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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-12 12:00

amsua
NOAA-18 AMSUA RADIANCES CHANNEL 9 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5294, expected range: -0.6324 -0.5832
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
iasi
METOP-A IASI RADIANCES (11 channels affected) : out of range
Considerable: obs_number=4422.0000, expected range: 4682.4050 5591.3597
cris
NOAA20 CRIS RADIANCES CHANNEL 1205 : out of range
Severe: avg_biascorr=-0.4190, expected range: -0.3549 -0.2845
NOAA20 CRIS RADIANCES CHANNEL 1133 : out of range
Considerable: avg_biascorr=-0.4599, expected range: -0.4162 -0.3347
NOAA20 CRIS RADIANCES CHANNEL 1189 : out of range
Considerable: avg_biascorr=-0.3746, expected range: -0.3192 -0.2397
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 3420.75 23217.14
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.4126, expected range: 0.1161 0.1500
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3504, expected range: 0.0057 0.1765
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
Slight: obs_number=29641.0000, expected range: 30395.0298 33284.6172
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
Slight: obs_number=25120.0000, expected range: 25734.5984 28174.5781
atms
NPP ATMS RADIANCES CHANNEL 10 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0910, expected range: -0.1315 -0.1296
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21
All COSMIC2-E6 GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 707.01 3244.26
Atmospheric Motion Vector
GOES-16 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HP : out of range
Slight: avg_fgdepar=4.1082, expected range: 3.3862 3.8447
mwri
FY-3D MWRI RADIANCES CHANNEL 3 : out of range
Slight: obs_number=13858.0000, expected range: 14300.2921 16063.3549
FY-3D MWRI RADIANCES CHANNEL 4 : out of range
Slight: obs_number=13859.0000, expected range: 14306.3092 16066.0437
FY-3D MWRI RADIANCES CHANNEL 5 : out of range
Slight: obs_number=13916.0000, expected range: 14381.0741 16123.5141
FY-3D MWRI RADIANCES CHANNEL 7 : out of range
Slight: obs_number=13896.0000, expected range: 14370.5423 16124.6342
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6445, expected range: -15.3595 6.4362
Severely_persistent: avg_pge=0.9341, expected range: -0.9010 0.7500
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8707, expected range: -1.5003 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 34731 PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=22.6277, expected range: -2.2991 17.1806
Severely_persistent: rms_fgdepar=25.6606, expected range: 0.0000 21.5131
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=0.8208, expected range: -1.3746 0.7500
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 114.61 171.79
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 114.61 171.79
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
6 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 448.3705
LAND TEMP TEMPERATURE (K) 68906 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.0468, expected range: 0.2214 2.2351
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=10.3576, expected range: -3.0146 2.5818
Severe: rms_fgdepar=10.3606, expected range: 0.0000 4.5878
Severe: avg_pge=0.8268, expected range: -0.1467 0.3980
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.7557, expected range: 0.3265 2.0202
LAND TEMP WIND VECTOR DIFF (M/S) 38341 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=26.8018, expected range: -3.9862 11.9961
Severe: rms_fgdepar=28.0931, expected range: 0.0000 16.7050
Severe: avg_pge=0.8731, expected range: -0.3356 0.6019
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Severe: obs_number=465.0000, expected range: 525.4363 537.3137
HIGH RESO LAND TEMP TEMPERATURE (K) 51243 PRESSURE LAYER 900-1200 (HPA : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-9.9214, expected range: -7.1809 2.1428
Severe: rms_fgdepar=9.9332, expected range: 0.0000 7.0025
Severe: avg_pge=0.9067, expected range: -0.4066 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 71082 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=16.7004, expected range: 1.5936 6.6400
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=216.0000, expected range: 257.3991 280.3509
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=327.0000, expected range: 387.3443 403.1557
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: obs_number=464.0000, expected range: 362.0688 385.0423
amdar
WIGOS AMDAR TEMPERATURE (K) 333VJGJA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.0487, expected range: 0.0000 1.3386
Severe: avg_pge=0.8216, expected range: -0.0826 0.1077
WIGOS AMDAR Q (G/KG) LWEEOGRA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.6679, expected range: 0.0000 2.0107
ADS-C WIND VECTOR DIFF (M/S) ZTEIN5RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=33.2705, expected range: 0.0000 19.4615
airep
AIREP WIND VECTOR DIFF (M/S) KLM641 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0663, expected range: 0.0000 17.6346
AIREP WIND VECTOR DIFF (M/S) BAW242 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.7895, expected range: 0.0000 10.1388
AIREP WIND VECTOR DIFF (M/S) UAL2295 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.6648, expected range: 0.6948 7.3549
prof
All EUROPEAN WIND PROFILER ALL LAYERS South West Pacific : all data missing
Severe: obs_number=0, expected range: 200.15 778.35
All EUROPEAN WIND PROFILER ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 200.15 778.35
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
Considerable: obs_number=1325.0000, expected range: 2113.9317 2690.8183
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 31102 : out of range
Severe: avg_pge=0.8385, expected range: -0.8044 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35563 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=441.2834, expected range: 0.0000 198.8837
Severe: avg_pge=0.8468, expected range: -0.7272 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86255 : out of range
Severe: rms_fgdepar=486.1336, expected range: 2.5451 231.9222
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40606 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=514.7523, expected range: 2.0972 276.2322
Severe: rms_fgdepar=514.7523, expected range: 2.0972 276.2322
Severe: avg_pge=0.8763, expected range: -0.5914 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87166 : out of range
Severe: rms_fgdepar=301.8187, expected range: 0.0000 172.0933
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87148 : out of range
Severe: rms_fgdepar=446.1206, expected range: 0.0000 144.0680
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 31439 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-502.6544, expected range: -177.3681 204.9943
Severe: rms_fgdepar=592.5332, expected range: 0.0000 144.8688
MANUAL LAND SYNOP RH2M (%) 43177 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9829, expected range: -1.4130 0.7500
MANUAL LAND SYNOP RH2M (%) 62318 : out of range
Severe: rms_fgdepar=36.1833, expected range: 0.0000 10.0495
Severe: rms_fgdepar=33.4201, expected range: 0.0000 17.8459
MANUAL LAND SYNOP RH2M (%) 42639 : out of range
Severe: rms_fgdepar=37.5447, expected range: 0.0000 29.9796
Severe: avg_pge=0.8292, expected range: -0.0683 0.0856
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8069, expected range: -1.0480 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
Severe: avg_pge=0.8156, expected range: -1.2306 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04176 : out of range
Severe: rms_fgdepar=322.3621, expected range: 0.0000 243.5916
Severe: avg_pge=0.8760, expected range: -0.6701 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30028 : out of range
Severe: avg_fgdepar=-946.2951, expected range: -153.6342 242.9285
Severe: rms_fgdepar=946.2951, expected range: 0.0000 235.8729
Severe: avg_pge=0.9412, expected range: -0.6597 0.7500
BUFR LAND SYNOP RH2M (%) 11040 : out of range
Severe: rms_fgdepar=32.2299, expected range: 0.0000 16.0242
BUFR LAND SYNOP RH2M (%) 60160 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=64.0728, expected range: -27.6262 48.6317
Severe: rms_fgdepar=64.0728, expected range: 0.0000 51.5635
Severe: avg_pge=0.9865, expected range: -1.3656 0.7500
BUFR LAND SYNOP RH2M (%) 11190 : out of range
Severe: rms_fgdepar=47.7036, expected range: 0.0000 21.6600
BUFR LAND SYNOP RH2M (%) 08112 : out of range
Severe: avg_fgdepar=59.3228, expected range: -39.9633 62.1074
Severe: rms_fgdepar=59.6660, expected range: 0.0000 59.4776
BUFR LAND SYNOP RH2M (%) 11072 : out of range
Severe: rms_fgdepar=41.1956, expected range: 0.0000 18.3556
BUFR LAND SYNOP RH2M (%) 11036 : out of range
Severe: rms_fgdepar=37.2557, expected range: 0.0000 12.7639
BUFR LAND SYNOP RH2M (%) 11037 : out of range
Severe: rms_fgdepar=31.3553, expected range: 0.0000 13.2835
BUFR LAND SYNOP RH2M (%) 86657 : out of range
Severe: rms_fgdepar=31.5955, expected range: 0.0000 15.6455
BUFR LAND SYNOP RH2M (%) 95667 : out of range
Severe: rms_fgdepar=47.8979, expected range: 0.1660 7.9105
BUFR LAND SYNOP RH2M (%) 11387 : out of range
Severe: rms_fgdepar=38.0802, expected range: 0.0000 19.8855
BUFR LAND SYNOP RH2M (%) 95708 : out of range
Severe: rms_fgdepar=33.9688, expected range: 0.0000 16.8977
BUFR LAND SYNOP RH2M (%) 72268 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=46.7098, expected range: 0.0000 23.4185
BUFR LAND SYNOP Z (M) 06656 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=121.9768, expected range: 0.7592 65.2993
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=203.0000, expected range: 246.6429 259.1071
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7UU3 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8054, expected range: -1.1823 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KPDL : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8747, expected range: -0.0155 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5NK2 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=862.8618, expected range: 612.1314 1178.5332
Severely_persistent: rms_fgdepar=862.8618, expected range: 612.1314 1178.5332
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V8208 : out of range
Severe: avg_fgdepar=25.3356, expected range: -6.3617 14.1317
Severe: rms_fgdepar=25.4193, expected range: 0.0000 14.0771
Severe: avg_pge=0.9330, expected range: -0.7175 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK52 : out of range
Severe: rms_fgdepar=370.9287, expected range: 0.0000 159.7087
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5LJ2 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=507.5002, expected range: -289.1121 271.1241
Severe: rms_fgdepar=507.5002, expected range: 0.0000 239.3924
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301608 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8238, expected range: -1.3888 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202688 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8020, expected range: -1.2244 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501630 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8749, expected range: -0.8029 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301603 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=350.2598, expected range: 0.0000 96.1091
Severe: avg_pge=0.8134, expected range: -0.0576 0.0720
DRIFTING BUOYS SURFACE PRESSURE (PA) 4700546 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-631.6183, expected range: -114.4840 148.5242
Severe: rms_fgdepar=631.7265, expected range: 0.0000 291.6933
Severe: avg_pge=0.9160, expected range: -0.5004 0.6310
metar
METAR SURFACE PRESSURE (PA) FDSK : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=701.0433, expected range: -336.6683 388.6779
Severely_persistent: rms_fgdepar=701.1081, expected range: 0.0000 354.2008
Severely_persistent: avg_pge=0.8461, expected range: -1.1468 0.7500
METAR SURFACE PRESSURE (PA) SARE : out of range
Severe: rms_fgdepar=329.8580, expected range: 0.0000 135.2484
METAR SURFACE PRESSURE (PA) DNIL : out of range
Severe: rms_fgdepar=414.9260, expected range: 0.0000 217.6824
METAR SURFACE PRESSURE (PA) DNJO : out of range
Severe: rms_fgdepar=334.0447, expected range: 0.0000 174.6406
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.4700, expected range: -56.6030 -50.8243
Severely_persistent: rms_fgdepar=54.4700, expected range: 50.8243 56.6030
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=98.7428, expected range: 98.6734 100.5421
Severely_persistent: rms_fgdepar=98.7428, expected range: 98.6737 100.5420
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-67.6194, expected range: -68.9159 -62.9629
Severely_persistent: rms_fgdepar=67.6194, expected range: 62.9633 68.9157
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=-80.1565, expected range: -83.0521 -77.4719
Severely_persistent: rms_fgdepar=80.1571, expected range: 77.4729 83.0545
BUFR LAND SYNOP SNOW (CM) 47070 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=70.5204, expected range: 0.0000 191.9329
BUFR LAND SYNOP SNOW (CM) 02974 : out of range
Severe: rms_fgdepar=16.1118, expected range: 0.0000 4.8635
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6944, expected range: -18.0970 -11.3490
Severely_persistent: rms_fgdepar=12.7146, expected range: 11.4395 18.2745
METAR 2M TEMPERATURE (K) CYDA : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4990, expected range: -15.0636 17.5479
Severely_persistent: rms_fgdepar=12.5233, expected range: 0.0000 14.2922
LAND TEMP 2M TEMPERATURE (K) 91348 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9656, expected range: -31.1597 15.5700
Severely_persistent: rms_fgdepar=13.9656, expected range: 0.0000 27.1374
BUFR LAND SYNOP 2M TEMPERATURE (K) 85671 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.4394, expected range: -20.0718 -11.9690
Severely_persistent: rms_fgdepar=18.4765, expected range: 12.1415 20.0647
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.7594, expected range: -27.8222 10.4448
Severely_persistent: rms_fgdepar=19.7594, expected range: 0.0000 23.7529
Severely_persistent: avg_est_pge=0.8078, expected range: -0.1565 1.2248
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 36974 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8144, expected range: -13.4803 -0.7918
Severe: rms_fgdepar=13.8144, expected range: 0.7918 13.4803
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68347 : out of range
Severe: rms_fgdepar=10.3186, expected range: 0.0000 3.3961
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30230 : out of range
Severe: rms_fgdepar=11.5987, expected range: 0.0000 6.3167
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23412 : out of range
Severe: avg_fgdepar=13.6236, expected range: -4.1499 5.3421
Severe: rms_fgdepar=13.6306, expected range: 0.0000 4.9285
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71043 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2258, expected range: -15.6023 7.7773
Severe: rms_fgdepar=12.2364, expected range: 0.0000 13.2371
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3411, expected range: -7.0439 11.0079
Severe: rms_fgdepar=12.3909, expected range: 1.1716 6.9746
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23114 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.1126, expected range: 0.0000 5.7205
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30664 : out of range
Severe: avg_fgdepar=-13.8358, expected range: -12.2101 1.6778
Severe: rms_fgdepar=13.8998, expected range: 0.5310 12.2870
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36806 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.2966, expected range: -8.9203 3.2860
Severe: rms_fgdepar=13.3527, expected range: 0.0000 8.5951
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=-14.7338, expected range: -14.2248 10.7449
Severe: rms_fgdepar=14.7433, expected range: 0.0000 11.2391
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8895, expected range: -11.8499 11.9819
Severe: rms_fgdepar=13.9779, expected range: 0.0000 10.2931
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24219 : out of range
Severe: avg_fgdepar=-12.1791, expected range: -10.9197 10.1243
Severe: rms_fgdepar=12.1805, expected range: 0.0000 8.2921
METAR 2M TEMPERATURE (K) VYNT : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=15.2100, expected range: 3.1235 15.2359
Severe: rms_fgdepar=15.2319, expected range: 4.2075 14.9858
METAR 2M TEMPERATURE (K) VECX : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9371, expected range: -13.9109 -1.3318
Severe: rms_fgdepar=13.3057, expected range: 2.1887 14.0316
LAND TEMP 2M TEMPERATURE (K) 51828 : out of range
Severe: avg_fgdepar=12.6485, expected range: -1.3597 3.9444
Severe: rms_fgdepar=12.6485, expected range: 0.0000 3.2632
LAND TEMP 2M TEMPERATURE (K) 65548 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.6185, expected range: -28.3658 7.2306
Severe: rms_fgdepar=15.6185, expected range: 0.0000 28.3658
BUFR LAND SYNOP 2M TEMPERATURE (K) 23412 : out of range
Severe: avg_fgdepar=13.5168, expected range: -4.1407 5.1568
Severe: rms_fgdepar=13.5238, expected range: 0.0000 4.8243
BUFR LAND SYNOP 2M TEMPERATURE (K) 71043 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2964, expected range: -15.6814 7.7686
Severe: rms_fgdepar=12.3061, expected range: 0.0000 13.3138
BUFR LAND SYNOP 2M TEMPERATURE (K) 04983 : out of range
Severe: avg_fgdepar=-13.3939, expected range: -8.7722 5.8671
Severe: rms_fgdepar=13.4276, expected range: 0.0000 7.5026
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
Severe: avg_fgdepar=-12.3911, expected range: -7.0939 10.9579
Severe: rms_fgdepar=12.4407, expected range: 1.1817 6.9082
BUFR LAND SYNOP 2M TEMPERATURE (K) 30664 : out of range
Severe: avg_fgdepar=-13.8426, expected range: -12.3245 1.6562
Severe: rms_fgdepar=13.9057, expected range: 0.4909 12.4089
BUFR LAND SYNOP 2M TEMPERATURE (K) 27415 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=15.8655, expected range: -8.3736 16.9969
Severe: rms_fgdepar=15.8687, expected range: 0.0000 16.8461
BUFR LAND SYNOP 2M TEMPERATURE (K) 36806 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3466, expected range: -8.9703 3.2360
Severe: rms_fgdepar=13.4025, expected range: 0.0000 8.6654
BUFR LAND SYNOP 2M TEMPERATURE (K) 71966 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0193, expected range: 0.0000 12.6931
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=-14.6377, expected range: -14.3247 10.8189
Severe: rms_fgdepar=14.6459, expected range: 0.0000 11.2998
BUFR LAND SYNOP 2M TEMPERATURE (K) 02827 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0819, expected range: -12.4762 6.1994
Severe: rms_fgdepar=12.5850, expected range: 0.0000 13.2454
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9523, expected range: -11.9431 11.9654
Severe: rms_fgdepar=14.0383, expected range: 0.0000 10.3644
BUFR LAND SYNOP 2M TEMPERATURE (K) 24219 : out of range
Severe: avg_fgdepar=-12.2367, expected range: -10.8783 10.0186
Severe: rms_fgdepar=12.2381, expected range: 0.0000 8.3040
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 11040 : out of range
Severe: rms_fgdepar=31.2945, expected range: 0.0000 15.4698
AUTOMATIC LAND SYNOP RH2M (%) 11190 : out of range
Severe: rms_fgdepar=32.0984, expected range: 0.0000 17.8122
AUTOMATIC LAND SYNOP RH2M (%) 11072 : out of range
Severe: rms_fgdepar=31.0836, expected range: 0.0000 16.1583
AUTOMATIC LAND SYNOP RH2M (%) 11036 : out of range
Severe: rms_fgdepar=31.6372, expected range: 0.0000 13.7474
AUTOMATIC LAND SYNOP RH2M (%) 11037 : out of range
Severe: rms_fgdepar=31.0018, expected range: 0.0000 14.1476
MANUAL LAND SYNOP RH2M (%) 11170 : out of range
Severe: rms_fgdepar=32.4036, expected range: 0.0000 18.1259
MANUAL LAND SYNOP RH2M (%) 34871 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.1795, expected range: 0.0000 18.2231
METAR RH2M (%) HEAX : out of range
Severe: rms_fgdepar=30.2992, expected range: 0.3438 16.3180