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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-29 12:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6585, expected range: 0.5273 0.5973
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.9848, expected range: 0.7756 0.8890
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6682, expected range: 0.5596 0.5821
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6664, expected range: 0.5441 0.5997
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6674, expected range: 0.5743 0.6011
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6782, expected range: 0.5548 0.5960
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6949, expected range: 0.5559 0.5829
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6778, expected range: 0.5558 0.6021
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6538, expected range: 0.5417 0.5438
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6323, expected range: 0.5185 0.5626
iasi
METOP-C IASI RADIANCES (55 channels affected) : out of range
Considerable: obs_number=2555.0000, expected range: 2055.0472 2445.8416
cris
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0616, expected range: -0.1308 -0.1022
atms
NPP ATMS RADIANCES CHANNEL 12 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1084, expected range: -0.3186 -0.2905
Severely_persistent: avg_biascorr=-0.4968, expected range: -0.4504 -0.4145
NPP ATMS RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0267, expected range: -0.2893 -0.2593
NPP ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8707, expected range: 0.7155 0.7315
NPP ATMS RADIANCES CHANNEL 14 : out of range
37 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5255, expected range: 0.4127 0.4489
NOAA20 ATMS RADIANCES CHANNEL 11 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3515, expected range: -0.4828 -0.4416
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1302, expected range: -0.2896 -0.2431
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1591, expected range: -0.3848 -0.3590
Severely_persistent: avg_biascorr=-0.4895, expected range: -0.4481 -0.4232
Severely_persistent: stdev_fgdepar=0.3139, expected range: 0.2515 0.2826
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8506, expected range: 0.6179 0.6636
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4948, expected range: 0.3591 0.3991
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0047, expected range: 0.0033 0.0037
gpsro
All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 268.08 809.09
COSMIC2-E6 GPSRO SETTING (10 impact heights affected) : out of range
Considerable: obs_number=2388.0000, expected range: 2678.7768 3744.2820
Atmospheric Motion Vector
METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=243.0000, expected range: 352.0986 541.8313
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 62360.06 79348.18
All GOES-17 GEOS RADIANCES ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 18492.01 143655.35
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-4.5510, expected range: -5.4705 -5.0939
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.2510, expected range: 0.1494 0.6526
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0116, expected range: 0.0128 0.0252
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 20-21 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.0093, expected range: 0.0076 0.0118
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
14 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.0238, expected range: 0.0113 0.0113
Radiosondes
LAND TEMP Q (G/KG) 62423 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.8206, expected range: 0.1008 1.5294
LAND TEMP WIND VECTOR DIFF (M/S) 32618 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=18.6375, expected range: 0.0000 5.4789
LAND TEMP TEMPERATURE (K) 74004 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.9232, expected range: -0.1444 0.2207
Severe: rms_fgdepar=31.0966, expected range: 0.0000 8.7986
Severe: avg_fgdepar=31.0966, expected range: -0.9078 1.0218
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA : out of range
Considerable: obs_number=887.0000, expected range: 755.8323 818.1677
amdar
WIGOS AMDAR TEMPERATURE (K) EU1823 PRESSURE LAYER 0-300 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8500, expected range: -1.7939 0.7500
MODE-S WIND VECTOR DIFF (M/S) MFEE8F6 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.0640, expected range: 1.0837 5.5385
MODE-S WIND VECTOR DIFF (M/S) M3AA896 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.4888, expected range: 0.0000 7.3471
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 294.5829
ADS-C WIND VECTOR DIFF (M/S) R0XIOKZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.8528, expected range: 0.0000 15.9786
ADS-C WIND VECTOR DIFF (M/S) OQGDSDZA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.0980, expected range: 0.0000 35.2007
airep
AIREP WIND VECTOR DIFF (M/S) VIR117F PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4630, expected range: 0.0000 23.5142
AIREP WIND VECTOR DIFF (M/S) QTR528 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.7298, expected range: 0.0000 34.6721
AIREP WIND VECTOR DIFF (M/S) KLM623 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.2241, expected range: 0.6820 6.1669
AIREP WIND VECTOR DIFF (M/S) ETD423 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.9841, expected range: 0.0000 11.8377
Severe: avg_fgdepar=25.6280, expected range: -4.1887 10.2294
AIREP WIND VECTOR DIFF (M/S) UAL951 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.3641, expected range: 0.0000 35.8903
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07626 (2 pressure layers affe : out of range
Severe: avg_pge=0.8470, expected range: -0.6925 0.7500
Severe: rms_fgdepar=21.4227, expected range: 0.0000 20.1730
Severe: avg_fgdepar=20.6663, expected range: -8.1988 18.2521
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 96163 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8559, expected range: -0.9044 0.7500
Severe: rms_fgdepar=15.1886, expected range: 0.0000 11.1519
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62120 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8670, expected range: -1.3533 0.7500
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9991, expected range: -1.8426 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 03410 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8653, expected range: -1.2136 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82768 : out of range
Severe: rms_fgdepar=692.8362, expected range: 0.0000 206.5650
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83905 : out of range
Severe: avg_pge=0.8743, expected range: -0.0981 0.1324
Severe: rms_fgdepar=422.9117, expected range: 0.0000 99.8652
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
Severe: avg_pge=0.8452, expected range: -0.6902 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83011 : out of range
Severe: rms_fgdepar=596.1785, expected range: 0.0000 95.1531
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83700 : out of range
Severe: rms_fgdepar=601.7602, expected range: 0.3914 262.6794
MANUAL LAND SYNOP RH2M (%) 42639 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=59.2418, expected range: 0.0000 54.5457
Severe: avg_fgdepar=59.2418, expected range: -19.6177 54.5457
MANUAL LAND SYNOP RH2M (%) 65257 : out of range
Severe: rms_fgdepar=34.1641, expected range: 0.0000 16.8117
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8773, expected range: -1.3003 0.7500
MANUAL LAND SYNOP RH2M (%) 42915 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -0.1280 0.1740
Severe: rms_fgdepar=55.7459, expected range: 0.0000 46.9052
Severe: avg_fgdepar=55.7459, expected range: -27.9889 49.3892
MANUAL LAND SYNOP RH2M (%) 42740 : out of range
Severe: rms_fgdepar=30.6737, expected range: 0.0000 14.2775
MANUAL LAND SYNOP RH2M (%) 76040 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9990, expected range: -1.0525 0.7500
Severe: rms_fgdepar=58.1030, expected range: 18.0236 58.5426
Severe: avg_fgdepar=58.1030, expected range: 18.3448 57.2989
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI1213E : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8574, expected range: 0.5335 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 03414 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8609, expected range: -0.1371 0.1585
Severe: rms_fgdepar=421.3464, expected range: 0.0000 92.6982
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13173 : out of range
Severe: rms_fgdepar=303.6787, expected range: 0.9453 111.5393
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33961 : out of range
Severe: avg_pge=0.8293, expected range: -0.8464 0.7500
BUFR LAND SYNOP RH2M (%) 95840 : out of range
Severe: avg_pge=0.8226, expected range: -0.0639 0.0835
BUFR LAND SYNOP RH2M (%) 01440 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.8710, expected range: -8.8047 13.0590
BUFR LAND SYNOP RH2M (%) 12910 : out of range
Severe: rms_fgdepar=47.3856, expected range: 0.0000 26.1579
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46184 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8579, expected range: -0.0533 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LOCW : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=500.3224, expected range: 56.5119 924.2052
Severely_persistent: avg_fgdepar=-500.3224, expected range: -924.6720 -55.9012
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5197 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=633.4729, expected range: 380.1508 824.9578
Severely_persistent: avg_fgdepar=632.3993, expected range: 421.1317 775.4981
BUFR SHIP SYNOP SURFACE PRESSURE (PA) BFHM5UQ : out of range
Severe: rms_fgdepar=501.0138, expected range: 0.0000 189.9878
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WSRL : out of range
Severe: rms_fgdepar=424.2419, expected range: 0.0000 162.6848
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LF8B : out of range
Severe: rms_fgdepar=324.2873, expected range: 0.0000 129.1088
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6VR7 : out of range
Severe: rms_fgdepar=365.3303, expected range: 0.0000 165.1449
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3932 : out of range
Severe: avg_pge=0.8239, expected range: -0.6905 0.7500
Severe: rms_fgdepar=593.9890, expected range: 0.0000 275.4921
Severe: avg_fgdepar=591.5993, expected range: -245.2012 310.5062
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=118.0000, expected range: 155.0427 160.1152
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) XCBJ8 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9125, expected range: -0.7788 0.7500
Severe: rms_fgdepar=18.9298, expected range: 0.0000 14.7182
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) TBWUK63 : out of range
Severe: avg_pge=0.8890, expected range: -1.0312 0.7500
Severe: rms_fgdepar=15.7855, expected range: 0.0000 11.5760
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRKF2 : out of range
Severe: rms_fgdepar=18.5634, expected range: 0.0000 9.7714
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402509 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8588, expected range: -0.0306 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101777 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8095, expected range: -0.9844 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1601575 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8419, expected range: -1.1728 0.7500
metar
METAR SURFACE PRESSURE (PA) SBPK : out of range
Severe: rms_fgdepar=383.5206, expected range: 0.0000 103.0738
METAR SURFACE PRESSURE (PA) GMMC : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=328.2051, expected range: 1.4199 132.7443
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71688 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.1341, expected range: 30.2300 60.7999
Severely_persistent: avg_fgdepar=-68.1341, expected range: -60.7999 -30.2300
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.7332, expected range: 48.7236 66.2268
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.7261, expected range: -66.1877 -48.7040
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.7217, expected range: 42.0920 70.0284
Severely_persistent: avg_fgdepar=-50.7202, expected range: -70.0189 -42.0848
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
Severe: rms_fgdepar=54.2040, expected range: 20.9943 44.0221
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
Severe: avg_fgdepar=-54.2040, expected range: -43.9844 -21.0165
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=56.6146, expected range: 13.6687 43.3449
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=56.6120, expected range: 14.1974 42.6740
BUFR LAND SYNOP SNOW (CM) 47020 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=95.8232, expected range: 0.0000 194.7053
Severe: avg_fgdepar=95.8232, expected range: -63.9658 195.3706
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.2897, expected range: 11.2525 15.3800
Severely_persistent: avg_fgdepar=-12.6325, expected range: -15.2591 -11.0321
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.2639, expected range: 0.0000 15.6973
Severely_persistent: avg_fgdepar=-14.2376, expected range: -17.4630 8.2963
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.2525, expected range: 0.0000 16.3205
Severely_persistent: avg_fgdepar=-15.2402, expected range: -16.1129 3.6833
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.6313, expected range: 0.0000 6.7013
Severely_persistent: avg_fgdepar=-12.5986, expected range: -6.4873 4.8369
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.3713, expected range: 0.0000 13.6732
Severely_persistent: avg_fgdepar=12.2427, expected range: -5.1224 14.0235
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.8588, expected range: 0.0000 20.4325
Severely_persistent: avg_fgdepar=-12.7826, expected range: -23.5458 11.9552
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.5998, expected range: 11.3957 15.4852
Severely_persistent: avg_fgdepar=-13.0737, expected range: -15.3554 -11.1922
BUFR LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.3218, expected range: 0.0000 13.6117
Severely_persistent: avg_fgdepar=12.1927, expected range: -5.1724 13.9735
BUFR LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.3917, expected range: 0.0000 15.8469
Severely_persistent: avg_fgdepar=-14.3663, expected range: -17.5643 8.2817
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.3127, expected range: 0.0000 16.3016
Severely_persistent: avg_fgdepar=-15.2998, expected range: -16.0956 3.5936
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.9204, expected range: 0.0000 20.6196
Severely_persistent: avg_fgdepar=-12.8429, expected range: -24.6500 13.5309
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.3647, expected range: 9.8329 21.0356
Severely_persistent: avg_fgdepar=-17.2972, expected range: -21.1559 -9.4598
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71199 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.6899, expected range: 0.0000 10.0326
Severe: avg_fgdepar=-12.5689, expected range: -10.1908 6.1995
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71166 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.5151, expected range: 0.0000 14.0805
Severe: avg_fgdepar=-12.3737, expected range: -14.0356 4.3900
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.8947, expected range: 0.0000 15.6729
Severe: avg_fgdepar=-14.8837, expected range: -15.4152 3.3615
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.2156, expected range: -5.5653 8.5813
Severe: avg_fgdepar=-16.0970, expected range: -8.2029 5.9260
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22520 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.1318, expected range: 0.0000 6.3533
METAR 2M TEMPERATURE (K) LIMY : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.1929, expected range: 0.6855 12.2821
Severe: avg_fgdepar=12.9659, expected range: -1.8539 14.1457
METAR 2M TEMPERATURE (K) MMLT : out of range
Severe: rms_fgdepar=10.5704, expected range: 0.0000 4.1012
METAR 2M TEMPERATURE (K) ULOO : out of range
Severe: rms_fgdepar=10.4171, expected range: 0.0000 2.7282
METAR 2M TEMPERATURE (K) SKIB : out of range
Severe: rms_fgdepar=10.1615, expected range: 0.3001 5.5585
METAR 2M TEMPERATURE (K) CYDB : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.3711, expected range: 0.0000 16.4763
Severe: avg_fgdepar=-14.2366, expected range: -15.3400 4.0337
METAR 2M TEMPERATURE (K) EGAA : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.4290, expected range: 0.0000 2.9202
LAND TEMP 2M TEMPERATURE (K) 71815 : out of range
Severe: rms_fgdepar=18.9822, expected range: 0.0000 2.8101
Severe: avg_fgdepar=18.9822, expected range: -1.9788 2.8571
BUFR LAND SYNOP 2M TEMPERATURE (K) 71199 : out of range
Severe: rms_fgdepar=12.6114, expected range: 0.0000 10.0062
Severe: avg_fgdepar=-12.4886, expected range: -10.1448 6.1344
BUFR LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
Severe: rms_fgdepar=16.3938, expected range: -5.5713 8.7157
Severe: avg_fgdepar=-16.2790, expected range: -8.3503 5.8793
BUFR LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.4782, expected range: 0.0000 6.7016
Severe: avg_fgdepar=-12.4449, expected range: -6.4975 4.7922
BUFR LAND SYNOP 2M TEMPERATURE (K) 71166 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.1181, expected range: 0.0000 14.5949
Severe: avg_fgdepar=-12.9809, expected range: -14.5485 4.5978
BUFR LAND SYNOP 2M TEMPERATURE (K) 01036 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1835, expected range: 0.0000 9.9878
Severe: avg_fgdepar=12.1547, expected range: -1.3746 9.8273
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.9278, expected range: 0.0000 15.6939
Severe: avg_fgdepar=-14.9168, expected range: -15.4330 3.3043
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 02210 : out of range
Severe: rms_fgdepar=30.6267, expected range: 0.0000 11.7069
MANUAL LAND SYNOP RH2M (%) 14640 : out of range
Severe: rms_fgdepar=33.9937, expected range: 0.0000 14.3681
BUFR LAND SYNOP RH2M (%) _MI1F58B : out of range
Severe: rms_fgdepar=31.4366, expected range: 1.9412 17.9173