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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-18 12:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4517, expected range: -0.4142 -0.3965
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0989, expected range: -0.1725 -0.1320
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1533, expected range: 0.0665 0.1027
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1987, expected range: 0.2391 0.2445
airs
AQUA AIRS RADIANCES (130 channels affected) : out of range
Severe: obs_number=4455.0000, expected range: 9538.9795 10739.8441
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-3.3264, expected range: -1.8361 -1.1967
Severely_persistent: avg_biascorr=-3.1917, expected range: -2.3134 -1.2306
FY-3D MWHS2 ALLSKY RADIANCES (5 channels affected) : out of range
2 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.0449, expected range: 0.7711 0.8736
atms
NPP ATMS RADIANCES CHANNEL 9 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3835, expected range: -0.5058 -0.4466
NPP ATMS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1060, expected range: -0.1844 -0.1554
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3310, expected range: -0.2980 -0.2579
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6018, expected range: -0.3977 -0.1747
DMSP-17 SSMIS RADIANCES CHANNEL 12 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=14164.0000, expected range: 16754.1906 19522.2800
DMSP-17 SSMIS RADIANCES CHANNEL 13 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=14181.0000, expected range: 16767.5695 19548.4305
DMSP-17 SSMIS RADIANCES CHANNEL 14 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=14051.0000, expected range: 16648.8932 19365.2245
DMSP-17 SSMIS RADIANCES CHANNEL 16 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=14153.0000, expected range: 16707.8805 19502.7078
Atmospheric Motion Vector
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: obs_number=236.0000, expected range: 1210.0967 1389.4811
All METEOSAT-11 AMV IR3 ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 637.83 3317.60
METEOSAT-8 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
Considerable: obs_number=6632.0000, expected range: 4203.7732 5773.4768
Geostationary CSR
METEOSAT-8 SEVIRI RADIANCES CHANNEL 2 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=56764.0000, expected range: 30443.2884 46341.8577
METEOSAT-8 SEVIRI RADIANCES CHANNEL 3 : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=33390.0000, expected range: 16617.0593 28964.0419
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.7289, expected range: 0.2881 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0178, expected range: -0.0308 -0.0254
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0480, expected range: -0.0586 -0.0528
Radiosondes
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8644, expected range: -0.8611 0.7500
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.0422, expected range: 0.9072 1.8600
Severe: rms_fgdepar=3.5391, expected range: 1.2717 1.7304
Severe: avg_fgdepar=-5.5026, expected range: -0.8816 1.2506
Severe: rms_fgdepar=13.0186, expected range: 0.6301 1.7209
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=9.5694, expected range: 0.0000 16.3095
LAND TEMP TEMPERATURE (K) 30230 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.2905, expected range: 0.0000 3.5090
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-9.9674, expected range: -10.7580 2.2352
Severe: rms_fgdepar=10.1090, expected range: 0.0000 10.8949
Severe: avg_pge=0.8864, expected range: -0.2970 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 29572 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=19.6898, expected range: 0.0000 8.7836
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: obs_number=191.0000, expected range: 36.1880 63.3120
Considerable: rms_fgdepar=9.2815, expected range: 2.6838 6.7124
HIGH RESO LAND TEMP TEMPERATURE (K) 40186 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8707, expected range: -0.8002 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=360.0000, expected range: 443.9822 460.0178
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 40.0286 103.4714
HIGH RESO LAND TEMP Q (G/KG) 87155 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.5217, expected range: 0.0000 1.6565
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 83 : all data missing
Severe: obs_number=0, expected range: 62.93 135.52
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
Considerable: obs_number=172.0000, expected range: 132.2526 156.7474
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=383.0000, expected range: 887.7492 1069.2508
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Considerable: obs_number=520.0000, expected range: 597.4798 645.2702
HIGH RESO LAND TEMP 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=122.0000, expected range: 211.6260 366.1240
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=825.0000, expected range: 889.3268 948.2288
amdar
AMDAR TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 24.6118 152.5351
WIGOS AMDAR WIND VECTOR DIFF (M/S) PFYGUUBA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.0163, expected range: 0.0000 5.6822
MODE-S WIND VECTOR DIFF (M/S) M2EABE7 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.5586, expected range: 0.0000 5.9608
ADS-C WIND VECTOR DIFF (M/S) TWRTPMBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.2850, expected range: 0.0000 18.4668
ADS-C WIND VECTOR DIFF (M/S) HKMZCQBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.3750, expected range: 0.0000 21.4763
ADS-C WIND VECTOR DIFF (M/S) NVTCZCJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.4440, expected range: 0.0000 9.2573
ADS-C WIND VECTOR DIFF (M/S) VGAW40RA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.4550, expected range: 0.0000 20.7826
ADS-C WIND VECTOR DIFF (M/S) JXFEIFRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.0908, expected range: 0.0000 25.1081
ADS-C WIND VECTOR DIFF (M/S) W3DK3ORA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=30.5948, expected range: -21.2488 35.5970
Severe: rms_fgdepar=30.5948, expected range: 0.0000 36.0940
ADS-C WIND VECTOR DIFF (M/S) AZWDWDZA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.8290, expected range: 0.0000 20.1073
airep
AIREP WIND VECTOR DIFF (M/S) VIR26Q PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.4412, expected range: 0.0000 10.6126
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60540 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=256.7932, expected range: 0.0000 67.6361
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40666 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8335, expected range: -1.6377 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8056, expected range: -1.0574 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=650.3189, expected range: 0.0000 1610.7257
Severely_persistent: avg_pge=0.9053, expected range: -1.4814 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87270 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=407.6599, expected range: 2.4620 57.8009
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82181 : out of range
Severe: avg_fgdepar=638.5103, expected range: 7.9539 125.4693
Severe: rms_fgdepar=654.3266, expected range: 1.5741 185.7435
Severe: avg_pge=0.8922, expected range: -0.3662 0.5745
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87222 : out of range
Severe: rms_fgdepar=316.7262, expected range: 0.0000 75.4013
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 98222 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=457.8773, expected range: 0.0000 96.9243
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 65473 : out of range
Severe: avg_fgdepar=813.3501, expected range: -316.7002 100.7529
Severe: rms_fgdepar=813.3501, expected range: 0.0000 325.5823
Severe: avg_pge=0.9263, expected range: -1.0771 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87374 : out of range
Severe: rms_fgdepar=369.0114, expected range: 0.0000 138.4240
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87345 : out of range
Severe: rms_fgdepar=333.4944, expected range: 0.0000 161.4097
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87155 : out of range
Severe: rms_fgdepar=388.5382, expected range: 0.0000 57.9164
MANUAL LAND SYNOP RH2M (%) 63630 : out of range
Severe: rms_fgdepar=48.4354, expected range: 0.0000 18.6560
Severe: avg_pge=0.9474, expected range: -0.0037 0.0128
MANUAL LAND SYNOP RH2M (%) 64650 : out of range
Severe: avg_pge=0.9989, expected range: -0.9502 0.7500
MANUAL LAND SYNOP RH2M (%) 33821 : out of range
Severe: rms_fgdepar=38.7349, expected range: 0.0000 19.1895
MANUAL LAND SYNOP RH2M (%) 63702 : out of range
Severe: rms_fgdepar=35.8028, expected range: 3.1506 17.1823
MANUAL LAND SYNOP RH2M (%) 82143 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=33.3879, expected range: 0.0000 18.7283
MANUAL LAND SYNOP RH2M (%) 43083 : out of range
Severe: avg_pge=0.8931, expected range: -0.2632 0.3309
MANUAL LAND SYNOP RH2M (%) 87065 : out of range
Severe: rms_fgdepar=38.2282, expected range: 0.0000 12.2392
MANUAL LAND SYNOP RH2M (%) 83616 : out of range
Severe: rms_fgdepar=33.0101, expected range: 0.0000 16.7217
MANUAL LAND SYNOP RH2M (%) 87148 : out of range
Severe: rms_fgdepar=42.7811, expected range: 0.0000 18.3296
BUFR LAND SYNOP SURFACE PRESSURE (PA) 17320 : out of range
Severe: rms_fgdepar=363.4018, expected range: 0.0000 153.5472
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14551 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8300, expected range: -1.2605 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 34302 : out of range
Severe: rms_fgdepar=450.3769, expected range: 0.0000 148.0724
Severe: avg_pge=0.8771, expected range: -0.3123 0.3767
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30252 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8258, expected range: -1.3066 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01203 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8756, expected range: -1.3446 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76773 : out of range
Severe: avg_fgdepar=822.4984, expected range: 551.3258 1049.9702
Severe: rms_fgdepar=822.4984, expected range: 551.3454 1050.7271
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71408 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-580.1789, expected range: -309.1374 300.1948
Severe: rms_fgdepar=583.7462, expected range: 0.0000 336.5998
Severe: avg_pge=0.9245, expected range: -0.7989 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24908 : out of range
Severe: rms_fgdepar=543.7974, expected range: 0.0000 259.6419
BUFR LAND SYNOP RH2M (%) 94346 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=40.7960, expected range: 0.0000 19.0879
BUFR LAND SYNOP RH2M (%) 33548 : out of range
Severe: rms_fgdepar=35.0564, expected range: 0.0000 17.9072
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=304.0000, expected range: 533.9682 830.8889
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5SI3 : out of range
Severe: avg_fgdepar=-788.4369, expected range: -256.9214 141.3312
Severe: rms_fgdepar=788.4369, expected range: 0.0000 257.1361
Severe: avg_pge=0.8887, expected range: -0.6449 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=656.8289, expected range: -929.3082 701.2727
Severely_persistent: rms_fgdepar=657.5191, expected range: 0.0000 875.5721
Severely_persistent: avg_pge=0.9096, expected range: -0.9856 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301603 : out of range
Severe: rms_fgdepar=513.0725, expected range: 0.0000 91.3790
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203644 : out of range
Severe: rms_fgdepar=399.4277, expected range: 0.0000 80.9632
metar
METAR SURFACE PRESSURE (PA) DAUA : out of range
Severe: rms_fgdepar=394.0242, expected range: 0.0000 92.5342
METAR SURFACE PRESSURE (PA) SARE : out of range
Severe: rms_fgdepar=414.4417, expected range: 0.0000 205.5337
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.5045, expected range: -64.5719 -51.5452
Severely_persistent: rms_fgdepar=59.5045, expected range: 51.5452 64.5719
AUTOMATIC LAND SYNOP SNOW (CM) 71605 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.2892, expected range: -63.5560 -38.4330
Severely_persistent: rms_fgdepar=52.2892, expected range: 38.4330 63.5560
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.3935, expected range: -89.9539 -62.6607
Severely_persistent: rms_fgdepar=77.3935, expected range: 62.6607 89.9539
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=-89.6794, expected range: -95.4346 -82.4272
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=89.6864, expected range: 82.4360 95.4540
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=-63.7362, expected range: -67.4393 -62.3832
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=63.7537, expected range: 62.3880 67.4499
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.1509, expected range: -66.5135 -51.1396
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.1517, expected range: 51.1422 66.5149
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=-80.7387, expected range: -88.2599 -71.3952
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=80.7494, expected range: 71.3939 88.2832
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.7133, expected range: -81.6339 -72.5693
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=77.7153, expected range: 72.5756 81.6328
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=-91.1104, expected range: -91.8257 -78.6166
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=91.1136, expected range: 78.6288 91.8454
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=-72.0227, expected range: -77.2745 -63.2379
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=72.0285, expected range: 63.2377 77.2847
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=-61.6343, expected range: -65.0375 -55.5668
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=61.6573, expected range: 55.5659 65.0546
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=-84.2875, expected range: -103.3157 -69.3394
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=84.2983, expected range: 69.4926 103.2148
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=-50.6863, expected range: -54.6490 -50.2055
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=50.6895, expected range: 50.2174 54.6551
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-64.7264, expected range: -72.5250 -35.2386
Severely_persistent: rms_fgdepar=64.7266, expected range: 35.2478 72.5240
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.1006, expected range: 39.2533 63.3491
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.1056, expected range: 39.2591 63.3545
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=-72.3305, expected range: -73.5865 -67.2666
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=72.3362, expected range: 67.2652 73.6092
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.8180, expected range: 29.9049 62.6335
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.8216, expected range: 29.9088 62.6593
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.4756, expected range: -67.7086 -58.3150
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.4757, expected range: 58.3149 67.7091
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=-69.6818, expected range: -80.9141 -65.7998
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=69.6839, expected range: 65.8055 80.9160
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-57.9176, expected range: -65.4156 -52.9229
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.9208, expected range: 52.9240 65.4176
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.2370, expected range: -88.6955 -74.2583
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=79.2460, expected range: 74.2633 88.7000
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.6936, expected range: -66.3233 -55.7531
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.6936, expected range: 55.7955 66.3140
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=-79.1178, expected range: -84.7867 -78.3512
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=79.1204, expected range: 78.3550 84.7876
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=-76.0730, expected range: -88.1629 -67.9763
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=76.0812, expected range: 68.0189 88.1432
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=-71.6767, expected range: -80.2882 -66.5922
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=71.6827, expected range: 66.5992 80.3012
AUTOMATIC LAND SYNOP SNOW (CM) 71612 : out of range
Severe: rms_fgdepar=37.7541, expected range: 4.0629 10.6940
AUTOMATIC LAND SYNOP SNOW (CM) 71362 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.6687, expected range: 5.5910 9.6982
AUTOMATIC LAND SYNOP SNOW (CM) 71063 : out of range
Severe: rms_fgdepar=17.4878, expected range: 0.5849 4.4783
AUTOMATIC LAND SYNOP SNOW (CM) 71196 : out of range
Severe: rms_fgdepar=22.2183, expected range: 0.0000 3.7982
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2094, expected range: -26.0503 10.0164
Severely_persistent: rms_fgdepar=13.4350, expected range: 0.0000 23.0071
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=-13.4659, expected range: -26.6759 10.3645
Severely_persistent: rms_fgdepar=13.7315, expected range: 0.0000 23.4993
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6954, expected range: -21.3750 7.2912
Severely_persistent: rms_fgdepar=14.7324, expected range: 0.0000 21.3403
MANUAL LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7208, expected range: -18.4656 8.3042
Severely_persistent: rms_fgdepar=13.7239, expected range: 0.0000 16.4510
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3940, expected range: -15.6712 -5.5751
Severely_persistent: rms_fgdepar=12.4162, expected range: 6.1158 15.5967
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.4108, expected range: -20.1143 7.9494
Severely_persistent: rms_fgdepar=14.4645, expected range: 0.0000 18.1836
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9516, expected range: -26.6580 6.0086
Severely_persistent: rms_fgdepar=16.9574, expected range: 0.0000 26.5815
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.9946, expected range: -26.6206 9.8012
Severely_persistent: rms_fgdepar=18.0999, expected range: 0.0000 24.2114
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4783, expected range: -20.8217 12.3300
Severely_persistent: rms_fgdepar=15.4814, expected range: 0.0000 18.9266
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.7205, expected range: -20.4679 5.4532
Severely_persistent: rms_fgdepar=18.7520, expected range: 2.8091 15.1784
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.8625, expected range: -21.7155 7.5125
Severely_persistent: rms_fgdepar=16.9240, expected range: 0.0000 21.4835
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7457, expected range: -19.4285 8.3296
Severely_persistent: rms_fgdepar=14.8159, expected range: 0.0000 18.4110
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.0214, expected range: -19.7509 11.3720
Severely_persistent: rms_fgdepar=17.0443, expected range: 0.0000 18.0394
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0090, expected range: -15.9122 -4.9631
Severely_persistent: rms_fgdepar=12.1504, expected range: 5.3326 15.7876
METAR 2M TEMPERATURE (K) LTCB : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=15.4650, expected range: 7.3546 22.3066
Severely_persistent: rms_fgdepar=15.7268, expected range: 7.5749 22.3232
METAR 2M TEMPERATURE (K) VECX : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.0139, expected range: -19.5987 -5.8169
Severely_persistent: rms_fgdepar=16.0442, expected range: 5.9416 19.8266
BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8130, expected range: -21.2663 7.2055
Severely_persistent: rms_fgdepar=14.8502, expected range: 0.0000 21.2412
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2561, expected range: -26.0913 9.9762
Severely_persistent: rms_fgdepar=13.4816, expected range: 0.0000 23.1020
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3221, expected range: -17.5538 -7.7024
Severely_persistent: rms_fgdepar=13.4475, expected range: 7.7912 17.8918
BUFR LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8120, expected range: -18.5604 8.2321
Severely_persistent: rms_fgdepar=13.8150, expected range: 0.0000 16.6391
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4440, expected range: -15.7212 -5.6251
Severely_persistent: rms_fgdepar=12.4661, expected range: 6.1630 15.6472
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9549, expected range: -26.6854 5.9630
Severely_persistent: rms_fgdepar=16.9608, expected range: 0.0000 26.6137
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.0686, expected range: -26.7723 9.7598
Severely_persistent: rms_fgdepar=18.1756, expected range: 0.0000 24.4105
BUFR 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=-13.5229, expected range: -26.7587 10.3680
Severely_persistent: rms_fgdepar=13.7835, expected range: 0.0000 23.6329
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0531, expected range: -19.7740 -3.4658
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.0531, expected range: 5.2420 19.8640
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2618, expected range: -15.1604 -11.2034
Severely_persistent: rms_fgdepar=13.4013, expected range: 11.2884 15.4730
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4963, expected range: -20.8591 12.2952
Severely_persistent: rms_fgdepar=15.4996, expected range: 0.0000 19.0003
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.5508, expected range: -19.5204 5.3217
Severely_persistent: rms_fgdepar=18.6012, expected range: 2.3166 14.7815
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9496, expected range: -21.8407 7.5249
Severely_persistent: rms_fgdepar=17.0115, expected range: 0.0000 21.6134
BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8050, expected range: -19.4810 8.2868
Severely_persistent: rms_fgdepar=14.8739, expected range: 0.0000 18.5084
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.1445, expected range: -19.8661 11.3389
Severely_persistent: rms_fgdepar=17.1633, expected range: 0.0000 18.1558
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.1204, expected range: -16.0327 -5.0080
Severely_persistent: rms_fgdepar=12.2593, expected range: 5.3738 15.9085
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 70133 : out of range
Severe: rms_fgdepar=11.6037, expected range: 0.0000 4.8814
MANUAL LAND SYNOP 2M TEMPERATURE (K) 60220 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4523, expected range: -1.3411 4.2267
Severe: rms_fgdepar=14.8711, expected range: 0.0000 4.1303
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.6380, expected range: -14.0347 -1.8995
Severe: rms_fgdepar=14.6640, expected range: 2.9474 13.5506
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25703 : out of range
Severe: avg_fgdepar=-12.4748, expected range: -13.8816 12.6686
Severe: rms_fgdepar=12.4807, expected range: 0.0000 11.3964
MANUAL LAND SYNOP 2M TEMPERATURE (K) 70133 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.8430, expected range: 0.0000 5.0399
MANUAL LAND SYNOP 2M TEMPERATURE (K) 87148 : out of range
Severe: rms_fgdepar=10.4676, expected range: 0.8106 5.2068
METAR 2M TEMPERATURE (K) RKSO : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=17.1458, expected range: -2.1766 3.1264
Severe: rms_fgdepar=17.1458, expected range: 0.4013 4.3336
METAR 2M TEMPERATURE (K) PAOT : out of range
Severe: rms_fgdepar=12.0549, expected range: 0.5886 4.9527
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3048, expected range: -14.1917 -3.3260
Severe: rms_fgdepar=13.3048, expected range: 3.3260 14.1917
BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.7674, expected range: -14.0686 -1.9800
Severe: rms_fgdepar=14.7933, expected range: 3.0085 13.6002
BUFR LAND SYNOP 2M TEMPERATURE (K) 25703 : out of range
Severe: avg_fgdepar=-12.4629, expected range: -13.8605 12.6754
Severe: rms_fgdepar=12.4687, expected range: 0.0000 11.3503
BUFR LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.4218, expected range: -20.1128 7.9042
Severe: rms_fgdepar=14.4755, expected range: 0.0000 18.2124
BUFR LAND SYNOP 2M TEMPERATURE (K) 68849 : out of range
Severe: avg_fgdepar=-15.9029, expected range: -6.1201 2.3955
Severe: rms_fgdepar=15.9029, expected range: 0.0000 6.0922