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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-10 00:00

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=-0.0589, expected range: -0.0708 -0.0695
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0904, expected range: 0.1542 0.1976
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5532, expected range: -0.4709 -0.3793
METOP-B 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=0.2544, expected range: 0.3147 0.3367
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2244, expected range: -0.1314 -0.0566
METOP-C 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=-0.2463, expected range: -0.1608 -0.1474
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.7056, expected range: -0.6370 -0.5883
iasi
METOP-B IASI RADIANCES CHANNEL 573 : out of range
Considerable: stdev_fgdepar=0.3901, expected range: 0.3012 0.3570
atms
NPP ATMS RADIANCES CHANNEL 21 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1876, expected range: 0.1352 0.1371
NPP ATMS RADIANCES CHANNEL 22 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.7157, expected range: 0.6211 0.6678
NPP ATMS RADIANCES CHANNEL 14 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0185, expected range: -0.0334 -0.0164
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2640, expected range: -0.3039 -0.2913
NOAA20 ATMS RADIANCES CHANNEL 21 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0616, expected range: -0.1153 -0.1047
NPP ATMS RADIANCES (8 channels affected) : out of range
Considerable: obs_number=4277.0000, expected range: 6591.1601 8655.7149
NOAA20 ATMS RADIANCES (8 channels affected) : out of range
Considerable: obs_number=4875.0000, expected range: 7624.8663 9594.2587
gpsro
All COSMIC2-E1 GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 953.79 2731.33
Atmospheric Motion Vector
AQUA MODIS CLEAR WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=462.0000, expected range: 97.0559 261.4521
Radiosondes
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.4388, expected range: 1.2141 2.2007
Severe: rms_fgdepar=5.8983, expected range: 1.2425 2.0332
LAND TEMP TEMPERATURE (K) 42182 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=15.2056, expected range: -0.5729 1.3690
Severe: rms_fgdepar=15.3154, expected range: 0.4893 2.5618
Severe: avg_pge=0.8772, expected range: -0.0970 0.1565
LAND TEMP TEMPERATURE (K) 37055 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.3827, expected range: 1.0181 2.3077
LAND TEMP Q (G/KG) 97560 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.5269, expected range: 0.1915 1.9745
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=7.1222, expected range: -0.1073 8.0368
Severe: rms_fgdepar=7.1379, expected range: 0.0000 8.1174
HIGH RESO LAND TEMP Q (G/KG) 94150 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=3.9347, expected range: 0.0000 1.7497
HIGH RESO LAND TEMP Q (G/KG) 08221 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.7427, expected range: 0.0000 1.3451
HIGH RESO LAND TEMP Q (G/KG) 08023 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.4048, expected range: 0.0793 1.3040
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=327.0000, expected range: 85.4666 98.3334
Considerable: obs_number=382.0000, expected range: 275.0456 295.7044
All HIGH RESO LAND TEMP ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 29.99 298.94
HIGH RESO SEA TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 1056.5230
Severe: obs_number=0.0000, expected range: 0.0000 1094.3380
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=417.0000, expected range: 305.5664 354.6836
Considerable: obs_number=245.0000, expected range: 324.2820 364.9680
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=376.0000, expected range: 21.2437 254.7024
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: rms_fgdepar=1.0823, expected range: 0.0033 0.6693
amdar
AMDAR WIND VECTOR DIFF (M/S) 00040531 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=18.4289, expected range: 0.7341 8.7903
airep
AIREP WIND VECTOR DIFF (M/S) UAL643 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.9949, expected range: 0.0000 6.9043
synop
AUTOMATIC LAND SYNOP RH2M (%) 68821 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9135, expected range: -1.8092 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89057 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8829, expected range: -0.8308 0.7500
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9430, expected range: -1.5804 0.7500
MANUAL LAND SYNOP RH2M (%) 41697 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8624, expected range: -1.5236 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 38191 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8129, expected range: -1.2767 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 34498 : out of range
Severe: rms_fgdepar=31.3341, expected range: 0.0000 12.1798
MANUAL LAND SYNOP RH2M (%) 42450 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9995, expected range: -1.4610 0.7500
MANUAL LAND SYNOP RH2M (%) 43331 : out of range
Severe: rms_fgdepar=36.4449, expected range: 0.0000 15.5779
Severe: rms_fgdepar=32.8077, expected range: 0.2355 15.4283
MANUAL LAND SYNOP RH2M (%) 42752 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.3216, expected range: -5.4263 71.5310
Severe: rms_fgdepar=50.3216, expected range: 0.0000 71.5310
Severe: avg_pge=1.0000, expected range: -1.6616 0.7500
MANUAL LAND SYNOP RH2M (%) 42447 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9999, expected range: -0.5617 0.6946
MANUAL LAND SYNOP RH2M (%) 42148 : out of range
Severe: rms_fgdepar=41.3774, expected range: 0.0000 16.8313
MANUAL LAND SYNOP RH2M (%) 43279 : out of range
Severe: rms_fgdepar=34.6569, expected range: 0.0000 17.0989
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43486 : out of range
Severe: rms_fgdepar=599.9274, expected range: 0.0000 84.9550
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91629 : out of range
Severe: rms_fgdepar=360.0457, expected range: 0.0000 307.0535
Severe: avg_pge=0.8342, expected range: -0.8215 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42539 : out of range
Severe: rms_fgdepar=328.6254, expected range: 0.0000 178.8147
MANUAL LAND SYNOP Z (M) 63740 : out of range
Severe: rms_fgdepar=99.2280, expected range: 6.1524 52.0360
BUFR LAND SYNOP RH2M (%) 60250 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9932, expected range: -0.2579 0.3116
BUFR LAND SYNOP RH2M (%) 71251 : out of range
Severe: rms_fgdepar=31.7392, expected range: 0.1964 15.4712
BUFR LAND SYNOP RH2M (%) 72591 : out of range
Severe: rms_fgdepar=34.6768, expected range: 0.0000 12.2630
BUFR LAND SYNOP RH2M (%) 71922 : out of range
Severe: avg_pge=1.0000, expected range: -1.4135 0.7500
BUFR LAND SYNOP RH2M (%) 71244 : out of range
Severe: rms_fgdepar=30.6277, expected range: 0.0000 16.7210
BUFR LAND SYNOP RH2M (%) 61265 : out of range
Severe: avg_pge=0.9979, expected range: -0.7956 0.7500
BUFR LAND SYNOP RH2M (%) 15338 : out of range
Severe: rms_fgdepar=31.7228, expected range: 0.0000 14.3720
BUFR LAND SYNOP SURFACE PRESSURE (PA) 34601 : out of range
Severe: avg_fgdepar=625.3995, expected range: -19.4589 84.9279
Severe: rms_fgdepar=625.3995, expected range: 4.5579 68.5006
Severe: avg_pge=0.9068, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 67221 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-520.5482, expected range: -425.1028 -232.0179
Severe: rms_fgdepar=520.5482, expected range: 233.2906 424.6466
BUFR LAND SYNOP SURFACE PRESSURE (PA) 35108 : out of range
Severe: rms_fgdepar=302.3920, expected range: 0.0000 165.0970
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI175FE : out of range
Severe: rms_fgdepar=301.9300, expected range: 0.0000 184.6608
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI175FE : out of range
Severe: avg_pge=0.8757, expected range: -0.4157 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=218.5074, expected range: 0.0000 118.2897
Severe: obs_number=81.0000, expected range: 41.5730 45.9826
Considerable: obs_number=1737.0000, expected range: 1485.3337 1559.9996
Considerable: obs_number=836.0000, expected range: 937.9698 1042.0302
MANUAL LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=82.0000, expected range: 89.7685 101.7870
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=478.0000, expected range: 516.4674 553.2826
Considerable: obs_number=122.0000, expected range: 152.9612 183.4388
Considerable: obs_number=262.0000, expected range: 339.7985 388.2015
Considerable: obs_number=60.0000, expected range: 107.6473 127.6027
Considerable: obs_number=51.0000, expected range: 66.3443 82.1557
Considerable: obs_number=52.0000, expected range: 79.2024 87.0198
BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=1229.0000, expected range: 1068.6247 1139.6253
Severe: obs_number=1821.0000, expected range: 1524.5814 1568.4712
Considerable: obs_number=1020.0000, expected range: 1246.9474 1410.5526
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 45024 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8261, expected range: 0.6386 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KKS : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8108, expected range: 0.6981 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OWFD2 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8047, expected range: 0.6511 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRSB5 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=534.7571, expected range: -148.7170 1153.5398
Severe: rms_fgdepar=534.7571, expected range: 0.0000 1173.1382
Severe: avg_pge=0.8106, expected range: 0.4060 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAOL5 : out of range
Severe: avg_pge=0.8031, expected range: -0.2122 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRKQ5 : out of range
Severe: avg_fgdepar=-576.1293, expected range: -862.7760 416.8427
Severe: rms_fgdepar=676.7943, expected range: 0.0000 1030.9013
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDE3568 : out of range
Severe: rms_fgdepar=422.2617, expected range: 0.0000 188.9651
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : out of range
Considerable: obs_number=144.0000, expected range: 120.0000 120.0000
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 5102722 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=622.9516, expected range: -378.3866 448.1217
Severely_persistent: rms_fgdepar=626.0813, expected range: -485.1588 607.7344
Severely_persistent: avg_pge=0.9040, expected range: -0.7533 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6102797 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8465, expected range: -1.1403 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5301636 : out of range
Severe: rms_fgdepar=344.1175, expected range: 0.0000 123.0093
DRIFTING BUOYS SURFACE PRESSURE (PA) 5401586 : out of range
Severe: avg_pge=0.8232, expected range: -0.9639 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5401769 : out of range
Severe: rms_fgdepar=304.2475, expected range: 2.7133 144.1124
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=190.0000, expected range: 209.9074 219.7593
DRIBU SURFACE PRESSURE (PA) : out of range
Slight: rms_fgdepar=165.2096, expected range: 0.0000 113.4250
metar
METAR SURFACE PRESSURE (PA) LIEC : out of range
Severe: rms_fgdepar=689.5536, expected range: 0.0000 241.8254
METAR SURFACE PRESSURE (PA) LIBT : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-572.0553, expected range: -277.7122 150.4076
Severe: rms_fgdepar=754.1892, expected range: 0.0000 232.0735
AUTOMATIC METAR SURFACE PRESSURE (PA) KCKN : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=372.6336, expected range: 0.0000 152.1516
AUTOMATIC METAR SURFACE PRESSURE (PA) KROX : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=425.7967, expected range: 0.0000 94.6780
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.8378, expected range: 4.2654 112.3032
Severely_persistent: rms_fgdepar=59.8378, expected range: 4.2654 112.3032
BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.5286, expected range: -68.9358 -47.7101
BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.5450, expected range: 47.7526 68.9513
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.3250, expected range: 40.5710 56.2806
Severely_persistent: rms_fgdepar=54.3256, expected range: 40.5775 56.2805
BUFR LAND SYNOP SNOW (CM) 01003 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.9394, expected range: -84.0159 -72.5635
Severely_persistent: rms_fgdepar=75.9394, expected range: 72.5635 84.0159
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.8678, expected range: 4.0709 112.6117
Severely_persistent: rms_fgdepar=59.8678, expected range: 4.0709 112.6117
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=-730.4077, expected range: -731.1236 -713.8750
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=730.4082, expected range: 713.8767 731.1239
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.0051, expected range: 27.6489 66.5762
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.0116, expected range: 27.6881 66.6511
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=71.4999, expected range: 56.9670 77.2318
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=71.5063, expected range: 56.9918 77.2330
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-94.1866, expected range: -98.2012 -65.2820
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=94.1992, expected range: 65.3063 98.2094
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=94.2349, expected range: 56.4200 97.1205
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=94.2480, expected range: 56.4325 97.1176
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.5950, expected range: 54.8240 88.4135
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.6195, expected range: 54.8609 88.4153
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=-91.3264, expected range: -94.9942 -90.3378
Severely_persistent: rms_fgdepar=91.3264, expected range: 90.3379 94.9942
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.5991, expected range: -59.3585 -46.1513
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.6017, expected range: 46.1725 59.3916
MANUAL LAND SYNOP SNOW (CM) 24343 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.8814, expected range: 0.0000 9.0477
ROCOB TEMP SNOW (CM) 63307835 : out of range
Severe: avg_fgdepar=-63.3782, expected range: -72.1496 -55.1917
Severe: rms_fgdepar=63.3782, expected range: 53.8864 70.4631
ROCOB TEMP SNOW (CM) 64301828 : out of range
Severe: rms_fgdepar=19.2042, expected range: 2.4583 11.9268
t2m
LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3471, expected range: -24.2867 8.8637
Severely_persistent: rms_fgdepar=13.3471, expected range: 0.0000 24.3687
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9971, expected range: -20.5076 -9.4697
Severely_persistent: rms_fgdepar=14.0786, expected range: 10.0261 20.2402
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1270, expected range: -17.8288 -7.0091
Severely_persistent: rms_fgdepar=13.2729, expected range: 7.0344 18.5053
METAR 2M TEMPERATURE (K) KFWS : out of range
Severe: rms_fgdepar=10.5410, expected range: 0.2329 4.4702
LAND TEMP 2M TEMPERATURE (K) 71816 : out of range
Severe: avg_fgdepar=13.3357, expected range: -4.2678 5.8875
Severe: rms_fgdepar=13.3357, expected range: -3.3648 5.6957
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=1988.0000, expected range: 1536.7823 1559.7733
Considerable: obs_number=77905.0000, expected range: 102072.4617 138695.7883
rh2m
MANUAL LAND SYNOP RH2M (%) 60040 : out of range
Severe: rms_fgdepar=39.3427, expected range: 0.0000 19.5743
MANUAL LAND SYNOP RH2M (%) 94497 : out of range
Severe: rms_fgdepar=35.2730, expected range: 0.0000 19.0727
LAND TEMP RH2M (%) 71802 : out of range
Severe: rms_fgdepar=34.8155, expected range: 0.0000 11.0210
BUFR LAND SYNOP RH2M (%) 71651 : out of range
Severe: rms_fgdepar=37.1811, expected range: 3.7046 21.8016
BUFR LAND SYNOP RH2M (%) 71336 : out of range
Severe: rms_fgdepar=33.3898, expected range: 0.0000 12.4496