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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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