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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-22 00:00
| amsua | ||
| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5910, expected range: -0.5188 -0.5121 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5297, expected range: -0.4798 -0.4756 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2975, expected range: -0.2522 -0.2137 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.8803, expected range: -0.7854 -0.7344 |
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| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 366 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1850, expected range: -0.1497 -0.1108 |
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| METOP-C IASI RADIANCES CHANNEL 3105 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1540, expected range: -0.1829 -0.1697 |
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| METOP-C IASI RADIANCES CHANNEL 87 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0592, expected range: 0.1159 0.1685 |
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| METOP-C IASI RADIANCES CHANNEL 262 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0530, expected range: 0.0378 0.0407 |
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| METOP-C IASI RADIANCES CHANNEL 269 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0749, expected range: -0.0956 -0.0858 |
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| METOP-B IASI RADIANCES CHANNEL 432 : out of range
Slight: avg_fgdepar=0.0214, expected range: -0.0113 0.0111 |
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| cris | ||
| NOAA20 CRIS RADIANCES CHANNEL 72 : out of range
Considerable: obs_number=2456.0000, expected range: 2094.2640 2368.6110 |
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| NOAA20 CRIS RADIANCES CHANNEL 74 : out of range
Considerable: obs_number=2458.0000, expected range: 2099.5052 2367.9948 |
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| NOAA20 CRIS RADIANCES CHANNEL 75 : out of range
Considerable: obs_number=2449.0000, expected range: 2074.1249 2364.8163 |
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| NOAA20 CRIS RADIANCES CHANNEL 76 : out of range
Considerable: obs_number=2459.0000, expected range: 2091.5799 2379.0451 |
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| NOAA20 CRIS RADIANCES CHANNEL 78 : out of range
Considerable: obs_number=2440.0000, expected range: 2067.4122 2363.5878 |
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| airs | ||
| AQUA AIRS RADIANCES CHANNEL 257 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=-0.1577, expected range: -0.2314 -0.2257 |
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| AQUA AIRS RADIANCES CHANNEL 210 : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=0.0148, expected range: -0.0571 -0.0300 |
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| AQUA AIRS RADIANCES CHANNEL 218 : out of range
Severe: avg_biascorr=0.0218, expected range: -0.0284 -0.0084 |
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| AQUA AIRS RADIANCES CHANNEL 226 : out of range
Severe: avg_biascorr=-0.0909, expected range: -0.1557 -0.1361 |
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| AQUA AIRS RADIANCES CHANNEL 256 : out of range
Severe: avg_biascorr=-0.1763, expected range: -0.2295 -0.2034 |
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| AQUA AIRS RADIANCES CHANNEL 1104 : out of range
Severe: avg_biascorr=0.4354, expected range: 0.4935 0.5111 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 19 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1368, expected range: -0.2141 -0.1786 |
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| NPP ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0464, expected range: -0.0271 -0.0209 |
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| NPP ATMS RADIANCES CHANNEL 21 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2106, expected range: 0.1266 0.1371 |
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| NPP ATMS RADIANCES CHANNEL 22 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.7406, expected range: 0.6337 0.6678 |
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| NPP ATMS RADIANCES CHANNEL 13 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4691, expected range: -0.3684 -0.3398 |
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| NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2445, expected range: -0.3062 -0.2913 |
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| NOAA20 ATMS RADIANCES CHANNEL 21 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0401, expected range: -0.1169 -0.1047 |
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| NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.5353, expected range: 0.4158 0.4639 |
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| NOAA20 ATMS RADIANCES (7 channels affected) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=3708.0000, expected range: 3150.5536 3586.8214 |
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| resat | ||
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 250-251 (HPA) : out of range
10 times in the last 10 days for at least one item Slight: avg_fgdepar=-0.0273, expected range: -0.2457 -0.0991 |
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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: 104.57 189.83 |
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| LAND TEMP Q (G/KG) 96633 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.7547, expected range: 1.0862 1.7164 |
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| LAND TEMP Q (G/KG) 24947 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.5026, expected range: 0.0000 1.2492 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 42971 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=18.6442, expected range: 0.0000 9.2562 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 42379 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=20.9269, expected range: 0.0000 10.0782 |
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| HIGH RESO LAND TEMP Q (G/KG) 57687 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.3333, expected range: 0.0000 1.7088 |
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| HIGH RESO LAND TEMP Q (G/KG) 54857 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.7722, expected range: 0.0000 1.9395 |
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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_pge=0.9059, expected range: 0.0441 0.7500 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 51656 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=8.1873, expected range: 0.0000 7.3773 Severe: avg_pge=0.9106, expected range: -0.6266 0.7500 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 50774 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=16.4295, expected range: 0.3490 3.7447 |
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| All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 81.99 552.15 |
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| HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=325.0000, expected range: 396.4347 440.8153 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=101.0000, expected range: 88.9203 94.1908 |
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| amdar | ||
| WIGOS AMDAR WIND VECTOR DIFF (M/S) NNCUITBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.9110, expected range: 0.0000 6.4487 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) MX4TA2JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.0630, expected range: 0.0000 7.3154 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) QB0CV2JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.0124, expected range: 0.0000 9.1219 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) L5RUIRZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=23.8358, expected range: 0.0381 5.9974 Severe: rms_fgdepar=23.8358, expected range: 0.0000 7.3823 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) K2IHLDRA PRESSURE LAYER 900-1200 (H : out of range
Severe: avg_fgdepar=20.1795, expected range: -4.7275 22.2073 Severe: rms_fgdepar=20.1795, expected range: 0.0000 21.6143 Severe: avg_pge=0.8492, expected range: 0.0859 0.7500 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) XP3LWGRA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=19.1873, expected range: 0.0567 6.0900 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) B5YMILRA PRESSURE LAYER 900-1200 (H : out of range
Severe: avg_fgdepar=21.2742, expected range: 0.4535 4.1264 Severe: avg_pge=0.8116, expected range: -0.3163 0.4423 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) Z5ZIOZRA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=17.3966, expected range: 0.0000 7.8986 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 02933 PRESSURE LAYER 600-900 : out of range
Severe: rms_fgdepar=17.0793, expected range: 0.0000 10.7686 Severe: avg_pge=0.9005, expected range: -0.4919 0.6500 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42379 (3 pressure layers affected) : out of range
Severe: rms_fgdepar=15.0738, expected range: 0.9356 6.7126 |
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| LAND PILOT WIND VECTOR DIFF (M/S) 42379 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=20.2709, expected range: -2.0056 9.1774 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 42473 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9915, expected range: -0.6205 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42469 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9999, expected range: -1.7320 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 44232 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8302, expected range: 0.4873 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83235 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=339.7247, expected range: 0.0000 127.3797 Severely_persistent: avg_pge=0.8023, expected range: -0.7640 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 60390 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=54.3489, expected range: -56.5752 94.0320 Severely_persistent: rms_fgdepar=54.3489, expected range: 0.0000 94.0320 Severely_persistent: avg_pge=0.9997, expected range: -1.7518 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 34601 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=643.0817, expected range: -184.6181 207.5282 Severely_persistent: rms_fgdepar=643.0817, expected range: -133.7108 185.4983 Severely_persistent: avg_pge=0.9074, expected range: -1.3530 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-619.5136, expected range: -655.6906 -565.0396 Severely_persistent: rms_fgdepar=619.5741, expected range: 564.2920 657.1530 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-896.3908, expected range: -988.9634 -812.3440 Severely_persistent: rms_fgdepar=897.4744, expected range: 816.9997 986.9127 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 38344 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8239, expected range: -1.3985 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 35082 : out of range
Severe: avg_pge=0.9987, expected range: -1.2455 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 35816 : out of range
Severe: rms_fgdepar=37.5548, expected range: 0.0000 15.9861 |
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| MANUAL LAND SYNOP RH2M (%) 41560 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8979, expected range: -0.6949 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 67781 : out of range
Severe: rms_fgdepar=31.3115, expected range: 0.0000 14.9818 |
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| MANUAL LAND SYNOP RH2M (%) 76593 : out of range
Severe: rms_fgdepar=37.3939, expected range: 0.0000 12.2825 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42961 : out of range
Severe: avg_fgdepar=562.1046, expected range: -224.4133 200.5750 Severe: rms_fgdepar=562.1046, expected range: 0.0000 209.2401 Severe: avg_pge=0.8698, expected range: -0.9450 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43087 : out of range
Severe: rms_fgdepar=406.7022, expected range: 0.0000 210.8209 Severe: avg_pge=0.8471, expected range: 0.0000 0.0000 |
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| BUFR LAND SYNOP RH2M (%) 94710 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.9758, expected range: -1.8666 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 72503 : out of range
Severe: avg_pge=0.8407, expected range: -0.0995 0.1492 |
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| BUFR LAND SYNOP RH2M (%) 72253 : out of range
Severe: rms_fgdepar=34.8433, expected range: 0.0000 7.3541 |
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| BUFR LAND SYNOP RH2M (%) 72254 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-52.5821, expected range: -16.0663 14.8176 Severe: rms_fgdepar=52.5821, expected range: 0.0000 8.5309 Severe: avg_pge=1.0000, expected range: -0.0774 0.0947 |
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| BUFR LAND SYNOP RH2M (%) 73028 : out of range
Severe: rms_fgdepar=35.9864, expected range: 0.0000 17.0278 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31510 : out of range
Severe: rms_fgdepar=359.1670, expected range: 0.0000 171.4637 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48433 : out of range
Severe: rms_fgdepar=396.8082, expected range: 40.5978 95.2527 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 23383 : out of range
Severe: rms_fgdepar=315.7792, expected range: 0.0000 139.9662 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48385 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=432.5656, expected range: 0.0000 140.0219 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48386 : out of range
Severe: rms_fgdepar=597.7289, expected range: 0.0000 192.1041 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 96987 : out of range
Severe: rms_fgdepar=595.7468, expected range: 0.0000 111.8161 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=167.0396, expected range: 107.2645 138.9570 Considerable: obs_number=71.0000, expected range: 88.2848 93.1152 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2IYH3 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=657.2505, expected range: -206.7643 1368.6934 Severely_persistent: rms_fgdepar=657.2505, expected range: 0.0000 1410.2232 Severely_persistent: avg_pge=0.8495, expected range: 0.6275 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FJB3 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=483.8612, expected range: 0.0000 202.1396 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3865 : out of range
Severe: avg_pge=0.8085, expected range: -1.0507 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 45197 : out of range
Severe: rms_fgdepar=314.5358, expected range: 0.0000 105.5907 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5028 : out of range
Severe: rms_fgdepar=515.7402, expected range: 0.0000 410.9984 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) KIAB : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=689.0693, expected range: -351.0300 1171.8740 Severe: rms_fgdepar=689.0693, expected range: 0.0000 1216.5094 Severe: avg_pge=0.8550, expected range: -0.0898 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BU3 : out of range
Severe: rms_fgdepar=19.0812, expected range: 0.0000 5.3620 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRBJ9 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=25.3927, expected range: -24.1092 38.8014 Severe: rms_fgdepar=25.3927, expected range: 0.0000 43.3656 Severe: avg_pge=0.9265, expected range: -0.7772 0.7500 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 3301613 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=375.5701, expected range: 0.0000 360.8262 Severe: avg_pge=0.8053, expected range: -0.5261 0.7020 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6102797 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8547, expected range: 0.7588 0.7500 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) HESH : out of range
Severe: rms_fgdepar=333.1536, expected range: 0.0000 109.5992 |
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| METAR SURFACE PRESSURE (PA) FAEL : out of range
Severe: rms_fgdepar=426.1805, expected range: 0.0000 118.7320 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) KSSF : out of range
Severe: rms_fgdepar=300.2699, expected range: 12.9648 125.6758 |
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| snow | ||
| BUFR LAND SYNOP SNOW (CM) _MI1F541 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=53.0667, expected range: 34.6516 60.0844 |
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| BUFR LAND SYNOP SNOW (CM) _MI1F541 : out of range
12 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=54.1701, expected range: 35.5038 60.5179 |
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| BUFR LAND SYNOP SNOW (CM) 01361 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=69.5239, expected range: 55.8397 73.2808 Severely_persistent: rms_fgdepar=69.5341, expected range: 55.8516 73.2753 |
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| BUFR LAND SYNOP SNOW (CM) _MF1B2B2 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=59.7507, expected range: 49.3760 62.5168 |
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| BUFR LAND SYNOP SNOW (CM) _MF1B2B2 : out of range
8 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=59.7507, expected range: 49.3851 62.5168 |
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| BUFR LAND SYNOP SNOW (CM) 01003 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-66.7533, expected range: -79.5212 -63.2941 Severely_persistent: rms_fgdepar=66.7533, expected range: 63.2941 79.5212 |
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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=-774.0151, expected range: -781.2960 -707.9687 |
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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=774.0151, expected range: 707.9668 781.3003 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=58.4327, expected range: 63.2641 124.6223 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=58.4719, expected range: 63.2723 124.6573 |
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| BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-100.5608, expected range: -93.8247 -86.9592 Severely_persistent: rms_fgdepar=100.5630, expected range: 86.9589 93.8255 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=50.6445, expected range: 30.3327 54.7503 |
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| t2m | ||
| METAR 2M TEMPERATURE (K) UGMS : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=12.5036, expected range: 8.1337 15.5629 Severely_persistent: rms_fgdepar=12.6404, expected range: 8.2307 15.6028 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.9357, expected range: -41.7945 14.1149 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
20 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=17.9512, expected range: 8.6860 23.8592 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.3720, expected range: -19.6116 -11.1498 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
24 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.3832, expected range: 11.1798 19.6592 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89625 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0092, expected range: -15.9043 5.6682 Severe: rms_fgdepar=12.0380, expected range: 0.0000 13.4189 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 56106 : out of range
Severe: avg_fgdepar=12.1537, expected range: 5.6801 10.5499 Severe: rms_fgdepar=12.1537, expected range: 5.6801 10.5499 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71506 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.9822, expected range: -13.9953 7.0206 Severe: rms_fgdepar=14.3124, expected range: 0.0000 11.9402 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
Severe: rms_fgdepar=12.0375, expected range: 0.0000 11.7967 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 94834 : out of range
Severe: rms_fgdepar=10.2161, expected range: 0.0000 3.9244 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 42506 : out of range
Severe: avg_fgdepar=12.2725, expected range: -2.1219 13.4530 Severe: rms_fgdepar=12.2725, expected range: 0.0000 13.4530 |
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| METAR 2M TEMPERATURE (K) KSSF : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=11.5774, expected range: 2.2212 4.5322 |
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| METAR 2M TEMPERATURE (K) KHYI : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.7192, expected range: 1.2406 3.7359 |
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| METAR 2M TEMPERATURE (K) SBSM : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.7612, expected range: 0.0000 4.0519 |
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| METAR 2M TEMPERATURE (K) KTYR : out of range
Severe: rms_fgdepar=10.5386, expected range: 1.8496 3.5033 |
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| METAR 2M TEMPERATURE (K) KSJT : out of range
Severe: rms_fgdepar=10.0151, expected range: 1.1629 5.0118 |
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| METAR 2M TEMPERATURE (K) KBAZ : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=12.5888, expected range: -1.1656 3.0399 Severe: rms_fgdepar=12.6285, expected range: 0.3284 4.2489 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 89625 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0621, expected range: -15.9374 5.6198 Severe: rms_fgdepar=12.0907, expected range: 0.0000 13.4811 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71506 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.1240, expected range: -13.6732 6.5247 Severe: rms_fgdepar=13.4978, expected range: 0.0000 11.8682 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 42506 : out of range
Severe: avg_fgdepar=12.2032, expected range: -2.1439 13.3618 Severe: rms_fgdepar=12.2032, expected range: 0.0000 13.3618 |
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| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 16684 : out of range
Severe: rms_fgdepar=32.8617, expected range: 0.0000 16.7677 |
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| AUTOMATIC LAND SYNOP RH2M (%) 73028 : out of range
Severe: rms_fgdepar=32.2574, expected range: 0.0000 16.4465 |
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| METAR RH2M (%) KHYI : out of range
Severe: rms_fgdepar=37.5526, expected range: 0.8069 21.3743 |
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| METAR RH2M (%) HSPN : out of range
Severe: rms_fgdepar=32.8111, expected range: 0.0000 17.8562 |
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