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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-02-23 12:00

amsua
NOAA-19 AMSUA RADIANCES CHANNEL 14 : out of range
1 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=0.9745, expected range: 0.6894 0.8565
METOP-B AMSUA RADIANCES CHANNEL 13 : out of range
1 times in the last 10 days for at least one item
Considerable: stdev_fgdepar=0.5640, expected range: 0.4185 0.5072
iasi
METOP-A IASI RADIANCES CHANNEL 3165 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=0.5129, expected range: 0.5545 0.5925
METOP-B IASI RADIANCES CHANNEL 85 : out of range
Severe: avg_biascorr=0.3654, expected range: 0.4007 0.4415
METOP-A IASI RADIANCES CHANNEL 3312 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.3955, expected range: 0.4320 0.4993
METOP-B IASI RADIANCES CHANNEL 61 : out of range
Considerable: avg_biascorr=0.3616, expected range: 0.3877 0.4336
METOP-B IASI RADIANCES CHANNEL 3509 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.0085, expected range: 0.0507 0.1222
METOP-B IASI RADIANCES CHANNEL 3452 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.0956, expected range: 0.1448 0.2106
METOP-B IASI RADIANCES CHANNEL 3248 : out of range
Considerable: obs_number=4729.0000, expected range: 4997.8109 6047.4832
METOP-B IASI RADIANCES CHANNEL 301 : out of range
Considerable: obs_number=5766.0000, expected range: 6024.8473 6991.9762
METOP-B IASI RADIANCES CHANNEL 201 : out of range
Considerable: obs_number=5680.0000, expected range: 5966.6091 6920.2145
METOP-B IASI RADIANCES CHANNEL 191 : out of range
Considerable: obs_number=5504.0000, expected range: 5781.1546 6777.1983
METOP-B IASI RADIANCES CHANNEL 187 : out of range
Considerable: obs_number=5526.0000, expected range: 5861.6959 6832.7747
METOP-B IASI RADIANCES CHANNEL 185 : out of range
Considerable: obs_number=5454.0000, expected range: 5797.3372 6759.9569
METOP-B IASI RADIANCES CHANNEL 167 : out of range
Considerable: obs_number=5711.0000, expected range: 5996.4592 7012.2467
METOP-B IASI RADIANCES CHANNEL 180 : out of range
Considerable: obs_number=5613.0000, expected range: 5955.5742 6907.1317
METOP-B IASI RADIANCES CHANNEL 179 : out of range
Considerable: obs_number=5651.0000, expected range: 5975.9481 6928.6401
METOP-B IASI RADIANCES CHANNEL 173 : out of range
Considerable: obs_number=5639.0000, expected range: 5981.6380 6952.7149
METOP-C IASI RADIANCES CHANNEL 3312 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=0.4085, expected range: 0.4406 0.5028
Atmospheric Motion Vector
METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=477.0000, expected range: 61.1166 332.8834
Radiosondes
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8110, expected range: -0.5567 0.7500
Severely_persistent: rms_fgdepar=10.1695, expected range: 0.0000 15.2987
LAND TEMP TEMPERATURE (K) 24343 PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3188, expected range: 0.0000 17.0126
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 0.00 395.77
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 26 : all data missing
Severe: obs_number=0, expected range: 0.00 421.07
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=1.8162, expected range: -0.0551 0.5405
Considerable: rms_fgdepar=1.9262, expected range: 0.0000 1.2718
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 55299 PRESSURE LAYER 300-60 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.3813, expected range: 0.0000 9.5429
HIGH RESO LAND TEMP TEMPERATURE (K) 87418 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.9205, expected range: -0.2640 0.3914
Severe: avg_fgdepar=12.3097, expected range: -1.9000 2.4123
HIGH RESO LAND TEMP TEMPERATURE (K) 87418 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=7.3634, expected range: 0.2962 1.6522
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
Considerable: obs_number=562.0000, expected range: 657.8096 679.1904
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
Considerable: obs_number=467.0000, expected range: 509.2253 535.2747
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=140.0000, expected range: 215.9080 296.3420
Considerable: obs_number=278.0000, expected range: 338.7716 435.0062
amdar
AMDAR WIND VECTOR DIFF (M/S) ANZ1010 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.1880, expected range: 0.0000 18.6050
airep
AIREP WIND VECTOR DIFF (M/S) ANZ1010 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=36.6141, expected range: 0.0000 17.3522
Severe: avg_fgdepar=36.4381, expected range: -3.9340 13.8297
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 10103 PRESSURE LAYER 900-1200 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9196, expected range: -1.0693 0.7500
Severely_persistent: rms_fgdepar=19.9213, expected range: 0.0000 15.8493
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07182 PRESSURE LAYER 600-900 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8105, expected range: -1.6247 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07629 PRESSURE LAYER 600-900 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8394, expected range: -1.6023 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 10410 PRESSURE LAYER 600-900 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8798, expected range: -0.8004 0.7500
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 61024 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8520, expected range: -0.6787 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=214.0000, expected range: 109.2282 174.0218
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18162 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=773.4682, expected range: 437.9970 970.2088
Severely_persistent: avg_fgdepar=773.0850, expected range: 436.5873 970.4157
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18221 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8448, expected range: 0.2216 0.7500
MANUAL LAND SYNOP RH2M (%) 42776 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.9241, expected range: 0.0000 139.5012
Severely_persistent: avg_fgdepar=65.9241, expected range: -51.8143 139.5012
MANUAL LAND SYNOP RH2M (%) 42915 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: -0.2834 0.7500
Severely_persistent: rms_fgdepar=52.8071, expected range: 1.1025 82.4880
Severely_persistent: avg_fgdepar=52.8071, expected range: 1.1025 82.4880
AUTOMATIC LAND SYNOP RH2M (%) 68479 : out of range
Severe: avg_pge=0.8999, expected range: -0.0023 0.0083
Severe: rms_fgdepar=41.2736, expected range: -14.2701 20.7463
AUTOMATIC LAND SYNOP RH2M (%) 40592 : out of range
Severe: avg_pge=0.9730, expected range: -0.0096 0.0167
Severe: rms_fgdepar=48.8280, expected range: 0.0000 17.3155
AUTOMATIC LAND SYNOP RH2M (%) 40570 : out of range
Severe: rms_fgdepar=30.9337, expected range: 0.0000 7.0830
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17780 : out of range
Severe: avg_pge=0.8070, expected range: 0.5931 0.7500
MANUAL LAND SYNOP RH2M (%) 43177 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9940, expected range: -1.2485 0.7500
MANUAL LAND SYNOP RH2M (%) 60566 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=33.5916, expected range: 0.0000 11.4674
MANUAL LAND SYNOP RH2M (%) 64456 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9708, expected range: -0.0108 0.0273
MANUAL LAND SYNOP RH2M (%) 60545 : out of range
Severe: rms_fgdepar=36.7181, expected range: 0.0000 20.5041
MANUAL LAND SYNOP RH2M (%) 35715 : out of range
Severe: rms_fgdepar=50.6606, expected range: 0.0000 46.5980
Severe: avg_fgdepar=-50.6606, expected range: -25.5284 48.7660
MANUAL LAND SYNOP RH2M (%) 60563 : out of range
Severe: rms_fgdepar=32.2963, expected range: 0.0000 7.9958
MANUAL LAND SYNOP RH2M (%) 82143 : out of range
Severe: rms_fgdepar=33.8136, expected range: 0.0000 14.7802
MANUAL LAND SYNOP RH2M (%) 43291 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9993, expected range: -1.6222 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40658 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8567, expected range: -1.5701 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 65457 : out of range
Severe: avg_pge=0.8418, expected range: -1.2346 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40637 : out of range
Severe: avg_pge=0.8417, expected range: -1.2730 0.7500
Severe: rms_fgdepar=434.5915, expected range: 0.0000 313.0739
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42255 : out of range
Severe: avg_pge=0.8452, expected range: -0.8714 0.7500
Severe: rms_fgdepar=367.2895, expected range: 0.0000 151.8515
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35705 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=436.3423, expected range: 0.0000 193.4927
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43354 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8283, expected range: -0.7402 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 84063 : out of range
Severe: rms_fgdepar=756.7668, expected range: 0.0000 285.1170
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42131 : out of range
Severe: rms_fgdepar=555.9524, expected range: 0.0000 236.8160
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40030 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8299, expected range: -1.2392 0.7500
BUFR LAND SYNOP RH2M (%) 83928 : out of range
Severe: rms_fgdepar=30.3782, expected range: 0.0000 14.0545
BUFR LAND SYNOP RH2M (%) 61627 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9999, expected range: -1.0144 0.7500
BUFR LAND SYNOP RH2M (%) 71073 : out of range
Severe: rms_fgdepar=38.6567, expected range: 0.0000 19.5916
BUFR LAND SYNOP RH2M (%) 40362 : out of range
Severe: rms_fgdepar=37.2765, expected range: 0.0000 17.8616
BUFR LAND SYNOP SURFACE PRESSURE (PA) 40435 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8101, expected range: -1.2273 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23112 : out of range
Severe: rms_fgdepar=475.6407, expected range: 0.0000 144.2049
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=740.0000, expected range: 622.2263 673.7737
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 44150 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8654, expected range: 0.2976 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HJD9 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=628.0898, expected range: 0.0000 1165.9633
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROX2 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=646.2188, expected range: 0.0000 401.1362
Severely_persistent: avg_fgdepar=563.0736, expected range: -382.9224 372.0183
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9400 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=588.8797, expected range: 0.0000 1365.8212
Severely_persistent: avg_fgdepar=-583.0105, expected range: -1365.8212 187.4134
BUFR SHIP SYNOP SURFACE PRESSURE (PA) HPOR : out of range
Severe: rms_fgdepar=688.1702, expected range: 0.0000 227.1048
Severe: avg_fgdepar=-590.9080, expected range: -222.5723 216.9511
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FCD9 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8307, expected range: 0.4132 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAJF7 : out of range
Severe: rms_fgdepar=746.2417, expected range: 0.0000 318.7747
Severe: avg_fgdepar=-566.0146, expected range: -355.4183 238.6729
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6DF6 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8106, expected range: -0.9282 0.7500
Severe: rms_fgdepar=511.1788, expected range: 0.0000 269.4262
Severe: avg_fgdepar=511.1788, expected range: -302.7570 216.0238
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK36 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=588.9211, expected range: 0.0000 566.4210
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7DQ5 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=779.3839, expected range: 0.0000 1240.5120
Severe: avg_fgdepar=-779.3839, expected range: -1240.5120 74.0857
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK32 : out of range
Severe: rms_fgdepar=492.2272, expected range: 0.0000 280.0041
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9631 : out of range
Severe: rms_fgdepar=590.1786, expected range: 0.0000 461.3758
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) CCES : out of range
Severe: rms_fgdepar=18.6746, expected range: 0.0000 6.3238
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) D7UI : out of range
Severe: avg_pge=0.8874, expected range: -1.2093 0.7500
buoy
MOORED BUOYS SURFACE PRESSURE (PA) 6301004 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9063, expected range: -0.9960 0.7500
Severely_persistent: rms_fgdepar=602.7948, expected range: 0.0000 1008.5192
Severely_persistent: avg_fgdepar=600.0487, expected range: -1057.1532 1030.3709
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401577 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9078, expected range: -1.4207 0.7500
Severely_persistent: rms_fgdepar=516.3128, expected range: -781.1465 984.0700
Severely_persistent: avg_fgdepar=-515.7462, expected range: -841.3161 981.4692
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601840 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8937, expected range: -0.6500 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501747 : out of range
Severe: avg_pge=0.9320, expected range: -0.3035 0.4039
Severe: rms_fgdepar=758.3751, expected range: 0.0000 137.1207
Severe: avg_fgdepar=-758.3751, expected range: -169.6607 146.8041
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101753 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8830, expected range: 0.0000 0.0000
Severe: rms_fgdepar=589.2992, expected range: 0.0000 70.4141
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203582 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8320, expected range: -0.7255 0.7500
metar
METAR SURFACE PRESSURE (PA) HRYR : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=336.0306, expected range: 3.0606 160.6131
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71029 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.7132, expected range: 50.7962 57.0948
Severely_persistent: avg_fgdepar=-57.7132, expected range: -57.0948 -50.7962
AUTOMATIC LAND SYNOP SNOW (CM) 71576 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.9331, expected range: 50.5263 53.5883
Severely_persistent: avg_fgdepar=-51.9331, expected range: -53.5883 -50.5263
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=67.1508, expected range: 68.4410 71.9634
Severely_persistent: avg_fgdepar=-67.1508, expected range: -71.9634 -68.4410
AUTOMATIC LAND SYNOP SNOW (CM) 71742 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.6163, expected range: 33.9347 65.5196
Severely_persistent: avg_fgdepar=-58.6163, expected range: -65.5196 -33.9347
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.9052, expected range: 62.7816 71.5187
Severely_persistent: avg_fgdepar=-63.9052, expected range: -71.5185 -62.7817
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=114.6198, expected range: 46.2739 139.7772
Severely_persistent: avg_fgdepar=-114.6190, expected range: -139.7316 -46.2341
BUFR LAND SYNOP SNOW (CM) 71816 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.8806, expected range: 62.7573 71.5456
Severely_persistent: avg_fgdepar=-63.8806, expected range: -71.5454 -62.7573
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.7325, expected range: 63.9850 108.8708
Severely_persistent: avg_fgdepar=-100.7317, expected range: -108.8553 -63.9601
BUFR LAND SYNOP SNOW (CM) 01480 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=64.2154, expected range: 48.2263 73.8447
Severely_persistent: avg_fgdepar=-64.2147, expected range: -92.4580 -25.6605
BUFR LAND SYNOP SNOW (CM) 02737 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.1796, expected range: 0.0000 3.9038
t2m
BUFR LAND SYNOP 2M TEMPERATURE (K) 27415 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=19.9620, expected range: 7.3179 22.8239
Severely_persistent: avg_fgdepar=19.9620, expected range: 7.2779 22.8070
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 16618 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3870, expected range: 0.0000 5.1787
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 16675 : out of range
Severe: rms_fgdepar=15.1634, expected range: 0.0000 4.7449
Severe: avg_fgdepar=-14.8989, expected range: -3.5194 4.4984
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 50434 : out of range
Severe: rms_fgdepar=14.6911, expected range: 0.0000 14.1503
Severe: avg_fgdepar=-14.6911, expected range: -20.7333 19.5816
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 16724 : out of range
Severe: rms_fgdepar=13.4696, expected range: 0.0000 3.4179
Severe: avg_fgdepar=-12.7585, expected range: -1.4799 3.2195
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=5.1736, expected range: 1.0557 2.7555
Considerable: obs_number=285.0000, expected range: 101.9182 220.6374
MANUAL LAND SYNOP 2M TEMPERATURE (K) 11438 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.7376, expected range: 0.0000 5.6360
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.1345, expected range: 0.0000 14.5497
Severe: avg_fgdepar=-14.0860, expected range: -16.4453 9.0912
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.0611, expected range: 0.3341 8.1286
Severe: avg_fgdepar=-12.9725, expected range: -10.5452 9.7883
MANUAL LAND SYNOP 2M TEMPERATURE (K) 72222 : out of range
Severe: rms_fgdepar=10.9951, expected range: 0.0000 5.7532
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
Severe: rms_fgdepar=13.1755, expected range: 0.0000 13.4066
Severe: avg_fgdepar=-13.1575, expected range: -12.9224 2.0933
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42131 : out of range
Severe: rms_fgdepar=11.2750, expected range: 0.2393 5.7591
LAND TEMP 2M TEMPERATURE (K) 56029 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.4235, expected range: 2.3961 15.8670
Severe: avg_fgdepar=14.4235, expected range: 2.3961 15.8670
LAND TEMP 2M TEMPERATURE (K) 56137 : out of range
Severe: rms_fgdepar=13.6236, expected range: 0.0000 11.3011
Severe: avg_fgdepar=13.6236, expected range: -3.3857 11.4624
BUFR LAND SYNOP 2M TEMPERATURE (K) 16618 : out of range
Severe: rms_fgdepar=12.4192, expected range: 0.0000 5.1106
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.1221, expected range: 0.0000 14.4681
Severe: avg_fgdepar=-14.0748, expected range: -16.4217 9.2165
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.0278, expected range: 0.2896 8.1382
Severe: avg_fgdepar=-12.9388, expected range: -10.5305 9.7284
BUFR LAND SYNOP 2M TEMPERATURE (K) 16675 : out of range
Severe: rms_fgdepar=15.2386, expected range: 0.0000 4.7299
Severe: avg_fgdepar=-14.9807, expected range: -3.5806 4.4340
BUFR LAND SYNOP 2M TEMPERATURE (K) 16724 : out of range
Severe: rms_fgdepar=13.4603, expected range: 0.0000 3.4368
Severe: avg_fgdepar=-12.7523, expected range: -1.4664 3.2422
BUFR LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
Severe: rms_fgdepar=13.2210, expected range: 0.0000 13.3767
Severe: avg_fgdepar=-13.2046, expected range: -12.9050 2.1195
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=666.0000, expected range: 715.6357 796.4820
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Slight: obs_number=7417.0000, expected range: 7896.3885 8450.9056
rh2m
MANUAL LAND SYNOP RH2M (%) 83928 : out of range
Severe: rms_fgdepar=34.3793, expected range: 0.0000 15.7196