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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

amsua
METOP-A AMSUA RADIANCES CHANNEL 9 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2483, expected range: 0.1523 0.1859
METOP-B AMSUA RADIANCES (10 channels affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=3529.0000, expected range: 7921.0665 18870.9335
cris
NPP CRIS RADIANCES CHANNEL 118 : out of range
Considerable: obs_number=732.0000, expected range: 808.1786 1047.2331
NPP CRIS RADIANCES CHANNEL 121 : out of range
Considerable: obs_number=733.0000, expected range: 812.4066 1047.8287
NPP CRIS RADIANCES CHANNEL 125 : out of range
Considerable: obs_number=872.0000, expected range: 976.6513 1209.2311
NOAA20 CRIS RADIANCES CHANNEL 124 : out of range
Considerable: avg_biascorr=0.0414, expected range: 0.0473 0.0591
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 2925.25 24635.99
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3735, expected range: 0.0953 0.1500
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3196, expected range: 0.0899 0.1765
atms
NOAA20 ATMS RADIANCES CHANNEL 9 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5003, expected range: -0.6299 -0.5728
ssmis
DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
Severe: obs_number=5176.0000, expected range: 19615.5134 26114.9572
Severe: stdev_norm_fgdepar=0.5021, expected range: 0.5980 0.6790
DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
Severe: obs_number=5183.0000, expected range: 19545.1364 26201.4518
Severe: stdev_norm_fgdepar=0.5781, expected range: 0.6484 0.7383
DMSP-18 SSMIS RADIANCES CHANNEL 14 : out of range
Severe: stdev_norm_fgdepar=0.0420, expected range: 0.0496 0.0585
DMSP-17 SSMIS RADIANCES (9 channels affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=2955.0000, expected range: 10240.9629 23976.3816
DMSP-17 SSMIS RADIANCES CHANNEL 10 : out of range
Considerable: avg_norm_fgdepar=0.0607, expected range: -0.0743 0.0120
DMSP-18 SSMIS RADIANCES CHANNEL 9 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=0.5013, expected range: 0.5438 0.6410
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 Q (G/KG) 67083 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.7181, expected range: 0.0000 1.3208
HIGH RESO LAND TEMP Q (G/KG) 91765 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.8769, expected range: 0.1269 1.5430
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 118.39 171.61
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 118.39 171.61
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=375.0000, expected range: 266.4539 293.0461
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=221.0000, expected range: 241.8096 263.1904
amdar
WIGOS AMDAR TEMPERATURE (K) GTRGUUZA PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=6.4010, expected range: 0.0000 2.4297
ADS-C WIND VECTOR DIFF (M/S) YGSU0YBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.1247, expected range: 0.0000 8.4875
airep
AIREP WIND VECTOR DIFF (M/S) AFR344 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.6151, expected range: 0.0000 9.1799
AIREP WIND VECTOR DIFF (M/S) ETD206 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=32.9674, expected range: -4.2487 11.6462
Severe: rms_fgdepar=42.3990, expected range: 0.0000 11.8290
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
7 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 336.1857
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89815 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8610, expected range: -1.4180 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=580.7342, expected range: -19.9129 906.1975
Severely_persistent: rms_fgdepar=582.8098, expected range: 0.0000 906.3748
Severely_persistent: avg_pge=0.8784, expected range: 0.2118 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8166, expected range: 0.4348 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86775 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8336, expected range: 0.7183 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56079 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8394, expected range: -1.1590 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=1788.0000, expected range: 239.5943 255.4057
Severe: obs_number=1738.0000, expected range: 190.2778 201.9444
Considerable: obs_number=3717.0000, expected range: 1734.6784 2720.8216
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43353 : out of range
Severe: rms_fgdepar=504.6975, expected range: 0.0000 101.7071
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40747 : out of range
Severe: rms_fgdepar=539.0257, expected range: 0.0000 84.4135
MANUAL LAND SYNOP RH2M (%) 64820 : out of range
Severe: rms_fgdepar=42.4761, expected range: 0.0000 21.8445
Severe: avg_pge=0.9730, expected range: -0.0039 0.0113
MANUAL LAND SYNOP RH2M (%) 76122 : out of range
Severe: avg_fgdepar=52.1630, expected range: -31.5869 78.6034
Severe: rms_fgdepar=52.1630, expected range: 0.0000 77.5623
Severe: avg_pge=0.9263, expected range: -0.2118 0.2892
MANUAL LAND SYNOP RH2M (%) 38696 : out of range
Severe: avg_fgdepar=56.8832, expected range: -6.0954 69.1430
Severe: rms_fgdepar=56.8832, expected range: 0.0000 69.1430
Severe: avg_pge=0.9600, expected range: -0.1627 0.2212
MANUAL LAND SYNOP RH2M (%) 82879 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.3248, expected range: 24.5043 40.6189
Severe: rms_fgdepar=51.3248, expected range: 24.5043 40.6189
Severe: avg_pge=0.9777, expected range: -1.1765 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01440 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8993, expected range: -1.1667 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01203 : out of range
Severe: rms_fgdepar=334.6345, expected range: 0.0000 152.3492
Severe: avg_pge=0.8328, expected range: -0.5803 0.7212
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21824 : out of range
Severe: rms_fgdepar=546.9732, expected range: 0.0000 292.7985
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04184 : out of range
Severe: rms_fgdepar=322.2968, expected range: 0.0000 191.9679
Severe: avg_pge=0.8135, expected range: -0.7318 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71948 : out of range
Severe: avg_pge=0.8305, expected range: -0.9120 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71479 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8848, expected range: -1.4809 0.7500
BUFR LAND SYNOP RH2M (%) 04272 : out of range
Severe: rms_fgdepar=30.9491, expected range: 0.0000 13.0876
BUFR LAND SYNOP RH2M (%) 94682 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.4891, expected range: 0.0000 18.5601
BUFR LAND SYNOP RH2M (%) 71014 : out of range
Severe: rms_fgdepar=32.2576, expected range: 0.0000 17.5215
BUFR LAND SYNOP RH2M (%) 71344 : out of range
Severe: rms_fgdepar=33.7080, expected range: 0.0000 18.8051
BUFR LAND SYNOP RH2M (%) 15245 : out of range
Severe: rms_fgdepar=33.2566, expected range: 2.7682 15.9961
BUFR LAND SYNOP Z (M) : out of range
Considerable: obs_number=134.0000, expected range: 146.1999 163.0501
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46204 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8760, expected range: -1.0695 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DCUJ2 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-646.8766, expected range: -308.5235 271.7274
Severely_persistent: rms_fgdepar=647.3285, expected range: -356.4850 533.6776
Severely_persistent: avg_pge=0.9210, expected range: -1.3236 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5NK2 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=913.8657, expected range: 647.9791 1078.1158
Severely_persistent: rms_fgdepar=913.8657, expected range: 647.9791 1078.1158
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3EUF3 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8851, expected range: -1.2296 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) A8PQ4 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8970, expected range: -0.3160 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KRAU : out of range
Severe: avg_fgdepar=20.9246, expected range: -15.0965 30.0125
Severe: rms_fgdepar=20.9246, expected range: 0.0000 30.8849
Severe: avg_pge=0.8864, expected range: -0.0662 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXHY2 : out of range
Severe: avg_fgdepar=-597.8582, expected range: -131.3417 99.5572
Severe: rms_fgdepar=597.8582, expected range: 0.0000 110.7921
Severe: avg_pge=0.8562, expected range: 0.0000 0.0000
BUFR SHIP SYNOP SURFACE PRESSURE (PA) EUCDE23 : out of range
Severe: rms_fgdepar=320.5735, expected range: 0.0000 182.8197
Severe: avg_pge=0.8195, expected range: -0.1860 0.2382
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROO4 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=1035.2401, expected range: -648.9690 1180.4461
Severe: rms_fgdepar=1037.2854, expected range: 0.0000 1186.5297
Severe: avg_pge=0.8976, expected range: -1.0291 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDC6055 : out of range
Severe: avg_fgdepar=748.3650, expected range: -2249.8941 3646.3568
Severe: rms_fgdepar=748.3650, expected range: 0.0000 3025.5286
Severe: avg_pge=0.8606, expected range: 0.2928 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3776 : out of range
Severe: avg_fgdepar=-506.0399, expected range: -620.5521 262.8990
Severe: rms_fgdepar=506.0399, expected range: 0.0000 898.8905
Severe: avg_pge=0.8042, expected range: -1.1528 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WCEU : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=528.2248, expected range: 0.0000 625.3828
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601634 : out of range
Severe: rms_fgdepar=317.4161, expected range: 0.0000 178.5388
DRIFTING BUOYS SURFACE PRESSURE (PA) 1701577 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8830, expected range: -0.5379 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402687 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=443.4241, expected range: 0.0000 90.1499
Severe: avg_pge=0.8549, expected range: -0.0776 0.0894
metar
METAR SURFACE PRESSURE (PA) FNGI : out of range
Severe: rms_fgdepar=365.2517, expected range: 0.0000 144.5124
METAR SURFACE PRESSURE (PA) LGMK : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=409.3556, expected range: 0.0000 217.1002
METAR SURFACE PRESSURE (PA) LIBY : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=329.5114, expected range: 0.0000 175.4033
AUTOMATIC METAR SURFACE PRESSURE (PA) EBSZ : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=421.6719, expected range: 0.0000 99.1024
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=-55.3149, expected range: -55.2936 -49.9462
Severely_persistent: rms_fgdepar=55.3149, expected range: 49.9462 55.2936
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=99.0771, expected range: 99.3127 100.2579
Severely_persistent: rms_fgdepar=99.0771, expected range: 99.3136 100.2573
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=-66.3395, expected range: -67.4003 -63.9136
Severely_persistent: rms_fgdepar=66.3395, expected range: 63.9140 67.4003
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=-78.5431, expected range: -83.3064 -78.1540
Severely_persistent: rms_fgdepar=78.5432, expected range: 78.1570 83.3079
AUTOMATIC LAND SYNOP SNOW (CM) 71604 : out of range
Severe: rms_fgdepar=27.6217, expected range: 3.2395 14.3129
BUFR LAND SYNOP SNOW (CM) 47605 : out of range
Severe: rms_fgdepar=18.1900, expected range: 0.0000 8.5098
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.7404, expected range: -18.7668 -8.1018
Severely_persistent: rms_fgdepar=16.9084, expected range: 8.1466 18.9489
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.8693, expected range: -15.1958 17.9306
Severely_persistent: rms_fgdepar=15.9032, expected range: 0.0000 13.6239
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1451, expected range: -19.0726 4.2073
Severely_persistent: rms_fgdepar=13.2186, expected range: 0.0000 18.6549
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8501, expected range: -17.9014 -3.0496
Severely_persistent: rms_fgdepar=13.9724, expected range: 3.2653 17.9678
METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=17.0750, expected range: 9.6872 22.3001
Severely_persistent: rms_fgdepar=17.1937, expected range: 10.0409 22.1477
METAR 2M TEMPERATURE (K) PAEI : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0359, expected range: -27.8431 26.0876
Severely_persistent: rms_fgdepar=12.0359, expected range: 0.0000 22.1566
BUFR LAND SYNOP 2M TEMPERATURE (K) 85671 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.6755, expected range: -19.0348 -12.4519
Severely_persistent: rms_fgdepar=17.7396, expected range: 12.6098 19.0598
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9568, expected range: -15.2529 17.8589
Severely_persistent: rms_fgdepar=15.9909, expected range: 0.0000 13.6627
BUFR LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2087, expected range: -19.1324 4.1498
Severely_persistent: rms_fgdepar=13.2819, expected range: 0.0000 18.7530
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7142, expected range: -18.0217 -3.2004
Severely_persistent: rms_fgdepar=13.8476, expected range: 3.3991 18.0823
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71451 : out of range
Severe: rms_fgdepar=10.4812, expected range: 0.0000 5.3255
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71033 : out of range
Severe: rms_fgdepar=10.4165, expected range: 0.0000 5.8485
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71565 : out of range
Severe: avg_fgdepar=-13.0529, expected range: -12.4249 3.2620
Severe: rms_fgdepar=13.1781, expected range: 0.0000 12.1161
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71499 : out of range
Severe: rms_fgdepar=11.2568, expected range: 0.0000 5.1180
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=1646.0000, expected range: 239.8246 293.1166
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22520 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2989, expected range: -2.3648 0.3910
Severe: rms_fgdepar=12.3592, expected range: 0.0000 2.5396
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22621 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.2481, expected range: 0.0000 3.1930
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0461, expected range: -18.7820 11.9713
Severe: rms_fgdepar=12.1356, expected range: 0.0000 16.1586
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22602 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9763, expected range: -2.5555 1.0450
Severe: rms_fgdepar=13.0273, expected range: 0.0000 2.5483
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36532 : out of range
Severe: avg_fgdepar=-12.0267, expected range: -17.4051 10.8908
Severe: rms_fgdepar=12.3346, expected range: 0.0000 13.3846
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24143 : out of range
Severe: avg_fgdepar=-13.4436, expected range: -6.0064 5.3951
Severe: rms_fgdepar=13.4750, expected range: 0.0000 5.8389
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22525 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.4300, expected range: -2.7908 0.9259
Severe: rms_fgdepar=14.4862, expected range: 0.0000 2.6328
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
Severe: avg_fgdepar=-12.5666, expected range: -15.1838 8.1030
Severe: rms_fgdepar=12.5721, expected range: 0.0000 11.6674
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9153, expected range: -13.6842 9.1295
Severe: rms_fgdepar=13.9388, expected range: -8.8653 13.9358
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0251, expected range: -19.8264 12.7995
Severe: rms_fgdepar=12.0328, expected range: 0.0000 18.0280
MANUAL LAND SYNOP 2M TEMPERATURE (K) 70219 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.8125, expected range: 0.0000 3.6759
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22619 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3186, expected range: 0.0000 3.0379
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6810, expected range: -2.8457 1.4610
Severe: rms_fgdepar=13.8353, expected range: 0.0000 2.7116
METAR 2M TEMPERATURE (K) PABE : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4019, expected range: 0.0000 3.3399
METAR 2M TEMPERATURE (K) UCFM : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.7616, expected range: 1.9962 18.1343
LAND TEMP 2M TEMPERATURE (K) 22522 : out of range
Severe: rms_fgdepar=10.5482, expected range: 0.0000 2.6833
BUFR LAND SYNOP 2M TEMPERATURE (K) 22520 : out of range
Severe: avg_fgdepar=-12.3807, expected range: -2.4318 0.3263
Severe: rms_fgdepar=12.4410, expected range: 0.0844 2.5317
BUFR LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0411, expected range: -18.8263 11.9833
Severe: rms_fgdepar=12.1319, expected range: 0.0000 16.2184
BUFR LAND SYNOP 2M TEMPERATURE (K) 61461 : out of range
Severe: avg_fgdepar=12.6134, expected range: 1.0736 8.1075
Severe: rms_fgdepar=12.7041, expected range: 1.3105 8.1611
BUFR LAND SYNOP 2M TEMPERATURE (K) 02791 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1661, expected range: -2.8692 2.0710
Severe: rms_fgdepar=12.1965, expected range: 0.0000 2.3905
BUFR LAND SYNOP 2M TEMPERATURE (K) 22602 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0175, expected range: -2.8321 1.1560
Severe: rms_fgdepar=13.0681, expected range: 0.0000 2.7562
BUFR LAND SYNOP 2M TEMPERATURE (K) 36532 : out of range
Severe: avg_fgdepar=-12.0767, expected range: -17.3275 10.7768
Severe: rms_fgdepar=12.3833, expected range: 0.0000 13.3640
BUFR LAND SYNOP 2M TEMPERATURE (K) 24143 : out of range
Severe: avg_fgdepar=-13.5115, expected range: -6.0509 5.3316
Severe: rms_fgdepar=13.5422, expected range: 0.0000 5.8019
BUFR LAND SYNOP 2M TEMPERATURE (K) 22525 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.3981, expected range: -2.8361 0.8903
Severe: rms_fgdepar=14.4545, expected range: 0.0000 2.6538
BUFR LAND SYNOP 2M TEMPERATURE (K) 71565 : out of range
Severe: avg_fgdepar=-13.0729, expected range: -12.5029 3.2437
Severe: rms_fgdepar=13.1954, expected range: 0.0000 12.2191
BUFR LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
Severe: avg_fgdepar=-12.6610, expected range: -15.2573 7.9913
Severe: rms_fgdepar=12.6665, expected range: 0.0000 11.7614
BUFR LAND SYNOP 2M TEMPERATURE (K) 17096 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0704, expected range: 1.7987 16.7007
BUFR LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9301, expected range: -13.6626 9.0517
Severe: rms_fgdepar=13.9538, expected range: -8.8138 13.9190
BUFR LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8617, expected range: -2.9079 1.3541
Severe: rms_fgdepar=14.0107, expected range: 0.0000 2.7731
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=68.0000, expected range: 56.6561 63.9322
rh2m
AUTOMATIC LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=1642.0000, expected range: 219.8355 307.6940