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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-20 00:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6751, expected range: 0.5432 0.5821
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7084, expected range: 0.5475 0.6011
Severely_persistent: stdev_norm_fgdepar=0.6918, expected range: 0.4685 0.5948
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6899, expected range: 0.5351 0.5829
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6538, expected range: 0.4959 0.5438
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.6697, expected range: 0.5341 0.5973
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.6368, expected range: 0.5562 0.5997
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6369, expected range: 0.5383 0.6021
iasi
METOP-C IASI RADIANCES CHANNEL 3168 : out of range
Severe: stdev_fgdepar=0.4379, expected range: 0.3049 0.3703
METOP-C IASI RADIANCES CHANNEL 3580 : out of range
Considerable: stdev_fgdepar=1.0030, expected range: 0.7211 0.8995
METOP-C IASI RADIANCES CHANNEL 3653 : out of range
Considerable: stdev_fgdepar=0.8639, expected range: 0.6360 0.7845
cris
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0853, expected range: 0.0203 0.0438
airs
AQUA AIRS RADIANCES CHANNEL 139 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0303, expected range: -0.0737 -0.0539
AQUA AIRS RADIANCES CHANNEL 144 : out of range
3 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1370, expected range: -0.1886 -0.1622
Severe: avg_biascorr=-0.2992, expected range: -0.2405 -0.1929
AQUA AIRS RADIANCES CHANNEL 227 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0431, expected range: 0.0085 0.0244
AQUA AIRS RADIANCES CHANNEL 1868 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.4243, expected range: 0.3480 0.3844
AQUA AIRS RADIANCES CHANNEL 1471 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6437, expected range: -0.7739 -0.7046
AQUA AIRS RADIANCES CHANNEL 224 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0263, expected range: -0.0699 -0.0612
AQUA AIRS RADIANCES CHANNEL 186 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3447, expected range: -0.2795 -0.2243
AQUA AIRS RADIANCES CHANNEL 150 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.2238, expected range: -0.1784 -0.0901
AQUA AIRS RADIANCES CHANNEL 185 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.2437, expected range: -0.2156 -0.1681
AQUA AIRS RADIANCES CHANNEL 1424 : out of range
Slight: stdev_fgdepar=0.7770, expected range: 0.6646 0.7537
atms
NPP ATMS RADIANCES CHANNEL 15 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.9052, expected range: 0.5847 0.7198
NPP ATMS RADIANCES CHANNEL 14 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5336, expected range: 0.4392 0.4489
Severely_persistent: avg_biascorr=-0.1257, expected range: -0.0825 -0.0528
NPP ATMS RADIANCES CHANNEL 13 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1065, expected range: -0.3500 -0.2593
NPP ATMS RADIANCES CHANNEL 12 : out of range
2 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1611, expected range: -0.3891 -0.2905
Severe: avg_biascorr=-0.5274, expected range: -0.4504 -0.3882
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8382, expected range: 0.5058 0.6480
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4817, expected range: 0.3843 0.3991
Severely_persistent: avg_biascorr=-0.3349, expected range: -0.2938 -0.2908
NOAA20 ATMS RADIANCES (5 channels affected) : out of range
Severe: avg_biascorr=-0.2228, expected range: -0.4784 -0.3590
NPP ATMS RADIANCES CHANNEL 11 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.2802, expected range: -0.2466 -0.2003
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0047, expected range: 0.0035 0.0037
Atmospheric Motion Vector
GOES-16 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Slight: stdev_press=44.0275, expected range: 31.1521 39.3097
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0124, expected range: 0.0128 0.0247
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
17 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.0286, expected range: 0.0113 0.0113
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1600-1601 (HPA) : out of range
Slight: stdev_fgdepar=2.5184, expected range: 1.5937 2.2754
Radiosondes
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severely_persistent: obs_number=0, expected range: 42.18 199.82
LAND TEMP TEMPERATURE (K) 36003 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.6939, expected range: 0.3320 3.1332
LAND TEMP TEMPERATURE (K) 32389 PRESSURE LAYER 300-600 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=9.8674, expected range: -2.8641 2.5086
Severe: rms_fgdepar=10.0658, expected range: 0.0000 3.6167
Severe: avg_pge=0.9143, expected range: -1.1654 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56137 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=16.7568, expected range: 0.0000 6.3723
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
3 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 534.9689
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=377.0000, expected range: 442.1169 497.1331
Considerable: obs_number=265.0000, expected range: 342.8553 360.2558
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=96.0000, expected range: 135.5108 171.7392
Considerable: obs_number=185.0000, expected range: 245.4992 335.2508
amdar
ADS-C WIND VECTOR DIFF (M/S) GXZAOHRA PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=26.1762, expected range: 0.0000 55.0848
AMDAR WIND VECTOR DIFF (M/S) 00040369 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=21.5491, expected range: 0.0000 34.3759
ADS-C WIND VECTOR DIFF (M/S) BRNUU1BA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.8179, expected range: 0.0000 9.4336
ADS-C WIND VECTOR DIFF (M/S) N50KMEBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.4999, expected range: 0.0000 14.8532
ADS-C WIND VECTOR DIFF (M/S) 1JI1NGBA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.2698, expected range: 0.0000 42.9120
ADS-C WIND VECTOR DIFF (M/S) AIZU0JBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.5206, expected range: 0.0000 20.3443
ADS-C WIND VECTOR DIFF (M/S) GN0RPDJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.0283, expected range: 0.0000 12.6143
ADS-C WIND VECTOR DIFF (M/S) LE5CTRJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.5486, expected range: 0.0000 8.4599
ADS-C WIND VECTOR DIFF (M/S) 1KCDAXJA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=31.9297, expected range: 0.0000 73.3954
ADS-C WIND VECTOR DIFF (M/S) LO5SVXJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.1061, expected range: -35.6380 51.1051
ADS-C WIND VECTOR DIFF (M/S) LLEZRNRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=36.4967, expected range: 0.0000 14.8969
ADS-C WIND VECTOR DIFF (M/S) M5LL1SRA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.3691, expected range: 0.0000 13.7986
ADS-C WIND VECTOR DIFF (M/S) 5YSSATRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=39.5277, expected range: -35.1292 47.0860
ADS-C WIND VECTOR DIFF (M/S) WYVV44ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.2187, expected range: 0.0000 12.4378
ADS-C WIND VECTOR DIFF (M/S) GYOTA4ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.9389, expected range: 1.2101 6.1268
ADS-C WIND VECTOR DIFF (M/S) SN3SPDZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.4977, expected range: 0.0000 26.1926
ADS-C WIND VECTOR DIFF (M/S) GOKY1LZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.9943, expected range: 0.0000 21.2615
ADS-C WIND VECTOR DIFF (M/S) XLOJMLZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.4251, expected range: 0.0000 9.4711
ADS-C WIND VECTOR DIFF (M/S) 1FDI0NZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.6618, expected range: 0.0000 20.0841
ADS-C WIND VECTOR DIFF (M/S) WYUJ0UZA PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.2592, expected range: -46.4968 62.1821
airep
AIREP WIND VECTOR DIFF (M/S) UAL950 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.7810, expected range: -65.6177 85.7369
AIREP WIND VECTOR DIFF (M/S) UAL960 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.5477, expected range: -73.2785 97.7670
AIREP WIND VECTOR DIFF (M/S) UAL90 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.6492, expected range: -13.7666 25.6344
Severe: rms_fgdepar=42.6421, expected range: -36.8248 54.5898
AIREP WIND VECTOR DIFF (M/S) ACA854 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.6861, expected range: -42.1586 62.3998
AIREP WIND VECTOR DIFF (M/S) BAW98 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.7533, expected range: 0.0000 43.4265
AIREP WIND VECTOR DIFF (M/S) AFR009 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=34.5894, expected range: 0.0000 13.6524
AIREP WIND VECTOR DIFF (M/S) UAL539 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.4048, expected range: 0.0000 8.3975
AIREP WIND VECTOR DIFF (M/S) UAL989 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.7389, expected range: 0.0000 14.3061
AIREP WIND VECTOR DIFF (M/S) BAW3C PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.0052, expected range: 2.1135 9.5564
AIREP WIND VECTOR DIFF (M/S) BAW23T PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.2066, expected range: 0.0000 12.7717
AIREP WIND VECTOR DIFF (M/S) LOT3T PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=26.2509, expected range: -13.0363 22.8266
Severe: rms_fgdepar=34.1425, expected range: 0.0000 26.3583
AIREP WIND VECTOR DIFF (M/S) ETD76T PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.8911, expected range: 0.0000 12.9608
AIREP WIND VECTOR DIFF (M/S) BAW81V PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.8006, expected range: 0.0000 54.6048
synop
AUTOMATIC LAND SYNOP RH2M (%) 89811 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.2502, expected range: -94.5912 -1.6635
Severely_persistent: rms_fgdepar=63.2749, expected range: 6.3906 92.9396
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35777 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=485.4751, expected range: 0.0000 375.6815
Severely_persistent: avg_pge=0.8681, expected range: -0.6862 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI11B1A : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8517, expected range: 0.4126 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89314 : out of range
Severe: rms_fgdepar=311.8684, expected range: 0.0000 143.6093
AUTOMATIC LAND SYNOP RH2M (%) 68182 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-57.6425, expected range: -87.1993 87.9022
Severe: rms_fgdepar=57.6425, expected range: 0.0000 60.1339
Severe: avg_pge=1.0000, expected range: -2.0098 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 38345 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=56.6767, expected range: 10.9951 58.0702
Severe: rms_fgdepar=56.6767, expected range: 10.9951 58.0702
Severe: avg_pge=0.9285, expected range: -0.8666 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38344 : out of range
Severe: rms_fgdepar=412.9080, expected range: 0.0000 175.1613
MANUAL LAND SYNOP RH2M (%) 44302 : out of range
Severe: rms_fgdepar=36.8741, expected range: 0.0000 18.6076
MANUAL LAND SYNOP RH2M (%) 36622 : out of range
Severe: avg_fgdepar=50.2087, expected range: -35.3598 62.4139
Severe: rms_fgdepar=51.0843, expected range: 0.0000 59.8619
MANUAL LAND SYNOP RH2M (%) 67765 : out of range
Severe: rms_fgdepar=41.6581, expected range: 0.0000 8.8372
MANUAL LAND SYNOP RH2M (%) 42026 : out of range
Severe: avg_fgdepar=54.5868, expected range: -19.9418 81.6181
Severe: rms_fgdepar=54.5868, expected range: 0.0000 81.6181
Severe: avg_pge=0.9664, expected range: -0.8632 0.7500
MANUAL LAND SYNOP RH2M (%) 42459 : out of range
Severe: rms_fgdepar=38.9333, expected range: 0.0000 21.5104
Severe: avg_pge=0.9185, expected range: 0.0009 0.0052
MANUAL LAND SYNOP Z (M) 38725 : out of range
Severe: avg_pge=0.8040, expected range: -0.0133 0.0185
MANUAL LAND SYNOP Z (M) 38718 : out of range
Severe: avg_pge=0.9819, expected range: -1.1134 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23022 : out of range
Severe: rms_fgdepar=496.1254, expected range: 0.0000 127.6289
BUFR LAND SYNOP SURFACE PRESSURE (PA) 32562 : out of range
Severe: rms_fgdepar=323.1363, expected range: 0.0000 141.2112
BUFR LAND SYNOP SURFACE PRESSURE (PA) 06657 : out of range
Severe: avg_pge=0.8056, expected range: -1.1522 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 78948 : out of range
Severe: rms_fgdepar=496.8110, expected range: 9.4745 104.3352
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41929 : out of range
Severe: rms_fgdepar=425.2964, expected range: 0.0000 123.5060
BUFR LAND SYNOP RH2M (%) 94333 : out of range
Severe: avg_pge=0.9190, expected range: -0.0829 0.1032
BUFR LAND SYNOP Z (M) _MI103EA : out of range
Severe: avg_pge=0.8855, expected range: -0.4129 0.5366
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=161.0000, expected range: 176.1434 197.3566
BUFR LAND SYNOP Z (M) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=136.4661, expected range: 53.2263 101.1936
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6YA5 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-590.2242, expected range: -1610.3520 2048.2183
Severely_persistent: rms_fgdepar=730.1032, expected range: 0.0000 1743.7752
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5197 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=561.5909, expected range: 335.4347 820.2917
Severely_persistent: rms_fgdepar=561.5909, expected range: 331.9743 825.9107
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V7010 : out of range
Severe: rms_fgdepar=17.1210, expected range: 0.0000 9.1086
Severe: avg_pge=0.8909, expected range: -0.8923 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) PBWQ : out of range
Severe: rms_fgdepar=19.5046, expected range: 0.0000 14.2972
Severe: avg_pge=0.9134, expected range: -0.8858 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5634 : out of range
Severe: avg_fgdepar=575.0938, expected range: -109.3805 1282.9318
Severe: rms_fgdepar=575.0938, expected range: 0.0000 1287.4113
Severe: avg_pge=0.8262, expected range: 0.5589 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) SJA4RSK : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8681, expected range: -1.8048 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=164.0000, expected range: 204.6660 251.2090
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402714 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=551.7020, expected range: -922.9227 1082.7464
Severely_persistent: rms_fgdepar=552.2953, expected range: -777.7384 1095.1496
Severely_persistent: avg_pge=0.8948, expected range: -1.6920 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203607 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=664.4021, expected range: -1059.1649 952.9925
Severely_persistent: rms_fgdepar=664.9152, expected range: -919.8770 1175.6923
Severely_persistent: avg_pge=0.9202, expected range: -1.3733 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101777 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8291, expected range: -1.2519 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601599 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8791, expected range: -1.0606 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401557 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=436.8526, expected range: 0.0000 59.0101
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402509 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=421.4352, expected range: 0.0000 106.5789
metar
METAR SURFACE PRESSURE (PA) LRBO : out of range
Severe: rms_fgdepar=438.1165, expected range: 0.0000 85.7846
METAR SURFACE PRESSURE (PA) HTIR : out of range
Severe: rms_fgdepar=316.6761, expected range: 0.0000 126.0506
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=76.4997, expected range: 35.7504 70.2522
Severely_persistent: rms_fgdepar=76.4997, expected range: 35.7504 70.2522
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-64.7554, expected range: -73.0990 -64.3688
Severely_persistent: rms_fgdepar=64.7554, expected range: 64.3688 73.0990
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=76.5446, expected range: 35.6402 70.2844
Severely_persistent: rms_fgdepar=76.5446, expected range: 35.6402 70.2844
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.1552, expected range: -87.4513 -9.4302
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.1604, expected range: 10.5688 90.8693
MANUAL LAND SYNOP SNOW (CM) 30230 : out of range
Severe: avg_fgdepar=114.0247, expected range: -2.5480 3.6937
Severe: rms_fgdepar=114.0247, expected range: 0.0000 3.0665
MANUAL LAND SYNOP SNOW (CM) 31137 : out of range
Severe: rms_fgdepar=32.8418, expected range: 0.0000 11.7094
MANUAL LAND SYNOP SNOW (CM) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.9737, expected range: 7.7396 9.9910
BUFR LAND SYNOP SNOW (CM) 30230 : out of range
Severe: avg_fgdepar=114.0565, expected range: -2.5215 3.7152
Severe: rms_fgdepar=114.0565, expected range: 0.0000 3.0904
BUFR LAND SYNOP SNOW (CM) 47005 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=99.2877, expected range: -108.9046 153.6637
Severe: rms_fgdepar=99.2877, expected range: -105.9911 152.9010
BUFR LAND SYNOP SNOW (CM) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.8332, expected range: 7.6558 9.8940
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5123, expected range: -21.3107 0.5713
Severely_persistent: rms_fgdepar=12.6476, expected range: 0.0000 21.2389
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0906, expected range: -19.7345 -9.0584
Severely_persistent: rms_fgdepar=13.4194, expected range: 9.7494 19.5256
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4643, expected range: -21.3241 0.4746
Severely_persistent: rms_fgdepar=12.5973, expected range: 0.0000 21.2527
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
Severe: rms_fgdepar=12.0396, expected range: 0.0000 9.9367
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23774 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3919, expected range: -6.5019 3.5187
Severe: rms_fgdepar=12.5235, expected range: 0.0000 6.7229
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
Severe: avg_fgdepar=-14.6822, expected range: -13.2946 6.1570
Severe: rms_fgdepar=15.1021, expected range: 0.0000 12.1610
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30127 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0133, expected range: -4.7912 5.2197
Severe: rms_fgdepar=12.0133, expected range: -2.9101 5.1269
METAR 2M TEMPERATURE (K) ENSG : out of range
Severe: rms_fgdepar=11.1519, expected range: 0.0000 3.1878
METAR 2M TEMPERATURE (K) KFFO : out of range
Severe: rms_fgdepar=10.0659, expected range: 0.0000 4.9182
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI17F40 : out of range
Severe: avg_fgdepar=12.2668, expected range: -1.3448 12.3331
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI17F40 : out of range
Severe: rms_fgdepar=12.3056, expected range: 0.0000 12.5634
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI19322 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.2284, expected range: -2.5325 12.1086
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI19322 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2805, expected range: 0.0000 12.1923
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1FF92 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.9875, expected range: 4.5150 13.9915
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1FF92 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.1613, expected range: 4.7366 14.0930
BUFR LAND SYNOP 2M TEMPERATURE (K) 23774 : out of range
Severe: avg_fgdepar=-12.4073, expected range: -6.5318 3.4622
Severe: rms_fgdepar=12.5393, expected range: 0.0000 6.7437
BUFR LAND SYNOP 2M TEMPERATURE (K) _705C6D4 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3569, expected range: 0.0000 2.9162
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
Severe: rms_fgdepar=12.0450, expected range: 0.0000 9.9787
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.3630, expected range: -3.0153 14.2968
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3630, expected range: 0.0000 14.3931
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
Severe: avg_fgdepar=-14.7322, expected range: -13.3446 6.1070
Severe: rms_fgdepar=15.1508, expected range: 0.0000 12.2830
BUFR LAND SYNOP 2M TEMPERATURE (K) 30127 : out of range
Severe: avg_fgdepar=-12.0045, expected range: -4.8469 5.1869
Severe: rms_fgdepar=12.0045, expected range: -3.0120 5.1593
BUFR LAND SYNOP 2M TEMPERATURE (K) _705AACC : out of range
Severe: avg_fgdepar=-13.2822, expected range: -5.0531 4.7778
BUFR LAND SYNOP 2M TEMPERATURE (K) _705AACC : out of range
Severe: rms_fgdepar=13.3331, expected range: 0.0000 4.3906
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI140FC : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.8606, expected range: 0.0000 3.3837
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI174FC : out of range
Severe: rms_fgdepar=10.4086, expected range: 0.0000 5.8967
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1F55F : out of range
Severe: avg_fgdepar=12.2030, expected range: -5.2929 11.9344
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1F55F : out of range
Severe: rms_fgdepar=12.2379, expected range: 0.0000 10.7386
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 14007 : out of range
Severe: rms_fgdepar=34.5851, expected range: 0.0000 18.4902
MANUAL LAND SYNOP RH2M (%) 48802 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.7225, expected range: 0.0000 12.5482
MANUAL LAND SYNOP RH2M (%) 14112 : out of range
Severe: rms_fgdepar=31.2049, expected range: 0.0000 17.5524
BUFR LAND SYNOP RH2M (%) 14007 : out of range
Severe: rms_fgdepar=34.0500, expected range: 0.0000 18.3168
BUFR LAND SYNOP RH2M (%) _MI178C8 : out of range
Severe: rms_fgdepar=31.8310, expected range: 0.0000 14.9481
BUFR LAND SYNOP RH2M (%) _MI1EF2F : out of range
Severe: rms_fgdepar=35.4274, expected range: 0.0000 14.9615