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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-20 12:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0746, expected range: -0.1169 -0.0955
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0987, expected range: -0.1595 -0.1320
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1475, expected range: 0.0810 0.1027
iasi
METOP-B IASI RADIANCES CHANNEL 3452 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1414, expected range: -0.1126 -0.0778
METOP-B IASI RADIANCES CHANNEL 3248 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0514, expected range: -0.1214 -0.0822
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1347, expected range: -0.1220 -0.1079
METOP-B IASI RADIANCES CHANNEL 3252 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2031, expected range: -0.1762 -0.1611
METOP-B IASI RADIANCES CHANNEL 3446 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2639, expected range: -0.2187 -0.1801
METOP-B IASI RADIANCES CHANNEL 3509 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2859, expected range: -0.2647 -0.2408
METOP-C IASI RADIANCES CHANNEL 3580 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3384, expected range: -0.2861 -0.2319
METOP-C IASI RADIANCES CHANNEL 3252 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1828, expected range: -0.1713 -0.1582
METOP-C IASI RADIANCES CHANNEL 3446 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2502, expected range: -0.2026 -0.1596
METOP-C IASI RADIANCES CHANNEL 3248 : out of range
3 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.6614, expected range: 0.4122 0.6018
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5600, expected range: 0.6164 0.6735
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: obs_number=5974.0000, expected range: 6595.8093 6795.0932
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1502, expected range: -0.1060 -0.0665
NPP ATMS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1163, expected range: -0.1915 -0.1554
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.7011, expected range: -0.3977 -0.3417
Atmospheric Motion Vector
All METEOSAT-11 AMV IR3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 764.18 3317.60
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=258.0000, expected range: 1210.0967 1404.0793
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.7830, expected range: 0.2695 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0169, expected range: -0.0279 -0.0254
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0475, expected range: -0.0562 -0.0528
Radiosondes
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-10.6918, expected range: -16.9818 6.9157
Severely_persistent: rms_fgdepar=10.7832, expected range: 0.0000 16.3438
Severely_persistent: avg_pge=0.9138, expected range: -0.3730 0.7500
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8630, expected range: -21.3759 7.6209
Severely_persistent: rms_fgdepar=13.8630, expected range: 0.0000 21.9807
Severely_persistent: avg_pge=0.9445, expected range: -0.4024 0.7500
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8565, expected range: -0.9664 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-11.7793, expected range: -8.3177 -0.5648
Severely_persistent: rms_fgdepar=11.7793, expected range: 0.2114 8.7967
Severely_persistent: avg_pge=0.9313, expected range: -0.0483 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 71119 PRESSURE LAYER 900-1200 (HPA : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=7.2641, expected range: 0.0000 5.9712
Severely_persistent: avg_pge=0.8531, expected range: -0.7248 0.7500
LAND TEMP Q (G/KG) 82026 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.0100, expected range: 0.0000 1.0895
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 600-900 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.1861, expected range: 0.0000 21.3028
LAND TEMP TEMPERATURE (K) 24959 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.8790, expected range: 0.0000 4.9383
Severe: avg_pge=0.8642, expected range: -0.5031 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA : out of range
Severe: obs_number=53.0000, expected range: 80.6132 86.3868
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : missing
Severe: obs_number=0.0000, expected range: 0.0000 261.7035
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=596.0000, expected range: 204.3754 439.1246
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) SEUAOIBA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=15.5814, expected range: 0.0000 6.9599
WIGOS AMDAR WIND VECTOR DIFF (M/S) CIIXPBJA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.0208, expected range: 0.0000 8.3527
ADS-C WIND VECTOR DIFF (M/S) AS3UMSZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.5293, expected range: 0.0000 8.4516
WIGOS AMDAR Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: avg_fgdepar=1.0874, expected range: -0.2170 0.6030
airep
AIREP WIND VECTOR DIFF (M/S) UAL1110 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.5053, expected range: 0.0000 9.9028
AIREP WIND VECTOR DIFF (M/S) MSR982 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.7518, expected range: 0.0000 20.2045
AIREP WIND VECTOR DIFF (M/S) THT2 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.8491, expected range: 0.0000 17.1118
AIREP WIND VECTOR DIFF (M/S) UAL986 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.7203, expected range: 0.0000 31.1694
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01498 PRESSURE LAYER 600-900 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=29.3687, expected range: -14.7112 27.2994
Severely_persistent: rms_fgdepar=29.4069, expected range: 0.0000 30.4476
Severely_persistent: avg_pge=0.9290, expected range: -0.8900 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 1063.1027
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=22.2440, expected range: -36.2383 62.4028
Severely_persistent: rms_fgdepar=22.2440, expected range: 0.0000 59.1475
Severely_persistent: avg_pge=0.8468, expected range: -1.0237 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42237 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=705.0125, expected range: -287.3081 423.1436
Severely_persistent: rms_fgdepar=705.0125, expected range: 0.0000 336.0566
Severely_persistent: avg_pge=0.9177, expected range: -1.1668 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=659.5123, expected range: -244.5437 409.0657
Severely_persistent: rms_fgdepar=659.5123, expected range: 0.0000 369.0135
Severely_persistent: avg_pge=0.8946, expected range: -1.2380 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8041, expected range: -0.6276 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18208 : out of range
Severe: avg_pge=0.8035, expected range: 0.6655 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67341 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=497.8304, expected range: 0.0000 85.9021
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41712 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=358.5023, expected range: 0.0000 139.5977
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38584 : out of range
Severe: rms_fgdepar=364.6606, expected range: 0.0000 195.4273
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42805 : out of range
Severe: avg_pge=0.8535, expected range: -0.9464 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41696 : out of range
Severe: rms_fgdepar=399.0795, expected range: 0.0000 193.7942
Severe: avg_pge=0.8035, expected range: -0.8948 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42177 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=597.1373, expected range: -294.3172 387.6809
Severe: rms_fgdepar=597.1373, expected range: 0.0000 279.0194
Severe: avg_pge=0.8946, expected range: -1.2118 0.7500
MANUAL LAND SYNOP RH2M (%) 64560 : out of range
Severe: avg_pge=0.9758, expected range: -0.4227 0.5576
MANUAL LAND SYNOP RH2M (%) 43071 : out of range
Severe: rms_fgdepar=41.3765, expected range: 0.0000 33.6574
Severe: avg_pge=0.9729, expected range: -0.0057 0.0138
MANUAL LAND SYNOP RH2M (%) 43083 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9821, expected range: -1.2718 0.7500
MANUAL LAND SYNOP RH2M (%) 42925 : out of range
Severe: rms_fgdepar=42.1638, expected range: 0.0000 26.4338
Severe: avg_pge=0.9845, expected range: -0.0041 0.0129
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=61.7489, expected range: -50.0831 97.1377
Severe: rms_fgdepar=61.7489, expected range: 0.0000 97.1377
Severe: avg_pge=1.0000, expected range: -1.9851 0.7500
MANUAL LAND SYNOP RH2M (%) 43157 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9714, expected range: -0.4994 0.5743
MANUAL LAND SYNOP RH2M (%) 38457 : out of range
Severe: rms_fgdepar=32.5485, expected range: 0.0000 16.8555
BUFR LAND SYNOP SURFACE PRESSURE (PA) 27930 : out of range
Severe: rms_fgdepar=542.1492, expected range: 0.0000 159.3280
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25707 : out of range
Severe: avg_pge=0.8255, expected range: -1.1494 0.7500
BUFR LAND SYNOP RH2M (%) 72360 : out of range
Severe: rms_fgdepar=34.3594, expected range: 0.0000 10.7062
BUFR LAND SYNOP RH2M (%) 02484 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=36.5733, expected range: 0.0000 11.2051
BUFR LAND SYNOP RH2M (%) 72465 : out of range
Severe: rms_fgdepar=33.1564, expected range: 0.0000 9.9793
BUFR LAND SYNOP RH2M (%) 72565 : out of range
Severe: rms_fgdepar=48.5815, expected range: 0.0000 22.9105
BUFR LAND SYNOP RH2M (%) 72659 : out of range
Severe: rms_fgdepar=33.7829, expected range: 0.0000 17.2566
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 44137 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8116, expected range: -0.7406 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRFU8 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8041, expected range: -0.4782 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AUYL : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=561.8192, expected range: 219.4298 898.0368
Severely_persistent: rms_fgdepar=561.8192, expected range: 219.4298 898.0368
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ZCEE2 : out of range
Severe: rms_fgdepar=17.2468, expected range: 0.0000 12.8816
Severe: avg_pge=0.8920, expected range: -1.0659 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V5456 : out of range
Severe: rms_fgdepar=19.4164, expected range: 0.0000 11.3061
Severe: avg_pge=0.8744, expected range: -0.0121 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXVD2 : out of range
Severe: avg_fgdepar=654.7917, expected range: -225.3641 390.1412
Severe: rms_fgdepar=654.7917, expected range: 0.0000 353.6007
Severe: avg_pge=0.8459, expected range: -1.1074 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA3373 : out of range
Severe: avg_fgdepar=554.7689, expected range: -415.3829 467.0572
Severe: rms_fgdepar=874.7407, expected range: 0.0000 317.3434
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRMS3 : out of range
Severe: avg_fgdepar=634.4402, expected range: -111.0318 551.0670
Severe: rms_fgdepar=634.4402, expected range: 0.0000 545.1756
Severe: avg_pge=0.8267, expected range: -0.2387 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6814 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=670.3588, expected range: 238.8594 1113.6509
Severe: rms_fgdepar=670.3588, expected range: 238.8594 1113.6509
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6415 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-652.8009, expected range: -285.3681 258.3038
Severe: rms_fgdepar=653.6346, expected range: 0.0000 192.5511
Severe: avg_pge=0.8635, expected range: -0.1377 0.1810
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-760.7755, expected range: -1641.4419 1642.6492
Severely_persistent: rms_fgdepar=760.7880, expected range: 0.0000 1152.7081
Severely_persistent: avg_pge=0.9284, expected range: -0.3034 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402587 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8654, expected range: -0.0928 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101702 : out of range
Severe: rms_fgdepar=388.5768, expected range: 0.0000 92.5869
DRIFTING BUOYS SURFACE PRESSURE (PA) 4801723 : out of range
Severe: rms_fgdepar=414.2248, expected range: 0.0000 154.0774
Severe: avg_pge=0.8448, expected range: -0.0730 0.0866
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501687 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=417.4000, expected range: 0.0000 265.6647
Severe: avg_pge=0.8429, expected range: -0.6414 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203628 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=393.9409, expected range: 0.0000 101.8458
Severe: avg_pge=0.8355, expected range: -0.2925 0.3372
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204589 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-582.3939, expected range: -88.1267 125.5255
Severe: rms_fgdepar=598.0479, expected range: 0.0000 108.1290
Severe: avg_pge=0.8970, expected range: -0.5372 0.6263
metar
METAR SURFACE PRESSURE (PA) OPPG : out of range
Severe: avg_fgdepar=547.5026, expected range: -432.4669 341.2012
Severe: rms_fgdepar=548.0166, expected range: 0.0000 299.9870
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.9618, expected range: -62.6898 -55.1531
Severely_persistent: rms_fgdepar=60.9618, expected range: 55.1531 62.6898
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.9047, expected range: -88.3642 -65.0802
Severely_persistent: rms_fgdepar=74.9047, expected range: 65.0802 88.3642
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=-86.8237, expected range: -92.5730 -86.9203
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=86.8264, expected range: 86.9467 92.5737
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=-63.4242, expected range: -67.2593 -62.8274
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=63.4659, expected range: 62.8406 67.2649
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-57.5995, expected range: -62.2841 -56.7629
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.6009, expected range: 56.7649 62.2857
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-78.1484, expected range: -86.1726 -75.6625
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=78.1526, expected range: 75.6531 86.2083
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.3479, expected range: -79.9197 -75.0107
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.3499, expected range: 75.0125 79.9226
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=-91.9437, expected range: -94.4229 -77.5482
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=91.9510, expected range: 77.5578 94.4355
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-70.6457, expected range: -76.7485 -66.1231
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=70.6579, expected range: 66.1233 76.7585
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=-59.3319, expected range: -63.8272 -58.4190
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=59.3369, expected range: 58.4171 63.8444
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=-81.2194, expected range: -95.7143 -80.1348
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=81.2244, expected range: 80.1398 95.7227
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=-69.3353, expected range: -74.9332 -41.6957
Severely_persistent: rms_fgdepar=69.3354, expected range: 41.7029 74.9321
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=54.8465, expected range: 44.9261 62.3099
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=54.8490, expected range: 44.9341 62.3115
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-70.7737, expected range: -74.3116 -66.7651
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=70.7788, expected range: 66.7698 74.3274
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.5123, expected range: 31.4984 59.6618
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.5380, expected range: 31.5121 59.6691
BUFR LAND SYNOP SNOW (CM) 47039 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=98.5067, expected range: 94.4408 97.8863
Severely_persistent: rms_fgdepar=98.5067, expected range: 94.4402 97.8876
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.4678, expected range: -67.8241 -56.7103
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.4679, expected range: 56.7101 67.8248
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=-68.5246, expected range: -81.0503 -65.5510
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=68.5266, expected range: 65.5531 81.0545
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.8414, expected range: -62.4941 -56.7912
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.8463, expected range: 56.7967 62.4926
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-78.5231, expected range: -87.0471 -76.4291
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=78.5276, expected range: 76.4336 87.0527
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.2962, expected range: -66.3869 -55.5909
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.3014, expected range: 55.8692 66.7360
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.9888, expected range: -84.9890 -77.6264
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=77.9919, expected range: 77.6922 85.2344
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=-76.1248, expected range: -82.7866 -75.2914
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=76.1289, expected range: 75.2938 82.7952
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=-70.7235, expected range: -79.3277 -68.3536
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=70.7247, expected range: 68.3579 79.3422
AUTOMATIC LAND SYNOP SNOW (CM) 71358 : out of range
Severe: rms_fgdepar=20.4507, expected range: 0.0000 5.1593
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-51.1835, expected range: -51.2619 30.3221
Severe: rms_fgdepar=51.3619, expected range: 0.0000 49.9301
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2671, expected range: -24.3040 6.9874
Severely_persistent: rms_fgdepar=12.3523, expected range: 0.0000 24.1562
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2566, expected range: -14.7955 1.6094
Severely_persistent: rms_fgdepar=14.2627, expected range: 0.4524 14.4354
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.6985, expected range: -16.6581 -0.9649
Severely_persistent: rms_fgdepar=16.7146, expected range: 1.6948 16.4599
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.0751, expected range: -15.9436 -5.9726
Severely_persistent: rms_fgdepar=17.0927, expected range: 6.3952 15.8715
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4452, expected range: -20.0672 2.4429
Severely_persistent: rms_fgdepar=15.4452, expected range: 0.0000 19.0300
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.3800, expected range: -27.0505 2.4149
Severely_persistent: rms_fgdepar=19.3816, expected range: 0.0000 26.8298
Severely_persistent: avg_est_pge=0.8042, expected range: -0.0780 1.3282
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9000, expected range: -28.9962 7.0810
Severely_persistent: rms_fgdepar=13.9082, expected range: 0.0000 27.4958
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9168, expected range: -20.2017 8.0753
Severely_persistent: rms_fgdepar=13.9342, expected range: 0.0000 16.9514
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5322, expected range: -25.8697 11.5331
Severely_persistent: rms_fgdepar=14.5336, expected range: 0.0000 23.6493
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.9105, expected range: -14.9652 -1.1579
Severely_persistent: rms_fgdepar=14.9151, expected range: 1.4074 15.0118
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.0008, expected range: -22.5025 2.0815
Severely_persistent: rms_fgdepar=18.0255, expected range: 0.0000 22.4428
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.2257, expected range: -26.0725 11.7344
Severely_persistent: rms_fgdepar=19.2313, expected range: 0.0000 25.0943
Severely_persistent: avg_est_pge=0.8027, expected range: -0.5759 1.3026
METAR 2M TEMPERATURE (K) LTCB : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.0093, expected range: 7.2349 21.9545
Severely_persistent: rms_fgdepar=14.2840, expected range: 7.4176 22.0481
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3629, expected range: -17.6835 -1.6739
Severely_persistent: rms_fgdepar=13.3629, expected range: 1.6739 17.6835
BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2677, expected range: -24.3060 6.9877
Severely_persistent: rms_fgdepar=12.3534, expected range: 0.0000 24.1726
BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.7692, expected range: -16.7854 -0.9924
Severely_persistent: rms_fgdepar=16.7849, expected range: 1.7162 16.5924
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.1251, expected range: -15.9936 -6.0226
Severely_persistent: rms_fgdepar=17.1427, expected range: 6.4429 15.9221
BUFR LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4522, expected range: -20.0726 2.4130
Severely_persistent: rms_fgdepar=15.4523, expected range: 0.0000 19.0525
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.4292, expected range: -27.0787 2.3792
Severely_persistent: rms_fgdepar=19.4308, expected range: 0.0000 26.8764
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.0249, expected range: -29.1108 7.0035
Severely_persistent: rms_fgdepar=14.0341, expected range: 0.0000 27.6548
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3612, expected range: -21.4990 -3.1186
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.4886, expected range: 5.2895 21.0141
BUFR LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1510, expected range: -20.3494 8.0390
Severely_persistent: rms_fgdepar=14.1674, expected range: 0.0000 17.1291
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6924, expected range: -25.8646 11.4751
Severely_persistent: rms_fgdepar=14.6934, expected range: 0.0000 23.6947
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.9605, expected range: -15.0152 -1.2079
Severely_persistent: rms_fgdepar=14.9651, expected range: 1.4477 15.0678
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.1003, expected range: -22.6187 2.0487
Severely_persistent: rms_fgdepar=18.1262, expected range: 0.0000 22.5627
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.2979, expected range: -26.1415 11.6452
Severely_persistent: rms_fgdepar=19.3033, expected range: 0.0000 25.1879
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.5562, expected range: 3.8156 13.2216
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.7319, expected range: 4.6747 13.0368
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71970 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4354, expected range: 0.0000 4.9140
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 50756 : out of range
Severe: avg_fgdepar=-12.4304, expected range: -8.5961 1.9263
Severe: rms_fgdepar=12.6046, expected range: 0.0000 8.5378
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
Severe: avg_fgdepar=-12.6535, expected range: -5.4076 4.3115
Severe: rms_fgdepar=13.4277, expected range: 0.0000 6.0128
MANUAL LAND SYNOP 2M TEMPERATURE (K) 68140 : out of range
Severe: avg_fgdepar=-14.5153, expected range: -4.6341 3.7239
Severe: rms_fgdepar=14.5153, expected range: 0.0000 3.3796
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36501 : out of range
Severe: avg_fgdepar=-12.8328, expected range: -3.1525 2.0054
Severe: rms_fgdepar=12.8330, expected range: 0.0000 3.8689
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.5644, expected range: -13.9999 -0.8407
Severe: rms_fgdepar=14.5644, expected range: 0.8407 13.9999
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.6176, expected range: -18.3612 5.6707
Severe: rms_fgdepar=15.7646, expected range: 0.0000 15.4016
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71125 : out of range
Severe: rms_fgdepar=10.5351, expected range: 0.0000 3.2445
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.4572, expected range: -12.5616 4.4811
Severe: rms_fgdepar=13.4837, expected range: 0.0000 11.1307
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-14.8845, expected range: -12.8019 3.1016
Severe: rms_fgdepar=14.9402, expected range: 0.0000 12.6121
METAR 2M TEMPERATURE (K) UIBB : out of range
Severe: rms_fgdepar=12.7228, expected range: 0.0000 3.8279
METAR 2M TEMPERATURE (K) UHMM : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1821, expected range: -16.0225 6.0573
Severe: rms_fgdepar=13.1954, expected range: 1.4857 12.9985
LAND TEMP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-13.7346, expected range: -12.9880 3.8542
Severe: rms_fgdepar=13.7346, expected range: 0.0000 12.7562
BUFR LAND SYNOP 2M TEMPERATURE (K) 71970 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4498, expected range: 0.0000 4.9847
BUFR LAND SYNOP 2M TEMPERATURE (K) 36501 : out of range
Severe: avg_fgdepar=-12.8828, expected range: -3.2025 1.9554
Severe: rms_fgdepar=12.8830, expected range: 0.0000 3.9186
BUFR LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.6372, expected range: -14.0425 -0.8089
Severe: rms_fgdepar=14.6372, expected range: 0.8089 14.0425
BUFR LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.2884, expected range: -14.8067 1.7278
Severe: rms_fgdepar=14.2941, expected range: 0.3663 14.4329
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.6676, expected range: -18.4112 5.6207
Severe: rms_fgdepar=15.8142, expected range: 0.0000 15.4988
BUFR LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5086, expected range: -12.6007 4.4245
Severe: rms_fgdepar=13.5350, expected range: 0.0000 11.2041
BUFR LAND SYNOP 2M TEMPERATURE (K) 50756 : out of range
Severe: avg_fgdepar=-12.4804, expected range: -8.6461 1.8763
Severe: rms_fgdepar=12.6539, expected range: 0.0000 8.6010
BUFR LAND SYNOP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-14.9504, expected range: -12.7903 3.0201
Severe: rms_fgdepar=15.0068, expected range: 0.0000 12.6251
BUFR LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
Severe: avg_fgdepar=-12.9496, expected range: -5.5482 4.1869
Severe: rms_fgdepar=13.6731, expected range: 0.0000 6.1693
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 72360 : out of range
Severe: rms_fgdepar=31.9555, expected range: 0.0000 14.4831
AUTOMATIC LAND SYNOP RH2M (%) 72268 : out of range
Severe: rms_fgdepar=38.1121, expected range: 0.0000 18.3076
METAR RH2M (%) EKVJ : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.6228, expected range: 0.0000 15.1756
BUFR LAND SYNOP RH2M (%) _DW1B006 : out of range
Severe: rms_fgdepar=30.6068, expected range: 0.0000 15.2697
AUTOMATIC LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=127.0000, expected range: 136.0365 150.4079