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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-06-21 00:00

amsua
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1106, expected range: 0.1615 0.1989
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
2 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=0.6541, expected range: 0.5674 0.6314
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
Slight: stdev_norm_fgdepar=0.6502, expected range: 0.5852 0.6284
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
2 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=0.6518, expected range: 0.5772 0.6280
atms
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
1 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=0.4645, expected range: 0.3397 0.4160
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 7 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0051, expected range: 0.0044 0.0047
Atmospheric Motion Vector
AQUA MODIS CLEAR WV WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Considerable: obs_number=249.0000, expected range: 3.0309 98.3857
Geostationary CSR
HIMAWARI-8 AHI RADIANCES CHANNEL 3 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1468, expected range: -0.0493 0.0597
Radiosondes
HIGH RESO LAND TEMP TEMPERATURE (K) 51656 PRESSURE LAYER 900-1200 (HPA : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8911, expected range: -0.4818 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 25428 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=20.5405, expected range: 0.9807 3.2357
LAND TEMP WIND VECTOR DIFF (M/S) 32477 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8314, expected range: -0.6420 0.7500
LAND TEMP TEMPERATURE (K) 97502 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.0959, expected range: 1.0875 2.1557
LAND TEMP Q (G/KG) 28951 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.0945, expected range: 0.0000 0.7995
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 10.04 477.19
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 24 : all data missing
Severe: obs_number=0, expected range: 114.80 161.64
HIGH RESO LAND TEMP TEMPERATURE (K) 17281 PRESSURE LAYER 900-1200 (HPA : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9175, expected range: -0.6856 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 60390 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=11.5606, expected range: 0.0000 6.2899
Severe: avg_fgdepar=10.8528, expected range: -3.2386 2.6898
HIGH RESO LAND TEMP Q (G/KG) 72645 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.3349, expected range: 0.0000 1.7912
HIGH RESO LAND TEMP Q (G/KG) 11240 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.9876, expected range: 0.0000 1.4954
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=72.0000, expected range: 93.4645 100.5355
HIGH RESO SEA TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: rms_fgdepar=2.7677, expected range: 0.0000 1.9857
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU6611 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.8848, expected range: 0.0000 5.7505
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU1770 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=19.5923, expected range: 0.0000 6.0995
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0278 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.2258, expected range: 0.8384 5.7555
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0518 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0611, expected range: 0.0000 6.6413
Severe: avg_fgdepar=22.0611, expected range: -0.7741 5.3975
MODE-S WIND VECTOR DIFF (M/S) M338981 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.4852, expected range: 0.0000 4.0359
MODE-S WIND VECTOR DIFF (M/S) M45163F PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.5840, expected range: 0.0000 8.9523
MODE-S WIND VECTOR DIFF (M/S) MF32168 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.3840, expected range: 0.0000 5.5040
MODE-S WIND VECTOR DIFF (M/S) M4B95A5 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.6343, expected range: 0.0000 6.3249
MODE-S WIND VECTOR DIFF (M/S) M156F62 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.0720, expected range: 0.0000 6.8135
MODE-S WIND VECTOR DIFF (M/S) M69F202 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.3190, expected range: 0.0000 6.6803
MODE-S WIND VECTOR DIFF (M/S) M82EA21 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.1043, expected range: 0.0000 7.1297
ADS-C WIND VECTOR DIFF (M/S) 3RBE4SZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0739, expected range: 0.0000 19.0105
ADS-C WIND VECTOR DIFF (M/S) IHOICOZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.6596, expected range: 0.0000 14.6290
ADS-C WIND VECTOR DIFF (M/S) WPCKQNZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4817, expected range: 0.0000 9.2002
ADS-C WIND VECTOR DIFF (M/S) 1AQICMZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.8498, expected range: 0.0000 16.4031
ADS-C WIND VECTOR DIFF (M/S) CMJMNEZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.4616, expected range: 0.0000 17.5813
ADS-C WIND VECTOR DIFF (M/S) XJ1UIEZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.3823, expected range: 0.0000 27.6428
ADS-C WIND VECTOR DIFF (M/S) IEYF5URA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.9914, expected range: 0.0000 31.1883
ADS-C WIND VECTOR DIFF (M/S) 5YSSATRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.1515, expected range: 0.0000 9.4129
ADS-C WIND VECTOR DIFF (M/S) 5L3GKQRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.3277, expected range: 0.0000 19.0097
ADS-C WIND VECTOR DIFF (M/S) RJRAYBRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.5022, expected range: 0.0000 9.8575
ADS-C WIND VECTOR DIFF (M/S) FAKJG2RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.4888, expected range: 0.0000 11.8182
ADS-C WIND VECTOR DIFF (M/S) PHX132RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.2707, expected range: 0.0000 9.6139
ADS-C WIND VECTOR DIFF (M/S) JEZ0RUJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0323, expected range: 0.0000 17.1388
ADS-C WIND VECTOR DIFF (M/S) CQ4YCNJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.2026, expected range: 0.0000 12.1568
ADS-C WIND VECTOR DIFF (M/S) BZLSFFJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.8168, expected range: 0.0000 7.6734
ADS-C WIND VECTOR DIFF (M/S) SYSZC2JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.4946, expected range: 0.0000 10.3475
ADS-C WIND VECTOR DIFF (M/S) E3JGN1JA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.1301, expected range: 0.0000 17.0197
ADS-C WIND VECTOR DIFF (M/S) SOWYRQBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.8253, expected range: 0.0000 13.0220
ADS-C WIND VECTOR DIFF (M/S) N50KMEBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.9639, expected range: 0.3234 6.1732
ADS-C WIND VECTOR DIFF (M/S) U2VTZDBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.9339, expected range: 0.0000 16.0179
ADS-C WIND VECTOR DIFF (M/S) CKHSYBBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0793, expected range: 1.2584 6.4500
airep
AIREP WIND VECTOR DIFF (M/S) ETD47N PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.5380, expected range: 0.0000 19.8525
AIREP WIND VECTOR DIFF (M/S) RJA262N PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.8747, expected range: 0.0000 21.2041
AIREP WIND VECTOR DIFF (M/S) BAW99 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8642, expected range: -0.2529 0.3048
Severe: rms_fgdepar=27.6748, expected range: 0.0000 6.9520
Severe: avg_fgdepar=27.6748, expected range: -0.8911 6.2681
AIREP WIND VECTOR DIFF (M/S) UAL968 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7165, expected range: 0.0000 9.8603
AIREP WIND VECTOR DIFF (M/S) AAL48 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.2400, expected range: 0.0000 11.8534
AIREP WIND VECTOR DIFF (M/S) AAL46 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=33.9792, expected range: 0.0000 25.3824
AIREP WIND VECTOR DIFF (M/S) AAL754 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=38.7689, expected range: 0.0000 13.7299
Severe: avg_fgdepar=22.3354, expected range: -3.1074 10.9556
AIREP WIND VECTOR DIFF (M/S) ACA844 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.3231, expected range: 0.0000 10.6656
AIREP WIND VECTOR DIFF (M/S) KLM644 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.6251, expected range: 0.0000 30.9443
AIREP WIND VECTOR DIFF (M/S) UAL953 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.9445, expected range: 0.0000 8.8137
AIREP WIND VECTOR DIFF (M/S) UAL982 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.3709, expected range: 0.2058 7.6919
AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.3460, expected range: -28.2028 39.9545
AIREP WIND VECTOR DIFF (M/S) UAL262 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=40.8935, expected range: 0.0000 15.1807
Severe: avg_fgdepar=22.5370, expected range: -5.4457 10.9664
AIREP WIND VECTOR DIFF (M/S) UAL712 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=31.3126, expected range: 0.0000 21.1796
AIREP WIND VECTOR DIFF (M/S) AAL150 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.1719, expected range: 0.0000 23.6698
AIREP WIND VECTOR DIFF (M/S) UAL140 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.5803, expected range: 0.0000 14.4585
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 97096 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.9297, expected range: -0.5953 0.7500
Severe: rms_fgdepar=22.9080, expected range: 0.0000 7.8169
Severe: avg_fgdepar=22.9080, expected range: -0.5239 6.5089
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17656 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8233, expected range: 0.7778 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60471 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8486, expected range: 0.3359 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 43309 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=341.8090, expected range: 0.0000 137.2975
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41573 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=944.2633, expected range: 725.8667 973.8510
Severely_persistent: avg_fgdepar=943.7091, expected range: 731.7097 962.0933
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43359 : out of range
Severe: avg_pge=0.8067, expected range: -1.0696 0.7500
Severe: rms_fgdepar=313.4004, expected range: 0.0000 120.8599
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 61230 : out of range
Severe: avg_pge=0.8393, expected range: -1.1473 0.7500
MANUAL LAND SYNOP RH2M (%) 76040 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9353, expected range: -1.8335 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 38008 : out of range
Severe: rms_fgdepar=318.2911, expected range: 0.0000 108.2712
BUFR LAND SYNOP SURFACE PRESSURE (PA) 42077 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8932, expected range: -1.5475 0.7500
Severe: rms_fgdepar=553.6175, expected range: 0.0000 345.4553
Severe: avg_fgdepar=553.6175, expected range: -434.0625 341.6563
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71786 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8208, expected range: 0.4234 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 60395 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8831, expected range: -1.1822 0.7500
Severe: rms_fgdepar=357.8142, expected range: 0.0000 170.3088
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91841 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8874, expected range: -0.2316 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76311 : out of range
Severe: avg_pge=0.8589, expected range: -0.6992 0.7500
Severe: rms_fgdepar=418.9784, expected range: 46.7903 171.2649
BUFR LAND SYNOP SURFACE PRESSURE (PA) 12310 : out of range
Severe: avg_pge=0.8780, expected range: -0.1378 0.2043
Severe: rms_fgdepar=336.2983, expected range: 2.8905 47.2096
BUFR LAND SYNOP RH2M (%) 24871 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9140, expected range: -1.0646 0.7500
BUFR LAND SYNOP RH2M (%) 71221 : out of range
Severe: rms_fgdepar=33.8094, expected range: 0.0000 18.0813
BUFR LAND SYNOP RH2M (%) 76040 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -1.0264 0.7500
BUFR LAND SYNOP RH2M (%) 64040 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=58.3047, expected range: 30.2843 59.6765
Severe: avg_fgdepar=-58.3047, expected range: -59.6765 -30.2843
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) BAWPAEG : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=667.1555, expected range: 58.7353 873.9155
Severely_persistent: avg_fgdepar=667.1555, expected range: 37.9301 855.9102
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FSA9 : out of range
46 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8334, expected range: 0.4964 0.7500
Severely_persistent: rms_fgdepar=516.5787, expected range: 289.3261 881.5588
Severely_persistent: avg_fgdepar=-516.5787, expected range: -1017.9836 -101.7228
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 7JSY : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8648, expected range: -0.9330 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) H8EW : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9025, expected range: 0.5911 0.7500
Severe: rms_fgdepar=1051.5493, expected range: 0.0000 1829.8137
Severe: avg_fgdepar=1051.5493, expected range: -74.2957 1826.8960
BUFR SHIP SYNOP SURFACE PRESSURE (PA) UHXO : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8523, expected range: -1.6115 0.7500
Severe: rms_fgdepar=696.2555, expected range: 0.0000 1089.5441
Severe: avg_fgdepar=685.9281, expected range: -865.3882 1189.9466
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRVQ9 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8177, expected range: -0.4678 0.5278
Severe: rms_fgdepar=554.5734, expected range: -374.7069 492.8092
Severe: avg_fgdepar=554.5734, expected range: -334.3265 395.3126
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAPE7 : out of range
Severe: avg_pge=0.8133, expected range: -0.1530 0.7500
Severe: rms_fgdepar=527.4719, expected range: 0.0000 534.4916
Severe: avg_fgdepar=527.4719, expected range: -918.7271 974.8410
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4960 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8307, expected range: -1.2052 0.7500
Severe: rms_fgdepar=626.0911, expected range: 0.0000 762.2106
Severe: avg_fgdepar=626.0911, expected range: -621.8264 751.2874
buoy
MOORED BUOYS SURFACE PRESSURE (PA) 4600082 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8398, expected range: -0.9838 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5401774 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8804, expected range: -1.2243 0.7500
Severely_persistent: rms_fgdepar=570.5680, expected range: -1045.6252 1337.5004
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501671 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8894, expected range: -1.1924 0.7500
Severe: rms_fgdepar=549.1134, expected range: -354.6090 494.2678
Severe: avg_fgdepar=-547.7566, expected range: -298.8389 375.7763
metar
METAR SURFACE PRESSURE (PA) DAAY : out of range
Severe: rms_fgdepar=460.6638, expected range: 26.2746 212.3935
METAR SURFACE PRESSURE (PA) FNHU : out of range
Severe: rms_fgdepar=358.0019, expected range: 0.0000 182.3948
METAR SURFACE PRESSURE (PA) KSTC : out of range
Severe: rms_fgdepar=323.9262, expected range: 0.0000 166.0224
METAR SURFACE PRESSURE (PA) KMIC : out of range
Severe: rms_fgdepar=303.7501, expected range: 0.0000 162.1275
METAR SURFACE PRESSURE (PA) FQMA : out of range
Severe: rms_fgdepar=435.9538, expected range: 0.0000 107.9528
snow
BUFR LAND SYNOP SNOW (CM) _MI1067E : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.1694, expected range: 53.5055 64.0116
BUFR LAND SYNOP SNOW (CM) _MI1067E : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.0000, expected range: 52.7573 63.8046
BUFR LAND SYNOP SNOW (CM) _MI11588 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.6793, expected range: 29.6813 61.2961
BUFR LAND SYNOP SNOW (CM) _MI11588 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=61.6667, expected range: 29.4241 61.0750
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=772.8368, expected range: 772.3388 773.4057
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-772.8368, expected range: -773.4057 -772.3388
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.8482, expected range: 44.1263 64.6236
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.5000, expected range: 43.0609 63.2962
MANUAL LAND SYNOP SNOW (CM) 37531 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.0000, expected range: -2.9337 4.6538
BUFR LAND SYNOP SNOW (CM) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=258.8707, expected range: 489.6403 663.5011
Slight: avg_fgdepar=-29.7632, expected range: -124.2188 -56.4920
BUFR LAND SYNOP SNOW (CM) 01488 : out of range
Severe: rms_fgdepar=50.1597, expected range: 0.0000 80.4353
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.2201, expected range: 1.2898 22.5930
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI140F8 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=18.7732, expected range: 0.0000 12.4432
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI140F8 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=18.7664, expected range: -7.5160 12.0442
BUFR LAND SYNOP 2M TEMPERATURE (K) 14335 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=18.9472, expected range: 0.0000 20.3674
Severely_persistent: avg_fgdepar=-18.9472, expected range: -20.6369 13.7283
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71751 : out of range
Severe: rms_fgdepar=10.0132, expected range: 0.0000 5.3997
MANUAL LAND SYNOP 2M TEMPERATURE (K) 63340 : out of range
Severe: rms_fgdepar=14.7159, expected range: 0.0000 3.7740
Severe: avg_fgdepar=14.7159, expected range: -3.0628 1.2931
MANUAL LAND SYNOP 2M TEMPERATURE (K) 60220 : out of range
2 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8035, expected range: -0.0367 0.0447
Severe: rms_fgdepar=19.2976, expected range: 0.0000 2.6447
Severe: avg_fgdepar=-19.2976, expected range: -3.0452 2.9945
METAR 2M TEMPERATURE (K) KANE : out of range
Severe: rms_fgdepar=10.6309, expected range: 0.5942 4.6940
BUFR LAND SYNOP 2M TEMPERATURE (K) 60220 : out of range
2 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8042, expected range: -0.1694 0.2115
Severe: rms_fgdepar=19.3709, expected range: 0.0000 4.0165
Severe: avg_fgdepar=-19.3709, expected range: -4.5580 4.0086
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=62883.0000, expected range: 101940.4093 158272.8407
Slight: obs_number=10594.0000, expected range: 12048.6793 13639.0707
rh2m
MANUAL LAND SYNOP RH2M (%) 67731 : out of range
Severe: rms_fgdepar=32.4374, expected range: 0.0000 15.6142
METAR RH2M (%) KVVV : out of range
Severe: rms_fgdepar=34.4799, expected range: 1.7087 18.0053
BUFR LAND SYNOP RH2M (%) _MI154E9 : out of range
Severe: rms_fgdepar=38.5614, expected range: 0.0000 20.8789