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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-03 00:00

amsua
NOAA-18 AMSUA RADIANCES CHANNEL 7 : out of range
Considerable: stdev_fgdepar=0.2558, expected range: 0.1946 0.2335
NOAA-19 AMSUA RADIANCES CHANNEL 14 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.5059, expected range: 0.3793 0.4569
METOP-C AMSUA RADIANCES CHANNEL 12 : out of range
Considerable: avg_fgdepar=-0.1517, expected range: -0.0793 0.0483
iasi
METOP-B IASI RADIANCES (220 channels affected) : out of range
Severe: obs_number=16329.0000, expected range: 22032.4819 23199.0181
METOP-C IASI RADIANCES (186 channels affected) : out of range
Severe: obs_number=15831.0000, expected range: 21632.3817 23223.3683
cris
NPP CRIS RADIANCES CHANNEL 33 : out of range
1 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=0.6441, expected range: 0.0000 0.4258
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8048.26 19885.74
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=0.0949, expected range: -0.0244 0.0288
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.5172, expected range: 0.0818 0.1765
atms
NPP ATMS RADIANCES CHANNEL 12 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3978, expected range: 0.1316 0.2797
NPP ATMS RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=0.6087, expected range: 0.1673 0.4263
Considerable: avg_fgdepar=-0.4924, expected range: -0.2267 0.2252
NPP ATMS RADIANCES CHANNEL 9 : out of range
Considerable: obs_number=3508.0000, expected range: 2909.9426 3363.1824
NPP ATMS RADIANCES CHANNEL 10 : out of range
Considerable: obs_number=3510.0000, expected range: 2909.9280 3362.9470
NPP ATMS RADIANCES CHANNEL 11 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=3509.0000, expected range: 2910.0898 3363.0352
NPP ATMS RADIANCES CHANNEL 15 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=3510.0000, expected range: 2925.6068 3328.6432
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=0.5734, expected range: 0.1051 0.4092
gpsro
All COSMIC2-E2 GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 663.65 3429.80
resat
All AURA OMI ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 17705.87 24262.70
Radiosondes
LAND TEMP TEMPERATURE (K) 30635 PRESSURE LAYER 900-1200 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8854, expected range: -0.6790 0.7500
All HIGH RESO SEA TEMP ALL LAYERS North pole : all data missing
Severely_persistent: obs_number=0, expected range: 39.87 113.13
LAND TEMP TEMPERATURE (K) 17281 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=-11.6171, expected range: -0.7110 0.9734
Severe: rms_fgdepar=11.6171, expected range: 0.0000 3.0624
LAND TEMP TEMPERATURE (K) 17281 (2 pressure layers affected) : out of range
Severe: avg_pge=0.9222, expected range: -0.0832 0.1557
LAND TEMP TEMPERATURE (K) 60715 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=10.7117, expected range: -6.4646 7.6260
Severe: rms_fgdepar=10.7944, expected range: 0.0000 8.9337
Severe: avg_pge=0.8202, expected range: -1.3401 0.7500
LAND TEMP TEMPERATURE (K) 32150 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=6.7741, expected range: 0.0000 2.6818
Severe: avg_pge=0.8606, expected range: -0.4534 0.7308
LAND TEMP TEMPERATURE (K) 23955 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=7.8934, expected range: 0.0000 5.9347
Severe: avg_pge=0.8810, expected range: -0.5636 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 24122 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=24.6430, expected range: -12.1680 21.6481
Severe: rms_fgdepar=26.8837, expected range: 0.0000 29.8002
LAND TEMP WIND VECTOR DIFF (M/S) 17281 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=42.1230, expected range: -0.0357 4.0219
Severe: rms_fgdepar=42.1230, expected range: 0.0000 4.5209
Severe: avg_pge=0.9347, expected range: -0.0907 0.1333
LAND TEMP WIND VECTOR DIFF (M/S) 48657 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=16.0292, expected range: 0.0000 6.4898
Severe: avg_pge=0.8078, expected range: -0.5336 0.7500
HIGH RESO LAND TEMP Q (G/KG) 72215 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=3.0227, expected range: 0.0000 1.6550
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Considerable: obs_number=657.0000, expected range: 735.6595 771.0905
amdar
AMDAR WIND VECTOR DIFF (M/S) CNFKQP PRESSURE LAYER 300-600 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9224, expected range: -0.8523 0.7500
AMDAR WIND VECTOR DIFF (M/S) CNFKQP (2 pressure layers affected) : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=37.4140, expected range: -22.9218 45.4012
Severe: rms_fgdepar=37.4140, expected range: 0.0000 52.0484
airep
AIREP WIND VECTOR DIFF (M/S) UAL960 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.1278, expected range: 0.0000 42.8785
AIREP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=210.0000, expected range: 56.9394 146.4356
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 761.5777
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47746 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=16.4982, expected range: 1.0922 6.2550
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 61442 PRESSURE LAYER 0-300 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=22.0689, expected range: 0.0000 41.5145
synop
MANUAL LAND SYNOP RH2M (%) 40710 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.3057, expected range: -39.6695 132.8483
Severely_persistent: rms_fgdepar=59.3057, expected range: 0.0000 132.8483
MANUAL LAND SYNOP RH2M (%) 41560 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.4970, expected range: -1.0943 77.0001
Severely_persistent: rms_fgdepar=60.4970, expected range: 3.0179 74.2233
Severely_persistent: avg_pge=0.9989, expected range: -0.8103 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8359, expected range: -0.8508 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 37897 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8641, expected range: -1.1059 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86775 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8361, expected range: 0.7371 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58926 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9043, expected range: -1.1884 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=522.2421, expected range: -16.8314 794.7457
Severely_persistent: rms_fgdepar=525.1398, expected range: 0.0000 792.8975
Severely_persistent: avg_pge=0.8731, expected range: 0.5450 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 07749 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8151, expected range: -1.2494 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56079 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8617, expected range: -1.2902 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 12786 : out of range
Severe: rms_fgdepar=30.4673, expected range: 0.0000 16.7253
MANUAL LAND SYNOP RH2M (%) 38611 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=61.6435, expected range: -37.3831 60.0797
Severe: rms_fgdepar=61.6926, expected range: 0.0000 53.6187
Severe: avg_pge=0.8427, expected range: -0.0071 0.0150
MANUAL LAND SYNOP RH2M (%) 64702 : out of range
Severe: avg_fgdepar=66.2244, expected range: -26.6783 50.5910
Severe: rms_fgdepar=66.2244, expected range: 0.0000 50.5910
Severe: avg_pge=1.0000, expected range: -0.0148 0.0279
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=52.7557, expected range: 8.9547 68.3946
Severe: rms_fgdepar=52.7557, expected range: 8.9547 68.3946
Severe: avg_pge=0.9055, expected range: -1.2427 0.7500
MANUAL LAND SYNOP RH2M (%) 37735 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.2801, expected range: -83.8211 136.0289
Severe: rms_fgdepar=50.2801, expected range: 0.0000 126.5484
MANUAL LAND SYNOP RH2M (%) 38345 : out of range
Severe: avg_fgdepar=55.1486, expected range: 6.8475 54.1186
Severe: rms_fgdepar=55.6778, expected range: 7.1020 54.9131
MANUAL LAND SYNOP RH2M (%) 38618 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=68.4245, expected range: -66.3223 109.4120
Severe: rms_fgdepar=68.4713, expected range: 0.0000 104.8252
Severe: avg_pge=0.9440, expected range: -0.2215 0.2829
MANUAL LAND SYNOP RH2M (%) 38328 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=72.8782, expected range: -63.4024 96.9477
Severe: rms_fgdepar=72.8979, expected range: 0.0000 93.7568
Severe: avg_pge=0.9748, expected range: -0.7227 0.7500
MANUAL LAND SYNOP RH2M (%) 38198 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.9892, expected range: -11.6825 57.9179
Severe: rms_fgdepar=50.9892, expected range: 0.0000 57.9179
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42441 : out of range
Severe: avg_pge=0.8723, expected range: -1.1640 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38208 : out of range
Severe: avg_fgdepar=-536.5728, expected range: -131.6443 126.2814
Severe: rms_fgdepar=761.4715, expected range: 0.0000 123.4449
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41678 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8209, expected range: -1.0794 0.7500
BUFR LAND SYNOP RH2M (%) 15118 : out of range
Severe: rms_fgdepar=37.1177, expected range: 0.0000 19.2173
BUFR LAND SYNOP RH2M (%) 95458 : out of range
Severe: rms_fgdepar=42.3405, expected range: 0.0000 9.4502
BUFR LAND SYNOP RH2M (%) 11978 : out of range
Severe: rms_fgdepar=39.0185, expected range: 0.0000 20.4652
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04110 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8445, expected range: -0.4051 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24671 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8406, expected range: -1.1207 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61982 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=513.5742, expected range: 0.0000 437.6210
Severe: avg_pge=0.8906, expected range: -0.0935 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33633 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8351, expected range: -1.1975 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61699 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=489.7621, expected range: 0.0000 244.2356
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUMDE23 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8464, expected range: 0.0935 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) BATFR54 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8504, expected range: -0.6744 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3EYJ4 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8294, expected range: -0.8291 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRQJ9 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8553, expected range: -0.8137 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6LT8 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8136, expected range: -1.3465 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) H3VU : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=643.8170, expected range: 0.0000 1041.5373
SHIP WIND VECTOR DIFF (M/S) VREX7 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=32.6739, expected range: -7.6576 23.2251
Severe: rms_fgdepar=32.6739, expected range: 0.0000 23.5106
Severe: avg_pge=0.9583, expected range: 0.0534 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3ETM6 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8967, expected range: -1.1785 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7VY7 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9183, expected range: -0.7571 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7AP5 : out of range
Severe: avg_fgdepar=547.0557, expected range: -400.5299 878.9551
Severe: rms_fgdepar=547.0557, expected range: 0.0000 854.8166
Severe: avg_pge=0.8036, expected range: -0.6684 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6SD9 : out of range
Severe: avg_fgdepar=-689.2315, expected range: -611.8259 161.8001
Severe: rms_fgdepar=785.4955, expected range: 0.0000 625.4208
Severe: avg_pge=0.8258, expected range: -0.4290 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KLUX : out of range
Severe: avg_fgdepar=529.7891, expected range: 232.2908 551.4236
Severe: rms_fgdepar=529.7891, expected range: 233.9851 550.6981
Severe: avg_pge=0.8018, expected range: 0.4532 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) BKIY : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=473.7986, expected range: 0.0000 242.5707
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGTZ : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=519.7595, expected range: 0.0000 838.3051
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 4600071 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9275, expected range: -0.7909 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5102706 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8088, expected range: -1.0517 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101637 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8150, expected range: -0.5531 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) 6100196 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=723.2773, expected range: -397.5674 351.9110
Severe: rms_fgdepar=723.5847, expected range: 0.0000 510.6691
Severe: avg_pge=0.9177, expected range: -1.2188 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1401721 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=399.1652, expected range: 0.0000 126.2021
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101753 : out of range
Severe: rms_fgdepar=402.0666, expected range: 0.0000 186.6257
DRIFTING BUOYS SURFACE PRESSURE (PA) 5401534 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8589, expected range: -1.1501 0.7500
metar
METAR SURFACE PRESSURE (PA) OIBB : out of range
Severe: rms_fgdepar=311.1640, expected range: 0.0000 118.4441
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.7513, expected range: 51.4917 60.4391
Severely_persistent: rms_fgdepar=52.7513, expected range: 51.4917 60.4391
MANUAL LAND SYNOP SNOW (CM) 20107 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=63.2978, expected range: 42.0308 75.7789
Severely_persistent: rms_fgdepar=63.2978, expected range: 42.0308 75.7789
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.8330, expected range: 8.9736 172.1015
Severely_persistent: rms_fgdepar=99.8330, expected range: 15.5487 168.1829
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.1042, expected range: -68.0171 -63.4268
Severely_persistent: rms_fgdepar=65.1042, expected range: 62.7878 69.1952
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.8975, expected range: 51.6155 60.5668
Severely_persistent: rms_fgdepar=52.8975, expected range: 51.6155 60.5668
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-80.6179, expected range: -88.9890 -77.5281
Severely_persistent: rms_fgdepar=80.6216, expected range: 77.5253 88.9984
BUFR LAND SYNOP SNOW (CM) 20107 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=62.0102, expected range: 40.5518 74.5673
Severely_persistent: rms_fgdepar=62.0102, expected range: 40.5518 74.5673
MANUAL LAND SYNOP SNOW (CM) 16040 : out of range
Severe: rms_fgdepar=40.2890, expected range: 0.0000 16.2653
MANUAL LAND SYNOP SNOW (CM) 14009 : out of range
Severe: avg_fgdepar=66.6636, expected range: 8.6652 35.4005
Severe: rms_fgdepar=66.6636, expected range: 8.6652 35.4005
BUFR LAND SYNOP SNOW (CM) 14009 : out of range
Severe: avg_fgdepar=66.6636, expected range: 8.6652 35.4005
Severe: rms_fgdepar=66.6636, expected range: 8.6652 35.4005
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 17690 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4111, expected range: -20.2618 -1.3637
Severely_persistent: rms_fgdepar=12.4973, expected range: 1.7120 20.1783
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3601, expected range: -15.8737 -12.7389
Severely_persistent: rms_fgdepar=14.5059, expected range: 12.8615 16.0229
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40710 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7911, expected range: -22.6684 5.2736
Severely_persistent: rms_fgdepar=12.8992, expected range: 0.0000 21.8499
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8059, expected range: -16.1525 -3.0612
Severely_persistent: rms_fgdepar=15.1515, expected range: 3.2678 16.1457
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37609 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7750, expected range: -21.8647 5.7563
Severely_persistent: rms_fgdepar=13.7820, expected range: 0.0000 21.7805
METAR 2M TEMPERATURE (K) UHMA : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.0032, expected range: -11.0191 16.9717
Severely_persistent: rms_fgdepar=15.2497, expected range: 0.0000 19.2645
METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=15.1106, expected range: 9.2437 23.7136
Severely_persistent: rms_fgdepar=15.1404, expected range: 9.3792 23.7585
BUFR LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8559, expected range: -16.2025 -3.1112
Severely_persistent: rms_fgdepar=15.2003, expected range: 3.3164 16.1960
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1183, expected range: -16.2709 -12.5910
Severely_persistent: rms_fgdepar=14.2626, expected range: 12.7374 16.3964
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
Severe: rms_fgdepar=10.6396, expected range: 0.0000 4.8338
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02101 : out of range
Severe: rms_fgdepar=11.2764, expected range: 0.3266 4.3585
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51711 : out of range
Severe: avg_fgdepar=-12.0956, expected range: -14.6450 5.5445
Severe: rms_fgdepar=12.0956, expected range: 0.0000 12.7144
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 38345 : out of range
Severe: avg_fgdepar=-12.7902, expected range: -6.8736 0.3048
Severe: rms_fgdepar=12.7902, expected range: 0.0000 6.8736
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.8950, expected range: -3.0356 3.2603
Severe: rms_fgdepar=15.9224, expected range: 0.0000 3.2185
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68408 : out of range
Severe: avg_fgdepar=-12.6381, expected range: -3.1129 1.8104
Severe: rms_fgdepar=12.6512, expected range: 0.1078 2.4121
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
Severe: rms_fgdepar=12.3143, expected range: 0.0000 4.4108
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38345 : out of range
Severe: rms_fgdepar=10.4822, expected range: 0.0000 5.2041
METAR 2M TEMPERATURE (K) KGTB : out of range
Severe: rms_fgdepar=12.4448, expected range: 0.0000 5.7145
METAR 2M TEMPERATURE (K) KAFF : out of range
Severe: avg_fgdepar=17.6589, expected range: -3.8663 5.2834
Severe: rms_fgdepar=17.6589, expected range: 0.0000 9.4686
METAR 2M TEMPERATURE (K) MMBT : out of range
Severe: rms_fgdepar=10.8724, expected range: 0.4212 4.5834
BUFR LAND SYNOP 2M TEMPERATURE (K) 73030 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.8854, expected range: -7.3579 7.9933
Severe: rms_fgdepar=15.8854, expected range: 0.0000 8.7597
BUFR LAND SYNOP 2M TEMPERATURE (K) 01250 : out of range
Severe: rms_fgdepar=10.0655, expected range: 0.0000 5.2332
BUFR LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
Severe: avg_fgdepar=-16.0302, expected range: -3.0951 3.2024
Severe: rms_fgdepar=16.0610, expected range: 0.0000 3.2356
BUFR LAND SYNOP 2M TEMPERATURE (K) 02827 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0885, expected range: -6.8129 11.9635
BUFR LAND SYNOP 2M TEMPERATURE (K) 68408 : out of range
Severe: avg_fgdepar=-12.6904, expected range: -3.1627 1.7580
Severe: rms_fgdepar=12.7034, expected range: 0.0576 2.4917
BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
Severe: rms_fgdepar=12.3620, expected range: 0.0000 4.5025
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 41301 : out of range
Severe: rms_fgdepar=32.8521, expected range: 0.0000 17.8344
METAR RH2M (%) DNMN : out of range
Severe: rms_fgdepar=32.2769, expected range: 0.0000 16.9315
BUFR LAND SYNOP RH2M (%) 33518 : out of range
Severe: rms_fgdepar=35.6509, expected range: 0.0000 17.7137