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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-13 00:00

amsua
NOAA-18 AMSUA RADIANCES CHANNEL 9 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4827, expected range: -0.5942 -0.5832
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
cris
NPP CRIS RADIANCES CHANNEL 109 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=0.1182, expected range: 0.1331 0.1480
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 3420.75 23217.14
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=0.1137, expected range: -0.0244 0.0288
Severely_persistent: stdev_norm_fgdepar=0.4744, expected range: 0.1085 0.1500
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3171, expected range: -0.0031 0.1765
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES (6 channels affected) : out of range
Slight: obs_number=52376.0000, expected range: 56026.4602 57000.7898
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
Severely_persistent: obs_number=0, expected range: 707.01 2703.43
mwri
FY-3D MWRI RADIANCES (6 channels affected) : out of range
Slight: obs_number=13720.0000, expected range: 14502.1155 15848.8845
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3192, expected range: -16.0294 5.2318
Severely_persistent: rms_fgdepar=12.3211, expected range: 0.0000 15.8428
Severely_persistent: avg_pge=0.9277, expected range: -0.7473 0.7500
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8250, expected range: -1.2230 0.7500
LAND TEMP TEMPERATURE (K) 40375 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.9530, expected range: 0.5578 2.8653
LAND TEMP TEMPERATURE (K) 68906 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=16.3843, expected range: -0.7845 0.6356
Severe: rms_fgdepar=16.3843, expected range: 0.2252 2.0663
Severe: avg_pge=0.8315, expected range: -0.1120 0.1882
LAND TEMP TEMPERATURE (K) 23921 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=9.1553, expected range: 0.0000 4.5535
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.1218, expected range: 0.0000 20.1737
LAND TEMP WIND VECTOR DIFF (M/S) 36872 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=15.6612, expected range: 0.0000 7.6426
LAND TEMP Q (G/KG) 41977 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.7150, expected range: 0.0000 1.3388
HIGH RESO LAND TEMP TEMPERATURE (K) 51243 PRESSURE LAYER 900-1200 (HPA : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.9292, expected range: 0.0000 9.0395
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 55591 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=17.0311, expected range: 1.3144 6.9453
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56964 (2 pressure layers af : out of range
Severe: rms_fgdepar=16.6669, expected range: 0.3086 5.1329
HIGH RESO LAND TEMP Q (G/KG) 94672 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.2566, expected range: 0.0000 0.9535
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 62.7560 68.1012
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 59.44 173.22
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severe: obs_number=0, expected range: 41.75 203.68
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 95 : all data missing
Severe: obs_number=0, expected range: 77.99 161.34
BUFR TEMP DESCENT Q (G/KG) (2 pressure layers affected) : missing
Severe: obs_number=0.0000, expected range: 0.0000 3033.7077
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=962.0000, expected range: 1058.1151 1103.1349
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: obs_number=278.0000, expected range: 357.5750 383.1750
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=103.0000, expected range: 141.4805 163.5195
Considerable: obs_number=103.0000, expected range: 141.4805 163.5195
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=124.0000, expected range: 53.8889 67.2222
amdar
WIGOS AMDAR TEMPERATURE (K) SL0146 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=9.1871, expected range: 0.0000 1.0609
Severe: avg_pge=0.8452, expected range: -0.0124 0.0156
WIGOS AMDAR TEMPERATURE (K) OIIYC1ZA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.4022, expected range: 0.0000 2.1203
WIGOS AMDAR Q (G/KG) M5OEOGJA (2 pressure layers affected) : out of range
Severe: avg_fgdepar=-6.3277, expected range: -0.9316 1.4990
Severe: rms_fgdepar=6.3416, expected range: 0.0000 2.3324
WIGOS AMDAR Q (G/KG) M5OEOGJA PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8529, expected range: -0.1205 0.1733
ADS-C WIND VECTOR DIFF (M/S) GB0JDVRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.5505, expected range: 0.0000 12.7852
airep
AIREP WIND VECTOR DIFF (M/S) KLM48 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.2049, expected range: 0.0000 10.5161
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 06632 PRESSURE LAYER 300-600 : out of range
Severe: avg_fgdepar=33.7673, expected range: -2.6792 7.5512
Severe: rms_fgdepar=33.7673, expected range: 0.0000 8.2919
Severe: avg_pge=0.9244, expected range: -0.0614 0.1896
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 589.0470
Considerable: obs_number=1063.0000, expected range: 1239.2752 1360.7248
EUROPEAN WIND PROFILER 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=638.0000, expected range: 885.9742 1375.0258
Considerable: obs_number=1701.0000, expected range: 2135.6121 2722.1379
Considerable: obs_number=638.0000, expected range: 885.9742 1375.0258
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 61442 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=15.2070, expected range: 0.9999 3.5190
LAND PILOT WIND VECTOR DIFF (M/S) 98753 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8591, expected range: -0.9342 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 31123 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8114, expected range: -0.3589 0.7500
MANUAL LAND SYNOP RH2M (%) 40948 : out of range
Severe: avg_pge=0.8926, expected range: -0.3373 0.5774
MANUAL LAND SYNOP RH2M (%) 42249 : out of range
Severe: rms_fgdepar=42.2692, expected range: 0.0000 22.5420
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62200 : out of range
Severe: avg_pge=0.8099, expected range: -0.2783 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62420 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=304.1034, expected range: 0.0000 104.4226
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76311 : out of range
Severe: rms_fgdepar=411.5436, expected range: 0.0000 297.9336
Severe: avg_pge=0.8311, expected range: -0.0987 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62103 : out of range
Severe: avg_fgdepar=-1011.6326, expected range: -52.8433 68.1512
Severe: rms_fgdepar=1011.6326, expected range: 0.0000 58.6522
Severe: avg_pge=0.9390, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40657 : out of range
Severe: avg_fgdepar=-503.2777, expected range: -156.0082 27.6187
Severe: rms_fgdepar=503.2777, expected range: 0.0000 156.0082
Severe: avg_pge=0.8946, expected range: -0.5823 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42679 : out of range
Severe: avg_pge=0.8139, expected range: -1.1322 0.7500
BUFR LAND SYNOP RH2M (%) 08392 : out of range
Severe: rms_fgdepar=32.1821, expected range: 0.0000 13.5074
BUFR LAND SYNOP RH2M (%) 08123 : out of range
Severe: avg_fgdepar=57.7147, expected range: -51.3230 45.6807
Severe: rms_fgdepar=57.7147, expected range: 0.0000 32.4041
BUFR LAND SYNOP SURFACE PRESSURE (PA) 17500 : out of range
Severe: rms_fgdepar=324.7652, expected range: 0.0000 91.5751
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KPDL : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8886, expected range: -0.0155 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V8208 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8925, expected range: -0.8283 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK52 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=344.9296, expected range: 0.0000 160.4763
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRBQ6 : out of range
Severe: avg_fgdepar=-824.2970, expected range: -955.7114 408.8195
Severe: rms_fgdepar=824.2970, expected range: 0.0000 964.5543
Severe: avg_pge=0.8913, expected range: -0.8220 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6YR6 : out of range
Severe: avg_fgdepar=-590.4174, expected range: -462.8801 431.8259
Severe: rms_fgdepar=592.5032, expected range: 0.0000 461.7532
Severe: avg_pge=0.8474, expected range: -0.7578 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRTO7 : out of range
Severe: avg_fgdepar=535.8280, expected range: 224.6212 1086.1415
Severe: rms_fgdepar=535.8280, expected range: 224.5227 1086.3901
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WNTL : out of range
Severe: rms_fgdepar=605.9370, expected range: 0.0000 348.2840
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601634 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=538.5878, expected range: -677.7916 678.8676
Severely_persistent: rms_fgdepar=562.4819, expected range: -448.3929 641.0980
Severely_persistent: avg_pge=0.8667, expected range: -1.2224 0.7500
MOORED BUOYS WIND VECTOR DIFF (M/S) 6101007 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.7202, expected range: 0.0000 11.7751
Severe: avg_pge=0.9279, expected range: -0.7923 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301603 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=385.7093, expected range: 0.0000 97.4871
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601796 : out of range
Severe: rms_fgdepar=379.1883, expected range: 0.0000 196.4122
MOORED BUOYS WIND VECTOR DIFF (M/S) : out of range
Considerable: obs_number=88.0000, expected range: 96.0688 101.8062
metar
METAR SURFACE PRESSURE (PA) OSKL : out of range
Severe: rms_fgdepar=375.1909, expected range: 0.0000 137.3259
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=55.6121, expected range: 51.4074 54.7770
Severely_persistent: rms_fgdepar=55.6121, expected range: 51.4074 54.7770
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=86.3374, expected range: 42.3082 97.1469
Severely_persistent: rms_fgdepar=86.3374, expected range: 42.3082 97.1469
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=60.7035, expected range: 26.3330 104.1827
Severely_persistent: rms_fgdepar=60.7035, expected range: 26.3330 104.1827
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=-67.4862, expected range: -68.8927 -63.3514
Severely_persistent: rms_fgdepar=67.4862, expected range: 63.3513 68.8934
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=55.7658, expected range: 51.5927 54.8612
Severely_persistent: rms_fgdepar=55.7658, expected range: 51.5927 54.8612
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=-80.6618, expected range: -82.5948 -77.7436
Severely_persistent: rms_fgdepar=80.6629, expected range: 77.7442 82.5972
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=84.3527, expected range: 41.3609 94.6169
Severely_persistent: rms_fgdepar=84.3527, expected range: 41.3609 94.6169
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=60.7035, expected range: -36.7202 148.3333
Severely_persistent: rms_fgdepar=60.7035, expected range: 20.6484 105.1125
AUTOMATIC LAND SYNOP SNOW (CM) 11366 : out of range
Severe: rms_fgdepar=17.6883, expected range: 1.4249 10.4826
AUTOMATIC LAND SYNOP SNOW (CM) 28776 : out of range
Severe: rms_fgdepar=19.4311, expected range: 0.3947 3.9290
MANUAL LAND SYNOP SNOW (CM) 35284 : out of range
Severe: rms_fgdepar=23.3893, expected range: 0.0000 6.9112
MANUAL LAND SYNOP SNOW (CM) 36875 : out of range
Severe: rms_fgdepar=17.4856, expected range: 4.5296 7.5502
MANUAL LAND SYNOP SNOW (CM) 28785 : out of range
Severe: rms_fgdepar=17.6436, expected range: 2.6883 7.3533
MANUAL LAND SYNOP SNOW (CM) 28985 : out of range
Severe: rms_fgdepar=17.4311, expected range: 0.2108 4.7467
MANUAL LAND SYNOP SNOW (CM) 36846 : out of range
Severe: rms_fgdepar=17.0892, expected range: 0.0000 1.5987
MANUAL LAND SYNOP SNOW (CM) 28987 : out of range
Severe: rms_fgdepar=16.2206, expected range: 0.0000 3.2891
MANUAL LAND SYNOP SNOW (CM) 28797 : out of range
Severe: rms_fgdepar=15.6964, expected range: 0.7139 2.4778
ROCOB TEMP SNOW (CM) 63303750 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.9604, expected range: 7.8772 11.1279
ROCOB TEMP SNOW (CM) 64301370 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.9518, expected range: 0.0000 6.2418
ROCOB TEMP SNOW (CM) 64301321 : out of range
Severe: rms_fgdepar=16.9777, expected range: 0.0000 7.3632
ROCOB TEMP SNOW (CM) 64300921 : out of range
Severe: rms_fgdepar=15.2031, expected range: 1.5291 9.2088
ROCOB TEMP SNOW (CM) 64301451 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.6918, expected range: 2.8825 6.3453
ROCOB TEMP SNOW (CM) 64301273 : out of range
Severe: rms_fgdepar=18.5365, expected range: 1.8902 7.8855
ROCOB TEMP SNOW (CM) 64301383 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.2432, expected range: 0.0000 3.2294
ROCOB TEMP SNOW (CM) 64301364 : out of range
Severe: rms_fgdepar=15.4451, expected range: 0.3098 5.5932
ROCOB TEMP SNOW (CM) 64301394 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.7869, expected range: 0.0000 14.5694
ROCOB TEMP SNOW (CM) 63307325 : out of range
Severe: rms_fgdepar=16.2894, expected range: 2.3822 9.5464
ROCOB TEMP SNOW (CM) 64301395 : out of range
Severe: rms_fgdepar=25.0654, expected range: 0.0000 4.6125
ROCOB TEMP SNOW (CM) 64301617 : out of range
Severe: rms_fgdepar=29.8160, expected range: 0.0000 2.5089
BUFR LAND SYNOP SNOW (CM) 08223 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.3887, expected range: -3.9737 5.2127
BUFR LAND SYNOP SNOW (CM) 02974 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.0461, expected range: -2.8820 5.6949
BUFR LAND SYNOP SNOW (CM) 35284 : out of range
Severe: rms_fgdepar=23.3893, expected range: 0.0000 6.9112
BUFR LAND SYNOP SNOW (CM) 36875 : out of range
Severe: rms_fgdepar=17.4856, expected range: 4.5296 7.5502
BUFR LAND SYNOP SNOW (CM) 28785 : out of range
Severe: rms_fgdepar=17.6436, expected range: 2.6883 7.3533
BUFR LAND SYNOP SNOW (CM) 28985 : out of range
Severe: rms_fgdepar=17.4311, expected range: 0.2108 4.7467
BUFR LAND SYNOP SNOW (CM) 36846 : out of range
Severe: rms_fgdepar=17.0892, expected range: 0.0000 1.5987
BUFR LAND SYNOP SNOW (CM) 47058 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=99.9995, expected range: 98.2103 100.0415
Severe: rms_fgdepar=99.9995, expected range: 98.2136 100.0404
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2525, expected range: -27.2839 8.1046
Severely_persistent: rms_fgdepar=12.2525, expected range: 0.0000 23.4711
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1546, expected range: 11.7431 18.2360
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4095, expected range: -21.6246 8.0053
Severely_persistent: rms_fgdepar=15.4164, expected range: 0.0000 20.2205
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3702, expected range: -16.0323 10.5876
Severely_persistent: rms_fgdepar=13.3802, expected range: -9.5342 16.0689
METAR 2M TEMPERATURE (K) LTCB : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=15.1353, expected range: 8.0766 23.5400
Severely_persistent: rms_fgdepar=15.1435, expected range: 8.4650 23.3928
METAR 2M TEMPERATURE (K) VYNT : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.3017, expected range: 3.3278 15.3164
Severely_persistent: rms_fgdepar=12.5230, expected range: 4.3876 15.0700
METAR 2M TEMPERATURE (K) VECX : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2883, expected range: -14.2454 -0.8993
Severely_persistent: rms_fgdepar=14.6463, expected range: 2.3922 14.3701
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3565, expected range: -29.3372 10.7975
Severely_persistent: rms_fgdepar=12.4107, expected range: 0.0000 25.0186
BUFR LAND SYNOP 2M TEMPERATURE (K) 27415 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.5570, expected range: -7.1347 17.1002
Severely_persistent: rms_fgdepar=13.5570, expected range: 0.0000 16.9837
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.3704, expected range: -21.2791 8.1591
Severely_persistent: rms_fgdepar=15.3780, expected range: 0.0000 19.6909
BUFR LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5893, expected range: -16.2714 10.5814
Severely_persistent: rms_fgdepar=13.5992, expected range: -9.6390 16.3240
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 58321 : out of range
Severe: avg_fgdepar=13.1802, expected range: -1.2199 11.7162
Severe: rms_fgdepar=13.1802, expected range: 0.0000 11.7162
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 57131 : out of range
Severe: avg_fgdepar=12.5404, expected range: -2.6163 8.3611
Severe: rms_fgdepar=12.5404, expected range: 0.0000 7.7384
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 52681 : out of range
Severe: avg_fgdepar=12.3469, expected range: -3.3632 9.7367
Severe: rms_fgdepar=12.3469, expected range: 0.0000 9.3894
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 53915 : out of range
Severe: avg_fgdepar=14.0983, expected range: -4.3110 11.2830
Severe: rms_fgdepar=14.0983, expected range: 0.0000 10.9819
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68347 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.8910, expected range: 0.0000 3.1853
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22520 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7319, expected range: -11.1582 6.3858
Severe: rms_fgdepar=13.7410, expected range: -5.9512 11.4794
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.7060, expected range: -14.8565 8.1423
Severe: rms_fgdepar=16.2438, expected range: 0.0000 14.6466
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22413 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1327, expected range: -8.9308 5.4623
Severe: rms_fgdepar=12.2031, expected range: 0.0000 8.7995
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24125 : out of range
Severe: rms_fgdepar=11.1903, expected range: 0.0000 3.6086
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22106 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3118, expected range: -13.3924 7.3889
Severe: rms_fgdepar=12.3665, expected range: 0.0000 13.0082
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22217 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3395, expected range: -10.8171 6.8358
Severe: rms_fgdepar=12.3476, expected range: -5.5951 10.7405
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0996, expected range: -11.5451 5.6009
Severe: rms_fgdepar=13.1204, expected range: 0.0000 12.1133
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25138 : out of range
Severe: avg_fgdepar=-12.0238, expected range: -15.9583 10.1285
Severe: rms_fgdepar=12.0254, expected range: 0.1114 10.3830
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38878 : out of range
Severe: rms_fgdepar=12.1462, expected range: 0.0000 13.8499
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24219 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.5590, expected range: -12.3739 10.7121
Severe: rms_fgdepar=14.5711, expected range: 0.0000 9.7110
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24639 : out of range
Severe: avg_fgdepar=-12.1181, expected range: -7.6630 1.3699
Severe: rms_fgdepar=12.1233, expected range: 0.0000 7.8407
METAR 2M TEMPERATURE (K) LEVD : out of range
Severe: rms_fgdepar=10.7300, expected range: 0.0000 3.4115
METAR 2M TEMPERATURE (K) OITR : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.4420, expected range: -3.1527 0.7358
Severe: rms_fgdepar=12.7540, expected range: 1.1906 4.5251
LAND TEMP 2M TEMPERATURE (K) 22522 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.0478, expected range: -8.8048 5.6897
Severe: rms_fgdepar=14.0478, expected range: 0.0000 8.2808
LAND TEMP 2M TEMPERATURE (K) 22217 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3104, expected range: -10.3756 7.2312
Severe: rms_fgdepar=12.3104, expected range: -5.9012 10.1403
BUFR LAND SYNOP 2M TEMPERATURE (K) 22520 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8546, expected range: -11.3031 6.3681
Severe: rms_fgdepar=13.8636, expected range: -5.9801 11.6217
BUFR LAND SYNOP 2M TEMPERATURE (K) 02720 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0367, expected range: -10.9297 7.7000
Severe: rms_fgdepar=12.0705, expected range: 0.0000 10.4458
BUFR LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.7560, expected range: -14.9065 8.0923
Severe: rms_fgdepar=16.2922, expected range: 0.0000 14.7393
BUFR LAND SYNOP 2M TEMPERATURE (K) 02702 : out of range
Severe: avg_fgdepar=-12.8832, expected range: -6.6337 4.0770
Severe: rms_fgdepar=12.9137, expected range: 0.0000 7.1538
BUFR LAND SYNOP 2M TEMPERATURE (K) 08232 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.4737, expected range: -5.0342 4.9562
Severe: rms_fgdepar=13.7236, expected range: 0.0000 6.9073
BUFR LAND SYNOP 2M TEMPERATURE (K) 01082 : out of range
Severe: avg_fgdepar=-12.5117, expected range: -10.5309 7.1980
Severe: rms_fgdepar=12.6354, expected range: 0.0000 9.4876
BUFR LAND SYNOP 2M TEMPERATURE (K) 22413 : out of range
Severe: avg_fgdepar=-12.2177, expected range: -9.0040 5.4353
Severe: rms_fgdepar=12.2876, expected range: 0.0000 8.8642
BUFR LAND SYNOP 2M TEMPERATURE (K) 08233 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5238, expected range: -2.6316 3.4289
Severe: rms_fgdepar=12.5435, expected range: 0.0000 3.8792
BUFR LAND SYNOP 2M TEMPERATURE (K) 22106 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4791, expected range: -13.5633 7.4495
Severe: rms_fgdepar=12.5329, expected range: 0.0000 13.2022
BUFR LAND SYNOP 2M TEMPERATURE (K) 22217 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4495, expected range: -10.9350 6.7724
Severe: rms_fgdepar=12.4577, expected range: -5.6123 10.8598
BUFR LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0882, expected range: -11.4968 5.5476
Severe: rms_fgdepar=13.1090, expected range: 0.0000 12.0617
BUFR LAND SYNOP 2M TEMPERATURE (K) 02827 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7481, expected range: -12.5786 5.8717
Severe: rms_fgdepar=13.8011, expected range: 0.0000 13.1129
BUFR LAND SYNOP 2M TEMPERATURE (K) 25138 : out of range
Severe: avg_fgdepar=-12.1650, expected range: -16.2790 10.2121
Severe: rms_fgdepar=12.1671, expected range: 0.0000 10.7015
BUFR LAND SYNOP 2M TEMPERATURE (K) 24219 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.5705, expected range: -12.3178 10.5954
Severe: rms_fgdepar=14.5826, expected range: 0.0000 9.6982
BUFR LAND SYNOP 2M TEMPERATURE (K) 24639 : out of range
Severe: avg_fgdepar=-12.1614, expected range: -7.7087 1.3352
Severe: rms_fgdepar=12.1666, expected range: 0.0000 7.8930
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 08541 : out of range
Severe: rms_fgdepar=30.5725, expected range: 0.0000 16.9536
MANUAL LAND SYNOP RH2M (%) 60060 : out of range
Severe: rms_fgdepar=32.3113, expected range: 0.0000 17.4916
BUFR LAND SYNOP RH2M (%) 60250 : out of range
Severe: rms_fgdepar=37.9711, expected range: 0.0000 20.5954
BUFR LAND SYNOP RH2M (%) 08370 : out of range
Severe: rms_fgdepar=31.9312, expected range: 0.0000 17.6289