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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-13 12:00
| amsua | ||
| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item Severe: avg_biascorr=-0.3336, expected range: -0.2809 -0.2745 |
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| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 3244 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1394, expected range: -0.1220 -0.0994 |
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| METOP-C IASI RADIANCES CHANNEL 3165 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2360, expected range: -0.2152 -0.1893 |
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| METOP-C IASI RADIANCES CHANNEL 3244 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1470, expected range: -0.1230 -0.0951 |
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| airs | ||
| AQUA AIRS RADIANCES CHANNEL 305 : out of range
4 times in the last 10 days for at least one item Severe: stdev_fgdepar=0.8769, expected range: 0.3235 0.4269 |
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| mwhs2 | ||
| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 13 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1159, expected range: 1.5909 2.2508 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=1.3402, expected range: 4.0758 4.9579 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-5.1965, expected range: -4.0202 -2.6711 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-4.0068, expected range: -2.1000 -1.0714 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 3 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2830, expected range: 1.6138 1.7349 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
16 times in the last 10 days for at least one item Severely_persistent: obs_number=6482.0000, expected range: 7907.5258 8128.5493 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
16 times in the last 10 days for at least one item Severely_persistent: obs_number=5487.0000, expected range: 6688.3813 6864.5538 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 7 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-1.6985, expected range: -1.2795 -1.2223 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 9 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-1.6447, expected range: -1.5295 -1.4495 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 6 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.6749, expected range: 1.8519 2.3613 Considerable: obs_number=13634.0000, expected range: 14510.3957 17097.2938 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-1.1744, expected range: -0.3312 0.2557 |
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| FY-3D MWHS2 ALLSKY RADIANCES (6 channels affected) : out of range
1 times in the last 10 days for at least one item Severe: avg_norm_fgdepar=-0.3511, expected range: -0.0743 0.0643 |
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| FY-3D MWHS2 ALLSKY RADIANCES (5 channels affected) : out of range
Severe: stdev_norm_fgdepar=1.0795, expected range: 0.8017 0.8356 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 8 : out of range
Severe: avg_biascorr=-2.4103, expected range: -2.0408 -2.0334 |
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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=-0.2802, expected range: -0.2562 -0.2410 |
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| ssmis | ||
| DMSP-17 SSMIS RADIANCES (9 channels affected) : out of range
Considerable: obs_number=13045.0000, expected range: 16702.0894 19059.0871 |
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| DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=10004.0000, expected range: 10399.4773 11976.6404 |
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| Atmospheric Motion Vector | ||
| HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
16 times in the last 10 days for at least one item Severely_persistent: obs_number=587.0000, expected range: 1210.0967 1288.6067 |
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| METEOSAT-8 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=984.0000, expected range: 216.7726 722.9852 |
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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=0.7810, expected range: 0.0619 0.3333 |
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| METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
Considerable: obs_number=12529.0000, expected range: 13215.0775 15477.8637 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8038, expected range: -0.9667 0.7500 |
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| LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8661, expected range: -0.3669 0.7500 |
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| LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-11.1669, expected range: -18.7995 12.8136 Severely_persistent: rms_fgdepar=11.1669, expected range: 0.0000 19.5815 Severely_persistent: avg_pge=0.9213, expected range: -1.6639 0.7500 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8352, expected range: -0.6037 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: 41.72 93.88 |
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| LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=-9.2883, expected range: -27.5514 22.0616 Severe: rms_fgdepar=9.3231, expected range: 0.0000 20.6843 Severe: avg_pge=0.9113, expected range: -0.3863 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 23802 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=16.3115, expected range: 0.0000 9.2566 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 26075 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.7229, expected range: 0.4623 10.9439 Severe: rms_fgdepar=25.2482, expected range: 1.3682 12.1716 Severe: avg_pge=0.8118, expected range: -0.2345 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 26298 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.9559, expected range: 0.0000 6.9366 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 27713 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=16.7210, expected range: 0.0000 6.2145 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 32389 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=17.7200, expected range: 0.0000 8.2939 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 27713 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8834, expected range: -0.5925 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 25913 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=17.7603, expected range: 0.0000 8.2330 |
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| LAND TEMP Q (G/KG) 98618 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=5.9622, expected range: 0.0000 3.0376 |
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| All LAND TEMP ALL LAYERS WMO BLOCK 62 : all data missing
Severe: obs_number=0, expected range: 26.99 144.36 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.9112, expected range: -1.2121 0.7500 |
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| HIGH RESO LAND TEMP Q (G/KG) 07761 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.2884, expected range: 0.0000 1.0811 |
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| HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
3 times in the last 10 days for at least one item Severe: obs_number=274.0000, expected range: 362.8154 377.6291 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severe: obs_number=0, expected range: 79.55 159.31 |
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| LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: avg_fgdepar=11.9719, expected range: 1.3975 7.6519 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=530.0000, expected range: 602.1794 641.8206 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (3 pressure layers affected : out of range
Considerable: obs_number=525.0000, expected range: 609.6611 632.3389 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: rms_fgdepar=1.5284, expected range: 0.0491 0.9570 |
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| HIGH RESO SEA TEMP WIND VECTOR DIFF (M/S) (4 pressure layers affected) : out of range
Considerable: obs_number=1073.0000, expected range: 135.3757 715.2391 |
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| amdar | ||
| AMDAR WIND VECTOR DIFF (M/S) AU0116 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0578, expected range: 0.0000 10.0462 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) AU0116 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.6822, expected range: 0.0000 9.7140 |
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| ADS-C WIND VECTOR DIFF (M/S) PH0WUWZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=15.0033, expected range: 1.3241 6.3063 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) UAL973 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=23.5437, expected range: 0.0000 19.9945 |
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| AIREP WIND VECTOR DIFF (M/S) ETH575 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=26.8235, expected range: -27.0245 39.3065 |
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| AIREP WIND VECTOR DIFF (M/S) BAW31F PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.5641, expected range: 0.0000 10.5862 |
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| AIREP WIND VECTOR DIFF (M/S) BAW7TG PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=19.5798, expected range: 0.8188 8.3972 |
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| AIREP WIND VECTOR DIFF (M/S) LOT3T PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=22.1117, expected range: 0.0000 27.5974 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42647 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=24.1039, expected range: 0.0000 33.7998 |
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| synop | ||
| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 34498 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8806, expected range: -2.0251 0.7500 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8806, expected range: -2.0251 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8426, expected range: -1.4127 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 37711 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=500.5116, expected range: -424.3734 229.3585 Severe: rms_fgdepar=500.6240, expected range: 0.0000 338.1567 Severe: avg_pge=0.8712, expected range: -0.8275 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 47022 : out of range
Severe: rms_fgdepar=403.8060, expected range: 0.0000 175.2041 Severe: avg_pge=0.8164, expected range: -1.0140 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82792 : out of range
Severe: rms_fgdepar=314.3905, expected range: 2.9918 72.5416 Severe: avg_pge=0.8159, expected range: -1.0175 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
Severe: avg_pge=0.8045, expected range: 0.0465 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82886 : out of range
Severe: rms_fgdepar=463.7436, expected range: 0.0000 105.8616 Severe: avg_pge=0.8879, expected range: -0.4199 0.5215 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67237 : out of range
Severe: rms_fgdepar=586.5649, expected range: 0.0000 209.9862 |
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| MANUAL LAND SYNOP RH2M (%) 68538 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=40.5392, expected range: 0.0000 15.4059 |
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| BUFR LAND SYNOP Z (M) 56374 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=349.7079, expected range: 0.0000 332.4364 Severe: avg_pge=0.9804, expected range: -1.3676 0.7500 |
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| BUFR LAND SYNOP Z (M) 06687 : out of range
Severe: rms_fgdepar=191.6272, expected range: 0.0000 102.7183 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8045, expected range: -1.5776 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 16280 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8087, expected range: -0.3465 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 91841 : out of range
Severe: avg_pge=0.8359, expected range: -0.0954 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 23955 : out of range
Severe: rms_fgdepar=350.1934, expected range: 0.0000 127.1202 |
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| BUFR LAND SYNOP RH2M (%) 06681 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=50.1481, expected range: 0.0000 20.9705 |
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| BUFR LAND SYNOP RH2M (%) 94312 : out of range
Severe: rms_fgdepar=37.8185, expected range: 0.0000 8.6367 |
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| BUFR LAND SYNOP RH2M (%) 94204 : out of range
Severe: rms_fgdepar=45.5346, expected range: 0.0000 32.7726 Severe: avg_pge=1.0000, expected range: -0.0358 0.0514 |
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| BUFR LAND SYNOP RH2M (%) 02834 : out of range
Severe: rms_fgdepar=30.7583, expected range: 0.0000 8.2655 |
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| BUFR LAND SYNOP RH2M (%) 10954 : out of range
Severe: rms_fgdepar=47.5603, expected range: 2.4198 21.1066 |
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| BUFR LAND SYNOP RH2M (%) 15345 : out of range
Severe: rms_fgdepar=38.6845, expected range: 0.0000 21.0254 |
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| BUFR LAND SYNOP RH2M (%) 95485 : out of range
Severe: rms_fgdepar=47.4019, expected range: 0.0000 15.2156 |
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| BUFR LAND SYNOP RH2M (%) 94306 : out of range
Severe: rms_fgdepar=32.0170, expected range: 0.0000 7.1804 Severe: avg_pge=0.8533, expected range: 0.0006 0.0049 |
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| BUFR LAND SYNOP RH2M (%) 94686 : out of range
Severe: rms_fgdepar=36.5519, expected range: 0.0000 20.4861 |
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| BUFR LAND SYNOP RH2M (%) 95487 : out of range
Severe: rms_fgdepar=37.5969, expected range: 0.0000 15.5352 |
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| BUFR LAND SYNOP RH2M (%) 95699 : out of range
Severe: rms_fgdepar=40.5592, expected range: 0.0000 22.4838 |
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| BUFR LAND SYNOP Z (M) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=58.0000, expected range: 69.5956 83.7377 Slight: rms_fgdepar=130.3211, expected range: 39.9669 121.0356 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=178.0000, expected range: 82.5005 107.7217 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=721.5052, expected range: 473.8419 827.4135 Severely_persistent: rms_fgdepar=721.5052, expected range: 473.8718 827.5064 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9918 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-517.6709, expected range: -1423.0573 1411.4355 Severely_persistent: rms_fgdepar=517.6709, expected range: 0.0000 990.1348 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3FLT5 : out of range
Severe: rms_fgdepar=26.9103, expected range: 0.0000 13.6631 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V3536 : out of range
Severe: avg_pge=0.9106, expected range: -1.3989 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6416 : out of range
Severe: avg_fgdepar=593.2204, expected range: -583.0693 510.6453 Severe: rms_fgdepar=597.0869, expected range: 0.0000 703.5700 Severe: avg_pge=0.8142, expected range: -0.6473 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9409 : out of range
Severe: avg_fgdepar=784.3392, expected range: -55.2617 565.6255 Severe: rms_fgdepar=784.3392, expected range: 0.0000 567.4121 Severe: avg_pge=0.8778, expected range: -0.5813 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) LF4Q : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=355.5144, expected range: 0.0000 243.1031 Severe: avg_pge=0.8212, expected range: -0.9295 0.7500 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 4601797 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-581.8433, expected range: -649.2669 566.3544 Severe: rms_fgdepar=593.1934, expected range: 0.0000 725.8634 Severe: avg_pge=0.9011, expected range: -1.1463 0.7500 |
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| snow | ||
| AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-59.5620, expected range: -61.9679 -41.8814 Severely_persistent: rms_fgdepar=59.5620, expected range: 41.8814 61.9679 |
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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=-53.1084, expected range: -74.5751 -27.2907 Severely_persistent: rms_fgdepar=53.1084, expected range: 27.2907 74.5751 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-84.3782, expected range: -110.4323 2.4176 Severely_persistent: rms_fgdepar=84.3782, expected range: 0.0000 110.4323 |
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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=-89.5831, expected range: -96.1000 -76.8724 |
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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=89.5924, expected range: 76.8735 96.1261 |
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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=-65.3481, expected range: -69.2905 -59.2997 |
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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=65.3639, expected range: 59.3205 69.2888 |
||
| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-60.5417, expected range: -66.2071 -40.9478 |
||
| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
32 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=60.5425, expected range: 40.9609 66.2038 |
||
| 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=-78.6256, expected range: -83.4760 -72.7948 |
||
| 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=78.6263, expected range: 72.8018 83.4812 |
||
| 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=-85.3580, expected range: -94.5051 -78.0996 |
||
| 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=85.3602, expected range: 78.1277 94.5092 |
||
| 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=-71.0657, expected range: -77.2507 -61.5353 |
||
| 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=71.0713, expected range: 61.5486 77.2493 |
||
| BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-61.3943, expected range: -66.8030 -52.9164 |
||
| BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=61.4026, expected range: 52.9202 66.8213 |
||
| 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=-90.5898, expected range: -101.5143 -51.3508 |
||
| 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=90.6021, expected range: 51.3901 101.5331 |
||
| 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=50.8165, expected range: 46.7381 67.7662 |
||
| 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=50.8179, expected range: 46.7389 67.7739 |
||
| 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=-52.8365, expected range: -55.6129 -50.5243 |
||
| 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=52.8426, expected range: 50.5383 55.6189 |
||
| BUFR LAND SYNOP SNOW (CM) 47067 : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=99.4451, expected range: 99.1463 100.0134 Severely_persistent: rms_fgdepar=99.4451, expected range: 99.1468 100.0131 |
 | |
| 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=-58.4013, expected range: -58.3070 -40.7595 Severely_persistent: rms_fgdepar=58.4015, expected range: 40.7599 58.3148 |
 | |
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=53.4259, expected range: 23.2380 61.6806 |
||
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=53.4264, expected range: 23.2791 61.6782 |
||
| 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=-69.7769, expected range: -78.1737 -66.8147 |
||
| 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=69.7795, expected range: 66.8394 78.1664 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-63.1894, expected range: -82.6012 -32.8600 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
32 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=63.1905, expected range: 32.8643 82.5989 |
||
| 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=-74.6327, expected range: -81.1969 -64.7908 |
||
| 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=74.6342, expected range: 64.7980 81.2133 |
||
| 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=-60.4359, expected range: -64.2665 -48.2241 |
||
| 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=60.4364, expected range: 48.2237 64.2689 |
||
| 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=-82.9940, expected range: -88.3657 -69.4949 |
||
| 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=83.0013, expected range: 69.4964 88.3712 |
||
| 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=-62.4055, expected range: -66.0141 -54.0114 |
||
| 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=62.4183, expected range: 54.0354 66.0233 |
||
| 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=-82.2319, expected range: -85.3295 -77.8194 |
||
| 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=82.2335, expected range: 77.8309 85.3259 |
||
| 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=-79.5827, expected range: -85.2438 -62.8136 |
||
| 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=79.5861, expected range: 62.8416 85.2438 |
||
| 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=-76.8039, expected range: -78.3692 -62.1598 |
||
| 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=76.8098, expected range: 62.1806 78.3737 |
||
| BUFR LAND SYNOP SNOW (CM) 01370 : out of range
Severe: rms_fgdepar=16.4078, expected range: 0.0000 4.0541 |
 | |
| BUFR LAND SYNOP SNOW (CM) 02801 : out of range
Severe: rms_fgdepar=16.8267, expected range: 0.0000 3.9575 |
 | |
| BUFR LAND SYNOP SNOW (CM) 07061 : out of range
Severe: rms_fgdepar=51.3842, expected range: -0.0089 0.0113 |
 | |
| BUFR LAND SYNOP SNOW (CM) 01361 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=25.9034, expected range: 0.0000 4.9711 |
 | |
| BUFR LAND SYNOP SNOW (CM) 01362 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-53.2480, expected range: -21.8836 18.5045 Severe: rms_fgdepar=53.2594, expected range: 0.0000 21.5003 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
Severe: avg_fgdepar=-77.6204, expected range: -83.1596 -67.4638 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
Severe: rms_fgdepar=77.6241, expected range: 67.5111 83.1308 |
||
| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.1746, expected range: -28.1884 9.7112 Severely_persistent: rms_fgdepar=13.2919, expected range: 0.0000 28.1236 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.5977, expected range: -28.9974 9.7859 Severely_persistent: rms_fgdepar=13.7821, expected range: 0.0000 28.9447 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.5123, expected range: -17.5322 4.3784 Severely_persistent: rms_fgdepar=16.5130, expected range: 0.0000 18.0039 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.5873, expected range: -20.6515 15.4904 Severely_persistent: rms_fgdepar=16.6318, expected range: 0.0000 15.3926 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.8064, expected range: -15.4101 -4.0954 Severely_persistent: rms_fgdepar=12.8328, expected range: 4.5269 15.4131 |
 | |
| METAR 2M TEMPERATURE (K) VECX : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.5376, expected range: -15.0822 -8.1000 Severely_persistent: rms_fgdepar=13.8943, expected range: 7.8525 15.8473 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.2380, expected range: -28.2300 9.6925 Severely_persistent: rms_fgdepar=13.3541, expected range: 0.0000 28.1707 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.3335, expected range: -20.7987 -5.6730 Severely_persistent: rms_fgdepar=14.5616, expected range: 5.9222 20.8196 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.5978, expected range: -17.5645 4.3247 Severely_persistent: rms_fgdepar=16.5985, expected range: 0.0000 18.0434 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.7055, expected range: -20.7722 15.4747 Severely_persistent: rms_fgdepar=16.7515, expected range: 0.0000 15.5769 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.6638, expected range: -29.0310 9.7552 Severely_persistent: rms_fgdepar=13.8424, expected range: 0.0000 28.9894 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.8641, expected range: -15.5514 -4.0846 Severely_persistent: rms_fgdepar=12.8904, expected range: 4.5280 15.5515 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4330, expected range: -19.4721 2.5414 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.6265, expected range: 0.0000 19.5395 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.3489, expected range: -16.5081 -10.7020 Severely_persistent: rms_fgdepar=13.8792, expected range: 11.0189 16.6317 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.5621, expected range: -15.9540 3.0210 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.7423, expected range: 0.0000 16.2641 |
||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
Severe: avg_fgdepar=-12.0268, expected range: -13.8250 -3.4871 Severe: rms_fgdepar=12.0268, expected range: 4.8597 13.9344 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0970, expected range: 8.1130 13.1211 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.6500, expected range: -14.6541 13.2928 Severe: rms_fgdepar=12.7073, expected range: 0.0000 12.3573 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1106, expected range: -12.4363 10.7153 Severe: rms_fgdepar=12.1347, expected range: 0.0000 11.2780 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 38875 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1114, expected range: -15.0026 0.8907 Severe: rms_fgdepar=12.2056, expected range: 0.0585 14.6231 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
Severe: rms_fgdepar=10.9772, expected range: 0.0000 5.3693 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.8059, expected range: -12.4107 6.9060 Severe: rms_fgdepar=15.8737, expected range: 0.0000 11.6358 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 87860 : out of range
Severe: avg_fgdepar=12.7883, expected range: -14.4375 15.2181 Severe: rms_fgdepar=12.7883, expected range: 0.0000 14.9935 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
Severe: avg_fgdepar=-12.0768, expected range: -13.8750 -3.5371 Severe: rms_fgdepar=12.0768, expected range: 4.9003 13.9854 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.7000, expected range: -14.7041 13.2428 Severe: rms_fgdepar=12.7571, expected range: 0.0000 12.4302 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
Severe: avg_fgdepar=-12.1199, expected range: -12.4760 10.6844 Severe: rms_fgdepar=12.1440, expected range: 0.0000 11.3258 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.7708, expected range: -12.4903 6.9007 Severe: rms_fgdepar=15.8465, expected range: 0.0000 11.7255 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=12.1242, expected range: 8.1318 13.1947 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item Severe: avg_lsm=0.8738, expected range: 0.4919 0.6788 |
 | |
| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 94328 : out of range
Severe: rms_fgdepar=34.1573, expected range: 0.0000 11.1184 |
 | |
| BUFR LAND SYNOP RH2M (%) 33961 : out of range
Severe: rms_fgdepar=35.7702, expected range: 0.0000 20.1096 |
 | |