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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-15 00:00
| amsua | ||
| NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0795, expected range: 0.1542 0.2138 |
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| NOAA 18 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=-0.5750, expected range: -0.4709 -0.4073 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2184, expected range: 0.3147 0.3517 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2294, expected range: -0.1314 -0.1300 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2659, expected range: -0.1608 -0.1376 |
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| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.7060, expected range: -0.6370 -0.6000 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 19 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1490, expected range: -0.2077 -0.1786 |
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| NPP ATMS RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0304, expected range: -0.0252 -0.0164 |
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| NPP ATMS RADIANCES CHANNEL 11 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2807, expected range: -0.2392 -0.2116 |
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| NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4957, expected range: -0.4307 -0.3697 |
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| NPP ATMS RADIANCES CHANNEL 13 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4352, expected range: -0.3684 -0.3235 |
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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=-0.2641, expected range: -0.2959 -0.2913 |
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| Atmospheric Motion Vector | ||
| HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA : out of range
Considerable: obs_number=445.0000, expected range: 731.5170 1270.1395 |
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| GOES-17 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Slight: avg_fgdepar=3.7398, expected range: 3.2177 3.5438 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 30935 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8719, expected range: -1.9590 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 26298 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8583, expected range: -0.8594 0.7500 |
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| LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=244.0000, expected range: 289.5504 362.4496 Considerable: obs_number=55.0000, expected range: 96.2526 120.7474 |
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| LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: rms_fgdepar=3.1609, expected range: 0.1649 1.9888 |
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| amdar | ||
| ADS-C WIND VECTOR DIFF (M/S) OBT0QPJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.2423, expected range: 0.0000 31.2390 |
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| ADS-C WIND VECTOR DIFF (M/S) MLJJV5RA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=27.2910, expected range: 0.0000 8.0892 |
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| ADS-C WIND VECTOR DIFF (M/S) 3NDUTARA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9050, expected range: 0.0000 9.8812 |
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| ADS-C WIND VECTOR DIFF (M/S) GNXZHURA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=45.3532, expected range: -4.3333 10.4150 Severe: rms_fgdepar=45.7446, expected range: 0.0000 20.0765 |
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| AMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=1625.0000, expected range: 121.0360 1001.4640 Considerable: obs_number=738.0000, expected range: 86.9974 444.5338 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) AAL110 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.3015, expected range: 0.0000 10.3382 |
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| AIREP WIND VECTOR DIFF (M/S) ANZ103 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=36.5865, expected range: 0.0000 7.1047 |
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| AIREP WIND VECTOR DIFF (M/S) ANZ123 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=26.9689, expected range: 0.0000 34.1317 |
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| AIREP WIND VECTOR DIFF (M/S) UAL944 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.7593, expected range: 0.0000 6.7599 |
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| AIREP WIND VECTOR DIFF (M/S) ANZ945 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=29.6134, expected range: 0.0000 11.5711 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 06632 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=15.0176, expected range: 0.7174 5.0740 Severe: avg_pge=0.8430, expected range: -0.6086 0.7500 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42348 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=29.5903, expected range: -3.6424 9.9023 Severe: rms_fgdepar=31.0085, expected range: 0.0000 10.8989 Severe: avg_pge=0.9102, expected range: -0.5341 0.7500 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 42770 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9964, expected range: -0.9303 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42473 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9998, expected range: -1.5004 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 41715 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=1.0000, expected range: -1.6593 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 25248 : out of range
7 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=432.4283, expected range: 0.0000 255.6410 Severely_persistent: avg_pge=0.8710, expected range: -1.2776 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 68403 : out of range
Severe: avg_pge=0.8040, expected range: -0.0275 0.0395 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67072 : out of range
Severe: rms_fgdepar=695.3865, expected range: 0.0000 88.1265 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82595 : out of range
Severe: rms_fgdepar=327.4526, expected range: 0.0000 294.6691 Severe: avg_pge=0.8229, expected range: -0.9004 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: rms_fgdepar=195.8286, expected range: 33.5585 91.3075 |
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| MANUAL LAND SYNOP RH2M (%) 42077 : out of range
Severe: avg_pge=0.9951, expected range: -0.2255 0.2949 |
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| MANUAL LAND SYNOP RH2M (%) 16597 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=42.1001, expected range: 0.0000 31.5249 Severe: avg_pge=0.9543, expected range: -0.0043 0.0106 |
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| MANUAL LAND SYNOP RH2M (%) 60468 : out of range
Severe: rms_fgdepar=33.7224, expected range: 0.0000 18.2931 |
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| MANUAL LAND SYNOP Z (M) 63740 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=112.6308, expected range: 3.8576 57.7856 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 60520 : out of range
Severe: rms_fgdepar=303.2693, expected range: 0.0000 117.6894 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48390 : out of range
Severe: rms_fgdepar=316.7838, expected range: 0.0000 162.3633 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 94401 : out of range
Severe: avg_fgdepar=859.6601, expected range: -183.6266 7.4167 Severe: rms_fgdepar=859.6601, expected range: 0.0000 183.6266 Severe: avg_pge=0.9319, expected range: -0.5930 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
Severe: avg_fgdepar=-640.2399, expected range: -677.1761 -520.3514 Severe: rms_fgdepar=642.5256, expected range: 521.0315 677.3804 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 76581 : out of range
Severe: avg_pge=0.8132, expected range: -0.4844 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
Severe: avg_fgdepar=-869.6861, expected range: -1091.7362 -708.0306 Severe: rms_fgdepar=872.8995, expected range: 709.5986 1091.5754 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 29594 : out of range
Severe: rms_fgdepar=581.4008, expected range: 0.9200 47.6851 |
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| BUFR LAND SYNOP RH2M (%) 64040 : out of range
Severe: avg_fgdepar=-59.9986, expected range: -89.4007 -9.2949 Severe: rms_fgdepar=59.9986, expected range: 9.2949 89.4007 |
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| BUFR LAND SYNOP RH2M (%) 72637 : out of range
Severe: rms_fgdepar=34.6123, expected range: 0.0000 17.3206 |
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| BUFR LAND SYNOP RH2M (%) 06747 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-50.7892, expected range: -85.0740 65.6141 Severe: rms_fgdepar=50.8630, expected range: 0.0000 61.5654 Severe: avg_pge=0.8203, expected range: -1.3266 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 72519 : out of range
Severe: avg_pge=0.9770, expected range: -0.0855 0.1082 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=1539.0000, expected range: 1703.6667 1963.6667 Considerable: obs_number=2547.0000, expected range: 2739.8697 3001.1303 Considerable: obs_number=91.0000, expected range: 161.2907 185.1537 Considerable: obs_number=452.0000, expected range: 490.1994 554.5506 Considerable: obs_number=1768.0000, expected range: 1946.6891 2147.8109 |
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| ship | ||
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDH7560 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=21.4409, expected range: -1.5600 37.5458 Severe: rms_fgdepar=21.5092, expected range: 0.1803 37.2671 Severe: avg_pge=0.9223, expected range: -0.8401 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK51 : out of range
Severe: avg_fgdepar=561.2152, expected range: -163.9314 169.7609 Severe: rms_fgdepar=561.2152, expected range: 0.0000 198.8167 Severe: avg_pge=0.8085, expected range: -0.3932 0.4754 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK71 : out of range
Severe: rms_fgdepar=588.2068, expected range: 0.0000 127.3663 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2IYH3 : out of range
Severe: avg_fgdepar=523.0344, expected range: -428.9201 1804.1320 Severe: rms_fgdepar=523.0344, expected range: 0.0000 1942.2825 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BR3 : out of range
Severe: avg_fgdepar=692.9378, expected range: -431.3006 422.4993 Severe: rms_fgdepar=692.9378, expected range: 0.0000 354.8672 Severe: avg_pge=0.8485, expected range: -0.7117 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROO5 : out of range
Severe: avg_fgdepar=-1027.3075, expected range: -247.6417 169.6533 Severe: rms_fgdepar=1027.3075, expected range: 0.0000 201.4833 Severe: avg_pge=0.9135, expected range: -0.8332 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAQU5 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=336.2700, expected range: 0.0000 154.9577 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) PBKH : out of range
Severe: avg_fgdepar=1102.0781, expected range: -494.4509 839.4093 Severe: rms_fgdepar=1102.0781, expected range: 0.0000 748.8208 Severe: avg_pge=0.9099, expected range: -1.0925 0.7500 |
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| buoy | ||
| MOORED BUOYS WIND VECTOR DIFF (M/S) 6200084 : out of range
Severe: rms_fgdepar=16.7272, expected range: 0.0000 11.1248 Severe: avg_pge=0.9171, expected range: -0.2506 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 5401586 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=514.2388, expected range: 0.0000 830.5261 Severe: avg_pge=0.8103, expected range: -1.1826 0.7500 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) FWKI : out of range
Severe: rms_fgdepar=547.3806, expected range: 0.0000 100.6628 |
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| snow | ||
| BUFR LAND SYNOP SNOW (CM) 01361 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=65.7559, expected range: 42.3799 64.8551 Severely_persistent: rms_fgdepar=65.7585, expected range: 42.3810 64.8610 |
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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=-72.3226, expected range: -79.4179 -72.2310 Severely_persistent: rms_fgdepar=72.3226, expected range: 72.2310 79.4179 |
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| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-736.0740, expected range: -745.6148 -709.2889 |
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| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=736.0745, expected range: 709.2917 745.6139 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=64.0409, expected range: 47.4357 65.8009 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=64.0617, expected range: 47.5109 65.7884 |
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| BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=57.9970, expected range: 60.4558 79.7818 |
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| BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=58.0353, expected range: 60.4659 79.7841 |
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| BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-60.4886, expected range: -103.8956 -72.3312 |
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| BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
32 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=60.4949, expected range: 73.4073 104.3804 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=103.6765, expected range: 81.3278 112.6925 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
24 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=103.6815, expected range: 81.3435 112.6914 |
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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=-89.1944, expected range: -94.6710 -87.5471 Severely_persistent: rms_fgdepar=89.1944, expected range: 87.5472 94.6710 |
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| MANUAL LAND SYNOP SNOW (CM) 24462 : out of range
Severe: rms_fgdepar=19.5728, expected range: 0.0000 8.5966 |
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| BUFR LAND SYNOP SNOW (CM) 24462 : out of range
Severe: rms_fgdepar=19.5728, expected range: 0.0000 8.5966 |
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| t2m | ||
| LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.9314, expected range: -25.7232 9.2615 Severely_persistent: rms_fgdepar=15.0353, expected range: 0.0000 25.8220 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.3932, expected range: -17.2274 -9.4517 Severely_persistent: rms_fgdepar=15.4376, expected range: 9.6605 17.6511 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71506 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1137, expected range: -2.5451 4.2237 Severe: rms_fgdepar=12.3101, expected range: 0.0000 4.2913 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51076 : out of range
Severe: avg_fgdepar=12.5977, expected range: -17.7054 18.7278 Severe: rms_fgdepar=12.5977, expected range: 0.7224 11.3478 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0323, expected range: -13.8026 0.0226 Severe: rms_fgdepar=12.0630, expected range: 0.0000 14.0471 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item Severe: obs_number=108.0000, expected range: 133.4944 136.0612 |
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| METAR 2M TEMPERATURE (K) TJIG : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=11.1218, expected range: 0.7540 3.0645 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1B8C2 : out of range
Severe: avg_fgdepar=-12.0486, expected range: -8.0757 2.0203 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1B8C2 : out of range
Severe: rms_fgdepar=12.0661, expected range: 0.0000 9.0868 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71506 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=11.7958, expected range: 0.2164 4.0791 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
Severe: avg_fgdepar=-12.4844, expected range: -10.1833 2.5875 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
Severe: rms_fgdepar=12.4860, expected range: 0.0000 11.3877 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
Severe: avg_fgdepar=-12.2782, expected range: -9.7200 2.9589 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
Severe: rms_fgdepar=12.2808, expected range: 0.0000 10.9272 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0160, expected range: 0.0000 14.1168 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1412D : out of range
Severe: rms_fgdepar=10.7750, expected range: 0.0000 5.9125 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=1051.0000, expected range: 1203.4880 1471.6370 |
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| rh2m | ||
| BUFR LAND SYNOP RH2M (%) 06249 : out of range
Severe: rms_fgdepar=38.5189, expected range: 0.0000 17.2834 |
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| MANUAL LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=105.0000, expected range: 128.0316 135.0795 |
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