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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-26 12:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2366, expected range: -0.2080 -0.1949
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0795, expected range: -0.0997 -0.0955
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2051, expected range: 0.2391 0.2463
iasi
METOP-B IASI RADIANCES CHANNEL 3452 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1652, expected range: -0.1126 -0.0593
METOP-B IASI RADIANCES CHANNEL 3658 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3531, expected range: -0.2944 -0.2164
METOP-B IASI RADIANCES CHANNEL 3248 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0021, expected range: -0.1487 -0.0822
Severely_persistent: stdev_fgdepar=0.6697, expected range: 0.3890 0.5293
METOP-B IASI RADIANCES CHANNEL 3580 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2991, expected range: -0.1792 -0.0470
METOP-B IASI RADIANCES CHANNEL 3165 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2605, expected range: -0.2412 -0.2254
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1516, expected range: -0.1220 -0.1011
METOP-B IASI RADIANCES CHANNEL 3252 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2250, expected range: -0.1762 -0.1565
METOP-B IASI RADIANCES CHANNEL 3312 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3014, expected range: -0.2725 -0.2591
METOP-B IASI RADIANCES CHANNEL 3446 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2998, expected range: -0.2187 -0.1404
METOP-B IASI RADIANCES CHANNEL 3509 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3093, expected range: -0.2647 -0.2292
METOP-C IASI RADIANCES CHANNEL 3446 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2278, expected range: -0.1737 -0.1047
METOP-C IASI RADIANCES CHANNEL 3452 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1643, expected range: -0.1126 -0.0732
METOP-C IASI RADIANCES CHANNEL 3580 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3686, expected range: -0.2861 -0.2180
METOP-C IASI RADIANCES CHANNEL 3658 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3431, expected range: -0.2763 -0.2198
METOP-C IASI RADIANCES CHANNEL 3248 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0210, expected range: -0.1712 -0.0942
Severely_persistent: stdev_fgdepar=0.6102, expected range: 0.4214 0.5269
METOP-C IASI RADIANCES CHANNEL 3165 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2385, expected range: -0.2152 -0.1888
METOP-C IASI RADIANCES CHANNEL 3244 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1502, expected range: -0.1230 -0.1022
METOP-C IASI RADIANCES CHANNEL 3252 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2074, expected range: -0.1713 -0.1498
METOP-C IASI RADIANCES CHANNEL 3312 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2945, expected range: -0.2684 -0.2449
METOP-C IASI RADIANCES CHANNEL 3509 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2834, expected range: -0.2578 -0.2296
METOP-C IASI RADIANCES (56 channels affected) : out of range
Considerable: obs_number=2548.0000, expected range: 2065.4156 2449.8785
cris
NOAA20 CRIS RADIANCES CHANNEL 1077 : out of range
Severe: avg_biascorr=-0.0453, expected range: -0.0144 0.0241
NOAA20 CRIS RADIANCES CHANNEL 1213 : out of range
Considerable: avg_biascorr=-0.1470, expected range: -0.1232 -0.0796
NOAA20 CRIS RADIANCES CHANNEL 1298 : out of range
Considerable: avg_biascorr=-0.1546, expected range: -0.1177 -0.0551
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: obs_number=5737.0000, expected range: 6595.8093 6792.0039
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1162, expected range: 0.0450 0.1763
DMSP-17 SSMIS RADIANCES CHANNEL 6 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1800, expected range: -0.3154 -0.2425
DMSP-17 SSMIS RADIANCES CHANNEL 8 : out of range
Considerable: obs_number=4817.0000, expected range: 5416.4567 7775.0727
DMSP-17 SSMIS RADIANCES CHANNEL 17 : out of range
Considerable: obs_number=4849.0000, expected range: 5464.9416 7810.2349
Atmospheric Motion Vector
METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Slight: avg_fgdepar=3.2936, expected range: 3.7385 4.4245
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.6551, expected range: 0.3037 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=3.5129, expected range: 0.4135 1.7848
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=46240.0000, expected range: 51033.8437 58109.4505
Radiosondes
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8370, expected range: -0.0506 0.7500
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-11.9373, expected range: -29.1115 13.8842
Severely_persistent: rms_fgdepar=12.1018, expected range: 0.0000 27.7497
Severely_persistent: avg_pge=0.9306, expected range: -0.7875 0.7500
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-9.6758, expected range: -19.9117 3.6475
Severely_persistent: rms_fgdepar=9.6758, expected range: 0.0000 19.8596
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severely_persistent: obs_number=0, expected range: 9.19 313.13
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8494, expected range: -1.1072 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 50953 PRESSURE LAYER 0-300 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.0455, expected range: 0.0628 4.3482
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 41.66 103.77
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 25.64 218.16
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 83 : all data missing
Severe: obs_number=0, expected range: 61.83 122.17
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=1.4802, expected range: 0.2173 0.9565
Considerable: rms_fgdepar=2.5657, expected range: 0.1478 1.6799
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=718.0000, expected range: 793.4952 825.0048
amdar
ADS-C WIND VECTOR DIFF (M/S) LGHEIERA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.0222, expected range: 0.0193 8.5594
ADS-C WIND 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 339.6491
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=29.1272, expected range: -21.6353 39.5782
Severely_persistent: rms_fgdepar=29.1272, expected range: 0.0000 40.3335
Severely_persistent: avg_pge=0.8875, expected range: -1.0062 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 43063 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=24.8808, expected range: -13.7890 32.6195
Severe: rms_fgdepar=25.5735, expected range: 0.0000 33.0060
Severe: avg_pge=0.8834, expected range: -0.3751 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 43413 PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.3554, expected range: 0.0000 6.8676
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42237 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8556, expected range: -1.3981 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42177 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=619.1856, expected range: -1506.6146 1758.6282
Severely_persistent: rms_fgdepar=619.1856, expected range: 0.0000 1289.2364
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8070, expected range: -0.5472 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=651.2189, expected range: -734.6850 1641.7733
Severely_persistent: rms_fgdepar=651.2189, expected range: 0.0000 1641.7733
Severely_persistent: avg_pge=0.8909, expected range: -0.0973 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76773 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=734.2826, expected range: -905.0216 2205.5979
Severely_persistent: rms_fgdepar=734.2826, expected range: 0.0000 2205.8276
Severely_persistent: avg_pge=0.9000, expected range: -1.4136 0.7500
MANUAL LAND SYNOP RH2M (%) 76323 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=58.7285, expected range: -13.9768 37.5992
Severe: rms_fgdepar=58.7285, expected range: 0.0000 37.9724
Severe: avg_pge=0.9956, expected range: -0.0101 0.0215
MANUAL LAND SYNOP RH2M (%) 80428 : out of range
Severe: avg_pge=0.9326, expected range: -0.3068 0.4105
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87880 : out of range
Severe: rms_fgdepar=518.2226, expected range: 0.0000 265.2751
MANUAL LAND SYNOP Z (M) 67403 : out of range
Severe: rms_fgdepar=242.0873, expected range: 0.0000 109.5671
BUFR LAND SYNOP RH2M (%) 61820 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9998, expected range: 0.1167 0.7500
BUFR LAND SYNOP RH2M (%) 72265 : out of range
Severe: rms_fgdepar=44.1749, expected range: 0.0000 9.7605
BUFR LAND SYNOP RH2M (%) 72297 : out of range
Severe: rms_fgdepar=48.5745, expected range: 0.0000 43.4476
Severe: avg_pge=0.9776, expected range: -0.0074 0.0161
BUFR LAND SYNOP RH2M (%) _MI1EF08 : out of range
Severe: rms_fgdepar=39.1425, expected range: 0.0000 18.5424
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71486 : out of range
Severe: rms_fgdepar=350.4047, expected range: 0.0000 304.4629
Severe: avg_pge=0.8167, expected range: -0.9034 0.7500
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXVS2 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8218, expected range: -0.9546 0.7500
SHIP SURFACE PRESSURE (PA) 9HA3047 : out of range
Severe: rms_fgdepar=410.7366, expected range: 0.0000 214.7417
Severe: avg_pge=0.8346, expected range: -0.7223 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6CG4 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-978.3040, expected range: -1842.4164 2098.5714
Severe: rms_fgdepar=978.3040, expected range: 0.0000 1084.1837
Severe: avg_pge=0.9106, expected range: -0.7062 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRLI8 : out of range
Severe: avg_fgdepar=546.2166, expected range: -1189.6465 1830.7120
Severe: rms_fgdepar=546.2166, expected range: 0.0000 1547.3005
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BJ9 : out of range
Severe: rms_fgdepar=606.7504, expected range: 0.0000 299.0280
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WACW : out of range
Severe: rms_fgdepar=444.7010, expected range: 0.0000 262.2596
Severe: avg_pge=0.8184, expected range: -1.2210 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PINX : out of range
Severe: rms_fgdepar=629.4243, expected range: 0.0000 1039.8141
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V9924 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=27.1516, expected range: -4.4800 11.4390
Severe: rms_fgdepar=27.1516, expected range: 0.0000 13.0428
Severe: avg_pge=0.9362, expected range: -0.9214 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8673, expected range: -0.1246 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402587 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-543.4540, expected range: -1884.0783 1489.4447
Severely_persistent: rms_fgdepar=543.4540, expected range: 0.0000 1050.0750
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203633 : out of range
Severe: rms_fgdepar=346.5138, expected range: 0.0000 183.9138
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=75.0000, expected range: 96.5839 103.1304
metar
METAR SURFACE PRESSURE (PA) KMRB : out of range
Severe: rms_fgdepar=441.6096, expected range: 0.0000 217.1852
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=-62.5015, expected range: -64.2722 -57.7716
Severely_persistent: rms_fgdepar=62.5015, expected range: 57.7716 64.2722
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.8560, expected range: -82.5169 -64.4871
Severely_persistent: rms_fgdepar=76.8560, expected range: 64.4871 82.5169
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-83.5855, expected range: -92.6671 -81.2682
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=83.5948, expected range: 81.2721 92.6763
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.4937, expected range: -68.2753 -57.2007
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.5047, expected range: 57.2196 68.2961
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.2818, expected range: -59.9705 -55.6994
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.2842, expected range: 55.7024 59.9706
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.7650, expected range: -88.1040 -71.0739
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.8026, expected range: 71.0734 88.1307
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.4404, expected range: -80.2281 -72.2826
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.4419, expected range: 72.2855 80.2294
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-90.1513, expected range: -94.7048 -86.3054
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=90.1546, expected range: 86.3189 94.7076
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-68.4279, expected range: -76.2448 -65.6635
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.4347, expected range: 65.6682 76.2484
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.5910, expected range: -63.5324 -57.2266
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.5980, expected range: 57.2236 63.5597
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.8862, expected range: -89.4160 -76.1458
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=79.8901, expected range: 76.1523 89.4231
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.1493, expected range: -52.2008 -48.6452
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.1569, expected range: 48.6439 52.2158
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.3496, expected range: -81.5110 -54.9153
Severely_persistent: rms_fgdepar=74.3498, expected range: 54.9118 81.5175
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.6043, expected range: 52.7787 57.9161
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.6106, expected range: 52.7818 57.9193
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.5206, expected range: -74.8482 -66.0236
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=66.5343, expected range: 66.0317 74.8535
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.6389, expected range: -66.8903 -55.1547
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=62.6390, expected range: 55.1529 66.8943
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.6875, expected range: -74.0626 -63.2213
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.6910, expected range: 63.2206 74.0674
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.7651, expected range: -60.7188 -53.9335
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.7660, expected range: 54.0473 61.0819
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.3025, expected range: -83.2583 -73.2835
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.3055, expected range: 73.2865 83.2643
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.5842, expected range: -63.7598 -48.6374
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.5998, expected range: 48.6423 63.7654
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.9469, expected range: -83.3442 -73.2839
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.9496, expected range: 73.2883 83.3458
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-73.2307, expected range: -81.1309 -72.6252
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=73.2873, expected range: 72.6291 81.1377
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-70.4682, expected range: -74.6299 -67.0800
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=70.4698, expected range: 67.0837 74.6379
AUTOMATIC LAND SYNOP SNOW (CM) 71907 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.5803, expected range: 0.0000 7.9588
MANUAL LAND SYNOP SNOW (CM) 71642 : out of range
Severe: rms_fgdepar=16.5790, expected range: 0.0000 3.1001
BUFR LAND SYNOP SNOW (CM) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0609, expected range: -36.0067 -27.0444
Severe: rms_fgdepar=109.7211, expected range: 251.3661 287.2199
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3180, expected range: -18.2994 -7.4215
Severely_persistent: rms_fgdepar=16.3207, expected range: 7.5052 18.4764
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6030, expected range: -15.2795 1.6739
Severely_persistent: rms_fgdepar=12.6469, expected range: 0.0000 15.2170
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7430, expected range: -18.1745 -2.2148
Severely_persistent: rms_fgdepar=13.7577, expected range: 2.3525 18.2009
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.8760, expected range: -15.0697 -6.8360
Severely_persistent: rms_fgdepar=15.8765, expected range: 6.9250 15.0787
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0832, expected range: -14.5726 -7.1135
Severely_persistent: rms_fgdepar=12.2532, expected range: 7.1116 14.7996
METAR 2M TEMPERATURE (K) OPKL : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1425, expected range: 0.0000 16.2876
METAR 2M TEMPERATURE (K) VECX : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2945, expected range: -22.0378 -7.1388
Severely_persistent: rms_fgdepar=14.4529, expected range: 7.2928 22.1267
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.4048, expected range: -18.1585 -7.2739
Severely_persistent: rms_fgdepar=16.5367, expected range: 7.4024 18.3838
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3680, expected range: -18.3494 -7.4715
Severely_persistent: rms_fgdepar=16.3707, expected range: 7.5548 18.5259
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1356, expected range: 5.3999 15.4556
BUFR LAND SYNOP 2M TEMPERATURE (K) 44215 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2294, expected range: -14.7026 -2.9307
Severely_persistent: rms_fgdepar=13.2512, expected range: 2.9793 14.9173
BUFR LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0845, expected range: -15.3356 1.1966
Severely_persistent: rms_fgdepar=13.1352, expected range: 0.0000 15.1844
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7605, expected range: -20.1077 -8.0636
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.8049, expected range: 9.1084 20.0614
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7625, expected range: -16.4863 -9.4313
Severely_persistent: rms_fgdepar=14.8594, expected range: 9.7862 16.5619
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7930, expected range: -18.2245 -2.2648
Severely_persistent: rms_fgdepar=13.8076, expected range: 2.4012 18.2513
BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9193, expected range: -15.1153 -6.8778
Severely_persistent: rms_fgdepar=15.9197, expected range: 6.9661 15.1244
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2032, expected range: -14.6672 -7.2553
Severely_persistent: rms_fgdepar=12.3714, expected range: 7.2438 14.8950
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71050 : out of range
Severe: avg_fgdepar=-12.4406, expected range: -13.9321 6.5324
Severe: rms_fgdepar=12.6914, expected range: 0.0000 12.9514
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71855 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5838, expected range: -15.0796 7.0846
Severe: rms_fgdepar=13.6566, expected range: 0.0000 14.1760
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71199 : out of range
Severe: rms_fgdepar=11.0694, expected range: 0.0000 5.8323
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2229, expected range: -18.9929 7.8604
Severe: rms_fgdepar=12.4805, expected range: 0.0000 16.0042
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44243 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7122, expected range: -12.4159 1.4150
Severe: rms_fgdepar=12.7543, expected range: 0.0000 12.7533
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44215 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3751, expected range: -13.8465 -0.0745
Severe: rms_fgdepar=12.3893, expected range: 0.2349 13.9526
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44225 : out of range
Severe: avg_fgdepar=-12.0746, expected range: -13.0399 3.1728
Severe: rms_fgdepar=12.1104, expected range: 0.0000 11.6209
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1838, expected range: 0.0000 6.4737
METAR 2M TEMPERATURE (K) PGUM : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4247, expected range: -9.9327 4.6307
Severe: rms_fgdepar=13.7932, expected range: 0.0000 16.0975
BUFR LAND SYNOP 2M TEMPERATURE (K) 71050 : out of range
Severe: avg_fgdepar=-12.3403, expected range: -13.8602 6.4815
Severe: rms_fgdepar=12.5892, expected range: 0.0000 12.8229
BUFR LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3609, expected range: -19.0013 7.6827
Severe: rms_fgdepar=12.6105, expected range: 0.0000 16.2895
BUFR LAND SYNOP 2M TEMPERATURE (K) 44243 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7622, expected range: -12.6922 1.9336
Severe: rms_fgdepar=12.8041, expected range: 0.0000 13.0921
BUFR LAND SYNOP 2M TEMPERATURE (K) 44225 : out of range
Severe: rms_fgdepar=12.0854, expected range: 0.0000 11.8094
BUFR LAND SYNOP 2M TEMPERATURE (K) 71855 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6138, expected range: -15.1280 7.0353
Severe: rms_fgdepar=13.6855, expected range: 0.0000 14.2523
BUFR LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
Severe: avg_fgdepar=-12.0383, expected range: -5.2010 4.0029
Severe: rms_fgdepar=12.2644, expected range: 0.0000 6.4939
rh2m
MANUAL LAND SYNOP RH2M (%) 67741 : out of range
Severe: rms_fgdepar=30.7382, expected range: 0.0000 10.9625
METAR RH2M (%) KHOB : out of range
Severe: rms_fgdepar=31.8130, expected range: 0.0000 18.1281