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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-16 12:00
| amsua | ||
| NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4338, expected range: -0.4045 -0.3787 |
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| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1546, expected range: 0.0554 0.1027 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2026, expected range: 0.2391 0.2646 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3379, expected range: -0.2809 -0.2779 |
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| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 3165 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2603, expected range: -0.2412 -0.2251 |
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| METOP-B IASI RADIANCES CHANNEL 3244 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1508, expected range: -0.1220 -0.1024 |
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| METOP-B IASI RADIANCES CHANNEL 3252 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2019, expected range: -0.1762 -0.1580 |
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| METOP-B IASI RADIANCES CHANNEL 3312 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2943, expected range: -0.2725 -0.2496 |
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| METOP-B IASI RADIANCES CHANNEL 3452 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1587, expected range: -0.1371 -0.1167 |
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| METOP-B IASI RADIANCES CHANNEL 3509 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2839, expected range: -0.2647 -0.2404 |
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| METOP-C IASI RADIANCES CHANNEL 3165 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2491, expected range: -0.2152 -0.2017 |
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| METOP-C IASI RADIANCES CHANNEL 3244 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1538, expected range: -0.1230 -0.1072 |
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| METOP-C IASI RADIANCES CHANNEL 3312 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2911, expected range: -0.2684 -0.2435 |
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| METOP-C IASI RADIANCES CHANNEL 3411 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2135, expected range: -0.1909 -0.1639 |
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| METOP-C IASI RADIANCES CHANNEL 3168 : out of range
Severe: stdev_fgdepar=0.6463, expected range: 0.5062 0.5802 |
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| METOP-C IASI RADIANCES CHANNEL 3248 : out of range
Severe: stdev_fgdepar=0.6588, expected range: 0.4684 0.5727 |
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| METOP-C IASI RADIANCES CHANNEL 3580 : out of range
2 times in the last 10 days for at least one item Considerable: avg_biascorr=-0.3048, expected range: -0.2861 -0.2545 |
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| METOP-C IASI RADIANCES CHANNEL 3448 : out of range
Slight: stdev_fgdepar=0.7532, expected range: 0.6170 0.7149 |
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| mhs | ||
| NOAA-19 MHS ALLSKY RADIANCES CHANNEL 1 : out of range
8 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.1371, expected range: 0.1178 0.1263 |
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| NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.5722, expected range: 0.6164 0.6656 |
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| METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
18 times in the last 10 days for at least one item Severely_persistent: obs_number=5660.0000, expected range: 6595.8093 6815.0857 |
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| mwhs2 | ||
| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
8 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=1.0168, expected range: 0.7711 0.8736 Severely_persistent: avg_biascorr=-2.8468, expected range: -1.8361 -1.1967 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
13 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.8988, expected range: 0.6232 0.7120 Severely_persistent: avg_biascorr=-3.4890, expected range: -2.7052 -2.1417 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
12 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=1.0564, expected range: 0.6243 0.7543 Severely_persistent: avg_biascorr=-2.0490, expected range: -0.5019 0.1991 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 6 : out of range
12 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=1.0735, expected range: 0.5626 0.8332 Severely_persistent: avg_biascorr=-0.2524, expected range: 1.5342 2.2775 |
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| atms | ||
| NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3265, expected range: -0.2980 -0.2657 |
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| ssmis | ||
| DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.6331, expected range: -0.3977 -0.1417 |
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| Atmospheric Motion Vector | ||
| HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=208.0000, expected range: 1210.0967 1309.5522 |
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| METEOSAT-11 AMV CLOUDY WV2 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
Considerable: avg_fgdepar=3.6924, expected range: 4.0926 4.4798 |
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| METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
4 times in the last 10 days for at least one item Considerable: obs_number=764.0000, expected range: 239.5491 488.1125 |
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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=0.7774, expected range: 0.0921 0.3333 |
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| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-0.0180, expected range: -0.0323 -0.0254 |
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| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-0.0482, expected range: -0.0589 -0.0528 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
25 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8870, expected range: -0.2890 0.7500 |
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| LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8671, expected range: -1.2276 0.7500 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-9.0955, expected range: -13.9853 8.1919 Severely_persistent: rms_fgdepar=9.1009, expected range: 0.0000 13.3181 Severely_persistent: avg_pge=0.9053, expected range: -1.1775 0.7500 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severely_persistent: obs_number=0, expected range: 55.39 171.01 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 37.75 103.85 |
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| LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=9.6775, expected range: 0.0000 8.5270 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 94461 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=23.8058, expected range: -0.4244 7.0948 Severe: rms_fgdepar=23.8158, expected range: 0.0000 7.9599 |
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| All LAND TEMP ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 32.48 172.85 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 26708 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=6.9023, expected range: 0.0000 1.6738 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 29698 PRESSURE LAYER 900-1200 (HPA : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-9.2874, expected range: -9.8484 7.1579 Severe: rms_fgdepar=9.6319, expected range: 0.0000 11.5343 Severe: avg_pge=0.8587, expected range: -0.6504 0.7500 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.8149, expected range: 0.0000 1.5496 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 94461 PRESSURE LAYER 300-60 : out of range
Severe: avg_fgdepar=24.5643, expected range: 0.7776 5.1475 Severe: rms_fgdepar=24.5680, expected range: 0.3879 6.3299 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=256.0000, expected range: 219.6434 240.8566 |
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| HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=173.0000, expected range: 246.1046 272.5621 |
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| amdar | ||
| WIGOS AMDAR WIND VECTOR DIFF (M/S) 3CNVVQRA PRESSURE LAYER 900-1200 (H : out of range
Severe: avg_fgdepar=20.6259, expected range: -0.0803 6.1508 Severe: rms_fgdepar=20.6259, expected range: 0.0000 6.5243 Severe: avg_pge=0.8397, expected range: -0.5676 0.7500 |
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| ADS-C WIND VECTOR DIFF (M/S) 025LEQBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7294, expected range: 0.0000 29.7721 |
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| ADS-C WIND VECTOR DIFF (M/S) WYUJ0UZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=30.3803, expected range: 0.0000 11.7123 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) ETD11B PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9031, expected range: 0.0000 30.0386 |
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| AIREP WIND VECTOR DIFF (M/S) BAW6NC PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.1736, expected range: 0.0000 9.0435 |
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| synop | ||
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-709.8273, expected range: -2016.9703 1462.2880 Severely_persistent: rms_fgdepar=709.8273, expected range: -1383.0625 1967.2227 Severely_persistent: avg_pge=0.9151, expected range: -1.8333 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8390, expected range: -1.4612 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 68268 : out of range
Severe: avg_pge=0.9471, expected range: -0.0516 0.0711 |
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| MANUAL LAND SYNOP RH2M (%) 63962 : out of range
Severe: avg_pge=0.9884, expected range: -0.3165 0.4025 |
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| MANUAL LAND SYNOP RH2M (%) 17192 : out of range
Severe: rms_fgdepar=35.4742, expected range: 0.0000 20.0518 |
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| MANUAL LAND SYNOP RH2M (%) 42935 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8764, expected range: -1.9728 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42939 : out of range
Severe: rms_fgdepar=46.6957, expected range: 0.0000 35.5005 Severe: avg_pge=0.9930, expected range: -0.0177 0.0269 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35582 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=348.0807, expected range: 0.0000 69.7440 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40664 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-552.7579, expected range: -119.8650 109.4462 Severe: rms_fgdepar=552.7579, expected range: 0.0000 87.7307 Severe: avg_pge=0.8998, expected range: -0.2248 0.2723 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82246 : out of range
Severe: avg_pge=0.8065, expected range: -0.5540 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40666 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=406.7753, expected range: 0.0000 130.0330 Severe: avg_pge=0.8460, expected range: -0.5360 0.6731 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35357 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-690.0476, expected range: -236.4703 222.6661 Severe: rms_fgdepar=690.0476, expected range: -291.8164 436.8932 Severe: avg_pge=0.9105, expected range: -0.7035 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83967 : out of range
Severe: avg_fgdepar=-552.3508, expected range: -126.3032 62.0126 Severe: rms_fgdepar=679.0686, expected range: 0.0000 129.2263 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67297 : out of range
Severe: rms_fgdepar=472.9686, expected range: 0.0000 122.4592 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35358 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-635.9867, expected range: -578.9575 571.6670 Severe: rms_fgdepar=653.4702, expected range: 0.0000 527.0876 Severe: avg_pge=0.8949, expected range: -1.3519 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35739 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-580.5087, expected range: -449.6085 297.5858 Severe: rms_fgdepar=591.5647, expected range: 0.0000 300.9827 Severe: avg_pge=0.8869, expected range: -1.0185 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43169 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=401.7001, expected range: 0.0000 94.8213 Severe: avg_pge=0.8456, expected range: 0.0000 0.0000 |
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| BUFR LAND SYNOP RH2M (%) 06610 : out of range
Severe: avg_fgdepar=54.0205, expected range: -32.5023 42.5821 Severe: rms_fgdepar=54.2769, expected range: 0.0000 33.0625 |
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| BUFR LAND SYNOP RH2M (%) 95890 : out of range
Severe: rms_fgdepar=31.4253, expected range: 0.0000 9.7226 |
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| BUFR LAND SYNOP RH2M (%) 94912 : out of range
Severe: avg_pge=0.8046, expected range: -0.1855 0.2167 |
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| BUFR LAND SYNOP RH2M (%) 72524 : out of range
Severe: rms_fgdepar=30.8936, expected range: 0.0000 17.5383 |
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| BUFR LAND SYNOP RH2M (%) 40405 : out of range
Severe: avg_pge=0.9683, expected range: -0.1652 0.2096 |
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| BUFR LAND SYNOP RH2M (%) 06636 : out of range
Severe: rms_fgdepar=51.2311, expected range: 0.0000 46.0883 |
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| BUFR LAND SYNOP RH2M (%) 71337 : out of range
Severe: rms_fgdepar=30.5758, expected range: 4.0117 16.4600 |
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| BUFR LAND SYNOP RH2M (%) 15118 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=52.0008, expected range: -25.5343 40.3597 Severe: rms_fgdepar=52.1887, expected range: 0.0000 38.6376 |
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| BUFR LAND SYNOP RH2M (%) 94449 : out of range
Severe: rms_fgdepar=39.3930, expected range: 0.0000 9.1079 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 01160 : out of range
Severe: rms_fgdepar=324.8495, expected range: 0.0000 162.7290 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 91841 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=419.2010, expected range: 28.0009 382.3158 Severe: avg_pge=0.8297, expected range: -0.2296 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 01161 : out of range
Severe: rms_fgdepar=361.6197, expected range: 0.0000 142.4612 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 01162 : out of range
Severe: rms_fgdepar=357.6489, expected range: 0.0000 133.7432 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48085 : out of range
Severe: rms_fgdepar=431.3384, expected range: 0.0000 85.7631 Severe: avg_pge=0.8590, expected range: -0.3789 0.4300 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 01156 : out of range
Severe: rms_fgdepar=360.4957, expected range: 0.0000 193.5755 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=616.0000, expected range: 666.8594 719.1406 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item Considerable: rms_fgdepar=158.6464, expected range: 9.2063 100.4716 |
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| BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=118.0000, expected range: 95.8413 108.6587 |
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| ship | ||
| AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46183 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8616, expected range: -0.4846 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ZCEV9 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=20.6074, expected range: -28.3278 43.7982 Severely_persistent: rms_fgdepar=25.0401, expected range: 0.0000 45.2394 Severely_persistent: avg_pge=0.8227, expected range: -0.3658 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=583.0192, expected range: 518.0350 822.3931 Severely_persistent: rms_fgdepar=583.0192, expected range: 517.7969 822.8190 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6NQ : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=564.5922, expected range: 184.7627 1079.4168 Severely_persistent: rms_fgdepar=564.5922, expected range: 178.0635 1094.3441 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OXKO2 : out of range
Severe: rms_fgdepar=15.9665, expected range: 0.0000 10.3600 Severe: avg_pge=0.8643, expected range: -0.7724 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) MERFR20 : out of range
Severe: rms_fgdepar=352.0615, expected range: 0.0000 183.4354 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5601 : out of range
Severe: avg_fgdepar=574.6161, expected range: -195.8051 826.1268 Severe: rms_fgdepar=574.6161, expected range: 0.0000 826.1268 Severe: avg_pge=0.8127, expected range: -0.6136 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2HFZ7 : out of range
Severe: rms_fgdepar=539.8972, expected range: 0.0000 800.1724 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) AVQU : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=597.2307, expected range: -623.8861 667.5832 Severe: rms_fgdepar=605.6265, expected range: 0.0000 586.8106 Severe: avg_pge=0.8168, expected range: -0.9337 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WACW : out of range
Severe: avg_fgdepar=-1069.6741, expected range: -462.3614 311.9846 Severe: rms_fgdepar=1069.6741, expected range: 0.0000 457.6411 Severe: avg_pge=0.9141, expected range: -0.7122 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WADZ : out of range
Severe: rms_fgdepar=452.8505, expected range: 0.0000 113.1114 |
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| buoy | ||
| MOORED BUOYS SURFACE PRESSURE (PA) 4400033 : out of range
Severe: rms_fgdepar=362.4648, expected range: 0.0000 132.7035 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1301612 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=315.2737, expected range: 0.0000 130.0346 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6401842 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=508.2653, expected range: 0.0000 325.8156 Severe: avg_pge=0.8567, expected range: -0.8836 0.7500 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 5601664 : out of range
Severe: rms_fgdepar=392.6863, expected range: 0.0000 221.8793 Severe: avg_pge=0.8486, expected range: -0.8159 0.7500 |
 | |
| metar | ||
| METAR SURFACE PRESSURE (PA) ENSH : out of range
Severe: rms_fgdepar=438.2446, expected range: 0.0000 227.5956 |
 | |
| METAR SURFACE PRESSURE (PA) ENSK : out of range
Severe: rms_fgdepar=394.8517, expected range: 0.0000 158.7001 |
 | |
| METAR SURFACE PRESSURE (PA) FKKL : out of range
Severe: rms_fgdepar=341.7674, expected range: 0.0000 105.1069 |
 | |
| snow | ||
| AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-59.8890, expected range: -66.4473 -44.8286 Severely_persistent: rms_fgdepar=59.8890, expected range: 44.8286 66.4473 |
 | |
| AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-71.4559, expected range: -99.6605 -45.9416 Severely_persistent: rms_fgdepar=71.4559, expected range: 45.9416 99.6605 |
 | |
| 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=-88.8198, expected range: -97.4573 -78.0260 |
||
| 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=88.8378, expected range: 78.0364 97.4760 |
||
| 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=-63.9535, expected range: -69.4795 -59.3341 |
||
| 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=63.9657, expected range: 59.3556 69.4785 |
||
| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-59.2588, expected range: -68.7971 -45.5867 |
||
| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=59.2603, expected range: 45.5896 68.7987 |
||
| 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=-83.9691, expected range: -84.3527 -72.4323 |
||
| 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=83.9762, expected range: 72.4238 84.3817 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-77.5015, expected range: -82.5956 -71.4532 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
12 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=77.5042, expected range: 71.4602 82.5938 |
||
| 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=-89.1038, expected range: -88.4663 -81.4523 |
||
| 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=89.1488, expected range: 81.4753 88.4726 |
||
| 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=-73.7537, expected range: -76.0729 -62.2819 |
||
| 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=73.7569, expected range: 62.2890 76.0802 |
||
| 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=-62.9523, expected range: -64.9639 -53.9359 |
||
| 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=62.9878, expected range: 53.9431 64.9755 |
||
| 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=-85.7624, expected range: -109.2917 -56.3896 |
||
| 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=85.7771, expected range: 56.4690 109.2635 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.0232, expected range: -54.2888 -51.5044 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=51.0365, expected range: 51.5161 54.2934 |
||
| BUFR LAND SYNOP SNOW (CM) 01008 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-62.3033, expected range: -66.4965 -37.1648 Severely_persistent: rms_fgdepar=62.3050, expected range: 37.1732 66.4995 |
 | |
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=55.5876, expected range: 36.4475 61.3493 |
||
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
22 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=55.6000, expected range: 36.4562 61.3513 |
||
| 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=-71.3259, expected range: -74.5595 -66.8436 |
||
| 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=71.3363, expected range: 66.8489 74.5734 |
||
| 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=-60.3713, expected range: -67.3460 -58.9907 |
||
| 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=60.3715, expected range: 58.9918 67.3456 |
||
| 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=-71.1189, expected range: -81.4494 -64.7074 |
||
| 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=71.1240, expected range: 64.7145 81.4510 |
||
| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-58.6913, expected range: -67.2307 -48.6411 |
||
| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=58.6938, expected range: 48.6409 67.2333 |
||
| 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=-81.4396, expected range: -90.5729 -70.1969 |
||
| 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=81.4446, expected range: 70.2005 90.5784 |
||
| 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=-59.3724, expected range: -67.1549 -53.8213 |
||
| 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=59.3758, expected range: 53.8507 67.1584 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-80.9981, expected range: -85.1779 -77.6016 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
32 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=80.9995, expected range: 77.6113 85.1761 |
||
| 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=-80.9329, expected range: -89.0338 -63.2383 |
||
| 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=80.9613, expected range: 63.2697 89.0248 |
||
| 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=-72.6245, expected range: -81.2918 -64.2736 |
||
| 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=72.6294, expected range: 64.2919 81.2962 |
||
| AUTOMATIC LAND SYNOP SNOW (CM) 71813 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=24.7280, expected range: 0.0000 8.3159 |
 | |
| AUTOMATIC LAND SYNOP SNOW (CM) 71493 : out of range
Severe: rms_fgdepar=24.1803, expected range: 0.0000 13.0680 |
 | |
| BUFR LAND SYNOP SNOW (CM) 01158 : out of range
Severe: rms_fgdepar=17.3228, expected range: -4.2661 7.7447 |
 | |
| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9450, expected range: -14.9330 -2.7283 Severely_persistent: rms_fgdepar=13.3422, expected range: 4.3855 14.5204 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.3823, expected range: -15.7955 6.6565 Severely_persistent: rms_fgdepar=16.4036, expected range: 0.0000 15.2958 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-19.4106, expected range: -22.3864 4.1261 Severely_persistent: rms_fgdepar=19.4114, expected range: 0.0000 22.4051 Severely_persistent: avg_est_pge=0.8045, expected range: -0.1525 1.2021 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4822, expected range: -16.0834 12.7142 Severely_persistent: rms_fgdepar=12.5087, expected range: -7.7125 15.0398 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.2489, expected range: -17.0615 6.5700 Severely_persistent: rms_fgdepar=15.2492, expected range: 0.0000 16.9182 |
 | |
| METAR 2M TEMPERATURE (K) LTCB : out of range
23 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=13.3892, expected range: 7.8216 23.0955 Severely_persistent: rms_fgdepar=13.9083, expected range: 7.9441 23.1234 |
 | |
| METAR 2M TEMPERATURE (K) VECX : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.8532, expected range: -17.5960 -6.6053 Severely_persistent: rms_fgdepar=16.0595, expected range: 6.7032 17.7841 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.3612, expected range: -15.7017 6.5836 Severely_persistent: rms_fgdepar=16.3789, expected range: 0.0000 15.1912 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.4781, expected range: -15.9713 -8.3797 Severely_persistent: rms_fgdepar=15.6187, expected range: 8.4718 16.2913 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9950, expected range: -14.9830 -2.7783 Severely_persistent: rms_fgdepar=13.3907, expected range: 4.4246 14.5742 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-19.4281, expected range: -22.4176 4.0806 Severely_persistent: rms_fgdepar=19.4289, expected range: 0.0000 22.4407 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.3965, expected range: -22.1050 1.5989 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
18 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.3965, expected range: 0.0000 22.0499 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.6851, expected range: -15.6586 -11.0047 Severely_persistent: rms_fgdepar=12.9846, expected range: 11.0236 16.0557 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5062, expected range: -16.0230 12.6131 Severely_persistent: rms_fgdepar=12.5318, expected range: -7.6919 14.9913 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.7447, expected range: -22.5749 3.8143 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
17 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.7447, expected range: 0.0000 22.5124 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.3305, expected range: -17.1867 6.5908 Severely_persistent: rms_fgdepar=15.3308, expected range: 0.0000 17.0443 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
Severe: avg_fgdepar=-12.0437, expected range: -14.2122 -3.3921 Severe: rms_fgdepar=12.1393, expected range: 4.1601 13.8986 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
Severe: avg_fgdepar=-13.2988, expected range: -13.3962 3.5994 Severe: rms_fgdepar=13.3092, expected range: 0.0000 12.4996 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
Severe: avg_fgdepar=-13.5109, expected range: -14.0806 0.0032 Severe: rms_fgdepar=13.5702, expected range: 0.3274 14.2650 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.2061, expected range: -16.6974 10.4392 Severe: rms_fgdepar=12.2098, expected range: 0.0000 15.0678 |
 | |
| 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=-12.8974, expected range: -15.3811 1.3656 Severe: rms_fgdepar=13.0152, expected range: 0.0000 15.0919 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0224, expected range: -16.8164 9.2496 Severe: rms_fgdepar=12.0244, expected range: 0.0000 15.0196 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24136 : out of range
Severe: avg_fgdepar=-12.0137, expected range: -14.9624 8.7621 Severe: rms_fgdepar=12.0992, expected range: 0.0000 11.4230 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.2731, expected range: -13.7728 8.3442 Severe: rms_fgdepar=14.2948, expected range: 0.0000 12.1699 |
 | |
| METAR 2M TEMPERATURE (K) UWOR : out of range
Severe: rms_fgdepar=12.5219, expected range: 0.0000 6.4465 |
 | |
| METAR 2M TEMPERATURE (K) UGMS : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0738, expected range: 4.2168 13.0450 |
 | |
| LAND TEMP 2M TEMPERATURE (K) 41217 : out of range
Severe: rms_fgdepar=10.1577, expected range: 0.0000 4.9368 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI17F40 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0496, expected range: 4.1068 15.8470 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
Severe: avg_fgdepar=-13.2429, expected range: -13.3607 3.6201 Severe: rms_fgdepar=13.2546, expected range: 0.0000 12.4781 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
Severe: avg_fgdepar=-13.9525, expected range: -14.3004 -0.1043 Severe: rms_fgdepar=14.0049, expected range: 0.4068 14.5196 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.3014, expected range: -16.7830 10.3755 Severe: rms_fgdepar=12.3050, expected range: 0.0000 15.2395 |
 | |
| 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=-12.9474, expected range: -16.0335 2.1083 Severe: rms_fgdepar=13.0647, expected range: 0.0000 15.5396 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0352, expected range: -16.8150 9.1940 Severe: rms_fgdepar=12.0373, expected range: 0.0000 15.0521 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24136 : out of range
Severe: avg_fgdepar=-12.2075, expected range: -15.1641 8.8036 Severe: rms_fgdepar=12.2849, expected range: 0.0000 11.6329 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.3484, expected range: -13.8561 8.3018 Severe: rms_fgdepar=14.3713, expected range: 0.0000 12.2358 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=12.0461, expected range: 4.9620 12.4238 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.7076, expected range: 5.9180 12.1500 |
||
| rh2m | ||
| MANUAL LAND SYNOP RH2M (%) 76640 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=33.0854, expected range: 0.0000 17.3552 |
 | |
| MANUAL LAND SYNOP RH2M (%) 40638 : out of range
Severe: rms_fgdepar=30.6001, expected range: 2.1014 17.9351 |
 | |
| METAR RH2M (%) KADW : out of range
Severe: rms_fgdepar=30.8292, expected range: 0.0000 13.2870 |
 | |