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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

amsua
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3122, expected range: -0.2809 -0.2611
airs
AQUA AIRS RADIANCES CHANNEL 305 : out of range
Severe: stdev_fgdepar=0.9075, expected range: 0.3529 0.4056
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: obs_number=5173.0000, expected range: 6595.8093 7236.5369
METOP-B MHS ALLSKY RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.2487, expected range: -0.1613 -0.0952
METOP-C MHS ALLSKY RADIANCES CHANNEL 3 : out of range
Slight: obs_number=44691.0000, expected range: 47387.6089 49259.4499
METOP-C MHS ALLSKY RADIANCES CHANNEL 4 : out of range
Slight: obs_number=41745.0000, expected range: 43757.8101 46575.4841
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=6904.0000, expected range: 7907.5258 8276.9698
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=5839.0000, expected range: 6688.3813 6999.6673
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0406, expected range: 0.0335 0.0899
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 13 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0590, expected range: 1.5909 2.5836
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=1.6138, expected range: 4.0758 4.9579
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
1 times in the last 10 days for at least one item
Severe: avg_norm_fgdepar=-0.4294, expected range: -0.0368 0.0308
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item
Severe: avg_norm_fgdepar=1.5725, expected range: -0.0501 0.0379
Severe: stdev_norm_fgdepar=1.5964, expected range: 0.7136 0.7223
atms
NPP ATMS RADIANCES CHANNEL 6 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1386, expected range: 0.0998 0.1171
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2971, expected range: -0.2562 -0.2308
NPP ATMS RADIANCES (7 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=1452.0000, expected range: 2886.6495 3559.2329
NOAA20 ATMS RADIANCES (7 channels affected) : out of range
Severe: obs_number=1565.0000, expected range: 3115.1540 3701.9048
NPP ATMS RADIANCES CHANNEL 19 : out of range
Considerable: obs_number=14822.0000, expected range: 16123.5872 18214.5304
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
Considerable: avg_biascorr=-0.3826, expected range: -0.3638 -0.3318
NOAA20 ATMS RADIANCES CHANNEL 19 : out of range
Considerable: obs_number=14846.0000, expected range: 15675.0184 18306.3934
Atmospheric Motion Vector
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: obs_number=677.0000, expected range: 1210.0967 1260.2691
METEOSAT-8 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
1 times in the last 10 days for at least one item
Considerable: stdev_press=14.8473, expected range: 24.6444 34.1190
mwri
FY-3D MWRI RADIANCES (6 channels affected) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=2662.0000, expected range: 2876.2718 3403.3122
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=0.8134, expected range: 0.1592 0.3333
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9036, expected range: 0.3264 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8019, expected range: -0.6309 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 82.99 94.68
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9073, expected range: -0.8117 0.7500
LAND TEMP TEMPERATURE (K) 25428 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8103, expected range: -0.8081 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 25123 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8589, expected range: -0.7066 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.5325, expected range: 0.7825 2.0661
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=278.0000, expected range: 182.0032 190.6635
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severe: obs_number=0, expected range: 63.05 172.20
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=336.0000, expected range: 276.4407 291.5593
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=195.0000, expected range: 41.8670 132.8830
amdar
AMDAR WIND VECTOR DIFF (M/S) JP9Z4V89 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.0042, expected range: -2.5887 9.7557
Severe: rms_fgdepar=21.0042, expected range: 0.0000 10.9741
AMDAR WIND VECTOR DIFF (M/S) JP9Z4U4Z PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.4374, expected range: 0.0000 8.2005
AMDAR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: avg_fgdepar=10.9566, expected range: 1.8522 7.5650
airep
AIREP WIND VECTOR DIFF (M/S) RJA263 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.3307, expected range: -8.2542 17.6760
Severe: rms_fgdepar=25.6774, expected range: 0.0000 46.0194
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=31.0976, expected range: -5.2786 18.5472
Severely_persistent: rms_fgdepar=31.0976, expected range: 0.0000 26.5851
Severely_persistent: avg_pge=0.8903, expected range: -1.0371 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-718.6922, expected range: -169.9037 147.7505
Severely_persistent: rms_fgdepar=718.6922, expected range: 0.0000 101.2444
Severely_persistent: avg_pge=0.9164, expected range: -0.5570 0.6847
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 35182 : out of range
Severe: rms_fgdepar=411.2484, expected range: 0.0000 113.5549
Severe: avg_pge=0.8923, expected range: -0.0878 0.1050
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 38018 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=345.6318, expected range: 0.0000 156.4750
Severe: avg_pge=0.8852, expected range: -0.3547 0.4709
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 34498 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=435.9907, expected range: 0.0000 171.3480
Severe: avg_pge=0.9001, expected range: -0.1412 0.1779
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 47639 : out of range
Severe: avg_pge=0.8053, expected range: -0.5924 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42740 : out of range
Severe: avg_fgdepar=-984.5391, expected range: -225.1758 269.4646
Severe: rms_fgdepar=984.5391, expected range: 0.0000 204.0928
Severe: avg_pge=0.9402, expected range: -0.6635 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67341 : out of range
Severe: rms_fgdepar=417.6617, expected range: 0.0000 205.6409
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40022 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=362.9817, expected range: 0.0000 256.3290
Severe: avg_pge=0.8428, expected range: -0.6432 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62305 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=975.9884, expected range: -1144.1329 1011.6280
Severe: rms_fgdepar=975.9884, expected range: 0.0000 383.2368
Severe: avg_pge=0.9433, expected range: -1.4346 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41725 : out of range
Severe: rms_fgdepar=524.9097, expected range: 4.4508 185.8939
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43355 : out of range
Severe: avg_fgdepar=-586.4177, expected range: -284.0479 123.6510
Severe: rms_fgdepar=586.4177, expected range: 0.0000 284.0479
Severe: avg_pge=0.9031, expected range: -0.8019 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43058 : out of range
Severe: avg_fgdepar=-1010.6161, expected range: -189.4844 94.5593
Severe: rms_fgdepar=1010.6161, expected range: 0.0000 157.9569
Severe: avg_pge=0.9429, expected range: -0.5515 0.7076
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8156, expected range: -1.6330 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
Severe: rms_fgdepar=331.6965, expected range: 0.0000 166.9090
Severe: avg_pge=0.8408, expected range: -0.7616 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 07749 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8502, expected range: -1.2946 0.7500
BUFR LAND SYNOP RH2M (%) 41024 : out of range
Severe: rms_fgdepar=39.1389, expected range: 0.0000 28.2154
Severe: avg_pge=0.9923, expected range: -0.0098 0.0180
BUFR LAND SYNOP RH2M (%) 15165 : out of range
Severe: rms_fgdepar=36.6633, expected range: 0.0000 18.8513
BUFR LAND SYNOP RH2M (%) 94317 : out of range
Severe: avg_fgdepar=50.6594, expected range: -17.5170 17.0534
Severe: rms_fgdepar=50.6594, expected range: -14.8007 21.8949
Severe: avg_pge=0.9879, expected range: -0.0017 0.0078
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=161.0000, expected range: 122.9822 139.0178
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRDJ3 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-949.5897, expected range: -1153.9664 967.1446
Severely_persistent: rms_fgdepar=949.5897, expected range: 0.0000 1329.6521
Severely_persistent: avg_pge=0.9044, expected range: -0.7818 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3EOW7 : out of range
Severe: avg_pge=0.8934, expected range: -0.8128 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4960 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-567.0837, expected range: -1087.3214 933.4596
Severe: rms_fgdepar=567.0837, expected range: 0.0000 809.3762
Severe: avg_pge=0.8463, expected range: -0.7325 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7A5144 : out of range
Severe: avg_fgdepar=-507.7081, expected range: -709.0251 -251.2335
Severe: rms_fgdepar=507.7081, expected range: 249.9464 712.9265
BUFR SHIP SYNOP SURFACE PRESSURE (PA) A8SI6 : out of range
Severe: avg_fgdepar=508.3935, expected range: -823.0377 770.3507
Severe: rms_fgdepar=682.1184, expected range: 0.0000 664.8512
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=648.5715, expected range: 455.5468 852.4564
Severe: rms_fgdepar=648.5715, expected range: 455.6276 852.5335
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WCAJ : out of range
Severe: avg_fgdepar=-1136.0918, expected range: -434.5809 290.4033
Severe: rms_fgdepar=1136.0918, expected range: 0.0000 384.4491
Severe: avg_pge=0.9208, expected range: -0.9950 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=526.8794, expected range: -794.0215 1176.5161
Severely_persistent: avg_pge=0.8749, expected range: -1.6570 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4802552 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-655.0766, expected range: -891.2193 996.6097
Severely_persistent: rms_fgdepar=655.7934, expected range: -656.0763 923.9461
Severely_persistent: avg_pge=0.9147, expected range: -1.2225 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301611 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=640.2552, expected range: -186.7610 188.7432
Severe: rms_fgdepar=640.2552, expected range: 0.0000 161.1641
Severe: avg_pge=0.9020, expected range: -0.6138 0.7152
DRIFTING BUOYS SURFACE PRESSURE (PA) 5201721 : out of range
Severe: avg_pge=0.8270, expected range: -0.6456 0.7500
metar
METAR SURFACE PRESSURE (PA) DNMA : out of range
Severe: rms_fgdepar=629.1383, expected range: 0.0000 229.4322
METAR SURFACE PRESSURE (PA) MSSS : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=348.9348, expected range: 0.0000 166.8368
AUTOMATIC METAR SURFACE PRESSURE (PA) PASY : out of range
Severe: rms_fgdepar=485.3347, expected range: 0.0000 168.8605
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.3769, expected range: -57.2930 -41.9300
Severely_persistent: rms_fgdepar=58.3769, expected range: 41.9300 57.2930
AUTOMATIC LAND SYNOP SNOW (CM) 71605 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.2721, expected range: -79.4553 -11.5223
Severely_persistent: rms_fgdepar=60.2721, expected range: 11.5223 79.4553
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.0783, expected range: -85.1702 0.7721
Severely_persistent: rms_fgdepar=77.0783, expected range: 0.0000 85.1702
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=-91.1960, expected range: -97.7808 -75.6308
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=91.2044, expected range: 75.6339 97.8056
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=-66.3408, expected range: -73.5560 -56.4489
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=66.3537, expected range: 56.4641 73.5606
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=-61.1250, 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=61.1250, 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=-79.9648, expected range: -88.1250 -69.7330
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=79.9702, expected range: 69.7372 88.1349
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=-84.1833, expected range: -105.3121 -71.7544
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=84.1971, expected range: 71.7745 105.3192
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=-71.4564, expected range: -85.8017 -56.5020
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=71.4613, expected range: 56.5140 85.8015
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=-61.6874, expected range: -71.2655 -50.5354
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=61.6966, expected range: 50.5432 71.2824
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=-111.4045, expected range: -137.8612 -69.7192
Severely_persistent: rms_fgdepar=111.4113, expected range: 69.8240 137.8101
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=-91.1668, expected range: -94.0822 -54.4963
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=91.1804, expected range: 54.5191 94.1165
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.4817, expected range: 47.4950 67.7405
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.4826, expected range: 47.4961 67.7479
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=-53.2331, expected range: -57.5043 -49.7003
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=53.2379, expected range: 49.7171 57.5077
BUFR LAND SYNOP SNOW (CM) 47067 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.6912, expected range: 99.2875 99.9674
Severely_persistent: rms_fgdepar=99.6912, expected range: 99.2875 99.9674
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.2556, expected range: -55.8188 -41.2258
Severely_persistent: rms_fgdepar=52.2781, expected range: 41.2302 55.8183
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=-70.4342, expected range: -82.5410 -64.9107
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=70.4379, expected range: 64.9404 82.5275
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=96.6118, expected range: 92.5372 100.2243
Severely_persistent: rms_fgdepar=96.6118, expected range: 92.5375 100.2244
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.7585, expected range: -78.9146 -30.9788
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.7585, expected range: 30.9823 78.9131
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=-76.8651, expected range: -83.0826 -63.5452
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=76.8681, expected range: 63.5460 83.1106
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=-60.8034, expected range: -63.2356 -47.8230
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=60.8046, expected range: 47.8827 63.1924
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=-83.7214, expected range: -88.6033 -69.3212
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=83.7322, expected range: 69.3262 88.6033
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=-62.6843, expected range: -70.7633 -50.5799
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=62.6936, expected range: 50.5926 70.7906
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.8414, expected range: -86.3758 -77.4883
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=82.8414, expected range: 77.4991 86.3722
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=-80.1326, expected range: -82.5931 -64.3937
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=80.1373, expected range: 64.4189 82.5968
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=-76.3566, expected range: -75.6972 -64.0302
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=76.3692, expected range: 64.0504 75.7046
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.9574, expected range: 20.3790 56.3484
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=50.9650, expected range: 20.4000 56.3647
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7123, expected range: -27.0379 12.6142
Severely_persistent: rms_fgdepar=12.8524, expected range: 0.0000 27.0210
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6032, expected range: -28.1413 13.0016
Severely_persistent: rms_fgdepar=12.7317, expected range: 0.0000 28.1387
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.6284, expected range: -14.2836 -7.3729
Severely_persistent: rms_fgdepar=13.7629, expected range: 7.8319 14.2093
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1109, expected range: 0.0000 21.7577
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1604, expected range: 6.9163 15.8080
METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.8786, expected range: 11.0755 21.0455
Severely_persistent: rms_fgdepar=13.9722, expected range: 11.1017 21.1331
METAR 2M TEMPERATURE (K) CYDB : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8548, expected range: -24.2319 12.6718
Severely_persistent: rms_fgdepar=13.9919, expected range: 0.0000 24.7290
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7396, expected range: -27.0785 12.5967
Severely_persistent: rms_fgdepar=12.8816, expected range: 0.0000 27.0712
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0527, expected range: -21.6954 -5.7733
Severely_persistent: rms_fgdepar=13.1344, expected range: 6.0071 21.6782
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.6784, expected range: -14.3336 -7.4229
Severely_persistent: rms_fgdepar=13.8124, expected range: 7.8798 14.2596
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6327, expected range: -28.1649 12.9622
Severely_persistent: rms_fgdepar=12.7665, expected range: 0.0000 28.1811
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7252, expected range: -24.5252 5.1733
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.8780, expected range: 0.0000 24.5730
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1602, expected range: 0.0000 21.8080
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4172, expected range: -23.8109 5.8396
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.7080, expected range: 0.0000 23.9190
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1650, expected range: 6.9006 16.0428
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71693 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.7248, expected range: 0.0000 4.3453
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71369 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4842, expected range: -5.3985 3.5378
Severe: rms_fgdepar=13.3390, expected range: 0.0000 4.3130
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36421 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6184, expected range: -19.7337 10.1090
Severe: rms_fgdepar=13.7119, expected range: 0.0000 19.2136
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36022 : out of range
Severe: avg_fgdepar=-13.9774, expected range: -6.5220 3.9400
Severe: rms_fgdepar=14.0569, expected range: 0.0000 5.9647
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44213 : out of range
Severe: rms_fgdepar=12.1320, expected range: 2.2825 10.1616
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44243 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.0175, expected range: -15.2932 0.0161
Severe: rms_fgdepar=14.0386, expected range: 0.4881 15.3212
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9074, expected range: -15.4821 4.9536
Severe: rms_fgdepar=13.9394, expected range: 0.0000 14.9138
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38875 : out of range
Severe: avg_fgdepar=-12.3528, expected range: -13.1812 -0.0718
Severe: rms_fgdepar=12.5435, expected range: 1.0757 12.6994
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8106, expected range: -18.0596 1.5560
Severe: rms_fgdepar=13.8681, expected range: 1.3048 16.4176
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1003, expected range: -22.5803 9.7761
Severe: rms_fgdepar=12.1315, expected range: 0.0000 20.6106
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24737 : out of range
Severe: avg_fgdepar=-14.7161, expected range: -13.9451 0.7432
Severe: rms_fgdepar=14.7540, expected range: 0.0000 13.9470
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
Severe: avg_fgdepar=-14.3155, expected range: -13.1052 0.1099
Severe: rms_fgdepar=14.3955, expected range: 1.6312 12.0830
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
Severe: avg_fgdepar=-13.2664, expected range: -16.7781 6.8004
Severe: rms_fgdepar=13.2992, expected range: 0.0000 16.4091
METAR 2M TEMPERATURE (K) OPKL : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.4587, expected range: -2.9422 17.4372
Severe: rms_fgdepar=12.5780, expected range: 0.0000 17.0474
METAR 2M TEMPERATURE (K) UHMM : out of range
Severe: avg_fgdepar=-12.8295, expected range: -8.8513 8.2524
Severe: rms_fgdepar=12.8423, expected range: 0.0000 9.1950
LAND TEMP 2M TEMPERATURE (K) 72764 : out of range
Severe: avg_fgdepar=-12.0502, expected range: -2.9324 6.7150
Severe: rms_fgdepar=12.0502, expected range: 0.0000 6.7758
BUFR LAND SYNOP 2M TEMPERATURE (K) 36421 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6684, expected range: -19.7860 10.0635
Severe: rms_fgdepar=13.7615, expected range: 0.0000 19.3101
BUFR LAND SYNOP 2M TEMPERATURE (K) 36022 : out of range
Severe: avg_fgdepar=-14.0282, expected range: -6.5177 3.7860
Severe: rms_fgdepar=14.1073, expected range: 0.0000 6.0249
BUFR LAND SYNOP 2M TEMPERATURE (K) 44213 : out of range
Severe: avg_fgdepar=-12.3971, expected range: -10.4960 -2.6592
Severe: rms_fgdepar=12.5268, expected range: 3.2220 10.4803
BUFR LAND SYNOP 2M TEMPERATURE (K) 44243 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.0675, expected range: -15.3663 0.1646
Severe: rms_fgdepar=14.0886, expected range: 0.2779 15.4176
BUFR LAND SYNOP 2M TEMPERATURE (K) 71693 : out of range
Severe: avg_fgdepar=-12.2496, expected range: -5.5185 3.2299
Severe: rms_fgdepar=13.0287, expected range: 0.0000 4.5394
BUFR LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9604, expected range: -15.5376 4.8143
Severe: rms_fgdepar=13.9923, expected range: 0.0000 14.9754
BUFR LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9179, expected range: -18.2604 1.6342
Severe: rms_fgdepar=13.9755, expected range: 1.2015 16.6465
BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1503, expected range: -22.6303 9.7261
Severe: rms_fgdepar=12.1814, expected range: 0.0000 20.7312
BUFR LAND SYNOP 2M TEMPERATURE (K) 24737 : out of range
Severe: avg_fgdepar=-14.7863, expected range: -14.0193 0.6767
Severe: rms_fgdepar=14.8245, expected range: 0.0000 14.0351
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
Severe: avg_fgdepar=-14.3655, expected range: -13.1552 0.0599
Severe: rms_fgdepar=14.4452, expected range: 1.6636 12.1431
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
Severe: avg_fgdepar=-13.8171, expected range: -16.7344 6.8145
Severe: rms_fgdepar=13.8192, expected range: 0.0000 16.3239
BUFR LAND SYNOP 2M TEMPERATURE (K) 71369 : out of range
Severe: avg_fgdepar=-12.3575, expected range: -5.3295 3.3685
Severe: rms_fgdepar=13.1870, expected range: 0.0000 4.2802
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
Severe: avg_fgdepar=-13.7386, expected range: -13.2672 2.4031
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
Severe: rms_fgdepar=13.7934, expected range: 0.0000 13.8458
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1154A : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.5388, expected range: -2.1223 4.4795
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1154A : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.7427, expected range: 0.0000 4.4440