Operational Data Checking

An automatic data checking system has been implemented at ECMWF to trigger warnings in case of anomalies affecting the quality or the availability of the data assimilated by the model. Selected statistical parameters (number of observations, bias correction, and mean bias-corrected background, analysis departures and probability of gross error) are checked against an expected range. An appropriate alert message (including a time series plot) is generated if statistics are outside the specified ranges. A severity level (slight, considerable, severe) is assigned to each message depending on how far statistics are from the expected values. Two kinds of ranges are used by the automatic checking: Soft and Hard limits. Soft limits are updated automatically using statistics from the last twenty days (extremes are excluded during this process). Hard limits are adjusted manually when required.

Currently, the automatic checking is limited to data passing through the minimisation process (including VarBC passive data). It's being applied twice a day to the delayed cut-off 4D-VAR cycles (00 and 12) and four times a day to the early delivery assimilation system (00,06,12 and 18).

The alarm system results are based on feedback information from the ECMWF data assimilation and consequently reflect the ECMWF data usage. Although most warnings are related to data problems, they may on occasion also be related to model issues. Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice. ECMWF accepts no responsibility for actions taken on the basis of these results.

Delayed cut-off 4DVAR at 2021-11-29 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6574, expected range: 0.5340 0.5973
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6825, expected range: 0.5661 0.5997
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7748, expected range: 0.6760 0.7204
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6744, expected range: 0.5823 0.6011
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6435, expected range: 0.5558 0.5960
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6565, expected range: 0.5714 0.5829
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6399, expected range: 0.5600 0.6021
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6380, expected range: 0.5265 0.5626
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=373.0000, expected range: 856.5204 2194.0629
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=350.0000, expected range: 816.5454 2077.2191
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 5 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=348.0000, expected range: 796.1023 2046.7363
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
4 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.7034, expected range: 0.6052 0.6620
cris
NOAA20 CRIS RADIANCES CHANNEL 107 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0518, expected range: -0.0413 -0.0301
atms
NPP ATMS RADIANCES CHANNEL 15 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8088, expected range: 0.6167 0.7198
NPP ATMS RADIANCES CHANNEL 12 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0769, expected range: -0.3144 -0.2905
Severely_persistent: avg_biascorr=-0.5440, expected range: -0.4504 -0.4268
NPP ATMS RADIANCES CHANNEL 13 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0207, expected range: -0.2859 -0.2593
Severely_persistent: avg_biascorr=-0.3435, expected range: -0.2886 -0.2576
Severely_persistent: stdev_fgdepar=0.3545, expected range: 0.2996 0.3221
NPP ATMS RADIANCES CHANNEL 14 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5363, expected range: 0.4292 0.4489
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.7499, expected range: 0.5286 0.6480
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0975, expected range: -0.2912 -0.2431
Severely_persistent: avg_biascorr=-0.6419, expected range: -0.5582 -0.5250
NOAA20 ATMS RADIANCES CHANNEL 11 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3061, expected range: -0.4825 -0.4416
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1350, expected range: -0.3851 -0.3590
Severely_persistent: avg_biascorr=-0.5065, expected range: -0.4481 -0.4263
Severely_persistent: stdev_fgdepar=0.3234, expected range: 0.2589 0.2826
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5082, expected range: 0.3838 0.3991
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.5122, expected range: -0.6506 -0.5907
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0045, expected range: 0.0033 0.0037
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 62471.65 79445.23
All GOES-17 GEOS RADIANCES ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 18492.01 141985.46
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.0033, expected range: 0.0128 0.0171
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-3.8369, expected range: -5.4315 -5.0939
Radiosondes
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8237, expected range: -1.0050 0.7500
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9002, expected range: -1.2932 0.7500
LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.0186, expected range: 0.8809 1.5199
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8412, expected range: -0.1040 0.1510
LAND TEMP TEMPERATURE (K) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9059, expected range: -0.8852 0.7500
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Severe: obs_number=718.0000, expected range: 633.3356 647.4144
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8320, expected range: -1.1933 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 17064 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.4079, expected range: 0.0000 2.6274
HIGH RESO LAND TEMP TEMPERATURE (K) 17220 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.6713, expected range: 0.0000 3.0015
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=558.0000, expected range: 339.5624 462.9376
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=448.0000, expected range: 208.0011 333.7489
amdar
WIGOS AMDAR TEMPERATURE (K) EU1823 PRESSURE LAYER 0-300 (HPA) : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8507, expected range: -1.7982 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0422 (2 pressure layers affected) : out of range
Severe: avg_pge=0.8874, expected range: -0.2188 0.2835
Severe: rms_fgdepar=27.9941, expected range: 0.0000 7.8067
Severe: avg_fgdepar=27.9102, expected range: -2.2003 7.2381
ADS-C WIND VECTOR DIFF (M/S) PV4U1WZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=40.2657, expected range: 0.0000 35.1585
Severe: avg_fgdepar=22.2044, expected range: -5.0733 14.5183
ADS-C WIND VECTOR DIFF (M/S) 13TKKLZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.1059, expected range: 0.0000 17.6551
ADS-C WIND VECTOR DIFF (M/S) GOKY1LZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9393, expected range: 0.0000 33.4501
ADS-C WIND VECTOR DIFF (M/S) ZHWIG1RA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.4927, expected range: 0.0000 44.3559
ADS-C WIND VECTOR DIFF (M/S) W11YHNJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.6121, expected range: 0.0000 32.0762
ADS-C WIND VECTOR DIFF (M/S) KO2CZDJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.3258, expected range: 0.0000 19.5803
Severe: avg_fgdepar=21.3258, expected range: -10.1603 17.8879
ADS-C WIND VECTOR DIFF (M/S) TWRTPMBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.8755, expected range: 0.0000 27.5121
airep
AIREP WIND VECTOR DIFF (M/S) BAW6W PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0810, expected range: 0.0000 42.0213
AIREP WIND VECTOR DIFF (M/S) ETD76T PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.8556, expected range: 0.0000 49.9603
AIREP WIND VECTOR DIFF (M/S) BAW24R PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.6816, expected range: 0.0000 46.4684
AIREP WIND VECTOR DIFF (M/S) UAL999 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9769, expected range: 0.0000 43.7335
AIREP WIND VECTOR DIFF (M/S) UAL989 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.7558, expected range: 0.0000 37.2776
AIREP WIND VECTOR DIFF (M/S) ETH627 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.5092, expected range: 0.0000 8.0203
Severe: avg_fgdepar=21.5134, expected range: -2.1928 7.7942
AIREP WIND VECTOR DIFF (M/S) UAL5 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.6030, expected range: 0.0000 48.1454
AIREP WIND VECTOR DIFF (M/S) ETD475 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7883, expected range: 0.0000 16.6258
Severe: avg_fgdepar=20.5789, expected range: -4.0318 14.0500
AIREP WIND VECTOR DIFF (M/S) ETD205 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=34.7867, expected range: -35.3315 52.4064
Severe: avg_fgdepar=26.0267, expected range: -24.8315 38.4162
AIREP WIND VECTOR DIFF (M/S) AMX004 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.2714, expected range: 0.0000 10.1449
AIREP WIND VECTOR DIFF (M/S) BAW242 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=80.9172, expected range: 0.0000 17.1375
Severe: avg_fgdepar=80.9172, expected range: -4.1097 14.1248
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 96253 PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8029, expected range: -0.5512 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62120 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9114, expected range: 0.1801 0.7500
Severely_persistent: rms_fgdepar=710.4810, expected range: 0.0000 778.4345
Severely_persistent: avg_fgdepar=-710.4810, expected range: -1672.7981 1656.8980
BUFR LAND SYNOP RH2M (%) 94422 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: -1.1300 0.7500
Severely_persistent: rms_fgdepar=55.7401, expected range: 0.0000 94.2122
Severely_persistent: avg_fgdepar=55.7401, expected range: -7.3965 94.2122
BUFR LAND SYNOP SURFACE PRESSURE (PA) 03410 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8718, expected range: -0.4373 0.7500
MANUAL LAND SYNOP RH2M (%) 35594 : out of range
Severe: rms_fgdepar=50.5022, expected range: 0.0000 29.7503
Severe: avg_fgdepar=50.4866, expected range: -37.8679 39.0040
MANUAL LAND SYNOP RH2M (%) 38222 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=53.4354, expected range: 0.0000 81.3034
Severe: avg_fgdepar=50.3375, expected range: -37.8535 82.5370
MANUAL LAND SYNOP RH2M (%) 64750 : out of range
Severe: avg_pge=0.9995, expected range: -1.2076 0.7500
Severe: rms_fgdepar=53.5850, expected range: 0.0000 74.8287
Severe: avg_fgdepar=53.5850, expected range: -11.3963 74.8287
MANUAL LAND SYNOP RH2M (%) 76040 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9928, expected range: -1.5982 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87692 : out of range
Severe: rms_fgdepar=353.4707, expected range: 0.0000 140.6740
BUFR LAND SYNOP RH2M (%) 41032 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9909, expected range: -0.0470 0.0718
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13598 : out of range
Severe: rms_fgdepar=348.8997, expected range: 0.0000 181.2709
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41888 : out of range
Severe: rms_fgdepar=541.1529, expected range: 0.0000 230.5819
BUFR LAND SYNOP SURFACE PRESSURE (PA) 03414 : out of range
Severe: rms_fgdepar=398.2215, expected range: 0.0000 73.9590
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16114 : out of range
Severe: avg_pge=0.9311, expected range: -1.0195 0.7500
Severe: rms_fgdepar=878.2735, expected range: 0.0000 259.5785
Severe: avg_fgdepar=878.2735, expected range: -265.0658 322.8570
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=58.0000, expected range: 66.3851 82.3649
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) SJA4RSK : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8930, expected range: -0.2348 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGTZ : out of range
Severe: avg_pge=0.8061, expected range: -1.2403 0.7500
Severe: rms_fgdepar=876.2355, expected range: 0.0000 489.6212
Severe: avg_fgdepar=640.2499, expected range: -449.5454 555.8710
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MWAQ : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=682.1062, expected range: 0.0000 90.6961
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9RRFYJJ : out of range
Severe: avg_pge=0.8461, expected range: -0.2553 0.2942
Severe: rms_fgdepar=580.7871, expected range: 0.0000 163.9145
Severe: avg_fgdepar=-580.7871, expected range: -215.6495 207.3035
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9409 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8771, expected range: -1.4447 0.7500
Severe: rms_fgdepar=811.4831, expected range: 0.0000 911.4850
Severe: avg_fgdepar=811.4831, expected range: -761.7984 835.4133
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6ZS4 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8422, expected range: -0.9056 0.7500
Severe: rms_fgdepar=555.3140, expected range: 0.0000 765.0285
Severe: avg_fgdepar=-555.3140, expected range: -913.0126 1256.5992
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : out of range
Severe: obs_number=124.0000, expected range: 155.1030 160.1193
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KGTZ : out of range
Severe: avg_pge=0.8091, expected range: -1.0547 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9RRFYJJ : out of range
Severe: avg_pge=0.9108, expected range: -0.6155 0.7500
Severe: rms_fgdepar=20.1701, expected range: 0.0000 10.2741
Severe: avg_fgdepar=20.1701, expected range: -4.2122 9.6885
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6ZJ4 : out of range
Severe: avg_pge=0.9004, expected range: 0.0062 0.7500
Severe: rms_fgdepar=15.4641, expected range: 0.0000 12.3472
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V2313 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9026, expected range: -1.0375 0.7500
Severe: rms_fgdepar=18.1020, expected range: 0.0000 14.0568
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203507 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8857, expected range: -0.9425 0.7500
Severely_persistent: rms_fgdepar=508.1435, expected range: 0.0000 782.5761
Severely_persistent: avg_fgdepar=-500.5755, expected range: -903.7353 1089.9105
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602731 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8690, expected range: -1.4022 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1601575 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8457, expected range: -1.0423 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6102794 : out of range
Severe: avg_pge=0.8480, expected range: -1.0577 0.7500
metar
METAR SURFACE PRESSURE (PA) GMAT : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=544.1786, expected range: 0.0000 136.2461
METAR SURFACE PRESSURE (PA) GMMC : out of range
Severe: rms_fgdepar=331.0403, expected range: 0.0000 134.6410
AUTOMATIC METAR SURFACE PRESSURE (PA) EGOS : out of range
Severe: rms_fgdepar=560.5515, expected range: 0.0000 84.9441
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.4819, expected range: 43.2875 64.5877
Severely_persistent: avg_fgdepar=-68.4819, expected range: -64.5877 -43.2875
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=123.1034, expected range: 52.1758 78.1750
Severely_persistent: avg_fgdepar=-123.1034, expected range: -78.1750 -52.1758
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.8283, expected range: 52.4751 84.9075
Severely_persistent: avg_fgdepar=58.8283, expected range: 52.4751 84.9075
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.3019, expected range: 49.0066 66.3444
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.2961, expected range: -66.3081 -48.9815
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.8512, expected range: 42.0018 71.0210
Severely_persistent: avg_fgdepar=-51.8510, expected range: -71.0132 -41.9905
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.8947, expected range: 52.4914 84.9388
Severely_persistent: avg_fgdepar=58.8947, expected range: 52.4914 84.9388
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=63.8587, expected range: 22.3607 31.9358
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=63.8136, expected range: 22.3987 31.8741
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.2465, expected range: -3.5317 6.7543
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.8201, expected range: 11.2095 15.3407
Severely_persistent: avg_fgdepar=-12.7312, expected range: -15.2179 -10.9885
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 60206 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.1187, expected range: 2.7962 16.6086
Severely_persistent: avg_fgdepar=15.0487, expected range: 2.3138 16.7447
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.0454, expected range: 0.0000 20.6648
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22106 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.1728, expected range: 0.0000 10.8024
Severely_persistent: avg_fgdepar=-13.1447, expected range: -11.3733 7.1784
METAR 2M TEMPERATURE (K) LTCB : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.8211, expected range: 2.7737 17.4039
Severely_persistent: avg_fgdepar=12.4340, expected range: 2.4357 17.0335
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.7050, expected range: 0.4006 13.3004
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.6714, expected range: 0.1185 13.2901
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.7651, expected range: 11.3337 15.4874
Severely_persistent: avg_fgdepar=-12.6775, expected range: -15.3559 -11.1297
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.2293, expected range: 3.3800 17.3859
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.0945, expected range: 0.0000 20.7504
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
Severe: rms_fgdepar=12.1223, expected range: 0.0000 7.5907
Severe: avg_fgdepar=-12.1014, expected range: -8.8811 4.6988
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.7253, expected range: 0.0000 13.6891
Severe: avg_fgdepar=-12.7111, expected range: -15.4305 7.3406
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 36974 : out of range
Severe: rms_fgdepar=15.1868, expected range: 0.0000 8.5032
Severe: avg_fgdepar=15.1868, expected range: -7.8654 10.6588
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.8924, expected range: 0.0000 8.5966
Severe: avg_fgdepar=-13.7456, expected range: -9.1895 8.9846
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.8396, expected range: 0.0000 6.1612
Severe: avg_fgdepar=-12.8220, expected range: -5.8998 4.9350
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36358 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.8209, expected range: 0.2851 4.0458
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24928 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0540, expected range: 0.0000 12.7381
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.7192, expected range: 0.0000 4.8804
Severe: avg_fgdepar=-12.7021, expected range: -4.2283 3.2799
MANUAL LAND SYNOP 2M TEMPERATURE (K) 16076 : out of range
Severe: rms_fgdepar=11.2503, expected range: 0.3458 2.6767
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.6346, expected range: 0.0000 13.2232
Severe: avg_fgdepar=16.4278, expected range: -5.1610 13.5649
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22212 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.4885, expected range: 0.0000 7.2293
Severe: avg_fgdepar=-12.4786, expected range: -7.3832 5.2584
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36090 : out of range
Severe: rms_fgdepar=12.1218, expected range: 0.0000 8.3931
Severe: avg_fgdepar=-12.1218, expected range: -10.3579 4.6077
METAR 2M TEMPERATURE (K) LIMY : out of range
Severe: rms_fgdepar=14.8303, expected range: 0.6855 12.2821
Severe: avg_fgdepar=14.8303, expected range: -1.8539 14.1457
METAR 2M TEMPERATURE (K) KGTB : out of range
Severe: rms_fgdepar=10.2205, expected range: 0.0000 3.8135
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI191CE : out of range
Severe: rms_fgdepar=12.5321, expected range: 0.0000 4.1850
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI191CE : out of range
Severe: avg_fgdepar=12.4954, expected range: -1.4299 3.9120
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11C2D : out of range
Severe: rms_fgdepar=11.4635, expected range: 0.0000 4.3437
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1B09C : out of range
Severe: rms_fgdepar=10.2593, expected range: 0.0000 4.4076
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1F86B : out of range
Severe: rms_fgdepar=11.3423, expected range: 0.0000 3.8150
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI19CF9 : out of range
Severe: rms_fgdepar=12.4576, expected range: 0.0000 7.9419
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI19CF9 : out of range
Severe: avg_fgdepar=12.3956, expected range: -2.5148 8.0987
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D659 : out of range
Severe: rms_fgdepar=12.2231, expected range: 0.0000 3.5373
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D659 : out of range
Severe: avg_fgdepar=12.0763, expected range: -1.9639 3.8222
BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
Severe: rms_fgdepar=12.2050, expected range: 0.0000 7.6739
Severe: avg_fgdepar=-12.1841, expected range: -8.9662 4.6419
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI178C8 : out of range
Severe: rms_fgdepar=10.4942, expected range: 0.0000 3.5711
BUFR LAND SYNOP 2M TEMPERATURE (K) 24928 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1221, expected range: 0.0000 12.7977
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI170F7 : out of range
Severe: rms_fgdepar=11.1907, expected range: 0.0000 4.0141
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI100E7 : out of range
Severe: rms_fgdepar=12.4881, expected range: 0.0000 11.3944
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI100E7 : out of range
Severe: avg_fgdepar=12.4490, expected range: -4.7319 10.6955
BUFR LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.6580, expected range: 0.0000 4.8757
Severe: avg_fgdepar=-12.6408, expected range: -4.2470 3.2412
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI131E6 : out of range
Severe: rms_fgdepar=10.8595, expected range: 0.0000 5.9163
BUFR LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.5852, expected range: 0.0000 13.1624
Severe: avg_fgdepar=16.3778, expected range: -5.2110 13.5149
BUFR LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.8835, expected range: 0.0000 13.7832
Severe: avg_fgdepar=-12.8695, expected range: -15.4759 7.2849
BUFR LAND SYNOP 2M TEMPERATURE (K) 22106 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.3063, expected range: 0.0000 10.7788
Severe: avg_fgdepar=-13.2743, expected range: -11.3535 7.1463
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI180E4 : out of range
Severe: rms_fgdepar=11.3560, expected range: 0.0000 4.9082
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AB84 : out of range
Severe: rms_fgdepar=10.1713, expected range: 0.0000 3.3242
BUFR LAND SYNOP 2M TEMPERATURE (K) 01364 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.1519, expected range: 0.8228 4.3167
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13064 : out of range
Severe: rms_fgdepar=11.3906, expected range: 0.0000 5.7292
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI14943 : out of range
Severe: rms_fgdepar=12.4369, expected range: 0.0000 4.9597
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18A23 : out of range
Severe: rms_fgdepar=11.0431, expected range: 0.0000 4.2071
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI17B72 : out of range
Severe: rms_fgdepar=11.5151, expected range: 0.0000 3.4397
BUFR LAND SYNOP 2M TEMPERATURE (K) 22212 : out of range
Severe: rms_fgdepar=12.5978, expected range: 0.0000 7.2863
Severe: avg_fgdepar=-12.5884, expected range: -7.4336 5.1950
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18E61 : out of range
Severe: rms_fgdepar=10.7929, expected range: 0.0000 3.1855
BUFR LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.9422, expected range: 0.0000 8.6570
Severe: avg_fgdepar=-13.7982, expected range: -9.2362 8.9282
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1B501 : out of range
Severe: rms_fgdepar=10.3687, expected range: 0.0000 3.3442
BUFR LAND SYNOP 2M TEMPERATURE (K) 01350 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.5330, expected range: 0.4030 3.8711
Severe: avg_fgdepar=-13.4177, expected range: 0.4932 3.3450
BUFR LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
Severe: rms_fgdepar=12.9252, expected range: 0.0000 6.1745
Severe: avg_fgdepar=-12.9076, expected range: -5.9131 4.8692
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=206.0000, expected range: 226.5978 267.4022
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 94644 : out of range
Severe: rms_fgdepar=30.9709, expected range: 0.0000 17.5705
AUTOMATIC LAND SYNOP RH2M (%) 68102 : out of range
Severe: rms_fgdepar=33.1279, expected range: 0.0000 13.5937
METAR RH2M (%) FNGI : out of range
Severe: rms_fgdepar=32.0701, expected range: 0.0000 18.2639
LAND TEMP RH2M (%) 72293 : out of range
Severe: rms_fgdepar=33.9032, expected range: 0.0000 18.8246
BUFR LAND SYNOP RH2M (%) _MI15184 : out of range
Severe: rms_fgdepar=34.6768, expected range: 0.0000 15.3392