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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 12:00
| amsua | ||
| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=-0.0009, expected range: -0.4208 -0.3323 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=0.5693, expected range: 0.3313 0.3668 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=-0.3005, expected range: -0.6057 -0.5972 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=-0.1676, expected range: -0.5062 -0.3256 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=-0.5187, expected range: -0.9300 -0.7825 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=-0.8643, expected range: -1.1738 -1.1403 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=-0.6850, expected range: -0.8813 -0.7798 |
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| NOAA-15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
Slight: avg_norm_fgdepar=-0.0531, expected range: -0.0182 0.0861 |
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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 (12 channels affected) : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.5817, expected range: -0.7316 -0.7036 |
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| mwhs2 | ||
| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=-2.2487, expected range: -2.8191 -2.6450 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=-2.5296, expected range: -3.2660 -3.1564 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3605, expected range: -0.2354 -0.0945 |
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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=-0.5236, expected range: -0.6712 -0.6282 |
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| Atmospheric Motion Vector | ||
| HIMAWARI-8 AMV VIS1 WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
7 times in the last 10 days for at least one item Severely_persistent: obs_number=441.0000, expected range: 291.8089 323.7988 |
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| Radiosondes | ||
| LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Severe: avg_lsm=0.8263, expected range: 0.9048 0.9849 |
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| LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Severe: avg_lsm=0.8566, expected range: 0.9279 0.9914 |
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| LAND TEMP Q (G/KG) 43279 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.7360, expected range: 0.0000 2.5398 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 82 : all data missing
Severe: obs_number=0, expected range: 55.93 134.87 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 0.00 410.68 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_lsm=0.6728, expected range: 0.7317 0.8002 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=1.0472, expected range: 0.0550 0.5972 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=7.2384, expected range: 1.0314 2.5052 Severe: avg_fgdepar=-3.2062, expected range: -0.4281 0.4259 Considerable: avg_lsm=0.8797, expected range: 0.9414 1.0354 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: avg_lsm=0.4191, expected range: 0.7549 1.0879 Considerable: avg_lsm=0.8760, expected range: 0.9411 1.0355 |
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| HIGH RESO LAND TEMP Q (G/KG) 72340 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.3656, expected range: 0.0000 1.0891 |
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| HIGH RESO LAND TEMP Q (G/KG) 76679 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.5367, expected range: 0.3064 1.1702 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 50527 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.4693, expected range: 0.0000 3.6490 Severe: avg_fgdepar=-9.3264, expected range: -1.1916 1.6894 |
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| BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 459.9430 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: avg_lsm=0.4340, expected range: 0.3595 0.4046 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HP : out of range
Considerable: avg_lsm=0.4327, expected range: 0.3584 0.4031 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=274.0000, expected range: 361.6826 387.3174 |
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| amdar | ||
| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA PRESSURE LAYER 0-300 (HPA) : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8882, expected range: -1.9211 0.7500 Severely_persistent: rms_fgdepar=11.0518, expected range: -24.8746 34.0618 Severely_persistent: avg_fgdepar=10.6095, expected range: -26.6338 35.0466 |
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| TAMDAR WIND VECTOR DIFF (M/S) 00001068 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=16.5152, expected range: 0.0000 6.9926 |
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| TAMDAR WIND VECTOR DIFF (M/S) 00005178 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.8653, expected range: 0.7464 30.1652 Severe: avg_fgdepar=26.8653, expected range: 0.5952 30.0771 |
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| ADS-C WIND VECTOR DIFF (M/S) 3NDUTARA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.1973, expected range: 0.0000 18.1127 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) QTR971 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.0161, expected range: 0.0000 9.0183 |
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| AIREP WIND VECTOR DIFF (M/S) QTR929 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.9679, expected range: 0.0000 14.2155 |
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| AIREP WIND VECTOR DIFF (M/S) OMA816 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.7206, expected range: 0.0000 7.1536 |
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| AIREP WIND VECTOR DIFF (M/S) AIC301 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.5844, expected range: 0.0000 16.0717 |
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| AIREP WIND VECTOR DIFF (M/S) AAL73 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.3289, expected range: 0.0000 29.4643 Severe: avg_fgdepar=22.1893, expected range: -7.7238 19.2117 |
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| prof | ||
| JAPANESE WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item Severe: obs_number=0.0000, expected range: 0.0000 353.5039 Severe: obs_number=0.0000, expected range: 0.0000 353.5039 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: avg_lsm=0.7145, expected range: 0.7759 0.8842 |
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| synop | ||
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31300 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8414, expected range: -1.0274 0.7500 |
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| BUFR LAND SYNOP RH2M (%) _1702766 : out of range
7 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=52.7449, expected range: 20.2230 83.0704 Severely_persistent: avg_fgdepar=-52.7449, expected range: -85.9098 -14.8529 |
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| BUFR LAND SYNOP RH2M (%) 68408 : out of range
29 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9963, expected range: -2.0637 0.7500 Severely_persistent: rms_fgdepar=50.5623, expected range: 0.0000 152.3934 Severely_persistent: avg_fgdepar=-50.5210, expected range: -157.6712 100.5208 |
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| AUTOMATIC LAND SYNOP RH2M (%) 68397 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.9997, expected range: -1.2296 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78711 : out of range
Severe: avg_pge=0.8087, expected range: -0.4038 0.5307 Severe: rms_fgdepar=341.3831, expected range: 0.0000 164.2249 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 47022 : out of range
Severe: avg_pge=0.8984, expected range: -0.4919 0.7500 Severe: rms_fgdepar=748.2234, expected range: 0.0000 381.0561 Severe: avg_fgdepar=-733.3838, expected range: -449.7072 434.0262 |
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| MANUAL LAND SYNOP RH2M (%) 43017 : out of range
Severe: avg_pge=0.9903, expected range: -0.9006 0.7500 Severe: rms_fgdepar=43.2746, expected range: 0.0000 43.2445 |
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| MANUAL LAND SYNOP RH2M (%) 42770 : out of range
Severe: avg_pge=0.9703, expected range: -1.3269 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 41560 : out of range
Severe: avg_pge=0.9623, expected range: -0.0771 0.0956 |
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| BUFR LAND SYNOP Z (M) 41508 : out of range
Severe: avg_pge=0.8144, expected range: -1.1807 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 94893 : out of range
Severe: avg_pge=0.8502, expected range: -0.9207 0.7500 Severe: rms_fgdepar=326.3125, expected range: 0.0000 281.6699 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 25707 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8042, expected range: -1.0736 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
Severe: avg_pge=0.8211, expected range: -0.4035 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 16436 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8060, expected range: -0.0737 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 95369 : out of range
Severe: rms_fgdepar=47.2075, expected range: 0.0000 23.5748 |
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| BUFR LAND SYNOP RH2M (%) 64184 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.9647, expected range: -1.4776 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 43291 : out of range
Severe: avg_pge=0.9888, expected range: -1.2043 0.7500 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
27 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9225, expected range: -1.4600 0.7500 Severely_persistent: rms_fgdepar=1141.5005, expected range: 0.0000 1998.9192 Severely_persistent: avg_fgdepar=-1141.5005, expected range: -2101.0880 1676.8128 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JQF : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=514.8145, expected range: 225.9267 815.6254 Severely_persistent: avg_fgdepar=-514.8145, expected range: -816.2794 -224.8696 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FAZ9 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8392, expected range: -1.1252 0.7500 Severely_persistent: rms_fgdepar=580.9407, expected range: -771.2248 1088.3702 Severely_persistent: avg_fgdepar=-580.9407, expected range: -992.1471 722.4135 |
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| AUTOMATIC SHIP SURFACE PRESSURE (PA) : out of range
Severe: avg_lsm=0.0092, expected range: 0.0001 0.0036 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item Severe: avg_lsm=0.2250, expected range: -0.0495 0.0968 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VROH8 : Significant drift within DA wi
Severe: stdev_lon=9.3427, expected range: -0.7079 1.5350 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V9111 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=161.9500, expected range: -239.0397 273.4953 Severe: stdev_lat=5.1000, expected range: -5.2774 6.1329 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDH7557 : out of range
Severe: avg_pge=0.8139, expected range: -1.0065 0.7500 Severe: rms_fgdepar=522.1816, expected range: 0.0000 417.0443 Severe: avg_fgdepar=-522.1816, expected range: -705.1265 627.5960 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROH8 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=9.3427, expected range: -0.7079 1.5350 Severe: rms_fgdepar=522.3028, expected range: 0.0000 774.9004 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK60 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8318, expected range: -0.1476 0.1637 Severe: rms_fgdepar=521.2419, expected range: 0.0000 120.2275 Severe: avg_fgdepar=-521.2419, expected range: -133.9295 132.3563 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) MWTGW8G : out of range
Severe: rms_fgdepar=317.1658, expected range: 0.0000 160.6109 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) KIYI : Significant drift within DA wi
Severe: stdev_lon=2.3354, expected range: -2.1431 4.0231 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGTY : Change of land sea mask
3 times in the last 10 days for at least one item Severe: avg_lsm=0.9967, expected range: -1.7473 2.9949 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6FA2 : Significant drift within DA wi
Severe: stdev_lon=12.2400, expected range: -1.1851 1.9751 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9111 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=161.9500, expected range: -239.0397 273.4953 Severe: stdev_lat=5.1000, expected range: -5.2774 6.1329 Severe: rms_fgdepar=384.4029, expected range: 0.0000 198.5924 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6415 : out of range
Severe: avg_pge=0.8028, expected range: -0.8212 0.7500 Severe: rms_fgdepar=587.4817, expected range: 0.0000 528.9873 Severe: avg_fgdepar=578.4938, expected range: -655.5351 728.2271 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2911 : out of range
Severe: avg_pge=0.8257, expected range: -1.0059 0.7500 |
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| buoy | ||
| MOORED BUOYS SURFACE PRESSURE (PA) 2200185 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8728, expected range: -1.4383 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4401563 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8166, expected range: -1.1619 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1501742 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8780, expected range: -1.2331 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4602593 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.9000, expected range: -0.9137 0.7500 Severe: rms_fgdepar=576.8446, expected range: -540.9193 704.3382 Severe: avg_fgdepar=-561.3846, expected range: -489.7519 599.7122 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4101702 : out of range
Severe: rms_fgdepar=427.8556, expected range: 0.0000 90.2558 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1601740 : Significant drift within DA wi
Severe: stdev_lat=1.0039, expected range: -0.0131 0.0436 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1501728 : Significant drift within DA wi
Severe: stdev_lon=1.0821, expected range: -0.0118 0.0688 |
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| snow | ||
| MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
12 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=81.9963, expected range: 39.4836 62.3957 Severely_persistent: avg_fgdepar=-81.9963, expected range: -62.3957 -39.4836 |
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| BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
13 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=56.5883, expected range: 0.0000 74.8273 Severely_persistent: avg_fgdepar=56.5664, expected range: -19.5687 74.7940 |
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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: rms_fgdepar=69.0635, expected range: 63.7936 110.3631 Severely_persistent: avg_fgdepar=-69.0082, expected range: -110.3674 -63.7537 |
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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=793.2786, expected range: 745.0278 836.7579 Severely_persistent: avg_fgdepar=-793.0836, expected range: -836.8029 -744.8242 |
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| BUFR LAND SYNOP SNOW (CM) 25378 : out of range
12 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=82.0439, expected range: 39.5400 62.4668 Severely_persistent: avg_fgdepar=-82.0439, expected range: -62.4668 -39.5400 |
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| BUFR LAND SYNOP SNOW (CM) 01291 : out of range
Severe: rms_fgdepar=15.7569, expected range: 0.0000 2.8299 |
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| BUFR LAND SYNOP SNOW (CM) 01220 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=55.8528, expected range: -6.1665 8.9699 Severe: avg_fgdepar=55.7906, expected range: -8.1686 8.6051 |
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| BUFR LAND SYNOP SNOW (CM) 01132 : out of range
Severe: rms_fgdepar=42.6022, expected range: -2.7347 3.7827 |
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| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
12 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.7817, expected range: 1.9155 19.7522 Severely_persistent: avg_fgdepar=-14.1361, expected range: -20.3421 0.9956 |
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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: rms_fgdepar=15.1458, expected range: 10.6868 17.4208 Severely_persistent: avg_fgdepar=-15.0698, expected range: -17.3188 -10.4856 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.4263, expected range: 0.0000 26.0666 Severely_persistent: avg_fgdepar=-12.0728, expected range: -24.7473 33.1925 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
11 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.5664, expected range: 0.0000 19.2159 Severely_persistent: avg_fgdepar=-13.4894, expected range: -22.0615 6.8029 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=15.2743, expected range: 0.0000 23.3496 Severely_persistent: avg_fgdepar=-15.2028, expected range: -27.4022 16.3783 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=17.1778, expected range: 0.0000 19.1094 Severely_persistent: avg_fgdepar=-17.1656, expected range: -22.5202 13.5611 |
 | |
| METAR 2M TEMPERATURE (K) VYNT : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.4655, expected range: 4.0248 16.7640 Severely_persistent: avg_fgdepar=13.4562, expected range: 2.8997 17.2217 |
 | |
| METAR 2M TEMPERATURE (K) UGMS : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.1712, expected range: 3.4473 17.0035 Severely_persistent: avg_fgdepar=13.1635, expected range: 3.4817 16.9028 |
 | |
| METAR 2M TEMPERATURE (K) KTLH : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.7737, expected range: 5.9144 16.5589 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
19 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=15.8025, expected range: 7.3273 18.5789 Severely_persistent: avg_fgdepar=-15.5821, expected range: -18.7993 -6.6070 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI176D9 : out of range
7 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.0542, expected range: 0.0000 30.8594 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _170E863 : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.5051, expected range: 0.0000 22.9183 Severely_persistent: avg_fgdepar=-13.0782, expected range: -31.5120 24.1455 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
12 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.4413, expected range: 1.7733 20.1025 Severely_persistent: avg_fgdepar=-13.7822, expected range: -20.4687 0.7383 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=15.2546, expected range: 10.7682 17.4791 Severely_persistent: avg_fgdepar=-15.1792, expected range: -17.3632 -10.5863 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 80010 : out of range
11 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=16.9285, expected range: 6.4109 18.5755 Severely_persistent: avg_fgdepar=-16.8980, expected range: -32.4940 36.3843 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_est_pge=0.8047, expected range: -0.0369 1.0814 Severely_persistent: rms_fgdepar=19.4498, expected range: 0.0000 20.8732 Severely_persistent: avg_fgdepar=19.4420, expected range: -20.2983 30.3494 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
16 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.1039, expected range: 0.0000 26.1032 Severely_persistent: avg_fgdepar=-12.6049, expected range: -24.4322 33.0958 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
12 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.5661, expected range: 0.0000 19.2279 Severely_persistent: avg_fgdepar=-13.4872, expected range: -22.1379 6.8929 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=15.3080, expected range: 0.0000 23.2736 Severely_persistent: avg_fgdepar=-15.2367, expected range: -27.2484 16.1785 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=17.3009, expected range: 0.0000 19.2733 Severely_persistent: avg_fgdepar=-17.2895, expected range: -22.5951 13.4888 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 73090 : out of range
Severe: rms_fgdepar=13.3493, expected range: 0.0000 4.2120 Severe: avg_fgdepar=-13.2408, expected range: -4.9719 5.0873 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71546 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.6610, expected range: 0.0000 8.4550 Severe: avg_fgdepar=-12.6058, expected range: -8.0188 6.6566 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71393 : out of range
Severe: rms_fgdepar=11.0045, expected range: 0.0000 5.6331 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71235 : out of range
Severe: rms_fgdepar=13.0037, expected range: 0.0000 8.8597 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 55578 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=13.6802, expected range: 0.0000 19.6144 Severe: avg_fgdepar=-13.6802, expected range: -23.0514 20.3366 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02890 : out of range
Severe: rms_fgdepar=14.2899, expected range: 0.0000 5.2641 Severe: avg_fgdepar=-14.2899, expected range: -4.7649 6.4167 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 71943 : out of range
Severe: rms_fgdepar=13.5294, expected range: 0.0000 4.1109 Severe: avg_fgdepar=-13.3885, expected range: -4.9329 4.9168 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 71940 : out of range
Severe: rms_fgdepar=13.1986, expected range: 0.0000 5.9737 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 71930 : out of range
Severe: rms_fgdepar=10.4451, expected range: 0.0000 5.4690 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 71877 : out of range
Severe: rms_fgdepar=11.1631, expected range: 0.0000 6.3360 |
 | |
| METAR 2M TEMPERATURE (K) UOOO : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=17.3901, expected range: 0.0000 16.0248 Severe: avg_fgdepar=16.3350, expected range: -12.2946 12.9320 |
 | |
| METAR 2M TEMPERATURE (K) UHMM : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=15.1846, expected range: 0.0000 21.2164 Severe: avg_fgdepar=-15.1407, expected range: -24.3189 21.5240 |
 | |
| METAR 2M TEMPERATURE (K) KMMT : out of range
Severe: rms_fgdepar=10.5709, expected range: 0.9724 5.2951 |
 | |
| METAR 2M TEMPERATURE (K) CYZU : out of range
Severe: rms_fgdepar=11.2627, expected range: 0.0000 5.9516 |
 | |
| METAR 2M TEMPERATURE (K) CYXJ : out of range
Severe: rms_fgdepar=13.0128, expected range: 0.0000 4.0751 |
 | |
| METAR 2M TEMPERATURE (K) CYQU : out of range
Severe: rms_fgdepar=12.3178, expected range: 0.0000 5.8276 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BE4D : out of range
Severe: rms_fgdepar=13.5701, expected range: 0.0000 2.9548 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1896C : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=16.8078, expected range: 0.0000 5.3728 Severe: avg_fgdepar=-16.8078, expected range: -2.5587 4.8981 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI16FE4 : out of range
Severe: rms_fgdepar=14.3865, expected range: 0.0000 3.9365 Severe: avg_fgdepar=14.2936, expected range: -3.0312 3.3617 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 73090 : out of range
Severe: rms_fgdepar=13.0417, expected range: 0.0000 3.9530 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71943 : out of range
Severe: rms_fgdepar=13.4308, expected range: 0.0000 3.8250 Severe: avg_fgdepar=-12.4939, expected range: -4.5802 4.8346 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71940 : out of range
Severe: rms_fgdepar=12.6125, expected range: 0.0000 5.8174 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71546 : out of range
Severe: rms_fgdepar=13.5645, expected range: 0.0000 7.3654 Severe: avg_fgdepar=-13.3637, expected range: -6.7389 5.6168 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71235 : out of range
Severe: rms_fgdepar=13.2670, expected range: 0.0000 7.6830 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02890 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=11.1912, expected range: 0.0000 5.1000 |
 | |
| rh2m | ||
| All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 356.21 |
||