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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-12-31 00:00

iasi
METOP-B IASI RADIANCES CHANNEL 193 : out of range
Considerable: obs_number=2459.0000, expected range: 2118.4765 2351.1485
METOP-B IASI RADIANCES CHANNEL 207 : out of range
Considerable: obs_number=2466.0000, expected range: 2134.5819 2348.9181
METOP-B IASI RADIANCES CHANNEL 222 : out of range
Considerable: obs_number=2470.0000, expected range: 2128.8691 2353.1309
METOP-C IASI RADIANCES (13 channels affected) : out of range
Considerable: obs_number=2553.0000, expected range: 2041.0360 2438.9640
atms
NOAA20 ATMS RADIANCES CHANNEL 9 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6054, expected range: -0.7801 -0.7019
Atmospheric Motion Vector
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: obs_number=315.0000, expected range: 1634.8496 1737.5037
resat
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.6932, expected range: -1.9596 -1.8391
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8824, expected range: -0.2047 0.7500
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=9.5962, expected range: 0.0000 14.0986
Severely_persistent: avg_pge=0.8786, expected range: -0.6761 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 29862 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=28.7906, expected range: -21.0969 31.5242
Severe: rms_fgdepar=28.7906, expected range: 0.0000 35.5768
Severe: avg_pge=0.8947, expected range: -1.4132 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 32215 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=18.8667, expected range: 0.0000 11.6343
Severe: avg_pge=0.8492, expected range: -0.5322 0.7500
LAND TEMP TEMPERATURE (K) 40179 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=8.5868, expected range: 0.0000 4.1347
LAND TEMP TEMPERATURE (K) 64500 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.4851, expected range: 0.0000 4.1169
LAND TEMP TEMPERATURE (K) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-9.3297, expected range: -7.1774 9.2705
Severe: rms_fgdepar=9.3480, expected range: 0.0000 7.2882
Severe: avg_pge=0.9203, expected range: -0.8398 0.7500
HIGH RESO LAND TEMP Q (G/KG) 72208 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.0451, expected range: 0.0000 0.6889
HIGH RESO LAND TEMP Q (G/KG) 72230 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.9825, expected range: 0.0000 1.8045
HIGH RESO LAND TEMP Q (G/KG) 94150 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.3000, expected range: 0.2281 2.2255
HIGH RESO LAND TEMP Q (G/KG) 72327 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=3.3629, expected range: 0.0000 1.6634
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 70316 PRESSURE LAYER 900-12 : out of range
Severe: avg_fgdepar=22.0977, expected range: -8.9812 17.8685
Severe: rms_fgdepar=22.3660, expected range: 0.0000 19.0027
Severe: avg_pge=0.8147, expected range: -0.6580 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8989, expected range: -0.3613 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 53614 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_pge=0.8366, expected range: -1.3883 0.7500
All HIGH RESO SEA TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 35.25 187.10
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 41.25 193.69
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=63.0000, expected range: 33.3195 51.3472
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: rms_fgdepar=1.4544, expected range: 0.2855 1.0264
Considerable: rms_fgdepar=1.7511, expected range: 0.2749 1.1400
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=85.0000, expected range: 149.9123 173.5162
amdar
AMDAR WIND VECTOR DIFF (M/S) 00040369 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.7158, expected range: -37.1019 53.5428
WIGOS AMDAR WIND VECTOR DIFF (M/S) XIZX1KBA PRESSURE LAYER 600-900 (HP : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=24.0443, expected range: -19.1094 31.2861
Severe: rms_fgdepar=24.6770, expected range: 0.0000 38.3019
Severe: avg_pge=0.8749, expected range: -1.4535 0.7500
WIGOS AMDAR Q (G/KG) ZS4UOGBA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.5660, expected range: 0.0000 1.6504
WIGOS AMDAR Q (G/KG) DVPUOFZA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-9.3157, expected range: -6.1575 2.1706
Severe: rms_fgdepar=9.3157, expected range: 0.0000 6.2967
Severe: avg_pge=0.8860, expected range: -0.9248 0.7500
MODE-S WIND VECTOR DIFF (M/S) ME71BCC PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=15.1071, expected range: 0.0000 5.8732
ADS-C WIND VECTOR DIFF (M/S) 11TIEPBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.6081, expected range: 0.0000 12.9378
ADS-C WIND VECTOR DIFF (M/S) UEYEQGJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0055, expected range: 0.0000 17.8398
ADS-C WIND VECTOR DIFF (M/S) WN5UC5RA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.0563, expected range: 0.0000 34.3472
airep
AIREP WIND VECTOR DIFF (M/S) ACA854 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.8929, expected range: 0.0000 15.6836
AIREP WIND VECTOR DIFF (M/S) ACA874 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=34.3647, expected range: 0.0000 19.7960
AIREP WIND VECTOR DIFF (M/S) UAL706 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.7381, expected range: 0.0000 10.0174
AIREP WIND VECTOR DIFF (M/S) UAL989 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.2564, expected range: 0.0000 13.2386
AIREP WIND VECTOR DIFF (M/S) BAW3C PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.3625, expected range: 0.0000 24.3549
AIREP WIND VECTOR DIFF (M/S) BAW81V PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.6649, expected range: 0.0000 13.7958
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07336 PRESSURE LAYER 900-1200 : out of range
Severe: rms_fgdepar=17.5917, expected range: 0.0000 8.2011
Severe: avg_pge=0.9006, expected range: -0.5615 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=5599.0000, expected range: 6036.3555 6540.3945
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89809 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=484.5629, expected range: 86.8121 375.6091
Severely_persistent: avg_pge=0.9104, expected range: 0.5998 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42395 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8491, expected range: -1.3152 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38178 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8067, expected range: -0.5355 0.7500
BUFR LAND SYNOP RH2M (%) 94422 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9843, expected range: -0.5784 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14650 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8379, expected range: -0.2440 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31123 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8044, expected range: 0.0001 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI13F3F : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8060, expected range: 0.4313 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 38345 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=57.7518, expected range: -37.9473 106.9695
Severe: rms_fgdepar=57.7518, expected range: 0.0000 106.9695
Severe: avg_pge=0.9212, expected range: -1.1987 0.7500
MANUAL LAND SYNOP RH2M (%) 41710 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-52.9571, expected range: -24.1763 13.1221
Severe: rms_fgdepar=52.9696, expected range: 0.0000 23.4197
Severe: avg_pge=0.9901, expected range: -0.0018 0.0085
MANUAL LAND SYNOP RH2M (%) 38201 : out of range
Severe: rms_fgdepar=37.3297, expected range: 0.0000 19.4791
MANUAL LAND SYNOP RH2M (%) 38611 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=58.5683, expected range: -85.4723 97.7960
Severe: rms_fgdepar=58.7412, expected range: -57.4367 85.9641
MANUAL LAND SYNOP RH2M (%) 40821 : out of range
Severe: rms_fgdepar=41.0309, expected range: 0.0000 15.0554
MANUAL LAND SYNOP RH2M (%) 38341 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=63.2257, expected range: -85.6885 116.7448
Severe: rms_fgdepar=63.2257, expected range: 0.0000 104.8239
MANUAL LAND SYNOP RH2M (%) 42395 : out of range
Severe: rms_fgdepar=34.4035, expected range: 0.0000 14.9136
MANUAL LAND SYNOP RH2M (%) 38316 : out of range
Severe: avg_fgdepar=55.1212, expected range: -73.5251 83.6468
Severe: rms_fgdepar=55.1534, expected range: -54.7331 77.9191
MANUAL LAND SYNOP RH2M (%) 36467 : out of range
Severe: rms_fgdepar=40.3775, expected range: 0.0000 15.5600
Severe: rms_fgdepar=30.1560, expected range: 0.0000 15.2131
MANUAL LAND SYNOP RH2M (%) 95668 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9998, expected range: -1.2724 0.7500
MANUAL LAND SYNOP RH2M (%) 36859 : out of range
Severe: avg_fgdepar=55.4534, expected range: -32.5344 76.8575
Severe: rms_fgdepar=55.5106, expected range: 0.0000 77.4917
MANUAL LAND SYNOP RH2M (%) 94679 : out of range
Severe: avg_pge=0.9993, expected range: -0.0193 0.0462
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=0.8116, expected range: -0.9475 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67241 : out of range
Severe: rms_fgdepar=340.4025, expected range: 0.0000 186.1971
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42708 : out of range
Severe: rms_fgdepar=617.6482, expected range: 0.0000 118.9475
BUFR LAND SYNOP RH2M (%) 94700 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8390, expected range: -1.5596 0.7500
BUFR LAND SYNOP RH2M (%) 08130 : out of range
Severe: rms_fgdepar=37.8576, expected range: 0.0000 15.1766
BUFR LAND SYNOP RH2M (%) 08280 : out of range
Severe: rms_fgdepar=35.8046, expected range: 0.0000 17.3332
BUFR LAND SYNOP RH2M (%) 08090 : out of range
Severe: rms_fgdepar=46.7567, expected range: 0.0000 16.1285
BUFR LAND SYNOP RH2M (%) 94451 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.8779, expected range: -64.8960 90.5488
Severe: rms_fgdepar=50.8779, expected range: -63.0118 89.7072
Severe: avg_pge=1.0000, expected range: -1.6268 0.7500
BUFR LAND SYNOP RH2M (%) 06681 : out of range
Severe: rms_fgdepar=34.4200, expected range: 0.0000 19.6371
BUFR LAND SYNOP RH2M (%) 94981 : out of range
Severe: avg_pge=0.9863, expected range: -0.1239 0.1740
BUFR LAND SYNOP RH2M (%) 08392 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=43.6513, expected range: 0.0000 19.6498
BUFR LAND SYNOP RH2M (%) 08304 : out of range
Severe: rms_fgdepar=48.8818, expected range: 0.0000 17.9229
BUFR LAND SYNOP RH2M (%) 08284 : out of range
Severe: rms_fgdepar=42.6056, expected range: 0.0000 20.6422
BUFR LAND SYNOP RH2M (%) 07475 : out of range
Severe: rms_fgdepar=33.4248, expected range: 0.0000 18.6926
BUFR LAND SYNOP RH2M (%) 06675 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=63.0223, expected range: -28.1358 68.1677
Severe: rms_fgdepar=63.0223, expected range: 0.0000 68.1677
Severe: avg_pge=0.9702, expected range: -0.7594 0.7500
BUFR LAND SYNOP RH2M (%) 86975 : out of range
Severe: rms_fgdepar=46.2406, expected range: 0.0000 25.6599
Severe: avg_pge=0.9952, expected range: -0.0009 0.0076
BUFR LAND SYNOP RH2M (%) 06785 : out of range
Severe: avg_fgdepar=-55.7240, expected range: -48.1659 20.8837
Severe: rms_fgdepar=55.7240, expected range: 0.0000 43.4729
BUFR LAND SYNOP RH2M (%) 08287 : out of range
Severe: rms_fgdepar=46.9562, expected range: 0.0000 6.6498
BUFR LAND SYNOP RH2M (%) 52787 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.8265, expected range: 0.0000 16.3641
BUFR LAND SYNOP RH2M (%) 08148 : out of range
Severe: rms_fgdepar=32.2661, expected range: 0.0000 15.5761
BUFR LAND SYNOP RH2M (%) 95668 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9999, expected range: -1.3770 0.7500
BUFR LAND SYNOP RH2M (%) 08089 : out of range
Severe: rms_fgdepar=38.5848, expected range: 0.0000 18.3339
BUFR LAND SYNOP RH2M (%) 06799 : out of range
Severe: avg_fgdepar=-55.9475, expected range: -75.4207 38.5432
Severe: rms_fgdepar=55.9475, expected range: 0.0000 74.0019
Severe: avg_pge=0.8907, expected range: -0.1547 0.2063
BUFR LAND SYNOP RH2M (%) : out of range
Severe: rms_fgdepar=22.4616, expected range: 2.7345 13.8029
Considerable: obs_number=190.0000, expected range: 237.8347 317.1653
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13625 : out of range
Severe: rms_fgdepar=375.4484, expected range: 0.0000 247.5769
Severe: avg_pge=0.8055, expected range: -0.8847 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14447 : out of range
Severe: rms_fgdepar=452.1437, expected range: 0.0000 166.1700
BUFR LAND SYNOP SURFACE PRESSURE (PA) 32509 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=384.2859, expected range: 0.0000 194.7902
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13629 : out of range
Severe: avg_pge=0.8003, expected range: -1.0621 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=157.1300, expected range: 28.6458 107.8800
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUMDE21 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8371, expected range: -1.0605 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OZDM2 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-547.5990, expected range: -669.0097 -381.3536
Severely_persistent: rms_fgdepar=549.0741, expected range: 383.2642 669.8144
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V2784 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-725.0630, expected range: -2161.0466 1952.8119
Severely_persistent: rms_fgdepar=725.0630, expected range: -1370.5120 1902.6259
Severely_persistent: avg_pge=0.9266, expected range: -1.0459 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V9763 : out of range
Severe: rms_fgdepar=20.7320, expected range: 0.0000 9.9610
Severe: avg_pge=0.8003, expected range: -0.7430 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V5456 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9005, expected range: -0.4043 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9VHK7 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9111, expected range: -0.7480 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK64 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=530.7306, expected range: 0.0000 436.0695
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6FT7 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-576.3950, expected range: -191.9314 206.5157
Severe: rms_fgdepar=576.3950, expected range: 0.0000 180.0760
Severe: avg_pge=0.8553, expected range: -0.2150 0.2426
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4999 : out of range
Severe: rms_fgdepar=364.6993, expected range: 0.0000 105.1697
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JKA : out of range
Severe: avg_fgdepar=-647.0909, expected range: -687.5194 415.6048
Severe: rms_fgdepar=647.0909, expected range: 0.0000 393.3757
Severe: avg_pge=0.8712, expected range: -0.8028 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AVQU : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-573.1884, expected range: -134.0127 170.6142
Severe: rms_fgdepar=678.0566, expected range: 0.0000 161.1233
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PINX : out of range
Severe: rms_fgdepar=364.6378, expected range: 0.0000 91.3441
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8796, expected range: 0.5725 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203585 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=555.5712, expected range: -460.7630 425.2506
Severely_persistent: rms_fgdepar=583.3455, expected range: 0.0000 509.2333
Severely_persistent: avg_pge=0.8266, expected range: -1.1748 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204599 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8881, expected range: -1.5474 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402612 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8301, expected range: -1.1121 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501676 : out of range
Severe: rms_fgdepar=436.5995, expected range: 0.0000 140.0365
Severe: avg_pge=0.8510, expected range: -0.1356 0.1553
DRIFTING BUOYS SURFACE PRESSURE (PA) 4400857 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8686, expected range: -1.3708 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1701618 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=506.3350, expected range: 0.0000 511.1136
Severe: avg_pge=0.8213, expected range: -0.3420 0.7500
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) KQTA : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=933.9431, expected range: -1604.5963 2308.4368
Severely_persistent: rms_fgdepar=942.2551, expected range: 0.0000 1663.5778
Severely_persistent: avg_pge=0.8967, expected range: -0.4777 0.7500
AUTOMATIC METAR SURFACE PRESSURE (PA) KQEY : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-1009.1825, expected range: -1153.8588 -903.0265
Severely_persistent: rms_fgdepar=1010.0839, expected range: 903.5275 1154.5285
AUTOMATIC METAR SURFACE PRESSURE (PA) EGSY : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=555.9453, expected range: -1884.5066 1810.5502
Severely_persistent: rms_fgdepar=558.5744, expected range: 0.0000 1131.2093
METAR SURFACE PRESSURE (PA) OPNH : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=319.4374, expected range: 21.7138 130.6613
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-100.4008, expected range: -89.5255 -76.6428
Severely_persistent: rms_fgdepar=100.4008, expected range: 76.6428 89.5255
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=68.2371, expected range: 58.8941 66.1681
Severely_persistent: rms_fgdepar=68.2371, expected range: 58.8941 66.1681
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.8865, expected range: -54.4373 -47.9983
Severely_persistent: rms_fgdepar=51.8865, expected range: 47.9983 54.4373
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-120.2416, expected range: -114.9005 -104.2142
Severely_persistent: rms_fgdepar=120.2416, expected range: 104.2142 114.9005
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-91.9291, expected range: -101.6121 -51.1985
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=91.9338, expected range: 51.1859 101.6698
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-71.3455, expected range: -62.4764 -32.8380
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=71.3538, expected range: 32.8253 62.5367
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.8288, expected range: -52.7296 -38.4602
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.8314, expected range: 38.4437 52.7599
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-91.6482, expected range: -91.1005 -21.1831
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=91.6579, expected range: 21.1104 91.2219
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-101.6978, expected range: -98.3483 -57.5978
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=101.7072, expected range: 57.5967 98.4266
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=68.3622, expected range: 59.0246 66.2405
Severely_persistent: rms_fgdepar=68.3622, expected range: 59.0246 66.2405
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.0256, expected range: -61.3724 -54.3808
Severely_persistent: rms_fgdepar=52.0256, expected range: 54.3808 61.3724
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.6507, expected range: -80.8003 -33.8619
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=82.6536, expected range: 33.8375 80.8818
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-68.0822, expected range: -66.0854 -24.4722
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.0993, expected range: 24.4639 66.1371
BUFR LAND SYNOP SNOW (CM) _MI12AA5 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.4104, expected range: -49.7171 -20.4644
BUFR LAND SYNOP SNOW (CM) _MI12AA5 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.4218, expected range: 20.4328 49.7991
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.6246, expected range: -102.3234 -50.7188
Severely_persistent: rms_fgdepar=82.6256, expected range: 50.6626 102.4976
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.9870, expected range: -85.6480 -56.7984
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.9991, expected range: 56.8765 85.6346
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.8727, expected range: -55.8534 -48.8868
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.8813, expected range: 48.8960 55.8637
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.8865, expected range: -54.4373 -47.9983
Severely_persistent: rms_fgdepar=51.8865, expected range: 47.9983 54.4373
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.6457, expected range: -74.0305 -36.4967
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=79.6494, expected range: 36.4350 74.1510
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=66.5750, expected range: 57.9268 67.8381
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=66.5821, expected range: 57.9521 67.8981
BUFR LAND SYNOP SNOW (CM) 47039 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=100.0000, expected range: 100.0000 100.0000
Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.9717, expected range: -56.5645 -43.0755
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.9719, expected range: 43.0780 56.5654
BUFR LAND SYNOP SNOW (CM) _MI1CFFA : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.7907, expected range: -53.2900 -44.5977
BUFR LAND SYNOP SNOW (CM) _MI1CFFA : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.7931, expected range: 44.5949 53.3070
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-83.4320, expected range: -79.2405 -18.8519
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=83.4378, expected range: 18.7791 79.3504
BUFR LAND SYNOP SNOW (CM) _MI1D92B : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.1653, expected range: -53.7442 -17.9797
BUFR LAND SYNOP SNOW (CM) _MI1D92B : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.1753, expected range: 17.9979 53.7672
BUFR LAND SYNOP SNOW (CM) _MI18B3B : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.0101, expected range: -53.1440 -22.1975
BUFR LAND SYNOP SNOW (CM) _MI18B3B : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.0129, expected range: 22.1802 53.1865
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.9087, expected range: -58.5995 -39.3508
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.9104, expected range: 39.4139 58.6119
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-87.9987, expected range: -98.2899 -20.2085
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=87.9987, expected range: 20.1927 98.3345
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.1588, expected range: -71.2132 -16.4990
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.1798, expected range: 16.4575 71.3203
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-86.6540, expected range: -92.5645 -72.8540
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=86.6565, expected range: 72.8615 92.5676
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.3547, expected range: -65.0921 -9.0063
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.3595, expected range: 8.9651 65.2014
BUFR LAND SYNOP SNOW (CM) _MI1ABDE : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.7128, expected range: -49.8801 -29.1571
BUFR LAND SYNOP SNOW (CM) _MI1ABDE : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.7193, expected range: 29.1628 49.9261
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.9221, expected range: -71.8514 -55.1411
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=76.9424, expected range: 55.1805 71.8672
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=53.8700, expected range: 45.1771 49.5311
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=53.8714, expected range: 45.1791 49.5311
BUFR LAND SYNOP SNOW (CM) _MI128A9 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-50.9924, expected range: -50.0394 -17.4798
BUFR LAND SYNOP SNOW (CM) _MI128A9 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=51.0070, expected range: 17.4450 50.1017
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3328, expected range: -16.0197 -4.7089
Severely_persistent: rms_fgdepar=13.0256, expected range: 5.2041 16.5232
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=-15.2402, expected range: -19.0965 -14.0938
Severely_persistent: rms_fgdepar=15.3780, expected range: 14.2141 19.1026
MANUAL LAND SYNOP 2M TEMPERATURE (K) 17046 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8674, expected range: -21.1286 11.1633
Severely_persistent: rms_fgdepar=13.8674, expected range: 0.0000 18.8451
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37609 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.7996, expected range: -25.0921 13.6515
Severely_persistent: rms_fgdepar=18.8151, expected range: 0.0000 23.6172
METAR 2M TEMPERATURE (K) VECX : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8868, expected range: -14.9081 -7.6432
Severely_persistent: rms_fgdepar=14.9353, expected range: 8.4004 15.2565
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9285, expected range: -20.7871 -10.9483
Severely_persistent: rms_fgdepar=16.0077, expected range: 11.1963 20.8024
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3828, expected range: -16.0697 -4.7589
Severely_persistent: rms_fgdepar=13.0729, expected range: 5.2502 16.5725
BUFR LAND SYNOP 2M TEMPERATURE (K) 17046 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1978, expected range: -22.3046 11.4306
Severely_persistent: rms_fgdepar=14.1978, expected range: 0.0000 20.0022
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.2769, expected range: -19.7461 4.9925
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=18.2903, expected range: 0.0000 22.7324
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.1573, expected range: -16.8010 -10.0717
Severely_persistent: rms_fgdepar=17.1911, expected range: 10.2572 16.9784
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.4311, expected range: -17.9969 3.7289
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.4994, expected range: 0.0000 18.3572
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=-15.3235, expected range: -19.0383 -14.2006
Severely_persistent: rms_fgdepar=15.4417, expected range: 14.3256 19.0361
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1333, expected range: 4.1015 10.6267
MANUAL LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
Severe: avg_fgdepar=-15.0624, expected range: -6.8497 6.3024
Severe: rms_fgdepar=15.0722, expected range: 0.0000 7.6818
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1061, expected range: -17.3177 11.6966
Severe: rms_fgdepar=12.1421, expected range: 0.0000 16.7950
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38108 : out of range
Severe: rms_fgdepar=11.3825, expected range: 0.0000 4.4676
METAR 2M TEMPERATURE (K) HEOC : out of range
Severe: rms_fgdepar=13.0152, expected range: -7.5683 13.9158
METAR 2M TEMPERATURE (K) LTCO : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.9988, expected range: 0.0000 17.5606
LAND TEMP 2M TEMPERATURE (K) 64500 : out of range
Severe: avg_fgdepar=-16.9429, expected range: -11.9250 3.1414
Severe: rms_fgdepar=16.9429, expected range: 1.8548 11.7030
BUFR LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
Severe: avg_fgdepar=-15.1690, expected range: -6.9763 6.2262
Severe: rms_fgdepar=15.1787, expected range: 0.0000 7.7764
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1E0A2 : out of range
Severe: rms_fgdepar=10.2734, expected range: 0.0000 3.9022
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1B8C2 : out of range
Severe: avg_fgdepar=-15.1423, expected range: -12.1839 1.3440
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1B8C2 : out of range
Severe: rms_fgdepar=15.2479, expected range: 0.0000 12.2447
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI14F93 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.6898, expected range: 0.0000 3.0198
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1DA85 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6343, expected range: -4.2147 3.8542
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1DA85 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.6454, expected range: 0.0000 3.8761
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI107E5 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5855, expected range: -4.0249 3.9997
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI107E5 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.5947, expected range: 0.0000 3.6657
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI177F6 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0626, expected range: 0.0000 14.3786
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1A097 : out of range
Severe: avg_fgdepar=13.2761, expected range: -3.7176 10.0091
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1A097 : out of range
Severe: rms_fgdepar=13.3609, expected range: 0.0000 10.1072
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1371C : out of range
Severe: rms_fgdepar=10.4319, expected range: 0.0000 5.1262
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI140FC : out of range
Severe: avg_fgdepar=-14.3227, expected range: -7.2498 2.6355
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI140FC : out of range
Severe: rms_fgdepar=14.3294, expected range: 0.0000 7.1732
BUFR LAND SYNOP 2M TEMPERATURE (K) _7054B8F : out of range
Severe: rms_fgdepar=10.4116, expected range: 0.0000 5.9159
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=198.0000, expected range: 258.2623 303.6127
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 94822 : out of range
Severe: rms_fgdepar=32.0955, expected range: 0.0000 17.4493