Operational Data Checking
An automatic data checking system has been implemented at ECMWF to trigger warnings in case of anomalies affecting the quality or the availability of the data assimilated by the model. Selected statistical parameters (number of observations, bias correction, and mean bias-corrected background, analysis departures and probability of gross error) are checked against an expected range. An appropriate alert message (including a time series plot) is generated if statistics are outside the specified ranges. A severity level (slight, considerable, severe) is assigned to each message depending on how far statistics are from the expected values. Two kinds of ranges are used by the automatic checking: Soft and Hard limits. Soft limits are updated automatically using statistics from the last twenty days (extremes are excluded during this process). Hard limits are adjusted manually when required.
Currently, the automatic checking is limited to data passing through the minimisation process (including VarBC passive data). It's being applied twice a day to the delayed cut-off 4D-VAR cycles (00 and 12) and four times a day to the early delivery assimilation system (00,06,12 and 18).
The alarm system results are based on feedback information from the ECMWF data assimilation and consequently reflect the ECMWF data usage. Although most warnings are related to data problems, they may on occasion also be related to model issues. Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice. ECMWF accepts no responsibility for actions taken on the basis of these results.
Delayed cut-off 4DVAR at 2022-12-03 12:00
| amsua | ||
| NOAA-19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
5 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.7056, expected range: 0.5527 0.6390 |
 | |
| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
5 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.6900, expected range: 0.5607 0.6249 |
 | |
| METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
4 times in the last 10 days for at least one item Considerable: stdev_norm_fgdepar=0.6646, expected range: 0.5147 0.6093 |
 | |
| AMSUA Pacific RARS | ||
| All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39 |
||
| All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39 |
||
| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 1513 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1087, expected range: -0.0857 -0.0839 Severely_persistent: avg_biascorr=0.0722, expected range: 0.0036 0.0419 |
 | |
| METOP-B IASI RADIANCES CHANNEL 1521 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0992, expected range: -0.0742 -0.0639 |
 | |
| METOP-B IASI RADIANCES CHANNEL 1652 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1352, expected range: 0.1624 0.1696 |
 | |
| METOP-B IASI RADIANCES CHANNEL 199 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1592, expected range: -0.2397 -0.0395 |
 | |
| METOP-B IASI RADIANCES CHANNEL 205 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1103, expected range: -0.2713 -0.0915 |
 | |
| METOP-B IASI RADIANCES CHANNEL 212 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0901, expected range: -0.1972 -0.0647 |
 | |
| METOP-B IASI RADIANCES CHANNEL 214 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2029, expected range: 0.0098 0.1199 |
 | |
| METOP-B IASI RADIANCES CHANNEL 219 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0646, expected range: -0.1687 -0.0584 |
 | |
| METOP-B IASI RADIANCES CHANNEL 222 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1501, expected range: 0.0191 0.0847 |
 | |
| METOP-B IASI RADIANCES CHANNEL 278 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0383, expected range: 0.1427 0.2558 |
 | |
| METOP-B IASI RADIANCES CHANNEL 284 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0034, expected range: 0.0961 0.1725 |
 | |
| METOP-B IASI RADIANCES CHANNEL 286 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0618, expected range: 0.0442 0.1453 |
 | |
| METOP-B IASI RADIANCES CHANNEL 254 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0905, expected range: 0.1077 0.1146 |
 | |
| METOP-B IASI RADIANCES CHANNEL 267 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0001, expected range: 0.0132 0.0268 |
 | |
| METOP-C IASI RADIANCES CHANNEL 1652 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0796, expected range: 0.1012 0.1214 |
 | |
| METOP-C IASI RADIANCES CHANNEL 1658 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0864, expected range: 0.1059 0.1286 |
 | |
| METOP-C IASI RADIANCES CHANNEL 236 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1513, expected range: -0.1396 -0.1281 |
 | |
| METOP-C IASI RADIANCES CHANNEL 1513 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0410, expected range: -0.0163 -0.0064 |
 | |
| METOP-C IASI RADIANCES CHANNEL 1521 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1077, expected range: -0.0792 -0.0563 |
 | |
| METOP-C IASI RADIANCES CHANNEL 1639 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0291, expected range: 0.0722 0.0784 |
 | |
| METOP-C IASI RADIANCES CHANNEL 199 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1598, expected range: -0.2850 -0.0773 |
 | |
| METOP-C IASI RADIANCES CHANNEL 205 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0904, expected range: -0.3415 -0.1425 |
 | |
| METOP-C IASI RADIANCES CHANNEL 212 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0478, expected range: -0.2821 -0.1328 |
 | |
| METOP-C IASI RADIANCES CHANNEL 219 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0049, expected range: -0.2531 -0.1121 |
 | |
| METOP-C IASI RADIANCES CHANNEL 226 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0065, expected range: -0.1672 -0.0829 |
 | |
| METOP-C IASI RADIANCES CHANNEL 284 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0331, expected range: 0.0706 0.1583 |
 | |
| cris | ||
| NPP CRIS RADIANCES CHANNEL 653 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0627, expected range: 0.0796 0.0965 |
 | |
| NPP CRIS RADIANCES CHANNEL 113 : out of range
27 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1199, expected range: 0.0675 0.0851 |
 | |
| NPP CRIS RADIANCES CHANNEL 657 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0671, expected range: 0.0753 0.0755 |
 | |
| NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0676, expected range: -0.0623 -0.0597 |
 | |
| NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0537, expected range: 0.0731 0.0932 |
 | |
| NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0575, expected range: 0.0635 0.0689 |
 | |
| NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1991, expected range: 0.1615 0.1752 |
 | |
| NOAA20 CRIS RADIANCES CHANNEL 114 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0216, expected range: -0.1761 -0.0677 |
 | |
| atms | ||
| NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
6 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=0.9768, expected range: 0.6518 0.8060 |
 | |
| NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5451, expected range: -0.7269 -0.6282 |
 | |
| Atmospheric Motion Vector | ||
| HIMAWARI-8 AMV VIS1 WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
3 times in the last 10 days for at least one item Severe: obs_number=693.0000, expected range: 178.6803 323.7988 |
 | |
| AQUA MODIS CLEAR WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Considerable: avg_fgdepar=4.2898, expected range: 3.2158 3.7656 |
 | |
| Radiosondes | ||
| All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 598.85 |
||
| All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 598.85 |
||
| All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 123.13 172.37 |
||
| 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: rms_fgdepar=8.2605, expected range: 0.0000 6.4868 Severe: avg_pge=0.8706, expected range: -0.6598 0.7500 |
 | |
| LAND TEMP WIND VECTOR DIFF (M/S) 34858 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=21.1460, expected range: 0.0000 8.0695 |
 | |
| HIGH RESO LAND TEMP TEMPERATURE (K) 72662 PRESSURE LAYER 900-1200 (HPA : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8374, expected range: -0.7918 0.7500 |
 | |
| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 0.00 395.30 |
||
| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 82 : all data missing
Severe: obs_number=0, expected range: 62.24 136.20 |
||
| amdar | ||
| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (3 pressure layers affected) : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8754, expected range: -1.5947 0.7500 |
 | |
| WIGOS AMDAR TEMPERATURE (K) MK10JGRA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.1731, expected range: 0.0000 1.2068 |
 | |
| WIGOS AMDAR TEMPERATURE (K) EU0868 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.9002, expected range: -1.1484 0.7500 |
 | |
| WIGOS AMDAR TEMPERATURE (K) EU0897 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=8.4190, expected range: 0.0000 3.9173 Severe: avg_pge=0.9184, expected range: -0.4946 0.7500 |
 | |
| WIGOS AMDAR TEMPERATURE (K) QZKWUWBA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=18.1448, expected range: -20.6887 26.0544 Severe: rms_fgdepar=18.1708, expected range: -20.4398 26.9513 |
 | |
| WIGOS AMDAR Q (G/KG) DVPUOFZA PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8632, expected range: -0.9769 0.7500 |
 | |
| ADS-C WIND VECTOR DIFF (M/S) TEB1MYBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.8399, expected range: 0.0000 35.9964 |
 | |
| airep | ||
| AIREP WIND VECTOR DIFF (M/S) LAN801 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.3467, expected range: 0.0000 10.2718 |
 | |
| AIREP WIND VECTOR DIFF (M/S) QTR957 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9574, expected range: 0.0000 15.3691 |
 | |
| prof | ||
| All EUROPEAN WIND PROFILER ALL LAYERS South West Pacific : all data missing
Severe: obs_number=0, expected range: 345.19 707.06 |
||
| All EUROPEAN WIND PROFILER ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 345.19 707.06 |
||
| synop | ||
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 47061 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8217, expected range: -1.1617 0.7500 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83499 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8443, expected range: -1.2596 0.7500 |
 | |
| BUFR LAND SYNOP RH2M (%) 68408 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9308, expected range: -1.4684 0.7500 |
 | |
| BUFR LAND SYNOP RH2M (%) _1702766 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-56.4452, expected range: -82.2078 -13.0710 Severely_persistent: rms_fgdepar=57.3926, expected range: 20.9479 77.9453 Severely_persistent: avg_pge=0.9738, expected range: -0.1516 0.7500 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 76548 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8310, expected range: -1.6681 0.7500 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=577.7314, expected range: 486.7013 732.0678 Severely_persistent: rms_fgdepar=578.3324, expected range: 486.9892 732.8014 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-525.3699, expected range: -608.1370 -408.9560 Severely_persistent: rms_fgdepar=525.5343, expected range: 407.8309 612.3101 |
 | |
| AUTOMATIC LAND SYNOP RH2M (%) 68397 : out of range
Severe: avg_pge=0.9452, expected range: -1.4604 0.7500 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41700 : out of range
Severe: rms_fgdepar=430.8876, expected range: 0.0000 240.3173 Severe: avg_pge=0.8607, expected range: -0.3574 0.7500 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 44214 : out of range
Severe: rms_fgdepar=509.8089, expected range: 0.0000 211.8220 |
 | |
| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87187 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8031, expected range: -1.0112 0.7500 |
 | |
| BUFR LAND SYNOP RH2M (%) 86808 : out of range
Severe: rms_fgdepar=39.9582, expected range: 0.0000 18.3493 |
 | |
| BUFR LAND SYNOP RH2M (%) 94914 : out of range
Severe: avg_pge=0.8608, expected range: -0.1501 0.1790 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 13600 : out of range
Severe: rms_fgdepar=533.9808, expected range: 0.0000 364.2226 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 29759 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=561.8559, expected range: 0.0000 220.6794 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 43197 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8254, expected range: -1.1305 0.7500 |
 | |
| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48060 : out of range
Severe: avg_fgdepar=608.0150, expected range: -520.0259 245.0815 Severe: rms_fgdepar=608.0150, expected range: 0.0000 520.0259 Severe: avg_pge=0.8993, expected range: -0.9465 0.7500 |
 | |
| ship | ||
| AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8458, expected range: -0.9486 0.7500 |
 | |
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) JPTX : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8415, expected range: -0.4726 0.7500 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JTW : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=1263.9236, expected range: 841.6146 1776.8217 Severely_persistent: rms_fgdepar=1263.9236, expected range: 848.7406 1771.8338 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-872.0238, expected range: -1017.6192 802.6499 Severely_persistent: rms_fgdepar=967.2075, expected range: 0.0000 1088.4982 Severely_persistent: avg_pge=0.8704, expected range: -1.1889 0.7500 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) DFPG2 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8184, expected range: 0.5947 0.7500 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) ELZC7 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=836.7562, expected range: 672.2551 1053.4197 Severely_persistent: rms_fgdepar=836.7562, expected range: 672.2865 1053.6919 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) MAOR9 : out of range
16 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=515.9022, expected range: 0.0000 2343.2843 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRON5 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-751.0142, expected range: -1141.0957 922.8824 Severely_persistent: rms_fgdepar=751.0142, expected range: 0.0000 1571.8127 |
 | |
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 7KJY : out of range
Severe: avg_fgdepar=20.4181, expected range: -0.3649 5.4180 Severe: rms_fgdepar=27.4016, expected range: 0.0000 6.0032 |
 | |
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9HA5063 : out of range
Severe: avg_pge=0.8905, expected range: -0.6431 0.7500 |
 | |
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V9763 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=32.2017, expected range: -9.0492 18.3435 Severe: rms_fgdepar=32.2017, expected range: 0.0000 19.2941 Severe: avg_pge=0.9471, expected range: -0.9261 0.7500 |
 | |
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BJ9 : out of range
Severe: rms_fgdepar=15.7929, expected range: 0.0000 7.5352 |
 | |
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRDU8 : out of range
Severe: rms_fgdepar=17.2333, expected range: 0.2233 4.6435 Severe: avg_pge=0.9126, expected range: -0.7362 0.7500 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KJY : out of range
Severe: avg_fgdepar=568.1573, expected range: -497.5147 538.8852 Severe: rms_fgdepar=816.1739, expected range: 0.0000 588.0436 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HRJ9 : out of range
Severe: rms_fgdepar=360.3392, expected range: 0.0000 87.1578 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) GZU6L8G : out of range
Severe: rms_fgdepar=330.9581, expected range: 0.0000 149.0026 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGSG : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=348.1780, expected range: 0.0000 83.1457 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) MLTH5 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=447.3709, expected range: 0.0000 244.5398 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) OZDK2 : out of range
Severe: avg_fgdepar=501.7817, expected range: -650.6863 1351.1929 Severe: rms_fgdepar=501.7817, expected range: 0.0000 1351.1929 |
 | |
| BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRSQ6 : out of range
Severe: avg_fgdepar=518.5536, expected range: -482.0395 469.4381 Severe: rms_fgdepar=518.5536, expected range: 0.0000 485.3879 |
 | |
| buoy | ||
| MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8859, expected range: -0.7733 0.7500 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 1501718 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8134, expected range: -0.9975 0.7500 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 2302615 : out of range
7 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=517.7800, expected range: 0.0000 1509.6422 Severely_persistent: avg_pge=0.8500, expected range: -0.3660 0.7500 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6203640 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=564.4898, expected range: -593.0645 525.3583 Severely_persistent: rms_fgdepar=566.0692, expected range: -654.2423 961.9385 Severely_persistent: avg_pge=0.8988, expected range: -1.5116 0.7500 |
 | |
| MOORED BUOYS SURFACE PRESSURE (PA) 2200185 : out of range
Severe: avg_fgdepar=-566.4333, expected range: -148.0467 77.2622 Severe: rms_fgdepar=575.7868, expected range: 0.0000 162.7755 Severe: avg_pge=0.8855, expected range: -0.2431 0.3365 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 1401821 : out of range
3 times in the last 10 days for at least one item Severe: avg_pge=0.8336, expected range: -0.8581 0.7500 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 3301615 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=346.3791, expected range: 0.0000 194.3927 |
 | |
| DRIFTING BUOYS SURFACE PRESSURE (PA) 6401760 : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=457.2312, expected range: 0.0000 249.7264 Severe: avg_pge=0.8425, expected range: -0.7458 0.7500 |
 | |
| metar | ||
| METAR SURFACE PRESSURE (PA) LPMR : out of range
Severe: rms_fgdepar=433.2411, expected range: 0.0000 106.5025 |
 | |
| AUTOMATIC METAR SURFACE PRESSURE (PA) LIQJ : out of range
Severe: rms_fgdepar=332.4859, expected range: 0.0000 151.8221 |
 | |
| snow | ||
| BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-787.1674, expected range: -826.8938 -748.6812 Severely_persistent: rms_fgdepar=787.4200, expected range: 748.7572 826.9045 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI169F9 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=99.3439, expected range: 87.9826 105.2736 Severely_persistent: rms_fgdepar=99.3439, expected range: 87.9974 105.2642 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-93.6639, expected range: -105.0361 -64.2951 Severely_persistent: rms_fgdepar=93.6709, expected range: 64.3257 105.0263 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-51.9386, expected range: -63.9407 -27.6723 Severely_persistent: rms_fgdepar=51.9976, expected range: 27.7219 63.9242 |
 | |
| BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=99.6992, expected range: 94.4270 102.5404 Severely_persistent: rms_fgdepar=99.6992, expected range: 94.4333 102.5365 |
 | |
| t2m | ||
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=12.4165, expected range: -13.0257 25.9940 Severely_persistent: rms_fgdepar=13.3196, expected range: 0.0000 24.5284 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.7684, expected range: -16.6119 -10.5891 Severely_persistent: rms_fgdepar=16.9361, expected range: 10.8020 16.6945 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.0770, expected range: -15.8664 8.3470 Severely_persistent: rms_fgdepar=14.1002, expected range: 0.0000 14.7401 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.1460, expected range: -20.4032 17.0138 Severely_persistent: rms_fgdepar=12.1860, expected range: 0.0000 18.0903 |
 | |
| 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=-14.1728, expected range: -15.9839 8.3611 Severely_persistent: rms_fgdepar=14.1958, expected range: 0.0000 14.8638 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.1476, expected range: -20.2694 16.7874 Severely_persistent: rms_fgdepar=12.1852, expected range: 0.0000 17.9616 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
10 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.3576, expected range: 0.0000 24.3924 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-16.9169, expected range: -16.6975 -10.6629 Severely_persistent: rms_fgdepar=17.0823, expected range: 10.8557 16.7940 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.6852, expected range: -19.3367 -7.1716 Severely_persistent: rms_fgdepar=15.9185, expected range: 7.1782 19.4848 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71248 : out of range
Severe: rms_fgdepar=12.1789, expected range: 0.0000 9.7745 |
 | |
| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89767 : out of range
Severe: avg_fgdepar=-12.0782, expected range: -7.2837 9.3095 Severe: rms_fgdepar=12.0782, expected range: 0.0000 7.2863 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.4453, expected range: -12.0696 4.2472 Severe: rms_fgdepar=14.4700, expected range: 0.0000 11.4381 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
Severe: avg_fgdepar=-14.0047, expected range: -12.6917 11.5114 Severe: rms_fgdepar=14.0443, expected range: 0.0000 10.1076 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24962 : out of range
Severe: avg_fgdepar=-12.0259, expected range: -11.7559 2.1049 Severe: rms_fgdepar=12.0967, expected range: 0.0000 11.1477 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25206 : out of range
Severe: avg_fgdepar=-12.7689, expected range: -7.2291 4.5747 Severe: rms_fgdepar=12.7710, expected range: 0.0000 6.5787 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25400 : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.5697, expected range: -7.6120 8.2645 Severe: rms_fgdepar=14.6423, expected range: 0.0908 5.4200 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25703 : out of range
Severe: avg_fgdepar=-12.6651, expected range: -12.4933 9.6185 Severe: rms_fgdepar=12.6790, expected range: 0.0000 10.1764 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
Severe: avg_fgdepar=-15.0293, expected range: -12.9839 13.5790 Severe: rms_fgdepar=15.1397, expected range: 0.0000 10.1695 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 31348 : out of range
Severe: avg_fgdepar=-13.2703, expected range: -18.1050 12.6233 Severe: rms_fgdepar=13.3245, expected range: 0.0000 16.1407 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
Severe: avg_fgdepar=-14.1238, expected range: -11.9941 4.6235 Severe: rms_fgdepar=14.2531, expected range: 0.0000 13.1441 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.1418, expected range: -22.1780 11.3713 Severe: rms_fgdepar=13.1735, expected range: 0.0000 20.4150 |
 | |
| METAR 2M TEMPERATURE (K) KTLH : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.2301, expected range: -16.9448 -5.5093 Severe: rms_fgdepar=14.2301, expected range: 5.5150 16.9489 |
 | |
| METAR 2M TEMPERATURE (K) SBAT : out of range
Severe: rms_fgdepar=10.5296, expected range: 0.0000 5.0535 |
 | |
| LAND TEMP 2M TEMPERATURE (K) 25403 : out of range
Severe: avg_fgdepar=-14.8157, expected range: -8.9796 9.2807 Severe: rms_fgdepar=14.8157, expected range: 0.0000 6.0739 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-14.5406, expected range: -12.2312 4.2100 Severe: rms_fgdepar=14.5644, expected range: 0.0000 11.6230 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24843 : out of range
Severe: rms_fgdepar=12.0426, expected range: 0.0000 12.9350 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
Severe: avg_fgdepar=-14.0494, expected range: -12.7227 11.4281 Severe: rms_fgdepar=14.0909, expected range: 0.0000 10.1602 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 24962 : out of range
Severe: avg_fgdepar=-12.0742, expected range: -11.8039 2.0578 Severe: rms_fgdepar=12.1448, expected range: 0.0000 11.2091 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25206 : out of range
Severe: avg_fgdepar=-12.7603, expected range: -7.2699 4.5240 Severe: rms_fgdepar=12.7623, expected range: 0.0000 6.6661 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25400 : out of range
Severe: avg_fgdepar=-14.4957, expected range: -7.6471 8.2208 Severe: rms_fgdepar=14.5748, expected range: 0.0333 5.4577 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25703 : out of range
Severe: avg_fgdepar=-12.5239, expected range: -12.4938 9.5325 Severe: rms_fgdepar=12.5369, expected range: 0.0000 10.2543 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
Severe: avg_fgdepar=-15.0578, expected range: -13.0864 13.5843 Severe: rms_fgdepar=15.1802, expected range: 0.0000 10.2849 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 31348 : out of range
Severe: avg_fgdepar=-13.3166, expected range: -18.0457 12.5136 Severe: rms_fgdepar=13.3708, expected range: 0.0000 16.1119 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
Severe: avg_fgdepar=-14.0315, expected range: -12.0065 4.5651 Severe: rms_fgdepar=14.1635, expected range: 0.0000 13.1657 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-13.1918, expected range: -22.2280 11.3213 Severe: rms_fgdepar=13.2234, expected range: 0.0000 20.5249 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 71248 : out of range
Severe: rms_fgdepar=12.1644, expected range: 0.0000 9.8823 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 80010 : out of range
4 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.2768, expected range: -26.1903 37.0497 Severe: rms_fgdepar=12.3925, expected range: 5.1960 19.8337 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 89767 : out of range
Severe: avg_fgdepar=-12.1147, expected range: -7.1567 8.9043 Severe: rms_fgdepar=12.1147, expected range: 0.0000 6.9657 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _1701F9F : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.9011, expected range: -19.1522 30.8687 Severe: rms_fgdepar=13.2390, expected range: 0.0000 26.2572 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) _170E863 : out of range
Severe: avg_fgdepar=-13.7866, expected range: 2.6480 5.7453 Severe: rms_fgdepar=13.9348, expected range: 3.6644 6.5356 |
 | |
| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 04312 : out of range
Severe: rms_fgdepar=36.1284, expected range: 0.0000 16.8830 |
 | |
| AUTOMATIC LAND SYNOP RH2M (%) 68408 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=34.1325, expected range: 0.0000 15.8848 |
 | |
| METAR RH2M (%) KGXF : out of range
Severe: rms_fgdepar=36.5904, expected range: 0.0000 20.4729 |
 | |
| BUFR LAND SYNOP RH2M (%) 01362 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=36.1074, expected range: 0.0000 15.3397 |
 | |
| BUFR LAND SYNOP RH2M (%) 04312 : out of range
Severe: rms_fgdepar=35.8253, expected range: 0.0000 13.9937 |
 | |
| All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 21.05 337.41 |
||