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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-05 00:00
| amsua | ||
| NOAA-15 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=0.6794, expected range: 0.5351 0.6252 |
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| NOAA-18 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=0.6631, expected range: 0.5640 0.6293 |
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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 1513 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1179, expected range: -0.0171 0.0419 |
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| amsr2 | ||
| AMSR2 GCOM-W1 ALLSKY RADIANCES (6 channels affected) : out of range
Slight: obs_number=14078.0000, expected range: 15409.3655 19257.5095 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3847, expected range: -0.2354 -0.0736 |
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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=-0.4757, expected range: -0.6596 -0.6282 |
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| Atmospheric Motion Vector | ||
| All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-9.4467, expected range: -17.8161 15.2679 Severely_persistent: rms_fgdepar=9.4779, expected range: 0.0000 15.1440 Severely_persistent: avg_pge=0.9101, expected range: -1.0037 0.7500 |
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| LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8203, expected range: -0.9310 0.7500 |
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| LAND TEMP Q (G/KG) 17516 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.4855, expected range: 0.2381 1.0060 |
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| LAND TEMP Q (G/KG) 83937 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.4423, expected range: 0.0000 1.9600 |
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| LAND TEMP TEMPERATURE (K) 60760 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=15.2999, expected range: -38.9854 54.8400 Severe: rms_fgdepar=15.3182, expected range: 0.0000 51.0312 Severe: avg_pge=0.8789, expected range: -1.9099 0.7500 |
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| LAND TEMP TEMPERATURE (K) 30965 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=6.0412, expected range: 0.0000 1.8445 |
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| LAND TEMP TEMPERATURE (K) 30965 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8665, expected range: -0.2752 0.4069 |
| |
| LAND TEMP TEMPERATURE (K) 24959 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-9.4486, expected range: -4.4253 3.0469 Severe: rms_fgdepar=9.6231, expected range: 0.0000 5.4903 Severe: avg_pge=0.8053, expected range: -0.6754 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 20046 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=22.0529, expected range: -3.7946 10.0628 Severe: rms_fgdepar=22.2021, expected range: 0.0000 14.3238 Severe: avg_pge=0.8631, expected range: -0.7372 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 30054 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=19.0422, expected range: 0.0000 5.6054 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 32477 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=20.8995, expected range: 0.0000 19.4997 |
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| HIGH RESO LAND TEMP Q (G/KG) 42667 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.7560, expected range: 0.0613 1.3836 |
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| HIGH RESO LAND TEMP Q (G/KG) 94150 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.6257, expected range: 0.1538 2.5971 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 60760 (2 pressure layers affected) : out of range
Severe: avg_fgdepar=16.3777, expected range: -41.6086 58.6593 Severe: rms_fgdepar=16.4450, expected range: -37.8287 56.0660 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 60760 (3 pressure layers affected) : out of range
Severe: avg_pge=0.9043, expected range: -2.1193 0.7500 |
| |
| HIGH RESO LAND TEMP TEMPERATURE (K) 24641 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_fgdepar=-10.0610, expected range: -5.9341 4.6055 Severe: rms_fgdepar=11.2057, expected range: 0.0000 6.6634 Severe: avg_pge=0.8287, expected range: -0.4864 0.7046 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 42667 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=6.2435, expected range: 0.0000 1.5587 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 42667 PRESSURE LAYER 900-12 : out of range
Severe: rms_fgdepar=15.8035, expected range: 0.0000 6.8728 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=3.5905, expected range: 0.5036 1.2748 Severe: rms_fgdepar=4.8273, expected range: 0.0000 1.8591 Considerable: avg_fgdepar=-3.0417, expected range: -1.4129 1.1545 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HP : out of range
Severe: rms_fgdepar=9.8005, expected range: 1.4054 3.6397 Severe: avg_fgdepar=9.7675, expected range: 0.3330 2.9960 Severe: rms_fgdepar=12.6827, expected range: 0.0467 3.7425 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: rms_fgdepar=2.1509, expected range: 0.3206 1.5027 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: obs_number=454.0000, expected range: 535.7779 560.0221 |
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| amdar | ||
| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (3 pressure layers affected) : out of range
Severe: avg_fgdepar=14.0120, expected range: -18.8076 21.3055 Severe: rms_fgdepar=14.0256, expected range: -17.3975 20.9307 |
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| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (4 pressure layers affected) : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.9203, expected range: -1.2895 0.7500 |
| |
| ADS-C WIND VECTOR DIFF (M/S) 0CU015BA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=21.6356, expected range: 0.0000 36.5245 |
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| ADS-C WIND VECTOR DIFF (M/S) CKEEBURA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.6239, expected range: 0.0000 11.9469 |
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| ADS-C WIND VECTOR DIFF (M/S) EN5IHQRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.2755, expected range: 0.0000 20.0342 |
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| ADS-C WIND VECTOR DIFF (M/S) GNKBWIBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.9477, expected range: 0.0000 27.0042 |
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| ADS-C WIND VECTOR DIFF (M/S) I5P1D0BA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.9782, expected range: 0.0000 9.6457 |
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| ADS-C WIND VECTOR DIFF (M/S) JEZ0RUJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=25.5201, expected range: 0.0000 33.8751 |
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| ADS-C WIND VECTOR DIFF (M/S) X0ZRVXRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.4809, expected range: 0.0000 9.7405 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) BAW26VP PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=23.2115, expected range: -5.6390 15.1321 Severe: rms_fgdepar=29.9558, expected range: 0.0000 15.0750 |
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| AIREP WIND VECTOR DIFF (M/S) ETD269 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.3628, expected range: 0.0000 16.4123 |
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| AIREP WIND VECTOR DIFF (M/S) KLM48 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.7359, expected range: 0.0000 10.4589 |
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| AIREP WIND VECTOR DIFF (M/S) QTR5V PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.8742, expected range: 0.0000 11.7555 |
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| AIREP WIND VECTOR DIFF (M/S) THY7LK PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=51.2137, expected range: -10.9365 20.6201 Severe: rms_fgdepar=62.1231, expected range: 0.0000 24.5852 |
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| AIREP WIND VECTOR DIFF (M/S) UAL61 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=70.0656, expected range: -1.5376 7.5180 Severe: rms_fgdepar=70.0656, expected range: 0.0000 8.5623 |
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| AIREP WIND VECTOR DIFF (M/S) UAL842 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=23.3864, expected range: -3.5659 11.7666 Severe: rms_fgdepar=28.9737, expected range: 0.0000 12.3902 |
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| AIREP WIND VECTOR DIFF (M/S) UAL907 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=21.2775, expected range: -5.1608 12.5650 Severe: rms_fgdepar=21.2775, expected range: 0.0000 21.0435 Severe: avg_pge=0.8356, expected range: -0.4288 0.5624 |
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| AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.6294, expected range: 0.0000 23.5054 |
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| AIREP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=13.1105, expected range: 2.0255 8.2217 |
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| prof | ||
| JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47406 (2 pressure layers affe : out of range
Severe: avg_fgdepar=29.1673, expected range: -0.8096 7.7820 Severe: rms_fgdepar=29.1674, expected range: 0.0000 9.4758 Severe: avg_pge=0.9159, expected range: -0.2542 0.4280 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 42026 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=61.3584, expected range: 10.8178 96.6187 Severely_persistent: rms_fgdepar=61.3584, expected range: 10.8178 96.6187 Severely_persistent: avg_pge=0.9941, expected range: -0.6842 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 65125 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9298, expected range: -1.4113 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 24585 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=527.3323, expected range: -402.6990 1057.0455 Severely_persistent: rms_fgdepar=527.3435, expected range: 0.0000 959.9891 Severely_persistent: avg_pge=0.8736, expected range: 0.0219 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=582.1992, expected range: 482.1738 738.3063 Severely_persistent: rms_fgdepar=582.4793, expected range: 482.7897 738.5742 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 84801 : out of range
23 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=617.1270, expected range: -1291.2004 1892.7321 Severely_persistent: rms_fgdepar=619.0846, expected range: 0.0000 1800.0473 Severely_persistent: avg_pge=0.8871, expected range: -1.8459 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-536.8088, expected range: -660.4315 -354.0281 Severely_persistent: rms_fgdepar=536.9570, expected range: 354.4401 661.2311 |
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| BUFR LAND SYNOP RH2M (%) 68408 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.5300, expected range: -129.4766 101.7765 Severely_persistent: rms_fgdepar=51.5300, expected range: -91.4568 123.5290 Severely_persistent: avg_pge=0.9987, expected range: -1.4908 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 94334 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9988, expected range: -1.6044 0.7500 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89057 : out of range
Severe: rms_fgdepar=455.7233, expected range: 0.0000 309.6691 Severe: avg_pge=0.9114, expected range: -1.2755 0.7500 |
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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=0.8468, expected range: -0.7961 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38705 : out of range
Severe: rms_fgdepar=385.2433, expected range: 0.0000 337.8320 Severe: avg_pge=0.8317, expected range: -0.2074 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42638 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=439.6108, expected range: 0.0000 62.8049 Severe: avg_pge=0.8622, expected range: 0.0000 0.0000 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76805 : out of range
Severe: rms_fgdepar=338.1790, expected range: 0.0000 183.2073 Severe: avg_pge=0.8208, expected range: -0.3026 0.4358 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78866 : out of range
Severe: rms_fgdepar=520.6386, expected range: 0.0000 83.4863 |
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| MANUAL LAND SYNOP RH2M (%) 38886 : out of range
Severe: rms_fgdepar=35.9241, expected range: 0.0000 15.5986 |
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| MANUAL LAND SYNOP RH2M (%) 64706 : out of range
Severe: avg_pge=0.9751, expected range: -0.8993 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 64750 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=60.4083, expected range: -23.2588 98.9471 Severe: rms_fgdepar=60.4083, expected range: 0.0000 98.9471 Severe: avg_pge=0.9997, expected range: -1.4388 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 14536 : out of range
Severe: rms_fgdepar=477.1847, expected range: 0.0000 110.9711 Severe: avg_pge=0.8669, expected range: -0.4572 0.7078 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 24967 : out of range
Severe: rms_fgdepar=396.7399, expected range: 0.0000 209.5573 Severe: avg_pge=0.8341, expected range: -0.3152 0.4320 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 25121 : out of range
Severe: rms_fgdepar=527.7323, expected range: 0.0000 228.8612 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31300 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=634.5858, expected range: -834.2756 655.9070 Severe: rms_fgdepar=714.6270, expected range: -563.4325 781.7343 |
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| BUFR LAND SYNOP RH2M (%) 42639 : out of range
Severe: avg_fgdepar=50.2521, expected range: -19.4953 77.1757 Severe: rms_fgdepar=50.2521, expected range: 0.0000 77.1757 Severe: avg_pge=0.9419, expected range: -0.8578 0.7500 |
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| BUFR LAND SYNOP Z (M) 56247 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.9051, expected range: -1.4244 0.7500 |
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| ship | ||
| AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8379, expected range: -1.0719 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-588.8606, expected range: -1354.5507 1131.7336 Severely_persistent: rms_fgdepar=588.8606, expected range: -1022.6025 1484.0719 Severely_persistent: avg_pge=0.8566, expected range: -1.3570 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) TBWUK60 : out of range
Severe: rms_fgdepar=16.3315, expected range: 0.0000 9.0461 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDD2875 : out of range
Severe: rms_fgdepar=17.3333, expected range: 0.0000 14.2403 Severe: avg_pge=0.8991, expected range: -0.2957 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROH8 : out of range
Severe: rms_fgdepar=589.8708, expected range: 0.0000 306.8186 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROO5 : out of range
Severe: avg_fgdepar=715.3759, expected range: -682.7962 983.5933 Severe: rms_fgdepar=715.3759, expected range: 0.0000 1030.0219 Severe: avg_pge=0.8524, expected range: -1.3287 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCEW2 : out of range
Severe: rms_fgdepar=303.0974, expected range: 0.0000 81.6899 |
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| buoy | ||
| MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8796, expected range: -0.8288 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1301619 : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=332.3532, expected range: 0.0000 198.3877 Severely_persistent: avg_pge=0.8277, expected range: -0.7443 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6203640 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=511.6683, expected range: -880.4220 992.7540 Severely_persistent: rms_fgdepar=520.7852, expected range: -798.0149 1171.6997 Severely_persistent: avg_pge=0.8885, expected range: -1.6145 0.7500 |
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| MOORED BUOYS SURFACE PRESSURE (PA) 2200185 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-566.4184, expected range: -900.0766 752.3588 Severe: rms_fgdepar=568.6314, expected range: -634.4161 880.8553 Severe: avg_pge=0.9081, expected range: -1.1508 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4401563 : out of range
Severe: rms_fgdepar=475.0994, expected range: 5.2406 114.6033 Severe: avg_pge=0.8857, expected range: -0.1977 0.3439 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4602599 : out of range
Severe: rms_fgdepar=322.7957, expected range: 32.0628 142.8761 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4701745 : out of range
Severe: rms_fgdepar=309.5419, expected range: 0.0000 132.9400 |
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| snow | ||
| MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-53.2600, expected range: -59.2116 -37.8713 Severely_persistent: rms_fgdepar=53.2600, expected range: 37.8713 59.2116 |
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| BUFR LAND SYNOP SNOW (CM) 36208 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-53.2600, expected range: -59.2116 -37.8713 Severely_persistent: rms_fgdepar=53.2600, expected range: 37.8713 59.2116 |
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| 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=-808.8967, expected range: -827.6740 -748.6169 Severely_persistent: rms_fgdepar=808.8982, expected range: 748.7779 827.6575 |
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| 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=-76.5806, expected range: -102.3748 -75.1104 Severely_persistent: rms_fgdepar=76.6197, expected range: 75.1204 102.3792 |
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| MANUAL LAND SYNOP SNOW (CM) 20107 : out of range
Severe: rms_fgdepar=23.7042, expected range: 0.1891 2.8577 |
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| BUFR LAND SYNOP SNOW (CM) _MF130CA : out of range
Severe: rms_fgdepar=15.8060, expected range: 4.4762 9.7485 |
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| BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=56.5533, expected range: 16.1933 24.6698 Severe: rms_fgdepar=56.6039, expected range: 16.1049 24.8100 |
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| t2m | ||
| 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=-15.1189, expected range: -17.6210 -10.2018 Severely_persistent: rms_fgdepar=15.1936, expected range: 10.3909 17.7262 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9927, expected range: -20.2933 2.3598 Severely_persistent: rms_fgdepar=13.8894, expected range: 0.4036 19.8469 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.7240, expected range: -20.7007 2.6944 Severely_persistent: rms_fgdepar=14.7426, expected range: 0.0000 20.8884 |
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| METAR 2M TEMPERATURE (K) CYDB : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.5913, expected range: -17.6739 13.4239 Severely_persistent: rms_fgdepar=13.6280, expected range: 0.0000 15.6284 |
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| METAR 2M TEMPERATURE (K) LTCB : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=13.3157, expected range: 2.9708 17.3029 Severely_persistent: rms_fgdepar=13.3630, expected range: 3.4572 17.2870 |
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| 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=-14.9411, expected range: -17.7778 -10.2421 Severely_persistent: rms_fgdepar=15.0166, expected range: 10.4159 17.8923 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.3086, expected range: -20.4352 2.2010 Severely_persistent: rms_fgdepar=14.2523, expected range: 0.1863 20.1752 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _170BB1B : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=14.6898, expected range: -20.4099 31.8333 Severely_persistent: rms_fgdepar=14.6898, expected range: 1.6786 22.2077 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68353 : out of range
Severe: rms_fgdepar=13.8031, expected range: 0.0000 5.4446 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68593 : out of range
Severe: avg_fgdepar=-14.5734, expected range: -12.9819 8.7804 Severe: rms_fgdepar=14.7126, expected range: 0.0000 12.0353 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.7224, expected range: -15.7540 11.4882 Severe: rms_fgdepar=15.7470, expected range: 0.0000 13.9086 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.6333, expected range: -15.8659 11.3748 Severe: rms_fgdepar=15.6651, expected range: 0.0000 13.9967 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89087 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=17.9745, expected range: -0.0061 6.3370 Severe: rms_fgdepar=17.9745, expected range: 0.1704 6.4212 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22983 : out of range
Severe: avg_fgdepar=-12.0595, expected range: -9.4471 4.9371 Severe: rms_fgdepar=12.1903, expected range: 0.0000 8.9284 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22996 : out of range
Severe: avg_fgdepar=-12.0103, expected range: -7.1660 5.3812 Severe: rms_fgdepar=12.0261, expected range: 0.0000 6.3181 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 23339 : out of range
Severe: avg_fgdepar=-12.0719, expected range: -8.0182 7.0190 Severe: rms_fgdepar=12.0719, expected range: 0.0000 6.2355 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24641 : out of range
Severe: avg_fgdepar=-13.8901, expected range: -8.6147 7.2353 Severe: rms_fgdepar=14.1163, expected range: 0.0000 7.3276 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.2003, expected range: 0.0000 12.9336 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 27199 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.9544, expected range: 0.0000 5.6911 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 27296 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.9450, expected range: 0.0000 5.5795 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 27393 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.5977, expected range: 0.0000 5.4357 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.1813, expected range: 0.0000 14.0817 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.5910, expected range: -18.3276 6.4496 Severe: rms_fgdepar=13.8091, expected range: 0.0000 15.3062 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 38149 : out of range
Severe: avg_fgdepar=-12.4914, expected range: -9.2302 3.5378 Severe: rms_fgdepar=12.8293, expected range: 0.0000 9.3427 |
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| LAND TEMP 2M TEMPERATURE (K) 23330 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4351, expected range: -11.4285 8.0939 Severe: rms_fgdepar=12.4351, expected range: 0.0000 8.8551 |
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| LAND TEMP 2M TEMPERATURE (K) 23955 : out of range
Severe: avg_fgdepar=-12.3202, expected range: -6.8206 4.3086 Severe: rms_fgdepar=12.3202, expected range: 0.0000 6.1702 |
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| LAND TEMP 2M TEMPERATURE (K) 24641 : out of range
Severe: avg_fgdepar=-14.7913, expected range: -8.1160 6.6750 Severe: rms_fgdepar=14.7913, expected range: -3.6323 7.2027 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 22983 : out of range
Severe: avg_fgdepar=-12.1095, expected range: -9.5073 4.8810 Severe: rms_fgdepar=12.2398, expected range: 0.0000 9.0242 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 22996 : out of range
Severe: avg_fgdepar=-12.0670, expected range: -7.2232 5.3294 Severe: rms_fgdepar=12.0827, expected range: 0.0000 6.3954 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 23339 : out of range
Severe: avg_fgdepar=-12.1321, expected range: -8.0693 6.9543 Severe: rms_fgdepar=12.1321, expected range: 0.0000 6.2750 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24641 : out of range
Severe: avg_fgdepar=-13.9344, expected range: -8.6565 7.1594 Severe: rms_fgdepar=14.1609, expected range: 0.0000 7.3976 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.2492, expected range: 0.0000 13.0319 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.4230, expected range: 0.0000 14.3223 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.6282, expected range: -18.3701 6.5163 Severe: rms_fgdepar=13.8453, expected range: 0.0000 15.2790 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 68593 : out of range
Severe: avg_fgdepar=-14.1372, expected range: -14.8839 8.1527 Severe: rms_fgdepar=14.1372, expected range: 0.0000 13.9690 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.4852, expected range: -15.8635 11.7029 Severe: rms_fgdepar=15.5407, expected range: 0.0000 13.9790 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.6419, expected range: -16.0303 11.6466 Severe: rms_fgdepar=15.6878, expected range: 0.0000 14.1824 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _1701F9F : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=12.7217, expected range: -26.8474 33.2481 Severe: rms_fgdepar=13.4163, expected range: 0.0000 25.7959 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173E5 : out of range
Severe: avg_fgdepar=-17.3182, expected range: -7.1899 6.3527 Severe: rms_fgdepar=17.3967, expected range: 0.0000 8.1534 |
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| rh2m | ||
| All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 21.05 337.41 |
||
| METAR RH2M (%) FBSK : out of range
Severe: rms_fgdepar=34.4457, expected range: 6.4337 20.8608 |
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| BUFR LAND SYNOP RH2M (%) 01366 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=30.9335, expected range: 0.0000 13.0832 |
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| BUFR LAND SYNOP RH2M (%) 33049 : out of range
Severe: rms_fgdepar=34.7763, expected range: 0.0000 14.8354 |
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| BUFR LAND SYNOP RH2M (%) _MI124F1 : out of range
Severe: rms_fgdepar=31.6343, expected range: 0.0000 14.9421 |
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| BUFR LAND SYNOP RH2M (%) _MI1BA09 : out of range
Severe: rms_fgdepar=31.5397, expected range: 0.0000 13.8756 |
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