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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-06 12:00
| amsua | ||
| NOAA-19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
9 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.7167, expected range: 0.5499 0.6390 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
8 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.7056, expected range: 0.5292 0.6166 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
10 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.7406, expected range: 0.5273 0.6249 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
9 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.6926, expected range: 0.5030 0.6093 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.3375, expected range: -0.6507 -0.5972 Slight: obs_number=8289.0000, expected range: 12614.3738 29637.9792 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=0.5423, expected range: 0.3114 0.3668 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.0466, expected range: -0.4522 -0.3323 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.6875, expected range: -0.8813 -0.7798 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.8688, expected range: -1.1785 -1.1403 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.5194, expected range: -0.9261 -0.7825 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.1716, expected range: -0.4878 -0.3256 |
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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 (220 channels affected) : out of range
Severe: obs_number=9620.0000, expected range: 22909.5936 23084.2887 |
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| cris | ||
| NOAA20 CRIS RADIANCES CHANNEL 117 : out of range
Slight: stdev_fgdepar=0.1409, expected range: 0.1251 0.1377 |
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| mhs | ||
| METOP-B MHS ALLSKY RADIANCES CHANNEL 3 : out of range
Severe: obs_number=20844.0000, expected range: 46373.5349 48788.4651 |
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| METOP-B MHS ALLSKY RADIANCES CHANNEL 4 : out of range
Severe: obs_number=19633.0000, expected range: 43300.4282 45911.2189 |
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| METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
Severe: obs_number=11504.0000, expected range: 26042.1961 28936.9804 |
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| mwhs2 | ||
| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-2.6044, expected range: -3.2897 -3.1564 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-2.3063, expected range: -2.8318 -2.6450 |
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| atms | ||
| NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5321, expected range: -0.6776 -0.6282 |
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| gpsro | ||
| METOP-B GRAS RISING (24 impact heights affected) : out of range
Slight: obs_number=528.0000, expected range: 1067.8316 1653.3448 |
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| Atmospheric Motion Vector | ||
| METEOSAT-9 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-60 : out of range
Severe: stdev_fgdepar=2.9823, expected range: 2.5820 2.7365 |
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| DUAL-METOP AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Slight: obs_number=1320.0000, expected range: 2689.3514 4810.3986 |
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| scatt | ||
| METOP-B ASCAT WIND VECTOR DIFF (M/S) : out of range
Severe: obs_number=14262.0000, expected range: 30623.7273 37904.7433 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8251, expected range: -0.9289 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 30372 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.9008, expected range: -0.6250 0.7500 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 50527 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=8.6289, expected range: 0.0000 3.8287 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 56985 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=-10.1295, expected range: -0.7175 0.0685 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 56985 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=10.3317, expected range: 0.4259 2.6469 Severe: avg_pge=0.9043, expected range: -0.0381 0.0747 |
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| HIGH RESO LAND TEMP Q (G/KG) 87418 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.8142, expected range: 0.0000 2.2827 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=5.2690, expected range: 0.8641 2.7418 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=170.0000, expected range: 78.3440 91.9060 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Severe: obs_number=272.0000, expected range: 355.7084 372.2916 |
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| HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=383.0000, expected range: 280.8413 293.6587 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 73.21 164.13 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 51.83 238.57 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 82 : all data missing
Severe: obs_number=0, expected range: 57.41 136.26 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 83 : all data missing
Severe: obs_number=0, expected range: 60.38 82.37 |
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| amdar | ||
| AMDAR WIND VECTOR DIFF (M/S) AU0151 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=21.5201, expected range: -3.4374 9.5877 Severe: rms_fgdepar=21.5201, expected range: 0.0000 10.9848 Severe: avg_pge=0.8659, expected range: -0.2576 0.4317 |
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| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=10.5286, expected range: -26.7044 33.8667 Severe: rms_fgdepar=10.5755, expected range: -24.9695 32.9713 Severe: avg_pge=0.8998, expected range: -1.8695 0.7500 |
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| WIGOS AMDAR Q (G/KG) DVPUOFZA PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8650, expected range: -1.0453 0.7500 |
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| WIGOS AMDAR Q (G/KG) JHCWUURA PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=2.6760, expected range: 0.1104 1.2766 |
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| ADS-C WIND VECTOR DIFF (M/S) 4RYAPWRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0309, expected range: 0.0000 16.2538 |
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| ADS-C WIND VECTOR DIFF (M/S) C03XONRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=21.2301, expected range: 0.0000 29.4941 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) QTR978 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4612, expected range: 0.0000 23.0548 |
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| AIREP WIND VECTOR DIFF (M/S) UAL1724 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.3395, expected range: 0.0000 10.3144 |
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| prof | ||
| JAPANESE WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 443.5667 Severe: obs_number=0.0000, expected range: 0.0000 443.5667 |
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| synop | ||
| BUFR LAND SYNOP RH2M (%) 68408 : out of range
23 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-52.3111, expected range: -150.6569 102.1715 Severely_persistent: rms_fgdepar=52.3548, expected range: 0.0000 146.4107 Severely_persistent: avg_pge=0.9979, expected range: -2.0953 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83522 : out of range
Severe: avg_pge=0.8028, expected range: -0.9927 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42731 : out of range
Severe: avg_pge=0.9371, expected range: -0.6813 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 67583 : out of range
Severe: avg_pge=0.9994, expected range: -0.0409 0.0646 |
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| MANUAL LAND SYNOP RH2M (%) 67791 : out of range
Severe: avg_pge=0.8462, expected range: -0.8976 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 25707 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8075, expected range: -0.9849 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 81615 : out of range
Severe: rms_fgdepar=546.2703, expected range: 0.0000 190.7736 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 98222 : out of range
Severe: rms_fgdepar=588.5198, expected range: 0.0000 115.9518 |
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| BUFR LAND SYNOP RH2M (%) 42639 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.9185, expected range: -0.7638 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 43197 : out of range
Severe: avg_fgdepar=52.6243, expected range: -27.9721 49.6837 Severe: rms_fgdepar=52.6243, expected range: 0.0000 49.6837 Severe: avg_pge=1.0000, expected range: -0.0613 0.0858 |
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| BUFR LAND SYNOP RH2M (%) 94553 : out of range
Severe: avg_fgdepar=63.1958, expected range: -62.1610 64.0494 Severe: rms_fgdepar=63.1962, expected range: 0.0000 44.4842 Severe: avg_pge=0.9919, expected range: -0.0564 0.0701 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
22 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=587.6252, expected range: 0.0000 1715.8988 Severely_persistent: avg_pge=0.8287, expected range: -1.5192 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2729 : Significant drift within DA wi
Severe: stdev_lat=14.5000, expected range: -0.4409 0.4975 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6SE3 : Significant drift within DA wi
Severe: stdev_lon=48.2228, expected range: -1.0847 2.3737 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) EUCDE41 : out of range
Severe: rms_fgdepar=342.3876, expected range: 0.0000 116.5065 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAQU5 : Significant drift within DA wi
Severe: stdev_lon=16.0389, expected range: -0.9974 1.5883 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VGPY : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8130, expected range: 0.2885 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V2729 : Significant drift within DA wi
Severe: stdev_lat=14.5000, expected range: -0.4409 0.4975 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) D5DG4 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.9045, expected range: -0.8707 0.7500 |
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| buoy | ||
| MOORED BUOYS WIND VECTOR DIFF (M/S) 5100016 : Significant change of position
Severe: avg_lon=-125.0000, expected range: -125.3035 -124.8315 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1501718 : Significant drift within DA wi
Severe: stdev_lon=1.5093, expected range: 0.0000 0.0000 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 3401642 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=103.4843, expected range: -0.0231 0.0556 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 3801562 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8163, expected range: 0.1147 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4602515 : Significant drift within DA wi
Severe: stdev_lon=1.3526, expected range: -0.8819 1.1034 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4602516 : Significant drift within DA wi
Severe: stdev_lon=1.0368, expected range: -0.6102 0.7285 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4602593 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=436.1010, expected range: 0.0000 130.2172 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 5102817 : Significant drift within DA wi
Severe: stdev_lat=1.0397, expected range: -0.0113 0.0271 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) SKTM : out of range
Severe: avg_fgdepar=950.6859, expected range: -309.7750 293.6213 Severe: rms_fgdepar=950.6859, expected range: 0.0000 197.4576 Severe: avg_pge=0.8961, expected range: 0.0000 0.0000 |
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| snow | ||
| MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-84.5930, expected range: -90.0844 -17.7981 Severely_persistent: rms_fgdepar=84.5930, expected range: 17.7981 90.0844 |
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| BUFR LAND SYNOP SNOW (CM) 25378 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-84.6369, expected range: -90.1737 -17.8424 Severely_persistent: rms_fgdepar=84.6369, expected range: 17.8424 90.1737 |
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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=-802.0401, expected range: -832.2812 -746.0313 Severely_persistent: rms_fgdepar=802.1218, expected range: 746.2270 832.2598 |
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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=-67.9802, expected range: -102.1729 -75.2741 Severely_persistent: rms_fgdepar=68.0073, expected range: 75.3256 102.1548 |
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| BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=60.8231, expected range: -9.7479 60.0261 Severely_persistent: rms_fgdepar=60.8343, expected range: 0.0000 60.1521 |
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| BUFR LAND SYNOP SNOW (CM) 01220 : out of range
Severe: rms_fgdepar=22.8276, expected range: 0.0000 1.5067 |
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| BUFR LAND SYNOP SNOW (CM) 07586 : Presence of snow in warm condi
Severe: avg_obsvalue2=278.5227, expected range: 270.8283 289.4642 |
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| BUFR LAND SYNOP SNOW (CM) 58362 : Presence of snow in warm condi
Severe: avg_obsvalue2=277.6833, expected range: 269.8665 298.6845 |
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| t2m | ||
| 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=-12.8184, expected range: -20.6496 13.5039 Severely_persistent: rms_fgdepar=12.9216, expected range: 0.0000 18.3697 |
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| AUTOMATIC 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=-13.0281, expected range: -20.8770 13.4264 Severely_persistent: rms_fgdepar=13.1317, expected range: 0.0000 18.5779 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.9733, expected range: -17.1321 29.2607 Severely_persistent: rms_fgdepar=17.0907, expected range: 0.0000 24.5441 |
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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=-14.2650, expected range: -17.4310 -10.5098 Severely_persistent: rms_fgdepar=14.4424, expected range: 10.7030 17.5214 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.2209, expected range: -25.3720 16.8876 Severely_persistent: rms_fgdepar=15.2591, expected range: 0.0000 21.4333 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.7107, expected range: -23.6640 16.3037 Severely_persistent: rms_fgdepar=18.7287, expected range: 0.0000 19.1365 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.1000, expected range: -13.3064 7.5758 Severely_persistent: rms_fgdepar=14.4560, expected range: 0.0000 12.2939 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9841, expected range: -21.0193 6.7435 Severely_persistent: rms_fgdepar=13.0589, expected range: 0.0000 18.2840 |
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| METAR 2M TEMPERATURE (K) CYDB : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.2703, expected range: -21.3043 14.6409 Severely_persistent: rms_fgdepar=13.3270, expected range: 0.0000 18.7897 |
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| METAR 2M TEMPERATURE (K) KTLH : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.0230, expected range: -17.0516 -5.3461 Severely_persistent: rms_fgdepar=13.3106, expected range: 5.3499 17.0547 |
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| METAR 2M TEMPERATURE (K) VYNT : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=13.0301, expected range: 2.5008 17.6435 Severely_persistent: rms_fgdepar=13.0301, expected range: 3.6078 17.1989 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
9 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.0321, expected range: 0.0000 21.5469 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.2900, expected range: -25.1876 16.6568 Severely_persistent: rms_fgdepar=15.3287, expected range: 0.0000 21.3069 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.7607, expected range: -23.7140 16.2537 Severely_persistent: rms_fgdepar=18.7787, expected range: 0.0000 19.2389 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9924, expected range: -21.0768 6.8352 Severely_persistent: rms_fgdepar=13.0686, expected range: 0.0000 18.2833 |
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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=-12.8701, expected range: -20.6065 13.6134 Severely_persistent: rms_fgdepar=12.9789, expected range: 0.0000 18.1820 |
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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=-13.0592, expected range: -20.9183 13.6126 Severely_persistent: rms_fgdepar=13.1477, expected range: 0.0000 18.5371 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.1960, expected range: -16.8246 28.8058 Severely_persistent: rms_fgdepar=17.3395, expected range: 0.0000 24.1576 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=18.2567, expected range: -18.9086 29.5520 Severely_persistent: rms_fgdepar=18.2965, expected range: 0.0000 20.4425 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 80010 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.7022, expected range: -34.1400 37.5397 Severely_persistent: rms_fgdepar=15.0840, expected range: 5.9084 19.0593 |
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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=-14.4556, expected range: -17.4885 -10.6060 Severely_persistent: rms_fgdepar=14.6208, expected range: 10.7808 17.5922 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _1701F9F : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.2781, expected range: -27.9978 34.5264 Severely_persistent: rms_fgdepar=14.2781, expected range: 0.0000 25.2895 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _170E863 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.0930, expected range: -30.4934 25.2810 Severely_persistent: rms_fgdepar=13.6097, expected range: 0.0000 22.7753 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI176D9 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.6205, expected range: 0.0000 31.5638 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.2155, expected range: -18.5304 -7.1423 Severely_persistent: rms_fgdepar=16.2394, expected range: 7.0697 18.7840 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71166 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0108, expected range: -7.2991 14.2743 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item Severe: avg_lsm=0.5928, expected range: 0.7094 0.7358 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 23699 : out of range
Severe: avg_fgdepar=-13.3908, expected range: -7.1931 9.3112 Severe: rms_fgdepar=13.6407, expected range: 0.0000 7.6494 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.6630, expected range: -21.8558 15.0505 Severe: rms_fgdepar=12.6722, expected range: 0.0000 18.3683 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 28948 : out of range
Severe: rms_fgdepar=11.4365, expected range: 0.0000 6.3346 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
Severe: avg_fgdepar=-12.4660, expected range: -12.9498 7.0685 Severe: rms_fgdepar=12.4793, expected range: 0.0000 11.4334 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44291 : out of range
Severe: avg_fgdepar=-12.9001, expected range: -15.1725 8.6683 Severe: rms_fgdepar=12.9192, expected range: 0.0000 12.8675 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 68234 : out of range
Severe: rms_fgdepar=10.2631, expected range: 0.0000 4.7682 |
 | |
| 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=18.5324, expected range: -18.8068 28.0547 Severe: rms_fgdepar=18.5640, expected range: 0.0000 18.4151 |
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| METAR 2M TEMPERATURE (K) SKBU : out of range
Severe: avg_fgdepar=17.0482, expected range: -4.1017 6.6166 Severe: rms_fgdepar=17.0482, expected range: 0.0000 5.9327 |
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| METAR 2M TEMPERATURE (K) UNAA : out of range
Severe: rms_fgdepar=15.0163, expected range: 0.0000 8.5352 |
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| LAND TEMP 2M TEMPERATURE (K) 72501 : out of range
Severe: avg_fgdepar=-12.1465, expected range: -9.4182 6.7204 Severe: rms_fgdepar=12.1465, expected range: 0.0000 8.3361 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 23699 : out of range
Severe: avg_fgdepar=-13.4794, expected range: -7.1183 9.1212 Severe: rms_fgdepar=13.7261, expected range: 0.0000 7.4959 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.7586, expected range: -21.9096 14.9817 Severe: rms_fgdepar=12.7680, expected range: 0.0000 18.4853 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.1500, expected range: -13.3564 7.5258 Severe: rms_fgdepar=14.5048, expected range: 0.0000 12.3490 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
Severe: avg_fgdepar=-12.6225, expected range: -12.9578 7.1053 Severe: rms_fgdepar=12.6356, expected range: 0.0000 11.5477 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 44291 : out of range
Severe: avg_fgdepar=-12.9501, expected range: -15.2151 8.6063 Severe: rms_fgdepar=12.9691, expected range: 0.0000 12.9490 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71166 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.1920, expected range: -7.0829 14.1357 |
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| rh2m | ||
| All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 15.37 343.65 |
||
| AUTOMATIC LAND SYNOP RH2M (%) 68113 : out of range
Severe: rms_fgdepar=35.0438, expected range: 0.0000 19.7335 |
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| AUTOMATIC LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item Severe: avg_lsm=0.5928, expected range: 0.6988 0.7392 |
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| MANUAL LAND SYNOP RH2M (%) 67753 : out of range
Severe: rms_fgdepar=36.0111, expected range: 0.0000 11.4021 |
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