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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-25 12:00

amsua
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=-0.2372, expected range: -0.2080 -0.2009
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0794, expected range: -0.1014 -0.0955
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2093, expected range: 0.2391 0.2466
iasi
METOP-C IASI RADIANCES (53 channels affected) : out of range
Considerable: obs_number=5788.0000, expected range: 6067.6353 7093.6588
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 1 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.1340, expected range: 0.1171 0.1263
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: obs_number=5985.0000, expected range: 6595.8093 6851.5585
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.6297, expected range: 0.2998 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=3.5392, expected range: 0.4135 1.7848
Radiosondes
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-9.7251, expected range: -18.7145 4.3796
Severely_persistent: rms_fgdepar=9.7251, expected range: 0.0000 18.6741
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8121, expected range: -0.1453 0.7500
LAND TEMP TEMPERATURE (K) 27962 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.3638, expected range: 0.0000 3.2355
LAND TEMP WIND VECTOR DIFF (M/S) 20744 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=17.0949, expected range: 0.9438 6.1541
LAND TEMP Q (G/KG) 48855 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.3493, expected range: 0.6801 2.1139
HIGH RESO LAND TEMP TEMPERATURE (K) 57131 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.9785, expected range: 0.1565 2.2626
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 40186 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=16.0237, expected range: 0.0000 8.0012
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Severe: rms_fgdepar=16.0237, expected range: 0.0000 8.0012
Considerable: avg_fgdepar=13.9363, expected range: -2.5608 7.8943
HIGH RESO LAND TEMP Q (G/KG) 94866 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.9002, expected range: 0.0000 1.3872
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 38.63 106.37
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 77.90 229.53
All BUFR TEMP DESCENT ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 82.65 102.15
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 86.34 99.16
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=138.0000, expected range: 230.9279 287.9610
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=190.0000, expected range: 234.5497 310.5614
HIGH RESO SEA TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=113.0000, expected range: 93.0373 98.2127
amdar
ADS-C WIND VECTOR DIFF (M/S) CNCFBFRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.6173, expected range: 0.0000 8.9515
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=34.5688, expected range: -26.4106 50.2113
Severely_persistent: rms_fgdepar=34.5688, expected range: 0.0000 47.3005
Severely_persistent: avg_pge=0.9087, expected range: -0.9601 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67241 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=400.6777, expected range: 0.0000 201.6305
Severely_persistent: avg_pge=0.8611, expected range: -0.5174 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8566, expected range: -0.7796 0.7500
All AUTOMATIC LAND SYNOP RH2M (%) WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 99.64 154.86
All AUTOMATIC LAND SYNOP RH2M (%) WMO BLOCK 18 : all data missing
Severe: obs_number=0, expected range: 45.33 97.56
MANUAL LAND SYNOP RH2M (%) 64600 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9515, expected range: -0.0146 0.0260
MANUAL LAND SYNOP RH2M (%) 42661 : out of range
Severe: avg_pge=0.8914, expected range: -1.3679 0.7500
MANUAL LAND SYNOP RH2M (%) 15502 : out of range
Severe: rms_fgdepar=37.0289, expected range: 0.0000 18.8667
MANUAL LAND SYNOP RH2M (%) 87162 : out of range
Severe: rms_fgdepar=31.9296, expected range: 0.0000 14.8372
MANUAL LAND SYNOP RH2M (%) 76323 : out of range
Severe: avg_fgdepar=52.7780, expected range: -9.8769 36.1127
Severe: rms_fgdepar=52.7780, expected range: 0.0000 35.2367
Severe: avg_pge=0.8552, expected range: -0.0099 0.0226
MANUAL LAND SYNOP RH2M (%) 64387 : out of range
Severe: avg_pge=0.8435, expected range: -0.6906 0.7500
MANUAL LAND SYNOP RH2M (%) 42639 : out of range
Severe: avg_pge=0.9883, expected range: -1.0276 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78460 : out of range
Severe: rms_fgdepar=302.8318, expected range: 0.0000 90.9136
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38705 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=664.3644, expected range: 0.0000 539.8938
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78458 : out of range
Severe: rms_fgdepar=336.1930, expected range: 0.0000 157.9721
Severe: avg_pge=0.8095, expected range: -0.5213 0.7500
BUFR LAND SYNOP RH2M (%) 95840 : out of range
Severe: avg_pge=0.8538, expected range: -0.1283 0.1587
BUFR LAND SYNOP RH2M (%) 14244 : out of range
Severe: rms_fgdepar=41.4792, expected range: 0.0000 20.2066
BUFR LAND SYNOP RH2M (%) 07247 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=47.0654, expected range: 0.0000 20.7029
BUFR LAND SYNOP RH2M (%) 71108 : out of range
Severe: rms_fgdepar=45.7691, expected range: 0.0000 18.4054
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24322 : out of range
Severe: rms_fgdepar=563.7548, expected range: 0.0000 223.5238
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48415 : out of range
Severe: rms_fgdepar=307.0245, expected range: 0.0000 166.1109
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24329 : out of range
Severe: rms_fgdepar=520.2636, expected range: 0.0000 168.6140
AUTOMATIC LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=407.0000, expected range: 508.1421 676.1079
BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=51.0000, expected range: 63.9203 69.1908
Considerable: obs_number=233.0000, expected range: 255.2648 296.2352
Considerable: obs_number=52889.0000, expected range: 64759.9046 82066.8013
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-555.4828, expected range: -735.0757 -311.2804
Severely_persistent: rms_fgdepar=555.4828, expected range: 307.8791 743.7512
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6CG4 : out of range
Severe: avg_fgdepar=-772.4665, expected range: -1081.3738 1665.6650
Severe: rms_fgdepar=772.4665, expected range: 0.0000 1088.3318
Severe: avg_pge=0.8877, expected range: -0.7811 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=723.5541, expected range: -2177.1717 1845.3433
Severely_persistent: rms_fgdepar=723.7726, expected range: 0.0000 1239.7776
Severely_persistent: avg_pge=0.9196, expected range: -0.0943 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=75.0000, expected range: 100.0000 100.0000
metar
METAR SURFACE PRESSURE (PA) FQQL : out of range
Severe: rms_fgdepar=386.8524, expected range: 0.0000 119.8168
METAR SURFACE PRESSURE (PA) SKGO : out of range
Severe: rms_fgdepar=595.8035, expected range: 0.0000 194.6228
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.4404, expected range: -63.8036 -57.4893
Severely_persistent: rms_fgdepar=62.4404, expected range: 57.4893 63.8036
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.7371, expected range: -80.1896 -69.5179
Severely_persistent: rms_fgdepar=66.7371, expected range: 69.5179 80.1896
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-84.1628, expected range: -92.3772 -82.7112
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=84.1808, expected range: 82.7172 92.3851
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.8636, expected range: -68.6159 -57.9834
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.8911, expected range: 58.0084 68.6294
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.4972, expected range: -60.3595 -55.8219
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.4983, expected range: 55.8242 60.3607
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.6068, expected range: -87.6153 -72.4279
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.6210, expected range: 72.4270 87.6505
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.8824, expected range: -80.3871 -73.0326
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.8897, expected range: 73.0356 80.3879
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-90.7330, expected range: -96.3689 -83.2368
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=90.7388, expected range: 83.2463 96.3762
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.3558, expected range: -76.4785 -66.0532
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=69.3586, expected range: 66.0538 76.4879
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.6863, expected range: -63.7765 -57.0807
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.7050, expected range: 57.0770 63.8045
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=-80.1169, expected range: -90.9258 -75.8483
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=80.1244, expected range: 75.8528 90.9328
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.4345, expected range: -53.1043 -48.0972
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.4498, expected range: 48.0978 53.1176
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=-75.9373, expected range: -79.5444 -53.7113
Severely_persistent: rms_fgdepar=75.9375, expected range: 53.7112 79.5458
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.0192, expected range: 53.0279 57.7512
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.0238, expected range: 53.0309 57.7544
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.8950, expected range: -74.0950 -67.1377
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=66.9024, expected range: 67.1416 74.1035
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.1763, expected range: -67.4075 -54.7429
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.1763, expected range: 54.7429 67.4076
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.9381, expected range: -75.0368 -63.6013
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.9438, expected range: 63.6020 75.0401
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.2822, expected range: -61.3544 -54.0338
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.2873, expected range: 54.2750 61.5805
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.6358, expected range: -84.0224 -73.8337
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.6402, expected range: 73.8366 84.0280
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.4432, expected range: -65.6259 -48.8951
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.4561, expected range: 48.8929 65.6396
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.8971, expected range: -84.1472 -73.6193
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.9032, expected range: 73.6253 84.1476
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.3568, expected range: -81.9507 -72.7898
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.3951, expected range: 72.7976 81.9553
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-70.1758, expected range: -76.0471 -66.5545
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=70.1881, expected range: 66.5483 76.0673
AUTOMATIC LAND SYNOP SNOW (CM) 71907 : out of range
Severe: rms_fgdepar=23.6266, expected range: 0.0000 8.8961
MANUAL LAND SYNOP SNOW (CM) 71854 : out of range
Severe: rms_fgdepar=19.1983, expected range: 0.0000 5.2447
BUFR LAND SYNOP SNOW (CM) 01180 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.0513, expected range: 0.0000 11.4309
BUFR LAND SYNOP SNOW (CM) 47061 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=97.1227, expected range: -0.6431 0.1161
Severe: rms_fgdepar=97.1239, expected range: 0.0000 0.8586
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2642, expected range: -21.9761 13.1491
Severely_persistent: rms_fgdepar=12.2700, expected range: 0.0000 19.4619
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3754, expected range: -17.6388 -2.2497
Severely_persistent: rms_fgdepar=14.4463, expected range: 2.4193 17.6079
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3627, expected range: -22.0617 -2.0285
Severely_persistent: rms_fgdepar=12.4095, expected range: 3.5705 21.2348
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6904, expected range: -15.2487 -6.6129
Severely_persistent: rms_fgdepar=14.7279, expected range: 6.6964 15.2564
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3497, expected range: -16.5502 -5.3355
Severely_persistent: rms_fgdepar=12.4992, expected range: 5.5170 16.6502
METAR 2M TEMPERATURE (K) VECX : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8409, expected range: -21.5688 -8.1162
Severely_persistent: rms_fgdepar=13.1583, expected range: 8.2693 21.6822
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5547, expected range: -17.9532 -7.5521
Severely_persistent: rms_fgdepar=13.5629, expected range: 7.7568 18.1519
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.0029, expected range: 5.8003 15.1561
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.2875, expected range: 5.7877 15.3795
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2227, expected range: -20.0954 -8.3624
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.2227, expected range: 9.3293 20.0415
BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3142, expected range: -22.0261 13.0991
Severely_persistent: rms_fgdepar=12.3200, expected range: 0.0000 19.5594
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5734, expected range: -15.0533 -10.3947
Severely_persistent: rms_fgdepar=12.9071, expected range: 10.6080 15.2553
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.4254, expected range: -17.6888 -2.2997
Severely_persistent: rms_fgdepar=14.4960, expected range: 2.4679 17.6584
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4873, expected range: -22.2061 -2.0545
Severely_persistent: rms_fgdepar=12.5322, expected range: 3.5897 21.3819
BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7264, expected range: -15.2952 -6.6575
Severely_persistent: rms_fgdepar=14.7643, expected range: 6.7406 15.3029
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6030, expected range: -16.6472 -5.4740
Severely_persistent: rms_fgdepar=12.7530, expected range: 5.6563 16.7410
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8473, expected range: -18.3286 8.1310
Severe: rms_fgdepar=12.8736, expected range: 0.0000 15.6688
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44243 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4146, expected range: -12.1704 1.9422
Severe: rms_fgdepar=12.4235, expected range: 0.0000 12.5411
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44215 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0870, expected range: -14.0777 0.4872
Severe: rms_fgdepar=13.1413, expected range: 0.0000 14.0959
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.1084, expected range: -14.3985 1.4421
Severe: rms_fgdepar=14.1789, expected range: 0.0000 14.3688
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44216 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1292, expected range: -12.8920 1.6642
Severe: rms_fgdepar=12.1591, expected range: 0.0000 12.9784
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24329 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0982, expected range: -19.7174 6.4095
Severe: rms_fgdepar=13.1768, expected range: 0.0000 18.3832
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6101, expected range: -15.7424 5.6765
Severe: rms_fgdepar=13.6251, expected range: 0.0000 16.3564
METAR 2M TEMPERATURE (K) KOFF : out of range
Severe: rms_fgdepar=10.7676, expected range: 0.0000 5.7959
METAR 2M TEMPERATURE (K) PGUM : out of range
Severe: rms_fgdepar=12.8713, expected range: 0.0000 15.2084
BUFR LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9037, expected range: -18.3414 7.9390
Severe: rms_fgdepar=12.9299, expected range: 0.0000 15.9105
BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0146, expected range: -13.4145 -4.3770
Severe: rms_fgdepar=12.0310, expected range: 4.5583 13.3662
BUFR LAND SYNOP 2M TEMPERATURE (K) 44243 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4646, expected range: -12.4523 2.5231
Severe: rms_fgdepar=12.4735, expected range: 0.0000 12.8211
BUFR LAND SYNOP 2M TEMPERATURE (K) 44215 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1759, expected range: -14.5538 -2.4519
Severe: rms_fgdepar=12.3934, expected range: 2.6791 14.6797
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=-14.3454, expected range: -14.0321 0.6493
Severe: rms_fgdepar=14.4140, expected range: 0.2015 13.8915
BUFR LAND SYNOP 2M TEMPERATURE (K) 44216 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1792, expected range: -12.9420 1.6142
Severe: rms_fgdepar=12.2090, expected range: 0.0000 13.0286
BUFR LAND SYNOP 2M TEMPERATURE (K) 24329 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1350, expected range: -19.7442 6.3654
Severe: rms_fgdepar=13.2136, expected range: 0.0000 18.4318
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5594, expected range: -15.6869 5.6653
Severe: rms_fgdepar=13.5762, expected range: 0.0000 16.3072
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=110.0000, expected range: 131.4582 151.3195
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=85388.0000, expected range: 96504.9638 113991.9774
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 72217 : out of range
Severe: rms_fgdepar=31.6093, expected range: 0.0000 17.9070