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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-10 00:00
| amsua | ||
| All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77 |
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| NOAA-18 AMSUA RADIANCES CHANNEL 7 : out of range
Considerable: avg_biascorr=-0.4946, expected range: -0.6899 -0.5601 |
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| airs | ||
| All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 2925.25 24635.99 |
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| mhs | ||
| METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
31 times in the last 10 days for at least one item Severely_persistent: avg_norm_fgdepar=-0.1106, expected range: -0.0244 0.0288 Severely_persistent: stdev_norm_fgdepar=0.4549, expected range: 0.0998 0.1500 |
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| METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
29 times in the last 10 days for at least one item Severely_persistent: avg_norm_fgdepar=-0.1756, expected range: -0.0426 0.0464 Severely_persistent: stdev_norm_fgdepar=0.5405, expected range: 0.1034 0.1765 |
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| atms | ||
| NOAA20 ATMS RADIANCES CHANNEL 9 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5043, expected range: -0.5918 -0.5728 |
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| NPP ATMS RADIANCES CHANNEL 10 : out of range
4 times in the last 10 days for at least one item Considerable: avg_biascorr=-0.0909, expected range: -0.1923 -0.1296 |
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| ssmis | ||
| All DMSP-17 SSMIS ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 7453.22 17691.11 |
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| All DMSP-18 SSMIS ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 10602.71 14186.16 |
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| gpsro | ||
| All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21 |
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| COSMIC2-E6 GPSRO RISING HEIGHT 42-44 KM : out of range
Slight: stdev_norm_fgdepar=0.3599, expected range: 0.4789 0.7824 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8830, expected range: -0.6019 0.7500 |
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| LAND TEMP TEMPERATURE (K) 48568 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=-10.6431, expected range: -1.2541 0.7684 Severe: rms_fgdepar=11.6757, expected range: 0.1212 1.7444 Severe: avg_pge=0.8744, expected range: -0.1158 0.2475 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 28445 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.0878, expected range: 0.0000 4.3767 |
 | |
| LAND TEMP Q (G/KG) 48568 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.0390, expected range: 0.0000 2.7898 Severe: avg_pge=0.8762, expected range: -0.0007 0.0083 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56137 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=24.8659, expected range: 0.0000 8.9445 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 66.28 170.47 |
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| BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
1 times in the last 10 days for at least one item Severe: obs_number=0.0000, expected range: 0.0000 388.5779 |
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| LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: rms_fgdepar=2.2996, expected range: 0.9694 1.7949 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=215.0000, expected range: 276.4048 293.0952 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Considerable: obs_number=586.0000, expected range: 732.3068 793.1932 |
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| amdar | ||
| AMDAR WIND VECTOR DIFF (M/S) CNFKQP PRESSURE LAYER 600-900 (HPA) : out of range
13 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=20.8870, expected range: 0.1003 43.2031 |
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| WIGOS AMDAR Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 394.9589 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) THY4 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.2558, expected range: 0.0000 6.3697 |
 | |
| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
7 times in the last 10 days for at least one item Severely_persistent: obs_number=0.0000, expected range: 0.0000 492.8252 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 61442 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=24.1196, expected range: 0.0000 49.8774 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 40710 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=70.0905, expected range: 35.9829 88.4348 Severely_persistent: rms_fgdepar=70.0905, expected range: 35.9829 88.4348 Severely_persistent: avg_pge=0.9771, expected range: -1.0960 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 41560 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=53.1919, expected range: -39.5006 112.1025 Severely_persistent: rms_fgdepar=53.1919, expected range: 0.0000 102.3296 |
 | |
| MANUAL LAND SYNOP RH2M (%) 38611 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=60.0772, expected range: -76.0519 129.6485 Severely_persistent: rms_fgdepar=60.0772, expected range: 0.0000 124.7315 |
 | |
| MANUAL LAND SYNOP RH2M (%) 65125 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=52.3616, expected range: 17.4059 69.0737 Severely_persistent: rms_fgdepar=52.3616, expected range: 17.4059 69.0737 Severely_persistent: avg_pge=0.9976, expected range: -0.2010 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
31 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=635.7950, expected range: -47.5303 1004.1835 Severely_persistent: rms_fgdepar=636.2065, expected range: 0.0000 1003.9231 Severely_persistent: avg_pge=0.8935, expected range: 0.5069 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8435, expected range: 0.5968 0.7500 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 58926 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9045, expected range: -0.8762 0.7500 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 56079 : out of range
25 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8353, expected range: -1.1145 0.7500 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item Severe: obs_number=1781.0000, expected range: 233.9139 245.8861 Severe: obs_number=1727.0000, expected range: 184.4354 189.0646 Considerable: obs_number=3906.0000, expected range: 2130.8409 2529.9091 |
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| MANUAL LAND SYNOP RH2M (%) 38911 : out of range
Severe: rms_fgdepar=34.7072, expected range: 0.0000 19.0005 |
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| MANUAL LAND SYNOP RH2M (%) 38933 : out of range
Severe: avg_fgdepar=59.1773, expected range: -39.4497 50.6044 Severe: rms_fgdepar=59.1773, expected range: 0.0000 48.9173 |
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| MANUAL LAND SYNOP RH2M (%) 38915 : out of range
Severe: avg_fgdepar=66.4343, expected range: -29.5742 48.7672 Severe: rms_fgdepar=66.4343, expected range: 0.0000 47.3456 Severe: avg_pge=0.8745, expected range: -0.0225 0.0345 |
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| MANUAL LAND SYNOP RH2M (%) 38927 : out of range
Severe: rms_fgdepar=30.8978, expected range: 0.0000 15.2379 |
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| MANUAL LAND SYNOP RH2M (%) 41697 : out of range
Severe: avg_fgdepar=55.3145, expected range: -14.7098 30.7580 Severe: rms_fgdepar=55.3145, expected range: 0.0000 37.1923 Severe: avg_pge=0.9228, expected range: -0.4135 0.4913 |
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| MANUAL LAND SYNOP RH2M (%) 40719 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=56.5147, expected range: -29.7137 44.4737 Severe: rms_fgdepar=56.5147, expected range: 0.0000 42.3385 Severe: avg_pge=0.9980, expected range: -0.0056 0.0126 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41960 : out of range
Severe: rms_fgdepar=331.4366, expected range: 0.8949 46.3529 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42441 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8446, expected range: -1.3002 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87305 : out of range
Severe: rms_fgdepar=369.6011, expected range: 0.0000 219.1625 Severe: avg_pge=0.8043, expected range: -0.7730 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62405 : out of range
Severe: rms_fgdepar=598.0675, expected range: 0.0000 144.6111 |
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| BUFR LAND SYNOP RH2M (%) 28711 : out of range
Severe: avg_fgdepar=-52.2528, expected range: -13.5452 10.0475 Severe: rms_fgdepar=52.2528, expected range: 0.0000 11.1371 Severe: avg_pge=0.9582, expected range: 0.0018 0.0035 |
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| BUFR LAND SYNOP RH2M (%) 95843 : out of range
Severe: avg_pge=0.9541, expected range: -0.0251 0.0394 |
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| BUFR LAND SYNOP RH2M (%) 86974 : out of range
Severe: rms_fgdepar=31.7001, expected range: 0.0000 15.1974 |
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| BUFR LAND SYNOP RH2M (%) 72797 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=45.3319, expected range: 0.0000 6.5347 |
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| BUFR LAND SYNOP RH2M (%) 40439 : out of range
Severe: rms_fgdepar=37.0870, expected range: 0.0000 24.6106 Severe: avg_pge=0.9581, expected range: -0.2592 0.3039 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 86964 : out of range
Severe: rms_fgdepar=316.6443, expected range: 0.0000 180.4026 Severe: avg_pge=0.8136, expected range: -0.0297 0.7149 |
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| ship | ||
| AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46204 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9006, expected range: -1.0446 0.7500 |
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| AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46185 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8569, expected range: 0.0959 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7VY7 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8681, expected range: -1.3215 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9404 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-569.2703, expected range: -1180.9301 1329.5664 Severely_persistent: rms_fgdepar=569.2703, expected range: -1136.0136 1393.9942 Severely_persistent: avg_pge=0.8370, expected range: -1.0599 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXRX2 : out of range
Severe: rms_fgdepar=391.0084, expected range: 0.0000 150.3471 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDC6055 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=834.9365, expected range: -2047.0015 3185.5112 Severe: rms_fgdepar=834.9878, expected range: 0.0000 2605.8691 Severe: avg_pge=0.8738, expected range: 0.3041 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : out of range
Considerable: obs_number=468.0000, expected range: 585.0291 675.7209 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6202687 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8133, expected range: 0.7427 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6202688 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8215, expected range: -1.5238 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4101719 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-550.3865, expected range: -841.7461 775.7309 Severely_persistent: rms_fgdepar=550.7590, expected range: -726.0176 914.0430 Severely_persistent: avg_pge=0.9107, expected range: -1.1488 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4801722 : out of range
Severe: rms_fgdepar=462.5998, expected range: 0.0000 125.0739 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1701577 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=684.0886, expected range: -1067.2207 1214.5374 Severe: rms_fgdepar=684.0886, expected range: 0.0000 844.3061 Severe: avg_pge=0.9151, expected range: -0.5287 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4400777 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=471.5525, expected range: 0.0000 111.8267 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1301608 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-596.5680, expected range: -173.4855 161.7520 Severe: rms_fgdepar=601.6599, expected range: 0.0000 167.3646 Severe: avg_pge=0.9073, expected range: -0.8663 0.7500 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) MSAC : out of range
Severe: rms_fgdepar=653.5652, expected range: 0.0000 413.9055 |
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| METAR SURFACE PRESSURE (PA) OEPS : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=402.8966, expected range: 0.0000 101.1210 |
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| snow | ||
| MANUAL LAND SYNOP SNOW (CM) 20107 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=82.1064, expected range: 48.8519 78.9428 Severely_persistent: rms_fgdepar=82.1064, expected range: 48.8519 78.9428 |
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| MANUAL LAND SYNOP SNOW (CM) 14009 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=72.8110, expected range: -47.1574 131.6433 Severely_persistent: rms_fgdepar=72.8110, expected range: 0.0000 105.8282 |
 | |
| BUFR LAND SYNOP SNOW (CM) 47031 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=99.1007, expected range: 98.9880 100.5314 Severely_persistent: rms_fgdepar=99.1007, expected range: 98.9885 100.5311 |
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| BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-67.3338, expected range: -67.2120 -63.9336 Severely_persistent: rms_fgdepar=67.3338, expected range: 63.9340 67.2120 |
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| BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-78.9512, expected range: -83.3299 -77.9020 Severely_persistent: rms_fgdepar=78.9541, expected range: 77.9045 83.3321 |
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| BUFR LAND SYNOP SNOW (CM) 20107 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=80.0678, expected range: 48.0773 76.8203 Severely_persistent: rms_fgdepar=80.0678, expected range: 48.0773 76.8203 |
 | |
| BUFR LAND SYNOP SNOW (CM) 14009 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=72.8110, expected range: -47.1574 131.6433 Severely_persistent: rms_fgdepar=72.8110, expected range: 0.0000 105.8282 |
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| ROCOB TEMP SNOW (CM) 63305125 : out of range
Severe: rms_fgdepar=23.7709, expected range: 0.0000 7.6361 |
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| BUFR LAND SYNOP SNOW (CM) 08223 : out of range
Severe: rms_fgdepar=27.8716, expected range: -0.5056 0.6344 |
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| BUFR LAND SYNOP SNOW (CM) 08117 : out of range
Severe: rms_fgdepar=27.4702, expected range: 4.5239 5.2573 |
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| BUFR LAND SYNOP SNOW (CM) 06608 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=68.2931, expected range: -6.4497 33.2337 Severe: rms_fgdepar=68.2931, expected range: 0.0000 33.2337 |
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| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 17690 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4132, expected range: -16.3294 -7.9677 Severely_persistent: rms_fgdepar=12.5557, expected range: 8.1186 16.3843 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 18238 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.2850, expected range: -18.0991 -2.4904 Severely_persistent: rms_fgdepar=12.6363, expected range: 3.8260 17.6747 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 40710 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.4841, expected range: -19.9840 -2.8893 Severely_persistent: rms_fgdepar=13.6309, expected range: 4.5194 19.2469 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.4813, expected range: -18.5081 -9.4341 Severely_persistent: rms_fgdepar=16.7637, expected range: 9.5843 18.5939 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22602 : out of range
5 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=8.3607, expected range: 0.0000 4.6420 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.1556, expected range: -20.8005 21.8399 Severely_persistent: rms_fgdepar=14.1729, expected range: 0.0000 18.5793 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.6839, expected range: -20.7256 1.9534 Severely_persistent: rms_fgdepar=16.6930, expected range: 0.0000 20.9738 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4935, expected range: -19.5450 12.4134 Severely_persistent: rms_fgdepar=12.5043, expected range: 0.0000 17.4807 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 37609 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.2570, expected range: -20.1992 -0.8227 Severely_persistent: rms_fgdepar=13.3001, expected range: 1.5700 20.2122 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.6102, expected range: -10.7484 8.0006 Severely_persistent: rms_fgdepar=12.6212, expected range: -7.6987 11.0855 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9059, expected range: -17.2222 -3.2756 Severely_persistent: rms_fgdepar=13.0234, expected range: 3.5367 17.2221 |
 | |
| METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=18.9646, expected range: 10.3287 22.1124 Severely_persistent: rms_fgdepar=18.9697, expected range: 10.5652 22.0377 |
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| METAR 2M TEMPERATURE (K) PAEI : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=15.0099, expected range: -21.4860 16.2212 Severely_persistent: rms_fgdepar=15.0099, expected range: 0.0000 16.6567 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.3017, expected range: -20.9047 21.8053 Severely_persistent: rms_fgdepar=14.3171, expected range: 0.0000 18.6815 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.7339, expected range: -20.7756 1.9034 Severely_persistent: rms_fgdepar=16.7429, expected range: 0.0000 21.0251 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.8052, expected range: -10.8557 7.9433 Severely_persistent: rms_fgdepar=12.8172, expected range: -7.6977 11.1835 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9157, expected range: -17.3562 -3.4105 Severely_persistent: rms_fgdepar=13.0334, expected range: 3.6443 17.3663 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.1600, expected range: 4.6375 10.8044 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22520 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=11.4103, expected range: 0.1058 2.2770 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.1087, expected range: -17.5208 10.1143 Severe: rms_fgdepar=14.2013, expected range: 0.0000 14.5114 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 71043 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.6324, expected range: -15.1152 10.9579 Severe: rms_fgdepar=12.7518, expected range: 0.0000 13.3375 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24143 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.4441, expected range: -7.6272 6.3569 Severe: rms_fgdepar=15.4572, expected range: 0.0000 6.6991 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24343 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=11.0879, expected range: 0.0000 5.7291 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 38763 : out of range
Severe: rms_fgdepar=11.0433, expected range: 0.0000 6.1889 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 82983 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.2548, expected range: 0.1132 3.5361 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24725 : out of range
Severe: rms_fgdepar=10.1910, expected range: 0.0000 5.2488 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-13.6880, expected range: -10.4585 4.1072 Severe: rms_fgdepar=13.8328, expected range: 0.1987 8.2431 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36897 : out of range
Severe: avg_fgdepar=-15.9806, expected range: -11.5413 5.7190 Severe: rms_fgdepar=16.1977, expected range: 0.0000 9.8199 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 23518 : out of range
Severe: avg_fgdepar=-12.9342, expected range: -14.7253 12.2227 Severe: rms_fgdepar=13.0758, expected range: 0.0000 9.9133 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22619 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=10.3094, expected range: 0.0000 4.2324 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.8256, expected range: 0.0000 14.8549 |
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| METAR 2M TEMPERATURE (K) UWKD : out of range
Severe: rms_fgdepar=12.1702, expected range: 0.0000 5.8020 |
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| METAR 2M TEMPERATURE (K) UWKS : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=12.5194, expected range: -3.2829 1.5186 Severe: rms_fgdepar=14.9037, expected range: 0.0000 4.6422 |
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| LAND TEMP 2M TEMPERATURE (K) 71043 : out of range
Severe: avg_fgdepar=-13.2712, expected range: -11.3553 9.2691 Severe: rms_fgdepar=13.2712, expected range: 0.0000 10.6044 |
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| LAND TEMP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-12.1358, expected range: -11.5433 4.2470 Severe: rms_fgdepar=12.1358, expected range: 0.0000 9.9398 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.1335, expected range: -17.5520 10.1221 Severe: rms_fgdepar=14.2260, expected range: 0.0000 14.5409 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71043 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.6811, expected range: -15.2223 10.9936 Severe: rms_fgdepar=12.8009, expected range: 0.0000 13.4332 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24143 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.4970, expected range: -7.6726 6.2937 Severe: rms_fgdepar=15.5101, expected range: 0.0000 6.6822 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24266 : out of range
Severe: avg_fgdepar=-13.7454, expected range: -10.5200 4.0987 Severe: rms_fgdepar=13.8873, expected range: 0.1589 8.3204 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4143, expected range: -19.1527 12.3896 Severe: rms_fgdepar=12.4315, expected range: 0.0000 16.9836 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0454, expected range: 1.9373 12.1157 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 23518 : out of range
Severe: avg_fgdepar=-13.0465, expected range: -14.7397 12.1400 Severe: rms_fgdepar=13.1816, expected range: 0.0000 9.9731 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.6957, expected range: 0.0000 14.8004 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item Considerable: obs_number=1640.0000, expected range: 0.0000 1038.5895 |
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| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 60720 : out of range
Severe: rms_fgdepar=34.7642, expected range: 0.0000 17.4166 |
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| AUTOMATIC LAND SYNOP RH2M (%) 94822 : out of range
Severe: rms_fgdepar=33.4040, expected range: 0.0000 16.5835 |
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