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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-02 12:00
| amsua | ||
| NOAA-18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
2 times in the last 10 days for at least one item Considerable: stdev_norm_fgdepar=0.6896, expected range: 0.5537 0.6347 |
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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 1658 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0173, expected range: 0.0635 0.0981 Severely_persistent: avg_biascorr=-0.2140, expected range: -0.1201 -0.0128 |
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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=-0.0924, expected range: -0.0742 -0.0637 |
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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=0.1350, expected range: 0.1624 0.1721 |
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| METOP-B IASI RADIANCES CHANNEL 254 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0968, expected range: 0.1077 0.1174 |
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| METOP-B IASI RADIANCES CHANNEL 280 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0422, expected range: -0.0278 -0.0108 |
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| METOP-B IASI RADIANCES CHANNEL 288 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1366, expected range: -0.1269 -0.1206 |
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| METOP-B IASI RADIANCES CHANNEL 205 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1033, expected range: -0.3306 -0.0915 |
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| METOP-B IASI RADIANCES CHANNEL 212 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0917, expected range: -0.2437 -0.0647 |
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| METOP-B IASI RADIANCES CHANNEL 219 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0529, expected range: -0.2001 -0.0584 |
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| METOP-B IASI RADIANCES CHANNEL 222 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1508, expected range: 0.0044 0.0847 |
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| METOP-B IASI RADIANCES CHANNEL 278 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0106, expected range: 0.1427 0.2573 |
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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=-0.0157, expected range: 0.0961 0.1686 |
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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=-0.0744, expected range: 0.0442 0.1589 |
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| METOP-C IASI RADIANCES CHANNEL 1652 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0732, expected range: 0.1012 0.1146 |
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| METOP-C IASI RADIANCES CHANNEL 1658 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0735, expected range: 0.1059 0.1215 |
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| METOP-C IASI RADIANCES CHANNEL 236 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1495, expected range: -0.1396 -0.1285 |
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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=-0.0343, expected range: -0.0163 -0.0097 |
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| METOP-C IASI RADIANCES CHANNEL 72 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1899, expected range: 0.2239 0.2611 |
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| METOP-C IASI RADIANCES CHANNEL 199 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1241, expected range: -0.3306 -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=0.0625, expected range: -0.3788 -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=0.0396, expected range: -0.3142 -0.1328 |
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| METOP-C IASI RADIANCES CHANNEL 226 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0030, expected range: -0.1841 -0.0829 |
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| METOP-C IASI RADIANCES CHANNEL 278 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0343, expected range: 0.0941 0.2296 |
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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=-0.0506, expected range: 0.0706 0.1632 |
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| METOP-C IASI RADIANCES CHANNEL 286 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1451, expected range: -0.0324 0.0937 |
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| cris | ||
| NPP CRIS RADIANCES CHANNEL 653 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0657, expected range: 0.0796 0.0939 |
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| NPP CRIS RADIANCES CHANNEL 113 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1246, expected range: 0.0745 0.0851 |
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| NPP CRIS RADIANCES CHANNEL 657 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0652, expected range: 0.0753 0.0755 |
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| NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0667, expected range: -0.0623 -0.0579 |
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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=0.0503, expected range: 0.0731 0.0866 |
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| NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0531, expected range: 0.0635 0.0650 |
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| NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1967, expected range: 0.1662 0.1752 |
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| NOAA20 CRIS RADIANCES CHANNEL 594 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0729, expected range: -0.0647 -0.0549 |
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| NPP CRIS RADIANCES CHANNEL 115 : out of range
1 times in the last 10 days for at least one item Slight: stdev_fgdepar=0.1140, expected range: 0.0941 0.1077 |
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| mwhs2 | ||
| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 8 : out of range
Severe: stdev_norm_fgdepar=0.0816, expected range: 0.0275 0.0559 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 9 : out of range
Severe: stdev_norm_fgdepar=0.1146, expected range: 0.0562 0.0842 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 10 : out of range
Severe: stdev_norm_fgdepar=0.1964, expected range: 0.0701 0.1367 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 13 : out of range
Severe: avg_norm_fgdepar=0.2990, expected range: -0.0665 0.1385 |
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| atms | ||
| NOAA20 ATMS RADIANCES CHANNEL 7 : out of range
Slight: obs_number=24100.0000, expected range: 25689.6931 29306.7182 |
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| gpsro | ||
| All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 169.86 895.52 |
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| Atmospheric Motion Vector | ||
| AQUA MODIS CLOUDY WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HP : out of range
4 times in the last 10 days for at least one item Severe: stdev_press=61.8688, expected range: 33.5275 42.7947 |
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| HIMAWARI-8 AMV VIS1 WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=555.0000, expected range: 176.4074 323.7988 |
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| AQUA MODIS CLEAR WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Slight: avg_fgdepar=3.9987, expected range: 3.3605 3.7465 |
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| Radiosondes | ||
| All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 123.50 174.50 |
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| All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 76.28 105.72 |
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| LAND TEMP Q (G/KG) 97980 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.1287, expected range: 0.0000 2.2970 |
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| All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 0.00 598.85 |
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| All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 0.00 598.85 |
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| amdar | ||
| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (3 pressure layers affected) : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=10.6424, expected range: -13.4994 14.2534 Severely_persistent: rms_fgdepar=10.7823, expected range: -11.5811 14.2667 Severely_persistent: avg_pge=0.8934, expected range: -1.0591 0.7500 |
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| AMDAR WIND VECTOR DIFF (M/S) TAM8147 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=20.0832, expected range: -20.2522 38.2253 Severe: rms_fgdepar=20.6022, expected range: 0.0000 39.5818 |
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| ADS-C WIND VECTOR DIFF (M/S) 0G01HUBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=24.1128, expected range: 0.0000 21.3348 |
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| ADS-C WIND VECTOR DIFF (M/S) GG4IRSJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.8069, expected range: 0.0000 12.3385 |
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| ADS-C WIND VECTOR DIFF (M/S) IEYF5URA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.9073, expected range: 0.0000 34.5296 |
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| ADS-C WIND VECTOR DIFF (M/S) LNWICORA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.0028, expected range: 0.0000 16.2749 |
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| ADS-C WIND VECTOR DIFF (M/S) LO5SVXJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.2616, expected range: 0.0000 40.2645 |
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| ADS-C WIND VECTOR DIFF (M/S) UGSYCNRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=23.0551, expected range: 0.0000 15.9137 |
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| ADS-C WIND VECTOR DIFF (M/S) YDCSFCJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=28.8390, expected range: 0.0000 15.4100 |
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| ADS-C WIND VECTOR DIFF (M/S) YTSSPWBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.6198, expected range: 0.0000 17.2993 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) AAL71 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.0817, expected range: 0.0000 20.2372 |
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| AIREP WIND VECTOR DIFF (M/S) ACA855 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.5608, expected range: 0.0000 16.0969 |
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| AIREP WIND VECTOR DIFF (M/S) BAW34N PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=21.3266, expected range: -2.3661 10.6314 Severe: rms_fgdepar=26.9863, expected range: 0.0000 12.7195 |
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| AIREP WIND VECTOR DIFF (M/S) BAW6NC PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=24.0929, expected range: 0.0000 10.1442 |
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| AIREP WIND VECTOR DIFF (M/S) KLM643 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.6029, expected range: 0.0000 20.5363 |
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| AIREP WIND VECTOR DIFF (M/S) KLM741 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.1744, expected range: 0.0000 26.3673 |
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| AIREP WIND VECTOR DIFF (M/S) UAL4 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.8787, expected range: 0.0000 14.0172 |
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| AIREP WIND VECTOR DIFF (M/S) UAL417 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.0460, expected range: 0.0000 8.0622 |
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| AIREP WIND VECTOR DIFF (M/S) UAL56 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=25.6366, expected range: 0.0000 13.5717 |
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| AIREP WIND VECTOR DIFF (M/S) UAL900 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=31.4195, expected range: -17.1799 30.2194 Severe: rms_fgdepar=38.9775, expected range: 0.0000 30.1375 |
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| AIREP WIND VECTOR DIFF (M/S) UAL914 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=23.1166, expected range: 0.0000 14.1302 |
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| AIREP WIND VECTOR DIFF (M/S) VIR21K PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.1992, expected range: 0.0000 21.4048 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42647 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=25.3687, expected range: -39.3077 52.1443 |
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| synop | ||
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 14658 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8118, expected range: -0.8158 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=584.4118, expected range: 525.3046 681.9916 Severely_persistent: rms_fgdepar=584.8705, expected range: 525.4608 682.8722 |
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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=-529.5392, expected range: -607.8713 -408.5904 Severely_persistent: rms_fgdepar=529.9338, expected range: 407.3546 612.0388 |
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| BUFR LAND SYNOP RH2M (%) 68408 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-53.8938, expected range: -54.0178 41.8005 Severely_persistent: rms_fgdepar=54.3738, expected range: 0.0000 39.1872 Severely_persistent: avg_pge=0.9954, expected range: -0.0112 0.0212 |
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| BUFR LAND SYNOP RH2M (%) _1702766 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-55.0963, expected range: -84.5312 -11.8778 Severely_persistent: rms_fgdepar=55.7970, expected range: 21.6355 78.7603 Severely_persistent: avg_pge=0.9942, expected range: -0.2189 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42638 : out of range
Severe: rms_fgdepar=397.4179, expected range: 0.0000 56.4059 Severe: avg_pge=0.8505, expected range: 0.0000 0.0000 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 68070 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=692.9747, expected range: -692.1125 911.6465 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78073 : out of range
Severe: rms_fgdepar=491.3715, expected range: 0.0000 113.1418 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82353 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8767, expected range: -1.3726 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83700 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-648.4264, expected range: -908.7507 845.2271 Severe: rms_fgdepar=811.7287, expected range: -804.5488 1129.3876 Severe: avg_pge=0.8080, expected range: -0.3320 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 67250 : out of range
Severe: avg_pge=0.9984, expected range: -0.0200 0.0335 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 30439 : out of range
Severe: rms_fgdepar=547.0848, expected range: 0.0000 509.1212 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 43197 : out of range
Severe: avg_pge=0.8211, expected range: -1.2690 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48093 : out of range
Severe: avg_pge=0.8040, expected range: -1.2955 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48989 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8493, expected range: -0.1947 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 17291 : out of range
Severe: avg_pge=0.8210, expected range: -0.1267 0.1580 |
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| BUFR LAND SYNOP RH2M (%) 64184 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8639, expected range: -1.9954 0.7500 |
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| ship | ||
| AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8356, expected range: -0.9451 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JTW : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=1228.2231, expected range: -39.4870 2548.1765 Severely_persistent: rms_fgdepar=1228.2231, expected range: 0.0000 2548.3658 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WGEB : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=1074.9243, expected range: 846.0872 1325.6397 Severely_persistent: rms_fgdepar=1074.9243, expected range: 847.1317 1324.9977 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDD2876 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8728, expected range: 0.3000 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JQF : out of range
Severe: avg_fgdepar=-532.6934, expected range: -870.2644 -170.6643 Severe: rms_fgdepar=532.6934, expected range: 172.1855 869.3767 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-830.4428, expected range: -769.9651 614.7193 Severe: rms_fgdepar=935.8890, expected range: 0.0000 672.4733 Severe: avg_pge=0.8411, expected range: -1.2139 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) MLTH5 : out of range
Severe: avg_fgdepar=-541.4719, expected range: -303.1767 161.0947 Severe: rms_fgdepar=720.1167, expected range: 0.0000 244.1230 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VDCY : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-1050.3414, expected range: -513.6624 247.8291 Severe: rms_fgdepar=1050.3414, expected range: 0.0000 1072.5435 Severe: avg_pge=0.9143, expected range: -0.6308 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 2HDF9 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8831, expected range: 0.2727 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 7JTW : out of range
Severe: avg_fgdepar=23.5173, expected range: -3.6464 8.1203 Severe: rms_fgdepar=23.5173, expected range: 0.0000 8.1865 Severe: avg_pge=0.9328, expected range: -1.2131 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9HA4455 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8703, expected range: -1.1304 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BI7 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8920, expected range: -0.5304 0.7500 |
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| buoy | ||
| MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8716, expected range: -0.7818 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=503.0829, expected range: -560.4358 477.0461 Severely_persistent: rms_fgdepar=559.6599, expected range: -680.1137 956.8326 Severely_persistent: avg_pge=0.8044, expected range: -1.5581 0.7500 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 1301619 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=510.0261, expected range: -145.4083 65.1735 Severe: rms_fgdepar=653.8081, expected range: 0.0000 145.4253 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 1501718 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=321.5555, expected range: 0.0000 131.6901 Severe: avg_pge=0.8294, expected range: -0.4193 0.5265 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 3201847 : out of range
Severe: rms_fgdepar=336.1033, expected range: 0.0000 283.6733 Severe: avg_pge=0.8196, expected range: -0.8383 0.7500 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 4101755 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=373.7047, expected range: 0.0000 94.2775 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 4801668 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=325.8872, expected range: 0.0000 139.0024 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6401584 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=303.9331, expected range: 0.0000 168.7465 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) FQXA : out of range
Severe: rms_fgdepar=306.5116, expected range: 0.0000 147.8164 |
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| METAR SURFACE PRESSURE (PA) HBBA : out of range
Severe: rms_fgdepar=559.1115, expected range: 0.0000 276.7593 |
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| snow | ||
| MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-52.4778, expected range: -56.0530 -37.2144 Severely_persistent: rms_fgdepar=52.4778, expected range: 37.2144 56.0530 |
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| BUFR LAND SYNOP SNOW (CM) 25378 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-52.5573, expected range: -56.1232 -37.2561 Severely_persistent: rms_fgdepar=52.5573, expected range: 37.2561 56.1232 |
 | |
| 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=-770.3469, expected range: -823.1641 -756.9386 Severely_persistent: rms_fgdepar=770.4344, expected range: 757.0833 823.1177 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI169F9 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=98.9932, expected range: 87.4673 105.2728 Severely_persistent: rms_fgdepar=98.9932, expected range: 87.4829 105.2633 |
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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=-95.0041, expected range: -104.7859 -59.9843 Severely_persistent: rms_fgdepar=95.0090, expected range: 60.0078 104.7835 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-54.1644, expected range: -63.0400 -23.8079 Severely_persistent: rms_fgdepar=54.1652, expected range: 23.8773 63.0136 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 73075 : out of range
Severe: rms_fgdepar=16.5745, expected range: 0.0000 3.5128 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71823 : Presence of snow in warm condi
Slight: avg_obsvalue2=294.4000, expected range: 238.9002 285.7748 |
 | |
| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=19.3960, expected range: -14.5918 25.1322 Severely_persistent: rms_fgdepar=19.3988, expected range: 0.0000 23.4030 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=14.7724, expected range: -12.5268 23.1262 Severely_persistent: rms_fgdepar=14.8495, expected range: 0.0000 21.6778 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.4924, expected range: -16.5235 -10.4335 Severely_persistent: rms_fgdepar=14.6357, expected range: 10.6596 16.5897 |
 | |
| BUFR 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=19.0977, expected range: -14.6443 24.9977 Severely_persistent: rms_fgdepar=19.1152, expected range: 0.0000 23.2062 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=14.1376, expected range: -12.5995 23.2190 Severely_persistent: rms_fgdepar=14.2422, expected range: 0.0000 21.7690 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.8626, expected range: -16.6312 -10.5035 Severely_persistent: rms_fgdepar=15.0009, expected range: 10.7072 16.7131 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.2734, expected range: -19.6397 -7.1141 Severely_persistent: rms_fgdepar=14.2790, expected range: 7.1162 19.7698 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 50434 : out of range
Severe: avg_fgdepar=-12.3051, expected range: -13.5510 13.6081 Severe: rms_fgdepar=12.3051, expected range: 0.0000 10.7947 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24967 : out of range
Severe: rms_fgdepar=10.6240, expected range: 0.4488 6.2468 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-17.1213, expected range: -13.7676 7.7013 Severe: rms_fgdepar=17.1385, expected range: 0.0000 12.6317 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.8464, expected range: -10.7931 11.1902 Severe: rms_fgdepar=14.8479, expected range: 0.0000 9.3806 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 31011 : out of range
Severe: avg_fgdepar=-12.0194, expected range: -9.0854 6.7122 Severe: rms_fgdepar=12.0326, expected range: 0.0000 7.4606 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 35684 : out of range
Severe: rms_fgdepar=10.0810, expected range: 0.0000 5.0828 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 67262 : out of range
Severe: rms_fgdepar=13.0318, expected range: 0.0000 6.6534 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 84123 : out of range
Severe: rms_fgdepar=10.9620, expected range: 0.0000 6.1179 |
 | |
| 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=-17.2432, expected range: -13.8549 7.7006 Severe: rms_fgdepar=17.2599, expected range: 0.0000 12.7218 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.5136, expected range: -10.9150 11.1647 Severe: rms_fgdepar=14.5152, expected range: 0.0000 9.4933 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 31011 : out of range
Severe: avg_fgdepar=-12.0803, expected range: -9.1471 6.6505 Severe: rms_fgdepar=12.0935, expected range: 0.0000 7.5676 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 67262 : out of range
Severe: rms_fgdepar=13.0648, expected range: 0.0000 6.7046 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 68447 : out of range
Severe: avg_fgdepar=-12.2913, expected range: -9.1233 8.3043 Severe: rms_fgdepar=12.2913, expected range: 0.0000 7.5510 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MF165FE : out of range
Severe: avg_fgdepar=16.4700, expected range: -2.2692 1.4819 Severe: rms_fgdepar=16.4700, expected range: 0.0000 2.3979 |
 | |
| rh2m | ||
| BUFR LAND SYNOP RH2M (%) 86686 : out of range
Severe: rms_fgdepar=36.5274, expected range: 0.2512 16.5758 |
 | |
| All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 36.69 318.84 |
||