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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-18 12:00
| amsua | ||
| NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0440, expected range: -0.0742 -0.0695 |
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| NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0999, expected range: 0.1542 0.1636 |
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| NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5778, expected range: -0.4709 -0.4691 |
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| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2416, expected range: -0.1727 -0.1632 |
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| NOAA 18 AMSUA ALL SKY RADIANCES (5 channels affected) : out of range
Considerable: obs_number=15136.0000, expected range: 17909.4785 28518.0509 |
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| iasi | ||
| METOP-C IASI RADIANCES CHANNEL 262 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0505, expected range: 0.0347 0.0407 |
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| METOP-C IASI RADIANCES CHANNEL 269 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0749, expected range: -0.0987 -0.0858 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 19 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1039, expected range: -0.2024 -0.1786 |
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| NPP ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.7520, expected range: 0.6649 0.6678 |
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| NPP ATMS RADIANCES CHANNEL 12 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5241, expected range: -0.4307 -0.3906 |
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| NPP ATMS RADIANCES CHANNEL 13 : out of range
25 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4771, expected range: -0.3684 -0.3084 |
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| NOAA20 ATMS RADIANCES CHANNEL 19 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3839, expected range: -0.4702 -0.4233 |
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| NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2332, expected range: -0.3070 -0.2913 |
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| NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.5440, expected range: 0.4550 0.4639 |
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| NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.6170, expected range: -0.5637 -0.5001 |
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| resat | ||
| AURA OMI OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
Slight: avg_fgdepar=1.1833, expected range: -0.9451 0.5546 |
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| Radiosondes | ||
| LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=6.3366, expected range: -4.2787 12.5685 Severely_persistent: rms_fgdepar=6.3366, expected range: 0.0000 12.3374 |
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| All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 40.03 147.97 |
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| LAND TEMP Q (G/KG) 61052 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=6.3988, expected range: -4.4468 10.7695 Severe: rms_fgdepar=6.4090, expected range: 0.0000 9.1143 |
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| LAND TEMP Q (G/KG) 82917 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=6.7751, expected range: -2.3434 5.9848 Severe: rms_fgdepar=6.7751, expected range: 0.0000 5.9848 Severe: avg_pge=0.9551, expected range: -0.0083 0.0203 |
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| LAND TEMP TEMPERATURE (K) 37055 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=6.8445, expected range: 0.0000 5.3073 Severe: avg_pge=0.8586, expected range: -0.8792 0.7500 |
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| HIGH RESO LAND TEMP Q (G/KG) 58847 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.0352, expected range: 0.4243 1.1533 |
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| HIGH RESO LAND TEMP Q (G/KG) 76595 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.8786, expected range: 0.0000 2.0425 |
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| HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=285.0000, expected range: 373.2788 391.0069 |
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| HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=89.0000, expected range: 172.8056 187.8611 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 72440 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=17.3215, expected range: 0.0366 5.5406 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
1 times in the last 10 days for at least one item Severe: obs_number=860.0000, expected range: 948.4048 965.0952 |
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| All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 29.09 317.31 |
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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: rms_fgdepar=1.7980, expected range: 0.1448 1.1279 Considerable: rms_fgdepar=1.9095, expected range: 0.1331 1.3106 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=77.0000, expected range: 146.2481 175.3074 |
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| amdar | ||
| TAMDAR WIND VECTOR DIFF (M/S) 00005178 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=20.0040, expected range: 0.0000 33.3306 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) UAIGUUZA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=16.4453, expected range: 0.0000 7.1104 |
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| WIGOS AMDAR TEMPERATURE (K) C3VWUWRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8016, expected range: 0.5806 0.7500 |
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| WIGOS AMDAR Q (G/KG) IZUEOGZA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.3740, expected range: 0.0000 0.9065 |
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| MODE-S WIND VECTOR DIFF (M/S) MBE2797 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=17.9876, expected range: 0.0000 6.6290 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) UAL125 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.3341, expected range: 0.0000 9.3488 |
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| AIREP WIND VECTOR DIFF (M/S) QFA8 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.1197, expected range: 0.0000 6.4166 |
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| AIREP WIND VECTOR DIFF (M/S) UAL839 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=21.1423, expected range: 0.0000 15.1222 |
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| AIREP WIND VECTOR DIFF (M/S) BAW2AS PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7120, expected range: 0.0000 22.2357 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 06234 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=15.9986, expected range: 0.0000 14.3295 Severe: avg_pge=0.8423, expected range: -0.8405 0.7500 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 43466 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.9408, expected range: 0.0000 10.4837 Severe: avg_pge=0.8898, expected range: -1.1711 0.7500 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 42792 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9995, expected range: -0.9813 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42674 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8610, expected range: -1.1725 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 34601 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=578.6007, expected range: -213.2140 143.6670 Severely_persistent: rms_fgdepar=578.6007, expected range: 0.0000 205.1324 Severely_persistent: avg_pge=0.8992, expected range: -1.3982 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-641.1704, expected range: -718.8420 -546.7396 Severely_persistent: rms_fgdepar=641.4533, expected range: 546.1134 705.8619 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 86662 : out of range
7 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=463.1466, expected range: 0.0000 102.4919 Severely_persistent: avg_pge=0.8509, expected range: -1.2544 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-931.0150, expected range: -1089.9522 -765.0655 Severely_persistent: rms_fgdepar=932.2311, expected range: 718.6637 1082.8394 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 12805 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=575.0866, expected range: -604.1510 796.0077 Severely_persistent: rms_fgdepar=872.4413, expected range: -1153.0706 1601.8009 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: obs_number=1498.0000, expected range: 1906.8092 1912.0797 Severe: obs_number=1450.0000, expected range: 1853.1139 1865.0861 |
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| AUTOMATIC LAND SYNOP RH2M (%) 35391 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.9721, expected range: -1.7047 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 84010 : out of range
Severe: avg_fgdepar=1123.7457, expected range: -158.0872 190.0794 Severe: rms_fgdepar=1123.7457, expected range: 0.0000 112.3353 Severe: avg_pge=0.9473, expected range: -0.2535 0.2897 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91601 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8457, expected range: -0.8272 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42661 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8265, expected range: -1.3391 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82863 : out of range
Severe: rms_fgdepar=429.7335, expected range: 0.0000 209.9128 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80234 : out of range
Severe: rms_fgdepar=331.3144, expected range: 0.0000 153.6721 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42805 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=1053.0490, expected range: -1187.1631 1355.9324 Severe: rms_fgdepar=1053.0490, expected range: -1015.6733 1291.1730 Severe: avg_pge=0.9443, expected range: -1.3380 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62325 : out of range
Severe: rms_fgdepar=302.1895, expected range: 0.0000 118.5448 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91425 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-578.5502, expected range: -117.7027 68.5555 Severe: rms_fgdepar=578.5502, expected range: 0.0000 190.6420 Severe: avg_pge=0.8899, expected range: -0.9017 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42557 : out of range
Severe: avg_pge=0.8577, expected range: 0.5705 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41718 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=409.0177, expected range: 0.0000 185.3690 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83669 : out of range
Severe: rms_fgdepar=385.3416, expected range: 0.0000 122.6553 |
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| MANUAL LAND SYNOP RH2M (%) 42101 : out of range
Severe: avg_pge=0.9883, expected range: -1.0333 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 38202 : out of range
Severe: avg_pge=0.9823, expected range: -0.0504 0.0652 |
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| MANUAL LAND SYNOP RH2M (%) 87852 : out of range
Severe: avg_fgdepar=50.7952, expected range: -51.3357 42.4873 Severe: rms_fgdepar=51.1717, expected range: 0.0000 34.3829 |
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| MANUAL LAND SYNOP RH2M (%) 43133 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.9996, expected range: -1.2971 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 62054 : out of range
Severe: rms_fgdepar=39.3528, expected range: 0.0000 25.0513 Severe: avg_pge=0.8482, expected range: -0.0370 0.0543 |
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| MANUAL LAND SYNOP RH2M (%) 41764 : out of range
Severe: rms_fgdepar=32.8231, expected range: 0.0000 29.7329 Severe: avg_pge=0.9867, expected range: -0.0284 0.0432 |
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| MANUAL LAND SYNOP RH2M (%) 62016 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.9325, expected range: -0.2889 0.3659 |
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| MANUAL LAND SYNOP RH2M (%) 38616 : out of range
Severe: rms_fgdepar=46.3190, expected range: 0.0000 34.4331 Severe: avg_pge=0.9457, expected range: -0.0129 0.0211 |
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| MANUAL LAND SYNOP RH2M (%) 42176 : out of range
Severe: avg_pge=0.9806, expected range: -1.2520 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 35796 : out of range
Severe: avg_pge=0.9084, expected range: -0.2586 0.3230 |
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| MANUAL LAND SYNOP RH2M (%) 42249 : out of range
Severe: avg_pge=0.9955, expected range: -0.2465 0.2988 |
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| MANUAL LAND SYNOP RH2M (%) 42469 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=50.9152, expected range: 16.2627 37.1556 Severe: rms_fgdepar=50.9152, expected range: 16.2627 37.1556 Severe: avg_pge=1.0000, expected range: -1.1129 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42379 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-51.1142, expected range: -79.8831 66.4332 Severe: rms_fgdepar=51.1142, expected range: -55.8083 75.2438 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 86710 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=412.2752, expected range: 0.0000 230.8092 Severe: avg_pge=0.8828, expected range: -0.6269 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 64040 : out of range
Severe: avg_pge=0.8499, expected range: 0.6980 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 13160 : out of range
Severe: rms_fgdepar=587.3824, expected range: 0.0000 108.7231 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 23032 : out of range
Severe: rms_fgdepar=459.3176, expected range: 0.0000 142.4697 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 30028 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=682.2828, expected range: 0.0000 179.8150 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 35179 : out of range
Severe: rms_fgdepar=495.6985, expected range: 0.0000 87.4248 |
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| BUFR LAND SYNOP RH2M (%) 12100 : out of range
Severe: rms_fgdepar=40.4719, expected range: 0.0000 12.1291 |
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| BUFR LAND SYNOP RH2M (%) 81680 : out of range
Severe: rms_fgdepar=33.7417, expected range: 0.0000 16.9241 |
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| BUFR LAND SYNOP RH2M (%) 76581 : out of range
Severe: avg_pge=0.8436, expected range: -0.7440 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 64184 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.9935, expected range: -1.6363 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 23884 : out of range
Severe: rms_fgdepar=42.9696, expected range: 0.0000 21.9002 |
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| BUFR LAND SYNOP RH2M (%) 15395 : out of range
Severe: rms_fgdepar=40.0854, expected range: 0.0000 16.4201 |
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| BUFR LAND SYNOP RH2M (%) 48019 : out of range
Severe: rms_fgdepar=45.8349, expected range: 0.0000 44.1360 Severe: avg_pge=0.9998, expected range: -0.1325 0.1892 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VGWM : out of range
Severe: avg_fgdepar=1119.8291, expected range: -62.4976 349.3088 Severe: rms_fgdepar=1119.8291, expected range: 0.0000 332.6034 Severe: avg_pge=0.9089, expected range: -0.7154 0.7500 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6203613 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8119, expected range: -1.0648 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 5501658 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=590.2211, expected range: -984.9555 885.2944 Severely_persistent: rms_fgdepar=591.2970, expected range: -792.0416 1026.6564 Severely_persistent: avg_pge=0.9009, expected range: -1.2884 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 3101601 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=521.0333, expected range: -156.3468 147.1209 Severe: rms_fgdepar=521.7348, expected range: 0.0000 232.2425 Severe: avg_pge=0.8806, expected range: -0.2161 0.2591 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 3301611 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=370.0581, expected range: 0.0000 237.2352 Severe: avg_pge=0.8506, expected range: -0.5163 0.6378 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6203649 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=403.5634, expected range: 0.0000 107.0247 Severe: avg_pge=0.8227, expected range: -0.2777 0.3320 |
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| snow | ||
| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-754.0995, expected range: -748.3152 -719.9724 |
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| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=754.1036, expected range: 719.9726 748.3161 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=87.5052, expected range: 84.5272 111.4962 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=87.5070, expected range: 84.5334 111.5301 |
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| BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-91.7495, expected range: -93.2595 -87.7690 Severely_persistent: rms_fgdepar=91.7498, expected range: 87.7691 93.2597 |
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| BUFR LAND SYNOP SNOW (CM) _MF1378B : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=60.5455, expected range: 71.5580 130.7145 |
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| BUFR LAND SYNOP SNOW (CM) _MF1378B : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=60.6060, expected range: 71.5653 130.7173 |
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| BUFR LAND SYNOP SNOW (CM) 13492 : out of range
Severe: rms_fgdepar=24.4949, expected range: 0.0000 5.9178 |
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| BUFR LAND SYNOP SNOW (CM) : out of range
Severe: avg_fgdepar=18.5714, expected range: -0.8400 1.5027 Severe: rms_fgdepar=24.4949, expected range: 0.0000 5.3314 |
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| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68299 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.7821, expected range: -16.5074 -7.3435 Severely_persistent: rms_fgdepar=18.7821, expected range: 7.3532 16.5089 |
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| METAR 2M TEMPERATURE (K) UGMS : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=12.9186, expected range: 7.3476 15.3695 Severely_persistent: rms_fgdepar=12.9186, expected range: 7.4382 15.4137 |
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| METAR 2M TEMPERATURE (K) VECX : out of range
7 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.3368, expected range: 4.6091 15.7248 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.8083, expected range: -38.7281 17.2959 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
15 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=18.8083, expected range: 5.8384 22.2620 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.5511, expected range: -19.9190 -3.6500 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=17.5582, expected range: 4.1043 19.6811 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51777 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.9335, expected range: -16.7535 14.9796 Severe: rms_fgdepar=14.9335, expected range: 0.0000 12.9698 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
Severe: obs_number=1459.0000, expected range: 1801.0722 1839.2436 |
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| METAR 2M TEMPERATURE (K) VTPO : out of range
Severe: avg_fgdepar=-14.7743, expected range: -3.3755 8.4126 Severe: rms_fgdepar=14.7743, expected range: 0.0000 7.9876 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 68927 : out of range
Severe: avg_fgdepar=-14.4754, expected range: -5.2098 2.1236 Severe: rms_fgdepar=14.4754, expected range: 0.0000 5.0032 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 87509 : out of range
Severe: avg_fgdepar=12.6859, expected range: -13.1272 16.9692 Severe: rms_fgdepar=12.6859, expected range: 0.0000 12.3777 |
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| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) : out of range
Severe: obs_number=1421.0000, expected range: 1778.8885 1838.8762 |
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