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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-13 12:00

amsua
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3336, expected range: -0.2809 -0.2745
iasi
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1394, expected range: -0.1220 -0.0994
METOP-C IASI RADIANCES CHANNEL 3165 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2360, expected range: -0.2152 -0.1893
METOP-C IASI RADIANCES CHANNEL 3244 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1470, expected range: -0.1230 -0.0951
airs
AQUA AIRS RADIANCES CHANNEL 305 : out of range
4 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.8769, expected range: 0.3235 0.4269
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 13 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1159, expected range: 1.5909 2.2508
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=1.3402, expected range: 4.0758 4.9579
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-5.1965, expected range: -4.0202 -2.6711
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-4.0068, expected range: -2.1000 -1.0714
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 3 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2830, expected range: 1.6138 1.7349
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: obs_number=6482.0000, expected range: 7907.5258 8128.5493
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: obs_number=5487.0000, expected range: 6688.3813 6864.5538
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 7 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.6985, expected range: -1.2795 -1.2223
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 9 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.6447, expected range: -1.5295 -1.4495
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 6 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.6749, expected range: 1.8519 2.3613
Considerable: obs_number=13634.0000, expected range: 14510.3957 17097.2938
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.1744, expected range: -0.3312 0.2557
FY-3D MWHS2 ALLSKY RADIANCES (6 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: avg_norm_fgdepar=-0.3511, expected range: -0.0743 0.0643
FY-3D MWHS2 ALLSKY RADIANCES (5 channels affected) : out of range
Severe: stdev_norm_fgdepar=1.0795, expected range: 0.8017 0.8356
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 8 : out of range
Severe: avg_biascorr=-2.4103, expected range: -2.0408 -2.0334
atms
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2802, expected range: -0.2562 -0.2410
ssmis
DMSP-17 SSMIS RADIANCES (9 channels affected) : out of range
Considerable: obs_number=13045.0000, expected range: 16702.0894 19059.0871
DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=10004.0000, expected range: 10399.4773 11976.6404
Atmospheric Motion Vector
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: obs_number=587.0000, expected range: 1210.0967 1288.6067
METEOSAT-8 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=984.0000, expected range: 216.7726 722.9852
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.7810, expected range: 0.0619 0.3333
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
Considerable: obs_number=12529.0000, expected range: 13215.0775 15477.8637
Radiosondes
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8038, expected range: -0.9667 0.7500
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8661, expected range: -0.3669 0.7500
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-11.1669, expected range: -18.7995 12.8136
Severely_persistent: rms_fgdepar=11.1669, expected range: 0.0000 19.5815
Severely_persistent: avg_pge=0.9213, expected range: -1.6639 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8352, expected range: -0.6037 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 41.72 93.88
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=-9.2883, expected range: -27.5514 22.0616
Severe: rms_fgdepar=9.3231, expected range: 0.0000 20.6843
Severe: avg_pge=0.9113, expected range: -0.3863 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 23802 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.3115, expected range: 0.0000 9.2566
LAND TEMP WIND VECTOR DIFF (M/S) 26075 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.7229, expected range: 0.4623 10.9439
Severe: rms_fgdepar=25.2482, expected range: 1.3682 12.1716
Severe: avg_pge=0.8118, expected range: -0.2345 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 26298 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.9559, expected range: 0.0000 6.9366
LAND TEMP WIND VECTOR DIFF (M/S) 27713 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=16.7210, expected range: 0.0000 6.2145
LAND TEMP WIND VECTOR DIFF (M/S) 32389 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=17.7200, expected range: 0.0000 8.2939
LAND TEMP WIND VECTOR DIFF (M/S) 27713 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8834, expected range: -0.5925 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 25913 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.7603, expected range: 0.0000 8.2330
LAND TEMP Q (G/KG) 98618 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=5.9622, expected range: 0.0000 3.0376
All LAND TEMP ALL LAYERS WMO BLOCK 62 : all data missing
Severe: obs_number=0, expected range: 26.99 144.36
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9112, expected range: -1.2121 0.7500
HIGH RESO LAND TEMP Q (G/KG) 07761 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.2884, expected range: 0.0000 1.0811
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
Severe: obs_number=274.0000, expected range: 362.8154 377.6291
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severe: obs_number=0, expected range: 79.55 159.31
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: avg_fgdepar=11.9719, expected range: 1.3975 7.6519
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=530.0000, expected range: 602.1794 641.8206
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (3 pressure layers affected : out of range
Considerable: obs_number=525.0000, expected range: 609.6611 632.3389
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: rms_fgdepar=1.5284, expected range: 0.0491 0.9570
HIGH RESO SEA TEMP WIND VECTOR DIFF (M/S) (4 pressure layers affected) : out of range
Considerable: obs_number=1073.0000, expected range: 135.3757 715.2391
amdar
AMDAR WIND VECTOR DIFF (M/S) AU0116 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0578, expected range: 0.0000 10.0462
WIGOS AMDAR WIND VECTOR DIFF (M/S) AU0116 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.6822, expected range: 0.0000 9.7140
ADS-C WIND VECTOR DIFF (M/S) PH0WUWZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.0033, expected range: 1.3241 6.3063
airep
AIREP WIND VECTOR DIFF (M/S) UAL973 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.5437, expected range: 0.0000 19.9945
AIREP WIND VECTOR DIFF (M/S) ETH575 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.8235, expected range: -27.0245 39.3065
AIREP WIND VECTOR DIFF (M/S) BAW31F PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.5641, expected range: 0.0000 10.5862
AIREP WIND VECTOR DIFF (M/S) BAW7TG PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.5798, expected range: 0.8188 8.3972
AIREP WIND VECTOR DIFF (M/S) LOT3T PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.1117, expected range: 0.0000 27.5974
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42647 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=24.1039, expected range: 0.0000 33.7998
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 34498 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8806, expected range: -2.0251 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8806, expected range: -2.0251 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8426, expected range: -1.4127 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 37711 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=500.5116, expected range: -424.3734 229.3585
Severe: rms_fgdepar=500.6240, expected range: 0.0000 338.1567
Severe: avg_pge=0.8712, expected range: -0.8275 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 47022 : out of range
Severe: rms_fgdepar=403.8060, expected range: 0.0000 175.2041
Severe: avg_pge=0.8164, expected range: -1.0140 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82792 : out of range
Severe: rms_fgdepar=314.3905, expected range: 2.9918 72.5416
Severe: avg_pge=0.8159, expected range: -1.0175 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
Severe: avg_pge=0.8045, expected range: 0.0465 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82886 : out of range
Severe: rms_fgdepar=463.7436, expected range: 0.0000 105.8616
Severe: avg_pge=0.8879, expected range: -0.4199 0.5215
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67237 : out of range
Severe: rms_fgdepar=586.5649, expected range: 0.0000 209.9862
MANUAL LAND SYNOP RH2M (%) 68538 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=40.5392, expected range: 0.0000 15.4059
BUFR LAND SYNOP Z (M) 56374 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=349.7079, expected range: 0.0000 332.4364
Severe: avg_pge=0.9804, expected range: -1.3676 0.7500
BUFR LAND SYNOP Z (M) 06687 : out of range
Severe: rms_fgdepar=191.6272, expected range: 0.0000 102.7183
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8045, expected range: -1.5776 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16280 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8087, expected range: -0.3465 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91841 : out of range
Severe: avg_pge=0.8359, expected range: -0.0954 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23955 : out of range
Severe: rms_fgdepar=350.1934, expected range: 0.0000 127.1202
BUFR LAND SYNOP RH2M (%) 06681 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=50.1481, expected range: 0.0000 20.9705
BUFR LAND SYNOP RH2M (%) 94312 : out of range
Severe: rms_fgdepar=37.8185, expected range: 0.0000 8.6367
BUFR LAND SYNOP RH2M (%) 94204 : out of range
Severe: rms_fgdepar=45.5346, expected range: 0.0000 32.7726
Severe: avg_pge=1.0000, expected range: -0.0358 0.0514
BUFR LAND SYNOP RH2M (%) 02834 : out of range
Severe: rms_fgdepar=30.7583, expected range: 0.0000 8.2655
BUFR LAND SYNOP RH2M (%) 10954 : out of range
Severe: rms_fgdepar=47.5603, expected range: 2.4198 21.1066
BUFR LAND SYNOP RH2M (%) 15345 : out of range
Severe: rms_fgdepar=38.6845, expected range: 0.0000 21.0254
BUFR LAND SYNOP RH2M (%) 95485 : out of range
Severe: rms_fgdepar=47.4019, expected range: 0.0000 15.2156
BUFR LAND SYNOP RH2M (%) 94306 : out of range
Severe: rms_fgdepar=32.0170, expected range: 0.0000 7.1804
Severe: avg_pge=0.8533, expected range: 0.0006 0.0049
BUFR LAND SYNOP RH2M (%) 94686 : out of range
Severe: rms_fgdepar=36.5519, expected range: 0.0000 20.4861
BUFR LAND SYNOP RH2M (%) 95487 : out of range
Severe: rms_fgdepar=37.5969, expected range: 0.0000 15.5352
BUFR LAND SYNOP RH2M (%) 95699 : out of range
Severe: rms_fgdepar=40.5592, expected range: 0.0000 22.4838
BUFR LAND SYNOP Z (M) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=58.0000, expected range: 69.5956 83.7377
Slight: rms_fgdepar=130.3211, expected range: 39.9669 121.0356
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=178.0000, expected range: 82.5005 107.7217
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=721.5052, expected range: 473.8419 827.4135
Severely_persistent: rms_fgdepar=721.5052, expected range: 473.8718 827.5064
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9918 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-517.6709, expected range: -1423.0573 1411.4355
Severely_persistent: rms_fgdepar=517.6709, expected range: 0.0000 990.1348
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3FLT5 : out of range
Severe: rms_fgdepar=26.9103, expected range: 0.0000 13.6631
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V3536 : out of range
Severe: avg_pge=0.9106, expected range: -1.3989 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6416 : out of range
Severe: avg_fgdepar=593.2204, expected range: -583.0693 510.6453
Severe: rms_fgdepar=597.0869, expected range: 0.0000 703.5700
Severe: avg_pge=0.8142, expected range: -0.6473 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9409 : out of range
Severe: avg_fgdepar=784.3392, expected range: -55.2617 565.6255
Severe: rms_fgdepar=784.3392, expected range: 0.0000 567.4121
Severe: avg_pge=0.8778, expected range: -0.5813 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LF4Q : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=355.5144, expected range: 0.0000 243.1031
Severe: avg_pge=0.8212, expected range: -0.9295 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601797 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-581.8433, expected range: -649.2669 566.3544
Severe: rms_fgdepar=593.1934, expected range: 0.0000 725.8634
Severe: avg_pge=0.9011, expected range: -1.1463 0.7500
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.5620, expected range: -61.9679 -41.8814
Severely_persistent: rms_fgdepar=59.5620, expected range: 41.8814 61.9679
AUTOMATIC LAND SYNOP SNOW (CM) 71605 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.1084, expected range: -74.5751 -27.2907
Severely_persistent: rms_fgdepar=53.1084, expected range: 27.2907 74.5751
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-84.3782, expected range: -110.4323 2.4176
Severely_persistent: rms_fgdepar=84.3782, expected range: 0.0000 110.4323
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-89.5831, expected range: -96.1000 -76.8724
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=89.5924, expected range: 76.8735 96.1261
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.3481, expected range: -69.2905 -59.2997
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.3639, expected range: 59.3205 69.2888
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.5417, expected range: -66.2071 -40.9478
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.5425, expected range: 40.9609 66.2038
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-78.6256, expected range: -83.4760 -72.7948
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=78.6263, expected range: 72.8018 83.4812
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-85.3580, expected range: -94.5051 -78.0996
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=85.3602, expected range: 78.1277 94.5092
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-71.0657, expected range: -77.2507 -61.5353
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=71.0713, expected range: 61.5486 77.2493
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.3943, expected range: -66.8030 -52.9164
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.4026, expected range: 52.9202 66.8213
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-90.5898, expected range: -101.5143 -51.3508
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=90.6021, expected range: 51.3901 101.5331
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.8165, expected range: 46.7381 67.7662
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.8179, expected range: 46.7389 67.7739
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.8365, expected range: -55.6129 -50.5243
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.8426, expected range: 50.5383 55.6189
BUFR LAND SYNOP SNOW (CM) 47067 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.4451, expected range: 99.1463 100.0134
Severely_persistent: rms_fgdepar=99.4451, expected range: 99.1468 100.0131
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.4013, expected range: -58.3070 -40.7595
Severely_persistent: rms_fgdepar=58.4015, expected range: 40.7599 58.3148
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.4259, expected range: 23.2380 61.6806
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.4264, expected range: 23.2791 61.6782
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.7769, expected range: -78.1737 -66.8147
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=69.7795, expected range: 66.8394 78.1664
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.1894, expected range: -82.6012 -32.8600
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.1905, expected range: 32.8643 82.5989
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.6327, expected range: -81.1969 -64.7908
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.6342, expected range: 64.7980 81.2133
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.4359, expected range: -64.2665 -48.2241
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.4364, expected range: 48.2237 64.2689
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.9940, expected range: -88.3657 -69.4949
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=83.0013, expected range: 69.4964 88.3712
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.4055, expected range: -66.0141 -54.0114
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=62.4183, expected range: 54.0354 66.0233
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.2319, expected range: -85.3295 -77.8194
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=82.2335, expected range: 77.8309 85.3259
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.5827, expected range: -85.2438 -62.8136
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=79.5861, expected range: 62.8416 85.2438
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.8039, expected range: -78.3692 -62.1598
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=76.8098, expected range: 62.1806 78.3737
BUFR LAND SYNOP SNOW (CM) 01370 : out of range
Severe: rms_fgdepar=16.4078, expected range: 0.0000 4.0541
BUFR LAND SYNOP SNOW (CM) 02801 : out of range
Severe: rms_fgdepar=16.8267, expected range: 0.0000 3.9575
BUFR LAND SYNOP SNOW (CM) 07061 : out of range
Severe: rms_fgdepar=51.3842, expected range: -0.0089 0.0113
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.9034, expected range: 0.0000 4.9711
BUFR LAND SYNOP SNOW (CM) 01362 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-53.2480, expected range: -21.8836 18.5045
Severe: rms_fgdepar=53.2594, expected range: 0.0000 21.5003
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
Severe: avg_fgdepar=-77.6204, expected range: -83.1596 -67.4638
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
Severe: rms_fgdepar=77.6241, expected range: 67.5111 83.1308
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1746, expected range: -28.1884 9.7112
Severely_persistent: rms_fgdepar=13.2919, expected range: 0.0000 28.1236
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5977, expected range: -28.9974 9.7859
Severely_persistent: rms_fgdepar=13.7821, expected range: 0.0000 28.9447
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.5123, expected range: -17.5322 4.3784
Severely_persistent: rms_fgdepar=16.5130, expected range: 0.0000 18.0039
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.5873, expected range: -20.6515 15.4904
Severely_persistent: rms_fgdepar=16.6318, expected range: 0.0000 15.3926
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8064, expected range: -15.4101 -4.0954
Severely_persistent: rms_fgdepar=12.8328, expected range: 4.5269 15.4131
METAR 2M TEMPERATURE (K) VECX : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5376, expected range: -15.0822 -8.1000
Severely_persistent: rms_fgdepar=13.8943, expected range: 7.8525 15.8473
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2380, expected range: -28.2300 9.6925
Severely_persistent: rms_fgdepar=13.3541, expected range: 0.0000 28.1707
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3335, expected range: -20.7987 -5.6730
Severely_persistent: rms_fgdepar=14.5616, expected range: 5.9222 20.8196
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.5978, expected range: -17.5645 4.3247
Severely_persistent: rms_fgdepar=16.5985, expected range: 0.0000 18.0434
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.7055, expected range: -20.7722 15.4747
Severely_persistent: rms_fgdepar=16.7515, expected range: 0.0000 15.5769
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.6638, expected range: -29.0310 9.7552
Severely_persistent: rms_fgdepar=13.8424, expected range: 0.0000 28.9894
BUFR LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8641, expected range: -15.5514 -4.0846
Severely_persistent: rms_fgdepar=12.8904, expected range: 4.5280 15.5515
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4330, expected range: -19.4721 2.5414
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.6265, expected range: 0.0000 19.5395
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3489, expected range: -16.5081 -10.7020
Severely_persistent: rms_fgdepar=13.8792, expected range: 11.0189 16.6317
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5621, expected range: -15.9540 3.0210
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.7423, expected range: 0.0000 16.2641
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
Severe: avg_fgdepar=-12.0268, expected range: -13.8250 -3.4871
Severe: rms_fgdepar=12.0268, expected range: 4.8597 13.9344
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0970, expected range: 8.1130 13.1211
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6500, expected range: -14.6541 13.2928
Severe: rms_fgdepar=12.7073, expected range: 0.0000 12.3573
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1106, expected range: -12.4363 10.7153
Severe: rms_fgdepar=12.1347, expected range: 0.0000 11.2780
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38875 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1114, expected range: -15.0026 0.8907
Severe: rms_fgdepar=12.2056, expected range: 0.0585 14.6231
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
Severe: rms_fgdepar=10.9772, expected range: 0.0000 5.3693
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.8059, expected range: -12.4107 6.9060
Severe: rms_fgdepar=15.8737, expected range: 0.0000 11.6358
BUFR LAND SYNOP 2M TEMPERATURE (K) 87860 : out of range
Severe: avg_fgdepar=12.7883, expected range: -14.4375 15.2181
Severe: rms_fgdepar=12.7883, expected range: 0.0000 14.9935
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
Severe: avg_fgdepar=-12.0768, expected range: -13.8750 -3.5371
Severe: rms_fgdepar=12.0768, expected range: 4.9003 13.9854
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7000, expected range: -14.7041 13.2428
Severe: rms_fgdepar=12.7571, expected range: 0.0000 12.4302
BUFR LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
Severe: avg_fgdepar=-12.1199, expected range: -12.4760 10.6844
Severe: rms_fgdepar=12.1440, expected range: 0.0000 11.3258
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.7708, expected range: -12.4903 6.9007
Severe: rms_fgdepar=15.8465, expected range: 0.0000 11.7255
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1242, expected range: 8.1318 13.1947
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item
Severe: avg_lsm=0.8738, expected range: 0.4919 0.6788
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 94328 : out of range
Severe: rms_fgdepar=34.1573, expected range: 0.0000 11.1184
BUFR LAND SYNOP RH2M (%) 33961 : out of range
Severe: rms_fgdepar=35.7702, expected range: 0.0000 20.1096