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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-04 00:00

amsua
NOAA-18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
1 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.8048, expected range: 0.6913 0.7375
NOAA-18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
1 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.6997, expected range: 0.5527 0.6293
NOAA-15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
Considerable: stdev_norm_fgdepar=0.6763, expected range: 0.5316 0.6252
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 1513 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1112, expected range: -0.0857 -0.0817
Severely_persistent: avg_biascorr=0.1108, expected range: -0.0217 0.0419
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=-0.0997, expected range: -0.0742 -0.0632
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=0.1293, expected range: 0.1624 0.1708
METOP-B IASI RADIANCES CHANNEL 199 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1277, expected range: -0.1869 -0.0395
METOP-B IASI RADIANCES CHANNEL 205 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0724, expected range: -0.2148 -0.0915
METOP-B IASI RADIANCES CHANNEL 212 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0767, expected range: -0.1564 -0.0647
METOP-B IASI RADIANCES CHANNEL 214 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1930, expected range: 0.0331 0.1199
METOP-B IASI RADIANCES CHANNEL 219 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0480, expected range: -0.1279 -0.0584
METOP-B IASI RADIANCES CHANNEL 226 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0511, expected range: -0.0569 0.0010
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=0.0424, expected range: 0.0961 0.1614
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=-0.0256, expected range: 0.0442 0.1288
METOP-B IASI RADIANCES CHANNEL 254 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0949, expected range: 0.1077 0.1106
METOP-B IASI RADIANCES CHANNEL 299 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0376, expected range: 0.0578 0.0762
METOP-B IASI RADIANCES CHANNEL 366 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2298, expected range: -0.2109 -0.2053
METOP-B IASI RADIANCES CHANNEL 1671 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1726, expected range: 0.0930 0.1358
METOP-C IASI RADIANCES CHANNEL 301 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2459, expected range: 0.1901 0.2189
METOP-C IASI RADIANCES CHANNEL 1658 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0614, expected range: 0.0941 0.1251
METOP-C IASI RADIANCES CHANNEL 236 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1519, expected range: -0.1396 -0.1297
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=-0.0421, expected range: -0.0163 -0.0036
METOP-C IASI RADIANCES CHANNEL 1521 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1073, expected range: -0.0792 -0.0576
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=0.0294, expected range: 0.0722 0.0830
METOP-C IASI RADIANCES CHANNEL 1652 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0613, expected range: 0.1026 0.1136
METOP-C IASI RADIANCES CHANNEL 199 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0913, expected range: -0.2251 -0.0773
METOP-C IASI RADIANCES CHANNEL 205 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0225, expected range: -0.2914 -0.1425
METOP-C IASI RADIANCES CHANNEL 212 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0096, expected range: -0.2398 -0.1328
METOP-C IASI RADIANCES CHANNEL 226 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0186, expected range: -0.1414 -0.0829
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=0.0112, expected range: 0.0706 0.1361
cris
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0686, expected range: -0.0623 -0.0599
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0586, expected range: 0.0731 0.0919
NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1949, expected range: 0.1576 0.1752
NOAA20 CRIS RADIANCES CHANNEL 114 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0419, expected range: -0.1245 -0.0677
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3979, expected range: -0.2354 -0.0662
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4906, expected range: -0.6881 -0.6282
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
Radiosondes
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-11.3644, expected range: -9.7088 8.6244
Severe: rms_fgdepar=11.5813, expected range: 0.0000 7.7575
Severe: avg_pge=0.9201, expected range: -0.7974 0.7500
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8288, expected range: -0.9276 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 30673 PRESSURE LAYER 900-1200 (HPA : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-9.6858, expected range: -4.6544 3.8774
Severe: rms_fgdepar=9.7274, expected range: 0.0000 4.2494
Severe: avg_pge=0.8884, expected range: -1.1287 0.7500
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 0.00 408.15
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: rms_fgdepar=3.8426, expected range: 0.0000 2.3882
amdar
AMDAR WIND VECTOR DIFF (M/S) AAL34 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.8711, expected range: 0.0000 9.0691
Severe: avg_pge=0.8463, expected range: -0.3011 0.3706
AMDAR WIND VECTOR DIFF (M/S) ANZ105 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.3721, expected range: 0.0000 7.6903
Severe: avg_pge=0.8209, expected range: -0.8598 0.7500
WIGOS AMDAR TEMPERATURE (K) EU2033 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=8.6131, expected range: 0.0000 2.5991
Severe: avg_pge=0.9427, expected range: -0.7579 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) CNNKZT PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.1938, expected range: 0.0000 7.8043
ADS-C WIND VECTOR DIFF (M/S) 0DKI1RZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.3529, expected range: -12.7760 24.0172
Severe: rms_fgdepar=28.5744, expected range: 0.0000 43.0261
ADS-C WIND VECTOR DIFF (M/S) 0NRTSKZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9289, expected range: 0.0000 24.8080
ADS-C WIND VECTOR DIFF (M/S) O3DJ3YZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7900, expected range: 0.0000 6.8788
ADS-C WIND VECTOR DIFF (M/S) WSDQOORA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=26.9713, expected range: -6.8390 16.7315
Severe: rms_fgdepar=41.9275, expected range: 0.0000 34.9050
airep
AIREP WIND VECTOR DIFF (M/S) BAW7JG PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.7797, expected range: 0.0000 15.8185
AIREP WIND VECTOR DIFF (M/S) ETH611 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9223, expected range: 0.0000 7.9862
AIREP WIND VECTOR DIFF (M/S) LOT4EH PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.8880, expected range: 0.0000 13.7761
AIREP WIND VECTOR DIFF (M/S) NBT002 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.9767, expected range: -5.1922 13.4732
Severe: rms_fgdepar=28.6258, expected range: 0.0000 17.2187
AIREP WIND VECTOR DIFF (M/S) OMA849 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6267, expected range: 0.4097 9.2240
AIREP WIND VECTOR DIFF (M/S) THY7LK PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=26.2668, expected range: -5.8136 13.9673
Severe: rms_fgdepar=39.0758, expected range: 0.0000 15.6060
AIREP WIND VECTOR DIFF (M/S) UAL57 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2704, expected range: 0.0000 8.1347
prof
EUROPEAN WIND PROFILER 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 297.5856
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42299 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.2437, expected range: 0.0000 8.1980
synop
MANUAL LAND SYNOP RH2M (%) 42026 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.9379, expected range: 9.1306 100.4510
Severely_persistent: rms_fgdepar=51.9379, expected range: 9.1306 100.4510
BUFR LAND SYNOP RH2M (%) 68408 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.8958, expected range: -117.0319 96.5561
Severely_persistent: rms_fgdepar=53.8958, expected range: -87.7203 112.5681
Severely_persistent: avg_pge=0.9895, expected range: -1.4737 0.7500
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=615.2747, expected range: 485.1000 737.5311
Severely_persistent: rms_fgdepar=615.7675, expected range: 485.7720 737.8082
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84801 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=578.1942, expected range: -1261.2366 1849.4793
Severely_persistent: rms_fgdepar=579.0650, expected range: 0.0000 1755.0932
Severely_persistent: avg_pge=0.8830, expected range: -1.8468 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-512.7317, expected range: -671.9458 -350.6742
Severely_persistent: rms_fgdepar=513.3246, expected range: 351.2694 672.4938
MANUAL LAND SYNOP Z (M) 38734 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8447, expected range: -1.7385 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36229 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8047, expected range: -0.9581 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43318 : out of range
Severe: rms_fgdepar=308.2588, expected range: 0.0000 75.4925
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62332 : out of range
Severe: rms_fgdepar=458.2983, expected range: 0.0000 131.6365
BUFR LAND SYNOP Z (M) 06687 : out of range
Severe: avg_pge=0.8612, expected range: -0.2865 0.3620
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
Severe: avg_pge=0.8152, expected range: -1.3631 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 38069 : out of range
Severe: rms_fgdepar=323.8997, expected range: 0.0000 140.6458
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48095 : out of range
Severe: rms_fgdepar=609.8637, expected range: 0.0000 189.6715
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61997 : out of range
Severe: avg_pge=0.8397, expected range: -0.9573 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86285 : out of range
Severe: avg_fgdepar=1175.6848, expected range: -561.3422 482.2026
Severe: rms_fgdepar=1175.6848, expected range: 0.0000 447.8803
Severe: avg_pge=0.9508, expected range: -1.0704 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 98558 : out of range
Severe: rms_fgdepar=538.2963, expected range: 0.0000 259.5257
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 2HDF9 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8155, expected range: 0.3114 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) JPTX : out of range
15 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=22.0742, expected range: 0.0000 55.6634
Severely_persistent: avg_pge=0.8691, expected range: -0.5175 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-919.8713, expected range: -1407.3366 1147.3632
Severely_persistent: rms_fgdepar=919.8713, expected range: -1078.6851 1507.8485
Severely_persistent: avg_pge=0.9012, expected range: -1.1386 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CCGV : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-508.1954, expected range: -1091.5581 -52.2903
Severely_persistent: rms_fgdepar=509.1712, expected range: 0.0000 1211.1531
Severely_persistent: avg_pge=0.8266, expected range: 0.4578 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DFPG2 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8106, expected range: 0.6081 0.7500
BUFR SHIP SYNOP RH2M (%) VRMV3 : out of range
Severe: avg_fgdepar=53.4675, expected range: -51.7608 80.3219
Severe: rms_fgdepar=53.4675, expected range: 0.0000 74.4754
Severe: avg_pge=0.9049, expected range: -0.3319 0.3982
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3ETA7 : out of range
Severe: avg_fgdepar=21.3413, expected range: -7.0120 13.4071
Severe: rms_fgdepar=21.3413, expected range: 0.0000 13.4789
Severe: avg_pge=0.9128, expected range: -1.3269 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2ICI3 : out of range
Severe: rms_fgdepar=486.6755, expected range: 0.0000 329.9667
Severe: avg_pge=0.8082, expected range: -0.6907 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JCK : out of range
Severe: rms_fgdepar=483.7042, expected range: 0.0000 258.6240
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KJY : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-515.4064, expected range: -484.6162 520.2479
Severe: rms_fgdepar=515.4064, expected range: 0.0000 587.9431
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6CH4 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-701.7149, expected range: -1365.0967 997.6157
Severe: rms_fgdepar=704.9425, expected range: 0.0000 1204.3720
Severe: avg_pge=0.8728, expected range: -1.4449 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRGO7 : out of range
Severe: avg_fgdepar=-611.9640, expected range: -738.3649 -251.1881
Severe: rms_fgdepar=611.9640, expected range: 251.1881 738.3649
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8472, expected range: -0.8456 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501718 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8381, expected range: -1.2000 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101836 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=541.9931, expected range: 0.0000 1177.4550
Severely_persistent: avg_pge=0.8585, expected range: -0.3000 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: avg_fgdepar=634.8211, expected range: -890.9962 882.2919
Severely_persistent: rms_fgdepar=638.9411, expected range: -774.0739 1141.3184
Severely_persistent: avg_pge=0.9111, expected range: -1.5726 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301619 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-799.2461, expected range: -720.4372 690.1487
Severe: rms_fgdepar=800.3988, expected range: -645.6481 843.3570
Severe: avg_pge=0.9307, expected range: -0.7204 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301615 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=465.8993, expected range: 0.0000 200.4093
metar
METAR SURFACE PRESSURE (PA) FAUP : out of range
Severe: rms_fgdepar=621.8570, expected range: 0.0000 195.8645
snow
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.0011, expected range: -61.0981 -32.8227
Severely_persistent: rms_fgdepar=51.0011, expected range: 32.8227 61.0981
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.0011, expected range: -61.0981 -32.8227
Severely_persistent: rms_fgdepar=51.0011, expected range: 32.8227 61.0981
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=-805.1730, expected range: -826.7568 -750.7722
Severely_persistent: rms_fgdepar=805.2586, expected range: 750.8964 826.7365
BUFR LAND SYNOP SNOW (CM) _MI169F9 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.2243, expected range: 87.6191 104.9782
Severely_persistent: rms_fgdepar=99.2243, expected range: 87.6351 104.9680
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=-89.9354, expected range: -104.2141 -69.2718
Severely_persistent: rms_fgdepar=89.9391, expected range: 69.2801 104.2194
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.3669, expected range: -61.3882 -33.4875
Severely_persistent: rms_fgdepar=51.4212, expected range: 33.5358 61.3645
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.7407, expected range: 94.2078 101.8826
Severely_persistent: rms_fgdepar=99.7407, expected range: 94.2149 101.8786
BUFR LAND SYNOP SNOW (CM) _7054B8F : out of range
Severe: rms_fgdepar=21.5976, expected range: 2.1192 9.2881
BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
Severe: rms_fgdepar=37.7306, expected range: 18.0780 22.2379
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3943, expected range: -15.0716 29.2479
Severely_persistent: rms_fgdepar=12.5038, expected range: 0.0000 27.4240
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6392, expected range: -16.6400 -10.6659
Severely_persistent: rms_fgdepar=14.7518, expected range: 10.8756 16.7253
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2820, expected range: -21.5227 11.0766
Severely_persistent: rms_fgdepar=15.7747, expected range: 0.0000 19.8922
METAR 2M TEMPERATURE (K) LTCB : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.9958, expected range: 3.3531 16.5001
Severely_persistent: rms_fgdepar=13.0402, expected range: 3.8047 16.5320
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.0580, expected range: 0.0000 18.8686
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.3320, expected range: -21.5727 11.0266
Severely_persistent: rms_fgdepar=15.8231, expected range: 0.0000 19.9972
BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4099, expected range: -15.1764 29.3420
Severely_persistent: rms_fgdepar=12.5126, expected range: 0.0000 27.5219
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7412, expected range: -16.7953 -10.7042
Severely_persistent: rms_fgdepar=14.8524, expected range: 10.8945 16.8935
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02317 : out of range
Severe: avg_fgdepar=-13.0296, expected range: -2.1912 2.1979
Severe: rms_fgdepar=13.0613, expected range: 0.0000 1.9872
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.5305, expected range: -12.7646 4.3998
Severe: rms_fgdepar=14.5314, expected range: 0.0000 12.1510
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25206 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.7404, expected range: 0.0000 6.4233
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25503 : out of range
Severe: avg_fgdepar=-14.2182, expected range: -12.0022 9.6720
Severe: rms_fgdepar=14.2520, expected range: 0.0000 9.9291
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.9776, expected range: -22.1469 13.6677
Severe: rms_fgdepar=16.0050, expected range: 0.0000 18.9344
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
Severe: avg_fgdepar=-13.7460, expected range: -15.2265 13.8536
Severe: rms_fgdepar=13.8324, expected range: 0.0000 10.9475
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27296 : out of range
Severe: rms_fgdepar=10.3079, expected range: 0.0000 4.2365
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36090 : out of range
Severe: avg_fgdepar=-12.1973, expected range: -18.3739 10.8660
Severe: rms_fgdepar=12.1973, expected range: 0.0000 15.8383
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
Severe: avg_fgdepar=-12.5870, expected range: -17.9178 6.8741
Severe: rms_fgdepar=12.8272, expected range: 0.0000 14.7450
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.2523, expected range: -20.3326 28.6643
Severe: rms_fgdepar=13.9019, expected range: 0.0000 18.8798
LAND TEMP 2M TEMPERATURE (K) 25403 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1107, expected range: -11.8874 11.0119
Severe: rms_fgdepar=13.1107, expected range: 0.0000 9.2543
LAND TEMP 2M TEMPERATURE (K) 25703 : out of range
Severe: avg_fgdepar=-12.8569, expected range: -12.8785 9.5471
Severe: rms_fgdepar=12.8569, expected range: 0.0000 11.2637
BUFR LAND SYNOP 2M TEMPERATURE (K) 02317 : out of range
Severe: avg_fgdepar=-13.0763, expected range: -2.4060 2.2441
Severe: rms_fgdepar=13.1474, expected range: 0.0000 2.4292
BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.6191, expected range: -12.9190 4.3556
Severe: rms_fgdepar=14.6198, expected range: 0.0000 12.3278
BUFR LAND SYNOP 2M TEMPERATURE (K) 25503 : out of range
Severe: avg_fgdepar=-14.2506, expected range: -12.0451 9.6090
Severe: rms_fgdepar=14.2843, expected range: 0.0000 9.9734
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.7875, expected range: -21.8117 13.2112
Severe: rms_fgdepar=15.8093, expected range: 0.0000 18.9828
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
Severe: avg_fgdepar=-13.7960, expected range: -15.2765 13.8036
Severe: rms_fgdepar=13.8821, expected range: 0.0000 11.0327
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
Severe: avg_fgdepar=-12.5674, expected range: -17.9519 6.9400
Severe: rms_fgdepar=12.8037, expected range: 0.0000 14.7050
BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1540, expected range: 0.0000 18.4865
BUFR LAND SYNOP 2M TEMPERATURE (K) _170BB1B : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.1617, expected range: -18.7502 31.1184
Severe: rms_fgdepar=14.8901, expected range: 1.8874 22.0630
rh2m
BUFR LAND SYNOP RH2M (%) 87683 : out of range
Severe: rms_fgdepar=32.4153, expected range: 0.0000 17.4468
BUFR LAND SYNOP RH2M (%) _MI1E644 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=38.3316, expected range: 0.0000 17.8238
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 21.05 337.41