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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2019-11-05 00:00

iasi
METOP-A/IASI RADIANCES CHANNEL 72 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3903, expected range: 0.3261 0.3644
METOP-A/IASI RADIANCES CHANNEL 92 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.6760, expected range: 0.2764 0.5406
METOP-A/IASI RADIANCES CHANNEL 95 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4762, expected range: 0.2672 0.3956
METOP-A/IASI RADIANCES CHANNEL 5988 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5118, expected range: 0.2009 0.3865
METOP-A/IASI RADIANCES CHANNEL 5992 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5453, expected range: 0.1816 0.4060
METOP-A/IASI RADIANCES CHANNEL 5994 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5878, expected range: 0.1878 0.4274
airs
AQUA/AIRS RADIANCES CHANNEL 375 : missing
Severe: obs_number=0.0000, expected range: 2667.5654 6874.5558
Atmospheric Motion Vector
All AQUA/MODIS CLOUDY WV WIND VECTOR DIFF (M/S) ALL LAYERS Missing
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=2.4811, expected range: 1.5875 2.3852
Radiosondes
LAND TEMP TEMPERATURE (K) 30372 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9498, expected range: -1.3327 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
6 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 1156.1514
LAND TEMP TEMPERATURE (K) 60715 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=9.1751, expected range: 0.0000 2.8844
Severe: avg_pge=0.8891, expected range: -0.0666 0.1347
LAND TEMP TEMPERATURE (K) 98747 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=13.3675, expected range: 0.0000 1.7878
Severe: avg_pge=0.9499, expected range: -0.3913 0.6052
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8824, expected range: -1.0602 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Severe: obs_number=283.0000, expected range: 177.5490 194.7844
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (4 pressure layers affected : out of range
Severe: obs_number=283.0000, expected range: 177.5490 194.7844
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 04270 PRESSURE LAYER 900-12 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.3706, expected range: 0.0000 15.3516
Severe: avg_pge=0.8847, expected range: -0.9904 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 94995 PRESSURE LAYER 900-12 : out of range
Severe: rms_fgdepar=18.9206, expected range: 0.0000 8.5724
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 300-600 (HPA) : out of range
3 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.3264, expected range: 0.3533 0.4003
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU8787 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=19.6941, expected range: 0.0000 10.3534
Severe: avg_pge=0.8459, expected range: -0.3557 0.4826
WIGOS AMDAR TEMPERATURE (K) EU4515 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=9.2415, expected range: 0.0000 1.7959
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 14280 PRESSURE LAYER 900-1200 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8437, expected range: -0.1489 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 48810 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8748, expected range: -0.2901 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94654 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8546, expected range: -1.4680 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 60018 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8100, expected range: 0.6603 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42471 : out of range
Severe: avg_pge=0.8241, expected range: -1.2934 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41523 : out of range
Severe: avg_pge=0.8388, expected range: 0.1880 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63533 : out of range
Severe: rms_fgdepar=320.0352, expected range: 0.0000 158.5401
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42143 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8533, expected range: -1.2599 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82353 : out of range
Severe: rms_fgdepar=404.6354, expected range: 0.0000 310.7785
Severe: avg_pge=0.8518, expected range: -0.4791 0.6002
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87563 : out of range
Severe: avg_pge=0.8158, expected range: -1.2461 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83925 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8120, expected range: -1.3868 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40675 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=471.9867, expected range: 0.0000 174.3050
Severe: avg_pge=0.8662, expected range: -0.5457 0.6405
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42266 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=410.0606, expected range: 0.0000 205.2279
Severe: avg_pge=0.8574, expected range: -0.9378 0.7500
MANUAL LAND SYNOP RH2M (%) 17096 : out of range
Severe: rms_fgdepar=54.7152, expected range: 0.0000 45.6841
Severe: avg_pge=0.8495, expected range: -0.0125 0.0225
MANUAL LAND SYNOP RH2M (%) 64708 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9666, expected range: -1.0924 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48080 : out of range
Severe: rms_fgdepar=587.9150, expected range: 0.0000 178.8983
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16344 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8012, expected range: 0.1110 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 22165 : out of range
Severe: rms_fgdepar=401.5026, expected range: 0.0000 160.4482
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61995 : out of range
Severe: avg_pge=0.8071, expected range: -0.8702 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30637 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=917.3696, expected range: 0.0000 350.6078
Severe: avg_pge=0.9304, expected range: -1.0510 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
4 times in the last 10 days for at least one item
Severe: obs_number=595.0000, expected range: 695.6046 749.7287
Severe: avg_biascorr=167.2772, expected range: 51.1698 100.6699
BUFR LAND SYNOP RH2M (%) 02102 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.4438, expected range: 0.0000 8.3258
BUFR LAND SYNOP RH2M (%) 94415 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -1.7162 0.7500
BUFR LAND SYNOP RH2M (%) 08455 : out of range
Severe: avg_pge=0.9527, expected range: -0.8676 0.7500
BUFR LAND SYNOP RH2M (%) : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=136.0000, expected range: 163.4120 258.1174
ship
AUTOMATIC SHIP SURFACE PRESSURE (PA) SDIA : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8852, expected range: -1.2532 0.7500
SHIP SURFACE PRESSURE (PA) AUFH : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8439, expected range: -0.5530 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LF4J : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8916, expected range: 0.5301 0.7500
AUTOMATIC SHIP SURFACE PRESSURE (PA) VTXB : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=414.7481, expected range: 0.0000 199.3184
Severe: avg_pge=0.8279, expected range: -0.4204 0.6605
SHIP WIND VECTOR DIFF (M/S) OXHI2 : out of range
Severe: rms_fgdepar=20.6447, expected range: 0.0000 7.4311
Severe: avg_pge=0.9210, expected range: -0.8635 0.7500
SHIP SURFACE PRESSURE (PA) C6FN4 : out of range
Severe: rms_fgdepar=312.3902, expected range: 0.0000 141.5185
SHIP SURFACE PRESSURE (PA) C6WW4 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=430.6204, expected range: 0.0000 377.9892
Severe: avg_pge=0.8479, expected range: -0.8453 0.7500
SHIP SURFACE PRESSURE (PA) V7WS6 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=574.1189, expected range: 0.0000 319.0187
Severe: avg_pge=0.8899, expected range: -0.8591 0.7500
SHIP SURFACE PRESSURE (PA) 9HA5029 : out of range
Severe: rms_fgdepar=346.5318, expected range: 0.0000 170.2023
Severe: avg_pge=0.8135, expected range: -0.4777 0.6028
SHIP SURFACE PRESSURE (PA) BKIY : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8482, expected range: -1.0823 0.7500
ABBREVIATED SHIP WIND VECTOR DIFF (M/S) : out of range
Severe: rms_fgdepar=19.2663, expected range: 0.0000 10.0262
ABBREVIATED SHIP SURFACE PRESSURE (PA) WTDF : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=1396.2090, expected range: -849.0334 1117.8613
Severe: avg_pge=0.9532, expected range: -1.3905 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 2301792 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9279, expected range: -0.3340 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2301607 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8655, expected range: 0.2940 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2501539 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9086, expected range: -1.1984 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202670 : out of range
Severe: avg_pge=0.8547, expected range: -1.4724 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 7401502 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=673.7844, expected range: 0.0000 565.3650
Severe: avg_pge=0.9202, expected range: -0.3540 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301615 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=578.8666, expected range: 0.0000 215.0248
Severe: avg_pge=0.9093, expected range: -0.5510 0.6475
metar
METAR SURFACE PRESSURE (PA) EGWC : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=997.3707, expected range: 0.0000 193.6083
Severe: avg_pge=0.9023, expected range: -0.1052 0.1140
METAR SURFACE PRESSURE (PA) SBVH : out of range
Severe: rms_fgdepar=601.8992, expected range: 0.0000 239.1493
METAR SURFACE PRESSURE (PA) BGBW : out of range
Severe: rms_fgdepar=379.0882, expected range: 0.0000 184.0674
snow
BUFR LAND SYNOP SNOW (CM) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0578, expected range: -0.0196 0.0156
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8108, expected range: 0.6339 0.9272
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8156, expected range: 0.3110 1.2313
LAND TEMP 2M TEMPERATURE (K) 56137 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8597, expected range: 0.6546 0.9838
LAND TEMP 2M TEMPERATURE (K) 56029 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8506, expected range: 0.6624 0.9839
BUFR LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8125, expected range: 0.6376 0.9284
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8151, expected range: 0.3827 1.1887
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
Severe: rms_fgdepar=10.9850, expected range: 0.0000 4.6808
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71130 : out of range
Severe: rms_fgdepar=7.7104, expected range: 0.0000 4.0492
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02860 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.9775, expected range: 0.0000 5.0720
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02101 : out of range
Severe: rms_fgdepar=7.6008, expected range: 0.0000 4.0132
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
Severe: rms_fgdepar=13.6216, expected range: 0.0000 7.2218
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02261 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.7462, expected range: 0.0000 3.5159
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71312 : out of range
Severe: rms_fgdepar=7.2514, expected range: 0.0000 3.9367
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 01383 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.5040, expected range: 0.1003 3.4902
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02714 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.0810, expected range: 0.0000 2.5159
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02254 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.5573, expected range: 0.0000 4.1937
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 01265 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.5014, expected range: 0.0000 5.1752
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02236 : out of range
Severe: rms_fgdepar=7.4813, expected range: 0.0000 3.1540
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02836 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3197, expected range: 0.0000 5.5829
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 01346 : out of range
Severe: rms_fgdepar=7.9636, expected range: 0.1738 3.5999
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71456 : out of range
Severe: rms_fgdepar=7.2379, expected range: 0.0000 3.4617
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02207 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.7802, expected range: 0.0000 3.3117
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 01397 : out of range
Severe: rms_fgdepar=8.5772, expected range: 0.1531 3.1897
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
Severe: rms_fgdepar=14.1255, expected range: 0.0277 8.0071
Severe: avg_est_pge=0.8626, expected range: 0.1417 0.8309
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02319 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.9860, expected range: 0.0000 3.7891
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02889 : out of range
Severe: rms_fgdepar=7.3471, expected range: 0.0000 2.6969
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02799 : out of range
Severe: rms_fgdepar=7.1204, expected range: 0.0000 2.0268
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37472 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.0804, expected range: 0.0000 4.1379
MANUAL LAND SYNOP 2M TEMPERATURE (K) 01392 : out of range
Severe: rms_fgdepar=8.4790, expected range: 0.0000 3.4291
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40913 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.8763, expected range: 0.0000 5.0677
Severe: avg_est_pge=0.8525, expected range: -0.2838 0.4460
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37163 : out of range
Severe: rms_fgdepar=10.4486, expected range: 0.0000 5.8306
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23774 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.4504, expected range: 0.0000 2.9130
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37126 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.6302, expected range: 0.0000 7.9962
Severe: avg_est_pge=0.8103, expected range: 0.0199 0.6956
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30127 : out of range
Severe: rms_fgdepar=8.8557, expected range: 0.0000 5.0195
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23527 : out of range
Severe: rms_fgdepar=9.8656, expected range: 0.0000 4.9595
MANUAL LAND SYNOP 2M TEMPERATURE (K) 43097 : out of range
Severe: rms_fgdepar=8.3210, expected range: 0.0000 4.2427
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22408 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.9616, expected range: 0.0000 3.2595
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29059 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.3432, expected range: 0.0000 3.1317
MANUAL LAND SYNOP 2M TEMPERATURE (K) 01199 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.9648, expected range: 0.0000 6.7116
METAR 2M TEMPERATURE (K) PAFA : out of range
Severe: rms_fgdepar=8.1860, expected range: 0.0000 4.4876
METAR 2M TEMPERATURE (K) SCRD : out of range
Severe: rms_fgdepar=13.1154, expected range: 0.0000 6.9191
METAR 2M TEMPERATURE (K) CYYH : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.8063, expected range: 0.0000 4.9483
METAR 2M TEMPERATURE (K) ESNK : out of range
Severe: rms_fgdepar=7.4006, expected range: 0.0000 3.1425
METAR 2M TEMPERATURE (K) VEGY : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.7730, expected range: 0.3469 3.8008
LAND TEMP 2M TEMPERATURE (K) 70231 : out of range
1 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8298, expected range: -0.5583 1.1289
LAND TEMP 2M TEMPERATURE (K) 89664 : out of range
1 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8133, expected range: -0.2634 1.2660
LAND TEMP 2M TEMPERATURE (K) 04417 : out of range
3 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8351, expected range: 0.1641 1.1935
LAND TEMP 2M TEMPERATURE (K) 37259 : out of range
Severe: rms_fgdepar=8.6091, expected range: 0.0000 4.6720
Severe: avg_est_pge=0.8030, expected range: -0.4288 0.7872
BUFR LAND SYNOP 2M TEMPERATURE (K) 02860 : out of range
Severe: rms_fgdepar=9.0543, expected range: 0.0000 5.0926
BUFR LAND SYNOP 2M TEMPERATURE (K) 01383 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.5037, expected range: 0.0518 3.5479
BUFR LAND SYNOP 2M TEMPERATURE (K) 01265 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.5521, expected range: 0.0000 5.1241
BUFR LAND SYNOP 2M TEMPERATURE (K) 02836 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2278, expected range: 0.0000 5.3607
BUFR LAND SYNOP 2M TEMPERATURE (K) 01346 : out of range
Severe: rms_fgdepar=7.7340, expected range: 0.1275 3.5621
BUFR LAND SYNOP 2M TEMPERATURE (K) 01397 : out of range
Severe: rms_fgdepar=8.5983, expected range: 0.1442 3.1737
BUFR LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
Severe: rms_fgdepar=13.3026, expected range: 0.4142 7.6049
Severe: avg_est_pge=0.8530, expected range: 0.1361 0.7912
BUFR LAND SYNOP 2M TEMPERATURE (K) 02889 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.3686, expected range: 0.0000 2.5180
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Slight: avg_fgdepar=0.6839, expected range: 0.0245 0.5946
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 02102 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.3305, expected range: 0.0000 14.5218