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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-06-29 00:00

amsua
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0955, expected range: 0.1615 0.1819
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4060, expected range: -0.3521 -0.2961
iasi
METOP-B IASI RADIANCES CHANNEL 5480 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4043, expected range: -0.3632 -0.3444
METOP-B IASI RADIANCES CHANNEL 170 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1844, expected range: 0.2102 0.2243
METOP-C IASI RADIANCES CHANNEL 5480 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4136, expected range: -0.3812 -0.3563
METOP-C IASI RADIANCES CHANNEL 89 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2913, expected range: -0.2125 -0.2089
METOP-C IASI RADIANCES CHANNEL 144 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1757, expected range: 0.1943 0.1985
METOP-C IASI RADIANCES CHANNEL 183 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1649, expected range: 0.1896 0.2067
METOP-C IASI RADIANCES CHANNEL 189 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1412, expected range: 0.1601 0.1738
METOP-C IASI RADIANCES CHANNEL 195 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0977, expected range: 0.1249 0.1288
METOP-C IASI RADIANCES CHANNEL 329 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2596, expected range: -0.2326 -0.2034
atms
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
Considerable: avg_fgdepar=0.0694, expected range: -0.1463 -0.0035
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 7 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0050, expected range: 0.0043 0.0047
Atmospheric Motion Vector
NOAA20 VIIRS-AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Considerable: stdev_fgdepar=2.5217, expected range: 2.0735 2.3177
Geostationary CSR
HIMAWARI-8 AHI RADIANCES CHANNEL 2 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1789, expected range: 0.1293 0.1476
Radiosondes
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=7.1698, expected range: -4.3523 15.3335
Severely_persistent: rms_fgdepar=7.1862, expected range: 0.0000 15.1613
LAND TEMP Q (G/KG) 36872 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=7.3535, expected range: -3.5881 9.4814
Severely_persistent: rms_fgdepar=7.3535, expected range: 0.0000 9.4857
LAND TEMP Q (G/KG) 41316 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=6.7828, expected range: -2.4173 4.0966
Severe: rms_fgdepar=6.7828, expected range: 0.0000 4.0126
LAND TEMP TEMPERATURE (K) 34882 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=-10.9078, expected range: -1.9078 1.9750
Severe: rms_fgdepar=11.2815, expected range: 0.0000 2.2199
Severe: avg_pge=0.9153, expected range: -0.1923 0.2317
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=3.2092, expected range: 0.5846 1.2891
HIGH RESO LAND TEMP Q (G/KG) 60390 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.5856, expected range: 0.0000 1.4111
HIGH RESO LAND TEMP Q (G/KG) 94332 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=2.8694, expected range: 0.0000 1.6346
HIGH RESO LAND TEMP Q (G/KG) 58203 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.9829, expected range: 0.0000 1.8997
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=1.0382, expected range: 0.0000 0.5501
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=862.0000, expected range: 1230.9805 1253.0195
Severe: obs_number=380.0000, expected range: 278.8463 293.3759
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 58606 PRESSURE LAYER 900-12 : out of range
Severe: rms_fgdepar=20.8598, expected range: 0.4817 4.7571
Severe: avg_pge=0.8451, expected range: -0.4717 0.7500
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=607.0000, expected range: 508.1458 532.6042
amdar
AMDAR WIND VECTOR DIFF (M/S) JP9Z4UZM PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=16.7990, expected range: 0.0000 7.6314
WIGOS AMDAR TEMPERATURE (K) EU4058 (3 pressure layers affected) : out of range
Severe: rms_fgdepar=7.3739, expected range: 0.0000 2.0476
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4058 (3 pressure layers affected) : out of range
Severe: rms_fgdepar=15.2290, expected range: 0.0000 7.9378
WIGOS AMDAR WIND VECTOR DIFF (M/S) VJ3H1DBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8236, expected range: -0.9674 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) VJ3H1DBA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=18.4765, expected range: 0.0000 8.6684
MODE-S WIND VECTOR DIFF (M/S) MD10D60 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=18.4706, expected range: 0.0000 9.1158
ADS-C WIND VECTOR DIFF (M/S) DKR0OPBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.0392, expected range: 0.0000 9.2689
ADS-C WIND VECTOR DIFF (M/S) RYZVAMJA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.4009, expected range: 0.0000 19.8222
ADS-C WIND VECTOR DIFF (M/S) KCWEIERA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.1929, expected range: 0.0000 29.1037
ADS-C WIND VECTOR DIFF (M/S) ZIFZUHRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.1638, expected range: 0.0000 26.0035
ADS-C WIND VECTOR DIFF (M/S) OQGDSDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.7019, expected range: 0.0000 22.6909
ADS-C WIND VECTOR DIFF (M/S) 1AQICMZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.3706, expected range: 0.0000 18.9560
ADS-C WIND VECTOR DIFF (M/S) EGUJ4NZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=35.4613, expected range: -1.7699 8.9092
Severe: rms_fgdepar=35.4613, expected range: 0.0000 10.9115
airep
AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.3107, expected range: -28.5910 42.1065
AIREP WIND VECTOR DIFF (M/S) WJA3 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.9758, expected range: 0.0000 14.7047
AIREP WIND VECTOR DIFF (M/S) ANZ104 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=27.6926, expected range: 0.0000 9.0401
AIREP WIND VECTOR DIFF (M/S) ACA806 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=54.1854, expected range: -2.1556 9.2365
Severe: rms_fgdepar=54.1854, expected range: 0.0000 11.3963
AIREP WIND VECTOR DIFF (M/S) BAW266 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.7631, expected range: 0.0000 7.2801
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 725.9978
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 64500 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.2798, expected range: 3.6333 7.2123
Severe: rms_fgdepar=23.7970, expected range: 4.2378 8.1330
Severe: avg_pge=0.8345, expected range: -0.2637 0.6895
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68918 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8422, expected range: -0.5507 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41573 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=848.8732, expected range: 440.7240 1256.7571
Severely_persistent: rms_fgdepar=850.7572, expected range: 442.4802 1257.0715
BUFR LAND SYNOP RH2M (%) 64040 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9628, expected range: -0.8851 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68651 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=60.7596, expected range: -65.8534 106.3422
Severe: rms_fgdepar=60.7596, expected range: 0.0000 104.0684
Severe: avg_pge=0.9524, expected range: -1.6343 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62420 : out of range
Severe: rms_fgdepar=443.7948, expected range: 8.3865 75.5500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82571 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=350.1796, expected range: 13.5468 213.9186
Severe: avg_pge=0.8115, expected range: -0.7806 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83912 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8276, expected range: 0.0987 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67025 : out of range
Severe: rms_fgdepar=607.8670, expected range: 0.0000 243.1479
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82989 : out of range
Severe: avg_fgdepar=-507.0287, expected range: -73.9451 -17.4325
Severe: rms_fgdepar=507.0287, expected range: 17.4325 73.9451
Severe: avg_pge=0.8720, expected range: -0.7503 0.7500
MANUAL LAND SYNOP RH2M (%) 64211 : out of range
Severe: rms_fgdepar=43.1251, expected range: 0.0000 26.3849
Severe: avg_pge=0.9089, expected range: -0.0017 0.0086
MANUAL LAND SYNOP RH2M (%) 38933 : out of range
Severe: avg_pge=0.8212, expected range: -0.5277 0.7227
MANUAL LAND SYNOP RH2M (%) 64463 : out of range
Severe: rms_fgdepar=49.4485, expected range: 0.0000 12.9587
Severe: avg_pge=0.9990, expected range: -0.0012 0.0072
MANUAL LAND SYNOP RH2M (%) 40657 : out of range
Severe: rms_fgdepar=38.9063, expected range: 0.5628 36.8656
Severe: avg_pge=0.8981, expected range: -0.5837 0.7077
MANUAL LAND SYNOP RH2M (%) 64387 : out of range
Severe: rms_fgdepar=38.6675, expected range: 0.0000 19.4032
MANUAL LAND SYNOP RH2M (%) 16597 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9510, expected range: -1.9706 0.7500
MANUAL LAND SYNOP RH2M (%) 78719 : out of range
Severe: avg_pge=0.8269, expected range: -0.0048 0.0122
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=5157.0000, expected range: 4205.7418 4265.0082
Severe: obs_number=6929.0000, expected range: 5482.4718 5605.5282
BUFR LAND SYNOP SURFACE PRESSURE (PA) 43360 : out of range
Severe: rms_fgdepar=554.0127, expected range: 0.0000 280.4263
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30521 : out of range
Severe: rms_fgdepar=596.2647, expected range: 0.0000 131.1381
BUFR LAND SYNOP SURFACE PRESSURE (PA) 11142 : out of range
Severe: rms_fgdepar=353.4122, expected range: 0.0000 173.8299
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48403 : out of range
Severe: rms_fgdepar=351.3020, expected range: 0.0000 168.6282
BUFR LAND SYNOP SURFACE PRESSURE (PA) 35053 : out of range
Severe: rms_fgdepar=560.3201, expected range: 0.0000 102.0068
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23345 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=594.5976, expected range: -201.0184 164.2578
Severe: rms_fgdepar=804.8514, expected range: 0.0000 167.9110
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81996 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-712.3001, expected range: -1202.0142 7.1301
Severe: rms_fgdepar=736.2464, expected range: 88.9376 1163.4991
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30439 : out of range
Severe: rms_fgdepar=674.8734, expected range: 0.0000 180.0414
BUFR LAND SYNOP RH2M (%) 72253 : out of range
Severe: rms_fgdepar=41.6659, expected range: 0.0000 14.6160
BUFR LAND SYNOP RH2M (%) 10637 : out of range
Severe: rms_fgdepar=37.8986, expected range: 0.0000 19.6168
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=121.0000, expected range: 104.1072 107.6428
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4777 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=726.4501, expected range: 38.0878 1291.1574
Severely_persistent: rms_fgdepar=726.4501, expected range: 38.0878 1291.1574
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5UO7 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=892.0123, expected range: 666.0982 1346.3168
Severely_persistent: rms_fgdepar=892.0123, expected range: 666.0982 1346.3168
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA4638 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=705.8939, expected range: -406.7576 1547.5441
Severely_persistent: rms_fgdepar=705.8939, expected range: 0.0000 1542.8815
Severely_persistent: avg_pge=0.8522, expected range: -0.7904 0.7500
All BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WMO BLOCK 8 : all data missing
Severely_persistent: obs_number=0, expected range: 102.60 208.25
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6XQ2 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=623.8215, expected range: -603.2328 289.7501
Severe: rms_fgdepar=830.5445, expected range: 0.0000 701.3654
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7UX2 : out of range
Severe: avg_fgdepar=893.8856, expected range: -118.3602 455.4952
Severe: rms_fgdepar=893.8856, expected range: 0.0000 462.4905
Severe: avg_pge=0.8837, expected range: -0.8166 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3E3594 : out of range
Severe: avg_fgdepar=-527.8850, expected range: -549.3093 304.1434
Severe: rms_fgdepar=527.8850, expected range: 0.0000 463.9264
Severe: avg_pge=0.8054, expected range: -0.4857 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2DBR8 : out of range
Severe: avg_fgdepar=-881.4947, expected range: -174.5691 559.1423
Severe: rms_fgdepar=881.4947, expected range: 0.0000 636.1241
Severe: avg_pge=0.9064, expected range: -0.7428 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PBCO : out of range
Severe: rms_fgdepar=588.8966, expected range: 0.0000 138.4586
BUFR SHIP SYNOP SURFACE PRESSURE (PA) JASREP : out of range
Severe: avg_fgdepar=-546.3703, expected range: -472.2915 300.9537
Severe: rms_fgdepar=546.3703, expected range: 0.0000 691.3001
Severe: avg_pge=0.8487, expected range: -0.7300 0.7500
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 2200192 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9137, expected range: 0.4736 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204596 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-602.2543, expected range: -1516.8636 1473.8794
Severely_persistent: rms_fgdepar=608.6834, expected range: 0.0000 889.2358
Severely_persistent: avg_pge=0.9142, expected range: -0.4936 0.7500
metar
METAR SURFACE PRESSURE (PA) FOOB : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-508.9086, expected range: -220.1169 244.7187
Severe: rms_fgdepar=705.9551, expected range: 0.0000 248.0618
METAR SURFACE PRESSURE (PA) FAKN : out of range
Severe: rms_fgdepar=551.1276, expected range: 74.1127 198.9183
snow
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.4000, expected range: 41.7208 66.6668
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.9459, expected range: 43.9717 66.3649
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-774.1553, expected range: -773.9190 -771.9336
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=774.1553, expected range: 771.9336 773.9191
BUFR LAND SYNOP SNOW (CM) _MI11588 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=61.4500, expected range: 47.9572 69.8167
BUFR LAND SYNOP SNOW (CM) _MI11588 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.6356, expected range: 48.3121 70.0530
BUFR LAND SYNOP SNOW (CM) _MI1067E : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.7246, expected range: 52.2829 65.4508
BUFR LAND SYNOP SNOW (CM) _MI1067E : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.4682, expected range: 54.0410 64.9561
t2m
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4019, expected range: -19.9816 -16.5717
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.4231, expected range: 16.5879 19.9896
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68920 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4913, expected range: 0.0000 2.7170
MANUAL LAND SYNOP 2M TEMPERATURE (K) 68920 : out of range
Severe: avg_fgdepar=12.4979, expected range: -0.6203 3.6055
Severe: rms_fgdepar=12.4979, expected range: 0.0287 3.3011
MANUAL LAND SYNOP 2M TEMPERATURE (K) 87405 : out of range
Severe: avg_fgdepar=15.8979, expected range: -11.9739 10.2543
Severe: rms_fgdepar=15.8979, expected range: 0.0000 13.3421
MANUAL LAND SYNOP 2M TEMPERATURE (K) 78719 : out of range
Severe: avg_fgdepar=12.0115, expected range: -0.4626 5.0390
Severe: rms_fgdepar=12.0115, expected range: 0.0000 5.6461
BUFR LAND SYNOP 2M TEMPERATURE (K) 87405 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=15.8479, expected range: -11.9036 15.0833
Severe: rms_fgdepar=15.8479, expected range: 0.0000 15.8532
BUFR LAND SYNOP 2M TEMPERATURE (K) 89009 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0069, expected range: -16.7260 1.8336
Severe: rms_fgdepar=12.0147, expected range: 0.0000 16.8385
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 60772 : out of range
Severe: rms_fgdepar=38.0646, expected range: 0.0000 16.3684
AUTOMATIC LAND SYNOP RH2M (%) 16675 : out of range
Severe: rms_fgdepar=35.3388, expected range: 0.0000 18.6424