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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2018-07-14 00:00

airs
AQUA AIRS 74 radiances : OutOfRange
Slightly: avg(fg_depar)=0, expected range: -0.24 0.03
145 AQUA AIRS 1 radiances have reduced counts (see example): OutOfRange
Slightly: count(*)=15956, expected range: 16800.00 23000.00
gpsro
All COSMIC-6 setting RO bending angles Missing
amdar
SL0114 146 Temperature (k) 0 40000 : OutOfRange
Severely: rms(fg_depar)=4, expected range: 0.03 1.12
HPVWUWBA 146 Temperature (k) 0 40000 : OutOfRange
2 times in the last 10 days for at least one item
Severely: avg(fg_depar)=2, expected range: -1.35 1.34
AFZA73 AMDAR Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.58
41HYENZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=1, expected range: 0.02 1.27
EU0606 146 Temperature (k) 70000 101325 : OutOfRange
Severely: rms(fg_depar)=3, expected range: 0.00 2.20
EU0251 146 Temperature (k) 0 40000 : OutOfRange
3 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=100, expected range: 0.00 75.00
EU0251 146 Temperature (k) 40000 70000 : OutOfRange
2 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=80, expected range: 0.00 75.00
EU0251 146 Temperature (k) 70000 101325 : OutOfRange
4 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=100, expected range: 0.00 75.00
In-Situ measurements
All European Wind Profiler Wind Vector difference (m/s) 01 0 40000 Missing
All Land Automatic Report Surface pressure (Pa) WMO BLOCK 70 0 0 Missing
All Land Automatic Report Surface pressure (Pa) WMO BLOCK 88 0 0 Missing
All TEMP Land Report Temperature (k) WMO BLOCK 97 0 40000 Missing
All TEMP Land Report Temperature (k) WMO BLOCK 97 40000 70000 Missing
All TEMP Land Report Temperature (k) WMO BLOCK 97 70000 101325 Missing
BUOYS
4601592 189 Surface pressure (Pa) : OutOfRange
2 times in the last 10 days for at least one item
Severely: avg(fg_depar)=-441, expected range: -92.00 171.00
Severely: rms(fg_depar)=441, expected range: 0.00 150.00
Considerably: freq(qc_pge)=100, expected range: 0.00 75.00
metar
HESG METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=318, expected range: 0.00 142.00
KSFY METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=162, expected range: 0.00 105.00
ship
C6CG4 SHIP Report Surface pressure (Pa) : OutOfRange
3 times in the last 10 days for at least one item
Severely_persistent: freq(qc_pge)=75, expected range: 0.00 50.00
V7DR9 SHIP Report Surface pressure (Pa) : OutOfRange
1 times in the last 10 days for at least one item
Severely_persistent: freq(qc_pge)=59, expected range: 0.00 50.00
WMKA SHIP Report Surface pressure (Pa) : OutOfRange
Severely_persistent: freq(qc_pge)=95, expected range: 0.00 50.00
WYR4481 SHIP Report Wind Vector difference (m/s) : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=100, expected range: 0.00 75.00
VRRB5 SHIP Report Wind Vector difference (m/s) : OutOfRange
3 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=100, expected range: 0.00 75.00
V7NG2 SHIP Report Surface pressure (Pa) : OutOfRange
3 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=91, expected range: 0.00 75.00
synop
08275 170 Surface pressure (Pa) : OutOfRange
10 times in the last 10 days for at least one item
Severely_persistent: freq(qc_pge)=67, expected range: 0.00 50.00
35167 Land Automatic Report RH2m (%s) : OutOfRange
7 times in the last 10 days for at least one item
Severely_persistent: freq(qc_pge)=60, expected range: 0.00 50.00
08271 170 Surface pressure (Pa) : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=90, expected range: 0.00 75.00
71595 170 Surface pressure (Pa) : OutOfRange
Considerably: freq(qc_pge)=100, expected range: 0.00 75.00
Radiosondes
74455 TEMP Land Report Temperature (k) 40000 70000 : OutOfRange
Severely: avg(fg_depar)=-3, expected range: -1.60 1.66
Severely: rms(fg_depar)=4, expected range: 0.00 1.64