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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-09 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0565, expected range: -0.0774 -0.0695
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0935, expected range: 0.1542 0.2043
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5729, expected range: -0.4709 -0.3722
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4090, expected range: -0.3808 -0.3438
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=0.2479, expected range: 0.3147 0.3440
METOP-B 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=-0.2278, expected range: -0.1314 -0.0510
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.0428, expected range: -0.9457 -0.9406
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=-0.2332, expected range: -0.1608 -0.1288
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.7098, expected range: -0.6370 -0.5809
atms
NPP ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0168, expected range: -0.0286 -0.0209
NPP ATMS RADIANCES CHANNEL 21 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1856, expected range: 0.1259 0.1371
NPP ATMS RADIANCES CHANNEL 22 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.7179, expected range: 0.6083 0.6678
NPP ATMS RADIANCES CHANNEL 14 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0180, expected range: -0.0423 -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=-0.4049, expected range: -0.3684 -0.3389
NOAA20 ATMS RADIANCES CHANNEL 21 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0652, expected range: -0.1419 -0.1047
gpsro
COSMIC2-E1 GPSRO SETTING (24 impact heights affected) : out of range
Considerable: obs_number=287.0000, expected range: 1568.5575 2670.5675
COSMIC2-E1 GPSRO SETTING HEIGHT 22-24 KM : out of range
Slight: stdev_norm_fgdepar=0.7316, expected range: 0.8343 1.1807
COSMIC2-E1 GPSRO SETTING HEIGHT 28-30 KM : out of range
Slight: stdev_norm_fgdepar=0.8389, expected range: 0.9964 1.3365
Atmospheric Motion Vector
All AQUA MODIS CLEAR WV ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 449.19 790.02
Geostationary CSR
METEOSAT-8 SEVIRI RADIANCES CHANNEL 3 : out of range
2 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.9307, expected range: 0.7856 0.9198
resat
All METOP-B GOME-2 ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 16848.48 90408.90
Radiosondes
LAND TEMP TEMPERATURE (K) 34882 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=10.2641, expected range: 0.0000 1.6115
LAND TEMP TEMPERATURE (K) 27995 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.1696, expected range: 0.0000 2.6575
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.9217, expected range: 0.7388 2.2674
LAND TEMP WIND VECTOR DIFF (M/S) 40745 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8488, expected range: -1.4271 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54511 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=9.4875, expected range: 0.0999 2.9376
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=4.0314, expected range: 0.8621 1.7246
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=380.0000, expected range: 556.9499 573.8001
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 54511 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=20.2153, expected range: 1.7505 3.5381
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=9.2313, expected range: 0.7178 5.1068
All HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 0.00 265.27
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 121.65 153.69
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 106.53 182.47
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=371.0000, expected range: 247.5317 316.9683
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=569.0000, expected range: 624.7386 662.5114
amdar
AMDAR WIND VECTOR DIFF (M/S) JP9ZX679 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.2909, expected range: 0.3424 5.5950
WIGOS AMDAR Q (G/KG) FESEOHBA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.5068, expected range: 0.0000 2.1719
WIGOS AMDAR Q (G/KG) 3OXWUWJA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.9832, expected range: -0.4989 0.7085
ADS-C WIND VECTOR DIFF (M/S) LZZDFGZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.3814, expected range: 0.0000 8.5795
ADS-C WIND VECTOR DIFF (M/S) 1AQICMZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.6979, expected range: 0.0000 14.9025
ADS-C WIND VECTOR DIFF (M/S) B1J0DSZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.6474, expected range: 0.0000 30.3518
airep
AIREP WIND VECTOR DIFF (M/S) AAL99 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.4552, expected range: 0.0000 16.8354
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 43418 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=17.1594, expected range: 0.0000 7.3033
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41244 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=506.7994, expected range: 0.0000 1705.1814
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.9976, expected range: -18.9710 110.0194
Severely_persistent: rms_fgdepar=51.9976, expected range: 0.0000 110.0194
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71613 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=590.3754, expected range: 0.0000 1603.9391
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23383 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-716.7681, expected range: -1586.6028 1775.5566
Severely_persistent: rms_fgdepar=731.7654, expected range: -1280.0623 1751.3348
Severely_persistent: avg_pge=0.9211, expected range: -1.3512 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86748 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=745.0102, expected range: 0.0000 1436.0206
BUFR LAND SYNOP SURFACE PRESSURE (PA) _80779BD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=734.6505, expected range: 625.7599 821.1014
BUFR LAND SYNOP SURFACE PRESSURE (PA) _80779BD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=734.7606, expected range: 626.8141 821.1320
BUFR LAND SYNOP RH2M (%) 25129 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9706, expected range: -1.6944 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91648 : out of range
Severe: rms_fgdepar=420.6815, expected range: 20.1508 86.2949
Severe: avg_pge=0.8339, expected range: -0.4291 0.5185
MANUAL LAND SYNOP RH2M (%) 76741 : out of range
Severe: rms_fgdepar=30.4738, expected range: 0.0000 14.4276
MANUAL LAND SYNOP RH2M (%) 42752 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -1.6577 0.7500
MANUAL LAND SYNOP RH2M (%) 41697 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9826, expected range: -1.5311 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48940 : out of range
Severe: rms_fgdepar=636.8189, expected range: 0.0000 277.5961
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48381 : out of range
Severe: rms_fgdepar=302.7426, expected range: 0.0000 140.4611
BUFR LAND SYNOP SURFACE PRESSURE (PA) 35594 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=399.8875, expected range: 0.0000 116.0266
BUFR LAND SYNOP SURFACE PRESSURE (PA) 62318 : out of range
Severe: rms_fgdepar=477.5053, expected range: 0.0000 117.3298
BUFR LAND SYNOP RH2M (%) 94422 : out of range
Severe: avg_pge=0.8099, expected range: -0.4711 0.5917
BUFR LAND SYNOP RH2M (%) 71862 : out of range
Severe: rms_fgdepar=42.5253, expected range: 0.0000 19.1705
BUFR LAND SYNOP RH2M (%) 60025 : out of range
Severe: avg_pge=0.9671, expected range: -0.4122 0.4834
BUFR LAND SYNOP RH2M (%) 71555 : out of range
Severe: rms_fgdepar=44.2816, expected range: 0.0000 17.5641
BUFR LAND SYNOP RH2M (%) 72566 : out of range
Severe: rms_fgdepar=47.6403, expected range: 0.0000 18.5167
BUFR LAND SYNOP RH2M (%) 71569 : out of range
Severe: rms_fgdepar=31.3843, expected range: 0.0000 16.6224
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=120.0000, expected range: 128.8763 141.1237
ship
SHIP SURFACE PRESSURE (PA) 9HA3047 : out of range
Severe: rms_fgdepar=397.5618, expected range: 0.0000 322.3968
Severe: avg_pge=0.8326, expected range: -0.8483 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HJC9 : out of range
Severe: rms_fgdepar=585.1322, expected range: 0.0000 454.5628
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KKS : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8138, expected range: 0.6954 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KIZ : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-506.3385, expected range: -599.1651 -200.5032
Severe: rms_fgdepar=506.3385, expected range: 200.5032 599.1651
Severe: avg_pge=0.8267, expected range: -0.6219 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3E2426 : out of range
Severe: avg_fgdepar=26.8314, expected range: -15.2004 35.1362
Severe: rms_fgdepar=26.8314, expected range: 0.0000 35.6427
Severe: avg_pge=0.9382, expected range: -0.2964 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ONJG : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.3193, expected range: 0.0000 10.8257
Severe: avg_pge=0.8903, expected range: -0.2319 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6102797 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8517, expected range: -1.2483 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2302618 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8685, expected range: 0.0605 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501746 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=334.0831, expected range: 0.0000 107.8831
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204576 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-593.3379, expected range: -935.7768 699.0303
Severe: rms_fgdepar=595.9904, expected range: 0.0000 713.6333
Severe: avg_pge=0.9104, expected range: -0.1312 0.7500
metar
METAR SURFACE PRESSURE (PA) MMTP : out of range
Severe: rms_fgdepar=352.5570, expected range: 0.0000 177.8112
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.9225, expected range: 7.0618 126.1242
Severely_persistent: rms_fgdepar=58.9225, expected range: 7.0618 126.1242
ROCOB TEMP SNOW (CM) 63301060 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.6709, expected range: 50.1898 84.6434
Severely_persistent: rms_fgdepar=53.6709, expected range: 50.1898 84.6434
BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.5235, expected range: -67.3347 -47.6091
BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.5556, expected range: 47.6316 67.3737
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.3546, expected range: 38.8051 56.5603
Severely_persistent: rms_fgdepar=52.3548, expected range: 38.8111 56.5596
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=-74.6065, expected range: -85.3127 -72.4215
Severely_persistent: rms_fgdepar=74.6065, expected range: 72.4215 85.3127
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.9505, expected range: 6.8067 126.5931
Severely_persistent: rms_fgdepar=58.9505, expected range: 6.8067 126.5931
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-728.7580, expected range: -728.5961 -714.6541
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=728.7582, expected range: 714.6552 728.5970
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.4242, expected range: 25.2725 65.3964
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.4480, expected range: 25.2814 65.5050
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=70.9750, expected range: 56.8824 76.7635
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=70.9859, expected range: 56.9076 76.7627
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-92.9190, expected range: -95.6970 -65.4293
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=92.9213, expected range: 65.4522 95.7095
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=93.0056, expected range: 59.1732 90.2110
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=93.0069, expected range: 59.1804 90.2261
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=66.0365, expected range: 52.4464 89.0270
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=66.0525, expected range: 52.4784 89.0335
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=-90.5797, expected range: -95.1720 -90.7675
Severely_persistent: rms_fgdepar=90.5797, expected range: 90.7675 95.1720
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.7146, expected range: -83.5174 -48.0453
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.7182, expected range: 48.0798 83.5194
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.7944, expected range: -60.0821 -43.9124
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.8214, expected range: 43.9664 60.0967
MANUAL LAND SYNOP SNOW (CM) 24343 : out of range
Severe: rms_fgdepar=18.7492, expected range: 0.0000 8.1669
ROCOB TEMP SNOW (CM) 64301677 : out of range
Severe: rms_fgdepar=15.0317, expected range: 4.7358 9.1470
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68299 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8316, expected range: -17.5603 -4.8581
Severely_persistent: rms_fgdepar=12.8316, expected range: 4.8062 17.7388
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=-14.7735, expected range: -20.6342 -9.1105
Severely_persistent: rms_fgdepar=15.1454, expected range: 9.6403 20.3987
BUFR LAND SYNOP 2M TEMPERATURE (K) 89815 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0689, expected range: -30.9091 0.3941
Severely_persistent: rms_fgdepar=13.0689, expected range: 0.0000 31.6154
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.1895, expected range: -21.7190 -4.7696
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1895, expected range: 4.7256 21.8351
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 50353 : out of range
Severe: avg_fgdepar=13.2270, expected range: -6.3980 12.4837
Severe: rms_fgdepar=13.2270, expected range: 0.0000 10.2163
MANUAL LAND SYNOP 2M TEMPERATURE (K) 63474 : out of range
Severe: avg_fgdepar=14.2432, expected range: -2.0172 2.7831
Severe: rms_fgdepar=14.2432, expected range: 0.0000 2.7172
METAR 2M TEMPERATURE (K) BITN : out of range
Severe: rms_fgdepar=10.2657, expected range: 0.0000 2.0059
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=170.0000, expected range: 180.8698 198.2552