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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-06 12:00

amsua
NOAA-19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7167, expected range: 0.5499 0.6390
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7056, expected range: 0.5292 0.6166
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7406, expected range: 0.5273 0.6249
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6926, expected range: 0.5030 0.6093
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3375, expected range: -0.6507 -0.5972
Slight: obs_number=8289.0000, expected range: 12614.3738 29637.9792
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=0.5423, expected range: 0.3114 0.3668
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0466, expected range: -0.4522 -0.3323
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.6875, expected range: -0.8813 -0.7798
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.8688, expected range: -1.1785 -1.1403
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.5194, expected range: -0.9261 -0.7825
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.1716, expected range: -0.4878 -0.3256
AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39
iasi
METOP-B IASI RADIANCES (220 channels affected) : out of range
Severe: obs_number=9620.0000, expected range: 22909.5936 23084.2887
cris
NOAA20 CRIS RADIANCES CHANNEL 117 : out of range
Slight: stdev_fgdepar=0.1409, expected range: 0.1251 0.1377
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 3 : out of range
Severe: obs_number=20844.0000, expected range: 46373.5349 48788.4651
METOP-B MHS ALLSKY RADIANCES CHANNEL 4 : out of range
Severe: obs_number=19633.0000, expected range: 43300.4282 45911.2189
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
Severe: obs_number=11504.0000, expected range: 26042.1961 28936.9804
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-2.6044, expected range: -3.2897 -3.1564
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-2.3063, expected range: -2.8318 -2.6450
atms
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5321, expected range: -0.6776 -0.6282
gpsro
METOP-B GRAS RISING (24 impact heights affected) : out of range
Slight: obs_number=528.0000, expected range: 1067.8316 1653.3448
Atmospheric Motion Vector
METEOSAT-9 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-60 : out of range
Severe: stdev_fgdepar=2.9823, expected range: 2.5820 2.7365
DUAL-METOP AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Slight: obs_number=1320.0000, expected range: 2689.3514 4810.3986
scatt
METOP-B ASCAT WIND VECTOR DIFF (M/S) : out of range
Severe: obs_number=14262.0000, expected range: 30623.7273 37904.7433
Radiosondes
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8251, expected range: -0.9289 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 30372 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.9008, expected range: -0.6250 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 50527 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=8.6289, expected range: 0.0000 3.8287
HIGH RESO LAND TEMP TEMPERATURE (K) 56985 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=-10.1295, expected range: -0.7175 0.0685
HIGH RESO LAND TEMP TEMPERATURE (K) 56985 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=10.3317, expected range: 0.4259 2.6469
Severe: avg_pge=0.9043, expected range: -0.0381 0.0747
HIGH RESO LAND TEMP Q (G/KG) 87418 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.8142, expected range: 0.0000 2.2827
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=5.2690, expected range: 0.8641 2.7418
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
Severe: obs_number=170.0000, expected range: 78.3440 91.9060
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Severe: obs_number=272.0000, expected range: 355.7084 372.2916
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
Severe: obs_number=383.0000, expected range: 280.8413 293.6587
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 73.21 164.13
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 51.83 238.57
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 82 : all data missing
Severe: obs_number=0, expected range: 57.41 136.26
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 83 : all data missing
Severe: obs_number=0, expected range: 60.38 82.37
amdar
AMDAR WIND VECTOR DIFF (M/S) AU0151 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=21.5201, expected range: -3.4374 9.5877
Severe: rms_fgdepar=21.5201, expected range: 0.0000 10.9848
Severe: avg_pge=0.8659, expected range: -0.2576 0.4317
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=10.5286, expected range: -26.7044 33.8667
Severe: rms_fgdepar=10.5755, expected range: -24.9695 32.9713
Severe: avg_pge=0.8998, expected range: -1.8695 0.7500
WIGOS AMDAR Q (G/KG) DVPUOFZA PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8650, expected range: -1.0453 0.7500
WIGOS AMDAR Q (G/KG) JHCWUURA PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=2.6760, expected range: 0.1104 1.2766
ADS-C WIND VECTOR DIFF (M/S) 4RYAPWRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0309, expected range: 0.0000 16.2538
ADS-C WIND VECTOR DIFF (M/S) C03XONRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.2301, expected range: 0.0000 29.4941
airep
AIREP WIND VECTOR DIFF (M/S) QTR978 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4612, expected range: 0.0000 23.0548
AIREP WIND VECTOR DIFF (M/S) UAL1724 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.3395, expected range: 0.0000 10.3144
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 443.5667
Severe: obs_number=0.0000, expected range: 0.0000 443.5667
synop
BUFR LAND SYNOP RH2M (%) 68408 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.3111, expected range: -150.6569 102.1715
Severely_persistent: rms_fgdepar=52.3548, expected range: 0.0000 146.4107
Severely_persistent: avg_pge=0.9979, expected range: -2.0953 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83522 : out of range
Severe: avg_pge=0.8028, expected range: -0.9927 0.7500
MANUAL LAND SYNOP RH2M (%) 42731 : out of range
Severe: avg_pge=0.9371, expected range: -0.6813 0.7500
MANUAL LAND SYNOP RH2M (%) 67583 : out of range
Severe: avg_pge=0.9994, expected range: -0.0409 0.0646
MANUAL LAND SYNOP RH2M (%) 67791 : out of range
Severe: avg_pge=0.8462, expected range: -0.8976 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25707 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8075, expected range: -0.9849 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81615 : out of range
Severe: rms_fgdepar=546.2703, expected range: 0.0000 190.7736
BUFR LAND SYNOP SURFACE PRESSURE (PA) 98222 : out of range
Severe: rms_fgdepar=588.5198, expected range: 0.0000 115.9518
BUFR LAND SYNOP RH2M (%) 42639 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9185, expected range: -0.7638 0.7500
BUFR LAND SYNOP RH2M (%) 43197 : out of range
Severe: avg_fgdepar=52.6243, expected range: -27.9721 49.6837
Severe: rms_fgdepar=52.6243, expected range: 0.0000 49.6837
Severe: avg_pge=1.0000, expected range: -0.0613 0.0858
BUFR LAND SYNOP RH2M (%) 94553 : out of range
Severe: avg_fgdepar=63.1958, expected range: -62.1610 64.0494
Severe: rms_fgdepar=63.1962, expected range: 0.0000 44.4842
Severe: avg_pge=0.9919, expected range: -0.0564 0.0701
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=587.6252, expected range: 0.0000 1715.8988
Severely_persistent: avg_pge=0.8287, expected range: -1.5192 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2729 : Significant drift within DA wi
Severe: stdev_lat=14.5000, expected range: -0.4409 0.4975
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6SE3 : Significant drift within DA wi
Severe: stdev_lon=48.2228, expected range: -1.0847 2.3737
BUFR SHIP SYNOP SURFACE PRESSURE (PA) EUCDE41 : out of range
Severe: rms_fgdepar=342.3876, expected range: 0.0000 116.5065
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAQU5 : Significant drift within DA wi
Severe: stdev_lon=16.0389, expected range: -0.9974 1.5883
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VGPY : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8130, expected range: 0.2885 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V2729 : Significant drift within DA wi
Severe: stdev_lat=14.5000, expected range: -0.4409 0.4975
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) D5DG4 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9045, expected range: -0.8707 0.7500
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 5100016 : Significant change of position
Severe: avg_lon=-125.0000, expected range: -125.3035 -124.8315
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501718 : Significant drift within DA wi
Severe: stdev_lon=1.5093, expected range: 0.0000 0.0000
DRIFTING BUOYS SURFACE PRESSURE (PA) 3401642 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=103.4843, expected range: -0.0231 0.0556
DRIFTING BUOYS SURFACE PRESSURE (PA) 3801562 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8163, expected range: 0.1147 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602515 : Significant drift within DA wi
Severe: stdev_lon=1.3526, expected range: -0.8819 1.1034
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602516 : Significant drift within DA wi
Severe: stdev_lon=1.0368, expected range: -0.6102 0.7285
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602593 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=436.1010, expected range: 0.0000 130.2172
DRIFTING BUOYS SURFACE PRESSURE (PA) 5102817 : Significant drift within DA wi
Severe: stdev_lat=1.0397, expected range: -0.0113 0.0271
metar
METAR SURFACE PRESSURE (PA) SKTM : out of range
Severe: avg_fgdepar=950.6859, expected range: -309.7750 293.6213
Severe: rms_fgdepar=950.6859, expected range: 0.0000 197.4576
Severe: avg_pge=0.8961, expected range: 0.0000 0.0000
snow
MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-84.5930, expected range: -90.0844 -17.7981
Severely_persistent: rms_fgdepar=84.5930, expected range: 17.7981 90.0844
BUFR LAND SYNOP SNOW (CM) 25378 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-84.6369, expected range: -90.1737 -17.8424
Severely_persistent: rms_fgdepar=84.6369, expected range: 17.8424 90.1737
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-802.0401, expected range: -832.2812 -746.0313
Severely_persistent: rms_fgdepar=802.1218, expected range: 746.2270 832.2598
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-67.9802, expected range: -102.1729 -75.2741
Severely_persistent: rms_fgdepar=68.0073, expected range: 75.3256 102.1548
BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.8231, expected range: -9.7479 60.0261
Severely_persistent: rms_fgdepar=60.8343, expected range: 0.0000 60.1521
BUFR LAND SYNOP SNOW (CM) 01220 : out of range
Severe: rms_fgdepar=22.8276, expected range: 0.0000 1.5067
BUFR LAND SYNOP SNOW (CM) 07586 : Presence of snow in warm condi
Severe: avg_obsvalue2=278.5227, expected range: 270.8283 289.4642
BUFR LAND SYNOP SNOW (CM) 58362 : Presence of snow in warm condi
Severe: avg_obsvalue2=277.6833, expected range: 269.8665 298.6845
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8184, expected range: -20.6496 13.5039
Severely_persistent: rms_fgdepar=12.9216, expected range: 0.0000 18.3697
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0281, expected range: -20.8770 13.4264
Severely_persistent: rms_fgdepar=13.1317, expected range: 0.0000 18.5779
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9733, expected range: -17.1321 29.2607
Severely_persistent: rms_fgdepar=17.0907, expected range: 0.0000 24.5441
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2650, expected range: -17.4310 -10.5098
Severely_persistent: rms_fgdepar=14.4424, expected range: 10.7030 17.5214
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2209, expected range: -25.3720 16.8876
Severely_persistent: rms_fgdepar=15.2591, expected range: 0.0000 21.4333
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.7107, expected range: -23.6640 16.3037
Severely_persistent: rms_fgdepar=18.7287, expected range: 0.0000 19.1365
MANUAL LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1000, expected range: -13.3064 7.5758
Severely_persistent: rms_fgdepar=14.4560, expected range: 0.0000 12.2939
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9841, expected range: -21.0193 6.7435
Severely_persistent: rms_fgdepar=13.0589, expected range: 0.0000 18.2840
METAR 2M TEMPERATURE (K) CYDB : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2703, expected range: -21.3043 14.6409
Severely_persistent: rms_fgdepar=13.3270, expected range: 0.0000 18.7897
METAR 2M TEMPERATURE (K) KTLH : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0230, expected range: -17.0516 -5.3461
Severely_persistent: rms_fgdepar=13.3106, expected range: 5.3499 17.0547
METAR 2M TEMPERATURE (K) VYNT : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.0301, expected range: 2.5008 17.6435
Severely_persistent: rms_fgdepar=13.0301, expected range: 3.6078 17.1989
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.0321, expected range: 0.0000 21.5469
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2900, expected range: -25.1876 16.6568
Severely_persistent: rms_fgdepar=15.3287, expected range: 0.0000 21.3069
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.7607, expected range: -23.7140 16.2537
Severely_persistent: rms_fgdepar=18.7787, expected range: 0.0000 19.2389
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9924, expected range: -21.0768 6.8352
Severely_persistent: rms_fgdepar=13.0686, expected range: 0.0000 18.2833
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8701, expected range: -20.6065 13.6134
Severely_persistent: rms_fgdepar=12.9789, expected range: 0.0000 18.1820
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0592, expected range: -20.9183 13.6126
Severely_persistent: rms_fgdepar=13.1477, expected range: 0.0000 18.5371
BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.1960, expected range: -16.8246 28.8058
Severely_persistent: rms_fgdepar=17.3395, expected range: 0.0000 24.1576
BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=18.2567, expected range: -18.9086 29.5520
Severely_persistent: rms_fgdepar=18.2965, expected range: 0.0000 20.4425
BUFR LAND SYNOP 2M TEMPERATURE (K) 80010 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7022, expected range: -34.1400 37.5397
Severely_persistent: rms_fgdepar=15.0840, expected range: 5.9084 19.0593
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.4556, expected range: -17.4885 -10.6060
Severely_persistent: rms_fgdepar=14.6208, expected range: 10.7808 17.5922
BUFR LAND SYNOP 2M TEMPERATURE (K) _1701F9F : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2781, expected range: -27.9978 34.5264
Severely_persistent: rms_fgdepar=14.2781, expected range: 0.0000 25.2895
BUFR LAND SYNOP 2M TEMPERATURE (K) _170E863 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0930, expected range: -30.4934 25.2810
Severely_persistent: rms_fgdepar=13.6097, expected range: 0.0000 22.7753
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI176D9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.6205, expected range: 0.0000 31.5638
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.2155, expected range: -18.5304 -7.1423
Severely_persistent: rms_fgdepar=16.2394, expected range: 7.0697 18.7840
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71166 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0108, expected range: -7.2991 14.2743
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item
Severe: avg_lsm=0.5928, expected range: 0.7094 0.7358
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23699 : out of range
Severe: avg_fgdepar=-13.3908, expected range: -7.1931 9.3112
Severe: rms_fgdepar=13.6407, expected range: 0.0000 7.6494
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6630, expected range: -21.8558 15.0505
Severe: rms_fgdepar=12.6722, expected range: 0.0000 18.3683
MANUAL LAND SYNOP 2M TEMPERATURE (K) 28948 : out of range
Severe: rms_fgdepar=11.4365, expected range: 0.0000 6.3346
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
Severe: avg_fgdepar=-12.4660, expected range: -12.9498 7.0685
Severe: rms_fgdepar=12.4793, expected range: 0.0000 11.4334
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44291 : out of range
Severe: avg_fgdepar=-12.9001, expected range: -15.1725 8.6683
Severe: rms_fgdepar=12.9192, expected range: 0.0000 12.8675
MANUAL LAND SYNOP 2M TEMPERATURE (K) 68234 : out of range
Severe: rms_fgdepar=10.2631, expected range: 0.0000 4.7682
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=18.5324, expected range: -18.8068 28.0547
Severe: rms_fgdepar=18.5640, expected range: 0.0000 18.4151
METAR 2M TEMPERATURE (K) SKBU : out of range
Severe: avg_fgdepar=17.0482, expected range: -4.1017 6.6166
Severe: rms_fgdepar=17.0482, expected range: 0.0000 5.9327
METAR 2M TEMPERATURE (K) UNAA : out of range
Severe: rms_fgdepar=15.0163, expected range: 0.0000 8.5352
LAND TEMP 2M TEMPERATURE (K) 72501 : out of range
Severe: avg_fgdepar=-12.1465, expected range: -9.4182 6.7204
Severe: rms_fgdepar=12.1465, expected range: 0.0000 8.3361
BUFR LAND SYNOP 2M TEMPERATURE (K) 23699 : out of range
Severe: avg_fgdepar=-13.4794, expected range: -7.1183 9.1212
Severe: rms_fgdepar=13.7261, expected range: 0.0000 7.4959
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7586, expected range: -21.9096 14.9817
Severe: rms_fgdepar=12.7680, expected range: 0.0000 18.4853
BUFR LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.1500, expected range: -13.3564 7.5258
Severe: rms_fgdepar=14.5048, expected range: 0.0000 12.3490
BUFR LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
Severe: avg_fgdepar=-12.6225, expected range: -12.9578 7.1053
Severe: rms_fgdepar=12.6356, expected range: 0.0000 11.5477
BUFR LAND SYNOP 2M TEMPERATURE (K) 44291 : out of range
Severe: avg_fgdepar=-12.9501, expected range: -15.2151 8.6063
Severe: rms_fgdepar=12.9691, expected range: 0.0000 12.9490
BUFR LAND SYNOP 2M TEMPERATURE (K) 71166 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1920, expected range: -7.0829 14.1357
rh2m
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 15.37 343.65
AUTOMATIC LAND SYNOP RH2M (%) 68113 : out of range
Severe: rms_fgdepar=35.0438, expected range: 0.0000 19.7335
AUTOMATIC LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Severe: avg_lsm=0.5928, expected range: 0.6988 0.7392
MANUAL LAND SYNOP RH2M (%) 67753 : out of range
Severe: rms_fgdepar=36.0111, expected range: 0.0000 11.4021