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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-16 12:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4338, expected range: -0.4045 -0.3787
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1546, expected range: 0.0554 0.1027
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2026, expected range: 0.2391 0.2646
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3379, expected range: -0.2809 -0.2779
iasi
METOP-B IASI RADIANCES CHANNEL 3165 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2603, expected range: -0.2412 -0.2251
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1508, expected range: -0.1220 -0.1024
METOP-B IASI RADIANCES CHANNEL 3252 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2019, expected range: -0.1762 -0.1580
METOP-B IASI RADIANCES CHANNEL 3312 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2943, expected range: -0.2725 -0.2496
METOP-B IASI RADIANCES CHANNEL 3452 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1587, expected range: -0.1371 -0.1167
METOP-B IASI RADIANCES CHANNEL 3509 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2839, expected range: -0.2647 -0.2404
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=-0.2491, expected range: -0.2152 -0.2017
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=-0.1538, expected range: -0.1230 -0.1072
METOP-C IASI RADIANCES CHANNEL 3312 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2911, expected range: -0.2684 -0.2435
METOP-C IASI RADIANCES CHANNEL 3411 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2135, expected range: -0.1909 -0.1639
METOP-C IASI RADIANCES CHANNEL 3168 : out of range
Severe: stdev_fgdepar=0.6463, expected range: 0.5062 0.5802
METOP-C IASI RADIANCES CHANNEL 3248 : out of range
Severe: stdev_fgdepar=0.6588, expected range: 0.4684 0.5727
METOP-C IASI RADIANCES CHANNEL 3580 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.3048, expected range: -0.2861 -0.2545
METOP-C IASI RADIANCES CHANNEL 3448 : out of range
Slight: stdev_fgdepar=0.7532, expected range: 0.6170 0.7149
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 1 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.1371, expected range: 0.1178 0.1263
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5722, expected range: 0.6164 0.6656
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: obs_number=5660.0000, expected range: 6595.8093 6815.0857
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=1.0168, expected range: 0.7711 0.8736
Severely_persistent: avg_biascorr=-2.8468, expected range: -1.8361 -1.1967
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.8988, expected range: 0.6232 0.7120
Severely_persistent: avg_biascorr=-3.4890, expected range: -2.7052 -2.1417
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=1.0564, expected range: 0.6243 0.7543
Severely_persistent: avg_biascorr=-2.0490, expected range: -0.5019 0.1991
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 6 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=1.0735, expected range: 0.5626 0.8332
Severely_persistent: avg_biascorr=-0.2524, expected range: 1.5342 2.2775
atms
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3265, expected range: -0.2980 -0.2657
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6331, expected range: -0.3977 -0.1417
Atmospheric Motion Vector
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=208.0000, expected range: 1210.0967 1309.5522
METEOSAT-11 AMV CLOUDY WV2 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
Considerable: avg_fgdepar=3.6924, expected range: 4.0926 4.4798
METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=764.0000, expected range: 239.5491 488.1125
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=0.7774, expected range: 0.0921 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0180, expected range: -0.0323 -0.0254
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0482, expected range: -0.0589 -0.0528
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8870, expected range: -0.2890 0.7500
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8671, expected range: -1.2276 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-9.0955, expected range: -13.9853 8.1919
Severely_persistent: rms_fgdepar=9.1009, expected range: 0.0000 13.3181
Severely_persistent: avg_pge=0.9053, expected range: -1.1775 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severely_persistent: obs_number=0, expected range: 55.39 171.01
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 37.75 103.85
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.6775, expected range: 0.0000 8.5270
LAND TEMP WIND VECTOR DIFF (M/S) 94461 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=23.8058, expected range: -0.4244 7.0948
Severe: rms_fgdepar=23.8158, expected range: 0.0000 7.9599
All LAND TEMP ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 32.48 172.85
HIGH RESO LAND TEMP TEMPERATURE (K) 26708 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=6.9023, expected range: 0.0000 1.6738
HIGH RESO LAND TEMP TEMPERATURE (K) 29698 PRESSURE LAYER 900-1200 (HPA : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-9.2874, expected range: -9.8484 7.1579
Severe: rms_fgdepar=9.6319, expected range: 0.0000 11.5343
Severe: avg_pge=0.8587, expected range: -0.6504 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.8149, expected range: 0.0000 1.5496
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 94461 PRESSURE LAYER 300-60 : out of range
Severe: avg_fgdepar=24.5643, expected range: 0.7776 5.1475
Severe: rms_fgdepar=24.5680, expected range: 0.3879 6.3299
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=256.0000, expected range: 219.6434 240.8566
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=173.0000, expected range: 246.1046 272.5621
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) 3CNVVQRA PRESSURE LAYER 900-1200 (H : out of range
Severe: avg_fgdepar=20.6259, expected range: -0.0803 6.1508
Severe: rms_fgdepar=20.6259, expected range: 0.0000 6.5243
Severe: avg_pge=0.8397, expected range: -0.5676 0.7500
ADS-C WIND VECTOR DIFF (M/S) 025LEQBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7294, expected range: 0.0000 29.7721
ADS-C WIND VECTOR DIFF (M/S) WYUJ0UZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.3803, expected range: 0.0000 11.7123
airep
AIREP WIND VECTOR DIFF (M/S) ETD11B PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9031, expected range: 0.0000 30.0386
AIREP WIND VECTOR DIFF (M/S) BAW6NC PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.1736, expected range: 0.0000 9.0435
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-709.8273, expected range: -2016.9703 1462.2880
Severely_persistent: rms_fgdepar=709.8273, expected range: -1383.0625 1967.2227
Severely_persistent: avg_pge=0.9151, expected range: -1.8333 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8390, expected range: -1.4612 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68268 : out of range
Severe: avg_pge=0.9471, expected range: -0.0516 0.0711
MANUAL LAND SYNOP RH2M (%) 63962 : out of range
Severe: avg_pge=0.9884, expected range: -0.3165 0.4025
MANUAL LAND SYNOP RH2M (%) 17192 : out of range
Severe: rms_fgdepar=35.4742, expected range: 0.0000 20.0518
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8764, expected range: -1.9728 0.7500
MANUAL LAND SYNOP RH2M (%) 42939 : out of range
Severe: rms_fgdepar=46.6957, expected range: 0.0000 35.5005
Severe: avg_pge=0.9930, expected range: -0.0177 0.0269
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35582 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=348.0807, expected range: 0.0000 69.7440
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40664 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-552.7579, expected range: -119.8650 109.4462
Severe: rms_fgdepar=552.7579, expected range: 0.0000 87.7307
Severe: avg_pge=0.8998, expected range: -0.2248 0.2723
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82246 : out of range
Severe: avg_pge=0.8065, expected range: -0.5540 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40666 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=406.7753, expected range: 0.0000 130.0330
Severe: avg_pge=0.8460, expected range: -0.5360 0.6731
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35357 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-690.0476, expected range: -236.4703 222.6661
Severe: rms_fgdepar=690.0476, expected range: -291.8164 436.8932
Severe: avg_pge=0.9105, expected range: -0.7035 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83967 : out of range
Severe: avg_fgdepar=-552.3508, expected range: -126.3032 62.0126
Severe: rms_fgdepar=679.0686, expected range: 0.0000 129.2263
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67297 : out of range
Severe: rms_fgdepar=472.9686, expected range: 0.0000 122.4592
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35358 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-635.9867, expected range: -578.9575 571.6670
Severe: rms_fgdepar=653.4702, expected range: 0.0000 527.0876
Severe: avg_pge=0.8949, expected range: -1.3519 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35739 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-580.5087, expected range: -449.6085 297.5858
Severe: rms_fgdepar=591.5647, expected range: 0.0000 300.9827
Severe: avg_pge=0.8869, expected range: -1.0185 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43169 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=401.7001, expected range: 0.0000 94.8213
Severe: avg_pge=0.8456, expected range: 0.0000 0.0000
BUFR LAND SYNOP RH2M (%) 06610 : out of range
Severe: avg_fgdepar=54.0205, expected range: -32.5023 42.5821
Severe: rms_fgdepar=54.2769, expected range: 0.0000 33.0625
BUFR LAND SYNOP RH2M (%) 95890 : out of range
Severe: rms_fgdepar=31.4253, expected range: 0.0000 9.7226
BUFR LAND SYNOP RH2M (%) 94912 : out of range
Severe: avg_pge=0.8046, expected range: -0.1855 0.2167
BUFR LAND SYNOP RH2M (%) 72524 : out of range
Severe: rms_fgdepar=30.8936, expected range: 0.0000 17.5383
BUFR LAND SYNOP RH2M (%) 40405 : out of range
Severe: avg_pge=0.9683, expected range: -0.1652 0.2096
BUFR LAND SYNOP RH2M (%) 06636 : out of range
Severe: rms_fgdepar=51.2311, expected range: 0.0000 46.0883
BUFR LAND SYNOP RH2M (%) 71337 : out of range
Severe: rms_fgdepar=30.5758, expected range: 4.0117 16.4600
BUFR LAND SYNOP RH2M (%) 15118 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=52.0008, expected range: -25.5343 40.3597
Severe: rms_fgdepar=52.1887, expected range: 0.0000 38.6376
BUFR LAND SYNOP RH2M (%) 94449 : out of range
Severe: rms_fgdepar=39.3930, expected range: 0.0000 9.1079
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01160 : out of range
Severe: rms_fgdepar=324.8495, expected range: 0.0000 162.7290
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91841 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=419.2010, expected range: 28.0009 382.3158
Severe: avg_pge=0.8297, expected range: -0.2296 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01161 : out of range
Severe: rms_fgdepar=361.6197, expected range: 0.0000 142.4612
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01162 : out of range
Severe: rms_fgdepar=357.6489, expected range: 0.0000 133.7432
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48085 : out of range
Severe: rms_fgdepar=431.3384, expected range: 0.0000 85.7631
Severe: avg_pge=0.8590, expected range: -0.3789 0.4300
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01156 : out of range
Severe: rms_fgdepar=360.4957, expected range: 0.0000 193.5755
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=616.0000, expected range: 666.8594 719.1406
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=158.6464, expected range: 9.2063 100.4716
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=118.0000, expected range: 95.8413 108.6587
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46183 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8616, expected range: -0.4846 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ZCEV9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=20.6074, expected range: -28.3278 43.7982
Severely_persistent: rms_fgdepar=25.0401, expected range: 0.0000 45.2394
Severely_persistent: avg_pge=0.8227, expected range: -0.3658 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=583.0192, expected range: 518.0350 822.3931
Severely_persistent: rms_fgdepar=583.0192, expected range: 517.7969 822.8190
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6NQ : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=564.5922, expected range: 184.7627 1079.4168
Severely_persistent: rms_fgdepar=564.5922, expected range: 178.0635 1094.3441
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OXKO2 : out of range
Severe: rms_fgdepar=15.9665, expected range: 0.0000 10.3600
Severe: avg_pge=0.8643, expected range: -0.7724 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MERFR20 : out of range
Severe: rms_fgdepar=352.0615, expected range: 0.0000 183.4354
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5601 : out of range
Severe: avg_fgdepar=574.6161, expected range: -195.8051 826.1268
Severe: rms_fgdepar=574.6161, expected range: 0.0000 826.1268
Severe: avg_pge=0.8127, expected range: -0.6136 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2HFZ7 : out of range
Severe: rms_fgdepar=539.8972, expected range: 0.0000 800.1724
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AVQU : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=597.2307, expected range: -623.8861 667.5832
Severe: rms_fgdepar=605.6265, expected range: 0.0000 586.8106
Severe: avg_pge=0.8168, expected range: -0.9337 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WACW : out of range
Severe: avg_fgdepar=-1069.6741, expected range: -462.3614 311.9846
Severe: rms_fgdepar=1069.6741, expected range: 0.0000 457.6411
Severe: avg_pge=0.9141, expected range: -0.7122 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WADZ : out of range
Severe: rms_fgdepar=452.8505, expected range: 0.0000 113.1114
buoy
MOORED BUOYS SURFACE PRESSURE (PA) 4400033 : out of range
Severe: rms_fgdepar=362.4648, expected range: 0.0000 132.7035
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301612 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=315.2737, expected range: 0.0000 130.0346
DRIFTING BUOYS SURFACE PRESSURE (PA) 6401842 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=508.2653, expected range: 0.0000 325.8156
Severe: avg_pge=0.8567, expected range: -0.8836 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601664 : out of range
Severe: rms_fgdepar=392.6863, expected range: 0.0000 221.8793
Severe: avg_pge=0.8486, expected range: -0.8159 0.7500
metar
METAR SURFACE PRESSURE (PA) ENSH : out of range
Severe: rms_fgdepar=438.2446, expected range: 0.0000 227.5956
METAR SURFACE PRESSURE (PA) ENSK : out of range
Severe: rms_fgdepar=394.8517, expected range: 0.0000 158.7001
METAR SURFACE PRESSURE (PA) FKKL : out of range
Severe: rms_fgdepar=341.7674, expected range: 0.0000 105.1069
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.8890, expected range: -66.4473 -44.8286
Severely_persistent: rms_fgdepar=59.8890, expected range: 44.8286 66.4473
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-71.4559, expected range: -99.6605 -45.9416
Severely_persistent: rms_fgdepar=71.4559, expected range: 45.9416 99.6605
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=-88.8198, expected range: -97.4573 -78.0260
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=88.8378, expected range: 78.0364 97.4760
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=-63.9535, expected range: -69.4795 -59.3341
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=63.9657, expected range: 59.3556 69.4785
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.2588, expected range: -68.7971 -45.5867
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.2603, expected range: 45.5896 68.7987
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=-83.9691, expected range: -84.3527 -72.4323
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=83.9762, expected range: 72.4238 84.3817
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.5015, expected range: -82.5956 -71.4532
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=77.5042, expected range: 71.4602 82.5938
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=-89.1038, expected range: -88.4663 -81.4523
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=89.1488, expected range: 81.4753 88.4726
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=-73.7537, expected range: -76.0729 -62.2819
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=73.7569, expected range: 62.2890 76.0802
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=-62.9523, expected range: -64.9639 -53.9359
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=62.9878, expected range: 53.9431 64.9755
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=-85.7624, expected range: -109.2917 -56.3896
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=85.7771, expected range: 56.4690 109.2635
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=-51.0232, expected range: -54.2888 -51.5044
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=51.0365, expected range: 51.5161 54.2934
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.3033, expected range: -66.4965 -37.1648
Severely_persistent: rms_fgdepar=62.3050, expected range: 37.1732 66.4995
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.5876, expected range: 36.4475 61.3493
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.6000, expected range: 36.4562 61.3513
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=-71.3259, expected range: -74.5595 -66.8436
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=71.3363, expected range: 66.8489 74.5734
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=-60.3713, expected range: -67.3460 -58.9907
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=60.3715, expected range: 58.9918 67.3456
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=-71.1189, expected range: -81.4494 -64.7074
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=71.1240, expected range: 64.7145 81.4510
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.6913, expected range: -67.2307 -48.6411
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.6938, expected range: 48.6409 67.2333
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=-81.4396, expected range: -90.5729 -70.1969
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=81.4446, expected range: 70.2005 90.5784
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.3724, expected range: -67.1549 -53.8213
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.3758, expected range: 53.8507 67.1584
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-80.9981, expected range: -85.1779 -77.6016
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=80.9995, expected range: 77.6113 85.1761
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=-80.9329, expected range: -89.0338 -63.2383
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=80.9613, expected range: 63.2697 89.0248
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=-72.6245, expected range: -81.2918 -64.2736
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=72.6294, expected range: 64.2919 81.2962
AUTOMATIC LAND SYNOP SNOW (CM) 71813 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.7280, expected range: 0.0000 8.3159
AUTOMATIC LAND SYNOP SNOW (CM) 71493 : out of range
Severe: rms_fgdepar=24.1803, expected range: 0.0000 13.0680
BUFR LAND SYNOP SNOW (CM) 01158 : out of range
Severe: rms_fgdepar=17.3228, expected range: -4.2661 7.7447
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9450, expected range: -14.9330 -2.7283
Severely_persistent: rms_fgdepar=13.3422, expected range: 4.3855 14.5204
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3823, expected range: -15.7955 6.6565
Severely_persistent: rms_fgdepar=16.4036, expected range: 0.0000 15.2958
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.4106, expected range: -22.3864 4.1261
Severely_persistent: rms_fgdepar=19.4114, expected range: 0.0000 22.4051
Severely_persistent: avg_est_pge=0.8045, expected range: -0.1525 1.2021
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4822, expected range: -16.0834 12.7142
Severely_persistent: rms_fgdepar=12.5087, expected range: -7.7125 15.0398
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2489, expected range: -17.0615 6.5700
Severely_persistent: rms_fgdepar=15.2492, expected range: 0.0000 16.9182
METAR 2M TEMPERATURE (K) LTCB : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.3892, expected range: 7.8216 23.0955
Severely_persistent: rms_fgdepar=13.9083, expected range: 7.9441 23.1234
METAR 2M TEMPERATURE (K) VECX : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.8532, expected range: -17.5960 -6.6053
Severely_persistent: rms_fgdepar=16.0595, expected range: 6.7032 17.7841
BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3612, expected range: -15.7017 6.5836
Severely_persistent: rms_fgdepar=16.3789, expected range: 0.0000 15.1912
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4781, expected range: -15.9713 -8.3797
Severely_persistent: rms_fgdepar=15.6187, expected range: 8.4718 16.2913
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9950, expected range: -14.9830 -2.7783
Severely_persistent: rms_fgdepar=13.3907, expected range: 4.4246 14.5742
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.4281, expected range: -22.4176 4.0806
Severely_persistent: rms_fgdepar=19.4289, expected range: 0.0000 22.4407
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3965, expected range: -22.1050 1.5989
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.3965, expected range: 0.0000 22.0499
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6851, expected range: -15.6586 -11.0047
Severely_persistent: rms_fgdepar=12.9846, expected range: 11.0236 16.0557
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5062, expected range: -16.0230 12.6131
Severely_persistent: rms_fgdepar=12.5318, expected range: -7.6919 14.9913
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7447, expected range: -22.5749 3.8143
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.7447, expected range: 0.0000 22.5124
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.3305, expected range: -17.1867 6.5908
Severely_persistent: rms_fgdepar=15.3308, expected range: 0.0000 17.0443
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
Severe: avg_fgdepar=-12.0437, expected range: -14.2122 -3.3921
Severe: rms_fgdepar=12.1393, expected range: 4.1601 13.8986
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
Severe: avg_fgdepar=-13.2988, expected range: -13.3962 3.5994
Severe: rms_fgdepar=13.3092, expected range: 0.0000 12.4996
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
Severe: avg_fgdepar=-13.5109, expected range: -14.0806 0.0032
Severe: rms_fgdepar=13.5702, expected range: 0.3274 14.2650
MANUAL LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2061, expected range: -16.6974 10.4392
Severe: rms_fgdepar=12.2098, expected range: 0.0000 15.0678
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=-12.8974, expected range: -15.3811 1.3656
Severe: rms_fgdepar=13.0152, expected range: 0.0000 15.0919
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0224, expected range: -16.8164 9.2496
Severe: rms_fgdepar=12.0244, expected range: 0.0000 15.0196
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24136 : out of range
Severe: avg_fgdepar=-12.0137, expected range: -14.9624 8.7621
Severe: rms_fgdepar=12.0992, expected range: 0.0000 11.4230
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.2731, expected range: -13.7728 8.3442
Severe: rms_fgdepar=14.2948, expected range: 0.0000 12.1699
METAR 2M TEMPERATURE (K) UWOR : out of range
Severe: rms_fgdepar=12.5219, expected range: 0.0000 6.4465
METAR 2M TEMPERATURE (K) UGMS : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0738, expected range: 4.2168 13.0450
LAND TEMP 2M TEMPERATURE (K) 41217 : out of range
Severe: rms_fgdepar=10.1577, expected range: 0.0000 4.9368
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI17F40 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0496, expected range: 4.1068 15.8470
BUFR LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
Severe: avg_fgdepar=-13.2429, expected range: -13.3607 3.6201
Severe: rms_fgdepar=13.2546, expected range: 0.0000 12.4781
BUFR LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
Severe: avg_fgdepar=-13.9525, expected range: -14.3004 -0.1043
Severe: rms_fgdepar=14.0049, expected range: 0.4068 14.5196
BUFR LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3014, expected range: -16.7830 10.3755
Severe: rms_fgdepar=12.3050, expected range: 0.0000 15.2395
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=-12.9474, expected range: -16.0335 2.1083
Severe: rms_fgdepar=13.0647, expected range: 0.0000 15.5396
BUFR LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0352, expected range: -16.8150 9.1940
Severe: rms_fgdepar=12.0373, expected range: 0.0000 15.0521
BUFR LAND SYNOP 2M TEMPERATURE (K) 24136 : out of range
Severe: avg_fgdepar=-12.2075, expected range: -15.1641 8.8036
Severe: rms_fgdepar=12.2849, expected range: 0.0000 11.6329
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.3484, expected range: -13.8561 8.3018
Severe: rms_fgdepar=14.3713, expected range: 0.0000 12.2358
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.0461, expected range: 4.9620 12.4238
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.7076, expected range: 5.9180 12.1500
rh2m
MANUAL LAND SYNOP RH2M (%) 76640 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=33.0854, expected range: 0.0000 17.3552
MANUAL LAND SYNOP RH2M (%) 40638 : out of range
Severe: rms_fgdepar=30.6001, expected range: 2.1014 17.9351
METAR RH2M (%) KADW : out of range
Severe: rms_fgdepar=30.8292, expected range: 0.0000 13.2870