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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2020-07-05 12:00

amsua
METOP-A AMSUA RADIANCES CHANNEL 5 : out of range
Considerable: obs_number=3480.0000, expected range: 4256.5531 5792.8586
Atmospheric Motion Vector
METEOSAT-11 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HP : out of range
Slight: stdev_press=30.1990, expected range: 22.8386 27.4218
Geostationary CSR
HIMAWARI-8 AHI RADIANCES CHANNEL 2 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=26551.0000, expected range: 22043.4329 25570.6848
HIMAWARI-8 AHI RADIANCES CHANNEL 3 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=26351.0000, expected range: 22004.6801 25180.2610
HIMAWARI-8 AHI RADIANCES CHANNEL 4 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=26169.0000, expected range: 22057.7022 24569.1213
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 20-21 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.0145, expected range: 0.0074 0.0113
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.0233, expected range: 0.0023 0.0131
Radiosondes
LAND TEMP Q (G/KG) 35700 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=8.7242, expected range: -2.1924 6.5426
Severe: rms_fgdepar=8.9400, expected range: 0.0000 6.4659
LAND TEMP Q (G/KG) 76595 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.2572, expected range: 0.0626 1.7672
LAND TEMP TEMPERATURE (K) 32061 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.3271, expected range: 0.0000 4.0699
Severe: avg_pge=0.8526, expected range: -0.9157 0.7500
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=196.0000, expected range: 255.3975 266.4025
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 28.0313 276.4013
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 482.4454
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 1077.5941
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 57.2013 373.4745
Severe: obs_number=0.0000, expected range: 0.0000 657.7113
Severe: obs_number=0.0000, expected range: 52.0549 281.3559
Considerable: obs_number=372.0000, expected range: 158.3978 216.9355
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 72265 PRESSURE LAYER 900-12 : out of range
Severe: rms_fgdepar=16.4338, expected range: 0.0000 5.5394
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 26 : all data missing
Severe: obs_number=0, expected range: 96.63 133.37
amdar
AMDAR TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 470.8792
airep
All AIREP ALL LAYERS Indian Ocean : all data missing
Severe: obs_number=0, expected range: 86.84 438.46
All AIREP ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 45.42 231.99
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89662 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8163, expected range: -0.7044 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40674 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=513.7698, expected range: -890.3932 1437.5555
Severely_persistent: rms_fgdepar=515.8080, expected range: 0.0000 1429.7564
Severely_persistent: avg_pge=0.8806, expected range: -1.2497 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 11880 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8129, expected range: -1.1222 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48921 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8435, expected range: -1.3933 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48952 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8654, expected range: -1.7589 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 12215 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8724, expected range: -1.2678 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 35793 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=42.3283, expected range: 0.0000 19.7752
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 36090 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=395.4923, expected range: 0.0000 159.3399
Severe: avg_pge=0.8811, expected range: -0.4540 0.6336
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68754 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=705.6345, expected range: -287.1457 307.9828
Severe: rms_fgdepar=710.4615, expected range: 0.0000 257.9947
Severe: avg_pge=0.9325, expected range: -0.4659 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89625 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=366.7313, expected range: 0.0000 208.7099
Severe: avg_pge=0.8242, expected range: -0.3041 0.3847
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89879 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-777.2870, expected range: -241.3845 178.9326
Severe: rms_fgdepar=779.0199, expected range: 0.0000 156.0723
Severe: avg_pge=0.9424, expected range: -0.5493 0.7500
MANUAL LAND SYNOP RH2M (%) 76040 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9556, expected range: -1.0195 0.7500
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9999, expected range: -1.5480 0.7500
MANUAL LAND SYNOP RH2M (%) 40616 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9559, expected range: -0.7497 0.7500
MANUAL LAND SYNOP RH2M (%) 83377 : out of range
Severe: rms_fgdepar=32.4116, expected range: 0.0000 14.1761
Severe: rms_fgdepar=34.3997, expected range: 0.0000 19.2726
MANUAL LAND SYNOP RH2M (%) 42539 : out of range
Severe: rms_fgdepar=37.6261, expected range: 0.0000 12.4654
Severe: avg_pge=0.9546, expected range: -0.0001 0.0059
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80210 : out of range
Severe: rms_fgdepar=308.8197, expected range: 0.0000 165.6656
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76220 : out of range
Severe: avg_fgdepar=633.5233, expected range: -97.4621 153.0263
Severe: rms_fgdepar=633.6620, expected range: 0.0000 124.5898
Severe: avg_pge=0.8727, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40030 : out of range
Severe: avg_fgdepar=712.4638, expected range: -33.9857 177.8072
Severe: rms_fgdepar=820.5910, expected range: 0.0000 181.5028
Severe: avg_pge=0.8233, expected range: -0.2779 0.7429
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42970 : out of range
Severe: rms_fgdepar=393.3797, expected range: 0.0000 284.4766
Severe: avg_pge=0.8687, expected range: -0.7439 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36090 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=338.9048, expected range: 0.0000 247.8532
Severe: avg_pge=0.8067, expected range: -0.9549 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62271 : out of range
Severe: avg_pge=0.8266, expected range: -1.2353 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 17271 : out of range
Severe: rms_fgdepar=310.2793, expected range: 0.0000 101.4519
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67781 : out of range
Severe: avg_fgdepar=-928.1309, expected range: -2088.4869 1349.9285
Severe: rms_fgdepar=928.1309, expected range: 0.0000 2088.4869
Severe: avg_pge=0.9215, expected range: -0.0747 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63881 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=1051.5293, expected range: -174.1365 182.3891
Severe: rms_fgdepar=1051.6612, expected range: -191.5950 272.2369
Severe: avg_pge=0.9273, expected range: -0.3510 0.3984
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40691 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=328.9830, expected range: 0.0000 136.2876
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 72662 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=845.3394, expected range: -109.5734 109.5009
Severe: rms_fgdepar=845.3394, expected range: 0.0000 99.1534
Severe: avg_pge=0.8986, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 68192 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=428.3234, expected range: 0.0000 100.1306
Severe: avg_pge=0.8485, expected range: -0.1337 0.1666
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40713 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=1235.4714, expected range: -163.7920 120.9080
Severe: rms_fgdepar=1235.6218, expected range: 0.0000 112.2160
Severe: avg_pge=0.9422, expected range: -0.3792 0.4309
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76683 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=316.3684, expected range: 0.0000 117.5327
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80234 : out of range
Severe: rms_fgdepar=365.6055, expected range: 0.0000 200.5272
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38944 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-510.0700, expected range: -404.0249 336.2085
Severe: rms_fgdepar=510.2536, expected range: 0.0000 260.5531
Severe: avg_pge=0.8724, expected range: -0.9928 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62054 : out of range
Severe: avg_fgdepar=1067.7344, expected range: -83.4110 81.5152
Severe: rms_fgdepar=1067.7379, expected range: 0.0000 60.2378
Severe: avg_pge=0.9426, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40854 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-1369.2913, expected range: -120.6564 70.1425
Severe: rms_fgdepar=1369.2995, expected range: 0.0000 100.1427
Severe: avg_pge=0.9467, expected range: -0.0359 0.0408
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82445 : out of range
Severe: rms_fgdepar=319.5840, expected range: 0.0000 124.8160
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-685.2301, expected range: -53.7988 73.4211
Severe: rms_fgdepar=685.6557, expected range: 0.0000 117.3041
Severe: avg_pge=0.9010, expected range: -0.9568 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40657 : out of range
Severe: rms_fgdepar=447.0475, expected range: 0.0000 181.5581
Severe: avg_pge=0.8588, expected range: -0.2668 0.4069
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 84377 : out of range
Severe: rms_fgdepar=353.8313, expected range: 24.0385 140.1356
Severe: avg_pge=0.8413, expected range: -0.1451 0.2191
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40877 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=434.3597, expected range: 0.0000 140.8792
Severe: avg_pge=0.8285, expected range: -0.3259 0.3973
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42328 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=321.5455, expected range: 0.0000 143.9219
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43309 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8128, expected range: -1.1963 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80099 : out of range
Severe: avg_fgdepar=-515.4287, expected range: -313.2002 237.5502
Severe: rms_fgdepar=517.4441, expected range: 0.0000 236.9856
Severe: avg_pge=0.9006, expected range: -0.3587 0.6213
BUFR LAND SYNOP RH2M (%) : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=1204.0000, expected range: 1467.1237 1510.8763
Considerable: obs_number=1295.0000, expected range: 1549.8452 1608.1548
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=214.0318, expected range: 27.6118 67.3692
Severe: rms_fgdepar=186.5947, expected range: 52.9793 79.4882
Considerable: rms_fgdepar=159.1527, expected range: 86.7172 131.2359
Considerable: obs_number=70.0000, expected range: 85.0953 100.1547
Considerable: rms_fgdepar=178.6683, expected range: 10.6576 108.9162
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16121 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-690.4327, expected range: -153.8391 166.8107
Severe: rms_fgdepar=690.6316, expected range: 0.0000 147.6357
Severe: avg_pge=0.9440, expected range: -0.2286 0.3045
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58321 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=403.8966, expected range: 0.0000 157.9346
Severe: avg_pge=0.8928, expected range: -0.3007 0.3413
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58921 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-630.8680, expected range: -128.7705 92.1101
Severe: rms_fgdepar=630.9746, expected range: 0.0000 133.4462
Severe: avg_pge=0.9335, expected range: -0.3114 0.4405
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91831 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-589.2120, expected range: -93.3201 93.5577
Severe: rms_fgdepar=590.0027, expected range: 0.0000 65.1323
Severe: avg_pge=0.9314, expected range: -0.0975 0.1230
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71651 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=305.7329, expected range: 0.0000 114.3095
Severe: avg_pge=0.8782, expected range: -0.3482 0.4595
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48391 : out of range
Severe: avg_fgdepar=1198.7472, expected range: -237.7708 152.2936
Severe: rms_fgdepar=1199.0170, expected range: 0.0000 247.3244
Severe: avg_pge=0.9538, expected range: -0.4961 0.6575
BUFR LAND SYNOP SURFACE PRESSURE (PA) 59632 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=497.3288, expected range: 0.0000 123.4211
Severe: avg_pge=0.9169, expected range: -0.0860 0.1008
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48062 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=518.8606, expected range: -145.0707 -13.9557
Severe: rms_fgdepar=519.2693, expected range: 40.5396 132.6303
Severe: avg_pge=0.9006, expected range: -0.0144 0.0164
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91682 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=315.9119, expected range: 0.0000 75.5887
Severe: avg_pge=0.8665, expected range: -0.0159 0.0181
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71613 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=669.8964, expected range: -189.0284 201.7523
Severe: rms_fgdepar=670.7132, expected range: 0.0000 128.4118
Severe: avg_pge=0.9359, expected range: -0.6097 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 11933 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=335.7481, expected range: 0.0000 91.4578
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71404 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-599.1689, expected range: -130.7216 182.6116
Severe: rms_fgdepar=599.2623, expected range: 0.0000 143.2613
Severe: avg_pge=0.9318, expected range: -0.3472 0.4004
BUFR LAND SYNOP SURFACE PRESSURE (PA) 59254 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-979.8062, expected range: -160.6805 48.7590
Severe: rms_fgdepar=980.3156, expected range: 0.0000 167.1086
Severe: avg_pge=0.9588, expected range: -0.4650 0.5729
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33135 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8187, expected range: -0.4420 0.6707
BUFR LAND SYNOP SURFACE PRESSURE (PA) 54945 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=363.5292, expected range: 0.0000 106.1611
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48085 : out of range
Severe: avg_fgdepar=647.2318, expected range: -236.1897 49.2685
Severe: rms_fgdepar=647.2318, expected range: 0.0000 236.1897
Severe: avg_pge=0.9090, expected range: -0.7833 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81406 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=830.6519, expected range: -148.2962 199.7848
Severe: rms_fgdepar=830.6519, expected range: 0.0000 224.5818
Severe: avg_pge=0.9489, expected range: -0.4934 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30526 : out of range
Severe: rms_fgdepar=613.3826, expected range: 0.0000 87.8336
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72386 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=315.9649, expected range: 0.0000 102.6067
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33187 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8523, expected range: -0.5627 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 17287 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=871.1965, expected range: -98.1585 47.8699
Severe: rms_fgdepar=871.5767, expected range: 0.0000 136.8489
Severe: avg_pge=0.9177, expected range: -0.1712 0.2061
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61297 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=441.2459, expected range: 0.0000 173.3528
Severe: avg_pge=0.8863, expected range: -0.0797 0.0938
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61697 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=483.1222, expected range: 0.0000 201.0410
Severe: avg_pge=0.8673, expected range: -0.4629 0.6196
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48018 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8567, expected range: -0.8972 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 17058 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-688.2668, expected range: -81.6100 104.4819
Severe: rms_fgdepar=688.4235, expected range: 0.0000 83.2499
Severe: avg_pge=0.9239, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91939 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=321.6964, expected range: 0.0000 158.3118
Severe: avg_pge=0.8590, expected range: -0.0453 0.5890
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6DP7 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=560.3252, expected range: -621.3219 1662.5929
Severely_persistent: rms_fgdepar=560.3252, expected range: 0.0000 1596.6206
Severely_persistent: avg_pge=0.8080, expected range: -0.8540 0.7500
SHIP SURFACE PRESSURE (PA) ZCEF2 : out of range
Severe: avg_fgdepar=518.8317, expected range: -350.0828 337.3315
Severe: rms_fgdepar=518.8317, expected range: 0.0000 344.3631
SHIP SURFACE PRESSURE (PA) 9V5246 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8203, expected range: -0.6009 0.7500
SHIP SURFACE PRESSURE (PA) C6DP7 : out of range
Severe: avg_fgdepar=560.3252, expected range: 177.2783 1066.9661
Severe: rms_fgdepar=560.3252, expected range: 177.2777 1066.9671
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCEF2 : out of range
Severe: avg_fgdepar=518.8317, expected range: -464.9887 421.2112
Severe: rms_fgdepar=518.8317, expected range: 0.0000 384.1920
Severe: avg_pge=0.8266, expected range: -0.6463 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRDJ3 : out of range
Severe: avg_fgdepar=-573.0434, expected range: -318.4757 462.6104
Severe: rms_fgdepar=573.1483, expected range: 0.0000 277.5703
Severe: avg_pge=0.8342, expected range: -0.6867 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6AV5 : out of range
Severe: rms_fgdepar=317.3529, expected range: 0.0000 99.3027
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5GB9 : out of range
Severe: avg_fgdepar=527.0463, expected range: -578.2682 568.1770
Severe: rms_fgdepar=527.0463, expected range: 0.0000 437.7634
Severe: avg_pge=0.8003, expected range: -0.9796 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HJF9 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=320.2522, expected range: 0.0000 68.7501
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDDI : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=341.8141, expected range: 0.0000 113.1890
BUFR SHIP SYNOP SURFACE PRESSURE (PA) H3VS : out of range
Severe: rms_fgdepar=454.7779, expected range: 0.0000 238.0518
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6CQ3 : out of range
Severe: rms_fgdepar=19.2070, expected range: 0.0000 7.9279
Severe: avg_pge=0.8994, expected range: -0.7848 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 3101546 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=983.4996, expected range: -706.8332 880.6899
Severely_persistent: rms_fgdepar=983.7403, expected range: 0.0000 665.7377
Severely_persistent: avg_pge=0.9423, expected range: -0.9542 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1601582 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=616.9422, expected range: -317.6192 530.0715
Severe: rms_fgdepar=617.5616, expected range: 0.0000 497.3053
Severe: avg_pge=0.9069, expected range: -1.1480 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601595 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8467, expected range: -1.1102 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1701546 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=498.1721, expected range: 0.0000 295.7895
Severe: avg_pge=0.8812, expected range: -0.4316 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5102719 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=312.0500, expected range: 0.0000 45.8301
Severe: avg_pge=0.8349, expected range: -0.0190 0.0207
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501749 : out of range
Severe: avg_pge=0.8641, expected range: 0.6972 0.7500
metar
METAR SURFACE PRESSURE (PA) FZQA : out of range
Severe: rms_fgdepar=431.1870, expected range: 0.0000 99.3013
METAR SURFACE PRESSURE (PA) SKIB : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=436.9003, expected range: 0.0000 177.7634
METAR SURFACE PRESSURE (PA) MNJG : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=475.3416, expected range: 0.0000 167.7359
METAR SURFACE PRESSURE (PA) OIBH : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=501.1891, expected range: 46.5482 753.0641
METAR SURFACE PRESSURE (PA) OPNK : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-898.5467, expected range: -578.3072 625.2842
Severe: rms_fgdepar=899.2661, expected range: 0.0000 544.3566
Severe: avg_pge=0.8657, expected range: -0.7516 0.7500
METAR SURFACE PRESSURE (PA) MGGT : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=385.3629, expected range: 0.0000 112.0674
METAR SURFACE PRESSURE (PA) KEMT : out of range
Severe: rms_fgdepar=315.1192, expected range: 0.0000 85.5530
METAR SURFACE PRESSURE (PA) HTSU : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-776.5860, expected range: -86.6758 94.6225
Severe: rms_fgdepar=777.2920, expected range: 0.0000 98.1950
Severe: avg_pge=0.8269, expected range: -0.0402 0.0439
AUTOMATIC METAR SURFACE PRESSURE (PA) KQRH : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=311.4217, expected range: 0.0000 111.7851
snow
BUFR LAND SYNOP SNOW (CM) 01035 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=101.6675, expected range: 97.7287 133.9772
Severely_persistent: rms_fgdepar=101.6675, expected range: 97.7265 133.9856
t2m
BUFR LAND SYNOP 2M TEMPERATURE (K) 36026 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.1485, expected range: -9.9753 6.8285
Severely_persistent: rms_fgdepar=17.1485, expected range: 0.0000 15.1572
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68474 : out of range
Severe: avg_est_pge=0.8048, expected range: 0.2451 0.8788
MANUAL LAND SYNOP 2M TEMPERATURE (K) 60252 : out of range
Severe: rms_fgdepar=11.7934, expected range: 0.1980 2.8817
METAR 2M TEMPERATURE (K) GMAD : out of range
Severe: rms_fgdepar=11.0921, expected range: 0.3532 4.7893
METAR 2M TEMPERATURE (K) KLRF : out of range
Severe: rms_fgdepar=10.1018, expected range: 0.0000 5.3467
BUFR LAND SYNOP 2M TEMPERATURE (K) 60250 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7280, expected range: -6.9778 6.6391
Severe: rms_fgdepar=13.9931, expected range: 0.0000 6.0370
rh2m
All BUFR LAND SYNOP WMO BLOCK 98 : all data missing
Severely_persistent: obs_number=0, expected range: 123.06 134.44