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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-18 12:00
| amsua | ||
| NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4517, expected range: -0.4142 -0.3965 |
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| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0989, expected range: -0.1725 -0.1320 |
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| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1533, expected range: 0.0665 0.1027 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1987, expected range: 0.2391 0.2445 |
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| airs | ||
| AQUA AIRS RADIANCES (130 channels affected) : out of range
Severe: obs_number=4455.0000, expected range: 9538.9795 10739.8441 |
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| mwhs2 | ||
| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-3.3264, expected range: -1.8361 -1.1967 Severely_persistent: avg_biascorr=-3.1917, expected range: -2.3134 -1.2306 |
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| FY-3D MWHS2 ALLSKY RADIANCES (5 channels affected) : out of range
2 times in the last 10 days for at least one item Severe: stdev_norm_fgdepar=0.0449, expected range: 0.7711 0.8736 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 9 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3835, expected range: -0.5058 -0.4466 |
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| NPP ATMS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1060, expected range: -0.1844 -0.1554 |
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| NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.3310, expected range: -0.2980 -0.2579 |
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| ssmis | ||
| DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.6018, expected range: -0.3977 -0.1747 |
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| DMSP-17 SSMIS RADIANCES CHANNEL 12 : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=14164.0000, expected range: 16754.1906 19522.2800 |
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| DMSP-17 SSMIS RADIANCES CHANNEL 13 : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=14181.0000, expected range: 16767.5695 19548.4305 |
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| DMSP-17 SSMIS RADIANCES CHANNEL 14 : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=14051.0000, expected range: 16648.8932 19365.2245 |
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| DMSP-17 SSMIS RADIANCES CHANNEL 16 : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=14153.0000, expected range: 16707.8805 19502.7078 |
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| Atmospheric Motion Vector | ||
| HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
16 times in the last 10 days for at least one item Severely_persistent: obs_number=236.0000, expected range: 1210.0967 1389.4811 |
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| All METEOSAT-11 AMV IR3 ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 637.83 3317.60 |
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| METEOSAT-8 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
Considerable: obs_number=6632.0000, expected range: 4203.7732 5773.4768 |
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| Geostationary CSR | ||
| METEOSAT-8 SEVIRI RADIANCES CHANNEL 2 : out of range
3 times in the last 10 days for at least one item Considerable: obs_number=56764.0000, expected range: 30443.2884 46341.8577 |
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| METEOSAT-8 SEVIRI RADIANCES CHANNEL 3 : out of range
3 times in the last 10 days for at least one item Considerable: obs_number=33390.0000, expected range: 16617.0593 28964.0419 |
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| resat | ||
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=0.7289, expected range: 0.2881 0.3333 |
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| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-0.0178, expected range: -0.0308 -0.0254 |
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| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-0.0480, expected range: -0.0586 -0.0528 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8644, expected range: -0.8611 0.7500 |
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| LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.0422, expected range: 0.9072 1.8600 Severe: rms_fgdepar=3.5391, expected range: 1.2717 1.7304 Severe: avg_fgdepar=-5.5026, expected range: -0.8816 1.2506 Severe: rms_fgdepar=13.0186, expected range: 0.6301 1.7209 |
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| LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=9.5694, expected range: 0.0000 16.3095 |
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| LAND TEMP TEMPERATURE (K) 30230 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.2905, expected range: 0.0000 3.5090 |
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| LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-9.9674, expected range: -10.7580 2.2352 Severe: rms_fgdepar=10.1090, expected range: 0.0000 10.8949 Severe: avg_pge=0.8864, expected range: -0.2970 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 29572 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=19.6898, expected range: 0.0000 8.7836 |
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| LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: obs_number=191.0000, expected range: 36.1880 63.3120 Considerable: rms_fgdepar=9.2815, expected range: 2.6838 6.7124 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 40186 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8707, expected range: -0.8002 0.7500 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item Severe: obs_number=360.0000, expected range: 443.9822 460.0178 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 40.0286 103.4714 |
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| HIGH RESO LAND TEMP Q (G/KG) 87155 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.5217, expected range: 0.0000 1.6565 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 83 : all data missing
Severe: obs_number=0, expected range: 62.93 135.52 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=172.0000, expected range: 132.2526 156.7474 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=383.0000, expected range: 887.7492 1069.2508 |
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| HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=520.0000, expected range: 597.4798 645.2702 |
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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: obs_number=122.0000, expected range: 211.6260 366.1240 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=825.0000, expected range: 889.3268 948.2288 |
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| amdar | ||
| AMDAR TEMPERATURE (K) 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: 24.6118 152.5351 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) PFYGUUBA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.0163, expected range: 0.0000 5.6822 |
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| MODE-S WIND VECTOR DIFF (M/S) M2EABE7 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.5586, expected range: 0.0000 5.9608 |
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| ADS-C WIND VECTOR DIFF (M/S) TWRTPMBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.2850, expected range: 0.0000 18.4668 |
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| ADS-C WIND VECTOR DIFF (M/S) HKMZCQBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.3750, expected range: 0.0000 21.4763 |
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| ADS-C WIND VECTOR DIFF (M/S) NVTCZCJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.4440, expected range: 0.0000 9.2573 |
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| ADS-C WIND VECTOR DIFF (M/S) VGAW40RA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=24.4550, expected range: 0.0000 20.7826 |
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| ADS-C WIND VECTOR DIFF (M/S) JXFEIFRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.0908, expected range: 0.0000 25.1081 |
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| ADS-C WIND VECTOR DIFF (M/S) W3DK3ORA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=30.5948, expected range: -21.2488 35.5970 Severe: rms_fgdepar=30.5948, expected range: 0.0000 36.0940 |
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| ADS-C WIND VECTOR DIFF (M/S) AZWDWDZA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=27.8290, expected range: 0.0000 20.1073 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) VIR26Q PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.4412, expected range: 0.0000 10.6126 |
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| synop | ||
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60540 : out of range
5 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=256.7932, expected range: 0.0000 67.6361 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40666 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8335, expected range: -1.6377 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8056, expected range: -1.0574 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
24 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=650.3189, expected range: 0.0000 1610.7257 Severely_persistent: avg_pge=0.9053, expected range: -1.4814 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87270 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=407.6599, expected range: 2.4620 57.8009 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82181 : out of range
Severe: avg_fgdepar=638.5103, expected range: 7.9539 125.4693 Severe: rms_fgdepar=654.3266, expected range: 1.5741 185.7435 Severe: avg_pge=0.8922, expected range: -0.3662 0.5745 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87222 : out of range
Severe: rms_fgdepar=316.7262, expected range: 0.0000 75.4013 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 98222 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=457.8773, expected range: 0.0000 96.9243 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 65473 : out of range
Severe: avg_fgdepar=813.3501, expected range: -316.7002 100.7529 Severe: rms_fgdepar=813.3501, expected range: 0.0000 325.5823 Severe: avg_pge=0.9263, expected range: -1.0771 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87374 : out of range
Severe: rms_fgdepar=369.0114, expected range: 0.0000 138.4240 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87345 : out of range
Severe: rms_fgdepar=333.4944, expected range: 0.0000 161.4097 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87155 : out of range
Severe: rms_fgdepar=388.5382, expected range: 0.0000 57.9164 |
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| MANUAL LAND SYNOP RH2M (%) 63630 : out of range
Severe: rms_fgdepar=48.4354, expected range: 0.0000 18.6560 Severe: avg_pge=0.9474, expected range: -0.0037 0.0128 |
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| MANUAL LAND SYNOP RH2M (%) 64650 : out of range
Severe: avg_pge=0.9989, expected range: -0.9502 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 33821 : out of range
Severe: rms_fgdepar=38.7349, expected range: 0.0000 19.1895 |
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| MANUAL LAND SYNOP RH2M (%) 63702 : out of range
Severe: rms_fgdepar=35.8028, expected range: 3.1506 17.1823 |
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| MANUAL LAND SYNOP RH2M (%) 82143 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=33.3879, expected range: 0.0000 18.7283 |
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| MANUAL LAND SYNOP RH2M (%) 43083 : out of range
Severe: avg_pge=0.8931, expected range: -0.2632 0.3309 |
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| MANUAL LAND SYNOP RH2M (%) 87065 : out of range
Severe: rms_fgdepar=38.2282, expected range: 0.0000 12.2392 |
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| MANUAL LAND SYNOP RH2M (%) 83616 : out of range
Severe: rms_fgdepar=33.0101, expected range: 0.0000 16.7217 |
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| MANUAL LAND SYNOP RH2M (%) 87148 : out of range
Severe: rms_fgdepar=42.7811, expected range: 0.0000 18.3296 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 17320 : out of range
Severe: rms_fgdepar=363.4018, expected range: 0.0000 153.5472 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 14551 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8300, expected range: -1.2605 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 34302 : out of range
Severe: rms_fgdepar=450.3769, expected range: 0.0000 148.0724 Severe: avg_pge=0.8771, expected range: -0.3123 0.3767 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 30252 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8258, expected range: -1.3066 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 01203 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8756, expected range: -1.3446 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 76773 : out of range
Severe: avg_fgdepar=822.4984, expected range: 551.3258 1049.9702 Severe: rms_fgdepar=822.4984, expected range: 551.3454 1050.7271 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 71408 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-580.1789, expected range: -309.1374 300.1948 Severe: rms_fgdepar=583.7462, expected range: 0.0000 336.5998 Severe: avg_pge=0.9245, expected range: -0.7989 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 24908 : out of range
Severe: rms_fgdepar=543.7974, expected range: 0.0000 259.6419 |
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| BUFR LAND SYNOP RH2M (%) 94346 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=40.7960, expected range: 0.0000 19.0879 |
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| BUFR LAND SYNOP RH2M (%) 33548 : out of range
Severe: rms_fgdepar=35.0564, expected range: 0.0000 17.9072 |
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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 Considerable: obs_number=304.0000, expected range: 533.9682 830.8889 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5SI3 : out of range
Severe: avg_fgdepar=-788.4369, expected range: -256.9214 141.3312 Severe: rms_fgdepar=788.4369, expected range: 0.0000 257.1361 Severe: avg_pge=0.8887, expected range: -0.6449 0.7500 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=656.8289, expected range: -929.3082 701.2727 Severely_persistent: rms_fgdepar=657.5191, expected range: 0.0000 875.5721 Severely_persistent: avg_pge=0.9096, expected range: -0.9856 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1301603 : out of range
Severe: rms_fgdepar=513.0725, expected range: 0.0000 91.3790 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6203644 : out of range
Severe: rms_fgdepar=399.4277, expected range: 0.0000 80.9632 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) DAUA : out of range
Severe: rms_fgdepar=394.0242, expected range: 0.0000 92.5342 |
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| METAR SURFACE PRESSURE (PA) SARE : out of range
Severe: rms_fgdepar=414.4417, expected range: 0.0000 205.5337 |
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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=-59.5045, expected range: -64.5719 -51.5452 Severely_persistent: rms_fgdepar=59.5045, expected range: 51.5452 64.5719 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71605 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-52.2892, expected range: -63.5560 -38.4330 Severely_persistent: rms_fgdepar=52.2892, expected range: 38.4330 63.5560 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-77.3935, expected range: -89.9539 -62.6607 Severely_persistent: rms_fgdepar=77.3935, expected range: 62.6607 89.9539 |
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| 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=-89.6794, expected range: -95.4346 -82.4272 |
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| 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=89.6864, expected range: 82.4360 95.4540 |
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| 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=-63.7362, expected range: -67.4393 -62.3832 |
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| 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=63.7537, expected range: 62.3880 67.4499 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-58.1509, expected range: -66.5135 -51.1396 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=58.1517, expected range: 51.1422 66.5149 |
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| 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=-80.7387, expected range: -88.2599 -71.3952 |
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| 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=80.7494, expected range: 71.3939 88.2832 |
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| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-77.7133, expected range: -81.6339 -72.5693 |
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| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
20 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=77.7153, expected range: 72.5756 81.6328 |
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| 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=-91.1104, expected range: -91.8257 -78.6166 |
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| 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=91.1136, expected range: 78.6288 91.8454 |
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| 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=-72.0227, expected range: -77.2745 -63.2379 |
||
| 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=72.0285, expected range: 63.2377 77.2847 |
||
| 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=-61.6343, expected range: -65.0375 -55.5668 |
||
| 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=61.6573, expected range: 55.5659 65.0546 |
||
| 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=-84.2875, expected range: -103.3157 -69.3394 |
||
| 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=84.2983, expected range: 69.4926 103.2148 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-50.6863, expected range: -54.6490 -50.2055 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=50.6895, expected range: 50.2174 54.6551 |
||
| BUFR LAND SYNOP SNOW (CM) 01008 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-64.7264, expected range: -72.5250 -35.2386 Severely_persistent: rms_fgdepar=64.7266, expected range: 35.2478 72.5240 |
 | |
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=56.1006, expected range: 39.2533 63.3491 |
||
| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
30 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=56.1056, expected range: 39.2591 63.3545 |
||
| 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=-72.3305, expected range: -73.5865 -67.2666 |
||
| 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=72.3362, expected range: 67.2652 73.6092 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=50.8180, expected range: 29.9049 62.6335 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=50.8216, expected range: 29.9088 62.6593 |
||
| 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=-59.4756, expected range: -67.7086 -58.3150 |
||
| 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=59.4757, expected range: 58.3149 67.7091 |
||
| 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=-69.6818, expected range: -80.9141 -65.7998 |
||
| 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=69.6839, expected range: 65.8055 80.9160 |
||
| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-57.9176, expected range: -65.4156 -52.9229 |
||
| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=57.9208, expected range: 52.9240 65.4176 |
||
| 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=-79.2370, expected range: -88.6955 -74.2583 |
||
| 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=79.2460, expected range: 74.2633 88.7000 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-58.6936, expected range: -66.3233 -55.7531 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=58.6936, expected range: 55.7955 66.3140 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-79.1178, expected range: -84.7867 -78.3512 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=79.1204, expected range: 78.3550 84.7876 |
||
| 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=-76.0730, expected range: -88.1629 -67.9763 |
||
| 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=76.0812, expected range: 68.0189 88.1432 |
||
| 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=-71.6767, expected range: -80.2882 -66.5922 |
||
| 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=71.6827, expected range: 66.5992 80.3012 |
||
| AUTOMATIC LAND SYNOP SNOW (CM) 71612 : out of range
Severe: rms_fgdepar=37.7541, expected range: 4.0629 10.6940 |
 | |
| AUTOMATIC LAND SYNOP SNOW (CM) 71362 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=32.6687, expected range: 5.5910 9.6982 |
 | |
| AUTOMATIC LAND SYNOP SNOW (CM) 71063 : out of range
Severe: rms_fgdepar=17.4878, expected range: 0.5849 4.4783 |
 | |
| AUTOMATIC LAND SYNOP SNOW (CM) 71196 : out of range
Severe: rms_fgdepar=22.2183, expected range: 0.0000 3.7982 |
 | |
| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.2094, expected range: -26.0503 10.0164 Severely_persistent: rms_fgdepar=13.4350, expected range: 0.0000 23.0071 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.4659, expected range: -26.6759 10.3645 Severely_persistent: rms_fgdepar=13.7315, expected range: 0.0000 23.4993 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.6954, expected range: -21.3750 7.2912 Severely_persistent: rms_fgdepar=14.7324, expected range: 0.0000 21.3403 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.7208, expected range: -18.4656 8.3042 Severely_persistent: rms_fgdepar=13.7239, expected range: 0.0000 16.4510 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.3940, expected range: -15.6712 -5.5751 Severely_persistent: rms_fgdepar=12.4162, expected range: 6.1158 15.5967 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.4108, expected range: -20.1143 7.9494 Severely_persistent: rms_fgdepar=14.4645, expected range: 0.0000 18.1836 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
25 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.9516, expected range: -26.6580 6.0086 Severely_persistent: rms_fgdepar=16.9574, expected range: 0.0000 26.5815 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.9946, expected range: -26.6206 9.8012 Severely_persistent: rms_fgdepar=18.0999, expected range: 0.0000 24.2114 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.4783, expected range: -20.8217 12.3300 Severely_persistent: rms_fgdepar=15.4814, expected range: 0.0000 18.9266 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.7205, expected range: -20.4679 5.4532 Severely_persistent: rms_fgdepar=18.7520, expected range: 2.8091 15.1784 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.8625, expected range: -21.7155 7.5125 Severely_persistent: rms_fgdepar=16.9240, expected range: 0.0000 21.4835 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.7457, expected range: -19.4285 8.3296 Severely_persistent: rms_fgdepar=14.8159, expected range: 0.0000 18.4110 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.0214, expected range: -19.7509 11.3720 Severely_persistent: rms_fgdepar=17.0443, expected range: 0.0000 18.0394 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.0090, expected range: -15.9122 -4.9631 Severely_persistent: rms_fgdepar=12.1504, expected range: 5.3326 15.7876 |
 | |
| METAR 2M TEMPERATURE (K) LTCB : out of range
23 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=15.4650, expected range: 7.3546 22.3066 Severely_persistent: rms_fgdepar=15.7268, expected range: 7.5749 22.3232 |
 | |
| METAR 2M TEMPERATURE (K) VECX : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.0139, expected range: -19.5987 -5.8169 Severely_persistent: rms_fgdepar=16.0442, expected range: 5.9416 19.8266 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.8130, expected range: -21.2663 7.2055 Severely_persistent: rms_fgdepar=14.8502, expected range: 0.0000 21.2412 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.2561, expected range: -26.0913 9.9762 Severely_persistent: rms_fgdepar=13.4816, expected range: 0.0000 23.1020 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.3221, expected range: -17.5538 -7.7024 Severely_persistent: rms_fgdepar=13.4475, expected range: 7.7912 17.8918 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.8120, expected range: -18.5604 8.2321 Severely_persistent: rms_fgdepar=13.8150, expected range: 0.0000 16.6391 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4440, expected range: -15.7212 -5.6251 Severely_persistent: rms_fgdepar=12.4661, expected range: 6.1630 15.6472 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.9549, expected range: -26.6854 5.9630 Severely_persistent: rms_fgdepar=16.9608, expected range: 0.0000 26.6137 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.0686, expected range: -26.7723 9.7598 Severely_persistent: rms_fgdepar=18.1756, expected range: 0.0000 24.4105 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.5229, expected range: -26.7587 10.3680 Severely_persistent: rms_fgdepar=13.7835, expected range: 0.0000 23.6329 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.0531, expected range: -19.7740 -3.4658 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
20 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.0531, expected range: 5.2420 19.8640 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.2618, expected range: -15.1604 -11.2034 Severely_persistent: rms_fgdepar=13.4013, expected range: 11.2884 15.4730 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.4963, expected range: -20.8591 12.2952 Severely_persistent: rms_fgdepar=15.4996, expected range: 0.0000 19.0003 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.5508, expected range: -19.5204 5.3217 Severely_persistent: rms_fgdepar=18.6012, expected range: 2.3166 14.7815 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.9496, expected range: -21.8407 7.5249 Severely_persistent: rms_fgdepar=17.0115, expected range: 0.0000 21.6134 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.8050, expected range: -19.4810 8.2868 Severely_persistent: rms_fgdepar=14.8739, expected range: 0.0000 18.5084 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.1445, expected range: -19.8661 11.3389 Severely_persistent: rms_fgdepar=17.1633, expected range: 0.0000 18.1558 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.1204, expected range: -16.0327 -5.0080 Severely_persistent: rms_fgdepar=12.2593, expected range: 5.3738 15.9085 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 70133 : out of range
Severe: rms_fgdepar=11.6037, expected range: 0.0000 4.8814 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 60220 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4523, expected range: -1.3411 4.2267 Severe: rms_fgdepar=14.8711, expected range: 0.0000 4.1303 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.6380, expected range: -14.0347 -1.8995 Severe: rms_fgdepar=14.6640, expected range: 2.9474 13.5506 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25703 : out of range
Severe: avg_fgdepar=-12.4748, expected range: -13.8816 12.6686 Severe: rms_fgdepar=12.4807, expected range: 0.0000 11.3964 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 70133 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.8430, expected range: 0.0000 5.0399 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 87148 : out of range
Severe: rms_fgdepar=10.4676, expected range: 0.8106 5.2068 |
 | |
| METAR 2M TEMPERATURE (K) RKSO : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=17.1458, expected range: -2.1766 3.1264 Severe: rms_fgdepar=17.1458, expected range: 0.4013 4.3336 |
 | |
| METAR 2M TEMPERATURE (K) PAOT : out of range
Severe: rms_fgdepar=12.0549, expected range: 0.5886 4.9527 |
 | |
| LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.3048, expected range: -14.1917 -3.3260 Severe: rms_fgdepar=13.3048, expected range: 3.3260 14.1917 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.7674, expected range: -14.0686 -1.9800 Severe: rms_fgdepar=14.7933, expected range: 3.0085 13.6002 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25703 : out of range
Severe: avg_fgdepar=-12.4629, expected range: -13.8605 12.6754 Severe: rms_fgdepar=12.4687, expected range: 0.0000 11.3503 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.4218, expected range: -20.1128 7.9042 Severe: rms_fgdepar=14.4755, expected range: 0.0000 18.2124 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 68849 : out of range
Severe: avg_fgdepar=-15.9029, expected range: -6.1201 2.3955 Severe: rms_fgdepar=15.9029, expected range: 0.0000 6.0922 |
 | |