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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-04-30 00:00
| amsua | ||
| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.3644, expected range: 0.2906 0.3063 |
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| METOP-B 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=-0.4691, expected range: -0.3936 -0.3212 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1737, expected range: -0.2429 -0.2387 |
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| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 515 : out of range
Considerable: stdev_fgdepar=0.3805, expected range: 0.2996 0.3461 |
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| cris | ||
| NOAA20 CRIS RADIANCES CHANNEL 72 : out of range
4 times in the last 10 days for at least one item Considerable: obs_number=1789.0000, expected range: 1943.9857 2469.1393 |
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| NOAA20 CRIS RADIANCES CHANNEL 75 : out of range
Considerable: obs_number=1633.0000, expected range: 1826.6692 2494.0808 |
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| NOAA20 CRIS RADIANCES CHANNEL 76 : out of range
4 times in the last 10 days for at least one item Considerable: obs_number=1683.0000, expected range: 1872.6318 2483.2432 |
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| NOAA20 CRIS RADIANCES CHANNEL 78 : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=1572.0000, expected range: 1760.5693 2502.3057 |
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| NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=1857.0000, expected range: 2044.4176 2454.9574 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 13 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2531, expected range: -0.3091 -0.2951 |
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| NPP ATMS RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0105, expected range: -0.0753 -0.0595 |
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| NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1770, expected range: -0.2343 -0.2043 |
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| ssmis | ||
| DMSP-17 SSMIS RADIANCES CHANNEL 10 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.6587, expected range: -0.4486 -0.4349 |
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| DMSP-18 SSMIS RADIANCES CHANNEL 4 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-1.2674, expected range: -1.1346 -1.0286 |
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| gpsro | ||
| COSMIC2-E4 GPSRO RISING (24 impact heights affected) : out of range
Considerable: obs_number=740.0000, expected range: 1213.0127 2595.2373 |
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| Atmospheric Motion Vector | ||
| GOES-16 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 ( : out of range
Considerable: obs_number=370.0000, expected range: 63.7982 228.2018 |
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| Radiosondes | ||
| LAND TEMP Q (G/KG) 42809 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=6.8403, expected range: 0.0000 5.3476 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : missing
5 times in the last 10 days for at least one item Severely_persistent: obs_number=0.0000, expected range: 0.0000 377.5158 Considerable: obs_number=94.0000, expected range: 167.2418 185.7582 |
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| All LAND TEMP ALL LAYERS WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 0.00 313.10 |
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| HIGH RESO LAND TEMP Q (G/KG) 91212 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=2.1319, expected range: 0.5077 1.3241 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 78 : all data missing
Severe: obs_number=0, expected range: 104.65 147.63 |
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| HIGH RESO SEA TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=3.2306, expected range: -0.8823 0.6275 Severe: rms_fgdepar=3.6739, expected range: 0.0000 1.9948 Severe: avg_fgdepar=3.2306, expected range: -0.8230 0.6045 Severe: rms_fgdepar=3.6739, expected range: 0.0000 1.9853 |
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| amdar | ||
| AMDAR WIND VECTOR DIFF (M/S) ANZ123 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=20.5078, expected range: 0.0000 39.1926 |
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| AMDAR WIND VECTOR DIFF (M/S) ANZ146 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.8666, expected range: -11.5133 20.9549 Severe: rms_fgdepar=24.8666, expected range: 0.0000 27.3856 Severe: avg_pge=0.8811, expected range: -0.6656 0.7500 |
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| AMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : missing
Severe: obs_number=0.0000, expected range: 25.3229 157.6714 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) F0NH1IBA PRESSURE LAYER 600-900 (HP : out of range
Severe: rms_fgdepar=15.0273, expected range: 0.0000 6.6130 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) QWGYFXRA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=15.2572, expected range: 0.0000 6.6828 |
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| ADS-C WIND VECTOR DIFF (M/S) XKDBO5ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=32.9619, expected range: 0.0000 10.7482 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) ETD450 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.1108, expected range: 0.0000 12.0660 |
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| AIREP WIND VECTOR DIFF (M/S) UAL712 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=30.2577, expected range: -3.5577 12.6943 Severe: rms_fgdepar=30.2577, expected range: 0.0000 19.5925 |
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| AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.8837, expected range: 0.0000 27.9864 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 48914 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=27.0570, expected range: -6.5686 13.1576 Severe: rms_fgdepar=27.0570, expected range: 0.0000 13.1216 Severe: avg_pge=0.9040, expected range: -1.2466 0.7500 |
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| synop | ||
| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41244 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-783.9386, expected range: -1106.3681 375.2030 Severely_persistent: rms_fgdepar=783.9386, expected range: 0.0000 1215.0998 Severely_persistent: avg_pge=0.9459, expected range: 0.4834 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42792 : out of range
27 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9988, expected range: -1.5886 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42473 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9999, expected range: -1.2365 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42674 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9994, expected range: -0.7811 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 14562 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8737, expected range: 0.4438 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 71336 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8755, expected range: 0.8200 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 86748 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-549.9180, expected range: -908.7857 16.4981 Severely_persistent: rms_fgdepar=832.1220, expected range: 333.0590 1122.4981 Severely_persistent: avg_pge=0.9052, expected range: -0.0285 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 71588 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=535.6300, expected range: 365.4586 638.5303 Severely_persistent: avg_pge=0.8021, expected range: 0.5456 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) _80779BD : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=744.5855, expected range: 607.6964 822.6357 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) _80779BD : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=744.9602, expected range: 608.2733 822.9013 |
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| MANUAL LAND SYNOP RH2M (%) 42776 : out of range
Severe: avg_pge=0.8015, expected range: -0.5168 0.6874 |
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| MANUAL LAND SYNOP RH2M (%) 42467 : out of range
Severe: avg_pge=0.9774, expected range: -0.6579 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 41768 : out of range
Severe: avg_pge=0.8572, expected range: -0.3811 0.5398 |
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| MANUAL LAND SYNOP RH2M (%) 42588 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=57.4065, expected range: -44.4675 99.6402 Severe: rms_fgdepar=57.4065, expected range: 0.0000 99.6402 Severe: avg_pge=1.0000, expected range: -1.8132 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 64600 : out of range
Severe: rms_fgdepar=361.0067, expected range: 0.0000 184.4888 Severe: avg_pge=0.8134, expected range: -0.4968 0.6943 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42961 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=383.8311, expected range: 0.0000 278.8060 Severe: avg_pge=0.8493, expected range: -1.3222 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42577 : out of range
Severe: rms_fgdepar=322.8345, expected range: 0.0000 177.5270 Severe: avg_pge=0.8045, expected range: -0.8036 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 60270 : out of range
Severe: rms_fgdepar=37.9054, expected range: 0.0000 16.6932 |
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| BUFR LAND SYNOP RH2M (%) 71922 : out of range
Severe: avg_pge=0.9596, expected range: -0.0431 0.0617 |
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| BUFR LAND SYNOP RH2M (%) 60252 : out of range
Severe: rms_fgdepar=42.2489, expected range: 0.0000 12.3906 |
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| BUFR LAND SYNOP RH2M (%) 72562 : out of range
Severe: rms_fgdepar=36.3972, expected range: 0.0000 12.3959 |
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| BUFR LAND SYNOP RH2M (%) 16084 : out of range
Severe: rms_fgdepar=47.1915, expected range: 0.0000 38.3159 Severe: avg_pge=0.8489, expected range: -0.1095 0.1449 |
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| BUFR LAND SYNOP RH2M (%) 02546 : out of range
Severe: rms_fgdepar=36.4027, expected range: 0.5175 15.3253 |
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| BUFR LAND SYNOP RH2M (%) 72458 : out of range
Severe: rms_fgdepar=36.5585, expected range: -15.0879 22.1874 Severe: avg_pge=0.9548, expected range: 0.0014 0.0041 |
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| BUFR LAND SYNOP RH2M (%) 68429 : out of range
Severe: rms_fgdepar=32.3379, expected range: 4.9938 20.3935 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
Severe: avg_pge=0.8018, expected range: -1.0954 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48033 : out of range
Severe: rms_fgdepar=339.4812, expected range: 0.0000 330.7004 Severe: avg_pge=0.8401, expected range: -0.3923 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 15285 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=338.5023, expected range: 0.0000 85.6648 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 41936 : out of range
Severe: rms_fgdepar=372.0530, expected range: 0.0000 92.0614 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 56838 : out of range
Severe: rms_fgdepar=374.8252, expected range: 0.0000 193.9170 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 60178 : out of range
Severe: rms_fgdepar=345.6443, expected range: 0.0000 176.0365 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=87.0000, expected range: 95.3755 105.5134 |
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| ship | ||
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3EOW7 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=25.6511, expected range: 4.2116 27.9062 Severely_persistent: rms_fgdepar=25.6511, expected range: 4.2116 27.9062 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUMDE39 : out of range
23 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8117, expected range: 0.3241 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) CFFO : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=578.6325, expected range: 57.7468 974.0613 Severely_persistent: rms_fgdepar=580.8189, expected range: 45.6522 1017.6806 Severely_persistent: avg_pge=0.8221, expected range: 0.2349 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FJB3 : out of range
Severe: rms_fgdepar=395.3282, expected range: 0.0000 177.0942 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2024 : out of range
Severe: avg_fgdepar=567.9984, expected range: -879.0942 769.2002 Severe: rms_fgdepar=567.9984, expected range: 0.0000 664.4467 Severe: avg_pge=0.8141, expected range: -1.0103 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WXU3434 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=465.0522, expected range: 0.0000 320.5755 Severe: avg_pge=0.8013, expected range: -0.9196 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7KD7 : out of range
Severe: avg_fgdepar=518.1385, expected range: 42.0662 915.6235 Severe: rms_fgdepar=518.1385, expected range: 51.3362 913.1800 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7DJ7 : out of range
Severe: avg_pge=0.8266, expected range: -0.8971 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) ONLD : out of range
Severe: avg_fgdepar=-591.0678, expected range: -670.3058 485.3465 Severe: rms_fgdepar=591.0678, expected range: 0.0000 550.1858 Severe: avg_pge=0.8493, expected range: -1.1305 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JXZ : out of range
Severe: rms_fgdepar=464.7237, expected range: 0.0000 133.6673 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=187.0000, expected range: 126.3470 150.8752 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8250, expected range: 0.7208 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6204593 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8052, expected range: -1.3763 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 2302618 : out of range
30 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=590.2237, expected range: 0.0000 1247.5118 |
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| snow | ||
| MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=89.7448, expected range: 78.2597 110.7444 Severely_persistent: rms_fgdepar=89.7448, expected range: 78.2597 110.7444 |
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| ROCOB TEMP SNOW (CM) 63301060 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=70.9017, expected range: 63.1567 87.5448 Severely_persistent: rms_fgdepar=70.9017, expected range: 63.1567 87.5448 |
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| ROCOB TEMP SNOW (CM) 64301323 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=53.0169, expected range: 47.5307 59.2546 Severely_persistent: rms_fgdepar=53.0169, expected range: 47.5307 59.2546 |
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| BUFR LAND SYNOP SNOW (CM) _MF11A70 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-61.4451, expected range: -98.0112 -59.9159 |
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| BUFR LAND SYNOP SNOW (CM) _MF11A70 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=61.4485, expected range: 59.9228 98.0144 |
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| BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-57.1199, expected range: -78.0451 -41.7599 |
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| BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=57.1310, expected range: 41.8232 78.0986 |
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| BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-59.9174, expected range: -81.6621 -47.1290 |
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| BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=59.9192, expected range: 47.1348 81.7403 |
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| BUFR LAND SYNOP SNOW (CM) _MF14922 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-50.1465, expected range: -104.9941 -41.4319 |
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| BUFR LAND SYNOP SNOW (CM) _MF14922 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=50.1465, expected range: 41.4423 104.9975 |
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| BUFR LAND SYNOP SNOW (CM) 01003 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-81.0598, expected range: -88.3893 -78.8354 Severely_persistent: rms_fgdepar=81.0598, expected range: 78.8354 88.3893 |
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| BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=90.0052, expected range: 78.5607 111.1140 Severely_persistent: rms_fgdepar=90.0052, expected range: 78.5607 111.1140 |
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| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-721.1834, expected range: -730.6814 -706.8686 |
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| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
20 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=721.1835, expected range: 706.8700 730.6841 |
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| BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=69.9176, expected range: 63.7013 72.0444 |
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| BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=69.9176, expected range: 63.7373 72.0477 |
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| BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-76.1551, expected range: -128.3815 -52.8034 |
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| BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=76.1551, expected range: 52.8806 128.4577 |
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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=71.9641, expected range: 57.5009 75.2424 |
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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=71.9680, expected range: 57.5316 75.2685 |
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| BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=65.3081, expected range: 55.8244 71.7392 |
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| BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=65.3096, expected range: 55.8984 71.7444 |
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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=-93.8149, expected range: -96.8470 -92.9470 Severely_persistent: rms_fgdepar=93.8150, expected range: 92.9494 96.8466 |
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| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=59.4930, expected range: 63.7308 98.4407 |
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| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=59.5000, expected range: 63.7366 98.4481 |
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| BUFR LAND SYNOP SNOW (CM) 01429 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=53.2312, expected range: 44.7618 55.0564 Severely_persistent: rms_fgdepar=53.2347, expected range: 44.7620 55.0595 |
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| BUFR LAND SYNOP SNOW (CM) _MI14199 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=54.9082, expected range: 47.7920 60.2811 |
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| BUFR LAND SYNOP SNOW (CM) _MI14199 : out of range
30 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=54.9090, expected range: 47.9458 60.3348 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-73.6919, expected range: -87.7719 -69.0534 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=73.6934, expected range: 69.0599 87.7892 |
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| BUFR LAND SYNOP SNOW (CM) _MF1C1DE : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-64.4034, expected range: -120.9860 -61.3622 |
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| BUFR LAND SYNOP SNOW (CM) _MF1C1DE : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=64.4068, expected range: 61.3719 120.9888 |
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| BUFR LAND SYNOP SNOW (CM) _MI1B83F : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=64.5908, expected range: 56.9628 72.9325 |
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| BUFR LAND SYNOP SNOW (CM) _MI1B83F : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=64.5926, expected range: 57.0899 72.9361 |
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| BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=100.0000, expected range: 99.9205 100.0654 |
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| BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=100.0000, expected range: 99.9205 100.0654 |
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| MANUAL LAND SYNOP SNOW (CM) 24802 : out of range
Severe: rms_fgdepar=16.5644, expected range: 0.0000 8.4226 |
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| MANUAL LAND SYNOP SNOW (CM) 29023 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=15.0709, expected range: 0.0000 6.2626 |
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| BUFR LAND SYNOP SNOW (CM) 22271 : out of range
Severe: avg_fgdepar=50.5864, expected range: 45.0577 50.3674 Severe: rms_fgdepar=50.5864, expected range: 45.0577 50.3674 |
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| BUFR LAND SYNOP SNOW (CM) 29023 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=15.0709, expected range: 0.0000 6.2626 |
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| BUFR LAND SYNOP SNOW (CM) : out of range
Severe: rms_fgdepar=142.5465, expected range: 280.7219 300.6120 |
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| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89815 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.1303, expected range: -28.3083 2.7747 Severely_persistent: rms_fgdepar=18.1303, expected range: 0.0000 27.4493 |
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| LAND TEMP 2M TEMPERATURE (K) 04360 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.3301, expected range: -12.3679 14.0344 Severely_persistent: rms_fgdepar=15.3301, expected range: -6.6193 13.0928 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.0205, expected range: -16.7575 -8.3579 Severely_persistent: rms_fgdepar=12.3415, expected range: 8.4257 17.1489 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 89815 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.1803, expected range: -27.8018 1.9686 Severely_persistent: rms_fgdepar=18.1803, expected range: 0.0000 27.1294 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4195, expected range: -16.6565 -4.4109 Severely_persistent: rms_fgdepar=12.8548, expected range: 4.3197 17.0078 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51076 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=12.1817, expected range: -12.5924 15.4405 Severe: rms_fgdepar=12.1817, expected range: 0.0000 11.2936 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51087 : out of range
Severe: avg_fgdepar=12.1282, expected range: -10.5215 13.4389 Severe: rms_fgdepar=12.1282, expected range: 0.0000 10.7602 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51379 : out of range
Severe: avg_fgdepar=12.5890, expected range: -0.7659 14.2069 Severe: rms_fgdepar=12.5890, expected range: 0.0000 14.2069 |
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| METAR 2M TEMPERATURE (K) KGLH : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.2570, expected range: 0.0000 6.3567 |
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| METAR 2M TEMPERATURE (K) MMIO : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.3027, expected range: 0.0000 9.8277 |
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| METAR 2M TEMPERATURE (K) TJBQ : out of range
Severe: rms_fgdepar=10.3071, expected range: 0.7503 2.7821 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Severe: obs_number=10433.0000, expected range: 12595.2920 12805.9580 Severe: obs_number=8245.0000, expected range: 10415.6118 10627.7632 Severe: obs_number=9576.0000, expected range: 11745.6176 11956.8824 Severe: obs_number=61287.0000, expected range: 121153.9041 129797.2209 |
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| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 71338 : out of range
Severe: rms_fgdepar=32.2825, expected range: 0.0000 15.7819 |
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| MANUAL LAND SYNOP RH2M (%) 43069 : out of range
Severe: rms_fgdepar=31.9408, expected range: 0.0000 10.1257 |
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| BUFR LAND SYNOP RH2M (%) : out of range
Severe: obs_number=5608.0000, expected range: 6867.2061 7109.6174 Severe: obs_number=6913.0000, expected range: 8166.0884 8437.0366 Considerable: obs_number=7735.0000, expected range: 8958.4355 9301.5645 Considerable: obs_number=46963.0000, expected range: 76707.5061 88019.2439 |
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| MANUAL LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=76.0000, expected range: 130.5717 155.8283 |
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