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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2018-04-14 12:00

gpsro
COSMIC-1 rising RO bending angles 30-40 km : OutOfRange
1 times in the last 10 days for at least one item
Severely: avg_n_fg_depar=0, expected range: 0.05 0.41
Severely: stddev_n_fg_depar=1, expected range: 0.56 1.20
COSMIC-1 rising RO bending angles 40-50 km : OutOfRange
Severely: avg_n_fg_depar=0, expected range: -0.07 0.24
Severely: stddev_n_fg_depar=1, expected range: 0.22 0.84
COSMIC-6 rising RO bending angles 30-40 km : OutOfRange
Severely: stddev_n_fg_depar=1, expected range: 0.49 1.35
COSMIC-6 rising RO bending angles 40-50 km : OutOfRange
1 times in the last 10 days for at least one item
Severely: stddev_n_fg_depar=1, expected range: 0.04 1.07
All TERRA-SAR-X setting RO bending angles Missing
All TANDEM-X rising RO bending angles Missing
COSMIC-1 rising RO bending angles 20-30 km : OutOfRange
Considerably: avg_n_fg_depar=0, expected range: -0.23 0.13
mhs
METOP-B MHS 3 allsky radiances : OutOfRange
8 times in the last 10 days for at least one item
Slightly: avg(biascorr)=0, expected range: 0.40 0.60
NOAA-18 MHS 3 allsky radiances : OutOfRange
15 times in the last 10 days for at least one item
Slightly: avg(biascorr)=0, expected range: 0.33 0.54
Ozone
AURA OMI layer ozone, top pressure 1 : OutOfRange
Severely: count(*)=10157, expected range: 16900.00 25000.00
METOP-B GOME-2 layer ozone, top pressure 1 : OutOfRange
11 times in the last 10 days for at least one item
Slightly: stdev_fg_depar_du=5, expected range: 5.20 5.83
ssmis
DMSP-18 SSMIS 7 allsky radiances : OutOfRange
17 times in the last 10 days for at least one item
Severely: avg(biascorr)=5, expected range: 5.81 6.30
airep
NAX7001 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
2 times in the last 10 days for at least one item
Severely_persistent: freq(qc_pge)=51, expected range: 0.00 50.00
UAL50 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
Severely: rms(fg_depar)=13, expected range: 0.00 7.90
AFR356 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Severely: avg(fg_depar)=21, expected range: -0.53 5.80
Severely: rms(fg_depar)=21, expected range: 0.00 6.80
KLM641 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=88, expected range: 0.00 70.00
AAL151 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=83, expected range: 0.00 70.00
ACA851 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=75, expected range: 0.00 70.00
AAL91 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=77, expected range: 0.00 70.00
BAW102 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
2 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=100, expected range: 0.00 70.00
ACA883 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=80, expected range: 0.00 70.00
ACA825 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=90, expected range: 0.00 70.00
ACA865 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=87, expected range: 0.00 70.00
AAL47 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
2 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=91, expected range: 0.00 70.00
UAL919 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=85, expected range: 0.00 70.00
ACA859 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=84, expected range: 0.00 70.00
BAW99 AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=86, expected range: 0.00 70.00
BAW89P AIREP Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=93, expected range: 0.00 70.00
amdar
EU0850 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
Severely: avg(fg_depar)=6, expected range: 1.55 4.40
AU0173 AMDAR Wind Vector difference (m/s) 0 40000 : OutOfRange
Severely: avg(fg_depar)=8, expected range: -0.07 5.00
Severely: rms(fg_depar)=10, expected range: 0.00 5.90
QJXVFWZA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
Severely: avg(fg_depar)=9, expected range: 0.01 6.10
3MZ0GDBA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=1, expected range: 0.00 1.24
HR40JFBA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=4, expected range: 0.00 1.81
CXL0JFBA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.46
YYT0JHBA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.57
YORKJHBA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.51
EJKKJFJA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.51
T0QKJGJA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.87
0FVKJFRA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.46
IHNUOFRA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.04 1.23
X2Z0JGRA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.45
44W0GBZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=3, expected range: 0.00 1.17
TXS0GCZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=3, expected range: 0.00 1.76
0KMKJFZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.30
VIF0JGZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=3, expected range: 0.00 1.62
HML0JGZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.55
VBQ0JGZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: avg(fg_depar)=-2, expected range: -1.03 0.95
Severely: rms(fg_depar)=3, expected range: 0.00 1.97
UX0KJGZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.00 1.37
VDIKJGZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=3, expected range: 0.00 1.65
SDLKJGZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: avg(fg_depar)=-3, expected range: -1.52 1.29
Severely: rms(fg_depar)=4, expected range: 0.00 3.00
II1IEQZA 146 Temperature (k) 40000 70000 : OutOfRange
Severely: rms(fg_depar)=2, expected range: 0.05 1.20
EJKKJFJA 146 Temperature (k) 70000 101325 : OutOfRange
Severely: avg(fg_depar)=-2, expected range: -1.29 1.06
ADC0GDRA 146 Temperature (k) 70000 101325 : OutOfRange
Severely: avg(fg_depar)=-2, expected range: -1.13 0.97
T2KKGCZA 146 Temperature (k) 70000 101325 : OutOfRange
Severely: rms(fg_depar)=4, expected range: 0.16 2.80
SDLKJGZA 146 Temperature (k) 70000 101325 : OutOfRange
Severely: avg(fg_depar)=-2, expected range: -1.04 1.16
NTQKG1BA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=77, expected range: 0.00 70.00
3VVJM4BA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=71, expected range: 0.00 70.00
5B5F5EBA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=91, expected range: 0.00 70.00
N50KMEBA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=80, expected range: 0.00 70.00
I0X2MLBA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=83, expected range: 0.00 70.00
MTLYNMBA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=81, expected range: 0.00 70.00
HKMZCQBA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=100, expected range: 0.00 70.00
SOWYRQBA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=87, expected range: 0.00 70.00
EGOZLAJA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=86, expected range: 0.00 70.00
DA5UN3RA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=75, expected range: 0.00 70.00
ZTEIN5RA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=85, expected range: 0.00 70.00
XLOJMLZA 146 Wind Vector difference (m/s) 0 40000 : OutOfRange
2 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=92, expected range: 0.00 70.00
AU0167 AMDAR Temperature (k) 70000 101325 : OutOfRange
Considerably: freq(qc_pge)=77, expected range: 0.00 70.00
In-Situ measurements
All SYNOP Surface pressure (Pa) WMO BLOCK 92 0 0 Missing
All European Wind Profiler Wind Vector difference (m/s) WMO BLOCK 11 0 400 Missing
All AIREP Wind Vector difference (m/s) Asia 70000 101325 Missing
All AIREP Wind Vector difference (m/s) Indian Ocean 70000 101325 Missing
All Moored Buoy Surface pressure (Pa) WMO BLOCK 28 0 0 Missing
All PILOT Wind Vector difference (m/s) WMO BLOCK 80 0 40000 Missing
All TEMP Land Report Temperature (k) WMO BLOCK 73 0 40000 Missing
All TEMP Land Report Temperature (k) WMO BLOCK 73 40000 70000 Missing
All TEMP Land Report Temperature (k) WMO BLOCK 73 70000 101325 Missing
Japanese Wind Profiler Wind Vector difference (m/s) WMO BLOCK 47 0 400 : OutOfRange
2 times in the last 10 days for at least one item
Considerably: count(*)=1076, expected range: -470.00 650.00
Drifter Buoy Surface pressure (Pa) WMO BLOCK 14 0 0 : OutOfRange
2 times in the last 10 days for at least one item
Considerably: rms(fg_depar)=143, expected range: 4.10 99.00
SYNOP Surface pressure (Pa) WMO BLOCK 72 0 0 : OutOfRange
Slightly: rms(fg_depar)=110, expected range: 38.00 107.00
TEMP Land Report Temperature (k) WMO BLOCK 24 70000 101325 : OutOfRange
Slightly: rms(fg_depar)=4, expected range: 0.00 3.80
TEMP Land Report Temperature (k) WMO BLOCK 45 40000 70000 : OutOfRange
Slightly: avg(fg_depar)=0, expected range: -0.52 0.96
TEMP Land Report Temperature (k) WMO BLOCK 71 0 40000 : OutOfRange
Slightly: rms(fg_depar)=1, expected range: 0.93 1.59
TEMP Land Report Wind Vector difference (m/s) WMO BLOCK 71 0 40000 : OutOfRange
Slightly: avg(fg_depar)=4, expected range: 3.00 4.00
Slightly: rms(fg_depar)=4, expected range: 3.50 4.70
AMDAR Wind Vector difference (m/s) North America 70000 101325 : OutOfRange
Slightly: rms(fg_depar)=5, expected range: 1.66 5.10
METAR Surface pressure (Pa) North America 1 1 : OutOfRange
Slightly: rms(fg_depar)=95, expected range: 35.00 93.00
BUOYS
1400927 189 Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=140, expected range: 0.00 93.00
1400567 189 Surface pressure (Pa) : OutOfRange
2 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=100, expected range: 0.00 70.00
metar
KM30 METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=315, expected range: 0.00 173.00
K2I0 METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=286, expected range: 0.00 165.00
KM21 METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=237, expected range: 0.00 145.00
KM04 METAR Surface pressure (Pa) : OutOfRange
Severely: avg(fg_depar)=268, expected range: -110.00 140.00
Severely: rms(fg_depar)=325, expected range: 0.00 137.00
KM25 METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=326, expected range: 0.00 159.00
K4M9 METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=199, expected range: 0.00 132.00
K5M9 METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=238, expected range: 0.00 146.00
NSFA METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=254, expected range: 0.00 152.00
KHKA METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=293, expected range: 0.00 143.00
KBNA METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=231, expected range: 0.00 146.00
KFOA METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=245, expected range: 0.00 161.00
KNQA METAR Surface pressure (Pa) : OutOfRange
Severely: avg(fg_depar)=241, expected range: -148.00 106.00
Severely: rms(fg_depar)=314, expected range: 0.00 140.00
KUTA METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=304, expected range: 0.00 181.00
KIIB METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=198, expected range: 0.00 119.00
KHSB METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=254, expected range: 0.00 149.00
KOWB METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=238, expected range: 0.00 156.00
KFWC METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=222, expected range: 0.00 143.00
KHZD METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=222, expected range: 0.00 147.00
KPVE METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=232, expected range: 0.00 123.00
KFYE METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=255, expected range: 0.00 166.00
K3LF METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=193, expected range: 0.00 120.00
KLUG METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=208, expected range: 0.00 105.00
KPAH METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=263, expected range: 0.00 151.00
KMDH METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=249, expected range: 0.00 131.00
KSNH METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=250, expected range: 0.00 155.00
KCGI METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=230, expected range: 0.00 138.00
KSYI METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=208, expected range: 0.00 125.00
KSIK METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=291, expected range: 0.00 140.00
RJNK METAR Surface pressure (Pa) : OutOfRange
Severely: avg(fg_depar)=232, expected range: -186.00 60.00
KMKL METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=256, expected range: 0.00 127.00
SARL METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=267, expected range: 0.00 123.00
KMEM METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=275, expected range: 0.00 167.00
KCKM METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=257, expected range: 0.00 168.00
KAUM METAR Surface pressure (Pa) : OutOfRange
1 times in the last 10 days for at least one item
Severely: avg(fg_depar)=-427, expected range: -143.00 160.00
Severely: rms(fg_depar)=544, expected range: 0.00 149.00
KMVN METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=273, expected range: 0.00 159.00
KSLO METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=225, expected range: 0.00 136.00
KMXO METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=181, expected range: 0.00 116.00
KCIR METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=304, expected range: 0.00 157.00
KDYR METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=360, expected range: 0.00 145.00
KGZS METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=212, expected range: 0.00 141.00
MGGT METAR Surface pressure (Pa) : OutOfRange
1 times in the last 10 days for at least one item
Severely: rms(fg_depar)=226, expected range: 0.00 110.00
KPHT METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=249, expected range: 0.00 156.00
KCKV METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=224, expected range: 0.00 146.00
KOLV METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=248, expected range: 0.00 165.00
KMAW METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=278, expected range: 0.00 152.00
KVNW METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=166, expected range: 0.00 94.00
KFSW METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=221, expected range: 0.00 135.00
KCRX METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=232, expected range: 0.00 145.00
KCCY METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=222, expected range: 0.00 142.00
KUCY METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=299, expected range: 0.00 150.00
KCEY METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=288, expected range: 0.00 148.00
KOLZ METAR Surface pressure (Pa) : OutOfRange
Severely: rms(fg_depar)=235, expected range: 0.00 130.00
ship
C6TQ6 SHIP Report Surface pressure (Pa) : OutOfRange
Severely_persistent: freq(qc_pge)=51, expected range: 0.00 50.00
VROB9 SHIP Report Surface pressure (Pa) : OutOfRange
Severely_persistent: freq(qc_pge)=54, expected range: 0.00 50.00
42002 Automatic SHIP Report Wind Vector difference (m/s) : OutOfRange
Severely: rms(fg_depar)=7, expected range: 0.00 5.00
42045 Automatic SHIP Report Wind Vector difference (m/s) : OutOfRange
Severely: avg(fg_depar)=14, expected range: -3.60 8.00
Severely: rms(fg_depar)=15, expected range: 0.00 8.80
Considerably: freq(qc_pge)=100, expected range: 0.00 70.00
42361 Automatic SHIP Report Wind Vector difference (m/s) : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=81, expected range: 0.00 70.00
V7BY3 SHIP Report Wind Vector difference (m/s) : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=80, expected range: 0.00 70.00
ZCDI4 SHIP Report Wind Vector difference (m/s) : OutOfRange
7 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=100, expected range: 0.00 70.00
VTFG Automatic SHIP Report Surface pressure (Pa) : OutOfRange
8 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=100, expected range: 0.00 70.00
synop
40942 SYNOP Surface pressure (Pa) : OutOfRange
19 times in the last 10 days for at least one item
Severely_persistent: freq(qc_pge)=100, expected range: 0.00 50.00
72414 170 Surface pressure (Pa) : OutOfRange
Considerably: freq(qc_pge)=75, expected range: 0.00 70.00
71894 170 Surface pressure (Pa) : OutOfRange
1 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=100, expected range: 0.00 70.00
38836 SYNOP Surface pressure (Pa) : OutOfRange
5 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=75, expected range: 0.00 70.00
47639 Land Automatic Report Surface pressure (Pa) : OutOfRange
3 times in the last 10 days for at least one item
Considerably: freq(qc_pge)=100, expected range: 0.00 70.00
Radiosondes
72250 TEMP Land Report Wind Vector difference (m/s) 0 40000 : OutOfRange
Severely: rms(fg_depar)=14, expected range: 0.00 8.60
72357 TEMP Land Report Wind Vector difference (m/s) 0 40000 : OutOfRange
Severely: rms(fg_depar)=15, expected range: 0.00 10.30
42867 TEMP Land Report Temperature (k) 0 40000 : OutOfRange
Severely: rms(fg_depar)=5, expected range: 0.00 3.20
5QPW8XG 111 Q (g/kg) 0 40000 : OutOfRange
Severely: avg(fg_depar)=0, expected range: -0.00 0.00
Severely: rms(fg_depar)=0, expected range: 0.00 0.00
91680 TEMP Land Report Temperature (k) 70000 101325 : OutOfRange
Severely: rms(fg_depar)=3, expected range: 0.00 2.40
24125 TEMP Land Report Temperature (k) 70000 101325 : OutOfRange
Severely: rms(fg_depar)=9, expected range: 0.00 5.30
20744 TEMP Land Report Wind Vector difference (m/s) 0 40000 : OutOfRange
Considerably: freq(qc_pge)=80, expected range: 0.00 70.00
42369 TEMP Land Report Temperature (k) 70000 101325 : OutOfRange
Considerably: freq(qc_pge)=100, expected range: 0.00 70.00