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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-22 12:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6708, expected range: 0.5027 0.5821
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6868, expected range: 0.5042 0.5829
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6634, expected range: 0.4731 0.5438
airs
AQUA AIRS RADIANCES CHANNEL 144 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1359, expected range: -0.1922 -0.1622
AQUA AIRS RADIANCES CHANNEL 587 : out of range
3 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0745, expected range: -0.0663 -0.0541
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1246, expected range: -0.0825 -0.0540
Severely_persistent: avg_biascorr=0.0275, expected range: -0.1607 -0.0734
NPP ATMS RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0479, expected range: -0.2753 -0.2593
NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1423, expected range: -0.3430 -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=0.8844, expected range: 0.6289 0.7315
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
2 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4584, expected range: 0.3484 0.3991
Considerable: avg_biascorr=-0.0748, expected range: -0.2336 -0.1301
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8711, expected range: 0.5743 0.6636
Severely_persistent: stdev_fgdepar=0.7556, expected range: 0.5058 0.6480
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4787, expected range: -0.4481 -0.4129
Severely_persistent: avg_biascorr=-0.1576, expected range: -0.4099 -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=-0.1247, expected range: -0.3686 -0.2431
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0042, expected range: 0.0034 0.0037
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0154, expected range: 0.0128 0.0218
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=-4.3337, expected range: -5.9670 -5.0939
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
Severe: obs_number=31802.0000, expected range: 51955.1164 59208.1777
Radiosondes
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8326, expected range: -1.0987 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8016, expected range: -1.1717 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 327.90
LAND TEMP TEMPERATURE (K) 34172 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.1932, expected range: 0.0000 3.3870
LAND TEMP TEMPERATURE (K) 31004 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8107, expected range: -0.5235 0.7500
LAND TEMP TEMPERATURE (K) 30935 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8496, expected range: -1.3570 0.7500
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8238, expected range: -1.2629 0.7500
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-11.3675, expected range: -29.3495 16.4030
Severe: rms_fgdepar=11.3675, expected range: 0.0000 29.3495
Severe: avg_pge=0.9200, expected range: -1.5472 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 55591 PRESSURE LAYER 0-300 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.9350, expected range: 2.2078 4.7569
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=94.0000, expected range: 180.7137 193.7308
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 0.00 289.62
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 63 : all data missing
Severe: obs_number=0, expected range: 147.27 192.23
amdar
ADS-C WIND VECTOR DIFF (M/S) 1JI1NGBA PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=28.3815, expected range: -31.4566 46.3295
Severely_persistent: rms_fgdepar=36.7036, expected range: -63.4578 84.6234
AMDAR WIND VECTOR DIFF (M/S) JP9Z4V79 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.3663, expected range: 0.0000 6.7161
WIGOS AMDAR TEMPERATURE (K) EU0532 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.9981, expected range: 0.0000 4.5864
Severe: avg_pge=0.9295, expected range: -0.4757 0.7500
ADS-C WIND VECTOR DIFF (M/S) GNKBWIBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.9166, expected range: 0.0000 17.1334
ADS-C WIND VECTOR DIFF (M/S) 0G01HUBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.0144, expected range: 0.0000 11.3283
ADS-C WIND VECTOR DIFF (M/S) UEYEQGJA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.0374, expected range: 0.0000 42.2338
ADS-C WIND VECTOR DIFF (M/S) K0GMVHJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.7901, expected range: 0.0000 11.8338
ADS-C WIND VECTOR DIFF (M/S) UKUGD2RA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.2861, expected range: 0.0000 35.2902
ADS-C WIND VECTOR DIFF (M/S) WSDQOORA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.4014, expected range: 0.0000 11.8090
ADS-C WIND VECTOR DIFF (M/S) VE500QRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.7809, expected range: -5.1781 16.0792
Severe: rms_fgdepar=28.6658, expected range: 0.0000 20.9701
ADS-C WIND VECTOR DIFF (M/S) EN5IHQRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.4276, expected range: 0.0000 14.2697
ADS-C WIND VECTOR DIFF (M/S) JUEBTRRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9327, expected range: 0.0000 31.8392
ADS-C WIND VECTOR DIFF (M/S) M5LL1SRA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=30.3524, expected range: -11.3314 23.7297
Severe: rms_fgdepar=40.1855, expected range: 0.0000 45.8501
ADS-C WIND VECTOR DIFF (M/S) 3RPZJ0ZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.9868, expected range: -4.2338 9.8605
Severe: rms_fgdepar=29.0138, expected range: 0.0000 15.3301
ADS-C WIND VECTOR DIFF (M/S) X2X02LZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.4680, expected range: -32.8708 49.2012
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 284.4584
airep
AIREP WIND VECTOR DIFF (M/S) ETD141 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.5014, expected range: 0.3825 7.1836
AIREP WIND VECTOR DIFF (M/S) UAL22 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.2636, expected range: 0.5392 6.9021
AIREP WIND VECTOR DIFF (M/S) UAL952 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.7615, expected range: -15.4754 29.0512
Severe: rms_fgdepar=31.4113, expected range: 0.0000 55.4323
AIREP WIND VECTOR DIFF (M/S) BAW295 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.1235, expected range: 0.0000 10.8120
AIREP WIND VECTOR DIFF (M/S) UAL5 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=28.0261, expected range: -5.6931 16.0995
Severe: rms_fgdepar=28.0261, expected range: 0.0000 20.0988
AIREP WIND VECTOR DIFF (M/S) VIR7B PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.6974, expected range: -44.4462 63.5111
AIREP WIND VECTOR DIFF (M/S) BAW31F PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.7556, expected range: 0.0000 52.7006
AIREP WIND VECTOR DIFF (M/S) BAW219V PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.2817, expected range: -5.2682 17.5721
Severe: rms_fgdepar=28.0056, expected range: 0.0000 39.8227
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=240.0000, expected range: 69.4929 162.7571
Considerable: obs_number=240.0000, expected range: 69.4929 162.7571
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 97560 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=16.5385, expected range: 0.0000 5.6269
synop
MANUAL LAND SYNOP RH2M (%) 76040 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9379, expected range: -0.9853 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI11B1A : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8253, expected range: 0.1104 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68343 : out of range
Severe: rms_fgdepar=30.8037, expected range: 0.0000 6.8774
MANUAL LAND SYNOP Z (M) 43356 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9479, expected range: -0.0670 0.0865
MANUAL LAND SYNOP RH2M (%) 62120 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8430, expected range: -1.9478 0.7500
MANUAL LAND SYNOP RH2M (%) 42177 : out of range
Severe: avg_pge=0.8733, expected range: -1.2111 0.7500
MANUAL LAND SYNOP RH2M (%) 68538 : out of range
Severe: rms_fgdepar=30.3956, expected range: 0.0000 6.5438
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43382 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8389, expected range: -1.7093 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42946 : out of range
Severe: avg_fgdepar=-569.4700, expected range: -522.8163 305.4399
Severe: rms_fgdepar=569.4700, expected range: 0.0000 498.9613
Severe: avg_pge=0.8902, expected range: -1.3647 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42577 : out of range
Severe: avg_pge=0.8678, expected range: -1.0198 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83779 : out of range
Severe: rms_fgdepar=645.1179, expected range: 0.0000 88.2123
BUFR LAND SYNOP RH2M (%) 72384 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=56.5515, expected range: -50.0090 68.3647
Severe: rms_fgdepar=56.5515, expected range: 0.0000 62.1394
Severe: avg_pge=0.8504, expected range: -1.3371 0.7500
BUFR LAND SYNOP RH2M (%) 26515 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=45.3795, expected range: 0.0000 15.1550
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31632 : out of range
Severe: rms_fgdepar=313.6662, expected range: 0.0000 137.0489
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04373 : out of range
Severe: rms_fgdepar=340.7236, expected range: 0.0000 266.9815
Severe: avg_pge=0.8829, expected range: -0.4918 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 27176 : out of range
Severe: rms_fgdepar=425.4909, expected range: 0.0000 173.4427
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72476 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=308.5931, expected range: 0.0000 170.1205
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=80.0000, expected range: 113.8360 160.6640
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VROX5 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8667, expected range: -0.4056 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ELQQ4 : out of range
Severe: avg_fgdepar=748.5489, expected range: -309.9019 106.7898
Severe: rms_fgdepar=748.5489, expected range: 0.0000 309.9019
Severe: avg_pge=0.8624, expected range: -0.6609 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3736 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=595.8909, expected range: -722.8031 762.5982
Severe: rms_fgdepar=595.8909, expected range: 0.0000 593.1066
Severe: avg_pge=0.8242, expected range: -0.7227 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7OE6 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=505.9455, expected range: -644.6980 473.4491
Severe: rms_fgdepar=505.9455, expected range: 0.0000 497.4733
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDI3177 : out of range
Severe: rms_fgdepar=388.4882, expected range: 0.0000 157.2323
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7KD7 : out of range
Severe: rms_fgdepar=305.9230, expected range: 0.0000 138.9377
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6DU7 : out of range
Severe: avg_fgdepar=1195.9520, expected range: -129.7513 373.6565
Severe: rms_fgdepar=1195.9520, expected range: 0.0000 345.7444
Severe: avg_pge=0.9167, expected range: -0.9146 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WMDQ : out of range
Severe: rms_fgdepar=453.2527, expected range: 0.0000 166.5476
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PHET : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=505.9473, expected range: 0.0000 605.9342
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KFMV : out of range
Severe: rms_fgdepar=680.5646, expected range: 0.0000 175.0392
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301523 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=493.0383, expected range: 0.0000 386.3863
Severely_persistent: avg_pge=0.8818, expected range: -1.4165 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402714 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8745, expected range: -1.6419 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5102790 : out of range
Severe: rms_fgdepar=389.8674, expected range: 0.0000 233.5228
Severe: avg_pge=0.8213, expected range: -0.4841 0.7399
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401557 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8168, expected range: -1.2976 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501677 : out of range
Severe: avg_fgdepar=505.8381, expected range: -263.7251 298.0010
Severe: rms_fgdepar=509.8784, expected range: 0.0000 187.1083
Severe: avg_pge=0.8921, expected range: -0.4930 0.6244
metar
METAR SURFACE PRESSURE (PA) MMMV : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=540.7476, expected range: -664.7287 697.4050
Severely_persistent: rms_fgdepar=545.3669, expected range: -451.0959 668.7014
METAR SURFACE PRESSURE (PA) GMFB : out of range
Severe: rms_fgdepar=424.6178, expected range: 0.0000 145.6774
METAR SURFACE PRESSURE (PA) SKBU : out of range
Severe: avg_fgdepar=-553.5876, expected range: -237.7799 182.2732
Severe: rms_fgdepar=822.5277, expected range: 0.0000 232.5894
METAR SURFACE PRESSURE (PA) MMCV : out of range
Severe: rms_fgdepar=318.8807, expected range: 0.0000 123.9789
snow
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-57.3790, expected range: -87.6789 -20.3357
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.4152, expected range: 20.3696 87.7372
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
20 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
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) 47016 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=99.4131, expected range: -92.6552 116.8420
Severe: rms_fgdepar=99.4131, expected range: -91.6723 116.7478
BUFR LAND SYNOP SNOW (CM) 50788 : out of range
Severe: rms_fgdepar=17.1166, expected range: 0.0000 1.8639
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.0397, expected range: -20.1210 -3.4675
Severely_persistent: rms_fgdepar=14.2330, expected range: 3.7971 20.1516
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0338, expected range: -18.8558 -10.9443
Severely_persistent: rms_fgdepar=12.2352, expected range: 11.1836 18.8994
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8543, expected range: -13.8957 1.0915
Severely_persistent: rms_fgdepar=13.9070, expected range: 0.0000 14.3568
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2005, expected range: -20.2406 -3.4423
Severely_persistent: rms_fgdepar=14.3908, expected range: 3.7708 20.2703
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30664 : out of range
Severe: avg_fgdepar=-12.1754, expected range: -9.9353 4.7607
Severe: rms_fgdepar=12.2709, expected range: 0.0000 9.2949
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44225 : out of range
Severe: avg_fgdepar=-12.2655, expected range: -11.0100 2.2977
Severe: rms_fgdepar=12.3421, expected range: 0.0000 10.6812
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9253, expected range: -15.5020 13.8542
Severe: rms_fgdepar=13.9668, expected range: 0.0000 12.4020
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.9455, expected range: 0.0000 5.4762
METAR 2M TEMPERATURE (K) SCGZ : out of range
Severe: rms_fgdepar=11.9139, expected range: 0.3157 5.1941
BUFR LAND SYNOP 2M TEMPERATURE (K) 30664 : out of range
Severe: avg_fgdepar=-12.2674, expected range: -9.9993 4.6796
Severe: rms_fgdepar=12.3630, expected range: 0.0000 9.3577
BUFR LAND SYNOP 2M TEMPERATURE (K) 44225 : out of range
Severe: avg_fgdepar=-12.3743, expected range: -10.9672 2.7076
Severe: rms_fgdepar=12.4516, expected range: 0.0000 10.5796
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
Severe: avg_fgdepar=-14.0888, expected range: -15.6340 13.8558
Severe: rms_fgdepar=14.1298, expected range: 0.0000 12.5676
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1484D : out of range
Severe: rms_fgdepar=12.7101, expected range: 0.0000 17.9477
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=181.0000, expected range: 219.6617 291.1618
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 72384 : out of range
Severe: rms_fgdepar=34.1091, expected range: 1.2074 11.5976
METAR RH2M (%) KRDR : out of range
Severe: rms_fgdepar=34.3228, expected range: 0.0000 18.8704