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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-05 06:00
| AMSUA Pacific RARS | ||
| All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 6673.08 |
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| All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 3672.60 |
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| iasi | ||
| METOP-B IASI RADIANCES CHANNEL 1513 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1119, expected range: -0.0838 -0.0703 |
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| METOP-B IASI RADIANCES CHANNEL 1521 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1004, expected range: -0.0749 -0.0484 |
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| METOP-B IASI RADIANCES CHANNEL 1639 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0156, expected range: 0.0249 0.0410 |
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| METOP-B IASI RADIANCES CHANNEL 1652 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1233, expected range: 0.1628 0.1838 |
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| METOP-B IASI RADIANCES CHANNEL 1658 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0335, expected range: 0.0852 0.0888 |
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| METOP-B IASI RADIANCES CHANNEL 284 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0349, expected range: 0.0868 0.1515 |
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| METOP-C IASI RADIANCES CHANNEL 1513 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0415, expected range: -0.0163 0.0111 |
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| METOP-C IASI RADIANCES CHANNEL 1639 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0300, expected range: 0.0686 0.0939 |
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| METOP-C IASI RADIANCES CHANNEL 1652 : out of range
15 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0607, expected range: 0.1025 0.1266 |
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| METOP-C IASI RADIANCES CHANNEL 1658 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0599, expected range: 0.1147 0.1153 |
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| METOP-C IASI RADIANCES CHANNEL 284 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0084, expected range: 0.0575 0.1132 |
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| cris | ||
| NPP CRIS RADIANCES CHANNEL 113 : out of range
54 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=0.1364, expected range: 0.0723 0.1079 |
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| NPP CRIS RADIANCES CHANNEL 65 : out of range
35 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0426, expected range: -0.0345 -0.0256 |
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| NPP CRIS RADIANCES CHANNEL 48 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2561, expected range: 0.2201 0.2367 |
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| NPP CRIS RADIANCES CHANNEL 51 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2143, expected range: 0.1644 0.1889 |
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| NPP CRIS RADIANCES CHANNEL 54 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2115, expected range: 0.1568 0.1835 |
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| NPP CRIS RADIANCES CHANNEL 57 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1777, expected range: 0.1274 0.1348 |
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| NPP CRIS RADIANCES CHANNEL 62 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1177, expected range: 0.0724 0.0748 |
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| NPP CRIS RADIANCES CHANNEL 63 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1202, expected range: 0.0910 0.1004 |
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| NPP CRIS RADIANCES CHANNEL 64 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0912, expected range: 0.0598 0.0720 |
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| NPP CRIS RADIANCES CHANNEL 67 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0248, expected range: -0.0291 -0.0221 |
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| NPP CRIS RADIANCES CHANNEL 69 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0273, expected range: -0.0407 -0.0198 |
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| NPP CRIS RADIANCES CHANNEL 71 : out of range
27 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0040, expected range: -0.0522 -0.0218 |
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| NPP CRIS RADIANCES CHANNEL 26 : out of range
44 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=0.1665, expected range: 0.1935 0.2032 |
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| NPP CRIS RADIANCES CHANNEL 75 : out of range
33 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1646, expected range: -0.1605 -0.1320 |
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| NPP CRIS RADIANCES CHANNEL 76 : out of range
33 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1339, expected range: -0.0857 -0.0720 |
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| NPP CRIS RADIANCES CHANNEL 77 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1041, expected range: -0.1835 -0.0998 |
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| NPP CRIS RADIANCES CHANNEL 78 : out of range
33 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1196, expected range: -0.1427 -0.0972 |
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| NPP CRIS RADIANCES CHANNEL 79 : out of range
28 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0772, expected range: -0.1313 -0.0712 |
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| NPP CRIS RADIANCES CHANNEL 80 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0444, expected range: -0.2319 -0.0749 |
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| NPP CRIS RADIANCES CHANNEL 81 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0662, expected range: -0.1664 -0.0343 |
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| NPP CRIS RADIANCES CHANNEL 111 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0092, expected range: -0.1341 -0.0803 |
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| NPP CRIS RADIANCES CHANNEL 115 : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.1427, expected range: -0.5468 -0.4254 |
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| NOAA20 CRIS RADIANCES CHANNEL 42 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2291, expected range: 0.2730 0.3279 Severely_persistent: avg_biascorr=0.3466, expected range: 0.2903 0.3114 |
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| NOAA20 CRIS RADIANCES CHANNEL 54 : out of range
39 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1942, expected range: 0.2296 0.2766 Severely_persistent: avg_biascorr=0.3036, expected range: 0.2486 0.2513 |
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| NOAA20 CRIS RADIANCES CHANNEL 60 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1344, expected range: 0.1681 0.2072 |
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| NOAA20 CRIS RADIANCES CHANNEL 61 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1252, expected range: 0.1581 0.1978 |
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| NOAA20 CRIS RADIANCES CHANNEL 63 : out of range
36 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1423, expected range: 0.1691 0.2046 |
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| NOAA20 CRIS RADIANCES CHANNEL 36 : out of range
33 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.3195, expected range: 0.2487 0.2812 |
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| NOAA20 CRIS RADIANCES CHANNEL 39 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.3646, expected range: 0.2931 0.3166 |
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| NOAA20 CRIS RADIANCES CHANNEL 45 : out of range
33 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.3294, expected range: 0.2871 0.2996 |
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| NOAA20 CRIS RADIANCES CHANNEL 51 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2992, expected range: 0.2501 0.2562 |
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| NOAA20 CRIS RADIANCES CHANNEL 70 : out of range
27 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0944, expected range: 0.0258 0.0532 |
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| NOAA20 CRIS RADIANCES CHANNEL 71 : out of range
39 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.1016, expected range: 0.0521 0.0621 |
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| NOAA20 CRIS RADIANCES CHANNEL 73 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0617, expected range: 0.0017 0.0309 |
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| NOAA20 CRIS RADIANCES CHANNEL 74 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0243, expected range: -0.0464 -0.0087 |
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| NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
47 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=0.1382, expected range: 0.0778 0.1003 |
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| NOAA20 CRIS RADIANCES CHANNEL 114 : out of range
39 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=0.1306, expected range: 0.0713 0.1004 |
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| NOAA20 CRIS RADIANCES CHANNEL 65 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.0918, expected range: 0.0991 0.1075 |
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| NOAA20 CRIS RADIANCES CHANNEL 20 : out of range
35 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=0.1537, expected range: 0.1867 0.1931 |
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| NPP CRIS RADIANCES (26 channels affected) : out of range
Severe: stdev_fgdepar=0.1124, expected range: 0.0797 0.0874 |
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| NOAA20 CRIS RADIANCES (26 channels affected) : out of range
Severe: stdev_fgdepar=0.1547, expected range: 0.0883 0.0905 |
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| atms | ||
| NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4695, expected range: -0.7010 -0.6211 |
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| Atmospheric Motion Vector | ||
| NOAA-18 AVHRR IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
6 times in the last 10 days for at least one item Severely_persistent: stdev_fgdepar=3.1976, expected range: 1.2827 1.8428 |
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| METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
10 times in the last 10 days for at least one item Severely_persistent: obs_number=49.0000, expected range: 154.3890 169.1199 |
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| All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 164.67 534.83 |
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| DUAL-METOP AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=1374.0000, expected range: 992.7954 1143.4546 |
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