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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-04 12:00

amsua
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=0.6942, expected range: 0.5426 0.6249
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.6754, expected range: 0.5666 0.6166
NOAA-18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
2 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6789, expected range: 0.5510 0.6293
NOAA-19 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6580, expected range: 0.5457 0.6167
AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39
iasi
METOP-B IASI RADIANCES CHANNEL 1658 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0262, expected range: 0.0635 0.1018
METOP-B IASI RADIANCES CHANNEL 1513 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1164, expected range: -0.0857 -0.0811
METOP-B IASI RADIANCES CHANNEL 1521 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1076, expected range: -0.0742 -0.0625
METOP-B IASI RADIANCES CHANNEL 1639 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0159, expected range: 0.0278 0.0285
METOP-B IASI RADIANCES CHANNEL 1652 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1289, expected range: 0.1624 0.1721
METOP-B IASI RADIANCES CHANNEL 254 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0884, expected range: 0.1077 0.1105
METOP-B IASI RADIANCES CHANNEL 267 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0003, expected range: 0.0132 0.0242
METOP-B IASI RADIANCES CHANNEL 280 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0410, expected range: -0.0278 -0.0111
METOP-C IASI RADIANCES CHANNEL 1652 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0783, expected range: 0.1012 0.1240
METOP-C IASI RADIANCES CHANNEL 1658 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0448, expected range: 0.0941 0.1245
METOP-C IASI RADIANCES CHANNEL 236 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1508, expected range: -0.1396 -0.1285
METOP-C IASI RADIANCES CHANNEL 1513 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0489, expected range: -0.0163 0.0019
METOP-C IASI RADIANCES CHANNEL 1521 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1108, expected range: -0.0792 -0.0543
METOP-C IASI RADIANCES CHANNEL 1639 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0280, expected range: 0.0722 0.0868
METOP-C IASI RADIANCES CHANNEL 72 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1923, expected range: 0.2239 0.2621
METOP-C IASI RADIANCES CHANNEL 193 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2647, expected range: -0.0530 0.0999
METOP-C IASI RADIANCES CHANNEL 199 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1828, expected range: -0.2165 -0.0773
METOP-C IASI RADIANCES CHANNEL 205 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1163, expected range: -0.2834 -0.1425
METOP-C IASI RADIANCES CHANNEL 212 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0761, expected range: -0.2338 -0.1328
METOP-C IASI RADIANCES CHANNEL 219 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0313, expected range: -0.2246 -0.1121
METOP-C IASI RADIANCES CHANNEL 226 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0106, expected range: -0.1381 -0.0829
METOP-C IASI RADIANCES CHANNEL 278 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0141, expected range: 0.0941 0.2182
METOP-C IASI RADIANCES CHANNEL 284 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0386, expected range: 0.0706 0.1319
METOP-C IASI RADIANCES CHANNEL 286 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1322, expected range: -0.0324 0.0739
METOP-C IASI RADIANCES CHANNEL 306 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2552, expected range: -0.7286 -0.4976
cris
NPP CRIS RADIANCES CHANNEL 113 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1217, expected range: 0.0539 0.0851
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0681, expected range: -0.0623 -0.0601
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0521, expected range: 0.0731 0.0928
NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0526, expected range: 0.0635 0.0697
NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2036, expected range: 0.1580 0.1752
NOAA20 CRIS RADIANCES CHANNEL 114 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0383, expected range: -0.1201 -0.0677
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5607, expected range: 0.4313 0.4981
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3259, expected range: 0.2551 0.2948
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5152, expected range: 0.3799 0.4540
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5350, expected range: -0.6950 -0.6282
gpsro
All TERRASAR-X GPSRO SETTING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 206.23 1442.99
All TANDEM-X GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 152.20 1252.05
All GRACE C GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 131.07 1739.53
Atmospheric Motion Vector
HIMAWARI-8 AMV VIS1 WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=552.0000, expected range: 187.5391 323.7988
resat
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
Severe: obs_number=31744.0000, expected range: 51666.3341 59099.4306
Radiosondes
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8918, expected range: -0.8987 0.7500
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 598.85
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 598.85
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.0259, expected range: 0.0000 2.0911
LAND TEMP TEMPERATURE (K) 25428 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=11.1916, expected range: 0.0000 14.6609
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=8.7053, expected range: 0.0000 8.4409
Severe: avg_pge=0.8363, expected range: -0.5573 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 23921 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.2287, expected range: 0.0000 1.2943
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 52533 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=15.5408, expected range: 0.0000 7.4425
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 58457 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=21.7410, expected range: 0.0000 7.1782
HIGH RESO LAND TEMP Q (G/KG) 72357 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=3.1517, expected range: 0.0000 1.7306
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 0.00 387.25
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 82 : all data missing
Severe: obs_number=0, expected range: 63.06 134.72
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Considerable: obs_number=185.0000, expected range: 266.2418 284.7582
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=287.0000, expected range: 366.4069 392.5931
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: avg_fgdepar=1.1165, expected range: -0.4680 0.5010
amdar
WIGOS AMDAR TEMPERATURE (K) EU0015 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.1692, expected range: 0.0000 2.7315
Severe: avg_pge=0.8356, expected range: -0.4711 0.6142
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=11.5599, expected range: -17.3671 19.5115
Severe: rms_fgdepar=11.5961, expected range: -15.9377 19.2041
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (2 pressure layers affected) : out of range
Severe: avg_pge=0.9091, expected range: -1.1842 0.7500
WIGOS AMDAR TEMPERATURE (K) KYAYCIBA (2 pressure layers affected) : out of range
Severe: rms_fgdepar=6.3356, expected range: 0.0000 1.2021
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0015 (2 pressure layers affected) : out of range
Severe: avg_fgdepar=33.9469, expected range: 0.1780 6.3660
Severe: rms_fgdepar=33.9469, expected range: 0.1562 7.3046
Severe: avg_pge=0.9140, expected range: -0.2546 0.5211
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU1101 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.9712, expected range: -8.8499 16.2564
Severe: rms_fgdepar=22.8184, expected range: 0.0000 21.7448
Severe: avg_pge=0.8577, expected range: -0.6463 0.7500
ADS-C WIND VECTOR DIFF (M/S) GB0JDVRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=32.8033, expected range: 0.0000 17.1870
ADS-C WIND VECTOR DIFF (M/S) SUQ0HVZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.7133, expected range: 0.0000 34.3412
airep
AIREP WIND VECTOR DIFF (M/S) ACA039 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7663, expected range: 0.0000 16.0034
AIREP WIND VECTOR DIFF (M/S) AMX025 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.3296, expected range: 0.0000 21.3347
AIREP WIND VECTOR DIFF (M/S) UAL60 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.4626, expected range: 0.0000 8.7676
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47406 PRESSURE LAYER 600-900 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=22.5828, expected range: -8.3568 20.4404
Severe: rms_fgdepar=22.6526, expected range: 0.0000 29.8947
Severe: avg_pge=0.8993, expected range: -0.5506 0.7500
synop
BUFR LAND SYNOP RH2M (%) 68408 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9349, expected range: -1.8900 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=620.1856, expected range: 478.6313 736.2571
Severely_persistent: rms_fgdepar=620.3754, expected range: 478.7928 736.9825
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84801 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=585.9089, expected range: -1034.9601 1817.9016
Severely_persistent: rms_fgdepar=587.2396, expected range: 0.0000 1685.5316
Severely_persistent: avg_pge=0.8935, expected range: -1.2715 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-541.0429, expected range: -608.8699 -416.9212
Severely_persistent: rms_fgdepar=541.3554, expected range: 416.5365 612.1775
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38178 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8350, expected range: -0.7167 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62325 : out of range
Severe: rms_fgdepar=497.0591, expected range: 0.0000 145.1024
Severe: avg_pge=0.8841, expected range: -0.1248 0.1566
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 65450 : out of range
Severe: avg_pge=0.8277, expected range: -0.7892 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76581 : out of range
Severe: rms_fgdepar=412.7266, expected range: 0.0000 221.8062
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78639 : out of range
Severe: avg_fgdepar=539.8199, expected range: 411.6195 530.9983
Severe: rms_fgdepar=539.8199, expected range: 409.8549 533.2211
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87211 : out of range
Severe: avg_pge=0.8194, expected range: -0.3319 0.7500
BUFR LAND SYNOP RH2M (%) 86616 : out of range
Severe: avg_fgdepar=-54.1974, expected range: -20.1130 56.7460
Severe: rms_fgdepar=54.1974, expected range: 0.0000 53.1519
Severe: avg_pge=1.0000, expected range: -0.1585 0.2657
BUFR LAND SYNOP RH2M (%) 94619 : out of range
Severe: avg_fgdepar=51.3204, expected range: -13.1975 84.4592
Severe: rms_fgdepar=51.3204, expected range: 0.0000 84.5003
Severe: avg_pge=0.9946, expected range: -1.5165 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24136 : out of range
Severe: rms_fgdepar=599.0309, expected range: 0.0000 355.2041
BUFR LAND SYNOP SURFACE PRESSURE (PA) 35026 : out of range
Severe: rms_fgdepar=374.2253, expected range: 0.0000 183.6617
BUFR LAND SYNOP SURFACE PRESSURE (PA) 43197 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8042, expected range: -1.0791 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 68347 : out of range
Severe: avg_fgdepar=-502.0351, expected range: -326.6240 356.8553
Severe: rms_fgdepar=502.1788, expected range: 0.0000 181.8214
Severe: avg_pge=0.9015, expected range: -0.7063 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 73007 : out of range
Severe: rms_fgdepar=386.7068, expected range: 0.0000 256.3743
Severe: avg_pge=0.8335, expected range: -0.5126 0.7500
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-554.6562, expected range: -1379.7877 1146.8581
Severely_persistent: rms_fgdepar=554.6562, expected range: -1076.2033 1544.9335
Severely_persistent: avg_pge=0.8441, expected range: -1.2026 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DFPG2 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8207, expected range: 0.6081 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 2HDF9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8332, expected range: 0.3245 0.7500
AUTOMATIC SHIP SURFACE PRESSURE (PA) 46181 : out of range
Severe: rms_fgdepar=370.4634, expected range: 0.0000 197.5794
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JCK : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=466.9291, expected range: 0.0000 258.6240
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK77 : out of range
Severe: avg_fgdepar=774.0740, expected range: -20.3392 477.0660
Severe: rms_fgdepar=774.0740, expected range: 0.0000 477.0660
Severe: avg_pge=0.8633, expected range: -0.6993 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDD2875 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-578.1549, expected range: -1468.3047 1350.8989
Severe: rms_fgdepar=626.8193, expected range: 0.0000 1326.8287
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDM2180 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=428.8306, expected range: 0.0000 205.4784
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCEF2 : out of range
Severe: avg_fgdepar=611.3115, expected range: 33.2007 495.2578
Severe: rms_fgdepar=611.3115, expected range: 34.2868 494.8683
Severe: avg_pge=0.8201, expected range: 0.2364 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6YT4 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8914, expected range: 0.3726 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) DCPP2 : out of range
Severe: rms_fgdepar=18.6168, expected range: 0.0000 12.6836
Severe: avg_pge=0.8757, expected range: -1.1028 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301619 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-744.6900, expected range: -703.2105 667.3704
Severely_persistent: rms_fgdepar=745.3135, expected range: -621.1746 822.7482
Severely_persistent: avg_pge=0.9261, expected range: -0.7325 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501718 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8228, expected range: -1.3060 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101836 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=530.7749, expected range: -1373.2531 1397.7954
Severely_persistent: rms_fgdepar=547.6988, expected range: 0.0000 1161.7271
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402615 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8436, expected range: -1.6456 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203640 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=591.0675, expected range: -1012.9862 1060.6859
Severely_persistent: rms_fgdepar=610.2460, expected range: 0.0000 1208.3832
MOORED BUOYS SURFACE PRESSURE (PA) 4600181 : out of range
Severe: rms_fgdepar=359.7344, expected range: 0.0000 186.7337
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501742 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=572.6764, expected range: -441.6637 449.5310
Severe: rms_fgdepar=580.6497, expected range: -332.3757 465.5341
Severe: avg_pge=0.8375, expected range: -0.9472 0.7500
metar
METAR SURFACE PRESSURE (PA) HKWJ : out of range
Severe: rms_fgdepar=310.6032, expected range: 0.0000 144.4308
METAR SURFACE PRESSURE (PA) UBBY : out of range
Severe: rms_fgdepar=320.0541, expected range: 0.0000 130.0242
snow
MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.7108, expected range: -60.1273 -37.6221
Severely_persistent: rms_fgdepar=82.7108, expected range: 37.6221 60.1273
BUFR LAND SYNOP SNOW (CM) 25378 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.7938, expected range: -60.2069 -37.6645
Severely_persistent: rms_fgdepar=82.7938, expected range: 37.6645 60.2069
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-777.9820, expected range: -827.7600 -747.0950
Severely_persistent: rms_fgdepar=778.2216, expected range: 747.1921 827.7606
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-85.2280, expected range: -105.0106 -69.3790
Severely_persistent: rms_fgdepar=85.3603, expected range: 69.3877 105.0150
AUTOMATIC LAND SYNOP SNOW (CM) 71163 : out of range
Severe: rms_fgdepar=16.7383, expected range: 0.0000 2.0661
AUTOMATIC LAND SYNOP SNOW (CM) 71492 : out of range
Severe: rms_fgdepar=20.9769, expected range: 1.2917 8.9594
BUFR LAND SYNOP SNOW (CM) _7054B8F : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.1745, expected range: 2.2196 9.3010
BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.0919, expected range: 18.0290 22.1716
Severe: rms_fgdepar=51.1644, expected range: 18.0359 22.1959
AUTOMATIC LAND SYNOP SNOW (CM) 71698 : Presence of snow in warm condi
Slight: avg_obsvalue2=283.6000, expected range: 257.6449 288.7301
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.0914, expected range: -14.3444 28.7559
Severely_persistent: rms_fgdepar=14.2342, expected range: 0.0000 26.9616
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5915, expected range: -16.9164 -10.5889
Severely_persistent: rms_fgdepar=15.6913, expected range: 10.7978 16.9996
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9097, expected range: -23.1683 17.5412
Severely_persistent: rms_fgdepar=12.9214, expected range: 0.0000 20.1170
METAR 2M TEMPERATURE (K) VYNT : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.7339, expected range: 2.3041 17.4896
Severely_persistent: rms_fgdepar=13.8868, expected range: 3.4591 17.0082
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0449, expected range: -22.8826 17.2302
Severely_persistent: rms_fgdepar=13.0560, expected range: 0.0000 19.8632
BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9994, expected range: -14.4451 28.8744
Severely_persistent: rms_fgdepar=14.1305, expected range: 0.0000 27.0799
BUFR LAND SYNOP 2M TEMPERATURE (K) 80010 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7047, expected range: -29.1582 37.5618
Severely_persistent: rms_fgdepar=15.0757, expected range: 5.4033 19.5187
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5319, expected range: -17.0593 -10.6376
Severely_persistent: rms_fgdepar=15.6352, expected range: 10.8285 17.1544
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1961, expected range: -18.7229 -7.4794
Severely_persistent: rms_fgdepar=15.4516, expected range: 7.4640 18.8934
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02317 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.1738, expected range: 0.0000 1.9654
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
Severe: avg_fgdepar=-12.4659, expected range: -15.2887 11.6094
Severe: rms_fgdepar=12.5360, expected range: 0.0000 13.5761
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
Severe: avg_fgdepar=-13.0659, expected range: -15.5148 11.5623
Severe: rms_fgdepar=13.1251, expected range: 0.0000 13.7646
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89087 : out of range
Severe: avg_fgdepar=19.1564, expected range: 0.0778 6.3902
Severe: rms_fgdepar=19.1564, expected range: 0.2837 6.4560
Severe: avg_est_pge=0.8021, expected range: -0.1630 0.4764
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22481 : out of range
Severe: avg_fgdepar=-12.5878, expected range: -9.4581 5.9284
Severe: rms_fgdepar=12.6119, expected range: -5.3240 9.4985
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23330 : out of range
Severe: avg_fgdepar=-12.7109, expected range: -9.4574 6.7578
Severe: rms_fgdepar=12.7346, expected range: 0.0000 7.5226
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23758 : out of range
Severe: avg_fgdepar=-12.8490, expected range: -6.4760 4.9048
Severe: rms_fgdepar=12.9330, expected range: 0.0000 4.8691
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.5316, expected range: -15.3915 12.3955
Severe: rms_fgdepar=14.5539, expected range: 0.0000 12.2507
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25206 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4413, expected range: -9.3180 5.8805
Severe: rms_fgdepar=12.4828, expected range: 0.0000 8.8242
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.5898, expected range: 0.0000 18.6723
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4797, expected range: -17.0355 15.2882
Severe: rms_fgdepar=12.5135, expected range: 0.0000 13.0415
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-17.1890, expected range: -16.4957 14.1770
Severe: rms_fgdepar=17.2112, expected range: 0.0000 12.0051
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6154, expected range: -17.7819 6.4849
Severe: rms_fgdepar=13.6496, expected range: 0.0000 14.6328
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44225 : out of range
Severe: avg_fgdepar=-12.2490, expected range: -17.2213 9.6582
Severe: rms_fgdepar=12.3446, expected range: 0.0000 13.7394
METAR 2M TEMPERATURE (K) CYDB : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.2941, expected range: -17.2985 13.6771
Severe: rms_fgdepar=13.3239, expected range: 0.0000 15.4775
METAR 2M TEMPERATURE (K) OIGK : out of range
Severe: avg_fgdepar=-12.2645, expected range: -12.2082 2.6882
Severe: rms_fgdepar=12.4403, expected range: 0.0000 12.3051
METAR 2M TEMPERATURE (K) UHMA : out of range
Severe: avg_fgdepar=12.1594, expected range: -3.6114 7.2245
Severe: rms_fgdepar=13.9225, expected range: 0.0000 8.3673
LAND TEMP 2M TEMPERATURE (K) 23330 : out of range
Severe: avg_fgdepar=-14.7487, expected range: -11.7389 8.3055
Severe: rms_fgdepar=14.7487, expected range: 0.0000 8.9050
BUFR LAND SYNOP 2M TEMPERATURE (K) 22481 : out of range
Severe: avg_fgdepar=-12.6402, expected range: -9.5047 5.8954
Severe: rms_fgdepar=12.6642, expected range: -5.3330 9.5567
BUFR LAND SYNOP 2M TEMPERATURE (K) 23330 : out of range
Severe: avg_fgdepar=-12.7546, expected range: -9.4606 6.7015
Severe: rms_fgdepar=12.7787, expected range: 0.0000 7.5254
BUFR LAND SYNOP 2M TEMPERATURE (K) 23758 : out of range
Severe: avg_fgdepar=-12.9025, expected range: -6.5295 4.8590
Severe: rms_fgdepar=12.9863, expected range: 0.0000 4.8757
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.6405, expected range: -15.4204 12.3114
Severe: rms_fgdepar=14.6631, expected range: 0.0000 12.3210
BUFR LAND SYNOP 2M TEMPERATURE (K) 25206 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5330, expected range: -9.3197 5.8048
Severe: rms_fgdepar=12.5738, expected range: 0.0000 8.8584
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.2916, expected range: 0.0000 18.7777
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4810, expected range: -17.1977 15.3294
Severe: rms_fgdepar=12.5127, expected range: 0.0000 13.2396
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-17.2390, expected range: -16.5457 14.1270
Severe: rms_fgdepar=17.2611, expected range: 0.0000 12.0977
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6070, expected range: -17.8196 6.5503
Severe: rms_fgdepar=13.6420, expected range: 0.0000 14.5970
BUFR LAND SYNOP 2M TEMPERATURE (K) 44225 : out of range
Severe: avg_fgdepar=-12.1937, expected range: -17.2997 9.9751
Severe: rms_fgdepar=12.3129, expected range: 0.0000 13.6423
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
Severe: avg_fgdepar=-12.5226, expected range: -15.5494 11.9157
Severe: rms_fgdepar=12.6001, expected range: 0.0000 13.8459
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9542, expected range: -15.7671 11.8886
Severe: rms_fgdepar=13.0246, expected range: 0.0000 14.0892
BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=19.1666, expected range: -19.2276 28.4520
Severe: rms_fgdepar=19.1666, expected range: 0.0000 18.4852
Severe: avg_est_pge=0.8022, expected range: -0.0338 1.0598
BUFR LAND SYNOP 2M TEMPERATURE (K) _170E863 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.1539, expected range: -16.8655 20.8293
Severe: rms_fgdepar=14.5025, expected range: 0.0000 15.9845
rh2m
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 21.05 337.41
AUTOMATIC LAND SYNOP RH2M (%) 71766 : out of range
Severe: rms_fgdepar=33.9792, expected range: 0.3967 17.9120
BUFR LAND SYNOP RH2M (%) 01366 : out of range
Severe: rms_fgdepar=33.1861, expected range: 0.0000 13.2854
BUFR LAND SYNOP RH2M (%) 15254 : out of range
Severe: rms_fgdepar=30.0066, expected range: 0.0000 16.7672