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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2020-08-05 12:00

amsua
METOP-B AMSUA RADIANCES (10 channels affected) : out of range
Considerable: obs_number=1247.0000, expected range: 2750.5046 7756.0837
cris
NPP CRIS RADIANCES CHANNEL 106 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2399, expected range: 0.1970 0.2195
NPP CRIS RADIANCES CHANNEL 107 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1864, expected range: 0.1415 0.1561
NPP CRIS RADIANCES CHANNEL 108 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1440, expected range: 0.1005 0.1190
NPP CRIS RADIANCES CHANNEL 119 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1920, expected range: 0.1512 0.1678
NOAA20 CRIS RADIANCES CHANNEL 106 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2588, expected range: 0.2162 0.2383
NOAA20 CRIS RADIANCES CHANNEL 107 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2140, expected range: 0.1709 0.1852
NOAA20 CRIS RADIANCES CHANNEL 119 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1830, expected range: 0.1451 0.1564
NOAA20 CRIS RADIANCES CHANNEL 137 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0320, expected range: -0.0023 0.0165
NPP CRIS RADIANCES CHANNEL 137 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.0379, expected range: -0.0003 0.0223
NOAA20 CRIS RADIANCES (67 channels affected) : out of range
Considerable: obs_number=15067.0000, expected range: 19449.9686 26291.0213
NOAA20 CRIS RADIANCES CHANNEL 124 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.1350, expected range: 0.1032 0.1230
airs
AQUA AIRS RADIANCES CHANNEL 2164 : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 632.0227 2892.7939
Atmospheric Motion Vector
METEOSAT-8 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Slight: stdev_fgdepar=3.3381, expected range: 2.6012 3.0824
Radiosondes
LAND TEMP TEMPERATURE (K) 61660 PRESSURE LAYER 0-300 (HPA) : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4869, expected range: -40.2030 14.7488
Severely_persistent: rms_fgdepar=21.5642, expected range: 0.0000 50.7087
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=6.3485, expected range: -2.8536 13.9680
Severely_persistent: rms_fgdepar=6.3486, expected range: 0.0000 13.8681
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : missing
2 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 23.9072 652.0554
Severe: obs_number=0.0000, expected range: 71.8346 1146.3400
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 26 : all data missing
Severely_persistent: obs_number=0, expected range: 81.37 142.13
HIGH RESO SEA TEMP TEMPERATURE (K) (3 pressure layers affected) : missing
10 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 823.8658
LAND TEMP TEMPERATURE (K) 27730 PRESSURE LAYER 300-600 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.8153, expected range: 0.0000 3.8498
Severe: avg_pge=0.9031, expected range: -1.1310 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 21946 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=19.7960, expected range: 0.0000 8.1272
Severe: avg_pge=0.8434, expected range: -0.1506 0.1933
LAND TEMP WIND VECTOR DIFF (M/S) 72201 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=16.3476, expected range: 0.0000 4.6974
LAND TEMP WIND VECTOR DIFF (M/S) 43003 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=21.1744, expected range: -1.9793 8.2966
Severe: avg_pge=0.8972, expected range: -0.2599 0.5894
LAND TEMP Q (G/KG) 41024 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.9681, expected range: 0.0000 3.8819
LAND TEMP Q (G/KG) 41256 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.0533, expected range: 0.0000 7.0777
LAND TEMP Q (G/KG) 41217 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.0213, expected range: 0.0000 6.8433
HIGH RESO LAND TEMP TEMPERATURE (K) 13388 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=6.8553, expected range: 0.0000 1.9037
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-6.8000, expected range: -1.9583 2.1262
Severe: rms_fgdepar=6.8553, expected range: 0.0000 1.7865
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : missing
3 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 158.8931 215.1069
Severe: obs_number=0.0000, expected range: 0.0000 337.3732
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 89564 PRESSURE LAYER 900-12 : out of range
Severe: avg_pge=0.8710, expected range: -1.1691 0.7500
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=1.1686, expected range: 0.3821 0.7455
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 32.6293 854.0014
amdar
AMDAR TEMPERATURE (K) CNFKQP PRESSURE LAYER 600-900 (HPA) : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2014, expected range: -20.0034 6.1303
Severely_persistent: rms_fgdepar=14.4481, expected range: 0.0000 22.9238
AMDAR TEMPERATURE (K) CNFKQP (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9013, expected range: -0.3270 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) RAQGC5BA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2942, expected range: 0.2298 8.3055
WIGOS AMDAR WIND VECTOR DIFF (M/S) VJ3H1DBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=23.9380, expected range: -0.2267 6.2349
WIGOS AMDAR WIND VECTOR DIFF (M/S) VJ3H1DBA (2 pressure layers affecte : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.1963, expected range: 0.1660 6.3864
Severe: avg_pge=0.8804, expected range: -0.7813 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) XFQYEJJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.7338, expected range: 0.0000 8.2876
WIGOS AMDAR WIND VECTOR DIFF (M/S) 33ZYR4RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.8179, expected range: 0.0800 7.2491
WIGOS AMDAR WIND VECTOR DIFF (M/S) O2BYR4ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.1837, expected range: 0.0000 8.1342
WIGOS AMDAR WIND VECTOR DIFF (M/S) KAHCFEZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.0424, expected range: 0.0000 7.4739
WIGOS AMDAR WIND VECTOR DIFF (M/S) TH5UIJZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.3501, expected range: 0.0000 8.8788
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 98618 PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=31.7512, expected range: -33.8123 52.7304
Severely_persistent: rms_fgdepar=31.7512, expected range: 0.0000 52.2387
Severely_persistent: avg_pge=0.8333, expected range: -1.3443 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 97260 PRESSURE LAYER 900-1200 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8239, expected range: -0.3146 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 43003 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=17.8870, expected range: 0.0000 8.4693
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67781 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8343, expected range: 0.7518 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43012 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=674.5175, expected range: -1314.1442 1375.5740
Severely_persistent: rms_fgdepar=674.5175, expected range: 0.0000 577.4187
Severely_persistent: avg_pge=0.8990, expected range: 0.3032 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43083 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=837.0093, expected range: -939.6672 973.2027
Severely_persistent: rms_fgdepar=837.0093, expected range: 0.0000 704.1500
Severely_persistent: avg_pge=0.9247, expected range: -1.3201 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43029 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=669.2687, expected range: -330.7898 725.1057
Severely_persistent: rms_fgdepar=669.2687, expected range: 0.0000 613.1348
Severely_persistent: avg_pge=0.9162, expected range: -0.6813 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 55664 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-534.1117, expected range: -1771.2244 1116.1283
Severely_persistent: rms_fgdepar=554.2408, expected range: 0.0000 1876.9076
Severely_persistent: avg_pge=0.8448, expected range: -1.7058 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72327 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8784, expected range: 0.8597 0.7500
BUFR LAND SYNOP RH2M (%) 02102 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.6169, expected range: -73.6174 -34.9781
Severely_persistent: rms_fgdepar=55.6204, expected range: 35.1792 73.4766
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68832 : out of range
Severe: rms_fgdepar=320.6733, expected range: 0.0000 178.4962
Severe: avg_pge=0.8484, expected range: -0.7442 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42410 : out of range
Severe: rms_fgdepar=456.3406, expected range: 0.0000 247.1591
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43001 : out of range
Severe: rms_fgdepar=337.3762, expected range: 0.0000 184.2061
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 13591 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=544.0224, expected range: -118.2661 115.9676
Severe: rms_fgdepar=544.0224, expected range: -205.7130 308.0200
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 13592 : out of range
Severe: rms_fgdepar=493.3819, expected range: 0.0000 224.1104
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 72353 : out of range
Severe: avg_fgdepar=526.9839, expected range: -48.5892 166.4469
Severe: rms_fgdepar=526.9839, expected range: 0.0000 166.4469
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 72363 : out of range
Severe: rms_fgdepar=302.5910, expected range: 0.0000 119.8007
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 13493 : out of range
Severe: rms_fgdepar=414.0926, expected range: 0.0000 118.9767
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80214 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8185, expected range: 0.6952 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43354 : out of range
Severe: avg_pge=0.8419, expected range: -1.3057 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91425 : out of range
Severe: rms_fgdepar=354.0408, expected range: 0.0000 167.9319
Severe: avg_pge=0.8459, expected range: -0.5535 0.6622
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 13586 : out of range
Severe: rms_fgdepar=456.7198, expected range: 0.0000 170.7003
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 13397 : out of range
Severe: rms_fgdepar=399.8145, expected range: 0.0000 164.5467
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 13388 : out of range
Severe: rms_fgdepar=300.6773, expected range: 0.0000 115.9381
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 13588 : out of range
Severe: rms_fgdepar=353.8859, expected range: 0.0000 201.1452
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42498 : out of range
Severe: rms_fgdepar=643.9649, expected range: 0.0000 109.5749
MANUAL LAND SYNOP RH2M (%) 13591 : out of range
Severe: rms_fgdepar=44.4940, expected range: 0.0000 7.1377
MANUAL LAND SYNOP RH2M (%) 41891 : out of range
Severe: rms_fgdepar=33.4404, expected range: 0.0000 16.6263
MANUAL LAND SYNOP RH2M (%) 83363 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8465, expected range: -1.0401 0.7500
MANUAL LAND SYNOP RH2M (%) 43324 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9976, expected range: -1.2913 0.7500
MANUAL LAND SYNOP RH2M (%) 41685 : out of range
Severe: rms_fgdepar=47.7018, expected range: 0.0000 25.5703
MANUAL LAND SYNOP RH2M (%) 42237 : out of range
Severe: avg_pge=0.8484, expected range: -0.0200 0.0300
MANUAL LAND SYNOP RH2M (%) 84658 : out of range
Severe: rms_fgdepar=35.6632, expected range: 0.0000 12.9377
Severe: avg_pge=0.8542, expected range: 0.0003 0.0058
BUFR LAND SYNOP SURFACE PRESSURE (PA) 42410 : out of range
Severe: rms_fgdepar=518.8921, expected range: 0.0000 267.1126
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29752 : out of range
Severe: rms_fgdepar=398.0034, expected range: 0.0000 214.1443
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13384 : out of range
Severe: rms_fgdepar=379.7379, expected range: 0.0000 113.6007
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13397 : out of range
Severe: rms_fgdepar=329.8330, expected range: 0.0000 159.9256
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21978 : out of range
Severe: rms_fgdepar=341.0834, expected range: 0.0000 94.1657
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13388 : out of range
Severe: rms_fgdepar=379.0882, expected range: 18.4748 61.9876
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13279 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=335.6435, expected range: 0.0000 173.9869
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13389 : out of range
Severe: rms_fgdepar=374.7142, expected range: 0.0000 94.1408
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=168.4914, expected range: -38.2543 65.5362
Severe: rms_fgdepar=216.0499, expected range: 28.9019 90.7992
Considerable: obs_number=119.0000, expected range: 129.2204 136.7796
BUFR LAND SYNOP RH2M (%) 40400 : out of range
Severe: avg_pge=0.8452, expected range: -0.0715 0.1008
BUFR LAND SYNOP RH2M (%) 51656 : out of range
Severe: avg_pge=0.9439, expected range: -0.3208 0.4697
BUFR LAND SYNOP RH2M (%) 61499 : out of range
Severe: avg_fgdepar=50.0362, expected range: -9.7833 34.7944
Severe: rms_fgdepar=50.0362, expected range: 0.0000 35.0530
Severe: avg_pge=0.9996, expected range: -0.9943 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: rms_fgdepar=202.6759, expected range: 14.7849 130.8200
ship
SHIP SURFACE PRESSURE (PA) V7FF3 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1020.7963, expected range: 671.7653 1268.6929
Severely_persistent: rms_fgdepar=1020.7963, expected range: 671.7653 1268.6929
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7FF3 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1020.7963, expected range: 671.7653 1268.6929
Severely_persistent: rms_fgdepar=1020.7963, expected range: 671.7653 1268.6929
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FVW3 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8042, expected range: 0.6967 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRJT5 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=901.5039, expected range: -1273.9469 1865.6728
Severely_persistent: rms_fgdepar=901.5039, expected range: 0.0000 1809.3711
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WGAE : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=530.9759, expected range: -504.1040 569.2242
Severely_persistent: rms_fgdepar=533.0061, expected range: 0.0000 551.9790
Severely_persistent: avg_pge=0.8035, expected range: -0.8659 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 2IYH2 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8673, expected range: 0.3186 0.7500
AUTOMATIC SHIP SURFACE PRESSURE (PA) AMOUK49 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=479.4222, expected range: 0.0000 122.4452
SHIP SURFACE PRESSURE (PA) VRJT5 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=901.5039, expected range: -2340.9912 2686.7057
Severe: rms_fgdepar=901.5039, expected range: 0.0000 1949.1688
SHIP SURFACE PRESSURE (PA) VRPT5 : out of range
Severe: avg_fgdepar=-1126.1678, expected range: -751.0883 485.9499
Severe: rms_fgdepar=1126.1678, expected range: 0.0000 694.6292
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRPT5 : out of range
Severe: avg_fgdepar=-1126.1678, expected range: -631.4899 524.8034
Severe: rms_fgdepar=1126.1678, expected range: 0.0000 499.7754
Severe: avg_pge=0.9219, expected range: -0.7340 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9926 : out of range
Severe: avg_fgdepar=-992.7435, expected range: -1214.6987 957.1537
Severe: rms_fgdepar=992.7435, expected range: 0.0000 833.1883
Severe: avg_pge=0.9083, expected range: -0.9777 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK49 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=447.1456, expected range: 0.0000 126.5323
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRQK3 : out of range
Severe: rms_fgdepar=19.3078, expected range: 0.1802 7.0148
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4801670 : out of range
Severe: avg_fgdepar=-594.4252, expected range: -1108.5499 1165.6549
Severe: rms_fgdepar=599.5230, expected range: 0.0000 1014.5305
Severe: avg_pge=0.9090, expected range: -0.7921 0.7500
metar
METAR SURFACE PRESSURE (PA) LYNI : out of range
Severe: rms_fgdepar=397.9257, expected range: 0.0000 98.9246
METAR SURFACE PRESSURE (PA) LWSK : out of range
Severe: rms_fgdepar=379.2105, expected range: 0.0000 203.4408
METAR SURFACE PRESSURE (PA) SBRP : out of range
Severe: rms_fgdepar=483.2589, expected range: 0.0000 127.3151
METAR SURFACE PRESSURE (PA) FQTT : out of range
Severe: rms_fgdepar=361.7899, expected range: 0.0000 199.8415
METAR SURFACE PRESSURE (PA) SUDU : out of range
Severe: rms_fgdepar=307.2569, expected range: 0.0000 102.7017
AUTOMATIC METAR SURFACE PRESSURE (PA) KPWA : out of range
Severe: rms_fgdepar=366.9867, expected range: 0.0000 180.3918
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89504 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8077, expected range: 0.1688 1.2575
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89625 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3438, expected range: -15.6114 1.1342
Severely_persistent: rms_fgdepar=12.3453, expected range: 0.0000 15.7224
Severely_persistent: avg_est_pge=0.8514, expected range: 0.0847 1.2538
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8399, expected range: 0.0985 1.1995
MANUAL LAND SYNOP 2M TEMPERATURE (K) 89504 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8123, expected range: 0.1302 1.3232
LAND TEMP 2M TEMPERATURE (K) 72376 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8324, expected range: -0.3695 1.3525
BUFR LAND SYNOP 2M TEMPERATURE (K) 89504 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8089, expected range: 0.1601 1.2661
BUFR LAND SYNOP 2M TEMPERATURE (K) 27415 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.9630, expected range: -20.4994 -11.6610
Severely_persistent: rms_fgdepar=19.9630, expected range: 11.9884 20.9130
BUFR LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8413, expected range: 0.1288 1.1851
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40766 : out of range
Severe: rms_fgdepar=10.6380, expected range: 0.4172 5.1118
METAR 2M TEMPERATURE (K) RKNY : out of range
Severe: rms_fgdepar=13.7138, expected range: 0.0000 4.5030
BUFR LAND SYNOP 2M TEMPERATURE (K) 89625 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4014, expected range: -15.6716 1.0907
Severe: rms_fgdepar=12.4029, expected range: 0.0000 15.7794
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 94461 : out of range
Severe: rms_fgdepar=35.4991, expected range: 0.0000 17.4574