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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

amsua
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6793, expected range: 0.5338 0.6166
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3728, expected range: -0.6114 -0.5972
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=0.5213, expected range: 0.3286 0.3668
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.1428, expected range: -0.4297 -0.3323
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
3 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.7669, expected range: 0.6660 0.7243
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 (13 channels affected) : out of range
Severe: avg_biascorr=-0.6391, expected range: -0.7320 -0.7036
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 4 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0385, expected range: -0.1927 -0.1555
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-2.3211, expected range: -3.2772 -3.1564
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-2.3459, expected range: -2.8292 -2.6450
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3964, expected range: -0.2354 -0.1110
NPP ATMS RADIANCES CHANNEL 11 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2627, expected range: -0.5419 -0.3895
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.3252, expected range: 0.2586 0.2948
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4781, expected range: -0.6552 -0.6282
ssmis
DMSP-18 SSMIS RADIANCES CHANNEL 9 : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=10056.0000, expected range: 14801.4351 20309.5649
DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=12843.0000, expected range: 18611.9076 25620.0924
DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=12824.0000, expected range: 18602.3458 25659.2792
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=220.0000, expected range: 313.2071 329.9083
resat
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=47767.0000, expected range: 51455.0820 59257.4180
Radiosondes
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8267, expected range: -1.0194 0.7500
LAND TEMP Q (G/KG) 91765 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.8903, expected range: 0.5072 2.0477
LAND TEMP WIND VECTOR DIFF (M/S) 40800 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=23.0220, expected range: -0.0630 5.6488
Severe: rms_fgdepar=23.2978, expected range: 0.0000 6.3567
Severe: avg_pge=0.8966, expected range: -0.3544 0.6067
All LAND TEMP ALL LAYERS WMO BLOCK 62 : all data missing
Severe: obs_number=0, expected range: 11.21 220.70
HIGH RESO LAND TEMP Q (G/KG) 72520 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.1886, expected range: 0.0000 0.9569
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=180.0000, expected range: 83.3754 95.7357
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_lsm=0.5307, expected range: -0.1623 0.2088
Severe: avg_lsm=0.5307, expected range: -0.0773 0.0957
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=172.0000, expected range: 79.4713 88.7509
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_lsm=0.5307, expected range: -0.1623 0.2088
Severe: avg_lsm=0.5307, expected range: -0.0773 0.0957
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=378.0000, expected range: 462.3119 484.1881
amdar
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=10.3254, expected range: -26.7044 33.8667
Severely_persistent: rms_fgdepar=10.3494, expected range: -24.9695 32.9713
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (2 pressure layers affected) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8976, expected range: -1.8695 0.7500
WIGOS AMDAR Q (G/KG) BPZGUWRA PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-6.7778, expected range: -10.6662 10.5843
Severe: rms_fgdepar=6.7778, expected range: 0.0000 7.3326
WIGOS AMDAR Q (G/KG) DVPUOFZA PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8540, expected range: -1.0094 0.7500
ADS-C WIND VECTOR DIFF (M/S) 1NISBMJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.5358, expected range: 0.0000 10.5895
ADS-C WIND VECTOR DIFF (M/S) WSRSVRZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.7923, expected range: 0.0000 25.9771
ADS-C WIND VECTOR DIFF (M/S) X0ZRVXRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.4990, expected range: -3.5110 11.2497
Severe: rms_fgdepar=40.7035, expected range: 0.0000 27.6831
airep
AIREP WIND VECTOR DIFF (M/S) AIC381 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.5870, expected range: 1.2262 7.5287
AIREP WIND VECTOR DIFF (M/S) LOT4EH PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.6780, expected range: -5.1820 14.8412
Severe: rms_fgdepar=24.8804, expected range: 0.0000 16.8607
AIREP WIND VECTOR DIFF (M/S) LOT4N PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=32.2310, expected range: -7.7579 16.9993
Severe: rms_fgdepar=38.2501, expected range: 0.0000 16.7023
AIREP WIND VECTOR DIFF (M/S) OMA815 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.6437, expected range: -8.1695 17.3200
Severe: rms_fgdepar=24.6088, expected range: 0.0000 17.0081
AIREP WIND VECTOR DIFF (M/S) QTR970 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.1378, expected range: 0.0000 12.8056
AIREP WIND VECTOR DIFF (M/S) UAL82 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.5906, expected range: -1.7835 9.8929
Severe: rms_fgdepar=28.5212, expected range: 0.0000 13.5757
AIREP WIND VECTOR DIFF (M/S) UAL923 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.7392, expected range: 0.0000 15.7157
AIREP WIND VECTOR DIFF (M/S) UAL953 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.4469, expected range: 0.0000 24.2750
AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.1573, expected range: 0.0000 55.7167
AIREP WIND VECTOR DIFF (M/S) VIR118 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.5846, expected range: 0.9723 10.3317
synop
MANUAL LAND SYNOP RH2M (%) 42026 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.4751, expected range: 13.8862 93.2348
Severely_persistent: rms_fgdepar=59.4751, expected range: 13.8862 93.2348
Severely_persistent: avg_pge=0.9793, expected range: -0.6782 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31300 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8804, expected range: -1.5484 0.7500
BUFR LAND SYNOP RH2M (%) 68408 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.8384, expected range: -160.1689 113.2874
Severely_persistent: rms_fgdepar=51.8384, expected range: 0.0000 150.9864
Severely_persistent: avg_pge=0.9847, expected range: -2.0019 0.7500
BUFR LAND SYNOP RH2M (%) _17018AB : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.4562, expected range: -162.7033 77.8682
Severely_persistent: rms_fgdepar=58.4562, expected range: 0.0000 162.7033
Severely_persistent: avg_pge=0.9991, expected range: -2.0415 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68182 : out of range
Severe: rms_fgdepar=357.9943, expected range: 0.0000 304.6807
Severe: avg_pge=0.8113, expected range: -0.7818 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42805 : out of range
Severe: rms_fgdepar=332.4036, expected range: 0.0000 218.4265
Severe: avg_pge=0.8278, expected range: -0.5804 0.7018
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60461 : out of range
Severe: rms_fgdepar=385.3083, expected range: 0.0000 303.4144
Severe: avg_pge=0.8500, expected range: -0.7923 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80426 : out of range
Severe: avg_pge=0.8376, expected range: -1.2300 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86210 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8550, expected range: -0.5859 0.7500
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=64.3556, expected range: -69.7178 128.7568
Severe: rms_fgdepar=64.3556, expected range: 0.0000 73.0101
Severe: avg_pge=1.0000, expected range: -1.4610 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81615 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=375.9149, expected range: 0.0000 166.6953
Severe: avg_pge=0.8592, expected range: -0.1681 0.2340
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91939 : out of range
Severe: rms_fgdepar=407.3959, expected range: 0.0000 378.1520
Severe: avg_pge=0.8194, expected range: -0.8963 0.7500
BUFR LAND SYNOP RH2M (%) 06747 : out of range
Severe: avg_fgdepar=-53.0243, expected range: -134.3894 80.7391
Severe: rms_fgdepar=53.0243, expected range: 0.0000 134.3894
BUFR LAND SYNOP Z (M) 56247 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8767, expected range: -1.7186 0.7500
BUFR LAND SYNOP Z (M) 56374 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9178, expected range: -1.1572 0.7500
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8036, expected range: -0.7827 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JQF : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-539.2344, expected range: -816.2794 -224.8696
Severely_persistent: rms_fgdepar=539.3504, expected range: 225.9267 815.6254
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1102.7084, expected range: -1998.5684 1488.8332
Severely_persistent: rms_fgdepar=1102.7084, expected range: 0.0000 1896.6473
Severely_persistent: avg_pge=0.9080, expected range: -1.4825 0.7500
SHIP SURFACE PRESSURE (PA) TBWUK31 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=473.7503, expected range: 0.0000 436.9631
Severe: avg_pge=0.8527, expected range: -1.0159 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V3143 : Significant drift within DA wi
Severe: stdev_lon=2.9500, expected range: -1.8432 2.5154
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lat=10.3500, expected range: -51.9192 61.8303
Severe: stdev_lon=132.2500, expected range: -243.3751 288.5761
Slight: avg_lsm=0.0007, expected range: -0.0002 0.0005
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FAZ9 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-511.7735, expected range: -586.3604 412.4685
Severe: rms_fgdepar=511.7735, expected range: -570.7044 797.9346
Severe: avg_pge=0.8333, expected range: -0.7414 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FPQ9 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=375.9990, expected range: 0.0000 154.6293
Severe: stdev_lon=24.5539, expected range: -6.2146 7.4453
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V7524 : out of range
Severe: rms_fgdepar=480.1894, expected range: 0.0000 438.9137
Severe: avg_pge=0.8115, expected range: -0.3332 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6SE3 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=51.2165, expected range: -1.0220 2.2325
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6SE8 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=20.8478, expected range: -5.1798 6.7562
BUFR SHIP SYNOP SURFACE PRESSURE (PA) NWS1968 : Significant drift within DA wi
Severe: stdev_lon=15.6742, expected range: -1.2220 2.4043
BUFR SHIP SYNOP SURFACE PRESSURE (PA) RCLKYXB : out of range
Severe: rms_fgdepar=341.4909, expected range: 0.0000 156.5063
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK60 : out of range
Severe: rms_fgdepar=330.2809, expected range: 0.0000 124.2172
BUFR SHIP SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_lsm=0.2762, expected range: -0.0506 0.0988
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8568, expected range: -0.5885 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501742 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=512.5405, expected range: 0.0000 621.2325
Severely_persistent: avg_pge=0.8699, expected range: -1.2442 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401563 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-558.3935, expected range: -789.1999 666.9236
Severely_persistent: rms_fgdepar=559.7761, expected range: -552.0574 774.4905
Severely_persistent: avg_pge=0.9062, expected range: -0.9471 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) 4400064 : out of range
Severe: avg_pge=0.8017, expected range: -0.4613 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203607 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8742, expected range: -1.1114 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301846 : out of range
Severe: avg_pge=0.8984, expected range: -1.0772 0.7500
metar
METAR SURFACE PRESSURE (PA) FTTY : out of range
Severe: rms_fgdepar=614.9421, expected range: -387.2820 533.4436
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=-56.3548, expected range: -54.4290 -46.3901
Severely_persistent: rms_fgdepar=56.3548, expected range: 46.3901 54.4290
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=-56.3548, expected range: -54.4290 -46.3901
Severely_persistent: rms_fgdepar=56.3548, expected range: 46.3901 54.4290
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=-804.1783, expected range: -836.0312 -743.8115
Severely_persistent: rms_fgdepar=804.1785, expected range: 744.0124 835.9988
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=-67.3357, expected range: -106.4321 -70.1676
Severely_persistent: rms_fgdepar=67.3415, expected range: 70.2254 106.4114
BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.4929, expected range: -14.6678 65.5622
Severely_persistent: rms_fgdepar=59.5077, expected range: 0.0000 65.6087
ROCOB TEMP SNOW (CM) 61801781 : Significant change of position
Severe: avg_lon=16.9706, expected range: 16.7944 17.0694
ROCOB TEMP SNOW (CM) 61802760 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=17.3799, expected range: 17.2059 17.4397
ROCOB TEMP SNOW (CM) 61802770 : Significant change of position
Severe: avg_lon=17.5871, expected range: 17.4296 17.6225
ROCOB TEMP SNOW (CM) 61804230 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=19.6139, expected range: 19.4193 19.6817
ROCOB TEMP SNOW (CM) 61805221 : Significant change of position
Severe: avg_lat=48.2906, expected range: 48.1458 48.2982
ROCOB TEMP SNOW (CM) 61805274 : Significant change of position
2 times in the last 10 days for at least one item
Severe: avg_lat=48.0810, expected range: 47.9723 48.1554
Severe: avg_lon=20.6277, expected range: 20.5060 20.8351
ROCOB TEMP SNOW (CM) 61805560 : Significant change of position
Severe: avg_lon=20.3889, expected range: 20.2855 20.4716
ROCOB TEMP SNOW (CM) 63200624 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lat=0.1636, expected range: 0.1636 0.1636
ROCOB TEMP SNOW (CM) 63200626 : Significant change of position
2 times in the last 10 days for at least one item
Severe: avg_lat=52.2781, expected range: 52.0790 52.4373
Severe: stdev_lat=0.1792, expected range: -0.0199 0.3384
Severe: avg_lon=5.3497, expected range: 5.1608 5.5008
Severe: stdev_lon=0.1700, expected range: -0.0189 0.3211
ROCOB TEMP SNOW (CM) 63200627 : Significant change of position
2 times in the last 10 days for at least one item
Severe: avg_lat=52.4850, expected range: 52.3323 52.6951
Severe: stdev_lat=0.2759, expected range: 0.0746 0.4221
Severe: stdev_lon=0.2902, expected range: 0.2756 0.3009
ROCOB TEMP SNOW (CM) 63200628 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lat=52.7953, expected range: 52.4079 53.3281
Severe: stdev_lat=0.5152, expected range: -0.1877 1.0262
Severe: stdev_lon=0.2509, expected range: 0.2174 0.2968
ROCOB TEMP SNOW (CM) 63200634 : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lat=0.2438, expected range: 0.2438 0.2438
Severe: stdev_lon=0.2541, expected range: 0.2541 0.2541
ROCOB TEMP SNOW (CM) 63200637 : Significant drift within DA wi
2 times in the last 10 days for at least one item
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) 63306715 : out of range
Severe: rms_fgdepar=18.1777, expected range: -1.9528 3.6525
ROCOB TEMP SNOW (CM) 63307120 : out of range
Severe: rms_fgdepar=19.7546, expected range: -0.7273 0.9375
ROCOB TEMP SNOW (CM) 63307128 : out of range
Severe: rms_fgdepar=27.8268, expected range: -1.1059 1.8229
ROCOB TEMP SNOW (CM) 64300534 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.2273, expected range: 0.2273 0.2273
ROCOB TEMP SNOW (CM) 64300632 : Significant change of position
2 times in the last 10 days for at least one item
Severe: avg_lat=56.4576, expected range: 56.3509 56.5405
ROCOB TEMP SNOW (CM) 64300653 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.1975, expected range: 0.1975 0.1975
ROCOB TEMP SNOW (CM) 64300721 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.1758, expected range: 0.1758 0.1758
ROCOB TEMP SNOW (CM) 64300725 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=12.3422, expected range: 12.1887 12.7828
Severe: stdev_lon=0.2050, expected range: -0.2355 0.3585
ROCOB TEMP SNOW (CM) 64300730 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.2275, expected range: 0.1790 0.3285
ROCOB TEMP SNOW (CM) 64300732 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=13.5322, expected range: 13.1673 13.6785
Severe: stdev_lon=0.3647, expected range: 0.0850 0.4475
ROCOB TEMP SNOW (CM) 64300782 : Significant change of position
Severe: avg_lon=18.4862, expected range: 18.3487 18.3487
ROCOB TEMP SNOW (CM) 64300832 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.2014, expected range: 0.2014 0.2014
ROCOB TEMP SNOW (CM) 64300862 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=16.3764, expected range: 15.9832 16.8186
Severe: stdev_lon=0.2453, expected range: -0.1838 0.5272
ROCOB TEMP SNOW (CM) 64300941 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lat=59.2500, expected range: 59.1229 59.3893
Severe: avg_lon=14.2427, expected range: 13.9112 14.5456
Severe: stdev_lon=0.1433, expected range: -0.1549 0.2982
ROCOB TEMP SNOW (CM) 64300951 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=15.3595, expected range: 15.1635 15.3710
Severe: stdev_lon=0.1038, expected range: -0.0922 0.1153
ROCOB TEMP SNOW (CM) 64300953 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=15.4994, expected range: 15.2764 15.9287
ROCOB TEMP SNOW (CM) 64301053 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=15.4274, expected range: 15.2953 15.6515
ROCOB TEMP SNOW (CM) 64301054 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.2241, expected range: 0.2241 0.2241
ROCOB TEMP SNOW (CM) 64301060 : Significant change of position
Severe: avg_lon=16.2371, expected range: 16.1007 16.3079
ROCOB TEMP SNOW (CM) 64301261 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.1965, expected range: 0.1965 0.1965
ROCOB TEMP SNOW (CM) 64301273 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.2518, expected range: 0.2518 0.2518
ROCOB TEMP SNOW (CM) 64301321 : out of range
Severe: rms_fgdepar=15.6517, expected range: -0.9032 1.7807
ROCOB TEMP SNOW (CM) 64301350 : Significant change of position
Severe: avg_lon=15.8421, expected range: 15.5800 16.0542
ROCOB TEMP SNOW (CM) 64301355 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.2644, expected range: 0.2644 0.2644
ROCOB TEMP SNOW (CM) 64301395 : Significant change of position
1 times in the last 10 days for at least one item
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
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.2246, expected range: 0.2246 0.2246
ROCOB TEMP SNOW (CM) 64301828 : Significant change of position
Severe: avg_lon=22.2433, expected range: 22.4527 22.4527
BUFR LAND SYNOP SNOW (CM) 01135 : out of range
Severe: rms_fgdepar=15.0861, expected range: -3.0150 3.8128
BUFR LAND SYNOP SNOW (CM) 01220 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=45.2850, expected range: 0.0000 2.2193
BUFR LAND SYNOP SNOW (CM) 58362 : Presence of snow in warm condi
Severe: avg_obsvalue2=283.0500, expected range: 269.7603 296.9438
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4808, expected range: -17.1981 29.8579
Severely_persistent: rms_fgdepar=12.6860, expected range: 0.0000 24.2114
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=-14.2149, expected range: -17.4023 -10.4814
Severely_persistent: rms_fgdepar=14.3176, expected range: 10.6757 17.5057
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.6784, expected range: 1.6779 19.9771
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4265, expected range: -22.6001 14.0234
Severely_persistent: rms_fgdepar=13.5266, expected range: 0.0000 19.1925
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5037, expected range: -22.3560 9.9428
Severely_persistent: rms_fgdepar=12.5320, expected range: 0.0000 21.6743
MANUAL LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4889, expected range: -16.1594 9.1475
Severely_persistent: rms_fgdepar=13.6042, expected range: 0.0000 15.1211
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9140, expected range: -21.8995 7.0749
Severely_persistent: rms_fgdepar=13.2233, expected range: 0.0000 18.9951
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=-14.3226, expected range: -24.5160 12.5259
Severely_persistent: rms_fgdepar=14.3429, expected range: 0.0000 23.4664
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=17.3506, expected range: -20.1833 28.6709
Severely_persistent: rms_fgdepar=17.3692, expected range: 0.0000 18.6677
METAR 2M TEMPERATURE (K) UGMS : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.0262, expected range: 3.4898 17.0779
Severely_persistent: rms_fgdepar=12.2895, expected range: 3.4510 17.1824
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4957, expected range: -22.6603 13.9460
Severely_persistent: rms_fgdepar=13.5959, expected range: 0.0000 19.3425
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5705, expected range: -22.5107 9.9747
Severely_persistent: rms_fgdepar=12.5990, expected range: 0.0000 21.8334
BUFR LAND SYNOP 2M TEMPERATURE (K) 35777 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5389, expected range: -16.2094 9.0975
Severely_persistent: rms_fgdepar=13.6538, expected range: 0.0000 15.1804
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9576, expected range: -21.9681 7.1632
Severely_persistent: rms_fgdepar=13.2713, expected range: 0.0000 18.9974
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=-14.3726, expected range: -24.5660 12.4759
Severely_persistent: rms_fgdepar=14.3929, expected range: 0.0000 23.5558
BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8708, expected range: -16.9827 29.4507
Severely_persistent: rms_fgdepar=13.0664, expected range: 0.0000 23.7908
BUFR LAND SYNOP 2M TEMPERATURE (K) 71965 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=17.4681, expected range: -20.2983 30.3494
Severely_persistent: rms_fgdepar=17.4887, expected range: 0.0000 20.8732
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=-13.8801, expected range: -17.4531 -10.5620
Severely_persistent: rms_fgdepar=13.9790, expected range: 10.7381 17.5699
BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.1434, expected range: 1.5184 20.3134
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 04301 : out of range
Severe: rms_fgdepar=12.1903, expected range: 0.0000 10.3661
MANUAL LAND SYNOP 2M TEMPERATURE (K) 21937 : out of range
Severe: avg_fgdepar=-12.0842, expected range: -9.8950 5.0329
Severe: rms_fgdepar=12.1249, expected range: 0.0000 7.3747
MANUAL LAND SYNOP 2M TEMPERATURE (K) 35739 : out of range
Severe: rms_fgdepar=10.2079, expected range: 0.0000 5.5648
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38878 : out of range
Severe: avg_fgdepar=12.1543, expected range: -4.6903 11.6455
Severe: rms_fgdepar=12.1659, expected range: 0.0000 10.5024
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42414 : out of range
Severe: avg_fgdepar=13.3244, expected range: -1.6475 9.4409
Severe: rms_fgdepar=13.3244, expected range: 0.0000 9.4409
METAR 2M TEMPERATURE (K) UOOO : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1771, expected range: 0.0000 16.3488
BUFR LAND SYNOP 2M TEMPERATURE (K) 04301 : out of range
Severe: rms_fgdepar=12.0844, expected range: 0.0000 11.2659
BUFR LAND SYNOP 2M TEMPERATURE (K) 06654 : out of range
Severe: avg_fgdepar=12.8150, expected range: -3.8480 9.6587
Severe: rms_fgdepar=12.8238, expected range: 0.0000 9.8860
BUFR LAND SYNOP 2M TEMPERATURE (K) 21937 : out of range
Severe: avg_fgdepar=-12.2055, expected range: -9.9853 5.0209
Severe: rms_fgdepar=12.2459, expected range: 0.0000 7.4819
BUFR LAND SYNOP 2M TEMPERATURE (K) 42414 : out of range
Severe: avg_fgdepar=13.2337, expected range: -1.7874 9.4395
Severe: rms_fgdepar=13.2337, expected range: 0.0000 9.4395
BUFR LAND SYNOP 2M TEMPERATURE (K) _MF18550 : out of range
Severe: avg_fgdepar=13.3524, expected range: -5.1667 13.9987
Severe: rms_fgdepar=13.3907, expected range: 0.0000 14.0842
BUFR LAND SYNOP 2M TEMPERATURE (K) _MF19E6C : out of range
Severe: avg_fgdepar=13.1543, expected range: -6.7850 9.3074
Severe: rms_fgdepar=13.2353, expected range: 0.0000 8.4882
BUFR LAND SYNOP 2M TEMPERATURE (K) _MF1C332 : out of range
Severe: rms_fgdepar=10.2571, expected range: 0.0000 5.8477
BUFR LAND SYNOP 2M TEMPERATURE (K) _MF1C495 : out of range
Severe: avg_fgdepar=-12.3283, expected range: -8.3994 5.4276
Severe: rms_fgdepar=12.4061, expected range: 0.0000 7.6492
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1030C : out of range
Severe: avg_fgdepar=12.0592, expected range: -5.1722 11.2918
Severe: rms_fgdepar=12.1085, expected range: 0.0000 12.0445
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI112AE : out of range
Severe: rms_fgdepar=10.2960, expected range: 0.0000 4.2219
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11375 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.7623, expected range: 0.0000 5.1445
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI11395 : out of range
Severe: avg_fgdepar=13.6875, expected range: -7.1351 9.9445
Severe: rms_fgdepar=13.6992, expected range: 0.0000 9.9733
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12AA5 : out of range
Severe: avg_fgdepar=12.4020, expected range: -4.8266 7.6722
Severe: rms_fgdepar=12.4184, expected range: 0.0000 7.6461
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI12D02 : out of range
Severe: rms_fgdepar=10.8944, expected range: 0.0000 3.8713
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13B42 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.7853, expected range: -5.5512 11.3206
Severe: rms_fgdepar=14.8079, expected range: 0.0000 12.1672
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
Severe: avg_fgdepar=12.0138, expected range: -4.2492 15.2551
Severe: rms_fgdepar=12.0150, expected range: 0.0000 15.2968
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI174FC : out of range
Severe: avg_fgdepar=12.9819, expected range: -3.6987 5.5618
Severe: rms_fgdepar=13.1638, expected range: 0.0000 5.7858
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1896C : out of range
Severe: rms_fgdepar=10.6185, expected range: 0.0000 5.5113
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BA02 : out of range
Severe: avg_fgdepar=12.6527, expected range: -4.7000 7.4967
Severe: rms_fgdepar=12.7215, expected range: 0.0000 7.3939
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1CFFA : out of range
Severe: avg_fgdepar=14.7319, expected range: -4.3827 11.5614
Severe: rms_fgdepar=14.7448, expected range: 0.0000 12.2601
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D53B : out of range
Severe: avg_fgdepar=14.9399, expected range: -7.4302 14.6649
Severe: rms_fgdepar=14.9437, expected range: 0.0000 14.8750
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1E877 : out of range
Severe: avg_fgdepar=13.0195, expected range: -3.5816 8.4201
Severe: rms_fgdepar=13.1244, expected range: 0.0000 9.1219
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1F55F : out of range
Severe: avg_fgdepar=12.3138, expected range: -5.3167 4.7038
Severe: rms_fgdepar=12.3322, expected range: 0.0000 5.2919
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=71159.0000, expected range: 135323.0657 150354.8343
rh2m
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 356.21
BUFR LAND SYNOP RH2M (%) _MF126E7 : out of range
Severe: rms_fgdepar=37.7534, expected range: 0.0000 20.3468
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=53387.0000, expected range: 93089.5355 103765.2645