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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-06 00:00

amsua
NOAA-19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7131, expected range: 0.5495 0.6390
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6854, expected range: 0.5282 0.6166
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7016, expected range: 0.5262 0.6249
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
Severe: avg_biascorr=-0.3680, expected range: -0.6576 -0.5972
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
Severe: avg_biascorr=0.5232, expected range: 0.3087 0.3668
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
Severe: avg_biascorr=-0.1387, expected range: -0.4613 -0.3323
NOAA-15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
2 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.7691, expected range: 0.6539 0.7299
NOAA-15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6924, expected range: 0.5103 0.6252
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6546, expected range: 0.4871 0.5923
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
Severe: avg_biascorr=-0.5891, expected range: -0.7531 -0.7036
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
Severe: avg_biascorr=-2.2333, expected range: -3.2959 -3.1564
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
Severe: avg_biascorr=-2.3295, expected range: -2.8416 -2.6450
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4052, expected range: -0.2354 -0.0643
NPP ATMS RADIANCES CHANNEL 11 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2688, expected range: -0.5490 -0.3895
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4718, expected range: -0.6583 -0.6282
Atmospheric Motion Vector
All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14
METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: obs_number=151.0000, expected range: 313.2071 317.9514
AQUA MODIS CLOUDY WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HP : out of range
6 times in the last 10 days for at least one item
Slight: avg_fgdepar=4.7990, expected range: 3.9057 4.5003
Radiosondes
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8808, expected range: -0.9382 0.7500
HIGH RESO LAND TEMP Q (G/KG) 94332 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.4358, expected range: 0.0000 0.9161
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Severe: obs_number=174.0000, expected range: 78.7432 89.9235
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 98.98 138.44
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: rms_fgdepar=12.6381, expected range: 0.5466 7.8584
amdar
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=11.0843, expected range: -23.6664 28.7425
Severe: rms_fgdepar=11.1133, expected range: -22.0110 28.0079
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (3 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9022, expected range: -1.7264 0.7500
WIGOS AMDAR Q (G/KG) JHCWUURA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.8891, expected range: 0.1104 1.2766
ADS-C WIND VECTOR DIFF (M/S) L34LQHZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=26.5429, expected range: -6.8088 15.9800
Severe: rms_fgdepar=26.5429, expected range: 0.0000 35.9091
ADS-C WIND VECTOR DIFF (M/S) U2VTZDBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.6597, expected range: 0.0000 34.2779
ADS-C WIND VECTOR DIFF (M/S) UKUGD2RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.7525, expected range: 0.0000 10.9571
airep
AIREP WIND VECTOR DIFF (M/S) AAL72 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.3667, expected range: 0.0000 19.4337
AIREP WIND VECTOR DIFF (M/S) OMA843 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=22.2074, expected range: -15.6768 26.7636
Severe: rms_fgdepar=22.2074, expected range: 0.0000 39.6127
AIREP WIND VECTOR DIFF (M/S) QFA9 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=27.4048, expected range: -7.0896 19.2855
Severe: rms_fgdepar=27.4048, expected range: 0.0000 25.8587
Severe: avg_pge=0.8611, expected range: -0.5217 0.7500
AIREP WIND VECTOR DIFF (M/S) THY7LK PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=30.8955, expected range: -28.7683 42.9529
Severe: rms_fgdepar=40.0902, expected range: -45.9219 63.5597
AIREP WIND VECTOR DIFF (M/S) UAL140 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.7086, expected range: 0.0000 17.5910
AIREP WIND VECTOR DIFF (M/S) UAL712 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=53.6321, expected range: 0.2945 8.3149
Severe: rms_fgdepar=53.6321, expected range: 0.1274 9.8656
AIREP 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: rms_fgdepar=15.9263, expected range: 1.9992 8.3155
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47406 PRESSURE LAYER 300-600 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.2864, expected range: 1.7595 5.8476
Severe: rms_fgdepar=24.2819, expected range: 1.2969 7.6000
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47616 PRESSURE LAYER 300-600 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.6541, expected range: -1.5186 8.5291
Severe: rms_fgdepar=27.4889, expected range: 0.0000 10.8667
synop
MANUAL LAND SYNOP RH2M (%) 42026 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.2237, expected range: 16.7919 86.6620
Severely_persistent: rms_fgdepar=57.2237, expected range: 16.7919 86.6620
Severely_persistent: avg_pge=0.9688, expected range: -0.6038 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31300 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=508.5087, expected range: -597.0305 860.2504
Severely_persistent: avg_pge=0.8824, expected range: -1.4176 0.7500
BUFR LAND SYNOP RH2M (%) 68408 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.2614, expected range: -148.0760 109.8957
Severely_persistent: rms_fgdepar=56.2614, expected range: -97.8295 140.3819
Severely_persistent: avg_pge=0.9998, expected range: -1.8400 0.7500
BUFR LAND SYNOP RH2M (%) 94334 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: -1.5497 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62393 : out of range
Severe: rms_fgdepar=437.8099, expected range: 0.0000 97.3521
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78486 : out of range
Severe: rms_fgdepar=339.3274, expected range: 0.0000 91.7382
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82353 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8316, expected range: -0.9460 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83998 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-502.4922, expected range: -232.1382 164.6285
Severe: rms_fgdepar=502.4922, expected range: -164.6285 232.1382
Severe: avg_pge=0.8896, expected range: -1.1403 0.7500
MANUAL LAND SYNOP RH2M (%) 38301 : out of range
Severe: avg_fgdepar=-52.4937, expected range: -90.8543 102.4797
Severe: rms_fgdepar=52.4937, expected range: 0.0000 79.0167
Severe: avg_pge=0.9548, expected range: -0.0236 0.0367
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=52.8037, expected range: -66.1273 120.8569
Severe: rms_fgdepar=52.8037, expected range: 0.9536 63.0870
Severe: avg_pge=0.9996, expected range: -0.8920 0.7500
MANUAL LAND SYNOP RH2M (%) 87016 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9794, expected range: -1.4712 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24557 : out of range
Severe: rms_fgdepar=564.3717, expected range: 0.0000 239.7417
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25707 : out of range
Severe: avg_pge=0.8154, expected range: -1.0078 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 43201 : out of range
Severe: rms_fgdepar=566.1373, expected range: 0.0000 83.3462
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86285 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8139, expected range: -1.3399 0.7500
BUFR LAND SYNOP RH2M (%) 64040 : out of range
Severe: avg_fgdepar=-56.8240, expected range: -70.5985 -24.4638
Severe: rms_fgdepar=56.8240, expected range: 24.4638 70.5985
BUFR LAND SYNOP Z (M) 56374 : out of range
Severe: avg_pge=0.9110, expected range: -0.7679 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: avg_lsm=0.5745, expected range: 0.6239 0.6746
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8234, expected range: -0.9384 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=870.4212, expected range: 0.0000 1695.3654
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9HA3845 : Significant drift within DA wi
Severe: stdev_lon=163.5500, expected range: -1.7980 2.8713
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V7524 : Significant drift within DA wi
Severe: stdev_lat=2.9500, expected range: -0.6474 0.8974
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V9111 : Significant drift within DA wi
Severe: stdev_lat=3.4500, expected range: 0.0000 0.0000
Severe: stdev_lon=153.9000, expected range: 0.0000 0.0000
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) D5DG4 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8922, expected range: -0.8707 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : Significant drift within DA wi
Severe: stdev_lat=12.6500, expected range: -17.1598 19.8473
Severe: stdev_lon=127.1000, expected range: -71.4953 82.5590
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) TBWUK60 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.7245, expected range: 0.0000 9.0023
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRBY8 : Significant drift within DA wi
Severe: stdev_lat=22.3348, expected range: -1.2511 1.9205
Severe: stdev_lon=11.8134, expected range: -8.8675 10.7003
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3E2032 : out of range
Severe: avg_fgdepar=-608.0190, expected range: -544.2817 380.0092
Severe: rms_fgdepar=608.0190, expected range: 0.0000 560.4334
Severe: avg_pge=0.8461, expected range: -0.9630 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FAZ9 : out of range
Severe: avg_fgdepar=-518.2335, expected range: -416.6738 295.8167
Severe: rms_fgdepar=518.2335, expected range: -302.2048 445.9670
Severe: avg_pge=0.8390, expected range: -0.6806 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FPQ9 : Significant drift within DA wi
Severe: stdev_lon=15.8835, expected range: -6.1748 7.4665
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA3845 : out of range
Severe: rms_fgdepar=550.8188, expected range: 0.0000 474.1344
Severe: stdev_lon=163.5500, expected range: -1.8500 2.8563
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HXD9 : Significant drift within DA wi
Severe: stdev_lon=33.0563, expected range: -0.9205 1.9104
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V7524 : Significant drift within DA wi
Severe: stdev_lat=2.9500, expected range: -0.6474 0.8974
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9111 : Significant drift within DA wi
Severe: stdev_lat=3.4500, expected range: 0.0000 0.0000
Severe: stdev_lon=153.9000, expected range: 0.0000 0.0000
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6PT7 : Significant drift within DA wi
Severe: stdev_lon=16.3277, expected range: -0.4609 1.9682
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6SE8 : Significant drift within DA wi
Severe: stdev_lon=18.6509, expected range: -1.2400 2.2532
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OYCY2 : Significant drift within DA wi
Severe: stdev_lon=17.9818, expected range: -1.4070 2.8975
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VGPY : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=682.6640, expected range: -637.0180 1312.1791
Severe: rms_fgdepar=689.5055, expected range: 0.0000 1126.8635
Severe: avg_pge=0.8610, expected range: 0.2726 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRBY8 : Significant drift within DA wi
Severe: stdev_lat=22.3348, expected range: -1.2511 1.9205
Severe: stdev_lon=11.8134, expected range: -8.8675 10.7003
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8715, expected range: -0.7525 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3401642 : Significant drift within DA wi
Severe: stdev_lon=143.9959, expected range: -0.0235 0.0566
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401563 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-535.1169, expected range: -103.6163 -13.2042
Severe: rms_fgdepar=535.1169, expected range: 15.7781 106.8602
Severe: avg_pge=0.9037, expected range: -0.1861 0.3456
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602593 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=403.5151, expected range: 0.0000 83.4543
Severe: avg_pge=0.8217, expected range: -0.1039 0.1173
metar
METAR SURFACE PRESSURE (PA) SBMT : out of range
Severe: rms_fgdepar=386.5675, expected range: 0.0000 138.5234
snow
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.2276, expected range: -52.2311 -47.4960
Severely_persistent: rms_fgdepar=56.2276, expected range: 47.4960 52.2311
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.2276, expected range: -52.2311 -47.4960
Severely_persistent: rms_fgdepar=56.2276, expected range: 47.4960 52.2311
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-805.0882, expected range: -829.5796 -746.2653
Severely_persistent: rms_fgdepar=805.0885, expected range: 746.4518 829.5782
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-67.2321, expected range: -99.4296 -79.5353
Severely_persistent: rms_fgdepar=67.2370, expected range: 79.5833 99.4121
BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=62.2599, expected range: -2.6917 49.0431
Severely_persistent: rms_fgdepar=62.2674, expected range: 0.0000 49.1965
MANUAL LAND SYNOP SNOW (CM) 20107 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.6566, expected range: 0.0000 3.0690
MANUAL LAND SYNOP SNOW (CM) 40745 : Presence of snow in warm condi
Severe: avg_obsvalue2=275.4000, expected range: 266.3683 297.1567
ROCOB TEMP SNOW (CM) 61802321 : Significant change of position
Severe: avg_lon=17.4500, expected range: 17.3223 17.3944
ROCOB TEMP SNOW (CM) 61802760 : Significant change of position
Severe: avg_lon=17.3799, expected range: 17.2060 17.4539
ROCOB TEMP SNOW (CM) 61804230 : Significant change of position
Severe: avg_lon=19.6139, expected range: 19.4269 19.6560
ROCOB TEMP SNOW (CM) 61805274 : Significant change of position
Severe: avg_lat=48.0944, expected range: 47.9636 48.1587
Severe: avg_lon=20.7267, expected range: 20.4977 20.8391
ROCOB TEMP SNOW (CM) 63200624 : Significant drift within DA wi
Severe: stdev_lat=0.1636, expected range: 0.1636 0.1636
ROCOB TEMP SNOW (CM) 63200626 : Significant drift within DA wi
Severe: stdev_lat=0.1792, expected range: 0.1792 0.1792
Severe: stdev_lon=0.1700, expected range: 0.1700 0.1700
ROCOB TEMP SNOW (CM) 63200627 : Significant change of position
Severe: avg_lat=52.4850, expected range: 52.3575 52.6444
Severe: stdev_lat=0.2759, expected range: 0.1232 0.3980
Severe: stdev_lon=0.2902, expected range: 0.2791 0.2991
ROCOB TEMP SNOW (CM) 63200628 : Significant change of position
Severe: avg_lat=52.5957, expected range: 52.4079 53.3281
Severe: stdev_lat=0.5279, expected range: -0.1877 1.0262
Severe: avg_lon=6.6207, expected range: 6.7222 6.8995
ROCOB TEMP SNOW (CM) 63200634 : Significant drift within DA wi
Severe: stdev_lat=0.2607, expected range: 0.2438 0.2438
Severe: stdev_lon=0.2919, expected range: 0.2541 0.2541
ROCOB TEMP SNOW (CM) 63200637 : Significant drift within DA wi
Severe: stdev_lat=0.1888, expected range: 0.1404 0.2708
Severe: avg_lon=5.6154, expected range: 5.4784 5.8477
Severe: stdev_lon=0.1701, expected range: -0.1071 0.3336
ROCOB TEMP SNOW (CM) 63307051 : out of range
Severe: rms_fgdepar=17.0540, expected range: 0.0000 2.4282
ROCOB TEMP SNOW (CM) 64300534 : Significant drift within DA wi
Severe: stdev_lon=0.2273, expected range: 0.2273 0.2273
ROCOB TEMP SNOW (CM) 64300632 : Significant change of position
Severe: avg_lat=56.4576, expected range: 56.3509 56.5405
Severe: avg_lon=13.6159, expected range: 13.3001 14.0227
ROCOB TEMP SNOW (CM) 64300653 : Significant change of position
Severe: avg_lon=15.3329, expected range: 15.1653 15.5400
Severe: stdev_lon=0.1975, expected range: -0.0096 0.3651
ROCOB TEMP SNOW (CM) 64300721 : Significant drift within DA wi
Severe: stdev_lon=0.1758, expected range: 0.1758 0.1758
ROCOB TEMP SNOW (CM) 64300725 : Significant change of position
Severe: avg_lon=12.5472, expected range: 12.2469 12.7655
ROCOB TEMP SNOW (CM) 64300730 : Significant drift within DA wi
Severe: stdev_lon=0.2275, expected range: 0.1790 0.3285
ROCOB TEMP SNOW (CM) 64300732 : Significant change of position
Severe: avg_lon=13.4728, expected range: 13.1685 13.6743
Severe: stdev_lon=0.3321, expected range: 0.0565 0.4344
ROCOB TEMP SNOW (CM) 64300755 : Significant change of position
Severe: avg_lon=15.4787, expected range: 15.2410 15.9351
Severe: stdev_lon=0.1530, expected range: 0.0000 0.0000
ROCOB TEMP SNOW (CM) 64300782 : Significant drift within DA wi
Severe: stdev_lon=0.1376, expected range: 0.1376 0.1376
ROCOB TEMP SNOW (CM) 64300832 : Significant drift within DA wi
Severe: stdev_lon=0.2014, expected range: 0.2014 0.2014
ROCOB TEMP SNOW (CM) 64300854 : Significant change of position
Severe: avg_lon=15.3704, expected range: 14.9821 15.8959
ROCOB TEMP SNOW (CM) 64300862 : Significant change of position
Severe: avg_lon=16.6217, expected range: 16.1152 16.7357
ROCOB TEMP SNOW (CM) 64300941 : Significant change of position
Severe: avg_lat=59.2500, expected range: 59.1431 59.3838
Severe: avg_lon=14.2427, expected range: 13.9243 14.4974
Severe: stdev_lon=0.1433, expected range: -0.1549 0.2982
ROCOB TEMP SNOW (CM) 64300945 : Significant change of position
Severe: avg_lon=14.5314, expected range: 14.1653 15.2943
Severe: stdev_lon=0.3570, expected range: -0.4058 0.7232
ROCOB TEMP SNOW (CM) 64300951 : Significant change of position
Severe: avg_lon=15.3595, expected range: 15.1676 15.3645
Severe: stdev_lon=0.1038, expected range: -0.0881 0.1088
ROCOB TEMP SNOW (CM) 64300953 : Significant change of position
Severe: avg_lon=15.4994, expected range: 15.3036 15.9427
ROCOB TEMP SNOW (CM) 64300960 : Significant change of position
Severe: avg_lat=59.1069, expected range: 58.9978 59.1943
Severe: avg_lon=16.4545, expected range: 16.3393 16.5466
ROCOB TEMP SNOW (CM) 64301053 : Significant change of position
Severe: avg_lon=15.4274, expected range: 15.3031 15.6667
ROCOB TEMP SNOW (CM) 64301054 : Significant drift within DA wi
Severe: stdev_lon=0.2241, expected range: 0.2241 0.2241
ROCOB TEMP SNOW (CM) 64301261 : Significant drift within DA wi
Severe: stdev_lon=0.1965, expected range: 0.1965 0.1965
ROCOB TEMP SNOW (CM) 64301273 : Significant change of position
Severe: avg_lon=17.6696, expected range: 17.4055 17.8833
Severe: stdev_lon=0.2518, expected range: -0.0123 0.4655
ROCOB TEMP SNOW (CM) 64301355 : Significant drift within DA wi
Severe: stdev_lon=0.2644, expected range: 0.2644 0.2644
ROCOB TEMP SNOW (CM) 64301395 : Significant change of position
Severe: avg_lon=19.4387, expected range: 19.0425 19.9836
Severe: stdev_lon=0.3720, expected range: -0.1730 0.7682
ROCOB TEMP SNOW (CM) 64301491 : Significant drift within DA wi
Severe: stdev_lon=0.2246, expected range: 0.2246 0.2246
ROCOB TEMP SNOW (CM) 64301828 : Significant drift within DA wi
Severe: stdev_lon=0.2094, expected range: 0.2094 0.2094
BUFR LAND SYNOP SNOW (CM) 01435 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.6135, expected range: 0.3477 12.0681
BUFR LAND SYNOP SNOW (CM) 58362 : Presence of snow in warm condi
Severe: avg_obsvalue2=282.8833, expected range: 269.6721 299.1821
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.3605, expected range: -18.2476 12.3168
Severely_persistent: rms_fgdepar=19.3646, expected range: 0.0000 15.9707
Severely_persistent: avg_est_pge=0.8040, expected range: -0.5235 1.0255
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.5020, expected range: -18.5939 12.3341
Severely_persistent: rms_fgdepar=18.5020, expected range: 0.0000 16.2984
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.9891, expected range: -14.8598 28.3965
Severely_persistent: rms_fgdepar=15.0618, expected range: 0.0000 24.9632
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1092, expected range: -17.3698 -10.4561
Severely_persistent: rms_fgdepar=13.3153, expected range: 10.6445 17.4718
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.6455, expected range: -22.9269 16.3920
Severely_persistent: rms_fgdepar=15.6814, expected range: 0.0000 18.5315
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1322, expected range: 0.0000 17.4124
METAR 2M TEMPERATURE (K) CYDB : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.8605, expected range: -19.6903 14.1068
Severely_persistent: rms_fgdepar=17.8605, expected range: 0.0000 17.3199
METAR 2M TEMPERATURE (K) LTCB : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.2294, expected range: 2.9829 17.5048
Severely_persistent: rms_fgdepar=14.3863, expected range: 3.4876 17.4355
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.6955, expected range: -22.9769 16.3420
Severely_persistent: rms_fgdepar=15.7313, expected range: 0.0000 18.6302
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0223, expected range: -20.3586 6.7678
Severely_persistent: rms_fgdepar=12.1852, expected range: 0.0000 17.3984
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.2051, expected range: -18.2813 12.4871
Severely_persistent: rms_fgdepar=19.2173, expected range: 0.0000 15.8818
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.9312, expected range: -18.6192 12.5124
Severely_persistent: rms_fgdepar=18.9513, expected range: 0.0000 16.2671
BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5355, expected range: -14.6513 28.0009
Severely_persistent: rms_fgdepar=14.6783, expected range: 0.0000 24.5840
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3187, expected range: -17.4765 -10.5287
Severely_persistent: rms_fgdepar=13.5170, expected range: 10.7002 17.5898
BUFR LAND SYNOP 2M TEMPERATURE (K) _170BB1B : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.5989, expected range: -18.7742 31.5558
Severely_persistent: rms_fgdepar=14.5989, expected range: 1.6718 22.1244
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.2471, expected range: 7.1268 18.8987
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 56651 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.1972, expected range: -8.8006 22.8409
Severe: rms_fgdepar=12.1972, expected range: 0.0000 20.4828
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23527 : out of range
Severe: avg_fgdepar=-14.5110, expected range: -13.8602 8.6541
Severe: rms_fgdepar=14.5362, expected range: 0.0000 11.8918
MANUAL LAND SYNOP 2M TEMPERATURE (K) 28704 : out of range
Severe: rms_fgdepar=10.4966, expected range: 0.0000 4.9488
MANUAL LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-18.1593, expected range: -11.8131 6.8308
Severe: rms_fgdepar=18.1641, expected range: 0.0000 10.7627
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=5.4322, expected range: 1.6443 3.7684
METAR 2M TEMPERATURE (K) ENSG : out of range
Severe: rms_fgdepar=10.1762, expected range: 0.0000 4.9206
METAR 2M TEMPERATURE (K) LIMV : out of range
Severe: rms_fgdepar=13.2253, expected range: 0.0000 8.6450
BUFR LAND SYNOP 2M TEMPERATURE (K) 23527 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.6668, expected range: -13.9914 8.6424
Severe: rms_fgdepar=14.6919, expected range: 0.0000 12.0613
BUFR LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-18.2093, expected range: -11.8631 6.7808
Severe: rms_fgdepar=18.2141, expected range: 0.0000 10.8145
BUFR LAND SYNOP 2M TEMPERATURE (K) _MF14922 : out of range
Severe: avg_fgdepar=12.4161, expected range: -2.8388 9.0530
Severe: rms_fgdepar=12.5005, expected range: 0.0000 9.2225
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11375 : out of range
Severe: rms_fgdepar=10.7768, expected range: 0.0000 4.5666
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13B42 : out of range
Severe: avg_fgdepar=13.7924, expected range: -5.8970 11.5386
Severe: rms_fgdepar=13.8594, expected range: 0.0000 11.8270
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI176D9 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.0322, expected range: -6.1943 35.3590
Severe: rms_fgdepar=12.6696, expected range: 0.0000 31.5638
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=5.4734, expected range: 1.6474 3.7839
rh2m
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 15.37 343.65
MANUAL LAND SYNOP RH2M (%) 67991 : out of range
Severe: rms_fgdepar=35.2459, expected range: 0.0000 18.8455
METAR RH2M (%) CYOY : out of range
Severe: rms_fgdepar=36.4190, expected range: 0.0000 17.5011
BUFR LAND SYNOP RH2M (%) _MI11075 : out of range
Severe: rms_fgdepar=35.4943, expected range: 0.0000 16.9556
BUFR LAND SYNOP RH2M (%) _MI1141F : out of range
Severe: rms_fgdepar=38.4028, expected range: 0.0000 21.2600
BUFR LAND SYNOP RH2M (%) _MI1485A : out of range
Severe: rms_fgdepar=37.4943, expected range: 0.0000 15.7414
BUFR LAND SYNOP RH2M (%) _MI177F8 : out of range
Severe: rms_fgdepar=39.1924, expected range: 0.0000 20.3777