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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2023-01-23 12:00

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
atms
NOAA20 ATMS RADIANCES CHANNEL 11 : out of range
Considerable: stdev_fgdepar=0.2218, expected range: 0.1467 0.1966
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
Considerable: stdev_fgdepar=0.3115, expected range: 0.1608 0.2538
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 3 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0083, expected range: 0.0027 0.0034
gpsro
SPIRE LEMUR 3U GPSRO RISING HEIGHT 2-4 KM : out of range
Considerable: avg_norm_fgdepar=0.0829, expected range: -0.1049 0.0202
Atmospheric Motion Vector
METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: avg_fgdepar=3.7674, expected range: 2.8081 3.2982
HIMAWARI-9 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=4374.0000, expected range: 5090.1142 8368.8858
Radiosondes
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8780, expected range: 0.3896 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severely_persistent: obs_number=0, expected range: 72.80 105.20
LAND TEMP WIND VECTOR DIFF (M/S) 89532 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.3820, expected range: 0.0000 9.2249
Severe: avg_pge=0.8776, expected range: -0.8768 0.7500
All LAND TEMP ALL LAYERS WMO BLOCK 62 : all data missing
Severe: obs_number=0, expected range: 25.98 263.18
HIGH RESO LAND TEMP TEMPERATURE (K) 50527 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=11.4179, expected range: 0.0000 4.2331
HIGH RESO LAND TEMP TEMPERATURE (K) 29698 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=7.7521, expected range: 0.0000 2.8467
Severe: avg_pge=0.8132, expected range: -0.5630 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-10.1507, expected range: -5.3225 3.2627
Severe: avg_pge=0.8963, expected range: -1.2055 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 54161 PRESSURE LAYER 0-300 : out of range
Severe: avg_fgdepar=26.9377, expected range: 1.1137 3.8842
Severe: avg_pge=0.8770, expected range: -0.1247 0.1622
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 54161 (3 pressure layers af : out of range
Severe: rms_fgdepar=27.1761, expected range: 1.1948 4.5552
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=105.0000, expected range: 211.6337 273.5092
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.3308, expected range: 0.5571 2.7558
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 69.91 130.66
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=354.0000, expected range: 413.5664 640.1836
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=88.0000, expected range: 90.8094 106.9684
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=441.0000, expected range: 470.1226 575.3774
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=97.0000, expected range: 131.2330 211.7670
LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: rms_fgdepar=1.2324, expected range: 0.8960 1.2027
amdar
AMDAR WIND VECTOR DIFF (M/S) THT101A PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.5550, expected range: -13.9283 23.2183
Severe: rms_fgdepar=22.6201, expected range: 0.0000 27.7802
Severe: avg_pge=0.8464, expected range: -0.7995 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) HS52MIJA PRESSURE LAYER 600-900 (HP : out of range
Severe: rms_fgdepar=15.4056, expected range: 0.0000 8.5957
WIGOS AMDAR TEMPERATURE (K) CNLQLQ PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=6.1760, expected range: 0.0000 5.2951
Severe: avg_pge=0.8230, expected range: -0.5637 0.7500
WIGOS AMDAR TEMPERATURE (K) Q11INEJA PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=-9.0411, expected range: -3.2501 2.9574
Severe: rms_fgdepar=9.0411, expected range: 0.0000 3.3617
Severe: avg_pge=0.8642, expected range: -0.2297 0.2550
WIGOS AMDAR TEMPERATURE (K) RVZUISRA PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=7.7300, expected range: 0.0000 3.0661
Severe: avg_pge=0.8224, expected range: -0.4724 0.5331
WIGOS AMDAR TEMPERATURE (K) SGAYNERA PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=-9.3969, expected range: -4.1351 3.5405
Severe: rms_fgdepar=9.3969, expected range: 0.0000 2.7949
Severe: avg_pge=0.8656, expected range: -0.1243 0.1475
ADS-C WIND VECTOR DIFF (M/S) 0JRW4BRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.6514, expected range: 0.0000 10.3192
ADS-C WIND VECTOR DIFF (M/S) 1H5ZJBRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6468, expected range: 0.0000 12.5603
ADS-C WIND VECTOR DIFF (M/S) 1KCDAXJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0111, expected range: 0.0000 6.4424
ADS-C WIND VECTOR DIFF (M/S) 5B5F5EBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.2569, expected range: -22.6530 33.3423
ADS-C WIND VECTOR DIFF (M/S) A3SKLBRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.0750, expected range: 0.0000 25.4561
ADS-C WIND VECTOR DIFF (M/S) CFP0DPBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.1889, expected range: 0.0000 19.7746
ADS-C WIND VECTOR DIFF (M/S) EZNIKERA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.9028, expected range: -4.9456 11.5530
Severe: rms_fgdepar=44.3996, expected range: 0.0000 22.5760
ADS-C WIND VECTOR DIFF (M/S) HS00LAZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=35.0369, expected range: 0.0000 21.2942
ADS-C WIND VECTOR DIFF (M/S) HUTCA2RA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.2309, expected range: 0.1181 5.1903
ADS-C WIND VECTOR DIFF (M/S) JXFEIFRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.7070, expected range: -32.5866 45.6462
ADS-C WIND VECTOR DIFF (M/S) NKEICOJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.3032, expected range: 0.0000 20.3098
ADS-C WIND VECTOR DIFF (M/S) OE4IEQRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.5273, expected range: -2.1367 9.6544
Severe: rms_fgdepar=21.5273, expected range: 0.0000 11.8948
ADS-C WIND VECTOR DIFF (M/S) RYZVAMJA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.7989, expected range: -27.0029 37.7501
ADS-C WIND VECTOR DIFF (M/S) SN3SPDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.7227, expected range: 0.0000 11.4473
ADS-C WIND VECTOR DIFF (M/S) UGSYCNRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.2594, expected range: 0.0000 11.7407
ADS-C WIND VECTOR DIFF (M/S) VSCYZ5RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.5172, expected range: 0.0000 21.7963
ADS-C WIND VECTOR DIFF (M/S) WYUJ0UZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.1621, expected range: 0.0000 23.6943
ADS-C WIND VECTOR DIFF (M/S) X3RYN1JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.6976, expected range: 0.0756 6.2044
Severe: rms_fgdepar=41.4373, expected range: 0.0000 10.2206
ADS-C WIND VECTOR DIFF (M/S) YGSU0YBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.5132, expected range: 0.0000 22.6304
airep
AIREP WIND VECTOR DIFF (M/S) AAL47 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.9253, expected range: 0.0000 31.7518
AIREP WIND VECTOR DIFF (M/S) AAL49 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.7435, expected range: 0.0000 14.9227
AIREP WIND VECTOR DIFF (M/S) AAL71 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.7430, expected range: 0.0000 9.4455
AIREP WIND VECTOR DIFF (M/S) AAL723 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.5964, expected range: 0.2108 5.5740
AIREP WIND VECTOR DIFF (M/S) AAL729 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.3980, expected range: 0.0000 12.5880
AIREP WIND VECTOR DIFF (M/S) AAL755 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.8914, expected range: 0.5771 5.6292
AIREP WIND VECTOR DIFF (M/S) ACA800 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.7152, expected range: 1.0982 4.3133
Severe: rms_fgdepar=41.6568, expected range: 0.9629 5.2690
AIREP WIND VECTOR DIFF (M/S) ACA835 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=29.7386, expected range: -2.2625 9.1611
Severe: rms_fgdepar=56.2055, expected range: 0.0000 15.7173
AIREP WIND VECTOR DIFF (M/S) ACA856 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=22.8154, expected range: -11.4142 18.6958
Severe: rms_fgdepar=41.3412, expected range: -36.6125 47.9523
AIREP WIND VECTOR DIFF (M/S) AMX007 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.5391, expected range: 0.0000 10.0849
AIREP WIND VECTOR DIFF (M/S) BAW29G PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.6964, expected range: 1.5508 6.3682
AIREP WIND VECTOR DIFF (M/S) BAW89P PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.3270, expected range: 0.0000 7.2795
AIREP WIND VECTOR DIFF (M/S) ETD141 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.4980, expected range: -0.8009 5.8487
Severe: rms_fgdepar=44.8438, expected range: 0.0000 6.7472
AIREP WIND VECTOR DIFF (M/S) ETH575 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.5784, expected range: 0.0000 15.6594
AIREP WIND VECTOR DIFF (M/S) KLM623 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.5656, expected range: 0.6158 4.7338
AIREP WIND VECTOR DIFF (M/S) KLM641 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.0564, expected range: -4.8286 10.8650
Severe: rms_fgdepar=39.3667, expected range: -19.2931 28.3653
AIREP WIND VECTOR DIFF (M/S) KLM685 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=40.6081, expected range: 0.0000 13.9531
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=21.2616, expected range: 0.6573 5.3028
Severe: rms_fgdepar=44.2487, expected range: 0.0000 7.5929
AIREP WIND VECTOR DIFF (M/S) OMA816 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.2361, expected range: 0.0000 7.3498
AIREP WIND VECTOR DIFF (M/S) QTR944 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.6317, expected range: 0.0000 7.1114
AIREP WIND VECTOR DIFF (M/S) QTR959 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.8839, expected range: 1.2997 8.2392
AIREP WIND VECTOR DIFF (M/S) RJA263 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=36.4322, expected range: -25.2043 35.9478
AIREP WIND VECTOR DIFF (M/S) THA329 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.5652, expected range: -2.0435 11.7691
Severe: rms_fgdepar=24.5718, expected range: 0.0000 15.7576
AIREP WIND VECTOR DIFF (M/S) THT101A PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.5511, expected range: -5.7813 12.5759
Severe: rms_fgdepar=26.0981, expected range: 0.0000 12.7584
AIREP WIND VECTOR DIFF (M/S) UAL56 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.3438, expected range: 0.0000 5.5277
AIREP WIND VECTOR DIFF (M/S) UAL85 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.4687, expected range: 0.3118 4.2498
Severe: rms_fgdepar=45.1448, expected range: 0.0000 7.0725
AIREP WIND VECTOR DIFF (M/S) UAL930 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.6117, expected range: 0.0000 9.3397
AIREP WIND VECTOR DIFF (M/S) VIR21K PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.7620, expected range: 0.0000 11.9031
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Slight: obs_number=2301.0000, expected range: 2360.4033 3378.8467
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 41883 PRESSURE LAYER 600-900 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8438, expected range: 0.1669 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 64910 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.0565, expected range: -0.7016 8.5579
Severe: rms_fgdepar=24.2663, expected range: 0.0000 9.2638
All BUFR LAND PILOT ALL LAYERS North West Pacific : all data missing
Severe: obs_number=0, expected range: 26.46 168.84
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82143 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8058, expected range: -0.9992 0.7500
BUFR LAND SYNOP RH2M (%) 94619 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.9885, expected range: -25.2541 97.3415
Severely_persistent: rms_fgdepar=52.0091, expected range: 0.0000 97.3132
Severely_persistent: avg_pge=0.9972, expected range: -1.6186 0.7500
MANUAL LAND SYNOP RH2M (%) 42674 : out of range
Severe: avg_pge=0.9923, expected range: -0.3710 0.5021
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9562, expected range: -0.8202 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 48938 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8241, expected range: -0.7568 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62332 : out of range
Severe: rms_fgdepar=534.1090, expected range: 0.0000 166.0664
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87187 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8625, expected range: -1.2027 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 01373 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8253, expected range: -0.9225 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72570 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8036, expected range: -1.1712 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 83825 : out of range
Severe: rms_fgdepar=642.6039, expected range: 0.0000 537.7269
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=440.0000, expected range: 533.4413 611.3587
Severe: obs_number=117.0000, expected range: 233.6390 283.7610
Considerable: obs_number=657.0000, expected range: 679.6582 806.9418
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK60 : Change of land sea mask
9 times in the last 10 days for at least one item
Severely_persistent: avg_lsm=0.9950, expected range: -1.7437 2.7587
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HXD9 : Significant drift within DA wi
Severe: stdev_lon=25.8595, expected range: -1.0216 2.0353
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2728 : out of range
Severe: avg_fgdepar=-611.6092, expected range: -717.0620 538.1312
Severe: rms_fgdepar=611.6092, expected range: 0.0000 580.5566
Severe: avg_pge=0.8651, expected range: -1.1452 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6DL4 : Significant drift within DA wi
Severe: stdev_lon=18.6514, expected range: -0.6830 1.3953
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6UA2 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-624.4337, expected range: -1240.0434 1009.1267
Severe: rms_fgdepar=624.4337, expected range: -816.1119 1142.2664
Severe: avg_pge=0.8497, expected range: -1.6431 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KABP : Change of land sea mask
1 times in the last 10 days for at least one item
Severe: avg_lsm=0.9911, expected range: -0.0062 0.0068
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KGSG : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lon=21.8149, expected range: -1.3194 2.0897
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MBBJ7YM : Significant drift within DA wi
Severe: stdev_lon=2.4923, expected range: -1.4937 2.1867
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRBH9 : out of range
Severe: rms_fgdepar=470.7651, expected range: 0.0000 459.1320
Severe: avg_pge=0.8056, expected range: -1.0214 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRBY8 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lat=2.2809, expected range: -1.0647 1.7214
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6DL4 : Significant drift within DA wi
Severe: stdev_lon=18.6514, expected range: -0.7031 1.4338
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) MBBJ7YM : Significant drift within DA wi
Severe: stdev_lon=2.4923, expected range: -1.6213 2.3920
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRBY8 : Significant drift within DA wi
1 times in the last 10 days for at least one item
Severe: stdev_lat=2.2809, expected range: -1.0187 1.7191
buoy
MOORED BUOYS SURFACE PRESSURE (PA) 4400064 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=501.6991, expected range: 0.0000 967.5452
DRIFTING BUOYS SURFACE PRESSURE (PA) 4802607 : Significant drift within DA wi
5 times in the last 10 days for at least one item
Severely_persistent: stdev_lon=1.0883, expected range: -2.4237 4.1226
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204562 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=606.8491, expected range: -583.0888 575.4096
Severely_persistent: rms_fgdepar=606.8491, expected range: 0.0000 851.1818
Severely_persistent: avg_pge=0.9063, expected range: -1.3170 0.7500
MOORED BUOYS WIND VECTOR DIFF (M/S) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=56.0000, expected range: 64.4222 71.4725
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) PASL : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=310.6924, expected range: 0.0000 152.8275
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71049 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.1519, expected range: -68.6847 -53.0413
Severely_persistent: rms_fgdepar=69.1519, expected range: 53.0413 68.6847
AUTOMATIC LAND SYNOP SNOW (CM) 71356 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.3314, expected range: -82.9827 -57.3484
Severely_persistent: rms_fgdepar=76.3314, expected range: 57.3484 82.9827
AUTOMATIC LAND SYNOP SNOW (CM) 71696 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.3320, expected range: -58.2620 -49.7326
Severely_persistent: rms_fgdepar=53.3320, expected range: 49.7326 58.2620
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-64.1893, expected range: -65.8031 -56.3585
Severely_persistent: rms_fgdepar=64.1893, expected range: 56.3585 65.8031
MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.7186, expected range: -84.7760 -78.2877
Severely_persistent: rms_fgdepar=79.7186, expected range: 78.2877 84.7760
BUFR LAND SYNOP SNOW (CM) 25378 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.7399, expected range: -84.8094 -78.3058
Severely_persistent: rms_fgdepar=79.7399, expected range: 78.3058 84.8094
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=-811.7129, expected range: -881.3234 -788.8324
Severely_persistent: rms_fgdepar=811.7542, expected range: 788.8489 881.3176
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-68.0240, expected range: -83.3999 -50.8816
Severely_persistent: rms_fgdepar=68.4562, expected range: 50.9247 83.3933
BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=106.8258, expected range: 99.5731 113.0421
Severely_persistent: rms_fgdepar=106.8353, expected range: 99.5559 113.0970
BUFR LAND SYNOP SNOW (CM) 14122 : out of range
Severe: rms_fgdepar=15.9127, expected range: -2.9707 5.6137
BUFR LAND SYNOP SNOW (CM) _70509D0 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.7066, expected range: 0.0000 10.1942
BUFR LAND SYNOP SNOW (CM) _7053CD4 : out of range
Severe: avg_fgdepar=-54.2149, expected range: -42.6711 -14.0332
Severe: rms_fgdepar=54.5376, expected range: 14.1185 42.6416
BUFR LAND SYNOP SNOW (CM) _7059B13 : out of range
Severe: rms_fgdepar=19.4712, expected range: 5.9811 13.6829
BUFR LAND SYNOP SNOW (CM) _705A266 : out of range
Severe: rms_fgdepar=29.5030, expected range: 0.0000 14.5370
BUFR LAND SYNOP SNOW (CM) _MF1BDC0 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.9673, expected range: -3.3974 6.7084
BUFR LAND SYNOP SNOW (CM) _MI10EBB : out of range
Severe: avg_fgdepar=57.3229, expected range: 20.2271 42.5920
Severe: rms_fgdepar=57.6800, expected range: 20.2200 42.6485
BUFR LAND SYNOP SNOW (CM) _MI126FD : out of range
Severe: avg_fgdepar=54.2900, expected range: 20.9684 50.4220
Severe: rms_fgdepar=54.3958, expected range: 20.9367 50.5625
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71506 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.1084, expected range: -24.8087 4.6353
Severely_persistent: rms_fgdepar=18.1097, expected range: 0.0000 24.7667
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0746, expected range: -32.0368 11.2318
Severely_persistent: rms_fgdepar=12.5163, expected range: 5.0157 19.8617
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.7116, expected range: -22.0705 -5.3888
Severely_persistent: rms_fgdepar=17.7721, expected range: 5.5005 22.2493
METAR 2M TEMPERATURE (K) UGMS : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.0449, expected range: -7.4036 23.3357
Severely_persistent: rms_fgdepar=12.1560, expected range: 0.0000 19.8027
METAR 2M TEMPERATURE (K) VYNT : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.0708, expected range: 7.6266 14.5824
Severely_persistent: rms_fgdepar=14.0945, expected range: 7.8408 14.7501
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.7616, expected range: -21.8153 -5.5765
Severely_persistent: rms_fgdepar=17.8219, expected range: 5.7044 21.9716
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.1144, expected range: -23.6199 -5.0511
Severely_persistent: rms_fgdepar=16.1144, expected range: 5.3157 23.7035
BUFR LAND SYNOP 2M TEMPERATURE (K) 71506 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.0584, expected range: -24.9263 4.6964
Severely_persistent: rms_fgdepar=18.0646, expected range: 0.0000 24.8683
BUFR LAND SYNOP 2M TEMPERATURE (K) 80010 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.3300, expected range: 0.0000 22.7141
BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.3108, expected range: 5.0163 19.7250
BUFR LAND SYNOP 2M TEMPERATURE (K) _170BB1B : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.7501, expected range: 9.6874 20.0203
BUFR LAND SYNOP 2M TEMPERATURE (K) _170E863 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9026, expected range: -19.3001 -11.5254
Severely_persistent: rms_fgdepar=13.3954, expected range: 12.2151 18.8465
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 36856 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0751, expected range: 1.4360 17.2610
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0221, expected range: -22.0132 15.4433
Severe: rms_fgdepar=12.0712, expected range: 0.0000 17.8294
MANUAL LAND SYNOP 2M TEMPERATURE (K) 32389 : out of range
Severe: rms_fgdepar=11.1724, expected range: 0.0000 4.2082
MANUAL LAND SYNOP 2M TEMPERATURE (K) 32408 : out of range
Severe: avg_fgdepar=-17.0360, expected range: -4.1345 4.4447
Severe: rms_fgdepar=17.0732, expected range: 0.0000 4.2495
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
Severe: avg_fgdepar=-12.3610, expected range: -10.8059 5.2603
Severe: rms_fgdepar=12.8394, expected range: 0.0000 9.4610
METAR 2M TEMPERATURE (K) PALJ : out of range
Severe: rms_fgdepar=14.4700, expected range: 0.0000 7.9723
METAR 2M TEMPERATURE (K) SKSJ : out of range
Severe: rms_fgdepar=13.7040, expected range: 0.0000 6.5931
BUFR LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0357, expected range: 0.0000 17.8061
BUFR LAND SYNOP 2M TEMPERATURE (K) 32408 : out of range
Severe: avg_fgdepar=-16.8996, expected range: -4.2607 4.4633
Severe: rms_fgdepar=16.9397, expected range: 0.0000 4.2979
BUFR LAND SYNOP 2M TEMPERATURE (K) 36856 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1225, expected range: 1.4785 17.3129
BUFR LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
Severe: rms_fgdepar=12.4498, expected range: 0.0000 9.8750
rh2m
MANUAL LAND SYNOP RH2M (%) 16108 : out of range
Severe: rms_fgdepar=35.5792, expected range: 0.0000 19.3467