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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

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=-0.2446, expected range: -0.2080 -0.2013
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=-0.0781, expected range: -0.0993 -0.0955
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4384, expected range: -0.4045 -0.3883
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=0.2074, expected range: 0.2391 0.2476
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=-0.1726, expected range: -0.1126 -0.0656
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=-0.3513, expected range: -0.2944 -0.2188
METOP-B IASI RADIANCES CHANNEL 3248 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0250, expected range: -0.1398 -0.0822
METOP-B IASI RADIANCES CHANNEL 3580 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2866, 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=-0.2670, expected range: -0.2412 -0.2246
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=-0.1596, expected range: -0.1220 -0.0999
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=-0.2319, 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=-0.3176, expected range: -0.2725 -0.2598
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=-0.2964, expected range: -0.2187 -0.1432
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=-0.3173, expected range: -0.2647 -0.2280
METOP-C IASI RADIANCES CHANNEL 3446 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2271, expected range: -0.1737 -0.1088
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=-0.1685, expected range: -0.1126 -0.0796
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=-0.3708, expected range: -0.2861 -0.2241
METOP-C IASI RADIANCES CHANNEL 3653 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0941, expected range: -0.0399 0.0306
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=-0.3437, expected range: -0.2763 -0.2227
METOP-C IASI RADIANCES CHANNEL 3248 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0220, expected range: -0.1652 -0.0942
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=-0.2449, expected range: -0.2152 -0.1880
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=-0.1509, expected range: -0.1230 -0.1017
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=-0.2117, expected range: -0.1713 -0.1571
Considerable: avg_biascorr=-0.1716, expected range: -0.1540 -0.1223
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=-0.3001, expected range: -0.2684 -0.2463
METOP-C IASI RADIANCES CHANNEL 3509 : out of range
1 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2960, expected range: -0.2578 -0.2386
Considerable: avg_biascorr=-0.2617, expected range: -0.2390 -0.2085
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5210, expected range: 0.6164 0.6823
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 12 : out of range
Severe: stdev_norm_fgdepar=0.5411, expected range: 0.6116 0.6943
FY-3D MWHS2 ALLSKY RADIANCES (5 channels affected) : out of range
Considerable: obs_number=21399.0000, expected range: 45047.1870 63825.1880
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=-0.1484, expected range: 0.0450 0.1475
Atmospheric Motion Vector
HIMAWARI-8 AMV CLOUDY WV2 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=307.0000, expected range: 550.2815 680.5932
GOES-17 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 ( : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=317.0000, expected range: 27.3734 125.2881
mwri
FY-3D MWRI RADIANCES (6 channels affected) : out of range
Considerable: obs_number=2627.0000, expected range: 11608.2732 17993.4317
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=0.6722, expected range: 0.2934 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=3.1654, expected range: 0.4135 1.7848
Radiosondes
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-11.7269, expected range: -30.4425 23.6938
Severely_persistent: rms_fgdepar=11.7508, expected range: 0.0000 24.0802
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8686, expected range: -0.8938 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_pge=0.8609, expected range: 0.3991 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8476, expected range: -1.3855 0.7500
LAND TEMP TEMPERATURE (K) 35700 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=10.9933, expected range: -0.9982 1.9076
Severe: rms_fgdepar=11.0066, expected range: 0.0163 2.2661
Severe: avg_pge=0.9249, expected range: -0.2582 0.6095
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-9.5940, expected range: -10.7605 8.3608
Severe: rms_fgdepar=9.5982, expected range: 0.0000 10.4992
Severe: avg_pge=0.9128, expected range: -0.6633 0.7500
HIGH RESO LAND TEMP Q (G/KG) 94299 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.0359, expected range: 0.0000 0.9526
HIGH RESO LAND TEMP TEMPERATURE (K) 53068 PRESSURE LAYER 900-1200 (HPA : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.0980, expected range: 0.6228 5.6826
Severe: avg_pge=0.8403, expected range: -0.6283 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 57516 PRESSURE LAYER 0-300 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9348, expected range: 0.0189 5.6501
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 39.36 109.97
amdar
TAMDAR WIND VECTOR DIFF (M/S) 00005178 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.6631, expected range: 1.5116 20.6542
Severe: rms_fgdepar=20.6631, expected range: 1.2994 22.2042
ADS-C WIND VECTOR DIFF (M/S) G0Q0Q5ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.8904, expected range: 0.0000 19.2645
ADS-C WIND VECTOR DIFF (M/S) TKNCSWZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.1410, expected range: 0.0000 9.6603
airep
AIREP WIND VECTOR DIFF (M/S) LOT3T PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=66.9984, expected range: -5.7602 15.6836
Severe: rms_fgdepar=66.9984, expected range: 0.0000 23.4914
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=33.1141, expected range: -34.7644 65.3463
Severely_persistent: rms_fgdepar=33.1141, expected range: 0.0000 60.8145
Severely_persistent: avg_pge=0.9044, expected range: -0.8010 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 43110 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8619, expected range: -1.3087 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67241 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=236.4532, expected range: 0.0000 186.1697
Severely_persistent: avg_pge=0.8068, expected range: -0.5989 0.7469
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40691 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8587, expected range: -0.2144 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8419, expected range: -0.5929 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI1213E : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8410, expected range: 0.7626 0.7500
MANUAL LAND SYNOP RH2M (%) 64600 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9860, expected range: -1.5208 0.7500
MANUAL LAND SYNOP RH2M (%) 64650 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9755, expected range: -1.5329 0.7500
MANUAL LAND SYNOP RH2M (%) 87506 : out of range
Severe: avg_pge=0.8719, expected range: -1.0828 0.7500
MANUAL LAND SYNOP RH2M (%) 87097 : out of range
Severe: avg_pge=0.8591, expected range: -0.0098 0.0176
MANUAL LAND SYNOP RH2M (%) 87148 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=52.0267, expected range: -12.2481 17.2925
Severe: rms_fgdepar=52.0267, expected range: 0.0000 11.8191
Severe: avg_pge=0.9996, expected range: -0.0812 0.0999
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42832 : out of range
Severe: rms_fgdepar=327.6588, expected range: 0.0000 80.2852
Severe: avg_pge=0.8314, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83364 : out of range
Severe: rms_fgdepar=316.0057, expected range: 0.0000 131.1682
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67327 : out of range
Severe: rms_fgdepar=379.2139, expected range: 0.0000 184.2328
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62008 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8091, expected range: -1.0640 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 16539 : out of range
Severe: rms_fgdepar=300.7204, expected range: 0.0000 76.1091
BUFR LAND SYNOP RH2M (%) 94451 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9969, expected range: -1.6538 0.7500
BUFR LAND SYNOP RH2M (%) 95533 : out of range
Severe: rms_fgdepar=31.8805, expected range: 0.0000 14.1199
BUFR LAND SYNOP RH2M (%) 06704 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.2492, expected range: -70.7001 91.4084
Severe: rms_fgdepar=50.2492, expected range: 0.0000 66.6925
BUFR LAND SYNOP RH2M (%) 53798 : out of range
Severe: rms_fgdepar=52.1500, expected range: 0.0000 47.8978
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71232 : out of range
Severe: avg_pge=0.8156, expected range: 0.1034 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8065, expected range: -0.0501 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 62455 : out of range
Severe: rms_fgdepar=343.0401, expected range: 0.0000 103.9583
Severe: avg_pge=0.8600, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 34476 : out of range
Severe: rms_fgdepar=397.5190, expected range: 0.0000 150.6579
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94318 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=1012.8353, expected range: -91.6780 125.5012
Severe: rms_fgdepar=1012.8353, expected range: 0.0000 92.9923
Severe: avg_pge=0.9442, expected range: -1.3724 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: obs_number=1842.0000, expected range: 2154.3333 2164.3333
MANUAL LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=89.0000, expected range: 73.6699 82.3301
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3FSQ2 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8386, expected range: -0.5825 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-537.1823, expected range: -684.6512 -358.3843
Severely_persistent: rms_fgdepar=537.4296, expected range: 351.3357 697.8125
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OZDL2 : out of range
Severe: rms_fgdepar=16.2403, expected range: 0.0000 8.1406
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3FSP9 : out of range
Severe: rms_fgdepar=16.7485, expected range: 0.0000 14.9202
Severe: avg_pge=0.8995, expected range: -0.6821 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 7JXX : out of range
Severe: rms_fgdepar=19.3518, expected range: 0.9707 3.5155
Severe: avg_pge=0.9137, expected range: -0.2658 0.3712
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=513.6067, expected range: 0.0000 1368.4762
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-604.6836, expected range: -509.2293 386.6120
Severe: rms_fgdepar=604.6836, expected range: 0.0000 671.7065
Severe: avg_pge=0.9174, expected range: -1.0882 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=75.0000, expected range: 100.0000 100.0000
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.1102, expected range: 58.6128 67.5481
Severely_persistent: rms_fgdepar=60.1102, expected range: 58.6128 67.5481
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.1329, expected range: -67.1015 -47.0676
Severely_persistent: rms_fgdepar=55.1329, expected range: 47.0676 67.1015
ROCOB TEMP SNOW (CM) 63301060 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=73.6934, expected range: 60.0077 93.2218
Severely_persistent: rms_fgdepar=73.6934, expected range: 60.0077 93.2218
BUFR LAND SYNOP SNOW (CM) 08940 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-102.9938, expected range: -104.3024 -92.2091
Severely_persistent: rms_fgdepar=102.9938, expected range: 92.2091 104.3024
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=-83.2910, expected range: -92.3943 -81.9692
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=83.3015, expected range: 81.9721 92.4043
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=-60.6175, expected range: -68.2885 -57.4806
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=60.6301, expected range: 57.5028 68.3072
BUFR LAND SYNOP SNOW (CM) 01003 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.3702, expected range: -104.1247 -22.2205
Severely_persistent: rms_fgdepar=74.3702, expected range: 22.2205 104.1247
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=-56.0893, expected range: -59.9603 -55.8311
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=56.0914, expected range: 55.8342 59.9602
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=-76.2078, expected range: -88.1300 -71.4951
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=76.2234, expected range: 71.4949 88.1570
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=-75.4229, expected range: -80.1457 -72.6213
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=75.4256, expected range: 72.6246 80.1467
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=-90.4882, expected range: -94.7427 -86.1657
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=90.4929, expected range: 86.1793 94.7461
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.2575, expected range: 58.6842 67.7327
Severely_persistent: rms_fgdepar=60.2575, expected range: 58.6842 67.7327
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-94.2487, expected range: -93.8613 -89.8706
Severely_persistent: rms_fgdepar=94.2487, expected range: 89.8706 93.8613
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=-68.3372, expected range: -76.2525 -65.9387
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=68.3390, expected range: 65.9439 76.2557
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=-60.2221, expected range: -63.6167 -57.1140
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=60.2383, expected range: 57.1106 63.6450
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.7974, expected range: 56.7788 59.4902
Severely_persistent: rms_fgdepar=54.7974, expected range: 56.7788 59.4902
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=-79.4372, expected range: -89.4907 -76.3851
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=79.4471, expected range: 76.3904 89.4984
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=-51.8015, expected range: -52.2155 -48.5865
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=51.8166, expected range: 48.5850 52.2306
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=-75.1190, expected range: -80.0839 -55.3993
Severely_persistent: rms_fgdepar=75.1193, expected range: 55.3976 80.0876
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.1329, expected range: -67.1015 -47.0676
Severely_persistent: rms_fgdepar=55.1329, expected range: 47.0676 67.1015
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=54.3269, expected range: 52.7368 58.0064
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=54.3285, expected range: 52.7403 58.0096
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=-67.3020, expected range: -74.6429 -66.5581
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=67.3082, expected range: 66.5671 74.6476
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=-62.8974, expected range: -66.2455 -55.3792
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=62.8975, expected range: 55.3766 66.2504
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=-65.8572, expected range: -73.8800 -63.7827
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=65.8590, expected range: 63.7824 73.8847
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=-55.5895, 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=55.5955, 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=-75.4022, expected range: -83.0721 -73.8252
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=75.4063, expected range: 73.8288 83.0777
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=-51.5275, expected range: -63.6583 -49.2269
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=51.5424, expected range: 49.2325 63.6635
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=-75.4106, expected range: -83.3286 -73.5811
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=75.4141, expected range: 73.5863 83.3297
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=-75.1189, expected range: -81.2195 -72.7063
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=75.1261, expected range: 72.7099 81.2264
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=-69.7458, expected range: -74.6799 -67.2033
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=69.7509, expected range: 67.2077 74.6876
MANUAL LAND SYNOP SNOW (CM) 17091 : out of range
Severe: rms_fgdepar=33.5788, expected range: 0.0000 15.4316
MANUAL LAND SYNOP SNOW (CM) 17058 : out of range
Severe: rms_fgdepar=28.6372, expected range: -7.5176 10.2994
BUFR LAND SYNOP SNOW (CM) 17060 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.3121, expected range: -4.9805 6.7184
BUFR LAND SYNOP SNOW (CM) 01180 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.2181, expected range: 0.0000 16.2883
BUFR LAND SYNOP SNOW (CM) 47061 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=97.3423, expected range: -0.6869 0.1794
Severe: rms_fgdepar=97.3447, expected range: 0.0000 0.9066
BUFR LAND SYNOP SNOW (CM) 17058 : out of range
Severe: rms_fgdepar=28.6372, expected range: -7.5176 10.2994
BUFR LAND SYNOP SNOW (CM) : out of range
1 times in the last 10 days for at least one item
Slight: rms_fgdepar=288.2773, expected range: 252.1768 285.0794
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7434, expected range: -18.4910 -7.2656
Severely_persistent: rms_fgdepar=15.5419, expected range: 7.3403 18.6667
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5983, expected range: -32.0314 10.7711
Severely_persistent: rms_fgdepar=12.7313, expected range: 0.0000 29.8636
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4165, expected range: -22.8183 13.3782
Severely_persistent: rms_fgdepar=12.6423, expected range: 0.0000 19.8257
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.6725, expected range: -14.7053 -7.0442
Severely_persistent: rms_fgdepar=13.7963, expected range: 7.0515 14.9343
METAR 2M TEMPERATURE (K) LTCB : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.0267, expected range: 4.9730 23.5558
Severely_persistent: rms_fgdepar=13.0836, expected range: 5.1513 23.6373
METAR 2M TEMPERATURE (K) VECX : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.6627, expected range: -22.2737 -7.1056
Severely_persistent: rms_fgdepar=16.7939, expected range: 7.2309 22.3717
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI17F40 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.3502, expected range: 6.5431 14.1365
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI17F40 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.4120, expected range: 6.5452 14.2597
BUFR LAND SYNOP 2M TEMPERATURE (K) 06751 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.2973, expected range: 2.7819 14.0318
Severely_persistent: rms_fgdepar=12.3217, expected range: 2.8647 14.3160
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=-15.9791, expected range: -18.1877 -7.5415
Severely_persistent: rms_fgdepar=16.2034, expected range: 7.6929 18.4004
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7934, expected range: -18.5410 -7.3156
Severely_persistent: rms_fgdepar=15.5894, expected range: 7.3899 18.7161
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=15.3460, expected range: 5.4280 15.4023
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12FF4 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.4367, expected range: 5.4026 15.6263
BUFR LAND SYNOP 2M TEMPERATURE (K) 44215 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0205, expected range: -14.5522 -2.8289
Severely_persistent: rms_fgdepar=12.3232, expected range: 2.9127 14.7011
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6874, expected range: -32.1624 10.7274
Severely_persistent: rms_fgdepar=12.8233, expected range: 0.0000 30.0741
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=-12.7233, 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=12.7233, expected range: 9.1084 20.0614
BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4665, expected range: -22.8683 13.3282
Severely_persistent: rms_fgdepar=12.6915, expected range: 0.0000 19.9371
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=-12.0721, expected range: -15.0338 -10.4410
Severely_persistent: rms_fgdepar=12.2452, expected range: 10.7225 15.2050
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7939, expected range: -14.8004 -7.1716
Severely_persistent: rms_fgdepar=13.9190, expected range: 7.1671 15.0318
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71956 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3962, expected range: 0.0000 5.1172
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22213 : out of range
Severe: avg_fgdepar=-12.8669, expected range: -7.4226 5.0397
Severe: rms_fgdepar=12.8967, expected range: -4.1659 8.0874
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13C61 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.4589, expected range: -2.4798 12.8797
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13C61 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.4667, expected range: 0.0000 12.9196
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BA02 : out of range
Severe: avg_fgdepar=12.5908, expected range: -0.9410 13.8223
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BA02 : out of range
Severe: rms_fgdepar=12.5962, expected range: 0.0826 13.8975
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI19322 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.1380, expected range: 2.2998 14.3536
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI19322 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1896, expected range: 2.6366 14.4809
BUFR LAND SYNOP 2M TEMPERATURE (K) 22213 : out of range
Severe: avg_fgdepar=-12.9432, expected range: -7.1350 4.7611
Severe: rms_fgdepar=12.9728, expected range: -3.9947 7.8517
BUFR LAND SYNOP 2M TEMPERATURE (K) 06654 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.8021, expected range: -1.4546 15.2056
Severe: rms_fgdepar=12.8256, expected range: 0.0000 14.8788
BUFR LAND SYNOP 2M TEMPERATURE (K) 06617 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7524, expected range: -14.5345 6.7292
Severe: rms_fgdepar=12.8350, expected range: 0.0000 14.7087
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BB4C : out of range
Severe: avg_fgdepar=12.0721, expected range: 1.4910 12.9963
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BB4C : out of range
Severe: rms_fgdepar=12.1947, expected range: 1.8981 12.9082
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=1874.0000, expected range: 2164.5466 2214.8284
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 94794 : out of range
Severe: rms_fgdepar=33.8121, expected range: 0.0000 18.3185
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=1791.0000, expected range: 1921.1128 2140.1372
Considerable: obs_number=1881.0000, expected range: 2069.3002 2150.8248