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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

amsua
NOAA 15 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=0.6723, expected range: 0.5448 0.5973
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6741, expected range: 0.5240 0.5997
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=0.6586, expected range: 0.5127 0.5821
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6844, expected range: 0.5362 0.5960
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6653, expected range: 0.5262 0.6011
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=0.6748, expected range: 0.5339 0.6021
METOP-B 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=0.6602, expected range: 0.5109 0.5829
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6432, expected range: 0.5067 0.5626
METOP-C 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=0.6479, expected range: 0.4769 0.5438
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
4 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.7698, expected range: 0.6693 0.7204
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
1 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.7055, expected range: 0.6069 0.6620
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
2 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.7607, expected range: 0.6586 0.7237
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
Considerable: stdev_norm_fgdepar=0.7576, expected range: 0.6505 0.7132
iasi
METOP-B IASI RADIANCES CHANNEL 278 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.0722, expected range: 0.0788 0.0918
METOP-C IASI RADIANCES CHANNEL 1536 : out of range
Considerable: avg_fgdepar=-0.1149, expected range: -0.0403 0.0649
METOP-C IASI RADIANCES CHANNEL 1574 : out of range
Considerable: avg_fgdepar=-0.1716, expected range: -0.0810 0.0905
Slight: stdev_fgdepar=0.4404, expected range: 0.3614 0.4220
METOP-C IASI RADIANCES CHANNEL 1643 : out of range
Considerable: avg_fgdepar=-0.1161, expected range: -0.0381 0.0675
METOP-B IASI RADIANCES (15 channels affected) : out of range
Slight: avg_fgdepar=-0.0961, expected range: -0.0453 0.0926
METOP-C IASI RADIANCES CHANNEL 1578 : out of range
Slight: avg_fgdepar=-0.1565, expected range: -0.1029 0.0825
METOP-C IASI RADIANCES CHANNEL 1585 : out of range
Slight: avg_fgdepar=-0.1572, expected range: -0.0903 0.0826
METOP-C IASI RADIANCES CHANNEL 1587 : out of range
Slight: avg_fgdepar=-0.1555, expected range: -0.0861 0.0816
Slight: stdev_fgdepar=0.4484, expected range: 0.3677 0.4291
METOP-C IASI RADIANCES CHANNEL 1626 : out of range
Slight: avg_fgdepar=-0.1222, expected range: -0.0584 0.0727
cris
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0717, expected range: -0.1301 -0.1022
NOAA20 CRIS RADIANCES (16 channels affected) : out of range
Severe: avg_fgdepar=-0.2058, expected range: -0.1172 -0.0100
NOAA20 CRIS RADIANCES CHANNEL 594 : out of range
3 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0454, expected range: -0.0819 -0.0596
NOAA20 CRIS RADIANCES CHANNEL 598 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0480, expected range: -0.1020 -0.0698
NOAA20 CRIS RADIANCES CHANNEL 649 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.2605, expected range: 0.1995 0.2365
NOAA20 CRIS RADIANCES CHANNEL 665 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.0567, expected range: 0.0669 0.0847
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5393, expected range: 0.3926 0.4489
Severely_persistent: avg_biascorr=-0.1323, expected range: -0.0825 -0.0449
Severely_persistent: avg_biascorr=0.0488, expected range: -0.1963 -0.0734
NPP ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8560, expected range: 0.6289 0.7315
NPP ATMS RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0244, expected range: -0.2951 -0.2593
NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1101, expected range: -0.3409 -0.2905
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3122, expected range: 0.2434 0.2826
Severely_persistent: avg_biascorr=-0.4924, expected range: -0.4481 -0.4101
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4930, expected range: 0.3373 0.3991
Severely_persistent: avg_biascorr=-0.3634, expected range: -0.2938 -0.2862
Severely_persistent: stdev_fgdepar=0.4751, expected range: 0.3116 0.3819
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8292, expected range: 0.5538 0.6636
Severely_persistent: stdev_fgdepar=0.7960, expected range: 0.5058 0.6480
NOAA20 ATMS RADIANCES (5 channels affected) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1440, expected range: -0.4048 -0.3590
NPP ATMS RADIANCES CHANNEL 20 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_fgdepar=0.7101, expected range: -0.2008 0.3669
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_fgdepar=0.7348, expected range: -0.1983 0.3436
ssmis
DMSP-17 SSMIS RADIANCES (9 channels affected) : out of range
Considerable: obs_number=14248.0000, expected range: 15733.0971 19108.1970
gpsro
COSMIC2-E4 GPSRO SETTING HEIGHT 2-4 KM : out of range
Considerable: obs_number=1388.0000, expected range: 1819.9656 2989.4461
resat
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=-0.0231, expected range: 0.0128 0.0203
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.3788, expected range: 0.1494 0.7635
AURA OMI OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.9667, expected range: -4.4644 -3.0862
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 640-641 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-0.3810, expected range: -1.0668 -0.7169
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
Severe: avg_fgdepar=-3.5816, expected range: -4.3471 -3.9302
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
3 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=6.1939, expected range: 4.4548 5.6077
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
14 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0177, expected range: -0.0055 -0.0055
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 30-31 (HPA) : out of range
Slight: avg_fgdepar=0.0227, expected range: 0.0244 0.0293
Radiosondes
LAND TEMP Q (G/KG) 83768 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=6.5744, expected range: -19.8949 20.3836
Severely_persistent: rms_fgdepar=6.5744, expected range: 0.0000 9.2131
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8329, expected range: -1.1893 0.7500
LAND TEMP Q (G/KG) 83554 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.9316, expected range: 0.0000 2.0656
LAND TEMP TEMPERATURE (K) 24343 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.1548, expected range: 0.5383 1.5496
LAND TEMP TEMPERATURE (K) 22522 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=-10.6597, expected range: -2.0796 1.6656
Severe: avg_pge=0.9191, expected range: -0.2345 0.3485
LAND TEMP TEMPERATURE (K) 22522 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=10.7830, expected range: 0.0000 1.7419
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-10.4210, expected range: -7.4288 4.0205
Severe: rms_fgdepar=10.4211, expected range: 0.0000 5.3969
Severe: avg_pge=0.9173, expected range: -0.7248 0.7500
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8704, expected range: -1.2221 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 32389 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.6059, expected range: 0.0000 8.1850
HIGH RESO LAND TEMP Q (G/KG) 48698 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.0686, expected range: 0.0058 2.2858
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Severe: obs_number=472.0000, expected range: 279.8180 288.6820
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 0.00 305.10
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=443.0000, expected range: 336.2819 373.2181
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=91.0000, expected range: 101.2745 106.1540
amdar
AMDAR TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=4.3433, expected range: 0.3879 1.1811
WIGOS AMDAR TEMPERATURE (K) EU1823 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=9.9651, expected range: -1.4910 1.4178
Severe: avg_pge=0.8917, expected range: -0.1601 0.1963
WIGOS AMDAR TEMPERATURE (K) EU1823 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=10.0130, expected range: 0.0000 1.8200
WIGOS AMDAR WIND VECTOR DIFF (M/S) BXWMISJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=47.0474, expected range: 1.4311 5.6762
WIGOS AMDAR WIND VECTOR DIFF (M/S) BXWMISJA (4 pressure layers affecte : out of range
Severe: rms_fgdepar=58.7566, expected range: 1.6662 6.2456
ADS-C WIND VECTOR DIFF (M/S) WIUBPKJA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.2370, expected range: 0.0000 41.1615
ADS-C WIND VECTOR DIFF (M/S) 5BJDERJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.8329, expected range: 0.0000 9.3789
ADS-C WIND VECTOR DIFF (M/S) YCYVSMZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.0769, expected range: 0.0000 12.9736
ADS-C WIND VECTOR DIFF (M/S) KHSJNZZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.7324, expected range: 0.0000 14.7817
ADS-C WIND VECTOR DIFF (M/S) KRQIGHRA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.8991, expected range: 0.0000 5.7513
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=472.0000, expected range: 77.4243 325.6772
airep
AIREP WIND VECTOR DIFF (M/S) ETH575 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=37.3883, expected range: 0.0000 16.5648
AIREP WIND VECTOR DIFF (M/S) ANZ288 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.9328, expected range: 0.0000 10.1302
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 94238 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=15.2584, expected range: 0.0000 6.1693
synop
AUTOMATIC LAND SYNOP RH2M (%) 89811 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.4623, expected range: -82.5394 60.9864
Severely_persistent: rms_fgdepar=57.3529, expected range: 0.0000 52.6260
AUTOMATIC LAND SYNOP RH2M (%) 41260 : out of range
Severe: rms_fgdepar=40.7914, expected range: 0.0000 12.5496
Severe: avg_pge=0.9869, expected range: 0.0021 0.0032
MANUAL LAND SYNOP RH2M (%) 42851 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=53.3661, expected range: -52.6127 43.9779
Severe: rms_fgdepar=53.3661, expected range: -32.3583 46.9270
Severe: avg_pge=0.9991, expected range: -0.0034 0.0107
MANUAL LAND SYNOP RH2M (%) 42752 : out of range
Severe: avg_fgdepar=56.5369, expected range: -19.7045 20.1915
Severe: rms_fgdepar=56.5369, expected range: 0.0000 16.0675
Severe: avg_pge=1.0000, expected range: -0.0005 0.0065
MANUAL LAND SYNOP RH2M (%) 38584 : out of range
Severe: rms_fgdepar=32.7446, expected range: 0.0000 17.6957
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9764, expected range: -1.6100 0.7500
MANUAL LAND SYNOP RH2M (%) 41756 : out of range
Severe: rms_fgdepar=48.5167, expected range: 0.0000 25.1762
MANUAL LAND SYNOP RH2M (%) 67237 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=39.8530, expected range: 0.0000 11.6868
MANUAL LAND SYNOP RH2M (%) 42177 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9503, expected range: -1.1912 0.7500
MANUAL LAND SYNOP Z (M) 43356 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9195, expected range: -1.9308 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 47022 : out of range
Severe: rms_fgdepar=351.7103, expected range: 0.0000 177.2504
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78062 : out of range
Severe: rms_fgdepar=624.2106, expected range: 0.0000 100.2786
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67072 : out of range
Severe: rms_fgdepar=638.7015, expected range: 0.0000 164.4731
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91425 : out of range
Severe: avg_fgdepar=-870.3916, expected range: -108.7918 61.2615
Severe: rms_fgdepar=870.3916, expected range: 0.0000 103.7711
Severe: avg_pge=0.9319, expected range: -0.2778 0.3623
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83446 : out of range
Severe: rms_fgdepar=300.0366, expected range: 0.0000 109.9268
BUFR LAND SYNOP RH2M (%) 71540 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=57.3613, expected range: -54.4943 101.4586
Severe: rms_fgdepar=57.3613, expected range: 0.0000 101.4586
Severe: avg_pge=0.8373, expected range: -0.7766 0.7500
BUFR LAND SYNOP RH2M (%) 71981 : out of range
Severe: avg_fgdepar=52.9491, expected range: -62.7341 58.9997
Severe: rms_fgdepar=52.9491, expected range: 0.0000 42.5249
BUFR LAND SYNOP RH2M (%) 27752 : out of range
Severe: rms_fgdepar=31.5488, expected range: 0.0000 7.6962
BUFR LAND SYNOP RH2M (%) 86653 : out of range
Severe: rms_fgdepar=31.8423, expected range: 2.9233 16.8165
BUFR LAND SYNOP Z (M) 71999 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -1.5675 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14650 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8044, expected range: 0.5345 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48064 : out of range
Severe: avg_pge=0.8052, expected range: -0.8089 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 37085 : out of range
Severe: avg_fgdepar=553.7252, expected range: -538.5383 599.2889
Severe: rms_fgdepar=555.6604, expected range: -422.0096 617.9154
Severe: avg_pge=0.8889, expected range: -1.4823 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48019 : out of range
Severe: rms_fgdepar=313.6661, expected range: 20.4308 240.2756
Severe: avg_pge=0.8103, expected range: -0.0615 0.7500
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9143 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-992.8019, expected range: -1037.9390 986.5783
Severely_persistent: rms_fgdepar=992.8019, expected range: -646.3643 912.7126
Severely_persistent: avg_pge=0.9092, expected range: -1.3332 0.7500
AUTOMATIC SHIP SURFACE PRESSURE (PA) SDIA : out of range
Severe: avg_fgdepar=-565.5893, expected range: -95.4533 66.4522
Severe: rms_fgdepar=607.0319, expected range: 0.0000 81.4750
Severe: avg_pge=0.8888, expected range: -0.0306 0.0341
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7EQ4 : out of range
Severe: avg_fgdepar=672.7053, expected range: -610.9511 618.2909
Severe: rms_fgdepar=672.7053, expected range: 0.0000 629.4548
Severe: avg_pge=0.8447, expected range: -1.1788 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3736 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-886.9636, expected range: -1126.9084 1144.8632
Severe: rms_fgdepar=886.9636, expected range: 0.0000 959.1667
Severe: avg_pge=0.9020, expected range: -0.7977 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5456 : out of range
Severe: avg_fgdepar=730.3218, expected range: 286.7466 1210.8176
Severe: rms_fgdepar=730.3218, expected range: 310.4294 1193.4082
BUFR SHIP SYNOP SURFACE PRESSURE (PA) UBSW9 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-1376.8198, expected range: -1499.6598 274.8806
Severe: rms_fgdepar=1376.8198, expected range: 0.0000 1500.2498
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3FXM3 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8895, expected range: -0.7152 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7A2564 : out of range
Severe: avg_pge=0.8684, expected range: -1.2313 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) D8SK : out of range
Severe: avg_pge=0.9080, expected range: -1.1532 0.7500
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 6100196 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8124, expected range: -1.1835 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204588 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8751, expected range: -0.9132 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602731 : out of range
Severe: avg_pge=0.8622, expected range: -0.8446 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101743 : out of range
Severe: rms_fgdepar=490.3565, expected range: 0.0000 80.4884
Severe: avg_pge=0.8360, expected range: -0.0427 0.0490
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203507 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8463, expected range: -0.8599 0.7500
metar
METAR SURFACE PRESSURE (PA) HTZA : out of range
Severe: rms_fgdepar=361.0540, expected range: 0.0000 102.2684
METAR SURFACE PRESSURE (PA) DAUO : out of range
Severe: rms_fgdepar=315.1252, expected range: 0.0000 90.6491
METAR SURFACE PRESSURE (PA) KNDZ : out of range
Severe: rms_fgdepar=364.1647, expected range: 0.0000 128.2254
snow
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.8334, expected range: -85.6750 -28.8757
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.8485, expected range: 28.9313 85.7139
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) 71056 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.9049, expected range: 0.0000 4.0696
BUFR LAND SYNOP SNOW (CM) 50888 : out of range
Severe: rms_fgdepar=21.3207, expected range: -5.6950 8.6892
t2m
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=-14.5064, expected range: -18.9262 -7.0153
Severely_persistent: rms_fgdepar=14.7045, expected range: 7.3386 18.9268
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=-19.3739, expected range: -17.7709 -10.2454
Severely_persistent: rms_fgdepar=19.3764, expected range: 10.4706 17.8600
Severely_persistent: avg_est_pge=0.8042, expected range: 0.6547 0.8007
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3570, expected range: -17.8682 1.2616
Severely_persistent: rms_fgdepar=12.4910, expected range: 0.0000 18.1101
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=-14.6791, expected range: -19.0766 -6.9885
Severely_persistent: rms_fgdepar=14.8732, expected range: 7.2819 19.0971
MANUAL LAND SYNOP 2M TEMPERATURE (K) 31152 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.8799, expected range: 0.0000 4.8123
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30764 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3305, expected range: -12.9948 3.1476
Severe: rms_fgdepar=12.3862, expected range: 0.0000 12.7379
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6370, expected range: -14.4981 13.4077
Severe: rms_fgdepar=13.6563, expected range: 0.0000 13.4882
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
Severe: avg_fgdepar=-12.7699, expected range: -12.9676 10.1239
Severe: rms_fgdepar=12.8151, expected range: 0.7314 8.1029
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
Severe: avg_fgdepar=-12.8071, expected range: -4.0904 5.1979
Severe: rms_fgdepar=12.8275, expected range: 0.0000 4.8095
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24679 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0669, expected range: -13.4268 9.2961
Severe: rms_fgdepar=13.1145, expected range: 0.0000 10.2733
METAR 2M TEMPERATURE (K) CYCQ : out of range
Severe: rms_fgdepar=10.4489, expected range: 0.0714 5.3106
BUFR LAND SYNOP 2M TEMPERATURE (K) 30764 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3011, expected range: -12.9611 3.0483
Severe: rms_fgdepar=12.3615, expected range: 0.0000 12.6965
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
Severe: avg_fgdepar=-13.2811, expected range: -13.5611 12.3862
Severe: rms_fgdepar=13.2974, expected range: 0.0000 12.6450
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
Severe: avg_fgdepar=-12.8199, expected range: -13.0176 10.0739
Severe: rms_fgdepar=12.8650, expected range: 0.6725 8.1875
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
Severe: avg_fgdepar=-13.0752, expected range: -4.3857 5.3331
Severe: rms_fgdepar=13.1006, expected range: 0.0000 4.9640
BUFR LAND SYNOP 2M TEMPERATURE (K) 24679 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.2310, expected range: -13.5506 9.3924
Severe: rms_fgdepar=13.2757, expected range: 0.0000 10.3169