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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-09 00:00

amsua
METOP-A AMSUA RADIANCES CHANNEL 9 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2866, expected range: 0.1490 0.1859
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
METOP-B AMSUA RADIANCES (10 channels affected) : out of range
Considerable: obs_number=5231.0000, expected range: 10023.1412 17180.1088
cris
NPP CRIS RADIANCES CHANNEL 626 : out of range
Considerable: obs_number=577.0000, expected range: 659.4114 934.3386
NPP CRIS RADIANCES CHANNEL 645 : out of range
Considerable: obs_number=558.0000, expected range: 642.3353 913.2897
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 2925.25 24244.48
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=0.1272, expected range: -0.0244 0.0288
Severely_persistent: stdev_norm_fgdepar=0.3863, expected range: 0.0941 0.1500
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.4124, expected range: 0.0817 0.1765
atms
NOAA20 ATMS RADIANCES CHANNEL 9 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5041, expected range: -0.6338 -0.5728
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21
Radiosondes
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8136, expected range: -0.4755 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 98753 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.3380, expected range: 6.5653 16.7642
LAND TEMP Q (G/KG) 97014 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=2.2129, expected range: 0.0000 1.2005
HIGH RESO LAND TEMP TEMPERATURE (K) 71945 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=9.5040, expected range: 0.0000 10.9874
Severe: avg_pge=0.8976, expected range: -0.7473 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 57687 PRESSURE LAYER 0-300 : out of range
Severe: avg_fgdepar=36.9529, expected range: 0.4071 4.6345
Severe: avg_pge=0.9195, expected range: -0.1134 0.1588
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 57687 (2 pressure layers af : out of range
Severe: rms_fgdepar=36.9740, expected range: 0.4277 5.4547
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=396.0000, expected range: 320.5745 330.9255
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 22 : all data missing
Severe: obs_number=0, expected range: 6.07 316.00
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 95 : all data missing
Severe: obs_number=0, expected range: 86.81 151.47
HIGH RESO LAND TEMP 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=651.0000, expected range: 731.3727 755.1273
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=273.0000, expected range: 322.4363 334.3137
Considerable: obs_number=132.0000, expected range: 227.1444 307.8556
amdar
AMDAR WIND VECTOR DIFF (M/S) CNFKQP PRESSURE LAYER 600-900 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=20.8218, expected range: 0.0000 44.8810
ADS-C WIND VECTOR DIFF (M/S) VNWI3GJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.8468, expected range: 0.0000 8.7425
ADS-C WIND VECTOR DIFF (M/S) 44C0KKRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.0052, expected range: 0.0000 10.0042
ADS-C WIND VECTOR DIFF (M/S) 0Z2GRYZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.8316, expected range: 0.0000 21.6015
airep
AIREP WIND VECTOR DIFF (M/S) THY78C PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.8269, expected range: 0.0000 8.0902
AIREP WIND VECTOR DIFF (M/S) BAW92W PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.4596, expected range: 0.0000 10.2744
All AIREP ALL LAYERS Indian Ocean : all data missing
Severe: obs_number=0, expected range: 17.59 721.43
All AIREP ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 14.01 364.93
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
6 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 565.9672
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 44373 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.5493, expected range: -12.7829 25.5790
Severe: rms_fgdepar=31.4073, expected range: 0.0000 31.4380
LAND PILOT WIND VECTOR DIFF (M/S) 97560 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=16.8439, expected range: 0.0000 5.2100
LAND PILOT WIND VECTOR DIFF (M/S) 41891 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8230, expected range: -0.4766 0.7500
synop
MANUAL LAND SYNOP RH2M (%) 40710 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=64.2579, expected range: 34.3957 89.0389
Severely_persistent: rms_fgdepar=64.2579, expected range: 34.3957 89.0389
MANUAL LAND SYNOP RH2M (%) 64750 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.7633, expected range: -22.6039 89.4989
Severely_persistent: rms_fgdepar=57.7633, expected range: 0.0000 89.4989
Severely_persistent: avg_pge=0.9994, expected range: -1.8552 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=604.3773, expected range: 38.6212 896.2639
Severely_persistent: rms_fgdepar=604.4083, expected range: 41.1575 896.3559
Severely_persistent: avg_pge=0.8876, expected range: 0.5107 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8307, expected range: 0.5812 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58926 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9038, expected range: -1.2943 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56079 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8057, expected range: -1.4698 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68333 : out of range
Severe: avg_pge=0.9878, expected range: -0.0230 0.0330
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=1778.0000, expected range: 234.1139 246.0861
Severe: obs_number=1727.0000, expected range: 185.1072 188.6428
Considerable: obs_number=2950.0000, expected range: 2101.3071 2553.4429
MANUAL LAND SYNOP RH2M (%) 62271 : out of range
Severe: avg_pge=0.9640, expected range: -0.0401 0.0635
MANUAL LAND SYNOP RH2M (%) 42963 : out of range
Severe: avg_pge=0.8601, expected range: -0.1088 0.1881
MANUAL LAND SYNOP RH2M (%) 40719 : out of range
Severe: rms_fgdepar=41.9144, expected range: 0.0000 20.9500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82915 : out of range
Severe: avg_pge=0.8546, expected range: -0.1282 0.7500
MANUAL LAND SYNOP Z (M) 38957 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9794, expected range: -1.6769 0.7500
BUFR LAND SYNOP RH2M (%) 41140 : out of range
Severe: rms_fgdepar=32.6385, expected range: 0.0000 9.9177
BUFR LAND SYNOP RH2M (%) 94877 : out of range
Severe: avg_pge=0.8750, expected range: -1.4158 0.7500
BUFR LAND SYNOP RH2M (%) 07439 : out of range
Severe: rms_fgdepar=31.1980, expected range: 0.0000 16.9503
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01440 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=511.9495, expected range: -754.4540 621.4543
Severe: rms_fgdepar=512.0891, expected range: 0.0000 696.3384
Severe: avg_pge=0.8985, expected range: -1.5027 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16750 : out of range
Severe: avg_fgdepar=685.5156, expected range: -133.4141 70.1347
Severe: rms_fgdepar=685.5156, expected range: 0.0000 129.1663
Severe: avg_pge=0.9172, expected range: -0.5040 0.5832
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16360 : out of range
Severe: avg_fgdepar=889.9017, expected range: -244.5039 161.2552
Severe: rms_fgdepar=889.9017, expected range: 0.0000 210.4446
Severe: avg_pge=0.9362, expected range: -0.8696 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14652 : out of range
Severe: avg_fgdepar=699.2961, expected range: -307.3946 394.4582
Severe: rms_fgdepar=840.0859, expected range: 0.0000 286.1446
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48935 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=398.1501, expected range: 0.0000 208.5938
Severe: avg_pge=0.8469, expected range: -0.6861 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04175 : out of range
Severe: rms_fgdepar=472.2477, expected range: 0.0000 187.6239
Severe: avg_pge=0.8494, expected range: -0.2968 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 17046 : out of range
Severe: avg_pge=0.8056, expected range: 0.5295 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61277 : out of range
Severe: rms_fgdepar=561.6283, expected range: 0.0000 74.9537
BUFR LAND SYNOP SURFACE PRESSURE (PA) 06428 : out of range
Severe: rms_fgdepar=370.0154, expected range: 0.0000 106.4935
BUFR LAND SYNOP Z (M) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=66.0000, expected range: 77.0000 77.0000
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUCDE53 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=34.8297, expected range: -17.0805 45.6227
Severely_persistent: rms_fgdepar=34.8297, expected range: 0.0000 46.6448
Severely_persistent: avg_pge=0.9527, expected range: -0.2833 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7VY7 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8161, expected range: -0.9574 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9404 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=427.3764, expected range: 0.0000 218.4360
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WCEU : out of range
Severe: avg_fgdepar=559.9565, expected range: -398.7630 203.6756
Severe: rms_fgdepar=830.5860, expected range: 0.0000 622.8152
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101719 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-590.6452, expected range: -69.8919 59.1510
Severely_persistent: rms_fgdepar=590.6733, expected range: -306.1818 403.7625
Severely_persistent: avg_pge=0.9111, expected range: -0.4945 0.5595
DRIFTING BUOYS SURFACE PRESSURE (PA) 1601635 : out of range
Severe: avg_pge=0.8217, expected range: -0.8033 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202687 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8085, expected range: 0.7331 0.7500
metar
METAR SURFACE PRESSURE (PA) LGMK : out of range
Severe: avg_fgdepar=686.5483, expected range: -248.6381 212.0985
Severe: rms_fgdepar=686.8111, expected range: 0.0000 219.7028
Severe: avg_pge=0.8578, expected range: -0.3396 0.4315
METAR SURFACE PRESSURE (PA) LIBY : out of range
Severe: avg_fgdepar=916.9234, expected range: -205.4586 131.5238
Severe: rms_fgdepar=918.0116, expected range: 0.0000 176.3515
Severe: avg_pge=0.8954, expected range: -0.4457 0.5253
AUTOMATIC METAR SURFACE PRESSURE (PA) CYPR : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-820.2247, expected range: -698.7195 609.9684
Severe: rms_fgdepar=846.3481, expected range: 0.0000 759.6021
Severe: avg_pge=0.8632, expected range: -1.0820 0.7500
AUTOMATIC METAR SURFACE PRESSURE (PA) EBSZ : out of range
Severe: rms_fgdepar=424.4825, expected range: 0.0000 99.3151
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=56.1438, expected range: 50.6542 56.0172
Severely_persistent: rms_fgdepar=56.1438, expected range: 50.6542 56.0172
MANUAL LAND SYNOP SNOW (CM) 20107 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=80.7449, expected range: 58.7810 64.9786
Severely_persistent: rms_fgdepar=80.7449, expected range: 58.7810 64.9786
MANUAL LAND SYNOP SNOW (CM) 14009 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=83.2075, expected range: -12.0081 110.7695
Severely_persistent: rms_fgdepar=83.2075, expected range: 0.0000 110.7695
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=98.9997, expected range: 99.4657 100.1588
Severely_persistent: rms_fgdepar=98.9997, expected range: 99.4659 100.1587
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.3057, expected range: -67.4335 -63.8515
Severely_persistent: rms_fgdepar=65.3057, expected range: 63.8519 67.4335
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=56.2911, expected range: 50.8023 56.1495
Severely_persistent: rms_fgdepar=56.2911, expected range: 50.8023 56.1495
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-78.6278, expected range: -83.2258 -78.4123
Severely_persistent: rms_fgdepar=78.6286, expected range: 78.4159 83.2267
BUFR LAND SYNOP SNOW (CM) 20107 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=78.7240, expected range: 57.2010 63.8526
Severely_persistent: rms_fgdepar=78.7240, expected range: 57.2010 63.8526
BUFR LAND SYNOP SNOW (CM) 14009 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=83.2075, expected range: -12.0081 110.7695
Severely_persistent: rms_fgdepar=83.2075, expected range: 0.0000 110.7695
MANUAL LAND SYNOP SNOW (CM) 47604 : out of range
Severe: rms_fgdepar=19.6817, expected range: 0.0000 6.5691
MANUAL LAND SYNOP SNOW (CM) 23179 : out of range
Severe: rms_fgdepar=16.3286, expected range: 0.0000 5.3378
MANUAL LAND SYNOP SNOW (CM) 13289 : out of range
Severe: rms_fgdepar=18.3556, expected range: 0.0000 7.8742
BUFR LAND SYNOP SNOW (CM) 47582 : out of range
Severe: rms_fgdepar=24.0072, expected range: 0.0000 6.6230
BUFR LAND SYNOP SNOW (CM) 47604 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.8801, expected range: 0.0000 5.9554
BUFR LAND SYNOP SNOW (CM) 06608 : out of range
Severe: avg_fgdepar=61.4867, expected range: -3.7068 33.6996
Severe: rms_fgdepar=61.4867, expected range: 0.0000 33.6996
BUFR LAND SYNOP SNOW (CM) 13289 : out of range
Severe: rms_fgdepar=18.3556, expected range: 0.0000 7.8742
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40710 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2440, expected range: -20.1631 -2.7080
Severely_persistent: rms_fgdepar=13.3499, expected range: 4.3122 19.3457
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7361, expected range: -18.7827 -7.9359
Severely_persistent: rms_fgdepar=14.7361, expected range: 7.9694 18.9902
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2633, expected range: -24.0442 3.2145
Severely_persistent: rms_fgdepar=12.4727, expected range: 0.0000 24.1271
BUFR LAND SYNOP 2M TEMPERATURE (K) 01350 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6578, expected range: -22.7573 15.9476
Severely_persistent: rms_fgdepar=13.4467, expected range: 0.0000 19.4026
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3133, expected range: -24.0942 3.1645
Severely_persistent: rms_fgdepar=12.5219, expected range: 0.0000 24.1790
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71481 : out of range
Severe: avg_fgdepar=-12.6625, expected range: -12.9067 3.1166
Severe: rms_fgdepar=12.8344, expected range: 0.0000 13.0987
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=1651.0000, expected range: 238.8823 293.8677
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22621 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.1311, expected range: 0.0000 3.2230
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24951 : out of range
Severe: avg_fgdepar=-12.5203, expected range: -6.0471 6.0178
Severe: rms_fgdepar=12.5243, expected range: 0.0000 7.2062
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22602 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.4741, expected range: -2.5745 0.9781
Severe: rms_fgdepar=13.5040, expected range: 0.0000 2.5066
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38715 : out of range
Severe: rms_fgdepar=10.2108, expected range: 0.0000 4.1035
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22525 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.0609, expected range: -2.8573 0.9740
Severe: rms_fgdepar=14.1173, expected range: 0.0000 2.6731
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.7849, expected range: -10.0526 14.6410
Severe: rms_fgdepar=16.0136, expected range: 0.0000 10.3716
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38846 : out of range
Severe: rms_fgdepar=12.5083, expected range: 0.0000 10.5444
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7891, expected range: -2.9227 1.5172
Severe: rms_fgdepar=12.9632, expected range: 0.0000 2.6184
METAR 2M TEMPERATURE (K) CYDA : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4743, expected range: -9.6695 15.6516
Severe: rms_fgdepar=12.4743, expected range: 0.0000 12.3978
METAR 2M TEMPERATURE (K) PAEI : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1215, expected range: 0.0000 22.2377
LAND TEMP 2M TEMPERATURE (K) 71945 : out of range
Severe: avg_fgdepar=-14.3719, expected range: -8.6435 6.6081
Severe: rms_fgdepar=14.3719, expected range: 0.0000 7.6066
BUFR LAND SYNOP 2M TEMPERATURE (K) 24951 : out of range
Severe: avg_fgdepar=-12.5406, expected range: -6.0541 5.9343
Severe: rms_fgdepar=12.5448, expected range: 0.0000 7.1512
BUFR LAND SYNOP 2M TEMPERATURE (K) 71481 : out of range
Severe: avg_fgdepar=-12.4658, expected range: -12.6531 3.1394
Severe: rms_fgdepar=12.6375, expected range: 0.0000 12.7555
BUFR LAND SYNOP 2M TEMPERATURE (K) 22602 : out of range
Severe: avg_fgdepar=-13.4976, expected range: -2.8605 1.0943
Severe: rms_fgdepar=13.5274, expected range: 0.0000 2.7268
BUFR LAND SYNOP 2M TEMPERATURE (K) 22525 : out of range
Severe: avg_fgdepar=-14.0956, expected range: -2.9027 0.9391
Severe: rms_fgdepar=14.1526, expected range: 0.0000 2.6946
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.8893, expected range: -10.1076 14.5671
Severe: rms_fgdepar=16.1152, expected range: 0.0000 10.3622
BUFR LAND SYNOP 2M TEMPERATURE (K) 06617 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.6130, expected range: 0.0000 2.7204
BUFR LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9671, expected range: -2.9838 1.4121
Severe: rms_fgdepar=13.1380, expected range: 0.0000 2.6856
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=59.0000, expected range: 105.1509 177.4741
rh2m
AUTOMATIC LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=1636.0000, expected range: 218.3527 308.8973
All AUTOMATIC LAND SYNOP WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 321.13 1040.62
All AUTOMATIC LAND SYNOP WMO BLOCK 18 : all data missing
Severe: obs_number=0, expected range: 269.96 726.29
METAR RH2M (%) OIGG : out of range
Severe: rms_fgdepar=35.3168, expected range: 2.5635 16.5108