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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-11-15 00:00

AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 359.87 1681.12
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 114.61 1466.89
iasi
METOP-C IASI RADIANCES CHANNEL 254 : out of range
Slight: avg_fgdepar=0.0129, expected range: -0.0040 0.0087
cris
NOAA20 CRIS RADIANCES CHANNEL 590 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.1043, expected range: -0.0905 -0.0686
gpsro
All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 168.39 944.11
COSMIC2-E3 GPSRO RISING HEIGHT 34-36 KM : out of range
Slight: avg_norm_fgdepar=0.1767, expected range: -0.1681 0.1023
Atmospheric Motion Vector
All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14
METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=444.0000, expected range: 145.8667 281.7879
Radiosondes
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8542, expected range: -1.1274 0.7500
LAND TEMP Q (G/KG) 41891 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.6446, expected range: 0.0000 1.3405
LAND TEMP Q (G/KG) 96253 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.0660, expected range: 0.1281 1.0829
LAND TEMP TEMPERATURE (K) 36872 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.0672, expected range: 0.3411 4.1236
LAND TEMP TEMPERATURE (K) 23078 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.3015, expected range: 0.0000 15.0463
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8357, expected range: -1.2821 0.7500
LAND TEMP TEMPERATURE (K) 29282 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.6337, expected range: 0.0000 2.6688
Severe: avg_pge=0.8532, expected range: -0.8743 0.7500
amdar
WIGOS AMDAR TEMPERATURE (K) CNLQOK PRESSURE LAYER 300-600 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0250, expected range: -19.4011 9.3906
Severely_persistent: rms_fgdepar=12.0250, expected range: 0.0000 20.7393
Severely_persistent: avg_pge=0.9075, expected range: -0.6412 0.7500
WIGOS AMDAR TEMPERATURE (K) CNNKUO PRESSURE LAYER 300-600 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3703, expected range: -26.5382 14.1136
Severely_persistent: rms_fgdepar=12.3729, expected range: 0.0000 26.4763
Severely_persistent: avg_pge=0.9114, expected range: -0.8903 0.7500
WIGOS AMDAR TEMPERATURE (K) CNSSQK PRESSURE LAYER 300-600 (HPA) : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8344, expected range: -0.3188 0.7500
WIGOS AMDAR TEMPERATURE (K) CNQNOP (2 pressure layers affected) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.5163, expected range: 0.0000 23.7440
WIGOS AMDAR TEMPERATURE (K) CNQNOP PRESSURE LAYER 600-900 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-9.0271, expected range: -33.1898 10.4985
ADS-C WIND VECTOR DIFF (M/S) 3RPZJ0ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0698, expected range: 0.0000 13.8562
ADS-C WIND VECTOR DIFF (M/S) BTXEILZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.0128, expected range: 0.8703 7.6261
ADS-C WIND VECTOR DIFF (M/S) I0X2MLBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.4133, expected range: -22.4335 33.3534
ADS-C WIND VECTOR DIFF (M/S) X3RYN1JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.7817, expected range: 0.0000 27.3534
ADS-C WIND VECTOR DIFF (M/S) ZBBEATJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.4212, expected range: 0.0000 14.4986
airep
AIREP WIND VECTOR DIFF (M/S) UAL83 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.1317, expected range: 0.0000 38.9389
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47746 PRESSURE LAYER 300-600 : out of range
Severe: avg_fgdepar=26.0790, expected range: 0.5395 5.0610
Severe: rms_fgdepar=34.2472, expected range: 0.2053 5.7882
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42591 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=27.5385, expected range: -0.3602 6.9357
Severe: rms_fgdepar=36.3411, expected range: 0.0000 8.4866
synop
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.1634, expected range: -58.7183 124.5679
Severely_persistent: rms_fgdepar=53.1634, expected range: 0.0000 124.5679
Severely_persistent: avg_pge=0.9982, expected range: -1.4954 0.7500
Severely_persistent: avg_fgdepar=53.1634, expected range: -58.7183 124.5679
Severely_persistent: rms_fgdepar=53.1634, expected range: 0.0000 124.5679
Severely_persistent: avg_pge=0.9982, expected range: -1.4954 0.7500
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.1634, expected range: -58.7183 124.5679
Severely_persistent: rms_fgdepar=53.1634, expected range: 0.0000 124.5679
Severely_persistent: avg_pge=0.9982, expected range: -1.4954 0.7500
Severely_persistent: avg_fgdepar=53.1634, expected range: -58.7183 124.5679
Severely_persistent: rms_fgdepar=53.1634, expected range: 0.0000 124.5679
Severely_persistent: avg_pge=0.9982, expected range: -1.4954 0.7500
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.1634, expected range: -58.7183 124.5679
Severely_persistent: rms_fgdepar=53.1634, expected range: 0.0000 124.5679
Severely_persistent: avg_pge=0.9982, expected range: -1.4954 0.7500
Severely_persistent: avg_fgdepar=53.1634, expected range: -58.7183 124.5679
Severely_persistent: rms_fgdepar=53.1634, expected range: 0.0000 124.5679
Severely_persistent: avg_pge=0.9982, expected range: -1.4954 0.7500
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.1634, expected range: -58.7183 124.5679
Severely_persistent: rms_fgdepar=53.1634, expected range: 0.0000 124.5679
Severely_persistent: avg_pge=0.9982, expected range: -1.4954 0.7500
Severely_persistent: avg_fgdepar=53.1634, expected range: -58.7183 124.5679
Severely_persistent: rms_fgdepar=53.1634, expected range: 0.0000 124.5679
Severely_persistent: avg_pge=0.9982, expected range: -1.4954 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=619.2336, expected range: 474.9864 723.8134
Severely_persistent: rms_fgdepar=619.3953, expected range: 475.1227 724.3826
Severely_persistent: avg_fgdepar=619.2336, expected range: 474.9864 723.8134
Severely_persistent: rms_fgdepar=619.3953, expected range: 475.1227 724.3826
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=619.2336, expected range: 474.9864 723.8134
Severely_persistent: rms_fgdepar=619.3953, expected range: 475.1227 724.3826
Severely_persistent: avg_fgdepar=619.2336, expected range: 474.9864 723.8134
Severely_persistent: rms_fgdepar=619.3953, expected range: 475.1227 724.3826
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=619.2336, expected range: 474.9864 723.8134
Severely_persistent: rms_fgdepar=619.3953, expected range: 475.1227 724.3826
Severely_persistent: avg_fgdepar=619.2336, expected range: 474.9864 723.8134
Severely_persistent: rms_fgdepar=619.3953, expected range: 475.1227 724.3826
MANUAL LAND SYNOP RH2M (%) 41756 : out of range
Severe: rms_fgdepar=38.1704, expected range: 0.0000 13.3522
Severe: avg_pge=0.9026, expected range: 0.0001 0.0062
Severe: rms_fgdepar=38.1704, expected range: 0.0000 13.3522
Severe: avg_pge=0.9026, expected range: 0.0001 0.0062
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38345 : out of range
Severe: rms_fgdepar=748.0902, expected range: 0.0000 254.6132
Severe: rms_fgdepar=748.0902, expected range: 0.0000 254.6132
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41697 : out of range
Severe: rms_fgdepar=331.5362, expected range: 0.0000 165.7809
Severe: rms_fgdepar=331.5362, expected range: 0.0000 165.7809
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42398 : out of range
Severe: rms_fgdepar=410.3576, expected range: 0.0000 117.6017
Severe: avg_pge=0.8468, expected range: -0.2775 0.3150
Severe: rms_fgdepar=410.3576, expected range: 0.0000 117.6017
Severe: avg_pge=0.8468, expected range: -0.2775 0.3150
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63450 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=434.4808, expected range: 0.0000 80.7865
Severe: avg_pge=0.8040, expected range: 0.0000 0.0000
Severe: rms_fgdepar=434.4808, expected range: 0.0000 80.7865
Severe: avg_pge=0.8040, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63533 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=504.7446, expected range: -353.1908 268.1400
Severe: rms_fgdepar=504.7446, expected range: -303.3097 440.0947
Severe: avg_pge=0.8431, expected range: -0.7598 0.7500
Severe: avg_fgdepar=504.7446, expected range: -353.1908 268.1400
Severe: rms_fgdepar=504.7446, expected range: -303.3097 440.0947
Severe: avg_pge=0.8431, expected range: -0.7598 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83698 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8547, expected range: -1.1160 0.7500
Severe: avg_pge=0.8547, expected range: -1.1160 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87596 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=568.6983, expected range: -93.2772 118.1915
Severe: rms_fgdepar=783.6283, expected range: 0.0000 73.8411
Severe: avg_fgdepar=568.6983, expected range: -93.2772 118.1915
Severe: rms_fgdepar=783.6283, expected range: 0.0000 73.8411
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 92047 : out of range
Severe: avg_pge=0.8033, expected range: -1.1744 0.7500
Severe: avg_pge=0.8033, expected range: -1.1744 0.7500
MANUAL LAND SYNOP Z (M) 63740 : out of range
Severe: rms_fgdepar=151.9137, expected range: 0.0000 65.3605
Severe: rms_fgdepar=151.9137, expected range: 0.0000 65.3605
MANUAL LAND SYNOP RH2M (%) 41756 : out of range
Severe: rms_fgdepar=38.1704, expected range: 0.0000 13.3522
Severe: avg_pge=0.9026, expected range: 0.0001 0.0062
Severe: rms_fgdepar=38.1704, expected range: 0.0000 13.3522
Severe: avg_pge=0.9026, expected range: 0.0001 0.0062
MANUAL LAND SYNOP RH2M (%) 41756 : out of range
Severe: rms_fgdepar=38.1704, expected range: 0.0000 13.3522
Severe: avg_pge=0.9026, expected range: 0.0001 0.0062
Severe: rms_fgdepar=38.1704, expected range: 0.0000 13.3522
Severe: avg_pge=0.9026, expected range: 0.0001 0.0062
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38345 : out of range
Severe: rms_fgdepar=748.0902, expected range: 0.0000 254.6132
Severe: rms_fgdepar=748.0902, expected range: 0.0000 254.6132
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41697 : out of range
Severe: rms_fgdepar=331.5362, expected range: 0.0000 165.7809
Severe: rms_fgdepar=331.5362, expected range: 0.0000 165.7809
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42398 : out of range
Severe: rms_fgdepar=410.3576, expected range: 0.0000 117.6017
Severe: avg_pge=0.8468, expected range: -0.2775 0.3150
Severe: rms_fgdepar=410.3576, expected range: 0.0000 117.6017
Severe: avg_pge=0.8468, expected range: -0.2775 0.3150
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42398 : out of range
Severe: rms_fgdepar=410.3576, expected range: 0.0000 117.6017
Severe: avg_pge=0.8468, expected range: -0.2775 0.3150
Severe: rms_fgdepar=410.3576, expected range: 0.0000 117.6017
Severe: avg_pge=0.8468, expected range: -0.2775 0.3150
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63450 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=434.4808, expected range: 0.0000 80.7865
Severe: avg_pge=0.8040, expected range: 0.0000 0.0000
Severe: rms_fgdepar=434.4808, expected range: 0.0000 80.7865
Severe: avg_pge=0.8040, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63450 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=434.4808, expected range: 0.0000 80.7865
Severe: avg_pge=0.8040, expected range: 0.0000 0.0000
Severe: rms_fgdepar=434.4808, expected range: 0.0000 80.7865
Severe: avg_pge=0.8040, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63533 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=504.7446, expected range: -353.1908 268.1400
Severe: rms_fgdepar=504.7446, expected range: -303.3097 440.0947
Severe: avg_pge=0.8431, expected range: -0.7598 0.7500
Severe: avg_fgdepar=504.7446, expected range: -353.1908 268.1400
Severe: rms_fgdepar=504.7446, expected range: -303.3097 440.0947
Severe: avg_pge=0.8431, expected range: -0.7598 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63533 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=504.7446, expected range: -353.1908 268.1400
Severe: rms_fgdepar=504.7446, expected range: -303.3097 440.0947
Severe: avg_pge=0.8431, expected range: -0.7598 0.7500
Severe: avg_fgdepar=504.7446, expected range: -353.1908 268.1400
Severe: rms_fgdepar=504.7446, expected range: -303.3097 440.0947
Severe: avg_pge=0.8431, expected range: -0.7598 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63533 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=504.7446, expected range: -353.1908 268.1400
Severe: rms_fgdepar=504.7446, expected range: -303.3097 440.0947
Severe: avg_pge=0.8431, expected range: -0.7598 0.7500
Severe: avg_fgdepar=504.7446, expected range: -353.1908 268.1400
Severe: rms_fgdepar=504.7446, expected range: -303.3097 440.0947
Severe: avg_pge=0.8431, expected range: -0.7598 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83698 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8547, expected range: -1.1160 0.7500
Severe: avg_pge=0.8547, expected range: -1.1160 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87596 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=568.6983, expected range: -93.2772 118.1915
Severe: rms_fgdepar=783.6283, expected range: 0.0000 73.8411
Severe: avg_fgdepar=568.6983, expected range: -93.2772 118.1915
Severe: rms_fgdepar=783.6283, expected range: 0.0000 73.8411
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87596 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=568.6983, expected range: -93.2772 118.1915
Severe: rms_fgdepar=783.6283, expected range: 0.0000 73.8411
Severe: avg_fgdepar=568.6983, expected range: -93.2772 118.1915
Severe: rms_fgdepar=783.6283, expected range: 0.0000 73.8411
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 92047 : out of range
Severe: avg_pge=0.8033, expected range: -1.1744 0.7500
Severe: avg_pge=0.8033, expected range: -1.1744 0.7500
MANUAL LAND SYNOP Z (M) 63740 : out of range
Severe: rms_fgdepar=151.9137, expected range: 0.0000 65.3605
Severe: rms_fgdepar=151.9137, expected range: 0.0000 65.3605
BUFR LAND SYNOP RH2M (%) 94619 : out of range
Severe: rms_fgdepar=50.0544, expected range: 0.0000 61.8310
Severe: rms_fgdepar=50.0544, expected range: 0.0000 61.8310
BUFR LAND SYNOP RH2M (%) 95323 : out of range
Severe: avg_pge=0.8084, expected range: -1.4298 0.7500
Severe: avg_pge=0.8084, expected range: -1.4298 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
Severe: avg_pge=0.8078, expected range: -1.1786 0.7500
Severe: avg_pge=0.8078, expected range: -1.1786 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33562 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=538.7730, expected range: -1200.0033 1597.0205
Severe: rms_fgdepar=538.7730, expected range: -1200.0033 1597.0205
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48921 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8408, expected range: -1.2187 0.7500
Severe: avg_pge=0.8408, expected range: -1.2187 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48952 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8513, expected range: -1.0826 0.7500
Severe: avg_pge=0.8513, expected range: -1.0826 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48988 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=667.6093, expected range: -1149.9545 1277.0796
Severe: rms_fgdepar=667.6093, expected range: -990.1025 1228.3448
Severe: avg_pge=0.9384, expected range: -1.4938 0.7500
Severe: avg_fgdepar=667.6093, expected range: -1149.9545 1277.0796
Severe: rms_fgdepar=667.6093, expected range: -990.1025 1228.3448
Severe: avg_pge=0.9384, expected range: -1.4938 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71418 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8338, expected range: 0.2166 0.7500
Severe: avg_pge=0.8338, expected range: 0.2166 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72327 : out of range
Severe: avg_fgdepar=-510.1891, expected range: -650.7411 -170.9158
Severe: rms_fgdepar=512.9712, expected range: 171.7551 651.6685
Severe: avg_fgdepar=-510.1891, expected range: -650.7411 -170.9158
Severe: rms_fgdepar=512.9712, expected range: 171.7551 651.6685
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76548 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8003, expected range: -0.5510 0.7500
Severe: avg_pge=0.8003, expected range: -0.5510 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91650 : out of range
Severe: rms_fgdepar=626.1511, expected range: 0.0000 171.9705
Severe: rms_fgdepar=626.1511, expected range: 0.0000 171.9705
BUFR LAND SYNOP RH2M (%) 94619 : out of range
Severe: rms_fgdepar=50.0544, expected range: 0.0000 61.8310
Severe: rms_fgdepar=50.0544, expected range: 0.0000 61.8310
BUFR LAND SYNOP RH2M (%) 95323 : out of range
Severe: avg_pge=0.8084, expected range: -1.4298 0.7500
Severe: avg_pge=0.8084, expected range: -1.4298 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
Severe: avg_pge=0.8078, expected range: -1.1786 0.7500
Severe: avg_pge=0.8078, expected range: -1.1786 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33562 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=538.7730, expected range: -1200.0033 1597.0205
Severe: rms_fgdepar=538.7730, expected range: -1200.0033 1597.0205
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48921 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8408, expected range: -1.2187 0.7500
Severe: avg_pge=0.8408, expected range: -1.2187 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48952 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8513, expected range: -1.0826 0.7500
Severe: avg_pge=0.8513, expected range: -1.0826 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48988 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=667.6093, expected range: -1149.9545 1277.0796
Severe: rms_fgdepar=667.6093, expected range: -990.1025 1228.3448
Severe: avg_pge=0.9384, expected range: -1.4938 0.7500
Severe: avg_fgdepar=667.6093, expected range: -1149.9545 1277.0796
Severe: rms_fgdepar=667.6093, expected range: -990.1025 1228.3448
Severe: avg_pge=0.9384, expected range: -1.4938 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48988 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=667.6093, expected range: -1149.9545 1277.0796
Severe: rms_fgdepar=667.6093, expected range: -990.1025 1228.3448
Severe: avg_pge=0.9384, expected range: -1.4938 0.7500
Severe: avg_fgdepar=667.6093, expected range: -1149.9545 1277.0796
Severe: rms_fgdepar=667.6093, expected range: -990.1025 1228.3448
Severe: avg_pge=0.9384, expected range: -1.4938 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48988 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=667.6093, expected range: -1149.9545 1277.0796
Severe: rms_fgdepar=667.6093, expected range: -990.1025 1228.3448
Severe: avg_pge=0.9384, expected range: -1.4938 0.7500
Severe: avg_fgdepar=667.6093, expected range: -1149.9545 1277.0796
Severe: rms_fgdepar=667.6093, expected range: -990.1025 1228.3448
Severe: avg_pge=0.9384, expected range: -1.4938 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71418 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8338, expected range: 0.2166 0.7500
Severe: avg_pge=0.8338, expected range: 0.2166 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72327 : out of range
Severe: avg_fgdepar=-510.1891, expected range: -650.7411 -170.9158
Severe: rms_fgdepar=512.9712, expected range: 171.7551 651.6685
Severe: avg_fgdepar=-510.1891, expected range: -650.7411 -170.9158
Severe: rms_fgdepar=512.9712, expected range: 171.7551 651.6685
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72327 : out of range
Severe: avg_fgdepar=-510.1891, expected range: -650.7411 -170.9158
Severe: rms_fgdepar=512.9712, expected range: 171.7551 651.6685
Severe: avg_fgdepar=-510.1891, expected range: -650.7411 -170.9158
Severe: rms_fgdepar=512.9712, expected range: 171.7551 651.6685
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76548 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8003, expected range: -0.5510 0.7500
Severe: avg_pge=0.8003, expected range: -0.5510 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91650 : out of range
Severe: rms_fgdepar=626.1511, expected range: 0.0000 171.9705
Severe: rms_fgdepar=626.1511, expected range: 0.0000 171.9705
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JWH : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=540.3701, expected range: -1172.7745 1737.9571
Severely_persistent: rms_fgdepar=540.4288, expected range: 0.0000 1586.3027
Severely_persistent: avg_pge=0.8090, expected range: -1.6834 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WYQ4356 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=720.1972, expected range: -1263.4589 1446.7959
Severely_persistent: rms_fgdepar=721.3758, expected range: -1149.5260 1658.8623
Severely_persistent: avg_pge=0.8614, expected range: -1.5105 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDM2180 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=24.9581, expected range: -27.8243 52.0933
Severely_persistent: rms_fgdepar=24.9581, expected range: 0.0000 52.0933
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9VHE2 : out of range
Severe: rms_fgdepar=418.4022, expected range: 0.0000 200.0341
Severe: avg_pge=0.8090, expected range: -0.4910 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDK7414 : out of range
Severe: avg_pge=0.8137, expected range: -1.1942 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204562 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-526.9004, expected range: -694.3481 637.6594
Severely_persistent: rms_fgdepar=528.7556, expected range: -632.7463 840.3353
Severely_persistent: avg_pge=0.8987, expected range: -1.2718 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501679 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=580.9648, expected range: -833.7235 873.5569
Severely_persistent: rms_fgdepar=587.9514, expected range: 0.0000 867.5292
Severely_persistent: avg_pge=0.9016, expected range: -1.2107 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301612 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-539.5454, expected range: -525.7479 556.3975
Severe: rms_fgdepar=591.4551, expected range: -544.6096 708.1574
Severe: avg_pge=0.8548, expected range: -1.2521 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4403556 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=498.8685, expected range: 0.0000 124.4873
snow
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-769.1154, expected range: -793.2882 -782.1395
Severely_persistent: rms_fgdepar=769.6716, expected range: 782.2743 793.2026
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-67.3692, expected range: -78.6711 -23.5785
Severely_persistent: rms_fgdepar=67.3716, expected range: 23.7494 78.6040
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=100.0000, expected range: 100.0000 100.0000
Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
MANUAL LAND SYNOP SNOW (CM) 35026 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.1165, expected range: 0.0000 7.2010
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23383 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.0822, expected range: -5.7770 11.5002
METAR 2M TEMPERATURE (K) LTCB : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.6324, expected range: -0.0090 18.7897
Severely_persistent: rms_fgdepar=13.7554, expected range: 1.7952 18.1251
BUFR LAND SYNOP 2M TEMPERATURE (K) 23383 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.0171, expected range: 0.0000 11.4813
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2407, expected range: -20.7529 -10.0572
Severely_persistent: rms_fgdepar=12.2528, expected range: 10.0557 20.8063
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 54511 : out of range
Severe: avg_fgdepar=12.5679, expected range: -9.6120 16.2882
Severe: rms_fgdepar=12.5679, expected range: 0.0000 14.5863
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
Severe: rms_fgdepar=12.1759, expected range: 0.0000 11.9526
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42522 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=17.4457, expected range: 3.9998 13.8396
Severe: rms_fgdepar=17.4457, expected range: 3.9998 13.8396
MANUAL LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
Severe: avg_fgdepar=-13.2330, expected range: -12.6031 9.2144
Severe: rms_fgdepar=13.9305, expected range: 0.0000 11.1423
METAR 2M TEMPERATURE (K) FYOA : out of range
Severe: avg_fgdepar=12.7209, expected range: 0.8261 15.3182
Severe: rms_fgdepar=12.8771, expected range: 1.4679 15.2806
LAND TEMP 2M TEMPERATURE (K) 23078 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1904, expected range: -14.7192 11.5440
Severe: rms_fgdepar=13.1904, expected range: 0.0000 12.7851
BUFR LAND SYNOP 2M TEMPERATURE (K) 42522 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=17.0034, expected range: 3.8459 13.7905
Severe: rms_fgdepar=17.0034, expected range: 3.8459 13.7905
BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
Severe: avg_fgdepar=-12.1620, expected range: -14.5949 10.2431
Severe: rms_fgdepar=12.9090, expected range: 0.0000 11.7355
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01976 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4242, expected range: 0.0000 3.6519
rh2m
MANUAL LAND SYNOP RH2M (%) 42522 : out of range
Severe: rms_fgdepar=30.6867, expected range: 0.0000 12.5464
MANUAL LAND SYNOP RH2M (%) 72235 : out of range
Severe: rms_fgdepar=37.8237, expected range: 0.0000 19.7349
METAR RH2M (%) CYXQ : out of range
Severe: rms_fgdepar=31.0681, expected range: 0.0000 13.9321