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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-16 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=-0.0434, expected range: -0.0775 -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=0.0725, expected range: 0.1542 0.2071 |
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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=-0.5987, expected range: -0.4709 -0.4292 |
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| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5631, expected range: -0.5188 -0.4748 |
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| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2296, expected range: -0.1727 -0.1373 |
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| METOP-B 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=0.1885, expected range: 0.3147 0.3579 |
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| METOP-C 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=-0.2899, expected range: -0.1608 -0.1350 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.7004, expected range: -0.6370 -0.6168 |
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| iasi | ||
| METOP-C IASI RADIANCES CHANNEL 262 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0514, expected range: 0.0282 0.0407 |
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| airs | ||
| AQUA AIRS RADIANCES (39 channels affected) : out of range
Considerable: obs_number=8932.0000, expected range: 9710.1913 10677.6911 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 19 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1413, expected range: -0.2056 -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=0.7267, expected range: 0.6476 0.6678 |
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| NPP ATMS RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0005, expected range: -0.0202 -0.0164 |
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| NPP ATMS RADIANCES CHANNEL 11 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2890, expected range: -0.2392 -0.2235 |
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| NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4911, expected range: -0.4307 -0.3734 |
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| NPP ATMS RADIANCES CHANNEL 13 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4428, expected range: -0.3684 -0.3148 |
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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=-0.2549, expected range: -0.2986 -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=0.5011, expected range: 0.4449 0.4639 |
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| Atmospheric Motion Vector | ||
| METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=559.0000, expected range: 284.5186 420.0597 |
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| METEOSAT-11 AMV VIS2 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HP : out of range
Considerable: stdev_fgdepar=1.4646, expected range: 1.2017 1.3468 |
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| scatt | ||
| HY-2B SCATTEROMETER WIND VECTOR DIFF (M/S) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=41564.0000, expected range: 48329.9352 63891.0060 |
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| Radiosondes | ||
| LAND TEMP Q (G/KG) 64500 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.5536, expected range: 0.2086 1.4303 |
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| LAND TEMP Q (G/KG) 44373 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.0956, expected range: 0.0000 1.8498 |
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| LAND TEMP Q (G/KG) 29282 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.2553, expected range: 0.0000 1.0484 |
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| LAND TEMP TEMPERATURE (K) 26298 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=8.0452, expected range: 0.0000 3.6669 Severe: avg_pge=0.8486, expected range: -0.8979 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=12.3334, expected range: 1.0111 7.2522 Considerable: avg_fgdepar=9.4144, expected range: 1.1137 5.8783 |
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| HIGH RESO LAND TEMP Q (G/KG) 56137 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.8228, expected range: 0.0000 1.1398 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Severe: obs_number=77.0000, expected range: 162.0765 173.2568 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.5388, expected range: 0.2169 0.8414 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 57245 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=17.2085, expected range: 0.6830 5.1329 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 55591 PRESSURE LAYER 600-90 : out of range
Severe: avg_pge=0.8699, expected range: -1.3813 0.7500 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 37.76 299.03 |
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| All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 16.97 336.18 |
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| BUFR TEMP DESCENT Q (G/KG) 10739 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.2419, expected range: 0.0000 1.1310 |
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| All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 34.42 161.92 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
3 times in the last 10 days for at least one item Considerable: obs_number=81.0000, expected range: 88.9203 94.1908 Considerable: avg_fgdepar=-1.1901, expected range: -0.6076 0.3858 |
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| amdar | ||
| WIGOS AMDAR WIND VECTOR DIFF (M/S) YMVWU1ZA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=22.5252, expected range: 0.0000 10.2787 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) UAL262 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=22.7961, expected range: 0.0000 8.3787 |
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| AIREP WIND VECTOR DIFF (M/S) AMX003 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.6310, expected range: 0.0000 23.5099 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=14.9371, expected range: 0.0000 6.7091 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 41715 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8164, expected range: -1.2993 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-639.6514, expected range: -729.0114 -532.5701 Severely_persistent: rms_fgdepar=640.1805, expected range: 531.4705 731.1208 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-920.3349, expected range: -1208.6670 -617.0529 Severely_persistent: rms_fgdepar=921.0563, expected range: 618.2399 1209.7625 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 12805 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=606.4206, expected range: -1476.3034 1886.4315 |
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| MANUAL LAND SYNOP RH2M (%) 41560 : out of range
Severe: avg_pge=0.9801, expected range: -0.2996 0.4163 |
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| MANUAL LAND SYNOP RH2M (%) 42181 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.9503, expected range: -1.4931 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42452 : out of range
Severe: rms_fgdepar=30.7239, expected range: 0.0000 13.2947 Severe: avg_pge=0.9782, expected range: -0.0094 0.0191 |
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| MANUAL LAND SYNOP RH2M (%) 85874 : out of range
Severe: rms_fgdepar=34.5107, expected range: 0.0000 13.5799 |
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| MANUAL LAND SYNOP RH2M (%) 42935 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.9775, expected range: -0.8285 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42506 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8151, expected range: -0.0287 0.0387 |
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| MANUAL LAND SYNOP RH2M (%) 42379 : out of range
Severe: rms_fgdepar=41.2925, expected range: 0.0000 19.1508 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91601 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=328.6113, expected range: 0.0000 328.3247 Severe: avg_pge=0.8258, expected range: -0.5558 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 44232 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-508.7810, expected range: -831.9916 505.6864 Severe: rms_fgdepar=509.7690, expected range: 0.0000 790.9458 Severe: avg_pge=0.8543, expected range: -1.4373 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-560.9609, expected range: -621.3953 333.5083 Severe: rms_fgdepar=565.6487, expected range: 0.0000 614.5881 Severe: avg_pge=0.8982, expected range: -1.0869 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42805 : out of range
Severe: avg_fgdepar=701.6338, expected range: -272.5409 252.8920 Severe: rms_fgdepar=701.6338, expected range: 0.0000 215.8904 Severe: avg_pge=0.9168, expected range: -0.7780 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87395 : out of range
Severe: rms_fgdepar=317.5535, expected range: 0.0000 87.4394 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91629 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8457, expected range: -0.7034 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 29580 : out of range
Severe: rms_fgdepar=36.6353, expected range: 0.0000 6.6252 |
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| BUFR LAND SYNOP RH2M (%) 28863 : out of range
Severe: rms_fgdepar=32.6269, expected range: 0.0000 9.1297 |
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| BUFR LAND SYNOP RH2M (%) 28593 : out of range
Severe: rms_fgdepar=30.2919, expected range: 0.0000 13.8335 |
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| BUFR LAND SYNOP RH2M (%) 29706 : out of range
Severe: rms_fgdepar=41.3678, expected range: 0.0000 8.5323 Severe: avg_pge=0.8934, expected range: 0.0021 0.0031 |
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| BUFR LAND SYNOP RH2M (%) 30439 : out of range
Severe: avg_pge=0.9523, expected range: -0.0682 0.0927 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 97460 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8425, expected range: 0.6600 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 61461 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=738.9949, expected range: -459.9704 926.5338 Severe: rms_fgdepar=738.9949, expected range: 0.0000 919.9192 Severe: avg_pge=0.9213, expected range: -0.3338 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 34691 : out of range
Severe: rms_fgdepar=557.3108, expected range: 0.0000 158.8395 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-536.8649, expected range: -865.6603 619.4533 Severe: rms_fgdepar=540.3861, expected range: 0.0000 682.6776 Severe: avg_pge=0.9060, expected range: -0.9436 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48064 : out of range
Severe: rms_fgdepar=446.6206, expected range: 83.3372 372.8036 Severe: avg_pge=0.8219, expected range: -0.2705 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 23174 : out of range
Severe: rms_fgdepar=350.9361, expected range: 0.0000 135.1481 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 61995 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=322.9197, expected range: 0.0000 103.3527 |
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| MANUAL LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=112.0000, expected range: 125.4805 147.5195 |
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| ship | ||
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDH7560 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=21.3427, expected range: -2.5153 38.0792 Severely_persistent: rms_fgdepar=21.3427, expected range: 0.0000 38.2025 Severely_persistent: avg_pge=0.9138, expected range: -0.6745 0.7500 |
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| SHIP SURFACE PRESSURE (PA) VRPN8 : out of range
Severe: avg_fgdepar=675.8388, expected range: -513.9578 479.4262 Severe: rms_fgdepar=876.5411, expected range: 0.0000 374.0409 Severe: avg_pge=0.8260, expected range: -0.9273 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6DQ4 : out of range
Severe: avg_fgdepar=514.1887, expected range: -29.1433 627.1935 Severe: rms_fgdepar=514.1887, expected range: 0.0000 632.0560 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) YDVUFGG : out of range
Severe: avg_pge=0.8015, expected range: 0.5131 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) LF4J : out of range
Severe: avg_fgdepar=536.9720, expected range: -728.6409 1249.7029 Severe: rms_fgdepar=538.7776, expected range: 0.0000 1325.5363 Severe: avg_pge=0.8865, expected range: -1.3035 0.7500 |
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| buoy | ||
| MOORED BUOYS WIND VECTOR DIFF (M/S) 6200084 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.9149, expected range: -0.3377 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6204562 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=401.4523, expected range: 0.0000 77.0817 Severe: avg_pge=0.8643, expected range: -0.0823 0.1018 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 5601637 : out of range
Severe: rms_fgdepar=467.5121, expected range: 0.0000 172.4296 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=427.0000, expected range: 501.4068 650.1488 Considerable: obs_number=1468.0000, expected range: 1589.2581 1826.0752 Considerable: obs_number=377.0000, expected range: 434.7140 491.6389 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) FQMA : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=312.2598, expected range: 0.0000 95.5288 |
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| METAR SURFACE PRESSURE (PA) CYLT : out of range
Severe: rms_fgdepar=422.9086, expected range: 0.0000 99.9011 |
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| snow | ||
| BUFR LAND SYNOP SNOW (CM) 01361 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=66.5938, expected range: 39.8922 71.3027 Severely_persistent: rms_fgdepar=66.5940, expected range: 39.8945 71.3084 |
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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: avg_fgdepar=-740.3281, expected range: -748.4992 -710.5036 |
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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=740.3290, expected range: 710.5049 748.4992 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=56.8374, expected range: 49.0297 68.1764 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=56.9328, expected range: 49.0490 68.2271 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=91.5280, expected range: 86.5543 112.2843 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
30 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=91.5616, expected range: 86.5631 112.3223 |
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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=-91.9585, expected range: -94.1278 -87.1773 Severely_persistent: rms_fgdepar=91.9589, expected range: 87.1774 94.1279 |
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| t2m | ||
| METAR 2M TEMPERATURE (K) UGMS : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=13.5789, expected range: 4.7652 16.3486 Severely_persistent: rms_fgdepar=13.6034, expected range: 4.9519 16.3291 |
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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=12.6304, expected range: 4.0800 15.4346 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9415, expected range: -17.4892 -9.5676 Severely_persistent: rms_fgdepar=13.5880, expected range: 9.8164 17.8117 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-19.2472, expected range: -37.4848 19.3974 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=19.2537, expected range: 6.9108 18.4632 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_est_pge=0.8029, expected range: 0.5932 0.8160 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.0493, expected range: -16.7068 -4.3425 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=15.1719, expected range: 4.7582 16.4648 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51777 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.0789, expected range: -14.3724 13.6950 Severe: rms_fgdepar=13.0789, expected range: 0.0000 10.2962 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68408 : out of range
Severe: rms_fgdepar=10.6985, expected range: 0.0000 4.3053 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=284.0000, expected range: 221.4508 255.2551 |
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