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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-04 00:00
| amsua | ||
| NOAA-18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
1 times in the last 10 days for at least one item Severe: stdev_norm_fgdepar=0.8048, expected range: 0.6913 0.7375 |
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| NOAA-18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
1 times in the last 10 days for at least one item Severe: stdev_norm_fgdepar=0.6997, expected range: 0.5527 0.6293 |
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| NOAA-15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
Considerable: stdev_norm_fgdepar=0.6763, expected range: 0.5316 0.6252 |
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| AMSUA Pacific RARS | ||
| All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39 |
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| All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39 |
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| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 1513 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1112, expected range: -0.0857 -0.0817 Severely_persistent: avg_biascorr=0.1108, expected range: -0.0217 0.0419 |
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| METOP-B IASI RADIANCES CHANNEL 1521 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0997, expected range: -0.0742 -0.0632 |
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| METOP-B IASI RADIANCES CHANNEL 1652 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1293, expected range: 0.1624 0.1708 |
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| METOP-B IASI RADIANCES CHANNEL 199 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1277, expected range: -0.1869 -0.0395 |
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| METOP-B IASI RADIANCES CHANNEL 205 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0724, expected range: -0.2148 -0.0915 |
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| METOP-B IASI RADIANCES CHANNEL 212 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0767, expected range: -0.1564 -0.0647 |
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| METOP-B IASI RADIANCES CHANNEL 214 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1930, expected range: 0.0331 0.1199 |
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| METOP-B IASI RADIANCES CHANNEL 219 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0480, expected range: -0.1279 -0.0584 |
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| METOP-B IASI RADIANCES CHANNEL 226 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0511, expected range: -0.0569 0.0010 |
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| METOP-B IASI RADIANCES CHANNEL 284 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0424, expected range: 0.0961 0.1614 |
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| METOP-B IASI RADIANCES CHANNEL 286 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0256, expected range: 0.0442 0.1288 |
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| METOP-B IASI RADIANCES CHANNEL 254 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0949, expected range: 0.1077 0.1106 |
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| METOP-B IASI RADIANCES CHANNEL 299 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0376, expected range: 0.0578 0.0762 |
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| METOP-B IASI RADIANCES CHANNEL 366 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2298, expected range: -0.2109 -0.2053 |
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| METOP-B IASI RADIANCES CHANNEL 1671 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1726, expected range: 0.0930 0.1358 |
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| METOP-C IASI RADIANCES CHANNEL 301 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2459, expected range: 0.1901 0.2189 |
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| METOP-C IASI RADIANCES CHANNEL 1658 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0614, expected range: 0.0941 0.1251 |
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| METOP-C IASI RADIANCES CHANNEL 236 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1519, expected range: -0.1396 -0.1297 |
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| METOP-C IASI RADIANCES CHANNEL 1513 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0421, expected range: -0.0163 -0.0036 |
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| METOP-C IASI RADIANCES CHANNEL 1521 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1073, expected range: -0.0792 -0.0576 |
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| METOP-C IASI RADIANCES CHANNEL 1639 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0294, expected range: 0.0722 0.0830 |
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| METOP-C IASI RADIANCES CHANNEL 1652 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0613, expected range: 0.1026 0.1136 |
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| METOP-C IASI RADIANCES CHANNEL 199 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0913, expected range: -0.2251 -0.0773 |
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| METOP-C IASI RADIANCES CHANNEL 205 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0225, expected range: -0.2914 -0.1425 |
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| METOP-C IASI RADIANCES CHANNEL 212 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0096, expected range: -0.2398 -0.1328 |
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| METOP-C IASI RADIANCES CHANNEL 226 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0186, expected range: -0.1414 -0.0829 |
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| METOP-C IASI RADIANCES CHANNEL 284 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0112, expected range: 0.0706 0.1361 |
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| cris | ||
| NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0686, expected range: -0.0623 -0.0599 |
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| NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0586, expected range: 0.0731 0.0919 |
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| NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1949, expected range: 0.1576 0.1752 |
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| NOAA20 CRIS RADIANCES CHANNEL 114 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0419, expected range: -0.1245 -0.0677 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 14 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3979, expected range: -0.2354 -0.0662 |
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| NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4906, expected range: -0.6881 -0.6282 |
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| Atmospheric Motion Vector | ||
| All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-11.3644, expected range: -9.7088 8.6244 Severe: rms_fgdepar=11.5813, expected range: 0.0000 7.7575 Severe: avg_pge=0.9201, expected range: -0.7974 0.7500 |
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| LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8288, expected range: -0.9276 0.7500 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 30673 PRESSURE LAYER 900-1200 (HPA : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-9.6858, expected range: -4.6544 3.8774 Severe: rms_fgdepar=9.7274, expected range: 0.0000 4.2494 Severe: avg_pge=0.8884, expected range: -1.1287 0.7500 |
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| All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 0.00 408.15 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: rms_fgdepar=3.8426, expected range: 0.0000 2.3882 |
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| amdar | ||
| AMDAR WIND VECTOR DIFF (M/S) AAL34 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.8711, expected range: 0.0000 9.0691 Severe: avg_pge=0.8463, expected range: -0.3011 0.3706 |
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| AMDAR WIND VECTOR DIFF (M/S) ANZ105 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.3721, expected range: 0.0000 7.6903 Severe: avg_pge=0.8209, expected range: -0.8598 0.7500 |
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| WIGOS AMDAR TEMPERATURE (K) EU2033 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=8.6131, expected range: 0.0000 2.5991 Severe: avg_pge=0.9427, expected range: -0.7579 0.7500 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) CNNKZT PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.1938, expected range: 0.0000 7.8043 |
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| ADS-C WIND VECTOR DIFF (M/S) 0DKI1RZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.3529, expected range: -12.7760 24.0172 Severe: rms_fgdepar=28.5744, expected range: 0.0000 43.0261 |
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| ADS-C WIND VECTOR DIFF (M/S) 0NRTSKZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9289, expected range: 0.0000 24.8080 |
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| ADS-C WIND VECTOR DIFF (M/S) O3DJ3YZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7900, expected range: 0.0000 6.8788 |
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| ADS-C WIND VECTOR DIFF (M/S) WSDQOORA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=26.9713, expected range: -6.8390 16.7315 Severe: rms_fgdepar=41.9275, expected range: 0.0000 34.9050 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) BAW7JG PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.7797, expected range: 0.0000 15.8185 |
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| AIREP WIND VECTOR DIFF (M/S) ETH611 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9223, expected range: 0.0000 7.9862 |
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| AIREP WIND VECTOR DIFF (M/S) LOT4EH PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.8880, expected range: 0.0000 13.7761 |
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| AIREP WIND VECTOR DIFF (M/S) NBT002 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.9767, expected range: -5.1922 13.4732 Severe: rms_fgdepar=28.6258, expected range: 0.0000 17.2187 |
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| AIREP WIND VECTOR DIFF (M/S) OMA849 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6267, expected range: 0.4097 9.2240 |
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| AIREP WIND VECTOR DIFF (M/S) THY7LK PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=26.2668, expected range: -5.8136 13.9673 Severe: rms_fgdepar=39.0758, expected range: 0.0000 15.6060 |
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| AIREP WIND VECTOR DIFF (M/S) UAL57 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2704, expected range: 0.0000 8.1347 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
1 times in the last 10 days for at least one item Severe: obs_number=0.0000, expected range: 0.0000 297.5856 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42299 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.2437, expected range: 0.0000 8.1980 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 42026 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=51.9379, expected range: 9.1306 100.4510 Severely_persistent: rms_fgdepar=51.9379, expected range: 9.1306 100.4510 |
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| BUFR LAND SYNOP RH2M (%) 68408 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-53.8958, expected range: -117.0319 96.5561 Severely_persistent: rms_fgdepar=53.8958, expected range: -87.7203 112.5681 Severely_persistent: avg_pge=0.9895, expected range: -1.4737 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=615.2747, expected range: 485.1000 737.5311 Severely_persistent: rms_fgdepar=615.7675, expected range: 485.7720 737.8082 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 84801 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=578.1942, expected range: -1261.2366 1849.4793 Severely_persistent: rms_fgdepar=579.0650, expected range: 0.0000 1755.0932 Severely_persistent: avg_pge=0.8830, expected range: -1.8468 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-512.7317, expected range: -671.9458 -350.6742 Severely_persistent: rms_fgdepar=513.3246, expected range: 351.2694 672.4938 |
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| MANUAL LAND SYNOP Z (M) 38734 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8447, expected range: -1.7385 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36229 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8047, expected range: -0.9581 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43318 : out of range
Severe: rms_fgdepar=308.2588, expected range: 0.0000 75.4925 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62332 : out of range
Severe: rms_fgdepar=458.2983, expected range: 0.0000 131.6365 |
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| BUFR LAND SYNOP Z (M) 06687 : out of range
Severe: avg_pge=0.8612, expected range: -0.2865 0.3620 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
Severe: avg_pge=0.8152, expected range: -1.3631 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 38069 : out of range
Severe: rms_fgdepar=323.8997, expected range: 0.0000 140.6458 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48095 : out of range
Severe: rms_fgdepar=609.8637, expected range: 0.0000 189.6715 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 61997 : out of range
Severe: avg_pge=0.8397, expected range: -0.9573 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 86285 : out of range
Severe: avg_fgdepar=1175.6848, expected range: -561.3422 482.2026 Severe: rms_fgdepar=1175.6848, expected range: 0.0000 447.8803 Severe: avg_pge=0.9508, expected range: -1.0704 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 98558 : out of range
Severe: rms_fgdepar=538.2963, expected range: 0.0000 259.5257 |
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| ship | ||
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 2HDF9 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8155, expected range: 0.3114 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) JPTX : out of range
15 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=22.0742, expected range: 0.0000 55.6634 Severely_persistent: avg_pge=0.8691, expected range: -0.5175 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-919.8713, expected range: -1407.3366 1147.3632 Severely_persistent: rms_fgdepar=919.8713, expected range: -1078.6851 1507.8485 Severely_persistent: avg_pge=0.9012, expected range: -1.1386 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) CCGV : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-508.1954, expected range: -1091.5581 -52.2903 Severely_persistent: rms_fgdepar=509.1712, expected range: 0.0000 1211.1531 Severely_persistent: avg_pge=0.8266, expected range: 0.4578 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) DFPG2 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8106, expected range: 0.6081 0.7500 |
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| BUFR SHIP SYNOP RH2M (%) VRMV3 : out of range
Severe: avg_fgdepar=53.4675, expected range: -51.7608 80.3219 Severe: rms_fgdepar=53.4675, expected range: 0.0000 74.4754 Severe: avg_pge=0.9049, expected range: -0.3319 0.3982 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3ETA7 : out of range
Severe: avg_fgdepar=21.3413, expected range: -7.0120 13.4071 Severe: rms_fgdepar=21.3413, expected range: 0.0000 13.4789 Severe: avg_pge=0.9128, expected range: -1.3269 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2ICI3 : out of range
Severe: rms_fgdepar=486.6755, expected range: 0.0000 329.9667 Severe: avg_pge=0.8082, expected range: -0.6907 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JCK : out of range
Severe: rms_fgdepar=483.7042, expected range: 0.0000 258.6240 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KJY : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-515.4064, expected range: -484.6162 520.2479 Severe: rms_fgdepar=515.4064, expected range: 0.0000 587.9431 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6CH4 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-701.7149, expected range: -1365.0967 997.6157 Severe: rms_fgdepar=704.9425, expected range: 0.0000 1204.3720 Severe: avg_pge=0.8728, expected range: -1.4449 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRGO7 : out of range
Severe: avg_fgdepar=-611.9640, expected range: -738.3649 -251.1881 Severe: rms_fgdepar=611.9640, expected range: 251.1881 738.3649 |
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| buoy | ||
| MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8472, expected range: -0.8456 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1501718 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8381, expected range: -1.2000 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 2101836 : out of range
19 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=541.9931, expected range: 0.0000 1177.4550 Severely_persistent: avg_pge=0.8585, expected range: -0.3000 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6203640 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=634.8211, expected range: -890.9962 882.2919 Severely_persistent: rms_fgdepar=638.9411, expected range: -774.0739 1141.3184 Severely_persistent: avg_pge=0.9111, expected range: -1.5726 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1301619 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-799.2461, expected range: -720.4372 690.1487 Severe: rms_fgdepar=800.3988, expected range: -645.6481 843.3570 Severe: avg_pge=0.9307, expected range: -0.7204 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 3301615 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=465.8993, expected range: 0.0000 200.4093 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) FAUP : out of range
Severe: rms_fgdepar=621.8570, expected range: 0.0000 195.8645 |
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| snow | ||
| MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.0011, expected range: -61.0981 -32.8227 Severely_persistent: rms_fgdepar=51.0011, expected range: 32.8227 61.0981 |
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| BUFR LAND SYNOP SNOW (CM) 36208 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.0011, expected range: -61.0981 -32.8227 Severely_persistent: rms_fgdepar=51.0011, expected range: 32.8227 61.0981 |
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| 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=-805.1730, expected range: -826.7568 -750.7722 Severely_persistent: rms_fgdepar=805.2586, expected range: 750.8964 826.7365 |
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| BUFR LAND SYNOP SNOW (CM) _MI169F9 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=99.2243, expected range: 87.6191 104.9782 Severely_persistent: rms_fgdepar=99.2243, expected range: 87.6351 104.9680 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-89.9354, expected range: -104.2141 -69.2718 Severely_persistent: rms_fgdepar=89.9391, expected range: 69.2801 104.2194 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.3669, expected range: -61.3882 -33.4875 Severely_persistent: rms_fgdepar=51.4212, expected range: 33.5358 61.3645 |
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| BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=99.7407, expected range: 94.2078 101.8826 Severely_persistent: rms_fgdepar=99.7407, expected range: 94.2149 101.8786 |
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| BUFR LAND SYNOP SNOW (CM) _7054B8F : out of range
Severe: rms_fgdepar=21.5976, expected range: 2.1192 9.2881 |
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| BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
Severe: rms_fgdepar=37.7306, expected range: 18.0780 22.2379 |
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| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.3943, expected range: -15.0716 29.2479 Severely_persistent: rms_fgdepar=12.5038, expected range: 0.0000 27.4240 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.6392, expected range: -16.6400 -10.6659 Severely_persistent: rms_fgdepar=14.7518, expected range: 10.8756 16.7253 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.2820, expected range: -21.5227 11.0766 Severely_persistent: rms_fgdepar=15.7747, expected range: 0.0000 19.8922 |
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| METAR 2M TEMPERATURE (K) LTCB : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=12.9958, expected range: 3.3531 16.5001 Severely_persistent: rms_fgdepar=13.0402, expected range: 3.8047 16.5320 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.0580, expected range: 0.0000 18.8686 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.3320, expected range: -21.5727 11.0266 Severely_persistent: rms_fgdepar=15.8231, expected range: 0.0000 19.9972 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4099, expected range: -15.1764 29.3420 Severely_persistent: rms_fgdepar=12.5126, expected range: 0.0000 27.5219 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.7412, expected range: -16.7953 -10.7042 Severely_persistent: rms_fgdepar=14.8524, expected range: 10.8945 16.8935 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02317 : out of range
Severe: avg_fgdepar=-13.0296, expected range: -2.1912 2.1979 Severe: rms_fgdepar=13.0613, expected range: 0.0000 1.9872 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.5305, expected range: -12.7646 4.3998 Severe: rms_fgdepar=14.5314, expected range: 0.0000 12.1510 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25206 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=11.7404, expected range: 0.0000 6.4233 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25503 : out of range
Severe: avg_fgdepar=-14.2182, expected range: -12.0022 9.6720 Severe: rms_fgdepar=14.2520, expected range: 0.0000 9.9291 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.9776, expected range: -22.1469 13.6677 Severe: rms_fgdepar=16.0050, expected range: 0.0000 18.9344 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
Severe: avg_fgdepar=-13.7460, expected range: -15.2265 13.8536 Severe: rms_fgdepar=13.8324, expected range: 0.0000 10.9475 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 27296 : out of range
Severe: rms_fgdepar=10.3079, expected range: 0.0000 4.2365 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36090 : out of range
Severe: avg_fgdepar=-12.1973, expected range: -18.3739 10.8660 Severe: rms_fgdepar=12.1973, expected range: 0.0000 15.8383 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
Severe: avg_fgdepar=-12.5870, expected range: -17.9178 6.8741 Severe: rms_fgdepar=12.8272, expected range: 0.0000 14.7450 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=13.2523, expected range: -20.3326 28.6643 Severe: rms_fgdepar=13.9019, expected range: 0.0000 18.8798 |
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| LAND TEMP 2M TEMPERATURE (K) 25403 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.1107, expected range: -11.8874 11.0119 Severe: rms_fgdepar=13.1107, expected range: 0.0000 9.2543 |
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| LAND TEMP 2M TEMPERATURE (K) 25703 : out of range
Severe: avg_fgdepar=-12.8569, expected range: -12.8785 9.5471 Severe: rms_fgdepar=12.8569, expected range: 0.0000 11.2637 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02317 : out of range
Severe: avg_fgdepar=-13.0763, expected range: -2.4060 2.2441 Severe: rms_fgdepar=13.1474, expected range: 0.0000 2.4292 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.6191, expected range: -12.9190 4.3556 Severe: rms_fgdepar=14.6198, expected range: 0.0000 12.3278 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25503 : out of range
Severe: avg_fgdepar=-14.2506, expected range: -12.0451 9.6090 Severe: rms_fgdepar=14.2843, expected range: 0.0000 9.9734 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.7875, expected range: -21.8117 13.2112 Severe: rms_fgdepar=15.8093, expected range: 0.0000 18.9828 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
Severe: avg_fgdepar=-13.7960, expected range: -15.2765 13.8036 Severe: rms_fgdepar=13.8821, expected range: 0.0000 11.0327 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
Severe: avg_fgdepar=-12.5674, expected range: -17.9519 6.9400 Severe: rms_fgdepar=12.8037, expected range: 0.0000 14.7050 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.1540, expected range: 0.0000 18.4865 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _170BB1B : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=14.1617, expected range: -18.7502 31.1184 Severe: rms_fgdepar=14.8901, expected range: 1.8874 22.0630 |
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| rh2m | ||
| BUFR LAND SYNOP RH2M (%) 87683 : out of range
Severe: rms_fgdepar=32.4153, expected range: 0.0000 17.4468 |
 | |
| BUFR LAND SYNOP RH2M (%) _MI1E644 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=38.3316, expected range: 0.0000 17.8238 |
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| All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 21.05 337.41 |
||