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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2020-01-15 00:00

amsua
NOAA-15 AMSUA RADIANCES CHANNEL 5 : out of range
Considerable: avg_biascorr=0.0837, expected range: 0.0917 0.1179
iasi
METOP-B IASI RADIANCES (177 channels affected) : out of range
Severe: obs_number=20006.0000, expected range: 22589.4555 22899.8302
METOP-C IASI RADIANCES (393 channels affected) : out of range
Severe: obs_number=12648.0000, expected range: 22543.9474 22931.9098
METOP-B IASI RADIANCES CHANNEL 265 : out of range
Slight: avg_fgdepar=0.0278, expected range: -0.0094 0.0235
METOP-B IASI RADIANCES CHANNEL 366 : out of range
Slight: avg_fgdepar=0.0380, expected range: -0.0025 0.0318
METOP-C IASI RADIANCES CHANNEL 306 : out of range
Slight: avg_fgdepar=0.0288, expected range: 0.0005 0.0255
METOP-C IASI RADIANCES CHANNEL 323 : out of range
Slight: avg_fgdepar=0.0367, expected range: -0.0018 0.0327
airs
AQUA AIRS RADIANCES CHANNEL 1500 : out of range
Severe: avg_biascorr=0.1188, expected range: 0.1322 0.1577
amsr2
AMSR2 GCOM-W1 ALLSKY RADIANCES CHANNEL 8 : out of range
Considerable: stdev_norm_fgdepar=0.5512, expected range: 0.4491 0.5264
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 1 : out of range
Considerable: obs_number=4869.0000, expected range: 5400.6285 6829.5144
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
Considerable: obs_number=4914.0000, expected range: 5441.4772 6896.0942
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
Considerable: obs_number=4895.0000, expected range: 5416.9089 6882.6625
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
Slight: obs_number=54344.0000, expected range: 55798.7669 57706.2331
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 3 : out of range
Slight: obs_number=54345.0000, expected range: 55799.1109 57709.8891
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
Slight: obs_number=54345.0000, expected range: 55799.6598 57708.6259
atms
NOAA20 ATMS RADIANCES CHANNEL 19 : out of range
Slight: stdev_fgdepar=1.1866, expected range: 1.1190 1.1776
Atmospheric Motion Vector
GOES-16 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HP : out of range
1 times in the last 10 days for at least one item
Slight: avg_press=242.1537, expected range: 229.9085 240.6882
GOES-17 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HP : out of range
1 times in the last 10 days for at least one item
Slight: avg_press=237.2376, expected range: 242.0120 250.1529
GOES-17 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 ( : out of range
1 times in the last 10 days for at least one item
Slight: stdev_press=14.5425, expected range: 11.6425 14.2470
Geostationary CSR
HIMAWARI-8 AHI RADIANCES CHANNEL 2 : out of range
Considerable: avg_biascorr=0.2067, expected range: -0.0347 0.1574
resat
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 0-1 (HPA) : out of range
Considerable: obs_number=20458.0000, expected range: 17551.5494 19402.0220
Radiosondes
LAND TEMP TEMPERATURE (K) 25403 PRESSURE LAYER 900-1200 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8184, expected range: -1.3002 0.7500
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8385, expected range: 0.2880 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 67 : all data missing
Severely_persistent: obs_number=0, expected range: 83.83 147.84
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 84.31 123.69
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 84.31 123.69
LAND TEMP WIND VECTOR DIFF (M/S) 31873 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.6049, expected range: 1.6523 7.6774
LAND TEMP TEMPERATURE (K) 96471 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.8546, expected range: 0.3838 2.4531
Severe: avg_pge=0.9183, expected range: -0.2224 0.2914
LAND TEMP TEMPERATURE (K) 20674 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.1136, expected range: 0.0000 2.5721
LAND TEMP TEMPERATURE (K) 42706 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.2765, expected range: 1.6114 2.8723
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=127.0000, expected range: 176.3877 202.7551
Severe: obs_number=62.0000, expected range: 111.8096 137.9047
Severe: obs_number=130.0000, expected range: 60.7145 67.7855
HIGH RESO LAND TEMP Q (G/KG) 72230 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.1277, expected range: 0.0000 1.5813
HIGH RESO LAND TEMP Q (G/KG) 72240 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.2720, expected range: 0.0000 1.1181
HIGH RESO LAND TEMP Q (G/KG) 91212 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.5340, expected range: 0.0000 1.2920
HIGH RESO LAND TEMP Q (G/KG) (4 pressure layers affected) : out of range
Severe: obs_number=410.0000, expected range: 461.8660 498.7054
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 04339 PRESSURE LAYER 900-12 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8388, expected range: -0.6232 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 29 : all data missing
Severe: obs_number=0, expected range: 9.97 294.57
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=81.0000, expected range: 51.1775 73.1082
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=76.0000, expected range: 81.5119 92.2024
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=283.0000, expected range: 32.8108 186.6892
amdar
AMDAR TEMPERATURE (K) FJI911 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.1060, expected range: 0.0000 1.7091
AMDAR WIND VECTOR DIFF (M/S) UAL916 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8599, expected range: -1.9331 0.7500
AMDAR WIND VECTOR DIFF (M/S) JP9ZV4YZ PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=15.9001, expected range: 0.0000 5.5207
WIGOS AMDAR TEMPERATURE (K) EU2806 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.7120, expected range: 0.0000 2.0051
WIGOS AMDAR TEMPERATURE (K) EU6617 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.3496, expected range: 0.0000 1.9072
WIGOS AMDAR WIND VECTOR DIFF (M/S) QMFH5QBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.7852, expected range: 0.6936 6.5209
Severe: avg_pge=0.8770, expected range: -0.4958 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) WSRSVRZA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=23.5666, expected range: 0.0000 5.5243
Severe: avg_pge=0.8633, expected range: -0.2320 0.2932
WIGOS AMDAR WIND VECTOR DIFF (M/S) 1X4GUWJA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=15.1049, expected range: 0.0000 5.0666
Severe: avg_pge=0.8754, expected range: -0.2422 0.3626
airep
AIREP WIND VECTOR DIFF (M/S) ELY001 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.0578, expected range: 0.0000 7.7427
AIREP WIND VECTOR DIFF (M/S) ETD471 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.5445, expected range: 0.0000 14.9405
Severe: avg_pge=0.8398, expected range: -0.7833 0.7500
AIREP WIND VECTOR DIFF (M/S) ETH645 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8603, expected range: -1.8295 0.7500
AIREP WIND VECTOR DIFF (M/S) LOT15K PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.2356, expected range: 0.0000 6.7673
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (3 pressure layers affected) : out of range
Severe: obs_number=230.0000, expected range: 444.7714 628.4286
Severe: obs_number=230.0000, expected range: 444.7714 628.4286
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 10629 PRESSURE LAYER 600-900 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8499, expected range: -0.8357 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 03969 PRESSURE LAYER 900-1200 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8931, expected range: -0.6792 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=5427.0000, expected range: 4130.1393 5074.7178
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42182 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=25.4868, expected range: 0.5848 9.8749
LAND PILOT WIND VECTOR DIFF (M/S) 42182 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8802, expected range: -0.3221 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 97120 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=17.7543, expected range: 0.0000 5.9121
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42744 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8361, expected range: -1.4702 0.7500
MANUAL LAND SYNOP RH2M (%) 64708 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8804, expected range: -1.1942 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71021 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8760, expected range: -1.2559 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71883 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=398.4346, expected range: 0.0000 362.1729
Severely_persistent: avg_pge=0.8561, expected range: -0.6466 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24585 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8557, expected range: 0.5270 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 78896 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8183, expected range: 0.1745 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71648 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9024, expected range: -1.5517 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8371, expected range: 0.3409 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68849 : out of range
Severe: rms_fgdepar=30.3602, expected range: 2.9338 6.8991
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40890 : out of range
Severe: rms_fgdepar=408.7805, expected range: 0.0000 233.4261
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 44212 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=413.5971, expected range: 0.0000 148.0029
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62463 : out of range
Severe: rms_fgdepar=437.2338, expected range: 0.0000 115.7463
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38705 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8463, expected range: -0.7232 0.7500
MANUAL LAND SYNOP RH2M (%) 64750 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9833, expected range: -1.7528 0.7500
MANUAL LAND SYNOP RH2M (%) 95362 : out of range
Severe: rms_fgdepar=43.1773, expected range: 0.0000 15.8974
Severe: avg_pge=0.9937, expected range: 0.0006 0.0050
MANUAL LAND SYNOP RH2M (%) 40785 : out of range
Severe: avg_pge=0.8095, expected range: -0.1832 0.2294
MANUAL LAND SYNOP RH2M (%) 94466 : out of range
Severe: avg_pge=0.9991, expected range: -1.8524 0.7500
MANUAL LAND SYNOP RH2M (%) 17096 : out of range
Severe: avg_pge=0.9403, expected range: -0.0356 0.0557
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=1627.0000, expected range: 2177.9834 2580.5880
Severe: obs_number=248.0000, expected range: 788.4080 1189.0206
Severe: obs_number=326.0000, expected range: 1172.3333 1772.5238
Slight: obs_number=33060.0000, expected range: 33945.3753 34404.3390
BUFR LAND SYNOP SURFACE PRESSURE (PA) 11380 : out of range
Severe: rms_fgdepar=357.9448, expected range: 0.0000 214.5475
Severe: avg_pge=0.8101, expected range: -0.7539 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 11362 : out of range
Severe: avg_pge=0.8301, expected range: -0.9823 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48033 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=338.4540, expected range: 83.6590 212.6025
Severe: avg_pge=0.8361, expected range: -0.3318 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 27083 : out of range
Severe: rms_fgdepar=441.5041, expected range: 0.0000 144.2473
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23606 : out of range
Severe: rms_fgdepar=521.5568, expected range: 0.0000 155.4936
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30636 : out of range
Severe: avg_pge=0.8080, expected range: 0.1225 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91557 : out of range
Severe: rms_fgdepar=605.7385, expected range: 0.0000 118.7554
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61697 : out of range
Severe: rms_fgdepar=498.6328, expected range: 0.0000 92.0893
BUFR LAND SYNOP Z (M) 06782 : out of range
Severe: avg_pge=0.9198, expected range: -0.6575 0.7500
BUFR LAND SYNOP RH2M (%) 94410 : out of range
Severe: rms_fgdepar=33.4996, expected range: 0.0000 28.2612
Severe: avg_pge=0.9415, expected range: -0.0780 0.1101
BUFR LAND SYNOP RH2M (%) 06750 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9899, expected range: -0.1351 0.1895
BUFR LAND SYNOP RH2M (%) 10490 : out of range
Severe: rms_fgdepar=30.4052, expected range: 0.0000 16.1171
BUFR LAND SYNOP RH2M (%) 11242 : out of range
Severe: rms_fgdepar=44.2231, expected range: 0.0000 21.3769
BUFR LAND SYNOP RH2M (%) 95705 : out of range
Severe: rms_fgdepar=32.7235, expected range: 0.0000 8.0614
BUFR LAND SYNOP RH2M (%) 28366 : out of range
Severe: rms_fgdepar=30.6370, expected range: 0.0000 10.3331
BUFR LAND SYNOP RH2M (%) 94466 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9996, expected range: -1.6718 0.7500
BUFR LAND SYNOP RH2M (%) 10476 : out of range
Severe: rms_fgdepar=32.7203, expected range: 0.0000 18.3650
BUFR LAND SYNOP RH2M (%) 95707 : out of range
Severe: rms_fgdepar=36.7772, expected range: 0.0000 8.6254
BUFR LAND SYNOP RH2M (%) 24538 : out of range
Severe: rms_fgdepar=31.8996, expected range: 0.0000 5.7415
All BUFR LAND SYNOP WMO BLOCK 86 : all data missing
Severe: obs_number=0, expected range: 581.50 1039.64
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=58.0000, expected range: 44.5491 54.3081
ship
SHIP SURFACE PRESSURE (PA) : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9022, expected range: -1.1190 0.7500
Severely_persistent: avg_pge=0.9022, expected range: -1.0721 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) MERFR14 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9066, expected range: -0.4072 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LF4J : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9454, expected range: 0.7637 0.7500
All AUTOMATIC SHIP East pacific Tropica : all data missing
Severe: obs_number=0, expected range: 49.07 59.43
All SHIP South Atlantic : all data missing
Severe: obs_number=0, expected range: 53.20 117.08
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4652 : out of range
Severe: avg_pge=0.8383, expected range: -0.6668 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) A8LN2 : out of range
Severe: rms_fgdepar=609.2066, expected range: 0.0000 235.3298
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK34 : out of range
Severe: rms_fgdepar=314.8038, expected range: 0.0000 101.4994
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK35 : out of range
Severe: rms_fgdepar=570.6742, expected range: 0.0000 173.8383
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6AN5 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8139, expected range: 0.4940 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAIG7 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8625, expected range: -0.0450 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK58 : out of range
Severe: rms_fgdepar=302.9743, expected range: 0.0000 163.9723
BUFR SHIP SYNOP SURFACE PRESSURE (PA) UHOM : out of range
Severe: avg_pge=0.8048, expected range: -1.1294 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) A8VE2 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9363, expected range: -1.0787 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 2HDG2 : out of range
Severe: rms_fgdepar=18.8592, expected range: 0.0000 8.0654
Severe: avg_pge=0.8983, expected range: -0.9621 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VNVF : out of range
Severe: rms_fgdepar=27.9111, expected range: 0.0000 16.4534
Severe: avg_pge=0.9427, expected range: -0.9905 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202671 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8753, expected range: -0.6841 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301682 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9355, expected range: -1.3160 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2601623 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=510.8272, expected range: 0.0000 136.5180
Severe: avg_pge=0.8741, expected range: -0.8114 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2501663 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8769, expected range: 0.0464 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203715 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8696, expected range: -1.5259 0.7500
metar
METAR SURFACE PRESSURE (PA) LIBG : out of range
Severe: rms_fgdepar=611.2740, expected range: 0.0000 178.3355
snow
MANUAL LAND SYNOP SNOW (CM) 36038 : out of range
Severe: rms_fgdepar=16.2202, expected range: 5.5685 9.8591
ROCOB TEMP SNOW (CM) 63304155 : out of range
Severe: rms_fgdepar=15.2835, expected range: 0.0000 8.3821
ROCOB TEMP SNOW (CM) 63308407 : out of range
Severe: rms_fgdepar=22.9782, expected range: 3.5036 5.6325
BUFR LAND SYNOP SNOW (CM) : out of range
Severe: rms_fgdepar=69.8737, expected range: 0.1252 2.3962
Severe: rms_fgdepar=25.6302, expected range: 2.3851 4.3317
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24076 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8042, expected range: 0.5010 1.0135
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_est_pge=0.8826, expected range: 0.4124 1.0847
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 11310 : out of range
Severe: avg_est_pge=0.8326, expected range: -0.0902 1.0910
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 06750 : out of range
Severe: avg_est_pge=0.8153, expected range: 0.0966 1.0158
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71855 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.6602, expected range: 0.0000 6.0268
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 06785 : out of range
1 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8486, expected range: 0.0695 0.9873
MANUAL LAND SYNOP 2M TEMPERATURE (K) 11110 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4050, expected range: 0.0000 3.9008
Severe: avg_est_pge=0.8048, expected range: -0.3610 0.4855
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40710 : out of range
Severe: avg_est_pge=0.8137, expected range: -0.1555 0.8585
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23635 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.2643, expected range: 0.0000 3.9736
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37609 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2288, expected range: 0.4909 2.9774
METAR 2M TEMPERATURE (K) LIMV : out of range
Severe: rms_fgdepar=17.4552, expected range: 1.0263 4.0172
BUFR LAND SYNOP 2M TEMPERATURE (K) 11310 : out of range
Severe: avg_est_pge=0.8321, expected range: -0.0943 1.0787
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Severe: obs_number=102.0000, expected range: 1858.9382 4163.6333
Considerable: obs_number=2677.0000, expected range: 4056.2898 6982.2816
Considerable: obs_number=4488.0000, expected range: 5161.9793 6394.0207
Considerable: obs_number=62.0000, expected range: 776.0626 1734.7946
Slight: obs_number=41189.0000, expected range: 42474.1757 48439.6815
rh2m
MANUAL LAND SYNOP RH2M (%) 87065 : out of range
Severe: rms_fgdepar=31.1365, expected range: 0.0000 14.7769
MANUAL LAND SYNOP RH2M (%) 17197 : out of range
Severe: rms_fgdepar=36.6984, expected range: 0.0000 19.9884
MANUAL LAND SYNOP RH2M (%) 37609 : out of range
Severe: rms_fgdepar=39.5823, expected range: 0.0000 18.2252
BUFR LAND SYNOP RH2M (%) 10782 : out of range
Severe: rms_fgdepar=31.8572, expected range: 0.0000 14.4774
BUFR LAND SYNOP RH2M (%) 87065 : out of range
Severe: rms_fgdepar=31.1505, expected range: 0.0000 14.6472