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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2020-08-04 00:00

cris
NPP CRIS RADIANCES CHANNEL 107 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1775, expected range: 0.1325 0.1561
NOAA20 CRIS RADIANCES CHANNEL 107 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2043, expected range: 0.1607 0.1852
NOAA20 CRIS RADIANCES CHANNEL 119 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1715, expected range: 0.1383 0.1564
NOAA20 CRIS RADIANCES (26 channels affected) : out of range
Considerable: obs_number=2737.0000, expected range: 2999.2688 3993.3562
airs
AQUA AIRS RADIANCES CHANNEL 1948 : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 2231.4919 3869.2581
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10130-10131 (HPA) : out of range
Slight: avg_fgdepar=-0.3171, expected range: 0.0141 1.1034
Radiosondes
LAND TEMP TEMPERATURE (K) 61660 PRESSURE LAYER 0-300 (HPA) : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5226, expected range: -29.4042 4.3471
Severely_persistent: rms_fgdepar=20.5131, expected range: 5.2407 33.6638
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 63 : all data missing
Severely_persistent: obs_number=0, expected range: 101.75 126.25
LAND TEMP WIND VECTOR DIFF (M/S) 43371 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.2871, expected range: 2.9832 7.8455
Severe: rms_fgdepar=24.2871, expected range: 3.7566 8.5835
LAND TEMP Q (G/KG) 31977 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.9877, expected range: 0.0000 1.2366
LAND TEMP Q (G/KG) 42410 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=2.5079, expected range: 0.2068 1.4863
LAND TEMP Q (G/KG) 72318 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=6.0839, expected range: 0.0000 3.7730
LAND TEMP Q (G/KG) 34300 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.7838, expected range: 0.0000 2.1002
LAND TEMP Q (G/KG) 64400 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.4310, expected range: 0.0000 1.3271
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 173.2334 189.9666
Severe: obs_number=0.0000, expected range: 173.2334 189.9666
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Severe: obs_number=187.0000, expected range: 267.4822 283.5178
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=191.0000, expected range: 60.1279 69.0721
Severe: obs_number=0.0000, expected range: 0.0000 547.8831
Severe: obs_number=0.0000, expected range: 53.5850 67.5578
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=264.0000, expected range: 194.4444 201.1111
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 95 : all data missing
Severe: obs_number=0, expected range: 0.00 404.27
HIGH RESO SEA TEMP TEMPERATURE (K) (2 pressure layers affected) : missing
Severe: obs_number=0.0000, expected range: 27.3936 497.6064
HIGH RESO SEA TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
3 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 738.6385
Severe: obs_number=0.0000, expected range: 0.0000 738.6385
LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=131.0000, expected range: 1.3128 83.9372
amdar
AMDAR TEMPERATURE (K) CNFKQP PRESSURE LAYER 600-900 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-9.2221, expected range: -18.8268 6.5626
Severely_persistent: rms_fgdepar=10.6659, expected range: 0.0000 21.6954
AMDAR WIND VECTOR DIFF (M/S) BR712393 PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=28.5160, expected range: -15.6990 55.6701
Severely_persistent: rms_fgdepar=28.5160, expected range: 0.0000 55.6964
AMDAR WIND VECTOR DIFF (M/S) THT67 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.5072, expected range: 0.3018 5.0963
AMDAR WIND VECTOR DIFF (M/S) CNFKQP PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=16.1552, expected range: 0.0000 9.4507
Severe: avg_pge=0.8235, expected range: -0.6143 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) FFHJTQZA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=15.8351, expected range: 0.0000 5.3395
WIGOS AMDAR WIND VECTOR DIFF (M/S) 1DYIFEJA PRESSURE LAYER 600-900 (HP : out of range
Severe: rms_fgdepar=15.4853, expected range: 0.0000 5.4060
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 48568 PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=25.4008, expected range: 0.0000 20.4109
LAND PILOT WIND VECTOR DIFF (M/S) 43371 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=25.6220, expected range: 2.3642 7.4645
Severe: rms_fgdepar=25.6220, expected range: 0.7353 10.6673
LAND PILOT WIND VECTOR DIFF (M/S) 96147 PRESSURE LAYER 600-900 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.3082, expected range: 0.6075 8.9905
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67781 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8529, expected range: 0.7624 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42295 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1532.3026, expected range: 1485.4310 1609.9268
Severely_persistent: rms_fgdepar=1532.3026, expected range: 1485.4310 1609.9268
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91682 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8540, expected range: -0.7028 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48033 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8281, expected range: -0.7918 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72494 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8073, expected range: 0.7559 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72327 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8831, expected range: 0.8463 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 64950 : out of range
Severe: avg_fgdepar=802.1032, expected range: 627.4623 947.3165
Severe: rms_fgdepar=802.1831, expected range: 627.4427 947.9618
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 55664 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=952.2979, expected range: -212.4041 171.8893
Severe: rms_fgdepar=952.2979, expected range: 0.0000 161.0356
Severe: avg_pge=0.9185, expected range: 0.0000 0.0000
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89577 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=587.7820, expected range: 0.0000 254.3765
MANUAL LAND SYNOP RH2M (%) 41881 : out of range
Severe: rms_fgdepar=36.0436, expected range: 0.0000 19.0026
MANUAL LAND SYNOP RH2M (%) 38933 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8056, expected range: -0.5177 0.7500
MANUAL LAND SYNOP RH2M (%) 43083 : out of range
Severe: rms_fgdepar=32.3253, expected range: 0.0000 22.1866
Severe: avg_pge=0.9908, expected range: -0.0177 0.0260
MANUAL LAND SYNOP RH2M (%) 64247 : out of range
Severe: avg_pge=0.9724, expected range: -1.6696 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42441 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=642.8250, expected range: -918.6501 786.5163
Severe: rms_fgdepar=642.8250, expected range: 0.0000 666.8747
Severe: avg_pge=0.9118, expected range: -1.0554 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 47061 : out of range
Severe: avg_fgdepar=-514.5850, expected range: -143.1773 69.0929
Severe: rms_fgdepar=530.8830, expected range: 0.0000 131.1986
Severe: avg_pge=0.9040, expected range: -0.4970 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42471 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=583.4962, expected range: -548.3235 637.9509
Severe: rms_fgdepar=583.4962, expected range: 0.0000 402.4627
Severe: avg_pge=0.9013, expected range: -1.3771 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43012 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=877.7438, expected range: -806.5391 1025.2010
Severe: rms_fgdepar=877.7438, expected range: 0.0000 708.6930
Severe: avg_pge=0.9225, expected range: -0.8687 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41992 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=454.7106, expected range: 0.0000 125.0388
Severe: avg_pge=0.8760, expected range: -0.4698 0.5915
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82992 : out of range
Severe: avg_pge=0.8562, expected range: -0.4245 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87563 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8279, expected range: -0.9997 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43083 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=633.2712, expected range: -1026.0846 695.3549
Severe: rms_fgdepar=633.2712, expected range: 0.0000 932.3461
Severe: avg_pge=0.8923, expected range: -1.7428 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42654 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=522.6339, expected range: -515.0803 459.2655
Severe: rms_fgdepar=522.6339, expected range: 0.0000 551.6193
Severe: avg_pge=0.8797, expected range: -1.3287 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40665 : out of range
Severe: rms_fgdepar=301.9462, expected range: 0.0000 143.5720
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82886 : out of range
Severe: rms_fgdepar=477.7316, expected range: 0.0000 118.9054
Severe: avg_pge=0.8787, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42588 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=707.4529, expected range: -1010.2207 429.5591
Severe: rms_fgdepar=707.4529, expected range: 0.0000 885.6958
Severe: avg_pge=0.9185, expected range: -0.8734 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41998 : out of range
Severe: rms_fgdepar=431.6125, expected range: 0.0000 237.5793
Severe: avg_pge=0.8548, expected range: -0.9315 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43029 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=524.4085, expected range: -486.8774 610.0211
Severe: rms_fgdepar=533.5686, expected range: 0.0000 524.1183
Severe: avg_pge=0.8726, expected range: -0.7849 0.7500
BUFR LAND SYNOP RH2M (%) 12970 : out of range
Severe: rms_fgdepar=41.7481, expected range: 0.0000 20.5495
BUFR LAND SYNOP RH2M (%) 24871 : out of range
Severe: rms_fgdepar=46.0017, expected range: 0.0000 35.3420
Severe: avg_pge=0.8385, expected range: -0.0139 0.0281
BUFR LAND SYNOP RH2M (%) 93791 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8795, expected range: -1.9008 0.7500
BUFR LAND SYNOP RH2M (%) 71142 : out of range
Severe: rms_fgdepar=44.0725, expected range: 0.0000 15.3897
Severe: avg_pge=0.8846, expected range: -0.0273 0.0371
BUFR LAND SYNOP RH2M (%) 94215 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9217, expected range: -1.6793 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 47061 : out of range
Severe: avg_fgdepar=-645.1186, expected range: -182.7792 101.5180
Severe: rms_fgdepar=645.1186, expected range: 0.0000 111.9448
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72302 : out of range
Severe: rms_fgdepar=309.0919, expected range: 0.0000 65.0463
BUFR LAND SYNOP SURFACE PRESSURE (PA) 43012 : out of range
Severe: avg_fgdepar=877.7438, expected range: -1039.5659 1334.4553
Severe: rms_fgdepar=877.7438, expected range: 0.0000 1053.3083
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48042 : out of range
Severe: rms_fgdepar=616.9899, expected range: 0.0000 207.7424
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16774 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=396.5192, expected range: 0.0000 255.6559
Severe: avg_pge=0.8447, expected range: -0.8998 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 82886 : out of range
Severe: rms_fgdepar=477.7316, expected range: 0.0000 118.9054
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30127 : out of range
Severe: avg_fgdepar=500.4475, expected range: -140.0140 185.5064
Severe: rms_fgdepar=702.8897, expected range: 0.0000 146.3905
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14447 : out of range
Severe: rms_fgdepar=359.4228, expected range: 0.7881 65.9460
BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=73.0000, expected range: 83.5704 99.9852
Considerable: obs_number=58.0000, expected range: 64.8879 70.0010
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=60.0000, expected range: 71.6434 92.8566
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OVXO2 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-893.9014, expected range: -1475.1986 -383.7358
Severely_persistent: rms_fgdepar=893.9014, expected range: 611.6930 1280.6134
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7FF3 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=928.9084, expected range: 700.8541 1222.8984
Severely_persistent: rms_fgdepar=928.9084, expected range: 700.8541 1222.8984
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) D5CN5 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8627, expected range: -0.8055 0.7500
SHIP SURFACE PRESSURE (PA) OVXO2 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-893.9014, expected range: -1509.2876 -354.5975
Severe: rms_fgdepar=893.9014, expected range: 603.2434 1297.7217
SHIP SURFACE PRESSURE (PA) V7FF3 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=928.9084, expected range: 700.8541 1222.8984
Severe: rms_fgdepar=928.9084, expected range: 700.8541 1222.8984
SHIP SURFACE PRESSURE (PA) VRJT5 : out of range
Severe: avg_fgdepar=890.6047, expected range: -2500.3071 2299.5748
Severe: rms_fgdepar=890.6047, expected range: 0.0000 1500.3784
SHIP SURFACE PRESSURE (PA) 2FRK7 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=614.9183, expected range: -223.1444 1237.3573
Severe: rms_fgdepar=614.9183, expected range: 0.0000 1267.5150
SHIP SURFACE PRESSURE (PA) D5LB9 : out of range
Severe: avg_fgdepar=1310.0709, expected range: -346.6857 105.4830
Severe: rms_fgdepar=1310.0709, expected range: 0.0000 346.9819
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRJT5 : out of range
Severe: avg_fgdepar=890.6047, expected range: -1700.7826 1859.2234
Severe: rms_fgdepar=890.6047, expected range: 0.0000 1409.7425
Severe: avg_pge=0.8854, expected range: -1.3890 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2FRK7 : out of range
Severe: avg_fgdepar=614.9183, expected range: -255.3465 1294.6931
Severe: rms_fgdepar=614.9183, expected range: 0.0000 1336.0340
Severe: avg_pge=0.8003, expected range: -0.5718 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5LB9 : out of range
Severe: avg_fgdepar=1310.0709, expected range: -335.0995 64.6584
Severe: rms_fgdepar=1310.0709, expected range: 0.0000 404.0843
Severe: avg_pge=0.9232, expected range: -0.9258 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9HA3474 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8717, expected range: -1.1427 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V9288 : out of range
Severe: rms_fgdepar=18.4827, expected range: 0.0000 14.1832
Severe: avg_pge=0.8629, expected range: -0.9786 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1601531 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-524.8805, expected range: -687.0742 1337.0001
Severely_persistent: rms_fgdepar=539.7365, expected range: 0.0000 897.7610
Severely_persistent: avg_pge=0.8970, expected range: -0.3665 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) 4100004 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=322.7584, expected range: 0.0000 87.1728
MOORED BUOYS SURFACE PRESSURE (PA) 4100024 : out of range
Severe: rms_fgdepar=360.5304, expected range: 0.0000 98.4654
MOORED BUOYS SURFACE PRESSURE (PA) 4100038 : out of range
Severe: rms_fgdepar=377.2646, expected range: 0.0000 111.3619
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=163.8289, expected range: 21.3669 100.3814
DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8113, expected range: 0.7065 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2301679 : out of range
Severe: rms_fgdepar=364.9598, expected range: 0.0000 163.3817
metar
METAR SURFACE PRESSURE (PA) FNUB : out of range
Severe: rms_fgdepar=429.7987, expected range: 0.0000 135.1960
METAR SURFACE PRESSURE (PA) HCMM : out of range
Severe: rms_fgdepar=423.8680, expected range: 0.0000 166.9283
METAR SURFACE PRESSURE (PA) FNCT : out of range
Severe: rms_fgdepar=476.5369, expected range: 0.0000 128.7796
METAR SURFACE PRESSURE (PA) FNSU : out of range
Severe: rms_fgdepar=400.5599, expected range: 0.0000 111.5080
AUTOMATIC METAR SURFACE PRESSURE (PA) KCPC : out of range
Severe: rms_fgdepar=334.1156, expected range: 0.0000 181.7132
AUTOMATIC METAR SURFACE PRESSURE (PA) KCRE : out of range
Severe: rms_fgdepar=310.9176, expected range: 0.0000 92.5298
AUTOMATIC METAR SURFACE PRESSURE (PA) KEYF : out of range
Severe: rms_fgdepar=385.3558, expected range: 0.0000 139.0117
AUTOMATIC METAR SURFACE PRESSURE (PA) KRWI : out of range
Severe: rms_fgdepar=311.6905, expected range: 0.0000 157.2818
AUTOMATIC METAR SURFACE PRESSURE (PA) KOAJ : out of range
Severe: rms_fgdepar=433.6336, expected range: 0.0000 118.7073
AUTOMATIC METAR SURFACE PRESSURE (PA) KDPL : out of range
Severe: rms_fgdepar=439.5279, expected range: 0.0000 129.6527
AUTOMATIC METAR SURFACE PRESSURE (PA) KISO : out of range
Severe: rms_fgdepar=390.8254, expected range: 0.0000 135.8809
AUTOMATIC METAR SURFACE PRESSURE (PA) KSUT : out of range
Severe: rms_fgdepar=349.6290, expected range: 0.0000 111.9350
AUTOMATIC METAR SURFACE PRESSURE (PA) KGWW : out of range
Severe: rms_fgdepar=317.9939, expected range: 0.0000 139.3529
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89625 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8282, expected range: 0.0599 1.2986
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8341, expected range: 0.1137 1.2256
MANUAL LAND SYNOP 2M TEMPERATURE (K) 89504 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8046, expected range: 0.5535 0.9629
BUFR LAND SYNOP 2M TEMPERATURE (K) 27415 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.5126, expected range: -20.6267 -10.6667
Severely_persistent: rms_fgdepar=16.7189, expected range: 11.0328 21.1122
BUFR LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8248, expected range: 0.1379 1.2158
MANUAL LAND SYNOP 2M TEMPERATURE (K) 43083 : out of range
Severe: rms_fgdepar=11.0561, expected range: 0.0000 5.7857
MANUAL LAND SYNOP 2M TEMPERATURE (K) 89055 : out of range
Severe: avg_fgdepar=-13.9775, expected range: -8.0576 4.4746
Severe: rms_fgdepar=14.2144, expected range: 0.0000 8.3414
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
Severe: rms_fgdepar=6.8965, expected range: 3.1761 4.7322
METAR 2M TEMPERATURE (K) MPPA : out of range
Severe: rms_fgdepar=11.1920, expected range: 0.1830 4.4484
METAR 2M TEMPERATURE (K) MMTM : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.1807, expected range: 0.0000 5.7368
LAND TEMP 2M TEMPERATURE (K) 40745 : out of range
Severe: avg_fgdepar=17.9148, expected range: -2.0211 3.9739
Severe: rms_fgdepar=17.9148, expected range: 0.0000 3.5001
BUFR LAND SYNOP 2M TEMPERATURE (K) 89055 : out of range
Severe: avg_fgdepar=-14.5692, expected range: -7.9336 3.9001
Severe: rms_fgdepar=14.7385, expected range: 0.0000 8.6492
rh2m
AUTOMATIC LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=81.0000, expected range: 95.1161 123.1339