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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-07-26 00:00

amsua
METOP-C AMSUA RADIANCES CHANNEL 5 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.1466, expected range: -0.1228 -0.0929
METOP-A AMSUA RADIANCES (8 channels affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=3550.0000, expected range: 4014.2975 5326.3275
METOP-C AMSUA RADIANCES (10 channels affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=8615.0000, expected range: 12209.1739 23846.9511
NOAA-15 AMSUA RADIANCES CHANNEL 12 : out of range
Slight: stdev_fgdepar=0.3780, expected range: 0.3324 0.3649
NOAA-15 AMSUA RADIANCES CHANNEL 13 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.5452, expected range: 0.4834 0.5245
NOAA-19 AMSUA RADIANCES CHANNEL 12 : out of range
Slight: stdev_fgdepar=0.3887, expected range: 0.3516 0.3797
iasi
METOP-A IASI RADIANCES CHANNEL 5480 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3009, expected range: -0.2665 -0.2414
METOP-A IASI RADIANCES CHANNEL 5383 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: obs_number=2739.0000, expected range: 2368.4555 2482.4967
METOP-B IASI RADIANCES CHANNEL 1479 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0184, expected range: 0.0257 0.0339
METOP-A IASI RADIANCES (18 channels affected) : out of range
Considerable: avg_biascorr=-0.3922, expected range: -0.3624 -0.3058
METOP-A IASI RADIANCES CHANNEL 249 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=440.0000, expected range: 769.7763 1294.2970
METOP-A IASI RADIANCES CHANNEL 254 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=459.0000, expected range: 830.1317 1339.9947
METOP-A IASI RADIANCES CHANNEL 256 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=407.0000, expected range: 658.7895 1152.8548
METOP-A IASI RADIANCES CHANNEL 260 : out of range
Considerable: obs_number=365.0000, expected range: 503.1994 971.1368
METOP-A IASI RADIANCES CHANNEL 306 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=394.0000, expected range: 578.4848 1032.1519
METOP-A IASI RADIANCES CHANNEL 3244 : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=272.0000, expected range: 674.0773 1314.6236
METOP-B IASI RADIANCES CHANNEL 246 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=338.0000, expected range: 744.1352 1324.6077
METOP-B IASI RADIANCES CHANNEL 249 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=346.0000, expected range: 771.4722 1348.3889
METOP-B IASI RADIANCES CHANNEL 254 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=380.0000, expected range: 842.1406 1393.1173
METOP-B IASI RADIANCES CHANNEL 256 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=287.0000, expected range: 650.2877 1251.9149
METOP-B IASI RADIANCES CHANNEL 260 : out of range
Considerable: obs_number=248.0000, expected range: 481.7737 1116.7424
METOP-B IASI RADIANCES CHANNEL 306 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=272.0000, expected range: 565.7858 1166.8331
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=281.0000, expected range: 682.5623 1356.8396
METOP-C IASI RADIANCES CHANNEL 246 : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=352.0000, expected range: 724.2039 1202.5057
METOP-C IASI RADIANCES CHANNEL 249 : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=362.0000, expected range: 751.9838 1229.4071
METOP-C IASI RADIANCES CHANNEL 252 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=237.0000, expected range: 474.7547 991.1023
METOP-C IASI RADIANCES CHANNEL 256 : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=294.0000, expected range: 633.0717 1125.2593
METOP-C IASI RADIANCES CHANNEL 260 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=238.0000, expected range: 475.8147 962.8184
METOP-C IASI RADIANCES CHANNEL 306 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=267.0000, expected range: 557.6525 1016.0964
METOP-C IASI RADIANCES CHANNEL 3244 : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=325.0000, expected range: 660.5600 1268.9038
cris
NOAA20 CRIS RADIANCES CHANNEL 82 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0194, expected range: -0.0147 -0.0142
NOAA20 CRIS RADIANCES CHANNEL 88 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0073, expected range: 0.0147 0.0150
airs
AQUA AIRS RADIANCES CHANNEL 1123 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0601, expected range: 0.0822 0.0980
AQUA AIRS RADIANCES CHANNEL 72 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2085, expected range: -0.1821 -0.1615
AQUA AIRS RADIANCES CHANNEL 672 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1354, expected range: -0.1060 -0.0692
AQUA AIRS RADIANCES CHANNEL 251 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.9096, expected range: -0.8285 -0.8245
Radiosondes
HIGH RESO LAND TEMP TEMPERATURE (K) 51656 PRESSURE LAYER 900-1200 (HPA : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2695, expected range: -16.5785 5.9041
Severely_persistent: rms_fgdepar=14.2695, expected range: 0.0000 17.0173
Severely_persistent: avg_pge=0.9410, expected range: -0.8739 0.7500
LAND TEMP Q (G/KG) 72456 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.1763, expected range: 0.0000 2.7259
LAND TEMP TEMPERATURE (K) 68592 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.4889, expected range: 0.0000 2.9486
LAND TEMP TEMPERATURE (K) 24343 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=10.2174, expected range: -8.4679 5.5918
Severe: rms_fgdepar=11.3586, expected range: 0.0000 8.2745
Severe: avg_pge=0.8629, expected range: -0.3710 0.7500
HIGH RESO LAND TEMP Q (G/KG) 16754 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.2086, expected range: 0.5952 1.4439
HIGH RESO LAND TEMP Q (G/KG) 10771 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.1061, expected range: 0.0000 1.0650
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : missing
3 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 94.2500 99.2500
HIGH RESO LAND TEMP TEMPERATURE (K) 72451 PRESSURE LAYER 900-1200 (HPA : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.0979, expected range: 0.0000 2.6323
Severe: avg_pge=0.8250, expected range: -1.1719 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severe: obs_number=0, expected range: 70.10 173.61
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 95 : all data missing
Severe: obs_number=0, expected range: 100.94 139.56
BUFR TEMP DESCENT Q (G/KG) 10548 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.2886, expected range: 0.0000 1.0769
BUFR TEMP DESCENT Q (G/KG) 10868 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=2.0842, expected range: 0.0000 0.7031
amdar
AMDAR WIND VECTOR DIFF (M/S) JP9Z4489 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.9645, expected range: 0.0000 9.2583
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU5118 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.1948, expected range: 0.0000 6.4224
WIGOS AMDAR WIND VECTOR DIFF (M/S) CNFFGA PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_fgdepar=24.6978, expected range: -1.0740 6.7003
Severe: rms_fgdepar=24.6978, expected range: 0.0000 6.9109
Severe: avg_pge=0.8812, expected range: -0.4126 0.5852
MODE-S WIND VECTOR DIFF (M/S) M09517A PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.3251, expected range: 0.6465 3.2770
ADS-C WIND VECTOR DIFF (M/S) 1FZYW3BA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.3827, expected range: 0.0000 8.3779
ADS-C WIND VECTOR DIFF (M/S) I0X2MLBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.1366, expected range: 0.0000 7.9515
ADS-C WIND VECTOR DIFF (M/S) 12KEILJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.4967, expected range: 0.0000 13.7994
ADS-C WIND VECTOR DIFF (M/S) LE5CTRJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.9488, expected range: 0.0000 16.8054
ADS-C WIND VECTOR DIFF (M/S) JXFEIFRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.2378, expected range: 0.0000 6.9816
ADS-C WIND VECTOR DIFF (M/S) LZZDFGZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.4755, expected range: 0.0000 16.1845
ADS-C WIND VECTOR DIFF (M/S) R0M2QHZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.9622, expected range: 0.0000 10.0080
ADS-C WIND VECTOR DIFF (M/S) VE5EIJZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.8714, expected range: 0.0000 9.7160
ADS-C WIND VECTOR DIFF (M/S) FNQX4QZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.1597, expected range: 0.0000 18.3002
airep
AIREP WIND VECTOR DIFF (M/S) AAL220 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0610, expected range: 0.0000 10.4898
AIREP WIND VECTOR DIFF (M/S) ETD140 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.7269, expected range: 0.0000 9.5112
AIREP WIND VECTOR DIFF (M/S) UAL40 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.8605, expected range: 0.0000 6.9208
AIREP WIND VECTOR DIFF (M/S) AAL70 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.2005, expected range: 0.0000 17.9461
AIREP WIND VECTOR DIFF (M/S) KLM642 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.9461, expected range: 0.0000 7.3621
AIREP WIND VECTOR DIFF (M/S) ACA844 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.2867, expected range: 0.0000 7.0374
AIREP WIND VECTOR DIFF (M/S) AAL36 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.3669, expected range: 0.9961 6.4335
AIREP WIND VECTOR DIFF (M/S) AAL86 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.1924, expected range: 0.0909 7.7156
AIREP WIND VECTOR DIFF (M/S) UAL907 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.7053, expected range: 0.0000 16.4358
prof
All EUROPEAN WIND PROFILER ALL LAYERS South West Pacific : all data missing
Severe: obs_number=0, expected range: 129.76 581.04
All EUROPEAN WIND PROFILER ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 129.76 581.04
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 48887 PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8599, expected range: -0.6531 0.7500
synop
AUTOMATIC LAND SYNOP RH2M (%) 68821 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.0322, expected range: -88.3439 133.0711
Severely_persistent: rms_fgdepar=58.0322, expected range: 0.0000 127.3919
Severely_persistent: avg_pge=0.9747, expected range: -1.6958 0.7500
MANUAL LAND SYNOP RH2M (%) 68572 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.6250, expected range: -64.2074 106.1942
Severely_persistent: rms_fgdepar=50.6250, expected range: 0.0000 106.1942
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60417 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8631, expected range: 0.5489 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16121 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-688.6763, expected range: -1875.3273 1334.3511
Severely_persistent: rms_fgdepar=689.1199, expected range: -1291.0254 1848.3883
Severely_persistent: avg_pge=0.9461, expected range: -1.7581 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 26529 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=657.2338, expected range: -821.1813 1039.7959
Severely_persistent: avg_pge=0.8903, expected range: -1.2436 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16239 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8578, expected range: -1.7305 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41989 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8498, expected range: -1.3044 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 71235 : out of range
Severe: rms_fgdepar=35.6187, expected range: 0.0000 9.7204
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9101, expected range: -0.6088 0.7500
MANUAL LAND SYNOP RH2M (%) 76685 : out of range
Severe: rms_fgdepar=42.0653, expected range: 0.0000 21.4215
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42935 : out of range
Severe: avg_fgdepar=598.5960, expected range: -445.3583 406.8704
Severe: rms_fgdepar=598.5960, expected range: 0.0000 315.2543
Severe: avg_pge=0.8949, expected range: -0.9262 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42387 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=861.9459, expected range: -226.6141 21.7455
Severe: rms_fgdepar=861.9459, expected range: 0.0000 226.6141
Severe: avg_pge=0.9384, expected range: -0.7715 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83768 : out of range
Severe: rms_fgdepar=696.1357, expected range: 0.0000 86.3185
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62009 : out of range
Severe: rms_fgdepar=419.9869, expected range: 0.0000 118.3966
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 68109 : out of range
Severe: avg_fgdepar=-894.5521, expected range: -89.3118 176.7483
Severe: rms_fgdepar=894.5521, expected range: 0.0000 150.4316
Severe: avg_pge=0.9159, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43309 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8201, expected range: -1.1299 0.7500
MANUAL LAND SYNOP Z (M) 38856 : out of range
Severe: avg_pge=0.9970, expected range: -1.9200 0.7500
BUFR LAND SYNOP RH2M (%) 72451 : out of range
Severe: rms_fgdepar=33.1116, expected range: 0.0000 13.4391
BUFR LAND SYNOP RH2M (%) 94215 : out of range
Severe: rms_fgdepar=39.5281, expected range: 0.0000 17.7660
Severe: avg_pge=0.9612, expected range: 0.0010 0.0053
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94422 : out of range
Severe: avg_fgdepar=799.8610, expected range: -203.5727 210.7061
Severe: rms_fgdepar=799.8610, expected range: 0.0000 157.9944
Severe: avg_pge=0.9255, expected range: -0.3447 0.3939
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24962 : out of range
Severe: rms_fgdepar=433.7708, expected range: 0.0000 100.1413
Severe: avg_pge=0.8641, expected range: -0.1164 0.1371
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30089 : out of range
Severe: rms_fgdepar=540.9427, expected range: 0.0000 142.3970
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7HG7 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=849.1343, expected range: 494.8541 1046.1452
Severely_persistent: rms_fgdepar=849.1343, expected range: 494.8541 1046.1452
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KRGB : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-579.6731, expected range: -658.7190 -337.5776
Severely_persistent: rms_fgdepar=579.6731, expected range: 337.3445 659.2483
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LAVD4 : out of range
Severe: rms_fgdepar=16.3970, expected range: 0.0000 4.5123
Severe: avg_pge=0.8985, expected range: -0.3381 0.4325
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5223 : out of range
Severe: avg_fgdepar=588.2798, expected range: -74.7919 658.4693
Severe: rms_fgdepar=588.2798, expected range: 0.0000 670.0347
Severe: avg_pge=0.8244, expected range: -0.0030 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2705 : out of range
Severe: avg_fgdepar=705.2051, expected range: -1022.0511 1047.4602
Severe: rms_fgdepar=705.2051, expected range: 0.0000 809.6218
Severe: avg_pge=0.8502, expected range: -1.2318 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2HFZ6 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=683.3411, expected range: -212.2757 288.5294
Severe: rms_fgdepar=683.3411, expected range: -250.5277 368.2360
Severe: avg_pge=0.8321, expected range: -1.0796 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6401844 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8446, expected range: -0.3412 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5401765 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=472.3558, expected range: 0.0000 205.0709
DRIFTING BUOYS SURFACE PRESSURE (PA) 6401857 : out of range
Severe: avg_fgdepar=539.4038, expected range: -167.0042 226.5603
Severe: rms_fgdepar=545.4372, expected range: -195.4785 280.6602
Severe: avg_pge=0.8946, expected range: -0.9550 0.7500
metar
METAR SURFACE PRESSURE (PA) DNJO : out of range
Severe: rms_fgdepar=580.6720, expected range: 0.0000 407.0842
METAR SURFACE PRESSURE (PA) ENVR : out of range
Severe: rms_fgdepar=576.3607, expected range: 0.0000 156.8140
METAR SURFACE PRESSURE (PA) ENSS : out of range
Severe: rms_fgdepar=382.1205, expected range: 0.0000 100.3652
METAR SURFACE PRESSURE (PA) UBBY : out of range
Severe: rms_fgdepar=343.8395, expected range: 0.0000 175.3700
snow
MANUAL LAND SYNOP SNOW (CM) 37552 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.5000, expected range: 29.5805 69.3570
Severely_persistent: rms_fgdepar=51.5606, expected range: 33.0415 67.9029
BUFR LAND SYNOP SNOW (CM) _MI135DC : out of range
Severe: avg_fgdepar=54.5000, expected range: 36.1494 57.4372
BUFR LAND SYNOP SNOW (CM) _MI135DC : out of range
Severe: rms_fgdepar=54.9742, expected range: 37.0231 59.8093
BUFR LAND SYNOP SNOW (CM) _MI1F04D : out of range
Severe: rms_fgdepar=50.3825, expected range: 30.9592 65.1692
BUFR LAND SYNOP SNOW (CM) _MI1B25E : out of range
Severe: avg_fgdepar=62.0000, expected range: -13.7559 100.3500
BUFR LAND SYNOP SNOW (CM) _MI1B25E : out of range
Severe: rms_fgdepar=62.0000, expected range: 0.0000 99.9189
BUFR LAND SYNOP SNOW (CM) _MI16E6F : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=52.5000, expected range: 44.3795 62.3561
BUFR LAND SYNOP SNOW (CM) _MI16E6F : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=55.2607, expected range: 45.8046 62.1145
t2m
METAR 2M TEMPERATURE (K) KMSY : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.5502, expected range: 0.0000 15.3215
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5813, expected range: -13.3165 -4.0975
Severe: rms_fgdepar=12.6390, expected range: 4.5570 13.0461
METAR 2M TEMPERATURE (K) KBFM : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.0545, expected range: 0.9074 4.2999
BUFR LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6604, expected range: -13.3424 -4.1882
Severe: rms_fgdepar=12.7169, expected range: 4.6144 13.0978
rh2m
All BUFR LAND SYNOP WMO BLOCK 76 : all data missing
Severely_persistent: obs_number=0, expected range: 6.75 289.06
MANUAL LAND SYNOP RH2M (%) 68920 : out of range
Severe: rms_fgdepar=30.0475, expected range: 0.0000 16.7174