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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-11 12:00

amsua
NOAA-18 AMSUA RADIANCES CHANNEL 9 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5291, expected range: -0.6409 -0.5832
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
iasi
METOP-B IASI RADIANCES CHANNEL 2991 : out of range
Slight: stdev_fgdepar=1.2026, expected range: 1.0411 1.1626
METOP-B IASI RADIANCES CHANNEL 2993 : out of range
Slight: stdev_fgdepar=1.2331, expected range: 1.0607 1.1912
METOP-B IASI RADIANCES CHANNEL 3107 : out of range
Slight: stdev_fgdepar=1.2954, expected range: 1.1432 1.2525
METOP-B IASI RADIANCES CHANNEL 3110 : out of range
Slight: stdev_fgdepar=1.2885, expected range: 1.1234 1.2363
METOP-B IASI RADIANCES CHANNEL 3160 : out of range
Slight: stdev_fgdepar=1.2926, expected range: 1.1395 1.2526
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 5037.43 24825.12
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3850, expected range: 0.1051 0.1500
Severely_persistent: avg_norm_fgdepar=0.0908, expected range: -0.0244 0.0288
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3332, expected range: 0.0588 0.1765
Severely_persistent: avg_norm_fgdepar=0.1282, expected range: -0.0426 0.0464
METOP-B MHS ALLSKY RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.6756, expected range: 0.5768 0.6248
atms
NPP ATMS RADIANCES CHANNEL 10 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0870, expected range: -0.1617 -0.1296
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21
All COSMIC2-E6 GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 707.01 3396.73
Atmospheric Motion Vector
NOAA-15 AVHRR IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: avg_fgdepar=3.1815, expected range: 3.6263 4.1759
Radiosondes
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-11.5833, expected range: -7.4885 5.1295
Severe: rms_fgdepar=11.5833, expected range: 0.0000 7.3399
Severe: avg_pge=0.9075, expected range: -1.3601 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 34731 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9450, expected range: 0.0000 17.8252
Severe: avg_pge=0.8146, expected range: -0.3933 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 44373 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=33.2577, expected range: -9.1192 21.4937
Severe: rms_fgdepar=33.2577, expected range: 0.0000 34.3739
Severe: avg_pge=0.9133, expected range: -0.8036 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 33791 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=26.3398, expected range: 0.0000 17.2023
LAND TEMP WIND VECTOR DIFF (M/S) 36003 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=16.2018, expected range: 0.0000 5.6932
LAND TEMP Q (G/KG) 76654 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.1631, expected range: 0.0000 1.7542
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.6953, expected range: 0.0000 0.7290
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 124.60 166.20
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 124.60 166.20
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 484.3726
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=599.0000, expected range: 706.3864 848.6136
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: rms_fgdepar=1.8228, expected range: 0.7290 1.3927
amdar
MODE-S WIND VECTOR DIFF (M/S) M64C997 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.9993, expected range: 3.3068 7.4320
MODE-S WIND VECTOR DIFF (M/S) M1C5DFC PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.1170, expected range: 0.0346 6.4938
ADS-C WIND VECTOR DIFF (M/S) 53VLSLBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2407, expected range: 0.0000 7.4972
ADS-C WIND VECTOR DIFF (M/S) VNWI3GJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.0583, expected range: -33.5984 48.0652
ADS-C WIND VECTOR DIFF (M/S) OJRK5OJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=34.8514, expected range: 0.0000 18.8823
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 40.9664 191.6031
airep
AIREP WIND VECTOR DIFF (M/S) AMX003 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.5371, expected range: 0.0000 13.0349
AIREP WIND VECTOR DIFF (M/S) ETH575 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=34.7625, expected range: 0.0000 11.6312
AIREP WIND VECTOR DIFF (M/S) ETD206 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=63.1919, expected range: -44.0762 59.2970
Severe: rms_fgdepar=63.1919, expected range: -58.7372 76.8265
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 44373 (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=30.4385, expected range: -1.9818 10.0310
Severe: rms_fgdepar=30.7815, expected range: 0.0000 11.2617
Severe: avg_pge=0.8953, expected range: -1.2040 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 43110 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=20.1611, expected range: 0.4703 5.2064
Severe: rms_fgdepar=24.3562, expected range: 0.0000 6.2870
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 36974 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8818, expected range: -0.4136 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=550.0999, expected range: -32.5480 923.5721
Severely_persistent: rms_fgdepar=552.6821, expected range: 0.0000 926.2513
Severely_persistent: avg_pge=0.8759, expected range: 0.2093 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36974 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8403, expected range: -0.3471 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8212, expected range: 0.4301 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8339, expected range: 0.5539 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 48852 : out of range
Severe: rms_fgdepar=533.1987, expected range: 0.0000 153.9125
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8096, expected range: -0.7286 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87344 : out of range
Severe: rms_fgdepar=374.4626, expected range: 0.0000 175.8888
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87349 : out of range
Severe: rms_fgdepar=396.9570, expected range: 0.0000 194.7082
MANUAL LAND SYNOP RH2M (%) 82984 : out of range
Severe: rms_fgdepar=35.0105, expected range: 0.0000 17.5223
MANUAL LAND SYNOP RH2M (%) 65445 : out of range
Severe: rms_fgdepar=45.2692, expected range: 0.4125 19.4306
Severe: avg_pge=0.9996, expected range: -0.0454 0.0609
MANUAL LAND SYNOP RH2M (%) 43177 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8099, expected range: -1.3858 0.7500
MANUAL LAND SYNOP RH2M (%) 35849 : out of range
Severe: rms_fgdepar=31.7762, expected range: 0.0000 16.1001
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8026, expected range: -0.5452 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71479 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8305, expected range: -1.5547 0.7500
BUFR LAND SYNOP RH2M (%) 61492 : out of range
Severe: rms_fgdepar=38.7692, expected range: 1.0867 14.6893
BUFR LAND SYNOP RH2M (%) 94943 : out of range
Severe: rms_fgdepar=30.1628, expected range: 0.0000 13.8745
BUFR LAND SYNOP RH2M (%) 34644 : out of range
Severe: rms_fgdepar=34.0660, expected range: 0.0000 15.5736
BUFR LAND SYNOP RH2M (%) 95716 : out of range
Severe: rms_fgdepar=33.9096, expected range: 0.0000 15.3256
BUFR LAND SYNOP RH2M (%) 06617 : out of range
Severe: rms_fgdepar=30.2340, expected range: 0.0000 13.2350
BUFR LAND SYNOP RH2M (%) 34858 : out of range
Severe: rms_fgdepar=30.2794, expected range: 0.0000 13.0099
BUFR LAND SYNOP RH2M (%) 72268 : out of range
Severe: rms_fgdepar=42.9208, expected range: 0.0000 22.5867
BUFR LAND SYNOP Z (M) 06656 : out of range
Severe: rms_fgdepar=146.8791, expected range: 0.0000 71.3860
BUFR LAND SYNOP Z (M) : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=63.0000, expected range: 75.2222 78.5556
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46204 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8130, expected range: -0.9715 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LF4X : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8105, expected range: -0.0325 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5NK2 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=777.1374, expected range: 575.5878 1198.5123
Severely_persistent: rms_fgdepar=777.1374, expected range: 575.5878 1198.5123
Severely_persistent: avg_pge=0.8674, expected range: 0.5890 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROO4 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-773.6821, expected range: -949.6577 1704.7355
Severely_persistent: rms_fgdepar=918.6748, expected range: 0.0000 1709.1855
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDD6127 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8304, expected range: -0.1779 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK70 : out of range
Severe: avg_fgdepar=838.0403, expected range: -343.9727 253.6253
Severe: rms_fgdepar=838.0403, expected range: 0.0000 203.0450
Severe: avg_pge=0.8801, expected range: -0.3199 0.3873
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRID2 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-598.1098, expected range: -316.1030 192.7241
Severe: rms_fgdepar=810.7309, expected range: 0.0000 307.7558
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDD3825 : out of range
Severe: avg_fgdepar=-671.7251, expected range: -306.3189 398.4926
Severe: rms_fgdepar=861.2515, expected range: 0.0000 272.7858
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK36 : out of range
Severe: rms_fgdepar=329.7190, expected range: 0.0000 107.0435
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCDP8 : out of range
Severe: avg_fgdepar=-574.1206, expected range: -530.6027 440.4494
Severe: rms_fgdepar=755.5306, expected range: 0.0000 546.1710
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501516 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8428, expected range: -0.7127 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202688 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8043, expected range: -1.3849 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601522 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=431.0298, expected range: 0.0000 79.2332
Severe: avg_pge=0.8454, expected range: 0.0000 0.0000
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601634 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8692, expected range: -0.6973 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202695 : out of range
Severe: rms_fgdepar=353.6469, expected range: 0.0000 85.6839
DRIFTING BUOYS SURFACE PRESSURE (PA) 4700546 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=381.2262, expected range: 0.0000 175.2118
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203707 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-548.9590, expected range: -346.2367 352.9172
Severe: rms_fgdepar=554.1731, expected range: -615.7474 860.3176
Severe: avg_pge=0.9001, expected range: -1.3867 0.7500
metar
METAR SURFACE PRESSURE (PA) FQCH : out of range
Severe: avg_fgdepar=505.7549, expected range: -165.9450 185.3888
Severe: rms_fgdepar=717.0942, expected range: 0.0000 172.1638
METAR SURFACE PRESSURE (PA) SACO : out of range
Severe: rms_fgdepar=396.9404, expected range: 0.0000 222.0482
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=-53.7846, expected range: -56.1173 -50.6613
Severely_persistent: rms_fgdepar=53.7846, expected range: 50.6613 56.1173
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.1972, expected range: 98.7367 100.6222
Severely_persistent: rms_fgdepar=99.1972, expected range: 98.7367 100.6222
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-67.6994, expected range: -67.7687 -63.5646
Severely_persistent: rms_fgdepar=67.6995, expected range: 63.5650 67.7686
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=-80.7211, expected range: -83.4613 -77.0591
Severely_persistent: rms_fgdepar=80.7223, expected range: 77.0600 83.4645
BUFR LAND SYNOP SNOW (CM) 47058 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=99.3367, expected range: 97.4956 100.6101
Severe: rms_fgdepar=99.3367, expected range: 97.4979 100.6102
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2890, expected range: -18.7079 -10.5211
Severely_persistent: rms_fgdepar=15.4470, expected range: 10.5628 18.8964
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.8499, expected range: -25.3031 22.6169
Severely_persistent: rms_fgdepar=16.8821, expected range: 0.0000 19.8269
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9626, expected range: -21.5362 1.9088
Severely_persistent: rms_fgdepar=13.9626, expected range: 0.0000 21.5773
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36897 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.0772, expected range: -16.1078 8.9949
Severely_persistent: rms_fgdepar=17.1380, expected range: 0.0000 15.0936
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.5139, expected range: -16.1590 4.8447
Severely_persistent: rms_fgdepar=16.8941, expected range: 0.0000 16.6356
BUFR LAND SYNOP 2M TEMPERATURE (K) 85671 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.9320, expected range: -19.6138 -12.0968
Severely_persistent: rms_fgdepar=19.9320, expected range: 12.2704 19.6037
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.1215, expected range: -26.3105 9.7658
Severely_persistent: rms_fgdepar=17.1215, expected range: 0.0000 22.3627
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9843, expected range: -25.4253 22.5920
Severely_persistent: rms_fgdepar=17.0171, expected range: 0.0000 19.9851
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.0126, expected range: -21.5862 1.8588
Severely_persistent: rms_fgdepar=14.0126, expected range: 0.0000 21.6294
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3423, expected range: -15.9835 4.7034
Severely_persistent: rms_fgdepar=16.7280, expected range: 0.0000 16.5099
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71911 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.1690, expected range: -7.1164 6.0860
Severe: rms_fgdepar=14.1721, expected range: 0.0000 6.7833
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 36856 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1435, expected range: -12.0316 2.1708
Severe: rms_fgdepar=12.4846, expected range: 0.0000 12.3321
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
Severe: avg_fgdepar=-12.2931, expected range: -12.4898 -4.1812
Severe: rms_fgdepar=12.3161, expected range: 4.8205 12.2752
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36877 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5448, expected range: -10.1069 3.5739
Severe: rms_fgdepar=13.7848, expected range: 0.0000 10.5229
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44218 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1826, expected range: 0.0000 9.6325
LAND TEMP 2M TEMPERATURE (K) 14240 : out of range
Severe: avg_fgdepar=17.5755, expected range: -3.4336 4.6317
Severe: rms_fgdepar=17.5755, expected range: 0.0000 3.9889
LAND TEMP 2M TEMPERATURE (K) 71043 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2817, expected range: -15.8954 11.3408
Severe: rms_fgdepar=12.2817, expected range: 0.0000 14.2987
BUFR LAND SYNOP 2M TEMPERATURE (K) 71911 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.3538, expected range: -7.3968 6.4013
Severe: rms_fgdepar=14.3570, expected range: 0.0000 7.3287
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
Severe: avg_fgdepar=-12.2612, expected range: -12.3133 -4.3080
Severe: rms_fgdepar=12.2782, expected range: 4.9738 12.0734
BUFR LAND SYNOP 2M TEMPERATURE (K) 36856 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1935, expected range: -12.0059 2.1534
Severe: rms_fgdepar=12.5333, expected range: 0.0000 12.3138
BUFR LAND SYNOP 2M TEMPERATURE (K) 06617 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0282, expected range: -9.9190 8.6020
Severe: rms_fgdepar=12.4045, expected range: -6.7046 10.6434
BUFR LAND SYNOP 2M TEMPERATURE (K) 36877 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5948, expected range: -10.1569 3.5239
Severe: rms_fgdepar=13.8303, expected range: 0.0000 10.5836
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=314.0000, expected range: 336.3508 361.8845
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 68449 : out of range
Severe: rms_fgdepar=35.6122, expected range: 0.0000 17.2850
MANUAL LAND SYNOP RH2M (%) 11880 : out of range
Severe: rms_fgdepar=30.1436, expected range: 0.0000 15.8956
MANUAL LAND SYNOP RH2M (%) 34871 : out of range
Severe: rms_fgdepar=39.2729, expected range: 0.0000 17.3275
METAR RH2M (%) UMBB : out of range
Severe: rms_fgdepar=33.3388, expected range: 0.0000 16.1362
METAR RH2M (%) LKKU : out of range
Severe: rms_fgdepar=34.6621, expected range: 0.0000 16.3898