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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

iasi
METOP-C IASI RADIANCES (165 channels affected) : out of range
Severe: obs_number=14964.0000, expected range: 22199.0224 22499.4776
saphir
All MEGHA-TROPIQUES SAPHIR ALLSKY ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 129.55 17150.48
ssmis
DMSP-17 SSMIS RADIANCES (7 channels affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=13573.0000, expected range: 14914.0449 19845.4551
DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=8610.0000, expected range: 9233.9891 10524.5109
DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=8620.0000, expected range: 9216.8192 10558.3058
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
11 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.0233, expected range: 0.0023 0.0131
Radiosondes
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : missing
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 71.6180 361.6321
Severe: rms_fgdepar=3.3196, expected range: 0.6420 1.1375
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severely_persistent: obs_number=0, expected range: 132.86 255.14
HIGH RESO SEA TEMP TEMPERATURE (K) (3 pressure layers affected) : missing
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 53.2500 568.2500
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.3336, expected range: 1.5107 2.0096
Severe: avg_fgdepar=-3.6648, expected range: -0.4482 0.2728
Severe: rms_fgdepar=11.0011, expected range: 0.6202 2.0867
Severe: rms_fgdepar=5.4512, expected range: 1.4213 2.3038
Severe: avg_fgdepar=-7.9146, expected range: -0.4032 0.4757
Severe: rms_fgdepar=16.6409, expected range: 1.0896 1.9077
Severe: avg_fgdepar=-25.9890, expected range: -0.9169 1.2498
Severe: rms_fgdepar=29.9346, expected range: 0.0000 2.5442
LAND TEMP TEMPERATURE (K) 61660 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=-25.9890, expected range: -0.9169 1.2498
Severe: rms_fgdepar=29.9346, expected range: 0.0000 2.5442
LAND TEMP TEMPERATURE (K) 30935 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8810, expected range: -1.3270 0.7500
LAND TEMP Q (G/KG) 31770 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=3.8727, expected range: 0.0000 1.7176
HIGH RESO LAND TEMP TEMPERATURE (K) 06011 (3 pressure layers affected) : out of range
Severe: rms_fgdepar=7.8208, expected range: 0.6113 1.4592
HIGH RESO LAND TEMP TEMPERATURE (K) 06011 (2 pressure layers affected) : out of range
Severe: avg_fgdepar=12.9322, expected range: -0.7383 0.5994
HIGH RESO LAND TEMP TEMPERATURE (K) 06011 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.9170, expected range: -0.0206 0.0271
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : missing
Severe: obs_number=0.0000, expected range: 169.5000 199.5000
Severe: obs_number=0.0000, expected range: 169.5000 199.5000
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=266.0000, expected range: 194.2024 202.0198
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 37 : all data missing
Severe: obs_number=0, expected range: 46.05 169.95
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 63 : all data missing
Severe: obs_number=0, expected range: 43.25 199.54
HIGH RESO SEA TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 42.5762 209.9431
Severe: obs_number=0.0000, expected range: 0.0000 711.7201
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) VJ3H1DBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.0767, expected range: 0.0000 14.7042
Severe: avg_pge=0.8494, expected range: -0.8457 0.7500
WIGOS AMDAR Q (G/KG) 3OXWUWJA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.0538, expected range: 0.6162 7.8361
airep
All AIREP ALL LAYERS Indian Ocean : all data missing
Severely_persistent: obs_number=0, expected range: 73.52 451.68
All AIREP ALL LAYERS Indian Ocean Tropica : all data missing
Severely_persistent: obs_number=0, expected range: 44.74 225.54
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 06234 PRESSURE LAYER 300-600 : out of range
Severe: avg_fgdepar=21.5680, expected range: -3.2703 9.6256
Severe: rms_fgdepar=21.5680, expected range: 0.0000 10.3557
Severe: avg_pge=0.8936, expected range: -0.4806 0.6574
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 48870 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8280, expected range: -0.6097 0.7500
synop
AUTOMATIC LAND SYNOP RH2M (%) 35182 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9839, expected range: -1.2972 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 36090 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=504.2654, expected range: -787.4686 911.1220
Severely_persistent: rms_fgdepar=504.7334, expected range: -664.8346 868.2594
Severely_persistent: avg_pge=0.8860, expected range: -1.0331 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68832 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8102, expected range: -1.2087 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68192 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9018, expected range: -1.3434 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68754 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=708.6291, expected range: -1172.1910 1322.5992
Severely_persistent: rms_fgdepar=717.6648, expected range: -942.4274 1239.6300
Severely_persistent: avg_pge=0.9254, expected range: -1.0318 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89625 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8397, expected range: -1.2617 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36090 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8367, expected range: -1.2350 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 63881 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1167.6041, expected range: -1746.2641 2021.0840
Severely_persistent: rms_fgdepar=1172.9651, expected range: -1700.1356 2005.7916
Severely_persistent: avg_pge=0.9335, expected range: -1.3776 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 72662 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=609.0074, expected range: -1096.5047 1149.4740
Severely_persistent: rms_fgdepar=609.0074, expected range: -771.7948 1028.2151
Severely_persistent: avg_pge=0.8939, expected range: -1.3269 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 68192 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8713, expected range: -1.2863 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40713 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1287.5698, expected range: -2019.1603 2392.1610
Severely_persistent: rms_fgdepar=1287.5698, expected range: -1995.5097 2384.2103
Severely_persistent: avg_pge=0.9436, expected range: -1.3789 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38944 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-526.6890, expected range: -930.3267 762.8150
Severely_persistent: rms_fgdepar=528.5052, expected range: -680.8235 900.9142
Severely_persistent: avg_pge=0.8825, expected range: -1.2303 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40854 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-1314.8678, expected range: -2577.1392 2223.6260
Severely_persistent: rms_fgdepar=1314.9028, expected range: -2165.7353 2556.4714
Severely_persistent: avg_pge=0.9463, expected range: -1.4047 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40674 : out of range
35 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=511.5210, expected range: -954.7864 1553.1736
Severely_persistent: rms_fgdepar=511.5210, expected range: 0.0000 1537.7629
Severely_persistent: avg_pge=0.8870, expected range: -1.6594 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42026 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-599.0292, expected range: -1091.2952 1029.1455
Severely_persistent: rms_fgdepar=599.0292, expected range: -690.2322 954.2990
Severely_persistent: avg_pge=0.8629, expected range: -1.2211 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-641.7057, expected range: -1059.5011 991.5398
Severely_persistent: rms_fgdepar=642.7043, expected range: -697.8326 969.9682
Severely_persistent: avg_pge=0.9078, expected range: -1.2728 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40877 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8101, expected range: -1.2208 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42328 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8151, expected range: -1.2022 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43309 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=648.0851, expected range: -892.7679 934.8307
Severely_persistent: rms_fgdepar=648.0851, expected range: 0.0000 538.9934
Severely_persistent: avg_pge=0.8920, expected range: -0.9951 0.7500
BUFR LAND SYNOP RH2M (%) 94451 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9222, expected range: -2.1128 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 12310 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8523, expected range: -1.2468 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16121 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-796.6088, expected range: -1323.1000 1155.9927
Severely_persistent: rms_fgdepar=798.9357, expected range: -1071.5151 1294.4177
Severely_persistent: avg_pge=0.9445, expected range: -1.3855 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58321 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8882, expected range: -1.2497 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48921 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8186, expected range: -1.5678 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58921 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-544.4428, expected range: -1068.4780 967.0588
Severely_persistent: rms_fgdepar=544.5297, expected range: -802.1357 1016.3109
Severely_persistent: avg_pge=0.9297, expected range: -1.3294 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91831 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-569.4933, expected range: -1045.7833 888.3774
Severely_persistent: rms_fgdepar=569.6365, expected range: -842.2133 1031.1974
Severely_persistent: avg_pge=0.9282, expected range: -1.3745 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71651 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8743, expected range: -1.1967 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71502 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8107, expected range: -1.1802 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 59632 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9187, expected range: -1.2589 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48952 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8290, expected range: -1.1041 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48062 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=630.6667, expected range: -777.9020 869.6192
Severely_persistent: rms_fgdepar=632.5364, expected range: -592.2438 799.6280
Severely_persistent: avg_pge=0.9046, expected range: -1.2880 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91682 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8645, expected range: -1.1482 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71613 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=635.8749, expected range: -1168.5283 1304.7125
Severely_persistent: rms_fgdepar=636.4126, expected range: -966.0848 1227.2625
Severely_persistent: avg_pge=0.9358, expected range: -1.1576 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 11933 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8245, expected range: -1.1941 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71404 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-552.8843, expected range: -1068.5922 978.9679
Severely_persistent: rms_fgdepar=554.1207, expected range: -792.1629 1005.7304
Severely_persistent: avg_pge=0.9231, expected range: -1.3395 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 59254 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-935.9930, expected range: -1761.2046 1543.1686
Severely_persistent: rms_fgdepar=935.9930, expected range: -1442.2666 1727.0441
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94654 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8714, expected range: -1.8446 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 12215 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-642.5342, expected range: -199.7487 288.8116
Severely_persistent: rms_fgdepar=649.8977, expected range: 0.0000 352.4673
Severely_persistent: avg_pge=0.9383, expected range: -1.2616 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33135 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8080, expected range: -1.1813 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 54945 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8795, expected range: -1.1339 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81406 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=772.9351, expected range: -1514.8458 1688.9036
Severely_persistent: rms_fgdepar=774.8026, expected range: -1116.3278 1546.7745
Severely_persistent: avg_pge=0.9459, expected range: -0.5147 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 02607 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8104, expected range: -1.1636 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33187 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=585.4346, expected range: -778.3659 838.0536
Severely_persistent: rms_fgdepar=586.8899, expected range: -536.1365 740.4206
Severely_persistent: avg_pge=0.8657, expected range: -1.2331 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 17287 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=887.8946, expected range: -1472.8673 1664.5214
Severely_persistent: rms_fgdepar=887.9320, expected range: -1381.7747 1633.3836
Severely_persistent: avg_pge=0.9156, expected range: -1.3548 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61297 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8808, expected range: -1.2090 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61697 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8604, expected range: -1.2469 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48018 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8515, expected range: -0.5380 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 17058 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-682.7255, expected range: -1292.6198 1118.7195
Severely_persistent: rms_fgdepar=683.1874, expected range: -1057.2597 1270.9829
Severely_persistent: avg_pge=0.9263, expected range: -1.3482 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58968 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8016, expected range: -1.1851 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31919 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8391, expected range: -1.2121 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16239 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8335, expected range: -1.2462 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68543 : out of range
Severe: avg_fgdepar=56.1789, expected range: -26.9023 48.7994
Severe: rms_fgdepar=56.1789, expected range: 0.0000 41.2798
Severe: avg_pge=0.9522, expected range: -0.1170 0.1431
MANUAL LAND SYNOP RH2M (%) 31510 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.7012, expected range: 0.0000 14.4696
MANUAL LAND SYNOP RH2M (%) 76040 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -0.7773 0.7500
MANUAL LAND SYNOP RH2M (%) 38933 : out of range
Severe: avg_pge=0.9500, expected range: -0.6024 0.7500
MANUAL LAND SYNOP RH2M (%) 60156 : out of range
Severe: rms_fgdepar=44.1376, expected range: 0.0000 10.0810
MANUAL LAND SYNOP RH2M (%) 40948 : out of range
Severe: avg_pge=0.9987, expected range: -0.4432 0.5373
MANUAL LAND SYNOP RH2M (%) 68098 : out of range
Severe: avg_fgdepar=65.8238, expected range: -66.5924 93.3019
Severe: rms_fgdepar=65.8238, expected range: -66.5924 93.3019
Severe: avg_pge=0.9999, expected range: -0.1392 0.1769
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62271 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8195, expected range: -1.2634 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43212 : out of range
Severe: avg_pge=0.8332, expected range: -1.3734 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60452 : out of range
Severe: rms_fgdepar=529.1215, expected range: 0.0000 405.0852
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82353 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8476, expected range: -1.3033 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43083 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8013, expected range: -1.0767 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 97284 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8116, expected range: -1.1703 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 13384 : out of range
Severe: rms_fgdepar=361.5446, expected range: 0.0000 125.5327
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67295 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=611.2925, expected range: -899.1888 1025.0150
Severe: rms_fgdepar=616.6946, expected range: -748.9441 965.8948
Severe: avg_pge=0.8882, expected range: -1.3094 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40606 : out of range
Severe: rms_fgdepar=603.5603, expected range: 0.0000 260.9728
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40007 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8294, expected range: -1.0845 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42577 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8512, expected range: -1.1647 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40948 : out of range
Severe: avg_fgdepar=624.3889, expected range: -210.6709 126.3966
Severe: rms_fgdepar=624.3889, expected range: 0.0000 153.4044
Severe: avg_pge=0.8694, expected range: -0.4842 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43029 : out of range
Severe: avg_pge=0.8454, expected range: -1.1691 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=185.7072, expected range: 32.0171 112.8525
BUFR LAND SYNOP RH2M (%) 60136 : out of range
Severe: rms_fgdepar=42.6614, expected range: 0.0000 13.6028
BUFR LAND SYNOP RH2M (%) 71767 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9095, expected range: -1.2636 0.7500
BUFR LAND SYNOP RH2M (%) 40439 : out of range
Severe: avg_pge=1.0000, expected range: -0.7044 0.7500
BUFR LAND SYNOP RH2M (%) 16459 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9865, expected range: -1.3278 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33633 : out of range
Severe: rms_fgdepar=553.0987, expected range: 0.0000 167.2725
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61265 : out of range
Severe: rms_fgdepar=511.0028, expected range: 0.0000 170.9141
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33646 : out of range
Severe: rms_fgdepar=429.0552, expected range: 0.0000 147.7540
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72327 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8831, expected range: 0.8426 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16088 : out of range
Severe: rms_fgdepar=329.6158, expected range: 0.0000 139.4000
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=96.0000, expected range: 102.2096 114.4571
ship
SHIP SURFACE PRESSURE (PA) 9V5246 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=516.8655, expected range: -838.2525 928.5953
Severely_persistent: rms_fgdepar=517.7965, expected range: 0.0000 756.6030
Severely_persistent: avg_pge=0.8676, expected range: -1.0143 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9413 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=602.3757, expected range: -788.1346 1400.2361
Severely_persistent: rms_fgdepar=602.3757, expected range: 0.0000 1356.2052
Severely_persistent: avg_pge=0.8129, expected range: -1.3498 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OZDQ2 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8716, expected range: 0.1263 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) AUBC : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=20.8297, expected range: -0.0177 29.8515
Severely_persistent: rms_fgdepar=20.8297, expected range: 0.0000 29.8515
Severely_persistent: avg_pge=0.9131, expected range: 0.7611 0.7500
SHIP SURFACE PRESSURE (PA) 9V5392 : out of range
Severe: rms_fgdepar=493.9275, expected range: 0.0000 223.1955
SHIP SURFACE PRESSURE (PA) 9V9413 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=602.3757, expected range: -826.7961 1405.6819
Severe: rms_fgdepar=602.3757, expected range: 0.0000 1360.8547
SHIP SURFACE PRESSURE (PA) VRPN8 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8231, expected range: -0.8306 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5392 : out of range
Severe: rms_fgdepar=493.9275, expected range: 0.0000 273.0694
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRTG6 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8198, expected range: -1.5133 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) UDKG : out of range
Severe: avg_fgdepar=883.9106, expected range: -1056.0983 1139.0492
Severe: rms_fgdepar=883.9106, expected range: 0.0000 784.6912
Severe: avg_pge=0.8855, expected range: -1.2787 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) DGAF : out of range
Severe: rms_fgdepar=16.9194, expected range: 0.1498 6.1168
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) PDHP : out of range
Severe: rms_fgdepar=18.6652, expected range: 0.0000 7.2241
Severe: avg_pge=0.8961, expected range: -0.9022 0.7500
buoy
DRIBU WIND VECTOR DIFF (M/S) 23452 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8738, expected range: 0.6364 0.7500
MOORED BUOYS WIND VECTOR DIFF (M/S) 5300041 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8664, expected range: 0.5034 0.7500
MOORED BUOYS WIND VECTOR DIFF (M/S) 2200189 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8771, expected range: -0.9805 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601595 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=605.6123, expected range: -448.1931 710.2341
Severely_persistent: rms_fgdepar=606.1826, expected range: 0.0000 654.8092
Severely_persistent: avg_pge=0.9052, expected range: -1.1486 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3101546 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=766.4003, expected range: -1147.2931 1501.9687
Severely_persistent: rms_fgdepar=766.4003, expected range: 0.0000 1397.0705
Severely_persistent: avg_pge=0.9175, expected range: -0.9314 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5102719 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8379, expected range: -1.1983 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 7101533 : out of range
Severe: rms_fgdepar=333.5864, expected range: 0.0000 80.4320
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501749 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=648.7615, expected range: -2523.5329 1996.9243
Severe: rms_fgdepar=650.0056, expected range: 175.3944 837.3944
Severe: avg_pge=0.9137, expected range: 0.3731 0.7500
metar
METAR SURFACE PRESSURE (PA) OPNK : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-951.4467, expected range: -1633.3612 1431.4547
Severely_persistent: rms_fgdepar=953.7395, expected range: -1054.1121 1507.2367
Severely_persistent: avg_pge=0.8785, expected range: -1.1361 0.7500
METAR SURFACE PRESSURE (PA) HTSU : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-767.5542, expected range: -1431.8537 1254.5239
Severely_persistent: rms_fgdepar=767.6831, expected range: -1119.0163 1387.0510
Severely_persistent: avg_pge=0.8291, expected range: -1.1845 0.7500
METAR SURFACE PRESSURE (PA) SBBE : out of range
Severe: rms_fgdepar=335.2631, expected range: 0.0000 117.7194
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=62.5255, expected range: 51.5143 154.4521
Severely_persistent: rms_fgdepar=62.5255, expected range: 51.5143 154.4521
BUFR LAND SYNOP SNOW (CM) 01035 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=92.5379, expected range: 95.0678 132.1907
Severely_persistent: rms_fgdepar=92.5383, expected range: 95.0651 132.1992
BUFR LAND SYNOP SNOW (CM) 11316 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=62.5240, expected range: 51.5467 154.3989
Severely_persistent: rms_fgdepar=62.5240, expected range: 51.5467 154.3989
AUTOMATIC LAND SYNOP SNOW (CM) 01035 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=92.1874, expected range: 98.2904 125.9340
Severe: rms_fgdepar=92.1874, expected range: 98.2904 125.9340
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89734 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8222, expected range: 0.4782 1.0466
BUFR LAND SYNOP 2M TEMPERATURE (K) 27415 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-19.1240, expected range: -21.6961 -12.3246
Severely_persistent: rms_fgdepar=19.1240, expected range: 12.5060 21.5918
BUFR LAND SYNOP 2M TEMPERATURE (K) 36026 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9636, expected range: -16.9232 11.7471
Severely_persistent: rms_fgdepar=16.9636, expected range: 0.0000 19.7897
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89879 : out of range
Severe: avg_fgdepar=-17.7043, expected range: -2.6922 10.5857
Severe: rms_fgdepar=17.7043, expected range: 0.0000 10.8080
Severe: avg_est_pge=0.8377, expected range: -0.3269 0.9701
MANUAL LAND SYNOP 2M TEMPERATURE (K) 60220 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9245, expected range: -7.0325 2.5375
Severe: rms_fgdepar=12.9245, expected range: 0.0000 7.0169
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23242 : out of range
Severe: avg_fgdepar=13.2391, expected range: 2.3992 9.9300
Severe: rms_fgdepar=13.4837, expected range: 2.8716 10.4743
MANUAL LAND SYNOP 2M TEMPERATURE (K) 08928 : out of range
Severe: avg_est_pge=0.8033, expected range: -0.3794 1.2214
METAR 2M TEMPERATURE (K) MHLC : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.2495, expected range: 0.2891 4.3900
BUFR LAND SYNOP 2M TEMPERATURE (K) 60220 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7514, expected range: -6.4854 2.2467
Severe: rms_fgdepar=12.7514, expected range: 0.0000 6.4858
BUFR LAND SYNOP 2M TEMPERATURE (K) 23242 : out of range
Severe: avg_fgdepar=13.5647, expected range: 2.6373 10.1057
Severe: rms_fgdepar=13.8154, expected range: 3.1295 10.6251
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=164.0000, expected range: 178.2341 199.6409
rh2m
All BUFR LAND SYNOP WMO BLOCK 98 : all data missing
Severely_persistent: obs_number=0, expected range: 122.44 134.31