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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-07 12:00

amsua
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0009, expected range: -0.4208 -0.3323
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=0.5693, expected range: 0.3313 0.3668
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3005, expected range: -0.6057 -0.5972
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.1676, expected range: -0.5062 -0.3256
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.5187, expected range: -0.9300 -0.7825
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.8643, expected range: -1.1738 -1.1403
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.6850, expected range: -0.8813 -0.7798
NOAA-15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
Slight: avg_norm_fgdepar=-0.0531, expected range: -0.0182 0.0861
AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39
airs
AQUA AIRS RADIANCES (12 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.5817, expected range: -0.7316 -0.7036
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-2.2487, expected range: -2.8191 -2.6450
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-2.5296, expected range: -3.2660 -3.1564
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3605, expected range: -0.2354 -0.0945
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5236, expected range: -0.6712 -0.6282
Atmospheric Motion Vector
HIMAWARI-8 AMV VIS1 WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
7 times in the last 10 days for at least one item
Severely_persistent: obs_number=441.0000, expected range: 291.8089 323.7988
Radiosondes
LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Severe: avg_lsm=0.8263, expected range: 0.9048 0.9849
LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Severe: avg_lsm=0.8566, expected range: 0.9279 0.9914
LAND TEMP Q (G/KG) 43279 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.7360, expected range: 0.0000 2.5398
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 82 : all data missing
Severe: obs_number=0, expected range: 55.93 134.87
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 0.00 410.68
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_lsm=0.6728, expected range: 0.7317 0.8002
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=1.0472, expected range: 0.0550 0.5972
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.2384, expected range: 1.0314 2.5052
Severe: avg_fgdepar=-3.2062, expected range: -0.4281 0.4259
Considerable: avg_lsm=0.8797, expected range: 0.9414 1.0354
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_lsm=0.4191, expected range: 0.7549 1.0879
Considerable: avg_lsm=0.8760, expected range: 0.9411 1.0355
HIGH RESO LAND TEMP Q (G/KG) 72340 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.3656, expected range: 0.0000 1.0891
HIGH RESO LAND TEMP Q (G/KG) 76679 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.5367, expected range: 0.3064 1.1702
HIGH RESO LAND TEMP TEMPERATURE (K) 50527 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.4693, expected range: 0.0000 3.6490
Severe: avg_fgdepar=-9.3264, expected range: -1.1916 1.6894
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 459.9430
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: avg_lsm=0.4340, expected range: 0.3595 0.4046
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HP : out of range
Considerable: avg_lsm=0.4327, expected range: 0.3584 0.4031
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=274.0000, expected range: 361.6826 387.3174
amdar
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA PRESSURE LAYER 0-300 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8882, expected range: -1.9211 0.7500
Severely_persistent: rms_fgdepar=11.0518, expected range: -24.8746 34.0618
Severely_persistent: avg_fgdepar=10.6095, expected range: -26.6338 35.0466
TAMDAR WIND VECTOR DIFF (M/S) 00001068 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=16.5152, expected range: 0.0000 6.9926
TAMDAR WIND VECTOR DIFF (M/S) 00005178 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.8653, expected range: 0.7464 30.1652
Severe: avg_fgdepar=26.8653, expected range: 0.5952 30.0771
ADS-C WIND VECTOR DIFF (M/S) 3NDUTARA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.1973, expected range: 0.0000 18.1127
airep
AIREP WIND VECTOR DIFF (M/S) QTR971 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.0161, expected range: 0.0000 9.0183
AIREP WIND VECTOR DIFF (M/S) QTR929 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9679, expected range: 0.0000 14.2155
AIREP WIND VECTOR DIFF (M/S) OMA816 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.7206, expected range: 0.0000 7.1536
AIREP WIND VECTOR DIFF (M/S) AIC301 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.5844, expected range: 0.0000 16.0717
AIREP WIND VECTOR DIFF (M/S) AAL73 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.3289, expected range: 0.0000 29.4643
Severe: avg_fgdepar=22.1893, expected range: -7.7238 19.2117
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 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: 0.0000 353.5039
Severe: obs_number=0.0000, expected range: 0.0000 353.5039
pilot
LAND PILOT WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: avg_lsm=0.7145, expected range: 0.7759 0.8842
synop
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31300 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8414, expected range: -1.0274 0.7500
BUFR LAND SYNOP RH2M (%) _1702766 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.7449, expected range: 20.2230 83.0704
Severely_persistent: avg_fgdepar=-52.7449, expected range: -85.9098 -14.8529
BUFR LAND SYNOP RH2M (%) 68408 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9963, expected range: -2.0637 0.7500
Severely_persistent: rms_fgdepar=50.5623, expected range: 0.0000 152.3934
Severely_persistent: avg_fgdepar=-50.5210, expected range: -157.6712 100.5208
AUTOMATIC LAND SYNOP RH2M (%) 68397 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9997, expected range: -1.2296 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78711 : out of range
Severe: avg_pge=0.8087, expected range: -0.4038 0.5307
Severe: rms_fgdepar=341.3831, expected range: 0.0000 164.2249
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 47022 : out of range
Severe: avg_pge=0.8984, expected range: -0.4919 0.7500
Severe: rms_fgdepar=748.2234, expected range: 0.0000 381.0561
Severe: avg_fgdepar=-733.3838, expected range: -449.7072 434.0262
MANUAL LAND SYNOP RH2M (%) 43017 : out of range
Severe: avg_pge=0.9903, expected range: -0.9006 0.7500
Severe: rms_fgdepar=43.2746, expected range: 0.0000 43.2445
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
Severe: avg_pge=0.9703, expected range: -1.3269 0.7500
MANUAL LAND SYNOP RH2M (%) 41560 : out of range
Severe: avg_pge=0.9623, expected range: -0.0771 0.0956
BUFR LAND SYNOP Z (M) 41508 : out of range
Severe: avg_pge=0.8144, expected range: -1.1807 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94893 : out of range
Severe: avg_pge=0.8502, expected range: -0.9207 0.7500
Severe: rms_fgdepar=326.3125, expected range: 0.0000 281.6699
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25707 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8042, expected range: -1.0736 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
Severe: avg_pge=0.8211, expected range: -0.4035 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16436 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8060, expected range: -0.0737 0.7500
BUFR LAND SYNOP RH2M (%) 95369 : out of range
Severe: rms_fgdepar=47.2075, expected range: 0.0000 23.5748
BUFR LAND SYNOP RH2M (%) 64184 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9647, expected range: -1.4776 0.7500
BUFR LAND SYNOP RH2M (%) 43291 : out of range
Severe: avg_pge=0.9888, expected range: -1.2043 0.7500
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9225, expected range: -1.4600 0.7500
Severely_persistent: rms_fgdepar=1141.5005, expected range: 0.0000 1998.9192
Severely_persistent: avg_fgdepar=-1141.5005, expected range: -2101.0880 1676.8128
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JQF : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=514.8145, expected range: 225.9267 815.6254
Severely_persistent: avg_fgdepar=-514.8145, expected range: -816.2794 -224.8696
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FAZ9 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8392, expected range: -1.1252 0.7500
Severely_persistent: rms_fgdepar=580.9407, expected range: -771.2248 1088.3702
Severely_persistent: avg_fgdepar=-580.9407, expected range: -992.1471 722.4135
AUTOMATIC SHIP SURFACE PRESSURE (PA) : out of range
Severe: avg_lsm=0.0092, expected range: 0.0001 0.0036
BUFR SHIP SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_lsm=0.2250, expected range: -0.0495 0.0968
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VROH8 : Significant drift within DA wi
Severe: stdev_lon=9.3427, expected range: -0.7079 1.5350
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V9111 : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lon=161.9500, expected range: -239.0397 273.4953
Severe: stdev_lat=5.1000, expected range: -5.2774 6.1329
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDH7557 : out of range
Severe: avg_pge=0.8139, expected range: -1.0065 0.7500
Severe: rms_fgdepar=522.1816, expected range: 0.0000 417.0443
Severe: avg_fgdepar=-522.1816, expected range: -705.1265 627.5960
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROH8 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=9.3427, expected range: -0.7079 1.5350
Severe: rms_fgdepar=522.3028, expected range: 0.0000 774.9004
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK60 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8318, expected range: -0.1476 0.1637
Severe: rms_fgdepar=521.2419, expected range: 0.0000 120.2275
Severe: avg_fgdepar=-521.2419, expected range: -133.9295 132.3563
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MWTGW8G : out of range
Severe: rms_fgdepar=317.1658, expected range: 0.0000 160.6109
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KIYI : Significant drift within DA wi
Severe: stdev_lon=2.3354, expected range: -2.1431 4.0231
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGTY : Change of land sea mask
3 times in the last 10 days for at least one item
Severe: avg_lsm=0.9967, expected range: -1.7473 2.9949
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6FA2 : Significant drift within DA wi
Severe: stdev_lon=12.2400, expected range: -1.1851 1.9751
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9111 : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lon=161.9500, expected range: -239.0397 273.4953
Severe: stdev_lat=5.1000, expected range: -5.2774 6.1329
Severe: rms_fgdepar=384.4029, expected range: 0.0000 198.5924
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6415 : out of range
Severe: avg_pge=0.8028, expected range: -0.8212 0.7500
Severe: rms_fgdepar=587.4817, expected range: 0.0000 528.9873
Severe: avg_fgdepar=578.4938, expected range: -655.5351 728.2271
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2911 : out of range
Severe: avg_pge=0.8257, expected range: -1.0059 0.7500
buoy
MOORED BUOYS SURFACE PRESSURE (PA) 2200185 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8728, expected range: -1.4383 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401563 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8166, expected range: -1.1619 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501742 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8780, expected range: -1.2331 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602593 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9000, expected range: -0.9137 0.7500
Severe: rms_fgdepar=576.8446, expected range: -540.9193 704.3382
Severe: avg_fgdepar=-561.3846, expected range: -489.7519 599.7122
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101702 : out of range
Severe: rms_fgdepar=427.8556, expected range: 0.0000 90.2558
DRIFTING BUOYS SURFACE PRESSURE (PA) 1601740 : Significant drift within DA wi
Severe: stdev_lat=1.0039, expected range: -0.0131 0.0436
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501728 : Significant drift within DA wi
Severe: stdev_lon=1.0821, expected range: -0.0118 0.0688
snow
MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=81.9963, expected range: 39.4836 62.3957
Severely_persistent: avg_fgdepar=-81.9963, expected range: -62.3957 -39.4836
BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
13 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.5883, expected range: 0.0000 74.8273
Severely_persistent: avg_fgdepar=56.5664, expected range: -19.5687 74.7940
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=69.0635, expected range: 63.7936 110.3631
Severely_persistent: avg_fgdepar=-69.0082, expected range: -110.3674 -63.7537
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=793.2786, expected range: 745.0278 836.7579
Severely_persistent: avg_fgdepar=-793.0836, expected range: -836.8029 -744.8242
BUFR LAND SYNOP SNOW (CM) 25378 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=82.0439, expected range: 39.5400 62.4668
Severely_persistent: avg_fgdepar=-82.0439, expected range: -62.4668 -39.5400
BUFR LAND SYNOP SNOW (CM) 01291 : out of range
Severe: rms_fgdepar=15.7569, expected range: 0.0000 2.8299
BUFR LAND SYNOP SNOW (CM) 01220 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=55.8528, expected range: -6.1665 8.9699
Severe: avg_fgdepar=55.7906, expected range: -8.1686 8.6051
BUFR LAND SYNOP SNOW (CM) 01132 : out of range
Severe: rms_fgdepar=42.6022, expected range: -2.7347 3.7827
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.7817, expected range: 1.9155 19.7522
Severely_persistent: avg_fgdepar=-14.1361, expected range: -20.3421 0.9956
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.1458, expected range: 10.6868 17.4208
Severely_persistent: avg_fgdepar=-15.0698, expected range: -17.3188 -10.4856
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.4263, expected range: 0.0000 26.0666
Severely_persistent: avg_fgdepar=-12.0728, expected range: -24.7473 33.1925
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.5664, expected range: 0.0000 19.2159
Severely_persistent: avg_fgdepar=-13.4894, expected range: -22.0615 6.8029
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.2743, expected range: 0.0000 23.3496
Severely_persistent: avg_fgdepar=-15.2028, expected range: -27.4022 16.3783
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.1778, expected range: 0.0000 19.1094
Severely_persistent: avg_fgdepar=-17.1656, expected range: -22.5202 13.5611
METAR 2M TEMPERATURE (K) VYNT : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.4655, expected range: 4.0248 16.7640
Severely_persistent: avg_fgdepar=13.4562, expected range: 2.8997 17.2217
METAR 2M TEMPERATURE (K) UGMS : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.1712, expected range: 3.4473 17.0035
Severely_persistent: avg_fgdepar=13.1635, expected range: 3.4817 16.9028
METAR 2M TEMPERATURE (K) KTLH : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.7737, expected range: 5.9144 16.5589
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.8025, expected range: 7.3273 18.5789
Severely_persistent: avg_fgdepar=-15.5821, expected range: -18.7993 -6.6070
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI176D9 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.0542, expected range: 0.0000 30.8594
BUFR LAND SYNOP 2M TEMPERATURE (K) _170E863 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.5051, expected range: 0.0000 22.9183
Severely_persistent: avg_fgdepar=-13.0782, expected range: -31.5120 24.1455
BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.4413, expected range: 1.7733 20.1025
Severely_persistent: avg_fgdepar=-13.7822, expected range: -20.4687 0.7383
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.2546, expected range: 10.7682 17.4791
Severely_persistent: avg_fgdepar=-15.1792, expected range: -17.3632 -10.5863
BUFR LAND SYNOP 2M TEMPERATURE (K) 80010 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.9285, expected range: 6.4109 18.5755
Severely_persistent: avg_fgdepar=-16.8980, expected range: -32.4940 36.3843
BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8047, expected range: -0.0369 1.0814
Severely_persistent: rms_fgdepar=19.4498, expected range: 0.0000 20.8732
Severely_persistent: avg_fgdepar=19.4420, expected range: -20.2983 30.3494
BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.1039, expected range: 0.0000 26.1032
Severely_persistent: avg_fgdepar=-12.6049, expected range: -24.4322 33.0958
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.5661, expected range: 0.0000 19.2279
Severely_persistent: avg_fgdepar=-13.4872, expected range: -22.1379 6.8929
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.3080, expected range: 0.0000 23.2736
Severely_persistent: avg_fgdepar=-15.2367, expected range: -27.2484 16.1785
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.3009, expected range: 0.0000 19.2733
Severely_persistent: avg_fgdepar=-17.2895, expected range: -22.5951 13.4888
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 73090 : out of range
Severe: rms_fgdepar=13.3493, expected range: 0.0000 4.2120
Severe: avg_fgdepar=-13.2408, expected range: -4.9719 5.0873
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71546 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.6610, expected range: 0.0000 8.4550
Severe: avg_fgdepar=-12.6058, expected range: -8.0188 6.6566
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71393 : out of range
Severe: rms_fgdepar=11.0045, expected range: 0.0000 5.6331
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71235 : out of range
Severe: rms_fgdepar=13.0037, expected range: 0.0000 8.8597
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 55578 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.6802, expected range: 0.0000 19.6144
Severe: avg_fgdepar=-13.6802, expected range: -23.0514 20.3366
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02890 : out of range
Severe: rms_fgdepar=14.2899, expected range: 0.0000 5.2641
Severe: avg_fgdepar=-14.2899, expected range: -4.7649 6.4167
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71943 : out of range
Severe: rms_fgdepar=13.5294, expected range: 0.0000 4.1109
Severe: avg_fgdepar=-13.3885, expected range: -4.9329 4.9168
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71940 : out of range
Severe: rms_fgdepar=13.1986, expected range: 0.0000 5.9737
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71930 : out of range
Severe: rms_fgdepar=10.4451, expected range: 0.0000 5.4690
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71877 : out of range
Severe: rms_fgdepar=11.1631, expected range: 0.0000 6.3360
METAR 2M TEMPERATURE (K) UOOO : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.3901, expected range: 0.0000 16.0248
Severe: avg_fgdepar=16.3350, expected range: -12.2946 12.9320
METAR 2M TEMPERATURE (K) UHMM : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.1846, expected range: 0.0000 21.2164
Severe: avg_fgdepar=-15.1407, expected range: -24.3189 21.5240
METAR 2M TEMPERATURE (K) KMMT : out of range
Severe: rms_fgdepar=10.5709, expected range: 0.9724 5.2951
METAR 2M TEMPERATURE (K) CYZU : out of range
Severe: rms_fgdepar=11.2627, expected range: 0.0000 5.9516
METAR 2M TEMPERATURE (K) CYXJ : out of range
Severe: rms_fgdepar=13.0128, expected range: 0.0000 4.0751
METAR 2M TEMPERATURE (K) CYQU : out of range
Severe: rms_fgdepar=12.3178, expected range: 0.0000 5.8276
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BE4D : out of range
Severe: rms_fgdepar=13.5701, expected range: 0.0000 2.9548
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1896C : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.8078, expected range: 0.0000 5.3728
Severe: avg_fgdepar=-16.8078, expected range: -2.5587 4.8981
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI16FE4 : out of range
Severe: rms_fgdepar=14.3865, expected range: 0.0000 3.9365
Severe: avg_fgdepar=14.2936, expected range: -3.0312 3.3617
BUFR LAND SYNOP 2M TEMPERATURE (K) 73090 : out of range
Severe: rms_fgdepar=13.0417, expected range: 0.0000 3.9530
BUFR LAND SYNOP 2M TEMPERATURE (K) 71943 : out of range
Severe: rms_fgdepar=13.4308, expected range: 0.0000 3.8250
Severe: avg_fgdepar=-12.4939, expected range: -4.5802 4.8346
BUFR LAND SYNOP 2M TEMPERATURE (K) 71940 : out of range
Severe: rms_fgdepar=12.6125, expected range: 0.0000 5.8174
BUFR LAND SYNOP 2M TEMPERATURE (K) 71546 : out of range
Severe: rms_fgdepar=13.5645, expected range: 0.0000 7.3654
Severe: avg_fgdepar=-13.3637, expected range: -6.7389 5.6168
BUFR LAND SYNOP 2M TEMPERATURE (K) 71235 : out of range
Severe: rms_fgdepar=13.2670, expected range: 0.0000 7.6830
BUFR LAND SYNOP 2M TEMPERATURE (K) 02890 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.1912, expected range: 0.0000 5.1000
rh2m
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 356.21