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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-15 12:00

amsua
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
cris
NPP CRIS RADIANCES CHANNEL 109 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1116, expected range: 0.1331 0.1365
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 2925.25 24825.12
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=0.0931, expected range: -0.0244 0.0288
Severely_persistent: stdev_norm_fgdepar=0.3629, expected range: 0.1472 0.1500
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3647, expected range: 0.0397 0.1765
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 3 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=0.6918, expected range: -0.0760 0.0598
Severely_persistent: stdev_norm_fgdepar=1.1114, expected range: 0.7035 0.7227
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21
All COSMIC2-E6 GPSRO RISING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 707.01 3416.09
Atmospheric Motion Vector
GOES-17 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=3840.0000, expected range: 4488.2248 5697.0252
Radiosondes
LAND TEMP TEMPERATURE (K) 68906 PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=10.4027, expected range: -12.9221 17.7634
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-9.6814, expected range: -23.4788 11.8317
Severely_persistent: rms_fgdepar=9.6814, expected range: 0.0000 22.7531
Severely_persistent: avg_pge=0.9135, expected range: -0.2181 0.7500
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
11 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 530.0260
LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=1.1716, expected range: 0.4172 0.8269
LAND TEMP Q (G/KG) 97014 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=3.3555, expected range: 0.0000 1.8783
LAND TEMP Q (G/KG) 91334 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.6146, expected range: 0.0000 2.5074
LAND TEMP TEMPERATURE (K) 37259 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.8313, expected range: 0.0000 4.3112
LAND TEMP TEMPERATURE (K) 44212 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8914, expected range: -0.0873 0.7500
LAND TEMP TEMPERATURE (K) 38064 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-10.1665, expected range: -6.1886 4.4173
Severe: rms_fgdepar=10.9388, expected range: 0.0000 6.3456
Severe: avg_pge=0.8747, expected range: -0.8638 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 37259 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=16.6318, expected range: 1.3619 6.8095
HIGH RESO LAND TEMP Q (G/KG) 47971 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.5046, expected range: 0.8189 1.5597
HIGH RESO LAND TEMP Q (G/KG) 98646 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=7.1587, expected range: 0.0000 3.3601
HIGH RESO LAND TEMP Q (G/KG) 59293 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.2088, expected range: 0.0000 0.9001
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8561, expected range: 0.2998 0.7500
LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=142.0000, expected range: 80.7970 120.9530
Considerable: obs_number=843.0000, expected range: 613.6482 761.8518
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=358.0000, expected range: 440.9399 481.5601
amdar
WIGOS AMDAR TEMPERATURE (K) HKIVGCRA (2 pressure layers affected) : out of range
Severe: rms_fgdepar=10.7811, expected range: 0.0000 2.2159
WIGOS AMDAR WIND VECTOR DIFF (M/S) HKIVGCRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.6080, expected range: 0.0000 8.0192
WIGOS AMDAR Q (G/KG) BPZGUWRA PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9704, expected range: -1.1319 0.7500
ADS-C WIND VECTOR DIFF (M/S) YHHJNAJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.5484, expected range: 0.9237 6.9118
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
3 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 283.4282
airep
AIREP WIND VECTOR DIFF (M/S) AAL9701 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.8540, expected range: 0.0000 33.7857
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 551.0327
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07145 PRESSURE LAYER 900-1200 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=23.6883, expected range: -4.4808 9.8756
Severe: rms_fgdepar=23.6883, expected range: 0.0000 10.1636
Severe: avg_pge=0.9317, expected range: -1.3216 0.7500
synop
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01440 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8753, expected range: -0.7205 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68387 : out of range
Severe: avg_pge=0.9652, expected range: -0.0069 0.0152
MANUAL LAND SYNOP Z (M) 84542 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8792, expected range: -1.1529 0.7500
MANUAL LAND SYNOP RH2M (%) 40831 : out of range
Severe: rms_fgdepar=31.1444, expected range: 0.0000 17.5774
MANUAL LAND SYNOP RH2M (%) 43029 : out of range
Severe: rms_fgdepar=44.9517, expected range: 0.0000 35.8837
Severe: avg_pge=0.9978, expected range: -0.0219 0.0335
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43382 : out of range
Severe: rms_fgdepar=395.0233, expected range: 0.6806 95.0847
Severe: avg_pge=0.8634, expected range: -0.5975 0.6782
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38613 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=506.6600, expected range: 19.7639 371.9940
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83398 : out of range
Severe: avg_fgdepar=900.2780, expected range: -162.1556 26.6157
Severe: rms_fgdepar=900.2780, expected range: 0.0000 162.1556
Severe: avg_pge=0.9372, expected range: -0.4422 0.5708
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 13619 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8270, expected range: -1.3439 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36229 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8050, expected range: -1.2509 0.7500
BUFR LAND SYNOP RH2M (%) 94204 : out of range
Severe: avg_fgdepar=51.7636, expected range: -25.9686 36.4330
Severe: rms_fgdepar=51.7636, expected range: 0.0000 25.9505
BUFR LAND SYNOP RH2M (%) 95784 : out of range
Severe: rms_fgdepar=47.8613, expected range: 0.0000 20.1042
Severe: avg_pge=0.9442, expected range: -0.0035 0.0122
BUFR LAND SYNOP RH2M (%) 10875 : out of range
Severe: rms_fgdepar=35.5610, expected range: 0.0000 20.2842
BUFR LAND SYNOP RH2M (%) 94785 : out of range
Severe: rms_fgdepar=43.5692, expected range: 0.0000 14.1109
BUFR LAND SYNOP RH2M (%) 94206 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=42.2855, expected range: 0.0000 21.2300
BUFR LAND SYNOP RH2M (%) 08056 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.9110, expected range: 0.0000 17.2527
BUFR LAND SYNOP RH2M (%) 94786 : out of range
Severe: rms_fgdepar=34.2663, expected range: 0.0000 15.6732
BUFR LAND SYNOP RH2M (%) 94588 : out of range
Severe: rms_fgdepar=45.3453, expected range: 0.1972 6.1603
Severe: avg_pge=0.9421, expected range: 0.0009 0.0046
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29771 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=543.6468, expected range: 0.0000 182.8897
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48357 : out of range
Severe: rms_fgdepar=390.9986, expected range: 0.0000 106.6907
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16738 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=431.8151, expected range: 0.0000 103.1302
Severe: avg_pge=0.9068, expected range: -0.3837 0.5015
BUFR LAND SYNOP SURFACE PRESSURE (PA) 88968 : out of range
Severe: rms_fgdepar=638.2013, expected range: 0.0000 140.0667
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5NK2 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=549.5560, expected range: 694.3395 1026.2855
Severely_persistent: rms_fgdepar=549.5560, expected range: 694.3395 1026.2855
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3776 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-694.6554, expected range: -1768.5091 1532.9089
Severely_persistent: rms_fgdepar=879.1981, expected range: 0.0000 1340.8913
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRTO7 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=719.9611, expected range: 285.1221 958.4157
Severely_persistent: rms_fgdepar=719.9611, expected range: 284.8809 958.7620
Severely_persistent: avg_pge=0.8591, expected range: -0.4402 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3FDF5 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=31.8102, expected range: -11.7677 23.4792
Severe: rms_fgdepar=31.8104, expected range: 0.0000 23.6193
Severe: avg_pge=0.9428, expected range: -0.6934 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRNL8 : out of range
Severe: avg_pge=0.9034, expected range: 0.3969 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) DGTHCFK : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=26.6565, expected range: -6.6495 21.3426
Severe: rms_fgdepar=26.6565, expected range: 0.0000 22.4402
Severe: avg_pge=0.9277, expected range: -0.5871 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KFMV : out of range
Severe: rms_fgdepar=17.6280, expected range: 0.0000 10.4838
Severe: avg_pge=0.8878, expected range: -0.5867 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6WK2 : out of range
Severe: avg_fgdepar=812.9224, expected range: 132.7265 1189.9392
Severe: rms_fgdepar=812.9224, expected range: 132.7265 1189.9392
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCDT2 : out of range
Severe: avg_fgdepar=-1004.4388, expected range: -169.5623 180.4982
Severe: rms_fgdepar=1004.4388, expected range: 0.0000 145.9492
Severe: avg_pge=0.9123, expected range: -0.4141 0.4551
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6TQ3 : out of range
Severe: avg_fgdepar=809.4778, expected range: -155.8013 211.6633
Severe: rms_fgdepar=809.4778, expected range: 0.0000 186.4265
Severe: avg_pge=0.8700, expected range: -0.1688 0.1872
BUFR SHIP SYNOP SURFACE PRESSURE (PA) J8QX8 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=363.7913, expected range: 0.0000 167.3825
BUFR SHIP SYNOP SURFACE PRESSURE (PA) UDAD : out of range
Severe: avg_fgdepar=815.6223, expected range: -294.7752 379.4373
Severe: rms_fgdepar=815.6223, expected range: 0.0000 368.8695
Severe: avg_pge=0.8824, expected range: -1.0187 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KRAU : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=502.7343, expected range: 209.1383 747.2765
Severe: rms_fgdepar=502.7343, expected range: 209.1289 747.3997
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ONFZ : out of range
Severe: avg_pge=0.8200, expected range: -1.3020 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501516 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=555.7841, expected range: 0.0000 700.4758
Severely_persistent: avg_pge=0.8739, expected range: -0.3069 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202687 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8016, expected range: 0.7461 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1401500 : out of range
Severe: rms_fgdepar=493.9821, expected range: 0.0000 149.6747
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101661 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8250, expected range: -0.6976 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101694 : out of range
Severe: rms_fgdepar=318.1198, expected range: 4.4189 71.2013
DRIFTING BUOYS SURFACE PRESSURE (PA) 4801655 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=323.2720, expected range: 0.0000 137.4423
DRIFTING BUOYS SURFACE PRESSURE (PA) 4400857 : out of range
Severe: rms_fgdepar=335.1741, expected range: 0.0000 57.3413
metar
METAR SURFACE PRESSURE (PA) OEPS : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=429.2267, expected range: 0.0000 107.6162
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=-55.3935, expected range: -56.6410 -51.9231
Severely_persistent: rms_fgdepar=55.3935, expected range: 51.9231 56.6410
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.3498, expected range: -74.9675 -31.9101
Severely_persistent: rms_fgdepar=61.3511, expected range: 31.8926 75.0032
BUFR LAND SYNOP SNOW (CM) 47050 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.8837, expected range: 98.7582 100.8440
Severely_persistent: rms_fgdepar=99.8838, expected range: 98.7582 100.8440
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=-71.5433, expected range: -68.9228 -64.3486
Severely_persistent: rms_fgdepar=71.5517, expected range: 64.3488 68.9231
AUTOMATIC LAND SYNOP SNOW (CM) 71550 : out of range
Severe: rms_fgdepar=15.0146, expected range: 6.7066 10.0035
BUFR LAND SYNOP SNOW (CM) 06633 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.5319, expected range: -1.1075 2.0707
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2818, expected range: -15.6604 12.8227
Severely_persistent: rms_fgdepar=12.2923, expected range: 0.0000 12.4259
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1413, expected range: -23.3124 -3.7200
Severely_persistent: rms_fgdepar=13.3228, expected range: 4.0997 23.1783
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0679, expected range: -16.8686 10.5985
Severely_persistent: rms_fgdepar=13.0730, expected range: 0.0000 15.0564
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4452, expected range: -18.5380 4.9129
Severely_persistent: rms_fgdepar=12.6994, expected range: 0.0000 19.2102
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=-12.7269, expected range: -22.9141 4.5399
Severely_persistent: rms_fgdepar=13.0132, expected range: 0.0000 21.1851
METAR 2M TEMPERATURE (K) VECX : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7257, expected range: -18.0715 -0.4896
Severely_persistent: rms_fgdepar=14.0740, expected range: 1.2509 18.1988
LAND TEMP 2M TEMPERATURE (K) 65548 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.4247, expected range: -29.1599 5.3908
Severely_persistent: rms_fgdepar=16.4247, expected range: 0.0000 29.1599
BUFR LAND SYNOP 2M TEMPERATURE (K) 01320 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.9485, expected range: -4.6592 13.3520
Severely_persistent: rms_fgdepar=13.9651, expected range: 0.0000 13.2855
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=-18.8435, expected range: -20.1464 -14.0580
Severely_persistent: rms_fgdepar=18.8546, expected range: 14.1237 20.2003
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4102, expected range: -25.7790 1.6202
Severely_persistent: rms_fgdepar=15.4476, expected range: 0.0000 25.3652
BUFR LAND SYNOP 2M TEMPERATURE (K) 01352 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4532, expected range: -16.8311 9.4678
Severely_persistent: rms_fgdepar=13.4644, expected range: 0.0000 16.3165
BUFR LAND SYNOP 2M TEMPERATURE (K) 27415 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=19.7779, expected range: -5.4336 22.2800
Severely_persistent: rms_fgdepar=19.7779, expected range: 0.0000 22.2776
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1913, expected range: -23.3624 -3.7700
Severely_persistent: rms_fgdepar=13.3721, expected range: 4.1479 23.2290
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2157, expected range: -17.0017 10.6129
Severely_persistent: rms_fgdepar=13.2212, expected range: 0.0000 15.2113
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3087, expected range: -18.3538 4.8141
Severely_persistent: rms_fgdepar=12.5645, expected range: 0.0000 19.1245
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=-12.7285, expected range: -22.9501 4.4354
Severely_persistent: rms_fgdepar=13.0154, expected range: 0.0000 21.2945
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71331 : out of range
Severe: rms_fgdepar=11.9940, expected range: 0.0000 5.4716
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71451 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.5223, expected range: 0.0000 5.6689
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71981 : out of range
Severe: rms_fgdepar=10.4868, expected range: 0.0000 5.2120
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71632 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.2895, expected range: 0.0000 4.0630
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02254 : out of range
Severe: avg_fgdepar=-13.2352, expected range: -12.3615 8.9482
Severe: rms_fgdepar=13.3313, expected range: 0.0000 11.0029
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02245 : out of range
Severe: avg_fgdepar=-12.2530, expected range: -10.7452 7.9921
Severe: rms_fgdepar=12.3688, expected range: 0.0000 9.8080
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22551 : out of range
Severe: avg_fgdepar=-12.1434, expected range: -10.4393 2.6323
Severe: rms_fgdepar=12.2405, expected range: 0.0000 10.5566
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44212 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5166, expected range: -13.4426 3.5820
Severe: rms_fgdepar=12.5177, expected range: 0.0000 13.3275
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2980, expected range: -24.6856 7.4453
Severe: rms_fgdepar=12.5491, expected range: 6.2334 14.0406
METAR 2M TEMPERATURE (K) ENSD : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.9558, expected range: -5.6116 15.0026
Severe: rms_fgdepar=13.9742, expected range: 0.0000 14.8503
METAR 2M TEMPERATURE (K) ESNV : out of range
Severe: avg_fgdepar=-12.1201, expected range: -8.5310 4.8077
Severe: rms_fgdepar=12.1697, expected range: 0.0000 8.3538
LAND TEMP 2M TEMPERATURE (K) 04270 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=16.6739, expected range: -2.4085 8.5912
Severe: rms_fgdepar=16.6739, expected range: 0.0000 7.6276
BUFR LAND SYNOP 2M TEMPERATURE (K) 71331 : out of range
Severe: rms_fgdepar=12.0611, expected range: 0.0000 5.5325
BUFR LAND SYNOP 2M TEMPERATURE (K) 22551 : out of range
Severe: avg_fgdepar=-12.3475, expected range: -10.6098 2.5994
Severe: rms_fgdepar=12.4458, expected range: 0.0000 10.7232
BUFR LAND SYNOP 2M TEMPERATURE (K) 44212 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5666, expected range: -13.5520 3.6491
Severe: rms_fgdepar=12.5677, expected range: 0.0000 13.4044
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3318, expected range: -15.7104 12.7727
Severe: rms_fgdepar=12.3423, expected range: 0.0000 12.4840
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3480, expected range: -14.1317 -6.5370
Severe: rms_fgdepar=12.5981, expected range: 6.6802 14.1729
BUFR LAND SYNOP 2M TEMPERATURE (K) 02254 : out of range
Severe: avg_fgdepar=-13.2795, expected range: -12.4515 8.8823
Severe: rms_fgdepar=13.3757, expected range: 0.0000 11.1426
BUFR LAND SYNOP 2M TEMPERATURE (K) 02245 : out of range
Severe: avg_fgdepar=-12.3055, expected range: -10.8104 7.9443
Severe: rms_fgdepar=12.4200, expected range: 0.0000 9.8820
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
Severe: avg_fgdepar=-12.0434, expected range: -15.1943 10.4817
Severe: rms_fgdepar=12.0654, expected range: 0.0000 11.2193
BUFR LAND SYNOP 2M TEMPERATURE (K) 68849 : out of range
Severe: avg_fgdepar=-12.4251, expected range: -7.7055 3.3892
Severe: rms_fgdepar=12.4251, expected range: 0.0000 7.7000
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 72255 : out of range
Severe: rms_fgdepar=31.6909, expected range: 0.0000 15.1493
BUFR LAND SYNOP RH2M (%) 52436 : out of range
Severe: rms_fgdepar=36.6920, expected range: 0.0000 19.7300