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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2020-05-26 00:00

amsua
METOP-C AMSUA RADIANCES CHANNEL 9 : out of range
4 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0130, expected range: -0.0073 0.0080
iasi
METOP-A IASI RADIANCES CHANNEL 199 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5732, expected range: 0.2931 0.4213
METOP-A IASI RADIANCES CHANNEL 210 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5134, expected range: 0.3060 0.3948
METOP-A IASI RADIANCES CHANNEL 299 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5227, expected range: 0.2916 0.4107
METOP-C IASI RADIANCES CHANNEL 16 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3098, expected range: 0.1509 0.1634
METOP-A IASI RADIANCES (94 channels affected) : out of range
4 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.4394, expected range: 0.3419 0.3745
METOP-A IASI RADIANCES (82 channels affected) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-0.0374, expected range: -0.0232 -0.0168
METOP-B IASI RADIANCES (101 channels affected) : out of range
Severe: stdev_fgdepar=0.3607, expected range: 0.2428 0.3016
METOP-B IASI RADIANCES CHANNEL 236 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0985, expected range: 0.1203 0.1259
METOP-C IASI RADIANCES (14 channels affected) : out of range
Severe: avg_biascorr=-0.0362, expected range: -0.0090 -0.0055
METOP-B IASI RADIANCES (82 channels affected) : out of range
2 times in the last 10 days for at least one item
Considerable: avg_fgdepar=-0.0337, expected range: -0.0213 -0.0032
METOP-C IASI RADIANCES (104 channels affected) : out of range
2 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.2954, expected range: 0.2420 0.2821
METOP-C IASI RADIANCES (82 channels affected) : out of range
1 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0298, expected range: -0.0212 0.0060
cris
NPP CRIS RADIANCES (68 channels affected) : out of range
Severe: stdev_fgdepar=0.1788, expected range: 0.0855 0.1306
NOAA20 CRIS RADIANCES (66 channels affected) : out of range
Severe: stdev_fgdepar=0.1469, expected range: 0.0651 0.1109
NPP CRIS RADIANCES (44 channels affected) : out of range
1 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0615, expected range: -0.0370 0.0191
NOAA20 CRIS RADIANCES (30 channels affected) : out of range
Slight: avg_fgdepar=-0.0692, expected range: -0.0334 0.0489
airs
AQUA AIRS RADIANCES CHANNEL 173 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1969, expected range: -0.1743 -0.1615
AQUA AIRS RADIANCES CHANNEL 318 : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 735.7091 15991.4456
AQUA AIRS RADIANCES (56 channels affected) : out of range
Severe: stdev_fgdepar=0.5238, expected range: 0.4107 0.4730
AQUA AIRS RADIANCES (29 channels affected) : out of range
Slight: avg_fgdepar=-0.0540, expected range: -0.0404 -0.0129
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 4 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.9695, expected range: 0.7248 0.8096
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 5 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=0.1047, expected range: 0.0498 0.0736
METOP-C MHS ALLSKY RADIANCES CHANNEL 5 : out of range
4 times in the last 10 days for at least one item
Severe: avg_norm_fgdepar=0.0744, expected range: 0.0383 0.0589
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=2873.0000, expected range: 3359.2272 3765.0236
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 5 : out of range
9 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=1.2297, expected range: 0.7155 0.7155
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
11 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=0.9810, expected range: 0.7037 0.7037
saphir
All MEGHA-TROPIQUES SAPHIR ALLSKY ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 1282.55 17054.60
gmi
GPM GMI ALSKY RADIANCES CHANNEL 6 : out of range
1 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=1.1892, expected range: 1.0263 1.1067
GPM GMI ALSKY RADIANCES CHANNEL 4 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=0.9143, expected range: 0.7996 0.8895
GPM GMI ALSKY RADIANCES CHANNEL 8 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=1.0843, expected range: 0.9790 1.0602
GPM GMI ALSKY RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=1.0515, expected range: 0.7852 0.7852
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 9 : out of range
Considerable: stdev_norm_fgdepar=1.0083, expected range: 0.3708 0.7910
gpsro
All TERRASAR-X GPSRO SETTING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 555.12 1627.07
All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 188.47 1277.04
All SPIRE LEMUR 3U GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 7172.25 14084.75
Atmospheric Motion Vector
GOES-17 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=2.2829, expected range: 1.7348 2.0111
GOES-17 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: stdev_fgdepar=2.0120, expected range: 1.2607 1.5023
GOES-16 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=1.5381, expected range: 0.9033 1.3045
GOES-16 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=1.0625, expected range: 0.9095 1.0093
NOAA-19 AVHRR IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Slight: avg_press=426.1789, expected range: 444.0971 495.8578
NPP VIIRS AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: avg_press=250.4066, expected range: 261.1188 286.4035
Slight: avg_press=250.6542, expected range: 261.3277 286.6978
NOAA20 VIIRS-AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: avg_press=250.0541, expected range: 261.3256 287.5807
Slight: avg_press=249.3434, expected range: 259.6096 289.6935
GOES-17 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HP : out of range
Slight: obs_number=8255.0000, expected range: 5344.1693 7420.5807
scatt
METOP-A ASCAT WIND VECTOR DIFF (M/S) : out of range
Severe: obs_number=974.0000, expected range: 12929.0931 15857.1926
Slight: obs_number=15644.0000, expected range: -6839.7926 7533.9241
Radiosondes
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 108.05 137.55
HIGH RESO SEA TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
9 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 276.2630
LAND TEMP WIND VECTOR DIFF (M/S) 96509 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.6444, expected range: 2.3431 10.1258
Severe: rms_fgdepar=20.6651, expected range: 1.8354 10.8622
LAND TEMP TEMPERATURE (K) 96509 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.5550, expected range: 0.6230 3.9213
Severe: rms_fgdepar=7.2977, expected range: 0.3492 4.1952
LAND TEMP Q (G/KG) 36003 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=6.5079, expected range: -2.6663 6.7209
Severe: rms_fgdepar=6.8675, expected range: 0.0000 6.2904
Severe: avg_fgdepar=6.0779, expected range: -2.3596 6.3686
Severe: rms_fgdepar=6.4182, expected range: 0.0000 5.7245
LAND TEMP Q (G/KG) 40437 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.8396, expected range: 0.0000 0.9205
Severe: rms_fgdepar=4.0806, expected range: 0.0000 1.1497
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=129.0000, expected range: 63.1072 66.6428
HIGH RESO LAND TEMP Q (G/KG) 57993 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.3473, expected range: 0.0000 1.0833
HIGH RESO LAND TEMP Q (G/KG) 72426 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.7303, expected range: 0.0000 2.1237
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Severe: obs_number=195.0000, expected range: 125.7024 134.0476
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 95 : all data missing
Severe: obs_number=0, expected range: 99.51 138.99
amdar
AMDAR WIND VECTOR DIFF (M/S) JP9ZV6Y9 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=16.0461, expected range: 0.0000 8.0335
WIGOS AMDAR TEMPERATURE (K) 0TPENVBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.0419, expected range: 0.0000 1.9503
airep
All AIREP ALL LAYERS Indian Ocean : all data missing
Severe: obs_number=0, expected range: 81.80 419.40
All AIREP ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 30.32 231.68
All AIREP ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 23.89 240.64
prof
EUROPEAN WIND PROFILER 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 941.4657
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 96509 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=15.5973, expected range: 0.0000 10.9073
LAND PILOT WIND VECTOR DIFF (M/S) 96509 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8016, expected range: -0.6271 0.7500
Severe: avg_pge=0.8022, expected range: -0.6252 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 43466 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.4921, expected range: 0.0000 7.0830
synop
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.4984, expected range: 4.6923 89.2789
Severely_persistent: rms_fgdepar=60.4984, expected range: 4.6923 89.2789
Severely_persistent: avg_pge=1.0000, expected range: -0.5136 0.7500
Severely_persistent: avg_fgdepar=60.8809, expected range: 7.8492 87.0208
Severely_persistent: rms_fgdepar=60.8809, expected range: 7.8492 87.0208
MANUAL LAND SYNOP RH2M (%) 42471 : out of range
3 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.5342, expected range: -4.6529 89.5207
Severely_persistent: rms_fgdepar=55.5342, expected range: 0.0000 89.5207
Severe: avg_fgdepar=56.3332, expected range: 0.7394 85.1934
Severe: rms_fgdepar=56.3332, expected range: 0.7394 85.1934
MANUAL LAND SYNOP RH2M (%) 42468 : out of range
1 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9985, expected range: -0.6686 0.7500
Severe: avg_pge=0.9982, expected range: -0.8350 0.7500
MANUAL LAND SYNOP RH2M (%) 42459 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9922, expected range: -1.5931 0.7500
Severe: avg_pge=0.9910, expected range: -1.5279 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40603 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8233, expected range: -1.3159 0.7500
Severely_persistent: avg_pge=0.8258, expected range: -1.6517 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68297 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=43.3177, expected range: 0.0000 26.7752
Severe: avg_pge=0.9458, expected range: -0.0015 0.0086
Severe: rms_fgdepar=42.3463, expected range: 0.0000 24.4012
Severe: avg_pge=0.9224, expected range: -0.0001 0.0067
MANUAL LAND SYNOP RH2M (%) 42262 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9676, expected range: -0.0773 0.1382
Severe: avg_pge=0.8749, expected range: -0.1614 0.2431
MANUAL LAND SYNOP RH2M (%) 76243 : out of range
Severe: avg_pge=0.9935, expected range: -1.4029 0.7500
Severe: rms_fgdepar=34.9720, expected range: 0.0000 24.7757
Severe: avg_pge=0.9892, expected range: -1.0980 0.7500
MANUAL LAND SYNOP RH2M (%) 42266 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9517, expected range: -0.9676 0.7500
MANUAL LAND SYNOP RH2M (%) 42588 : out of range
Severe: avg_fgdepar=58.8543, expected range: -25.6919 77.0586
Severe: rms_fgdepar=58.8543, expected range: 0.0000 77.0586
Severe: avg_fgdepar=55.7140, expected range: -15.4552 80.0759
Severe: rms_fgdepar=55.7140, expected range: 0.0000 80.0759
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62440 : out of range
Severe: avg_fgdepar=-577.6322, expected range: -87.5009 134.2029
Severe: rms_fgdepar=577.6322, expected range: 0.0000 122.5481
Severe: avg_pge=0.8992, expected range: -0.2592 0.2987
Severe: avg_fgdepar=-580.6160, expected range: -66.2133 114.6645
Severe: rms_fgdepar=580.6160, expected range: 0.0000 118.7012
Severe: avg_pge=0.8991, expected range: -0.4568 0.5263
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89002 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-525.8652, expected range: -197.6151 141.8067
Severe: rms_fgdepar=525.8652, expected range: 6.5920 82.6926
Severe: avg_fgdepar=-561.7228, expected range: -256.9409 178.9040
Severe: rms_fgdepar=561.7228, expected range: 0.0000 182.4707
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 68994 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=645.7629, expected range: 0.0000 230.6037
Severe: rms_fgdepar=639.4220, expected range: 0.0000 243.0436
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40655 : out of range
Severe: rms_fgdepar=470.6618, expected range: 0.0000 188.9163
Severe: avg_pge=0.8302, expected range: -0.8185 0.7500
Severe: rms_fgdepar=471.7664, expected range: 0.0000 175.8389
Severe: avg_pge=0.8265, expected range: -0.7581 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43357 : out of range
Severe: rms_fgdepar=407.5618, expected range: 0.0000 147.7228
Severe: avg_pge=0.8657, expected range: -0.7614 0.7500
Severe: rms_fgdepar=410.2567, expected range: 0.0000 216.4516
Severe: avg_pge=0.8695, expected range: -0.5729 0.7034
MANUAL LAND SYNOP RH2M (%) 42177 : out of range
Severe: avg_pge=0.9802, expected range: -1.5423 0.7500
MANUAL LAND SYNOP Z (M) 38957 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9556, expected range: -0.0353 0.0413
BUFR LAND SYNOP RH2M (%) 60222 : out of range
Severe: avg_pge=0.8537, expected range: -0.0813 0.1033
BUFR LAND SYNOP RH2M (%) 72363 : out of range
Severe: rms_fgdepar=42.9675, expected range: 0.0000 19.5366
BUFR LAND SYNOP RH2M (%) 94696 : out of range
Severe: rms_fgdepar=41.2492, expected range: 0.0000 18.8083
Severe: rms_fgdepar=42.4548, expected range: 0.0000 21.5518
BUFR LAND SYNOP RH2M (%) 22648 : out of range
Severe: rms_fgdepar=40.2860, expected range: 0.0000 19.3940
Severe: rms_fgdepar=41.6251, expected range: 0.0000 23.0800
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48010 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=505.1505, expected range: 0.0000 212.3972
Severe: rms_fgdepar=442.5543, expected range: 9.6219 200.5979
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24691 : out of range
Severe: rms_fgdepar=495.6486, expected range: 0.0000 152.4778
Severe: avg_pge=0.8683, expected range: -0.5850 0.7500
Severe: rms_fgdepar=527.4082, expected range: 0.0000 166.1797
Severe: avg_pge=0.8667, expected range: -0.5743 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61233 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=522.9542, expected range: 0.0000 105.6859
Severe: rms_fgdepar=533.6631, expected range: 0.0000 110.4121
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13586 : out of range
Severe: rms_fgdepar=560.0498, expected range: 0.0000 230.8934
Severe: rms_fgdepar=559.0682, expected range: 0.0000 231.7608
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33848 : out of range
Severe: rms_fgdepar=304.1559, expected range: 0.0000 150.1627
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30439 : out of range
Severe: rms_fgdepar=697.7126, expected range: 0.0000 115.9486
Severe: rms_fgdepar=696.1476, expected range: 0.0000 143.6084
BUFR LAND SYNOP SURFACE PRESSURE (PA) 92047 : out of range
Severe: rms_fgdepar=317.7723, expected range: 0.0000 145.9250
BUFR LAND SYNOP SURFACE PRESSURE (PA) 92047 : out of range
Severe: avg_pge=0.8332, expected range: -0.1882 0.2169
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRRD2 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8521, expected range: 0.4874 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6DU6 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=537.4482, expected range: 117.5548 951.4823
Severely_persistent: rms_fgdepar=537.4482, expected range: 117.5548 951.4823
Severely_persistent: avg_fgdepar=539.8787, expected range: 153.3340 927.5919
Severely_persistent: rms_fgdepar=539.8787, expected range: 153.3340 927.5919
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRRL7 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-540.7214, expected range: -647.9647 -276.6685
Severely_persistent: rms_fgdepar=540.7214, expected range: 276.6685 647.9647
Severely_persistent: avg_pge=0.8282, expected range: 0.6601 0.7500
Severe: avg_fgdepar=-538.4449, expected range: -654.6844 -272.2624
Severe: rms_fgdepar=538.4449, expected range: 272.2624 654.6844
SHIP SURFACE PRESSURE (PA) V7QJ5 : out of range
Severe: avg_pge=0.8301, expected range: 0.2526 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V9763 : out of range
Severe: rms_fgdepar=16.0228, expected range: 0.0000 6.6762
Severe: rms_fgdepar=16.8118, expected range: 0.0000 7.0730
Severe: avg_pge=0.8073, expected range: -0.5772 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRKQ5 : out of range
Severe: avg_fgdepar=23.6009, expected range: -3.0696 10.4046
Severe: rms_fgdepar=23.6009, expected range: 0.0000 12.4883
Severe: avg_pge=0.9250, expected range: -0.9332 0.7500
Severe: avg_fgdepar=23.7055, expected range: -4.2011 11.8125
Severe: rms_fgdepar=23.7055, expected range: 0.0000 13.8748
Severe: avg_pge=0.9229, expected range: -1.0055 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9VBP8 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.6547, expected range: -13.8417 29.5656
Severe: rms_fgdepar=21.6924, expected range: 0.0000 33.4230
Severe: avg_pge=0.9209, expected range: -0.6791 0.7500
Severe: avg_fgdepar=21.4752, expected range: -15.6253 31.0137
Severe: rms_fgdepar=21.5190, expected range: 0.0000 35.4633
Severe: avg_pge=0.9181, expected range: -0.7259 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCDG4 : out of range
Severe: rms_fgdepar=323.5612, expected range: 0.0000 111.2810
Severe: rms_fgdepar=329.4069, expected range: 0.0000 94.3774
BUFR SHIP SYNOP SURFACE PRESSURE (PA) A8SZ4 : out of range
Severe: avg_fgdepar=1020.0964, expected range: -758.6938 924.8533
Severe: rms_fgdepar=1020.0964, expected range: -674.7814 878.8181
Severe: avg_pge=0.8983, expected range: -1.7243 0.7500
Severe: avg_fgdepar=1007.9877, expected range: -806.8348 978.7732
Severe: rms_fgdepar=1007.9877, expected range: -750.1246 949.1118
Severe: avg_pge=0.8989, expected range: -1.7333 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6UT5 : out of range
Severe: avg_pge=0.8154, expected range: -1.1776 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ONGI : out of range
Severe: avg_fgdepar=603.8757, expected range: -401.4784 782.1367
Severe: rms_fgdepar=603.8757, expected range: 0.0000 757.1813
Severe: avg_pge=0.8356, expected range: -1.0389 0.7500
Severe: avg_fgdepar=609.4651, expected range: -447.8043 816.2908
Severe: rms_fgdepar=609.4651, expected range: 0.0000 730.8877
Severe: avg_pge=0.8363, expected range: -1.1374 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) UHXO : out of range
Severe: avg_fgdepar=524.3673, expected range: -198.4848 207.5646
Severe: rms_fgdepar=524.3673, expected range: 0.0000 230.1231
Severe: avg_fgdepar=504.8162, expected range: -194.3383 204.2573
Severe: rms_fgdepar=504.8162, expected range: 0.0000 229.1828
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGTX : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=500.3840, expected range: 0.0000 1439.9085
Severe: avg_pge=0.8119, expected range: 0.5702 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 44030 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8650, expected range: 0.7636 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5MA6 : out of range
Severe: avg_fgdepar=-545.2027, expected range: -1481.9624 1639.1144
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5MA6 : out of range
Severe: rms_fgdepar=545.2027, expected range: 0.0000 1045.8597
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRFB8 : out of range
Severe: avg_fgdepar=-639.9382, expected range: -984.2865 1449.2357
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRFB8 : out of range
Severe: rms_fgdepar=639.9382, expected range: 0.0000 841.0820
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRFB8 : out of range
Severe: avg_pge=0.8534, expected range: -0.6966 0.7500
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 6100198 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8919, expected range: -1.1349 0.7500
Severely_persistent: avg_pge=0.8912, expected range: -1.1225 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) 2200186 : out of range
3 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8296, expected range: 0.6915 0.7500
Severe: avg_pge=0.8294, expected range: 0.0542 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4100729 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8330, expected range: -1.6221 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601603 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=512.1375, expected range: -447.4887 645.7720
Severe: avg_pge=0.8494, expected range: -0.9770 0.7500
Severe: rms_fgdepar=519.6327, expected range: -478.5597 673.3206
Severe: avg_pge=0.8429, expected range: -1.0024 0.7500
metar
METAR SURFACE PRESSURE (PA) VECX : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-564.5395, expected range: -1009.5669 328.2870
Severely_persistent: rms_fgdepar=567.8880, expected range: 0.0000 998.2619
Severely_persistent: avg_pge=0.8057, expected range: -0.8190 0.7500
Severely_persistent: avg_fgdepar=-568.3556, expected range: -1015.7787 334.8228
Severely_persistent: rms_fgdepar=571.1417, expected range: 0.0000 1003.4638
Severely_persistent: avg_pge=0.8046, expected range: -0.8558 0.7500
METAR SURFACE PRESSURE (PA) MMCM : out of range
Severe: rms_fgdepar=396.3997, expected range: 0.0000 116.9607
Severe: rms_fgdepar=392.1015, expected range: 0.0000 149.6674
METAR SURFACE PRESSURE (PA) DAUA : out of range
Severe: rms_fgdepar=305.5110, expected range: 0.0000 160.3511
snow
AUTOMATIC LAND SYNOP SNOW (CM) 01132 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=75.7109, expected range: 69.6144 74.5533
Severely_persistent: rms_fgdepar=75.7109, expected range: 69.6144 74.5533
Severely_persistent: avg_fgdepar=73.8250, expected range: 70.3856 75.0580
Severely_persistent: rms_fgdepar=73.8250, expected range: 70.3856 75.0580
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
4 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=76.6450, expected range: 70.3381 99.1342
Severely_persistent: rms_fgdepar=76.6450, expected range: 70.3381 99.1342
Severe: avg_fgdepar=78.6319, expected range: 71.5155 104.8095
Severe: rms_fgdepar=78.6319, expected range: 71.5155 104.8095
BUFR LAND SYNOP SNOW (CM) 01132 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=75.4454, expected range: 70.8651 75.8944
Severely_persistent: rms_fgdepar=75.4514, expected range: 70.8497 75.9209
Severely_persistent: avg_fgdepar=74.3758, expected range: 71.0954 77.1356
Severely_persistent: rms_fgdepar=74.3758, expected range: 71.0702 77.1717
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.8934, expected range: -139.4300 -75.9375
Severely_persistent: rms_fgdepar=82.8939, expected range: 75.9382 139.4300
Severely_persistent: avg_fgdepar=-81.3931, expected range: -110.2196 -86.7377
Severely_persistent: rms_fgdepar=81.3938, expected range: 86.7386 110.2192
BUFR LAND SYNOP SNOW (CM) 11138 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=77.2331, expected range: 72.0989 99.2012
Severely_persistent: rms_fgdepar=77.2331, expected range: 72.0989 99.2012
Severely_persistent: avg_fgdepar=79.1238, expected range: 73.0772 105.0416
Severely_persistent: rms_fgdepar=79.1238, expected range: 73.0772 105.0416
AUTOMATIC LAND SYNOP SNOW (CM) 15307 : out of range
Severe: avg_fgdepar=68.0000, expected range: -33.9961 47.6804
Severe: rms_fgdepar=68.0000, expected range: -48.0778 67.4302
MANUAL LAND SYNOP SNOW (CM) 22213 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.8529, expected range: 0.0000 7.7820
Severe: rms_fgdepar=16.0589, expected range: 0.0000 8.9733
ROCOB TEMP SNOW (CM) 63309291 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.8705, expected range: 37.0016 55.2949
ROCOB TEMP SNOW (CM) 63309291 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=50.8705, expected range: 37.0016 55.2949
ROCOB TEMP SNOW (CM) 63306884 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.9321, expected range: 0.0000 9.7018
BUFR LAND SYNOP SNOW (CM) 56444 : out of range
Severe: rms_fgdepar=16.2408, expected range: -0.0106 0.0133
BUFR LAND SYNOP SNOW (CM) 01025 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-54.8074, expected range: -140.9888 -40.5255
BUFR LAND SYNOP SNOW (CM) 01025 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=54.8074, expected range: 40.5255 140.9888
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 36982 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.1972, expected range: -8.4199 13.8331
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 36982 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1972, expected range: 0.0000 12.4046
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 36982 : out of range
2 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8482, expected range: -0.5738 1.2291
MANUAL LAND SYNOP 2M TEMPERATURE (K) 94976 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0509, expected range: -5.5236 3.0218
Severe: rms_fgdepar=12.0509, expected range: 0.0000 3.5260
Severe: avg_fgdepar=-12.3719, expected range: -5.9082 3.3567
Severe: rms_fgdepar=12.3719, expected range: 0.0000 4.3875
BUFR LAND SYNOP 2M TEMPERATURE (K) 94976 : out of range
Severe: avg_fgdepar=-12.1169, expected range: -5.5609 3.0236
Severe: rms_fgdepar=12.1169, expected range: 0.0000 3.5583
Severe: avg_fgdepar=-12.4479, expected range: -5.9444 3.3579
Severe: rms_fgdepar=12.4479, expected range: 0.0000 4.4028
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 60015 : out of range
Severe: rms_fgdepar=37.6936, expected range: 0.0000 19.2022
Severe: rms_fgdepar=35.5948, expected range: 0.0000 19.7384
AUTOMATIC LAND SYNOP RH2M (%) 94977 : out of range
Severe: rms_fgdepar=33.5854, expected range: 0.0000 17.6981
MANUAL LAND SYNOP RH2M (%) 67869 : out of range
Severe: rms_fgdepar=34.5268, expected range: 0.0000 14.4702
MANUAL LAND SYNOP RH2M (%) 94696 : out of range
Severe: rms_fgdepar=35.3579, expected range: 0.0000 13.1166