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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

amsua
NOAA-18 AMSUA RADIANCES CHANNEL 9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4978, expected range: -0.6349 -0.5832
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
iasi
METOP-A IASI RADIANCES (24 channels affected) : out of range
Considerable: obs_number=2962.0000, expected range: 3123.1897 3724.4353
METOP-C IASI RADIANCES (219 channels affected) : out of range
Considerable: obs_number=10900.0000, expected range: 18150.6550 26284.4700
METOP-B IASI RADIANCES CHANNEL 2991 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=1.1788, expected range: 1.0522 1.1470
METOP-B IASI RADIANCES CHANNEL 2993 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=1.2139, expected range: 1.0706 1.1769
METOP-B IASI RADIANCES CHANNEL 3029 : out of range
Slight: stdev_fgdepar=1.1529, expected range: 1.0342 1.1257
METOP-B IASI RADIANCES CHANNEL 3107 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=1.2857, expected range: 1.1501 1.2418
METOP-B IASI RADIANCES CHANNEL 3110 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=1.2775, expected range: 1.1276 1.2291
METOP-B IASI RADIANCES CHANNEL 3160 : out of range
1 times in the last 10 days for at least one item
Slight: stdev_fgdepar=1.2814, expected range: 1.1441 1.2444
cris
NPP CRIS RADIANCES CHANNEL 109 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.1149, expected range: 0.1331 0.1666
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 5037.43 24825.12
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.4382, expected range: 0.1370 0.1500
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.4027, expected range: 0.0549 0.1765
METOP-C MHS ALLSKY RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=23495.0000, expected range: 47001.8161 49059.6839
METOP-C MHS ALLSKY RADIANCES CHANNEL 4 : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=22408.0000, expected range: 43236.5262 46522.8488
METOP-C MHS ALLSKY RADIANCES CHANNEL 5 : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=13742.0000, expected range: 25901.4480 28743.0520
atms
NPP ATMS RADIANCES CHANNEL 10 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0953, expected range: -0.1327 -0.1296
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 10 : out of range
Considerable: avg_norm_fgdepar=-0.2263, expected range: -0.0918 0.0999
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21
All COSMIC2-E6 GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 707.01 3244.26
METOP-C GRAS SETTING (24 impact heights affected) : out of range
Considerable: obs_number=792.0000, expected range: 1378.1806 2066.1944
scatt
METOP-C ASCAT WIND VECTOR DIFF (M/S) : out of range
Considerable: obs_number=20300.0000, expected range: 31487.9483 39545.3017
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-10.5620, expected range: -16.7182 6.8261
Severely_persistent: rms_fgdepar=10.5620, expected range: 0.0000 17.0108
Severely_persistent: avg_pge=0.9182, expected range: -0.8685 0.7500
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-9.3260, expected range: -10.9815 6.3045
Severely_persistent: rms_fgdepar=9.3260, expected range: 0.0000 11.5533
Severely_persistent: avg_pge=0.8951, expected range: -1.0711 0.7500
BUFR TEMP DESCENT TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : missing
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 397.2003
LAND TEMP TEMPERATURE (K) 37055 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=8.1578, expected range: 0.0000 1.9670
LAND TEMP TEMPERATURE (K) 37055 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.9026, expected range: -0.3896 0.6557
LAND TEMP TEMPERATURE (K) 23330 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=9.7029, expected range: 0.0000 7.8261
LAND TEMP WIND VECTOR DIFF (M/S) 34731 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=24.3790, expected range: -6.4980 23.5481
Severe: rms_fgdepar=25.4454, expected range: 0.0000 31.1012
Severe: avg_pge=0.8556, expected range: -0.6257 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 33393 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.9990, expected range: 0.0000 11.7476
Severe: avg_pge=0.8166, expected range: -0.4581 0.7408
LAND TEMP WIND VECTOR DIFF (M/S) 37055 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=36.3257, expected range: -0.6475 5.8723
LAND TEMP WIND VECTOR DIFF (M/S) 37055 (3 pressure layers affected) : out of range
Severe: rms_fgdepar=36.3295, expected range: 0.0000 6.4646
LAND TEMP WIND VECTOR DIFF (M/S) 37055 (2 pressure layers affected) : out of range
Severe: avg_pge=0.9253, expected range: -0.2675 0.4032
HIGH RESO LAND TEMP TEMPERATURE (K) 51243 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_pge=0.8230, expected range: -0.5754 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-10.0982, expected range: -13.6614 7.1770
Severe: rms_fgdepar=10.0982, expected range: 0.0000 14.1971
Severe: avg_pge=0.9226, expected range: -1.4529 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 59316 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=17.9818, expected range: 1.9131 3.2636
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56137 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=25.3934, expected range: 0.0000 8.7457
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 04270 PRESSURE LAYER 900-12 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8789, expected range: -0.9343 0.7500
HIGH RESO LAND TEMP Q (G/KG) (4 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=65.0000, expected range: 125.7220 134.4780
Considerable: obs_number=288.0000, expected range: 372.5093 418.4907
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 60.87 169.41
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severe: obs_number=0, expected range: 36.70 203.55
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 95 : all data missing
Severe: obs_number=0, expected range: 76.08 160.49
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 26.15 254.43
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=371.0000, expected range: 254.5682 331.1818
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=912.0000, expected range: 1012.7885 1140.7115
amdar
WIGOS AMDAR TEMPERATURE (K) XDQGUURA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.8160, expected range: 0.0000 1.2204
ADS-C WIND VECTOR DIFF (M/S) LMGZGNJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9545, expected range: 0.0000 17.0473
ADS-C WIND VECTOR DIFF (M/S) WN5UC5RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.8268, expected range: 0.0000 10.0134
ADS-C WIND VECTOR DIFF (M/S) S2AJLJZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=31.9563, expected range: -8.2122 16.9735
Severe: rms_fgdepar=40.4497, expected range: 0.0000 30.2702
airep
AIREP WIND VECTOR DIFF (M/S) AAL70 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.3209, expected range: 0.0000 11.7708
AIREP WIND VECTOR DIFF (M/S) UAL931 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.2372, expected range: 0.0000 18.1788
AIREP WIND VECTOR DIFF (M/S) ETH552 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.6829, expected range: 0.0000 25.8548
AIREP WIND VECTOR DIFF (M/S) UAL989 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.3622, expected range: 0.0000 20.5944
AIREP WIND VECTOR DIFF (M/S) VIR4C PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.0551, expected range: 0.6484 5.8455
AIREP WIND VECTOR DIFF (M/S) BAW34N PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.1656, expected range: 0.0000 10.8383
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36974 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8234, expected range: -0.0921 0.7500
MANUAL LAND SYNOP RH2M (%) 41560 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.5314, expected range: -15.7999 99.8241
Severely_persistent: rms_fgdepar=52.5314, expected range: 0.0000 94.9803
MANUAL LAND SYNOP RH2M (%) 38933 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.8726, expected range: -94.2557 116.4707
Severely_persistent: rms_fgdepar=60.0803, expected range: -76.3850 110.0161
Severely_persistent: avg_pge=0.9062, expected range: -0.5721 0.6861
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71022 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8852, expected range: -1.3549 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86350 : out of range
Severe: rms_fgdepar=313.2106, expected range: 0.0000 155.4840
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83952 : out of range
Severe: rms_fgdepar=319.0058, expected range: 0.0000 108.9809
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35563 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=502.4847, expected range: 0.0000 204.1470
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40606 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=610.4168, expected range: 124.5889 531.0518
Severe: rms_fgdepar=610.4168, expected range: 124.5889 531.0518
Severe: avg_pge=0.8786, expected range: 0.4307 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36259 : out of range
Severe: rms_fgdepar=543.7947, expected range: 0.0000 280.7848
MANUAL LAND SYNOP RH2M (%) 41218 : out of range
Severe: rms_fgdepar=36.1742, expected range: 0.0000 16.3885
MANUAL LAND SYNOP RH2M (%) 38598 : out of range
Severe: avg_fgdepar=53.2738, expected range: -32.2194 68.0230
Severe: rms_fgdepar=53.5524, expected range: 0.0000 66.0000
MANUAL LAND SYNOP RH2M (%) 38599 : out of range
Severe: avg_fgdepar=54.1791, expected range: -27.2151 65.8950
Severe: rms_fgdepar=54.4619, expected range: 0.0000 63.8063
BUFR LAND SYNOP SURFACE PRESSURE (PA) 11270 : out of range
Severe: avg_pge=0.8140, expected range: -0.9748 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25941 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=405.0173, expected range: 0.0000 196.6127
Severe: avg_pge=0.8631, expected range: -0.6011 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48451 : out of range
Severe: rms_fgdepar=353.0195, expected range: 0.0000 117.7744
BUFR LAND SYNOP SURFACE PRESSURE (PA) 51542 : out of range
Severe: avg_pge=0.8053, expected range: -0.7876 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48952 : out of range
Severe: rms_fgdepar=374.2165, expected range: 0.0000 247.8968
Severe: avg_pge=0.8189, expected range: -0.3138 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 11272 : out of range
Severe: avg_pge=0.8063, expected range: 0.0876 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16263 : out of range
Severe: avg_fgdepar=-718.7700, expected range: -156.6456 138.4551
Severe: rms_fgdepar=866.8172, expected range: 0.0000 79.4598
BUFR LAND SYNOP SURFACE PRESSURE (PA) 78016 : out of range
Severe: rms_fgdepar=589.1416, expected range: 0.0000 95.8810
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61296 : out of range
Severe: rms_fgdepar=569.3555, expected range: 11.4225 99.0074
BUFR LAND SYNOP RH2M (%) 94637 : out of range
Severe: rms_fgdepar=33.9163, expected range: 0.0000 14.5890
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46185 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8307, expected range: 0.5590 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KPDL : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9090, expected range: -0.0566 0.7500
AUTOMATIC SHIP SURFACE PRESSURE (PA) 46004 : out of range
Severe: rms_fgdepar=417.3286, expected range: 0.0000 198.1302
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRWQ2 : out of range
Severe: avg_pge=0.8646, expected range: -1.2070 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ZMMC : out of range
Severe: avg_pge=0.8955, expected range: -0.6248 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6532 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-675.0169, expected range: -1043.8990 907.3716
Severe: rms_fgdepar=675.0169, expected range: 0.0000 850.4297
Severe: avg_pge=0.8775, expected range: -1.0655 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5LJ2 : out of range
Severe: rms_fgdepar=398.5441, expected range: 0.0000 215.3869
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CPR : out of range
Severe: avg_fgdepar=-712.2461, expected range: -213.7043 236.7744
Severe: rms_fgdepar=712.2461, expected range: 0.0000 326.1251
Severe: avg_pge=0.8739, expected range: -1.1412 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WCEU : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-752.2692, expected range: -892.8754 826.3886
Severe: rms_fgdepar=949.8881, expected range: 0.0000 958.8684
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301603 : out of range
Severe: rms_fgdepar=368.7909, expected range: 0.0000 97.8632
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601634 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-543.1074, expected range: -133.0527 214.6831
Severe: rms_fgdepar=551.4529, expected range: 0.0000 201.0812
Severe: avg_pge=0.8973, expected range: -0.7107 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202695 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=318.6501, expected range: 0.0000 70.0625
Severe: avg_pge=0.8309, expected range: -0.1892 0.2457
metar
METAR SURFACE PRESSURE (PA) SBSM : out of range
Severe: rms_fgdepar=315.4314, expected range: 0.0000 115.7468
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=54.7978, expected range: 51.5625 54.6992
Severely_persistent: rms_fgdepar=54.7978, expected range: 51.5625 54.6992
MANUAL LAND SYNOP SNOW (CM) 20107 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=81.4912, expected range: 43.0013 91.6222
Severely_persistent: rms_fgdepar=81.4912, expected range: 43.0013 91.6222
MANUAL LAND SYNOP SNOW (CM) 14009 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.6753, expected range: 7.9959 112.1624
Severely_persistent: rms_fgdepar=60.6753, expected range: 7.9959 112.1624
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.2250, expected range: 98.7410 100.5310
Severely_persistent: rms_fgdepar=99.2250, expected range: 98.7413 100.5308
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-67.6662, expected range: -68.5031 -63.1403
Severely_persistent: rms_fgdepar=67.6663, expected range: 63.1407 68.5030
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=54.9514, expected range: 51.7420 54.7906
Severely_persistent: rms_fgdepar=54.9514, expected range: 51.7420 54.7906
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=-79.9251, expected range: -83.1240 -77.3720
Severely_persistent: rms_fgdepar=79.9276, expected range: 77.3730 83.1266
BUFR LAND SYNOP SNOW (CM) 20107 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=79.4997, expected range: 42.1704 89.1793
Severely_persistent: rms_fgdepar=79.4997, expected range: 42.1704 89.1793
BUFR LAND SYNOP SNOW (CM) 14009 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.6753, expected range: -42.3640 144.7706
Severely_persistent: rms_fgdepar=60.6753, expected range: 6.9295 109.6249
MANUAL LAND SYNOP SNOW (CM) 28138 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.1283, expected range: 0.0000 5.3264
ROCOB TEMP SNOW (CM) 63303750 : out of range
Severe: rms_fgdepar=16.7992, expected range: 7.5888 11.1922
ROCOB TEMP SNOW (CM) 64301370 : out of range
Severe: rms_fgdepar=34.8215, expected range: 0.0000 8.0750
ROCOB TEMP SNOW (CM) 63307051 : out of range
Severe: rms_fgdepar=15.3471, expected range: 0.0000 6.4609
ROCOB TEMP SNOW (CM) 64301451 : out of range
Severe: rms_fgdepar=24.3961, expected range: 3.7795 5.8862
BUFR LAND SYNOP SNOW (CM) 47050 : out of range
Severe: rms_fgdepar=70.2927, expected range: 99.7375 100.1974
BUFR LAND SYNOP SNOW (CM) 47070 : out of range
Severe: avg_fgdepar=99.7453, expected range: 98.7005 100.4073
Severe: rms_fgdepar=99.7453, expected range: 98.7009 100.4072
BUFR LAND SYNOP SNOW (CM) 15345 : out of range
Severe: rms_fgdepar=19.7020, expected range: -4.6809 6.3664
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.8932, expected range: -27.0962 8.0112
Severely_persistent: rms_fgdepar=19.8932, expected range: 0.0000 23.2631
Severely_persistent: avg_est_pge=0.8090, expected range: 0.0572 1.1332
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2183, expected range: -18.1744 -11.2277
Severely_persistent: rms_fgdepar=12.2263, expected range: 11.3242 18.3107
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.5400, expected range: -25.5504 20.7235
Severely_persistent: rms_fgdepar=18.5535, expected range: 0.0000 19.1963
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6418, expected range: -17.1956 3.8883
Severely_persistent: rms_fgdepar=12.9403, expected range: 0.0000 17.5124
METAR 2M TEMPERATURE (K) LTCB : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=17.4442, expected range: 9.6940 22.3179
Severely_persistent: rms_fgdepar=17.4669, expected range: 10.0936 22.1598
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.1073, expected range: -27.2943 10.7539
Severely_persistent: rms_fgdepar=18.2002, expected range: 0.0000 23.2155
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.7034, expected range: -25.6836 20.6983
Severely_persistent: rms_fgdepar=18.7176, expected range: 0.0000 19.3654
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.9263, expected range: -17.1034 3.9100
Severely_persistent: rms_fgdepar=15.4908, expected range: 0.0000 17.4382
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38932 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2115, expected range: 0.0000 6.4837
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40835 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.0246, expected range: 0.3733 5.1876
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22106 : out of range
Severe: avg_fgdepar=-13.7132, expected range: -11.0950 6.7369
Severe: rms_fgdepar=13.8227, expected range: 0.0000 10.9475
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36806 : out of range
Severe: avg_fgdepar=-12.6782, expected range: -7.7501 2.6711
Severe: rms_fgdepar=12.6931, expected range: 0.0000 7.4408
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24136 : out of range
Severe: avg_fgdepar=-13.0275, expected range: -11.7786 5.4470
Severe: rms_fgdepar=13.0285, expected range: 0.0000 11.0746
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
Severe: avg_fgdepar=-13.2681, expected range: -14.6685 10.9744
Severe: rms_fgdepar=13.2701, expected range: 0.0146 10.4933
MANUAL LAND SYNOP 2M TEMPERATURE (K) 14007 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4494, expected range: 0.0000 3.7401
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36877 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2125, expected range: -11.2451 3.7097
Severe: rms_fgdepar=14.5621, expected range: 0.0000 11.9182
METAR 2M TEMPERATURE (K) LOWG : out of range
Severe: rms_fgdepar=11.8173, expected range: 0.0000 5.3328
METAR 2M TEMPERATURE (K) MRLM : out of range
Severe: rms_fgdepar=10.0526, expected range: 0.0649 5.6265
METAR 2M TEMPERATURE (K) VYNT : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.9058, expected range: 3.0060 15.4520
Severe: rms_fgdepar=13.6049, expected range: 4.1472 15.1685
METAR 2M TEMPERATURE (K) ZWWW : out of range
Severe: rms_fgdepar=11.6326, expected range: 0.0000 4.7420
METAR 2M TEMPERATURE (K) VECX : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-17.2320, expected range: -11.8617 -2.6409
Severe: rms_fgdepar=17.5201, expected range: 3.4943 12.0166
LAND TEMP 2M TEMPERATURE (K) 23330 : out of range
Severe: avg_fgdepar=-13.0628, expected range: -4.0063 3.8875
Severe: rms_fgdepar=13.0628, expected range: 0.0000 3.5448
LAND TEMP 2M TEMPERATURE (K) 22522 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5060, expected range: -8.0146 5.7333
Severe: rms_fgdepar=12.5060, expected range: -4.2864 7.8537
LAND TEMP 2M TEMPERATURE (K) 32098 : out of range
Severe: avg_fgdepar=-13.6997, expected range: -9.6853 0.6624
Severe: rms_fgdepar=13.6997, expected range: 0.0000 9.6477
BUFR LAND SYNOP 2M TEMPERATURE (K) 01320 : out of range
Severe: rms_fgdepar=11.2921, expected range: 0.0747 6.0519
BUFR LAND SYNOP 2M TEMPERATURE (K) 08232 : out of range
Severe: avg_fgdepar=-13.3404, expected range: -2.6728 3.6430
Severe: rms_fgdepar=13.4327, expected range: 0.0000 4.1666
BUFR LAND SYNOP 2M TEMPERATURE (K) 06654 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.9687, expected range: 0.0000 6.1473
BUFR LAND SYNOP 2M TEMPERATURE (K) 27415 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.8757, expected range: -7.3233 14.8544
Severe: rms_fgdepar=14.9481, expected range: 0.0000 14.7078
BUFR LAND SYNOP 2M TEMPERATURE (K) 22106 : out of range
Severe: avg_fgdepar=-13.7401, expected range: -11.2885 6.8236
Severe: rms_fgdepar=13.8501, expected range: 0.0000 11.1795
BUFR LAND SYNOP 2M TEMPERATURE (K) 36806 : out of range
Severe: avg_fgdepar=-12.7282, expected range: -7.8001 2.6211
Severe: rms_fgdepar=12.7430, expected range: 0.0000 7.5123
BUFR LAND SYNOP 2M TEMPERATURE (K) 24136 : out of range
Severe: avg_fgdepar=-13.0959, expected range: -11.8720 5.4417
Severe: rms_fgdepar=13.0968, expected range: 0.0000 11.1748
BUFR LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
Severe: avg_fgdepar=-13.2178, expected range: -14.7724 11.0561
Severe: rms_fgdepar=13.2200, expected range: 0.0371 10.5465
BUFR LAND SYNOP 2M TEMPERATURE (K) 36877 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2625, expected range: -11.2951 3.6597
Severe: rms_fgdepar=14.6040, expected range: 0.0000 11.9830
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=306.0000, expected range: 335.9004 362.0996
rh2m
MANUAL LAND SYNOP RH2M (%) 16114 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=39.9107, expected range: 0.0000 7.2783
MANUAL LAND SYNOP RH2M (%) 14007 : out of range
Severe: rms_fgdepar=36.0946, expected range: 0.0000 16.8652
METAR RH2M (%) LSZB : out of range
Severe: rms_fgdepar=33.4065, expected range: 0.0000 19.0690