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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-14 12:00
| amsua | ||
| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1400, expected range: 0.0595 0.1027 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2028, expected range: 0.2391 0.2821 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3270, expected range: -0.2809 -0.2697 |
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| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 3165 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2722, expected range: -0.2412 -0.2181 |
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| METOP-B IASI RADIANCES CHANNEL 3244 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1557, expected range: -0.1220 -0.1021 |
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| METOP-B IASI RADIANCES CHANNEL 3252 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2001, expected range: -0.1762 -0.1485 |
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| METOP-B IASI RADIANCES CHANNEL 3312 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2992, expected range: -0.2725 -0.2425 |
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| METOP-C IASI RADIANCES CHANNEL 3165 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2374, expected range: -0.2152 -0.1950 |
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| METOP-C IASI RADIANCES CHANNEL 3244 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1455, expected range: -0.1230 -0.0994 |
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| mhs | ||
| 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=5906.0000, expected range: 6595.8093 6924.9470 |
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| mwhs2 | ||
| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
9 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=1.1027, expected range: 0.7966 0.8603 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
3 times in the last 10 days for at least one item Severely_persistent: avg_norm_fgdepar=-0.2312, expected range: -0.0891 0.0040 Severe: stdev_norm_fgdepar=0.8626, expected range: 0.6603 0.6774 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
2 times in the last 10 days for at least one item Severely_persistent: avg_norm_fgdepar=-0.2437, expected range: -0.0850 0.0821 Severe: stdev_norm_fgdepar=0.9870, expected range: 0.6785 0.7031 Considerable: avg_norm_fgdepar=-0.1116, expected range: -0.0465 0.0651 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 6 : out of range
2 times in the last 10 days for at least one item Severely_persistent: avg_norm_fgdepar=-0.2014, expected range: -0.0813 0.0749 Severe: stdev_norm_fgdepar=1.0257, expected range: 0.6708 0.7360 Slight: avg_norm_fgdepar=-0.0976, expected range: -0.0590 0.0855 |
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| FY-3D MWHS2 ALLSKY RADIANCES (5 channels affected) : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-3.3639, expected range: -2.4651 -2.4044 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 10 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2167, expected range: -0.2624 -0.2445 |
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| ssmis | ||
| DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.6299, expected range: -0.3977 -0.1315 |
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| Atmospheric Motion Vector | ||
| HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
17 times in the last 10 days for at least one item Severely_persistent: obs_number=226.0000, expected range: 1210.0967 1303.3677 |
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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=0.7493, expected range: 0.0695 0.3333 |
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| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-0.0191, expected range: -0.0337 -0.0254 |
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| Radiosondes | ||
| LAND TEMP WIND VECTOR DIFF (M/S) 27962 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=18.7195, expected range: 0.0000 13.6707 Severely_persistent: avg_pge=0.9077, expected range: -1.0983 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: 76.01 161.66 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 41.72 93.88 |
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| LAND TEMP TEMPERATURE (K) 32215 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.3332, expected range: 0.1790 1.5933 Severe: avg_pge=0.8153, expected range: -0.2315 0.3701 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 26477 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=21.2541, expected range: 0.1910 6.8853 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 27713 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=21.2621, expected range: 0.0000 8.7173 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 71816 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=8.5255, expected range: 0.0000 2.9393 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56778 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=16.2441, expected range: 0.2394 6.0048 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 52.04 117.46 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: obs_number=248.0000, expected range: 402.8669 457.8831 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=572.0000, expected range: 246.1329 338.3671 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=443.0000, expected range: 499.3090 534.9410 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA : out of range
Considerable: obs_number=1238.0000, expected range: 407.7207 959.0293 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=458.0000, expected range: 549.2110 704.5390 |
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| amdar | ||
| WIGOS AMDAR WIND VECTOR DIFF (M/S) LUAIR3BA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=17.0203, expected range: 0.0000 7.3133 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) ZRSBATRA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.4053, expected range: 0.0000 6.4328 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) SS4UNXRA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.6431, expected range: 0.0000 6.9733 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) EG5ENWZA PRESSURE LAYER 300-600 (HP : out of range
Severe: avg_fgdepar=20.9187, expected range: -6.1873 13.4594 Severe: rms_fgdepar=20.9187, expected range: 0.0000 13.8453 |
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| ADS-C WIND VECTOR DIFF (M/S) VAYCOOBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.0033, expected range: 0.0000 9.5917 |
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| ADS-C WIND VECTOR DIFF (M/S) 05URYCJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9445, expected range: 0.0000 10.8582 |
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| ADS-C WIND VECTOR DIFF (M/S) ZHWIG1RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.5205, expected range: 0.0000 10.5249 |
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| ADS-C WIND VECTOR DIFF (M/S) UMV0J5RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.4952, expected range: 0.0000 8.3540 |
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| ADS-C WIND VECTOR DIFF (M/S) X4TBZDRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=17.5983, expected range: 0.0000 9.5302 |
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| ADS-C WIND VECTOR DIFF (M/S) 0ZZKG5ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9997, expected range: 0.0000 20.7113 |
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| ADS-C WIND VECTOR DIFF (M/S) GOKY1LZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.9988, expected range: 0.0000 12.4094 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) ACA801 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.7959, expected range: 0.4532 9.6904 |
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| AIREP WIND VECTOR DIFF (M/S) UAL4 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.9134, expected range: 0.0000 41.6254 |
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| AIREP WIND VECTOR DIFF (M/S) UAL986 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.3867, expected range: 0.0000 29.5084 |
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| AIREP WIND VECTOR DIFF (M/S) BAW6B PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=25.1083, expected range: -0.5446 8.1492 Severe: rms_fgdepar=30.3288, expected range: 0.0000 12.9839 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 02933 (2 pressure layers affe : out of range
Severe: rms_fgdepar=15.2396, expected range: 1.0055 3.4592 |
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| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01104 PRESSURE LAYER 600-900 : out of range
Severe: avg_pge=0.8764, expected range: -0.5339 0.7500 |
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| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 02933 PRESSURE LAYER 900-1200 : out of range
Severe: avg_pge=0.8449, expected range: -0.2555 0.4407 |
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| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
Considerable: obs_number=54.0000, expected range: 126.5209 146.5902 Considerable: obs_number=1412.0000, expected range: 913.9135 1155.8365 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=45.2018, expected range: -37.4825 62.1588 Severely_persistent: rms_fgdepar=45.2018, expected range: 0.0000 60.3968 Severely_persistent: avg_pge=0.9250, expected range: -1.2705 0.7500 |
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| synop | ||
| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 34498 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8777, expected range: -2.1386 0.7500 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8777, expected range: -2.1386 0.7500 Considerable: obs_number=169.0000, expected range: 186.9899 218.7879 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-697.5314, expected range: -1761.7212 1383.1343 Severely_persistent: rms_fgdepar=697.6188, expected range: -1270.6892 1700.2783 Severely_persistent: avg_pge=0.9161, expected range: -1.7348 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
9 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=702.2060, expected range: -1022.1601 1344.7407 Severely_persistent: avg_pge=0.9158, expected range: -1.5687 0.7500 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 47639 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8334, expected range: -0.5410 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 07628 : out of range
Severe: rms_fgdepar=43.3325, expected range: 0.0000 21.8964 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40637 : out of range
Severe: avg_fgdepar=840.4592, expected range: -520.9778 489.4961 Severe: rms_fgdepar=840.4592, expected range: 0.0000 221.0900 Severe: avg_pge=0.9357, expected range: -0.6679 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60467 : out of range
Severe: rms_fgdepar=481.8098, expected range: 0.0000 208.1653 |
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| MANUAL LAND SYNOP RH2M (%) 64706 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.9810, expected range: -0.8185 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 16280 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8273, expected range: -0.3138 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 34434 : out of range
Severe: rms_fgdepar=329.2320, expected range: 0.0000 296.4062 Severe: avg_pge=0.8294, expected range: -0.8251 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 27277 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=388.3787, expected range: 0.0000 129.0421 Severe: avg_pge=0.8688, expected range: -0.5625 0.6626 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 15088 : out of range
Severe: rms_fgdepar=362.4766, expected range: 0.0000 94.2684 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 25129 : out of range
Severe: rms_fgdepar=529.7305, expected range: 0.0000 153.9190 |
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| BUFR LAND SYNOP RH2M (%) 07540 : out of range
Severe: rms_fgdepar=34.1304, expected range: 0.0000 16.9308 |
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| BUFR LAND SYNOP RH2M (%) 06711 : out of range
Severe: rms_fgdepar=38.9448, expected range: 0.0000 19.5954 |
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| BUFR LAND SYNOP RH2M (%) 06631 : out of range
Severe: rms_fgdepar=31.9008, expected range: 0.0000 17.7382 |
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| BUFR LAND SYNOP RH2M (%) 07481 : out of range
Severe: rms_fgdepar=31.6856, expected range: 0.9946 12.3669 |
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| BUFR LAND SYNOP RH2M (%) 07632 : out of range
Severe: avg_fgdepar=53.7922, expected range: -22.5970 30.9563 Severe: rms_fgdepar=54.2596, expected range: 0.0000 27.1533 |
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| BUFR LAND SYNOP RH2M (%) 94346 : out of range
Severe: rms_fgdepar=39.3360, expected range: 0.0000 9.8519 Severe: avg_pge=0.8106, expected range: 0.0014 0.0040 |
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| ship | ||
| AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46183 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8691, expected range: -0.4622 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ZCEV9 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=26.3436, expected range: -10.7548 21.0663 Severely_persistent: rms_fgdepar=26.3436, expected range: 0.0000 24.6762 Severely_persistent: avg_pge=0.9355, expected range: -0.7102 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=695.0138, expected range: 536.7515 798.4212 Severely_persistent: rms_fgdepar=695.3064, expected range: 536.6382 798.6256 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6SE5 : out of range
Severe: rms_fgdepar=17.8141, expected range: 0.0000 10.2866 Severe: avg_pge=0.9009, expected range: -0.7300 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) OUQK2 : out of range
Severe: avg_fgdepar=-1017.2558, expected range: -935.9728 850.9095 Severe: rms_fgdepar=1017.2558, expected range: 0.0000 462.2867 Severe: avg_pge=0.9098, expected range: -1.4123 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5XC5 : out of range
Severe: avg_pge=0.8050, expected range: -1.4926 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRFU8 : out of range
Severe: rms_fgdepar=531.9580, expected range: 0.0000 320.4749 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6NQ : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=812.4000, expected range: 241.6395 961.4006 Severe: rms_fgdepar=819.8904, expected range: 234.4260 974.8888 Severe: avg_pge=0.8743, expected range: 0.6252 0.7500 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8538, expected range: -1.3336 0.7500 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) SKRG : out of range
Severe: rms_fgdepar=323.2406, expected range: 3.8864 77.0998 |
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| METAR SURFACE PRESSURE (PA) LPOV : out of range
Severe: rms_fgdepar=507.8333, expected range: 0.0000 162.6900 |
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| 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=-59.4095, expected range: -63.6470 -42.6197 Severely_persistent: rms_fgdepar=59.4095, expected range: 42.6197 63.6470 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71605 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.9024, expected range: -74.3616 -31.1105 Severely_persistent: rms_fgdepar=51.9024, expected range: 31.1105 74.3616 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-77.8732, expected range: -120.4619 -2.4337 Severely_persistent: rms_fgdepar=77.8732, expected range: 2.4337 120.4619 |
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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=-89.0059, expected range: -96.8667 -76.6343 |
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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=89.0135, expected range: 76.6368 96.8927 |
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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=-66.1988, expected range: -69.0075 -59.4210 |
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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=66.2085, expected range: 59.4426 69.0043 |
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| 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=-59.4467, expected range: -68.6575 -40.9288 |
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| 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=59.4491, expected range: 40.9399 68.6545 |
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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=-81.0529, expected range: -82.8241 -73.1496 |
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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=81.1335, expected range: 73.1565 82.8289 |
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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=-85.5948, expected range: -90.7195 -80.2239 |
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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=85.6063, expected range: 80.2543 90.7182 |
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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=-73.5034, expected range: -74.0305 -63.5931 |
||
| 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=73.5259, expected range: 63.6052 74.0314 |
||
| 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=-62.1057, expected range: -65.2596 -53.8459 |
||
| 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=62.1245, expected range: 53.8539 65.2714 |
||
| 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=-89.6763, expected range: -106.1678 -50.8472 |
||
| 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=89.6831, expected range: 50.9004 106.1705 |
||
| BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=50.3357, expected range: 44.9788 68.3971 |
||
| BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=50.3386, expected range: 44.9784 68.4058 |
||
| 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=-52.5213, expected range: -54.8245 -51.0032 |
||
| 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=52.5351, expected range: 51.0219 54.8249 |
||
| 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=-60.0706, expected range: -61.2799 -39.6147 Severely_persistent: rms_fgdepar=60.0707, expected range: 39.6181 61.2841 |
 | |
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=55.0616, expected range: 25.5599 63.6574 |
||
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=55.0624, expected range: 25.6220 63.6334 |
||
| 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=-68.9299, expected range: -77.0638 -66.4149 |
||
| 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=68.9377, expected range: 66.4323 77.0649 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-62.1738, expected range: -81.9509 -37.3604 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=62.1740, expected range: 37.3659 81.9474 |
||
| 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=-73.1234, expected range: -81.3950 -64.7072 |
||
| 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=73.1260, expected range: 64.7172 81.4045 |
||
| 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=-59.6459, expected range: -65.7244 -47.7090 |
||
| 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=59.6480, expected range: 47.7084 65.7273 |
||
| 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=-82.6029, expected range: -89.1525 -69.3428 |
||
| 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=82.6071, expected range: 69.3440 89.1589 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-62.2532, expected range: -66.2395 -53.8703 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=62.2648, expected range: 53.8959 66.2462 |
||
| 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=-81.8594, expected range: -85.2028 -77.4904 |
||
| 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=81.8609, expected range: 78.0165 85.1668 |
||
| 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=-80.6921, expected range: -86.4820 -62.3566 |
||
| 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=80.7125, expected range: 62.3877 86.4766 |
||
| 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=-76.4380, expected range: -80.4664 -61.6025 |
||
| 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=76.4447, expected range: 61.6242 80.4699 |
||
| MANUAL LAND SYNOP SNOW (CM) 71727 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=45.3219, expected range: 0.0000 6.1140 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-78.0332, expected range: -82.1248 -70.8599 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=78.0353, expected range: 67.8588 83.4838 |
||
| t2m | ||
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.1884, expected range: -14.4347 -6.8220 Severely_persistent: rms_fgdepar=15.2052, expected range: 7.3229 14.3666 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.9866, expected range: -20.5459 3.9944 Severely_persistent: rms_fgdepar=15.9976, expected range: 0.0000 20.8508 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5145, expected range: -17.3606 -5.4981 Severely_persistent: rms_fgdepar=12.6322, expected range: 5.7559 17.3161 |
 | |
| METAR 2M TEMPERATURE (K) VECX : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.7496, expected range: -15.1566 -7.8907 Severely_persistent: rms_fgdepar=13.0440, expected range: 7.7276 15.7519 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.2384, expected range: -14.4847 -6.8720 Severely_persistent: rms_fgdepar=15.2551, expected range: 7.3707 14.4168 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.9780, expected range: -20.6166 3.9747 Severely_persistent: rms_fgdepar=15.9890, expected range: 0.0000 20.9250 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.9572, expected range: -21.5986 3.5473 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=16.9572, expected range: 0.0000 21.5689 |
||
| 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=-12.0319, expected range: -15.9765 -10.9318 Severely_persistent: rms_fgdepar=12.0802, expected range: 11.0983 16.2288 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.7563, expected range: -18.7986 3.5216 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.7563, expected range: 0.0000 18.8688 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5622, expected range: -17.5190 -5.5327 Severely_persistent: rms_fgdepar=12.6821, expected range: 5.7792 17.4978 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.5889, expected range: -18.3938 3.7239 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.5889, expected range: 0.0000 18.5283 |
||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0096, expected range: -13.5911 -3.4565 Severe: rms_fgdepar=12.0096, expected range: 4.9672 13.5211 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71285 : out of range
Severe: rms_fgdepar=10.2633, expected range: 0.0000 4.6030 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
Severe: avg_fgdepar=-12.2108, expected range: -11.6680 6.7236 Severe: rms_fgdepar=12.2481, expected range: 0.0000 10.2468 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
Severe: avg_fgdepar=-12.0699, expected range: -10.2645 7.4558 Severe: rms_fgdepar=12.0726, expected range: 0.0000 9.6164 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
Severe: avg_fgdepar=-12.7859, expected range: -13.2513 3.2729 Severe: rms_fgdepar=12.8017, expected range: 0.0000 12.3789 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.0761, expected range: -4.2337 5.3058 Severe: rms_fgdepar=13.1122, expected range: 0.0000 5.1050 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.3022, expected range: -19.9482 13.9480 Severe: rms_fgdepar=13.3525, expected range: 0.0000 17.1156 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25248 : out of range
Severe: avg_fgdepar=-14.3109, expected range: -15.3276 7.9985 Severe: rms_fgdepar=14.3137, expected range: 0.0000 13.2618 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.3549, expected range: -18.7247 8.7298 Severe: rms_fgdepar=12.3690, expected range: 0.0000 17.5774 |
 | |
| METAR 2M TEMPERATURE (K) PAEI : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=16.4128, expected range: -16.3067 8.2040 Severe: rms_fgdepar=16.4128, expected range: 0.0000 13.5916 |
 | |
| METAR 2M TEMPERATURE (K) CYXQ : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.6087, expected range: -10.8441 6.8653 Severe: rms_fgdepar=13.6469, expected range: 0.0000 9.6764 |
 | |
| METAR 2M TEMPERATURE (K) UGMS : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0791, expected range: 4.6120 12.4872 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
Severe: avg_fgdepar=-12.1832, expected range: -11.7017 6.7225 Severe: rms_fgdepar=12.2095, expected range: 0.0000 10.2712 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 06751 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=14.3018, expected range: -2.2007 15.1815 Severe: rms_fgdepar=14.3138, expected range: 0.0000 15.1359 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0596, expected range: -13.6411 -3.5065 Severe: rms_fgdepar=12.0596, expected range: 5.0069 13.5732 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
Severe: avg_fgdepar=-12.1391, expected range: -10.3519 7.3943 Severe: rms_fgdepar=12.1417, expected range: 0.0000 9.7683 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
Severe: avg_fgdepar=-12.9281, expected range: -13.4270 3.1925 Severe: rms_fgdepar=12.9432, expected range: 0.0000 12.6254 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.9890, expected range: -4.3476 5.3396 Severe: rms_fgdepar=13.0304, expected range: 0.0000 5.1480 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 06617 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0521, expected range: -13.9302 10.8455 Severe: rms_fgdepar=12.4383, expected range: -7.9283 14.4911 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.1666, expected range: -19.1245 13.1540 Severe: rms_fgdepar=13.2175, expected range: 0.0000 16.6158 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25248 : out of range
Severe: avg_fgdepar=-14.3593, expected range: -15.3096 7.9339 Severe: rms_fgdepar=14.3620, expected range: 0.0000 13.3192 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4065, expected range: -18.7821 8.6854 Severe: rms_fgdepar=12.4205, expected range: 0.0000 17.6720 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI101CC : out of range
Severe: avg_fgdepar=-14.2865, expected range: -1.2945 2.5556 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI101CC : out of range
Severe: rms_fgdepar=14.5661, expected range: 0.1712 2.7295 |
||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=242.0000, expected range: 306.1895 356.7517 |
 | |
| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 94346 : out of range
Severe: rms_fgdepar=35.8620, expected range: 0.0000 19.7502 |
 | |
| AUTOMATIC LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=243.0000, expected range: 294.8960 363.2216 |
 | |