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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-11 00:00

amsua
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
Severe: avg_biascorr=0.1333, expected range: 0.0671 0.1027
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
Severe: avg_biascorr=-0.3082, expected range: -0.2809 -0.2662
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
Considerable: avg_biascorr=0.2131, expected range: 0.2391 0.2749
cris
NOAA20 CRIS RADIANCES (23 channels affected) : out of range
Slight: obs_number=21409.0000, expected range: 23000.8359 23254.4582
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
Severe: avg_biascorr=0.5201, expected range: 0.6164 0.6701
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: obs_number=6179.0000, expected range: 7907.5258 8034.5730
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: obs_number=5261.0000, expected range: 6688.3813 6783.0411
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 13 : out of range
Severe: avg_biascorr=-0.1856, expected range: 1.5909 2.5158
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
Severe: avg_biascorr=1.3902, expected range: 4.0758 4.9579
FY-3D MWHS2 ALLSKY RADIANCES (5 channels affected) : out of range
Considerable: obs_number=15643.0000, expected range: 16761.4284 19371.6878
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 3 : out of range
Slight: obs_number=50912.0000, expected range: 52742.5027 59869.4973
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
Slight: obs_number=50912.0000, expected range: 52742.3190 59869.9310
atms
NPP ATMS RADIANCES CHANNEL 6 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0733, expected range: 0.0998 0.1176
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3000, expected range: -0.2562 -0.2381
NPP ATMS RADIANCES (15 channels affected) : out of range
Considerable: obs_number=17331.0000, expected range: 20236.2558 24782.8692
NOAA20 ATMS RADIANCES (15 channels affected) : out of range
Considerable: obs_number=16580.0000, expected range: 20669.4923 24989.6327
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
Considerable: avg_biascorr=-0.5269, expected range: -0.3977 -0.2079
gpsro
COSMIC2-E3 GPSRO RISING (22 impact heights affected) : out of range
Considerable: obs_number=1431.0000, expected range: 1662.5375 2534.4625
COSMIC2-E2 GPSRO SETTING HEIGHT 46-48 KM : out of range
Slight: stdev_norm_fgdepar=0.7941, expected range: 0.4347 0.7163
mwri
FY-3D MWRI RADIANCES CHANNEL 5 : out of range
Considerable: obs_number=12125.0000, expected range: 13114.8761 16991.7489
FY-3D MWRI RADIANCES CHANNEL 6 : out of range
Considerable: obs_number=12086.0000, expected range: 13069.6196 16979.8804
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.6118, expected range: 0.1461 0.3333
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1928, expected range: -25.2098 9.8018
Severely_persistent: rms_fgdepar=15.2357, expected range: 0.0000 24.5487
Severely_persistent: avg_pge=0.9474, expected range: -0.1782 0.7500
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8899, expected range: -0.5079 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8491, expected range: -0.6351 0.7500
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 400.70
LAND TEMP TEMPERATURE (K) 36003 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=9.2719, expected range: 0.1702 5.8320
Severe: avg_pge=0.8893, expected range: -0.4229 0.7500
LAND TEMP TEMPERATURE (K) 31004 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.8431, expected range: 0.0000 6.6046
Severe: avg_pge=0.8642, expected range: -0.9184 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 40394 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=20.9430, expected range: 0.0000 7.1974
HIGH RESO LAND TEMP TEMPERATURE (K) 51644 PRESSURE LAYER 900-1200 (HPA : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-9.0389, expected range: -10.0008 -1.9248
Severe: rms_fgdepar=9.0389, expected range: 1.9248 10.0008
HIGH RESO LAND TEMP TEMPERATURE (K) 71964 PRESSURE LAYER 900-1200 (HPA : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-11.2889, expected range: -5.7305 3.7900
Severe: rms_fgdepar=11.2889, expected range: 0.0000 6.4082
Severe: avg_pge=0.9333, expected range: -1.0959 0.7500
All HIGH RESO SEA TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 27.60 149.40
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=112.0000, expected range: 71.3955 98.3545
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=426.0000, expected range: 364.7146 387.0354
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=191.0000, expected range: 264.3615 293.6385
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=947.0000, expected range: 15.3320 387.2627
amdar
AMDAR WIND VECTOR DIFF (M/S) JP9Z4V5Z PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.4628, expected range: 0.0000 7.7135
ADS-C WIND VECTOR DIFF (M/S) D4WXUJBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7831, expected range: 0.0000 17.7876
airep
AIREP WIND VECTOR DIFF (M/S) WJA1863 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.3020, expected range: 0.0000 15.2418
AIREP WIND VECTOR DIFF (M/S) UAL1219 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.5793, expected range: 0.3909 8.2580
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 40394 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=20.5251, expected range: 0.0000 7.8288
LAND PILOT WIND VECTOR DIFF (M/S) 42647 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8952, expected range: -1.6084 0.7500
synop
AUTOMATIC LAND SYNOP RH2M (%) 38345 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.8837, expected range: -55.5511 114.6443
Severely_persistent: rms_fgdepar=57.8837, expected range: 0.0000 114.6443
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-685.0469, expected range: -241.8164 233.7562
Severely_persistent: rms_fgdepar=685.5087, expected range: 0.0000 225.5620
Severely_persistent: avg_pge=0.9172, expected range: -1.0949 0.7500
BUFR LAND SYNOP RH2M (%) 94463 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9949, expected range: -1.7822 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 36341 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=377.8532, expected range: 1.8481 148.4178
Severe: avg_pge=0.8868, expected range: -0.8602 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 35475 : out of range
Severe: avg_fgdepar=-597.1412, expected range: -14.5424 109.3368
Severe: rms_fgdepar=597.1412, expected range: 0.0000 113.8854
Severe: avg_pge=0.9360, expected range: -0.1380 0.1651
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 36197 : out of range
Severe: avg_fgdepar=-599.3692, expected range: -112.5558 109.7148
Severe: rms_fgdepar=612.8877, expected range: 0.0000 106.4091
Severe: avg_pge=0.9354, expected range: -0.2055 0.2585
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 38018 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=765.9874, expected range: -79.8536 39.3672
Severe: rms_fgdepar=765.9874, expected range: 0.0000 83.5575
Severe: avg_pge=0.9447, expected range: -0.4708 0.5776
MANUAL LAND SYNOP RH2M (%) 16084 : out of range
Severe: avg_fgdepar=50.5407, expected range: -19.9410 44.0553
Severe: rms_fgdepar=50.6744, expected range: 0.0000 44.0086
Severe: avg_pge=0.8593, expected range: -0.0143 0.0254
MANUAL LAND SYNOP RH2M (%) 67867 : out of range
Severe: rms_fgdepar=42.3401, expected range: 0.0000 20.0034
MANUAL LAND SYNOP RH2M (%) 38328 : out of range
Severe: rms_fgdepar=50.6695, expected range: 0.0000 38.3926
MANUAL LAND SYNOP RH2M (%) 94679 : out of range
Severe: avg_pge=0.9997, expected range: -1.4192 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 47050 : out of range
Severe: avg_pge=0.8319, expected range: -0.4645 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 47061 : out of range
Severe: avg_fgdepar=-685.7608, expected range: -166.5007 157.8502
Severe: rms_fgdepar=693.7438, expected range: 0.0000 267.5467
Severe: avg_pge=0.9146, expected range: -0.4914 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35361 : out of range
Severe: rms_fgdepar=470.9928, expected range: 0.0000 203.8433
Severe: avg_pge=0.8772, expected range: -0.6592 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60732 : out of range
Severe: rms_fgdepar=369.1252, expected range: 3.6567 89.2577
Severe: avg_pge=0.8095, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36982 : out of range
Severe: avg_fgdepar=660.7499, expected range: -7.1926 269.1848
Severe: rms_fgdepar=835.3118, expected range: 0.0000 273.5029
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35078 : out of range
Severe: rms_fgdepar=338.8841, expected range: 0.0000 120.9298
BUFR LAND SYNOP RH2M (%) 95628 : out of range
Severe: avg_pge=0.9987, expected range: -1.1303 0.7500
BUFR LAND SYNOP RH2M (%) 94679 : out of range
Severe: avg_pge=0.9999, expected range: -1.4473 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48390 : out of range
Severe: rms_fgdepar=319.3158, expected range: 7.0339 145.8039
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48991 : out of range
Severe: rms_fgdepar=403.3543, expected range: 0.0000 166.0030
Severe: avg_pge=0.8517, expected range: -0.2465 0.3188
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14562 : out of range
Severe: rms_fgdepar=394.6241, expected range: 0.0000 296.8722
Severe: avg_pge=0.8861, expected range: -1.1520 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16243 : out of range
Severe: rms_fgdepar=496.2139, expected range: 0.0000 119.7920
BUFR LAND SYNOP SURFACE PRESSURE (PA) 70414 : out of range
Severe: rms_fgdepar=361.5769, expected range: 0.0000 165.1502
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48425 : out of range
Severe: rms_fgdepar=389.9979, expected range: 0.0000 119.5946
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48426 : out of range
Severe: rms_fgdepar=421.0318, expected range: 0.0000 137.6185
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33646 : out of range
Severe: rms_fgdepar=520.3658, expected range: 0.0000 188.7349
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=167.0000, expected range: 129.7978 136.8689
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46183 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8744, expected range: -0.6922 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRGW2 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-585.4124, expected range: -743.6190 644.4246
Severely_persistent: rms_fgdepar=585.4124, expected range: -534.7942 702.2999
Severely_persistent: avg_pge=0.8294, expected range: -1.2653 0.7500
SHIP SURFACE PRESSURE (PA) WHRN : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-512.6138, expected range: -613.1596 557.5864
Severe: rms_fgdepar=713.4627, expected range: -712.1568 1013.0387
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDH7560 : out of range
Severe: avg_fgdepar=-662.0253, expected range: -449.1583 314.5110
Severe: rms_fgdepar=662.0253, expected range: 0.0000 363.4143
Severe: avg_pge=0.8671, expected range: -0.6902 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5244 : out of range
Severe: avg_fgdepar=-1413.9460, expected range: -228.3169 182.4147
Severe: rms_fgdepar=1413.9460, expected range: 0.0000 246.3676
Severe: avg_pge=0.9365, expected range: -0.4222 0.4986
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PHET : out of range
Severe: rms_fgdepar=351.3068, expected range: 0.0000 140.4149
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4802552 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-753.4430, expected range: -781.0897 931.8999
Severely_persistent: rms_fgdepar=754.1099, expected range: -665.9614 913.2953
Severely_persistent: avg_pge=0.9294, expected range: -1.1406 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301611 : out of range
Severe: avg_fgdepar=-652.6627, expected range: -171.8391 181.3455
Severe: rms_fgdepar=654.7279, expected range: 0.0000 155.9763
Severe: avg_pge=0.9173, expected range: -0.6252 0.7162
DRIFTING BUOYS SURFACE PRESSURE (PA) 1601574 : out of range
Severe: rms_fgdepar=327.5546, expected range: 0.0000 55.6059
metar
METAR SURFACE PRESSURE (PA) HEOC : out of range
Severe: rms_fgdepar=390.5372, expected range: 9.3701 201.0734
METAR SURFACE PRESSURE (PA) SEGS : out of range
Severe: avg_fgdepar=969.3644, expected range: -217.8488 286.1763
Severe: rms_fgdepar=969.3644, expected range: 0.0000 205.0660
Severe: avg_pge=0.8972, expected range: -0.1683 0.2095
METAR SURFACE PRESSURE (PA) ENBV : out of range
Severe: rms_fgdepar=334.7116, expected range: 0.0000 169.1274
METAR SURFACE PRESSURE (PA) PASY : out of range
Severe: rms_fgdepar=511.9532, expected range: 0.0000 265.6009
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-115.6326, expected range: -122.4439 -78.7516
Severely_persistent: rms_fgdepar=115.6326, expected range: 78.7516 122.4439
MANUAL LAND SYNOP SNOW (CM) 11110 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-84.6391, expected range: -90.6877 -61.7587
Severely_persistent: rms_fgdepar=84.6391, expected range: 56.3539 92.3857
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=73.7629, expected range: 58.0527 71.1655
Severely_persistent: rms_fgdepar=73.7629, expected range: 58.0527 71.1655
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-138.1448, expected range: -152.5565 -89.3631
Severely_persistent: rms_fgdepar=138.1448, expected range: 89.3631 152.5565
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-91.0868, expected range: -95.9095 -76.5483
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=91.0929, expected range: 76.5453 95.9414
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.6188, expected range: -73.8208 -56.1562
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.6235, expected range: 56.1718 73.8256
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.8201, expected range: -62.0202 -43.1378
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.8201, expected range: 43.1485 62.0205
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-80.4731, expected range: -88.2363 -69.4188
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=80.4748, expected range: 69.4226 88.2472
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-83.2349, expected range: -104.8445 -73.3552
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=83.2359, expected range: 73.3808 104.8476
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=73.8889, expected range: 58.2041 71.2839
Severely_persistent: rms_fgdepar=73.8889, expected range: 58.2041 71.2839
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-100.8315, expected range: -58.3441 -48.0433
Severely_persistent: rms_fgdepar=100.8315, expected range: 48.0433 58.3441
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-70.5695, expected range: -86.2387 -56.5052
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=70.5712, expected range: 56.5184 86.2378
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.9071, expected range: -71.6097 -50.2001
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.9101, expected range: 50.2084 71.6273
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=-109.4688, expected range: -138.3475 -68.5361
Severely_persistent: rms_fgdepar=109.4690, expected range: 68.6430 138.2976
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-90.3273, expected range: -87.7624 -58.5751
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=90.3324, expected range: 58.5762 87.8217
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.8640, expected range: 47.8726 67.8679
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.8655, expected range: 47.8743 67.8751
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.0251, expected range: -57.5812 -49.7828
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.0315, expected range: 49.8016 57.5833
BUFR LAND SYNOP SNOW (CM) 47067 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.3217, expected range: 99.2875 99.9674
Severely_persistent: rms_fgdepar=99.3224, expected range: 99.2875 99.9674
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.7537, expected range: -55.8527 -40.9942
Severely_persistent: rms_fgdepar=50.7538, expected range: 40.9987 55.8521
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.9589, expected range: -82.4148 -65.5801
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=69.9711, expected range: 65.6123 82.3986
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.9161, expected range: 44.5259 66.2779
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.9193, expected range: 44.5560 66.3038
BUFR LAND SYNOP SNOW (CM) 47039 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=96.1467, expected range: 92.4105 100.5009
Severely_persistent: rms_fgdepar=96.1475, expected range: 92.4108 100.5009
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-64.4020, expected range: -77.6371 -30.9637
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=64.4021, expected range: 30.9673 77.6358
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.1885, expected range: -82.3961 -63.6477
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=77.1907, expected range: 63.6436 82.4307
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.9111, expected range: -62.1691 -48.2604
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.9112, expected range: 48.3273 62.1196
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.5448, expected range: -87.2431 -69.8879
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=82.5491, expected range: 69.8933 87.2426
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.5022, expected range: -71.1258 -50.3312
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.5057, expected range: 50.3443 71.1533
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-80.4421, expected range: -81.1947 -65.0400
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=80.4460, expected range: 65.0615 81.2038
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.2329, expected range: -74.6871 -64.5326
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.2410, expected range: 64.5535 74.6939
BUFR LAND SYNOP SNOW (CM) 47065 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=99.4333, expected range: 99.9054 100.0628
Severe: rms_fgdepar=99.4333, expected range: 99.9054 100.0628
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=55.1720, expected range: 36.1357 55.8558
Severe: rms_fgdepar=55.1720, expected range: 36.1357 55.8558
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
Severe: avg_fgdepar=50.4279, expected range: 20.8992 54.5446
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
Severe: rms_fgdepar=50.4324, expected range: 20.9151 54.5682
BUFR LAND SYNOP SNOW (CM) 08919 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.3531, expected range: 0.0000 9.4187
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2306, expected range: -15.4852 10.3689
Severely_persistent: rms_fgdepar=13.4849, expected range: 0.0000 15.8157
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22912 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1846, expected range: -7.1063 4.8752
Severely_persistent: rms_fgdepar=14.2095, expected range: 0.0000 7.1980
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2113, expected range: -15.7530 -2.7198
Severely_persistent: rms_fgdepar=14.3337, expected range: 3.8654 15.0199
METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=15.1561, expected range: 10.9940 20.8717
Severely_persistent: rms_fgdepar=15.1968, expected range: 11.0092 20.9765
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5459, expected range: -15.3757 -4.1899
Severely_persistent: rms_fgdepar=15.5459, expected range: 4.1899 15.3757
BUFR LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2524, expected range: -15.6379 10.3881
Severely_persistent: rms_fgdepar=13.5086, expected range: 0.0000 16.0015
BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2505, expected range: -15.8437 -2.7524
Severely_persistent: rms_fgdepar=14.3732, expected range: 3.8803 15.1238
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2049, expected range: -17.0484 -11.2807
Severely_persistent: rms_fgdepar=14.3126, expected range: 11.5412 17.2119
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 36341 : out of range
Severe: rms_fgdepar=11.2379, expected range: 0.0000 5.8767
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 35391 : out of range
Severe: avg_fgdepar=19.5989, expected range: -7.4625 1.4936
Severe: rms_fgdepar=19.5989, expected range: 0.0000 8.1624
Severe: avg_est_pge=0.8063, expected range: -0.2484 0.5201
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71222 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7982, expected range: -13.8235 13.7057
Severe: rms_fgdepar=12.8108, expected range: 0.0000 9.4145
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 35182 : out of range
Severe: avg_fgdepar=15.9723, expected range: -5.8580 3.7244
Severe: rms_fgdepar=15.9723, expected range: 0.0000 5.7501
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 35183 : out of range
Severe: avg_fgdepar=12.9590, expected range: -4.9859 0.7949
Severe: rms_fgdepar=14.0975, expected range: 0.0000 5.1124
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 35345 : out of range
Severe: avg_fgdepar=12.0652, expected range: -8.4361 4.1969
Severe: rms_fgdepar=12.0652, expected range: 0.0000 8.2213
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 35475 : out of range
Severe: avg_fgdepar=15.5817, expected range: -5.4526 3.9395
Severe: rms_fgdepar=15.5817, expected range: 0.0000 4.5051
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 28776 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.5341, expected range: -6.8779 2.0229
Severe: rms_fgdepar=14.6113, expected range: 0.0000 7.1578
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 28976 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.4271, expected range: -5.2564 4.7753
Severe: rms_fgdepar=12.4528, expected range: 0.2258 4.0024
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71686 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8454, expected range: -13.9725 13.6269
Severe: rms_fgdepar=12.8605, expected range: 0.0000 9.2163
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 36197 : out of range
Severe: avg_fgdepar=12.3298, expected range: -5.4067 4.9985
Severe: rms_fgdepar=12.5517, expected range: 0.5459 4.1662
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 28678 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.9481, expected range: 0.4560 4.1564
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36421 : out of range
Severe: avg_fgdepar=-12.3072, expected range: -20.1570 9.9901
Severe: rms_fgdepar=12.3675, expected range: 0.0000 19.4520
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22913 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.2307, expected range: -4.3527 3.2051
Severe: rms_fgdepar=13.2403, expected range: 0.0000 4.6382
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22583 : out of range
Severe: rms_fgdepar=11.4916, expected range: 0.0000 3.8288
MANUAL LAND SYNOP 2M TEMPERATURE (K) 26094 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.0664, expected range: 0.0000 2.5568
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
Severe: avg_fgdepar=-13.5536, expected range: -15.8432 8.0116
Severe: rms_fgdepar=13.5757, expected range: 0.0000 12.4540
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22917 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2774, expected range: 0.0156 1.7212
MANUAL LAND SYNOP 2M TEMPERATURE (K) 26099 : out of range
Severe: rms_fgdepar=10.6157, expected range: 0.0000 2.4590
METAR 2M TEMPERATURE (K) EFJY : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.6574, expected range: 0.0000 2.7083
LAND TEMP 2M TEMPERATURE (K) 29839 : out of range
Severe: avg_fgdepar=-12.0248, expected range: -10.7424 6.4607
Severe: rms_fgdepar=12.0248, expected range: 0.0000 9.8172
LAND TEMP 2M TEMPERATURE (K) 72469 : out of range
Severe: avg_fgdepar=12.3063, expected range: -5.7239 10.4372
Severe: rms_fgdepar=12.3063, expected range: 0.0000 9.4965
BUFR LAND SYNOP 2M TEMPERATURE (K) 36421 : out of range
Severe: avg_fgdepar=-12.3572, expected range: -20.2096 9.9450
Severe: rms_fgdepar=12.4172, expected range: 0.0000 19.5525
BUFR LAND SYNOP 2M TEMPERATURE (K) 36341 : out of range
Severe: rms_fgdepar=11.1440, expected range: 0.0000 6.0146
BUFR LAND SYNOP 2M TEMPERATURE (K) 06751 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.3244, expected range: -2.2526 14.4219
Severe: rms_fgdepar=12.3716, expected range: 0.0000 14.3867
BUFR LAND SYNOP 2M TEMPERATURE (K) 02791 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0130, expected range: -7.2337 3.9558
Severe: rms_fgdepar=12.0147, expected range: 0.0000 7.7289
BUFR LAND SYNOP 2M TEMPERATURE (K) 22912 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.2429, expected range: -7.1329 4.8152
Severe: rms_fgdepar=14.2673, expected range: 0.0000 7.2135
BUFR LAND SYNOP 2M TEMPERATURE (K) 71222 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6637, expected range: -13.9683 13.6347
Severe: rms_fgdepar=12.6774, expected range: 0.0000 9.2760
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01632 : out of range
Severe: avg_fgdepar=-12.0488, expected range: -5.2610 3.3502
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01632 : out of range
Severe: rms_fgdepar=12.0678, expected range: 0.0000 5.5594
BUFR LAND SYNOP 2M TEMPERATURE (K) 02832 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3606, expected range: 0.0000 4.0569
BUFR LAND SYNOP 2M TEMPERATURE (K) 35182 : out of range
Severe: avg_fgdepar=15.9223, expected range: -5.9080 3.6744
Severe: rms_fgdepar=15.9223, expected range: 0.0000 5.8114
BUFR LAND SYNOP 2M TEMPERATURE (K) 22913 : out of range
Severe: avg_fgdepar=-13.2804, expected range: -4.4145 3.1456
Severe: rms_fgdepar=13.2897, expected range: 0.0000 4.6897
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI10343 : out of range
Severe: avg_fgdepar=12.0910, expected range: -3.6863 13.0851
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI10343 : out of range
Severe: rms_fgdepar=12.5268, expected range: 0.0000 13.1011
BUFR LAND SYNOP 2M TEMPERATURE (K) 35183 : out of range
Severe: avg_fgdepar=12.9090, expected range: -5.2148 0.7612
Severe: rms_fgdepar=14.0515, expected range: 0.0000 5.3526
BUFR LAND SYNOP 2M TEMPERATURE (K) 02793 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3606, expected range: -5.7687 3.5113
Severe: rms_fgdepar=13.3938, expected range: 0.0000 5.6988
BUFR LAND SYNOP 2M TEMPERATURE (K) 02935 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.7435, expected range: 0.0000 4.3584
BUFR LAND SYNOP 2M TEMPERATURE (K) 01065 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3179, expected range: 0.0000 19.0403
BUFR LAND SYNOP 2M TEMPERATURE (K) 02765 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4395, expected range: 0.0000 3.0183
BUFR LAND SYNOP 2M TEMPERATURE (K) 35475 : out of range
Severe: avg_fgdepar=15.5317, expected range: -5.5026 3.8895
Severe: rms_fgdepar=15.5317, expected range: 0.0000 4.6024
BUFR LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
Severe: avg_fgdepar=-13.5075, expected range: -15.9880 8.0613
Severe: rms_fgdepar=13.5251, expected range: 0.0000 12.6000
BUFR LAND SYNOP 2M TEMPERATURE (K) 71686 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8136, expected range: -14.0528 13.5654
Severe: rms_fgdepar=12.8292, expected range: 0.0000 9.1311
BUFR LAND SYNOP 2M TEMPERATURE (K) 02796 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2872, expected range: -7.8545 4.2112
Severe: rms_fgdepar=12.2911, expected range: 0.0000 8.5765
BUFR LAND SYNOP 2M TEMPERATURE (K) 36197 : out of range
Severe: avg_fgdepar=12.3151, expected range: -5.6248 5.1680
Severe: rms_fgdepar=12.5373, expected range: 0.5177 4.2018
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI27208 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.3724, expected range: 0.0000 4.3010
BUFR LAND SYNOP 2M TEMPERATURE (K) 02928 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1158, expected range: -5.2974 3.3870
Severe: rms_fgdepar=12.1285, expected range: 0.0000 5.3999
BUFR LAND SYNOP 2M TEMPERATURE (K) 02948 : out of range
Severe: rms_fgdepar=10.8852, expected range: 0.0000 3.9466
BUFR LAND SYNOP 2M TEMPERATURE (K) 02778 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.0604, expected range: 0.0000 5.0468
BUFR LAND SYNOP 2M TEMPERATURE (K) 02798 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.5924, expected range: 0.0000 5.7912
BUFR LAND SYNOP 2M TEMPERATURE (K) 02929 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.7770, expected range: 0.0000 4.9286
BUFR LAND SYNOP 2M TEMPERATURE (K) 02939 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.9764, expected range: 0.0000 5.7888
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1DD8C : out of range
Severe: rms_fgdepar=10.2689, expected range: 0.2510 4.4136
BUFR LAND SYNOP 2M TEMPERATURE (K) _705376F : out of range
Severe: rms_fgdepar=11.6690, expected range: 0.0000 6.4441
rh2m
METAR RH2M (%) LRTM : out of range
Severe: rms_fgdepar=37.7661, expected range: 0.0000 17.1926
METAR RH2M (%) CYZU : out of range
Severe: rms_fgdepar=33.9483, expected range: 0.0000 12.0259