0921 14.4848
Severe: rms_fgdepar=13.7908, expected range: 0.0000 10.7944
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 50915 : out of range
Severe: avg_fgdepar=12.7098, expected range: -11.7769 14.2587
Severe: rms_fgdepar=12.7098, expected range: 0.0000 10.2780
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 53336 : out of range
Severe: avg_fgdepar=12.1403, expected range: -11.1185 15.1862
Severe: rms_fgdepar=12.1403, expected range: 0.0000 12.1927
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 53487 : out of range
Severe: avg_fgdepar=12.2986, expected range: 0.4706 13.5202
Severe: rms_fgdepar=12.2986, expected range: 0.5905 13.4356
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 54308 : out of range
Severe: avg_fgdepar=13.7666, expected range: 2.3880 14.3290
Severe: rms_fgdepar=13.7666, expected range: 2.3880 14.3290
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51379 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.7245, expected range: 0.2686 14.7629
Severe: rms_fgdepar=13.7245, expected range: 0.2686 14.7629
METAR 2M TEMPERATURE (K) MMPS : out of range
Severe: avg_fgdepar=-16.5383, expected range: -5.2795 4.4655
Severe: rms_fgdepar=16.5383, expected range: 0.0000 10.9732
BUFR LAND SYNOP 2M TEMPERATURE (K) 68925 : out of range
Severe: avg_fgdepar=-12.1378, expected range: -5.9883 3.6582
Severe: rms_fgdepar=12.1378, expected range: 0.0000 5.3873
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=169.0000, expected range: 228.0674 281.6826