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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-11 12:00
| amsua | ||
| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.3122, expected range: -0.2809 -0.2611 |
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| airs | ||
| AQUA AIRS RADIANCES CHANNEL 305 : out of range
Severe: stdev_fgdepar=0.9075, expected range: 0.3529 0.4056 |
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| mhs | ||
| METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item Severely_persistent: obs_number=5173.0000, expected range: 6595.8093 7236.5369 |
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| METOP-B MHS ALLSKY RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.2487, expected range: -0.1613 -0.0952 |
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| METOP-C MHS ALLSKY RADIANCES CHANNEL 3 : out of range
Slight: obs_number=44691.0000, expected range: 47387.6089 49259.4499 |
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| METOP-C MHS ALLSKY RADIANCES CHANNEL 4 : out of range
Slight: obs_number=41745.0000, expected range: 43757.8101 46575.4841 |
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| mwhs2 | ||
| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item Severely_persistent: obs_number=6904.0000, expected range: 7907.5258 8276.9698 |
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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=5839.0000, expected range: 6688.3813 6999.6673 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.0406, expected range: 0.0335 0.0899 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 13 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.0590, expected range: 1.5909 2.5836 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=1.6138, expected range: 4.0758 4.9579 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
1 times in the last 10 days for at least one item Severe: avg_norm_fgdepar=-0.4294, expected range: -0.0368 0.0308 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item Severe: avg_norm_fgdepar=1.5725, expected range: -0.0501 0.0379 Severe: stdev_norm_fgdepar=1.5964, expected range: 0.7136 0.7223 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 6 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1386, expected range: 0.0998 0.1171 |
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| NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2971, expected range: -0.2562 -0.2308 |
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| NPP ATMS RADIANCES (7 channels affected) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=1452.0000, expected range: 2886.6495 3559.2329 |
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| NOAA20 ATMS RADIANCES (7 channels affected) : out of range
Severe: obs_number=1565.0000, expected range: 3115.1540 3701.9048 |
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| NPP ATMS RADIANCES CHANNEL 19 : out of range
Considerable: obs_number=14822.0000, expected range: 16123.5872 18214.5304 |
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| NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
Considerable: avg_biascorr=-0.3826, expected range: -0.3638 -0.3318 |
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| NOAA20 ATMS RADIANCES CHANNEL 19 : out of range
Considerable: obs_number=14846.0000, expected range: 15675.0184 18306.3934 |
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| Atmospheric Motion Vector | ||
| HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
12 times in the last 10 days for at least one item Severely_persistent: obs_number=677.0000, expected range: 1210.0967 1260.2691 |
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| METEOSAT-8 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
1 times in the last 10 days for at least one item Considerable: stdev_press=14.8473, expected range: 24.6444 34.1190 |
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| mwri | ||
| FY-3D MWRI RADIANCES (6 channels affected) : out of range
3 times in the last 10 days for at least one item Considerable: obs_number=2662.0000, expected range: 2876.2718 3403.3122 |
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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=0.8134, expected range: 0.1592 0.3333 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9036, expected range: 0.3264 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=0.8019, expected range: -0.6309 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: 82.99 94.68 |
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| LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.9073, expected range: -0.8117 0.7500 |
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| LAND TEMP TEMPERATURE (K) 25428 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8103, expected range: -0.8081 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 25123 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8589, expected range: -0.7066 0.7500 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.5325, expected range: 0.7825 2.0661 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=278.0000, expected range: 182.0032 190.6635 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severe: obs_number=0, expected range: 63.05 172.20 |
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| HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=336.0000, expected range: 276.4407 291.5593 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=195.0000, expected range: 41.8670 132.8830 |
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| amdar | ||
| AMDAR WIND VECTOR DIFF (M/S) JP9Z4V89 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.0042, expected range: -2.5887 9.7557 Severe: rms_fgdepar=21.0042, expected range: 0.0000 10.9741 |
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| AMDAR WIND VECTOR DIFF (M/S) JP9Z4U4Z PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.4374, expected range: 0.0000 8.2005 |
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| AMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: avg_fgdepar=10.9566, expected range: 1.8522 7.5650 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) RJA263 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=20.3307, expected range: -8.2542 17.6760 Severe: rms_fgdepar=25.6774, expected range: 0.0000 46.0194 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=31.0976, expected range: -5.2786 18.5472 Severely_persistent: rms_fgdepar=31.0976, expected range: 0.0000 26.5851 Severely_persistent: avg_pge=0.8903, expected range: -1.0371 0.7500 |
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| synop | ||
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-718.6922, expected range: -169.9037 147.7505 Severely_persistent: rms_fgdepar=718.6922, expected range: 0.0000 101.2444 Severely_persistent: avg_pge=0.9164, expected range: -0.5570 0.6847 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 35182 : out of range
Severe: rms_fgdepar=411.2484, expected range: 0.0000 113.5549 Severe: avg_pge=0.8923, expected range: -0.0878 0.1050 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 38018 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=345.6318, expected range: 0.0000 156.4750 Severe: avg_pge=0.8852, expected range: -0.3547 0.4709 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 34498 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=435.9907, expected range: 0.0000 171.3480 Severe: avg_pge=0.9001, expected range: -0.1412 0.1779 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 47639 : out of range
Severe: avg_pge=0.8053, expected range: -0.5924 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42740 : out of range
Severe: avg_fgdepar=-984.5391, expected range: -225.1758 269.4646 Severe: rms_fgdepar=984.5391, expected range: 0.0000 204.0928 Severe: avg_pge=0.9402, expected range: -0.6635 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67341 : out of range
Severe: rms_fgdepar=417.6617, expected range: 0.0000 205.6409 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40022 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=362.9817, expected range: 0.0000 256.3290 Severe: avg_pge=0.8428, expected range: -0.6432 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62305 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=975.9884, expected range: -1144.1329 1011.6280 Severe: rms_fgdepar=975.9884, expected range: 0.0000 383.2368 Severe: avg_pge=0.9433, expected range: -1.4346 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41725 : out of range
Severe: rms_fgdepar=524.9097, expected range: 4.4508 185.8939 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43355 : out of range
Severe: avg_fgdepar=-586.4177, expected range: -284.0479 123.6510 Severe: rms_fgdepar=586.4177, expected range: 0.0000 284.0479 Severe: avg_pge=0.9031, expected range: -0.8019 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43058 : out of range
Severe: avg_fgdepar=-1010.6161, expected range: -189.4844 94.5593 Severe: rms_fgdepar=1010.6161, expected range: 0.0000 157.9569 Severe: avg_pge=0.9429, expected range: -0.5515 0.7076 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8156, expected range: -1.6330 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
Severe: rms_fgdepar=331.6965, expected range: 0.0000 166.9090 Severe: avg_pge=0.8408, expected range: -0.7616 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 07749 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8502, expected range: -1.2946 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 41024 : out of range
Severe: rms_fgdepar=39.1389, expected range: 0.0000 28.2154 Severe: avg_pge=0.9923, expected range: -0.0098 0.0180 |
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| BUFR LAND SYNOP RH2M (%) 15165 : out of range
Severe: rms_fgdepar=36.6633, expected range: 0.0000 18.8513 |
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| BUFR LAND SYNOP RH2M (%) 94317 : out of range
Severe: avg_fgdepar=50.6594, expected range: -17.5170 17.0534 Severe: rms_fgdepar=50.6594, expected range: -14.8007 21.8949 Severe: avg_pge=0.9879, expected range: -0.0017 0.0078 |
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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=161.0000, expected range: 122.9822 139.0178 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRDJ3 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-949.5897, expected range: -1153.9664 967.1446 Severely_persistent: rms_fgdepar=949.5897, expected range: 0.0000 1329.6521 Severely_persistent: avg_pge=0.9044, expected range: -0.7818 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3EOW7 : out of range
Severe: avg_pge=0.8934, expected range: -0.8128 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4960 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-567.0837, expected range: -1087.3214 933.4596 Severe: rms_fgdepar=567.0837, expected range: 0.0000 809.3762 Severe: avg_pge=0.8463, expected range: -0.7325 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7A5144 : out of range
Severe: avg_fgdepar=-507.7081, expected range: -709.0251 -251.2335 Severe: rms_fgdepar=507.7081, expected range: 249.9464 712.9265 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) A8SI6 : out of range
Severe: avg_fgdepar=508.3935, expected range: -823.0377 770.3507 Severe: rms_fgdepar=682.1184, expected range: 0.0000 664.8512 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=648.5715, expected range: 455.5468 852.4564 Severe: rms_fgdepar=648.5715, expected range: 455.6276 852.5335 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WCAJ : out of range
Severe: avg_fgdepar=-1136.0918, expected range: -434.5809 290.4033 Severe: rms_fgdepar=1136.0918, expected range: 0.0000 384.4491 Severe: avg_pge=0.9208, expected range: -0.9950 0.7500 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=526.8794, expected range: -794.0215 1176.5161 Severely_persistent: avg_pge=0.8749, expected range: -1.6570 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4802552 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-655.0766, expected range: -891.2193 996.6097 Severely_persistent: rms_fgdepar=655.7934, expected range: -656.0763 923.9461 Severely_persistent: avg_pge=0.9147, expected range: -1.2225 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 3301611 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=640.2552, expected range: -186.7610 188.7432 Severe: rms_fgdepar=640.2552, expected range: 0.0000 161.1641 Severe: avg_pge=0.9020, expected range: -0.6138 0.7152 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 5201721 : out of range
Severe: avg_pge=0.8270, expected range: -0.6456 0.7500 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) DNMA : out of range
Severe: rms_fgdepar=629.1383, expected range: 0.0000 229.4322 |
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| METAR SURFACE PRESSURE (PA) MSSS : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=348.9348, expected range: 0.0000 166.8368 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) PASY : out of range
Severe: rms_fgdepar=485.3347, expected range: 0.0000 168.8605 |
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| snow | ||
| AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-58.3769, expected range: -57.2930 -41.9300 Severely_persistent: rms_fgdepar=58.3769, expected range: 41.9300 57.2930 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71605 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-60.2721, expected range: -79.4553 -11.5223 Severely_persistent: rms_fgdepar=60.2721, expected range: 11.5223 79.4553 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-77.0783, expected range: -85.1702 0.7721 Severely_persistent: rms_fgdepar=77.0783, expected range: 0.0000 85.1702 |
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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=-91.1960, expected range: -97.7808 -75.6308 |
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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=91.2044, expected range: 75.6339 97.8056 |
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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=-66.3408, expected range: -73.5560 -56.4489 |
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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=66.3537, expected range: 56.4641 73.5606 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-61.1250, expected range: -62.0202 -43.1378 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
28 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=61.1250, expected range: 43.1485 62.0205 |
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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=-79.9648, expected range: -88.1250 -69.7330 |
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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=79.9702, expected range: 69.7372 88.1349 |
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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=-84.1833, expected range: -105.3121 -71.7544 |
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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=84.1971, expected range: 71.7745 105.3192 |
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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=-71.4564, expected range: -85.8017 -56.5020 |
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| BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=71.4613, expected range: 56.5140 85.8015 |
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| BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-61.6874, expected range: -71.2655 -50.5354 |
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| BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=61.6966, expected range: 50.5432 71.2824 |
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| BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-111.4045, expected range: -137.8612 -69.7192 Severely_persistent: rms_fgdepar=111.4113, expected range: 69.8240 137.8101 |
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| BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-91.1668, expected range: -94.0822 -54.4963 |
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| BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=91.1804, expected range: 54.5191 94.1165 |
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| 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=53.4817, expected range: 47.4950 67.7405 |
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| 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=53.4826, expected range: 47.4961 67.7479 |
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| 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=-53.2331, expected range: -57.5043 -49.7003 |
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| 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=53.2379, expected range: 49.7171 57.5077 |
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| BUFR LAND SYNOP SNOW (CM) 47067 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=99.6912, expected range: 99.2875 99.9674 Severely_persistent: rms_fgdepar=99.6912, expected range: 99.2875 99.9674 |
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| BUFR LAND SYNOP SNOW (CM) 01008 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-52.2556, expected range: -55.8188 -41.2258 Severely_persistent: rms_fgdepar=52.2781, expected range: 41.2302 55.8183 |
 | |
| 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=-70.4342, expected range: -82.5410 -64.9107 |
||
| 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=70.4379, expected range: 64.9404 82.5275 |
||
| BUFR LAND SYNOP SNOW (CM) 47039 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=96.6118, expected range: 92.5372 100.2243 Severely_persistent: rms_fgdepar=96.6118, expected range: 92.5375 100.2244 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-63.7585, expected range: -78.9146 -30.9788 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
24 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=63.7585, expected range: 30.9823 78.9131 |
||
| 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=-76.8651, expected range: -83.0826 -63.5452 |
||
| 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=76.8681, expected range: 63.5460 83.1106 |
||
| 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=-60.8034, expected range: -63.2356 -47.8230 |
||
| 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=60.8046, expected range: 47.8827 63.1924 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-83.7214, expected range: -88.6033 -69.3212 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=83.7322, expected range: 69.3262 88.6033 |
||
| 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=-62.6843, expected range: -70.7633 -50.5799 |
||
| 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=62.6936, expected range: 50.5926 70.7906 |
||
| 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=-82.8414, expected range: -86.3758 -77.4883 |
||
| 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=82.8414, expected range: 77.4991 86.3722 |
||
| 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=-80.1326, expected range: -82.5931 -64.3937 |
||
| 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=80.1373, expected range: 64.4189 82.5968 |
||
| 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=-76.3566, expected range: -75.6972 -64.0302 |
||
| 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=76.3692, expected range: 64.0504 75.7046 |
||
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=50.9574, expected range: 20.3790 56.3484 |
||
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=50.9650, expected range: 20.4000 56.3647 |
||
| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.7123, expected range: -27.0379 12.6142 Severely_persistent: rms_fgdepar=12.8524, expected range: 0.0000 27.0210 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.6032, expected range: -28.1413 13.0016 Severely_persistent: rms_fgdepar=12.7317, expected range: 0.0000 28.1387 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.6284, expected range: -14.2836 -7.3729 Severely_persistent: rms_fgdepar=13.7629, expected range: 7.8319 14.2093 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.1109, expected range: 0.0000 21.7577 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.1604, expected range: 6.9163 15.8080 |
 | |
| METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=13.8786, expected range: 11.0755 21.0455 Severely_persistent: rms_fgdepar=13.9722, expected range: 11.1017 21.1331 |
 | |
| METAR 2M TEMPERATURE (K) CYDB : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.8548, expected range: -24.2319 12.6718 Severely_persistent: rms_fgdepar=13.9919, expected range: 0.0000 24.7290 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.7396, expected range: -27.0785 12.5967 Severely_persistent: rms_fgdepar=12.8816, expected range: 0.0000 27.0712 |
 | |
| 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=-13.0527, expected range: -21.6954 -5.7733 Severely_persistent: rms_fgdepar=13.1344, expected range: 6.0071 21.6782 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.6784, expected range: -14.3336 -7.4229 Severely_persistent: rms_fgdepar=13.8124, expected range: 7.8798 14.2596 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.6327, expected range: -28.1649 12.9622 Severely_persistent: rms_fgdepar=12.7665, expected range: 0.0000 28.1811 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.7252, expected range: -24.5252 5.1733 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.8780, expected range: 0.0000 24.5730 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.1602, expected range: 0.0000 21.8080 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4172, expected range: -23.8109 5.8396 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
7 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.7080, expected range: 0.0000 23.9190 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.1650, expected range: 6.9006 16.0428 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71693 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.7248, expected range: 0.0000 4.3453 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71369 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4842, expected range: -5.3985 3.5378 Severe: rms_fgdepar=13.3390, expected range: 0.0000 4.3130 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36421 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.6184, expected range: -19.7337 10.1090 Severe: rms_fgdepar=13.7119, expected range: 0.0000 19.2136 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36022 : out of range
Severe: avg_fgdepar=-13.9774, expected range: -6.5220 3.9400 Severe: rms_fgdepar=14.0569, expected range: 0.0000 5.9647 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44213 : out of range
Severe: rms_fgdepar=12.1320, expected range: 2.2825 10.1616 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44243 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.0175, expected range: -15.2932 0.0161 Severe: rms_fgdepar=14.0386, expected range: 0.4881 15.3212 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.9074, expected range: -15.4821 4.9536 Severe: rms_fgdepar=13.9394, expected range: 0.0000 14.9138 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 38875 : out of range
Severe: avg_fgdepar=-12.3528, expected range: -13.1812 -0.0718 Severe: rms_fgdepar=12.5435, expected range: 1.0757 12.6994 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.8106, expected range: -18.0596 1.5560 Severe: rms_fgdepar=13.8681, expected range: 1.3048 16.4176 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1003, expected range: -22.5803 9.7761 Severe: rms_fgdepar=12.1315, expected range: 0.0000 20.6106 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24737 : out of range
Severe: avg_fgdepar=-14.7161, expected range: -13.9451 0.7432 Severe: rms_fgdepar=14.7540, expected range: 0.0000 13.9470 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
Severe: avg_fgdepar=-14.3155, expected range: -13.1052 0.1099 Severe: rms_fgdepar=14.3955, expected range: 1.6312 12.0830 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
Severe: avg_fgdepar=-13.2664, expected range: -16.7781 6.8004 Severe: rms_fgdepar=13.2992, expected range: 0.0000 16.4091 |
 | |
| METAR 2M TEMPERATURE (K) OPKL : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=12.4587, expected range: -2.9422 17.4372 Severe: rms_fgdepar=12.5780, expected range: 0.0000 17.0474 |
 | |
| METAR 2M TEMPERATURE (K) UHMM : out of range
Severe: avg_fgdepar=-12.8295, expected range: -8.8513 8.2524 Severe: rms_fgdepar=12.8423, expected range: 0.0000 9.1950 |
 | |
| LAND TEMP 2M TEMPERATURE (K) 72764 : out of range
Severe: avg_fgdepar=-12.0502, expected range: -2.9324 6.7150 Severe: rms_fgdepar=12.0502, expected range: 0.0000 6.7758 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36421 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.6684, expected range: -19.7860 10.0635 Severe: rms_fgdepar=13.7615, expected range: 0.0000 19.3101 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36022 : out of range
Severe: avg_fgdepar=-14.0282, expected range: -6.5177 3.7860 Severe: rms_fgdepar=14.1073, expected range: 0.0000 6.0249 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 44213 : out of range
Severe: avg_fgdepar=-12.3971, expected range: -10.4960 -2.6592 Severe: rms_fgdepar=12.5268, expected range: 3.2220 10.4803 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 44243 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.0675, expected range: -15.3663 0.1646 Severe: rms_fgdepar=14.0886, expected range: 0.2779 15.4176 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71693 : out of range
Severe: avg_fgdepar=-12.2496, expected range: -5.5185 3.2299 Severe: rms_fgdepar=13.0287, expected range: 0.0000 4.5394 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.9604, expected range: -15.5376 4.8143 Severe: rms_fgdepar=13.9923, expected range: 0.0000 14.9754 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.9179, expected range: -18.2604 1.6342 Severe: rms_fgdepar=13.9755, expected range: 1.2015 16.6465 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1503, expected range: -22.6303 9.7261 Severe: rms_fgdepar=12.1814, expected range: 0.0000 20.7312 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24737 : out of range
Severe: avg_fgdepar=-14.7863, expected range: -14.0193 0.6767 Severe: rms_fgdepar=14.8245, expected range: 0.0000 14.0351 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
Severe: avg_fgdepar=-14.3655, expected range: -13.1552 0.0599 Severe: rms_fgdepar=14.4452, expected range: 1.6636 12.1431 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
Severe: avg_fgdepar=-13.8171, expected range: -16.7344 6.8145 Severe: rms_fgdepar=13.8192, expected range: 0.0000 16.3239 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71369 : out of range
Severe: avg_fgdepar=-12.3575, expected range: -5.3295 3.3685 Severe: rms_fgdepar=13.1870, expected range: 0.0000 4.2802 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
Severe: avg_fgdepar=-13.7386, expected range: -13.2672 2.4031 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
Severe: rms_fgdepar=13.7934, expected range: 0.0000 13.8458 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1154A : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=13.5388, expected range: -2.1223 4.4795 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1154A : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=13.7427, expected range: 0.0000 4.4440 |
||