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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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.
Early delivery 4D-VAR at 2022-09-21 00:00
| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 61 : out of range
12 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.4141, expected range: 0.2647 0.3487 Severely_persistent: avg_biascorr=0.2674, expected range: 0.2948 0.3289 |
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| METOP-B IASI RADIANCES CHANNEL 79 : out of range
11 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.4539, expected range: 0.2859 0.3628 Severely_persistent: avg_biascorr=0.2625, expected range: 0.3063 0.3318 Severely_persistent: avg_biascorr=0.5113, expected range: 0.1554 0.3583 |
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| METOP-B IASI RADIANCES CHANNEL 81 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.4352, expected range: 0.2913 0.3723 |
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| METOP-B IASI RADIANCES CHANNEL 83 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.4788, expected range: 0.2489 0.3601 |
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| METOP-B IASI RADIANCES CHANNEL 85 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.4431, expected range: 0.1897 0.3194 |
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| METOP-B IASI RADIANCES CHANNEL 59 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.3142, expected range: 0.3432 0.3609 Severely_persistent: avg_biascorr=0.4124, expected range: 0.1191 0.2779 |
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| METOP-B IASI RADIANCES CHANNEL 66 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2714, expected range: 0.2993 0.3274 |
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| METOP-B IASI RADIANCES CHANNEL 111 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2154, expected range: 0.2437 0.2786 |
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| METOP-B IASI RADIANCES CHANNEL 125 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.3199, expected range: 0.3479 0.3666 |
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| METOP-B IASI RADIANCES CHANNEL 131 : out of range
25 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.3219, expected range: 0.3592 0.3782 |
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| METOP-B IASI RADIANCES CHANNEL 133 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2293, expected range: 0.2719 0.3012 |
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| METOP-B IASI RADIANCES CHANNEL 51 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2865, expected range: 0.0149 0.1609 |
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| METOP-B IASI RADIANCES CHANNEL 63 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2372, expected range: -0.0409 0.1164 |
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| METOP-B IASI RADIANCES CHANNEL 178 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1972, expected range: -0.0506 0.0909 |
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| METOP-C IASI RADIANCES CHANNEL 59 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.3845, expected range: 0.2855 0.3304 |
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| METOP-C IASI RADIANCES CHANNEL 61 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.3646, expected range: 0.2293 0.3022 |
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| METOP-C IASI RADIANCES CHANNEL 79 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.4091, expected range: 0.2706 0.3256 |
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| METOP-C IASI RADIANCES CHANNEL 83 : out of range
3 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.4470, expected range: 0.2236 0.3338 Considerable: stdev_fgdepar=0.3077, expected range: 0.3378 0.3920 |
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| METOP-C IASI RADIANCES CHANNEL 85 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.4016, expected range: 0.1556 0.2842 |
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| METOP-C IASI RADIANCES CHANNEL 386 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=0.0515, expected range: 0.0862 0.1077 |
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| METOP-C IASI RADIANCES (29 channels affected) : out of range
1 times in the last 10 days for at least one item Severe: avg_biascorr=0.0917, expected range: 0.1440 0.1850 |
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| METOP-C IASI RADIANCES CHANNEL 111 : out of range
1 times in the last 10 days for at least one item Considerable: stdev_fgdepar=0.3052, expected range: 0.3303 0.3763 |
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| METOP-C IASI RADIANCES CHANNEL 133 : out of range
3 times in the last 10 days for at least one item Considerable: stdev_fgdepar=0.2738, expected range: 0.3051 0.3560 |
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| atms | ||
| NPP ATMS RADIANCES CHANNEL 9 : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.5253, expected range: -0.4736 -0.4499 |
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| NOAA20 ATMS RADIANCES CHANNEL 8 : out of range
37 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.6816, expected range: -0.6085 -0.5997 |
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