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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-11-19 12:00
| AMSUA Pacific RARS | ||
| All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 359.87 1681.12 |
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| All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 114.61 1466.89 |
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| iasi | ||
| METOP-C IASI RADIANCES CHANNEL 1652 : out of range
4 times in the last 10 days for at least one item Considerable: avg_biascorr=0.0805, expected range: 0.1012 0.1390 |
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| METOP-C IASI RADIANCES CHANNEL 1658 : out of range
2 times in the last 10 days for at least one item Considerable: avg_biascorr=0.0844, expected range: 0.1059 0.1425 |
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| Atmospheric Motion Vector | ||
| HIMAWARI-8 AMV VIS1 WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
6 times in the last 10 days for at least one item Severely_persistent: obs_number=814.0000, expected range: 480.3104 534.9113 |
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| Geostationary CSR | ||
| GOES-17 GEOS RADIANCES CHANNEL 7 : out of range
Severe: stdev_fgdepar=1.0822, expected range: 0.1967 0.5495 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8440, expected range: -0.7679 0.7500 |
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| LAND TEMP Q (G/KG) 76405 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.6598, expected range: 1.0718 1.9733 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56964 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=15.1462, expected range: 1.1705 3.1609 |
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| amdar | ||
| WIGOS AMDAR WIND VECTOR DIFF (M/S) KM5YR4ZA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=15.2925, expected range: 0.0000 7.2263 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) QBOYCNRA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=19.3787, expected range: 0.0000 9.9205 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) UAL90 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=21.9402, expected range: 0.0000 25.0556 |
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| AIREP WIND VECTOR DIFF (M/S) UAL935 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.0447, expected range: -3.8407 17.3220 Severe: rms_fgdepar=26.9623, expected range: 0.0000 22.3526 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42361 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.7879, expected range: 0.3349 7.9743 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 42770 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9953, expected range: -0.1193 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42915 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9999, expected range: -1.9378 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=596.9127, expected range: 530.9778 666.1932 Severely_persistent: rms_fgdepar=597.1177, expected range: 531.2203 666.5164 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-516.1659, expected range: -669.1556 -397.2926 Severely_persistent: rms_fgdepar=516.6021, expected range: 405.0493 664.3718 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40634 : out of range
Severe: avg_fgdepar=-1087.7928, expected range: -612.6493 662.1981 Severe: rms_fgdepar=1087.7928, expected range: 0.0000 436.5078 Severe: avg_pge=0.9468, expected range: -0.9833 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63471 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=1025.9562, expected range: 939.2826 1223.5777 Severe: rms_fgdepar=1025.9562, expected range: 941.0963 1222.1874 |
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| MANUAL LAND SYNOP RH2M (%) 42855 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8434, expected range: -0.4619 0.6549 |
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| MANUAL LAND SYNOP RH2M (%) 43029 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.9799, expected range: -1.5432 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 62420 : out of range
Severe: rms_fgdepar=43.1575, expected range: 0.0000 8.2444 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 14658 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8323, expected range: -0.3352 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 16061 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-595.8177, expected range: -307.3098 113.9719 Severe: rms_fgdepar=597.7712, expected range: 0.0000 299.8096 Severe: avg_pge=0.8965, expected range: -0.6946 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 20087 : out of range
Severe: rms_fgdepar=590.5147, expected range: 0.0000 172.3020 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33562 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=403.7555, expected range: 0.0000 56.3490 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33593 : out of range
Severe: rms_fgdepar=357.1026, expected range: 0.0000 137.8757 Severe: avg_pge=0.8412, expected range: 0.0000 0.0000 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 71905 : out of range
Severe: rms_fgdepar=447.5901, expected range: 0.0000 426.4617 Severe: avg_pge=0.8218, expected range: -0.4867 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 02102 : out of range
Severe: rms_fgdepar=45.5690, expected range: 0.0000 24.7864 |
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| BUFR LAND SYNOP RH2M (%) 26424 : out of range
Severe: rms_fgdepar=32.1852, expected range: 0.0000 16.7348 |
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| BUFR LAND SYNOP RH2M (%) 71603 : out of range
Severe: rms_fgdepar=32.7089, expected range: 0.0000 17.0653 |
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| BUFR LAND SYNOP RH2M (%) 71884 : out of range
Severe: rms_fgdepar=32.5913, expected range: 0.0000 18.2065 |
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| ship | ||
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 8VY2YWF : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8582, expected range: -1.2488 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JWH : out of range
35 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=604.8018, expected range: 390.0666 653.6437 Severely_persistent: rms_fgdepar=609.7063, expected range: 389.9310 654.8683 Severely_persistent: avg_pge=0.8225, expected range: 0.6981 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9VHE2 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-580.5676, expected range: -688.8706 342.8224 Severely_persistent: rms_fgdepar=580.5676, expected range: 0.0000 696.5499 Severely_persistent: avg_pge=0.8555, expected range: -1.1245 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WYQ4356 : out of range
41 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-765.1511, expected range: -2021.9838 2775.6125 Severely_persistent: rms_fgdepar=765.6376, expected range: 0.0000 2228.9689 Severely_persistent: avg_pge=0.8913, expected range: -1.0912 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 7JNQ : out of range
Severe: rms_fgdepar=15.2375, expected range: 0.0000 10.5080 Severe: avg_pge=0.8951, expected range: -0.1997 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA3340 : out of range
Severe: avg_fgdepar=-949.2852, expected range: -183.9639 272.5041 Severe: rms_fgdepar=949.2852, expected range: 0.0000 215.7541 Severe: avg_pge=0.9038, expected range: -0.2701 0.3610 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6249 : out of range
Severe: avg_fgdepar=-1336.5226, expected range: -429.0426 324.5612 Severe: rms_fgdepar=1336.5226, expected range: 0.0000 325.0876 Severe: avg_pge=0.9336, expected range: -1.2579 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) CFK5152 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-799.7927, expected range: -1275.5241 955.4746 Severe: rms_fgdepar=928.9167, expected range: 0.0000 1148.8942 Severe: avg_pge=0.8279, expected range: -1.4045 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) EUCDE30 : out of range
Severe: rms_fgdepar=305.1112, expected range: 0.0000 160.5416 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) MAOR9 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=650.2649, expected range: 0.0000 812.9174 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 1401832 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-583.1853, expected range: -978.7660 866.4039 Severely_persistent: rms_fgdepar=583.1853, expected range: -691.4012 927.5832 Severely_persistent: avg_pge=0.9147, expected range: -1.3426 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4101718 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=528.8386, expected range: -895.7305 1191.0311 Severely_persistent: rms_fgdepar=531.9416, expected range: 0.0000 1299.4610 Severely_persistent: avg_pge=0.8947, expected range: -1.5878 0.7500 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) LIMK : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-596.9867, expected range: -274.6052 91.0918 Severe: rms_fgdepar=599.7943, expected range: 0.0000 267.4516 Severe: avg_pge=0.8078, expected range: -0.4052 0.6203 |
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| snow | ||
| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-780.9504, expected range: -802.0422 -776.8446 Severely_persistent: rms_fgdepar=780.9520, expected range: 777.0014 801.9610 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-73.2717, expected range: -84.9452 -41.5988 Severely_persistent: rms_fgdepar=73.3043, expected range: 41.6221 84.9594 |
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| BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=100.0000, expected range: 100.0000 100.0000 Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000 |
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| BUFR LAND SYNOP SNOW (CM) : out of range
Severe: avg_fgdepar=-33.5381, expected range: -116.0458 -92.7934 Severe: rms_fgdepar=238.1844, expected range: 507.9255 567.3449 |
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| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.1868, expected range: -12.5748 4.5799 Severely_persistent: rms_fgdepar=15.2351, expected range: 0.0000 12.6436 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.5098, expected range: -20.0819 14.6574 Severely_persistent: rms_fgdepar=13.6843, expected range: 0.0000 17.6201 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.5186, expected range: -19.9919 14.3195 Severely_persistent: rms_fgdepar=13.6879, expected range: 0.0000 17.5463 |
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| METAR 2M TEMPERATURE (K) LTCB : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=15.0280, expected range: 0.2999 19.8489 Severely_persistent: rms_fgdepar=15.1535, expected range: 2.0426 19.0704 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.0656, expected range: -25.9517 16.5618 Severely_persistent: rms_fgdepar=12.0739, expected range: 0.0000 23.8687 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.1190, expected range: -19.8715 14.7738 Severely_persistent: rms_fgdepar=13.4392, expected range: 0.0000 17.5149 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.1385, expected range: -19.8160 14.5319 Severely_persistent: rms_fgdepar=13.4733, expected range: 0.0000 17.5200 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D122 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=12.4251, expected range: 7.5080 15.8638 Severely_persistent: rms_fgdepar=12.5769, expected range: 7.7358 16.1143 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.8699, expected range: -20.5096 -10.2865 Severely_persistent: rms_fgdepar=17.9029, expected range: 10.2716 20.5809 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02064 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=11.5994, expected range: 0.0000 3.5879 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71167 : out of range
Severe: rms_fgdepar=10.1774, expected range: 0.0000 4.6848 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71348 : out of range
Severe: avg_fgdepar=-12.3923, expected range: -11.4436 5.7366 Severe: rms_fgdepar=12.5083, expected range: 0.0000 9.9890 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.4160, expected range: -18.2538 7.8546 Severe: rms_fgdepar=13.4166, expected range: 0.0000 17.0644 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24843 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.2613, expected range: -16.8382 2.6757 Severe: rms_fgdepar=12.3597, expected range: 0.0000 16.5176 |
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| 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=-12.9333, expected range: -21.3131 11.6646 Severe: rms_fgdepar=12.9514, expected range: 0.0000 19.6261 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.3922, expected range: -20.9476 15.0397 Severe: rms_fgdepar=13.4107, expected range: 0.0000 17.1118 |
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| 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=-15.2384, expected range: -17.0881 14.2300 Severe: rms_fgdepar=15.2411, expected range: 0.0000 15.7000 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-17.6423, expected range: -21.4831 14.0268 Severe: rms_fgdepar=17.6466, expected range: 0.0000 18.3871 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
Severe: avg_fgdepar=-14.0503, expected range: -12.3068 16.6750 Severe: rms_fgdepar=14.1179, expected range: 0.0000 11.3964 |
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| METAR 2M TEMPERATURE (K) UMIO : out of range
Severe: rms_fgdepar=10.0448, expected range: 0.0000 3.6312 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 01047 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.2137, expected range: -10.8956 6.5305 Severe: rms_fgdepar=13.3169, expected range: 0.0000 10.8612 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 01058 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.2780, expected range: -7.7039 14.3524 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 01065 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.8025, expected range: -10.1438 7.4133 Severe: rms_fgdepar=14.8259, expected range: -5.1172 9.8739 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02064 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=11.7594, expected range: 0.0000 4.1669 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.2361, expected range: -13.0048 4.7523 Severe: rms_fgdepar=15.2843, expected range: 0.0000 13.0903 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.4163, expected range: -18.2720 7.7410 Severe: rms_fgdepar=13.4169, expected range: 0.0000 17.1071 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24843 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.3531, expected range: -16.9527 2.6434 Severe: rms_fgdepar=12.4455, expected range: 0.0000 16.6433 |
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| 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=-13.3862, expected range: -20.7667 11.1649 Severe: rms_fgdepar=13.3982, expected range: 0.0000 19.2001 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.5199, expected range: -21.0179 15.0193 Severe: rms_fgdepar=13.5382, expected range: 0.0000 17.2352 |
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| 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=-15.2686, expected range: -17.0440 14.1097 Severe: rms_fgdepar=15.2713, expected range: 0.0000 15.6080 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-17.6923, expected range: -21.5331 13.9768 Severe: rms_fgdepar=17.6966, expected range: 0.0000 18.4730 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71348 : out of range
Severe: rms_fgdepar=12.4222, expected range: 0.0000 10.1272 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
Severe: avg_fgdepar=-14.3211, expected range: -11.6459 16.1209 Severe: rms_fgdepar=14.3778, expected range: 0.0000 10.9754 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1896C : out of range
Severe: avg_fgdepar=-17.5706, expected range: -2.6179 4.2286 Severe: rms_fgdepar=17.5706, expected range: 0.0000 5.6236 |
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| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 26318 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=33.8839, expected range: 0.0000 16.6572 |
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| AUTOMATIC LAND SYNOP RH2M (%) 26424 : out of range
Severe: rms_fgdepar=30.7377, expected range: 0.0000 12.8046 |
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| AUTOMATIC LAND SYNOP RH2M (%) 26425 : out of range
Severe: rms_fgdepar=31.1475, expected range: 0.0000 12.0194 |
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| AUTOMATIC LAND SYNOP RH2M (%) 68098 : out of range
Severe: rms_fgdepar=32.6371, expected range: 0.0000 18.4537 |
 | |
| METAR RH2M (%) ENEV : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=31.6252, expected range: 0.0000 15.5120 |
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| BUFR LAND SYNOP RH2M (%) 01253 : out of range
Severe: rms_fgdepar=33.6031, expected range: 0.5153 16.1101 |
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