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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-09-18 00:00
| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 133 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2386, expected range: 0.2779 0.3289 |
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| METOP-B IASI RADIANCES CHANNEL 131 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.3356, expected range: 0.3647 0.3882 |
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| METOP-B IASI RADIANCES CHANNEL 386 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=0.0535, expected range: 0.0886 0.1353 |
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| METOP-C IASI RADIANCES CHANNEL 386 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=0.0320, expected range: 0.0913 0.1536 |
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| airs | ||
| AQUA AIRS RADIANCES CHANNEL 92 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2190, expected range: -0.2047 -0.1921 |
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| AQUA AIRS RADIANCES CHANNEL 93 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0855, expected range: -0.0662 -0.0543 |
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| AQUA AIRS RADIANCES CHANNEL 99 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0322, expected range: 0.0522 0.0565 |
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| AQUA AIRS RADIANCES CHANNEL 104 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0401, expected range: 0.0632 0.0793 |
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| AQUA AIRS RADIANCES CHANNEL 111 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0567, expected range: -0.0406 -0.0228 |
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| AQUA AIRS RADIANCES CHANNEL 116 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0103, expected range: 0.0552 0.0655 |
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| AQUA AIRS RADIANCES CHANNEL 117 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0034, expected range: 0.0319 0.0387 |
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| AQUA AIRS RADIANCES CHANNEL 123 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0933, expected range: -0.0765 -0.0602 |
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| AQUA AIRS RADIANCES CHANNEL 128 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0335, expected range: 0.0691 0.0885 Severely_persistent: avg_biascorr=-0.0311, expected range: -0.1372 -0.1007 |
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| AQUA AIRS RADIANCES CHANNEL 129 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1110, expected range: -0.0800 -0.0548 Severely_persistent: avg_biascorr=-0.1434, expected range: -0.2189 -0.1793 |
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| AQUA AIRS RADIANCES CHANNEL 138 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0257, expected range: -0.1652 -0.1068 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 9 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5287, expected range: -0.4580 -0.4555 |
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| NOAA20 ATMS RADIANCES CHANNEL 11 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4328, expected range: -0.3783 -0.3761 |
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| ssmis | ||
| DMSP-17 SSMIS RADIANCES CHANNEL 17 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-2.6406, expected range: -3.1183 -2.8491 |
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| DMSP-18 SSMIS RADIANCES CHANNEL 7 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=5.0368, expected range: 3.6878 4.2196 |
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| gpsro | ||
| COSMIC2-E1 GPSRO SETTING HEIGHT 30-32 KM : out of range
Slight: stdev_norm_fgdepar=1.4361, expected range: 1.0381 1.3488 |
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| resat | ||
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
19 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=0.0091, expected range: 0.0065 0.0068 Severely_persistent: avg_fgdepar=-0.0234, expected range: -0.0346 -0.0324 |
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| AURA OMI OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
Considerable: obs_number=6466.0000, expected range: 17477.7654 23924.1096 |
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| Radiosondes | ||
| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severely_persistent: obs_number=0, expected range: 120.31 159.69 |
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| LAND TEMP Q (G/KG) 40375 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.8092, expected range: 0.0415 1.7555 |
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| LAND TEMP Q (G/KG) 41024 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-12.9746, expected range: -6.4728 6.7859 Severe: rms_fgdepar=13.0265, expected range: 0.0000 6.8629 |
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| LAND TEMP Q (G/KG) 41217 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=8.9665, expected range: -8.2945 8.7775 Severe: rms_fgdepar=9.4743, expected range: 0.0000 7.1546 |
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| HIGH RESO LAND TEMP Q (G/KG) 57494 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.3293, expected range: 0.1983 1.9282 |
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| HIGH RESO LAND TEMP Q (G/KG) 43371 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.1584, expected range: 0.0764 1.6661 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 59316 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.3256, expected range: 0.3423 2.0875 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 17281 PRESSURE LAYER 900-1200 (HPA : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-9.1104, expected range: -25.0549 13.3030 Severe: rms_fgdepar=9.1104, expected range: 0.0000 24.5874 Severe: avg_pge=0.9085, expected range: -1.5304 0.7500 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 04270 PRESSURE LAYER 900-12 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8936, expected range: -0.6496 0.7500 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Severe: obs_number=166.0000, expected range: 92.8377 99.1623 |
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| All HIGH RESO SEA TEMP ALL LAYERS North Atlantic : all data missing
Severe: obs_number=0, expected range: 46.10 443.71 |
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| All HIGH RESO SEA TEMP ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 46.10 443.71 |
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| LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: rms_fgdepar=1.8395, expected range: 1.2607 1.6372 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (4 pressure layers affected : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=122.0000, expected range: 4.4750 33.1524 |
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| amdar | ||
| AMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : missing
1 times in the last 10 days for at least one item Severe: obs_number=0.0000, expected range: 0.0000 262.6759 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) OIHGUUBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.6197, expected range: 0.1472 6.3791 |
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| ADS-C WIND VECTOR DIFF (M/S) RF0DPMJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.4785, expected range: 0.0000 26.4357 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) NBT602 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=28.3474, expected range: 0.0000 16.2640 |
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| AIREP WIND VECTOR DIFF (M/S) UAL5 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.3070, expected range: 0.0000 11.3195 |
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| AIREP WIND VECTOR DIFF (M/S) RJA264D PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.8156, expected range: 2.4875 7.6015 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 02918 PRESSURE LAYER 900-1200 : out of range
Severe: rms_fgdepar=15.6249, expected range: 0.0000 14.5388 Severe: avg_pge=0.8938, expected range: -0.6068 0.7500 |
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| JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47836 (2 pressure layers affe : out of range
Severe: rms_fgdepar=17.0378, expected range: 0.0000 6.2917 |
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| JAPANESE WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Slight: obs_number=277.0000, expected range: 0.0000 143.2326 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 15420 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=16.3440, expected range: 0.0000 14.2749 Severe: avg_pge=0.8641, expected range: -0.6008 0.7500 |
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| All LAND PILOT ALL LAYERS North West Pacific : all data missing
Severe: obs_number=0, expected range: 0.00 413.24 |
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| synop | ||
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 81833 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8126, expected range: 0.6376 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 71588 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=509.7653, expected range: 387.0683 561.9467 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 47831 : out of range
Severe: rms_fgdepar=381.0271, expected range: 0.0000 134.1107 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 47823 : out of range
Severe: rms_fgdepar=315.4349, expected range: 0.0000 83.0036 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 47836 : out of range
Severe: rms_fgdepar=646.8034, expected range: 0.0000 80.9401 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 47837 : out of range
Severe: rms_fgdepar=437.9015, expected range: 0.0000 72.9635 |
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| All AUTOMATIC LAND SYNOP WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 51.49 284.27 |
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| All AUTOMATIC LAND SYNOP WMO BLOCK 18 : all data missing
Severe: obs_number=0, expected range: 33.55 178.82 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41715 : out of range
Severe: avg_fgdepar=-519.3921, expected range: -240.5072 176.9402 Severe: rms_fgdepar=520.4301, expected range: 0.0000 172.4484 Severe: avg_pge=0.8913, expected range: -0.3879 0.5151 |
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| MANUAL LAND SYNOP RH2M (%) 62131 : out of range
Severe: avg_fgdepar=56.3414, expected range: -17.8662 21.6829 Severe: rms_fgdepar=56.3414, expected range: 0.0000 19.6860 Severe: avg_pge=0.9987, expected range: 0.0003 0.0055 |
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| MANUAL LAND SYNOP RH2M (%) 62124 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8829, expected range: -0.0204 0.0337 |
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| MANUAL LAND SYNOP RH2M (%) 63756 : out of range
Severe: rms_fgdepar=33.0257, expected range: 0.0000 16.7511 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 13601 : out of range
Severe: avg_pge=0.8496, expected range: 0.3406 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 70232 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=314.7449, expected range: 31.7449 255.0603 Severe: avg_pge=0.8160, expected range: 0.4700 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 08594 : out of range
Severe: rms_fgdepar=619.4447, expected range: 0.0000 160.4470 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33777 : out of range
Severe: rms_fgdepar=563.6302, expected range: 0.0000 97.5776 |
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| BUFR LAND SYNOP RH2M (%) 71450 : out of range
Severe: rms_fgdepar=31.8166, expected range: 0.0000 16.2590 |
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| BUFR LAND SYNOP RH2M (%) 81643 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8436, expected range: -1.5416 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 71066 : out of range
Severe: rms_fgdepar=33.5881, expected range: 0.0000 15.6525 |
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| BUFR LAND SYNOP RH2M (%) 71437 : out of range
Severe: rms_fgdepar=35.2675, expected range: 0.0000 19.6760 |
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| BUFR LAND SYNOP RH2M (%) 68338 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=46.8614, expected range: 0.0000 30.0991 Severe: avg_pge=0.9707, expected range: -0.0157 0.0257 |
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| BUFR LAND SYNOP RH2M (%) 72458 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=30.8651, expected range: 0.0000 14.7977 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRLJ4 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=1287.7317, expected range: 517.2452 1924.4316 Severely_persistent: rms_fgdepar=1287.7317, expected range: 537.7033 1909.6857 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6WK7 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=1087.4099, expected range: -734.4370 1298.5774 Severely_persistent: rms_fgdepar=1087.4099, expected range: 0.0000 1298.1770 Severely_persistent: avg_pge=0.9002, expected range: -1.0130 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3ETR7 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=750.8253, expected range: 272.3246 1088.4381 Severely_persistent: rms_fgdepar=750.8253, expected range: 272.3246 1088.4381 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WTED : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=517.2831, expected range: -1400.5500 1140.3097 Severely_persistent: rms_fgdepar=520.6048, expected range: -1108.7367 1391.3730 Severely_persistent: avg_pge=0.8046, expected range: -1.5170 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7DQ4 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8947, expected range: -0.9759 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) PHDL : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=16.0021, expected range: 0.0000 11.8230 Severe: avg_pge=0.8372, expected range: -0.8862 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAQU5 : out of range
Severe: rms_fgdepar=489.8086, expected range: 0.0000 300.2522 Severe: avg_pge=0.8065, expected range: -0.5479 0.6936 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EFK6 : out of range
Severe: avg_fgdepar=-1292.5881, expected range: -577.0874 580.8968 Severe: rms_fgdepar=1292.5881, expected range: 0.0000 461.6912 Severe: avg_pge=0.9321, expected range: -0.8641 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROO6 : out of range
Severe: avg_fgdepar=823.8485, expected range: 476.1767 1303.0306 Severe: rms_fgdepar=825.7094, expected range: 485.6019 1296.7746 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) KIAB : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=617.0709, expected range: 110.3399 953.9589 Severe: rms_fgdepar=617.0709, expected range: 111.3919 953.1322 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WACW : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=772.2145, expected range: 563.0604 826.8045 Severe: rms_fgdepar=772.2145, expected range: 563.1511 826.9085 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6501670 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=523.5290, expected range: -1003.1709 890.4060 Severely_persistent: rms_fgdepar=536.7603, expected range: -667.7520 989.3302 Severely_persistent: avg_pge=0.8738, expected range: -1.3001 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4802592 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=383.9589, expected range: 0.0000 108.1978 Severe: avg_pge=0.8285, expected range: -0.0558 0.0641 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 2101623 : out of range
Severe: avg_pge=0.8421, expected range: -1.1610 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 2302614 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=600.0776, expected range: 0.0000 174.7967 Severe: avg_pge=0.9045, expected range: -0.3397 0.4415 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) FQXA : out of range
Severe: rms_fgdepar=377.4955, expected range: 57.5546 200.6022 |
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| METAR SURFACE PRESSURE (PA) RJFG : out of range
Severe: rms_fgdepar=437.2849, expected range: 0.0000 90.3215 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) RJKA : out of range
Severe: rms_fgdepar=412.5392, expected range: 0.0000 139.5244 |
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| snow | ||
| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-786.5052, expected range: -778.2097 -769.6345 |
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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: rms_fgdepar=786.5056, expected range: 769.6343 778.2101 |
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| BUFR LAND SYNOP SNOW (CM) _MF12FF7 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=51.8182, expected range: 32.5715 62.6069 |
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| BUFR LAND SYNOP SNOW (CM) _MF12FF7 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=51.8915, expected range: 34.0363 61.8106 |
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| t2m | ||
| METAR 2M TEMPERATURE (K) KTLH : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.1094, expected range: -23.4192 10.4148 Severely_persistent: rms_fgdepar=14.1094, expected range: 0.0000 22.6916 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.2917, expected range: -21.9536 -12.2890 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
24 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.3844, expected range: 12.3479 21.9506 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 82791 : out of range
Severe: rms_fgdepar=10.9469, expected range: 0.2964 2.5708 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item Severe: obs_number=3077.0000, expected range: 5732.4225 6224.9525 Considerable: obs_number=1138.0000, expected range: 2142.6965 2419.1785 |
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| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 68331 : out of range
Severe: rms_fgdepar=31.4674, expected range: 0.0000 17.0185 |
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| METAR RH2M (%) CYOJ : out of range
Severe: rms_fgdepar=34.6940, expected range: 6.4067 18.7391 |
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| BUFR LAND SYNOP RH2M (%) 63870 : out of range
Severe: rms_fgdepar=34.3799, expected range: 0.0000 18.5617 |
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| BUFR LAND SYNOP RH2M (%) _MI1FEBF : out of range
Severe: rms_fgdepar=37.6902, expected range: 0.0000 21.2802 |
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