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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-19 12:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0460, expected range: -0.0776 -0.0695
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5327, expected range: -0.4798 -0.4785
iasi
METOP-C IASI RADIANCES CHANNEL 262 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0529, expected range: 0.0308 0.0407
METOP-C IASI RADIANCES CHANNEL 269 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0759, expected range: -0.0980 -0.0858
cris
NOAA20 CRIS RADIANCES CHANNEL 64 : out of range
Considerable: obs_number=2509.0000, expected range: 2071.5553 2420.5623
NOAA20 CRIS RADIANCES CHANNEL 65 : out of range
Considerable: obs_number=2527.0000, expected range: 2090.4816 2431.1654
atms
NPP ATMS RADIANCES CHANNEL 19 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1073, expected range: -0.2081 -0.1786
NPP ATMS RADIANCES CHANNEL 20 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0550, expected range: -0.0295 -0.0209
NPP ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.7561, expected range: 0.6677 0.6678
NPP ATMS RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0047, expected range: -0.0270 -0.0164
NPP ATMS RADIANCES CHANNEL 11 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3323, expected range: -0.2392 -0.2358
NPP ATMS RADIANCES CHANNEL 12 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5199, expected range: -0.4307 -0.3949
NPP ATMS RADIANCES CHANNEL 13 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4872, expected range: -0.3684 -0.3127
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2267, expected range: -0.3121 -0.2913
NOAA20 ATMS RADIANCES CHANNEL 21 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0324, expected range: -0.1095 -0.1047
NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5461, expected range: 0.4434 0.4639
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6165, expected range: -0.5637 -0.5172
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6674, expected range: -0.5878 -0.4863
gpsro
COSMIC2-E4 GPSRO SETTING (24 impact heights affected) : out of range
Considerable: obs_number=950.0000, expected range: 1416.4536 2946.6052
COSMIC2-E6 GPSRO SETTING (5 impact heights affected) : out of range
Considerable: obs_number=230.0000, expected range: 403.8606 911.6688
Atmospheric Motion Vector
AQUA MODIS CLOUDY WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HP : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=557.0000, expected range: 251.5132 444.1250
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 250-251 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.0017, expected range: -0.2088 -0.0991
Radiosondes
LAND TEMP TEMPERATURE (K) 42647 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=6.3980, expected range: 0.0000 2.0176
Severely_persistent: avg_pge=0.8612, expected range: -0.1121 0.1347
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 5.40 333.40
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 28.54 169.86
LAND TEMP TEMPERATURE (K) 23078 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=8.6874, expected range: 0.0000 3.9241
Severe: avg_pge=0.8867, expected range: -0.5522 0.7500
LAND TEMP TEMPERATURE (K) 28275 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=7.4062, expected range: 0.0000 3.2183
Severe: avg_pge=0.8711, expected range: -0.9485 0.7500
LAND TEMP TEMPERATURE (K) 21946 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.2293, expected range: 0.0000 3.5323
Severe: avg_pge=0.8270, expected range: -0.4186 0.6812
LAND TEMP WIND VECTOR DIFF (M/S) 24641 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.5182, expected range: 0.0000 11.6132
Severe: avg_pge=0.8715, expected range: -1.4235 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 30372 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=20.9700, expected range: -6.0307 14.3845
Severe: avg_pge=0.9057, expected range: -0.8584 0.7500
LAND TEMP Q (G/KG) 43003 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.9275, expected range: 0.0000 11.4403
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 51243 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=18.4770, expected range: 0.5737 4.4129
HIGH RESO LAND TEMP Q (G/KG) 66160 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.6072, expected range: 0.0000 2.4155
HIGH RESO LAND TEMP Q (G/KG) 72274 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.3783, expected range: 0.0000 0.8421
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 88 : all data missing
Severe: obs_number=0, expected range: 253.67 331.33
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=113.0000, expected range: 90.3333 100.3333
Considerable: obs_number=734.0000, expected range: 604.8362 665.4138
amdar
AMDAR TEMPERATURE (K) 00040340 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_pge=0.8951, expected range: -0.2858 0.7500
WIGOS AMDAR TEMPERATURE (K) EO0JMSBA PRESSURE LAYER 0-300 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=8.6608, expected range: 0.0000 5.8196
Severe: avg_pge=0.8717, expected range: -0.8913 0.7500
WIGOS AMDAR TEMPERATURE (K) EU4064 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=7.0745, expected range: 0.0000 1.5751
WIGOS AMDAR TEMPERATURE (K) EU4064 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8588, expected range: 0.0000 0.0000
WIGOS AMDAR WIND VECTOR DIFF (M/S) GXSXPBBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.2049, expected range: -1.4472 6.6742
Severe: rms_fgdepar=24.2049, expected range: 0.0000 6.5722
WIGOS AMDAR WIND VECTOR DIFF (M/S) 4UEUISJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.9930, expected range: 0.0000 6.5594
WIGOS AMDAR WIND VECTOR DIFF (M/S) Y43CYARA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.9112, expected range: 0.0000 9.1382
WIGOS AMDAR WIND VECTOR DIFF (M/S) ZTUYR4ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.6275, expected range: 0.0000 8.7666
WIGOS AMDAR WIND VECTOR DIFF (M/S) 3MEUILZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.6911, expected range: 0.0000 6.2969
WIGOS AMDAR WIND VECTOR DIFF (M/S) 1SM1YLZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.5881, expected range: 0.5227 6.9874
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4064 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=24.7745, expected range: -1.5556 5.9813
Severe: rms_fgdepar=24.8454, expected range: 0.0000 6.2688
Severe: avg_pge=0.8947, expected range: -0.4790 0.6192
WIGOS AMDAR Q (G/KG) BSTXQVBA PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=6.1102, expected range: 0.0000 8.9133
WIGOS AMDAR Q (G/KG) GRBWUUZA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-6.4396, expected range: -15.0848 11.2881
Severe: rms_fgdepar=6.7712, expected range: 0.0000 9.7062
MODE-S WIND VECTOR DIFF (M/S) M94C7BC PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=18.8438, expected range: 0.0000 6.1012
ADS-C WIND VECTOR DIFF (M/S) XBLEC5RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.8769, expected range: 0.0000 10.4950
airep
AIREP WIND VECTOR DIFF (M/S) ETH575 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.3026, expected range: 0.0000 9.6888
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=131.0000, expected range: 115.0000 115.0000
pilot
All BUFR LAND PILOT ALL LAYERS North East Pacific : all data missing
Severe: obs_number=0, expected range: 77.89 230.11
synop
MANUAL LAND SYNOP RH2M (%) 42674 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8608, expected range: -1.1981 0.7500
MANUAL LAND SYNOP RH2M (%) 67229 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9889, expected range: -1.3516 0.7500
MANUAL LAND SYNOP RH2M (%) 42469 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9846, expected range: -1.1634 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40260 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-582.5431, expected range: -1017.5263 995.7947
Severely_persistent: rms_fgdepar=590.0711, expected range: 0.0000 845.1138
Severely_persistent: avg_pge=0.8996, expected range: -1.4410 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 44232 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8573, expected range: -0.7146 0.7500
BUFR LAND SYNOP RH2M (%) 34394 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9794, expected range: -1.6619 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-605.2433, expected range: -701.1804 -551.6600
Severely_persistent: rms_fgdepar=605.6258, expected range: 550.9857 702.5890
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-915.1572, expected range: -965.5934 -856.3240
Severely_persistent: rms_fgdepar=915.2483, expected range: 855.9434 967.5734
BUFR LAND SYNOP SURFACE PRESSURE (PA) 12805 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=592.3498, expected range: 0.0000 1657.3431
AUTOMATIC LAND SYNOP RH2M (%) 18210 : out of range
Severe: avg_pge=0.8712, expected range: -0.3898 0.5309
MANUAL LAND SYNOP RH2M (%) 62120 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8491, expected range: -1.8667 0.7500
MANUAL LAND SYNOP RH2M (%) 42101 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9987, expected range: -1.2941 0.7500
MANUAL LAND SYNOP RH2M (%) 87852 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=57.2087, expected range: -78.2832 79.9779
Severe: rms_fgdepar=57.5757, expected range: 0.0000 72.1373
Severe: avg_pge=0.8363, expected range: -0.3808 0.4437
MANUAL LAND SYNOP RH2M (%) 83344 : out of range
Severe: avg_pge=0.9872, expected range: -0.6982 0.7500
MANUAL LAND SYNOP RH2M (%) 67975 : out of range
Severe: rms_fgdepar=34.9428, expected range: 0.0000 14.7971
MANUAL LAND SYNOP RH2M (%) 42027 : out of range
Severe: rms_fgdepar=38.3076, expected range: 0.0000 36.4210
Severe: avg_pge=0.9815, expected range: -0.0643 0.0789
MANUAL LAND SYNOP RH2M (%) 42867 : out of range
Severe: rms_fgdepar=30.0758, expected range: 5.3086 21.9787
Severe: avg_pge=0.8359, expected range: -0.2263 0.3273
MANUAL LAND SYNOP RH2M (%) 83288 : out of range
Severe: rms_fgdepar=47.0292, expected range: 0.2844 18.9059
MANUAL LAND SYNOP RH2M (%) 36498 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.7190, expected range: 0.0000 15.4311
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91601 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8235, expected range: -0.8488 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89642 : out of range
Severe: rms_fgdepar=515.2947, expected range: 0.0000 133.9710
BUFR LAND SYNOP RH2M (%) 68322 : out of range
Severe: rms_fgdepar=32.5600, expected range: 0.0000 11.2707
BUFR LAND SYNOP RH2M (%) 76253 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.6834, expected range: -45.4678 85.9129
Severe: rms_fgdepar=50.6834, expected range: 0.0000 84.2079
Severe: avg_pge=0.9999, expected range: -1.6534 0.7500
BUFR LAND SYNOP RH2M (%) 62306 : out of range
Severe: rms_fgdepar=35.9798, expected range: 0.0000 10.7447
BUFR LAND SYNOP RH2M (%) 72327 : out of range
Severe: rms_fgdepar=33.2070, expected range: 0.0000 18.4344
BUFR LAND SYNOP RH2M (%) 29939 : out of range
Severe: avg_fgdepar=55.4821, expected range: -16.6097 15.5387
Severe: rms_fgdepar=55.4821, expected range: 0.0000 13.3739
Severe: avg_pge=0.8371, expected range: 0.0014 0.0041
BUFR LAND SYNOP RH2M (%) 26059 : out of range
Severe: rms_fgdepar=31.1346, expected range: 2.6069 10.1739
BUFR LAND SYNOP RH2M (%) _MF12779 : out of range
Severe: rms_fgdepar=48.0957, expected range: 0.0000 14.8182
BUFR LAND SYNOP RH2M (%) _MF12779 : out of range
Severe: avg_pge=0.9993, expected range: -0.0030 0.0102
BUFR LAND SYNOP SURFACE PRESSURE (PA) 64040 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8589, expected range: 0.6851 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13465 : out of range
Severe: rms_fgdepar=314.3215, expected range: 0.0000 130.9705
BUFR LAND SYNOP Z (M) 56172 : out of range
Severe: avg_pge=0.9859, expected range: -0.9335 0.7500
ship
SHIP SURFACE PRESSURE (PA) VRPN8 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=701.0903, expected range: -1441.8376 1521.8014
Severely_persistent: rms_fgdepar=718.2246, expected range: -941.2207 1367.2229
Severely_persistent: avg_pge=0.8962, expected range: -1.0740 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDH7560 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8485, expected range: -0.6847 0.7500
SHIP SURFACE PRESSURE (PA) 9HA4883 : out of range
Severe: avg_fgdepar=-805.4580, expected range: -242.2807 107.5810
Severe: rms_fgdepar=805.4580, expected range: 0.0000 245.2846
Severe: avg_pge=0.9202, expected range: -0.9138 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRGL4 : out of range
Severe: rms_fgdepar=308.6647, expected range: 0.0000 156.1436
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRNY4 : out of range
Severe: avg_fgdepar=770.3598, expected range: -563.7585 768.6728
Severe: rms_fgdepar=770.3598, expected range: 0.0000 687.6351
Severe: avg_pge=0.8333, expected range: -1.4214 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRQU9 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-845.2758, expected range: -1279.1768 1249.0558
Severe: rms_fgdepar=845.2758, expected range: -823.0088 1200.7664
Severe: avg_pge=0.8962, expected range: -1.1368 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KIAB : out of range
Severe: avg_fgdepar=715.5560, expected range: -108.4613 944.7143
Severe: rms_fgdepar=715.5560, expected range: 0.0000 979.5310
Severe: avg_pge=0.8557, expected range: 0.0959 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WAPZ : out of range
Severe: rms_fgdepar=362.1281, expected range: 0.0000 109.9872
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) : out of range
Considerable: obs_number=483.0000, expected range: 523.2848 591.4521
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 5501658 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=509.0019, expected range: -902.6700 968.5514
Severely_persistent: rms_fgdepar=516.3257, expected range: -741.4466 986.0678
Severely_persistent: avg_pge=0.8768, expected range: -1.5041 0.7500
metar
METAR SURFACE PRESSURE (PA) MMCT : out of range
Severe: rms_fgdepar=311.8154, expected range: 0.0000 139.9601
snow
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=67.3676, expected range: 44.8612 76.3103
Severely_persistent: rms_fgdepar=67.3676, expected range: 44.8702 76.3093
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-762.5326, expected range: -751.8195 -720.8075
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=762.5359, expected range: 720.8078 751.8203
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=77.4080, expected range: 84.1548 111.2423
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=77.4111, expected range: 84.1486 111.2833
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-89.6710, expected range: -93.5779 -87.5688
Severely_persistent: rms_fgdepar=89.6714, expected range: 87.5688 93.5783
AUTOMATIC LAND SYNOP SNOW (CM) 71688 : out of range
Severe: rms_fgdepar=24.3359, expected range: 1.4491 7.6657
BUFR LAND SYNOP SNOW (CM) _MF1B2B2 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=58.9841, expected range: 45.1004 63.7510
BUFR LAND SYNOP SNOW (CM) _MF1B2B2 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=58.9860, expected range: 45.1048 63.7573
BUFR LAND SYNOP SNOW (CM) : out of range
4 times in the last 10 days for at least one item
Considerable: rms_fgdepar=14.2414, expected range: -3.8466 7.3656
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51777 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4435, expected range: -15.9787 14.0310
Severely_persistent: rms_fgdepar=15.4435, expected range: 0.0000 12.3374
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68299 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5704, expected range: -15.4990 -9.4819
Severely_persistent: rms_fgdepar=13.5704, expected range: 9.4819 15.4990
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.4409, expected range: -21.1655 -4.4832
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.4513, expected range: 5.0844 20.7603
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89625 : out of range
Severe: avg_fgdepar=-12.7558, expected range: -14.3920 3.7755
Severe: rms_fgdepar=12.7655, expected range: 0.8885 11.5684
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9122, expected range: -13.4028 1.5808
Severe: rms_fgdepar=14.0683, expected range: 0.0000 13.3647
LAND TEMP 2M TEMPERATURE (K) 89625 : out of range
Severe: avg_fgdepar=-12.9527, expected range: -15.2503 3.8135
Severe: rms_fgdepar=12.9527, expected range: 1.4249 11.3681
BUFR LAND SYNOP 2M TEMPERATURE (K) 87222 : out of range
Severe: avg_fgdepar=12.2758, expected range: -8.4477 11.9296
Severe: rms_fgdepar=12.2758, expected range: 0.0000 9.6157
BUFR LAND SYNOP 2M TEMPERATURE (K) 89625 : out of range
Severe: avg_fgdepar=-12.8087, expected range: -14.4268 3.7264
Severe: rms_fgdepar=12.8183, expected range: 0.8916 11.6224
BUFR LAND SYNOP 2M TEMPERATURE (K) 89507 : out of range
Severe: avg_fgdepar=-12.1190, expected range: -13.0972 2.7675
Severe: rms_fgdepar=12.4055, expected range: 0.0000 12.2424
BUFR LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7413, expected range: -13.5690 1.6598
Severe: rms_fgdepar=13.9031, expected range: 0.0000 13.5461
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=5.4371, expected range: 3.1486 4.4752
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 11867 : out of range
Severe: rms_fgdepar=33.8643, expected range: 0.0000 17.5901