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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2020-01-11 12:00

Atmospheric Motion Vector
DUAL-METOP AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: stdev_press=29.9941, expected range: 11.2327 23.6881
Radiosondes
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 84 : all data missing
Severely_persistent: obs_number=0, expected range: 114.49 141.22
LAND TEMP TEMPERATURE (K) 34731 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.5648, expected range: 0.0000 4.0159
Severe: avg_pge=0.8594, expected range: -0.2198 0.4228
LAND TEMP TEMPERATURE (K) 91165 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.3070, expected range: 0.3190 2.9708
LAND TEMP TEMPERATURE (K) 23955 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.4256, expected range: 0.0000 5.7843
Severe: avg_pge=0.8340, expected range: -1.0227 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 34731 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.0144, expected range: 0.0000 25.8003
Severe: avg_pge=0.9016, expected range: -0.7813 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 59663 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=23.9887, expected range: 0.0000 5.7650
Severe: avg_pge=0.8843, expected range: -0.0874 0.1150
LAND TEMP Q (G/KG) 59663 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.7678, expected range: 0.0000 1.7538
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=4888.0000, expected range: 2524.5765 3580.6735
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 04339 PRESSURE LAYER 900-12 : out of range
Severe: avg_pge=0.8418, expected range: -0.9098 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=363.0000, expected range: 447.2672 470.9550
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=95.0000, expected range: 118.4798 166.2702
LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Slight: obs_number=5388.0000, expected range: 5906.0090 8473.4910
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) GMHYCNJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.3865, expected range: 0.0000 8.4836
WIGOS AMDAR WIND VECTOR DIFF (M/S) PN0EIRRA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=24.7588, expected range: 0.0000 9.7115
WIGOS AMDAR WIND VECTOR DIFF (M/S) PN0EIRRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8189, expected range: -0.3700 0.5803
WIGOS AMDAR WIND VECTOR DIFF (M/S) X5WTZBZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.3976, expected range: 0.0000 8.9423
WIGOS AMDAR WIND VECTOR DIFF (M/S) 35ZTB5BA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=19.0256, expected range: 0.0000 8.7145
WIGOS AMDAR WIND VECTOR DIFF (M/S) 4WLKJFBA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=17.1569, expected range: 0.0000 7.2492
WIGOS AMDAR WIND VECTOR DIFF (M/S) GDWKJFBA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=25.7863, expected range: 0.0546 7.9383
WIGOS AMDAR WIND VECTOR DIFF (M/S) XYPEOFBA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=15.0262, expected range: 0.0000 7.4013
WIGOS AMDAR WIND VECTOR DIFF (M/S) 2GPUOGBA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=17.0618, expected range: 0.0000 5.9853
WIGOS AMDAR WIND VECTOR DIFF (M/S) BWWUOGBA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=16.0977, expected range: 0.2943 6.0557
WIGOS AMDAR WIND VECTOR DIFF (M/S) N220JHBA PRESSURE LAYER 600-900 (HP : out of range
Severe: rms_fgdepar=15.8164, expected range: 0.3635 6.0094
WIGOS AMDAR WIND VECTOR DIFF (M/S) LJWKJHBA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=17.8867, expected range: 0.2062 6.1096
WIGOS AMDAR WIND VECTOR DIFF (M/S) CGPUOHBA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=15.5049, expected range: 0.0000 7.1704
WIGOS AMDAR WIND VECTOR DIFF (M/S) CAG0GBJA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=23.0628, expected range: 0.0000 7.0441
WIGOS AMDAR WIND VECTOR DIFF (M/S) BE10JFJA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=27.0438, expected range: 0.1146 6.2479
WIGOS AMDAR WIND VECTOR DIFF (M/S) Y1V0JFJA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=21.5529, expected range: 0.0000 6.9769
WIGOS AMDAR WIND VECTOR DIFF (M/S) QY3KJGJA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=21.4317, expected range: 0.5218 5.0889
WIGOS AMDAR WIND VECTOR DIFF (M/S) VJGKJGJA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=26.5994, expected range: 0.0000 9.3600
WIGOS AMDAR WIND VECTOR DIFF (M/S) TYLKJGJA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=22.9972, expected range: 0.0000 7.9371
WIGOS AMDAR WIND VECTOR DIFF (M/S) GSHL3RJA PRESSURE LAYER 600-900 (HP : out of range
Severe: rms_fgdepar=39.0868, expected range: 0.0000 9.0714
WIGOS AMDAR WIND VECTOR DIFF (M/S) Y0ZHQVJA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=16.3887, expected range: 1.0183 5.1427
WIGOS AMDAR WIND VECTOR DIFF (M/S) K4G0GCRA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=21.9846, expected range: 0.5563 5.1461
WIGOS AMDAR WIND VECTOR DIFF (M/S) 1WQKJFRA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=19.6352, expected range: 0.0000 9.4076
WIGOS AMDAR WIND VECTOR DIFF (M/S) X3KKJGRA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=20.8747, expected range: 0.0000 7.1126
WIGOS AMDAR WIND VECTOR DIFF (M/S) 5KYWUWRA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=30.6833, expected range: 1.0017 5.2170
WIGOS AMDAR WIND VECTOR DIFF (M/S) W3OIB0ZA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=15.1652, expected range: 0.0000 6.7263
WIGOS AMDAR WIND VECTOR DIFF (M/S) GFJHR2ZA PRESSURE LAYER 600-900 (HP : out of range
Severe: rms_fgdepar=15.7341, expected range: 0.4531 5.5409
WIGOS AMDAR WIND VECTOR DIFF (M/S) BPFKGBZA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=18.1628, expected range: 0.0000 7.6784
WIGOS AMDAR WIND VECTOR DIFF (M/S) 23S0JFZA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=27.7321, expected range: 0.0000 7.0673
WIGOS AMDAR WIND VECTOR DIFF (M/S) HCQUOFZA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=15.2971, expected range: 0.0000 6.6226
WIGOS AMDAR WIND VECTOR DIFF (M/S) MHJIEPZA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=15.7885, expected range: 0.0000 6.6662
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0182 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=16.0860, expected range: 0.0000 11.0190
Severe: avg_pge=0.8547, expected range: -1.0646 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) WYY0JGJA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=15.7071, expected range: 0.0000 6.2406
WIGOS AMDAR TEMPERATURE (K) 23S0JFZA (2 pressure layers affected) : out of range
Severe: rms_fgdepar=6.9647, expected range: 0.0000 2.4017
WIGOS AMDAR TEMPERATURE (K) UX0KJGZA (2 pressure layers affected) : out of range
Severe: rms_fgdepar=6.4498, expected range: 0.0000 1.9974
WIGOS AMDAR TEMPERATURE (K) FUJEISZA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.4493, expected range: 0.0000 1.8548
WIGOS AMDAR TEMPERATURE (K) BBRUOHBA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.8019, expected range: 0.0000 2.2301
Severe: avg_pge=0.8430, expected range: -0.3839 0.6792
airep
AIREP WIND VECTOR DIFF (M/S) UAL1221 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.3768, expected range: 0.0000 8.6583
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: obs_number=2494.0000, expected range: 1260.5314 1364.9686
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 47587 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=17.4879, expected range: 0.0000 8.2705
Severe: avg_pge=0.8463, expected range: -0.1656 0.2842
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 41749 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8401, expected range: -0.5047 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=89.0000, expected range: 107.7874 174.9626
synop
BUFR LAND SYNOP RH2M (%) 81739 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: -2.0573 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24585 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8793, expected range: 0.0265 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71648 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9050, expected range: -1.4136 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 93792 : out of range
Severe: rms_fgdepar=420.1356, expected range: 0.0000 117.8026
Severe: avg_pge=0.8747, expected range: -0.6886 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
4 times in the last 10 days for at least one item
Severe: obs_number=115.0000, expected range: 253.9455 344.8045
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62212 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8054, expected range: -0.2081 0.7500
BUFR LAND SYNOP RH2M (%) 93339 : out of range
Severe: rms_fgdepar=35.4594, expected range: 0.0000 17.8886
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=0.8084, expected range: -1.5247 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71021 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=456.0125, expected range: 0.0000 385.8619
Severe: avg_pge=0.8941, expected range: -0.9880 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94102 : out of range
Severe: rms_fgdepar=313.8466, expected range: 0.0000 105.1501
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72332 : out of range
Severe: rms_fgdepar=373.5076, expected range: 0.0000 167.2667
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72432 : out of range
Severe: rms_fgdepar=322.2662, expected range: 0.0000 122.9490
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72334 : out of range
Severe: rms_fgdepar=308.9991, expected range: 0.0000 94.9596
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72435 : out of range
Severe: rms_fgdepar=477.1114, expected range: 0.0000 162.8021
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48438 : out of range
Severe: rms_fgdepar=364.8387, expected range: 0.0000 65.2497
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8214, expected range: -0.1202 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04339 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=323.9332, expected range: 0.0000 183.1244
AUTOMATIC LAND SYNOP RH2M (%) : out of range
4 times in the last 10 days for at least one item
Slight: obs_number=316.0000, expected range: 334.8849 430.6151
Considerable: obs_number=139.0000, expected range: 276.9622 465.2731
ship
AUTOMATIC SHIP SURFACE PRESSURE (PA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=771.0000, expected range: 1976.2935 2393.4565
SHIP WIND VECTOR DIFF (M/S) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.5211, expected range: -0.4707 7.7094
Severely_persistent: rms_fgdepar=14.5211, expected range: 0.3156 8.1618
Severely_persistent: avg_pge=0.8961, expected range: -0.2521 0.7500
SHIP SURFACE PRESSURE (PA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: obs_number=2.0000, expected range: 156.5601 318.5066
Severely_persistent: avg_fgdepar=-369.1887, expected range: -220.4103 206.0713
Severely_persistent: avg_pge=0.8133, expected range: -0.8411 0.7500
Severely_persistent: avg_fgdepar=-369.1887, expected range: -227.8700 210.6977
Severely_persistent: avg_pge=0.8133, expected range: -0.8503 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUCDE08 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8067, expected range: 0.4394 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LF4J : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9404, expected range: 0.7869 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LF4X : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8705, expected range: -0.3791 0.7500
All SHIP WIND VECTOR DIFF (M/S) North West Pacific : all data missing
Severe: obs_number=0, expected range: 63.65 248.08
SHIP SURFACE PRESSURE (PA) A8OR8 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8133, expected range: -1.0448 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602502 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9022, expected range: -1.2727 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401822 : out of range
Severe: rms_fgdepar=675.5679, expected range: 0.0000 321.1349
Severe: avg_pge=0.9143, expected range: -0.8834 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203715 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8541, expected range: -1.3245 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601519 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=435.0927, expected range: 0.0000 101.0596
metar
METAR SURFACE PRESSURE (PA) CZFA : out of range
Severe: rms_fgdepar=311.2551, expected range: 0.0000 161.7870
METAR SURFACE PRESSURE (PA) KNQA : out of range
Severe: rms_fgdepar=321.3086, expected range: 0.0000 146.3397
METAR SURFACE PRESSURE (PA) KMWA : out of range
Severe: rms_fgdepar=339.5438, expected range: 0.0000 106.1845
METAR SURFACE PRESSURE (PA) KOWB : out of range
Severe: rms_fgdepar=358.6076, expected range: 0.0000 114.4457
METAR SURFACE PRESSURE (PA) KMDH : out of range
Severe: rms_fgdepar=305.5454, expected range: 0.0000 91.0100
METAR SURFACE PRESSURE (PA) KMKL : out of range
Severe: rms_fgdepar=349.8072, expected range: 0.0000 149.2848
METAR SURFACE PRESSURE (PA) DNMN : out of range
Severe: rms_fgdepar=316.9688, expected range: 0.0000 112.3750
METAR SURFACE PRESSURE (PA) KOLV : out of range
Severe: rms_fgdepar=327.1681, expected range: 0.0000 112.3554
METAR SURFACE PRESSURE (PA) KEVV : out of range
Severe: rms_fgdepar=419.8167, expected range: 0.0000 107.7539
AUTOMATIC METAR SURFACE PRESSURE (PA) KM30 : out of range
Severe: rms_fgdepar=316.5121, expected range: 0.0000 134.2543
AUTOMATIC METAR SURFACE PRESSURE (PA) K2I0 : out of range
Severe: rms_fgdepar=327.1093, expected range: 0.0000 126.3531
AUTOMATIC METAR SURFACE PRESSURE (PA) KM02 : out of range
Severe: rms_fgdepar=306.0980, expected range: 0.0000 154.7591
AUTOMATIC METAR SURFACE PRESSURE (PA) KM54 : out of range
Severe: rms_fgdepar=334.2298, expected range: 0.0000 145.1862
AUTOMATIC METAR SURFACE PRESSURE (PA) KM25 : out of range
Severe: rms_fgdepar=325.3025, expected range: 0.0000 130.5908
AUTOMATIC METAR SURFACE PRESSURE (PA) K1M5 : out of range
Severe: rms_fgdepar=343.0947, expected range: 0.0000 152.4363
AUTOMATIC METAR SURFACE PRESSURE (PA) KHNB : out of range
Severe: rms_fgdepar=331.0371, expected range: 0.0000 114.2910
AUTOMATIC METAR SURFACE PRESSURE (PA) KEOD : out of range
Severe: rms_fgdepar=307.5157, expected range: 0.0000 162.2089
AUTOMATIC METAR SURFACE PRESSURE (PA) KAJG : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=307.7013, expected range: 0.0000 92.3127
AUTOMATIC METAR SURFACE PRESSURE (PA) KCUL : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=318.0350, expected range: 0.0000 84.9617
AUTOMATIC METAR SURFACE PRESSURE (PA) KMVN : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=302.2854, expected range: 0.0000 105.6188
AUTOMATIC METAR SURFACE PRESSURE (PA) KHOP : out of range
Severe: rms_fgdepar=330.6458, expected range: 0.0000 160.1953
AUTOMATIC METAR SURFACE PRESSURE (PA) KEHR : out of range
Severe: rms_fgdepar=364.7213, expected range: 0.0000 96.8868
AUTOMATIC METAR SURFACE PRESSURE (PA) KDYR : out of range
Severe: rms_fgdepar=381.6730, expected range: 0.0000 131.8373
AUTOMATIC METAR SURFACE PRESSURE (PA) KCKV : out of range
Severe: rms_fgdepar=335.2341, expected range: 0.0000 105.7763
AUTOMATIC METAR SURFACE PRESSURE (PA) KMAW : out of range
Severe: rms_fgdepar=323.0821, expected range: 0.0000 103.0588
AUTOMATIC METAR SURFACE PRESSURE (PA) KDCY : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=314.3024, expected range: 0.0000 93.2135
AUTOMATIC METAR SURFACE PRESSURE (PA) KUCY : out of range
Severe: rms_fgdepar=311.3844, expected range: 0.0000 151.8878
AUTOMATIC METAR SURFACE PRESSURE (PA) KCEY : out of range
Severe: rms_fgdepar=312.6597, expected range: 0.0000 119.1392
snow
MANUAL LAND SYNOP SNOW (CM) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.9292, expected range: -6.0492 3.3538
Slight: rms_fgdepar=224.6581, expected range: 0.0000 183.3000
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44232 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8115, expected range: 0.6217 0.9147
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8066, expected range: 0.4207 1.0638
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8451, expected range: 0.1566 1.1423
LAND TEMP 2M TEMPERATURE (K) 56137 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8669, expected range: 0.4990 1.0773
LAND TEMP 2M TEMPERATURE (K) 56029 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.9010, expected range: 0.6397 1.0492
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
3 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8161, expected range: -0.3671 1.3784
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 29674 : out of range
Severe: rms_fgdepar=10.9188, expected range: 0.0000 5.9194
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
3 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8213, expected range: -0.3576 1.3797
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71977 : out of range
3 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8335, expected range: -0.0811 1.2470
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
Severe: avg_est_pge=0.8142, expected range: -0.3950 1.2443
METAR 2M TEMPERATURE (K) PHLI : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4773, expected range: 0.0000 4.7567
BUFR LAND SYNOP 2M TEMPERATURE (K) 04121 : out of range
Severe: rms_fgdepar=16.8378, expected range: 0.0000 8.2154
Severe: avg_est_pge=0.8281, expected range: -0.4315 0.8221
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=92.0000, expected range: 133.7073 211.0705