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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-07-01 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=0.0887, expected range: 0.1615 0.1748 |
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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=-0.3850, expected range: -0.3521 -0.3166 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
1 times in the last 10 days for at least one item Slight: stdev_norm_fgdepar=0.6422, expected range: 0.5777 0.6280 |
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| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 5403 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0022, expected range: 0.0330 0.0706 |
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| METOP-B IASI RADIANCES CHANNEL 5480 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4108, expected range: -0.3632 -0.3428 |
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| METOP-B IASI RADIANCES CHANNEL 106 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2325, expected range: 0.2588 0.2895 |
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| METOP-B IASI RADIANCES CHANNEL 113 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2354, expected range: 0.2609 0.2791 |
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| METOP-B IASI RADIANCES CHANNEL 163 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2353, expected range: 0.2658 0.2667 |
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| METOP-B IASI RADIANCES CHANNEL 170 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1707, expected range: 0.2102 0.2211 |
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| METOP-C IASI RADIANCES CHANNEL 5480 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4108, expected range: -0.3812 -0.3462 |
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| METOP-C IASI RADIANCES CHANNEL 89 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2974, expected range: -0.2125 -0.2072 |
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| METOP-C IASI RADIANCES CHANNEL 144 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1669, expected range: 0.1943 0.2039 |
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| METOP-C IASI RADIANCES CHANNEL 170 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1709, expected range: 0.1863 0.2025 |
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| METOP-C IASI RADIANCES CHANNEL 183 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1707, expected range: 0.1896 0.2024 |
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| METOP-C IASI RADIANCES CHANNEL 189 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1277, expected range: 0.1601 0.1706 |
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| METOP-C IASI RADIANCES CHANNEL 195 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0988, expected range: 0.1249 0.1257 |
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| METOP-C IASI RADIANCES CHANNEL 329 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2616, expected range: -0.2326 -0.2172 |
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| METOP-C IASI RADIANCES CHANNEL 360 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2054, expected range: -0.1894 -0.1748 |
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| METOP-C IASI RADIANCES CHANNEL 362 : out of range
Considerable: stdev_fgdepar=0.2686, expected range: 0.2301 0.2554 |
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| ssmis | ||
| DMSP-17 SSMIS RADIANCES CHANNEL 9 : out of range
1 times in the last 10 days for at least one item Slight: obs_number=19606.0000, expected range: 20459.1844 22548.0656 |
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| gpsro | ||
| COSMIC2-E1 GPSRO RISING HEIGHT 2-4 KM : out of range
Slight: stdev_norm_fgdepar=1.1641, expected range: 0.9575 1.1066 |
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| Atmospheric Motion Vector | ||
| GOES-16 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=7587.0000, expected range: 4864.9907 5989.6311 |
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| Geostationary CSR | ||
| HIMAWARI-8 AHI RADIANCES CHANNEL 2 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1784, expected range: 0.1185 0.1476 |
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| Radiosondes | ||
| LAND TEMP Q (G/KG) 44373 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=5.7623, expected range: 0.0000 2.7163 |
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| LAND TEMP Q (G/KG) 96237 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.3277, expected range: 0.1512 1.9633 |
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| LAND TEMP Q (G/KG) 29263 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.4596, expected range: 0.0000 2.4439 |
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| LAND TEMP TEMPERATURE (K) 32618 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=-12.0821, expected range: -2.8443 1.1816 Severe: rms_fgdepar=12.0821, expected range: 0.0000 3.8571 Severe: avg_pge=0.9285, expected range: -0.3764 0.5449 |
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| LAND TEMP TEMPERATURE (K) 44373 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=6.8822, expected range: 0.0000 2.5386 Severe: avg_pge=0.8446, expected range: -0.2912 0.4551 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 250.1988 |
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| HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=178.0000, expected range: 262.8333 277.8333 Severe: obs_number=84.0000, expected range: 168.6425 185.8019 |
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| HIGH RESO LAND TEMP Q (G/KG) 14430 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.3244, expected range: 0.1730 1.3486 |
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| HIGH RESO LAND TEMP Q (G/KG) 16332 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.5566, expected range: 0.6110 1.9936 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item Severe: obs_number=277.0000, expected range: 364.8364 382.9136 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 123.33 160.92 |
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| BUFR TEMP DESCENT Q (G/KG) 10184 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.1272, expected range: 0.0000 1.7137 |
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| amdar | ||
| WIGOS AMDAR WIND VECTOR DIFF (M/S) MT5XLDRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.8291, expected range: 0.0000 7.2076 |
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| ADS-C WIND VECTOR DIFF (M/S) QPNEILBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.3483, expected range: 0.0000 27.2009 |
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| ADS-C WIND VECTOR DIFF (M/S) DQZZ0QBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.9014, expected range: 0.0000 10.0068 |
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| ADS-C WIND VECTOR DIFF (M/S) A0W01LJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.3810, expected range: 0.0000 27.5292 |
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| ADS-C WIND VECTOR DIFF (M/S) 0OEUILJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.3449, expected range: 0.0000 18.1049 |
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| ADS-C WIND VECTOR DIFF (M/S) 1NISBMJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.7146, expected range: 0.0000 19.9196 |
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| ADS-C WIND VECTOR DIFF (M/S) NKEICOJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.0848, expected range: 0.0000 20.5380 |
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| ADS-C WIND VECTOR DIFF (M/S) PPSAPQJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.6286, expected range: 0.0000 9.6903 |
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| ADS-C WIND VECTOR DIFF (M/S) RSLICNRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=33.3863, expected range: 0.0000 16.0526 |
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| ADS-C WIND VECTOR DIFF (M/S) OQGDSDZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=26.9442, expected range: -25.0687 36.2548 |
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| ADS-C WIND VECTOR DIFF (M/S) 1VAXAEZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.7894, expected range: 0.0000 9.0200 |
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| ADS-C WIND VECTOR DIFF (M/S) XNJCPKZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.1140, expected range: 0.0000 23.7770 |
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| ADS-C WIND VECTOR DIFF (M/S) WPCKQNZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.0124, expected range: 0.0000 14.0678 |
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| ADS-C WIND VECTOR DIFF (M/S) IHOICOZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.2040, expected range: 0.0000 20.7602 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) AAL220 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.4235, expected range: 0.5495 7.5245 |
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| AIREP WIND VECTOR DIFF (M/S) BAW222 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.9006, expected range: 0.9883 6.4895 |
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| AIREP WIND VECTOR DIFF (M/S) UAL842 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.9015, expected range: -1.3633 6.6936 Severe: rms_fgdepar=36.8219, expected range: 0.0000 6.8020 |
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| AIREP WIND VECTOR DIFF (M/S) ACA854 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.4714, expected range: 0.0000 8.8012 |
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| AIREP WIND VECTOR DIFF (M/S) UAL416 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.5757, expected range: 0.0000 8.1018 |
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| AIREP WIND VECTOR DIFF (M/S) UAL907 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.2237, expected range: 0.0000 8.9978 |
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| AIREP WIND VECTOR DIFF (M/S) AAL98 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.7056, expected range: 0.0000 11.9755 |
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| AIREP WIND VECTOR DIFF (M/S) BAW224U PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.4759, expected range: 0.0000 11.1242 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 48480 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.5842, expected range: 0.0000 22.0063 |
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| LAND PILOT WIND VECTOR DIFF (M/S) 42056 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.9135, expected range: -1.6048 0.7500 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 62120 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9021, expected range: -1.9505 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 41573 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=890.1615, expected range: 440.1226 1252.0233 Severely_persistent: rms_fgdepar=890.8710, expected range: 442.3279 1252.8096 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 81996 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-689.4842, expected range: -1221.2297 -61.0484 Severely_persistent: rms_fgdepar=707.4037, expected range: 149.5261 1181.3933 |
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| AUTOMATIC LAND SYNOP RH2M (%) 35391 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8447, expected range: -1.0728 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 18156 : out of range
Severe: avg_pge=0.9935, expected range: -1.3561 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 68497 : out of range
Severe: rms_fgdepar=33.8069, expected range: 3.6151 8.7867 |
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| MANUAL LAND SYNOP RH2M (%) 60765 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=58.2266, expected range: -26.7143 42.1055 Severe: rms_fgdepar=58.2266, expected range: 0.0000 41.6167 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40672 : out of range
Severe: avg_fgdepar=1056.1700, expected range: -190.4331 352.3237 Severe: rms_fgdepar=1056.1700, expected range: 0.0000 352.3237 Severe: avg_pge=0.9442, expected range: -0.7958 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41678 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=353.6725, expected range: 0.0000 321.4274 Severe: avg_pge=0.8369, expected range: -0.7237 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 15118 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=51.5766, expected range: -9.2862 64.2970 Severe: rms_fgdepar=51.7627, expected range: 0.0000 71.1838 Severe: avg_pge=0.8242, expected range: -0.5889 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 28541 : out of range
Severe: rms_fgdepar=507.1849, expected range: 0.0000 137.3299 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48991 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8399, expected range: -0.5406 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 24656 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=571.4977, expected range: 0.0000 208.3220 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48947 : out of range
Severe: rms_fgdepar=601.9035, expected range: 0.0000 339.9365 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 91939 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=464.7368, expected range: 18.8759 164.5150 Severe: avg_pge=0.9063, expected range: -0.4368 0.7500 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3581 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=793.9860, expected range: -683.5281 1216.3706 Severely_persistent: rms_fgdepar=793.9860, expected range: 0.0000 1218.1403 Severely_persistent: avg_pge=0.8677, expected range: -0.9874 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) KAFK : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=571.6154, expected range: -657.1616 932.4903 Severely_persistent: rms_fgdepar=572.9534, expected range: 0.0000 734.7187 Severely_persistent: avg_pge=0.8115, expected range: -1.0092 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) DJBF2 : out of range
Severe: rms_fgdepar=411.3490, expected range: 0.0000 144.2726 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6AN5 : out of range
Severe: avg_fgdepar=587.8963, expected range: -97.4696 378.6114 Severe: rms_fgdepar=587.8963, expected range: 0.0000 364.1894 Severe: avg_pge=0.8248, expected range: -0.8618 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) MAOR9 : out of range
Severe: rms_fgdepar=570.6975, expected range: 0.0000 131.1871 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) LF3N : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=510.6846, expected range: -142.5083 136.4810 Severe: rms_fgdepar=511.1182, expected range: 0.0000 113.6299 Severe: avg_pge=0.8440, expected range: -0.1680 0.1988 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) PHET : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=514.7747, expected range: -848.3070 1221.2756 Severe: rms_fgdepar=514.7747, expected range: 0.0000 1064.1059 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) HOPW : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=506.3343, expected range: 50.4707 855.0918 Severe: rms_fgdepar=506.3343, expected range: 53.9107 857.7100 |
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| buoy | ||
| MOORED BUOYS WIND VECTOR DIFF (M/S) 2200192 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9104, expected range: 0.4560 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 3101513 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=522.8398, expected range: -323.1658 665.5321 Severely_persistent: rms_fgdepar=523.3460, expected range: 0.0000 669.3534 Severely_persistent: avg_pge=0.8908, expected range: -1.0128 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 3101601 : out of range
Severe: rms_fgdepar=533.9890, expected range: 0.0000 248.4717 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 2101635 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=324.7732, expected range: 0.0000 201.8373 Severe: avg_pge=0.8075, expected range: -0.6390 0.7500 |
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| snow | ||
| MANUAL LAND SYNOP SNOW (CM) 37552 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=54.0000, expected range: 1.6032 61.7718 Severely_persistent: rms_fgdepar=55.1090, expected range: 4.6143 61.5958 |
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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=-773.4365, expected range: -774.3973 -771.8132 |
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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: rms_fgdepar=773.4367, expected range: 771.8132 774.3974 |
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| BUFR LAND SYNOP SNOW (CM) _MI11588 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=63.4286, expected range: 54.9546 66.2033 |
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| BUFR LAND SYNOP SNOW (CM) _MI11588 : out of range
32 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=63.5902, expected range: 55.5398 66.2508 |
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| BUFR LAND SYNOP SNOW (CM) _MI1067E : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=61.0294, expected range: 52.8581 64.0562 |
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| BUFR LAND SYNOP SNOW (CM) _MI1067E : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=61.4920, expected range: 53.7882 64.3199 |
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| t2m | ||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.0930, expected range: -20.7061 -14.8796 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
28 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=17.1031, expected range: 14.8930 20.7172 |
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| METAR 2M TEMPERATURE (K) KGSB : out of range
Severe: rms_fgdepar=11.8471, expected range: 0.0000 6.4868 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 89504 : out of range
Severe: avg_fgdepar=14.0302, expected range: 0.0702 12.6332 Severe: rms_fgdepar=14.1188, expected range: 0.1942 12.7341 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
Severe: avg_fgdepar=-17.5949, expected range: -20.9161 -17.0450 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
Severe: rms_fgdepar=17.6093, expected range: 17.0702 20.6614 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1B0DD : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0524, expected range: 0.0000 14.1338 |
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| rh2m | ||
| METAR RH2M (%) SBAT : out of range
Severe: rms_fgdepar=30.7946, expected range: 5.4122 17.7084 |
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