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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-09 12:00
| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 3312 : out of range
3 times in the last 10 days for at least one item Considerable: avg_biascorr=-0.2900, expected range: -0.2725 -0.2394 |
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| METOP-B IASI RADIANCES (80 channels affected) : out of range
Considerable: obs_number=2587.0000, expected range: 2072.5912 2447.7617 |
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| gmi | ||
| All GPM GMI ALSKY ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 9443.51 14228.12 |
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| mwhs2 | ||
| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item Severely_persistent: obs_number=7150.0000, expected range: 7907.5258 8248.7344 |
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| FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
14 times in the last 10 days for at least one item Severely_persistent: obs_number=6106.0000, expected range: 6688.3813 6888.6046 |
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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=-0.3433, expected range: -0.3049 -0.2651 |
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| NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
4 times in the last 10 days for at least one item Considerable: avg_biascorr=-0.3901, expected range: -0.3615 -0.3129 |
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| gpsro | ||
| COSMIC2-E6 GPSRO SETTING (23 impact heights affected) : out of range
Considerable: obs_number=1595.0000, expected range: 1908.8676 2921.2501 |
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| Geostationary CSR | ||
| All GOES-16 ABI ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 57399.54 82826.03 |
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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=0.7621, expected range: 0.1008 0.3333 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
25 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-11.8502, expected range: -13.6123 0.0005 Severely_persistent: rms_fgdepar=12.0655, expected range: 0.2992 14.6288 Severely_persistent: avg_pge=0.9236, expected range: 0.2553 0.7500 |
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| LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8447, expected range: -0.7728 0.7500 |
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| LAND TEMP TEMPERATURE (K) 72645 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.9278, expected range: 0.0000 2.9321 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Severe: obs_number=103.0000, expected range: 177.7925 189.0964 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=4.3073, expected range: 0.0000 1.2656 |
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| HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=273.0000, expected range: 363.0064 380.3269 Considerable: obs_number=156.0000, expected range: 245.6440 291.6060 |
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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 | ||
| WIGOS AMDAR WIND VECTOR DIFF (M/S) Z4SEIEBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.8715, expected range: 0.0000 5.3756 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) WXFHLDJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.6433, expected range: 0.0000 8.9624 |
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| WIGOS AMDAR TEMPERATURE (K) IHOICOZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.0585, expected range: 0.0000 2.5967 |
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| WIGOS AMDAR Q (G/KG) VMSIQ2BA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.2710, expected range: 0.0000 2.8528 |
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| WIGOS AMDAR Q (G/KG) KLXEOGJA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.5393, expected range: 0.0000 1.3073 |
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| ADS-C WIND VECTOR DIFF (M/S) XIFGRBBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.9103, expected range: 0.0000 17.5890 |
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| ADS-C WIND VECTOR DIFF (M/S) N50KMEBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=21.1011, expected range: 0.0000 12.9207 |
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| ADS-C WIND VECTOR DIFF (M/S) GNKBWIBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.8426, expected range: 0.0000 15.3836 |
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| ADS-C WIND VECTOR DIFF (M/S) 1HFRTXBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.7780, expected range: 0.0000 8.7744 |
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| ADS-C WIND VECTOR DIFF (M/S) QMOZNHJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.3115, expected range: 0.8496 6.9667 |
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| ADS-C WIND VECTOR DIFF (M/S) BREZHUJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=21.7266, expected range: 0.0000 16.7014 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) KLM31 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4359, expected range: 0.0000 28.2094 |
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| AIREP WIND VECTOR DIFF (M/S) RJA263 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.1490, expected range: 0.0000 15.4800 |
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| AIREP WIND VECTOR DIFF (M/S) BAW72A PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.3335, expected range: 0.0000 13.7299 |
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| AIREP WIND VECTOR DIFF (M/S) BAW91C PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=30.5532, expected range: 0.0000 29.4895 |
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| AIREP WIND VECTOR DIFF (M/S) BAW219V PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=33.7866, expected range: 0.0000 23.9432 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 03601 PRESSURE LAYER 300-600 : out of range
Severe: avg_fgdepar=25.0055, expected range: -7.2796 16.7274 Severe: rms_fgdepar=25.0055, expected range: 0.0000 16.8371 Severe: avg_pge=0.8987, expected range: -0.4278 0.7500 |
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| JAPANESE WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=1553.0000, expected range: 0.0000 880.6380 Considerable: obs_number=1553.0000, expected range: 0.0000 880.6380 |
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| synop | ||
| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89809 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8734, expected range: -0.0493 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 31123 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=518.8342, expected range: 179.4244 659.8975 Severely_persistent: rms_fgdepar=518.9495, expected range: 183.3534 658.0540 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 14545 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=521.7731, expected range: -117.5901 931.7322 Severely_persistent: rms_fgdepar=521.7731, expected range: 0.0000 931.7322 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI13F3F : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8391, expected range: 0.6035 0.7500 |
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| All AUTOMATIC LAND SYNOP WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 116.16 154.06 |
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| All AUTOMATIC LAND SYNOP WMO BLOCK 18 : all data missing
Severe: obs_number=0, expected range: 62.79 94.98 |
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| MANUAL LAND SYNOP RH2M (%) 38974 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=40.5053, expected range: 0.0000 22.5441 |
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| MANUAL LAND SYNOP RH2M (%) 43137 : out of range
Severe: avg_pge=0.8123, expected range: -0.1226 0.1905 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60690 : out of range
Severe: avg_fgdepar=-512.3674, expected range: -60.6453 118.2374 Severe: rms_fgdepar=742.2457, expected range: 0.0000 119.2582 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62332 : out of range
Severe: rms_fgdepar=567.4765, expected range: 0.0000 179.2118 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 17262 : out of range
Severe: rms_fgdepar=374.8408, expected range: 0.0000 103.6327 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67217 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=312.7420, expected range: 0.0000 116.6375 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43318 : out of range
Severe: avg_fgdepar=555.1939, expected range: -1069.1791 565.8364 Severe: rms_fgdepar=555.1939, expected range: 0.0000 1011.3241 Severe: avg_pge=0.8700, expected range: -1.3160 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42588 : out of range
Severe: avg_pge=0.8127, expected range: -1.1083 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 94907 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.9808, expected range: -1.9158 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 71021 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=435.6869, expected range: 0.0000 398.5135 Severe: avg_pge=0.8560, expected range: -0.9675 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 36061 : out of range
Severe: rms_fgdepar=571.5989, expected range: 0.0000 187.5159 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 24671 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.8104, expected range: -0.7554 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 30252 : out of range
Severe: avg_pge=0.8008, expected range: -0.9401 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 04373 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=366.3961, expected range: 0.0000 237.5333 Severe: avg_pge=0.8308, expected range: -0.7346 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 28049 : out of range
Severe: rms_fgdepar=453.3191, expected range: 0.0000 237.1476 |
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| MANUAL LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=69.0000, expected range: 58.9207 65.3293 |
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| ship | ||
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BQ4 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8834, expected range: 0.0181 0.7500 |
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| AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46183 : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=16.4105, expected range: 0.0000 6.8638 Severe: avg_pge=0.8893, expected range: -0.4306 0.7500 |
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| SHIP SURFACE PRESSURE (PA) TBWUK31 : out of range
Severe: rms_fgdepar=314.6963, expected range: 0.0000 286.2227 Severe: avg_pge=0.8119, expected range: -0.7071 0.7500 |
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| SHIP SURFACE PRESSURE (PA) V7DR9 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=869.4931, expected range: -1147.3361 1241.4478 Severe: rms_fgdepar=961.5560, expected range: 0.0000 729.7700 Severe: avg_pge=0.9020, expected range: -0.7406 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA3062 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=535.3951, expected range: -1586.4965 1733.9683 Severe: rms_fgdepar=535.3981, expected range: 0.0000 993.0768 Severe: avg_pge=0.8076, expected range: -0.7034 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) OYHL2 : out of range
Severe: avg_fgdepar=786.4152, expected range: -1041.8607 828.1360 Severe: rms_fgdepar=786.4152, expected range: -730.1964 986.5427 Severe: avg_pge=0.8769, expected range: -1.6226 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) HP8096 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=527.9777, expected range: 46.7877 625.7629 Severe: rms_fgdepar=532.7434, expected range: 27.0852 659.4186 Severe: avg_pge=0.8154, expected range: 0.3592 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRKB8 : out of range
Severe: rms_fgdepar=535.4207, expected range: 0.0000 269.8555 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) PBKH : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=521.5633, expected range: 0.0000 198.8251 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8431, expected range: 0.7594 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6501676 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8768, expected range: -0.9742 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 2101539 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8185, expected range: -0.1829 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6203650 : out of range
Severe: avg_pge=0.8610, expected range: -1.0811 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4802552 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=660.5234, expected range: -268.3451 367.8553 Severe: rms_fgdepar=661.1744, expected range: 0.0000 366.7304 Severe: avg_pge=0.9103, expected range: -0.5748 0.7500 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=320.8867, expected range: 0.0000 104.6365 |
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| DRIFTING BUOYS SURFACE PRESSURE (PA) 6203647 : out of range
Severe: rms_fgdepar=354.9197, expected range: 2.2683 227.8946 Severe: avg_pge=0.8045, expected range: -0.3441 0.7500 |
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| metar | ||
| AUTOMATIC METAR SURFACE PRESSURE (PA) EGRG : out of range
27 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=550.1598, expected range: 170.9961 1658.3737 |
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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=-1031.7261, expected range: -1141.5815 -923.5928 Severely_persistent: rms_fgdepar=1031.9785, expected range: 923.9646 1141.9673 |
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| METAR SURFACE PRESSURE (PA) SKPC : out of range
Severe: rms_fgdepar=390.9608, expected range: 0.0000 144.8391 |
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| snow | ||
| AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-54.1048, expected range: -54.8889 -39.6247 Severely_persistent: rms_fgdepar=54.1048, expected range: 39.6247 54.8889 |
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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=-93.9424, expected range: -100.0099 -74.4660 |
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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=93.9517, expected range: 74.4594 100.0401 |
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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=-64.7103, expected range: -77.4602 -53.0605 |
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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=64.7130, expected range: 53.0742 77.4783 |
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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=-60.1177, expected range: -57.9731 -45.5491 |
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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=60.1194, expected range: 45.5593 57.9776 |
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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=-78.2362, expected range: -96.7050 -65.2594 |
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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=78.2503, expected range: 65.2602 96.7429 |
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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=-77.8162, expected range: -109.7871 -73.4986 |
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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=77.8300, expected range: 73.5259 109.7858 |
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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=-67.3961, expected range: -91.8244 -55.9338 |
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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=67.3975, expected range: 55.9269 91.8555 |
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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=-59.1829, expected range: -74.9135 -49.3106 |
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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=59.1888, expected range: 49.3337 74.9253 |
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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=-109.9444, expected range: -139.2345 -53.0289 Severely_persistent: rms_fgdepar=109.9456, expected range: 53.1025 139.2238 |
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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=-89.8404, expected range: -78.2310 -65.1840 |
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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=89.8520, expected range: 65.2062 78.2472 |
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| BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=53.9627, expected range: 44.4958 69.3435 |
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| BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=53.9628, expected range: 44.5009 69.3492 |
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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=-52.2785, expected range: -57.7353 -50.0043 |
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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=52.2880, expected range: 50.0294 57.7364 |
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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=-66.9489, expected range: -82.5548 -67.9236 |
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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=66.9625, expected range: 67.9321 82.5702 |
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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=51.0948, expected range: 43.5178 72.6929 |
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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=51.1220, expected range: 43.5606 72.7111 |
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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=-65.7490, expected range: -72.7193 -31.9964 |
||
| 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=65.7490, expected range: 32.0012 72.7176 |
||
| 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=-75.6458, expected range: -88.2627 -60.2452 |
||
| 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=75.6599, expected range: 60.2440 88.2999 |
||
| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-59.4153, expected range: -61.8905 -50.0134 |
||
| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=59.4226, expected range: 50.0014 61.9128 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-82.3672, expected range: -94.2843 -64.9643 |
||
| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
36 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=82.3735, expected range: 64.9434 94.3194 |
||
| 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=-58.9103, expected range: -81.4146 -44.0822 |
||
| 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=58.9224, expected range: 44.0809 81.4542 |
||
| 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=-82.8531, expected range: -92.5366 -73.8889 |
||
| 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=82.8578, expected range: 73.8956 92.5359 |
||
| 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=-77.3896, expected range: -82.1147 -63.3330 |
||
| 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=77.4038, expected range: 63.3403 82.1347 |
||
| 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=-70.0118, expected range: -79.2975 -60.6793 |
||
| 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=70.0229, expected range: 60.6859 79.3186 |
||
| AUTOMATIC LAND SYNOP SNOW (CM) 71916 : out of range
Severe: rms_fgdepar=19.6086, expected range: 0.0000 8.4730 |
 | |
| AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-68.4568, expected range: -44.1910 -26.4366 Severe: rms_fgdepar=68.4568, expected range: 26.4366 44.1910 |
 | |
| BUFR LAND SYNOP SNOW (CM) 47039 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=95.6174, expected range: 91.8098 102.6258 Severe: rms_fgdepar=95.6174, expected range: 91.8104 102.6256 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=93.5577, expected range: 91.9027 104.5562 |
||
| BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=93.5577, expected range: 91.9028 104.5561 |
||
| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.0109, expected range: -13.7837 9.5626 Severely_persistent: rms_fgdepar=13.2053, expected range: -7.8525 13.8693 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5698, expected range: -18.6515 13.0349 Severely_persistent: rms_fgdepar=12.6128, expected range: -8.8522 17.6287 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5136, expected range: -14.0205 -7.4032 Severely_persistent: rms_fgdepar=12.5710, expected range: 7.8386 13.9669 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4109, expected range: -18.3548 7.9783 Severely_persistent: rms_fgdepar=12.4845, expected range: 0.0000 16.5168 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 17046 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.0283, expected range: -21.7189 6.1854 Severely_persistent: rms_fgdepar=13.0594, expected range: 0.0000 21.2690 |
 | |
| METAR 2M TEMPERATURE (K) LTCB : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=16.8083, expected range: 11.1278 21.3693 Severely_persistent: rms_fgdepar=17.0421, expected range: 11.1768 21.4185 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.9366, expected range: -21.8717 -6.2513 Severely_persistent: rms_fgdepar=16.9698, expected range: 6.4074 21.8819 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 01082 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.0802, expected range: -16.0169 4.7392 Severely_persistent: rms_fgdepar=15.0970, expected range: 0.0000 15.7059 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5636, expected range: -14.0705 -7.4532 Severely_persistent: rms_fgdepar=12.6207, expected range: 7.8865 14.0171 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4292, expected range: -18.3963 7.9338 Severely_persistent: rms_fgdepar=12.5034, expected range: 0.0000 16.5925 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 17046 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.6284, expected range: -22.0281 5.5202 Severely_persistent: rms_fgdepar=13.6581, expected range: 0.0000 21.6632 |
 | |
| 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=-13.1000, expected range: -17.0684 -11.4716 Severely_persistent: rms_fgdepar=13.4954, expected range: 11.7048 17.2279 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 01047 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.0703, expected range: -20.6385 14.5468 Severely_persistent: rms_fgdepar=13.1422, expected range: -10.6417 19.9618 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5913, expected range: -18.6926 12.9609 Severely_persistent: rms_fgdepar=12.6365, expected range: -8.9212 17.7046 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71231 : out of range
Severe: rms_fgdepar=11.5667, expected range: 0.0000 6.0369 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71525 : out of range
Severe: rms_fgdepar=10.9344, expected range: 0.3140 5.5749 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.2106, expected range: -11.2524 3.2660 Severe: rms_fgdepar=15.2406, expected range: 0.0000 12.2968 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71528 : out of range
Severe: avg_fgdepar=-14.3985, expected range: -6.0398 2.3579 Severe: rms_fgdepar=15.8636, expected range: 0.0000 6.8673 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71788 : out of range
Severe: avg_fgdepar=-12.2323, expected range: -4.1468 1.8569 Severe: rms_fgdepar=13.2928, expected range: 0.0986 4.1864 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71509 : out of range
Severe: rms_fgdepar=15.0917, expected range: 0.0000 6.6641 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
Severe: rms_fgdepar=12.0569, expected range: 0.0000 12.2252 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.8576, expected range: -16.4680 3.6765 Severe: rms_fgdepar=13.8811, expected range: 0.0000 14.9884 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 30028 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.4729, expected range: -14.2366 4.4089 Severe: rms_fgdepar=12.5593, expected range: 0.0000 13.0153 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 84088 : out of range
Severe: avg_fgdepar=12.1759, expected range: -2.6306 7.5486 Severe: rms_fgdepar=12.1759, expected range: 0.0000 9.6558 |
 | |
| METAR 2M TEMPERATURE (K) OPKL : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=16.1208, expected range: -0.9632 13.1734 Severe: rms_fgdepar=16.2003, expected range: 0.5673 12.6878 |
 | |
| LAND TEMP 2M TEMPERATURE (K) 72501 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.3687, expected range: -2.3447 2.4795 Severe: rms_fgdepar=13.3687, expected range: 0.0000 2.3833 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.0565, expected range: -13.8712 9.5414 Severe: rms_fgdepar=13.2493, expected range: -7.9241 13.9705 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 01023 : out of range
Severe: avg_fgdepar=-12.1013, expected range: -10.6660 8.3594 Severe: rms_fgdepar=12.1406, expected range: 0.3599 8.1900 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 68825 : out of range
Severe: avg_fgdepar=-15.7159, expected range: -2.3524 4.1141 Severe: rms_fgdepar=15.7159, expected range: 0.0000 3.6773 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
Severe: rms_fgdepar=12.1717, expected range: 0.0000 12.2931 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.1217, expected range: -16.5151 3.6328 Severe: rms_fgdepar=14.1454, expected range: 0.0000 15.0594 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01976 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.0671, expected range: -14.7623 10.1779 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01976 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=12.1341, expected range: 0.0000 13.9958 |
||
| BUFR LAND SYNOP 2M TEMPERATURE (K) 68527 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.0039, expected range: -3.6108 2.6690 Severe: rms_fgdepar=13.0039, expected range: 0.0000 3.2576 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.4445, expected range: -11.4731 3.3504 Severe: rms_fgdepar=15.4784, expected range: 0.0000 12.5644 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 30028 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.5295, expected range: -14.2700 4.3610 Severe: rms_fgdepar=12.6159, expected range: 0.0000 13.0910 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71528 : out of range
Severe: avg_fgdepar=-14.4833, expected range: -6.0791 2.2894 Severe: rms_fgdepar=15.9224, expected range: 0.0000 6.9033 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 84088 : out of range
Severe: avg_fgdepar=12.1259, expected range: -1.0584 4.7669 Severe: rms_fgdepar=12.1259, expected range: 0.0000 6.8002 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71788 : out of range
Severe: avg_fgdepar=-12.1599, expected range: -4.1987 1.8385 Severe: rms_fgdepar=13.2083, expected range: 0.1598 4.1778 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71509 : out of range
Severe: rms_fgdepar=15.0151, expected range: 0.0000 6.6509 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02719 : out of range
Severe: avg_fgdepar=-12.4568, expected range: -11.1046 5.9736 Severe: rms_fgdepar=12.5113, expected range: 0.0000 11.9233 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=65.0000, expected range: 114.5631 190.4369 |
 | |
| rh2m | ||
| METAR RH2M (%) SBFS : out of range
Severe: rms_fgdepar=35.9595, expected range: 0.9958 12.9126 |
 | |