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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-17 12:00
| amsua | ||
| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1527, expected range: 0.0574 0.1027 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2044, expected range: 0.2391 0.2571 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3353, expected range: -0.2809 -0.2806 |
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| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 3165 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2625, expected range: -0.2412 -0.2308 |
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| METOP-B IASI RADIANCES CHANNEL 3244 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1472, expected range: -0.1220 -0.1078 |
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| METOP-B IASI RADIANCES CHANNEL 3252 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1940, expected range: -0.1762 -0.1599 |
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| METOP-B IASI RADIANCES CHANNEL 3312 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2952, expected range: -0.2725 -0.2590 |
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| METOP-B IASI RADIANCES CHANNEL 3452 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1571, expected range: -0.1371 -0.1166 |
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| METOP-C IASI RADIANCES CHANNEL 3165 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2316, expected range: -0.2152 -0.2004 |
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| METOP-C IASI RADIANCES CHANNEL 3244 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1443, expected range: -0.1230 -0.1076 |
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| METOP-C IASI RADIANCES CHANNEL 3580 : out of range
4 times in the last 10 days for at least one item Severe: avg_biascorr=-0.3090, expected range: -0.2861 -0.2564 |
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| METOP-C IASI RADIANCES CHANNEL 3452 : out of range
4 times in the last 10 days for at least one item Considerable: avg_biascorr=-0.1245, expected range: -0.1126 -0.0906 |
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| amsr2 | ||
| AMSR2 GCOM-W1 ALLSKY RADIANCES CHANNEL 14 : out of range
Severe: stdev_norm_fgdepar=0.1845, expected range: 0.1549 0.1717 |
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| mwhs2 | ||
| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
11 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=1.1604, expected range: 0.7711 0.8736 Severely_persistent: avg_biascorr=-2.7453, expected range: -1.8361 -1.1967 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
17 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=-3.2882, expected range: -2.7052 -2.1417 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
16 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=1.0043, expected range: 0.6243 0.7543 Severely_persistent: avg_biascorr=-1.7125, expected range: -0.5019 0.1991 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 6 : out of range
15 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=1.0524, expected range: 0.5626 0.8332 Severely_persistent: avg_biascorr=0.0427, expected range: 1.5342 2.2775 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 14 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1437, expected range: -0.1060 -0.0567 |
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| NPP ATMS RADIANCES CHANNEL 10 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2255, expected range: -0.2695 -0.2445 |
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| NPP ATMS RADIANCES CHANNEL 9 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3905, expected range: -0.5017 -0.4466 |
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| NPP ATMS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1063, expected range: -0.1879 -0.1554 |
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| NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3318, expected range: -0.2980 -0.2615 |
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| ssmis | ||
| DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5938, expected range: -0.3977 -0.1548 |
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| Atmospheric Motion Vector | ||
| HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
15 times in the last 10 days for at least one item Severely_persistent: obs_number=205.0000, expected range: 1210.0967 1431.7754 |
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| All METEOSAT-11 AMV IR3 ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 790.91 3317.60 |
||
| Geostationary CSR | ||
| METEOSAT-8 SEVIRI RADIANCES CHANNEL 2 : out of range
1 times in the last 10 days for at least one item Severe: obs_number=56926.0000, expected range: 33692.7385 40421.3792 |
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| All METEOSAT-11 SEVIRI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 33169.51 48858.47 |
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| METEOSAT-8 SEVIRI RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=33736.0000, expected range: 16617.0593 25730.7589 |
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| scatt | ||
| METOP-C ASCAT WIND VECTOR DIFF (M/S) : out of range
Considerable: obs_number=17400.0000, expected range: 14071.1981 16241.9751 |
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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=0.7669, expected range: 0.1808 0.3333 |
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| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-0.0177, expected range: -0.0316 -0.0254 |
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| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-0.0475, expected range: -0.0587 -0.0528 |
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| Radiosondes | ||
| HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8271, expected range: -0.6888 0.7500 |
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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 |
||
| LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-10.2414, expected range: -25.0204 20.7136 Severe: rms_fgdepar=10.5112, expected range: 0.0000 18.3655 Severe: avg_pge=0.9135, expected range: -0.4092 0.7500 |
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| LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8569, expected range: -0.2721 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 28722 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=16.2234, expected range: 0.0000 6.4678 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 23955 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8887, expected range: -1.0018 0.7500 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : missing
Severe: obs_number=0.0000, expected range: 0.0000 307.9924 Considerable: obs_number=197.0000, expected range: 255.9577 278.9312 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 72501 PRESSURE LAYER 900-12 : out of range
Severe: avg_pge=0.8554, expected range: -0.3712 0.6978 |
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| HIGH RESO LAND TEMP Q (G/KG) 72501 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=2.5222, expected range: 0.0000 1.1368 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 66.44 308.19 |
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| LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=112.0000, expected range: 74.6914 98.5586 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=174.0000, expected range: 133.4901 156.0099 Considerable: obs_number=118.0000, expected range: 238.8604 278.1396 Considerable: obs_number=505.0000, expected range: 376.7577 450.2423 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=331.0000, expected range: 379.9106 441.0894 |
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| amdar | ||
| AMDAR TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 30.4412 148.8149 |
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| WIGOS AMDAR TEMPERATURE (K) (2 pressure layers affected) : out of range
Severe: rms_fgdepar=4.5349, expected range: 0.2841 0.9075 |
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| WIGOS AMDAR TEMPERATURE (K) EU4536 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=7.6970, expected range: 0.0000 1.5271 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4536 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=22.4384, expected range: -1.1640 6.4362 Severe: rms_fgdepar=26.2980, expected range: 0.0000 7.2005 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) KA0HLDBA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=17.1251, expected range: 0.0000 4.5965 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) U4YTBYJA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=17.1989, expected range: 0.0000 7.9530 |
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| ADS-C WIND VECTOR DIFF (M/S) N50KMEBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=22.8347, expected range: 0.0000 17.9555 |
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| ADS-C WIND VECTOR DIFF (M/S) SYSZC2JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=35.5522, expected range: -4.8632 13.0098 Severe: rms_fgdepar=35.5522, expected range: 0.0000 14.9911 |
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| ADS-C WIND VECTOR DIFF (M/S) BREZHUJA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=23.9269, expected range: 0.0000 34.7610 |
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| ADS-C WIND VECTOR DIFF (M/S) VGAW40RA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=21.3481, expected range: -5.8129 16.9032 Severe: rms_fgdepar=21.3481, expected range: 0.0000 20.2849 |
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| ADS-C WIND VECTOR DIFF (M/S) 3YQUDQRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=28.1630, expected range: -1.0804 7.6416 Severe: rms_fgdepar=28.1630, expected range: 0.0000 16.6435 |
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| ADS-C WIND VECTOR DIFF (M/S) 3RBE4SZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.8283, expected range: 0.0888 7.7258 |
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| ADS-C WIND VECTOR DIFF (M/S) PV4U1WZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.3031, expected range: 0.0000 10.3518 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) UAL1110 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.7400, expected range: 0.0000 9.7831 |
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| AIREP WIND VECTOR DIFF (M/S) UAL901 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=21.1468, expected range: -15.4061 26.0643 Severe: rms_fgdepar=28.2225, expected range: 0.0000 35.6205 |
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| AIREP WIND VECTOR DIFF (M/S) RJA263 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=29.6100, expected range: 0.0000 49.9271 |
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| AIREP WIND VECTOR DIFF (M/S) BAW293 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=20.4119, expected range: -67.7499 86.1341 |
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| AIREP WIND VECTOR DIFF (M/S) UAL1724 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.8719, expected range: 0.0000 21.1813 |
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| AIREP WIND VECTOR DIFF (M/S) UAL5 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.4914, expected range: 0.0000 22.4339 |
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| AIREP WIND VECTOR DIFF (M/S) BAW297 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.8745, expected range: 0.0000 22.4292 |
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| AIREP WIND VECTOR DIFF (M/S) BAW48Q PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=33.8911, expected range: -12.1936 21.8920 Severe: rms_fgdepar=38.9132, expected range: 0.0000 24.2466 |
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| AIREP WIND VECTOR DIFF (M/S) BAW24R PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=37.2392, expected range: -5.9933 14.2189 Severe: rms_fgdepar=37.2392, expected range: 0.0000 24.8850 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 02870 PRESSURE LAYER 600-900 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=33.3788, expected range: -6.0002 12.3931 Severe: rms_fgdepar=33.3788, expected range: 0.0000 15.0269 Severe: avg_pge=0.9518, expected range: -0.7263 0.7500 |
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| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=130.0000, expected range: 306.1822 528.5678 |
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| synop | ||
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83683 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8633, expected range: -1.0703 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40664 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=181.6316, expected range: 0.0000 80.9080 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40666 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-555.2695, expected range: -1450.1085 1585.7342 Severely_persistent: rms_fgdepar=555.2695, expected range: -1214.0015 1502.9561 Severely_persistent: avg_pge=0.9036, expected range: -1.3415 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
20 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=763.1194, expected range: 0.0000 1694.4213 Severely_persistent: avg_pge=0.9170, expected range: -1.5134 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 68114 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=32.7802, expected range: 0.0000 14.3465 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: rms_fgdepar=152.8496, expected range: 49.2022 101.0784 Severe: rms_fgdepar=165.1328, expected range: 34.0937 102.2409 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86360 : out of range
Severe: rms_fgdepar=355.0017, expected range: 0.0000 151.2931 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87270 : out of range
Severe: rms_fgdepar=373.7679, expected range: 0.0000 91.1064 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87371 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=391.5821, expected range: 0.0000 62.4119 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89532 : out of range
Severe: rms_fgdepar=354.2562, expected range: 0.0000 128.2771 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8448, expected range: 0.1832 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87393 : out of range
Severe: rms_fgdepar=323.1751, expected range: 0.0000 117.2585 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87395 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=364.4144, expected range: 0.0000 159.1411 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87289 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=360.3161, expected range: 0.0000 69.0376 |
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| MANUAL LAND SYNOP RH2M (%) 87371 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=41.4274, expected range: 0.0000 11.5370 |
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| MANUAL LAND SYNOP RH2M (%) 82143 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=35.7254, expected range: 0.0000 18.9963 |
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| MANUAL LAND SYNOP RH2M (%) 40854 : out of range
Severe: rms_fgdepar=34.4059, expected range: 0.0000 17.4762 |
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| MANUAL LAND SYNOP RH2M (%) 87374 : out of range
Severe: avg_fgdepar=52.4889, expected range: -7.7502 11.2911 Severe: rms_fgdepar=52.4889, expected range: 0.0000 9.9819 |
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| MANUAL LAND SYNOP RH2M (%) 43278 : out of range
Severe: rms_fgdepar=33.4509, expected range: 0.0000 9.5874 Severe: rms_fgdepar=31.4266, expected range: 0.0000 15.6897 |
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| MANUAL LAND SYNOP RH2M (%) 87289 : out of range
Severe: rms_fgdepar=34.7246, expected range: 0.0000 14.3284 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 12510 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-505.8777, expected range: -460.6727 273.7192 Severe: rms_fgdepar=560.2462, expected range: 0.0000 459.4997 Severe: avg_pge=0.8459, expected range: -1.2207 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8039, expected range: -1.3888 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 22525 : out of range
Severe: rms_fgdepar=345.9945, expected range: 0.0000 70.7228 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 98548 : out of range
Severe: rms_fgdepar=509.3849, expected range: 0.0000 118.9954 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 15119 : out of range
Severe: rms_fgdepar=396.1365, expected range: 0.0000 137.1019 |
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| BUFR LAND SYNOP RH2M (%) 71604 : out of range
Severe: avg_fgdepar=52.9986, expected range: -24.7764 63.5095 Severe: rms_fgdepar=55.0590, expected range: 0.0000 68.8096 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) AUYL : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=560.5272, expected range: 378.9162 821.5777 Severely_persistent: rms_fgdepar=560.5272, expected range: 378.0032 822.7879 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6NQ : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=594.4515, expected range: 292.4068 938.9658 Severely_persistent: rms_fgdepar=594.4515, expected range: 289.6553 947.0876 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OWJV2 : out of range
Severe: avg_fgdepar=23.2273, expected range: -1.2335 6.4951 Severe: rms_fgdepar=27.3946, expected range: 0.0000 6.3565 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRED4 : out of range
Severe: rms_fgdepar=18.5611, expected range: 0.0000 14.5765 Severe: avg_pge=0.9011, expected range: -0.8237 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7SD8 : out of range
Severe: rms_fgdepar=16.9759, expected range: 0.0000 16.2201 Severe: avg_pge=0.8867, expected range: -0.9225 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) MAOR9 : out of range
Severe: rms_fgdepar=18.6834, expected range: 0.0000 8.6590 |
 | |
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) CQYJ : out of range
Severe: rms_fgdepar=19.0329, expected range: 0.0000 8.9593 Severe: avg_pge=0.9144, expected range: -0.8443 0.7500 |
 | |
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) PDGW : out of range
Severe: avg_pge=0.9015, expected range: -0.7180 0.7500 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9924 : out of range
Severe: avg_fgdepar=500.4860, expected range: -857.8066 1192.4712 Severe: rms_fgdepar=504.0559, expected range: 0.0000 787.6603 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRED4 : out of range
Severe: avg_fgdepar=-763.4255, expected range: -693.0317 568.2476 Severe: rms_fgdepar=763.4255, expected range: 0.0000 929.7893 Severe: avg_pge=0.8880, expected range: -0.7783 0.7500 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRMQ5 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-1073.7108, expected range: -280.5844 296.7817 Severe: rms_fgdepar=1073.7108, expected range: 0.0000 216.9616 Severe: avg_pge=0.9181, expected range: -1.1378 0.7500 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAJF7 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=1023.7936, expected range: -521.2199 481.6886 Severe: rms_fgdepar=1023.7936, expected range: -718.0779 935.6115 Severe: avg_pge=0.8991, expected range: -0.4715 0.5882 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2HFZ7 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=625.8059, expected range: -576.0888 1004.2976 Severe: rms_fgdepar=625.8059, expected range: 0.0000 937.4375 Severe: avg_pge=0.8386, expected range: -1.3739 0.7500 |
 | |
| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6401842 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8805, expected range: -1.1574 0.7500 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=751.5532, expected range: -908.5346 715.2233 Severely_persistent: rms_fgdepar=751.9918, expected range: 0.0000 941.1186 Severely_persistent: avg_pge=0.9212, expected range: -1.1867 0.7500 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 3301615 : out of range
5 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=515.0455, expected range: -499.2968 649.6306 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6402587 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-606.4561, expected range: -1937.4098 1724.7269 Severely_persistent: rms_fgdepar=611.8965, expected range: 0.0000 1190.9719 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 4101659 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=362.7884, expected range: 0.0000 75.8045 |
 | |
| metar | ||
| METAR SURFACE PRESSURE (PA) SKYP : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=631.0771, expected range: 0.0000 172.4210 |
 | |
| METAR SURFACE PRESSURE (PA) DAUT : out of range
Severe: rms_fgdepar=374.3655, expected range: 0.0000 144.5857 |
 | |
| AUTOMATIC METAR SURFACE PRESSURE (PA) KFOK : out of range
Severe: rms_fgdepar=371.7078, expected range: 0.0000 177.8481 |
 | |
| 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=-60.7209, expected range: -66.1492 -47.5829 Severely_persistent: rms_fgdepar=60.7209, expected range: 47.5829 66.1492 |
 | |
| AUTOMATIC LAND SYNOP SNOW (CM) 71605 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-53.1021, expected range: -64.1111 -35.7829 Severely_persistent: rms_fgdepar=53.1021, expected range: 35.7829 64.1111 |
 | |
| 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=-73.2721, expected range: -91.4173 -60.3404 Severely_persistent: rms_fgdepar=73.2721, expected range: 60.3404 91.4173 |
 | |
| 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=-89.7377, expected range: -96.3462 -80.3406 |
||
| 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=89.7395, expected range: 80.3472 96.3677 |
||
| 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=-65.1983, expected range: -69.4658 -59.3517 |
||
| 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=65.2208, expected range: 59.3718 69.4632 |
||
| 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=-59.0594, expected range: -68.1519 -47.7924 |
||
| 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=59.0600, expected range: 47.7945 68.1539 |
||
| 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=-82.5899, expected range: -87.9468 -70.6102 |
||
| 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=82.6055, expected range: 70.6045 87.9680 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-77.8464, expected range: -82.2223 -71.9848 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
16 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=77.8469, expected range: 71.9912 82.2214 |
||
| 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=-92.5981, expected range: -87.9532 -81.5178 |
||
| 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=92.6001, expected range: 81.5377 87.9600 |
||
| 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=-73.6827, expected range: -77.6521 -61.7076 |
||
| 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=73.6880, expected range: 61.7209 77.6505 |
||
| 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=-66.5102, expected range: -64.8661 -54.4354 |
||
| 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=66.5421, expected range: 54.4421 64.8722 |
||
| 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=-86.1852, expected range: -108.0051 -61.0926 |
||
| 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=86.1912, expected range: 61.1936 107.9552 |
||
| 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=-51.2824, expected range: -54.5372 -50.8487 |
||
| 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=51.2921, expected range: 50.8624 54.5415 |
||
| BUFR LAND SYNOP SNOW (CM) 01008 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-64.1995, expected range: -69.7613 -35.9488 Severely_persistent: rms_fgdepar=64.1995, expected range: 35.9598 69.7621 |
 | |
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=56.4054, expected range: 38.2724 62.1958 |
||
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
26 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=56.4096, expected range: 38.2770 62.2020 |
||
| 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=-73.5556, expected range: -73.9164 -67.0649 |
||
| 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=73.5572, expected range: 67.0671 73.9344 |
||
| 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=-60.6567, expected range: -67.2189 -59.0524 |
||
| 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=60.6568, expected range: 59.0523 67.2194 |
||
| 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=-70.3679, expected range: -81.2660 -65.1806 |
||
| 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=70.3713, expected range: 65.1854 81.2684 |
||
| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-57.7049, expected range: -66.8829 -50.2151 |
||
| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=57.7100, expected range: 50.2155 66.8853 |
||
| 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=-80.4501, expected range: -90.0808 -71.6958 |
||
| 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=80.4553, expected range: 71.6997 90.0861 |
||
| 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=-59.4012, expected range: -66.3364 -55.6688 |
||
| 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=59.4146, expected range: 55.7147 66.3259 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-80.1985, expected range: -85.1700 -77.6945 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=80.2010, expected range: 77.7023 85.1687 |
||
| 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=-78.1763, expected range: -89.3585 -64.3633 |
||
| 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=78.1842, expected range: 64.3950 89.3460 |
||
| 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=-72.9561, expected range: -80.7566 -65.5792 |
||
| 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=72.9584, expected range: 65.5838 80.7717 |
||
| AUTOMATIC LAND SYNOP SNOW (CM) 71362 : out of range
Severe: rms_fgdepar=31.4974, expected range: 5.1404 9.6247 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 71628 : out of range
Severe: rms_fgdepar=16.6278, expected range: 0.0000 1.7883 |
 | |
| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.1742, expected range: -15.8196 -3.0786 Severely_persistent: rms_fgdepar=14.2536, expected range: 4.6007 15.3794 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.5022, expected range: -20.1328 8.0585 Severely_persistent: rms_fgdepar=15.5265, expected range: 0.0000 19.9650 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.2195, expected range: 0.0000 15.3912 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.2446, expected range: -24.2828 4.6397 Severely_persistent: rms_fgdepar=16.2574, expected range: 0.0000 24.2722 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.3636, expected range: -24.4729 8.3120 Severely_persistent: rms_fgdepar=16.5570, expected range: 0.0000 22.0079 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.2147, expected range: -18.2063 12.3729 Severely_persistent: rms_fgdepar=12.3290, expected range: 0.0000 17.0122 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.5069, expected range: -19.1892 7.0457 Severely_persistent: rms_fgdepar=15.5195, expected range: 0.0000 19.0283 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.3681, expected range: -18.3191 10.5378 Severely_persistent: rms_fgdepar=16.3748, expected range: 0.0000 16.6738 |
 | |
| METAR 2M TEMPERATURE (K) LTCB : out of range
23 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=15.8910, expected range: 7.2965 23.4995 Severely_persistent: rms_fgdepar=16.0973, expected range: 7.4481 23.5191 |
 | |
| METAR 2M TEMPERATURE (K) VECX : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.3771, expected range: -19.1853 -5.9467 Severely_persistent: rms_fgdepar=17.4954, expected range: 6.1018 19.2958 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.4988, expected range: -20.0955 8.0314 Severely_persistent: rms_fgdepar=15.5257, expected range: 0.0000 19.9243 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.2242, expected range: -15.8696 -3.1286 Severely_persistent: rms_fgdepar=14.3033, expected range: 4.6419 15.4322 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.3047, expected range: 0.0000 15.5913 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.2551, expected range: -24.3101 4.5968 Severely_persistent: rms_fgdepar=16.2677, expected range: 0.0000 24.3043 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.4225, expected range: -24.5943 8.2505 Severely_persistent: rms_fgdepar=16.6182, expected range: 0.0000 22.1753 |
 | |
| 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=-12.7871, expected range: -15.4874 -11.1253 Severely_persistent: rms_fgdepar=13.0659, expected range: 11.2232 15.7577 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.1523, expected range: -18.2448 12.3351 Severely_persistent: rms_fgdepar=12.2750, expected range: 0.0000 17.0824 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.5888, expected range: -19.3370 7.0809 Severely_persistent: rms_fgdepar=15.6014, expected range: 0.0000 19.1797 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.4700, expected range: -18.3428 10.4493 Severely_persistent: rms_fgdepar=16.4762, expected range: 0.0000 16.6989 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.2026, expected range: 6.2386 11.6224 |
||
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 87371 : out of range
Severe: rms_fgdepar=11.3860, expected range: 1.5328 4.4649 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0313, expected range: 0.0000 14.2811 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 17104 : out of range
Severe: avg_fgdepar=-12.1579, expected range: -12.8204 7.3659 Severe: rms_fgdepar=12.3059, expected range: 0.0000 12.1804 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 87374 : out of range
Severe: rms_fgdepar=12.0029, expected range: 1.6200 4.2313 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-16.8265, expected range: -19.6987 6.4087 Severe: rms_fgdepar=16.8640, expected range: 0.8998 15.4711 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25147 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.8557, expected range: -14.7390 7.7122 Severe: rms_fgdepar=13.9205, expected range: 0.0000 13.7512 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 17104 : out of range
Severe: avg_fgdepar=-12.2079, expected range: -12.8704 7.3159 Severe: rms_fgdepar=12.3553, expected range: 0.0000 12.2397 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-16.1956, expected range: -18.9756 6.2853 Severe: rms_fgdepar=16.2507, expected range: 0.5337 15.1614 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25147 : out of range
Severe: avg_fgdepar=-13.9057, expected range: -14.7890 7.6622 Severe: rms_fgdepar=13.9703, expected range: 0.0000 13.8191 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25138 : out of range
Severe: avg_fgdepar=-12.0071, expected range: -14.2923 5.0804 Severe: rms_fgdepar=12.0190, expected range: 0.0000 11.6773 |
 | |
| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 03072 : out of range
Severe: rms_fgdepar=37.2000, expected range: 0.0000 11.7907 |
 | |
| MANUAL LAND SYNOP RH2M (%) 83928 : out of range
Severe: rms_fgdepar=37.2557, expected range: 0.0000 10.6941 |
 | |