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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-28 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6744, expected range: 0.5224 0.5973
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7301, expected range: 0.5586 0.5821
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7020, expected range: 0.5423 0.5997
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.8050, expected range: 0.6672 0.7204
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7061, expected range: 0.5730 0.6011
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6535, expected range: 0.5520 0.5960
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7176, expected range: 0.5470 0.5829
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6653, expected range: 0.5430 0.6021
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6814, expected range: 0.5428 0.5438
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6371, expected range: 0.5188 0.5626
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
3 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.7107, expected range: 0.6109 0.6620
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
1 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.7495, expected range: 0.6497 0.7075
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=318.0000, expected range: 856.5204 2171.5175
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=302.0000, expected range: 816.5454 2074.4159
cris
NOAA20 CRIS RADIANCES CHANNEL 107 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0515, expected range: -0.0413 -0.0308
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 5 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=6075.0000, expected range: 6597.5476 8090.0301
atms
NPP ATMS RADIANCES CHANNEL 12 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0582, expected range: -0.3281 -0.2905
NPP ATMS RADIANCES CHANNEL 14 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0816, expected range: -0.1587 -0.0734
Severely_persistent: avg_biascorr=-0.1731, expected range: -0.0825 -0.0614
Severely_persistent: stdev_fgdepar=0.5580, expected range: 0.4147 0.4489
NPP ATMS RADIANCES CHANNEL 13 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0353, expected range: -0.3048 -0.2593
Severely_persistent: avg_biascorr=-0.3409, expected range: -0.2886 -0.2546
Severely_persistent: stdev_fgdepar=0.3438, expected range: 0.2972 0.3221
NPP ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.9839, expected range: 0.7303 0.7315
NOAA20 ATMS RADIANCES CHANNEL 11 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3183, expected range: -0.5051 -0.4416
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0834, expected range: -0.3219 -0.2431
Severely_persistent: avg_biascorr=-0.6471, expected range: -0.5582 -0.5239
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1062, expected range: -0.4177 -0.3590
Severely_persistent: avg_biascorr=-0.5057, expected range: -0.4481 -0.4251
Severely_persistent: stdev_fgdepar=0.3161, expected range: 0.2561 0.2826
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5296, expected range: 0.3739 0.3991
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0042, expected range: 0.0034 0.0037
DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=1.0043, expected range: 0.2162 0.6365
DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
3 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.8465, expected range: 0.3153 0.6595
Atmospheric Motion Vector
NOAA20 VIIRS-AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Slight: stdev_press=66.6136, expected range: 70.9984 78.8879
resat
AURA OMI OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: obs_number=3526.0000, expected range: 2632.3897 2905.2767
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-3.9107, expected range: -5.5668 -5.0939
Radiosondes
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8450, expected range: -1.3352 0.7500
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8430, expected range: -0.4964 0.7500
LAND TEMP TEMPERATURE (K) 25123 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.4374, expected range: 0.0000 3.6833
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 13.00 360.26
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=278.0000, expected range: 180.9036 192.2075
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Severe: obs_number=296.0000, expected range: 132.1711 160.3289
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA : out of range
Considerable: obs_number=161.0000, expected range: 178.7577 189.6868
amdar
WIGOS AMDAR TEMPERATURE (K) EU1823 PRESSURE LAYER 0-300 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8857, expected range: -1.7360 0.7500
MODE-S WIND VECTOR DIFF (M/S) M20F6CF PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.9620, expected range: 0.0000 5.5753
ADS-C WIND VECTOR DIFF (M/S) LZZDFGZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.2206, expected range: 0.0000 10.6594
ADS-C WIND VECTOR DIFF (M/S) TWRTPMBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.8106, expected range: 0.0000 18.5304
ADS-C WIND VECTOR DIFF (M/S) KYCJUCBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.1987, expected range: 0.0000 37.6611
airep
AIREP WIND VECTOR DIFF (M/S) LOT2LY PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9008, expected range: 0.0000 12.5987
AIREP WIND VECTOR DIFF (M/S) ELY008 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9545, expected range: 0.0000 20.3298
AIREP WIND VECTOR DIFF (M/S) QTR517 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.4975, expected range: 0.0000 20.2152
Severe: avg_fgdepar=22.4276, expected range: -5.0764 15.8337
AIREP WIND VECTOR DIFF (M/S) KLM86 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.9094, expected range: 0.0000 25.3762
AIREP WIND VECTOR DIFF (M/S) UAL953 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.8486, expected range: 0.0000 50.7189
AIREP WIND VECTOR DIFF (M/S) KLM602 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.8359, expected range: 0.0000 11.9947
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 766.8939
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07626 (2 pressure layers affe : out of range
Severe: avg_pge=0.8116, expected range: -0.2714 0.5904
Severe: rms_fgdepar=19.1026, expected range: 0.0000 10.0042
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 96253 PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8412, expected range: -0.5159 0.7500
synop
AUTOMATIC LAND SYNOP RH2M (%) 38345 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.1338, expected range: 0.0000 111.0399
Severely_persistent: avg_fgdepar=55.1338, expected range: -46.1703 111.0399
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62120 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8189, expected range: -0.6480 0.7500
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8633, expected range: -0.0596 0.0812
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48955 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=551.5502, expected range: -496.9146 733.9506
BUFR LAND SYNOP RH2M (%) 94422 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: -1.4208 0.7500
Severely_persistent: rms_fgdepar=62.8454, expected range: 0.0000 88.6896
Severely_persistent: avg_fgdepar=62.8454, expected range: -9.4986 88.6896
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 71097 : out of range
Severe: avg_pge=0.8573, expected range: -0.5665 0.7500
Severe: rms_fgdepar=300.4926, expected range: 0.0000 143.2180
AUTOMATIC LAND SYNOP RH2M (%) 45035 : out of range
Severe: avg_pge=0.8048, expected range: -0.0012 0.0077
Severe: rms_fgdepar=53.5346, expected range: 0.0000 21.5279
Severe: avg_fgdepar=53.0756, expected range: -10.4409 24.7565
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62459 : out of range
Severe: rms_fgdepar=561.8185, expected range: 0.0000 54.9196
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42177 : out of range
Severe: avg_pge=0.8461, expected range: -1.0628 0.7500
Severe: rms_fgdepar=352.9222, expected range: 0.0000 188.9151
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40676 : out of range
Severe: avg_pge=0.9303, expected range: -0.8897 0.7500
Severe: rms_fgdepar=801.4953, expected range: 0.0000 254.6305
Severe: avg_fgdepar=-801.4953, expected range: -145.7697 254.6305
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 98325 : out of range
Severe: rms_fgdepar=570.9178, expected range: 0.0000 82.9469
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62200 : out of range
Severe: avg_pge=0.9207, expected range: -1.0305 0.7500
Severe: rms_fgdepar=814.0960, expected range: 0.0000 296.3935
Severe: avg_fgdepar=814.0960, expected range: -376.5319 350.4688
MANUAL LAND SYNOP RH2M (%) 68438 : out of range
Severe: rms_fgdepar=40.9963, expected range: 0.0000 19.7228
MANUAL LAND SYNOP RH2M (%) 38345 : out of range
Severe: avg_pge=0.8544, expected range: -0.3576 0.4614
MANUAL LAND SYNOP RH2M (%) 42915 : out of range
Severe: avg_pge=0.9408, expected range: -1.4280 0.7500
MANUAL LAND SYNOP RH2M (%) 35315 : out of range
Severe: rms_fgdepar=49.4195, expected range: 0.0000 26.5961
MANUAL LAND SYNOP RH2M (%) 38343 : out of range
Severe: rms_fgdepar=56.1833, expected range: 0.0000 58.2550
Severe: avg_fgdepar=54.3725, expected range: -24.6529 55.8689
MANUAL LAND SYNOP RH2M (%) 38222 : out of range
Severe: rms_fgdepar=59.4180, expected range: 0.0000 61.9127
Severe: avg_fgdepar=58.3423, expected range: -24.6176 63.7055
MANUAL LAND SYNOP RH2M (%) 62120 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9988, expected range: -0.0896 0.1241
Severe: rms_fgdepar=56.3078, expected range: 0.0000 64.2028
Severe: avg_fgdepar=56.3078, expected range: -83.3512 99.1623
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33187 : out of range
Severe: rms_fgdepar=323.9407, expected range: 0.0000 121.9705
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13262 : out of range
Severe: avg_pge=0.9075, expected range: -0.1051 0.1416
Severe: rms_fgdepar=609.1880, expected range: 0.0000 114.3302
Severe: avg_fgdepar=-550.4539, expected range: -41.1576 128.7469
BUFR LAND SYNOP RH2M (%) _MI104FF : out of range
Severe: rms_fgdepar=43.9515, expected range: 0.0000 12.1366
BUFR LAND SYNOP RH2M (%) 40439 : out of range
Severe: avg_pge=0.9877, expected range: -1.4149 0.7500
BUFR LAND SYNOP RH2M (%) _MI1EF08 : out of range
Severe: rms_fgdepar=40.9677, expected range: 0.0000 18.9330
BUFR LAND SYNOP RH2M (%) 51656 : out of range
Severe: rms_fgdepar=45.5278, expected range: 0.0000 24.1440
BUFR LAND SYNOP RH2M (%) 95626 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9996, expected range: -1.3472 0.7500
BUFR LAND SYNOP RH2M (%) 08125 : out of range
Severe: rms_fgdepar=31.1647, expected range: 0.0000 16.8048
BUFR LAND SYNOP RH2M (%) 94642 : out of range
Severe: avg_pge=0.9605, expected range: -0.1311 0.1949
BUFR LAND SYNOP RH2M (%) 41032 : out of range
Severe: avg_pge=0.9999, expected range: -0.0465 0.0721
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=108.0000, expected range: 116.7610 132.5724
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LOCW : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8365, expected range: 0.0976 0.7500
Severely_persistent: rms_fgdepar=529.9377, expected range: 24.4298 941.9328
Severely_persistent: avg_fgdepar=-529.9377, expected range: -942.4500 -23.7590
BUFR SHIP SYNOP SURFACE PRESSURE (PA) SJA4RSK : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8347, expected range: -0.8689 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK50 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8287, expected range: -0.5489 0.7341
Severely_persistent: rms_fgdepar=367.7722, expected range: 0.0000 281.3976
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) CKR759 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8344, expected range: -1.0417 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JXO : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8580, expected range: -1.0450 0.7500
Severe: rms_fgdepar=584.7470, expected range: 0.0000 354.3987
Severe: avg_fgdepar=-584.7470, expected range: -325.6173 425.0824
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6ZS4 : out of range
Severe: rms_fgdepar=514.3437, expected range: 0.0000 753.5867
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5244 : out of range
Severe: avg_pge=0.8680, expected range: -0.6755 0.7500
Severe: rms_fgdepar=736.1545, expected range: 0.0000 325.4187
Severe: avg_fgdepar=736.1545, expected range: -338.0276 244.9397
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRTO7 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8559, expected range: -1.1446 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204585 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=606.9460, expected range: 0.0000 1280.9815
Severely_persistent: avg_fgdepar=-604.9996, expected range: -939.4840 910.3685
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101752 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8907, expected range: -0.0380 0.0433
Severe: rms_fgdepar=492.1081, expected range: 0.0000 78.8509
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=128.0000, expected range: 142.8239 155.9261
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.6243, expected range: 42.8826 68.3640
Severely_persistent: avg_fgdepar=-63.6243, expected range: -68.3640 -42.8826
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=99.0578, expected range: 60.1993 67.7729
Severely_persistent: avg_fgdepar=-99.0578, expected range: -67.7729 -60.1993
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.2139, expected range: 54.7483 84.1181
Severely_persistent: avg_fgdepar=60.2139, expected range: 54.7483 84.1181
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.2706, expected range: 47.6502 70.6543
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.2624, expected range: -70.6432 -47.6000
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.2468, expected range: 54.7680 84.1451
Severely_persistent: avg_fgdepar=60.2468, expected range: 54.7680 84.1451
BUFR LAND SYNOP SNOW (CM) 47022 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=98.2844, expected range: 96.3400 100.9824
Severely_persistent: avg_fgdepar=98.2844, expected range: 96.3372 100.9810
ROCOB TEMP SNOW (CM) 64300812 : out of range
Severe: rms_fgdepar=21.0997, expected range: -0.0147 0.0184
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
Severe: rms_fgdepar=50.1361, expected range: 35.4185 54.1767
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
Severe: avg_fgdepar=-50.1361, expected range: -53.7308 -34.6666
BUFR LAND SYNOP SNOW (CM) 01459 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.5884, expected range: -0.0006 0.0008
BUFR LAND SYNOP SNOW (CM) 11138 : out of range
Severe: rms_fgdepar=18.7661, expected range: 0.0000 3.1316
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=52.9017, expected range: 32.1031 78.2479
Severe: avg_fgdepar=-52.9017, expected range: -71.8993 -45.5874
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.9746, expected range: 10.2470 15.7225
Severely_persistent: avg_fgdepar=-13.8231, expected range: -15.6121 -10.0143
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 60206 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.1077, expected range: 3.0498 16.4537
Severely_persistent: avg_fgdepar=13.9709, expected range: 2.5599 16.5989
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.7211, expected range: 0.0000 13.6959
Severely_persistent: avg_fgdepar=-14.6709, expected range: -13.8734 9.9733
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.7459, expected range: 0.0000 21.3680
Severely_persistent: avg_fgdepar=-15.5487, expected range: -22.3076 13.1369
METAR 2M TEMPERATURE (K) LTCB : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.2757, expected range: 2.7282 16.9671
Severely_persistent: avg_fgdepar=14.1352, expected range: 2.2691 16.7550
LAND TEMP 2M TEMPERATURE (K) 30557 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.2519, expected range: 0.0000 15.3678
Severely_persistent: avg_fgdepar=-13.2519, expected range: -16.8325 2.4758
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.9194, expected range: 10.1017 16.0764
Severely_persistent: avg_fgdepar=-13.7696, expected range: -15.9600 -9.8808
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.7656, expected range: 0.0000 13.7943
Severely_persistent: avg_fgdepar=-14.7127, expected range: -14.0080 9.9284
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.7953, expected range: 0.0000 21.4621
Severely_persistent: avg_fgdepar=-15.5987, expected range: -22.3576 13.0869
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.4076, expected range: 10.6285 19.3728
Severely_persistent: avg_fgdepar=-14.2631, expected range: -19.4565 -10.2725
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.2202, expected range: 0.0000 11.4845
Severe: avg_fgdepar=-13.1983, expected range: -13.1279 7.1883
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 45035 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.4766, expected range: 0.0000 3.1675
Severe: avg_fgdepar=-16.3618, expected range: -1.2355 1.1112
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36879 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.9343, expected range: 0.0000 16.2859
Severe: avg_fgdepar=12.8682, expected range: -5.8301 16.4029
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22249 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.2136, expected range: -7.1749 12.7833
Severe: avg_fgdepar=-13.2005, expected range: -12.1838 8.3673
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2842, expected range: 0.0000 1.9557
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42409 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.2079, expected range: 0.0000 22.2023
Severe: avg_fgdepar=14.2079, expected range: -8.7737 22.2023
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23518 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2261, expected range: 0.0000 4.3649
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22408 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.5363, expected range: 0.0000 3.6435
MANUAL LAND SYNOP 2M TEMPERATURE (K) 60745 : out of range
Severe: rms_fgdepar=10.9327, expected range: 0.2461 2.2630
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.1327, expected range: 0.0000 12.6254
Severe: avg_fgdepar=-12.9780, expected range: -13.3403 6.2133
MANUAL LAND SYNOP 2M TEMPERATURE (K) 20982 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.6406, expected range: 0.0000 3.6254
METAR 2M TEMPERATURE (K) EFKT : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.8344, expected range: 0.0000 2.5551
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.4055, expected range: 2.1697 10.2575
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.3915, expected range: 2.1771 9.9254
BUFR LAND SYNOP 2M TEMPERATURE (K) 36879 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.8845, expected range: 0.0000 16.2019
Severe: avg_fgdepar=12.8182, expected range: -5.8801 16.3529
BUFR LAND SYNOP 2M TEMPERATURE (K) 22249 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.2587, expected range: -7.1969 12.8186
Severe: avg_fgdepar=-13.2452, expected range: -12.2030 8.2926
BUFR LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.3949, expected range: 0.0000 11.6718
Severe: avg_fgdepar=-13.3748, expected range: -13.2486 7.1748
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.2275, expected range: 0.0000 12.7008
Severe: avg_fgdepar=-13.0734, expected range: -13.3992 6.1679
rh2m
MANUAL LAND SYNOP RH2M (%) 28985 : out of range
Severe: rms_fgdepar=33.3227, expected range: 0.0000 14.1299