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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-25 00:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6304, expected range: 0.5210 0.5821
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 5 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=1.0102, expected range: 0.6768 0.8579
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6290, expected range: 0.5293 0.5829
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.5931, expected range: 0.4783 0.5438
cris
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0564, expected range: -0.1527 -0.1022
NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=0.1033, expected range: 0.0619 0.0850
NOAA20 CRIS RADIANCES CHANNEL 594 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0442, expected range: -0.0823 -0.0596
NOAA20 CRIS RADIANCES CHANNEL 649 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.2639, expected range: 0.1992 0.2365
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.1199, expected range: 0.0533 0.0941
atms
NPP ATMS RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3436, expected range: -0.2886 -0.2451
Severely_persistent: avg_biascorr=0.0232, expected range: -0.2802 -0.2593
NPP ATMS RADIANCES CHANNEL 14 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1588, expected range: -0.0825 -0.0443
Severely_persistent: avg_biascorr=0.0648, expected range: -0.1859 -0.0734
Severely_persistent: stdev_fgdepar=0.5028, expected range: 0.3823 0.4489
NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0613, expected range: -0.3176 -0.2905
NPP ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8325, expected range: 0.6289 0.7315
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4693, expected range: 0.3347 0.3991
Severely_persistent: avg_biascorr=-0.3520, expected range: -0.2938 -0.2839
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.7791, expected range: 0.5538 0.6636
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5033, expected range: -0.4481 -0.4107
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6437, expected range: -0.5582 -0.4751
NOAA20 ATMS RADIANCES (5 channels affected) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0933, expected range: -0.3910 -0.3590
NPP ATMS RADIANCES (5 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3136, expected range: -0.2698 -0.2216
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0043, expected range: 0.0036 0.0037
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0189, expected range: 0.0128 0.0161
AURA OMI OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-1.3719, expected range: -4.5821 -2.9120
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 640-641 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-0.1727, expected range: -1.1480 -0.7169
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-3.2373, expected range: -4.3600 -3.9302
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
14 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0175, expected range: -0.0055 -0.0055
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 30-31 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: avg_fgdepar=0.0225, expected range: 0.0244 0.0285
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-11.4044, expected range: -6.4828 3.9921
Severely_persistent: rms_fgdepar=11.5911, expected range: 0.0000 5.2329
Severely_persistent: avg_pge=0.9096, expected range: -0.6288 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 24507 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.5356, expected range: 0.0000 12.7175
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=180.0000, expected range: 86.7145 93.7855
Considerable: obs_number=1802.0000, expected range: 1592.8196 1632.9582
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 23.12 330.43
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 24 : all data missing
Severe: obs_number=0, expected range: 83.25 98.25
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=195.0000, expected range: 247.6797 336.3203
amdar
ADS-C WIND VECTOR DIFF (M/S) YUEIMERA PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=35.6478, expected range: 0.0000 41.2853
AMDAR TEMPERATURE (K) 00000148 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.9213, expected range: -0.2722 0.7500
WIGOS AMDAR TEMPERATURE (K) EU1823 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=9.0806, expected range: -1.2235 1.0893
Severe: rms_fgdepar=9.0881, expected range: 0.0000 1.8949
Severe: avg_pge=0.8841, expected range: -0.1658 0.2062
WIGOS AMDAR TEMPERATURE (K) EU6604 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=8.3762, expected range: 0.0000 6.2761
Severe: avg_pge=0.9304, expected range: -1.2504 0.7500
WIGOS AMDAR Q (G/KG) UCFWUUZA PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.1055, expected range: 0.0000 1.0301
ADS-C WIND VECTOR DIFF (M/S) XIFGRBBA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.9683, expected range: 0.0000 24.3870
ADS-C WIND VECTOR DIFF (M/S) D4T1QCBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.4197, expected range: 0.8415 6.7659
Severe: rms_fgdepar=36.1545, expected range: 0.8984 7.6971
ADS-C WIND VECTOR DIFF (M/S) YHHJNAJA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.3792, expected range: 0.0000 29.9575
ADS-C WIND VECTOR DIFF (M/S) GN0RPDJA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.1490, expected range: 0.0000 39.9065
ADS-C WIND VECTOR DIFF (M/S) UEYEQGJA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=29.8443, expected range: 0.0000 44.7494
ADS-C WIND VECTOR DIFF (M/S) W11YHNJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.3956, expected range: 0.0000 16.0007
ADS-C WIND VECTOR DIFF (M/S) GG4IRSJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.8128, expected range: 0.0000 31.7478
ADS-C WIND VECTOR DIFF (M/S) PHX132RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=33.2263, expected range: -32.0859 47.9793
ADS-C WIND VECTOR DIFF (M/S) X0ZRVXRA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=34.6480, expected range: 0.0000 30.6115
ADS-C WIND VECTOR DIFF (M/S) GYOTA4ZA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.4348, expected range: 0.0000 28.4451
ADS-C WIND VECTOR DIFF (M/S) BKHUQAZA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=33.1451, expected range: 0.0000 26.3349
ADS-C WIND VECTOR DIFF (M/S) AZWDWDZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.5085, expected range: 0.0000 8.8231
ADS-C WIND VECTOR DIFF (M/S) VRECYFZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.1804, expected range: 0.0000 17.6741
ADS-C WIND VECTOR DIFF (M/S) 0NRTSKZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.2132, expected range: 0.0000 13.6266
ADS-C WIND VECTOR DIFF (M/S) 3RBE4SZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.5795, expected range: 0.0000 11.6828
ADS-C WIND VECTOR DIFF (M/S) PR1TTVZA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.3732, expected range: 0.0000 32.0893
ADS-C WIND VECTOR DIFF (M/S) PV4U1WZA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.2740, expected range: 0.0000 38.2340
airep
AIREP WIND VECTOR DIFF (M/S) UAL40 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.9066, expected range: 0.0000 72.2636
AIREP WIND VECTOR DIFF (M/S) BAW190 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9499, expected range: 0.0000 45.1967
AIREP WIND VECTOR DIFF (M/S) UAL941 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=23.2543, expected range: -0.6058 7.5785
Severe: rms_fgdepar=23.2543, expected range: 0.0000 8.9639
Severe: avg_pge=0.8135, expected range: -0.1453 0.2230
AIREP WIND VECTOR DIFF (M/S) KLM642 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.0848, expected range: 0.0000 16.3065
AIREP WIND VECTOR DIFF (M/S) THY34 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=34.1822, expected range: 0.0465 6.5072
Severe: rms_fgdepar=56.6980, expected range: 0.0000 7.6940
AIREP WIND VECTOR DIFF (M/S) UAL84 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9475, expected range: 0.0000 49.3886
AIREP WIND VECTOR DIFF (M/S) ELY008 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=33.2821, expected range: 0.0000 11.8730
AIREP WIND VECTOR DIFF (M/S) UAL829 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.5656, expected range: 0.0000 56.5086
AIREP WIND VECTOR DIFF (M/S) BAW45B PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.7640, expected range: 0.0000 8.9061
AIREP WIND VECTOR DIFF (M/S) BAW80G PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.7982, expected range: 0.0000 10.7741
AIREP WIND VECTOR DIFF (M/S) BAW23T PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.6129, expected range: 0.0000 41.2836
AIREP WIND VECTOR DIFF (M/S) ETD76T PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.9557, expected range: 0.0000 48.6361
AIREP WIND VECTOR DIFF (M/S) BAW81V PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.0921, expected range: 0.0000 58.5883
AIREP WIND VECTOR DIFF (M/S) BAW92W PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=37.0710, expected range: 0.0000 43.3387
synop
AUTOMATIC LAND SYNOP RH2M (%) 89811 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.6432, expected range: -102.7690 7.9489
Severely_persistent: rms_fgdepar=61.3643, expected range: 0.9100 97.8239
BUFR LAND SYNOP RH2M (%) 94907 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.1477, expected range: 10.6602 45.0088
Severely_persistent: avg_pge=0.9885, expected range: -0.4889 0.7500
MANUAL LAND SYNOP RH2M (%) 87444 : out of range
Severe: rms_fgdepar=33.0491, expected range: 0.0000 14.9615
MANUAL LAND SYNOP RH2M (%) 61085 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9232, expected range: -0.3473 0.5220
MANUAL LAND SYNOP RH2M (%) 87416 : out of range
Severe: rms_fgdepar=34.1549, expected range: 0.7904 17.0636
MANUAL LAND SYNOP RH2M (%) 42737 : out of range
Severe: rms_fgdepar=40.9784, expected range: 0.0000 19.1843
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62120 : out of range
Severe: avg_pge=0.8356, expected range: -1.3639 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67072 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-661.2861, expected range: -75.0068 96.8883
Severe: rms_fgdepar=661.5646, expected range: 0.0000 72.4686
Severe: avg_pge=0.9066, expected range: -0.1909 0.3053
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78458 : out of range
Severe: rms_fgdepar=606.0885, expected range: 2.9964 126.7455
MANUAL LAND SYNOP Z (M) 67477 : out of range
Severe: rms_fgdepar=179.8743, expected range: 0.0000 33.5089
BUFR LAND SYNOP RH2M (%) 94422 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=59.7964, expected range: 4.8250 66.1662
Severe: rms_fgdepar=59.7964, expected range: 4.8250 66.1662
Severe: avg_pge=1.0000, expected range: -1.4945 0.7500
BUFR LAND SYNOP RH2M (%) 94152 : out of range
Severe: rms_fgdepar=30.5696, expected range: 0.0000 17.2386
BUFR LAND SYNOP RH2M (%) 94333 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8706, expected range: -1.7462 0.7500
BUFR LAND SYNOP RH2M (%) 94415 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9328, expected range: -0.0221 0.0354
BUFR LAND SYNOP RH2M (%) 10827 : out of range
Severe: rms_fgdepar=32.1044, expected range: 0.0000 14.8693
BUFR LAND SYNOP RH2M (%) 11078 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.1367, expected range: 0.0000 17.9904
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48551 : out of range
Severe: rms_fgdepar=444.1912, expected range: 5.0159 57.9272
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48071 : out of range
Severe: rms_fgdepar=425.0863, expected range: 6.7645 214.7559
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48413 : out of range
Severe: rms_fgdepar=367.9928, expected range: 0.0000 119.7838
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48108 : out of range
Severe: rms_fgdepar=326.6238, expected range: 26.3820 158.3357
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71479 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9005, expected range: -0.9405 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=215.0000, expected range: 237.9203 243.1908
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3FXM3 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8732, expected range: -0.7373 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V3706 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=22.2133, expected range: -11.9252 24.6557
Severe: rms_fgdepar=22.2133, expected range: 0.0000 25.3682
Severe: avg_pge=0.9286, expected range: -1.0187 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) YQB5QNN : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8953, expected range: 0.3566 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9450 : out of range
Severe: avg_fgdepar=-518.2295, expected range: -582.4863 446.9935
Severe: rms_fgdepar=523.7451, expected range: 0.0000 424.9881
Severe: avg_pge=0.8036, expected range: -0.6065 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCDN2 : out of range
Severe: rms_fgdepar=628.1248, expected range: 0.0000 152.1230
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA2126 : out of range
Severe: rms_fgdepar=535.7974, expected range: 0.0000 255.8227
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5456 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=781.7712, expected range: 361.4161 1106.6019
Severe: rms_fgdepar=787.0386, expected range: 385.7838 1089.1079
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRKX8 : out of range
Severe: avg_fgdepar=735.0153, expected range: -729.5425 792.8807
Severe: rms_fgdepar=738.3181, expected range: 0.0000 560.8558
Severe: avg_pge=0.8603, expected range: -0.6496 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) UBSW9 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-584.4773, expected range: -1472.0813 285.8946
Severe: rms_fgdepar=619.5222, expected range: 0.0000 1475.0016
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PCHM : out of range
Severe: avg_fgdepar=-665.7340, expected range: -369.3677 200.7125
Severe: rms_fgdepar=665.7340, expected range: 0.0000 361.6948
Severe: avg_pge=0.8584, expected range: -1.0392 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WMPP : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=430.6207, expected range: 0.0000 205.8776
BUFR SHIP SYNOP SURFACE PRESSURE (PA) FLSU : out of range
Severe: avg_pge=0.8157, expected range: -0.9843 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602731 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-710.5515, expected range: -176.1267 233.8514
Severe: rms_fgdepar=714.1373, expected range: 0.0000 181.8869
Severe: avg_pge=0.9155, expected range: -0.8829 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5501563 : out of range
Severe: rms_fgdepar=414.1204, expected range: 0.0000 78.8150
metar
METAR SURFACE PRESSURE (PA) SAOC : out of range
Severe: rms_fgdepar=334.2607, expected range: 0.0000 151.7184
METAR SURFACE PRESSURE (PA) DAOO : out of range
Severe: rms_fgdepar=338.6402, expected range: 0.5960 88.6203
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=65.7935, expected range: 38.5219 93.8981
Severely_persistent: rms_fgdepar=65.7935, expected range: 38.5219 93.8981
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.1958, expected range: -70.5287 -60.9991
Severely_persistent: rms_fgdepar=62.1958, expected range: 60.9991 70.5287
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=65.8039, expected range: 38.4644 93.9768
Severely_persistent: rms_fgdepar=65.8039, expected range: 38.4644 93.9768
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.6383, expected range: -78.1850 -41.6678
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.8400, expected range: 41.7836 78.1731
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-51.4145, expected range: -72.6921 -44.9635
Severe: rms_fgdepar=51.4145, expected range: 44.9635 72.6921
MANUAL LAND SYNOP SNOW (CM) 23973 : out of range
Severe: rms_fgdepar=49.5287, expected range: 2.2392 15.9222
ROCOB TEMP SNOW (CM) 63300766 : out of range
Severe: rms_fgdepar=18.6290, expected range: 0.0000 2.7342
ROCOB TEMP SNOW (CM) 64301668 : out of range
Severe: rms_fgdepar=34.6602, expected range: 4.1450 11.6554
BUFR LAND SYNOP SNOW (CM) 08936 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.9658, expected range: 0.0000 5.6490
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 60206 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=15.2616, expected range: 2.2298 15.4848
Severely_persistent: rms_fgdepar=15.3056, expected range: 2.6137 15.4235
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2585, expected range: -18.5284 -7.1092
Severely_persistent: rms_fgdepar=13.3607, expected range: 7.4130 18.5429
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42409 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.1731, expected range: -7.9186 21.6316
Severely_persistent: rms_fgdepar=12.1731, expected range: 0.0000 21.6316
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3068, expected range: -18.1911 -10.2766
Severely_persistent: rms_fgdepar=14.3246, expected range: 10.5376 18.2320
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5739, expected range: -17.2388 -0.3814
Severely_persistent: rms_fgdepar=14.6068, expected range: 0.6103 17.7541
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2002, expected range: -18.7168 -7.0880
Severely_persistent: rms_fgdepar=13.3004, expected range: 7.3541 18.7572
MANUAL LAND SYNOP 2M TEMPERATURE (K) 20046 : out of range
Severe: rms_fgdepar=10.1213, expected range: 0.0000 2.8601
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22249 : out of range
Severe: rms_fgdepar=10.0273, expected range: 0.0000 4.2081
METAR 2M TEMPERATURE (K) MZBZ : out of range
Severe: rms_fgdepar=10.0543, expected range: 0.3617 4.0542
BUFR LAND SYNOP 2M TEMPERATURE (K) 01065 : out of range
Severe: avg_fgdepar=-12.9352, expected range: -10.5595 5.0783
Severe: rms_fgdepar=12.9542, expected range: 0.0000 9.8949
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI177F6 : out of range
Severe: avg_fgdepar=12.5146, expected range: -3.1454 10.4743
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI177F6 : out of range
Severe: rms_fgdepar=12.5907, expected range: 0.0000 10.0021
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 11150 : out of range
Severe: rms_fgdepar=31.8205, expected range: 0.0000 16.1117
MANUAL LAND SYNOP RH2M (%) 11024 : out of range
Severe: rms_fgdepar=38.7852, expected range: 0.0000 16.6198
MANUAL LAND SYNOP RH2M (%) 83936 : out of range
Severe: rms_fgdepar=38.7155, expected range: 0.0000 20.2968
MANUAL LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=206.0000, expected range: 220.9590 240.1989
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=206.0000, expected range: 221.1725 240.0906