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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

Ensemble Data Assimilation at 2021-12-02 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6947, expected range: 0.5485 0.5874
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7957, expected range: 0.6289 0.7236
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7407, expected range: 0.6503 0.6914
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6762, expected range: 0.5787 0.5914
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6892, expected range: 0.5957 0.6041
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7019, expected range: 0.5768 0.5985
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6764, expected range: 0.5728 0.5903
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6833, expected range: 0.5838 0.5871
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7639, expected range: 0.6464 0.6984
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7146, expected range: 0.4342 0.5580
Severely_persistent: stdev_norm_fgdepar=0.6440, expected range: 0.5285 0.5504
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6453, expected range: 0.4349 0.5472
Severely_persistent: stdev_norm_fgdepar=0.6518, expected range: 0.5357 0.5435
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7179, expected range: 0.5942 0.6492
iasi
METOP-B IASI RADIANCES CHANNEL 2939 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1420, expected range: -0.3084 -0.2366
METOP-B IASI RADIANCES CHANNEL 1509 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0588, expected range: -0.1078 -0.0811
METOP-C IASI RADIANCES CHANNEL 5403 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3875, expected range: 0.2828 0.3206
METOP-C IASI RADIANCES CHANNEL 148 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3134, expected range: 0.2747 0.2886
METOP-C IASI RADIANCES CHANNEL 1626 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1138, expected range: 0.0824 0.0964
METOP-B IASI RADIANCES (111 channels affected) : out of range
Considerable: obs_number=2703.0000, expected range: 1906.8225 2252.3159
METOP-C IASI RADIANCES (112 channels affected) : out of range
Considerable: obs_number=2517.0000, expected range: 2078.9986 2334.6014
cris
NOAA20 CRIS RADIANCES CHANNEL 94 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.0323, expected range: -0.0553 -0.0082
NOAA20 CRIS RADIANCES CHANNEL 93 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.0385, expected range: -0.0643 -0.0224
NOAA20 CRIS RADIANCES CHANNEL 92 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.0361, expected range: -0.0593 -0.0074
NOAA20 CRIS RADIANCES CHANNEL 991 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.4516, expected range: 0.3914 0.4127
NOAA20 CRIS RADIANCES CHANNEL 23 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.1352, expected range: 0.1557 0.1707
NOAA20 CRIS RADIANCES CHANNEL 989 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1403, expected range: 0.0881 0.1088
NOAA20 CRIS RADIANCES (48 channels affected) : out of range
Considerable: obs_number=2693.0000, expected range: 1710.7691 2492.4418
airs
AQUA AIRS RADIANCES CHANNEL 1520 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3471, expected range: 0.2856 0.3140
AQUA AIRS RADIANCES CHANNEL 92 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0247, expected range: -0.2683 -0.1100
AQUA AIRS RADIANCES CHANNEL 69 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2693, expected range: -0.0191 0.0915
AQUA AIRS RADIANCES CHANNEL 21 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2242, expected range: 0.0570 0.0688
AQUA AIRS RADIANCES CHANNEL 110 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0924, expected range: -0.0420 -0.0137
AQUA AIRS RADIANCES CHANNEL 104 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3745, expected range: 0.2289 0.2781
AQUA AIRS RADIANCES CHANNEL 15 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2025, expected range: 0.0678 0.1008
AQUA AIRS RADIANCES (23 channels affected) : out of range
Severe: stdev_fgdepar=0.7778, expected range: 0.8964 0.9174
AQUA AIRS RADIANCES CHANNEL 139 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_fgdepar=0.0791, expected range: -0.1020 0.0174
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 5 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=6141.0000, expected range: 6597.5476 7961.2897
atms
NPP ATMS RADIANCES CHANNEL 12 : out of range
2 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4868, expected range: -0.4199 -0.3648
Considerable: stdev_fgdepar=0.2398, expected range: 0.2066 0.2256
NPP ATMS RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5463, expected range: 0.4423 0.4915
NPP ATMS RADIANCES CHANNEL 13 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3652, expected range: 0.2930 0.3239
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5934, expected range: -0.5250 -0.4514
Severely_persistent: stdev_fgdepar=0.2081, expected range: 0.1748 0.1906
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3311, expected range: 0.2636 0.2813
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0048, expected range: 0.0034 0.0037
gpsro
All COSMIC2-E1 GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 1541.32 2715.18
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 61303.68 80166.94
All GOES-17 GEOS RADIANCES ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 18492.01 144861.81
scatt
All HY-2B SCATTEROMETER Global : all data missing
Severe: obs_number=0, expected range: 92338.36 156485.90
amdar
MODE-S WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 317.9143