Operational Data Checking

An automatic data checking system has been implemented at ECMWF to trigger warnings in case of anomalies affecting the quality or the availability of the data assimilated by the model. Selected statistical parameters (number of observations, bias correction, and mean bias-corrected background, analysis departures and probability of gross error) are checked against an expected range. An appropriate alert message (including a time series plot) is generated if statistics are outside the specified ranges. A severity level (slight, considerable, severe) is assigned to each message depending on how far statistics are from the expected values. Two kinds of ranges are used by the automatic checking: Soft and Hard limits. Soft limits are updated automatically using statistics from the last twenty days (extremes are excluded during this process). Hard limits are adjusted manually when required.

Currently, the automatic checking is limited to data passing through the minimisation process (including VarBC passive data). It's being applied twice a day to the delayed cut-off 4D-VAR cycles (00 and 12) and four times a day to the early delivery assimilation system (00,06,12 and 18).

The alarm system results are based on feedback information from the ECMWF data assimilation and consequently reflect the ECMWF data usage. Although most warnings are related to data problems, they may on occasion also be related to model issues. Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice. ECMWF accepts no responsibility for actions taken on the basis of these results.

Delayed cut-off 4DVAR at 2022-05-12 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0835, expected range: 0.1542 0.1993
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5583, expected range: -0.6570 -0.6229
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2360, expected range: 0.3147 0.3257
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2400, expected range: -0.1314 -0.0917
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2454, expected range: -0.1608 -0.1519
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.7146, expected range: -0.6370 -0.5940
mhs
METOP-C MHS ALLSKY RADIANCES CHANNEL 3 : out of range
Considerable: obs_number=39862.0000, expected range: 46021.8398 50473.9102
METOP-C MHS ALLSKY RADIANCES CHANNEL 4 : out of range
Considerable: obs_number=38433.0000, expected range: 44381.4918 47881.1332
METOP-C MHS ALLSKY RADIANCES CHANNEL 5 : out of range
Considerable: obs_number=24654.0000, expected range: 27274.1705 30794.9545
atms
NPP ATMS RADIANCES CHANNEL 19 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1613, expected range: -0.2007 -0.1786
NPP ATMS RADIANCES CHANNEL 14 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0224, expected range: -0.0379 -0.0164
NPP ATMS RADIANCES CHANNEL 13 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4113, expected range: -0.3684 -0.3434
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2617, expected range: -0.2927 -0.2913
NOAA20 ATMS RADIANCES CHANNEL 21 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0631, expected range: -0.1051 -0.1047
NOAA20 ATMS RADIANCES CHANNEL 18 : out of range
Considerable: obs_number=6902.0000, expected range: 5244.8615 6544.2650
gpsro
COSMIC2-E2 GPSRO SETTING (23 impact heights affected) : out of range
Considerable: obs_number=1389.0000, expected range: 1713.2800 2397.0950
TERRASAR-X GPSRO SETTING HEIGHT 46-48 KM : out of range
1 times in the last 10 days for at least one item
Slight: avg_norm_fgdepar=0.4667, expected range: -0.3858 0.2858
Atmospheric Motion Vector
METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=245.0000, expected range: 345.4287 500.2458
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Slight: stdev_press=97.0891, expected range: 101.7768 110.2619
Geostationary CSR
HIMAWARI-8 AHI RADIANCES CHANNEL 4 : out of range
Considerable: obs_number=8698.0000, expected range: 10911.6635 18474.9615
Radiosondes
LAND TEMP Q (G/KG) 42647 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=11.9782, expected range: -5.2083 5.6097
Severe: rms_fgdepar=11.9782, expected range: 0.0000 5.2443
LAND TEMP TEMPERATURE (K) 36872 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=6.8590, expected range: 0.1066 2.5484
LAND TEMP TEMPERATURE (K) 42647 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=11.0936, expected range: -2.7022 3.5771
Severe: rms_fgdepar=11.0936, expected range: 0.0000 3.2832
Severe: avg_pge=0.9363, expected range: -0.6375 0.7500
HIGH RESO LAND TEMP Q (G/KG) 74389 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=3.1399, expected range: 0.0000 0.8414
HIGH RESO LAND TEMP Q (G/KG) 72562 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.6290, expected range: 0.0000 1.3871
HIGH RESO LAND TEMP Q (G/KG) 94637 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.7669, expected range: 0.0000 1.1215
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Severe: rms_fgdepar=9.4552, expected range: 2.0534 3.4502
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 94299 (2 pressure layers af : out of range
Severe: avg_fgdepar=25.5437, expected range: -1.3963 5.7973
HIGH RESO LAND TEMP TEMPERATURE (K) 72265 PRESSURE LAYER 900-1200 (HPA : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.9205, expected range: 0.0000 2.0943
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=278.0000, expected range: 149.8119 171.6881
Considerable: obs_number=250.0000, expected range: 114.1148 177.8852
All HIGH RESO SEA TEMP ALL LAYERS North Atlantic : all data missing
Severe: obs_number=0, expected range: 172.20 724.08
All HIGH RESO SEA TEMP ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 157.38 772.20
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
Severe: obs_number=0.0000, expected range: 86.0436 505.4564
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=186.0000, expected range: 100.5013 149.9987
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=2.1216, expected range: 0.0422 1.2399
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=726.0000, expected range: 885.4531 1184.5469
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=1345.0000, expected range: 291.6465 787.8535
amdar
WIGOS AMDAR Q (G/KG) GRBWUUZA (2 pressure layers affected) : out of range
Severe: rms_fgdepar=7.2069, expected range: 0.0000 6.3114
MODE-S WIND VECTOR DIFF (M/S) M1D7512 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.0721, expected range: 1.1466 5.2358
MODE-S WIND VECTOR DIFF (M/S) M71B03B PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.5979, expected range: 0.0000 5.4459
ADS-C WIND VECTOR DIFF (M/S) N50KMEBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.1222, expected range: 0.0000 8.9572
ADS-C WIND VECTOR DIFF (M/S) JR2XLNJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.7493, expected range: 0.0000 8.4102
WIGOS AMDAR Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Slight: rms_fgdepar=1.6919, expected range: 0.8417 1.6382
airep
AIREP WIND VECTOR DIFF (M/S) UAL22 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.0330, expected range: 0.2824 5.2551
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 96163 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=18.1833, expected range: 0.0000 10.9932
Severe: avg_pge=0.8199, expected range: -0.4941 0.7500
BUFR LAND PILOT WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 29.5454 190.8084
All BUFR LAND PILOT ALL LAYERS North West Pacific : all data missing
Severe: obs_number=0, expected range: 29.55 190.81
synop
MANUAL LAND SYNOP RH2M (%) 42752 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9982, expected range: -1.6710 0.7500
MANUAL LAND SYNOP RH2M (%) 42473 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9370, expected range: -1.6478 0.7500
MANUAL LAND SYNOP RH2M (%) 41697 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.1378, expected range: -1.2639 57.1196
Severely_persistent: rms_fgdepar=50.4298, expected range: 0.0000 56.9603
Severely_persistent: avg_pge=1.0000, expected range: -1.5986 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68491 : out of range
Severe: rms_fgdepar=322.7492, expected range: 0.0000 56.2189
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68583 : out of range
Severe: rms_fgdepar=329.0064, expected range: 0.0000 104.9130
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68593 : out of range
Severe: rms_fgdepar=318.2477, expected range: 5.7066 111.9065
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68494 : out of range
Severe: rms_fgdepar=360.9882, expected range: 0.0000 60.4886
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68585 : out of range
Severe: rms_fgdepar=376.7358, expected range: 26.0380 153.7430
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68495 : out of range
Severe: rms_fgdepar=325.9127, expected range: 11.3509 133.0714
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68497 : out of range
Severe: rms_fgdepar=319.0311, expected range: 35.2160 111.1860
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 94680 : out of range
Severe: avg_fgdepar=985.5255, expected range: -51.2758 67.7420
Severe: rms_fgdepar=985.5255, expected range: 0.0000 60.9766
Severe: avg_pge=0.9409, expected range: 0.0000 0.0000
MANUAL LAND SYNOP Z (M) 38856 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8861, expected range: -1.4205 0.7500
MANUAL LAND SYNOP RH2M (%) 40650 : out of range
Severe: rms_fgdepar=38.8073, expected range: 0.0000 18.6307
MANUAL LAND SYNOP RH2M (%) 43193 : out of range
Severe: rms_fgdepar=31.2902, expected range: 0.0000 15.9138
MANUAL LAND SYNOP RH2M (%) 42744 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9854, expected range: -1.4306 0.7500
MANUAL LAND SYNOP RH2M (%) 41715 : out of range
Severe: avg_pge=0.8774, expected range: -0.9772 0.7500
MANUAL LAND SYNOP RH2M (%) 42639 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=40.6074, expected range: 0.0000 26.8868
Severe: avg_pge=0.9981, expected range: -0.0129 0.0218
BUFR LAND SYNOP SURFACE PRESSURE (PA) 68582 : out of range
Severe: rms_fgdepar=303.4852, expected range: 0.0000 74.6037
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94299 : out of range
Severe: rms_fgdepar=375.6506, expected range: 0.0000 86.4977
BUFR LAND SYNOP Z (M) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=102.0000, expected range: 75.3572 78.8928
BUFR LAND SYNOP RH2M (%) 60520 : out of range
Severe: avg_fgdepar=57.4321, expected range: -45.4948 54.4167
Severe: rms_fgdepar=57.4321, expected range: -37.8897 50.6753
BUFR LAND SYNOP RH2M (%) 72520 : out of range
Severe: avg_pge=0.9882, expected range: -0.3480 0.4180
BUFR LAND SYNOP RH2M (%) 94422 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9941, expected range: -1.3444 0.7500
BUFR LAND SYNOP RH2M (%) 94444 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9311, expected range: -1.1915 0.7500
BUFR LAND SYNOP RH2M (%) 64184 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9966, expected range: -1.3921 0.7500
BUFR LAND SYNOP RH2M (%) 23405 : out of range
Severe: rms_fgdepar=42.0932, expected range: 0.0000 16.4698
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=521.0000, expected range: 579.4653 658.2847
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 45024 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8868, expected range: 0.6409 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRKC2 : out of range
Severe: rms_fgdepar=16.2435, expected range: 0.0000 11.7633
Severe: avg_pge=0.8843, expected range: -0.8468 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3E2426 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9117, expected range: -0.3133 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCEF2 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-732.2216, expected range: -1209.3907 930.0834
Severe: rms_fgdepar=732.2216, expected range: 0.0000 718.0592
Severe: avg_pge=0.8786, expected range: -0.3621 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6DL4 : out of range
Severe: rms_fgdepar=496.5493, expected range: 0.0000 211.1604
Severe: avg_pge=0.8273, expected range: -0.3238 0.4142
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRRH6 : out of range
Severe: rms_fgdepar=397.2616, expected range: 0.0000 109.2689
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRNA8 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=509.6689, expected range: -302.3069 871.9233
Severe: rms_fgdepar=509.6689, expected range: 0.0000 871.9233
Severe: avg_pge=0.8176, expected range: -0.6827 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HJG9 : out of range
Severe: rms_fgdepar=404.9579, expected range: 0.0000 163.3750
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 5102722 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8120, expected range: -1.5750 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301572 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8466, expected range: -1.5558 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6102797 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8442, expected range: -1.0040 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301611 : out of range
Severe: rms_fgdepar=409.6545, expected range: 0.0000 165.0742
metar
METAR SURFACE PRESSURE (PA) FOOB : out of range
Severe: rms_fgdepar=588.8406, expected range: 0.0000 298.3321
METAR SURFACE PRESSURE (PA) SCEL : out of range
Severe: rms_fgdepar=307.5448, expected range: 0.0000 140.9666
AUTOMATIC METAR SURFACE PRESSURE (PA) KGUR : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=431.8523, expected range: 0.0000 134.3223
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.7195, expected range: 27.1396 77.1008
Severely_persistent: rms_fgdepar=55.7195, expected range: 27.1396 77.1008
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.5294, expected range: 44.1914 56.7707
Severely_persistent: rms_fgdepar=59.5503, expected range: 44.1921 56.7763
BUFR LAND SYNOP SNOW (CM) 01003 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.0140, expected range: -81.1716 -72.9630
Severely_persistent: rms_fgdepar=74.0140, expected range: 72.9630 81.1716
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.7122, expected range: 27.1431 77.1438
Severely_persistent: rms_fgdepar=55.7122, expected range: 27.1431 77.1438
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-736.8563, expected range: -735.6283 -712.8476
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=736.8566, expected range: 712.8495 735.6284
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.5906, expected range: 32.4539 69.7015
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.5906, expected range: 32.5467 69.7281
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=71.5832, expected range: 56.7628 79.3905
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=71.5832, expected range: 56.7833 79.3898
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=103.0059, expected range: 54.9471 115.1667
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=103.0070, expected range: 54.9478 115.1774
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.6667, expected range: 50.0991 91.2595
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.6689, expected range: 50.1457 91.2583
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=-89.7888, expected range: -94.2079 -90.1431
Severely_persistent: rms_fgdepar=89.7889, expected range: 90.1431 94.2079
BUFR LAND SYNOP SNOW (CM) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=99.2438, expected range: 237.6645 366.0067
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68299 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8758, expected range: -15.9743 -6.8745
Severely_persistent: rms_fgdepar=13.8758, expected range: 6.8149 16.1392
LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2444, expected range: -24.2610 8.8574
Severely_persistent: rms_fgdepar=15.3268, expected range: 0.0000 24.3321
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7897, expected range: -18.6019 -7.0581
Severely_persistent: rms_fgdepar=13.7291, expected range: 7.2854 18.8593
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 72376 : out of range
Severe: avg_fgdepar=14.3809, expected range: -4.9865 15.0889
Severe: rms_fgdepar=14.3809, expected range: 0.0000 14.6236
MANUAL LAND SYNOP 2M TEMPERATURE (K) 11170 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.4481, expected range: 0.0000 4.4921
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
Severe: obs_number=109.0000, expected range: 134.2591 135.6356
METAR 2M TEMPERATURE (K) MMPS : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1972, expected range: 0.0000 10.6761
METAR 2M TEMPERATURE (K) SBCX : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=17.6808, expected range: -4.9281 5.5641
Severe: rms_fgdepar=17.6808, expected range: 0.0000 8.7562
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13B42 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3705, expected range: 0.0000 3.7546
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11058 : out of range
Severe: avg_fgdepar=12.1442, expected range: -0.7124 6.6952
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11058 : out of range
Severe: rms_fgdepar=12.1442, expected range: 0.0000 6.9576
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=11154.0000, expected range: 12445.1344 12934.9906
Considerable: obs_number=8918.0000, expected range: 10206.6858 10739.4392
Considerable: obs_number=10240.0000, expected range: 11569.4918 12022.1332
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 12235 : out of range
Severe: rms_fgdepar=32.6369, expected range: 0.0000 17.3177
MANUAL LAND SYNOP RH2M (%) 60492 : out of range
Severe: rms_fgdepar=31.1906, expected range: 0.0000 15.0120
MANUAL LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=107.0000, expected range: 128.9271 134.5466