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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| gpsro | ||
| All TERRASAR-X GPSRO SETTING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 206.23 1442.99 |
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| All TANDEM-X GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 152.20 1252.05 |
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| All GRACE C GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 131.07 1739.53 |
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| 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 |
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| 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 |
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| 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 |
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| All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 598.85 |
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| All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 598.85 |
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| 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 |
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| LAND TEMP TEMPERATURE (K) 25428 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=11.1916, expected range: 0.0000 14.6609 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 0.00 387.25 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 82 : all data missing
Severe: obs_number=0, expected range: 63.06 134.72 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (2 pressure layers affected) : out of range
Severe: avg_pge=0.9091, expected range: -1.1842 0.7500 |
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| WIGOS AMDAR TEMPERATURE (K) KYAYCIBA (2 pressure layers affected) : out of range
Severe: rms_fgdepar=6.3356, expected range: 0.0000 1.2021 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 65450 : out of range
Severe: avg_pge=0.8277, expected range: -0.7892 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76581 : out of range
Severe: rms_fgdepar=412.7266, expected range: 0.0000 221.8062 |
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| 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 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87211 : out of range
Severe: avg_pge=0.8194, expected range: -0.3319 0.7500 |
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| 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 |
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| 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 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 24136 : out of range
Severe: rms_fgdepar=599.0309, expected range: 0.0000 355.2041 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 35026 : out of range
Severe: rms_fgdepar=374.2253, expected range: 0.0000 183.6617 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| AUTOMATIC SHIP SURFACE PRESSURE (PA) 46181 : out of range
Severe: rms_fgdepar=370.4634, expected range: 0.0000 197.5794 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
 | |