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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-10 00:00

amsua
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
NOAA-18 AMSUA RADIANCES CHANNEL 7 : out of range
Considerable: avg_biascorr=-0.4946, expected range: -0.6899 -0.5601
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
31 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=-0.1106, expected range: -0.0244 0.0288
Severely_persistent: stdev_norm_fgdepar=0.4549, expected range: 0.0998 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: avg_norm_fgdepar=-0.1756, expected range: -0.0426 0.0464
Severely_persistent: stdev_norm_fgdepar=0.5405, expected range: 0.1034 0.1765
atms
NOAA20 ATMS RADIANCES CHANNEL 9 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5043, expected range: -0.5918 -0.5728
NPP ATMS RADIANCES CHANNEL 10 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0909, expected range: -0.1923 -0.1296
ssmis
All DMSP-17 SSMIS ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 7453.22 17691.11
All DMSP-18 SSMIS ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 10602.71 14186.16
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21
COSMIC2-E6 GPSRO RISING HEIGHT 42-44 KM : out of range
Slight: stdev_norm_fgdepar=0.3599, expected range: 0.4789 0.7824
Radiosondes
LAND TEMP TEMPERATURE (K) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8830, expected range: -0.6019 0.7500
LAND TEMP TEMPERATURE (K) 48568 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=-10.6431, expected range: -1.2541 0.7684
Severe: rms_fgdepar=11.6757, expected range: 0.1212 1.7444
Severe: avg_pge=0.8744, expected range: -0.1158 0.2475
LAND TEMP WIND VECTOR DIFF (M/S) 28445 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.0878, expected range: 0.0000 4.3767
LAND TEMP Q (G/KG) 48568 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.0390, expected range: 0.0000 2.7898
Severe: avg_pge=0.8762, expected range: -0.0007 0.0083
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56137 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=24.8659, expected range: 0.0000 8.9445
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 66.28 170.47
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 388.5779
LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: rms_fgdepar=2.2996, expected range: 0.9694 1.7949
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=215.0000, expected range: 276.4048 293.0952
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Considerable: obs_number=586.0000, expected range: 732.3068 793.1932
amdar
AMDAR WIND VECTOR DIFF (M/S) CNFKQP PRESSURE LAYER 600-900 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=20.8870, expected range: 0.1003 43.2031
WIGOS AMDAR Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 394.9589
airep
AIREP WIND VECTOR DIFF (M/S) THY4 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.2558, expected range: 0.0000 6.3697
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 492.8252
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 61442 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.1196, expected range: 0.0000 49.8774
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=70.0905, expected range: 35.9829 88.4348
Severely_persistent: rms_fgdepar=70.0905, expected range: 35.9829 88.4348
Severely_persistent: avg_pge=0.9771, expected range: -1.0960 0.7500
MANUAL LAND SYNOP RH2M (%) 41560 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.1919, expected range: -39.5006 112.1025
Severely_persistent: rms_fgdepar=53.1919, expected range: 0.0000 102.3296
MANUAL LAND SYNOP RH2M (%) 38611 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.0772, expected range: -76.0519 129.6485
Severely_persistent: rms_fgdepar=60.0772, expected range: 0.0000 124.7315
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.3616, expected range: 17.4059 69.0737
Severely_persistent: rms_fgdepar=52.3616, expected range: 17.4059 69.0737
Severely_persistent: avg_pge=0.9976, expected range: -0.2010 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=635.7950, expected range: -47.5303 1004.1835
Severely_persistent: rms_fgdepar=636.2065, expected range: 0.0000 1003.9231
Severely_persistent: avg_pge=0.8935, expected range: 0.5069 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8435, expected range: 0.5968 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58926 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9045, expected range: -0.8762 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56079 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8353, expected range: -1.1145 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=1781.0000, expected range: 233.9139 245.8861
Severe: obs_number=1727.0000, expected range: 184.4354 189.0646
Considerable: obs_number=3906.0000, expected range: 2130.8409 2529.9091
MANUAL LAND SYNOP RH2M (%) 38911 : out of range
Severe: rms_fgdepar=34.7072, expected range: 0.0000 19.0005
MANUAL LAND SYNOP RH2M (%) 38933 : out of range
Severe: avg_fgdepar=59.1773, expected range: -39.4497 50.6044
Severe: rms_fgdepar=59.1773, expected range: 0.0000 48.9173
MANUAL LAND SYNOP RH2M (%) 38915 : out of range
Severe: avg_fgdepar=66.4343, expected range: -29.5742 48.7672
Severe: rms_fgdepar=66.4343, expected range: 0.0000 47.3456
Severe: avg_pge=0.8745, expected range: -0.0225 0.0345
MANUAL LAND SYNOP RH2M (%) 38927 : out of range
Severe: rms_fgdepar=30.8978, expected range: 0.0000 15.2379
MANUAL LAND SYNOP RH2M (%) 41697 : out of range
Severe: avg_fgdepar=55.3145, expected range: -14.7098 30.7580
Severe: rms_fgdepar=55.3145, expected range: 0.0000 37.1923
Severe: avg_pge=0.9228, expected range: -0.4135 0.4913
MANUAL LAND SYNOP RH2M (%) 40719 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=56.5147, expected range: -29.7137 44.4737
Severe: rms_fgdepar=56.5147, expected range: 0.0000 42.3385
Severe: avg_pge=0.9980, expected range: -0.0056 0.0126
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41960 : out of range
Severe: rms_fgdepar=331.4366, expected range: 0.8949 46.3529
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42441 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8446, expected range: -1.3002 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87305 : out of range
Severe: rms_fgdepar=369.6011, expected range: 0.0000 219.1625
Severe: avg_pge=0.8043, expected range: -0.7730 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62405 : out of range
Severe: rms_fgdepar=598.0675, expected range: 0.0000 144.6111
BUFR LAND SYNOP RH2M (%) 28711 : out of range
Severe: avg_fgdepar=-52.2528, expected range: -13.5452 10.0475
Severe: rms_fgdepar=52.2528, expected range: 0.0000 11.1371
Severe: avg_pge=0.9582, expected range: 0.0018 0.0035
BUFR LAND SYNOP RH2M (%) 95843 : out of range
Severe: avg_pge=0.9541, expected range: -0.0251 0.0394
BUFR LAND SYNOP RH2M (%) 86974 : out of range
Severe: rms_fgdepar=31.7001, expected range: 0.0000 15.1974
BUFR LAND SYNOP RH2M (%) 72797 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=45.3319, expected range: 0.0000 6.5347
BUFR LAND SYNOP RH2M (%) 40439 : out of range
Severe: rms_fgdepar=37.0870, expected range: 0.0000 24.6106
Severe: avg_pge=0.9581, expected range: -0.2592 0.3039
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86964 : out of range
Severe: rms_fgdepar=316.6443, expected range: 0.0000 180.4026
Severe: avg_pge=0.8136, expected range: -0.0297 0.7149
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46204 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9006, expected range: -1.0446 0.7500
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46185 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8569, expected range: 0.0959 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7VY7 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8681, expected range: -1.3215 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9404 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-569.2703, expected range: -1180.9301 1329.5664
Severely_persistent: rms_fgdepar=569.2703, expected range: -1136.0136 1393.9942
Severely_persistent: avg_pge=0.8370, expected range: -1.0599 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXRX2 : out of range
Severe: rms_fgdepar=391.0084, expected range: 0.0000 150.3471
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDC6055 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=834.9365, expected range: -2047.0015 3185.5112
Severe: rms_fgdepar=834.9878, expected range: 0.0000 2605.8691
Severe: avg_pge=0.8738, expected range: 0.3041 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : out of range
Considerable: obs_number=468.0000, expected range: 585.0291 675.7209
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202687 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8133, expected range: 0.7427 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202688 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8215, expected range: -1.5238 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101719 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-550.3865, expected range: -841.7461 775.7309
Severely_persistent: rms_fgdepar=550.7590, expected range: -726.0176 914.0430
Severely_persistent: avg_pge=0.9107, expected range: -1.1488 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4801722 : out of range
Severe: rms_fgdepar=462.5998, expected range: 0.0000 125.0739
DRIFTING BUOYS SURFACE PRESSURE (PA) 1701577 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=684.0886, expected range: -1067.2207 1214.5374
Severe: rms_fgdepar=684.0886, expected range: 0.0000 844.3061
Severe: avg_pge=0.9151, expected range: -0.5287 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4400777 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=471.5525, expected range: 0.0000 111.8267
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301608 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-596.5680, expected range: -173.4855 161.7520
Severe: rms_fgdepar=601.6599, expected range: 0.0000 167.3646
Severe: avg_pge=0.9073, expected range: -0.8663 0.7500
metar
METAR SURFACE PRESSURE (PA) MSAC : out of range
Severe: rms_fgdepar=653.5652, expected range: 0.0000 413.9055
METAR SURFACE PRESSURE (PA) OEPS : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=402.8966, expected range: 0.0000 101.1210
snow
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=82.1064, expected range: 48.8519 78.9428
Severely_persistent: rms_fgdepar=82.1064, expected range: 48.8519 78.9428
MANUAL LAND SYNOP SNOW (CM) 14009 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=72.8110, expected range: -47.1574 131.6433
Severely_persistent: rms_fgdepar=72.8110, expected range: 0.0000 105.8282
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=99.1007, expected range: 98.9880 100.5314
Severely_persistent: rms_fgdepar=99.1007, expected range: 98.9885 100.5311
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=-67.3338, expected range: -67.2120 -63.9336
Severely_persistent: rms_fgdepar=67.3338, expected range: 63.9340 67.2120
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=-78.9512, expected range: -83.3299 -77.9020
Severely_persistent: rms_fgdepar=78.9541, expected range: 77.9045 83.3321
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=80.0678, expected range: 48.0773 76.8203
Severely_persistent: rms_fgdepar=80.0678, expected range: 48.0773 76.8203
BUFR LAND SYNOP SNOW (CM) 14009 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=72.8110, expected range: -47.1574 131.6433
Severely_persistent: rms_fgdepar=72.8110, expected range: 0.0000 105.8282
ROCOB TEMP SNOW (CM) 63305125 : out of range
Severe: rms_fgdepar=23.7709, expected range: 0.0000 7.6361
BUFR LAND SYNOP SNOW (CM) 08223 : out of range
Severe: rms_fgdepar=27.8716, expected range: -0.5056 0.6344
BUFR LAND SYNOP SNOW (CM) 08117 : out of range
Severe: rms_fgdepar=27.4702, expected range: 4.5239 5.2573
BUFR LAND SYNOP SNOW (CM) 06608 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=68.2931, expected range: -6.4497 33.2337
Severe: rms_fgdepar=68.2931, expected range: 0.0000 33.2337
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 17690 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4132, expected range: -16.3294 -7.9677
Severely_persistent: rms_fgdepar=12.5557, expected range: 8.1186 16.3843
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 18238 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2850, expected range: -18.0991 -2.4904
Severely_persistent: rms_fgdepar=12.6363, expected range: 3.8260 17.6747
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=-13.4841, expected range: -19.9840 -2.8893
Severely_persistent: rms_fgdepar=13.6309, expected range: 4.5194 19.2469
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.4813, expected range: -18.5081 -9.4341
Severely_persistent: rms_fgdepar=16.7637, expected range: 9.5843 18.5939
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22602 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=8.3607, expected range: 0.0000 4.6420
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1556, expected range: -20.8005 21.8399
Severely_persistent: rms_fgdepar=14.1729, expected range: 0.0000 18.5793
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.6839, expected range: -20.7256 1.9534
Severely_persistent: rms_fgdepar=16.6930, expected range: 0.0000 20.9738
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4935, expected range: -19.5450 12.4134
Severely_persistent: rms_fgdepar=12.5043, expected range: 0.0000 17.4807
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37609 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2570, expected range: -20.1992 -0.8227
Severely_persistent: rms_fgdepar=13.3001, expected range: 1.5700 20.2122
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6102, expected range: -10.7484 8.0006
Severely_persistent: rms_fgdepar=12.6212, expected range: -7.6987 11.0855
MANUAL 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=-12.9059, expected range: -17.2222 -3.2756
Severely_persistent: rms_fgdepar=13.0234, expected range: 3.5367 17.2221
METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=18.9646, expected range: 10.3287 22.1124
Severely_persistent: rms_fgdepar=18.9697, expected range: 10.5652 22.0377
METAR 2M TEMPERATURE (K) PAEI : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=15.0099, expected range: -21.4860 16.2212
Severely_persistent: rms_fgdepar=15.0099, expected range: 0.0000 16.6567
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3017, expected range: -20.9047 21.8053
Severely_persistent: rms_fgdepar=14.3171, expected range: 0.0000 18.6815
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.7339, expected range: -20.7756 1.9034
Severely_persistent: rms_fgdepar=16.7429, expected range: 0.0000 21.0251
BUFR LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8052, expected range: -10.8557 7.9433
Severely_persistent: rms_fgdepar=12.8172, expected range: -7.6977 11.1835
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9157, expected range: -17.3562 -3.4105
Severely_persistent: rms_fgdepar=13.0334, expected range: 3.6443 17.3663
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1600, expected range: 4.6375 10.8044
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22520 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.4103, expected range: 0.1058 2.2770
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=-14.1087, expected range: -17.5208 10.1143
Severe: rms_fgdepar=14.2013, expected range: 0.0000 14.5114
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71043 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6324, expected range: -15.1152 10.9579
Severe: rms_fgdepar=12.7518, expected range: 0.0000 13.3375
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24143 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.4441, expected range: -7.6272 6.3569
Severe: rms_fgdepar=15.4572, expected range: 0.0000 6.6991
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24343 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.0879, expected range: 0.0000 5.7291
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38763 : out of range
Severe: rms_fgdepar=11.0433, expected range: 0.0000 6.1889
MANUAL LAND SYNOP 2M TEMPERATURE (K) 82983 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2548, expected range: 0.1132 3.5361
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24725 : out of range
Severe: rms_fgdepar=10.1910, expected range: 0.0000 5.2488
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-13.6880, expected range: -10.4585 4.1072
Severe: rms_fgdepar=13.8328, expected range: 0.1987 8.2431
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36897 : out of range
Severe: avg_fgdepar=-15.9806, expected range: -11.5413 5.7190
Severe: rms_fgdepar=16.1977, expected range: 0.0000 9.8199
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23518 : out of range
Severe: avg_fgdepar=-12.9342, expected range: -14.7253 12.2227
Severe: rms_fgdepar=13.0758, expected range: 0.0000 9.9133
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22619 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3094, expected range: 0.0000 4.2324
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.8256, expected range: 0.0000 14.8549
METAR 2M TEMPERATURE (K) UWKD : out of range
Severe: rms_fgdepar=12.1702, expected range: 0.0000 5.8020
METAR 2M TEMPERATURE (K) UWKS : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.5194, expected range: -3.2829 1.5186
Severe: rms_fgdepar=14.9037, expected range: 0.0000 4.6422
LAND TEMP 2M TEMPERATURE (K) 71043 : out of range
Severe: avg_fgdepar=-13.2712, expected range: -11.3553 9.2691
Severe: rms_fgdepar=13.2712, expected range: 0.0000 10.6044
LAND TEMP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-12.1358, expected range: -11.5433 4.2470
Severe: rms_fgdepar=12.1358, expected range: 0.0000 9.9398
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=-14.1335, expected range: -17.5520 10.1221
Severe: rms_fgdepar=14.2260, expected range: 0.0000 14.5409
BUFR LAND SYNOP 2M TEMPERATURE (K) 71043 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6811, expected range: -15.2223 10.9936
Severe: rms_fgdepar=12.8009, expected range: 0.0000 13.4332
BUFR LAND SYNOP 2M TEMPERATURE (K) 24143 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.4970, expected range: -7.6726 6.2937
Severe: rms_fgdepar=15.5101, expected range: 0.0000 6.6822
BUFR LAND SYNOP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-13.7454, expected range: -10.5200 4.0987
Severe: rms_fgdepar=13.8873, expected range: 0.1589 8.3204
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4143, expected range: -19.1527 12.3896
Severe: rms_fgdepar=12.4315, expected range: 0.0000 16.9836
BUFR LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0454, expected range: 1.9373 12.1157
BUFR LAND SYNOP 2M TEMPERATURE (K) 23518 : out of range
Severe: avg_fgdepar=-13.0465, expected range: -14.7397 12.1400
Severe: rms_fgdepar=13.1816, expected range: 0.0000 9.9731
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.6957, expected range: 0.0000 14.8004
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=1640.0000, expected range: 0.0000 1038.5895
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 60720 : out of range
Severe: rms_fgdepar=34.7642, expected range: 0.0000 17.4166
AUTOMATIC LAND SYNOP RH2M (%) 94822 : out of range
Severe: rms_fgdepar=33.4040, expected range: 0.0000 16.5835