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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-25 12:00
| amsua | ||
| 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=-0.2372, expected range: -0.2080 -0.2009 |
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| NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0794, expected range: -0.1014 -0.0955 |
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| 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=0.2093, expected range: 0.2391 0.2466 |
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| iasi | ||
| METOP-C IASI RADIANCES (53 channels affected) : out of range
Considerable: obs_number=5788.0000, expected range: 6067.6353 7093.6588 |
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| mhs | ||
| NOAA-19 MHS ALLSKY RADIANCES CHANNEL 1 : out of range
13 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.1340, expected range: 0.1171 0.1263 |
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| METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item Severely_persistent: obs_number=5985.0000, expected range: 6595.8093 6851.5585 |
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| resat | ||
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=0.6297, expected range: 0.2998 0.3333 |
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| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
8 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=3.5392, expected range: 0.4135 1.7848 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-9.7251, expected range: -18.7145 4.3796 Severely_persistent: rms_fgdepar=9.7251, expected range: 0.0000 18.6741 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8121, expected range: -0.1453 0.7500 |
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| LAND TEMP TEMPERATURE (K) 27962 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.3638, expected range: 0.0000 3.2355 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 20744 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=17.0949, expected range: 0.9438 6.1541 |
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| LAND TEMP Q (G/KG) 48855 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.3493, expected range: 0.6801 2.1139 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 57131 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.9785, expected range: 0.1565 2.2626 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 40186 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=16.0237, expected range: 0.0000 8.0012 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Severe: rms_fgdepar=16.0237, expected range: 0.0000 8.0012 Considerable: avg_fgdepar=13.9363, expected range: -2.5608 7.8943 |
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| HIGH RESO LAND TEMP Q (G/KG) 94866 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.9002, expected range: 0.0000 1.3872 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 38.63 106.37 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 77.90 229.53 |
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| All BUFR TEMP DESCENT ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 82.65 102.15 |
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| All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 86.34 99.16 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=138.0000, expected range: 230.9279 287.9610 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=190.0000, expected range: 234.5497 310.5614 |
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| HIGH RESO SEA TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=113.0000, expected range: 93.0373 98.2127 |
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| amdar | ||
| ADS-C WIND VECTOR DIFF (M/S) CNCFBFRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.6173, expected range: 0.0000 8.9515 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=34.5688, expected range: -26.4106 50.2113 Severely_persistent: rms_fgdepar=34.5688, expected range: 0.0000 47.3005 Severely_persistent: avg_pge=0.9087, expected range: -0.9601 0.7500 |
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| synop | ||
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67241 : out of range
5 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=400.6777, expected range: 0.0000 201.6305 Severely_persistent: avg_pge=0.8611, expected range: -0.5174 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
33 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8566, expected range: -0.7796 0.7500 |
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| All AUTOMATIC LAND SYNOP RH2M (%) WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 99.64 154.86 |
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| All AUTOMATIC LAND SYNOP RH2M (%) WMO BLOCK 18 : all data missing
Severe: obs_number=0, expected range: 45.33 97.56 |
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| MANUAL LAND SYNOP RH2M (%) 64600 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.9515, expected range: -0.0146 0.0260 |
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| MANUAL LAND SYNOP RH2M (%) 42661 : out of range
Severe: avg_pge=0.8914, expected range: -1.3679 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 15502 : out of range
Severe: rms_fgdepar=37.0289, expected range: 0.0000 18.8667 |
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| MANUAL LAND SYNOP RH2M (%) 87162 : out of range
Severe: rms_fgdepar=31.9296, expected range: 0.0000 14.8372 |
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| MANUAL LAND SYNOP RH2M (%) 76323 : out of range
Severe: avg_fgdepar=52.7780, expected range: -9.8769 36.1127 Severe: rms_fgdepar=52.7780, expected range: 0.0000 35.2367 Severe: avg_pge=0.8552, expected range: -0.0099 0.0226 |
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| MANUAL LAND SYNOP RH2M (%) 64387 : out of range
Severe: avg_pge=0.8435, expected range: -0.6906 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42639 : out of range
Severe: avg_pge=0.9883, expected range: -1.0276 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78460 : out of range
Severe: rms_fgdepar=302.8318, expected range: 0.0000 90.9136 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38705 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=664.3644, expected range: 0.0000 539.8938 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78458 : out of range
Severe: rms_fgdepar=336.1930, expected range: 0.0000 157.9721 Severe: avg_pge=0.8095, expected range: -0.5213 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 95840 : out of range
Severe: avg_pge=0.8538, expected range: -0.1283 0.1587 |
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| BUFR LAND SYNOP RH2M (%) 14244 : out of range
Severe: rms_fgdepar=41.4792, expected range: 0.0000 20.2066 |
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| BUFR LAND SYNOP RH2M (%) 07247 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=47.0654, expected range: 0.0000 20.7029 |
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| BUFR LAND SYNOP RH2M (%) 71108 : out of range
Severe: rms_fgdepar=45.7691, expected range: 0.0000 18.4054 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 24322 : out of range
Severe: rms_fgdepar=563.7548, expected range: 0.0000 223.5238 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48415 : out of range
Severe: rms_fgdepar=307.0245, expected range: 0.0000 166.1109 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 24329 : out of range
Severe: rms_fgdepar=520.2636, expected range: 0.0000 168.6140 |
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| AUTOMATIC LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=407.0000, expected range: 508.1421 676.1079 |
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| BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=51.0000, expected range: 63.9203 69.1908 Considerable: obs_number=233.0000, expected range: 255.2648 296.2352 Considerable: obs_number=52889.0000, expected range: 64759.9046 82066.8013 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-555.4828, expected range: -735.0757 -311.2804 Severely_persistent: rms_fgdepar=555.4828, expected range: 307.8791 743.7512 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6CG4 : out of range
Severe: avg_fgdepar=-772.4665, expected range: -1081.3738 1665.6650 Severe: rms_fgdepar=772.4665, expected range: 0.0000 1088.3318 Severe: avg_pge=0.8877, expected range: -0.7811 0.7500 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
25 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=723.5541, expected range: -2177.1717 1845.3433 Severely_persistent: rms_fgdepar=723.7726, expected range: 0.0000 1239.7776 Severely_persistent: avg_pge=0.9196, expected range: -0.0943 0.7500 |
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| MOORED BUOYS SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=75.0000, expected range: 100.0000 100.0000 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) FQQL : out of range
Severe: rms_fgdepar=386.8524, expected range: 0.0000 119.8168 |
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| METAR SURFACE PRESSURE (PA) SKGO : out of range
Severe: rms_fgdepar=595.8035, expected range: 0.0000 194.6228 |
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| snow | ||
| AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-62.4404, expected range: -63.8036 -57.4893 Severely_persistent: rms_fgdepar=62.4404, expected range: 57.4893 63.8036 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-66.7371, expected range: -80.1896 -69.5179 Severely_persistent: rms_fgdepar=66.7371, expected range: 69.5179 80.1896 |
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| BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-84.1628, expected range: -92.3772 -82.7112 |
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| BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=84.1808, expected range: 82.7172 92.3851 |
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| BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-59.8636, expected range: -68.6159 -57.9834 |
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| BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=59.8911, expected range: 58.0084 68.6294 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-56.4972, expected range: -60.3595 -55.8219 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=56.4983, expected range: 55.8242 60.3607 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-75.6068, expected range: -87.6153 -72.4279 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=75.6210, expected range: 72.4270 87.6505 |
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| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-74.8824, expected range: -80.3871 -73.0326 |
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| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=74.8897, expected range: 73.0356 80.3879 |
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| BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-90.7330, expected range: -96.3689 -83.2368 |
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| BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=90.7388, expected range: 83.2463 96.3762 |
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| BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-69.3558, expected range: -76.4785 -66.0532 |
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| BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=69.3586, expected range: 66.0538 76.4879 |
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| BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-61.6863, expected range: -63.7765 -57.0807 |
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| BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=61.7050, expected range: 57.0770 63.8045 |
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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=-80.1169, expected range: -90.9258 -75.8483 |
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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=80.1244, expected range: 75.8528 90.9328 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-50.4345, expected range: -53.1043 -48.0972 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=50.4498, expected range: 48.0978 53.1176 |
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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=-75.9373, expected range: -79.5444 -53.7113 Severely_persistent: rms_fgdepar=75.9375, expected range: 53.7112 79.5458 |
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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=53.0192, expected range: 53.0279 57.7512 |
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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=53.0238, expected range: 53.0309 57.7544 |
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| BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-66.8950, expected range: -74.0950 -67.1377 |
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| BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=66.9024, expected range: 67.1416 74.1035 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-63.1763, expected range: -67.4075 -54.7429 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=63.1763, expected range: 54.7429 67.4076 |
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| BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-65.9381, expected range: -75.0368 -63.6013 |
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| BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=65.9438, expected range: 63.6020 75.0401 |
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| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-55.2822, expected range: -61.3544 -54.0338 |
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| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
32 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=55.2873, expected range: 54.2750 61.5805 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-75.6358, expected range: -84.0224 -73.8337 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=75.6402, expected range: 73.8366 84.0280 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.4432, expected range: -65.6259 -48.8951 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=51.4561, expected range: 48.8929 65.6396 |
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| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-75.8971, expected range: -84.1472 -73.6193 |
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| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=75.9032, expected range: 73.6253 84.1476 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-75.3568, expected range: -81.9507 -72.7898 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=75.3951, expected range: 72.7976 81.9553 |
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| BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-70.1758, expected range: -76.0471 -66.5545 |
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| BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=70.1881, expected range: 66.5483 76.0673 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71907 : out of range
Severe: rms_fgdepar=23.6266, expected range: 0.0000 8.8961 |
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| MANUAL LAND SYNOP SNOW (CM) 71854 : out of range
Severe: rms_fgdepar=19.1983, expected range: 0.0000 5.2447 |
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| BUFR LAND SYNOP SNOW (CM) 01180 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=32.0513, expected range: 0.0000 11.4309 |
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| BUFR LAND SYNOP SNOW (CM) 47061 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=97.1227, expected range: -0.6431 0.1161 Severe: rms_fgdepar=97.1239, expected range: 0.0000 0.8586 |
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| t2m | ||
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.2642, expected range: -21.9761 13.1491 Severely_persistent: rms_fgdepar=12.2700, expected range: 0.0000 19.4619 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.3754, expected range: -17.6388 -2.2497 Severely_persistent: rms_fgdepar=14.4463, expected range: 2.4193 17.6079 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.3627, expected range: -22.0617 -2.0285 Severely_persistent: rms_fgdepar=12.4095, expected range: 3.5705 21.2348 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.6904, expected range: -15.2487 -6.6129 Severely_persistent: rms_fgdepar=14.7279, expected range: 6.6964 15.2564 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.3497, expected range: -16.5502 -5.3355 Severely_persistent: rms_fgdepar=12.4992, expected range: 5.5170 16.6502 |
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| METAR 2M TEMPERATURE (K) VECX : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.8409, expected range: -21.5688 -8.1162 Severely_persistent: rms_fgdepar=13.1583, expected range: 8.2693 21.6822 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.5547, expected range: -17.9532 -7.5521 Severely_persistent: rms_fgdepar=13.5629, expected range: 7.7568 18.1519 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=14.0029, expected range: 5.8003 15.1561 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.2875, expected range: 5.7877 15.3795 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.2227, expected range: -20.0954 -8.3624 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
30 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.2227, expected range: 9.3293 20.0415 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.3142, expected range: -22.0261 13.0991 Severely_persistent: rms_fgdepar=12.3200, expected range: 0.0000 19.5594 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5734, expected range: -15.0533 -10.3947 Severely_persistent: rms_fgdepar=12.9071, expected range: 10.6080 15.2553 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.4254, expected range: -17.6888 -2.2997 Severely_persistent: rms_fgdepar=14.4960, expected range: 2.4679 17.6584 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4873, expected range: -22.2061 -2.0545 Severely_persistent: rms_fgdepar=12.5322, expected range: 3.5897 21.3819 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.7264, expected range: -15.2952 -6.6575 Severely_persistent: rms_fgdepar=14.7643, expected range: 6.7406 15.3029 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.6030, expected range: -16.6472 -5.4740 Severely_persistent: rms_fgdepar=12.7530, expected range: 5.6563 16.7410 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.8473, expected range: -18.3286 8.1310 Severe: rms_fgdepar=12.8736, expected range: 0.0000 15.6688 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44243 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4146, expected range: -12.1704 1.9422 Severe: rms_fgdepar=12.4235, expected range: 0.0000 12.5411 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44215 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.0870, expected range: -14.0777 0.4872 Severe: rms_fgdepar=13.1413, expected range: 0.0000 14.0959 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.1084, expected range: -14.3985 1.4421 Severe: rms_fgdepar=14.1789, expected range: 0.0000 14.3688 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44216 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1292, expected range: -12.8920 1.6642 Severe: rms_fgdepar=12.1591, expected range: 0.0000 12.9784 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24329 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.0982, expected range: -19.7174 6.4095 Severe: rms_fgdepar=13.1768, expected range: 0.0000 18.3832 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.6101, expected range: -15.7424 5.6765 Severe: rms_fgdepar=13.6251, expected range: 0.0000 16.3564 |
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| METAR 2M TEMPERATURE (K) KOFF : out of range
Severe: rms_fgdepar=10.7676, expected range: 0.0000 5.7959 |
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| METAR 2M TEMPERATURE (K) PGUM : out of range
Severe: rms_fgdepar=12.8713, expected range: 0.0000 15.2084 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.9037, expected range: -18.3414 7.9390 Severe: rms_fgdepar=12.9299, expected range: 0.0000 15.9105 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0146, expected range: -13.4145 -4.3770 Severe: rms_fgdepar=12.0310, expected range: 4.5583 13.3662 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 44243 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4646, expected range: -12.4523 2.5231 Severe: rms_fgdepar=12.4735, expected range: 0.0000 12.8211 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 44215 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1759, expected range: -14.5538 -2.4519 Severe: rms_fgdepar=12.3934, expected range: 2.6791 14.6797 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.3454, expected range: -14.0321 0.6493 Severe: rms_fgdepar=14.4140, expected range: 0.2015 13.8915 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 44216 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1792, expected range: -12.9420 1.6142 Severe: rms_fgdepar=12.2090, expected range: 0.0000 13.0286 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24329 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.1350, expected range: -19.7442 6.3654 Severe: rms_fgdepar=13.2136, expected range: 0.0000 18.4318 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.5594, expected range: -15.6869 5.6653 Severe: rms_fgdepar=13.5762, expected range: 0.0000 16.3072 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=110.0000, expected range: 131.4582 151.3195 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=85388.0000, expected range: 96504.9638 113991.9774 |
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| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 72217 : out of range
Severe: rms_fgdepar=31.6093, expected range: 0.0000 17.9070 |
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