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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-08-19 12:00

iasi
METOP-B IASI RADIANCES CHANNEL 258 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0841, expected range: -0.0994 -0.0966
METOP-B IASI RADIANCES CHANNEL 260 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0342, expected range: -0.0477 -0.0418
METOP-B IASI RADIANCES CHANNEL 269 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1607, expected range: -0.1864 -0.1786
METOP-B IASI RADIANCES CHANNEL 273 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1467, expected range: -0.1650 -0.1642
METOP-B IASI RADIANCES CHANNEL 292 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0967, expected range: -0.1143 -0.1084
METOP-B IASI RADIANCES CHANNEL 154 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2236, expected range: 0.2446 0.2610
METOP-B IASI RADIANCES CHANNEL 159 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2585, expected range: 0.2816 0.2998
METOP-B IASI RADIANCES CHANNEL 161 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2326, expected range: 0.2561 0.2667
METOP-B IASI RADIANCES CHANNEL 1639 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1320, expected range: -0.1017 -0.0760
METOP-B IASI RADIANCES CHANNEL 314 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0091, expected range: 0.0659 0.1125
METOP-B IASI RADIANCES CHANNEL 369 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1114, expected range: -0.0758 -0.0319
METOP-C IASI RADIANCES CHANNEL 5379 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2649, expected range: -0.2212 -0.1735
METOP-C IASI RADIANCES CHANNEL 5381 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4574, expected range: -0.4097 -0.3574
METOP-C IASI RADIANCES CHANNEL 5399 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0574, expected range: 0.0942 0.1233
METOP-C IASI RADIANCES CHANNEL 260 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0916, expected range: -0.1076 -0.0988
METOP-C IASI RADIANCES CHANNEL 262 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0640, expected range: -0.0767 -0.0701
METOP-C IASI RADIANCES CHANNEL 292 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1172, expected range: -0.1325 -0.1283
METOP-C IASI RADIANCES CHANNEL 141 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1960, expected range: 0.2193 0.2437
METOP-C IASI RADIANCES CHANNEL 154 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1912, expected range: 0.2219 0.2396
METOP-C IASI RADIANCES CHANNEL 159 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2322, expected range: 0.2571 0.2766
METOP-C IASI RADIANCES CHANNEL 161 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2071, expected range: 0.2281 0.2455
METOP-C IASI RADIANCES CHANNEL 1658 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0185, expected range: 0.0399 0.0663
cris
All NPP CRIS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 6063.77 9014.75
NOAA20 CRIS RADIANCES CHANNEL 949 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2236, expected range: -0.1890 -0.1760
NOAA20 CRIS RADIANCES CHANNEL 963 : out of range
39 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0902, expected range: -0.0651 -0.0559
NOAA20 CRIS RADIANCES CHANNEL 965 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2928, expected range: -0.2549 -0.2413
NOAA20 CRIS RADIANCES CHANNEL 989 : out of range
39 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0215, expected range: 0.0564 0.0631
NOAA20 CRIS RADIANCES CHANNEL 60 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2020, expected range: 0.2173 0.2320
NOAA20 CRIS RADIANCES CHANNEL 62 : out of range
39 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1945, expected range: 0.2233 0.2272
NOAA20 CRIS RADIANCES CHANNEL 65 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1940, expected range: 0.2159 0.2346
NOAA20 CRIS RADIANCES CHANNEL 108 : out of range
37 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0202, expected range: 0.0238 0.0787
NOAA20 CRIS RADIANCES CHANNEL 118 : out of range
39 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2128, expected range: -0.1545 -0.1167
airs
AQUA AIRS RADIANCES CHANNEL 672 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0502, expected range: 0.0605 0.0678
AQUA AIRS RADIANCES CHANNEL 201 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1538, expected range: -0.1806 -0.1670
AQUA AIRS RADIANCES CHANNEL 207 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0619, expected range: -0.0820 -0.0734
AQUA AIRS RADIANCES CHANNEL 218 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0414, expected range: -0.0710 -0.0597
AQUA AIRS RADIANCES CHANNEL 227 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0463, expected range: -0.0769 -0.0629
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=1.8314, expected range: 3.2307 5.6469
gpsro
All TERRASAR-X GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 35.82 728.94
Atmospheric Motion Vector
All NPP VIIRS AMV IR ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 646.21 1622.41
All GOES-17 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 1585.21 4317.54
GOES-16 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: avg_fgdepar=1.5607, expected range: 1.8892 2.3096
resat
AURA OMI OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
68 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-3.1327, expected range: -1.9682 -1.1766
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 25430-25431 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=3.7954, expected range: 1.8730 2.9365
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
38 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=2.2750, expected range: 1.6027 1.9796
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 60-61 (HPA) : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.0166, expected range: -0.0403 -0.0183