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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-03 00:00

amsua
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
4 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6702, expected range: 0.5585 0.6249
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
Slight: stdev_norm_fgdepar=0.9487, expected range: 0.8324 0.9115
AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39
iasi
METOP-B IASI RADIANCES CHANNEL 301 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3082, expected range: 0.2628 0.2881
METOP-B IASI RADIANCES CHANNEL 1521 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0911, expected range: -0.0742 -0.0657
METOP-B IASI RADIANCES CHANNEL 1652 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1357, expected range: 0.1624 0.1684
METOP-B IASI RADIANCES CHANNEL 254 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0945, expected range: 0.1077 0.1146
METOP-B IASI RADIANCES CHANNEL 267 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0026, expected range: 0.0132 0.0272
METOP-B IASI RADIANCES CHANNEL 212 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0529, expected range: -0.2041 -0.0647
METOP-B IASI RADIANCES CHANNEL 284 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0167, expected range: 0.0961 0.1742
METOP-B IASI RADIANCES CHANNEL 286 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0386, expected range: 0.0442 0.1472
METOP-B IASI RADIANCES CHANNEL 1513 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0890, expected range: 0.0002 0.0419
METOP-C IASI RADIANCES CHANNEL 1652 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0863, expected range: 0.1012 0.1201
METOP-C IASI RADIANCES CHANNEL 1658 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0883, expected range: 0.1059 0.1285
METOP-C IASI RADIANCES CHANNEL 236 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1504, expected range: -0.1396 -0.1293
METOP-C IASI RADIANCES CHANNEL 1513 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0393, expected range: -0.0163 -0.0091
METOP-C IASI RADIANCES CHANNEL 1521 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0998, expected range: -0.0792 -0.0560
METOP-C IASI RADIANCES CHANNEL 1639 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0341, expected range: 0.0722 0.0746
METOP-C IASI RADIANCES CHANNEL 284 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0116, expected range: 0.0706 0.1626
cris
NPP CRIS RADIANCES CHANNEL 653 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0648, expected range: 0.0796 0.0964
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0540, expected range: 0.0731 0.0914
NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0548, expected range: 0.0635 0.0650
NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1894, expected range: 0.1638 0.1752
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0680, expected range: -0.0637 -0.0584
NOAA20 CRIS RADIANCES CHANNEL 114 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0358, expected range: -0.1805 -0.0677
atms
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5116, expected range: -0.7214 -0.6282
NPP ATMS RADIANCES CHANNEL 14 : out of range
3 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=0.5300, expected range: 0.4365 0.4981
gpsro
All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 169.86 895.52
METOP-C GRAS SETTING HEIGHT 26-28 KM : out of range
Slight: avg_norm_fgdepar=0.1240, expected range: -0.2082 0.0471
COSMIC2-E6 GPSRO SETTING HEIGHT 40-42 KM : out of range
Slight: avg_norm_fgdepar=-0.2641, expected range: -0.1460 0.1919
Atmospheric Motion Vector
All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14
resat
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
Considerable: obs_number=15977.0000, expected range: 13798.6891 14775.5609
Radiosondes
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severely_persistent: obs_number=0, expected range: 135.71 152.79
LAND TEMP TEMPERATURE (K) 30635 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=7.0263, expected range: 0.0000 3.9723
Severe: avg_pge=0.8492, expected range: -0.4957 0.7500
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=8.4291, expected range: 0.0000 7.5984
Severe: avg_pge=0.8942, expected range: -0.7658 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 30635 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.2471, expected range: 0.0000 11.7329
Severe: avg_pge=0.9002, expected range: -0.5624 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 25913 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=16.9918, expected range: 0.0000 6.3091
HIGH RESO LAND TEMP TEMPERATURE (K) 76526 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=-13.0019, expected range: -1.5863 1.6281
Severe: rms_fgdepar=13.0635, expected range: 0.0000 2.6432
Severe: avg_pge=0.9396, expected range: -0.1976 0.3223
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=277.0000, expected range: 338.9700 359.2800
amdar
AMDAR WIND VECTOR DIFF (M/S) AEA023 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8169, expected range: -0.7902 0.7500
AMDAR WIND VECTOR DIFF (M/S) AEA058 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.0969, expected range: 0.0000 44.1362
AMDAR WIND VECTOR DIFF (M/S) KLM702 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8136, expected range: -0.9417 0.7500
AMDAR WIND VECTOR DIFF (M/S) LAN702 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8093, expected range: -0.9058 0.7500
AMDAR WIND VECTOR DIFF (M/S) LAN705 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.1202, expected range: -8.8946 26.9010
Severe: rms_fgdepar=20.4002, expected range: 0.0000 31.9757
Severe: avg_pge=0.8226, expected range: -0.7022 0.7500
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (4 pressure layers affected) : out of range
Severe: avg_fgdepar=13.2973, expected range: -1.5448 1.6568
Severe: rms_fgdepar=13.2973, expected range: 0.0000 1.9237
Severe: avg_pge=0.9231, expected range: -0.0593 0.0808
ADS-C WIND VECTOR DIFF (M/S) 3JKJ3MZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.0124, expected range: -8.2397 15.8061
Severe: rms_fgdepar=32.3439, expected range: 0.0000 25.4640
ADS-C WIND VECTOR DIFF (M/S) PVUUIEBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=23.6402, expected range: -2.5901 10.9927
Severe: rms_fgdepar=38.2677, expected range: 0.0000 12.0759
ADS-C WIND VECTOR DIFF (M/S) VE500QRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.2244, expected range: 0.0000 23.9207
airep
AIREP WIND VECTOR DIFF (M/S) LOT3 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=31.5005, expected range: 0.0000 30.2818
AIREP WIND VECTOR DIFF (M/S) LOT5KE PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=31.7995, expected range: 0.0000 32.0454
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 65510 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=16.0728, expected range: 1.2451 6.7300
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17952 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8053, expected range: -1.4059 0.7500
BUFR LAND SYNOP RH2M (%) 34394 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.2472, expected range: -91.3929 147.0111
Severely_persistent: rms_fgdepar=54.2472, expected range: 0.0000 147.0111
BUFR LAND SYNOP RH2M (%) 94334 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.1592, expected range: -96.9095 162.5836
Severely_persistent: rms_fgdepar=57.1592, expected range: 0.0000 162.5836
Severely_persistent: avg_pge=1.0000, expected range: -1.9870 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14658 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8107, expected range: 0.2613 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24538 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8272, expected range: -1.7465 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33562 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=567.4857, expected range: 0.0000 1624.3571
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=597.5240, expected range: 490.3667 742.1811
Severely_persistent: rms_fgdepar=597.9656, expected range: 491.1581 742.2684
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84801 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=642.7927, expected range: -1292.3041 1814.2734
Severely_persistent: rms_fgdepar=645.3088, expected range: -1151.0213 1721.9902
Severely_persistent: avg_pge=0.8849, expected range: -1.8949 0.7500
MANUAL LAND SYNOP RH2M (%) 64750 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9996, expected range: -1.2886 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83499 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8065, expected range: -0.9711 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89251 : out of range
Severe: avg_pge=0.8641, expected range: -1.1651 0.7500
BUFR LAND SYNOP RH2M (%) 86768 : out of range
Severe: rms_fgdepar=43.5743, expected range: 0.0000 28.5937
Severe: avg_pge=0.9015, expected range: -0.0030 0.0113
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29759 : out of range
Severe: rms_fgdepar=550.8529, expected range: 0.0000 229.9241
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31300 : out of range
Severe: rms_fgdepar=468.7144, expected range: 0.0000 307.3164
Severe: avg_pge=0.8666, expected range: -0.7904 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48431 : out of range
Severe: rms_fgdepar=380.6433, expected range: 4.4714 67.7900
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48966 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8601, expected range: -0.8964 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 80022 : out of range
Severe: rms_fgdepar=523.4615, expected range: 0.0000 211.8088
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8629, expected range: -0.9747 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=531.1161, expected range: 0.0000 697.9498
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRON5 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=505.8611, expected range: -1178.7248 962.7105
Severely_persistent: rms_fgdepar=738.7619, expected range: 0.0000 1615.8086
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JQF : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-570.6120, expected range: -852.1417 -196.6590
Severe: rms_fgdepar=570.6120, expected range: 305.1295 683.7286
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDD2875 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=645.9371, expected range: -1113.1120 848.5949
Severe: rms_fgdepar=780.9769, expected range: 0.0000 925.8175
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCEF6 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=721.1987, expected range: -768.3967 954.3708
Severe: rms_fgdepar=721.1987, expected range: 0.0000 655.6339
Severe: avg_pge=0.8556, expected range: -0.7120 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7AT9 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8794, expected range: -0.3681 0.7500
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8988, expected range: -0.7900 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203640 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=505.0011, expected range: -676.5370 971.9156
DRIFTING BUOYS SURFACE PRESSURE (PA) 6401760 : out of range
Severe: avg_fgdepar=-544.9614, expected range: -142.0795 248.7283
Severe: rms_fgdepar=547.4658, expected range: 0.0000 249.7264
Severe: avg_pge=0.8984, expected range: -0.7458 0.7500
metar
METAR SURFACE PRESSURE (PA) DAAY : out of range
Severe: rms_fgdepar=465.3666, expected range: 0.0000 174.6350
METAR SURFACE PRESSURE (PA) GOGS : out of range
Severe: rms_fgdepar=351.2858, expected range: 0.0000 148.9477
AUTOMATIC METAR SURFACE PRESSURE (PA) PAVD : out of range
Severe: avg_fgdepar=527.3948, expected range: -101.6694 599.9811
Severe: rms_fgdepar=527.4336, expected range: 0.0000 591.4714
snow
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=-766.0350, expected range: -825.6230 -752.6662
Severely_persistent: rms_fgdepar=766.0351, expected range: 752.7661 825.6152
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-94.4245, expected range: -104.3339 -64.0468
Severely_persistent: rms_fgdepar=94.4279, expected range: 64.0782 104.3238
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=-53.6216, expected range: -63.0047 -27.6415
Severely_persistent: rms_fgdepar=53.6598, expected range: 27.6912 62.9900
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-51.4306, expected range: -62.1442 -28.6742
Severe: rms_fgdepar=51.4306, expected range: 28.6742 62.1442
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-51.4306, expected range: -62.1442 -28.6742
Severe: rms_fgdepar=51.4306, expected range: 28.6742 62.1442
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.0453, expected range: -13.5846 25.8502
Severely_persistent: rms_fgdepar=13.0462, expected range: 0.0000 24.4336
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4482, expected range: -16.6190 -10.4901
Severely_persistent: rms_fgdepar=15.5690, expected range: 10.7070 16.6968
METAR 2M TEMPERATURE (K) LTCB : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.9855, expected range: 3.1747 16.3880
Severely_persistent: rms_fgdepar=15.0139, expected range: 3.6260 16.4589
BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.0549, expected range: -13.4719 25.6823
Severely_persistent: rms_fgdepar=13.0655, expected range: 0.0000 24.2561
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5272, expected range: -16.7457 -10.5504
Severely_persistent: rms_fgdepar=15.6471, expected range: 10.7458 16.8384
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9559, expected range: -19.4091 -7.3190
Severely_persistent: rms_fgdepar=13.9877, expected range: 7.3368 19.5525
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02254 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8065, expected range: -1.2329 1.9300
Severe: rms_fgdepar=12.8482, expected range: 0.0000 1.4644
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
Severe: avg_fgdepar=-14.6622, expected range: -12.1769 4.5454
Severe: rms_fgdepar=14.7041, expected range: 0.0000 11.5538
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24856 : out of range
Severe: avg_fgdepar=-12.3834, expected range: -8.6992 6.0445
Severe: rms_fgdepar=12.4116, expected range: 0.0000 8.2663
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25248 : out of range
Severe: avg_fgdepar=-12.2678, expected range: -9.8991 8.2016
Severe: rms_fgdepar=12.3590, expected range: 0.0000 8.2178
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25400 : out of range
Severe: rms_fgdepar=11.1218, expected range: 0.0655 5.5144
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.4759, expected range: -13.7782 7.3448
Severe: rms_fgdepar=14.5511, expected range: 0.0000 12.5590
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36467 : out of range
Severe: avg_fgdepar=-12.7560, expected range: -8.1887 4.6886
Severe: rms_fgdepar=13.0916, expected range: 0.0000 9.5203
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.8346, expected range: -22.2769 10.4213
Severe: rms_fgdepar=14.8645, expected range: 0.0000 20.6560
BUFR LAND SYNOP 2M TEMPERATURE (K) 02254 : out of range
Severe: avg_fgdepar=-12.2746, expected range: -1.3521 1.7992
Severe: rms_fgdepar=12.3212, expected range: 0.0000 1.3340
BUFR LAND SYNOP 2M TEMPERATURE (K) 23527 : out of range
Severe: rms_fgdepar=12.0384, expected range: 0.0000 9.4580
BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
Severe: avg_fgdepar=-14.7635, expected range: -12.3289 4.5075
Severe: rms_fgdepar=14.8042, expected range: 0.0000 11.7293
BUFR LAND SYNOP 2M TEMPERATURE (K) 24856 : out of range
Severe: avg_fgdepar=-12.3916, expected range: -8.7011 6.0004
Severe: rms_fgdepar=12.4212, expected range: 0.0000 8.2908
BUFR LAND SYNOP 2M TEMPERATURE (K) 25248 : out of range
Severe: avg_fgdepar=-12.3439, expected range: -10.3457 8.3352
Severe: rms_fgdepar=12.4359, expected range: 0.0000 8.5037
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.5768, expected range: -13.8758 7.3469
Severe: rms_fgdepar=14.6514, expected range: 0.0000 12.6593
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.8846, expected range: -22.3269 10.3713
Severe: rms_fgdepar=14.9144, expected range: 0.0000 20.7594
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI16607 : out of range
Severe: avg_fgdepar=-12.2732, expected range: -2.2038 3.0207
Severe: rms_fgdepar=12.2792, expected range: 0.0000 3.1831
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1FED7 : out of range
Severe: rms_fgdepar=14.7624, expected range: 1.9645 19.9962
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 68255 : out of range
Severe: rms_fgdepar=32.1277, expected range: 0.0000 15.9414
AUTOMATIC LAND SYNOP RH2M (%) 68408 : out of range
Severe: rms_fgdepar=34.4496, expected range: 0.0000 15.8848
BUFR LAND SYNOP RH2M (%) 51495 : out of range
Severe: rms_fgdepar=31.3275, expected range: 0.0000 16.3046
BUFR LAND SYNOP RH2M (%) _1702609 : out of range
Severe: rms_fgdepar=31.5260, expected range: 0.0000 15.0555
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 41.53 312.90