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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-25 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=-0.2437, expected range: -0.2080 -0.2031 |
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| NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0790, expected range: -0.1018 -0.0955 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2281, expected range: 0.2520 0.2576 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2065, expected range: 0.2391 0.2471 |
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| mhs | ||
| NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.4910, expected range: 0.6164 0.6919 |
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| METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item Severely_persistent: obs_number=5751.0000, expected range: 6595.8093 6711.6914 |
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| ssmis | ||
| DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1611, expected range: 0.0450 0.1634 |
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| Atmospheric Motion Vector | ||
| METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=780.0000, expected range: 345.4287 590.8916 |
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| GOES-17 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 ( : out of range
Considerable: obs_number=225.0000, expected range: 10.6918 125.2881 |
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| resat | ||
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=0.6710, expected range: 0.3102 0.3333 |
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| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
8 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=3.0883, expected range: 0.4135 1.7848 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
25 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9075, expected range: 0.4455 0.7500 |
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| LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8842, expected range: -0.8027 0.7500 |
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| LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-10.1180, expected range: -12.5021 0.8418 Severely_persistent: rms_fgdepar=10.1180, expected range: 0.0000 12.0801 Severely_persistent: avg_pge=0.9181, expected range: 0.0939 0.7500 |
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| LAND TEMP Q (G/KG) 43346 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-10.4200, expected range: -15.4980 13.2047 Severe: rms_fgdepar=10.7168, expected range: 0.0000 7.1912 |
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| LAND TEMP TEMPERATURE (K) 64400 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=10.6360, expected range: -1.8803 1.8209 Severe: rms_fgdepar=12.2188, expected range: 0.0000 3.3257 |
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| LAND TEMP TEMPERATURE (K) 43346 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.9565, expected range: 1.1491 2.2413 |
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| LAND TEMP TEMPERATURE (K) 30965 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=8.4830, expected range: 0.0000 1.2201 Severe: avg_pge=0.9053, expected range: -0.3209 0.4058 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 64400 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.8616, expected range: 3.2424 6.9931 |
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| HIGH RESO LAND TEMP Q (G/KG) 94975 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.1104, expected range: 0.0000 1.6838 |
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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 Severe: obs_number=383.0000, expected range: 280.3217 290.9283 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 71906 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=9.4008, expected range: -0.3991 0.5047 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 71906 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=9.6634, expected range: 0.0000 3.0147 Severe: avg_pge=0.8409, expected range: -0.0939 0.1413 |
| |
| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 35.91 115.09 |
||
| LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Considerable: rms_fgdepar=2.4547, expected range: 0.8879 1.8940 Slight: rms_fgdepar=1.2269, expected range: 0.7663 1.1361 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item Considerable: rms_fgdepar=3.1488, expected range: 0.0000 1.8407 |
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| amdar | ||
| AMDAR WIND VECTOR DIFF (M/S) ANZ946 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.4872, expected range: -3.7869 11.7939 Severe: rms_fgdepar=24.4872, expected range: 0.0000 17.9209 Severe: avg_pge=0.8595, expected range: -0.4854 0.6151 |
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| WIGOS AMDAR TEMPERATURE (K) EU0557 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=7.8903, expected range: 0.0000 2.6797 Severe: avg_pge=0.9512, expected range: -0.3484 0.6851 |
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| WIGOS AMDAR TEMPERATURE (K) N5MWU1ZA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.7855, expected range: 0.0000 4.2129 Severe: avg_pge=0.8812, expected range: -0.6948 0.7500 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) E2EHR2ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=23.2448, expected range: -2.5769 8.3359 Severe: avg_pge=0.8191, expected range: -0.2983 0.3889 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) E2EHR2ZA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=27.4947, expected range: 0.0000 9.4213 |
| |
| MODE-S WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item Severe: obs_number=0.0000, expected range: 0.0000 285.0212 |
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| ADS-C WIND VECTOR DIFF (M/S) 1HFRTXBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=21.6968, expected range: 0.0000 29.2436 |
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| ADS-C WIND VECTOR DIFF (M/S) GN0RPDJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.2687, expected range: 0.0000 22.5830 |
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| ADS-C WIND VECTOR DIFF (M/S) EU5TYFRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.4105, expected range: -5.5816 15.3220 Severe: rms_fgdepar=48.2538, expected range: 0.0000 25.2829 |
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| ADS-C WIND VECTOR DIFF (M/S) 0N413JRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9751, expected range: 0.3903 8.2108 |
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| ADS-C WIND VECTOR DIFF (M/S) EN5IHQRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.7548, expected range: 0.0000 24.7998 |
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| ADS-C WIND VECTOR DIFF (M/S) GB0JDVRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=38.2384, expected range: -2.1279 10.5343 Severe: rms_fgdepar=38.2384, expected range: 0.0000 17.6910 |
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| ADS-C WIND VECTOR DIFF (M/S) PTLHBOZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4633, expected range: 0.0000 11.9847 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) AAL36 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=21.7633, expected range: 0.0000 11.4558 |
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| AIREP WIND VECTOR DIFF (M/S) ANZ946 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.5002, expected range: 0.0000 12.3783 |
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| AIREP WIND VECTOR DIFF (M/S) UAL829 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=38.5163, expected range: 0.0000 12.7936 |
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| AIREP WIND VECTOR DIFF (M/S) LOT4NL PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=35.7341, expected range: -4.3584 14.5809 Severe: rms_fgdepar=48.6822, expected range: 0.0000 19.0263 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01104 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=17.9209, expected range: 0.0000 6.6446 Severe: avg_pge=0.8659, expected range: -0.2746 0.3850 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=31.5305, expected range: -6.8050 32.1925 Severely_persistent: rms_fgdepar=31.5305, expected range: 3.2647 28.3000 Severely_persistent: avg_pge=0.8993, expected range: -0.8208 0.7500 |
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| synop | ||
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42237 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-565.2744, expected range: -1033.1827 1426.5006 Severely_persistent: rms_fgdepar=565.2744, expected range: 0.0000 1299.9910 Severely_persistent: avg_pge=0.9012, expected range: -1.4327 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8398, expected range: -0.6421 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 76773 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=746.6391, expected range: -1477.9662 2376.2058 Severely_persistent: rms_fgdepar=746.7629, expected range: 0.0000 2166.8650 Severely_persistent: avg_pge=0.9000, expected range: -1.5529 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI14ADB : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8113, expected range: -0.1424 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI1213E : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8099, expected range: 0.7628 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 68098 : out of range
Severe: rms_fgdepar=39.2803, expected range: 0.0000 15.0578 Severe: avg_pge=0.8932, expected range: 0.0009 0.0047 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 71093 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8789, expected range: 0.1113 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 68580 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=32.6457, expected range: 0.0000 18.0204 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67241 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=380.9533, expected range: 0.0000 177.2840 Severe: avg_pge=0.8459, expected range: -0.5607 0.7082 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43367 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=411.5538, expected range: 0.0000 198.2259 Severe: avg_pge=0.8485, expected range: -0.8162 0.7500 |
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| MANUAL LAND SYNOP Z (M) 38957 : out of range
Severe: avg_pge=0.9457, expected range: -0.0420 0.0734 |
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| MANUAL LAND SYNOP Z (M) 41508 : out of range
Severe: avg_pge=0.9901, expected range: -1.2809 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 07230 : out of range
Severe: rms_fgdepar=36.4400, expected range: 0.0000 14.0205 |
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| BUFR LAND SYNOP RH2M (%) 07140 : out of range
Severe: avg_fgdepar=54.7801, expected range: -21.8299 20.3835 Severe: rms_fgdepar=54.7801, expected range: 0.0000 16.7499 |
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| BUFR LAND SYNOP RH2M (%) 07240 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=57.2736, expected range: -10.5416 15.3683 Severe: rms_fgdepar=57.2736, expected range: 0.0000 13.5522 |
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| BUFR LAND SYNOP RH2M (%) 94451 : out of range
Severe: rms_fgdepar=38.9288, expected range: 0.0000 35.1036 Severe: avg_pge=0.9970, expected range: -1.6205 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 95843 : out of range
Severe: avg_pge=0.8310, expected range: -0.6887 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 07153 : out of range
Severe: rms_fgdepar=33.4226, expected range: 0.0000 14.9402 |
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| BUFR LAND SYNOP RH2M (%) 06704 : out of range
Severe: avg_fgdepar=57.4226, expected range: -73.6261 95.2845 Severe: rms_fgdepar=57.4226, expected range: 0.0000 71.0229 |
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| BUFR LAND SYNOP RH2M (%) 95814 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.9989, expected range: -1.8431 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 07134 : out of range
Severe: rms_fgdepar=30.1296, expected range: 0.0000 10.5307 |
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| BUFR LAND SYNOP RH2M (%) 07125 : out of range
Severe: avg_fgdepar=59.1777, expected range: -26.3738 28.9887 Severe: rms_fgdepar=59.1777, expected range: 0.0000 19.4912 |
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| BUFR LAND SYNOP RH2M (%) 07245 : out of range
Severe: avg_fgdepar=70.5177, expected range: -10.6340 13.8822 Severe: rms_fgdepar=70.5177, expected range: 0.0000 11.3007 |
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| BUFR LAND SYNOP RH2M (%) 06465 : out of range
Severe: rms_fgdepar=36.3098, expected range: 0.0000 15.1553 |
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| BUFR LAND SYNOP RH2M (%) 06675 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=58.5202, expected range: -67.9815 123.5602 Severe: rms_fgdepar=58.5232, expected range: 0.0000 123.5590 |
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| BUFR LAND SYNOP RH2M (%) 06617 : out of range
Severe: avg_fgdepar=54.4853, expected range: -74.6830 79.6890 Severe: rms_fgdepar=54.4853, expected range: 0.0000 59.6590 |
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| BUFR LAND SYNOP RH2M (%) 07247 : out of range
Severe: avg_fgdepar=51.8291, expected range: -8.5162 13.7895 Severe: rms_fgdepar=51.8291, expected range: 0.0000 13.7895 Severe: avg_pge=0.9919, expected range: -0.0162 0.0240 |
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| BUFR LAND SYNOP RH2M (%) 07249 : out of range
Severe: avg_fgdepar=51.2220, expected range: -14.1260 15.4170 Severe: rms_fgdepar=51.2220, expected range: 0.0000 13.4060 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 92100 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8001, expected range: -1.2517 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 17320 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=343.3155, expected range: 0.0000 149.7042 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 16280 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8338, expected range: -0.3133 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
Severe: avg_fgdepar=553.0413, expected range: -186.5684 270.6652 Severe: rms_fgdepar=567.0902, expected range: 0.0000 292.1293 Severe: avg_pge=0.8782, expected range: -0.6312 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 71332 : out of range
Severe: rms_fgdepar=421.8793, expected range: 0.0000 122.8752 Severe: avg_pge=0.8476, expected range: -0.6130 0.7096 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33633 : out of range
Severe: rms_fgdepar=445.5153, expected range: 0.0000 223.3428 Severe: avg_pge=0.8370, expected range: -0.9699 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33517 : out of range
Severe: rms_fgdepar=439.8405, expected range: 0.0000 269.4389 Severe: avg_pge=0.8317, expected range: -0.8516 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=143.0000, expected range: 169.8769 192.7898 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=1415.0000, expected range: 1592.6495 1686.6005 Considerable: obs_number=170.0000, expected range: 238.3484 325.2072 Considerable: obs_number=86.0000, expected range: 99.2024 107.0198 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXVS2 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-519.2190, expected range: -1574.8856 1608.6904 Severely_persistent: rms_fgdepar=519.2190, expected range: 0.0000 1624.1307 Severely_persistent: avg_pge=0.8545, expected range: -1.0166 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
25 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-686.2676, expected range: -741.2998 -298.9504 Severely_persistent: rms_fgdepar=686.2676, expected range: 294.2378 751.9458 Severely_persistent: avg_pge=0.8680, expected range: 0.6870 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OXVS2 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8913, expected range: -0.8122 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HJB9 : out of range
Severe: rms_fgdepar=485.7142, expected range: 133.9222 481.7734 Severe: avg_pge=0.8151, expected range: 0.1115 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRTT9 : out of range
Severe: avg_fgdepar=-917.6495, expected range: -163.0427 424.6604 Severe: rms_fgdepar=917.6495, expected range: 0.0000 382.9735 Severe: avg_pge=0.9075, expected range: -0.5373 0.7500 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 1301760 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8519, expected range: -1.2205 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=779.3166, expected range: -2106.9443 1845.9692 Severely_persistent: rms_fgdepar=779.3166, expected range: 0.0000 1238.0289 Severely_persistent: avg_pge=0.9257, expected range: -0.1163 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6204589 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-613.1801, expected range: -392.7113 541.5947 Severely_persistent: rms_fgdepar=613.9304, expected range: 0.0000 674.3721 Severely_persistent: avg_pge=0.9153, expected range: -1.4378 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
Severe: avg_fgdepar=-514.9460, expected range: -512.0240 386.3806 Severe: rms_fgdepar=542.0502, expected range: 0.0000 812.6127 Severe: avg_pge=0.8703, expected range: -1.1502 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 5201726 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8580, expected range: -0.2970 0.7500 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) GMMI : out of range
Severe: avg_fgdepar=-1202.5094, expected range: -136.0512 101.3014 Severe: rms_fgdepar=1202.5094, expected range: 0.0000 129.5387 Severe: avg_pge=0.9174, expected range: 0.0000 0.0000 |
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| snow | ||
| AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-113.0762, expected range: -118.6408 -99.2761 Severely_persistent: rms_fgdepar=113.0762, expected range: 99.2761 118.6408 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=59.0917, expected range: 58.8311 68.5819 Severely_persistent: rms_fgdepar=59.0917, expected range: 58.8311 68.5819 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-54.6601, expected range: -71.0852 -40.9245 Severely_persistent: rms_fgdepar=54.6601, expected range: 40.9245 71.0852 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-131.1752, expected range: -145.5517 -120.1725 Severely_persistent: rms_fgdepar=131.1752, expected range: 120.1725 145.5517 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-83.5426, expected range: -92.0012 -83.4965 |
||
| BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=83.5502, expected range: 83.5033 92.0084 |
||
| BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-60.3936, expected range: -68.3221 -58.6899 |
||
| BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=60.4034, expected range: 58.7209 68.3309 |
||
| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-56.8632, expected range: -60.3222 -56.0011 |
||
| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=56.8649, expected range: 56.0026 60.3241 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-76.0114, expected range: -87.7332 -72.6458 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=76.0196, expected range: 72.6423 87.7704 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-74.2047, expected range: -80.4448 -73.1370 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=74.2061, expected range: 73.1402 80.4455 |
||
| BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-91.3190, expected range: -96.5899 -83.0280 |
||
| BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=91.3227, expected range: 83.0377 96.5973 |
||
| BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=59.2320, expected range: 58.9405 68.7485 Severely_persistent: rms_fgdepar=59.2320, expected range: 58.9406 68.7485 |
 | |
| BUFR LAND SYNOP SNOW (CM) 08915 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-91.5362, expected range: -94.3595 -89.5904 Severely_persistent: rms_fgdepar=91.5362, expected range: 89.5904 94.3595 |
 | |
| BUFR LAND SYNOP SNOW (CM) 01025 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.9242, expected range: -93.6910 -2.2302 Severely_persistent: rms_fgdepar=51.9242, expected range: 2.2302 93.6910 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-68.6914, expected range: -76.4558 -66.3712 |
||
| BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=68.6944, expected range: 66.3723 76.4650 |
||
| BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-60.6048, expected range: -63.8469 -57.1431 |
||
| BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=60.6135, expected range: 57.1406 63.8748 |
||
| BUFR LAND SYNOP SNOW (CM) 14006 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=57.1419, expected range: 56.6890 59.8886 Severely_persistent: rms_fgdepar=57.1419, expected range: 56.6890 59.8886 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-80.2698, expected range: -90.8208 -76.4164 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=80.2798, expected range: 76.4207 90.8280 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-50.7746, expected range: -53.0849 -48.2629 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=50.7830, expected range: 48.2628 53.0988 |
||
| 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=-75.7579, expected range: -78.2361 -54.1253 Severely_persistent: rms_fgdepar=75.7673, expected range: 54.1250 78.2379 |
 | |
| BUFR LAND SYNOP SNOW (CM) 36208 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-54.6601, expected range: -71.0852 -40.9245 Severely_persistent: rms_fgdepar=54.6601, expected range: 40.9245 71.0852 |
 | |
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=54.9598, expected range: 52.9546 57.8319 |
||
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=54.9603, expected range: 52.9577 57.8352 |
||
| BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-67.8012, expected range: -73.9196 -67.5775 |
||
| BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=67.8068, expected range: 67.5825 73.9274 |
||
| BUFR LAND SYNOP SNOW (CM) 47058 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=95.1248, expected range: 88.7756 96.0332 Severely_persistent: rms_fgdepar=95.1248, expected range: 88.7755 96.0333 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=51.7237, expected range: 32.3342 69.3648 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
26 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=51.7403, expected range: 32.3209 69.4023 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-64.3849, expected range: -66.6633 -55.0205 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=64.3849, expected range: 55.0205 66.6634 |
||
| BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-65.6118, expected range: -74.8962 -64.1203 |
||
| BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=65.6122, expected range: 64.1217 74.8991 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-75.4269, expected range: -83.9142 -74.2717 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=75.4295, expected range: 74.2753 83.9194 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-52.5379, expected range: -65.6313 -49.3690 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=52.5414, expected range: 49.3674 65.6449 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-76.0611, expected range: -84.0340 -74.0739 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=76.0624, expected range: 74.0793 84.0347 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-75.5209, expected range: -81.9120 -73.0977 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=75.5270, expected range: 73.1071 81.9155 |
||
| BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-69.4684, expected range: -76.0549 -66.7998 |
||
| BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=69.4718, expected range: 66.7930 76.0760 |
||
| MANUAL LAND SYNOP SNOW (CM) 11110 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-75.3999, expected range: -81.6102 -70.1667 Severe: rms_fgdepar=75.3999, expected range: 66.2204 83.0487 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 40740 : out of range
Severe: avg_fgdepar=98.5582, expected range: -0.7377 1.1836 Severe: rms_fgdepar=98.5582, expected range: 0.0000 1.0477 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 17063 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=23.8569, expected range: -6.5775 8.3988 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 16344 : out of range
Severe: rms_fgdepar=19.6226, expected range: 0.0000 6.2780 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 16715 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=39.7740, expected range: -0.0005 0.0006 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 16716 : out of range
Severe: rms_fgdepar=29.9823, expected range: -0.0008 0.0010 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 17208 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=15.9400, expected range: 0.0000 8.2688 |
 | |
| ROCOB TEMP SNOW (CM) 63307837 : out of range
Severe: avg_fgdepar=65.4765, expected range: -30.9513 6.0243 Severe: rms_fgdepar=65.4765, expected range: 0.0000 30.9513 |
 | |
| BUFR LAND SYNOP SNOW (CM) 08940 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-102.3759, expected range: -103.3800 -92.4180 Severe: rms_fgdepar=102.3759, expected range: 92.4180 103.3800 |
 | |
| BUFR LAND SYNOP SNOW (CM) 17060 : out of range
Severe: rms_fgdepar=24.7228, expected range: -4.0905 5.3441 |
 | |
| BUFR LAND SYNOP SNOW (CM) 01180 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=20.7653, expected range: 0.0000 11.1489 |
 | |
| BUFR LAND SYNOP SNOW (CM) 47061 : out of range
Severe: avg_fgdepar=97.5260, expected range: -0.6431 0.1161 Severe: rms_fgdepar=97.5260, expected range: 0.0000 0.8586 |
 | |
| BUFR LAND SYNOP SNOW (CM) 13492 : out of range
Severe: rms_fgdepar=34.9562, expected range: 0.0000 16.4210 |
 | |
| BUFR LAND SYNOP SNOW (CM) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=313.9865, expected range: 419.1366 550.3012 Severe: avg_fgdepar=12.5396, expected range: -7.0892 2.7623 Severe: rms_fgdepar=25.8214, expected range: 0.0000 12.4431 |
 | |
| t2m | ||
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
23 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5748, expected range: -20.3072 -5.2312 Severely_persistent: rms_fgdepar=12.7880, expected range: 5.3482 20.4459 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.6430, expected range: -20.1418 12.5463 Severely_persistent: rms_fgdepar=14.6503, expected range: 0.0000 17.6724 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.8972, expected range: -17.8666 -2.2554 Severely_persistent: rms_fgdepar=13.1064, expected range: 2.4349 17.8285 |
 | |
| METAR 2M TEMPERATURE (K) VECX : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9667, expected range: -21.5864 -8.4537 Severely_persistent: rms_fgdepar=13.2453, expected range: 8.6195 21.6911 |
 | |
| LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.1990, expected range: -19.7672 -4.3597 Severely_persistent: rms_fgdepar=15.1990, expected range: 4.3597 19.7672 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.6248, expected range: -20.3572 -5.2812 Severely_persistent: rms_fgdepar=12.8371, expected range: 5.3976 20.4955 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.6930, expected range: -20.1918 12.4963 Severely_persistent: rms_fgdepar=14.7003, expected range: 0.0000 17.7670 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.5012, expected range: -14.8280 -10.8380 Severely_persistent: rms_fgdepar=16.5392, expected range: 11.0528 15.0285 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9472, expected range: -17.9166 -2.3054 Severely_persistent: rms_fgdepar=13.1557, expected range: 2.4835 17.8791 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4324, expected range: -12.0854 -7.7789 Severe: rms_fgdepar=12.4595, expected range: 7.9258 12.3730 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 43071 : out of range
Severe: rms_fgdepar=11.2313, expected range: 0.0000 3.3993 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 23472 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.2656, expected range: 0.0000 1.9395 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 27872 : out of range
Severe: rms_fgdepar=10.2890, expected range: 0.0000 2.6919 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 82792 : out of range
Severe: avg_fgdepar=12.4615, expected range: -3.5281 6.9478 Severe: rms_fgdepar=12.4615, expected range: 0.0000 5.9595 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 27653 : out of range
Severe: rms_fgdepar=10.3799, expected range: 0.0000 2.4212 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 28704 : out of range
Severe: avg_fgdepar=-12.0308, expected range: -3.9536 1.9763 Severe: rms_fgdepar=12.0341, expected range: 0.0000 3.5860 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 27785 : out of range
Severe: rms_fgdepar=10.6316, expected range: 0.0000 2.8299 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 27776 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0148, expected range: -3.0580 2.7131 Severe: rms_fgdepar=12.0325, expected range: 0.0000 3.0933 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 23578 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=11.2301, expected range: 0.0000 3.1445 |
 | |
| METAR 2M TEMPERATURE (K) USDA : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=13.0090, expected range: 0.0000 11.3793 |
 | |
| METAR 2M TEMPERATURE (K) UWLL : out of range
Severe: rms_fgdepar=11.2091, expected range: 0.0000 5.4349 |
 | |
| METAR 2M TEMPERATURE (K) UWLW : out of range
Severe: rms_fgdepar=11.3311, expected range: 0.0000 3.5875 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 06751 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=12.7056, expected range: 1.7359 15.3105 Severe: rms_fgdepar=12.7804, expected range: 1.8340 15.5600 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36022 : out of range
Severe: rms_fgdepar=12.0219, expected range: 0.0000 8.8886 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 82792 : out of range
Severe: avg_fgdepar=12.4115, expected range: -3.5781 6.8978 Severe: rms_fgdepar=12.4115, expected range: 0.0000 5.8365 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 28704 : out of range
Severe: avg_fgdepar=-12.0828, expected range: -4.0061 1.9258 Severe: rms_fgdepar=12.0860, expected range: 0.0000 3.6443 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=12.0193, expected range: 3.1360 14.4847 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0288, expected range: 3.8809 14.3580 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 27776 : out of range
Severe: avg_fgdepar=-12.0712, expected range: -3.1089 2.6590 Severe: rms_fgdepar=12.0889, expected range: 0.0000 3.0627 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 06617 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.9249, expected range: -17.1733 8.2497 Severe: rms_fgdepar=15.9474, expected range: 0.0000 17.8316 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4635, expected range: -12.3112 -7.7877 Severe: rms_fgdepar=12.4899, expected range: 8.0610 12.4671 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
4 times in the last 10 days for at least one item Severe: obs_number=1334.0000, expected range: 1525.8941 1560.4809 Considerable: obs_number=50.0000, expected range: 55.0707 59.3504 |
 | |
| rh2m | ||
| BUFR LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item Severe: avg_lsm=0.5804, expected range: 0.5197 0.5348 Considerable: obs_number=56287.0000, expected range: 65169.6349 81294.8651 Considerable: obs_number=1327.0000, expected range: 1457.6648 1611.0411 |
 | |