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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-08 00:00
| AMSUA Pacific RARS | ||
| All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39 |
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| All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39 |
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| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 1513 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1234, expected range: -0.0247 0.0419 |
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| airs | ||
| AQUA AIRS RADIANCES (13 channels affected) : out of range
Severe: avg_biascorr=0.0962, expected range: 0.0406 0.0646 |
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| mwhs2 | ||
| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
4 times in the last 10 days for at least one item Severe: avg_biascorr=-2.3248, expected range: -2.7663 -2.6450 |
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| FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
4 times in the last 10 days for at least one item Severe: avg_biascorr=-2.5996, expected range: -3.2448 -3.1564 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 11 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2576, expected range: -0.5238 -0.3895 |
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| NPP ATMS RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4112, expected range: -0.2354 -0.1552 |
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| NPP ATMS RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.6235, expected range: -0.4811 -0.3171 |
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| NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4649, expected range: -0.6423 -0.6282 |
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| NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.6841, expected range: -0.5804 -0.4450 |
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| NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.8301, expected range: -0.6772 -0.4845 |
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| gpsro | ||
| COSMIC2-E3 GPSRO RISING HEIGHT 32-34 KM : out of range
Slight: obs_number=783.0000, expected range: 967.4762 1698.2738 |
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| COSMIC2-E3 GPSRO RISING HEIGHT 30-32 KM : out of range
Slight: obs_number=836.0000, expected range: 1033.5483 1821.9517 |
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| COSMIC2-E3 GPSRO RISING HEIGHT 18-20 KM : out of range
Slight: obs_number=1125.0000, expected range: 1391.0513 2430.9487 |
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| COSMIC2-E3 GPSRO SETTING (24 impact heights affected) : out of range
Slight: obs_number=1821.0000, expected range: 2103.3341 2638.5409 |
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| Atmospheric Motion Vector | ||
| All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8241, expected range: -1.0574 0.7500 |
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| LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=4.2799, expected range: 0.9654 1.8321 |
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| LAND TEMP TEMPERATURE (K) 42379 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.6577, expected range: 0.0000 3.3751 |
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| LAND TEMP TEMPERATURE (K) 40848 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.7413, expected range: 0.0000 2.9522 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 94.26 142.02 |
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| HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
3 times in the last 10 days for at least one item Severe: obs_number=182.0000, expected range: 84.0765 95.2568 Severe: obs_number=191.0000, expected range: 91.3214 103.0119 Considerable: obs_number=373.0000, expected range: 461.4653 486.7847 |
 | |
| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.4228, expected range: 0.5637 0.7664 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 27713 PRESSURE LAYER 0-300 : out of range
Severe: avg_pge=0.8164, expected range: -0.0207 0.0256 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 27713 (2 pressure layers af : out of range
Severe: rms_fgdepar=18.4443, expected range: 0.1011 3.6772 |
| |
| HIGH RESO LAND TEMP TEMPERATURE (K) 27713 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=8.4627, expected range: 0.3349 0.8475 |
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| BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
1 times in the last 10 days for at least one item Severe: obs_number=0.0000, expected range: 0.0000 515.0794 |
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| HIGH RESO 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: avg_lsm=0.3093, expected range: 0.3365 0.3760 |
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| HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HP : out of range
1 times in the last 10 days for at least one item Considerable: avg_lsm=0.3094, expected range: 0.3349 0.3758 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Considerable: avg_lsm=0.3113, expected range: 0.3364 0.3770 |
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| amdar | ||
| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA PRESSURE LAYER 0-300 (HPA) : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8684, expected range: -1.9526 0.7500 |
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| AMDAR WIND VECTOR DIFF (M/S) AAL72 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8458, expected range: -0.6566 0.7500 |
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| ADS-C WIND VECTOR DIFF (M/S) Y5FYCOBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.1364, expected range: 0.0000 14.5925 |
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| ADS-C WIND VECTOR DIFF (M/S) U2VTZDBA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=20.6932, expected range: 0.0000 48.1641 |
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| ADS-C WIND VECTOR DIFF (M/S) OQGDSDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.4763, expected range: 0.0000 30.4228 |
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| ADS-C WIND VECTOR DIFF (M/S) CBXX25ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.6868, expected range: 0.0000 9.6193 |
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| ADS-C WIND VECTOR DIFF (M/S) 0CU015BA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=21.4473, expected range: 0.0000 41.3810 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=22.8452, expected range: 0.0000 33.8727 |
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| AIREP WIND VECTOR DIFF (M/S) SVA830 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.9168, expected range: 0.0000 22.6409 Severe: avg_fgdepar=21.0239, expected range: 0.0036 11.5985 |
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| AIREP WIND VECTOR DIFF (M/S) LOT2LY PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6664, expected range: 0.0000 11.6336 |
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| AIREP WIND VECTOR DIFF (M/S) ETD430 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0186, expected range: 0.0000 25.1690 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 72393 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.9720, expected range: 0.6466 8.4936 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 65125 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9795, expected range: -1.2929 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 42026 : out of range
11 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=52.2091, expected range: 13.7401 93.5748 Severely_persistent: avg_fgdepar=52.2091, expected range: 13.7401 93.5748 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31300 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8041, expected range: -1.7006 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 68397 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.9999, expected range: -1.8192 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80426 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8063, expected range: -1.2300 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67280 : out of range
Severe: avg_pge=0.8216, expected range: 0.1046 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40001 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.9279, expected range: -1.3629 0.7500 Severe: rms_fgdepar=742.1124, expected range: -1032.2971 1327.3424 Severe: avg_fgdepar=-739.9945, expected range: -1253.3703 1427.1517 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 81615 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=314.6739, expected range: 0.0000 162.7960 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 41112 : out of range
Severe: rms_fgdepar=564.2115, expected range: 0.0000 100.7019 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 35594 : out of range
Severe: rms_fgdepar=327.9741, expected range: 0.0000 129.8802 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33156 : out of range
Severe: rms_fgdepar=417.5359, expected range: 0.0000 203.6973 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 30127 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=705.0154, expected range: -958.2723 1221.4945 Severe: avg_fgdepar=-505.4285, expected range: -923.7785 755.1541 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 25707 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8113, expected range: -1.1466 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8097, expected range: -0.4298 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 13601 : out of range
Severe: avg_pge=0.8159, expected range: -0.5135 0.7500 |
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| BUFR LAND SYNOP RH2M (%) _858BDF5 : out of range
Severe: avg_pge=0.9556, expected range: -1.2332 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 86969 : out of range
Severe: rms_fgdepar=38.1866, expected range: 0.0000 14.0515 |
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| BUFR LAND SYNOP RH2M (%) 42639 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.9942, expected range: -1.6121 0.7500 Severe: rms_fgdepar=52.5308, expected range: 0.0000 95.8977 Severe: avg_fgdepar=52.5308, expected range: -36.0002 95.8977 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8835, expected range: -1.3942 0.7500 Severely_persistent: rms_fgdepar=871.3699, expected range: 0.0000 2010.3640 Severely_persistent: avg_fgdepar=871.3699, expected range: -2174.1411 1742.8647 |
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| AUTOMATIC SHIP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item Severe: avg_lsm=0.0118, expected range: 0.0000 0.0037 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WWMZ : Significant drift within DA wi
Severe: stdev_lon=4.2000, expected range: -1.8017 2.6517 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : Significant drift within DA wi
4 times in the last 10 days for at least one item Severe: stdev_lon=7.9000, expected range: -215.2585 266.6958 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) CXAQ29B : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8862, expected range: -0.0613 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) BKIC : Significant drift within DA wi
Severe: stdev_lon=178.4500, expected range: -2.3938 3.5697 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V8043 : Significant drift within DA wi
Severe: stdev_lon=168.4575, expected range: -0.0398 1.7654 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WWMZ : Significant drift within DA wi
Severe: stdev_lon=4.0963, expected range: -0.0050 1.9691 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRTD6 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8248, expected range: 0.4328 0.7500 Severe: rms_fgdepar=511.2894, expected range: 64.3852 639.5858 Severe: avg_fgdepar=-511.2894, expected range: -650.6205 -44.8536 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK60 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=329.9179, expected range: 0.0000 120.4771 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) RCLKYXB : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=458.5956, expected range: 0.0000 149.5163 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) MAOR5 : out of range
Severe: rms_fgdepar=465.6740, expected range: 0.0000 159.3384 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) LF4C : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=305.1563, expected range: 0.0000 110.2702 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) KRGB : out of range
Severe: rms_fgdepar=321.9968, expected range: 0.0000 104.0413 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGTY : Change of land sea mask
4 times in the last 10 days for at least one item Severe: avg_lsm=0.9967, expected range: -1.5920 2.9853 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V8043 : Significant drift within DA wi
Severe: stdev_lon=168.4575, expected range: -0.0398 1.7654 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3E2032 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8525, expected range: -1.0004 0.7500 Severe: rms_fgdepar=629.3588, expected range: 0.0000 903.1564 Severe: avg_fgdepar=-629.3588, expected range: -918.8967 685.2093 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 4602593 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9120, expected range: -1.1737 0.7500 Severely_persistent: rms_fgdepar=554.2961, expected range: -568.3266 742.2905 Severely_persistent: avg_fgdepar=-553.6633, expected range: -565.4088 688.3196 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4401563 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8690, expected range: -1.2094 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 1501742 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8825, expected range: -1.2403 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
Severe: avg_lsm=0.0198, expected range: 0.0248 0.0275 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4601855 : Significant drift within DA wi
Severe: stdev_lon=22.3505, expected range: -0.0134 0.0512 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) OIAG : out of range
Severe: rms_fgdepar=361.5079, expected range: 0.0000 156.1136 |
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| METAR SURFACE PRESSURE (PA) MMLO : out of range
Severe: rms_fgdepar=308.7536, expected range: 0.0000 103.2601 |
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| snow | ||
| MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=57.8149, expected range: 43.8909 57.7880 Severely_persistent: avg_fgdepar=-57.8149, expected range: -57.7880 -43.8909 |
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| BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
15 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=57.5778, expected range: 0.0000 74.9574 Severely_persistent: avg_fgdepar=57.5772, expected range: -17.5998 74.8801 |
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| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=66.4717, expected range: 63.1528 111.8179 Severely_persistent: avg_fgdepar=-66.4558, expected range: -111.8172 -63.1215 |
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| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=804.7132, expected range: 743.8543 838.9303 Severely_persistent: avg_fgdepar=-804.7122, expected range: -838.9659 -743.6564 |
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| BUFR LAND SYNOP SNOW (CM) 36208 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=57.8149, expected range: 43.8909 57.7880 Severely_persistent: avg_fgdepar=-57.8149, expected range: -57.7880 -43.8909 |
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| MANUAL LAND SYNOP SNOW (CM) 24826 : out of range
Severe: rms_fgdepar=17.4104, expected range: -1.5695 2.9670 |
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| ROCOB TEMP SNOW (CM) 64301828 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.2094, expected range: 0.2094 0.2094 |
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| ROCOB TEMP SNOW (CM) 64301491 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.2246, expected range: 0.2246 0.2246 |
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| ROCOB TEMP SNOW (CM) 64301395 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.3720, expected range: -0.1730 0.7682 Severe: avg_lon=19.4387, expected range: 19.0425 19.9836 |
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| ROCOB TEMP SNOW (CM) 64301355 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.2644, expected range: 0.2644 0.2644 |
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| ROCOB TEMP SNOW (CM) 64301273 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.2518, expected range: 0.2518 0.2518 |
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| ROCOB TEMP SNOW (CM) 64301261 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.1965, expected range: 0.1965 0.1965 |
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| ROCOB TEMP SNOW (CM) 64301054 : Significant change of position
Severe: avg_lon=15.0143, expected range: 15.2384 15.2384 |
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| ROCOB TEMP SNOW (CM) 64301053 : Significant change of position
2 times in the last 10 days for at least one item Severe: avg_lon=15.4274, expected range: 15.2953 15.6515 |
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| ROCOB TEMP SNOW (CM) 64300960 : Significant change of position
2 times in the last 10 days for at least one item Severe: avg_lon=16.5063, expected range: 16.3546 16.5155 Severe: avg_lat=59.1561, expected range: 59.0122 59.1648 |
 | |
| ROCOB TEMP SNOW (CM) 64300953 : Significant change of position
2 times in the last 10 days for at least one item Severe: avg_lon=15.4994, expected range: 15.2624 15.9015 |
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| ROCOB TEMP SNOW (CM) 64300951 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.1038, expected range: -0.1193 0.1815 Severe: avg_lon=15.3595, expected range: 15.1364 15.4372 |
 | |
| ROCOB TEMP SNOW (CM) 64300945 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=14.8884, expected range: 14.1454 15.2744 |
 | |
| ROCOB TEMP SNOW (CM) 64300941 : Significant change of position
4 times in the last 10 days for at least one item Severe: avg_lon=14.0994, expected range: 13.9561 14.5293 Severe: avg_lat=59.3102, expected range: 59.1297 59.3704 |
 | |
| ROCOB TEMP SNOW (CM) 64300862 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.2453, expected range: -0.1838 0.5272 Severe: avg_lon=16.3764, expected range: 16.1469 16.6672 |
 | |
| ROCOB TEMP SNOW (CM) 64300832 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.2014, expected range: 0.2014 0.2014 |
 | |
| ROCOB TEMP SNOW (CM) 64300782 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=18.4862, expected range: 18.3487 18.3487 |
 | |
| ROCOB TEMP SNOW (CM) 64300755 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=15.3257, expected range: 15.4364 15.7834 |
 | |
| ROCOB TEMP SNOW (CM) 64300732 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.1483, expected range: 0.0846 0.4480 Severe: avg_lon=13.7754, expected range: 13.1674 13.6782 |
 | |
| ROCOB TEMP SNOW (CM) 64300730 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.2275, expected range: 0.1737 0.3232 |
 | |
| ROCOB TEMP SNOW (CM) 64300725 : Significant drift within DA wi
1 times in the last 10 days for at least one item Severe: stdev_lon=0.2050, expected range: -0.2183 0.3003 |
 | |
| ROCOB TEMP SNOW (CM) 64300721 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.1758, expected range: 0.1758 0.1758 |
 | |
| ROCOB TEMP SNOW (CM) 64300653 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.1975, expected range: 0.1975 0.1975 |
 | |
| ROCOB TEMP SNOW (CM) 64300534 : Significant change of position
Severe: avg_lon=13.6797, expected range: 13.4524 13.4524 |
 | |
| ROCOB TEMP SNOW (CM) 63307128 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=30.4944, expected range: -1.6229 2.6465 |
 | |
| ROCOB TEMP SNOW (CM) 63307120 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=24.7208, expected range: -0.8104 1.0565 |
 | |
| ROCOB TEMP SNOW (CM) 63307082 : out of range
Severe: rms_fgdepar=16.2080, expected range: -0.2859 0.3673 |
 | |
| ROCOB TEMP SNOW (CM) 63306955 : out of range
Severe: rms_fgdepar=20.4539, expected range: -4.7616 6.0939 |
 | |
| ROCOB TEMP SNOW (CM) 63306715 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=26.6549, expected range: 0.0000 5.0089 |
 | |
| ROCOB TEMP SNOW (CM) 63306290 : out of range
Severe: rms_fgdepar=15.6178, expected range: 0.0000 4.9552 |
 | |
| ROCOB TEMP SNOW (CM) 63306216 : out of range
Severe: rms_fgdepar=22.4366, expected range: -5.5585 7.8036 |
 | |
| ROCOB TEMP SNOW (CM) 63305785 : out of range
Severe: rms_fgdepar=16.7000, expected range: -0.3956 0.5013 |
 | |
| ROCOB TEMP SNOW (CM) 63200637 : Significant drift within DA wi
4 times in the last 10 days for at least one item Severe: stdev_lon=0.1701, expected range: -0.1071 0.3336 Severe: avg_lon=5.6154, expected range: 5.4784 5.8477 Severe: stdev_lat=0.1888, expected range: 0.1404 0.2708 |
 | |
| ROCOB TEMP SNOW (CM) 63200634 : Significant drift within DA wi
4 times in the last 10 days for at least one item Severe: stdev_lon=0.2541, expected range: 0.2221 0.2938 Severe: stdev_lat=0.2438, expected range: 0.2294 0.2615 |
 | |
| ROCOB TEMP SNOW (CM) 63200628 : Significant drift within DA wi
3 times in the last 10 days for at least one item Severe: stdev_lon=0.2509, expected range: 0.0121 0.4419 Severe: avg_lon=6.7969, expected range: 6.6011 6.9534 Severe: stdev_lat=0.5152, expected range: 0.5040 0.5293 Severe: avg_lat=52.7953, expected range: 52.5735 52.9727 |
 | |
| ROCOB TEMP SNOW (CM) 63200627 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.2902, expected range: 0.2756 0.3009 Severe: stdev_lat=0.2759, expected range: 0.0746 0.4221 Severe: avg_lat=52.4850, expected range: 52.3323 52.6951 |
 | |
| ROCOB TEMP SNOW (CM) 63200626 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lon=0.1700, expected range: -0.0790 0.3510 Severe: avg_lon=5.3497, expected range: 5.1007 5.5308 Severe: stdev_lat=0.1792, expected range: -0.0833 0.3700 Severe: avg_lat=52.2781, expected range: 52.0156 52.4688 |
 | |
| ROCOB TEMP SNOW (CM) 63200624 : Significant drift within DA wi
2 times in the last 10 days for at least one item Severe: stdev_lat=0.1636, expected range: 0.1636 0.1636 |
 | |
| ROCOB TEMP SNOW (CM) 61805560 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=20.3889, expected range: 20.2526 20.4880 |
 | |
| ROCOB TEMP SNOW (CM) 61805274 : Significant drift within DA wi
4 times in the last 10 days for at least one item Severe: stdev_lon=0.1157, expected range: -0.1099 0.2241 Severe: avg_lon=20.6110, expected range: 20.5060 20.8351 |
 | |
| ROCOB TEMP SNOW (CM) 61805221 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lat=48.2906, expected range: 48.1458 48.2982 |
 | |
| ROCOB TEMP SNOW (CM) 61804230 : Significant change of position
2 times in the last 10 days for at least one item Severe: avg_lon=19.6139, expected range: 19.4193 19.6998 |
 | |
| ROCOB TEMP SNOW (CM) 61802760 : Significant change of position
2 times in the last 10 days for at least one item Severe: avg_lon=17.3799, expected range: 17.2062 17.4623 |
 | |
| ROCOB TEMP SNOW (CM) 61802682 : Significant change of position
Severe: avg_lon=17.9500, expected range: 17.7696 18.0510 |
 | |
| ROCOB TEMP SNOW (CM) 61802321 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=17.3629, expected range: 17.2467 17.4858 |
 | |
| ROCOB TEMP SNOW (CM) 61801781 : Significant change of position
1 times in the last 10 days for at least one item Severe: avg_lon=16.9706, expected range: 16.7944 17.0694 |
 | |
| BUFR LAND SYNOP SNOW (CM) 01273 : out of range
Severe: rms_fgdepar=16.7404, expected range: -1.5437 2.0216 |
 | |
| BUFR LAND SYNOP SNOW (CM) 01132 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=29.6063, expected range: -3.1505 4.2310 |
 | |
| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.2640, expected range: 3.2109 19.3738 Severely_persistent: avg_fgdepar=-12.5357, expected range: -20.3305 -0.0111 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.0096, expected range: 10.7424 17.5322 Severely_persistent: avg_fgdepar=-13.9104, expected range: -17.4247 -10.5469 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_est_pge=0.8004, expected range: -0.2452 1.3126 Severely_persistent: rms_fgdepar=19.0258, expected range: 0.0000 25.8419 Severely_persistent: avg_fgdepar=-19.0129, expected range: -26.9528 35.7311 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
16 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=19.4789, expected range: 0.0000 26.0763 Severely_persistent: avg_fgdepar=-19.4705, expected range: -25.3152 34.0013 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
11 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.9591, expected range: 1.9191 20.4949 Severely_persistent: avg_fgdepar=-13.4069, expected range: -20.6738 -0.0443 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.2573, expected range: 0.0000 23.3769 Severely_persistent: avg_fgdepar=-12.1330, expected range: -23.8071 10.7788 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
13 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.7974, expected range: 0.0000 19.9021 Severely_persistent: avg_fgdepar=-12.5139, expected range: -20.9459 3.6997 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
11 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=16.7387, expected range: 0.0000 24.9940 Severely_persistent: avg_fgdepar=-16.5800, expected range: -30.0749 17.4546 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
16 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.7997, expected range: 0.0000 24.9707 Severely_persistent: avg_fgdepar=-14.5205, expected range: -29.2559 17.4561 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.0668, expected range: 0.0000 20.3091 Severely_persistent: avg_fgdepar=-13.9880, expected range: -23.9770 14.1271 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=13.5685, expected range: 3.0292 19.7546 Severely_persistent: avg_fgdepar=-12.9025, expected range: -20.4495 -0.2542 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.0065, expected range: 10.7899 17.6136 Severely_persistent: avg_fgdepar=-13.9149, expected range: -17.4965 -10.6097 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
17 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=18.7274, expected range: 0.0000 25.4437 Severely_persistent: avg_fgdepar=-18.7035, expected range: -26.6713 35.3093 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
18 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=18.6371, expected range: 0.0000 26.0861 Severely_persistent: avg_fgdepar=-18.6003, expected range: -24.9442 33.9186 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.3068, expected range: 0.0000 23.4578 Severely_persistent: avg_fgdepar=-12.1830, expected range: -23.8571 10.7288 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.8586, expected range: 0.0000 19.9262 Severely_persistent: avg_fgdepar=-12.5775, expected range: -20.9973 3.7535 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
11 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=16.7882, expected range: 0.0000 25.1144 Severely_persistent: avg_fgdepar=-16.6300, expected range: -30.1249 17.4046 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
16 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.7790, expected range: 0.0000 24.9122 Severely_persistent: avg_fgdepar=-14.5036, expected range: -29.1039 17.2717 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=14.1584, expected range: 0.0000 20.4943 Severely_persistent: avg_fgdepar=-14.0813, expected range: -24.0715 14.0641 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
Severe: rms_fgdepar=12.0544, expected range: 0.0000 9.2884 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71137 : out of range
Severe: rms_fgdepar=12.9396, expected range: 0.0000 12.6536 Severe: avg_fgdepar=-12.9000, expected range: -12.5725 5.6956 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68255 : out of range
Severe: rms_fgdepar=17.9840, expected range: 0.0000 5.5827 Severe: avg_fgdepar=-17.9840, expected range: -4.9752 6.3108 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 11310 : out of range
Severe: rms_fgdepar=12.2752, expected range: 0.0000 13.4396 Severe: avg_fgdepar=12.2548, expected range: -6.4013 14.0544 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 82879 : out of range
Severe: rms_fgdepar=10.2328, expected range: 0.0000 4.1970 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 35969 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.8565, expected range: 0.0000 14.3446 Severe: avg_fgdepar=-12.7749, expected range: -14.6507 6.1143 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0984, expected range: 0.0000 18.0448 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 11110 : out of range
Severe: rms_fgdepar=12.0232, expected range: 0.0000 10.0005 Severe: avg_fgdepar=12.0232, expected range: -9.9767 12.0423 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D53B : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.4290, expected range: 0.0000 16.8969 Severe: avg_fgdepar=12.4220, expected range: -8.3176 16.5877 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BE4D : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.0757, expected range: 0.0000 3.1772 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI16FE4 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.3794, expected range: 0.0000 3.7263 Severe: avg_fgdepar=-12.3794, expected range: -3.1673 3.2090 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13466 : out of range
Severe: rms_fgdepar=10.4334, expected range: 0.0000 5.2963 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
Severe: rms_fgdepar=12.4269, expected range: 0.0000 9.5396 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71137 : out of range
Severe: rms_fgdepar=12.5639, expected range: 0.0000 12.8884 Severe: avg_fgdepar=-12.4583, expected range: -12.5960 5.7657 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 35969 : out of range
Severe: rms_fgdepar=12.9062, expected range: 0.0000 14.4203 Severe: avg_fgdepar=-12.8249, expected range: -14.7007 6.0643 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=12.2083, expected range: 0.0000 18.1682 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 11310 : out of range
Severe: rms_fgdepar=12.2117, expected range: 0.0000 13.2814 Severe: avg_fgdepar=12.1915, expected range: -6.3596 13.9068 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=71000.0000, expected range: 134686.9323 150119.5677 Slight: obs_number=11368.0000, expected range: 13675.6440 14455.3560 |
 | |
| rh2m | ||
| All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 369.30 |
||
| BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item Slight: obs_number=53310.0000, expected range: 91445.7337 104471.2663 Slight: obs_number=8565.0000, expected range: 9900.3495 10700.1505 |
 | |