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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-27 12:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.9752, expected range: 0.7768 0.8890
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=0.6665, expected range: 0.5574 0.5821
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6626, expected range: 0.5395 0.5997
NOAA 19 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=0.6440, expected range: 0.5394 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=0.6480, expected range: 0.5537 0.5829
METOP-B 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=0.6598, expected range: 0.5287 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=0.6227, expected range: 0.5174 0.5438
METOP-C 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=0.6196, expected range: 0.4997 0.5626
cris
NOAA20 CRIS RADIANCES CHANNEL 661 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3103, expected range: 0.0000 0.0961
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0637, expected range: -0.1528 -0.1022
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0962, expected range: 0.0375 0.0438
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
Considerable: obs_number=6184.0000, expected range: 6595.8093 7801.1184
atms
NPP ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8317, expected range: 0.5847 0.7198
Severely_persistent: stdev_fgdepar=0.8352, expected range: 0.7043 0.7315
NPP ATMS RADIANCES CHANNEL 12 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0860, expected range: -0.3525 -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=0.0701, expected range: -0.1869 -0.0734
Severely_persistent: avg_biascorr=-0.1359, expected range: -0.0825 -0.0359
Severely_persistent: stdev_fgdepar=0.4911, expected range: 0.3939 0.4489
NPP ATMS RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0011, expected range: -0.3225 -0.2593
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.7771, expected range: 0.5058 0.6480
Severely_persistent: stdev_fgdepar=0.8110, expected range: 0.6445 0.6636
NOAA20 ATMS RADIANCES CHANNEL 11 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3444, expected range: -0.5229 -0.4416
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0934, expected range: -0.3493 -0.2431
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1314, expected range: -0.4463 -0.3590
Severely_persistent: avg_biascorr=-0.4852, expected range: -0.4481 -0.4107
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4584, expected range: 0.3614 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=0.0048, expected range: 0.0035 0.0037
Atmospheric Motion Vector
METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=212.0000, expected range: 352.0986 621.6347
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=4014.0000, expected range: 2479.4734 2905.2767
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.3482, expected range: 0.1494 0.6863
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0121, expected range: 0.0128 0.0216
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 20-21 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.0095, expected range: 0.0078 0.0119
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
15 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.0241, expected range: 0.0113 0.0113
Radiosondes
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8962, expected range: -1.8120 0.7500
Severely_persistent: rms_fgdepar=9.6662, expected range: -17.3490 25.9809
Severely_persistent: avg_fgdepar=-9.6662, expected range: -25.9809 17.3490
BUFR TEMP DESCENT TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : missing
6 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 255.4085
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8528, expected range: -0.3528 0.7500
LAND TEMP TEMPERATURE (K) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8675, expected range: -0.8905 0.7500
Severe: rms_fgdepar=6.0720, expected range: 0.0000 4.2503
LAND TEMP TEMPERATURE (K) 68906 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.4310, expected range: 0.1445 2.0332
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 39.62 282.24
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: obs_number=366.0000, expected range: 267.0943 282.9057
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HP : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.3415, expected range: 0.0000 7.0840
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 68842 PRESSURE LAYER 900-12 : out of range
Severe: rms_fgdepar=18.4814, expected range: 0.0000 5.8325
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 21.95 409.40
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 17.61 389.97
HIGH RESO SEA TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 329.9848 1415.2215
Severe: obs_number=0.0000, expected range: 261.8392 1380.3862
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=249.0000, expected range: 24.8232 136.4268
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=1059.0000, expected range: 1165.4643 1307.7857
amdar
WIGOS AMDAR TEMPERATURE (K) EU1823 PRESSURE LAYER 0-300 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8691, expected range: -1.5599 0.7500
AMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : missing
Severe: obs_number=0.0000, expected range: 7.0004 224.0377
WIGOS AMDAR TEMPERATURE (K) EU4059 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.7883, expected range: 0.0000 1.8298
WIGOS AMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 351.6549
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0040 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8714, expected range: -0.5111 0.6986
Severe: rms_fgdepar=20.3871, expected range: 0.0000 8.9826
Severe: avg_fgdepar=20.3871, expected range: -3.3811 9.0052
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4059 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.4684, expected range: 0.0000 7.4777
Severe: avg_fgdepar=21.6448, expected range: -1.5909 6.7901
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 284.8532
ADS-C WIND VECTOR DIFF (M/S) EGUJ4NZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.2712, expected range: 0.0000 14.1512
ADS-C WIND VECTOR DIFF (M/S) OHR03IRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=69.8664, expected range: 0.0000 9.4833
Severe: avg_fgdepar=55.6591, expected range: 0.1105 6.7526
ADS-C WIND VECTOR DIFF (M/S) 1KCDAXJA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.5015, expected range: -48.1237 71.6621
Severe: avg_fgdepar=20.0703, expected range: -15.1339 27.6519
ADS-C WIND VECTOR DIFF (M/S) COYIDHJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=53.5500, expected range: 0.0000 15.5316
Severe: avg_fgdepar=48.7860, expected range: -8.0026 15.3542
ADS-C WIND VECTOR DIFF (M/S) XYJYJ5JA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.3515, expected range: 0.0000 27.9712
ADS-C WIND VECTOR DIFF (M/S) QN3FJZBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.5154, expected range: 0.0000 11.3782
airep
AIREP WIND VECTOR DIFF (M/S) QTR516 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.3423, expected range: 0.3574 9.1796
AIREP WIND VECTOR DIFF (M/S) THY4 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9322, expected range: 0.0000 13.2587
AIREP WIND VECTOR DIFF (M/S) SIA8002 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4368, expected range: 2.0750 6.1556
Severe: avg_fgdepar=21.6857, expected range: 1.1303 6.6100
synop
MANUAL LAND SYNOP RH2M (%) 42177 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8172, expected range: -1.2349 0.7500
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9421, expected range: -1.2167 0.7500
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -1.7595 0.7500
Severe: rms_fgdepar=58.3456, expected range: 0.0000 74.3340
Severe: avg_fgdepar=58.3456, expected range: -18.9831 74.3340
MANUAL LAND SYNOP RH2M (%) 42763 : out of range
Severe: avg_pge=0.8830, expected range: -0.0376 0.0630
MANUAL LAND SYNOP RH2M (%) 37871 : out of range
Severe: rms_fgdepar=34.5529, expected range: 0.0000 15.1090
MANUAL LAND SYNOP RH2M (%) 67161 : out of range
Severe: rms_fgdepar=34.7027, expected range: 0.0000 10.3614
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
Severe: avg_pge=0.9976, expected range: -0.4875 0.6312
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83579 : out of range
Severe: avg_pge=0.8344, expected range: -1.0639 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83379 : out of range
Severe: rms_fgdepar=526.9747, expected range: 0.0000 329.9179
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83332 : out of range
Severe: rms_fgdepar=318.1574, expected range: 0.0000 141.4648
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62332 : out of range
Severe: rms_fgdepar=305.8380, expected range: 0.0000 160.9130
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83522 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8046, expected range: 0.6260 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40030 : out of range
Severe: avg_pge=0.8428, expected range: -0.2810 0.3478
Severe: rms_fgdepar=369.6836, expected range: 0.0000 120.0826
BUFR LAND SYNOP RH2M (%) 08055 : out of range
Severe: rms_fgdepar=32.6822, expected range: 0.0000 18.3516
BUFR LAND SYNOP RH2M (%) 94604 : out of range
Severe: avg_pge=0.9997, expected range: 0.0013 0.0046
Severe: rms_fgdepar=49.0258, expected range: 0.0000 13.9888
BUFR LAND SYNOP RH2M (%) 72543 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.1982, expected range: 0.0000 12.3203
BUFR LAND SYNOP RH2M (%) 72351 : out of range
Severe: rms_fgdepar=32.1996, expected range: 0.0000 12.7106
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25469 : out of range
Severe: rms_fgdepar=714.1326, expected range: -164.3154 236.7809
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48385 : out of range
Severe: rms_fgdepar=435.1119, expected range: 6.8274 179.0639
BUFR LAND SYNOP SURFACE PRESSURE (PA) 03410 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9404, expected range: -0.1600 0.3567
Severe: rms_fgdepar=728.2335, expected range: 6.9734 90.2101
Severe: avg_fgdepar=-727.0205, expected range: -88.7067 4.8864
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=109.0000, expected range: 121.9231 129.1880
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WUKJN8R : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8229, expected range: -1.2398 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) UBSW9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=23.8585, expected range: 0.0000 46.3734
Severely_persistent: avg_fgdepar=23.8585, expected range: -22.9383 45.1903
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5197 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=560.7561, expected range: 452.7958 756.0887
Severely_persistent: avg_fgdepar=560.0797, expected range: 457.8262 749.8756
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5456 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=718.5757, expected range: 460.9146 1022.6583
Severely_persistent: avg_fgdepar=716.6748, expected range: 437.2245 1038.5195
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7EQ4 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8866, expected range: -1.1808 0.7500
Severely_persistent: rms_fgdepar=819.6935, expected range: 0.0000 730.0750
Severely_persistent: avg_fgdepar=-819.6935, expected range: -761.0061 994.4268
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9143 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8151, expected range: -1.8416 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LOCW : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8421, expected range: 0.0600 0.7500
Severe: rms_fgdepar=584.6875, expected range: 0.0000 974.5523
Severe: avg_fgdepar=-584.6875, expected range: -975.1129 4.7762
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KEP : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=523.9181, expected range: 355.3276 799.3879
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK50 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9456, expected range: -0.5431 0.6983
Severe: rms_fgdepar=948.4236, expected range: 0.0000 269.7036
Severe: avg_fgdepar=-940.9659, expected range: -108.6430 73.4883
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101518 : out of range
Severe: avg_pge=0.8927, expected range: -1.0814 0.7500
Severe: rms_fgdepar=520.8324, expected range: -306.7545 448.4638
Severe: avg_fgdepar=520.8324, expected range: -324.8747 261.9519
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203507 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8165, expected range: -0.9206 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6401575 : out of range
Severe: avg_pge=0.8805, expected range: -0.6505 0.7500
Severe: rms_fgdepar=535.1680, expected range: 0.0000 250.4587
Severe: avg_fgdepar=520.8700, expected range: -181.3829 209.2874
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204562 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9125, expected range: -0.4899 0.5573
Severe: rms_fgdepar=576.9073, expected range: 0.0000 317.3130
Severe: avg_fgdepar=-574.5711, expected range: -276.5677 342.6784
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101752 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=471.8747, expected range: 0.0000 78.2994
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=119.0000, expected range: 141.1086 157.5581
metar
METAR SURFACE PRESSURE (PA) SCGZ : out of range
Severe: rms_fgdepar=316.9119, expected range: 0.0000 120.7610
AUTOMATIC METAR SURFACE PRESSURE (PA) EGRW : out of range
Severe: avg_pge=0.8435, expected range: -0.9032 0.7500
Severe: rms_fgdepar=657.8926, expected range: 0.0000 520.5410
Severe: avg_fgdepar=-655.5930, expected range: -545.8918 272.6697
snow
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=53.8541, expected range: 46.3011 74.4363
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=-53.8520, expected range: -74.4264 -46.2485
BUFR LAND SYNOP SNOW (CM) 47022 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=98.2737, expected range: 96.2413 101.1542
Severely_persistent: avg_fgdepar=98.2737, expected range: 96.2378 101.1529
AUTOMATIC LAND SYNOP SNOW (CM) 71688 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=54.3226, expected range: 33.0766 56.3850
Severe: avg_fgdepar=-54.3226, expected range: -56.3850 -33.0766
BUFR LAND SYNOP SNOW (CM) 03967 : out of range
Severe: rms_fgdepar=133.9661, expected range: 0.0000 0.0000
Severe: avg_fgdepar=133.9661, expected range: 0.0000 0.0000
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
Severe: rms_fgdepar=30.5711, expected range: -0.9430 1.3032
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.9235, expected range: 8.7008 16.6095
Severely_persistent: avg_fgdepar=-13.7052, expected range: -16.5072 -8.4609
METAR 2M TEMPERATURE (K) LTCB : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.1425, expected range: 1.5846 18.0733
Severely_persistent: avg_fgdepar=13.6078, expected range: 0.8910 17.9771
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.1425, expected range: 8.6114 16.8740
Severely_persistent: avg_fgdepar=-13.9396, expected range: -16.7417 -8.4135
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=17.2914, expected range: 10.8300 19.1444
Severely_persistent: avg_fgdepar=-17.2826, expected range: -19.2030 -10.4998
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71166 : out of range
Severe: rms_fgdepar=13.9532, expected range: 0.0000 9.7404
Severe: avg_fgdepar=-13.9405, expected range: -9.2669 1.1350
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
Severe: rms_fgdepar=13.2530, expected range: 0.0000 9.4820
Severe: avg_fgdepar=-13.2043, expected range: -11.1382 6.8203
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.4314, expected range: 0.0000 12.2087
Severe: avg_fgdepar=-13.6758, expected range: -12.1007 1.3080
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 38345 : out of range
Severe: rms_fgdepar=14.9771, expected range: 0.0000 4.4484
Severe: avg_fgdepar=-14.9771, expected range: -5.7696 5.9981
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02135 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.7113, expected range: 0.0000 5.5210
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 45035 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.4360, expected range: 0.0000 3.3042
Severe: avg_fgdepar=-18.4180, expected range: -1.1653 1.1544
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
Severe: rms_fgdepar=14.1077, expected range: 0.0000 11.8408
Severe: avg_fgdepar=-13.3935, expected range: -11.7611 1.2312
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24329 : out of range
Severe: rms_fgdepar=12.0591, expected range: 0.0000 12.7821
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.1467, expected range: 0.0000 10.5213
Severe: avg_fgdepar=-14.1419, expected range: -14.7390 12.2913
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.8227, expected range: 0.0000 7.8681
Severe: avg_fgdepar=-17.7943, expected range: -7.2996 5.4811
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22408 : out of range
Severe: rms_fgdepar=10.7277, expected range: 0.0000 3.5542
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38345 : out of range
Severe: rms_fgdepar=11.8363, expected range: 0.0000 5.1379
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
Severe: rms_fgdepar=13.2828, expected range: 0.0000 10.5333
Severe: avg_fgdepar=-13.2565, expected range: -11.0840 4.9204
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.8831, expected range: 0.0000 11.8171
Severe: avg_fgdepar=-13.8799, expected range: -14.0927 11.2896
MANUAL LAND SYNOP 2M TEMPERATURE (K) 64754 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.6146, expected range: -9.6922 15.6158
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
Severe: avg_est_pge=0.8052, expected range: -0.2150 0.6706
Severe: rms_fgdepar=19.4758, expected range: 0.0000 8.9037
Severe: avg_fgdepar=-19.4758, expected range: -8.9878 9.7527
MANUAL LAND SYNOP 2M TEMPERATURE (K) 67323 : out of range
Severe: rms_fgdepar=11.2204, expected range: 0.0000 1.8826
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22213 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.3852, expected range: -8.1873 13.6312
Severe: avg_fgdepar=-14.2410, expected range: -13.5565 8.9354
MANUAL LAND SYNOP 2M TEMPERATURE (K) 20982 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.6298, expected range: 0.0000 4.5009
METAR 2M TEMPERATURE (K) CYBB : out of range
Severe: rms_fgdepar=13.3176, expected range: 0.0000 7.0067
Severe: avg_fgdepar=13.3082, expected range: -7.9810 8.3768
BUFR LAND SYNOP 2M TEMPERATURE (K) 02849 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2236, expected range: 0.0000 5.9260
Severe: avg_fgdepar=-12.1491, expected range: -5.3960 3.3307
BUFR LAND SYNOP 2M TEMPERATURE (K) 24329 : out of range
Severe: rms_fgdepar=12.1060, expected range: 0.0000 12.8722
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.2605, expected range: 0.0000 10.5997
Severe: avg_fgdepar=-14.2559, expected range: -14.7064 12.2024
BUFR LAND SYNOP 2M TEMPERATURE (K) 01148 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.1924, expected range: 0.0000 5.4844
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.8888, expected range: 0.0000 7.9594
Severe: avg_fgdepar=-17.8615, expected range: -7.4675 5.4848
BUFR LAND SYNOP 2M TEMPERATURE (K) 71166 : out of range
Severe: rms_fgdepar=14.6341, expected range: 0.0000 9.8563
Severe: avg_fgdepar=-14.6248, expected range: -9.3835 1.0386
BUFR LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
Severe: rms_fgdepar=13.3342, expected range: 0.0000 9.6409
Severe: avg_fgdepar=-13.2858, expected range: -11.2349 6.7985
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.4113, expected range: 0.0000 12.2204
Severe: avg_fgdepar=-13.6684, expected range: -12.1094 1.2430
BUFR LAND SYNOP 2M TEMPERATURE (K) 02745 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2031, expected range: 0.0000 5.0056
Severe: avg_fgdepar=-12.1555, expected range: -4.3822 3.2604
BUFR LAND SYNOP 2M TEMPERATURE (K) 01045 : out of range
Severe: rms_fgdepar=12.7098, expected range: 0.0000 10.5820
Severe: avg_fgdepar=12.6563, expected range: -0.4802 10.3308
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
Severe: rms_fgdepar=13.3422, expected range: 0.0000 10.6087
Severe: avg_fgdepar=-13.3160, expected range: -11.1428 4.8814
BUFR LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.8781, expected range: 0.0000 11.8233
Severe: avg_fgdepar=-13.8751, expected range: -14.1018 11.2394
BUFR LAND SYNOP 2M TEMPERATURE (K) 64754 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.6484, expected range: -9.2405 15.3415
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
Severe: rms_fgdepar=19.5258, expected range: 0.0000 8.9185
Severe: avg_fgdepar=-19.5258, expected range: -9.0378 9.7027
BUFR LAND SYNOP 2M TEMPERATURE (K) 22213 : out of range
Severe: rms_fgdepar=14.4533, expected range: -8.2214 13.7132
Severe: avg_fgdepar=-14.3106, expected range: -13.6184 8.8910
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.1136, expected range: 0.0000 11.8846
Severe: avg_fgdepar=-13.4013, expected range: -11.8033 1.1926
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=106.0000, expected range: 123.0202 129.7166
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 45035 : out of range
Severe: rms_fgdepar=38.5038, expected range: 0.0000 19.3088
METAR RH2M (%) VEMR : out of range
Severe: rms_fgdepar=31.1306, expected range: 3.3658 13.4663
MANUAL LAND SYNOP RH2M (%) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=84.0000, expected range: 111.4236 159.4185