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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-08 00:00

amsua
METOP-A AMSUA RADIANCES CHANNEL 9 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2786, expected range: 0.0933 0.1859
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
METOP-A AMSUA RADIANCES (8 channels affected) : out of range
Considerable: obs_number=4018.0000, expected range: 4353.8742 5333.6258
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 6342.41 21176.98
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.4152, expected range: 0.1071 0.1500
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.4043, expected range: 0.1070 0.1765
atms
NOAA20 ATMS RADIANCES CHANNEL 9 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4898, expected range: -0.6764 -0.5728
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21
Geostationary CSR
HIMAWARI-8 AHI RADIANCES CHANNEL 3 : out of range
Considerable: obs_number=40701.0000, expected range: 42997.6267 49106.1233
HIMAWARI-8 AHI RADIANCES CHANNEL 4 : out of range
Considerable: obs_number=38817.0000, expected range: 41225.1851 48801.9399
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-9.7562, expected range: -16.4735 10.0502
Severely_persistent: rms_fgdepar=9.7562, expected range: 0.0000 16.5311
Severely_persistent: avg_pge=0.9196, expected range: -0.9466 0.7500
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.2483, expected range: 1.3197 2.0341
Severe: rms_fgdepar=3.3277, expected range: 1.2038 2.0847
LAND TEMP TEMPERATURE (K) 96633 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=-28.1974, expected range: -5.4518 6.7116
Severe: rms_fgdepar=28.6301, expected range: 0.0000 9.4132
Severe: avg_pge=0.8923, expected range: -0.3903 0.5815
LAND TEMP TEMPERATURE (K) 60715 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8580, expected range: -1.0109 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 34882 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=30.8039, expected range: -1.7540 8.3951
Severe: avg_pge=0.8761, expected range: -0.8366 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 34882 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=30.8039, expected range: 0.0000 10.3121
LAND TEMP WIND VECTOR DIFF (M/S) 96633 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.6998, expected range: 0.0000 11.0821
LAND TEMP WIND VECTOR DIFF (M/S) 34731 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=23.0223, expected range: -0.2998 5.3194
LAND TEMP WIND VECTOR DIFF (M/S) 34731 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=24.0047, expected range: 0.0558 5.4854
Severe: avg_pge=0.8916, expected range: -0.4628 0.6929
LAND TEMP WIND VECTOR DIFF (M/S) 60715 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.1008, expected range: 0.0000 6.2244
LAND TEMP Q (G/KG) 42182 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.3085, expected range: 0.0000 1.7887
LAND TEMP Q (G/KG) 43150 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=6.5073, expected range: -4.5397 5.4208
Severe: rms_fgdepar=8.0901, expected range: 0.0000 6.4282
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_pge=0.8835, expected range: -1.2459 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Severe: obs_number=183.0000, expected range: 268.8626 281.8874
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=261.0000, expected range: 325.0678 338.7100
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=76.0000, expected range: 105.6732 164.5768
Considerable: obs_number=76.0000, expected range: 105.9013 163.8764
amdar
AMDAR WIND VECTOR DIFF (M/S) CNFKQP PRESSURE LAYER 300-600 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=28.8847, expected range: -16.5601 37.0227
Severely_persistent: avg_pge=0.8739, expected range: -0.9663 0.7500
AMDAR WIND VECTOR DIFF (M/S) CNFKQP (2 pressure layers affected) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=30.6888, expected range: 0.0000 44.3714
All ADS-C ALL LAYERS North Atlantic : all data missing
Severe: obs_number=0, expected range: 170.96 8480.04
All ADS-C ALL LAYERS North West Pacific : all data missing
Severe: obs_number=0, expected range: 239.90 6305.23
All ADS-C ALL LAYERS North East Pacific : all data missing
Severe: obs_number=0, expected range: 361.19 4351.19
All ADS-C ALL LAYERS South West Pacific : all data missing
Severe: obs_number=0, expected range: 20.20 282.15
All ADS-C ALL LAYERS South Est Pacific : all data missing
Severe: obs_number=0, expected range: 27.83 907.79
All ADS-C ALL LAYERS Indian Ocean : all data missing
Severe: obs_number=0, expected range: 66.08 1288.92
All ADS-C ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 1532.25 22021.25
All ADS-C ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 349.06 3418.07
All ADS-C ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 0.00 901.50
All ADS-C ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 53.58 755.07
All ADS-C ALL LAYERS East pacific Tropica : all data missing
Severe: obs_number=0, expected range: 376.07 1675.55
All ADS-C ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 0.96 720.79
All ADS-C ALL LAYERS North pole : all data missing
Severe: obs_number=0, expected range: 2.32 815.09
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 848.7457
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 98753 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.7006, expected range: 0.0000 34.1735
synop
MANUAL LAND SYNOP RH2M (%) 40710 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=61.8404, expected range: 18.7609 100.4177
Severely_persistent: rms_fgdepar=61.8404, expected range: 18.7609 100.4177
MANUAL LAND SYNOP RH2M (%) 40703 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.4276, expected range: -2.1645 70.6165
Severely_persistent: rms_fgdepar=51.4276, expected range: 0.0000 70.6165
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9922, expected range: -0.8921 0.7500
MANUAL LAND SYNOP RH2M (%) 42026 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.7298, expected range: -46.4823 99.8816
Severely_persistent: rms_fgdepar=60.7298, expected range: 0.0000 99.8816
Severely_persistent: avg_pge=0.9145, expected range: -1.4838 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=665.3689, expected range: 77.1966 808.0262
Severely_persistent: rms_fgdepar=665.6618, expected range: 80.6381 807.1630
Severely_persistent: avg_pge=0.8900, expected range: 0.5129 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71022 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=533.4619, expected range: -552.5949 423.6287
Severely_persistent: rms_fgdepar=545.7133, expected range: 0.0000 474.8310
Severely_persistent: avg_pge=0.9207, expected range: -1.3101 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8530, expected range: 0.5634 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58926 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9143, expected range: -1.5825 0.7500
MANUAL LAND SYNOP RH2M (%) 37212 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=70.3600, expected range: -77.0255 95.3352
Severe: rms_fgdepar=70.3600, expected range: -71.0307 92.4366
Severe: avg_pge=0.9502, expected range: -0.4275 0.5218
MANUAL LAND SYNOP RH2M (%) 63962 : out of range
Severe: rms_fgdepar=43.5580, expected range: 0.0000 21.8020
Severe: avg_pge=0.9430, expected range: 0.0014 0.0044
MANUAL LAND SYNOP RH2M (%) 41725 : out of range
Severe: rms_fgdepar=44.0542, expected range: 0.0000 24.9227
MANUAL LAND SYNOP RH2M (%) 17096 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=55.7796, expected range: -27.7666 108.5227
Severe: rms_fgdepar=55.7796, expected range: 0.0000 108.5227
MANUAL LAND SYNOP RH2M (%) 62387 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=38.3075, expected range: 3.8625 12.8202
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40001 : out of range
Severe: rms_fgdepar=593.8963, expected range: 0.0000 284.8919
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67152 : out of range
Severe: rms_fgdepar=356.2143, expected range: 0.0000 174.4356
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36104 : out of range
Severe: avg_pge=0.8036, expected range: -0.4524 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36229 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8260, expected range: -1.3304 0.7500
BUFR LAND SYNOP RH2M (%) 94801 : out of range
Severe: avg_fgdepar=55.7140, expected range: -30.5042 42.4523
Severe: rms_fgdepar=55.7140, expected range: 0.0000 35.4400
Severe: avg_pge=0.9965, expected range: -0.0085 0.0176
BUFR LAND SYNOP RH2M (%) 94622 : out of range
Severe: avg_pge=0.9004, expected range: -0.0998 0.1469
BUFR LAND SYNOP RH2M (%) 54863 : out of range
Severe: rms_fgdepar=33.9511, expected range: 0.0000 18.7873
BUFR LAND SYNOP RH2M (%) 59254 : out of range
Severe: rms_fgdepar=35.7663, expected range: 0.0000 18.7338
BUFR LAND SYNOP RH2M (%) 59265 : out of range
Severe: rms_fgdepar=33.1902, expected range: 0.0000 17.5040
BUFR LAND SYNOP RH2M (%) 95626 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9998, expected range: -1.8800 0.7500
BUFR LAND SYNOP RH2M (%) 06747 : out of range
Severe: avg_fgdepar=-53.7368, expected range: -75.6569 37.8979
Severe: rms_fgdepar=53.7368, expected range: 0.0000 73.8282
BUFR LAND SYNOP RH2M (%) 86987 : out of range
Severe: avg_pge=0.8106, expected range: -0.0423 0.0584
BUFR LAND SYNOP SURFACE PRESSURE (PA) 34123 : out of range
Severe: rms_fgdepar=361.5788, expected range: 0.0000 123.0033
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48935 : out of range
Severe: rms_fgdepar=689.2790, expected range: 0.0000 222.1624
BUFR LAND SYNOP SURFACE PRESSURE (PA) 28766 : out of range
Severe: rms_fgdepar=542.5893, expected range: 0.0000 327.7200
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71479 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8545, expected range: -1.4892 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=188.0000, expected range: 243.8572 268.8928
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46204 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8827, expected range: -0.9483 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUCDE53 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=27.8525, expected range: -7.0890 31.9382
Severely_persistent: rms_fgdepar=28.0242, expected range: 0.0000 34.1075
Severely_persistent: avg_pge=0.9377, expected range: -0.2669 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VEP717 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8174, expected range: -1.0921 0.7500
SHIP SURFACE PRESSURE (PA) D5LW7 : out of range
Severe: avg_pge=0.8031, expected range: -0.2215 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WLPI : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8820, expected range: -0.8314 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FXM3 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=507.8932, expected range: 215.4792 707.4221
Severe: rms_fgdepar=507.8932, expected range: 215.4792 707.4221
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9404 : out of range
Severe: avg_fgdepar=939.6696, expected range: -181.8941 129.2810
Severe: rms_fgdepar=939.6696, expected range: 0.0000 162.7334
Severe: avg_pge=0.8938, expected range: -0.2211 0.2569
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WFLH : out of range
Severe: avg_pge=0.8079, expected range: -0.4051 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WAPU : out of range
Severe: avg_fgdepar=-540.5797, expected range: -238.6220 547.8002
Severe: rms_fgdepar=540.5797, expected range: 0.0000 547.8002
Severe: avg_pge=0.8215, expected range: -1.1074 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301570 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8622, expected range: -1.5990 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101702 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-874.5914, expected range: -733.3175 572.9023
Severely_persistent: rms_fgdepar=875.0122, expected range: 0.0000 1085.7609
Severely_persistent: avg_pge=0.9396, expected range: -1.4994 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5102706 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-515.8083, expected range: -1340.5492 1462.6060
Severely_persistent: rms_fgdepar=644.3041, expected range: 0.0000 1103.6384
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101806 : out of range
Severe: rms_fgdepar=473.7206, expected range: 0.0000 232.8065
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601797 : out of range
Severe: rms_fgdepar=364.1918, expected range: 0.0000 202.5928
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101719 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-612.4165, expected range: -62.1069 51.9750
Severe: rms_fgdepar=616.3659, expected range: 0.0000 83.9705
Severe: avg_pge=0.9104, expected range: -0.0897 0.1067
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=147.0000, expected range: 170.3644 193.7467
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) CYPR : out of range
Severe: avg_fgdepar=533.4125, expected range: -660.4709 548.1033
Severe: rms_fgdepar=548.9965, expected range: 0.0000 792.2831
Severe: avg_pge=0.8086, expected range: -1.1104 0.7500
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.1981, expected range: 49.3773 58.0313
Severely_persistent: rms_fgdepar=54.1981, expected range: 49.3773 58.0313
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.6460, expected range: -63.2639 -50.7944
Severely_persistent: rms_fgdepar=60.7006, expected range: 50.7976 63.2656
MANUAL LAND SYNOP SNOW (CM) 20107 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=75.0661, expected range: 57.6184 66.6669
Severely_persistent: rms_fgdepar=75.0661, expected range: 57.6184 66.6669
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.3549, expected range: 8.9812 171.9429
Severely_persistent: rms_fgdepar=99.3561, expected range: 15.5495 168.0312
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.8883, expected range: -68.0163 -63.0507
Severely_persistent: rms_fgdepar=65.8884, expected range: 63.4800 67.8693
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.2944, expected range: 49.5350 58.1554
Severely_persistent: rms_fgdepar=54.2944, expected range: 49.5350 58.1554
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.3094, expected range: -83.8755 -78.5590
Severely_persistent: rms_fgdepar=79.3104, expected range: 78.5637 83.8758
BUFR LAND SYNOP SNOW (CM) 20107 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=73.0580, expected range: 56.5700 64.8624
Severely_persistent: rms_fgdepar=73.0580, expected range: 56.5700 64.8624
AUTOMATIC LAND SYNOP SNOW (CM) 35475 : out of range
Severe: rms_fgdepar=18.7349, expected range: 2.5420 6.8555
MANUAL LAND SYNOP SNOW (CM) 14012 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.0603, expected range: 0.0000 9.9867
MANUAL LAND SYNOP SNOW (CM) 30822 : out of range
Severe: rms_fgdepar=15.4772, expected range: 6.7484 11.2803
MANUAL LAND SYNOP SNOW (CM) 17098 : out of range
Severe: rms_fgdepar=17.2932, expected range: 0.0000 3.5999
MANUAL LAND SYNOP SNOW (CM) 30439 : out of range
Severe: rms_fgdepar=22.4383, expected range: -5.4826 9.9378
BUFR LAND SYNOP SNOW (CM) 35475 : out of range
Severe: rms_fgdepar=18.7349, expected range: 2.5420 6.8555
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 17690 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9478, expected range: -16.5903 -7.2335
Severely_persistent: rms_fgdepar=13.9682, expected range: 7.2944 16.7477
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3124, expected range: -29.8101 7.5453
Severely_persistent: rms_fgdepar=12.3124, expected range: 0.0000 25.4118
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 18238 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1455, expected range: 2.9628 18.2921
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40710 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4470, expected range: -19.5795 -2.5223
Severely_persistent: rms_fgdepar=13.9663, expected range: 4.2846 18.7317
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6345, expected range: -20.0210 -5.0695
Severely_persistent: rms_fgdepar=14.6345, expected range: 5.1915 20.1856
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37609 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6260, expected range: -21.3485 -0.2507
Severely_persistent: rms_fgdepar=14.6758, expected range: 1.1557 21.3583
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5182, expected range: -17.0935 -2.9801
Severely_persistent: rms_fgdepar=14.5906, expected range: 3.2231 17.1087
METAR 2M TEMPERATURE (K) LTCB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=19.8772, expected range: 10.8754 21.4355
Severely_persistent: rms_fgdepar=19.8772, expected range: 11.1254 21.3900
METAR 2M TEMPERATURE (K) OPKL : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=16.1814, expected range: 2.5754 14.3882
Severely_persistent: rms_fgdepar=16.4267, expected range: 3.6435 14.1125
LAND TEMP 2M TEMPERATURE (K) 91348 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.4737, expected range: -32.1808 17.4015
Severely_persistent: rms_fgdepar=16.4737, expected range: 0.0000 29.1298
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3833, expected range: -29.3752 8.9402
Severely_persistent: rms_fgdepar=12.7030, expected range: 0.0000 24.9827
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6924, expected range: -17.0571 -3.1959
Severely_persistent: rms_fgdepar=14.7703, expected range: 3.4135 17.0808
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71966 : out of range
Severe: avg_fgdepar=-12.0252, expected range: -6.6741 13.5802
Severe: rms_fgdepar=12.0700, expected range: 0.0000 10.7842
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.2083, expected range: -16.7561 6.5284
Severe: rms_fgdepar=14.4829, expected range: 0.0000 16.8243
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.7948, expected range: -4.0747 11.9316
Severe: rms_fgdepar=14.8493, expected range: 0.3703 8.7709
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
Severe: avg_fgdepar=-13.4616, expected range: -8.7585 13.5563
Severe: rms_fgdepar=13.4781, expected range: 0.0027 9.8266
MANUAL LAND SYNOP 2M TEMPERATURE (K) 17096 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0767, expected range: -16.8558 -0.3923
Severe: rms_fgdepar=13.0784, expected range: 1.9348 15.9883
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
Severe: avg_fgdepar=-14.1358, expected range: -9.1489 6.4450
Severe: rms_fgdepar=14.1740, expected range: -5.9291 9.4684
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9025, expected range: -13.9724 9.3647
Severe: rms_fgdepar=13.9162, expected range: 0.0000 12.1206
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
Severe: avg_fgdepar=-12.9191, expected range: -5.3138 11.4038
Severe: rms_fgdepar=13.2239, expected range: 0.8414 7.3863
MANUAL LAND SYNOP 2M TEMPERATURE (K) 17098 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3350, expected range: -13.1737 -6.3565
Severe: rms_fgdepar=12.3439, expected range: 6.5902 13.2588
METAR 2M TEMPERATURE (K) CYDA : out of range
Severe: avg_fgdepar=-12.1412, expected range: -7.6475 14.0418
Severe: rms_fgdepar=12.1412, expected range: 0.0000 11.6057
METAR 2M TEMPERATURE (K) LEHC : out of range
Severe: rms_fgdepar=10.7740, expected range: 0.0000 3.1285
METAR 2M TEMPERATURE (K) LTCF : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2825, expected range: -12.9386 -5.8832
Severe: rms_fgdepar=12.4744, expected range: 6.0491 13.2439
BUFR LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.2583, expected range: -16.8061 6.4784
Severe: rms_fgdepar=14.5320, expected range: 0.0000 16.9043
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.8359, expected range: -4.0960 11.8752
Severe: rms_fgdepar=14.8901, expected range: 0.3326 8.7347
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
Severe: avg_fgdepar=-13.5246, expected range: -8.8283 13.4925
Severe: rms_fgdepar=13.5416, expected range: 0.0000 9.7836
BUFR LAND SYNOP 2M TEMPERATURE (K) 71966 : out of range
Severe: rms_fgdepar=12.0266, expected range: 0.0000 10.7681
BUFR LAND SYNOP 2M TEMPERATURE (K) 17096 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0953, expected range: -16.9196 -0.4738
Severe: rms_fgdepar=13.0969, expected range: 1.9323 16.1106
BUFR LAND SYNOP 2M TEMPERATURE (K) 22127 : out of range
Severe: avg_fgdepar=-14.1324, expected range: -9.1024 6.3414
Severe: rms_fgdepar=14.1720, expected range: -5.8515 9.4208
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6542, expected range: -13.6943 9.4553
Severe: rms_fgdepar=13.6756, expected range: 0.0000 11.8437
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
Severe: avg_fgdepar=-13.0218, expected range: -5.3955 11.3839
Severe: rms_fgdepar=13.3245, expected range: 0.7510 7.4082
BUFR LAND SYNOP 2M TEMPERATURE (K) 17098 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4168, expected range: -13.4196 -6.4505
Severe: rms_fgdepar=12.4242, expected range: 6.6870 13.4910
rh2m
MANUAL LAND SYNOP RH2M (%) 25715 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.5540, expected range: 0.0000 12.8542
MANUAL LAND SYNOP RH2M (%) 25808 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=31.9571, expected range: 0.0000 13.2256
MANUAL LAND SYNOP RH2M (%) 16628 : out of range
Severe: rms_fgdepar=36.7417, expected range: 0.0000 17.6663