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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-11-30 12:00

amsua
NOAA-18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
3 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6907, expected range: 0.5547 0.6347
AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 263.01 1472.99
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 168.77 1207.73
iasi
METOP-B IASI RADIANCES CHANNEL 303 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3078, expected range: 0.2570 0.2835
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=-0.0906, expected range: -0.0742 -0.0726
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=0.1449, expected range: 0.1624 0.1753
METOP-B IASI RADIANCES CHANNEL 254 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0936, expected range: 0.1077 0.1230
METOP-B IASI RADIANCES CHANNEL 199 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1963, expected range: -0.3046 -0.0395
METOP-B IASI RADIANCES CHANNEL 205 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1449, expected range: -0.3316 -0.0915
METOP-B IASI RADIANCES CHANNEL 212 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1271, expected range: -0.2374 -0.0647
METOP-B IASI RADIANCES CHANNEL 219 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0956, expected range: -0.1895 -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=0.1638, expected range: 0.0162 0.0847
METOP-B IASI RADIANCES CHANNEL 278 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0156, expected range: 0.1427 0.2707
METOP-B IASI RADIANCES CHANNEL 284 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0122, expected range: 0.0961 0.1771
METOP-B IASI RADIANCES CHANNEL 286 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0887, expected range: 0.0442 0.1421
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=0.0843, expected range: 0.1012 0.1144
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=0.0895, expected range: 0.1059 0.1219
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=-0.0261, expected range: -0.0163 -0.0131
METOP-C IASI RADIANCES CHANNEL 1521 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0967, expected range: -0.0792 -0.0674
METOP-C IASI RADIANCES CHANNEL 199 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1536, expected range: -0.3440 -0.0773
METOP-C IASI RADIANCES CHANNEL 205 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0916, expected range: -0.3786 -0.1425
METOP-C IASI RADIANCES CHANNEL 212 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0591, expected range: -0.3101 -0.1328
METOP-C IASI RADIANCES CHANNEL 219 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0141, expected range: -0.2593 -0.1121
METOP-C IASI RADIANCES CHANNEL 226 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0074, expected range: -0.1907 -0.0829
METOP-C IASI RADIANCES CHANNEL 278 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0215, expected range: 0.0941 0.2168
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=-0.0418, expected range: 0.0706 0.1629
METOP-C IASI RADIANCES CHANNEL 286 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1415, expected range: -0.0324 0.0809
cris
NPP CRIS RADIANCES CHANNEL 653 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0712, expected range: 0.0796 0.0871
NOAA20 CRIS RADIANCES CHANNEL 594 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0713, expected range: -0.0644 -0.0603
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0582, expected range: 0.0731 0.0805
gpsro
All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 204.09 852.91
Atmospheric Motion Vector
All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14
Radiosondes
HIGH RESO LAND TEMP TEMPERATURE (K) 30557 PRESSURE LAYER 900-1200 (HPA : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8586, expected range: -1.2570 0.7500
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 76.28 105.72
LAND TEMP WIND VECTOR DIFF (M/S) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=19.2701, expected range: 0.0000 8.9439
Severe: avg_pge=0.8027, expected range: -0.9363 0.7500
HIGH RESO LAND TEMP Q (G/KG) 87582 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.1260, expected range: 0.4181 1.2763
HIGH RESO LAND TEMP Q (G/KG) 47646 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.9771, expected range: 0.1233 0.9666
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Severe: obs_number=286.0000, expected range: 365.0943 380.9057
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 0.00 598.85
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 0.00 598.85
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 123.50 174.50
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: rms_fgdepar=3.3285, expected range: 0.4817 2.3367
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: obs_number=70.0000, expected range: 148.4412 172.9588
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=255.0000, expected range: 0.0000 168.0510
amdar
AMDAR WIND VECTOR DIFF (M/S) BAW249 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.0452, expected range: -9.2070 21.9765
Severe: rms_fgdepar=21.2351, expected range: 0.0000 22.6082
Severe: avg_pge=0.8507, expected range: -0.4729 0.7360
AMDAR WIND VECTOR DIFF (M/S) TAM8147 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=23.4141, expected range: -5.3002 16.5264
Severe: rms_fgdepar=23.5720, expected range: 0.0000 23.3864
Severe: avg_pge=0.8766, expected range: -0.3537 0.6472
WIGOS AMDAR WIND VECTOR DIFF (M/S) X1EHPCRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.2336, expected range: 0.0000 8.7543
WIGOS AMDAR WIND VECTOR DIFF (M/S) QUPWUUZA (2 pressure layers affecte : out of range
Severe: avg_fgdepar=23.7465, expected range: -2.6880 8.1971
Severe: rms_fgdepar=24.7032, expected range: 0.0000 8.8828
WIGOS AMDAR TEMPERATURE (K) QUPWUUZA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.6996, expected range: 0.0000 1.7534
WIGOS AMDAR Q (G/KG) BOOGUWJA PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=2.5575, expected range: 0.0000 0.7929
ADS-C WIND VECTOR DIFF (M/S) EGOZLAJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.9036, expected range: 0.0000 20.0039
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47406 PRESSURE LAYER 300-600 : out of range
Severe: avg_fgdepar=42.3297, expected range: 0.2094 5.6471
Severe: rms_fgdepar=42.3297, expected range: 0.2851 6.2588
Severe: avg_pge=0.9431, expected range: -0.3988 0.5597
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47612 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=25.3455, expected range: 0.0000 13.3520
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42647 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.0509, expected range: 0.0000 6.3857
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17952 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8241, expected range: -1.3289 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62225 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=370.9897, expected range: 0.0000 277.7548
Severely_persistent: avg_pge=0.8304, expected range: -0.5335 0.6097
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14658 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8209, expected range: -0.8930 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76548 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=291.3480, expected range: 0.0000 161.2675
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=576.8851, expected range: 542.3242 669.3068
Severely_persistent: rms_fgdepar=577.0462, expected range: 542.2138 670.3219
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84801 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=617.0134, expected range: -631.4949 1619.5579
Severely_persistent: rms_fgdepar=619.6268, expected range: 0.0000 1549.5336
Severely_persistent: avg_pge=0.8904, expected range: -0.9159 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 63681 : out of range
Severe: avg_fgdepar=639.7632, expected range: -1457.3128 2044.0833
Severe: rms_fgdepar=639.8651, expected range: -1289.1094 1928.2645
Severe: avg_pge=0.9153, expected range: -2.1114 0.7500
MANUAL LAND SYNOP Z (M) 84542 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8932, expected range: -1.6294 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82460 : out of range
Severe: rms_fgdepar=479.5993, expected range: 0.0000 142.2038
Severe: avg_pge=0.8842, expected range: -0.2410 0.2777
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87736 : out of range
Severe: rms_fgdepar=467.3045, expected range: 0.0000 257.1526
MANUAL LAND SYNOP RH2M (%) 40001 : out of range
Severe: rms_fgdepar=45.6831, expected range: 0.0000 26.0081
Severe: avg_pge=0.9760, expected range: 0.0007 0.0058
MANUAL LAND SYNOP RH2M (%) 42542 : out of range
Severe: rms_fgdepar=41.5215, expected range: 0.0000 20.7725
Severe: avg_pge=0.9361, expected range: 0.0004 0.0058
BUFR LAND SYNOP Z (M) 43356 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8611, expected range: -1.4641 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24538 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=935.6384, expected range: -248.5711 181.8261
Severe: rms_fgdepar=936.7050, expected range: 0.0000 177.3707
Severe: avg_pge=0.9402, expected range: -0.3859 0.5540
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31152 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8312, expected range: -0.5421 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 42708 : out of range
Severe: avg_fgdepar=-651.7065, expected range: -29.5056 84.6226
Severe: rms_fgdepar=651.7065, expected range: 0.0000 84.6226
Severe: avg_pge=0.9200, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48033 : out of range
Severe: avg_pge=0.8506, expected range: -1.1420 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72480 : out of range
Severe: rms_fgdepar=311.0473, expected range: 0.0000 286.6168
Severe: avg_pge=0.8044, expected range: -0.5280 0.7500
BUFR LAND SYNOP RH2M (%) 64184 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9993, expected range: -0.3913 0.5546
BUFR LAND SYNOP RH2M (%) 72567 : out of range
Severe: rms_fgdepar=38.7382, expected range: 0.0000 20.7388
BUFR LAND SYNOP RH2M (%) 76040 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8794, expected range: -1.5406 0.7500
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 8VY2YWF : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8225, expected range: -0.7618 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDD2876 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8848, expected range: 0.3061 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JTW : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=651.7287, expected range: 974.8574 1786.5916
Severely_persistent: rms_fgdepar=651.7287, expected range: 988.4333 1775.1537
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5677 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=730.3456, expected range: 335.1460 1843.0532
Severely_persistent: rms_fgdepar=731.9244, expected range: 335.1460 1843.0532
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CFK5152 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=738.8906, expected range: 0.0000 1724.9952
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
Severe: rms_fgdepar=17.2968, expected range: 0.0000 5.6131
Severe: avg_pge=0.8954, expected range: -0.6157 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRSJ8 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8830, expected range: -0.6785 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JXP : out of range
Severe: rms_fgdepar=618.8109, expected range: 0.0000 351.8344
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CFK9698 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-1337.3082, expected range: -2120.7216 749.8825
Severe: rms_fgdepar=1337.3082, expected range: 0.0000 2017.0527
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 3401599 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=294.2736, expected range: 0.0000 279.9160
Severely_persistent: avg_pge=0.8069, expected range: -0.6823 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101743 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8653, expected range: -1.8448 0.7500
MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
Severe: rms_fgdepar=17.4814, expected range: 0.0000 6.8448
Severe: avg_pge=0.9240, expected range: -0.5244 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402615 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=379.0561, expected range: 0.0000 91.5596
Severe: avg_pge=0.8524, expected range: -0.0888 0.1174
metar
METAR SURFACE PRESSURE (PA) GOSS : out of range
Severe: rms_fgdepar=384.5601, expected range: 0.0000 214.2446
METAR SURFACE PRESSURE (PA) SBLO : out of range
Severe: rms_fgdepar=337.6864, expected range: 0.0000 173.8923
AUTOMATIC METAR SURFACE PRESSURE (PA) PAKW : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=300.2888, expected range: 0.0000 142.2249
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=-771.9467, expected range: -813.0923 -763.3088
Severely_persistent: rms_fgdepar=772.0408, expected range: 763.3709 813.1079
BUFR LAND SYNOP SNOW (CM) _MI169F9 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=98.3045, expected range: 85.8226 105.8002
Severely_persistent: rms_fgdepar=98.3045, expected range: 85.8404 105.7901
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=-92.5318, expected range: -99.1462 -57.4104
Severely_persistent: rms_fgdepar=92.5459, expected range: 57.4391 99.1457
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.3599, expected range: -58.2848 -21.7242
Severely_persistent: rms_fgdepar=51.3685, expected range: 21.7969 58.2655
AUTOMATIC LAND SYNOP SNOW (CM) 71688 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.2067, expected range: 0.6010 7.6295
MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-53.6799, expected range: -48.4553 -41.8155
Severe: rms_fgdepar=53.6799, expected range: 41.8155 48.4553
BUFR LAND SYNOP SNOW (CM) 01076 : out of range
Severe: avg_fgdepar=64.0370, expected range: -5.3551 -1.7517
Severe: rms_fgdepar=94.0122, expected range: 2.2065 4.4504
BUFR LAND SYNOP SNOW (CM) 25378 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-53.7432, expected range: -48.5208 -41.8567
Severe: rms_fgdepar=53.7432, expected range: 41.8567 48.5208
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8314, expected range: -18.3697 -7.3291
Severely_persistent: rms_fgdepar=13.0662, expected range: 7.5738 18.4225
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.9579, expected range: -8.4408 23.6911
Severely_persistent: rms_fgdepar=13.9623, expected range: 0.0000 22.9090
METAR 2M TEMPERATURE (K) UGMS : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.8137, expected range: 2.8863 18.6235
Severely_persistent: rms_fgdepar=13.9039, expected range: 2.8560 18.7214
BUFR LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.9079, expected range: -8.3486 23.2585
Severely_persistent: rms_fgdepar=13.9123, expected range: 0.0000 22.4755
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0562, expected range: -18.6208 -7.2666
Severely_persistent: rms_fgdepar=13.2832, expected range: 7.4996 18.6795
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8427, expected range: -20.2549 -8.1116
Severely_persistent: rms_fgdepar=13.0491, expected range: 8.1157 20.3565
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=15.5701, expected range: -8.9136 10.7301
Severe: rms_fgdepar=15.5767, expected range: 0.0000 9.8065
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25356 : out of range
Severe: avg_fgdepar=-12.9822, expected range: -4.2554 7.3435
Severe: rms_fgdepar=12.9822, expected range: 0.0000 7.1830
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27369 : out of range
Severe: rms_fgdepar=10.4154, expected range: 0.0000 5.5085
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27373 : out of range
Severe: rms_fgdepar=10.2702, expected range: 0.0000 5.0156
METAR 2M TEMPERATURE (K) CYDB : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1867, expected range: 0.0000 17.0871
METAR 2M TEMPERATURE (K) VYNT : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.6013, expected range: 2.2205 16.1599
Severe: rms_fgdepar=13.6013, expected range: 3.3995 15.7656
BUFR LAND SYNOP 2M TEMPERATURE (K) 25356 : out of range
Severe: avg_fgdepar=-13.0367, expected range: -4.7156 8.1060
Severe: rms_fgdepar=13.0367, expected range: 0.0000 8.0559
BUFR LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4619, expected range: -15.6480 11.0463
Severe: rms_fgdepar=12.5231, expected range: 0.0000 14.1245
BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=15.6011, expected range: -9.5201 11.0531
Severe: rms_fgdepar=15.6077, expected range: 0.0000 10.5227
BUFR LAND SYNOP 2M TEMPERATURE (K) 80010 : out of range
Severe: avg_fgdepar=-12.0999, expected range: -12.4491 32.2955
Severe: rms_fgdepar=12.7010, expected range: 5.7064 20.4115
rh2m
MANUAL LAND SYNOP RH2M (%) 29759 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=36.7043, expected range: 0.0000 9.6971
METAR RH2M (%) FWCL : out of range
Severe: rms_fgdepar=30.9888, expected range: 0.0000 17.6535
METAR RH2M (%) PAED : out of range
Severe: rms_fgdepar=34.4416, expected range: 0.0000 18.9386