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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-07 12:00
| atms | ||
| NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
2 times in the last 10 days for at least one item Severe: avg_biascorr=-0.4961, expected range: -0.4541 -0.4364 |
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| Geostationary CSR | ||
| All GOES-16 ABI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 57455.58 83100.42 |
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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=0.7877, expected range: 0.1707 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=-1.5766, expected range: -1.8329 -1.7512 Severely_persistent: avg_biascorr=-1.6127, expected range: -1.8939 -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=-9.3815, expected range: -14.9889 1.4020 Severely_persistent: rms_fgdepar=9.9341, expected range: 0.0000 14.5000 Severely_persistent: avg_pge=0.8765, expected range: 0.2381 0.7500 |
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| LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8465, expected range: -0.4596 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: 47.72 467.12 |
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| All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 685.98 |
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| All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 81.77 112.73 |
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| All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 20.00 428.06 |
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| All BUFR TEMP DESCENT ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 327.21 |
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| All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 266.89 |
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| LAND TEMP Q (G/KG) 76654 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=5.7784, expected range: 0.2227 3.1557 |
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| LAND TEMP TEMPERATURE (K) 21824 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=-10.5109, expected range: -1.3559 0.5106 Severe: rms_fgdepar=10.5332, expected range: 0.0000 2.2597 Severe: avg_pge=0.9057, expected range: -0.3455 0.4630 |
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| LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8034, expected range: -0.2582 0.7500 |
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| LAND TEMP TEMPERATURE (K) 24947 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=9.9226, expected range: 0.0000 11.5845 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 37.23 296.71 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 87 : all data missing
Severe: obs_number=0, expected range: 60.97 465.91 |
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| HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=480.0000, expected range: 338.1765 423.3235 |
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| HIGH RESO SEA TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
Considerable: rms_fgdepar=9.3912, expected range: 1.6873 6.3343 |
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| amdar | ||
| ADS-C WIND VECTOR DIFF (M/S) 4YHSTXRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9898, expected range: 0.0000 9.5640 |
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| ADS-C WIND VECTOR DIFF (M/S) T2GKVZZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.1479, expected range: 0.0000 12.0940 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) BAW297 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=21.3412, expected range: 0.0000 15.5554 |
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| synop | ||
| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41255 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8883, expected range: 0.3068 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8442, expected range: 0.6505 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 68192 : out of range
Severe: rms_fgdepar=47.2382, expected range: 0.0000 39.1577 Severe: avg_pge=0.9988, expected range: -0.7085 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 62019 : out of range
Severe: rms_fgdepar=32.0141, expected range: 0.0000 8.8572 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67241 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=354.9145, expected range: 0.0000 188.3587 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78795 : out of range
Severe: avg_pge=0.8440, expected range: -0.9845 0.7500 |
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| All MANUAL LAND SYNOP WMO BLOCK 35 : all data missing
Severe: obs_number=0, expected range: 164.21 239.34 |
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| BUFR LAND SYNOP RH2M (%) 14014 : out of range
Severe: avg_fgdepar=50.8837, expected range: -38.1445 68.8900 Severe: rms_fgdepar=51.9260, expected range: 0.0000 67.4000 |
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| BUFR LAND SYNOP RH2M (%) _7056205 : out of range
Severe: rms_fgdepar=50.8732, expected range: 0.0000 69.4153 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item Severe: obs_number=496.0000, expected range: 1675.0242 1765.7258 Considerable: obs_number=549.0000, expected range: 630.0329 677.4671 Considerable: obs_number=174.0000, expected range: 235.3333 255.3333 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 94834 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-517.2360, expected range: -66.2680 78.9976 Severe: rms_fgdepar=517.2360, expected range: 0.0000 53.6990 Severe: avg_pge=0.8901, expected range: 0.0000 0.0000 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 14545 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=515.6409, expected range: -177.6216 976.2217 Severe: rms_fgdepar=515.6409, expected range: 0.0000 976.2217 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 13578 : out of range
Severe: rms_fgdepar=640.5896, expected range: 0.0000 223.9924 |
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| AUTOMATIC LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=72.0000, expected range: 76.7978 83.8689 Severe: obs_number=194.0000, expected range: 1354.4820 1481.8709 Considerable: obs_number=4381.0000, expected range: 5399.6117 6161.3295 Considerable: obs_number=2986.0000, expected range: 3987.2913 4721.8198 Considerable: obs_number=171.0000, expected range: 294.3410 381.0708 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=125.0000, expected range: 182.1662 238.0838 |
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| ship | ||
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ4 : out of range
11 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=527.9521, expected range: 0.0000 2269.7894 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) AUYL : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=591.8300, expected range: -1333.2527 1925.3959 Severely_persistent: rms_fgdepar=591.8300, expected range: 0.0000 1683.1934 Severely_persistent: avg_pge=0.8387, expected range: -1.6601 0.7500 |
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| SHIP SURFACE PRESSURE (PA) C6LG6 : out of range
Severe: rms_fgdepar=317.5371, expected range: 0.0000 152.2441 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK70 : out of range
Severe: rms_fgdepar=400.3098, expected range: 0.0000 88.2839 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6CN5 : out of range
Severe: avg_fgdepar=547.5288, expected range: -369.8463 428.6164 Severe: rms_fgdepar=636.3282, expected range: 0.0000 670.5407 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
Severe: avg_fgdepar=612.4192, expected range: 402.4235 893.5516 Severe: rms_fgdepar=612.4365, expected range: 402.4347 893.6935 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) KFMV : out of range
Severe: avg_fgdepar=565.3189, expected range: -410.8695 405.4601 Severe: rms_fgdepar=818.9581, expected range: 0.0000 374.5030 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KRAU : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=16.9322, expected range: 0.0000 15.9682 Severe: avg_pge=0.8899, expected range: -0.4994 0.7500 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6402590 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8858, expected range: -1.4087 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8298, expected range: 0.7586 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6301564 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-522.8595, expected range: -933.1065 981.9531 Severely_persistent: rms_fgdepar=538.6890, expected range: -835.8919 1170.7974 Severely_persistent: avg_pge=0.8845, expected range: -1.3454 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
27 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=610.9799, expected range: 224.6106 689.4322 Severely_persistent: rms_fgdepar=611.8010, expected range: 146.3841 798.1114 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6501685 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8669, expected range: -1.4458 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4402718 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8464, expected range: -1.5565 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 2101539 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8688, expected range: -0.6391 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4401849 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8260, expected range: -0.6513 0.7500 |
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| MOORED BUOYS SURFACE PRESSURE (PA) 4100024 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=459.0042, expected range: 0.0000 215.8270 Severe: avg_pge=0.8630, expected range: -0.3810 0.7015 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-532.9586, expected range: -299.6343 337.8880 Severe: rms_fgdepar=551.2288, expected range: 0.0000 311.1485 Severe: avg_pge=0.8812, expected range: -0.6972 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4402726 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-524.5385, expected range: -437.2819 382.6979 Severe: rms_fgdepar=532.2054, expected range: -398.8859 553.8766 Severe: avg_pge=0.8821, expected range: -0.6450 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6402587 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-582.4973, expected range: -514.2976 567.2189 Severe: rms_fgdepar=595.8296, expected range: -525.6037 671.1062 Severe: avg_pge=0.8847, expected range: -0.9753 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=471.0000, expected range: 696.9069 981.7598 |
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| metar | ||
| AUTOMATIC METAR SURFACE PRESSURE (PA) ENUN : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=582.3600, expected range: -1846.8690 1584.8782 Severely_persistent: rms_fgdepar=583.0518, expected range: 0.0000 1237.4369 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) EGRT : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8056, expected range: -0.6891 0.7500 |
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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=-1032.9342, expected range: -1138.6314 -923.0974 Severely_persistent: rms_fgdepar=1033.1037, expected range: 924.1056 1138.5799 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) EGSY : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=516.1344, expected range: -634.3392 1429.2501 Severely_persistent: rms_fgdepar=517.2089, expected range: 0.0000 1251.2079 Severely_persistent: avg_pge=0.8132, expected range: -0.3418 0.7500 |
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| METAR SURFACE PRESSURE (PA) MMCB : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=349.1707, expected range: 0.0000 128.8256 |
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| METAR SURFACE PRESSURE (PA) LBWB : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-891.5128, expected range: -679.0866 583.9034 Severe: rms_fgdepar=891.5402, expected range: 0.0000 281.4422 Severe: avg_pge=0.8913, expected range: -1.0881 0.7500 |
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| gbrad | ||
| All GROUND-BASED RADAR Global : all data missing
Severe: obs_number=0, expected range: 0.00 6197.71 |
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| snow | ||
| 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=-81.6566, expected range: -103.0312 -70.0057 |
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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=81.6634, expected range: 70.0412 103.0297 |
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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=-60.6466, expected range: -86.0284 -40.6245 |
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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=60.6784, expected range: 40.7189 85.9893 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.8611, expected range: -59.0746 -42.5334 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
28 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=51.8633, expected range: 42.5424 59.0822 |
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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=-75.3150, expected range: -106.1486 -52.3435 |
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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=75.3178, expected range: 52.4307 106.1210 |
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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=-85.7532, expected range: -114.4564 -66.4241 |
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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=85.7630, expected range: 66.5756 114.3829 |
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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=-66.5468, expected range: -97.1800 -48.2521 |
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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=66.5522, expected range: 48.3290 97.1510 |
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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=-55.6254, expected range: -84.7715 -36.0809 |
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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=55.6276, expected range: 36.1406 84.7590 |
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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=-115.5978, expected range: -129.0289 -48.4685 Severely_persistent: rms_fgdepar=115.6001, expected range: 48.5740 129.0317 |
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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=-70.0336, expected range: -80.7121 -60.7474 |
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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=70.0379, expected range: 60.7935 80.7151 |
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| BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=60.1368, expected range: 32.7661 77.9740 |
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| BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
30 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=60.1384, expected range: 32.5805 78.2402 |
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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=-52.6473, expected range: -57.8618 -49.3647 |
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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=52.6629, expected range: 49.3853 57.8671 |
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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=-72.2381, expected range: -95.1639 -50.3307 |
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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=72.2483, expected range: 50.3672 95.1608 |
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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=57.7307, expected range: 42.3947 76.6700 |
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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: rms_fgdepar=57.7547, expected range: 42.4338 76.7192 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-63.3519, expected range: -60.8748 -36.8374 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
18 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=63.3520, expected range: 36.8414 60.8740 |
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| 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=-68.6039, expected range: -102.4439 -40.8668 |
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| 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=68.6063, expected range: 40.9449 102.4343 |
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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: avg_fgdepar=-53.5658, expected range: -66.7095 -43.0110 |
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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=53.5658, expected range: 43.1967 66.5834 |
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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=-74.1780, expected range: -107.6652 -45.8317 |
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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=74.1800, expected range: 45.9044 107.6398 |
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| 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=-56.3806, expected range: -91.0727 -29.7481 |
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| 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=56.4018, expected range: 29.8055 91.0808 |
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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: avg_fgdepar=-78.1691, expected range: -92.1030 -75.4189 |
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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=78.1788, expected range: 75.4257 92.1065 |
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| 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=-68.0303, expected range: -108.0228 -27.5513 |
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| 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=68.0341, expected range: 27.6487 107.9867 |
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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: avg_fgdepar=-70.7615, expected range: -82.9863 -53.0298 |
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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=70.7668, expected range: 53.1123 82.9741 |
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| MANUAL LAND SYNOP SNOW (CM) 72528 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=20.6095, expected range: 0.0000 1.3962 |
 | |
| BUFR LAND SYNOP SNOW (CM) 01147 : out of range
Severe: avg_fgdepar=119.8906, expected range: -11.4335 4.7244 Severe: rms_fgdepar=119.8906, expected range: 0.0000 11.3357 |
 | |
| t2m | ||
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 17046 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.6448, expected range: -22.4956 7.2614 Severely_persistent: rms_fgdepar=15.6499, expected range: 0.0000 21.1825 |
 | |
| METAR 2M TEMPERATURE (K) LTCB : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=17.5430, expected range: 10.8234 22.0114 Severely_persistent: rms_fgdepar=17.6173, expected range: 10.8826 22.0278 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4299, expected range: -22.7251 -7.4311 Severely_persistent: rms_fgdepar=12.6570, expected range: 7.5524 22.7732 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 17046 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.8849, expected range: -23.1368 6.8001 Severely_persistent: rms_fgdepar=15.8899, expected range: 0.0000 21.7845 |
 | |
| 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=-13.8642, expected range: -17.0328 -11.6470 Severely_persistent: rms_fgdepar=14.2429, expected range: 11.9000 17.1647 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
20 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.1649, expected range: 7.1518 20.3288 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=187.0000, expected range: 1382.7402 1462.2010 Considerable: obs_number=4421.0000, expected range: 5635.0318 6108.4976 Considerable: obs_number=2974.0000, expected range: 4156.3317 4622.4918 Considerable: obs_number=145.0000, expected range: 212.2201 247.7799 Considerable: obs_number=172.0000, expected range: 305.6821 367.4944 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-17.6427, expected range: -10.8552 6.6956 Severe: rms_fgdepar=17.6569, expected range: 0.0000 11.7091 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
Severe: avg_fgdepar=-13.0430, expected range: -6.2254 6.9054 Severe: rms_fgdepar=13.1343, expected range: 0.0000 5.6990 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
Severe: avg_fgdepar=-13.3513, expected range: -10.3726 5.8727 Severe: rms_fgdepar=13.4603, expected range: 0.0000 11.6749 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 72772 : out of range
Severe: avg_fgdepar=-13.0005, expected range: -10.1762 6.5132 Severe: rms_fgdepar=13.0005, expected range: 0.0000 9.6724 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02245 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.8349, expected range: -12.3599 8.0534 Severe: rms_fgdepar=12.8518, expected range: 0.0000 12.5604 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.3305, expected range: -11.7573 8.7965 Severe: rms_fgdepar=12.3650, expected range: 0.0000 12.8473 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
Severe: avg_fgdepar=-12.1497, expected range: -11.8445 8.3508 Severe: rms_fgdepar=12.2084, expected range: 0.0000 11.3184 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 70251 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-16.4292, expected range: -14.1645 15.3711 Severe: rms_fgdepar=16.4292, expected range: 0.0000 13.9343 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22912 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.3435, expected range: -3.8929 2.7488 Severe: rms_fgdepar=14.0359, expected range: 0.0000 4.0822 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 72772 : out of range
Severe: avg_fgdepar=-12.4873, expected range: -10.8239 6.5770 Severe: rms_fgdepar=12.4873, expected range: 0.0000 8.8679 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22913 : out of range
Severe: rms_fgdepar=10.8081, expected range: 0.0000 3.6899 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 17104 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0971, expected range: -19.0515 6.2902 Severe: rms_fgdepar=12.2496, expected range: 0.0000 18.4280 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
Severe: rms_fgdepar=12.0870, expected range: 0.0000 13.2490 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 32165 : out of range
Severe: rms_fgdepar=10.8021, expected range: 0.0000 1.2886 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24606 : out of range
Severe: avg_fgdepar=-12.6276, expected range: -12.4521 3.3025 Severe: rms_fgdepar=12.6609, expected range: 0.0000 12.5429 |
 | |
| METAR 2M TEMPERATURE (K) KCHA : out of range
Severe: rms_fgdepar=11.7388, expected range: 0.1701 4.2124 |
 | |
| METAR 2M TEMPERATURE (K) PATK : out of range
Severe: avg_fgdepar=-14.9712, expected range: -11.4579 13.0117 Severe: rms_fgdepar=14.9941, expected range: 0.0000 12.6898 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-17.6883, expected range: -10.9241 6.6638 Severe: rms_fgdepar=17.7009, expected range: 0.0000 11.7913 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
Severe: avg_fgdepar=-13.0882, expected range: -6.2725 6.8462 Severe: rms_fgdepar=13.1809, expected range: 0.0000 5.7141 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 70251 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.5909, expected range: -14.7298 14.7817 Severe: rms_fgdepar=13.9097, expected range: 0.0000 14.2710 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
Severe: avg_fgdepar=-13.3767, expected range: -10.4211 5.8197 Severe: rms_fgdepar=13.4861, expected range: 0.0000 11.7362 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 22912 : out of range
Severe: avg_fgdepar=-13.3702, expected range: -3.9187 2.6910 Severe: rms_fgdepar=14.0608, expected range: 0.0000 4.0908 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 72772 : out of range
Severe: avg_fgdepar=-12.3535, expected range: -9.6562 5.7304 Severe: rms_fgdepar=12.3616, expected range: 0.0000 8.8349 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 01082 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.7492, expected range: -17.3515 5.3982 Severe: rms_fgdepar=12.9344, expected range: 0.0000 16.9932 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 17104 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1471, expected range: -19.1015 6.2402 Severe: rms_fgdepar=12.2990, expected range: 0.0000 18.5319 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 72464 : out of range
Severe: avg_fgdepar=-12.0177, expected range: -7.4898 4.6972 Severe: rms_fgdepar=12.0177, expected range: 0.0000 8.1485 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
Severe: avg_fgdepar=-12.0236, expected range: -13.8645 4.1057 Severe: rms_fgdepar=12.1389, expected range: 0.0000 13.3281 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _FI06435 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1815, expected range: -12.2527 7.2896 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _FI06435 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.2109, expected range: 0.0000 13.3585 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02245 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.9118, expected range: -12.4242 8.0092 Severe: rms_fgdepar=12.9280, expected range: 0.0000 12.6352 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.3712, expected range: -11.8322 8.7686 Severe: rms_fgdepar=12.4047, expected range: 0.0000 12.9574 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24606 : out of range
Severe: avg_fgdepar=-12.6997, expected range: -12.5756 3.2826 Severe: rms_fgdepar=12.7329, expected range: 0.0000 12.6711 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 01047 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.8365, expected range: -10.8513 7.5478 Severe: rms_fgdepar=13.8378, expected range: 0.0000 11.7009 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 48928 : out of range
Severe: avg_fgdepar=12.8910, expected range: -0.4651 5.8046 Severe: rms_fgdepar=12.8910, expected range: 0.0000 6.2271 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 01058 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.5585, expected range: -9.9998 6.3037 Severe: rms_fgdepar=14.6169, expected range: 0.0000 11.1601 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
Severe: avg_fgdepar=-12.1183, expected range: -11.8993 8.2971 Severe: rms_fgdepar=12.1782, expected range: 0.0000 11.3956 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item Considerable: obs_number=55.0000, expected range: 218.0099 308.3901 Considerable: obs_number=171.0000, expected range: 232.7417 293.5916 |
 | |
| LAND TEMP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=63.0000, expected range: 35.4273 50.9938 Considerable: obs_number=102.0000, expected range: 83.7532 94.2468 |
 | |
| rh2m | ||
| All AUTOMATIC LAND SYNOP WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 1861.19 1925.28 |
||
| MANUAL LAND SYNOP RH2M (%) 11918 : out of range
Severe: rms_fgdepar=34.9873, expected range: 0.0000 15.1452 |
 | |
| All MANUAL LAND SYNOP WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 192.16 242.84 |
||
| MANUAL LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=174.0000, expected range: 242.7352 265.7912 Considerable: obs_number=54.0000, expected range: 173.9796 331.6674 |
 | |
| BUFR LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item Considerable: obs_number=54.0000, expected range: 100.5622 191.9084 |
 | |