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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-07 00:00

amsua
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 8540.90 10745.77
METOP-A AMSUA RADIANCES (7 channels affected) : out of range
Considerable: obs_number=5974.0000, expected range: 7066.5490 8484.0760
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 6648.16 20920.41
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=0.1788, 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=0.5647, expected range: 0.1411 0.1765
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 0.00 1254.21
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=0.8593, expected range: -0.6113 0.7500
LAND TEMP TEMPERATURE (K) 29231 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8303, expected range: -0.8484 0.7500
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9040, expected range: -1.0100 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 47158 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.1263, expected range: 1.2740 10.8198
LAND TEMP WIND VECTOR DIFF (M/S) 24122 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.9125, expected range: 0.0000 12.4895
Severe: avg_pge=0.8102, expected range: -0.6917 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 40875 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8862, expected range: -0.4662 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 37789 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=6.8658, expected range: 0.0000 0.9553
HIGH RESO LAND TEMP TEMPERATURE (K) 37789 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8717, expected range: -0.0259 0.0330
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Severe: obs_number=84.0000, expected range: 89.0032 97.6635
Severe: rms_fgdepar=6.8658, expected range: 0.0000 0.9553
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 95 : all data missing
Severe: obs_number=0, expected range: 42.77 181.73
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=164.0000, expected range: 277.5897 334.4103
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=465.0000, expected range: 378.3991 401.3509
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=368.0000, expected range: 240.0981 324.4019
amdar
AMDAR WIND VECTOR DIFF (M/S) CNFKQP PRESSURE LAYER 600-900 (HPA) : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=20.2375, expected range: -5.0690 37.4934
Severely_persistent: rms_fgdepar=22.3423, expected range: 0.0000 44.5872
All ADS-C ALL LAYERS North Atlantic : all data missing
Severe: obs_number=0, expected range: 2354.09 6914.41
All ADS-C ALL LAYERS North West Pacific : all data missing
Severe: obs_number=0, expected range: 1525.54 5393.21
All ADS-C ALL LAYERS North East Pacific : all data missing
Severe: obs_number=0, expected range: 1571.76 3337.99
All ADS-C ALL LAYERS South West Pacific : all data missing
Severe: obs_number=0, expected range: 30.63 289.67
All ADS-C ALL LAYERS South Est Pacific : all data missing
Severe: obs_number=0, expected range: 294.54 680.83
All ADS-C ALL LAYERS Indian Ocean : all data missing
Severe: obs_number=0, expected range: 357.65 1033.72
All ADS-C ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 8641.64 16199.23
All ADS-C ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 1303.84 2694.54
All ADS-C ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 0.00 960.33
All ADS-C ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 63.94 790.68
All ADS-C ALL LAYERS East pacific Tropica : all data missing
Severe: obs_number=0, expected range: 213.74 1514.01
All ADS-C ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 224.47 535.78
All ADS-C ALL LAYERS North pole : all data missing
Severe: obs_number=0, expected range: 28.71 800.16
airep
AIREP WIND VECTOR DIFF (M/S) UAL2373 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=29.7929, expected range: -2.9614 11.1040
Severe: rms_fgdepar=29.7929, expected range: 0.0000 12.3677
Severe: avg_pge=0.8770, expected range: -0.5744 0.7500
synop
MANUAL LAND SYNOP RH2M (%) 40710 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=66.4193, expected range: 25.9056 88.5773
Severely_persistent: rms_fgdepar=66.4193, expected range: 25.9056 88.5773
Severely_persistent: avg_pge=0.9090, expected range: -1.2655 0.7500
MANUAL LAND SYNOP RH2M (%) 37871 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.1188, expected range: 16.4299 74.9880
Severely_persistent: rms_fgdepar=55.1188, expected range: 16.4299 74.9880
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9780, expected range: -0.8639 0.7500
MANUAL LAND SYNOP RH2M (%) 37735 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.9737, expected range: -27.5811 93.3829
Severely_persistent: rms_fgdepar=52.9737, expected range: 0.0000 93.3829
MANUAL LAND SYNOP RH2M (%) 40708 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=66.1253, expected range: -28.1658 102.3166
Severely_persistent: rms_fgdepar=66.1253, expected range: 0.0000 102.3166
Severely_persistent: avg_pge=0.9843, expected range: -1.1865 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=589.8431, expected range: -118.1407 929.2674
Severely_persistent: rms_fgdepar=591.5764, expected range: 0.0000 929.3732
Severely_persistent: avg_pge=0.8813, expected range: -0.1828 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36229 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8134, expected range: -1.3012 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8438, expected range: 0.5386 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 70414 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=682.9683, expected range: -154.2828 244.0840
Severely_persistent: rms_fgdepar=684.0666, expected range: 0.0000 199.0657
Severely_persistent: avg_pge=0.9208, expected range: -0.9470 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58926 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-569.2009, expected range: -1262.9752 862.2811
Severely_persistent: rms_fgdepar=569.3048, expected range: 0.0000 1153.0052
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8111, expected range: 0.5045 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56079 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8480, expected range: -1.8540 0.7500
MANUAL LAND SYNOP RH2M (%) 40812 : out of range
Severe: avg_pge=0.9524, expected range: -0.4081 0.5421
MANUAL LAND SYNOP RH2M (%) 40703 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=54.8002, expected range: 6.2416 55.8474
Severe: rms_fgdepar=54.8002, expected range: 6.2416 55.8474
MANUAL LAND SYNOP RH2M (%) 43213 : out of range
Severe: rms_fgdepar=30.7655, expected range: 0.0000 14.7556
MANUAL LAND SYNOP RH2M (%) 94323 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=56.5458, expected range: -106.6531 124.4995
Severe: rms_fgdepar=56.5458, expected range: -90.6911 116.3223
Severe: avg_pge=1.0000, expected range: -2.0280 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67295 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=659.0280, expected range: -918.9631 1169.6936
Severe: rms_fgdepar=659.0280, expected range: -748.5782 1064.9653
Severe: avg_pge=0.8942, expected range: -1.7842 0.7500
BUFR LAND SYNOP RH2M (%) 94451 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9992, expected range: -2.0806 0.7500
BUFR LAND SYNOP RH2M (%) 41112 : out of range
Severe: rms_fgdepar=36.5118, expected range: 0.0000 18.8843
BUFR LAND SYNOP RH2M (%) 94632 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9999, expected range: -0.5031 0.7500
BUFR LAND SYNOP RH2M (%) 94323 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=57.6232, expected range: -111.6644 130.9388
Severe: rms_fgdepar=57.6232, expected range: -97.2569 123.6009
Severe: avg_pge=1.0000, expected range: -2.0280 0.7500
BUFR LAND SYNOP RH2M (%) 57793 : out of range
Severe: rms_fgdepar=31.0225, expected range: 0.0000 17.6724
BUFR LAND SYNOP RH2M (%) 94884 : out of range
Severe: rms_fgdepar=37.4057, expected range: 0.0000 25.6911
Severe: avg_pge=0.9158, expected range: -0.0001 0.0065
BUFR LAND SYNOP RH2M (%) 95626 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9733, expected range: -1.9154 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48930 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=568.1560, expected range: 0.0000 612.4198
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01440 : out of range
Severe: avg_pge=0.8565, expected range: -1.3980 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30252 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8441, expected range: -1.0418 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25282 : out of range
Severe: rms_fgdepar=541.8723, expected range: 0.0000 409.9510
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=528.0000, expected range: 615.3274 620.6726
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=713.0000, expected range: 623.4987 651.7513
Considerable: obs_number=347.0000, expected range: 274.6775 311.3225
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7VY7 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9094, expected range: -0.9400 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5901 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-762.8335, expected range: -1161.9366 2520.2400
Severely_persistent: rms_fgdepar=762.8335, expected range: 0.0000 2524.5114
Severely_persistent: avg_pge=0.8899, expected range: -0.9095 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5347 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-545.0318, expected range: -1518.4174 2380.7070
Severely_persistent: rms_fgdepar=730.3469, expected range: 0.0000 2261.7542
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGTZ : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=569.0934, expected range: 0.0000 1259.4037
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4970 : out of range
Severe: avg_fgdepar=-591.7004, expected range: -305.9534 347.9034
Severe: rms_fgdepar=599.7311, expected range: 0.0000 271.3061
Severe: avg_pge=0.8442, expected range: -0.8713 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2HFZ7 : out of range
Severe: avg_fgdepar=728.0987, expected range: -132.0586 951.9789
Severe: rms_fgdepar=728.0987, expected range: 0.0000 953.0431
Severe: avg_pge=0.8375, expected range: 0.0762 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PHDL : out of range
Severe: rms_fgdepar=358.7520, expected range: 0.0000 173.8665
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301570 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8724, expected range: -1.3345 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101702 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-910.8943, expected range: -781.5422 621.4663
Severely_persistent: rms_fgdepar=927.1355, expected range: 0.0000 1143.9589
Severely_persistent: avg_pge=0.9384, expected range: -1.5449 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1701559 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8161, expected range: 0.0549 0.7500
metar
METAR SURFACE PRESSURE (PA) UBEE : out of range
Severe: rms_fgdepar=430.7815, expected range: 0.0000 141.0074
METAR SURFACE PRESSURE (PA) OEPS : out of range
Severe: rms_fgdepar=428.5200, expected range: 0.0000 83.7868
AUTOMATIC METAR SURFACE PRESSURE (PA) PASY : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=967.8655, expected range: -214.4085 264.0952
Severe: rms_fgdepar=968.2962, expected range: 0.0000 208.7987
Severe: avg_pge=0.8937, expected range: -0.1102 0.1377
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=52.7298, expected range: 48.8039 60.0371
Severely_persistent: rms_fgdepar=52.7298, expected range: 48.8039 60.0371
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.0586, expected range: -62.6547 -50.3956
Severely_persistent: rms_fgdepar=65.0940, expected range: 50.4255 62.6407
MANUAL LAND SYNOP SNOW (CM) 14009 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=80.7994, expected range: -14.4111 86.0562
Severely_persistent: rms_fgdepar=80.7994, expected range: 0.0000 86.0562
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.6299, expected range: 8.9781 172.0135
Severely_persistent: rms_fgdepar=99.6301, expected range: 15.5495 168.0987
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.5808, expected range: -67.3826 -63.4799
Severely_persistent: rms_fgdepar=66.5810, expected range: 62.7434 68.7572
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=52.8520, expected range: 48.9638 60.1557
Severely_persistent: rms_fgdepar=52.8520, expected range: 48.9638 60.1557
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=-79.1098, expected range: -85.8417 -77.3890
Severely_persistent: rms_fgdepar=79.1109, expected range: 77.3919 85.8437
BUFR LAND SYNOP SNOW (CM) 14009 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=80.7994, expected range: -14.4111 86.0562
Severely_persistent: rms_fgdepar=80.7994, expected range: 0.0000 86.0562
MANUAL LAND SYNOP SNOW (CM) 14012 : out of range
Severe: rms_fgdepar=20.2945, expected range: 0.0000 7.3707
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.0191, expected range: -28.7513 9.2117
Severely_persistent: rms_fgdepar=19.0191, expected range: 0.0000 25.2454
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 18238 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.2015, expected range: 3.5548 17.2235
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40710 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.4006, expected range: -19.3916 -2.3561
Severely_persistent: rms_fgdepar=14.4734, expected range: 4.1541 18.5523
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6111, expected range: -20.6224 -2.7484
Severely_persistent: rms_fgdepar=12.6111, expected range: 3.0039 20.6544
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7585, expected range: -27.5254 7.1207
Severely_persistent: rms_fgdepar=12.8871, expected range: 0.0000 27.4811
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37609 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.4805, expected range: -18.4081 -2.2863
Severely_persistent: rms_fgdepar=14.4957, expected range: 3.3935 18.3919
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=-15.2584, expected range: -17.1548 -0.2449
Severely_persistent: rms_fgdepar=15.3858, expected range: 2.4260 15.7538
METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=18.1729, expected range: 11.2971 21.3420
Severely_persistent: rms_fgdepar=18.1996, expected range: 11.5775 21.2734
LAND TEMP 2M TEMPERATURE (K) 37789 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.9157, expected range: -16.7477 25.1949
Severely_persistent: rms_fgdepar=14.9157, expected range: -12.1452 23.2365
BUFR LAND SYNOP 2M TEMPERATURE (K) 01250 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0240, expected range: -17.6555 13.3527
Severely_persistent: rms_fgdepar=13.0337, expected range: 0.0000 15.3143
BUFR LAND SYNOP 2M TEMPERATURE (K) 01350 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3837, expected range: -12.5380 12.4414
Severely_persistent: rms_fgdepar=13.4404, expected range: 0.0000 11.9380
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3562, expected range: -26.6222 8.5971
Severely_persistent: rms_fgdepar=16.5796, expected range: 0.0000 22.6967
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8085, expected range: -27.5754 7.0707
Severely_persistent: rms_fgdepar=12.9366, expected range: 0.0000 27.5575
BUFR 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=-15.2071, expected range: -17.1139 -0.4826
Severely_persistent: rms_fgdepar=15.3266, expected range: 2.4365 15.8649
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
Severe: avg_fgdepar=-14.5682, expected range: -13.1639 10.5340
Severe: rms_fgdepar=14.5697, expected range: 0.0000 10.6107
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22481 : out of range
Severe: rms_fgdepar=11.8684, expected range: 0.0000 5.1916
MANUAL LAND SYNOP 2M TEMPERATURE (K) 63333 : out of range
Severe: avg_fgdepar=-15.0542, expected range: -4.9847 6.2761
Severe: rms_fgdepar=15.0542, expected range: 0.0000 4.7474
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22583 : out of range
Severe: avg_fgdepar=-13.0432, expected range: -7.7898 3.3142
Severe: rms_fgdepar=13.0749, expected range: 0.0000 7.4500
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36535 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.2845, expected range: 0.0000 5.6986
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36038 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3474, expected range: 0.0000 16.6088
METAR 2M TEMPERATURE (K) LEBG : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.8832, expected range: 0.0000 2.5259
METAR 2M TEMPERATURE (K) PAEI : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=18.5461, expected range: -13.7410 6.4543
Severe: rms_fgdepar=18.5461, expected range: 0.0000 20.4595
METAR 2M TEMPERATURE (K) LGKL : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.7003, expected range: 0.0000 6.4892
METAR 2M TEMPERATURE (K) OPKL : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.6150, expected range: 2.5068 14.5051
Severe: rms_fgdepar=13.7551, expected range: 3.5613 14.2485
METAR 2M TEMPERATURE (K) OITL : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.4377, expected range: 0.9738 11.2709
BUFR LAND SYNOP 2M TEMPERATURE (K) 24361 : out of range
Severe: avg_fgdepar=-14.6801, expected range: -13.1914 10.5280
Severe: rms_fgdepar=14.6817, expected range: 0.0000 10.6415
BUFR LAND SYNOP 2M TEMPERATURE (K) 01352 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1894, expected range: -7.5456 6.4193
Severe: rms_fgdepar=13.2049, expected range: -5.9811 9.4863
BUFR LAND SYNOP 2M TEMPERATURE (K) 22583 : out of range
Severe: avg_fgdepar=-13.0931, expected range: -7.8398 3.2642
Severe: rms_fgdepar=13.1247, expected range: 0.0000 7.5400
BUFR LAND SYNOP 2M TEMPERATURE (K) 36038 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3484, expected range: 0.0000 16.6979
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 70454 : out of range
Severe: rms_fgdepar=31.1683, expected range: 0.0000 17.4793