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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-07 00:00
| amsua | ||
| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
9 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.6793, expected range: 0.5338 0.6166 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
2 times in the last 10 days for at least one item Severe: avg_biascorr=-0.3728, expected range: -0.6114 -0.5972 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
2 times in the last 10 days for at least one item Severe: avg_biascorr=0.5213, expected range: 0.3286 0.3668 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
2 times in the last 10 days for at least one item Severe: avg_biascorr=-0.1428, expected range: -0.4297 -0.3323 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
3 times in the last 10 days for at least one item Considerable: stdev_norm_fgdepar=0.7669, expected range: 0.6660 0.7243 |
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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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| airs | ||
| AQUA AIRS RADIANCES (13 channels affected) : out of range
Severe: avg_biascorr=-0.6391, expected range: -0.7320 -0.7036 |
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| mhs | ||
| METOP-B MHS ALLSKY RADIANCES CHANNEL 4 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.0385, expected range: -0.1927 -0.1555 |
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| mwhs2 | ||
| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
2 times in the last 10 days for at least one item Severe: avg_biascorr=-2.3211, expected range: -3.2772 -3.1564 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
2 times in the last 10 days for at least one item Severe: avg_biascorr=-2.3459, expected range: -2.8292 -2.6450 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 14 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3964, expected range: -0.2354 -0.1110 |
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| NPP ATMS RADIANCES CHANNEL 11 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2627, expected range: -0.5419 -0.3895 |
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| NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
11 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=0.3252, expected range: 0.2586 0.2948 |
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| NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4781, expected range: -0.6552 -0.6282 |
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| ssmis | ||
| DMSP-18 SSMIS RADIANCES CHANNEL 9 : out of range
1 times in the last 10 days for at least one item Slight: obs_number=10056.0000, expected range: 14801.4351 20309.5649 |
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| DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
1 times in the last 10 days for at least one item Slight: obs_number=12843.0000, expected range: 18611.9076 25620.0924 |
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| DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
1 times in the last 10 days for at least one item Slight: obs_number=12824.0000, expected range: 18602.3458 25659.2792 |
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| Atmospheric Motion Vector | ||
| All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14 |
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| METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
9 times in the last 10 days for at least one item Severely_persistent: obs_number=220.0000, expected range: 313.2071 329.9083 |
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| resat | ||
| METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
1 times in the last 10 days for at least one item Slight: obs_number=47767.0000, expected range: 51455.0820 59257.4180 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8267, expected range: -1.0194 0.7500 |
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| LAND TEMP Q (G/KG) 91765 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.8903, expected range: 0.5072 2.0477 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 40800 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=23.0220, expected range: -0.0630 5.6488 Severe: rms_fgdepar=23.2978, expected range: 0.0000 6.3567 Severe: avg_pge=0.8966, expected range: -0.3544 0.6067 |
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| All LAND TEMP ALL LAYERS WMO BLOCK 62 : all data missing
Severe: obs_number=0, expected range: 11.21 220.70 |
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| HIGH RESO LAND TEMP Q (G/KG) 72520 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.1886, expected range: 0.0000 0.9569 |
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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=180.0000, expected range: 83.3754 95.7357 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_lsm=0.5307, expected range: -0.1623 0.2088 Severe: avg_lsm=0.5307, expected range: -0.0773 0.0957 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item Severe: obs_number=172.0000, expected range: 79.4713 88.7509 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_lsm=0.5307, expected range: -0.1623 0.2088 Severe: avg_lsm=0.5307, expected range: -0.0773 0.0957 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=378.0000, expected range: 462.3119 484.1881 |
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| amdar | ||
| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=10.3254, expected range: -26.7044 33.8667 Severely_persistent: rms_fgdepar=10.3494, expected range: -24.9695 32.9713 |
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| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (2 pressure layers affected) : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8976, expected range: -1.8695 0.7500 |
| |
| WIGOS AMDAR Q (G/KG) BPZGUWRA PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-6.7778, expected range: -10.6662 10.5843 Severe: rms_fgdepar=6.7778, expected range: 0.0000 7.3326 |
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| WIGOS AMDAR Q (G/KG) DVPUOFZA PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8540, expected range: -1.0094 0.7500 |
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| ADS-C WIND VECTOR DIFF (M/S) 1NISBMJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.5358, expected range: 0.0000 10.5895 |
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| ADS-C WIND VECTOR DIFF (M/S) WSRSVRZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.7923, expected range: 0.0000 25.9771 |
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| ADS-C WIND VECTOR DIFF (M/S) X0ZRVXRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=21.4990, expected range: -3.5110 11.2497 Severe: rms_fgdepar=40.7035, expected range: 0.0000 27.6831 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) AIC381 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.5870, expected range: 1.2262 7.5287 |
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| AIREP WIND VECTOR DIFF (M/S) LOT4EH PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=21.6780, expected range: -5.1820 14.8412 Severe: rms_fgdepar=24.8804, expected range: 0.0000 16.8607 |
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| AIREP WIND VECTOR DIFF (M/S) LOT4N PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=32.2310, expected range: -7.7579 16.9993 Severe: rms_fgdepar=38.2501, expected range: 0.0000 16.7023 |
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| AIREP WIND VECTOR DIFF (M/S) OMA815 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.6437, expected range: -8.1695 17.3200 Severe: rms_fgdepar=24.6088, expected range: 0.0000 17.0081 |
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| AIREP WIND VECTOR DIFF (M/S) QTR970 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.1378, expected range: 0.0000 12.8056 |
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| AIREP WIND VECTOR DIFF (M/S) UAL82 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.5906, expected range: -1.7835 9.8929 Severe: rms_fgdepar=28.5212, expected range: 0.0000 13.5757 |
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| AIREP WIND VECTOR DIFF (M/S) UAL923 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=25.7392, expected range: 0.0000 15.7157 |
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| AIREP WIND VECTOR DIFF (M/S) UAL953 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.4469, expected range: 0.0000 24.2750 |
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| AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=24.1573, expected range: 0.0000 55.7167 |
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| AIREP WIND VECTOR DIFF (M/S) VIR118 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.5846, expected range: 0.9723 10.3317 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 42026 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=59.4751, expected range: 13.8862 93.2348 Severely_persistent: rms_fgdepar=59.4751, expected range: 13.8862 93.2348 Severely_persistent: avg_pge=0.9793, expected range: -0.6782 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31300 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8804, expected range: -1.5484 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 68408 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.8384, expected range: -160.1689 113.2874 Severely_persistent: rms_fgdepar=51.8384, expected range: 0.0000 150.9864 Severely_persistent: avg_pge=0.9847, expected range: -2.0019 0.7500 |
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| BUFR LAND SYNOP RH2M (%) _17018AB : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-58.4562, expected range: -162.7033 77.8682 Severely_persistent: rms_fgdepar=58.4562, expected range: 0.0000 162.7033 Severely_persistent: avg_pge=0.9991, expected range: -2.0415 0.7500 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68182 : out of range
Severe: rms_fgdepar=357.9943, expected range: 0.0000 304.6807 Severe: avg_pge=0.8113, expected range: -0.7818 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42805 : out of range
Severe: rms_fgdepar=332.4036, expected range: 0.0000 218.4265 Severe: avg_pge=0.8278, expected range: -0.5804 0.7018 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60461 : out of range
Severe: rms_fgdepar=385.3083, expected range: 0.0000 303.4144 Severe: avg_pge=0.8500, expected range: -0.7923 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80426 : out of range
Severe: avg_pge=0.8376, expected range: -1.2300 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86210 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8550, expected range: -0.5859 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 64706 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=64.3556, expected range: -69.7178 128.7568 Severe: rms_fgdepar=64.3556, expected range: 0.0000 73.0101 Severe: avg_pge=1.0000, expected range: -1.4610 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 81615 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=375.9149, expected range: 0.0000 166.6953 Severe: avg_pge=0.8592, expected range: -0.1681 0.2340 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 91939 : out of range
Severe: rms_fgdepar=407.3959, expected range: 0.0000 378.1520 Severe: avg_pge=0.8194, expected range: -0.8963 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 06747 : out of range
Severe: avg_fgdepar=-53.0243, expected range: -134.3894 80.7391 Severe: rms_fgdepar=53.0243, expected range: 0.0000 134.3894 |
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| BUFR LAND SYNOP Z (M) 56247 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8767, expected range: -1.7186 0.7500 |
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| BUFR LAND SYNOP Z (M) 56374 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.9178, expected range: -1.1572 0.7500 |
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| ship | ||
| AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8036, expected range: -0.7827 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JQF : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-539.2344, expected range: -816.2794 -224.8696 Severely_persistent: rms_fgdepar=539.3504, expected range: 225.9267 815.6254 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=1102.7084, expected range: -1998.5684 1488.8332 Severely_persistent: rms_fgdepar=1102.7084, expected range: 0.0000 1896.6473 Severely_persistent: avg_pge=0.9080, expected range: -1.4825 0.7500 |
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| SHIP SURFACE PRESSURE (PA) TBWUK31 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=473.7503, expected range: 0.0000 436.9631 Severe: avg_pge=0.8527, expected range: -1.0159 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V3143 : Significant drift within DA wi
Severe: stdev_lon=2.9500, expected range: -1.8432 2.5154 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lat=10.3500, expected range: -51.9192 61.8303 Severe: stdev_lon=132.2500, expected range: -243.3751 288.5761 Slight: avg_lsm=0.0007, expected range: -0.0002 0.0005 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FAZ9 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-511.7735, expected range: -586.3604 412.4685 Severe: rms_fgdepar=511.7735, expected range: -570.7044 797.9346 Severe: avg_pge=0.8333, expected range: -0.7414 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FPQ9 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=375.9990, expected range: 0.0000 154.6293 Severe: stdev_lon=24.5539, expected range: -6.2146 7.4453 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V7524 : out of range
Severe: rms_fgdepar=480.1894, expected range: 0.0000 438.9137 Severe: avg_pge=0.8115, expected range: -0.3332 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6SE3 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=51.2165, expected range: -1.0220 2.2325 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6SE8 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=20.8478, expected range: -5.1798 6.7562 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) NWS1968 : Significant drift within DA wi
Severe: stdev_lon=15.6742, expected range: -1.2220 2.4043 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) RCLKYXB : out of range
Severe: rms_fgdepar=341.4909, expected range: 0.0000 156.5063 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK60 : out of range
Severe: rms_fgdepar=330.2809, expected range: 0.0000 124.2172 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item Severe: avg_lsm=0.2762, expected range: -0.0506 0.0988 |
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| buoy | ||
| MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8568, expected range: -0.5885 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1501742 : out of range
7 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=512.5405, expected range: 0.0000 621.2325 Severely_persistent: avg_pge=0.8699, expected range: -1.2442 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4401563 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-558.3935, expected range: -789.1999 666.9236 Severely_persistent: rms_fgdepar=559.7761, expected range: -552.0574 774.4905 Severely_persistent: avg_pge=0.9062, expected range: -0.9471 0.7500 |
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| MOORED BUOYS SURFACE PRESSURE (PA) 4400064 : out of range
Severe: avg_pge=0.8017, expected range: -0.4613 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6203607 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8742, expected range: -1.1114 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6301846 : out of range
Severe: avg_pge=0.8984, expected range: -1.0772 0.7500 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) FTTY : out of range
Severe: rms_fgdepar=614.9421, expected range: -387.2820 533.4436 |
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| snow | ||
| MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-56.3548, expected range: -54.4290 -46.3901 Severely_persistent: rms_fgdepar=56.3548, expected range: 46.3901 54.4290 |
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| BUFR LAND SYNOP SNOW (CM) 36208 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-56.3548, expected range: -54.4290 -46.3901 Severely_persistent: rms_fgdepar=56.3548, expected range: 46.3901 54.4290 |
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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=-804.1783, expected range: -836.0312 -743.8115 Severely_persistent: rms_fgdepar=804.1785, expected range: 744.0124 835.9988 |
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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=-67.3357, expected range: -106.4321 -70.1676 Severely_persistent: rms_fgdepar=67.3415, expected range: 70.2254 106.4114 |
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| BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=59.4929, expected range: -14.6678 65.5622 Severely_persistent: rms_fgdepar=59.5077, expected range: 0.0000 65.6087 |
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| ROCOB TEMP SNOW (CM) 61801781 : Significant change of position
Severe: avg_lon=16.9706, expected range: 16.7944 17.0694 |
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| ROCOB TEMP SNOW (CM) 61802760 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=17.3799, expected range: 17.2059 17.4397 |
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| ROCOB TEMP SNOW (CM) 61802770 : Significant change of position
Severe: avg_lon=17.5871, expected range: 17.4296 17.6225 |
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| ROCOB TEMP SNOW (CM) 61804230 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=19.6139, expected range: 19.4193 19.6817 |
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| ROCOB TEMP SNOW (CM) 61805221 : Significant change of position
Severe: avg_lat=48.2906, expected range: 48.1458 48.2982 |
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| ROCOB TEMP SNOW (CM) 61805274 : Significant change of position
2 times in the last 10 days for at least one item Severe: avg_lat=48.0810, expected range: 47.9723 48.1554 Severe: avg_lon=20.6277, expected range: 20.5060 20.8351 |
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| ROCOB TEMP SNOW (CM) 61805560 : Significant change of position
Severe: avg_lon=20.3889, expected range: 20.2855 20.4716 |
 | |
| ROCOB TEMP SNOW (CM) 63200624 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lat=0.1636, expected range: 0.1636 0.1636 |
 | |
| ROCOB TEMP SNOW (CM) 63200626 : Significant change of position
2 times in the last 10 days for at least one item Severe: avg_lat=52.2781, expected range: 52.0790 52.4373 Severe: stdev_lat=0.1792, expected range: -0.0199 0.3384 Severe: avg_lon=5.3497, expected range: 5.1608 5.5008 Severe: stdev_lon=0.1700, expected range: -0.0189 0.3211 |
 | |
| ROCOB TEMP SNOW (CM) 63200627 : Significant change of position
2 times in the last 10 days for at least one item Severe: avg_lat=52.4850, expected range: 52.3323 52.6951 Severe: stdev_lat=0.2759, expected range: 0.0746 0.4221 Severe: stdev_lon=0.2902, expected range: 0.2756 0.3009 |
 | |
| ROCOB TEMP SNOW (CM) 63200628 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lat=52.7953, expected range: 52.4079 53.3281 Severe: stdev_lat=0.5152, expected range: -0.1877 1.0262 Severe: stdev_lon=0.2509, expected range: 0.2174 0.2968 |
 | |
| ROCOB TEMP SNOW (CM) 63200634 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lat=0.2438, expected range: 0.2438 0.2438 Severe: stdev_lon=0.2541, expected range: 0.2541 0.2541 |
 | |
| ROCOB TEMP SNOW (CM) 63200637 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lat=0.1888, expected range: 0.1404 0.2708 Severe: avg_lon=5.6154, expected range: 5.4784 5.8477 Severe: stdev_lon=0.1701, expected range: -0.1071 0.3336 |
 | |
| ROCOB TEMP SNOW (CM) 63306715 : out of range
Severe: rms_fgdepar=18.1777, expected range: -1.9528 3.6525 |
 | |
| ROCOB TEMP SNOW (CM) 63307120 : out of range
Severe: rms_fgdepar=19.7546, expected range: -0.7273 0.9375 |
 | |
| ROCOB TEMP SNOW (CM) 63307128 : out of range
Severe: rms_fgdepar=27.8268, expected range: -1.1059 1.8229 |
 | |
| ROCOB TEMP SNOW (CM) 64300534 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.2273, expected range: 0.2273 0.2273 |
 | |
| ROCOB TEMP SNOW (CM) 64300632 : Significant change of position
2 times in the last 10 days for at least one item Severe: avg_lat=56.4576, expected range: 56.3509 56.5405 |
 | |
| ROCOB TEMP SNOW (CM) 64300653 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.1975, expected range: 0.1975 0.1975 |
 | |
| ROCOB TEMP SNOW (CM) 64300721 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.1758, expected range: 0.1758 0.1758 |
 | |
| ROCOB TEMP SNOW (CM) 64300725 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=12.3422, expected range: 12.1887 12.7828 Severe: stdev_lon=0.2050, expected range: -0.2355 0.3585 |
 | |
| ROCOB TEMP SNOW (CM) 64300730 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.2275, expected range: 0.1790 0.3285 |
 | |
| ROCOB TEMP SNOW (CM) 64300732 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=13.5322, expected range: 13.1673 13.6785 Severe: stdev_lon=0.3647, expected range: 0.0850 0.4475 |
 | |
| ROCOB TEMP SNOW (CM) 64300782 : Significant change of position
Severe: avg_lon=18.4862, expected range: 18.3487 18.3487 |
 | |
| ROCOB TEMP SNOW (CM) 64300832 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.2014, expected range: 0.2014 0.2014 |
 | |
| ROCOB TEMP SNOW (CM) 64300862 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=16.3764, expected range: 15.9832 16.8186 Severe: stdev_lon=0.2453, expected range: -0.1838 0.5272 |
 | |
| ROCOB TEMP SNOW (CM) 64300941 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lat=59.2500, expected range: 59.1229 59.3893 Severe: avg_lon=14.2427, expected range: 13.9112 14.5456 Severe: stdev_lon=0.1433, expected range: -0.1549 0.2982 |
 | |
| ROCOB TEMP SNOW (CM) 64300951 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=15.3595, expected range: 15.1635 15.3710 Severe: stdev_lon=0.1038, expected range: -0.0922 0.1153 |
 | |
| ROCOB TEMP SNOW (CM) 64300953 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=15.4994, expected range: 15.2764 15.9287 |
 | |
| ROCOB TEMP SNOW (CM) 64301053 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=15.4274, expected range: 15.2953 15.6515 |
 | |
| ROCOB TEMP SNOW (CM) 64301054 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.2241, expected range: 0.2241 0.2241 |
 | |
| ROCOB TEMP SNOW (CM) 64301060 : Significant change of position
Severe: avg_lon=16.2371, expected range: 16.1007 16.3079 |
 | |
| ROCOB TEMP SNOW (CM) 64301261 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.1965, expected range: 0.1965 0.1965 |
 | |
| ROCOB TEMP SNOW (CM) 64301273 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.2518, expected range: 0.2518 0.2518 |
 | |
| ROCOB TEMP SNOW (CM) 64301321 : out of range
Severe: rms_fgdepar=15.6517, expected range: -0.9032 1.7807 |
 | |
| ROCOB TEMP SNOW (CM) 64301350 : Significant change of position
Severe: avg_lon=15.8421, expected range: 15.5800 16.0542 |
 | |
| ROCOB TEMP SNOW (CM) 64301355 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.2644, expected range: 0.2644 0.2644 |
 | |
| ROCOB TEMP SNOW (CM) 64301395 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=19.4387, expected range: 19.0425 19.9836 Severe: stdev_lon=0.3720, expected range: -0.1730 0.7682 |
 | |
| ROCOB TEMP SNOW (CM) 64301491 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.2246, expected range: 0.2246 0.2246 |
 | |
| ROCOB TEMP SNOW (CM) 64301828 : Significant change of position
Severe: avg_lon=22.2433, expected range: 22.4527 22.4527 |
 | |
| BUFR LAND SYNOP SNOW (CM) 01135 : out of range
Severe: rms_fgdepar=15.0861, expected range: -3.0150 3.8128 |
 | |
| BUFR LAND SYNOP SNOW (CM) 01220 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=45.2850, expected range: 0.0000 2.2193 |
 | |
| BUFR LAND SYNOP SNOW (CM) 58362 : Presence of snow in warm condi
Severe: avg_obsvalue2=283.0500, expected range: 269.7603 296.9438 |
 | |
| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4808, expected range: -17.1981 29.8579 Severely_persistent: rms_fgdepar=12.6860, expected range: 0.0000 24.2114 |
 | |
| 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=-14.2149, expected range: -17.4023 -10.4814 Severely_persistent: rms_fgdepar=14.3176, expected range: 10.6757 17.5057 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
11 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.6784, expected range: 1.6779 19.9771 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.4265, expected range: -22.6001 14.0234 Severely_persistent: rms_fgdepar=13.5266, expected range: 0.0000 19.1925 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5037, expected range: -22.3560 9.9428 Severely_persistent: rms_fgdepar=12.5320, expected range: 0.0000 21.6743 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.4889, expected range: -16.1594 9.1475 Severely_persistent: rms_fgdepar=13.6042, expected range: 0.0000 15.1211 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9140, expected range: -21.8995 7.0749 Severely_persistent: rms_fgdepar=13.2233, expected range: 0.0000 18.9951 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.3226, expected range: -24.5160 12.5259 Severely_persistent: rms_fgdepar=14.3429, expected range: 0.0000 23.4664 |
 | |
| MANUAL 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=17.3506, expected range: -20.1833 28.6709 Severely_persistent: rms_fgdepar=17.3692, expected range: 0.0000 18.6677 |
 | |
| METAR 2M TEMPERATURE (K) UGMS : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=12.0262, expected range: 3.4898 17.0779 Severely_persistent: rms_fgdepar=12.2895, expected range: 3.4510 17.1824 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.4957, expected range: -22.6603 13.9460 Severely_persistent: rms_fgdepar=13.5959, expected range: 0.0000 19.3425 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5705, expected range: -22.5107 9.9747 Severely_persistent: rms_fgdepar=12.5990, expected range: 0.0000 21.8334 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.5389, expected range: -16.2094 9.0975 Severely_persistent: rms_fgdepar=13.6538, expected range: 0.0000 15.1804 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9576, expected range: -21.9681 7.1632 Severely_persistent: rms_fgdepar=13.2713, expected range: 0.0000 18.9974 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.3726, expected range: -24.5660 12.4759 Severely_persistent: rms_fgdepar=14.3929, expected range: 0.0000 23.5558 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.8708, expected range: -16.9827 29.4507 Severely_persistent: rms_fgdepar=13.0664, expected range: 0.0000 23.7908 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=17.4681, expected range: -20.2983 30.3494 Severely_persistent: rms_fgdepar=17.4887, expected range: 0.0000 20.8732 |
 | |
| 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=-13.8801, expected range: -17.4531 -10.5620 Severely_persistent: rms_fgdepar=13.9790, expected range: 10.7381 17.5699 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
11 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.1434, expected range: 1.5184 20.3134 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 04301 : out of range
Severe: rms_fgdepar=12.1903, expected range: 0.0000 10.3661 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 21937 : out of range
Severe: avg_fgdepar=-12.0842, expected range: -9.8950 5.0329 Severe: rms_fgdepar=12.1249, expected range: 0.0000 7.3747 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 35739 : out of range
Severe: rms_fgdepar=10.2079, expected range: 0.0000 5.5648 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 38878 : out of range
Severe: avg_fgdepar=12.1543, expected range: -4.6903 11.6455 Severe: rms_fgdepar=12.1659, expected range: 0.0000 10.5024 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 42414 : out of range
Severe: avg_fgdepar=13.3244, expected range: -1.6475 9.4409 Severe: rms_fgdepar=13.3244, expected range: 0.0000 9.4409 |
 | |
| METAR 2M TEMPERATURE (K) UOOO : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.1771, expected range: 0.0000 16.3488 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 04301 : out of range
Severe: rms_fgdepar=12.0844, expected range: 0.0000 11.2659 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 06654 : out of range
Severe: avg_fgdepar=12.8150, expected range: -3.8480 9.6587 Severe: rms_fgdepar=12.8238, expected range: 0.0000 9.8860 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 21937 : out of range
Severe: avg_fgdepar=-12.2055, expected range: -9.9853 5.0209 Severe: rms_fgdepar=12.2459, expected range: 0.0000 7.4819 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 42414 : out of range
Severe: avg_fgdepar=13.2337, expected range: -1.7874 9.4395 Severe: rms_fgdepar=13.2337, expected range: 0.0000 9.4395 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MF18550 : out of range
Severe: avg_fgdepar=13.3524, expected range: -5.1667 13.9987 Severe: rms_fgdepar=13.3907, expected range: 0.0000 14.0842 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MF19E6C : out of range
Severe: avg_fgdepar=13.1543, expected range: -6.7850 9.3074 Severe: rms_fgdepar=13.2353, expected range: 0.0000 8.4882 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MF1C332 : out of range
Severe: rms_fgdepar=10.2571, expected range: 0.0000 5.8477 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MF1C495 : out of range
Severe: avg_fgdepar=-12.3283, expected range: -8.3994 5.4276 Severe: rms_fgdepar=12.4061, expected range: 0.0000 7.6492 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1030C : out of range
Severe: avg_fgdepar=12.0592, expected range: -5.1722 11.2918 Severe: rms_fgdepar=12.1085, expected range: 0.0000 12.0445 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI112AE : out of range
Severe: rms_fgdepar=10.2960, expected range: 0.0000 4.2219 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11375 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.7623, expected range: 0.0000 5.1445 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11395 : out of range
Severe: avg_fgdepar=13.6875, expected range: -7.1351 9.9445 Severe: rms_fgdepar=13.6992, expected range: 0.0000 9.9733 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12AA5 : out of range
Severe: avg_fgdepar=12.4020, expected range: -4.8266 7.6722 Severe: rms_fgdepar=12.4184, expected range: 0.0000 7.6461 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12D02 : out of range
Severe: rms_fgdepar=10.8944, expected range: 0.0000 3.8713 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13B42 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=14.7853, expected range: -5.5512 11.3206 Severe: rms_fgdepar=14.8079, expected range: 0.0000 12.1672 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
Severe: avg_fgdepar=12.0138, expected range: -4.2492 15.2551 Severe: rms_fgdepar=12.0150, expected range: 0.0000 15.2968 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI174FC : out of range
Severe: avg_fgdepar=12.9819, expected range: -3.6987 5.5618 Severe: rms_fgdepar=13.1638, expected range: 0.0000 5.7858 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1896C : out of range
Severe: rms_fgdepar=10.6185, expected range: 0.0000 5.5113 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BA02 : out of range
Severe: avg_fgdepar=12.6527, expected range: -4.7000 7.4967 Severe: rms_fgdepar=12.7215, expected range: 0.0000 7.3939 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1CFFA : out of range
Severe: avg_fgdepar=14.7319, expected range: -4.3827 11.5614 Severe: rms_fgdepar=14.7448, expected range: 0.0000 12.2601 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D53B : out of range
Severe: avg_fgdepar=14.9399, expected range: -7.4302 14.6649 Severe: rms_fgdepar=14.9437, expected range: 0.0000 14.8750 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1E877 : out of range
Severe: avg_fgdepar=13.0195, expected range: -3.5816 8.4201 Severe: rms_fgdepar=13.1244, expected range: 0.0000 9.1219 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1F55F : out of range
Severe: avg_fgdepar=12.3138, expected range: -5.3167 4.7038 Severe: rms_fgdepar=12.3322, expected range: 0.0000 5.2919 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=71159.0000, expected range: 135323.0657 150354.8343 |
 | |
| rh2m | ||
| All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 356.21 |
||
| BUFR LAND SYNOP RH2M (%) _MF126E7 : out of range
Severe: rms_fgdepar=37.7534, expected range: 0.0000 20.3468 |
 | |
| BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=53387.0000, expected range: 93089.5355 103765.2645 |
 | |