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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-10-03 00:00
| atms | ||
| NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2984, expected range: -0.2750 -0.2538 Severely_persistent: avg_biascorr=-0.2867, expected range: -0.2092 -0.1781 |
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| NPP ATMS RADIANCES CHANNEL 10 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2140, expected range: -0.1940 -0.1720 |
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| NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3923, expected range: -0.3168 -0.3114 |
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| gpsro | ||
| SPIRE LEMUR 3U GPSRO SETTING HEIGHT 20-22 KM : out of range
Considerable: avg_norm_fgdepar=0.2167, expected range: -0.3707 -0.0064 |
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| resat | ||
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
27 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-0.0118, expected range: -0.0078 -0.0033 |
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| NOAA-19 SBUV OZONE, TOP (19 pressure layers affected) : out of range
2 times in the last 10 days for at least one item Slight: obs_number=453.0000, expected range: 505.8240 558.6760 |
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| Radiosondes | ||
| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : missing
5 times in the last 10 days for at least one item Severely_persistent: obs_number=0.0000, expected range: 93.4645 100.5355 |
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| LAND TEMP Q (G/KG) 34122 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.3384, expected range: 0.0000 2.6902 Severe: avg_pge=0.9043, expected range: -0.0513 0.0696 |
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| LAND TEMP Q (G/KG) 27730 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.4882, expected range: 0.0000 1.1626 |
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| LAND TEMP Q (G/KG) 37259 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.4184, expected range: 0.0000 2.0633 |
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| LAND TEMP TEMPERATURE (K) 25403 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=6.4654, expected range: 0.0000 3.4231 Severe: avg_pge=0.8641, expected range: -1.1941 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 34247 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8918, expected range: -0.6850 0.7500 |
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| HIGH RESO LAND TEMP Q (G/KG) 16113 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.0555, expected range: 0.1288 0.8408 |
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| BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
3 times in the last 10 days for at least one item Severe: obs_number=0.0000, expected range: 45.0048 288.0238 |
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| amdar | ||
| WIGOS AMDAR TEMPERATURE (K) LEBUNVZA PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8065, expected range: -1.3501 0.7500 |
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| AMDAR WIND VECTOR DIFF (M/S) ANZ104 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.1918, expected range: -0.6988 6.6037 Severe: rms_fgdepar=22.5900, expected range: 0.0000 7.2793 Severe: avg_pge=0.8535, expected range: -0.5673 0.7185 |
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| AMDAR WIND VECTOR DIFF (M/S) ANZ945 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.2627, expected range: 0.0000 8.7930 |
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| AMDAR WIND VECTOR DIFF (M/S) ANZ146 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.6883, expected range: 0.0000 7.2618 |
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| AMDAR WIND VECTOR DIFF (M/S) JP9Z44XZ PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.4194, expected range: 0.5007 6.6606 |
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| AMDAR WIND VECTOR DIFF (M/S) ANZ175 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.2306, expected range: 0.0000 14.6088 Severe: avg_pge=0.8327, expected range: -0.7449 0.7500 |
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| WIGOS AMDAR Q (G/KG) BSTXQVBA PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8164, expected range: -0.5630 0.7500 |
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| ADS-C WIND VECTOR DIFF (M/S) YAT13TBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.5772, expected range: -2.3140 8.2380 Severe: rms_fgdepar=35.1893, expected range: 0.0000 11.8006 |
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| ADS-C WIND VECTOR DIFF (M/S) X3RYN1JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.3220, expected range: 0.0000 26.1925 |
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| ADS-C WIND VECTOR DIFF (M/S) O3DJ3YZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=21.6428, expected range: 0.0000 17.9679 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 14472 PRESSURE LAYER 300-600 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8659, expected range: -1.2188 0.7500 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 43333 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=23.1901, expected range: 0.0000 24.9270 |
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| synop | ||
| AUTOMATIC LAND SYNOP RH2M (%) 35391 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=59.5412, expected range: -124.2204 182.5620 Severely_persistent: rms_fgdepar=59.5412, expected range: 0.0000 178.2053 Severely_persistent: avg_pge=0.9967, expected range: -2.3523 0.7500 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17880 : out of range
9 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=505.9869, expected range: 129.3908 760.1316 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68392 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8290, expected range: -0.8409 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 36736 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8574, expected range: -0.4715 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 41998 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8934, expected range: -1.1525 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42266 : out of range
Severe: rms_fgdepar=34.2379, expected range: 0.0000 10.7918 Severe: avg_pge=0.9932, expected range: -0.0016 0.0080 |
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| MANUAL LAND SYNOP RH2M (%) 67889 : out of range
Severe: rms_fgdepar=37.7641, expected range: 0.0000 21.2557 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91631 : out of range
Severe: rms_fgdepar=660.7324, expected range: 0.0000 125.4362 |
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| BUFR LAND SYNOP RH2M (%) 76122 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8093, expected range: -1.5928 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 53352 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=30.4226, expected range: 0.0000 12.7618 |
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| BUFR LAND SYNOP RH2M (%) 08123 : out of range
Severe: rms_fgdepar=33.3480, expected range: 0.0000 18.8223 |
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| BUFR LAND SYNOP RH2M (%) 06747 : out of range
Severe: avg_fgdepar=-52.0684, expected range: -63.6867 46.0733 Severe: rms_fgdepar=53.5445, expected range: 0.0000 33.6521 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33135 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=311.6790, expected range: 0.0000 99.1578 Severe: avg_pge=0.8111, expected range: -1.2055 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 42367 : out of range
Severe: avg_fgdepar=-670.0144, expected range: -232.1597 62.1362 Severe: rms_fgdepar=670.0144, expected range: 0.0000 232.1597 Severe: avg_pge=0.9237, expected range: -0.7681 0.7500 |
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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: obs_number=106.0000, expected range: 368.1297 402.1203 |
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| ship | ||
| AUTOMATIC SHIP SURFACE PRESSURE (PA) 63059 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-744.3859, expected range: -275.2658 321.9275 Severely_persistent: rms_fgdepar=745.5119, expected range: 0.0000 684.5466 Severely_persistent: avg_pge=0.9334, expected range: -1.3296 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) YBBQ2 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=634.5935, expected range: 355.1542 1244.0295 Severely_persistent: rms_fgdepar=634.5935, expected range: 332.4458 1277.7138 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3143 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=1202.3383, expected range: 1041.8656 1631.9524 Severely_persistent: rms_fgdepar=1202.5614, expected range: 1041.0803 1634.5517 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6204 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=671.0473, expected range: -1794.3892 1710.6840 Severely_persistent: rms_fgdepar=777.9433, expected range: -1023.8775 1511.2494 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRSJ8 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-647.6749, expected range: -706.7604 -454.0952 Severely_persistent: rms_fgdepar=647.8171, expected range: 454.5657 707.5960 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) KIAB : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=787.2837, expected range: 336.1574 1004.8156 Severely_persistent: rms_fgdepar=787.2837, expected range: 336.1946 1004.8319 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VABC : out of range
25 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=568.2595, expected range: -1869.4992 2722.1924 Severely_persistent: rms_fgdepar=568.2595, expected range: 0.0000 1792.2153 Severely_persistent: avg_pge=0.8098, expected range: -0.5828 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JQF : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-775.5432, expected range: -837.4041 -142.3700 Severely_persistent: rms_fgdepar=775.5432, expected range: 142.3700 837.4041 Severely_persistent: avg_pge=0.8844, expected range: 0.4197 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDF7990 : out of range
Severe: avg_fgdepar=-982.1612, expected range: -245.8290 393.8635 Severe: rms_fgdepar=982.1612, expected range: 0.0000 367.5963 Severe: avg_pge=0.9132, expected range: -0.9037 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) CFK5152 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-583.7768, expected range: -461.7658 899.2173 Severe: rms_fgdepar=583.7768, expected range: 0.0000 692.8643 Severe: avg_pge=0.8521, expected range: -0.6444 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9VPQ7 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=569.9748, expected range: 146.5374 847.0825 Severe: rms_fgdepar=569.9748, expected range: 146.5374 847.0825 Severe: avg_pge=0.8236, expected range: 0.6039 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WGEB : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=670.1945, expected range: 0.0000 432.4266 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7TM3 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=33.8956, expected range: -5.8677 13.7223 Severe: rms_fgdepar=33.8956, expected range: 0.0000 13.7559 Severe: avg_pge=0.9498, expected range: -1.0390 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRME6 : out of range
Severe: rms_fgdepar=17.5108, expected range: 0.0000 13.9012 Severe: avg_pge=0.8956, expected range: -0.2927 0.7500 |
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| buoy | ||
| MOORED BUOYS WIND VECTOR DIFF (M/S) 6100198 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8663, expected range: -1.0833 0.7500 |
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| All MOORED BUOYS WMO BLOCK 22 : all data missing
Severely_persistent: obs_number=0, expected range: 101.67 172.04 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6501670 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8501, expected range: -0.5941 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6203843 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8533, expected range: -1.1044 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1601598 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8334, expected range: -1.0855 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4201704 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8488, expected range: -0.9247 0.7500 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) EDSB : out of range
Severe: rms_fgdepar=448.0868, expected range: 7.9848 68.5036 |
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| METAR SURFACE PRESSURE (PA) LPMR : out of range
Severe: rms_fgdepar=312.6203, expected range: 10.3734 56.0111 |
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| METAR SURFACE PRESSURE (PA) DAAY : out of range
Severe: rms_fgdepar=400.6719, expected range: 0.0000 180.7180 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) EDSB : out of range
Severe: rms_fgdepar=306.1953, expected range: 0.0000 84.6744 |
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| snow | ||
| 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=-789.0455, expected range: -789.8450 -766.3780 |
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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=789.0457, expected range: 766.6563 789.6425 |
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| BUFR LAND SYNOP SNOW (CM) : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=197.9911, expected range: 325.1127 403.4417 Considerable: avg_fgdepar=-15.9034, expected range: -52.6851 -30.3383 |
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| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71052 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.6976, expected range: -17.4269 -4.6454 Severely_persistent: rms_fgdepar=14.7111, expected range: 4.8924 18.4341 |
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| METAR 2M TEMPERATURE (K) KTLH : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.6154, expected range: -25.6321 0.1861 Severely_persistent: rms_fgdepar=14.6154, expected range: 4.9638 21.9797 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71052 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.6750, expected range: -17.8439 -4.6315 Severely_persistent: rms_fgdepar=14.6900, expected range: 4.9428 18.8147 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _1701F9F : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=15.0941, expected range: -3.6003 20.2947 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _1701F9F : out of range
5 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=15.3774, expected range: 1.4413 18.8006 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71506 : out of range
Severe: avg_fgdepar=-13.1870, expected range: -11.4311 -2.3499 Severe: rms_fgdepar=13.3314, expected range: 2.4525 11.5671 |
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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=1586.0000, expected range: 1931.0591 1959.1909 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 42266 : out of range
Severe: avg_fgdepar=13.2140, expected range: 1.1295 4.9687 Severe: rms_fgdepar=13.2140, expected range: 1.1295 4.9687 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item Severe: obs_number=7905.0000, expected range: 10789.8091 11372.6909 Severe: obs_number=9216.0000, expected range: 12101.6554 12662.0946 Severe: obs_number=8467.0000, expected range: 10065.9955 10279.6295 Considerable: obs_number=10008.0000, expected range: 12869.8373 13518.5377 Slight: obs_number=67847.0000, expected range: 129927.2796 160913.2204 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI16AC2 : out of range
Severe: rms_fgdepar=10.3077, expected range: 0.0000 4.3177 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1F9B4 : out of range
Severe: rms_fgdepar=10.9449, expected range: 0.0000 4.2680 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71506 : out of range
Severe: avg_fgdepar=-13.0123, expected range: -10.8548 -2.6929 Severe: rms_fgdepar=13.1405, expected range: 2.8862 10.9623 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 42266 : out of range
Severe: avg_fgdepar=13.1640, expected range: 1.0795 4.9187 Severe: rms_fgdepar=13.1640, expected range: 1.0795 4.9187 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1C3B6 : out of range
Severe: rms_fgdepar=10.5698, expected range: 0.0000 5.0846 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1FCF6 : out of range
Severe: rms_fgdepar=11.6383, expected range: 0.0000 5.1559 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1C417 : out of range
Severe: rms_fgdepar=10.5255, expected range: 0.0000 4.7331 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI10987 : out of range
Severe: rms_fgdepar=11.5435, expected range: 0.0000 4.0137 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1489B : out of range
Severe: rms_fgdepar=10.2908, expected range: 0.2840 3.7163 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1C9BC : out of range
Severe: rms_fgdepar=10.4022, expected range: 0.0000 4.2351 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI168FE : out of range
Severe: rms_fgdepar=10.9117, expected range: 0.0000 5.0865 |
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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=1539.0000, expected range: 1872.4244 1926.5756 |
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| MANUAL LAND SYNOP RH2M (%) 95692 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=39.3245, expected range: 0.0000 20.5769 |
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| METAR RH2M (%) LPOV : out of range
Severe: rms_fgdepar=36.6089, expected range: 0.0000 19.4150 |
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| BUFR LAND SYNOP RH2M (%) 08040 : out of range
Severe: rms_fgdepar=33.0775, expected range: 0.0000 17.6605 |
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| BUFR LAND SYNOP RH2M (%) _MI1ACA2 : out of range
Severe: rms_fgdepar=34.5240, expected range: 0.9100 18.3219 |
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| BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item Slight: obs_number=7321.0000, expected range: 9046.8567 10130.6433 Slight: obs_number=52067.0000, expected range: 84953.2717 118445.3533 |
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