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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-26 00:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6511, expected range: 0.5451 0.5821
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7162, expected range: 0.5724 0.6011
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6677, expected range: 0.5489 0.5829
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6252, expected range: 0.5085 0.5438
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 5 : out of range
Considerable: obs_number=360.0000, expected range: 796.1023 1765.5783
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
Considerable: obs_number=370.0000, expected range: 816.5454 1799.7212
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
Considerable: obs_number=438.0000, expected range: 856.5204 1947.1944
cris
NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=0.1061, expected range: 0.0597 0.0850
atms
NPP ATMS RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3408, expected range: -0.2886 -0.2397
Severely_persistent: avg_biascorr=0.0457, expected range: -0.2840 -0.2593
NPP ATMS RADIANCES CHANNEL 14 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1367, expected range: -0.0825 -0.0409
Severely_persistent: avg_biascorr=0.0712, expected range: -0.2019 -0.0734
Severely_persistent: stdev_fgdepar=0.5074, expected range: 0.3823 0.4489
NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0468, expected range: -0.3238 -0.2905
NPP ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.9100, expected range: 0.6752 0.7315
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5032, expected range: -0.4481 -0.4094
Severely_persistent: avg_biascorr=-0.0722, expected range: -0.4118 -0.3590
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6374, expected range: -0.5582 -0.4895
Severely_persistent: avg_biascorr=-0.0557, expected range: -0.3281 -0.2431
NOAA20 ATMS RADIANCES CHANNEL 11 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2981, expected range: -0.5154 -0.4416
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4819, expected range: 0.3425 0.3991
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8579, expected range: 0.6189 0.6636
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.5128, expected range: -0.6487 -0.5907
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0043, expected range: 0.0036 0.0037
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-3.7714, expected range: -5.5696 -5.0939
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0005, expected range: 0.0128 0.0232
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 20-21 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.0090, expected range: 0.0084 0.0114
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
14 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.0248, expected range: 0.0113 0.0113
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-11.4948, expected range: -16.3610 12.0557
Severely_persistent: rms_fgdepar=11.5748, expected range: 0.0000 15.0661
Severely_persistent: avg_pge=0.9227, expected range: -0.8603 0.7500
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8408, expected range: -0.9932 0.7500
LAND TEMP TEMPERATURE (K) 40394 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9056, expected range: -0.7810 0.7500
LAND TEMP TEMPERATURE (K) 30635 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8795, expected range: -1.1397 0.7500
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-11.6958, expected range: -14.1091 9.6902
Severe: rms_fgdepar=11.7190, expected range: 0.0000 13.7705
Severe: avg_pge=0.9311, expected range: -1.2576 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 72327 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.1693, expected range: 0.0000 3.3248
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 24 : all data missing
Severe: obs_number=0, expected range: 14.84 216.76
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 27.88 320.96
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=283.0000, expected range: 321.1406 396.8594
amdar
WIGOS AMDAR TEMPERATURE (K) EU1823 PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8796, expected range: -1.0296 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) UX0VVSJA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=15.9781, expected range: 0.0000 7.8835
Severe: avg_pge=0.8319, expected range: -0.8663 0.7500
MODE-S WIND VECTOR DIFF (M/S) MC1E0F4 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2879, expected range: 0.2189 5.3270
MODE-S WIND VECTOR DIFF (M/S) M031F08 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.8338, expected range: 0.2409 4.8504
MODE-S WIND VECTOR DIFF (M/S) M257198 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.3951, expected range: 0.1670 5.1021
MODE-S WIND VECTOR DIFF (M/S) M0A1709 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.7877, expected range: 0.5014 4.6995
MODE-S WIND VECTOR DIFF (M/S) MB09F49 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.6576, expected range: 0.0000 5.5404
ADS-C WIND VECTOR DIFF (M/S) XIFGRBBA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.0784, expected range: 0.0000 49.0193
ADS-C WIND VECTOR DIFF (M/S) E3JGN1JA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.9043, expected range: 0.0000 10.2360
ADS-C WIND VECTOR DIFF (M/S) X3RYN1JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9845, expected range: 0.0000 13.5833
ADS-C WIND VECTOR DIFF (M/S) 2Z3YXTJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.5019, expected range: 0.0000 8.8538
ADS-C WIND VECTOR DIFF (M/S) ZTEIN5RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.8309, expected range: 0.1599 7.4045
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 03018 (2 pressure layers affe : out of range
Severe: rms_fgdepar=17.5479, expected range: 2.4088 4.9090
Severe: avg_pge=0.8750, expected range: -0.3063 0.6736
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=5378.0000, expected range: 1603.9008 3634.5992
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 96481 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.5859, expected range: 0.0000 6.1755
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35777 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-666.4309, expected range: -801.4353 806.3568
Severely_persistent: rms_fgdepar=696.4791, expected range: 0.0000 857.8934
Severely_persistent: avg_pge=0.9122, expected range: -1.0365 0.7500
BUFR LAND SYNOP RH2M (%) 94422 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.7563, expected range: -1.9936 74.9247
Severely_persistent: rms_fgdepar=55.7563, expected range: 0.0000 74.9247
Severely_persistent: avg_pge=1.0000, expected range: -1.4949 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 38112 : out of range
Severe: rms_fgdepar=30.5999, expected range: 0.0000 16.9418
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86210 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8159, expected range: -0.7117 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36421 : out of range
Severe: avg_fgdepar=-778.9457, expected range: -268.4353 378.4938
Severe: rms_fgdepar=805.0327, expected range: 0.0000 279.5140
Severe: avg_pge=0.9179, expected range: -0.5034 0.6682
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83522 : out of range
Severe: avg_pge=0.8061, expected range: 0.6754 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42662 : out of range
Severe: avg_pge=0.8244, expected range: -0.2378 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 94463 : out of range
Severe: avg_fgdepar=-1012.7913, expected range: -146.2630 129.2546
Severe: rms_fgdepar=1012.7913, expected range: -79.8607 119.7713
Severe: avg_pge=0.9364, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 97284 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8200, expected range: -1.3436 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86255 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8120, expected range: -0.7980 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13600 : out of range
Severe: rms_fgdepar=376.6804, expected range: 0.0000 216.5456
Severe: avg_pge=0.8439, expected range: -0.6062 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13622 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=924.4976, expected range: -708.6675 267.6563
Severe: rms_fgdepar=924.4976, expected range: 0.0000 708.6675
Severe: avg_pge=0.9338, expected range: 0.2354 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94463 : out of range
Severe: avg_fgdepar=-1008.0974, expected range: -115.9955 104.4850
Severe: rms_fgdepar=1008.0974, expected range: 0.0000 76.5102
Severe: avg_pge=0.9421, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13624 : out of range
Severe: avg_pge=0.8216, expected range: -1.0701 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14554 : out of range
Severe: rms_fgdepar=443.1047, expected range: 0.0000 250.5955
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13625 : out of range
Severe: rms_fgdepar=410.0020, expected range: 0.0000 211.9647
Severe: avg_pge=0.8514, expected range: -0.6753 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 93498 : out of range
Severe: rms_fgdepar=390.1610, expected range: 0.0000 201.1085
Severe: avg_pge=0.8124, expected range: -1.1655 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=51.0000, expected range: 55.9203 61.1908
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5456 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=714.4360, expected range: 382.1500 1083.7449
Severely_persistent: rms_fgdepar=724.4176, expected range: 415.6410 1058.4075
BUFR SHIP SYNOP SURFACE PRESSURE (PA) SJA4RSK : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8368, expected range: -1.4292 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9HA3062 : out of range
Severe: rms_fgdepar=19.9442, expected range: 0.0000 8.6536
Severe: avg_pge=0.9179, expected range: -0.7257 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 7JVW : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.1263, expected range: 0.0000 13.0172
Severe: avg_pge=0.8182, expected range: -0.8063 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ONFZ : out of range
Severe: rms_fgdepar=18.4711, expected range: 0.0000 12.5101
Severe: avg_pge=0.9012, expected range: -1.2830 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9450 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-677.4782, expected range: -591.6659 482.2291
Severe: rms_fgdepar=695.3412, expected range: 0.0000 413.9810
Severe: avg_pge=0.8611, expected range: -0.5830 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) FLSU : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-545.2475, expected range: -1063.1681 879.8966
Severe: rms_fgdepar=545.2475, expected range: 0.0000 660.9500
Severe: avg_pge=0.8279, expected range: -1.1206 0.7500
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 6100196 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=21.3540, expected range: -17.9639 32.6538
Severely_persistent: rms_fgdepar=22.2815, expected range: 0.0000 32.9667
Severely_persistent: avg_pge=0.9192, expected range: -1.0020 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602731 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-648.4351, expected range: -559.5077 642.5076
Severely_persistent: rms_fgdepar=651.4750, expected range: -416.9905 599.1858
Severely_persistent: avg_pge=0.9104, expected range: -1.0999 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204585 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=543.2679, expected range: -588.9831 505.9912
Severely_persistent: rms_fgdepar=550.5855, expected range: -588.3339 826.2975
Severely_persistent: avg_pge=0.9013, expected range: -1.4873 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203607 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=607.5884, expected range: -2523.8868 2421.5479
Severely_persistent: rms_fgdepar=607.7834, expected range: 0.0000 1951.5793
Severely_persistent: avg_pge=0.9062, expected range: -1.4423 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402509 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8076, expected range: -0.9644 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301564 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=659.2139, expected range: -989.1668 634.6348
Severe: rms_fgdepar=659.2139, expected range: 0.0000 946.3093
Severe: avg_pge=0.9163, expected range: -1.0753 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101717 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=477.8550, expected range: 0.0000 48.3361
Severe: avg_pge=0.8750, expected range: -0.0077 0.0084
metar
METAR SURFACE PRESSURE (PA) SKAR : out of range
Severe: rms_fgdepar=383.8623, expected range: 0.0000 200.7880
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=63.0124, expected range: 45.5270 90.7285
Severely_persistent: rms_fgdepar=63.0124, expected range: 45.5270 90.7285
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.5090, expected range: -69.7936 -60.3124
Severely_persistent: rms_fgdepar=62.5090, expected range: 60.3124 69.7936
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=63.0366, expected range: 45.4916 90.7964
Severely_persistent: rms_fgdepar=63.0366, expected range: 45.4916 90.7964
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.2519, expected range: -73.2786 -48.8634
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.2594, expected range: 48.9554 73.2762
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
MANUAL LAND SYNOP SNOW (CM) 29759 : out of range
Severe: rms_fgdepar=33.2008, expected range: 0.8646 9.8134
ROCOB TEMP SNOW (CM) 64301668 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.9528, expected range: 3.2350 14.1329
BUFR LAND SYNOP SNOW (CM) 47020 : out of range
Severe: rms_fgdepar=69.9995, expected range: 0.0000 206.2990
BUFR LAND SYNOP SNOW (CM) 47022 : out of range
Severe: avg_fgdepar=98.2820, expected range: 95.9705 101.9562
Severe: rms_fgdepar=98.2821, expected range: 95.9769 101.9553
BUFR LAND SYNOP SNOW (CM) 13492 : out of range
Severe: rms_fgdepar=29.8355, expected range: -0.0965 0.1216
BUFR LAND SYNOP SNOW (CM) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.6812, expected range: -0.0721 0.1037
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 60206 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.8855, expected range: 2.7975 15.4185
Severely_persistent: rms_fgdepar=13.8929, expected range: 3.2876 15.2937
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7288, expected range: -17.1963 -8.0085
Severely_persistent: rms_fgdepar=12.8819, expected range: 8.2513 17.3007
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24679 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6621, expected range: -19.4667 10.6688
Severely_persistent: rms_fgdepar=14.7664, expected range: 0.0000 16.3309
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.1690, expected range: -19.9901 -9.3447
Severely_persistent: rms_fgdepar=16.1781, expected range: 9.6822 19.9593
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0475, expected range: -17.2969 -8.0323
Severely_persistent: rms_fgdepar=13.2020, expected range: 8.2321 17.4322
BUFR LAND SYNOP 2M TEMPERATURE (K) 24679 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.9023, expected range: -19.6853 10.8052
Severely_persistent: rms_fgdepar=15.0080, expected range: 0.0000 16.4902
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.0941, expected range: 0.0000 5.7402
MANUAL LAND SYNOP 2M TEMPERATURE (K) 61612 : out of range
Severe: rms_fgdepar=10.0824, expected range: 0.0862 5.1050
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
Severe: avg_fgdepar=-12.8436, expected range: -9.1012 9.8364
Severe: rms_fgdepar=12.9015, expected range: 0.0000 8.4442
MANUAL LAND SYNOP 2M TEMPERATURE (K) 28382 : out of range
Severe: avg_fgdepar=-12.0461, expected range: -4.5703 2.5155
Severe: rms_fgdepar=12.3052, expected range: 0.0000 4.7397
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22213 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.8766, expected range: 0.0000 4.8791
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9384, expected range: -14.2268 11.3085
Severe: rms_fgdepar=12.9478, expected range: 0.0000 11.8030
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8332, expected range: -16.2214 12.2738
Severe: rms_fgdepar=12.9305, expected range: 0.0000 12.0384
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24219 : out of range
Severe: avg_fgdepar=-13.5758, expected range: -15.0105 3.1419
Severe: rms_fgdepar=13.7510, expected range: 0.0000 14.3138
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22249 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0830, expected range: -6.3276 4.8396
Severe: rms_fgdepar=12.1646, expected range: -3.7277 7.0212
METAR 2M TEMPERATURE (K) LIMA : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.3660, expected range: -6.2086 6.6437
Severe: rms_fgdepar=14.3660, expected range: 0.0000 7.3432
METAR 2M TEMPERATURE (K) MMBT : out of range
Severe: rms_fgdepar=11.3196, expected range: 1.2564 4.8944
BUFR LAND SYNOP 2M TEMPERATURE (K) 01082 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.5930, expected range: -9.4594 4.3802
Severe: rms_fgdepar=15.6151, expected range: 0.0000 9.9306
BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
Severe: avg_fgdepar=-12.9524, expected range: -9.2158 9.7723
Severe: rms_fgdepar=13.0098, expected range: 0.0000 8.4816
BUFR LAND SYNOP 2M TEMPERATURE (K) 28382 : out of range
Severe: avg_fgdepar=-12.0978, expected range: -4.6360 2.4950
Severe: rms_fgdepar=12.3545, expected range: 0.0000 4.7938
BUFR LAND SYNOP 2M TEMPERATURE (K) 01084 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3949, expected range: 0.0000 5.3254
BUFR LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8987, expected range: -14.2298 11.2200
Severe: rms_fgdepar=12.9080, expected range: 0.0000 11.8220
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8832, expected range: -16.2714 12.2238
Severe: rms_fgdepar=12.9802, expected range: 0.0000 12.1174
BUFR LAND SYNOP 2M TEMPERATURE (K) 24219 : out of range
Severe: avg_fgdepar=-13.6234, expected range: -14.9139 3.0353
Severe: rms_fgdepar=13.7976, expected range: 0.0000 14.2466
BUFR LAND SYNOP 2M TEMPERATURE (K) 22249 : out of range
Severe: avg_fgdepar=-12.0860, expected range: -6.3503 4.7602
Severe: rms_fgdepar=12.1705, expected range: -3.7384 7.0270
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 16684 : out of range
Severe: rms_fgdepar=31.1611, expected range: 0.0000 13.9405