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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-27 00:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6443, expected range: 0.5548 0.5821
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6696, expected range: 0.5365 0.5997
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6551, expected range: 0.5833 0.6011
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6590, expected range: 0.5430 0.5960
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6701, expected range: 0.5509 0.5829
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6569, expected range: 0.5300 0.6021
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6210, expected range: 0.5143 0.5438
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6200, expected range: 0.4972 0.5626
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=444.0000, expected range: 856.5204 1995.5264
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=390.0000, expected range: 816.5454 1878.7143
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 5 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=382.0000, expected range: 796.1023 1842.5128
iasi
METOP-C IASI RADIANCES CHANNEL 222 : out of range
Considerable: obs_number=2450.0000, expected range: 2029.7336 2357.3914
METOP-C IASI RADIANCES CHANNEL 214 : out of range
Considerable: obs_number=2472.0000, expected range: 2063.7063 2346.4187
METOP-C IASI RADIANCES CHANNEL 207 : out of range
Considerable: obs_number=2478.0000, expected range: 2086.2549 2341.1201
METOP-C IASI RADIANCES CHANNEL 197 : out of range
Considerable: obs_number=2490.0000, expected range: 2075.0724 2380.0526
METOP-C IASI RADIANCES CHANNEL 193 : out of range
Considerable: obs_number=2483.0000, expected range: 2079.0540 2359.3210
cris
NOAA20 CRIS RADIANCES CHANNEL 661 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.2680, expected range: 0.0000 0.0961
NOAA20 CRIS RADIANCES CHANNEL 107 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0502, expected range: -0.0413 -0.0296
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 5 : out of range
Considerable: obs_number=5953.0000, expected range: 6597.5476 7966.8039
atms
NPP ATMS RADIANCES CHANNEL 12 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2002, expected range: -0.2441 -0.2202
NPP ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.9124, expected range: 0.6999 0.7315
NPP ATMS RADIANCES CHANNEL 14 : out of range
37 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.5240, expected range: 0.3905 0.4489
Severely_persistent: avg_biascorr=-0.1479, expected range: -0.0825 -0.0348
NPP ATMS RADIANCES CHANNEL 13 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3458, expected range: -0.2886 -0.2452
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.7872, expected range: 0.5058 0.6480
Severely_persistent: stdev_fgdepar=0.8967, expected range: 0.6390 0.6636
NOAA20 ATMS RADIANCES (5 channels affected) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0756, expected range: -0.4193 -0.3590
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6550, expected range: -0.5582 -0.4966
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3607, expected range: -0.2938 -0.2899
Severely_persistent: stdev_fgdepar=0.4872, expected range: 0.3617 0.3991
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5138, expected range: -0.4481 -0.4163
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0044, expected range: 0.0035 0.0037
DMSP-17 SSMIS RADIANCES (8 channels affected) : out of range
Considerable: obs_number=14580.0000, expected range: 15728.2739 19105.2261
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-3.8999, expected range: -5.9701 -5.0939
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0122, expected range: 0.0128 0.0199
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 20-21 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: stdev_fgdepar=0.0089, expected range: 0.0081 0.0116
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
15 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.0244, expected range: 0.0113 0.0113
Radiosondes
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8940, expected range: -0.9503 0.7500
Severely_persistent: rms_fgdepar=9.6908, expected range: 0.0000 11.8831
Severely_persistent: avg_fgdepar=-9.6908, expected range: -13.0927 4.5700
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9264, expected range: -1.0228 0.7500
Severely_persistent: rms_fgdepar=13.7484, expected range: -13.7793 20.3192
Severely_persistent: avg_fgdepar=-13.5949, expected range: -21.2405 16.2573
LAND TEMP TEMPERATURE (K) 42971 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.9197, expected range: -0.4421 0.5568
Severe: rms_fgdepar=10.3511, expected range: 0.0000 2.1735
Severe: avg_fgdepar=-10.2525, expected range: -1.1121 2.1347
LAND TEMP TEMPERATURE (K) 25403 PRESSURE LAYER 300-600 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8904, expected range: -0.4046 0.5993
Severe: rms_fgdepar=8.0003, expected range: 0.0000 1.8363
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 24 : all data missing
Severe: obs_number=0, expected range: 83.25 98.25
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 24.04 354.23
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
Severe: obs_number=669.0000, expected range: 926.1568 980.9544
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Severe: obs_number=94.0000, expected range: 187.0032 195.6635
HIGH RESO LAND TEMP TEMPERATURE (K) 71907 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=7.6947, expected range: 0.0000 3.9554
amdar
WIGOS AMDAR TEMPERATURE (K) EU1823 PRESSURE LAYER 0-300 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8112, expected range: -1.3926 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) 0KPUISZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.4305, expected range: 0.0000 7.7421
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4059 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.1689, expected range: 0.0000 7.2757
ADS-C WIND VECTOR DIFF (M/S) X0JBEXZA PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.4462, expected range: 0.0000 51.5517
ADS-C WIND VECTOR DIFF (M/S) 54SH4YJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.4350, expected range: 0.0000 9.7865
ADS-C WIND VECTOR DIFF (M/S) LMGZGNJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.0148, expected range: 0.0000 15.7524
ADS-C WIND VECTOR DIFF (M/S) ESXCSSBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9788, expected range: -48.5811 71.4487
airep
AIREP WIND VECTOR DIFF (M/S) BAW99 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=31.2657, expected range: 0.0000 10.3491
Severe: avg_fgdepar=20.3869, expected range: -1.3946 9.0220
AIREP WIND VECTOR DIFF (M/S) KLM602 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.0057, expected range: 0.0000 10.3646
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
Considerable: obs_number=486.0000, expected range: 981.7600 1216.4900
Considerable: obs_number=486.0000, expected range: 981.7600 1216.4900
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=1774.0000, expected range: 2173.5554 2529.4446
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 96253 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8169, expected range: -0.5110 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 42111 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8702, expected range: -0.9374 0.7500
All BUFR LAND PILOT ALL LAYERS North West Pacific : all data missing
Severe: obs_number=0, expected range: 28.75 185.37
BUFR LAND PILOT WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 28.7540 185.3705
synop
AUTOMATIC LAND SYNOP RH2M (%) 38345 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.7888, expected range: 0.0000 97.5542
Severely_persistent: avg_fgdepar=59.7888, expected range: -21.4609 97.5542
BUFR LAND SYNOP RH2M (%) 94422 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: -1.4951 0.7500
Severely_persistent: rms_fgdepar=57.5352, expected range: 0.0000 90.3051
Severely_persistent: avg_fgdepar=57.5352, expected range: -14.8185 90.3051
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 97284 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8107, expected range: -1.3410 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67221 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8105, expected range: 0.1033 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62120 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8163, expected range: -1.0853 0.7500
MANUAL LAND SYNOP RH2M (%) 41169 : out of range
Severe: rms_fgdepar=36.9815, expected range: 0.0000 20.4768
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
Severe: avg_pge=1.0000, expected range: -0.0672 0.1019
Severe: rms_fgdepar=60.8085, expected range: 0.0000 45.3974
Severe: avg_fgdepar=60.8085, expected range: -3.6448 45.3974
MANUAL LAND SYNOP RH2M (%) 41170 : out of range
Severe: rms_fgdepar=35.8528, expected range: 0.0000 16.2334
MANUAL LAND SYNOP RH2M (%) 62120 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8727, expected range: -0.7126 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16245 : out of range
Severe: rms_fgdepar=348.2677, expected range: 0.0000 92.7894
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13174 : out of range
Severe: rms_fgdepar=305.5690, expected range: 0.0000 87.7435
BUFR LAND SYNOP SURFACE PRESSURE (PA) 08011 : out of range
Severe: rms_fgdepar=521.3963, expected range: 0.0000 53.7445
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5456 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=719.3424, expected range: 449.0193 1038.0274
Severely_persistent: avg_fgdepar=708.3385, expected range: 425.9644 1054.4669
AUTOMATIC SHIP SURFACE PRESSURE (PA) 62153 : out of range
Severe: rms_fgdepar=305.4901, expected range: 0.0000 98.8813
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WUKJN8R : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9384, expected range: -1.2503 0.7500
Severe: rms_fgdepar=29.4600, expected range: 0.0000 18.6101
Severe: avg_fgdepar=29.4600, expected range: -10.3963 18.5391
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WRGD : out of range
Severe: avg_pge=0.9024, expected range: -1.2707 0.7500
Severe: rms_fgdepar=17.6009, expected range: 0.0000 11.9310
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7KEP : out of range
Severe: rms_fgdepar=508.4958, expected range: 355.3276 799.3879
Severe: avg_fgdepar=508.4958, expected range: 358.4315 795.5370
BUFR SHIP SYNOP SURFACE PRESSURE (PA) YQB5QNN : out of range
Severe: avg_pge=0.8651, expected range: -0.7855 0.7500
Severe: rms_fgdepar=758.3226, expected range: 0.0000 861.2949
Severe: avg_fgdepar=758.3226, expected range: -755.6871 418.2043
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ONJL : out of range
Severe: avg_pge=0.8017, expected range: 0.4609 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRRH6 : out of range
Severe: rms_fgdepar=641.4903, expected range: 0.0000 595.0218
Severe: avg_fgdepar=-559.0121, expected range: -595.0218 143.3475
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V8190 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8454, expected range: -1.0631 0.7500
Severe: rms_fgdepar=670.6105, expected range: 0.0000 819.8400
Severe: avg_fgdepar=670.4913, expected range: -1051.4257 783.6821
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK50 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=533.2037, expected range: 0.0000 129.2595
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602731 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8261, expected range: -1.3081 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4400857 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8626, expected range: -0.6634 0.7410
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203507 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8415, expected range: -0.9036 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1601575 : out of range
Severe: rms_fgdepar=333.4558, expected range: 0.0000 81.4687
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101752 : out of range
Severe: avg_pge=0.9163, expected range: -0.0372 0.0422
Severe: rms_fgdepar=651.4593, expected range: 0.0000 79.8089
Severe: avg_fgdepar=-651.2142, expected range: -32.2205 77.5327
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301612 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8641, expected range: -0.8284 0.7500
Severe: rms_fgdepar=498.2834, expected range: -235.6410 337.9276
metar
METAR SURFACE PRESSURE (PA) HEMA : out of range
Severe: rms_fgdepar=413.6629, expected range: 0.0000 85.0108
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.2620, expected range: 42.2798 70.8703
Severely_persistent: avg_fgdepar=-50.2620, expected range: -70.8703 -42.2798
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.6590, expected range: 59.9950 68.9121
Severely_persistent: avg_fgdepar=-75.6590, expected range: -68.9121 -59.9950
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.1062, expected range: 56.4231 83.1386
Severely_persistent: avg_fgdepar=61.1062, expected range: 56.4231 83.1386
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=100.0000, expected range: 100.0000 100.0000
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.5293, expected range: 47.4389 74.1872
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.5241, expected range: -74.1865 -47.3741
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.1306, expected range: 56.4352 83.1698
Severely_persistent: avg_fgdepar=61.1306, expected range: 56.4352 83.1698
MANUAL LAND SYNOP SNOW (CM) 29759 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.6418, expected range: 2.8153 8.8836
MANUAL LAND SYNOP SNOW (CM) 36229 : out of range
Severe: rms_fgdepar=17.7767, expected range: 0.0000 9.7908
BUFR LAND SYNOP SNOW (CM) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.5978, expected range: -0.0701 0.1044
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=51.5344, expected range: 22.3690 82.0795
Severe: avg_fgdepar=-51.5334, expected range: -83.2356 -28.3517
BUFR LAND SYNOP SNOW (CM) 13492 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.6022, expected range: -0.0964 0.1216
BUFR LAND SYNOP SNOW (CM) 47022 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=98.3086, expected range: 96.1603 101.3540
Severe: avg_fgdepar=98.3086, expected range: 96.1557 101.3531
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.5318, expected range: 8.5610 16.7210
Severely_persistent: avg_fgdepar=-13.3438, expected range: -16.6192 -8.3183
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 60206 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.1944, expected range: 2.5386 17.1233
Severely_persistent: avg_fgdepar=14.1852, expected range: 2.0757 17.2438
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.8754, expected range: 0.0000 12.5618
Severely_persistent: avg_fgdepar=-14.5435, expected range: -17.4144 11.8210
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.5829, expected range: 0.0000 18.9071
Severely_persistent: avg_fgdepar=-15.5648, expected range: -22.9366 14.7741
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.4361, expected range: 8.4629 16.9649
Severely_persistent: avg_fgdepar=-13.2502, expected range: -16.8325 -8.2640
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.9243, expected range: 0.0000 12.6457
Severely_persistent: avg_fgdepar=-14.5935, expected range: -17.4644 11.7710
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.6448, expected range: 0.0000 19.1411
Severely_persistent: avg_fgdepar=-15.6268, expected range: -23.1397 14.8062
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=19.7284, expected range: 10.7193 19.0964
Severely_persistent: avg_fgdepar=-19.7276, expected range: -19.1337 -10.3934
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71199 : out of range
Severe: rms_fgdepar=11.0202, expected range: 0.0000 5.3898
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.0229, expected range: 0.0000 12.3481
Severe: avg_fgdepar=-12.6250, expected range: -12.1829 1.0778
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 45035 : out of range
Severe: rms_fgdepar=10.1830, expected range: 0.0000 3.1593
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02124 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1735, expected range: 0.0000 4.5487
Severe: avg_fgdepar=-12.0797, expected range: -4.9164 2.6337
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23699 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0263, expected range: 0.0000 15.0275
Severe: avg_fgdepar=-12.0237, expected range: -14.4930 3.1925
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
Severe: rms_fgdepar=12.3990, expected range: 0.0322 6.6188
Severe: avg_fgdepar=12.1851, expected range: -1.3342 6.7214
MANUAL LAND SYNOP 2M TEMPERATURE (K) 31016 : out of range
Severe: rms_fgdepar=14.7609, expected range: 0.0000 7.0133
Severe: avg_fgdepar=-14.5805, expected range: -8.7593 7.4346
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2686, expected range: 0.0000 10.1987
Severe: avg_fgdepar=-12.2211, expected range: -12.0546 10.3206
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.4106, expected range: 0.0000 11.2050
Severe: avg_fgdepar=-14.3487, expected range: -13.1060 11.2168
METAR 2M TEMPERATURE (K) ULMM : out of range
Severe: rms_fgdepar=12.5743, expected range: 0.0000 8.0291
Severe: avg_fgdepar=-12.4913, expected range: -6.9367 5.3351
METAR 2M TEMPERATURE (K) SKGI : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4910, expected range: 0.0000 5.8470
METAR 2M TEMPERATURE (K) CYDB : out of range
Severe: rms_fgdepar=15.7515, expected range: 0.0000 9.8719
Severe: avg_fgdepar=-14.4217, expected range: -9.7128 1.0466
METAR 2M TEMPERATURE (K) LIMA : out of range
3 times in the last 10 days for at least one item
Severe: avg_est_pge=0.8100, expected range: -0.2879 0.4362
Severe: rms_fgdepar=19.9947, expected range: 0.0000 7.3978
Severe: avg_fgdepar=19.9947, expected range: -5.8642 6.7251
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.7402, expected range: 3.4552 7.9738
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.6814, expected range: 3.3230 7.8307
BUFR LAND SYNOP 2M TEMPERATURE (K) 23699 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0948, expected range: 0.0000 16.0315
Severe: avg_fgdepar=-12.0922, expected range: -15.7515 4.3342
BUFR LAND SYNOP 2M TEMPERATURE (K) 02787 : out of range
Severe: rms_fgdepar=10.0002, expected range: 0.0000 2.1022
BUFR LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
Severe: rms_fgdepar=12.3498, expected range: 0.0117 6.5623
Severe: avg_fgdepar=12.1351, expected range: -1.3842 6.6714
BUFR LAND SYNOP 2M TEMPERATURE (K) 31016 : out of range
Severe: rms_fgdepar=14.7849, expected range: 0.0000 7.0700
Severe: avg_fgdepar=-14.6069, expected range: -8.8310 7.3777
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.0273, expected range: 0.0000 12.3572
Severe: avg_fgdepar=-12.6224, expected range: -12.1914 1.0141
BUFR LAND SYNOP 2M TEMPERATURE (K) 02725 : out of range
Severe: rms_fgdepar=10.8185, expected range: 0.0000 3.8432
BUFR LAND SYNOP 2M TEMPERATURE (K) 24894 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2745, expected range: 0.0000 10.2019
Severe: avg_fgdepar=-12.2270, expected range: -12.0722 10.2761
BUFR LAND SYNOP 2M TEMPERATURE (K) 02124 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2190, expected range: 0.0000 4.6257
Severe: avg_fgdepar=-12.1244, expected range: -4.9565 2.5805
BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=14.5595, expected range: 0.0000 11.3098
Severe: avg_fgdepar=-14.4982, expected range: -13.2208 11.1522
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1ABD1 : out of range
Severe: rms_fgdepar=10.3212, expected range: 0.5477 4.7769
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
Severe: rms_fgdepar=12.0102, expected range: 0.0000 12.0225
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=251.0000, expected range: 213.8896 232.9854