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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-06 12:00

amsua
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 8540.90 10745.77
iasi
METOP-C IASI RADIANCES CHANNEL 296 : out of range
Considerable: avg_fgdepar=-0.0195, expected range: 0.0001 0.0319
METOP-C IASI RADIANCES CHANNEL 232 : out of range
Slight: avg_fgdepar=-0.0066, expected range: 0.0008 0.0265
METOP-C IASI RADIANCES CHANNEL 239 : out of range
Slight: avg_fgdepar=-0.0116, expected range: -0.0025 0.0222
METOP-C IASI RADIANCES CHANNEL 294 : out of range
Slight: avg_fgdepar=-0.0118, expected range: -0.0030 0.0298
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 6648.16 20920.41
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3618, expected range: 0.1588 0.1765
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES (11 channels affected) : out of range
Considerable: obs_number=2384.0000, expected range: 6580.4570 12478.8763
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 13 : out of range
Considerable: obs_number=5728.0000, expected range: 6437.0431 9231.8980
DMSP-17 SSMIS RADIANCES CHANNEL 16 : out of range
Considerable: obs_number=5709.0000, expected range: 6426.7951 9211.2049
DMSP-17 SSMIS RADIANCES CHANNEL 17 : out of range
Considerable: obs_number=5696.0000, expected range: 6393.3754 9182.3893
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 0.00 1254.21
Radiosondes
LAND TEMP TEMPERATURE (K) 44212 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8259, expected range: -1.0757 0.7500
LAND TEMP TEMPERATURE (K) 30635 PRESSURE LAYER 900-1200 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8573, expected range: -0.6565 0.7500
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
6 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 61.2500 66.2500
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8810, expected range: -1.1139 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 61660 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.1056, expected range: -12.6055 26.3742
Severe: rms_fgdepar=24.1056, expected range: 0.0000 36.3637
Severe: avg_pge=0.8182, expected range: -0.6100 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8578, expected range: -1.3389 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Considerable: obs_number=936.0000, expected range: 821.1319 853.6181
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=1256.0000, expected range: 879.2091 1120.5409
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: rms_fgdepar=1.3587, expected range: 0.0000 0.8531
amdar
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
6 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 295.9711
AMDAR WIND VECTOR DIFF (M/S) CNFKQP PRESSURE LAYER 300-600 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.4874, expected range: 0.0000 43.7544
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42675 PRESSURE LAYER 300-600 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8343, expected range: 0.2837 0.7500
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89815 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8761, expected range: -0.9421 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=530.2363, expected range: -232.3884 962.6573
Severely_persistent: rms_fgdepar=538.9042, expected range: 0.0000 957.4724
Severely_persistent: avg_pge=0.8601, expected range: -0.6676 0.7500
MANUAL LAND SYNOP RH2M (%) 37871 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=61.3692, expected range: -38.1742 87.0443
Severely_persistent: rms_fgdepar=61.3692, expected range: 0.0000 87.0443
MANUAL LAND SYNOP RH2M (%) 40708 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.4264, expected range: -4.9496 46.3337
Severely_persistent: rms_fgdepar=51.4264, expected range: 0.0000 46.3337
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8539, expected range: 0.3919 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58926 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9126, expected range: -1.3944 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8178, expected range: 0.3613 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56079 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8371, expected range: -1.6044 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 17690 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=61.2357, expected range: -37.3292 85.7177
Severe: rms_fgdepar=61.2948, expected range: 0.0000 85.1867
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40680 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-893.5879, expected range: -687.0374 464.6365
Severe: rms_fgdepar=893.5879, expected range: 0.0000 326.6146
Severe: avg_pge=0.9337, expected range: -1.5028 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43335 : out of range
Severe: avg_pge=0.8014, expected range: -0.8826 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42948 : out of range
Severe: avg_fgdepar=571.2498, expected range: -466.6059 421.4625
Severe: rms_fgdepar=571.2498, expected range: 0.0000 298.8700
Severe: avg_pge=0.8916, expected range: -0.9597 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43058 : out of range
Severe: rms_fgdepar=423.1345, expected range: 0.0000 228.6547
Severe: avg_pge=0.8651, expected range: -0.8212 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 37788 : out of range
Severe: rms_fgdepar=345.8064, expected range: 133.0976 250.5162
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41998 : out of range
Severe: avg_pge=0.8641, expected range: -1.3343 0.7500
MANUAL LAND SYNOP Z (M) 84542 : out of range
Severe: avg_pge=0.8018, expected range: -1.1428 0.7500
MANUAL LAND SYNOP Z (M) 38725 : out of range
Severe: rms_fgdepar=199.9680, expected range: 0.0000 140.5381
Severe: avg_pge=0.8312, expected range: -0.0008 0.0019
MANUAL LAND SYNOP RH2M (%) 17100 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=55.8471, expected range: -39.3390 65.9031
Severe: rms_fgdepar=55.8616, expected range: 0.0000 65.8240
MANUAL LAND SYNOP RH2M (%) 65380 : out of range
Severe: avg_fgdepar=66.3911, expected range: 4.1126 40.4497
Severe: rms_fgdepar=66.3911, expected range: 4.1126 40.4497
Severe: avg_pge=1.0000, expected range: -0.5240 0.7500
MANUAL LAND SYNOP RH2M (%) 40703 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=55.4477, expected range: -3.3861 33.0140
Severe: rms_fgdepar=55.4477, expected range: 0.0000 33.0140
MANUAL LAND SYNOP RH2M (%) 65404 : out of range
Severe: avg_fgdepar=50.2353, expected range: 1.3148 15.5394
Severe: rms_fgdepar=50.2353, expected range: 1.4402 15.5869
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
Severe: avg_pge=0.9960, expected range: -1.4746 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71022 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8575, expected range: -1.3424 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30252 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8123, expected range: -1.1388 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 27223 : out of range
Severe: rms_fgdepar=305.4439, expected range: 0.0000 125.6533
BUFR LAND SYNOP SURFACE PRESSURE (PA) 70414 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-830.0834, expected range: -178.6134 200.0425
Severe: rms_fgdepar=830.6681, expected range: 0.0000 223.6944
Severe: avg_pge=0.9502, expected range: -0.6431 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71874 : out of range
Severe: rms_fgdepar=340.8481, expected range: 0.0000 162.1754
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30157 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8049, expected range: -0.7825 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30439 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=640.0315, expected range: 0.0000 295.1192
BUFR LAND SYNOP RH2M (%) 71221 : out of range
Severe: rms_fgdepar=33.8273, expected range: 0.0000 15.4280
BUFR LAND SYNOP RH2M (%) 02325 : out of range
Severe: rms_fgdepar=32.3253, expected range: 0.0000 18.0073
BUFR LAND SYNOP RH2M (%) 03148 : out of range
Severe: rms_fgdepar=40.8607, expected range: 0.0000 22.1552
BUFR LAND SYNOP RH2M (%) 02209 : out of range
Severe: avg_fgdepar=-59.8690, expected range: -33.0815 15.7773
Severe: rms_fgdepar=60.4640, expected range: 0.0000 35.4768
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=680.0000, expected range: 596.9952 628.5048
Considerable: obs_number=305.0000, expected range: 245.8615 275.1385
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=452.0000, expected range: 528.4388 557.7835
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=50.0000, expected range: 55.5730 59.9826
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUCDE53 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8521, expected range: -0.2189 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V8791 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-670.8601, expected range: -2709.2542 4205.5678
Severely_persistent: rms_fgdepar=688.8221, expected range: 0.0000 2619.9422
Severely_persistent: avg_pge=0.8567, expected range: -1.0754 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3936 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-661.7647, expected range: -2148.2462 2201.0477
Severely_persistent: rms_fgdepar=661.9641, expected range: 0.0000 1683.7631
Severely_persistent: avg_pge=0.8641, expected range: -1.0008 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) H3WC : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-520.4084, expected range: -1026.0707 -35.8921
Severely_persistent: rms_fgdepar=520.4084, expected range: 21.7007 1048.3868
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) J8PE4 : out of range
Severe: rms_fgdepar=17.6727, expected range: 0.2634 5.7109
Severe: avg_pge=0.8962, expected range: -0.7207 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VEP717 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9077, expected range: -1.0519 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRJT6 : out of range
Severe: avg_fgdepar=667.1133, expected range: 24.9854 891.8048
Severe: rms_fgdepar=667.1133, expected range: 30.5534 889.6373
Severe: avg_pge=0.8522, expected range: 0.6103 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VEP717 : out of range
Severe: rms_fgdepar=412.6340, expected range: 0.0000 140.1072
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5UB9 : out of range
Severe: rms_fgdepar=573.1110, expected range: 0.0000 102.6298
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301570 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=536.8652, expected range: -417.1247 439.8205
Severely_persistent: rms_fgdepar=537.0999, expected range: -490.3085 673.2703
Severely_persistent: avg_pge=0.8916, expected range: -1.0398 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402617 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-716.7609, expected range: -1713.3657 1225.6898
Severely_persistent: rms_fgdepar=716.7609, expected range: 0.0000 1411.6664
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301567 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=501.7240, expected range: -365.0742 494.9615
DRIFTING BUOYS SURFACE PRESSURE (PA) 1701559 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8277, expected range: 0.0888 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601521 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-581.6479, expected range: -237.9945 186.5692
Severe: rms_fgdepar=581.8250, expected range: 0.0000 276.2650
Severe: avg_pge=0.9072, expected range: -0.3340 0.4472
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501516 : out of range
Severe: avg_fgdepar=-546.9172, expected range: -342.0988 468.4196
Severe: rms_fgdepar=572.5142, expected range: 0.0000 590.6836
Severe: avg_pge=0.8543, expected range: -0.6176 0.7500
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) PASY : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-566.0453, expected range: -196.8465 247.6738
Severe: rms_fgdepar=637.0281, expected range: 0.0000 196.9469
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.8588, expected range: -54.5656 -48.8891
Severely_persistent: rms_fgdepar=53.8588, expected range: 48.8891 54.5656
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.9326, expected range: -62.4987 -50.1977
Severely_persistent: rms_fgdepar=59.9327, expected range: 50.2280 62.4857
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.5116, expected range: 11.8229 170.2988
Severely_persistent: rms_fgdepar=99.5117, expected range: 18.2134 166.4087
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-67.2207, expected range: -67.8751 -63.1935
Severely_persistent: rms_fgdepar=67.2210, expected range: 62.6963 68.9716
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-81.5746, expected range: -86.4681 -77.3072
Severely_persistent: rms_fgdepar=81.5761, expected range: 77.3098 86.4704
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 17690 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7715, expected range: -15.7007 -7.8594
Severely_persistent: rms_fgdepar=12.8777, expected range: 7.9742 15.7878
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2265, expected range: -15.9611 -12.7091
Severely_persistent: rms_fgdepar=12.4641, expected range: 12.8591 16.0996
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02319 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7716, expected range: -7.7962 5.9598
Severely_persistent: rms_fgdepar=13.8073, expected range: -4.8446 8.2643
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3697, expected range: -21.0671 -1.9544
Severely_persistent: rms_fgdepar=14.4027, expected range: 2.1830 21.1088
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.0945, expected range: 4.2144 17.5696
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.3883, expected range: -8.5677 15.0381
Severely_persistent: rms_fgdepar=13.3975, expected range: 0.0000 14.0283
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.0905, expected range: -17.1499 1.1610
Severely_persistent: rms_fgdepar=16.1147, expected range: 0.9139 15.9613
METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.2547, expected range: 10.1251 22.4180
Severely_persistent: rms_fgdepar=14.2948, expected range: 10.4034 22.3489
LAND TEMP 2M TEMPERATURE (K) 91348 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.0441, expected range: -27.2568 15.3524
Severely_persistent: rms_fgdepar=19.0441, expected range: 0.0000 24.4052
BUFR LAND SYNOP 2M TEMPERATURE (K) 01250 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.1584, expected range: -16.9308 13.1962
Severely_persistent: rms_fgdepar=12.2114, expected range: 0.0000 15.1421
BUFR LAND SYNOP 2M TEMPERATURE (K) 01350 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7922, expected range: -11.2675 11.9910
Severely_persistent: rms_fgdepar=12.8776, expected range: 0.0000 10.8471
BUFR LAND SYNOP 2M TEMPERATURE (K) 85671 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.6500, expected range: -19.0479 -12.8466
Severely_persistent: rms_fgdepar=16.6984, expected range: 12.9667 19.0854
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.1725, expected range: -26.0795 8.1742
Severely_persistent: rms_fgdepar=18.1839, expected range: 0.0000 22.4240
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0490, expected range: -17.3205 -4.9761
Severely_persistent: rms_fgdepar=12.1441, expected range: 4.9407 17.4599
BUFR LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.3383, expected range: -8.6177 14.9881
Severely_persistent: rms_fgdepar=13.3475, expected range: 0.0000 13.9471
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4779, expected range: -16.2684 -12.6204
Severely_persistent: rms_fgdepar=12.7113, expected range: 12.7614 16.4100
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.0134, expected range: -17.1076 0.9286
Severely_persistent: rms_fgdepar=16.0385, expected range: 0.9573 16.0321
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71020 : out of range
Severe: rms_fgdepar=10.9204, expected range: 0.4348 6.3152
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24261 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1628, expected range: -7.2156 7.7518
Severe: rms_fgdepar=12.2695, expected range: 0.0000 6.4925
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.3268, expected range: -16.6074 6.0979
Severe: rms_fgdepar=15.3389, expected range: 0.0000 15.5360
BUFR LAND SYNOP 2M TEMPERATURE (K) 24261 : out of range
Severe: avg_fgdepar=-12.1909, expected range: -7.2704 7.6664
Severe: rms_fgdepar=12.2957, expected range: 0.0000 6.4986
BUFR LAND SYNOP 2M TEMPERATURE (K) 64387 : out of range
Severe: rms_fgdepar=10.0369, expected range: 0.0000 4.1337
BUFR LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.3237, expected range: -16.6081 6.0275
Severe: rms_fgdepar=15.3356, expected range: 0.0000 15.5776
BUFR LAND SYNOP 2M TEMPERATURE (K) 02319 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7355, expected range: -7.8323 5.9032
Severe: rms_fgdepar=13.7718, expected range: -4.8978 8.3176
rh2m
BUFR LAND SYNOP RH2M (%) 01364 : out of range
Severe: rms_fgdepar=33.2240, expected range: 0.0000 18.5358