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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-08 00:00
| airs | ||
| AQUA AIRS RADIANCES CHANNEL 1069 : out of range
Considerable: avg_fgdepar=0.0264, expected range: -0.1441 -0.0316 |
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| gmi | ||
| GPM GMI ALSKY RADIANCES (9 channels affected) : out of range
Considerable: obs_number=5941.0000, expected range: 11030.1939 13623.1811 |
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| mwhs2 | ||
| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
13 times in the last 10 days for at least one item Severely_persistent: obs_number=6526.0000, expected range: 7907.5258 8144.7069 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
12 times in the last 10 days for at least one item Severely_persistent: obs_number=5627.0000, expected range: 6688.3813 6945.2051 |
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| atms | ||
| NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=-0.4917, expected range: -0.4541 -0.4347 |
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| gpsro | ||
| COSMIC2-E5 GPSRO SETTING HEIGHT 20-22 KM : out of range
Slight: stdev_norm_fgdepar=1.0494, expected range: 1.1274 1.3427 |
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| Atmospheric Motion Vector | ||
| METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
6 times in the last 10 days for at least one item Severely_persistent: obs_number=39.0000, expected range: 209.8445 250.1854 |
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| METEOSAT-8 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=496.0000, expected range: 665.8848 926.8299 |
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| HIMAWARI-8 AMV CLOUDY WV2 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
4 times in the last 10 days for at least one item Considerable: obs_number=766.0000, expected range: 550.2815 690.0789 |
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| Geostationary CSR | ||
| All GOES-16 ABI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 36754.72 106998.22 |
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| resat | ||
| NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=0.5390, expected range: 0.1535 0.3333 |
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| METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-1.6096, expected range: -1.8438 -1.8391 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-10.0935, expected range: -22.3928 6.4939 Severely_persistent: rms_fgdepar=10.4040, expected range: 0.0000 22.6201 Severely_persistent: avg_pge=0.9097, expected range: 0.2798 0.7500 |
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| LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8187, expected range: -1.0521 0.7500 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 76 : all data missing
Severely_persistent: obs_number=0, expected range: 17.63 326.87 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 75.82 98.18 |
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| LAND TEMP TEMPERATURE (K) 60760 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=14.1574, expected range: -16.2567 19.5228 Severe: rms_fgdepar=14.1969, expected range: -13.8139 18.6352 Severe: avg_pge=0.9026, expected range: -1.4605 0.7500 |
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| LAND TEMP TEMPERATURE (K) 21824 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.3441, expected range: -1.6302 0.7151 Severe: rms_fgdepar=13.3908, expected range: 0.0000 2.2963 Severe: avg_pge=0.8300, expected range: -0.1544 0.2060 |
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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_pge=0.8501, expected range: -0.6736 0.7500 |
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| LAND TEMP TEMPERATURE (K) 24959 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8460, expected range: -0.2240 0.7500 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 28275 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=25.6946, expected range: 0.1843 5.5658 |
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| LAND TEMP WIND VECTOR DIFF (M/S) 28275 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=25.7089, expected range: 0.0000 7.1754 Severe: avg_pge=0.8992, expected range: -0.3795 0.6358 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 51644 PRESSURE LAYER 900-1200 (HPA : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8802, expected range: -0.5523 0.7500 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 72768 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_pge=0.9215, expected range: -1.1401 0.7500 |
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| amdar | ||
| AMDAR WIND VECTOR DIFF (M/S) LAN706 PRESSURE LAYER 0-300 (HPA) : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=20.4370, expected range: -22.7432 38.7300 Severely_persistent: rms_fgdepar=22.5036, expected range: 0.0000 43.3795 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4054 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.3733, expected range: 1.1721 6.2355 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4039 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.5764, expected range: 0.0000 8.8593 |
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| ADS-C WIND VECTOR DIFF (M/S) ROOE4NBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.4866, expected range: 0.4870 6.1118 |
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| ADS-C WIND VECTOR DIFF (M/S) 03PJXUBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=19.1230, expected range: 1.0752 7.1617 |
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| ADS-C WIND VECTOR DIFF (M/S) MLJJV5RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.9937, expected range: -1.5123 9.7567 Severe: rms_fgdepar=28.2161, expected range: 0.0000 14.2156 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) UAL706 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=21.0338, expected range: 0.0000 21.9471 |
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| synop | ||
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 21802 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-958.5221, expected range: -1778.8818 2071.3058 Severely_persistent: rms_fgdepar=958.9612, expected range: -1610.2450 2037.4667 Severely_persistent: avg_pge=0.9402, expected range: -1.5312 0.7500 |
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| AUTOMATIC LAND SYNOP RH2M (%) 38345 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=58.6560, expected range: -21.7901 84.3976 Severe: rms_fgdepar=58.6560, expected range: 0.0000 84.3976 Severe: avg_pge=0.9522, expected range: -1.2692 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 37711 : out of range
Severe: rms_fgdepar=397.8280, expected range: 0.0000 360.7036 Severe: avg_pge=0.8131, expected range: -0.4701 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83522 : out of range
Severe: avg_pge=0.8078, expected range: -1.4047 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35907 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8437, expected range: -1.3320 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91317 : out of range
Severe: rms_fgdepar=408.5249, expected range: 0.0000 380.0925 Severe: avg_pge=0.8263, expected range: -1.0165 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 37871 : out of range
Severe: avg_fgdepar=50.1234, expected range: 23.9275 66.5736 Severe: rms_fgdepar=50.1234, expected range: 23.9275 66.5736 |
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| MANUAL LAND SYNOP RH2M (%) 94463 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=54.4845, expected range: -25.9359 75.3214 Severe: rms_fgdepar=54.4845, expected range: 0.0000 75.3214 Severe: avg_pge=1.0000, expected range: -1.7893 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 38345 : out of range
Severe: avg_fgdepar=53.4679, expected range: 12.4744 56.6654 Severe: rms_fgdepar=53.4679, expected range: 12.4744 56.6654 Severe: avg_pge=0.9222, expected range: -0.2881 0.4757 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=458.0000, expected range: 1651.8139 1704.1861 Considerable: obs_number=412.0000, expected range: 480.3355 527.8867 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48921 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=611.1841, expected range: 0.0000 226.3129 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 94451 : out of range
Severe: avg_fgdepar=853.6384, expected range: -110.2663 100.0080 Severe: rms_fgdepar=853.6384, expected range: 0.0000 85.4949 Severe: avg_pge=0.9216, expected range: -0.6006 0.6864 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 33633 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=343.5266, expected range: 0.0000 260.1622 Severe: avg_pge=0.8111, expected range: -0.9082 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 23073 : out of range
Severe: rms_fgdepar=397.1041, expected range: 0.0000 229.0563 Severe: avg_pge=0.8228, expected range: -1.1778 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 89504 : out of range
Severe: rms_fgdepar=452.7158, expected range: 0.0000 172.1534 Severe: avg_pge=0.8712, expected range: -0.3423 0.7046 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 28766 : out of range
Severe: rms_fgdepar=542.8846, expected range: 0.0000 291.8788 |
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| BUFR LAND SYNOP RH2M (%) 34861 : out of range
Severe: rms_fgdepar=44.7235, expected range: 0.0000 10.1088 |
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| BUFR LAND SYNOP RH2M (%) 81643 : out of range
Severe: rms_fgdepar=42.4070, expected range: 6.5963 36.3280 Severe: avg_pge=0.9994, expected range: -0.7115 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 94463 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=55.5463, expected range: -22.4201 74.5522 Severe: rms_fgdepar=55.5463, expected range: 0.0000 74.5522 Severe: avg_pge=1.0000, expected range: -1.7725 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 12566 : out of range
Severe: rms_fgdepar=44.4130, expected range: 0.0000 19.8946 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6LT3 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=528.6632, expected range: -563.0623 1310.8960 Severely_persistent: rms_fgdepar=529.9071, expected range: 0.0000 1205.3214 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) BNSK : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=19.0490, expected range: 0.0000 7.7459 Severe: avg_pge=0.8981, expected range: -0.7531 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) WBP3210 : out of range
Severe: rms_fgdepar=457.8040, expected range: 0.0000 249.5067 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK70 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=314.4503, expected range: -62.6831 91.9311 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA3062 : out of range
Severe: avg_fgdepar=-553.0950, expected range: -1233.0645 1621.4190 Severe: rms_fgdepar=553.0950, expected range: 0.0000 949.6695 Severe: avg_pge=0.8368, expected range: -0.6696 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRGW2 : out of range
Severe: avg_fgdepar=-602.1902, expected range: -253.2329 254.2221 Severe: rms_fgdepar=602.1902, expected range: 0.0000 157.6848 Severe: avg_pge=0.8495, expected range: -0.2528 0.2873 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) CQIS7 : out of range
Severe: rms_fgdepar=726.0695, expected range: 0.0000 269.0297 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V7989 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=578.4769, expected range: 0.0000 197.6125 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=692.9162, expected range: 200.4553 734.7093 Severely_persistent: rms_fgdepar=693.1571, expected range: 200.2178 753.7376 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 2101539 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8221, expected range: -0.4526 0.7500 |
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| metar | ||
| AUTOMATIC METAR SURFACE PRESSURE (PA) EGRG : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-1052.4504, expected range: -1943.6903 406.7502 Severely_persistent: rms_fgdepar=1062.4892, expected range: 0.0000 1777.2996 Severely_persistent: avg_pge=0.9027, expected range: 0.4040 0.7500 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) ENUN : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=505.8623, expected range: -1827.4323 1633.6248 Severely_persistent: rms_fgdepar=507.4602, expected range: 0.0000 1308.2968 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) KQEY : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-1001.6408, expected range: -1141.3689 -925.4079 Severely_persistent: rms_fgdepar=1001.8927, expected range: 926.0271 1141.5871 |
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| METAR SURFACE PRESSURE (PA) UOOO : out of range
Severe: rms_fgdepar=330.7947, expected range: 0.0000 187.2061 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) KT89 : out of range
Severe: avg_fgdepar=-601.4108, expected range: -610.6073 730.1152 Severe: rms_fgdepar=612.7227, expected range: 0.0000 603.9601 Severe: avg_pge=0.8179, expected range: -0.9813 0.7500 |
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| snow | ||
| AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-108.0054, expected range: -113.2216 -77.3752 Severely_persistent: rms_fgdepar=108.0054, expected range: 77.3752 113.2216 |
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| 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=65.8090, expected range: 57.5279 70.7805 Severely_persistent: rms_fgdepar=65.8090, expected range: 57.5279 70.7805 |
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| 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=-133.3965, expected range: -138.5948 -92.1683 Severely_persistent: rms_fgdepar=133.3965, expected range: 92.1683 138.5948 |
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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=-82.5186, expected range: -100.0264 -75.1317 |
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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=82.5465, expected range: 75.1173 100.0618 |
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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=-62.8932, expected range: -79.0327 -51.2476 |
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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=62.8964, expected range: 51.2787 79.0378 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.1985, expected range: -58.7811 -43.8739 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
30 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=51.1985, expected range: 43.8846 58.7868 |
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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=-74.8623, expected range: -96.3837 -66.7060 |
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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=74.8703, expected range: 66.7094 96.4201 |
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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=-83.6724, expected range: -110.0943 -73.9940 |
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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=83.7487, expected range: 74.0998 110.0422 |
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| 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=65.9672, expected range: 57.6348 70.9052 Severely_persistent: rms_fgdepar=65.9672, expected range: 57.6348 70.9052 |
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| BUFR LAND SYNOP SNOW (CM) 08915 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-53.3992, expected range: -63.4143 -45.8217 Severely_persistent: rms_fgdepar=53.3992, expected range: 45.8217 63.4143 |
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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=-66.6896, expected range: -91.8352 -56.8866 |
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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: rms_fgdepar=66.6944, expected range: 56.8815 91.8659 |
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| 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=-55.8069, expected range: -74.2369 -51.0194 |
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| 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=55.8133, expected range: 51.0528 74.2409 |
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| BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-113.4909, expected range: -136.3430 -47.4566 Severely_persistent: rms_fgdepar=113.5008, expected range: 47.5911 136.3210 |
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| 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=-72.4584, expected range: -79.4686 -63.2813 |
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| 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=72.5114, expected range: 63.3482 79.4523 |
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| BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=58.8185, expected range: 35.4299 76.8695 |
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| BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
32 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=58.8198, expected range: 35.4244 76.8830 |
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| 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=-52.5786, expected range: -57.8563 -49.9281 |
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| 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=52.5860, expected range: 49.9514 57.8584 |
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| 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=-73.1062, expected range: -85.8058 -64.0062 |
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| 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=73.1087, expected range: 64.0357 85.8051 |
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| BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=57.8267, expected range: 43.2366 74.8111 |
||
| BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=57.9438, expected range: 43.2780 74.8230 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-64.0635, expected range: -65.6844 -34.2703 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
20 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=64.0636, expected range: 34.2745 65.6833 |
||
| 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=-68.6311, expected range: -88.3836 -60.8381 |
||
| 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=68.6477, expected range: 60.8947 88.3835 |
||
| 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=-53.6086, expected range: -61.8896 -50.0163 |
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| 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=53.6096, expected range: 50.0192 61.9030 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-74.8153, expected range: -95.4922 -63.9989 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
32 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=74.8242, expected range: 64.0507 95.4757 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-53.0575, expected range: -81.4020 -44.8896 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=53.0849, expected range: 44.9316 81.4185 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-79.2335, expected range: -92.3686 -75.4123 |
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| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=79.2362, expected range: 75.4196 92.3712 |
||
| 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=-68.6134, expected range: -87.9854 -56.0459 |
||
| 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=68.6552, expected range: 56.1283 87.9498 |
||
| 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=-69.9454, expected range: -81.5678 -56.6356 |
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| 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=69.9569, expected range: 56.7577 81.5188 |
||
| MANUAL LAND SYNOP SNOW (CM) 14006 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-61.1370, expected range: -69.1513 -22.8299 Severe: rms_fgdepar=61.1370, expected range: 22.8299 69.1513 |
 | |
| MANUAL LAND SYNOP SNOW (CM) 35106 : out of range
Severe: rms_fgdepar=18.8184, expected range: 0.0820 3.2514 |
 | |
| BUFR LAND SYNOP SNOW (CM) 13492 : out of range
Severe: rms_fgdepar=42.4075, expected range: 0.0000 5.9745 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
Severe: avg_fgdepar=95.0428, expected range: 98.6416 100.6214 |
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| BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
Severe: rms_fgdepar=95.0428, expected range: 98.6443 100.6194 |
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| BUFR LAND SYNOP SNOW (CM) : out of range
Severe: rms_fgdepar=27.7619, expected range: 0.0000 5.1349 |
 | |
| t2m | ||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.4167, expected range: -17.0558 -12.1635 Severely_persistent: rms_fgdepar=13.4656, expected range: 12.4935 17.1194 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.3689, expected range: 0.0000 10.4536 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.6110, expected range: -3.5338 5.7729 Severe: rms_fgdepar=13.6315, expected range: 0.0000 4.9851 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02151 : out of range
Severe: rms_fgdepar=10.8063, expected range: 0.0000 3.7593 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
Severe: avg_fgdepar=-14.4038, expected range: -5.2149 3.3697 Severe: rms_fgdepar=14.4140, expected range: 0.0000 5.6381 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 70271 : out of range
Severe: avg_fgdepar=-12.5395, expected range: -7.5975 6.7250 Severe: rms_fgdepar=12.5399, expected range: 0.0000 7.5229 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.2576, expected range: -10.3081 6.1585 Severe: rms_fgdepar=15.3800, expected range: 0.0000 11.3479 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02124 : out of range
Severe: rms_fgdepar=11.1856, expected range: 0.0000 5.8347 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.5377, expected range: -6.9985 5.1901 Severe: rms_fgdepar=13.6192, expected range: 0.0000 8.6479 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02095 : out of range
Severe: rms_fgdepar=11.7786, expected range: 0.0000 5.6804 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.7632, expected range: -8.4647 6.8893 Severe: rms_fgdepar=15.7702, expected range: 0.0000 7.9141 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02149 : out of range
Severe: rms_fgdepar=11.8825, expected range: 0.0000 4.5166 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
Severe: avg_fgdepar=-14.2226, expected range: -11.3150 9.2746 Severe: rms_fgdepar=14.9184, expected range: 0.0000 10.0798 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22912 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.3748, expected range: -3.8733 2.8330 Severe: rms_fgdepar=14.4823, expected range: 0.0000 4.0845 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 43263 : out of range
Severe: rms_fgdepar=11.7990, expected range: 0.0000 5.8201 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.4439, expected range: -13.4166 2.7694 Severe: rms_fgdepar=13.5386, expected range: 0.0000 13.2590 |
 | |
| METAR 2M TEMPERATURE (K) PAEC : out of range
Severe: avg_fgdepar=13.5550, expected range: -2.9048 7.1445 Severe: rms_fgdepar=13.5550, expected range: 0.0000 5.8866 |
 | |
| METAR 2M TEMPERATURE (K) EFKE : out of range
Severe: rms_fgdepar=10.3144, expected range: -2.1787 4.2140 |
 | |
| METAR 2M TEMPERATURE (K) KWRI : out of range
Severe: rms_fgdepar=10.2087, expected range: 0.0000 3.6862 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.5470, expected range: 0.0000 10.5605 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02720 : out of range
Severe: rms_fgdepar=11.3687, expected range: 0.0000 6.4538 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02801 : out of range
Severe: avg_fgdepar=-12.9205, expected range: -7.3774 6.9664 Severe: rms_fgdepar=12.9641, expected range: 0.0000 7.1337 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.6631, expected range: -3.5807 5.7092 Severe: rms_fgdepar=13.6837, expected range: 0.0000 4.9178 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
Severe: avg_fgdepar=-14.4881, expected range: -5.2499 3.3044 Severe: rms_fgdepar=14.4984, expected range: 0.0000 5.6846 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 70271 : out of range
Severe: avg_fgdepar=-12.6692, expected range: -7.6813 6.5656 Severe: rms_fgdepar=12.6715, expected range: 0.0000 7.4771 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
Severe: avg_fgdepar=-14.3653, expected range: -11.2824 9.1959 Severe: rms_fgdepar=15.0710, expected range: 0.0000 10.0872 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.2333, expected range: -10.3668 6.1148 Severe: rms_fgdepar=15.3545, expected range: 0.0000 11.4172 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 22912 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.3613, expected range: -3.9176 2.7812 Severe: rms_fgdepar=14.4698, expected range: 0.0000 4.0966 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.4899, expected range: -13.4708 2.7251 Severe: rms_fgdepar=13.5846, expected range: 0.0000 13.3189 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.5743, expected range: -7.0321 5.1320 Severe: rms_fgdepar=13.6562, expected range: 0.0000 8.7217 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02816 : out of range
Severe: avg_fgdepar=-13.0241, expected range: -8.1869 4.0196 Severe: rms_fgdepar=13.0475, expected range: 0.0000 8.7245 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01976 : out of range
Severe: rms_fgdepar=12.1557, expected range: 0.0000 10.9404 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02796 : out of range
Severe: rms_fgdepar=10.8325, expected range: 0.0000 4.6709 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 01047 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-16.9435, expected range: -10.3053 7.6281 Severe: rms_fgdepar=16.9696, expected range: 0.0000 10.3378 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 01057 : out of range
Severe: avg_fgdepar=-17.0293, expected range: -10.4977 7.1157 Severe: rms_fgdepar=17.0293, expected range: 0.0000 10.8303 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 01058 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.1774, expected range: -7.9882 5.2684 Severe: rms_fgdepar=15.2162, expected range: 0.0000 9.2815 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.8527, expected range: -8.5418 6.8505 Severe: rms_fgdepar=15.8605, expected range: 0.0000 7.9913 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02149 : out of range
Severe: avg_fgdepar=-12.0381, expected range: -3.7585 1.6205 Severe: rms_fgdepar=12.0809, expected range: 0.0000 4.6313 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=213.0000, expected range: 912.1681 1854.6554 Considerable: obs_number=172.0000, expected range: 213.2731 248.1019 |
 | |
| LAND TEMP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=59.0000, expected range: 35.7107 50.1716 Considerable: obs_number=104.0000, expected range: 84.9559 93.9853 |
 | |
| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 12660 : out of range
Severe: rms_fgdepar=34.7722, expected range: 0.0000 17.5926 |
 | |
| MANUAL LAND SYNOP RH2M (%) 11934 : out of range
Severe: rms_fgdepar=36.0133, expected range: 0.0000 19.3114 |
 | |
| MANUAL LAND SYNOP RH2M (%) 11918 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=36.5156, expected range: 0.0000 14.5742 |
 | |
| All MANUAL LAND SYNOP WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 29.06 387.32 |
||