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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-08 00:00

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
iasi
METOP-B IASI RADIANCES CHANNEL 1513 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1234, expected range: -0.0247 0.0419
airs
AQUA AIRS RADIANCES (13 channels affected) : out of range
Severe: avg_biascorr=0.0962, expected range: 0.0406 0.0646
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-2.3248, expected range: -2.7663 -2.6450
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-2.5996, expected range: -3.2448 -3.1564
atms
NPP ATMS RADIANCES CHANNEL 11 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2576, expected range: -0.5238 -0.3895
NPP ATMS RADIANCES CHANNEL 14 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4112, expected range: -0.2354 -0.1552
NPP ATMS RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6235, expected range: -0.4811 -0.3171
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4649, expected range: -0.6423 -0.6282
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6841, expected range: -0.5804 -0.4450
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.8301, expected range: -0.6772 -0.4845
gpsro
COSMIC2-E3 GPSRO RISING HEIGHT 32-34 KM : out of range
Slight: obs_number=783.0000, expected range: 967.4762 1698.2738
COSMIC2-E3 GPSRO RISING HEIGHT 30-32 KM : out of range
Slight: obs_number=836.0000, expected range: 1033.5483 1821.9517
COSMIC2-E3 GPSRO RISING HEIGHT 18-20 KM : out of range
Slight: obs_number=1125.0000, expected range: 1391.0513 2430.9487
COSMIC2-E3 GPSRO SETTING (24 impact heights affected) : out of range
Slight: obs_number=1821.0000, expected range: 2103.3341 2638.5409
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
Radiosondes
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8241, expected range: -1.0574 0.7500
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=4.2799, expected range: 0.9654 1.8321
LAND TEMP TEMPERATURE (K) 42379 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.6577, expected range: 0.0000 3.3751
LAND TEMP TEMPERATURE (K) 40848 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.7413, expected range: 0.0000 2.9522
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 94.26 142.02
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=182.0000, expected range: 84.0765 95.2568
Severe: obs_number=191.0000, expected range: 91.3214 103.0119
Considerable: obs_number=373.0000, expected range: 461.4653 486.7847
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.4228, expected range: 0.5637 0.7664
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 27713 PRESSURE LAYER 0-300 : out of range
Severe: avg_pge=0.8164, expected range: -0.0207 0.0256
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 27713 (2 pressure layers af : out of range
Severe: rms_fgdepar=18.4443, expected range: 0.1011 3.6772
HIGH RESO LAND TEMP TEMPERATURE (K) 27713 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=8.4627, expected range: 0.3349 0.8475
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 515.0794
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: avg_lsm=0.3093, expected range: 0.3365 0.3760
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HP : out of range
1 times in the last 10 days for at least one item
Considerable: avg_lsm=0.3094, expected range: 0.3349 0.3758
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: avg_lsm=0.3113, expected range: 0.3364 0.3770
amdar
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA PRESSURE LAYER 0-300 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8684, expected range: -1.9526 0.7500
AMDAR WIND VECTOR DIFF (M/S) AAL72 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8458, expected range: -0.6566 0.7500
ADS-C WIND VECTOR DIFF (M/S) Y5FYCOBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.1364, expected range: 0.0000 14.5925
ADS-C WIND VECTOR DIFF (M/S) U2VTZDBA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.6932, expected range: 0.0000 48.1641
ADS-C WIND VECTOR DIFF (M/S) OQGDSDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.4763, expected range: 0.0000 30.4228
ADS-C WIND VECTOR DIFF (M/S) CBXX25ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.6868, expected range: 0.0000 9.6193
ADS-C WIND VECTOR DIFF (M/S) 0CU015BA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.4473, expected range: 0.0000 41.3810
airep
AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.8452, expected range: 0.0000 33.8727
AIREP WIND VECTOR DIFF (M/S) SVA830 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.9168, expected range: 0.0000 22.6409
Severe: avg_fgdepar=21.0239, expected range: 0.0036 11.5985
AIREP WIND VECTOR DIFF (M/S) LOT2LY PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6664, expected range: 0.0000 11.6336
AIREP WIND VECTOR DIFF (M/S) ETD430 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0186, expected range: 0.0000 25.1690
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 72393 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.9720, expected range: 0.6466 8.4936
synop
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9795, expected range: -1.2929 0.7500
MANUAL LAND SYNOP RH2M (%) 42026 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.2091, expected range: 13.7401 93.5748
Severely_persistent: avg_fgdepar=52.2091, expected range: 13.7401 93.5748
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31300 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8041, expected range: -1.7006 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68397 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9999, expected range: -1.8192 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80426 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8063, expected range: -1.2300 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67280 : out of range
Severe: avg_pge=0.8216, expected range: 0.1046 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40001 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9279, expected range: -1.3629 0.7500
Severe: rms_fgdepar=742.1124, expected range: -1032.2971 1327.3424
Severe: avg_fgdepar=-739.9945, expected range: -1253.3703 1427.1517
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81615 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=314.6739, expected range: 0.0000 162.7960
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41112 : out of range
Severe: rms_fgdepar=564.2115, expected range: 0.0000 100.7019
BUFR LAND SYNOP SURFACE PRESSURE (PA) 35594 : out of range
Severe: rms_fgdepar=327.9741, expected range: 0.0000 129.8802
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33156 : out of range
Severe: rms_fgdepar=417.5359, expected range: 0.0000 203.6973
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30127 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=705.0154, expected range: -958.2723 1221.4945
Severe: avg_fgdepar=-505.4285, expected range: -923.7785 755.1541
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25707 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8113, expected range: -1.1466 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8097, expected range: -0.4298 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13601 : out of range
Severe: avg_pge=0.8159, expected range: -0.5135 0.7500
BUFR LAND SYNOP RH2M (%) _858BDF5 : out of range
Severe: avg_pge=0.9556, expected range: -1.2332 0.7500
BUFR LAND SYNOP RH2M (%) 86969 : out of range
Severe: rms_fgdepar=38.1866, expected range: 0.0000 14.0515
BUFR LAND SYNOP RH2M (%) 42639 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9942, expected range: -1.6121 0.7500
Severe: rms_fgdepar=52.5308, expected range: 0.0000 95.8977
Severe: avg_fgdepar=52.5308, expected range: -36.0002 95.8977
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8835, expected range: -1.3942 0.7500
Severely_persistent: rms_fgdepar=871.3699, expected range: 0.0000 2010.3640
Severely_persistent: avg_fgdepar=871.3699, expected range: -2174.1411 1742.8647
AUTOMATIC SHIP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_lsm=0.0118, expected range: 0.0000 0.0037
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WWMZ : Significant drift within DA wi
Severe: stdev_lon=4.2000, expected range: -1.8017 2.6517
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : Significant drift within DA wi
4 times in the last 10 days for at least one item
Severe: stdev_lon=7.9000, expected range: -215.2585 266.6958
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) CXAQ29B : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8862, expected range: -0.0613 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) BKIC : Significant drift within DA wi
Severe: stdev_lon=178.4500, expected range: -2.3938 3.5697
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V8043 : Significant drift within DA wi
Severe: stdev_lon=168.4575, expected range: -0.0398 1.7654
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WWMZ : Significant drift within DA wi
Severe: stdev_lon=4.0963, expected range: -0.0050 1.9691
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRTD6 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8248, expected range: 0.4328 0.7500
Severe: rms_fgdepar=511.2894, expected range: 64.3852 639.5858
Severe: avg_fgdepar=-511.2894, expected range: -650.6205 -44.8536
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK60 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=329.9179, expected range: 0.0000 120.4771
BUFR SHIP SYNOP SURFACE PRESSURE (PA) RCLKYXB : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=458.5956, expected range: 0.0000 149.5163
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MAOR5 : out of range
Severe: rms_fgdepar=465.6740, expected range: 0.0000 159.3384
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LF4C : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=305.1563, expected range: 0.0000 110.2702
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KRGB : out of range
Severe: rms_fgdepar=321.9968, expected range: 0.0000 104.0413
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGTY : Change of land sea mask
4 times in the last 10 days for at least one item
Severe: avg_lsm=0.9967, expected range: -1.5920 2.9853
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V8043 : Significant drift within DA wi
Severe: stdev_lon=168.4575, expected range: -0.0398 1.7654
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3E2032 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8525, expected range: -1.0004 0.7500
Severe: rms_fgdepar=629.3588, expected range: 0.0000 903.1564
Severe: avg_fgdepar=-629.3588, expected range: -918.8967 685.2093
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602593 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9120, expected range: -1.1737 0.7500
Severely_persistent: rms_fgdepar=554.2961, expected range: -568.3266 742.2905
Severely_persistent: avg_fgdepar=-553.6633, expected range: -565.4088 688.3196
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401563 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8690, expected range: -1.2094 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501742 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8825, expected range: -1.2403 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
Severe: avg_lsm=0.0198, expected range: 0.0248 0.0275
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601855 : Significant drift within DA wi
Severe: stdev_lon=22.3505, expected range: -0.0134 0.0512
metar
METAR SURFACE PRESSURE (PA) OIAG : out of range
Severe: rms_fgdepar=361.5079, expected range: 0.0000 156.1136
METAR SURFACE PRESSURE (PA) MMLO : out of range
Severe: rms_fgdepar=308.7536, expected range: 0.0000 103.2601
snow
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.8149, expected range: 43.8909 57.7880
Severely_persistent: avg_fgdepar=-57.8149, expected range: -57.7880 -43.8909
BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
15 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.5778, expected range: 0.0000 74.9574
Severely_persistent: avg_fgdepar=57.5772, expected range: -17.5998 74.8801
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=66.4717, expected range: 63.1528 111.8179
Severely_persistent: avg_fgdepar=-66.4558, expected range: -111.8172 -63.1215
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=804.7132, expected range: 743.8543 838.9303
Severely_persistent: avg_fgdepar=-804.7122, expected range: -838.9659 -743.6564
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.8149, expected range: 43.8909 57.7880
Severely_persistent: avg_fgdepar=-57.8149, expected range: -57.7880 -43.8909
MANUAL LAND SYNOP SNOW (CM) 24826 : out of range
Severe: rms_fgdepar=17.4104, expected range: -1.5695 2.9670
ROCOB TEMP SNOW (CM) 64301828 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.2094, expected range: 0.2094 0.2094
ROCOB TEMP SNOW (CM) 64301491 : Significant drift within DA wi
2 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) 64301395 : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lon=0.3720, expected range: -0.1730 0.7682
Severe: avg_lon=19.4387, expected range: 19.0425 19.9836
ROCOB TEMP SNOW (CM) 64301355 : Significant drift within DA wi
2 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) 64301273 : Significant drift within DA wi
2 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) 64301261 : Significant drift within DA wi
2 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) 64301054 : Significant change of position
Severe: avg_lon=15.0143, expected range: 15.2384 15.2384
ROCOB TEMP SNOW (CM) 64301053 : Significant change of position
2 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) 64300960 : Significant change of position
2 times in the last 10 days for at least one item
Severe: avg_lon=16.5063, expected range: 16.3546 16.5155
Severe: avg_lat=59.1561, expected range: 59.0122 59.1648
ROCOB TEMP SNOW (CM) 64300953 : Significant change of position
2 times in the last 10 days for at least one item
Severe: avg_lon=15.4994, expected range: 15.2624 15.9015
ROCOB TEMP SNOW (CM) 64300951 : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lon=0.1038, expected range: -0.1193 0.1815
Severe: avg_lon=15.3595, expected range: 15.1364 15.4372
ROCOB TEMP SNOW (CM) 64300945 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=14.8884, expected range: 14.1454 15.2744
ROCOB TEMP SNOW (CM) 64300941 : Significant change of position
4 times in the last 10 days for at least one item
Severe: avg_lon=14.0994, expected range: 13.9561 14.5293
Severe: avg_lat=59.3102, expected range: 59.1297 59.3704
ROCOB TEMP SNOW (CM) 64300862 : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lon=0.2453, expected range: -0.1838 0.5272
Severe: avg_lon=16.3764, expected range: 16.1469 16.6672
ROCOB TEMP SNOW (CM) 64300832 : Significant drift within DA wi
2 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) 64300782 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=18.4862, expected range: 18.3487 18.3487
ROCOB TEMP SNOW (CM) 64300755 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=15.3257, expected range: 15.4364 15.7834
ROCOB TEMP SNOW (CM) 64300732 : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lon=0.1483, expected range: 0.0846 0.4480
Severe: avg_lon=13.7754, expected range: 13.1674 13.6782
ROCOB TEMP SNOW (CM) 64300730 : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lon=0.2275, expected range: 0.1737 0.3232
ROCOB TEMP SNOW (CM) 64300725 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=0.2050, expected range: -0.2183 0.3003
ROCOB TEMP SNOW (CM) 64300721 : Significant drift within DA wi
2 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) 64300653 : Significant drift within DA wi
2 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) 64300534 : Significant change of position
Severe: avg_lon=13.6797, expected range: 13.4524 13.4524
ROCOB TEMP SNOW (CM) 63307128 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.4944, expected range: -1.6229 2.6465
ROCOB TEMP SNOW (CM) 63307120 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.7208, expected range: -0.8104 1.0565
ROCOB TEMP SNOW (CM) 63307082 : out of range
Severe: rms_fgdepar=16.2080, expected range: -0.2859 0.3673
ROCOB TEMP SNOW (CM) 63306955 : out of range
Severe: rms_fgdepar=20.4539, expected range: -4.7616 6.0939
ROCOB TEMP SNOW (CM) 63306715 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.6549, expected range: 0.0000 5.0089
ROCOB TEMP SNOW (CM) 63306290 : out of range
Severe: rms_fgdepar=15.6178, expected range: 0.0000 4.9552
ROCOB TEMP SNOW (CM) 63306216 : out of range
Severe: rms_fgdepar=22.4366, expected range: -5.5585 7.8036
ROCOB TEMP SNOW (CM) 63305785 : out of range
Severe: rms_fgdepar=16.7000, expected range: -0.3956 0.5013
ROCOB TEMP SNOW (CM) 63200637 : Significant drift within DA wi
4 times in the last 10 days for at least one item
Severe: stdev_lon=0.1701, expected range: -0.1071 0.3336
Severe: avg_lon=5.6154, expected range: 5.4784 5.8477
Severe: stdev_lat=0.1888, expected range: 0.1404 0.2708
ROCOB TEMP SNOW (CM) 63200634 : Significant drift within DA wi
4 times in the last 10 days for at least one item
Severe: stdev_lon=0.2541, expected range: 0.2221 0.2938
Severe: stdev_lat=0.2438, expected range: 0.2294 0.2615
ROCOB TEMP SNOW (CM) 63200628 : Significant drift within DA wi
3 times in the last 10 days for at least one item
Severe: stdev_lon=0.2509, expected range: 0.0121 0.4419
Severe: avg_lon=6.7969, expected range: 6.6011 6.9534
Severe: stdev_lat=0.5152, expected range: 0.5040 0.5293
Severe: avg_lat=52.7953, expected range: 52.5735 52.9727
ROCOB TEMP SNOW (CM) 63200627 : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lon=0.2902, expected range: 0.2756 0.3009
Severe: stdev_lat=0.2759, expected range: 0.0746 0.4221
Severe: avg_lat=52.4850, expected range: 52.3323 52.6951
ROCOB TEMP SNOW (CM) 63200626 : Significant drift within DA wi
2 times in the last 10 days for at least one item
Severe: stdev_lon=0.1700, expected range: -0.0790 0.3510
Severe: avg_lon=5.3497, expected range: 5.1007 5.5308
Severe: stdev_lat=0.1792, expected range: -0.0833 0.3700
Severe: avg_lat=52.2781, expected range: 52.0156 52.4688
ROCOB TEMP SNOW (CM) 63200624 : Significant drift within DA wi
2 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) 61805560 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=20.3889, expected range: 20.2526 20.4880
ROCOB TEMP SNOW (CM) 61805274 : Significant drift within DA wi
4 times in the last 10 days for at least one item
Severe: stdev_lon=0.1157, expected range: -0.1099 0.2241
Severe: avg_lon=20.6110, expected range: 20.5060 20.8351
ROCOB TEMP SNOW (CM) 61805221 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lat=48.2906, expected range: 48.1458 48.2982
ROCOB TEMP SNOW (CM) 61804230 : Significant change of position
2 times in the last 10 days for at least one item
Severe: avg_lon=19.6139, expected range: 19.4193 19.6998
ROCOB TEMP SNOW (CM) 61802760 : Significant change of position
2 times in the last 10 days for at least one item
Severe: avg_lon=17.3799, expected range: 17.2062 17.4623
ROCOB TEMP SNOW (CM) 61802682 : Significant change of position
Severe: avg_lon=17.9500, expected range: 17.7696 18.0510
ROCOB TEMP SNOW (CM) 61802321 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=17.3629, expected range: 17.2467 17.4858
ROCOB TEMP SNOW (CM) 61801781 : Significant change of position
1 times in the last 10 days for at least one item
Severe: avg_lon=16.9706, expected range: 16.7944 17.0694
BUFR LAND SYNOP SNOW (CM) 01273 : out of range
Severe: rms_fgdepar=16.7404, expected range: -1.5437 2.0216
BUFR LAND SYNOP SNOW (CM) 01132 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.6063, expected range: -3.1505 4.2310
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.2640, expected range: 3.2109 19.3738
Severely_persistent: avg_fgdepar=-12.5357, expected range: -20.3305 -0.0111
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=14.0096, expected range: 10.7424 17.5322
Severely_persistent: avg_fgdepar=-13.9104, expected range: -17.4247 -10.5469
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8004, expected range: -0.2452 1.3126
Severely_persistent: rms_fgdepar=19.0258, expected range: 0.0000 25.8419
Severely_persistent: avg_fgdepar=-19.0129, expected range: -26.9528 35.7311
AUTOMATIC 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=19.4789, expected range: 0.0000 26.0763
Severely_persistent: avg_fgdepar=-19.4705, expected range: -25.3152 34.0013
MANUAL 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=13.9591, expected range: 1.9191 20.4949
Severely_persistent: avg_fgdepar=-13.4069, expected range: -20.6738 -0.0443
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.2573, expected range: 0.0000 23.3769
Severely_persistent: avg_fgdepar=-12.1330, expected range: -23.8071 10.7788
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.7974, expected range: 0.0000 19.9021
Severely_persistent: avg_fgdepar=-12.5139, expected range: -20.9459 3.6997
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.7387, expected range: 0.0000 24.9940
Severely_persistent: avg_fgdepar=-16.5800, expected range: -30.0749 17.4546
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.7997, expected range: 0.0000 24.9707
Severely_persistent: avg_fgdepar=-14.5205, expected range: -29.2559 17.4561
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.0668, expected range: 0.0000 20.3091
Severely_persistent: avg_fgdepar=-13.9880, expected range: -23.9770 14.1271
BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.5685, expected range: 3.0292 19.7546
Severely_persistent: avg_fgdepar=-12.9025, expected range: -20.4495 -0.2542
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=14.0065, expected range: 10.7899 17.6136
Severely_persistent: avg_fgdepar=-13.9149, expected range: -17.4965 -10.6097
BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=18.7274, expected range: 0.0000 25.4437
Severely_persistent: avg_fgdepar=-18.7035, expected range: -26.6713 35.3093
BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=18.6371, expected range: 0.0000 26.0861
Severely_persistent: avg_fgdepar=-18.6003, expected range: -24.9442 33.9186
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.3068, expected range: 0.0000 23.4578
Severely_persistent: avg_fgdepar=-12.1830, expected range: -23.8571 10.7288
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.8586, expected range: 0.0000 19.9262
Severely_persistent: avg_fgdepar=-12.5775, expected range: -20.9973 3.7535
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.7882, expected range: 0.0000 25.1144
Severely_persistent: avg_fgdepar=-16.6300, expected range: -30.1249 17.4046
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.7790, expected range: 0.0000 24.9122
Severely_persistent: avg_fgdepar=-14.5036, expected range: -29.1039 17.2717
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.1584, expected range: 0.0000 20.4943
Severely_persistent: avg_fgdepar=-14.0813, expected range: -24.0715 14.0641
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
Severe: rms_fgdepar=12.0544, expected range: 0.0000 9.2884
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71137 : out of range
Severe: rms_fgdepar=12.9396, expected range: 0.0000 12.6536
Severe: avg_fgdepar=-12.9000, expected range: -12.5725 5.6956
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68255 : out of range
Severe: rms_fgdepar=17.9840, expected range: 0.0000 5.5827
Severe: avg_fgdepar=-17.9840, expected range: -4.9752 6.3108
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 11310 : out of range
Severe: rms_fgdepar=12.2752, expected range: 0.0000 13.4396
Severe: avg_fgdepar=12.2548, expected range: -6.4013 14.0544
MANUAL LAND SYNOP 2M TEMPERATURE (K) 82879 : out of range
Severe: rms_fgdepar=10.2328, expected range: 0.0000 4.1970
MANUAL LAND SYNOP 2M TEMPERATURE (K) 35969 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.8565, expected range: 0.0000 14.3446
Severe: avg_fgdepar=-12.7749, expected range: -14.6507 6.1143
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0984, expected range: 0.0000 18.0448
MANUAL LAND SYNOP 2M TEMPERATURE (K) 11110 : out of range
Severe: rms_fgdepar=12.0232, expected range: 0.0000 10.0005
Severe: avg_fgdepar=12.0232, expected range: -9.9767 12.0423
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D53B : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.4290, expected range: 0.0000 16.8969
Severe: avg_fgdepar=12.4220, expected range: -8.3176 16.5877
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BE4D : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.0757, expected range: 0.0000 3.1772
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI16FE4 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3794, expected range: 0.0000 3.7263
Severe: avg_fgdepar=-12.3794, expected range: -3.1673 3.2090
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13466 : out of range
Severe: rms_fgdepar=10.4334, expected range: 0.0000 5.2963
BUFR LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
Severe: rms_fgdepar=12.4269, expected range: 0.0000 9.5396
BUFR LAND SYNOP 2M TEMPERATURE (K) 71137 : out of range
Severe: rms_fgdepar=12.5639, expected range: 0.0000 12.8884
Severe: avg_fgdepar=-12.4583, expected range: -12.5960 5.7657
BUFR LAND SYNOP 2M TEMPERATURE (K) 35969 : out of range
Severe: rms_fgdepar=12.9062, expected range: 0.0000 14.4203
Severe: avg_fgdepar=-12.8249, expected range: -14.7007 6.0643
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2083, expected range: 0.0000 18.1682
BUFR LAND SYNOP 2M TEMPERATURE (K) 11310 : out of range
Severe: rms_fgdepar=12.2117, expected range: 0.0000 13.2814
Severe: avg_fgdepar=12.1915, expected range: -6.3596 13.9068
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=71000.0000, expected range: 134686.9323 150119.5677
Slight: obs_number=11368.0000, expected range: 13675.6440 14455.3560
rh2m
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 369.30
BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=53310.0000, expected range: 91445.7337 104471.2663
Slight: obs_number=8565.0000, expected range: 9900.3495 10700.1505