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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-09 12:00
| amsua | ||
| METOP-A AMSUA RADIANCES CHANNEL 9 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2483, expected range: 0.1523 0.1859 |
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| METOP-B AMSUA RADIANCES (10 channels affected) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=3529.0000, expected range: 7921.0665 18870.9335 |
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| cris | ||
| NPP CRIS RADIANCES CHANNEL 118 : out of range
Considerable: obs_number=732.0000, expected range: 808.1786 1047.2331 |
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| NPP CRIS RADIANCES CHANNEL 121 : out of range
Considerable: obs_number=733.0000, expected range: 812.4066 1047.8287 |
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| NPP CRIS RADIANCES CHANNEL 125 : out of range
Considerable: obs_number=872.0000, expected range: 976.6513 1209.2311 |
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| NOAA20 CRIS RADIANCES CHANNEL 124 : out of range
Considerable: avg_biascorr=0.0414, expected range: 0.0473 0.0591 |
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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
32 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.3735, expected range: 0.0953 0.1500 |
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| METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
28 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.3196, expected range: 0.0899 0.1765 |
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| atms | ||
| NOAA20 ATMS RADIANCES CHANNEL 9 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5003, expected range: -0.6299 -0.5728 |
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| ssmis | ||
| DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
Severe: obs_number=5176.0000, expected range: 19615.5134 26114.9572 Severe: stdev_norm_fgdepar=0.5021, expected range: 0.5980 0.6790 |
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| DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
Severe: obs_number=5183.0000, expected range: 19545.1364 26201.4518 Severe: stdev_norm_fgdepar=0.5781, expected range: 0.6484 0.7383 |
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| DMSP-18 SSMIS RADIANCES CHANNEL 14 : out of range
Severe: stdev_norm_fgdepar=0.0420, expected range: 0.0496 0.0585 |
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| DMSP-17 SSMIS RADIANCES (9 channels affected) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=2955.0000, expected range: 10240.9629 23976.3816 |
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| DMSP-17 SSMIS RADIANCES CHANNEL 10 : out of range
Considerable: avg_norm_fgdepar=0.0607, expected range: -0.0743 0.0120 |
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| DMSP-18 SSMIS RADIANCES CHANNEL 9 : out of range
1 times in the last 10 days for at least one item Slight: stdev_norm_fgdepar=0.5013, expected range: 0.5438 0.6410 |
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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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| Radiosondes | ||
| LAND TEMP Q (G/KG) 67083 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.7181, expected range: 0.0000 1.3208 |
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| HIGH RESO LAND TEMP Q (G/KG) 91765 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.8769, expected range: 0.1269 1.5430 |
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| All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 118.39 171.61 |
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| All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 118.39 171.61 |
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| HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=375.0000, expected range: 266.4539 293.0461 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=221.0000, expected range: 241.8096 263.1904 |
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| amdar | ||
| WIGOS AMDAR TEMPERATURE (K) GTRGUUZA PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=6.4010, expected range: 0.0000 2.4297 |
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| ADS-C WIND VECTOR DIFF (M/S) YGSU0YBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.1247, expected range: 0.0000 8.4875 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) AFR344 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.6151, expected range: 0.0000 9.1799 |
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| AIREP WIND VECTOR DIFF (M/S) ETD206 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=32.9674, expected range: -4.2487 11.6462 Severe: rms_fgdepar=42.3990, expected range: 0.0000 11.8290 |
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| 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 336.1857 |
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| synop | ||
| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89815 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8610, expected range: -1.4180 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=580.7342, expected range: -19.9129 906.1975 Severely_persistent: rms_fgdepar=582.8098, expected range: 0.0000 906.3748 Severely_persistent: avg_pge=0.8784, expected range: 0.2118 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8166, expected range: 0.4348 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 86775 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8336, expected range: 0.7183 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 56079 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8394, expected range: -1.1590 0.7500 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item Severe: obs_number=1788.0000, expected range: 239.5943 255.4057 Severe: obs_number=1738.0000, expected range: 190.2778 201.9444 Considerable: obs_number=3717.0000, expected range: 1734.6784 2720.8216 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43353 : out of range
Severe: rms_fgdepar=504.6975, expected range: 0.0000 101.7071 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40747 : out of range
Severe: rms_fgdepar=539.0257, expected range: 0.0000 84.4135 |
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| MANUAL LAND SYNOP RH2M (%) 64820 : out of range
Severe: rms_fgdepar=42.4761, expected range: 0.0000 21.8445 Severe: avg_pge=0.9730, expected range: -0.0039 0.0113 |
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| MANUAL LAND SYNOP RH2M (%) 76122 : out of range
Severe: avg_fgdepar=52.1630, expected range: -31.5869 78.6034 Severe: rms_fgdepar=52.1630, expected range: 0.0000 77.5623 Severe: avg_pge=0.9263, expected range: -0.2118 0.2892 |
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| MANUAL LAND SYNOP RH2M (%) 38696 : out of range
Severe: avg_fgdepar=56.8832, expected range: -6.0954 69.1430 Severe: rms_fgdepar=56.8832, expected range: 0.0000 69.1430 Severe: avg_pge=0.9600, expected range: -0.1627 0.2212 |
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| MANUAL LAND SYNOP RH2M (%) 82879 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=51.3248, expected range: 24.5043 40.6189 Severe: rms_fgdepar=51.3248, expected range: 24.5043 40.6189 Severe: avg_pge=0.9777, expected range: -1.1765 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 01440 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8993, expected range: -1.1667 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 01203 : out of range
Severe: rms_fgdepar=334.6345, expected range: 0.0000 152.3492 Severe: avg_pge=0.8328, expected range: -0.5803 0.7212 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 21824 : out of range
Severe: rms_fgdepar=546.9732, expected range: 0.0000 292.7985 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 04184 : out of range
Severe: rms_fgdepar=322.2968, expected range: 0.0000 191.9679 Severe: avg_pge=0.8135, expected range: -0.7318 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 71948 : out of range
Severe: avg_pge=0.8305, expected range: -0.9120 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 71479 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8848, expected range: -1.4809 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 04272 : out of range
Severe: rms_fgdepar=30.9491, expected range: 0.0000 13.0876 |
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| BUFR LAND SYNOP RH2M (%) 94682 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=34.4891, expected range: 0.0000 18.5601 |
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| BUFR LAND SYNOP RH2M (%) 71014 : out of range
Severe: rms_fgdepar=32.2576, expected range: 0.0000 17.5215 |
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| BUFR LAND SYNOP RH2M (%) 71344 : out of range
Severe: rms_fgdepar=33.7080, expected range: 0.0000 18.8051 |
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| BUFR LAND SYNOP RH2M (%) 15245 : out of range
Severe: rms_fgdepar=33.2566, expected range: 2.7682 15.9961 |
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| BUFR LAND SYNOP Z (M) : out of range
Considerable: obs_number=134.0000, expected range: 146.1999 163.0501 |
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| ship | ||
| AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46204 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8760, expected range: -1.0695 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) DCUJ2 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-646.8766, expected range: -308.5235 271.7274 Severely_persistent: rms_fgdepar=647.3285, expected range: -356.4850 533.6776 Severely_persistent: avg_pge=0.9210, expected range: -1.3236 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5NK2 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=913.8657, expected range: 647.9791 1078.1158 Severely_persistent: rms_fgdepar=913.8657, expected range: 647.9791 1078.1158 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3EUF3 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8851, expected range: -1.2296 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) A8PQ4 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8970, expected range: -0.3160 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KRAU : out of range
Severe: avg_fgdepar=20.9246, expected range: -15.0965 30.0125 Severe: rms_fgdepar=20.9246, expected range: 0.0000 30.8849 Severe: avg_pge=0.8864, expected range: -0.0662 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXHY2 : out of range
Severe: avg_fgdepar=-597.8582, expected range: -131.3417 99.5572 Severe: rms_fgdepar=597.8582, expected range: 0.0000 110.7921 Severe: avg_pge=0.8562, expected range: 0.0000 0.0000 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) EUCDE23 : out of range
Severe: rms_fgdepar=320.5735, expected range: 0.0000 182.8197 Severe: avg_pge=0.8195, expected range: -0.1860 0.2382 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROO4 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=1035.2401, expected range: -648.9690 1180.4461 Severe: rms_fgdepar=1037.2854, expected range: 0.0000 1186.5297 Severe: avg_pge=0.8976, expected range: -1.0291 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDC6055 : out of range
Severe: avg_fgdepar=748.3650, expected range: -2249.8941 3646.3568 Severe: rms_fgdepar=748.3650, expected range: 0.0000 3025.5286 Severe: avg_pge=0.8606, expected range: 0.2928 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3776 : out of range
Severe: avg_fgdepar=-506.0399, expected range: -620.5521 262.8990 Severe: rms_fgdepar=506.0399, expected range: 0.0000 898.8905 Severe: avg_pge=0.8042, expected range: -1.1528 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WCEU : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=528.2248, expected range: 0.0000 625.3828 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 5601634 : out of range
Severe: rms_fgdepar=317.4161, expected range: 0.0000 178.5388 |
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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_pge=0.8830, expected range: -0.5379 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4402687 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=443.4241, expected range: 0.0000 90.1499 Severe: avg_pge=0.8549, expected range: -0.0776 0.0894 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) FNGI : out of range
Severe: rms_fgdepar=365.2517, expected range: 0.0000 144.5124 |
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| METAR SURFACE PRESSURE (PA) LGMK : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=409.3556, expected range: 0.0000 217.1002 |
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| METAR SURFACE PRESSURE (PA) LIBY : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=329.5114, expected range: 0.0000 175.4033 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) EBSZ : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=421.6719, expected range: 0.0000 99.1024 |
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| snow | ||
| AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-55.3149, expected range: -55.2936 -49.9462 Severely_persistent: rms_fgdepar=55.3149, expected range: 49.9462 55.2936 |
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| 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=99.0771, expected range: 99.3127 100.2579 Severely_persistent: rms_fgdepar=99.0771, expected range: 99.3136 100.2573 |
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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=-66.3395, expected range: -67.4003 -63.9136 Severely_persistent: rms_fgdepar=66.3395, expected range: 63.9140 67.4003 |
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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=-78.5431, expected range: -83.3064 -78.1540 Severely_persistent: rms_fgdepar=78.5432, expected range: 78.1570 83.3079 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71604 : out of range
Severe: rms_fgdepar=27.6217, expected range: 3.2395 14.3129 |
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| BUFR LAND SYNOP SNOW (CM) 47605 : out of range
Severe: rms_fgdepar=18.1900, expected range: 0.0000 8.5098 |
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| t2m | ||
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.7404, expected range: -18.7668 -8.1018 Severely_persistent: rms_fgdepar=16.9084, expected range: 8.1466 18.9489 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.8693, expected range: -15.1958 17.9306 Severely_persistent: rms_fgdepar=15.9032, expected range: 0.0000 13.6239 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.1451, expected range: -19.0726 4.2073 Severely_persistent: rms_fgdepar=13.2186, expected range: 0.0000 18.6549 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.8501, expected range: -17.9014 -3.0496 Severely_persistent: rms_fgdepar=13.9724, expected range: 3.2653 17.9678 |
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| METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=17.0750, expected range: 9.6872 22.3001 Severely_persistent: rms_fgdepar=17.1937, expected range: 10.0409 22.1477 |
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| METAR 2M TEMPERATURE (K) PAEI : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.0359, expected range: -27.8431 26.0876 Severely_persistent: rms_fgdepar=12.0359, expected range: 0.0000 22.1566 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 85671 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.6755, expected range: -19.0348 -12.4519 Severely_persistent: rms_fgdepar=17.7396, expected range: 12.6098 19.0598 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.9568, expected range: -15.2529 17.8589 Severely_persistent: rms_fgdepar=15.9909, expected range: 0.0000 13.6627 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.2087, expected range: -19.1324 4.1498 Severely_persistent: rms_fgdepar=13.2819, expected range: 0.0000 18.7530 |
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| BUFR 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=-13.7142, expected range: -18.0217 -3.2004 Severely_persistent: rms_fgdepar=13.8476, expected range: 3.3991 18.0823 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71451 : out of range
Severe: rms_fgdepar=10.4812, expected range: 0.0000 5.3255 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71033 : out of range
Severe: rms_fgdepar=10.4165, expected range: 0.0000 5.8485 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71565 : out of range
Severe: avg_fgdepar=-13.0529, expected range: -12.4249 3.2620 Severe: rms_fgdepar=13.1781, expected range: 0.0000 12.1161 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71499 : out of range
Severe: rms_fgdepar=11.2568, expected range: 0.0000 5.1180 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item Severe: obs_number=1646.0000, expected range: 239.8246 293.1166 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22520 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.2989, expected range: -2.3648 0.3910 Severe: rms_fgdepar=12.3592, expected range: 0.0000 2.5396 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22621 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=11.2481, expected range: 0.0000 3.1930 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0461, expected range: -18.7820 11.9713 Severe: rms_fgdepar=12.1356, expected range: 0.0000 16.1586 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22602 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.9763, expected range: -2.5555 1.0450 Severe: rms_fgdepar=13.0273, expected range: 0.0000 2.5483 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36532 : out of range
Severe: avg_fgdepar=-12.0267, expected range: -17.4051 10.8908 Severe: rms_fgdepar=12.3346, expected range: 0.0000 13.3846 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24143 : out of range
Severe: avg_fgdepar=-13.4436, expected range: -6.0064 5.3951 Severe: rms_fgdepar=13.4750, expected range: 0.0000 5.8389 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22525 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.4300, expected range: -2.7908 0.9259 Severe: rms_fgdepar=14.4862, expected range: 0.0000 2.6328 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
Severe: avg_fgdepar=-12.5666, expected range: -15.1838 8.1030 Severe: rms_fgdepar=12.5721, expected range: 0.0000 11.6674 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.9153, expected range: -13.6842 9.1295 Severe: rms_fgdepar=13.9388, expected range: -8.8653 13.9358 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0251, expected range: -19.8264 12.7995 Severe: rms_fgdepar=12.0328, expected range: 0.0000 18.0280 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 70219 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.8125, expected range: 0.0000 3.6759 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22619 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.3186, expected range: 0.0000 3.0379 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.6810, expected range: -2.8457 1.4610 Severe: rms_fgdepar=13.8353, expected range: 0.0000 2.7116 |
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| METAR 2M TEMPERATURE (K) PABE : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.4019, expected range: 0.0000 3.3399 |
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| METAR 2M TEMPERATURE (K) UCFM : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=13.7616, expected range: 1.9962 18.1343 |
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| LAND TEMP 2M TEMPERATURE (K) 22522 : out of range
Severe: rms_fgdepar=10.5482, expected range: 0.0000 2.6833 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 22520 : out of range
Severe: avg_fgdepar=-12.3807, expected range: -2.4318 0.3263 Severe: rms_fgdepar=12.4410, expected range: 0.0844 2.5317 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0411, expected range: -18.8263 11.9833 Severe: rms_fgdepar=12.1319, expected range: 0.0000 16.2184 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 61461 : out of range
Severe: avg_fgdepar=12.6134, expected range: 1.0736 8.1075 Severe: rms_fgdepar=12.7041, expected range: 1.3105 8.1611 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02791 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1661, expected range: -2.8692 2.0710 Severe: rms_fgdepar=12.1965, expected range: 0.0000 2.3905 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 22602 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.0175, expected range: -2.8321 1.1560 Severe: rms_fgdepar=13.0681, expected range: 0.0000 2.7562 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36532 : out of range
Severe: avg_fgdepar=-12.0767, expected range: -17.3275 10.7768 Severe: rms_fgdepar=12.3833, expected range: 0.0000 13.3640 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24143 : out of range
Severe: avg_fgdepar=-13.5115, expected range: -6.0509 5.3316 Severe: rms_fgdepar=13.5422, expected range: 0.0000 5.8019 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 22525 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.3981, expected range: -2.8361 0.8903 Severe: rms_fgdepar=14.4545, expected range: 0.0000 2.6538 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71565 : out of range
Severe: avg_fgdepar=-13.0729, expected range: -12.5029 3.2437 Severe: rms_fgdepar=13.1954, expected range: 0.0000 12.2191 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
Severe: avg_fgdepar=-12.6610, expected range: -15.2573 7.9913 Severe: rms_fgdepar=12.6665, expected range: 0.0000 11.7614 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 17096 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0704, expected range: 1.7987 16.7007 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.9301, expected range: -13.6626 9.0517 Severe: rms_fgdepar=13.9538, expected range: -8.8138 13.9190 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.8617, expected range: -2.9079 1.3541 Severe: rms_fgdepar=14.0107, expected range: 0.0000 2.7731 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=68.0000, expected range: 56.6561 63.9322 |
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| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item Severe: obs_number=1642.0000, expected range: 219.8355 307.6940 |
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