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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-18 12:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0440, expected range: -0.0742 -0.0695
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0999, expected range: 0.1542 0.1636
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5778, expected range: -0.4709 -0.4691
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2416, expected range: -0.1727 -0.1632
NOAA 18 AMSUA ALL SKY RADIANCES (5 channels affected) : out of range
Considerable: obs_number=15136.0000, expected range: 17909.4785 28518.0509
iasi
METOP-C IASI RADIANCES CHANNEL 262 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0505, expected range: 0.0347 0.0407
METOP-C IASI RADIANCES CHANNEL 269 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0749, expected range: -0.0987 -0.0858
atms
NPP ATMS RADIANCES CHANNEL 19 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1039, expected range: -0.2024 -0.1786
NPP ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.7520, expected range: 0.6649 0.6678
NPP ATMS RADIANCES CHANNEL 12 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5241, expected range: -0.4307 -0.3906
NPP ATMS RADIANCES CHANNEL 13 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4771, expected range: -0.3684 -0.3084
NOAA20 ATMS RADIANCES CHANNEL 19 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3839, expected range: -0.4702 -0.4233
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2332, expected range: -0.3070 -0.2913
NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5440, expected range: 0.4550 0.4639
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6170, expected range: -0.5637 -0.5001
resat
AURA OMI OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
Slight: avg_fgdepar=1.1833, expected range: -0.9451 0.5546
Radiosondes
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=6.3366, expected range: -4.2787 12.5685
Severely_persistent: rms_fgdepar=6.3366, expected range: 0.0000 12.3374
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 40.03 147.97
LAND TEMP Q (G/KG) 61052 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=6.3988, expected range: -4.4468 10.7695
Severe: rms_fgdepar=6.4090, expected range: 0.0000 9.1143
LAND TEMP Q (G/KG) 82917 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=6.7751, expected range: -2.3434 5.9848
Severe: rms_fgdepar=6.7751, expected range: 0.0000 5.9848
Severe: avg_pge=0.9551, expected range: -0.0083 0.0203
LAND TEMP TEMPERATURE (K) 37055 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.8445, expected range: 0.0000 5.3073
Severe: avg_pge=0.8586, expected range: -0.8792 0.7500
HIGH RESO LAND TEMP Q (G/KG) 58847 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.0352, expected range: 0.4243 1.1533
HIGH RESO LAND TEMP Q (G/KG) 76595 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.8786, expected range: 0.0000 2.0425
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=285.0000, expected range: 373.2788 391.0069
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=89.0000, expected range: 172.8056 187.8611
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 72440 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=17.3215, expected range: 0.0366 5.5406
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=860.0000, expected range: 948.4048 965.0952
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 29.09 317.31
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=1.7980, expected range: 0.1448 1.1279
Considerable: rms_fgdepar=1.9095, expected range: 0.1331 1.3106
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=77.0000, expected range: 146.2481 175.3074
amdar
TAMDAR WIND VECTOR DIFF (M/S) 00005178 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.0040, expected range: 0.0000 33.3306
WIGOS AMDAR WIND VECTOR DIFF (M/S) UAIGUUZA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=16.4453, expected range: 0.0000 7.1104
WIGOS AMDAR TEMPERATURE (K) C3VWUWRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8016, expected range: 0.5806 0.7500
WIGOS AMDAR Q (G/KG) IZUEOGZA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.3740, expected range: 0.0000 0.9065
MODE-S WIND VECTOR DIFF (M/S) MBE2797 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=17.9876, expected range: 0.0000 6.6290
airep
AIREP WIND VECTOR DIFF (M/S) UAL125 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.3341, expected range: 0.0000 9.3488
AIREP WIND VECTOR DIFF (M/S) QFA8 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.1197, expected range: 0.0000 6.4166
AIREP WIND VECTOR DIFF (M/S) UAL839 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.1423, expected range: 0.0000 15.1222
AIREP WIND VECTOR DIFF (M/S) BAW2AS PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7120, expected range: 0.0000 22.2357
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 06234 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=15.9986, expected range: 0.0000 14.3295
Severe: avg_pge=0.8423, expected range: -0.8405 0.7500
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 43466 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.9408, expected range: 0.0000 10.4837
Severe: avg_pge=0.8898, expected range: -1.1711 0.7500
synop
MANUAL LAND SYNOP RH2M (%) 42792 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9995, expected range: -0.9813 0.7500
MANUAL LAND SYNOP RH2M (%) 42674 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8610, expected range: -1.1725 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 34601 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=578.6007, expected range: -213.2140 143.6670
Severely_persistent: rms_fgdepar=578.6007, expected range: 0.0000 205.1324
Severely_persistent: avg_pge=0.8992, expected range: -1.3982 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-641.1704, expected range: -718.8420 -546.7396
Severely_persistent: rms_fgdepar=641.4533, expected range: 546.1134 705.8619
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86662 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=463.1466, expected range: 0.0000 102.4919
Severely_persistent: avg_pge=0.8509, expected range: -1.2544 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-931.0150, expected range: -1089.9522 -765.0655
Severely_persistent: rms_fgdepar=932.2311, expected range: 718.6637 1082.8394
BUFR LAND SYNOP SURFACE PRESSURE (PA) 12805 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=575.0866, expected range: -604.1510 796.0077
Severely_persistent: rms_fgdepar=872.4413, expected range: -1153.0706 1601.8009
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: obs_number=1498.0000, expected range: 1906.8092 1912.0797
Severe: obs_number=1450.0000, expected range: 1853.1139 1865.0861
AUTOMATIC LAND SYNOP RH2M (%) 35391 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9721, expected range: -1.7047 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 84010 : out of range
Severe: avg_fgdepar=1123.7457, expected range: -158.0872 190.0794
Severe: rms_fgdepar=1123.7457, expected range: 0.0000 112.3353
Severe: avg_pge=0.9473, expected range: -0.2535 0.2897
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91601 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8457, expected range: -0.8272 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42661 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8265, expected range: -1.3391 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82863 : out of range
Severe: rms_fgdepar=429.7335, expected range: 0.0000 209.9128
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80234 : out of range
Severe: rms_fgdepar=331.3144, expected range: 0.0000 153.6721
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42805 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=1053.0490, expected range: -1187.1631 1355.9324
Severe: rms_fgdepar=1053.0490, expected range: -1015.6733 1291.1730
Severe: avg_pge=0.9443, expected range: -1.3380 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62325 : out of range
Severe: rms_fgdepar=302.1895, expected range: 0.0000 118.5448
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91425 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-578.5502, expected range: -117.7027 68.5555
Severe: rms_fgdepar=578.5502, expected range: 0.0000 190.6420
Severe: avg_pge=0.8899, expected range: -0.9017 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42557 : out of range
Severe: avg_pge=0.8577, expected range: 0.5705 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41718 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=409.0177, expected range: 0.0000 185.3690
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83669 : out of range
Severe: rms_fgdepar=385.3416, expected range: 0.0000 122.6553
MANUAL LAND SYNOP RH2M (%) 42101 : out of range
Severe: avg_pge=0.9883, expected range: -1.0333 0.7500
MANUAL LAND SYNOP RH2M (%) 38202 : out of range
Severe: avg_pge=0.9823, expected range: -0.0504 0.0652
MANUAL LAND SYNOP RH2M (%) 87852 : out of range
Severe: avg_fgdepar=50.7952, expected range: -51.3357 42.4873
Severe: rms_fgdepar=51.1717, expected range: 0.0000 34.3829
MANUAL LAND SYNOP RH2M (%) 43133 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9996, expected range: -1.2971 0.7500
MANUAL LAND SYNOP RH2M (%) 62054 : out of range
Severe: rms_fgdepar=39.3528, expected range: 0.0000 25.0513
Severe: avg_pge=0.8482, expected range: -0.0370 0.0543
MANUAL LAND SYNOP RH2M (%) 41764 : out of range
Severe: rms_fgdepar=32.8231, expected range: 0.0000 29.7329
Severe: avg_pge=0.9867, expected range: -0.0284 0.0432
MANUAL LAND SYNOP RH2M (%) 62016 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9325, expected range: -0.2889 0.3659
MANUAL LAND SYNOP RH2M (%) 38616 : out of range
Severe: rms_fgdepar=46.3190, expected range: 0.0000 34.4331
Severe: avg_pge=0.9457, expected range: -0.0129 0.0211
MANUAL LAND SYNOP RH2M (%) 42176 : out of range
Severe: avg_pge=0.9806, expected range: -1.2520 0.7500
MANUAL LAND SYNOP RH2M (%) 35796 : out of range
Severe: avg_pge=0.9084, expected range: -0.2586 0.3230
MANUAL LAND SYNOP RH2M (%) 42249 : out of range
Severe: avg_pge=0.9955, expected range: -0.2465 0.2988
MANUAL LAND SYNOP RH2M (%) 42469 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.9152, expected range: 16.2627 37.1556
Severe: rms_fgdepar=50.9152, expected range: 16.2627 37.1556
Severe: avg_pge=1.0000, expected range: -1.1129 0.7500
MANUAL LAND SYNOP RH2M (%) 42379 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-51.1142, expected range: -79.8831 66.4332
Severe: rms_fgdepar=51.1142, expected range: -55.8083 75.2438
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86710 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=412.2752, expected range: 0.0000 230.8092
Severe: avg_pge=0.8828, expected range: -0.6269 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 64040 : out of range
Severe: avg_pge=0.8499, expected range: 0.6980 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13160 : out of range
Severe: rms_fgdepar=587.3824, expected range: 0.0000 108.7231
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23032 : out of range
Severe: rms_fgdepar=459.3176, expected range: 0.0000 142.4697
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30028 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=682.2828, expected range: 0.0000 179.8150
BUFR LAND SYNOP SURFACE PRESSURE (PA) 35179 : out of range
Severe: rms_fgdepar=495.6985, expected range: 0.0000 87.4248
BUFR LAND SYNOP RH2M (%) 12100 : out of range
Severe: rms_fgdepar=40.4719, expected range: 0.0000 12.1291
BUFR LAND SYNOP RH2M (%) 81680 : out of range
Severe: rms_fgdepar=33.7417, expected range: 0.0000 16.9241
BUFR LAND SYNOP RH2M (%) 76581 : out of range
Severe: avg_pge=0.8436, expected range: -0.7440 0.7500
BUFR LAND SYNOP RH2M (%) 64184 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9935, expected range: -1.6363 0.7500
BUFR LAND SYNOP RH2M (%) 23884 : out of range
Severe: rms_fgdepar=42.9696, expected range: 0.0000 21.9002
BUFR LAND SYNOP RH2M (%) 15395 : out of range
Severe: rms_fgdepar=40.0854, expected range: 0.0000 16.4201
BUFR LAND SYNOP RH2M (%) 48019 : out of range
Severe: rms_fgdepar=45.8349, expected range: 0.0000 44.1360
Severe: avg_pge=0.9998, expected range: -0.1325 0.1892
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VGWM : out of range
Severe: avg_fgdepar=1119.8291, expected range: -62.4976 349.3088
Severe: rms_fgdepar=1119.8291, expected range: 0.0000 332.6034
Severe: avg_pge=0.9089, expected range: -0.7154 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203613 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8119, expected range: -1.0648 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5501658 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=590.2211, expected range: -984.9555 885.2944
Severely_persistent: rms_fgdepar=591.2970, expected range: -792.0416 1026.6564
Severely_persistent: avg_pge=0.9009, expected range: -1.2884 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3101601 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=521.0333, expected range: -156.3468 147.1209
Severe: rms_fgdepar=521.7348, expected range: 0.0000 232.2425
Severe: avg_pge=0.8806, expected range: -0.2161 0.2591
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301611 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=370.0581, expected range: 0.0000 237.2352
Severe: avg_pge=0.8506, expected range: -0.5163 0.6378
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203649 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=403.5634, expected range: 0.0000 107.0247
Severe: avg_pge=0.8227, expected range: -0.2777 0.3320
snow
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-754.0995, expected range: -748.3152 -719.9724
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=754.1036, expected range: 719.9726 748.3161
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=87.5052, expected range: 84.5272 111.4962
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=87.5070, expected range: 84.5334 111.5301
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-91.7495, expected range: -93.2595 -87.7690
Severely_persistent: rms_fgdepar=91.7498, expected range: 87.7691 93.2597
BUFR LAND SYNOP SNOW (CM) _MF1378B : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.5455, expected range: 71.5580 130.7145
BUFR LAND SYNOP SNOW (CM) _MF1378B : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.6060, expected range: 71.5653 130.7173
BUFR LAND SYNOP SNOW (CM) 13492 : out of range
Severe: rms_fgdepar=24.4949, expected range: 0.0000 5.9178
BUFR LAND SYNOP SNOW (CM) : out of range
Severe: avg_fgdepar=18.5714, expected range: -0.8400 1.5027
Severe: rms_fgdepar=24.4949, expected range: 0.0000 5.3314
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68299 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.7821, expected range: -16.5074 -7.3435
Severely_persistent: rms_fgdepar=18.7821, expected range: 7.3532 16.5089
METAR 2M TEMPERATURE (K) UGMS : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.9186, expected range: 7.3476 15.3695
Severely_persistent: rms_fgdepar=12.9186, expected range: 7.4382 15.4137
METAR 2M TEMPERATURE (K) VECX : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.3368, expected range: 4.6091 15.7248
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.8083, expected range: -38.7281 17.2959
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=18.8083, expected range: 5.8384 22.2620
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.5511, expected range: -19.9190 -3.6500
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.5582, expected range: 4.1043 19.6811
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51777 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.9335, expected range: -16.7535 14.9796
Severe: rms_fgdepar=14.9335, expected range: 0.0000 12.9698
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
Severe: obs_number=1459.0000, expected range: 1801.0722 1839.2436
METAR 2M TEMPERATURE (K) VTPO : out of range
Severe: avg_fgdepar=-14.7743, expected range: -3.3755 8.4126
Severe: rms_fgdepar=14.7743, expected range: 0.0000 7.9876
BUFR LAND SYNOP 2M TEMPERATURE (K) 68927 : out of range
Severe: avg_fgdepar=-14.4754, expected range: -5.2098 2.1236
Severe: rms_fgdepar=14.4754, expected range: 0.0000 5.0032
BUFR LAND SYNOP 2M TEMPERATURE (K) 87509 : out of range
Severe: avg_fgdepar=12.6859, expected range: -13.1272 16.9692
Severe: rms_fgdepar=12.6859, expected range: 0.0000 12.3777
rh2m
AUTOMATIC LAND SYNOP RH2M (%) : out of range
Severe: obs_number=1421.0000, expected range: 1778.8885 1838.8762