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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-24 00:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6891, expected range: 0.5271 0.5821
NOAA 19 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=0.6821, expected range: 0.5536 0.6011
Severely_persistent: stdev_norm_fgdepar=0.8407, expected range: 0.4685 0.5948
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6757, expected range: 0.5144 0.5829
Severely_persistent: stdev_norm_fgdepar=0.8178, expected range: 0.4617 0.5962
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6291, expected range: 0.5163 0.5626
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6689, expected range: 0.4910 0.5438
Severely_persistent: stdev_norm_fgdepar=0.8608, expected range: 0.4344 0.5506
NOAA 18 AMSUA ALL SKY RADIANCES (6 channels affected) : out of range
Severe: stdev_norm_fgdepar=0.6883, expected range: 0.4841 0.5985
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
Considerable: stdev_norm_fgdepar=0.6729, expected range: 0.4759 0.6031
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 5 : out of range
1 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.9991, expected range: 0.8011 0.9267
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
Slight: avg_norm_fgdepar=-0.0665, expected range: -0.0444 0.0327
iasi
METOP-B IASI RADIANCES CHANNEL 278 : out of range
Considerable: avg_biascorr=0.0730, expected range: 0.0794 0.0915
METOP-B IASI RADIANCES CHANNEL 369 : out of range
Considerable: avg_biascorr=-0.1611, expected range: -0.1522 -0.1351
cris
NOAA20 CRIS RADIANCES CHANNEL 594 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0476, expected range: -0.0788 -0.0596
NOAA20 CRIS RADIANCES CHANNEL 598 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0537, expected range: -0.0992 -0.0698
NOAA20 CRIS RADIANCES CHANNEL 649 : out of range
Considerable: avg_biascorr=0.2566, expected range: 0.1988 0.2365
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
Considerable: avg_biascorr=0.1169, expected range: 0.0551 0.0941
NOAA20 CRIS RADIANCES CHANNEL 665 : out of range
Considerable: avg_biascorr=0.0563, expected range: 0.0666 0.0850
NOAA20 CRIS RADIANCES CHANNEL 622 : out of range
Slight: avg_fgdepar=-0.2074, expected range: -0.1621 -0.0190
NOAA20 CRIS RADIANCES CHANNEL 626 : out of range
Slight: avg_fgdepar=-0.2149, expected range: -0.1612 -0.0293
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 4 : out of range
Considerable: obs_number=41976.0000, expected range: 43645.0749 49961.6751
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 5 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=23467.0000, expected range: 26420.4042 29649.2208
atms
NPP ATMS RADIANCES CHANNEL 13 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3396, expected range: -0.2886 -0.2453
NPP ATMS RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1432, expected range: -0.0825 -0.0553
Severely_persistent: stdev_fgdepar=0.5273, expected range: 0.4142 0.4489
Severely_persistent: avg_biascorr=0.0817, expected range: -0.1709 -0.0734
NPP ATMS RADIANCES CHANNEL 15 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.9629, expected range: 0.6739 0.7315
Severely_persistent: stdev_fgdepar=1.0006, expected range: 0.5847 0.7198
NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0713, expected range: -0.3071 -0.2905
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4912, expected range: 0.3646 0.3991
Severely_persistent: avg_biascorr=-0.3662, expected range: -0.2938 -0.2887
Severely_persistent: stdev_fgdepar=0.4562, expected range: 0.3125 0.3819
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.9216, expected range: 0.6209 0.6636
Severely_persistent: stdev_fgdepar=0.9644, expected range: 0.5058 0.6480
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4961, expected range: -0.4481 -0.4156
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6259, expected range: -0.5582 -0.4720
NOAA20 ATMS RADIANCES (5 channels affected) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1153, expected range: -0.3775 -0.3590
NPP ATMS RADIANCES (5 channels affected) : out of range
Severe: avg_biascorr=-0.3197, expected range: -0.2698 -0.2172
gpsro
COSMIC2-E2 GPSRO RISING HEIGHT 16-18 KM : out of range
Considerable: avg_norm_fgdepar=0.1694, expected range: -0.3260 -0.0109
Atmospheric Motion Vector
METEOSAT-8 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-60 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=716.0000, expected range: 152.6468 502.1788
resat
AURA OMI OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
15 times in the last 10 days for at least one item
Severely_persistent: obs_number=3902.0000, expected range: 2626.0067 2905.2767
Severe: avg_biascorr=-1.3037, expected range: -4.4251 -3.1010
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=-0.0202, expected range: 0.0128 0.0206
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-5.9570, expected range: -1.3045 2.0557
NOAA-19 SBUV OZONE, TOP (5 pressure layers affected) : out of range
Slight: avg_fgdepar=-0.0179, expected range: -0.0055 -0.0055
Radiosondes
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8334, expected range: -0.3666 0.7500
LAND TEMP TEMPERATURE (K) 30054 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.5855, expected range: 0.0000 2.9537
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.7638, expected range: 0.0000 4.7266
Severe: avg_pge=0.8905, expected range: -0.6161 0.7500
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.5797, expected range: 0.0000 4.8636
Severe: avg_pge=0.8749, expected range: -0.9835 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 78807 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.7513, expected range: 1.1438 7.0934
LAND TEMP Q (G/KG) 83378 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.0655, expected range: 0.0758 1.7367
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 51076 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=16.8764, expected range: 0.0000 5.2787
Severe: avg_pge=0.8150, expected range: -0.0967 0.1274
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=180.0000, expected range: 86.6549 94.0951
Considerable: obs_number=853.0000, expected range: 937.2608 973.4892
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 33.13 306.43
amdar
All TAMDAR TEMPERATURE (K) ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 0.00 313.03
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=12.6227, expected range: 1.9942 5.0196
ADS-C WIND VECTOR DIFF (M/S) XIFGRBBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.2661, expected range: 0.0000 24.5414
ADS-C WIND VECTOR DIFF (M/S) D4T1QCBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=32.0272, expected range: 1.0603 7.5523
ADS-C WIND VECTOR DIFF (M/S) JFQAYHBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=41.8689, expected range: 0.0000 10.6297
ADS-C WIND VECTOR DIFF (M/S) GNKBWIBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.9582, expected range: 0.0000 35.9542
ADS-C WIND VECTOR DIFF (M/S) VAYCOOBA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=31.9893, expected range: 0.0000 46.0246
ADS-C WIND VECTOR DIFF (M/S) ESXCSSBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=33.4054, expected range: -45.8903 67.0873
ADS-C WIND VECTOR DIFF (M/S) YAT13TBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=34.8781, expected range: 0.0000 22.6409
ADS-C WIND VECTOR DIFF (M/S) OA1CBFJA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=23.4634, expected range: -3.8517 13.4294
Severe: rms_fgdepar=52.8455, expected range: 0.0000 34.4582
ADS-C WIND VECTOR DIFF (M/S) WIUBPKJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=42.7726, expected range: 0.0000 41.1615
ADS-C WIND VECTOR DIFF (M/S) 1NISBMJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.1505, expected range: 0.0000 22.5459
ADS-C WIND VECTOR DIFF (M/S) WSDQOORA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.4164, expected range: 0.0000 28.4129
ADS-C WIND VECTOR DIFF (M/S) VE500QRA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.9776, expected range: 0.0000 39.2453
ADS-C WIND VECTOR DIFF (M/S) JUEBTRRA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.3955, expected range: 0.0000 32.3032
ADS-C WIND VECTOR DIFF (M/S) GB0JDVRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9511, expected range: 0.0000 16.5990
ADS-C WIND VECTOR DIFF (M/S) PTJ2MVRA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=47.7725, expected range: -3.0866 10.8068
Severe: rms_fgdepar=68.0412, expected range: 0.0000 10.7797
ADS-C WIND VECTOR DIFF (M/S) 0ZZKG5ZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=42.2762, expected range: -6.8747 16.0031
Severe: rms_fgdepar=69.6700, expected range: 0.0000 30.0496
ADS-C WIND VECTOR DIFF (M/S) LIFMAAZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.0122, expected range: 0.0000 11.8597
ADS-C WIND VECTOR DIFF (M/S) SN3SPDZA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=42.6198, expected range: 0.0000 29.7820
ADS-C WIND VECTOR DIFF (M/S) VRECYFZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.2773, expected range: 0.0000 24.0643
airep
AIREP WIND VECTOR DIFF (M/S) UAL40 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.8748, expected range: 0.0000 72.1702
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=39.0889, expected range: 0.0000 21.2575
AIREP WIND VECTOR DIFF (M/S) UAL944 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.2523, expected range: 0.0000 60.0112
AIREP WIND VECTOR DIFF (M/S) UAL915 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=32.7352, expected range: 0.0000 26.6576
AIREP WIND VECTOR DIFF (M/S) UAL5 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=45.0884, expected range: 0.0000 39.6130
AIREP WIND VECTOR DIFF (M/S) KLM86 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=37.2900, expected range: 0.0000 24.6724
AIREP WIND VECTOR DIFF (M/S) UAL907 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=31.1387, expected range: 0.0000 73.6585
AIREP WIND VECTOR DIFF (M/S) BAW66V PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.3743, expected range: 0.0000 60.8949
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01405 PRESSURE LAYER 300-600 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.8933, expected range: 0.0000 10.3668
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=5041.0000, expected range: 2746.3130 3796.6870
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 41715 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=25.0998, expected range: -5.4610 27.6212
Severe: rms_fgdepar=25.5117, expected range: 0.0000 27.5586
Severe: avg_pge=0.8946, expected range: 0.0577 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=23.4038, expected range: -3.3536 10.2970
Severe: rms_fgdepar=23.4038, expected range: 0.0000 10.1670
Severe: avg_pge=0.8990, expected range: -0.7593 0.7500
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 71093 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=403.1513, expected range: 74.9587 203.7106
Severe: avg_pge=0.8353, expected range: -0.0272 0.7500
MANUAL LAND SYNOP Z (M) 38462 : out of range
Severe: avg_pge=0.8896, expected range: -0.3744 0.4807
MANUAL LAND SYNOP RH2M (%) 41715 : out of range
Severe: avg_pge=0.8110, expected range: -0.7724 0.7500
MANUAL LAND SYNOP RH2M (%) 61085 : out of range
Severe: avg_pge=0.8081, expected range: -0.3250 0.4605
MANUAL LAND SYNOP RH2M (%) 42867 : out of range
Severe: rms_fgdepar=32.9369, expected range: 0.0000 14.8329
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86210 : out of range
Severe: avg_pge=0.8339, expected range: -1.1592 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42403 : out of range
Severe: rms_fgdepar=329.3348, expected range: 9.1328 64.0335
BUFR LAND SYNOP RH2M (%) 94422 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -1.5018 0.7500
BUFR LAND SYNOP RH2M (%) 94682 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=38.8144, expected range: 0.0000 14.5285
BUFR LAND SYNOP RH2M (%) 34344 : out of range
Severe: rms_fgdepar=37.8913, expected range: 0.0000 19.9649
BUFR LAND SYNOP RH2M (%) 94415 : out of range
Severe: rms_fgdepar=46.5350, expected range: 0.0000 36.1197
Severe: avg_pge=0.9999, expected range: -0.0160 0.0257
BUFR LAND SYNOP RH2M (%) 06747 : out of range
Severe: avg_fgdepar=-53.2962, expected range: -63.6255 33.3038
Severe: rms_fgdepar=53.2962, expected range: 0.0000 63.3620
Severe: avg_pge=0.8185, expected range: -0.4214 0.4969
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13622 : out of range
Severe: rms_fgdepar=455.1530, expected range: 0.8361 362.3515
Severe: avg_pge=0.8838, expected range: -0.1252 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04183 : out of range
Severe: rms_fgdepar=323.9564, expected range: 0.0000 131.6629
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48955 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=462.2518, expected range: 0.0000 179.1286
Severe: avg_pge=0.8599, expected range: -0.4815 0.7500
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7OE6 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=596.7971, expected range: 0.0000 1094.4854
BUFR SHIP SYNOP SURFACE PRESSURE (PA) SJA4RSK : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8596, expected range: -1.6535 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRRX9 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8071, expected range: -1.0091 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2313 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=536.3937, expected range: -939.3292 782.1086
Severe: rms_fgdepar=536.3937, expected range: 0.0000 859.1255
Severe: avg_pge=0.8079, expected range: -1.5229 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VQFS4 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-541.7243, expected range: -633.8775 12.2248
Severe: rms_fgdepar=541.7243, expected range: 0.0000 629.7811
Severe: avg_pge=0.8331, expected range: 0.3789 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7QK9 : out of range
Severe: avg_fgdepar=-593.4085, expected range: -633.4748 783.6838
Severe: rms_fgdepar=593.4085, expected range: 0.0000 849.6513
Severe: avg_pge=0.8467, expected range: -1.0745 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) UBSW9 : out of range
Severe: avg_fgdepar=-1282.2678, expected range: -1554.3666 345.9632
Severe: rms_fgdepar=1284.3947, expected range: 0.0000 1550.7021
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LOCW : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-598.7715, expected range: -1082.7083 128.4049
Severe: rms_fgdepar=598.7715, expected range: 0.0000 1082.1364
Severe: avg_pge=0.8500, expected range: -0.0262 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7PX2 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=24.7742, expected range: -14.0599 25.6625
Severe: rms_fgdepar=24.7742, expected range: 0.0000 25.6595
Severe: avg_pge=0.9338, expected range: -0.7839 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) UBSW9 : out of range
Severe: rms_fgdepar=20.0532, expected range: 0.0000 35.2970
Severe: avg_pge=0.9080, expected range: -1.1463 0.7500
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 6100196 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8610, expected range: -1.1531 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203640 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-523.4230, expected range: -26.4228 100.8188
Severe: rms_fgdepar=536.2210, expected range: 0.0000 100.8152
Severe: avg_pge=0.8957, expected range: -0.0119 0.0136
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203507 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8579, expected range: -0.8731 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301607 : out of range
Severe: rms_fgdepar=318.7369, expected range: 0.0000 123.3923
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204588 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-674.6262, expected range: -122.0374 121.8453
Severe: rms_fgdepar=674.6262, expected range: -239.1795 340.8447
Severe: avg_pge=0.9223, expected range: -0.9132 0.7500
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=68.3547, expected range: 32.6541 96.0540
Severely_persistent: rms_fgdepar=68.3547, expected range: 32.6541 96.0540
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.5806, expected range: -72.0210 -60.3993
Severely_persistent: rms_fgdepar=62.5806, expected range: 60.3993 72.0210
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=68.3740, expected range: 32.5750 96.1366
Severely_persistent: rms_fgdepar=68.3740, expected range: 32.5750 96.1366
BUFR LAND SYNOP SNOW (CM) 47016 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=70.7283, expected range: -112.6003 162.7713
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-57.9284, expected range: -86.2123 -27.8640
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.9296, expected range: 27.9198 86.2518
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) _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
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-50.0298, expected range: -72.1371 -47.3335
Severe: rms_fgdepar=50.0298, expected range: 47.3335 72.1371
ROCOB TEMP SNOW (CM) 64301321 : out of range
Severe: rms_fgdepar=20.5082, expected range: 0.0000 5.2439
ROCOB TEMP SNOW (CM) 63309291 : out of range
Severe: rms_fgdepar=20.6409, expected range: 0.0000 9.8113
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
Severe: rms_fgdepar=23.3303, expected range: -1.5040 2.9990
BUFR LAND SYNOP SNOW (CM) 08936 : out of range
Severe: rms_fgdepar=20.8662, expected range: 0.0000 5.4769
BUFR LAND SYNOP SNOW (CM) 08919 : out of range
Severe: rms_fgdepar=20.5485, expected range: 0.0000 1.5338
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 60206 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.7613, expected range: 1.2023 15.5943
Severely_persistent: rms_fgdepar=12.7869, expected range: 1.6847 15.5136
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7212, expected range: -18.9669 -6.8216
Severely_persistent: rms_fgdepar=14.8446, expected range: 7.1486 18.9711
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3031, expected range: -17.7870 14.8392
Severely_persistent: rms_fgdepar=12.3620, expected range: 0.0000 14.0910
METAR 2M TEMPERATURE (K) LTCB : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.9379, expected range: 4.8356 14.5690
Severely_persistent: rms_fgdepar=13.1125, expected range: 5.8746 14.4660
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2474, expected range: -17.9144 -10.1367
Severely_persistent: rms_fgdepar=13.5801, expected range: 10.3529 17.9977
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1FF92 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.1038, expected range: 5.1294 14.8791
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1FF92 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1754, expected range: 5.3424 14.9627
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4724, expected range: -17.9476 14.8649
Severely_persistent: rms_fgdepar=12.5347, expected range: 0.0000 14.2829
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.4002, expected range: -19.1181 -6.7918
Severely_persistent: rms_fgdepar=14.5266, expected range: 7.0881 19.1425
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI176D9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.0046, expected range: 2.4519 15.4272
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=13.0777, expected range: 3.2505 15.1442
MANUAL LAND SYNOP 2M TEMPERATURE (K) 31152 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.9725, expected range: 0.0000 4.8530
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24679 : out of range
Severe: avg_fgdepar=-13.8105, expected range: -13.0454 9.4406
Severe: rms_fgdepar=13.9710, expected range: 0.0000 10.1323
LAND TEMP 2M TEMPERATURE (K) 30557 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3337, expected range: -17.2106 6.0163
Severe: rms_fgdepar=12.3337, expected range: 0.0000 15.7714
BUFR LAND SYNOP 2M TEMPERATURE (K) 24679 : out of range
Severe: avg_fgdepar=-13.9562, expected range: -13.1520 9.5304
Severe: rms_fgdepar=14.1203, expected range: 0.0000 10.1591
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=100216.0000, expected range: 66700.2534 75367.8716
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 72214 : out of range
Severe: rms_fgdepar=35.3791, expected range: 0.0000 12.5078
BUFR LAND SYNOP RH2M (%) 86903 : out of range
Severe: rms_fgdepar=34.5832, expected range: 0.0000 19.3696
BUFR LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=69831.0000, expected range: 34405.3784 46988.3716