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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 12:00
| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 3658 : out of range
Considerable: stdev_fgdepar=0.9137, expected range: 0.6896 0.8339 |
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| airs | ||
| AQUA AIRS RADIANCES (16 channels affected) : out of range
Slight: obs_number=10915.0000, expected range: 11275.0012 12186.5282 |
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| gmi | ||
| All GPM GMI ALSKY ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 10798.93 13648.02 |
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| mwhs2 | ||
| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item Severely_persistent: obs_number=7061.0000, expected range: 7907.5258 8263.9970 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
13 times in the last 10 days for at least one item Severely_persistent: obs_number=6023.0000, expected range: 6688.3813 7001.2025 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item Severe: avg_biascorr=-0.3410, expected range: -0.3049 -0.2624 |
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| Atmospheric Motion Vector | ||
| METEOSAT-8 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
Considerable: obs_number=1769.0000, expected range: 805.3047 1444.5111 |
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| METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=422.0000, expected range: 239.5491 347.6385 |
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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
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=0.8409, expected range: 0.1451 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=-1.6132, expected range: -1.8487 -1.8391 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-10.9696, expected range: -24.0705 8.3523 Severely_persistent: rms_fgdepar=10.9696, expected range: 0.0000 24.0705 Severely_persistent: avg_pge=0.9234, expected range: -1.4188 0.7500 |
 | |
| HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8571, expected range: 0.1367 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: 23.73 503.91 |
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| All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 614.96 |
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| All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 65.75 133.75 |
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| All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 470.38 |
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| All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 289.38 |
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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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| amdar | ||
| AMDAR WIND VECTOR DIFF (M/S) 00040469 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=25.3736, expected range: -9.1418 17.2705 Severe: rms_fgdepar=25.3736, expected range: 0.0000 27.6063 Severe: avg_pge=0.9395, expected range: -0.5719 0.7371 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0260 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.8559, expected range: 0.0000 6.8652 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) CYHRAYZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.4632, expected range: 0.0000 7.8740 |
 | |
| WIGOS AMDAR Q (G/KG) 4JY0YGBA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.9950, expected range: 0.0000 1.8456 |
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| MODE-S WIND VECTOR DIFF (M/S) M475AD6 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=18.6343, expected range: 0.0000 6.4639 |
 | |
| ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
4 times in the last 10 days for at least one item Severe: obs_number=0.0000, expected range: 0.0000 273.1394 |
 | |
| airep | ||
| AIREP WIND VECTOR DIFF (M/S) ATN3513 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=37.9201, expected range: -13.0239 21.1936 Severe: rms_fgdepar=37.9201, expected range: 0.0000 21.0860 Severe: avg_pge=0.9019, expected range: -0.4014 0.4997 |
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| AIREP WIND VECTOR DIFF (M/S) ETH575 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=39.8776, expected range: 0.0000 25.5447 |
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| AIREP WIND VECTOR DIFF (M/S) AAL37 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=22.0185, expected range: -2.3149 10.5606 Severe: rms_fgdepar=22.0185, expected range: 0.0000 14.1728 |
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| AIREP WIND VECTOR DIFF (M/S) AFR378 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=22.3702, expected range: -11.1808 26.5744 Severe: rms_fgdepar=29.2596, expected range: 0.0000 39.1728 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 991.4928 |
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| pilot | ||
| LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=30.3544, expected range: -4.3892 18.0768 Severe: rms_fgdepar=30.3544, expected range: 0.0000 26.6061 Severe: avg_pge=0.8884, expected range: -0.8549 0.7500 |
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| synop | ||
| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41255 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8425, expected range: 0.2836 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 21802 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-678.3327, expected range: -1376.6200 1313.6575 Severely_persistent: rms_fgdepar=685.0389, expected range: -1280.0302 1638.9956 Severely_persistent: avg_pge=0.9182, expected range: -1.7364 0.7500 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31123 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=568.9104, expected range: 190.6088 635.2652 Severely_persistent: rms_fgdepar=569.6256, expected range: 194.8247 632.8001 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8267, expected range: 0.6448 0.7500 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=64.0000, expected range: 666.3381 749.6619 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89066 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=589.2949, expected range: 0.0000 235.9098 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67217 : out of range
Severe: rms_fgdepar=330.9623, expected range: 8.9732 65.2823 |
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| MANUAL LAND SYNOP RH2M (%) 68192 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=36.3466, expected range: 0.0000 34.1024 Severe: avg_pge=0.9046, expected range: -0.4135 0.4830 |
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| MANUAL LAND SYNOP RH2M (%) 42935 : out of range
Severe: avg_pge=0.9965, expected range: -1.6040 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 17096 : out of range
Severe: avg_fgdepar=51.8563, expected range: -15.7560 60.3375 Severe: rms_fgdepar=51.8563, expected range: 0.0000 60.3375 |
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| All MANUAL LAND SYNOP WMO BLOCK 35 : all data missing
Severe: obs_number=0, expected range: 69.94 416.66 |
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| BUFR LAND SYNOP Z (M) 56374 : out of range
Severe: avg_pge=0.9049, expected range: -0.8461 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 02705 : out of range
Severe: rms_fgdepar=333.5167, expected range: 33.8886 178.7028 Severe: avg_pge=0.8198, expected range: -0.4539 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 14545 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=523.1077, expected range: -117.6646 931.8353 Severe: rms_fgdepar=523.1077, expected range: 0.0000 931.8353 |
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| BUFR LAND SYNOP RH2M (%) 34606 : out of range
Severe: rms_fgdepar=44.5630, expected range: 0.0000 12.5217 Severe: rms_fgdepar=37.6156, expected range: 0.0000 10.8032 |
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| BUFR LAND SYNOP RH2M (%) 34609 : out of range
Severe: rms_fgdepar=31.5035, expected range: 0.0000 6.3186 Severe: rms_fgdepar=30.3406, expected range: 0.0000 10.7396 |
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| ship | ||
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BQ4 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8592, expected range: 0.1001 0.7500 |
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| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) TBWUK63 : out of range
Severe: rms_fgdepar=18.9569, expected range: 0.0000 10.7852 Severe: avg_pge=0.9094, expected range: -0.7419 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) OWTW2 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=815.9732, expected range: -990.3507 1138.2528 Severe: rms_fgdepar=815.9732, expected range: 0.0000 1126.6175 Severe: avg_pge=0.8625, expected range: -1.0202 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK36 : out of range
Severe: rms_fgdepar=438.0121, expected range: 0.0000 86.5241 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) AVQU : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=518.1708, expected range: 0.0000 522.2289 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8841, expected range: -1.1611 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8280, expected range: 0.7593 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
29 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=605.6029, expected range: 159.4231 793.5315 Severely_persistent: rms_fgdepar=606.7161, expected range: 165.1364 805.8503 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4401849 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8040, expected range: -0.7640 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4802552 : out of range
Severe: avg_fgdepar=517.0482, expected range: -287.4123 386.2378 Severe: rms_fgdepar=518.4757, expected range: 0.0000 354.1544 Severe: avg_pge=0.8868, expected range: -0.5705 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=-761.9462, expected range: -1943.6903 406.7502 Severely_persistent: rms_fgdepar=800.9357, expected range: 0.0000 1777.2996 Severely_persistent: avg_pge=0.8532, expected range: 0.4040 0.7500 |
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| AUTOMATIC METAR SURFACE PRESSURE (PA) EGRT : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=505.2268, expected range: 0.0000 953.8678 |
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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=-1030.0104, expected range: -1139.5883 -924.8093 Severely_persistent: rms_fgdepar=1030.2312, expected range: 925.4006 1139.8286 |
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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=-85.2489, expected range: -99.8079 -74.8168 |
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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=85.2526, expected range: 74.8024 99.8424 |
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| BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-63.9781, expected range: -79.0136 -50.5038 |
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| BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=63.9803, expected range: 50.5300 79.0221 |
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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=-53.2514, expected range: -58.5779 -44.1295 |
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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=53.2538, expected range: 44.1401 58.5835 |
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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=-75.2090, expected range: -96.3308 -65.9652 |
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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=75.2170, expected range: 65.9656 96.3685 |
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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=-89.0109, expected range: -109.7958 -73.5028 |
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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=89.0130, expected range: 73.5965 109.7528 |
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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=-68.7848, expected range: -91.8921 -55.8194 |
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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=68.7874, expected range: 55.8124 91.9233 |
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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=-58.1536, expected range: -74.4683 -50.0088 |
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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=58.1578, expected range: 50.0348 74.4777 |
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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=-112.7209, expected range: -139.7488 -46.8733 Severely_persistent: rms_fgdepar=112.7230, expected range: 47.0118 139.7162 |
 | |
| 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=-78.9889, expected range: -79.2590 -63.2127 |
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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=79.0011, expected range: 63.2723 79.2473 |
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| BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=57.3161, expected range: 35.9013 77.2650 |
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| BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=57.3178, expected range: 35.8966 77.2775 |
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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=-52.4995, expected range: -57.7203 -50.0357 |
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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=52.5068, expected range: 50.0583 57.7226 |
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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=-72.4637, expected range: -85.5485 -63.8606 |
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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=72.4681, expected range: 63.8864 85.5500 |
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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=52.9097, expected range: 43.0416 74.4308 |
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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=52.9186, expected range: 43.0800 74.4446 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-63.6433, expected range: -68.9930 -32.5801 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
22 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=63.6433, expected range: 32.5843 68.9917 |
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| BUFR LAND SYNOP SNOW (CM) _MI1CFFA : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-50.2581, expected range: -55.5607 -44.0021 |
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| BUFR LAND SYNOP SNOW (CM) _MI1CFFA : out of range
14 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=50.2673, expected range: 43.9948 55.6039 |
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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=-70.3571, expected range: -88.2842 -60.2355 |
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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=70.3642, expected range: 60.2821 88.2909 |
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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=-54.6980, 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=54.6980, 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=-77.3590, expected range: -95.1399 -63.6865 |
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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=77.3608, expected range: 63.7329 95.1273 |
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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=-59.6707, expected range: -80.8033 -45.0654 |
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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=59.7776, expected range: 45.1030 80.8214 |
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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=-79.9912, 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=79.9956, expected range: 75.4196 92.3712 |
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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=-73.1906, expected range: -87.4801 -56.1408 |
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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=73.1918, expected range: 56.2172 87.4482 |
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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=-70.6466, expected range: -81.1784 -57.0375 |
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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=70.6494, expected range: 57.1550 81.1300 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71350 : out of range
Severe: rms_fgdepar=28.9692, expected range: 0.0000 4.9023 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71452 : out of range
Severe: rms_fgdepar=16.3671, expected range: 0.0000 5.1649 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-51.5414, expected range: -54.8234 -38.8366 Severe: rms_fgdepar=51.5414, expected range: 38.8366 54.8234 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71604 : out of range
Severe: rms_fgdepar=19.3135, expected range: 0.0000 9.5232 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-71.0392, expected range: -61.4875 -14.3469 Severe: rms_fgdepar=71.0392, expected range: 14.3469 61.4875 |
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| MANUAL LAND SYNOP SNOW (CM) 71705 : out of range
Severe: rms_fgdepar=17.6940, expected range: 0.0000 4.5594 |
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| MANUAL LAND SYNOP SNOW (CM) 71706 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=20.6595, expected range: 0.0000 5.7704 |
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| MANUAL LAND SYNOP SNOW (CM) 71609 : out of range
Severe: rms_fgdepar=28.9138, expected range: 0.0000 7.4398 |
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| BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=95.3017, expected range: 94.7326 101.5374 |
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| BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=95.3017, expected range: 94.7326 101.5374 |
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| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.2387, expected range: -20.2158 11.4560 Severely_persistent: rms_fgdepar=17.2821, expected range: -10.3316 20.5030 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.2868, expected range: -8.1729 5.7650 Severely_persistent: rms_fgdepar=12.3199, expected range: 0.0000 9.3253 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.0930, expected range: -20.7948 11.4764 Severely_persistent: rms_fgdepar=18.1373, expected range: 0.0000 21.0833 |
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| METAR 2M TEMPERATURE (K) LTCB : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=14.0691, expected range: 10.9721 21.6643 Severely_persistent: rms_fgdepar=14.0810, expected range: 11.0337 21.6902 |
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| METAR 2M TEMPERATURE (K) CYDB : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.6538, expected range: -22.9047 14.6416 Severely_persistent: rms_fgdepar=17.6566, expected range: 0.0000 22.0155 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.2763, expected range: -20.2466 11.4232 Severely_persistent: rms_fgdepar=17.3196, expected range: -10.3275 20.5418 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.3484, expected range: -8.2172 5.7153 Severely_persistent: rms_fgdepar=12.3801, expected range: 0.0000 9.4150 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-18.1207, expected range: -20.8050 11.4170 Severely_persistent: rms_fgdepar=18.1661, expected range: 0.0000 21.1108 |
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| 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=-14.5980, expected range: -17.3740 -11.5748 Severely_persistent: rms_fgdepar=14.6887, expected range: 11.8342 17.4984 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 01047 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-17.0741, expected range: -13.7985 9.8262 Severely_persistent: rms_fgdepar=17.1483, expected range: 0.0000 13.4440 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 01058 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9011, expected range: -13.3724 9.1559 Severely_persistent: rms_fgdepar=13.3758, expected range: 0.0000 13.9358 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=11.8361, expected range: 0.0000 5.4981 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02151 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.8995, expected range: -4.1446 2.4373 Severe: rms_fgdepar=13.9606, expected range: 0.0000 4.0946 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=10.6439, expected range: 0.0000 5.6771 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.8268, expected range: -11.8034 6.8682 Severe: rms_fgdepar=12.8572, expected range: 0.0000 12.5649 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02191 : out of range
Severe: avg_fgdepar=-12.2711, expected range: -5.0541 2.2953 Severe: rms_fgdepar=12.3182, expected range: 0.0000 5.5680 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02064 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=11.4073, expected range: 0.0000 2.2828 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 29674 : out of range
Severe: avg_fgdepar=-16.8459, expected range: -12.3406 8.8602 Severe: rms_fgdepar=16.8713, expected range: 0.0000 10.8720 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
Severe: avg_fgdepar=-12.4453, expected range: -11.1523 10.7603 Severe: rms_fgdepar=12.5946, expected range: 0.0000 11.9190 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02197 : out of range
Severe: rms_fgdepar=10.3856, expected range: 0.0000 5.8719 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68918 : out of range
Severe: rms_fgdepar=10.6247, expected range: 0.3486 3.3352 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.4326, expected range: -11.5693 8.8610 Severe: rms_fgdepar=14.4373, expected range: 0.0000 10.7986 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02149 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=11.3287, expected range: 0.0000 4.4836 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71949 : out of range
Severe: rms_fgdepar=12.0130, expected range: 0.0000 8.9193 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 29662 : out of range
Severe: rms_fgdepar=10.5796, expected range: 0.0000 5.4511 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 29674 : out of range
Severe: avg_fgdepar=-13.7216, expected range: -13.9875 10.0063 Severe: rms_fgdepar=13.7216, expected range: 0.0000 12.2784 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 31026 : out of range
Severe: rms_fgdepar=11.7531, expected range: 0.0000 5.4999 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 22408 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4529, expected range: -7.8348 4.7241 Severe: rms_fgdepar=12.5102, expected range: -4.1092 7.7585 |
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| METAR 2M TEMPERATURE (K) OPKL : out of range
Severe: avg_fgdepar=12.1778, expected range: -0.5680 12.5304 Severe: rms_fgdepar=12.2896, expected range: 0.9022 12.1508 |
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| METAR 2M TEMPERATURE (K) CYXQ : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.7968, expected range: 0.0000 5.9889 |
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| METAR 2M TEMPERATURE (K) MMPS : out of range
Severe: rms_fgdepar=13.1511, expected range: 0.0000 10.8095 |
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| METAR 2M TEMPERATURE (K) KADW : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=13.9635, expected range: -6.5100 11.8591 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02801 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1377, expected range: -9.4704 8.1790 Severe: rms_fgdepar=12.1543, expected range: 0.0000 8.6203 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 44221 : out of range
Severe: rms_fgdepar=12.0230, expected range: 5.7403 11.7421 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02151 : out of range
Severe: avg_fgdepar=-14.0257, expected range: -4.1659 2.4963 Severe: rms_fgdepar=14.0712, expected range: 0.0000 4.0283 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.8045, expected range: -11.8582 6.8214 Severe: rms_fgdepar=12.8351, expected range: 0.0000 12.6372 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02191 : out of range
Severe: avg_fgdepar=-12.3787, expected range: -5.1563 2.2263 Severe: rms_fgdepar=12.4256, expected range: 0.0000 5.6874 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 29662 : out of range
Severe: rms_fgdepar=10.4177, expected range: 0.0000 5.4429 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 29674 : out of range
Severe: avg_fgdepar=-15.8639, expected range: -12.8188 8.9002 Severe: rms_fgdepar=15.9501, expected range: 0.0000 11.7245 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
Severe: avg_fgdepar=-12.5308, expected range: -11.2421 10.8050 Severe: rms_fgdepar=12.6968, expected range: 0.0000 12.0274 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 22408 : out of range
Severe: avg_fgdepar=-12.5623, expected range: -7.9342 4.6837 Severe: rms_fgdepar=12.6174, expected range: -4.1576 7.8845 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.5317, expected range: -11.6269 8.8056 Severe: rms_fgdepar=14.5361, expected range: 0.0000 10.8697 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 30089 : out of range
Severe: rms_fgdepar=12.0222, expected range: 0.2438 8.1165 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=12.2056, expected range: 3.9071 12.7941 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.2622, expected range: 4.0411 13.0877 |
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| rh2m | ||
| MANUAL LAND SYNOP RH2M (%) 34601 : out of range
Severe: rms_fgdepar=34.8181, expected range: 0.0000 13.4660 |
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| MANUAL LAND SYNOP RH2M (%) 34504 : out of range
Severe: rms_fgdepar=30.2222, expected range: 0.0000 10.7267 |
 | |
| MANUAL LAND SYNOP RH2M (%) 12566 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=31.1581, expected range: 0.0000 16.7435 |
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| BUFR LAND SYNOP RH2M (%) 34615 : out of range
Severe: rms_fgdepar=30.4338, expected range: 0.0000 9.5901 |
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