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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-24 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2348, expected range: -0.2080 -0.2006
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0823, expected range: -0.1021 -0.0955
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4574, expected range: -0.4142 -0.4071
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0918, expected range: -0.1328 -0.1320
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1982, expected range: 0.2391 0.2403
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5252, expected range: 0.6164 0.6825
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1331, expected range: 0.0450 0.1698
DMSP-18 SSMIS RADIANCES CHANNEL 9 : out of range
Considerable: obs_number=4580.0000, expected range: 6093.7149 9640.1601
DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
Considerable: obs_number=6190.0000, expected range: 8410.9893 13354.0931
DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=6184.0000, expected range: 8392.9638 13333.8505
gpsro
COSMIC2-E2 GPSRO SETTING HEIGHT 38-40 KM : out of range
Considerable: avg_norm_fgdepar=0.3983, expected range: -0.0342 0.2518
Atmospheric Motion Vector
METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=595.0000, expected range: 345.4287 511.1590
NPP VIIRS AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: avg_press=435.0668, expected range: 349.1681 396.0398
HIMAWARI-8 AMV CLOUDY WV2 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
Considerable: obs_number=390.0000, expected range: 550.2815 653.9742
NOAA20 VIIRS-AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
1 times in the last 10 days for at least one item
Considerable: avg_press=433.3971, expected range: 347.5537 393.9966
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=0.6191, expected range: 0.3279 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=3.6079, expected range: 0.4135 1.7848
Radiosondes
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-10.7278, expected range: -13.5401 2.3521
Severely_persistent: rms_fgdepar=10.7278, expected range: 0.0000 12.9272
Severely_persistent: avg_pge=0.9185, expected range: 0.0914 0.7500
LAND TEMP TEMPERATURE (K) 44373 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=7.6091, expected range: 0.0000 1.3304
LAND TEMP TEMPERATURE (K) 30673 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-10.5721, expected range: -7.4286 1.6922
Severe: rms_fgdepar=10.5721, expected range: 0.0000 8.3779
Severe: avg_pge=0.9219, expected range: -0.0613 0.7500
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8753, expected range: -0.5480 0.7500
All LAND TEMP ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 5.33 309.46
HIGH RESO LAND TEMP Q (G/KG) 59211 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.9227, expected range: 0.0000 1.0338
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=246.0000, expected range: 302.2336 372.0164
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=1270.0000, expected range: 0.0000 679.3604
amdar
AMDAR TEMPERATURE (K) 00040017 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=7.1038, expected range: 0.0000 4.0081
AMDAR WIND VECTOR DIFF (M/S) 00040468 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.0280, expected range: 0.0000 10.0621
Severe: avg_pge=0.8960, expected range: -0.3367 0.4358
WIGOS AMDAR TEMPERATURE (K) EU0941 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.0157, expected range: 0.0000 1.1995
Severe: avg_pge=0.9018, expected range: -1.0561 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) E0KXLIZA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=16.4981, expected range: 0.0000 12.5290
Severe: avg_pge=0.8151, expected range: -0.8993 0.7500
MODE-S WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 276.8508
ADS-C WIND VECTOR DIFF (M/S) NMUYU4JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6893, expected range: 0.0000 21.6305
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=29.3098, expected range: 0.0000 30.1793
ADS-C WIND VECTOR DIFF (M/S) MTBLNARA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.8367, expected range: 0.0000 10.6963
ADS-C WIND VECTOR DIFF (M/S) RJRAYBRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9465, expected range: 0.0000 10.6880
ADS-C WIND VECTOR DIFF (M/S) RSLICNRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.5758, expected range: 0.0000 17.5985
ADS-C WIND VECTOR DIFF (M/S) WPASEEZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.2366, expected range: 0.0000 27.5454
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=224.0000, expected range: 78.8706 169.1294
Considerable: obs_number=140.0000, expected range: 19.0849 74.0916
airep
AIREP WIND VECTOR DIFF (M/S) ETD140 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.7579, expected range: -3.3660 11.8375
Severe: rms_fgdepar=38.6376, expected range: 0.0000 16.0977
AIREP WIND VECTOR DIFF (M/S) UAL84 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.1831, expected range: 0.0000 35.0923
AIREP WIND VECTOR DIFF (M/S) ANZ945 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.0709, expected range: 0.0000 27.0472
AIREP WIND VECTOR DIFF (M/S) KLM656 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=23.2688, expected range: -2.3307 8.6426
Severe: rms_fgdepar=32.1789, expected range: 0.0000 9.9800
AIREP WIND VECTOR DIFF (M/S) LOT2LY PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.9420, expected range: -17.0574 30.1719
Severe: rms_fgdepar=30.0216, expected range: 0.0000 41.2504
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=35.4226, expected range: -10.5407 33.9154
Severely_persistent: rms_fgdepar=35.4226, expected range: 0.0000 34.2497
Severely_persistent: avg_pge=0.9065, expected range: -0.8551 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42177 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8505, expected range: -1.3394 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=668.8816, expected range: -744.2720 1271.2363
Severely_persistent: rms_fgdepar=668.9704, expected range: 0.0000 1247.9652
Severely_persistent: avg_pge=0.8850, expected range: -0.7309 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76773 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=686.0941, expected range: -1067.5589 2204.1134
Severely_persistent: rms_fgdepar=686.0941, expected range: 0.0000 1857.8998
Severely_persistent: avg_pge=0.8908, expected range: -0.9285 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI14ADB : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8379, expected range: -0.1456 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI1213E : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8097, expected range: 0.7638 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 04313 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-611.9215, expected range: -308.0147 193.4598
Severe: rms_fgdepar=668.4892, expected range: 0.0000 305.1917
Severe: avg_pge=0.8820, expected range: -0.8440 0.7500
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8510, expected range: -1.7386 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43367 : out of range
Severe: rms_fgdepar=415.4325, expected range: 0.0000 190.4967
Severe: avg_pge=0.8570, expected range: -0.8162 0.7500
BUFR LAND SYNOP RH2M (%) 60253 : out of range
Severe: avg_pge=0.9364, expected range: -0.0222 0.0358
BUFR LAND SYNOP RH2M (%) 16114 : out of range
Severe: rms_fgdepar=41.0430, expected range: 0.0000 19.7077
BUFR LAND SYNOP RH2M (%) 54534 : out of range
Severe: avg_fgdepar=52.8674, expected range: -11.7360 34.2023
Severe: rms_fgdepar=53.3994, expected range: 0.0000 41.0310
BUFR LAND SYNOP RH2M (%) 06628 : out of range
Severe: avg_fgdepar=51.0047, expected range: -54.2263 59.5908
Severe: rms_fgdepar=51.0047, expected range: 0.0000 35.5418
BUFR LAND SYNOP SURFACE PRESSURE (PA) 92100 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8415, expected range: -1.0619 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 20744 : out of range
Severe: rms_fgdepar=425.4143, expected range: 0.0000 92.7052
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: rms_fgdepar=257.0071, expected range: 0.0000 152.1229
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=1459.0000, expected range: 1593.2376 1688.7624
Considerable: obs_number=89.0000, expected range: 99.0556 107.3889
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3FSQ2 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8640, expected range: -0.5593 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-547.6020, expected range: -789.5171 -183.0173
Severely_persistent: rms_fgdepar=547.6020, expected range: 177.9409 801.2383
Severely_persistent: avg_pge=0.8401, expected range: -0.6387 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AUYL : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=563.4194, expected range: -353.2986 1369.0753
Severely_persistent: rms_fgdepar=563.4194, expected range: 0.0000 1298.7802
Severely_persistent: avg_pge=0.8186, expected range: -0.3335 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LAPD7 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.2690, expected range: -0.0812 11.3942
Severe: rms_fgdepar=24.2117, expected range: 0.1878 11.3247
Severe: avg_pge=0.8692, expected range: -0.4477 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) XCAY9 : out of range
Severe: avg_fgdepar=21.5559, expected range: 0.1938 29.7427
Severe: rms_fgdepar=21.5559, expected range: 0.1938 29.7427
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ELZU2 : out of range
Severe: rms_fgdepar=489.9202, expected range: 1.1843 235.6170
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2003 : out of range
Severe: avg_fgdepar=557.3074, expected range: -329.9694 470.0666
Severe: rms_fgdepar=557.3074, expected range: 0.0000 490.3452
Severe: avg_pge=0.8123, expected range: -1.0860 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V8776 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=848.9791, expected range: -172.6781 1284.0526
Severe: rms_fgdepar=848.9791, expected range: 0.0000 1279.9213
Severe: avg_pge=0.8808, expected range: 0.3757 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRCZ7 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=793.7607, expected range: -429.5361 1371.5853
Severe: rms_fgdepar=793.7607, expected range: 0.0000 1294.2307
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7WS8 : out of range
Severe: avg_pge=0.8010, expected range: -0.9423 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301760 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=538.7891, expected range: -1584.9607 1751.4082
Severely_persistent: rms_fgdepar=539.3427, expected range: -1153.4067 1630.7116
Severely_persistent: avg_pge=0.8847, expected range: -1.3282 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-626.4604, expected range: -2042.6479 1871.5540
Severely_persistent: rms_fgdepar=632.7555, expected range: 0.0000 1226.7181
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204589 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=500.2626, expected range: 0.0000 536.4348
Severely_persistent: avg_pge=0.8580, expected range: -1.3792 0.7500
metar
METAR SURFACE PRESSURE (PA) FQNP : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=354.5695, expected range: 2.9381 105.9478
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-114.9204, expected range: -113.9776 -102.6920
Severely_persistent: rms_fgdepar=114.9204, expected range: 102.6920 113.9776
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=61.1851, expected range: 57.0014 70.7929
Severely_persistent: rms_fgdepar=61.1851, expected range: 57.0014 70.7929
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.1421, expected range: -73.2454 -36.3326
Severely_persistent: rms_fgdepar=55.1421, expected range: 36.3326 73.2454
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=-134.2093, expected range: -144.3753 -120.4466
Severely_persistent: rms_fgdepar=134.2093, expected range: 120.4466 144.3753
ROCOB TEMP SNOW (CM) 63301060 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=77.9445, expected range: 49.7211 95.1999
Severely_persistent: rms_fgdepar=77.9445, expected range: 49.7211 95.1999
ROCOB TEMP SNOW (CM) 63309115 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.5329, expected range: -59.5490 -4.2986
Severely_persistent: rms_fgdepar=62.5329, expected range: 4.2986 59.5490
ROCOB TEMP SNOW (CM) 63303649 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.6562, expected range: 32.3011 62.0571
Severely_persistent: rms_fgdepar=56.6562, expected range: 32.3011 62.0571
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=-84.2703, expected range: -92.2681 -84.0758
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=84.2754, expected range: 84.0793 92.2779
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=-59.9973, expected range: -67.8015 -60.2145
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=60.0067, expected range: 60.2474 67.8037
BUFR LAND SYNOP SNOW (CM) 01003 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.4355, expected range: -94.3837 -16.5330
Severely_persistent: rms_fgdepar=75.4355, expected range: 16.5330 94.3837
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.9547, expected range: -60.8765 -55.9846
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.9588, expected range: 55.9860 60.8790
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=-77.3353, expected range: -87.2607 -73.5533
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=77.3565, expected range: 73.5462 87.2994
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.4127, expected range: -80.2489 -73.9695
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.4143, expected range: 73.9718 80.2504
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=-89.7048, expected range: -97.6352 -80.9018
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=89.7115, expected range: 80.9066 97.6459
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=61.2558, expected range: 57.0831 70.9912
Severely_persistent: rms_fgdepar=61.2558, expected range: 57.0831 70.9911
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-91.7329, expected range: -94.4797 -90.1427
Severely_persistent: rms_fgdepar=91.7329, expected range: 90.1427 94.4797
BUFR LAND SYNOP SNOW (CM) 01025 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.6874, expected range: -88.2399 -1.1573
Severely_persistent: rms_fgdepar=65.6874, expected range: 1.1573 88.2399
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=-68.9034, expected range: -76.4499 -66.4923
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=68.9056, expected range: 66.4936 76.4591
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=-59.3657, expected range: -63.8566 -57.4594
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=59.3694, expected range: 57.4587 63.8823
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.8217, expected range: 56.8121 60.2212
Severely_persistent: rms_fgdepar=57.8217, expected range: 56.8121 60.2212
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=-79.6822, expected range: -93.0571 -76.3971
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=79.6881, expected range: 76.4051 93.0605
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-73.7817, expected range: -76.7746 -52.5429
Severely_persistent: rms_fgdepar=73.7818, expected range: 52.5410 76.7781
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.1421, expected range: -73.2454 -36.3326
Severely_persistent: rms_fgdepar=55.1421, expected range: 36.3326 73.2454
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.3297, expected range: 52.7099 57.9529
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.3319, expected range: 52.7132 57.9561
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=-68.5011, expected range: -73.6880 -67.9338
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=68.5045, expected range: 67.9365 73.6972
BUFR LAND SYNOP SNOW (CM) 47058 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=94.3289, expected range: 88.3380 95.9936
Severely_persistent: rms_fgdepar=94.3310, expected range: 88.3379 95.9937
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.6153, expected range: 26.8683 71.8744
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.6226, expected range: 26.8175 71.9578
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=-64.8080, expected range: -64.0668 -56.9554
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=64.8081, expected range: 56.9499 64.0746
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=-66.2918, expected range: -76.3388 -64.2476
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=66.2919, expected range: 64.2494 76.3412
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=-57.1230, expected range: -61.9797 -54.8056
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=57.1230, expected range: 54.8145 61.9769
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=-76.2895, expected range: -85.1784 -74.1466
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=76.2916, expected range: 74.1510 85.1834
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=-53.6655, expected range: -67.0143 -50.2677
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=53.6674, expected range: 50.2675 67.0273
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.1521, expected range: -84.5128 -74.9456
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=76.1573, expected range: 74.9500 84.5138
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=-75.2168, expected range: -82.5053 -73.2173
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=75.2193, expected range: 73.2264 82.5081
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=-69.2755, expected range: -78.6163 -65.6156
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=69.2806, expected range: 65.6116 78.6352
MANUAL LAND SYNOP SNOW (CM) 17140 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.9318, expected range: 0.0000 4.6171
MANUAL LAND SYNOP SNOW (CM) 17022 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.3294, expected range: 0.0000 10.9412
MANUAL LAND SYNOP SNOW (CM) 16252 : out of range
Severe: avg_fgdepar=96.9017, expected range: -0.0589 0.0211
Severe: rms_fgdepar=96.9017, expected range: 0.0000 0.0589
MANUAL LAND SYNOP SNOW (CM) 17063 : out of range
Severe: rms_fgdepar=15.8049, expected range: -2.1772 2.7467
MANUAL LAND SYNOP SNOW (CM) 17193 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.1114, expected range: 0.0000 4.2522
MANUAL LAND SYNOP SNOW (CM) 17085 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.8581, expected range: -1.6740 3.0601
MANUAL LAND SYNOP SNOW (CM) 17208 : out of range
Severe: rms_fgdepar=17.5671, expected range: 0.0000 9.8162
MANUAL LAND SYNOP SNOW (CM) : out of range
Severe: rms_fgdepar=12.3725, expected range: 0.0000 6.6173
BUFR LAND SYNOP SNOW (CM) 08940 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-101.8912, expected range: -102.1651 -92.9310
Severe: rms_fgdepar=101.8912, expected range: 92.9310 102.1651
BUFR LAND SYNOP SNOW (CM) 16252 : out of range
Severe: avg_fgdepar=96.9355, expected range: 0.0000 0.0000
Severe: rms_fgdepar=96.9355, expected range: 0.0000 0.0000
BUFR LAND SYNOP SNOW (CM) 33657 : out of range
Severe: rms_fgdepar=16.9355, expected range: 1.9216 7.6182
BUFR LAND SYNOP SNOW (CM) : out of range
Slight: rms_fgdepar=280.7292, expected range: 247.5005 280.5062
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6100, expected range: -15.3628 -8.0224
Severely_persistent: rms_fgdepar=14.6330, expected range: 7.8915 15.7793
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.8605, expected range: -17.1245 -6.3696
Severely_persistent: rms_fgdepar=15.9413, expected range: 6.4715 17.3455
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5068, expected range: -18.5132 4.6090
Severely_persistent: rms_fgdepar=13.7320, expected range: 0.0000 18.4235
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.2656, expected range: -18.2067 11.2440
Severely_persistent: rms_fgdepar=14.4063, expected range: 0.0000 15.5996
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.0179, expected range: -20.1444 7.0028
Severely_persistent: rms_fgdepar=14.3087, expected range: 0.0000 19.8784
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2404, expected range: -16.1654 -4.5029
Severely_persistent: rms_fgdepar=13.4051, expected range: 4.4879 16.3850
METAR 2M TEMPERATURE (K) LTCB : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.6969, expected range: 5.6038 22.9072
Severely_persistent: rms_fgdepar=12.7506, expected range: 5.8000 23.0013
METAR 2M TEMPERATURE (K) VECX : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0024, expected range: -21.1806 -9.1708
Severely_persistent: rms_fgdepar=12.1037, expected range: 9.5119 21.1908
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9863, expected range: -19.5630 -3.7961
Severely_persistent: rms_fgdepar=13.9863, expected range: 3.7961 19.5630
LAND TEMP 2M TEMPERATURE (K) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=7.5600, expected range: 0.2231 4.3850
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2908, expected range: -17.4528 -7.8416
Severely_persistent: rms_fgdepar=15.3632, expected range: 7.9715 17.7312
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6600, expected range: -15.4128 -8.0724
Severely_persistent: rms_fgdepar=14.6829, expected range: 7.9421 15.8276
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9105, expected range: -17.1615 -6.4390
Severely_persistent: rms_fgdepar=15.9910, expected range: 6.5409 17.3811
BUFR LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5601, expected range: -18.5654 4.5653
Severely_persistent: rms_fgdepar=13.7843, expected range: 0.0000 18.4775
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.5470, expected range: -18.9811 -8.8641
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.6193, expected range: 9.6778 19.0776
BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3156, expected range: -18.2567 11.1940
Severely_persistent: rms_fgdepar=14.4558, expected range: 0.0000 15.6970
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.0679, expected range: -20.1944 6.9528
Severely_persistent: rms_fgdepar=14.3577, expected range: 0.0000 19.9715
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.6250, expected range: -16.7646 -8.1503
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.6492, expected range: 8.2725 16.7671
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3355, expected range: -16.2807 -4.6073
Severely_persistent: rms_fgdepar=13.5058, expected range: 4.5873 16.4964
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.5821, expected range: -17.8931 -4.7631
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.6194, expected range: 5.1403 18.4244
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02316 : out of range
Severe: avg_fgdepar=-12.2181, expected range: -8.4140 5.5045
Severe: rms_fgdepar=12.2718, expected range: 0.0000 7.0740
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0860, expected range: 0.0000 14.3710
MANUAL LAND SYNOP 2M TEMPERATURE (K) 28382 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1251, expected range: -9.3632 4.7891
Severe: rms_fgdepar=13.2353, expected range: 0.0000 9.1294
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23376 : out of range
Severe: rms_fgdepar=10.7149, expected range: 0.0002 3.0899
METAR 2M TEMPERATURE (K) OIGK : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0755, expected range: 0.0000 14.1679
METAR 2M TEMPERATURE (K) USCM : out of range
Severe: rms_fgdepar=14.2361, expected range: 0.0000 5.6416
METAR 2M TEMPERATURE (K) ETAR : out of range
Severe: rms_fgdepar=12.4065, expected range: 0.0000 3.9618
METAR 2M TEMPERATURE (K) LPOV : out of range
Severe: rms_fgdepar=10.6281, expected range: 0.6312 5.6503
LAND TEMP 2M TEMPERATURE (K) 25703 : out of range
Severe: avg_fgdepar=-12.1352, expected range: -15.7081 -1.0517
Severe: rms_fgdepar=12.1352, expected range: 2.4572 14.7048
LAND TEMP 2M TEMPERATURE (K) 98233 : out of range
Severe: avg_fgdepar=-17.9671, expected range: -1.3452 2.6298
Severe: rms_fgdepar=17.9671, expected range: 0.0000 2.2057
LAND TEMP 2M TEMPERATURE (K) 30054 : out of range
Severe: avg_fgdepar=-12.8321, expected range: -8.4810 2.3307
Severe: rms_fgdepar=12.8321, expected range: 0.0000 7.7060
BUFR LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1121, expected range: 0.0000 14.3965
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI19322 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.6460, expected range: 2.1840 14.7126
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI19322 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.7633, expected range: 2.6525 14.7594
BUFR LAND SYNOP 2M TEMPERATURE (K) 28382 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1715, expected range: -9.4223 4.7503
Severe: rms_fgdepar=13.2816, expected range: 0.0000 9.2216
BUFR LAND SYNOP 2M TEMPERATURE (K) 44215 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1424, expected range: -12.7719 -3.0444
Severe: rms_fgdepar=13.4407, expected range: 3.3334 12.8565
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.6822, expected range: 2.6553 15.1972
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.7578, expected range: 3.5368 15.0369
BUFR LAND SYNOP 2M TEMPERATURE (K) 02316 : out of range
Severe: avg_fgdepar=-12.4290, expected range: -8.5468 5.4646
Severe: rms_fgdepar=12.4742, expected range: 0.0000 7.3048
BUFR LAND SYNOP 2M TEMPERATURE (K) 01449 : out of range
Severe: rms_fgdepar=10.8254, expected range: 1.0168 6.2195
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI126AA : out of range
Severe: avg_fgdepar=12.1906, expected range: -6.3019 14.3314
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI126AA : out of range
Severe: rms_fgdepar=12.3758, expected range: 1.4555 10.2027
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=1375.0000, expected range: 1525.8536 1560.1464
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 71475 : out of range
Severe: rms_fgdepar=31.4946, expected range: 0.0000 16.4820
AUTOMATIC LAND SYNOP RH2M (%) 41318 : out of range
Severe: rms_fgdepar=32.3571, expected range: 0.0900 16.8995
METAR RH2M (%) CYBL : out of range
Severe: rms_fgdepar=39.5856, expected range: 0.0000 11.5794
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=1370.0000, expected range: 1458.6636 1610.6698