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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-06-19 00:00

amsua
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1340, expected range: 0.1615 0.1971
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
Slight: stdev_norm_fgdepar=0.6482, expected range: 0.5880 0.6280
airs
AQUA AIRS RADIANCES (130 channels affected) : out of range
Severe: obs_number=1046.0000, expected range: 9199.9635 10785.1615
AQUA AIRS RADIANCES CHANNEL 173 : out of range
Severe: avg_biascorr=-0.5115, expected range: -0.4717 -0.4187
AQUA AIRS RADIANCES CHANNEL 1565 : out of range
Considerable: avg_fgdepar=0.2097, expected range: -0.1043 0.1034
AQUA AIRS RADIANCES CHANNEL 40 : out of range
Slight: stdev_fgdepar=0.8087, expected range: 0.7287 0.7605
AQUA AIRS RADIANCES CHANNEL 69 : out of range
Slight: stdev_fgdepar=0.7256, expected range: 0.6485 0.6891
AQUA AIRS RADIANCES CHANNEL 72 : out of range
Slight: stdev_fgdepar=0.6667, expected range: 0.5905 0.6296
AQUA AIRS RADIANCES CHANNEL 111 : out of range
Slight: stdev_fgdepar=0.7176, expected range: 0.6496 0.6973
AQUA AIRS RADIANCES CHANNEL 117 : out of range
Slight: stdev_fgdepar=0.7225, expected range: 0.6548 0.7034
AQUA AIRS RADIANCES CHANNEL 128 : out of range
Slight: stdev_fgdepar=0.7041, expected range: 0.6354 0.6892
AQUA AIRS RADIANCES CHANNEL 156 : out of range
Slight: stdev_fgdepar=0.5022, expected range: 0.4393 0.4782
AQUA AIRS RADIANCES CHANNEL 185 : out of range
Slight: stdev_fgdepar=0.4231, expected range: 0.3810 0.4060
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3443, expected range: 0.0587 0.1006
atms
NOAA20 ATMS RADIANCES CHANNEL 18 : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=259.0000, expected range: 0.0000 11.5427
NOAA20 ATMS RADIANCES CHANNEL 19 : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=261.0000, expected range: 0.0000 12.1138
gpsro
All TERRASAR-X GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 141.43 653.62
Geostationary CSR
HIMAWARI-8 AHI RADIANCES CHANNEL 3 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1411, expected range: -0.0124 0.0597
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 250-251 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0193, expected range: -0.1065 -0.0991
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
Slight: stdev_fgdepar=0.1284, expected range: 0.0993 0.1187
Radiosondes
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=6.5731, expected range: 0.3658 11.3044
Severely_persistent: rms_fgdepar=6.5854, expected range: 0.4378 11.3713
LAND TEMP Q (G/KG) 30054 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.3366, expected range: 0.0000 0.5402
LAND TEMP Q (G/KG) 35700 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=6.1082, expected range: 1.0621 7.5120
Severe: rms_fgdepar=6.3338, expected range: 1.7550 7.3434
LAND TEMP TEMPERATURE (K) 30054 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.1131, expected range: 0.0473 1.3617
Severe: avg_pge=0.8375, expected range: -0.2859 0.4016
LAND TEMP WIND VECTOR DIFF (M/S) 30054 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.5370, expected range: 0.0000 7.3578
HIGH RESO LAND TEMP Q (G/KG) 94672 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.6256, expected range: 0.0000 1.1698
HIGH RESO LAND TEMP Q (G/KG) 72274 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.2711, expected range: 0.0000 1.3001
HIGH RESO LAND TEMP Q (G/KG) 10035 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.2044, expected range: 0.0000 1.1213
HIGH RESO LAND TEMP Q (G/KG) 07145 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.4337, expected range: 0.0000 1.2291
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=179.0000, expected range: 84.9892 100.7251
HIGH RESO LAND TEMP TEMPERATURE (K) 17281 PRESSURE LAYER 900-1200 (HPA : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8856, expected range: -0.6630 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (3 pressure layers affected : missing
Severe: obs_number=0.0000, expected range: 0.0000 301.8417
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Considerable: obs_number=548.0000, expected range: 709.8543 754.3957
Considerable: obs_number=547.0000, expected range: 445.8649 467.9129
HIGH RESO SEA TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Slight: rms_fgdepar=1.2561, expected range: 0.4332 1.1124
amdar
AMDAR WIND VECTOR DIFF (M/S) UAL842 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=28.2030, expected range: -7.1000 16.6475
Severe: rms_fgdepar=28.2030, expected range: 0.0000 21.7509
WIGOS AMDAR TEMPERATURE (K) EU0866 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.0710, expected range: 0.0000 1.9154
WIGOS AMDAR TEMPERATURE (K) EU0867 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.5368, expected range: 0.0000 1.4850
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0778 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=16.0944, expected range: 0.0000 5.9933
WIGOS AMDAR WIND VECTOR DIFF (M/S) E0KXLIZA PRESSURE LAYER 900-1200 (H : out of range
Severe: avg_fgdepar=24.1483, expected range: -1.0705 14.4473
Severe: rms_fgdepar=24.1483, expected range: 0.0000 16.3547
Severe: avg_pge=0.8917, expected range: -0.5000 0.7500
MODE-S WIND VECTOR DIFF (M/S) M1ED743 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.9795, expected range: 0.0000 5.9470
MODE-S WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 262.9369
ADS-C WIND VECTOR DIFF (M/S) EDNCOHBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.7644, expected range: 0.0948 7.6175
ADS-C WIND VECTOR DIFF (M/S) D4WXUJBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.6988, expected range: 0.0929 9.8745
ADS-C WIND VECTOR DIFF (M/S) DQZZ0QBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6557, expected range: 0.0000 11.2239
ADS-C WIND VECTOR DIFF (M/S) SP0DTRBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.7350, expected range: 1.2959 7.0415
ADS-C WIND VECTOR DIFF (M/S) 2V21KUBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.4847, expected range: -4.7345 19.0112
Severe: rms_fgdepar=27.5047, expected range: 0.0000 18.9008
ADS-C WIND VECTOR DIFF (M/S) 4MVHHLRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.7505, expected range: 0.0000 7.6324
ADS-C WIND VECTOR DIFF (M/S) PTJ2MVRA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.1583, expected range: 0.0000 12.9347
ADS-C WIND VECTOR DIFF (M/S) CBXX25ZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.0133, expected range: 0.0000 28.3342
ADS-C WIND VECTOR DIFF (M/S) WPASEEZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.6891, expected range: 0.0000 8.9639
ADS-C WIND VECTOR DIFF (M/S) FTRH1JZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.9594, expected range: 0.0000 9.7257
ADS-C WIND VECTOR DIFF (M/S) YCYVSMZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0431, expected range: 0.0000 18.6633
ADS-C WIND VECTOR DIFF (M/S) NP0CVYZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.6057, expected range: 0.0000 17.6731
airep
AIREP WIND VECTOR DIFF (M/S) AAL110 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.6003, expected range: 0.0000 7.1833
AIREP WIND VECTOR DIFF (M/S) ACA80 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.4225, expected range: 0.0000 7.7267
AIREP WIND VECTOR DIFF (M/S) ACA802 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.7162, expected range: 0.1546 5.4040
AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.6858, expected range: 0.0000 6.7290
AIREP WIND VECTOR DIFF (M/S) KLM644 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.0046, expected range: 0.0000 7.7462
AIREP WIND VECTOR DIFF (M/S) UAL84 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.1413, expected range: 0.0000 6.8918
AIREP WIND VECTOR DIFF (M/S) ANZ946 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.5122, expected range: 0.0000 11.6730
AIREP WIND VECTOR DIFF (M/S) LOT46 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2133, expected range: 0.0000 7.8507
AIREP WIND VECTOR DIFF (M/S) KLM86 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.3766, expected range: 0.0000 7.1757
AIREP WIND VECTOR DIFF (M/S) UAL27 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.6625, expected range: -0.2109 5.9175
Severe: rms_fgdepar=30.3620, expected range: 0.0000 15.4995
AIREP WIND VECTOR DIFF (M/S) UAL909 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.7242, expected range: 0.0000 9.0682
AIREP WIND VECTOR DIFF (M/S) UAL1219 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.4187, expected range: 0.0902 4.1757
AIREP WIND VECTOR DIFF (M/S) LOT2LY PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.6573, expected range: 0.0000 7.1711
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42056 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=32.4730, expected range: -22.2924 45.5197
Severe: rms_fgdepar=35.9730, expected range: 0.0000 55.3105
Severe: avg_pge=0.8137, expected range: -0.9641 0.7500
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17656 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8285, expected range: 0.7721 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 60520 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8758, expected range: 0.0293 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41573 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=843.1535, expected range: 719.7768 964.7578
Severely_persistent: rms_fgdepar=843.4089, expected range: 714.0765 976.1391
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86689 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8034, expected range: -1.4974 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 40594 : out of range
Severe: rms_fgdepar=36.2678, expected range: 0.0000 16.8950
MANUAL LAND SYNOP RH2M (%) 40582 : out of range
Severe: rms_fgdepar=32.2025, expected range: 0.0000 9.7048
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35514 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=570.8049, expected range: 0.0000 88.8010
BUFR LAND SYNOP RH2M (%) 76040 : out of range
Severe: avg_pge=0.9134, expected range: -0.8375 0.7500
BUFR LAND SYNOP RH2M (%) 72271 : out of range
Severe: rms_fgdepar=36.9678, expected range: 0.0000 8.4598
BUFR LAND SYNOP RH2M (%) 42771 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9998, expected range: -1.3188 0.7500
BUFR LAND SYNOP RH2M (%) 71912 : out of range
Severe: rms_fgdepar=33.7249, expected range: 0.0000 16.4453
BUFR LAND SYNOP RH2M (%) 71572 : out of range
Severe: rms_fgdepar=32.1638, expected range: 4.3868 16.1066
BUFR LAND SYNOP RH2M (%) 10433 : out of range
Severe: rms_fgdepar=34.7310, expected range: 0.0000 11.8733
BUFR LAND SYNOP RH2M (%) 94764 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8894, expected range: -1.5053 0.7500
BUFR LAND SYNOP RH2M (%) 64184 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8255, expected range: -1.5796 0.7500
BUFR LAND SYNOP RH2M (%) 07335 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.1219, expected range: 0.2033 10.8827
BUFR LAND SYNOP RH2M (%) 72256 : out of range
Severe: rms_fgdepar=32.0206, expected range: 0.0000 15.7440
Severe: avg_pge=0.9936, expected range: -1.4745 0.7500
BUFR LAND SYNOP RH2M (%) 28367 : out of range
Severe: rms_fgdepar=30.4303, expected range: 0.0000 17.0624
BUFR LAND SYNOP RH2M (%) 73087 : out of range
Severe: rms_fgdepar=30.9557, expected range: 0.0000 17.1432
BUFR LAND SYNOP RH2M (%) 71499 : out of range
Severe: rms_fgdepar=31.4166, expected range: 0.0000 12.5347
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31152 : out of range
Severe: rms_fgdepar=304.6943, expected range: 1.3671 146.8592
BUFR LAND SYNOP SURFACE PRESSURE (PA) 62455 : out of range
Severe: rms_fgdepar=372.8527, expected range: 0.0000 121.5944
Severe: avg_pge=0.8391, expected range: -0.3544 0.4079
BUFR LAND SYNOP SURFACE PRESSURE (PA) 44317 : out of range
Severe: rms_fgdepar=458.7234, expected range: 0.0000 268.1293
Severe: avg_pge=0.8674, expected range: -0.4206 0.6240
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4777 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=561.7955, expected range: 276.1175 823.5689
Severely_persistent: rms_fgdepar=561.7955, expected range: 276.1175 823.5689
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5QV7 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=949.2716, expected range: -1915.5370 2153.4201
Severely_persistent: rms_fgdepar=949.2716, expected range: 0.0000 1173.8806
Severely_persistent: avg_pge=0.8896, expected range: -0.7795 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FSA9 : out of range
40 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-574.0860, expected range: -1250.9941 232.3648
Severely_persistent: rms_fgdepar=574.1122, expected range: 0.0000 1188.2074
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9HJC9 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.6704, expected range: 0.0000 8.2033
Severe: avg_pge=0.8366, expected range: -0.4936 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) H9LE : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.0788, expected range: 0.0000 6.3190
Severe: avg_pge=0.8862, expected range: -1.1383 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7TM2 : out of range
Severe: avg_fgdepar=-1080.6340, expected range: -770.1929 512.7678
Severe: rms_fgdepar=1080.6340, expected range: 0.0000 466.3048
Severe: avg_pge=0.9183, expected range: -0.5040 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5223 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=931.6580, expected range: -364.1717 599.9770
Severe: rms_fgdepar=933.5412, expected range: 0.0000 488.9042
Severe: avg_pge=0.8905, expected range: -0.7957 0.7500
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 2200192 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8718, expected range: -0.9554 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) 4600082 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8130, expected range: -1.4840 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5401774 : out of range
Severe: avg_fgdepar=794.4767, expected range: -123.5764 184.6838
Severe: rms_fgdepar=840.1633, expected range: 0.0000 165.9036
Severe: avg_pge=0.8819, expected range: -0.1960 0.2418
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301615 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=415.2462, expected range: 0.0000 73.8823
Severe: avg_pge=0.8708, expected range: -0.0722 0.0921
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204596 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-602.9036, expected range: -70.1298 83.6866
Severe: rms_fgdepar=604.1897, expected range: 0.0000 81.8138
Severe: avg_pge=0.9122, expected range: -0.2059 0.2601
metar
METAR SURFACE PRESSURE (PA) KIFP : out of range
Severe: rms_fgdepar=309.1721, expected range: 0.0000 159.6431
snow
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.0000, expected range: 43.3546 61.8668
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.7223, expected range: 44.5262 63.2514
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=-772.8368, expected range: -775.0324 -771.3842
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=772.8368, expected range: 771.3842 775.0325
BUFR LAND SYNOP SNOW (CM) _MI11588 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.3478, expected range: 28.1995 54.8961
BUFR LAND SYNOP SNOW (CM) _MI11588 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.7397, expected range: 28.4086 55.1406
BUFR LAND SYNOP SNOW (CM) _MI1067E : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.7143, expected range: 51.5932 64.1920
BUFR LAND SYNOP SNOW (CM) _MI1067E : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.2254, expected range: 52.3179 64.3610
BUFR LAND SYNOP SNOW (CM) _MI15E4D : out of range
Severe: avg_fgdepar=50.6316, expected range: 33.1997 50.2580
BUFR LAND SYNOP SNOW (CM) _MI15E4D : out of range
Severe: rms_fgdepar=51.3287, expected range: 33.9226 51.2379
t2m
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.3122, expected range: -22.4151 -12.6501
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=18.3122, expected range: 12.7448 22.4411
MANUAL LAND SYNOP 2M TEMPERATURE (K) 87405 : out of range
Severe: avg_fgdepar=13.4375, expected range: -12.0181 16.5593
Severe: rms_fgdepar=13.4375, expected range: 0.0000 13.2791
METAR 2M TEMPERATURE (K) KFMY : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-17.9098, expected range: -1.3842 4.3027
Severe: rms_fgdepar=17.9098, expected range: 0.8777 4.1232
BUFR LAND SYNOP 2M TEMPERATURE (K) 87405 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.3875, expected range: -9.8327 17.6083
Severe: rms_fgdepar=13.3875, expected range: 0.0000 14.9772
BUFR LAND SYNOP 2M TEMPERATURE (K) 14335 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.7700, expected range: -4.5956 2.7125
Severe: rms_fgdepar=15.8488, expected range: 0.0000 7.0166
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI140F8 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2328, expected range: 0.0000 5.2716
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=99.0000, expected range: 180.7329 198.3921
Considerable: rms_fgdepar=6.0902, expected range: 1.2887 4.1610
rh2m
MANUAL LAND SYNOP RH2M (%) 31960 : out of range
Severe: rms_fgdepar=31.6500, expected range: 0.0000 14.1240
MANUAL LAND SYNOP RH2M (%) 72256 : out of range
Severe: rms_fgdepar=31.6998, expected range: 0.0000 15.8062
METAR RH2M (%) KIWA : out of range
Severe: rms_fgdepar=32.4324, expected range: 0.0000 7.9652
METAR RH2M (%) USTR : out of range
Severe: rms_fgdepar=35.5172, expected range: 0.8413 20.0359