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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-05 00:00

amsua
NOAA-15 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
2 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6794, expected range: 0.5351 0.6252
NOAA-18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6631, expected range: 0.5640 0.6293
AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39
iasi
METOP-B IASI RADIANCES CHANNEL 1513 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1179, expected range: -0.0171 0.0419
amsr2
AMSR2 GCOM-W1 ALLSKY RADIANCES (6 channels affected) : out of range
Slight: obs_number=14078.0000, expected range: 15409.3655 19257.5095
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3847, expected range: -0.2354 -0.0736
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4757, expected range: -0.6596 -0.6282
Atmospheric Motion Vector
All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14
Radiosondes
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-9.4467, expected range: -17.8161 15.2679
Severely_persistent: rms_fgdepar=9.4779, expected range: 0.0000 15.1440
Severely_persistent: avg_pge=0.9101, expected range: -1.0037 0.7500
LAND TEMP TEMPERATURE (K) 36096 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8203, expected range: -0.9310 0.7500
LAND TEMP Q (G/KG) 17516 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.4855, expected range: 0.2381 1.0060
LAND TEMP Q (G/KG) 83937 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.4423, expected range: 0.0000 1.9600
LAND TEMP TEMPERATURE (K) 60760 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=15.2999, expected range: -38.9854 54.8400
Severe: rms_fgdepar=15.3182, expected range: 0.0000 51.0312
Severe: avg_pge=0.8789, expected range: -1.9099 0.7500
LAND TEMP TEMPERATURE (K) 30965 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=6.0412, expected range: 0.0000 1.8445
LAND TEMP TEMPERATURE (K) 30965 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8665, expected range: -0.2752 0.4069
LAND TEMP TEMPERATURE (K) 24959 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-9.4486, expected range: -4.4253 3.0469
Severe: rms_fgdepar=9.6231, expected range: 0.0000 5.4903
Severe: avg_pge=0.8053, expected range: -0.6754 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 20046 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=22.0529, expected range: -3.7946 10.0628
Severe: rms_fgdepar=22.2021, expected range: 0.0000 14.3238
Severe: avg_pge=0.8631, expected range: -0.7372 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 30054 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=19.0422, expected range: 0.0000 5.6054
LAND TEMP WIND VECTOR DIFF (M/S) 32477 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=20.8995, expected range: 0.0000 19.4997
HIGH RESO LAND TEMP Q (G/KG) 42667 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.7560, expected range: 0.0613 1.3836
HIGH RESO LAND TEMP Q (G/KG) 94150 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.6257, expected range: 0.1538 2.5971
HIGH RESO LAND TEMP TEMPERATURE (K) 60760 (2 pressure layers affected) : out of range
Severe: avg_fgdepar=16.3777, expected range: -41.6086 58.6593
Severe: rms_fgdepar=16.4450, expected range: -37.8287 56.0660
HIGH RESO LAND TEMP TEMPERATURE (K) 60760 (3 pressure layers affected) : out of range
Severe: avg_pge=0.9043, expected range: -2.1193 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 24641 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_fgdepar=-10.0610, expected range: -5.9341 4.6055
Severe: rms_fgdepar=11.2057, expected range: 0.0000 6.6634
Severe: avg_pge=0.8287, expected range: -0.4864 0.7046
HIGH RESO LAND TEMP TEMPERATURE (K) 42667 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=6.2435, expected range: 0.0000 1.5587
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 42667 PRESSURE LAYER 900-12 : out of range
Severe: rms_fgdepar=15.8035, expected range: 0.0000 6.8728
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=3.5905, expected range: 0.5036 1.2748
Severe: rms_fgdepar=4.8273, expected range: 0.0000 1.8591
Considerable: avg_fgdepar=-3.0417, expected range: -1.4129 1.1545
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HP : out of range
Severe: rms_fgdepar=9.8005, expected range: 1.4054 3.6397
Severe: avg_fgdepar=9.7675, expected range: 0.3330 2.9960
Severe: rms_fgdepar=12.6827, expected range: 0.0467 3.7425
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: rms_fgdepar=2.1509, expected range: 0.3206 1.5027
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: obs_number=454.0000, expected range: 535.7779 560.0221
amdar
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (3 pressure layers affected) : out of range
Severe: avg_fgdepar=14.0120, expected range: -18.8076 21.3055
Severe: rms_fgdepar=14.0256, expected range: -17.3975 20.9307
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (4 pressure layers affected) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9203, expected range: -1.2895 0.7500
ADS-C WIND VECTOR DIFF (M/S) 0CU015BA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.6356, expected range: 0.0000 36.5245
ADS-C WIND VECTOR DIFF (M/S) CKEEBURA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.6239, expected range: 0.0000 11.9469
ADS-C WIND VECTOR DIFF (M/S) EN5IHQRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.2755, expected range: 0.0000 20.0342
ADS-C WIND VECTOR DIFF (M/S) GNKBWIBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9477, expected range: 0.0000 27.0042
ADS-C WIND VECTOR DIFF (M/S) I5P1D0BA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.9782, expected range: 0.0000 9.6457
ADS-C WIND VECTOR DIFF (M/S) JEZ0RUJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.5201, expected range: 0.0000 33.8751
ADS-C WIND VECTOR DIFF (M/S) X0ZRVXRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.4809, expected range: 0.0000 9.7405
airep
AIREP WIND VECTOR DIFF (M/S) BAW26VP PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=23.2115, expected range: -5.6390 15.1321
Severe: rms_fgdepar=29.9558, expected range: 0.0000 15.0750
AIREP WIND VECTOR DIFF (M/S) ETD269 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.3628, expected range: 0.0000 16.4123
AIREP WIND VECTOR DIFF (M/S) KLM48 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.7359, expected range: 0.0000 10.4589
AIREP WIND VECTOR DIFF (M/S) QTR5V PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.8742, expected range: 0.0000 11.7555
AIREP WIND VECTOR DIFF (M/S) THY7LK PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.2137, expected range: -10.9365 20.6201
Severe: rms_fgdepar=62.1231, expected range: 0.0000 24.5852
AIREP WIND VECTOR DIFF (M/S) UAL61 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=70.0656, expected range: -1.5376 7.5180
Severe: rms_fgdepar=70.0656, expected range: 0.0000 8.5623
AIREP WIND VECTOR DIFF (M/S) UAL842 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=23.3864, expected range: -3.5659 11.7666
Severe: rms_fgdepar=28.9737, expected range: 0.0000 12.3902
AIREP WIND VECTOR DIFF (M/S) UAL907 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.2775, expected range: -5.1608 12.5650
Severe: rms_fgdepar=21.2775, expected range: 0.0000 21.0435
Severe: avg_pge=0.8356, expected range: -0.4288 0.5624
AIREP WIND VECTOR DIFF (M/S) UAL972 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.6294, expected range: 0.0000 23.5054
AIREP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=13.1105, expected range: 2.0255 8.2217
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47406 (2 pressure layers affe : out of range
Severe: avg_fgdepar=29.1673, expected range: -0.8096 7.7820
Severe: rms_fgdepar=29.1674, expected range: 0.0000 9.4758
Severe: avg_pge=0.9159, expected range: -0.2542 0.4280
synop
MANUAL LAND SYNOP RH2M (%) 42026 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=61.3584, expected range: 10.8178 96.6187
Severely_persistent: rms_fgdepar=61.3584, expected range: 10.8178 96.6187
Severely_persistent: avg_pge=0.9941, expected range: -0.6842 0.7500
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9298, expected range: -1.4113 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24585 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=527.3323, expected range: -402.6990 1057.0455
Severely_persistent: rms_fgdepar=527.3435, expected range: 0.0000 959.9891
Severely_persistent: avg_pge=0.8736, expected range: 0.0219 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=582.1992, expected range: 482.1738 738.3063
Severely_persistent: rms_fgdepar=582.4793, expected range: 482.7897 738.5742
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84801 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=617.1270, expected range: -1291.2004 1892.7321
Severely_persistent: rms_fgdepar=619.0846, expected range: 0.0000 1800.0473
Severely_persistent: avg_pge=0.8871, expected range: -1.8459 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-536.8088, expected range: -660.4315 -354.0281
Severely_persistent: rms_fgdepar=536.9570, expected range: 354.4401 661.2311
BUFR LAND SYNOP RH2M (%) 68408 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.5300, expected range: -129.4766 101.7765
Severely_persistent: rms_fgdepar=51.5300, expected range: -91.4568 123.5290
Severely_persistent: avg_pge=0.9987, expected range: -1.4908 0.7500
BUFR LAND SYNOP RH2M (%) 94334 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9988, expected range: -1.6044 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89057 : out of range
Severe: rms_fgdepar=455.7233, expected range: 0.0000 309.6691
Severe: avg_pge=0.9114, expected range: -1.2755 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38178 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8468, expected range: -0.7961 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 38705 : out of range
Severe: rms_fgdepar=385.2433, expected range: 0.0000 337.8320
Severe: avg_pge=0.8317, expected range: -0.2074 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42638 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=439.6108, expected range: 0.0000 62.8049
Severe: avg_pge=0.8622, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76805 : out of range
Severe: rms_fgdepar=338.1790, expected range: 0.0000 183.2073
Severe: avg_pge=0.8208, expected range: -0.3026 0.4358
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78866 : out of range
Severe: rms_fgdepar=520.6386, expected range: 0.0000 83.4863
MANUAL LAND SYNOP RH2M (%) 38886 : out of range
Severe: rms_fgdepar=35.9241, expected range: 0.0000 15.5986
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
Severe: avg_pge=0.9751, expected range: -0.8993 0.7500
MANUAL LAND SYNOP RH2M (%) 64750 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=60.4083, expected range: -23.2588 98.9471
Severe: rms_fgdepar=60.4083, expected range: 0.0000 98.9471
Severe: avg_pge=0.9997, expected range: -1.4388 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14536 : out of range
Severe: rms_fgdepar=477.1847, expected range: 0.0000 110.9711
Severe: avg_pge=0.8669, expected range: -0.4572 0.7078
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24967 : out of range
Severe: rms_fgdepar=396.7399, expected range: 0.0000 209.5573
Severe: avg_pge=0.8341, expected range: -0.3152 0.4320
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25121 : out of range
Severe: rms_fgdepar=527.7323, expected range: 0.0000 228.8612
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31300 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=634.5858, expected range: -834.2756 655.9070
Severe: rms_fgdepar=714.6270, expected range: -563.4325 781.7343
BUFR LAND SYNOP RH2M (%) 42639 : out of range
Severe: avg_fgdepar=50.2521, expected range: -19.4953 77.1757
Severe: rms_fgdepar=50.2521, expected range: 0.0000 77.1757
Severe: avg_pge=0.9419, expected range: -0.8578 0.7500
BUFR LAND SYNOP Z (M) 56247 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9051, expected range: -1.4244 0.7500
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8379, expected range: -1.0719 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-588.8606, expected range: -1354.5507 1131.7336
Severely_persistent: rms_fgdepar=588.8606, expected range: -1022.6025 1484.0719
Severely_persistent: avg_pge=0.8566, expected range: -1.3570 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) TBWUK60 : out of range
Severe: rms_fgdepar=16.3315, expected range: 0.0000 9.0461
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDD2875 : out of range
Severe: rms_fgdepar=17.3333, expected range: 0.0000 14.2403
Severe: avg_pge=0.8991, expected range: -0.2957 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROH8 : out of range
Severe: rms_fgdepar=589.8708, expected range: 0.0000 306.8186
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROO5 : out of range
Severe: avg_fgdepar=715.3759, expected range: -682.7962 983.5933
Severe: rms_fgdepar=715.3759, expected range: 0.0000 1030.0219
Severe: avg_pge=0.8524, expected range: -1.3287 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCEW2 : out of range
Severe: rms_fgdepar=303.0974, expected range: 0.0000 81.6899
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8796, expected range: -0.8288 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301619 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=332.3532, expected range: 0.0000 198.3877
Severely_persistent: avg_pge=0.8277, expected range: -0.7443 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203640 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=511.6683, expected range: -880.4220 992.7540
Severely_persistent: rms_fgdepar=520.7852, expected range: -798.0149 1171.6997
Severely_persistent: avg_pge=0.8885, expected range: -1.6145 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) 2200185 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-566.4184, expected range: -900.0766 752.3588
Severe: rms_fgdepar=568.6314, expected range: -634.4161 880.8553
Severe: avg_pge=0.9081, expected range: -1.1508 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401563 : out of range
Severe: rms_fgdepar=475.0994, expected range: 5.2406 114.6033
Severe: avg_pge=0.8857, expected range: -0.1977 0.3439
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602599 : out of range
Severe: rms_fgdepar=322.7957, expected range: 32.0628 142.8761
DRIFTING BUOYS SURFACE PRESSURE (PA) 4701745 : out of range
Severe: rms_fgdepar=309.5419, expected range: 0.0000 132.9400
snow
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.2600, expected range: -59.2116 -37.8713
Severely_persistent: rms_fgdepar=53.2600, expected range: 37.8713 59.2116
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.2600, expected range: -59.2116 -37.8713
Severely_persistent: rms_fgdepar=53.2600, expected range: 37.8713 59.2116
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=-808.8967, expected range: -827.6740 -748.6169
Severely_persistent: rms_fgdepar=808.8982, expected range: 748.7779 827.6575
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.5806, expected range: -102.3748 -75.1104
Severely_persistent: rms_fgdepar=76.6197, expected range: 75.1204 102.3792
MANUAL LAND SYNOP SNOW (CM) 20107 : out of range
Severe: rms_fgdepar=23.7042, expected range: 0.1891 2.8577
BUFR LAND SYNOP SNOW (CM) _MF130CA : out of range
Severe: rms_fgdepar=15.8060, expected range: 4.4762 9.7485
BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=56.5533, expected range: 16.1933 24.6698
Severe: rms_fgdepar=56.6039, expected range: 16.1049 24.8100
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1189, expected range: -17.6210 -10.2018
Severely_persistent: rms_fgdepar=15.1936, expected range: 10.3909 17.7262
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9927, expected range: -20.2933 2.3598
Severely_persistent: rms_fgdepar=13.8894, expected range: 0.4036 19.8469
MANUAL LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7240, expected range: -20.7007 2.6944
Severely_persistent: rms_fgdepar=14.7426, expected range: 0.0000 20.8884
METAR 2M TEMPERATURE (K) CYDB : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5913, expected range: -17.6739 13.4239
Severely_persistent: rms_fgdepar=13.6280, expected range: 0.0000 15.6284
METAR 2M TEMPERATURE (K) LTCB : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.3157, expected range: 2.9708 17.3029
Severely_persistent: rms_fgdepar=13.3630, expected range: 3.4572 17.2870
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.9411, expected range: -17.7778 -10.2421
Severely_persistent: rms_fgdepar=15.0166, expected range: 10.4159 17.8923
BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3086, expected range: -20.4352 2.2010
Severely_persistent: rms_fgdepar=14.2523, expected range: 0.1863 20.1752
BUFR LAND SYNOP 2M TEMPERATURE (K) _170BB1B : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.6898, expected range: -20.4099 31.8333
Severely_persistent: rms_fgdepar=14.6898, expected range: 1.6786 22.2077
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68353 : out of range
Severe: rms_fgdepar=13.8031, expected range: 0.0000 5.4446
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68593 : out of range
Severe: avg_fgdepar=-14.5734, expected range: -12.9819 8.7804
Severe: rms_fgdepar=14.7126, expected range: 0.0000 12.0353
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.7224, expected range: -15.7540 11.4882
Severe: rms_fgdepar=15.7470, expected range: 0.0000 13.9086
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.6333, expected range: -15.8659 11.3748
Severe: rms_fgdepar=15.6651, expected range: 0.0000 13.9967
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89087 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=17.9745, expected range: -0.0061 6.3370
Severe: rms_fgdepar=17.9745, expected range: 0.1704 6.4212
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22983 : out of range
Severe: avg_fgdepar=-12.0595, expected range: -9.4471 4.9371
Severe: rms_fgdepar=12.1903, expected range: 0.0000 8.9284
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22996 : out of range
Severe: avg_fgdepar=-12.0103, expected range: -7.1660 5.3812
Severe: rms_fgdepar=12.0261, expected range: 0.0000 6.3181
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23339 : out of range
Severe: avg_fgdepar=-12.0719, expected range: -8.0182 7.0190
Severe: rms_fgdepar=12.0719, expected range: 0.0000 6.2355
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24641 : out of range
Severe: avg_fgdepar=-13.8901, expected range: -8.6147 7.2353
Severe: rms_fgdepar=14.1163, expected range: 0.0000 7.3276
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2003, expected range: 0.0000 12.9336
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27199 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.9544, expected range: 0.0000 5.6911
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27296 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.9450, expected range: 0.0000 5.5795
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27393 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.5977, expected range: 0.0000 5.4357
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1813, expected range: 0.0000 14.0817
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5910, expected range: -18.3276 6.4496
Severe: rms_fgdepar=13.8091, expected range: 0.0000 15.3062
MANUAL LAND SYNOP 2M TEMPERATURE (K) 38149 : out of range
Severe: avg_fgdepar=-12.4914, expected range: -9.2302 3.5378
Severe: rms_fgdepar=12.8293, expected range: 0.0000 9.3427
LAND TEMP 2M TEMPERATURE (K) 23330 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4351, expected range: -11.4285 8.0939
Severe: rms_fgdepar=12.4351, expected range: 0.0000 8.8551
LAND TEMP 2M TEMPERATURE (K) 23955 : out of range
Severe: avg_fgdepar=-12.3202, expected range: -6.8206 4.3086
Severe: rms_fgdepar=12.3202, expected range: 0.0000 6.1702
LAND TEMP 2M TEMPERATURE (K) 24641 : out of range
Severe: avg_fgdepar=-14.7913, expected range: -8.1160 6.6750
Severe: rms_fgdepar=14.7913, expected range: -3.6323 7.2027
BUFR LAND SYNOP 2M TEMPERATURE (K) 22983 : out of range
Severe: avg_fgdepar=-12.1095, expected range: -9.5073 4.8810
Severe: rms_fgdepar=12.2398, expected range: 0.0000 9.0242
BUFR LAND SYNOP 2M TEMPERATURE (K) 22996 : out of range
Severe: avg_fgdepar=-12.0670, expected range: -7.2232 5.3294
Severe: rms_fgdepar=12.0827, expected range: 0.0000 6.3954
BUFR LAND SYNOP 2M TEMPERATURE (K) 23339 : out of range
Severe: avg_fgdepar=-12.1321, expected range: -8.0693 6.9543
Severe: rms_fgdepar=12.1321, expected range: 0.0000 6.2750
BUFR LAND SYNOP 2M TEMPERATURE (K) 24641 : out of range
Severe: avg_fgdepar=-13.9344, expected range: -8.6565 7.1594
Severe: rms_fgdepar=14.1609, expected range: 0.0000 7.3976
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2492, expected range: 0.0000 13.0319
BUFR LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.4230, expected range: 0.0000 14.3223
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6282, expected range: -18.3701 6.5163
Severe: rms_fgdepar=13.8453, expected range: 0.0000 15.2790
BUFR LAND SYNOP 2M TEMPERATURE (K) 68593 : out of range
Severe: avg_fgdepar=-14.1372, expected range: -14.8839 8.1527
Severe: rms_fgdepar=14.1372, expected range: 0.0000 13.9690
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.4852, expected range: -15.8635 11.7029
Severe: rms_fgdepar=15.5407, expected range: 0.0000 13.9790
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.6419, expected range: -16.0303 11.6466
Severe: rms_fgdepar=15.6878, expected range: 0.0000 14.1824
BUFR LAND SYNOP 2M TEMPERATURE (K) _1701F9F : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.7217, expected range: -26.8474 33.2481
Severe: rms_fgdepar=13.4163, expected range: 0.0000 25.7959
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173E5 : out of range
Severe: avg_fgdepar=-17.3182, expected range: -7.1899 6.3527
Severe: rms_fgdepar=17.3967, expected range: 0.0000 8.1534
rh2m
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 21.05 337.41
METAR RH2M (%) FBSK : out of range
Severe: rms_fgdepar=34.4457, expected range: 6.4337 20.8608
BUFR LAND SYNOP RH2M (%) 01366 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.9335, expected range: 0.0000 13.0832
BUFR LAND SYNOP RH2M (%) 33049 : out of range
Severe: rms_fgdepar=34.7763, expected range: 0.0000 14.8354
BUFR LAND SYNOP RH2M (%) _MI124F1 : out of range
Severe: rms_fgdepar=31.6343, expected range: 0.0000 14.9421
BUFR LAND SYNOP RH2M (%) _MI1BA09 : out of range
Severe: rms_fgdepar=31.5397, expected range: 0.0000 13.8756