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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2020-05-27 00:00

amsua
NOAA-15 AMSUA RADIANCES CHANNEL 9 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1908, expected range: -0.1729 -0.1537
NOAA-19 AMSUA RADIANCES CHANNEL 9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2584, expected range: -0.2373 -0.2269
AQUA AMSUA RADIANCES CHANNEL 8 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0495, expected range: 0.0915 0.1034
NOAA-15 AMSUA RADIANCES CHANNEL 9 : out of range
Slight: avg_fgdepar=-0.0148, expected range: -0.0088 0.0049
iasi
METOP-A IASI RADIANCES (94 channels affected) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4462, expected range: 0.3515 0.3745
METOP-A IASI RADIANCES CHANNEL 199 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5698, expected range: 0.3090 0.4213
METOP-A IASI RADIANCES CHANNEL 210 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5116, expected range: 0.3148 0.3948
METOP-A IASI RADIANCES CHANNEL 228 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4814, expected range: 0.2950 0.3909
METOP-A IASI RADIANCES CHANNEL 299 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5256, expected range: 0.3090 0.4107
METOP-B IASI RADIANCES CHANNEL 191 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3455, expected range: 0.2463 0.2988
METOP-B IASI RADIANCES CHANNEL 197 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3644, expected range: 0.2515 0.3040
METOP-C IASI RADIANCES CHANNEL 214 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3472, expected range: 0.2311 0.2938
METOP-C IASI RADIANCES (103 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.3372, expected range: 0.2599 0.2792
METOP-C IASI RADIANCES (11 channels affected) : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0344, expected range: -0.0090 -0.0044
METOP-C IASI RADIANCES (79 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-0.0404, expected range: -0.0235 -0.0141
METOP-A IASI RADIANCES (82 channels affected) : out of range
3 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0435, expected range: -0.0232 -0.0232
METOP-B IASI RADIANCES (105 channels affected) : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.3246, expected range: 0.2611 0.3059
METOP-B IASI RADIANCES (85 channels affected) : out of range
2 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0284, expected range: -0.0215 -0.0055
cris
NPP CRIS RADIANCES CHANNEL 107 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1044, expected range: 0.1392 0.1596
NPP CRIS RADIANCES CHANNEL 67 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.2000, expected range: 0.0936 0.1485
NPP CRIS RADIANCES CHANNEL 69 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.2212, expected range: 0.0881 0.1423
NPP CRIS RADIANCES CHANNEL 70 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.2386, expected range: 0.0914 0.1404
NPP CRIS RADIANCES CHANNEL 71 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.2198, expected range: 0.0868 0.1357
NPP CRIS RADIANCES (25 channels affected) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.1198, expected range: 0.1025 0.1041
NOAA20 CRIS RADIANCES CHANNEL 101 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1292, expected range: 0.1672 0.1679
NOAA20 CRIS RADIANCES CHANNEL 69 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.2137, expected range: 0.0677 0.1245
NOAA20 CRIS RADIANCES CHANNEL 70 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.2335, expected range: 0.0695 0.1246
NOAA20 CRIS RADIANCES CHANNEL 71 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.2127, expected range: 0.0655 0.1201
NOAA20 CRIS RADIANCES CHANNEL 114 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4100, expected range: 0.0565 0.1417
NOAA20 CRIS RADIANCES CHANNEL 42 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3293, expected range: 0.3662 0.3718
NPP CRIS RADIANCES (70 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.1938, expected range: 0.0855 0.1306
NOAA20 CRIS RADIANCES (70 channels affected) : out of range
2 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.1853, expected range: 0.0650 0.1184
NPP CRIS RADIANCES (40 channels affected) : out of range
Slight: avg_fgdepar=-0.0603, expected range: -0.0351 0.0167
NOAA20 CRIS RADIANCES (41 channels affected) : out of range
Slight: avg_fgdepar=-0.0621, expected range: -0.0390 0.0344
airs
AQUA AIRS RADIANCES CHANNEL 173 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1960, expected range: -0.1743 -0.1641
AQUA AIRS RADIANCES CHANNEL 150 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.6625, expected range: 0.5048 0.5936
AQUA AIRS RADIANCES CHANNEL 157 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.6270, expected range: 0.4598 0.5536
AQUA AIRS RADIANCES CHANNEL 172 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.6067, expected range: 0.3746 0.4484
AQUA AIRS RADIANCES (32 channels affected) : out of range
Severe: avg_fgdepar=-0.0797, expected range: -0.0404 -0.0131
AQUA AIRS RADIANCES (59 channels affected) : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.5243, expected range: 0.4144 0.4935
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 5 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=1.3371, expected range: 0.5011 0.8593
METOP-B MHS ALLSKY RADIANCES CHANNEL 4 : out of range
Severe: stdev_norm_fgdepar=1.1899, expected range: 0.7820 0.9944
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=2764.0000, expected range: 3359.2272 3721.8008
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=2704.0000, expected range: 3213.5524 3668.6787
METOP-C MHS ALLSKY RADIANCES CHANNEL 5 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_norm_fgdepar=0.1503, expected range: 0.0386 0.1051
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 5 : out of range
13 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=1.1782, expected range: 0.7155 0.7155
gmi
GPM GMI ALSKY RADIANCES CHANNEL 12 : out of range
1 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.8824, expected range: 0.6296 0.7681
GPM GMI ALSKY RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=1.1756, expected range: 0.7852 0.7852
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES (6 channels affected) : out of range
Severe: obs_number=48855.0000, expected range: 54535.1377 57117.8623
Severe: obs_number=48724.0000, expected range: 54338.7285 56941.8049
ssmis
DMSP-18 SSMIS RADIANCES CHANNEL 9 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.9741, expected range: 0.6227 0.8198
Atmospheric Motion Vector
All AQUA MODIS CLEAR WV ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 368.37 2044.06
All NPP VIIRS AMV IR ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 1745.14 3434.11
GOES-16 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: stdev_fgdepar=1.2836, expected range: 0.8191 1.0093
All NOAA20 VIIRS-AMV IR ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 1938.75 3669.50
GOES-16 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Slight: avg_fgdepar=1.5976, expected range: 1.0092 1.4711
GOES-17 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=8365.0000, expected range: 3595.3240 6886.1760
GOES-17 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Slight: avg_fgdepar=2.1787, expected range: 1.6162 2.0111
GOES-17 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Slight: stdev_fgdepar=1.7195, expected range: 0.9086 1.5023
GOES-17 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
Slight: stdev_fgdepar=1.2747, expected range: 0.6726 1.1393
Radiosondes
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 106.77 137.73
LAND TEMP TEMPERATURE (K) 23330 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.8910, expected range: 0.0000 3.1304
Severe: rms_fgdepar=6.8024, expected range: 0.0000 3.0999
LAND TEMP TEMPERATURE (K) 47122 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.8132, expected range: 0.6135 2.6509
LAND TEMP WIND VECTOR DIFF (M/S) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=22.3965, expected range: -9.4850 14.9367
Severe: avg_pge=0.8903, expected range: -0.9927 0.7500
Severe: avg_fgdepar=22.7181, expected range: -10.7202 16.6847
Severe: rms_fgdepar=22.7181, expected range: 0.0000 16.5345
Severe: avg_pge=0.8933, expected range: -1.0440 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 29862 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=22.3965, expected range: 0.0000 14.8331
LAND TEMP WIND VECTOR DIFF (M/S) 30715 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8445, expected range: -0.4384 0.6713
Severe: avg_pge=0.8459, expected range: -0.2844 0.3972
LAND TEMP WIND VECTOR DIFF (M/S) 24507 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.5928, expected range: 0.0000 8.3526
Severe: rms_fgdepar=15.3180, expected range: 0.0000 8.5511
LAND TEMP Q (G/KG) 48650 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.5471, expected range: 0.3059 1.4297
LAND TEMP Q (G/KG) 74646 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.9507, expected range: 0.0000 1.3705
LAND TEMP TEMPERATURE (K) 43369 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.4107, expected range: 0.0000 3.7494
LAND TEMP TEMPERATURE (K) 43369 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8523, expected range: -0.5684 0.7500
LAND TEMP Q (G/KG) 43003 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.5990, expected range: 0.6225 2.0284
LAND TEMP Q (G/KG) 97900 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.7401, expected range: 0.0000 2.2535
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=3.8042, expected range: 0.6536 1.6677
Severe: rms_fgdepar=3.8841, expected range: 0.5110 1.8383
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Severe: obs_number=155.0000, expected range: 88.7560 94.1012
Severe: obs_number=155.0000, expected range: 88.7560 94.1012
HIGH RESO LAND TEMP Q (G/KG) 72634 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.2500, expected range: 0.0000 2.0950
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: obs_number=131.0000, expected range: 192.7204 200.2796
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Severe: obs_number=155.0000, expected range: 88.7560 94.1012
HIGH RESO LAND TEMP Q (G/KG) 72518 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.8375, expected range: 0.0000 1.4976
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) DIJX1DJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=24.2681, expected range: -1.5446 7.8387
Severe: rms_fgdepar=24.6535, expected range: 0.0000 8.9301
Severe: avg_pge=0.8648, expected range: -0.1676 0.2535
Severe: avg_fgdepar=23.0075, expected range: -0.8937 6.8226
Severe: rms_fgdepar=23.6248, expected range: 0.0000 8.0207
Severe: avg_pge=0.8625, expected range: -0.0920 0.1598
WIGOS AMDAR WIND VECTOR DIFF (M/S) MGWWUURA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.1770, expected range: 1.2521 7.2160
WIGOS AMDAR WIND VECTOR DIFF (M/S) MGWWUURA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.3284, expected range: 0.9813 8.5579
prof
All EUROPEAN WIND PROFILER ALL LAYERS South West Pacific : all data missing
Severe: obs_number=0, expected range: 356.49 710.76
All EUROPEAN WIND PROFILER ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 356.49 710.76
All EUROPEAN WIND PROFILER ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 346.84 697.91
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=1007.0000, expected range: 2071.8097 2399.9403
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 48870 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=23.8188, expected range: -1.0474 9.7906
Severe: rms_fgdepar=23.8832, expected range: 0.0000 9.9057
Severe: avg_fgdepar=23.2520, expected range: -1.0125 10.1167
Severe: rms_fgdepar=23.3406, expected range: 0.3744 9.6200
LAND PILOT WIND VECTOR DIFF (M/S) 48870 (2 pressure layers affected) : out of range
Severe: avg_pge=0.9040, expected range: -0.5910 0.7500
Severe: avg_pge=0.8989, expected range: -0.6029 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 41977 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=21.7984, expected range: -0.7367 6.0451
Severe: rms_fgdepar=22.0729, expected range: 0.0000 6.6040
Severe: avg_pge=0.9116, expected range: -0.8104 0.7500
Severe: avg_fgdepar=20.7674, expected range: -0.6918 6.0616
Severe: rms_fgdepar=21.0429, expected range: 0.0000 6.0827
Severe: avg_pge=0.9089, expected range: -0.2800 0.7500
synop
AUTOMATIC LAND SYNOP RH2M (%) 35182 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8033, expected range: -0.1785 0.7500
Severe: avg_pge=0.8215, expected range: -0.5650 0.7500
MANUAL LAND SYNOP RH2M (%) 42471 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.9532, expected range: -3.6046 93.1513
Severely_persistent: rms_fgdepar=56.9532, expected range: 0.0000 93.1513
Severely_persistent: avg_fgdepar=57.7670, expected range: -0.5154 90.6213
Severely_persistent: rms_fgdepar=57.7670, expected range: 0.0000 90.6213
MANUAL LAND SYNOP RH2M (%) 42468 : out of range
2 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9481, expected range: -0.6685 0.7500
Severe: avg_pge=0.9404, expected range: -0.8344 0.7500
MANUAL LAND SYNOP RH2M (%) 42459 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8071, expected range: -1.4885 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72327 : out of range
4 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-521.2475, expected range: -577.5930 -380.5815
Severely_persistent: rms_fgdepar=521.5860, expected range: 372.2654 590.1744
Severe: avg_fgdepar=-513.1534, expected range: -565.5351 -368.4580
Severe: rms_fgdepar=513.3663, expected range: 373.3079 565.9278
AUTOMATIC LAND SYNOP RH2M (%) 66325 : out of range
Severe: rms_fgdepar=46.2344, expected range: 0.0000 31.5139
Severe: avg_pge=0.9984, expected range: -0.0020 0.0106
Severe: avg_fgdepar=52.3021, expected range: 0.5227 30.7228
Severe: rms_fgdepar=52.3021, expected range: 0.5227 30.7228
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83692 : out of range
Severe: avg_fgdepar=560.6330, expected range: -114.8545 48.1765
Severe: rms_fgdepar=560.6330, expected range: 0.0000 107.2054
Severe: avg_pge=0.8858, expected range: -0.1427 0.1620
Severe: avg_fgdepar=574.1099, expected range: -130.2985 60.8586
Severe: rms_fgdepar=574.1099, expected range: 0.0000 125.4830
Severe: avg_pge=0.8866, expected range: -0.3338 0.3788
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87344 : out of range
Severe: rms_fgdepar=303.5297, expected range: 0.0000 136.5440
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42726 : out of range
Severe: avg_fgdepar=728.3359, expected range: -13.9853 337.2738
Severe: rms_fgdepar=728.3359, expected range: 0.0000 337.2738
Severe: avg_pge=0.9081, expected range: -0.5736 0.7500
Severe: avg_fgdepar=680.0992, expected range: 5.6224 298.4781
Severe: rms_fgdepar=680.0992, expected range: 5.6224 298.4781
Severe: avg_pge=0.9008, expected range: -0.7468 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43309 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=356.9956, expected range: 0.0000 170.8438
Severe: avg_pge=0.8338, expected range: -1.3311 0.7500
Severe: rms_fgdepar=339.9040, expected range: 0.0000 144.9447
Severe: avg_pge=0.8326, expected range: -1.3683 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40689 : out of range
Severe: rms_fgdepar=603.8875, expected range: 0.0000 191.4859
Severe: rms_fgdepar=595.0000, expected range: 0.0000 195.6533
MANUAL LAND SYNOP RH2M (%) 42900 : out of range
Severe: rms_fgdepar=39.2968, expected range: 5.8819 19.2835
Severe: avg_pge=1.0000, expected range: -0.1056 0.1324
Severe: rms_fgdepar=39.7400, expected range: 3.4952 20.2236
MANUAL LAND SYNOP RH2M (%) 60611 : out of range
Severe: rms_fgdepar=36.9549, expected range: 0.0000 18.5158
Severe: rms_fgdepar=40.2888, expected range: 0.0000 21.1388
MANUAL LAND SYNOP RH2M (%) 64751 : out of range
Severe: avg_fgdepar=56.9095, expected range: -88.9201 75.6113
Severe: rms_fgdepar=56.9095, expected range: 0.0000 50.8757
Severe: avg_fgdepar=59.5597, expected range: -84.3533 74.2792
Severe: rms_fgdepar=59.5597, expected range: 0.0000 39.9609
MANUAL LAND SYNOP RH2M (%) 42262 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9113, expected range: -0.0721 0.1383
Severe: avg_pge=0.9631, expected range: -0.1606 0.2497
MANUAL LAND SYNOP RH2M (%) 42577 : out of range
Severe: avg_pge=0.9687, expected range: -1.0549 0.7500
Severe: avg_pge=0.9757, expected range: -0.9496 0.7500
MANUAL LAND SYNOP RH2M (%) 60141 : out of range
Severe: avg_pge=0.8628, expected range: -1.3467 0.7500
MANUAL LAND SYNOP RH2M (%) 42588 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=65.5039, expected range: -14.1321 80.0273
MANUAL LAND SYNOP RH2M (%) 42588 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=65.5039, expected range: 0.0000 80.0273
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30703 : out of range
Severe: rms_fgdepar=502.8639, expected range: 0.0000 83.7175
Severe: rms_fgdepar=470.5010, expected range: 0.0000 76.2862
BUFR LAND SYNOP SURFACE PRESSURE (PA) 34555 : out of range
Severe: rms_fgdepar=462.2482, expected range: 0.0000 259.4039
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16119 : out of range
Severe: avg_fgdepar=-517.3188, expected range: -79.2959 85.1769
Severe: rms_fgdepar=517.3188, expected range: 0.0000 71.6489
Severe: avg_pge=0.8946, expected range: 0.0000 0.0000
Severe: avg_fgdepar=-505.4710, expected range: -139.4285 175.6051
Severe: rms_fgdepar=505.4710, expected range: 0.0000 140.8469
Severe: avg_pge=0.8905, expected range: 0.0000 0.0000
BUFR LAND SYNOP RH2M (%) 60253 : out of range
Severe: avg_pge=0.9113, expected range: -0.8533 0.7500
Severe: avg_pge=0.9218, expected range: -1.1432 0.7500
BUFR LAND SYNOP RH2M (%) 16084 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=53.7545, expected range: -37.3070 88.3472
Severe: rms_fgdepar=53.7545, expected range: 0.0000 88.3472
Severe: avg_pge=0.9987, expected range: -1.6197 0.7500
Severe: avg_fgdepar=50.0849, expected range: -37.6108 88.1714
Severe: rms_fgdepar=50.0849, expected range: 0.0000 88.1714
Severe: avg_pge=0.9896, expected range: -1.5250 0.7500
BUFR LAND SYNOP RH2M (%) 71584 : out of range
Severe: avg_fgdepar=56.9890, expected range: -45.4295 65.3839
Severe: rms_fgdepar=56.9890, expected range: 0.0000 45.9494
Severe: avg_fgdepar=53.8870, expected range: -48.6080 62.4206
Severe: rms_fgdepar=53.8870, expected range: 0.0000 44.8857
BUFR LAND SYNOP RH2M (%) 41194 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.0329, expected range: 0.0000 18.2740
BUFR LAND SYNOP RH2M (%) 72636 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9270, expected range: -1.2197 0.7500
Severe: avg_pge=0.9318, expected range: -0.9588 0.7500
BUFR LAND SYNOP RH2M (%) 71767 : out of range
Severe: avg_pge=0.8187, expected range: -0.7772 0.7500
BUFR LAND SYNOP RH2M (%) 72529 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9756, expected range: -1.2109 0.7500
Severe: avg_pge=0.9418, expected range: -1.2612 0.7500
BUFR LAND SYNOP RH2M (%) 72515 : out of range
Severe: avg_pge=0.8258, expected range: -0.0778 0.1070
BUFR LAND SYNOP RH2M (%) 24737 : out of range
Severe: rms_fgdepar=31.3042, expected range: 0.0000 17.5887
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9VBP8 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8849, expected range: -0.6611 0.7500
Severely_persistent: avg_pge=0.8842, expected range: -0.6486 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRDJ3 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8223, expected range: 0.7310 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9375 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=527.7046, expected range: -163.1050 1186.1964
Severely_persistent: rms_fgdepar=542.8391, expected range: 0.0000 1167.9158
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRQH5 : out of range
2 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-698.1722, expected range: -1003.4399 808.0258
Severely_persistent: rms_fgdepar=698.6187, expected range: 0.0000 953.4849
Severely_persistent: avg_pge=0.8773, expected range: -1.0061 0.7500
Severe: avg_pge=0.8016, expected range: -1.0218 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRFB8 : out of range
3 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=633.8537, expected range: -580.8667 1195.7397
Severely_persistent: rms_fgdepar=633.8537, expected range: 0.0000 1186.0978
Severe: avg_fgdepar=582.1481, expected range: -1038.4973 1466.6267
Severe: rms_fgdepar=582.1481, expected range: 0.0000 903.4991
Severe: avg_pge=0.8032, expected range: -0.7210 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 44030 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8566, expected range: 0.7789 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6DU6 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=656.3010, expected range: 157.8661 921.5997
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6DU6 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=656.3010, expected range: 157.8661 921.5997
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6DU6 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8480, expected range: 0.6414 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9404 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=507.8474, expected range: 0.0000 1767.3754
Severe: rms_fgdepar=509.7032, expected range: 0.0000 1569.9964
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7CS8 : out of range
Severe: avg_fgdepar=641.7559, expected range: -209.1756 898.8979
Severe: rms_fgdepar=641.7559, expected range: 0.0000 898.8979
Severe: avg_pge=0.8158, expected range: -0.1177 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) J8QX8 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=812.6400, expected range: -719.5194 1154.1410
Severe: rms_fgdepar=812.6400, expected range: 0.0000 1160.1491
Severe: avg_pge=0.8744, expected range: -1.4930 0.7500
Severe: avg_fgdepar=793.3489, expected range: -793.6706 1192.0964
Severe: rms_fgdepar=793.3489, expected range: 0.0000 1158.7160
Severe: avg_pge=0.8745, expected range: -1.4456 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WTOI : out of range
Severe: avg_fgdepar=665.1313, expected range: -116.3142 102.1583
Severe: rms_fgdepar=665.1313, expected range: 0.0000 101.1392
Severe: avg_pge=0.8502, expected range: -0.0975 0.1081
Severe: avg_fgdepar=664.4147, expected range: -106.0182 95.2680
Severe: rms_fgdepar=664.4147, expected range: 0.0000 85.7395
Severe: avg_pge=0.8506, expected range: -0.1892 0.2106
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PBWQ : out of range
Severe: rms_fgdepar=512.4818, expected range: 0.0000 202.8511
Severe: rms_fgdepar=527.5290, expected range: 0.0000 191.9965
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5600 : out of range
Severe: avg_fgdepar=-1402.4102, expected range: -2390.5019 2668.0446
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5600 : out of range
Severe: rms_fgdepar=1402.4102, expected range: -2085.8838 2568.9873
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5600 : out of range
Severe: avg_pge=0.9363, expected range: -1.3880 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDG2047 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=504.5375, expected range: -915.6836 1144.4495
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ONFN : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=881.7320, expected range: 260.6288 1185.7327
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ONFN : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=882.8948, expected range: 265.4526 1184.3719
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 6100198 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9007, expected range: -1.1506 0.7500
Severely_persistent: avg_pge=0.8998, expected range: -1.1908 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) 2200186 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8420, expected range: 0.6999 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601603 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=650.6942, expected range: -279.2412 178.2219
Severely_persistent: rms_fgdepar=651.1349, expected range: 0.0000 606.2949
Severely_persistent: avg_pge=0.9067, expected range: -1.1748 0.7500
Severely_persistent: avg_fgdepar=656.9425, expected range: -264.0106 167.8989
Severely_persistent: rms_fgdepar=658.1463, expected range: 0.0000 617.9940
Severely_persistent: avg_pge=0.9071, expected range: -1.2496 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4100729 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8177, expected range: -1.4146 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2501644 : out of range
Severe: rms_fgdepar=340.9902, expected range: 0.0000 116.9169
Severe: rms_fgdepar=346.5590, expected range: 0.0000 125.8677
DRIFTING BUOYS SURFACE PRESSURE (PA) 5300555 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-680.6171, expected range: -187.8169 174.2955
Severe: rms_fgdepar=680.6171, expected range: 0.0000 162.7652
Severe: avg_pge=0.9225, expected range: -0.3832 0.4937
metar
METAR SURFACE PRESSURE (PA) VECX : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-686.4322, expected range: -981.6385 236.9295
Severely_persistent: rms_fgdepar=690.7522, expected range: 0.0000 969.6580
Severely_persistent: avg_pge=0.8507, expected range: -0.6402 0.7500
Severely_persistent: avg_fgdepar=-685.8757, expected range: -985.8330 238.4822
Severely_persistent: rms_fgdepar=690.1864, expected range: 0.0000 982.7444
Severely_persistent: avg_pge=0.8478, expected range: -0.6819 0.7500
METAR SURFACE PRESSURE (PA) LIMV : out of range
Severe: avg_fgdepar=-504.0613, expected range: -218.7983 260.1189
Severe: rms_fgdepar=505.1021, expected range: 0.0000 229.9455
Severe: rms_fgdepar=496.2785, expected range: 0.0000 179.5141
AUTOMATIC METAR SURFACE PRESSURE (PA) KCRG : out of range
Severe: rms_fgdepar=300.2009, expected range: 0.0000 138.4889
snow
AUTOMATIC LAND SYNOP SNOW (CM) 01132 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=74.0631, expected range: 69.5986 75.3771
Severely_persistent: rms_fgdepar=74.0631, expected range: 69.5986 75.3771
Severely_persistent: avg_fgdepar=73.5676, expected range: 71.1183 75.0775
Severely_persistent: rms_fgdepar=73.5676, expected range: 71.1183 75.0775
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=70.9271, expected range: 71.3904 97.2092
Severely_persistent: rms_fgdepar=70.9271, expected range: 71.3904 97.2092
Severely_persistent: avg_fgdepar=73.8921, expected range: 71.7521 104.1839
Severely_persistent: rms_fgdepar=73.8921, expected range: 71.7521 104.1839
BUFR LAND SYNOP SNOW (CM) 01132 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=74.0717, expected range: 71.3045 75.6752
Severely_persistent: rms_fgdepar=74.0732, expected range: 71.3049 75.6771
Severely_persistent: avg_fgdepar=73.2457, expected range: 72.1002 76.0939
Severely_persistent: rms_fgdepar=73.2500, expected range: 72.1007 76.0956
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.5875, expected range: -134.5540 -72.6142
Severely_persistent: rms_fgdepar=76.5884, expected range: 72.6154 134.5536
Severely_persistent: avg_fgdepar=-75.1404, expected range: -113.1999 -80.4338
Severely_persistent: rms_fgdepar=75.1413, expected range: 80.4356 113.1988
BUFR LAND SYNOP SNOW (CM) 11138 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=71.4969, expected range: 73.0354 97.5376
Severely_persistent: rms_fgdepar=71.4969, expected range: 73.0354 97.5376
Severely_persistent: avg_fgdepar=74.5705, expected range: 73.2277 104.4756
Severely_persistent: rms_fgdepar=74.5705, expected range: 73.2277 104.4756
AUTOMATIC LAND SYNOP SNOW (CM) : out of range
Severe: rms_fgdepar=88.4906, expected range: -8.8307 15.3019
Severe: rms_fgdepar=87.9550, expected range: 0.0000 12.1467
Severe: rms_fgdepar=88.5300, expected range: -8.3680 16.0523
Severe: rms_fgdepar=87.9942, expected range: 0.0000 12.2332
BUFR LAND SYNOP SNOW (CM) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=38.8246, expected range: 2.6185 5.9556
Severe: rms_fgdepar=38.8424, expected range: 2.5679 5.8492
BUFR LAND SYNOP SNOW (CM) 56444 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.6770, expected range: -2.8091 3.5320
BUFR LAND SYNOP SNOW (CM) 01435 : out of range
Severe: avg_fgdepar=110.2493, expected range: 91.5255 118.3556
Severe: rms_fgdepar=110.2523, expected range: 91.5295 118.3592
Severe: avg_fgdepar=111.4392, expected range: 89.4128 121.9991
Severe: rms_fgdepar=111.4419, expected range: 89.4165 122.0034
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 36982 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8048, expected range: -0.4210 1.3881
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51818 : out of range
3 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8010, expected range: 0.2023 1.0566
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71319 : out of range
Severe: rms_fgdepar=10.4992, expected range: 0.0000 4.8758
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42900 : out of range
Severe: rms_fgdepar=10.3008, expected range: 0.0000 5.2820
Severe: rms_fgdepar=10.3365, expected range: 0.0000 5.2160
MANUAL LAND SYNOP 2M TEMPERATURE (K) 64706 : out of range
Severe: rms_fgdepar=10.4213, expected range: 0.0000 2.1561
Severe: rms_fgdepar=10.7020, expected range: 0.0000 2.4474
MANUAL LAND SYNOP 2M TEMPERATURE (K) 89504 : out of range
Severe: avg_est_pge=0.8017, expected range: 0.3494 1.0791
rh2m
MANUAL LAND SYNOP RH2M (%) 67843 : out of range
Severe: rms_fgdepar=30.4452, expected range: 0.0000 15.0150
MANUAL LAND SYNOP RH2M (%) 60514 : out of range
Severe: rms_fgdepar=31.1291, expected range: 0.0000 15.4760
Severe: rms_fgdepar=30.9876, expected range: 0.0000 15.2051