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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-09-25 12:00

airs
AQUA AIRS RADIANCES CHANNEL 99 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1100, expected range: -0.0780 -0.0410
AQUA AIRS RADIANCES CHANNEL 123 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2090, expected range: -0.1705 -0.1270
AQUA AIRS RADIANCES CHANNEL 128 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1580, expected range: -0.1094 -0.0573
AQUA AIRS RADIANCES CHANNEL 129 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2935, expected range: -0.2300 -0.1759
Severely_persistent: avg_biascorr=-0.1278, expected range: -0.1831 -0.1793
AQUA AIRS RADIANCES CHANNEL 116 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1790, expected range: -0.1452 -0.1059
Severely_persistent: avg_biascorr=-0.0599, expected range: -0.1529 -0.1103
AQUA AIRS RADIANCES CHANNEL 104 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0534, expected range: -0.1282 -0.0869
AQUA AIRS RADIANCES CHANNEL 110 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0403, expected range: -0.1076 -0.0727
AQUA AIRS RADIANCES CHANNEL 69 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1838, expected range: -0.3064 -0.2410
AQUA AIRS RADIANCES CHANNEL 1079 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1045, expected range: -0.1208 -0.1121
AQUA AIRS RADIANCES CHANNEL 138 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0939, expected range: -0.2999 -0.1068
AQUA AIRS RADIANCES (13 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0542, expected range: 0.0753 0.0930
atms
NPP ATMS RADIANCES CHANNEL 12 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2426, expected range: -0.2092 -0.1715
NPP ATMS RADIANCES CHANNEL 9 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5750, expected range: -0.4580 -0.3863
NOAA20 ATMS RADIANCES CHANNEL 8 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.7255, expected range: -0.5950 -0.5791
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 17 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-2.5230, expected range: -2.9908 -2.8491
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=-0.1616, expected range: -0.1309 -0.0937
gpsro
SPIRE LEMUR 3U GPSRO RISING HEIGHT 14-16 KM : out of range
Considerable: stdev_norm_fgdepar=1.1910, expected range: 0.5792 0.9819
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-3.7926, expected range: -3.3301 -3.3014
NOAA-19 SBUV OZONE, TOP (21 pressure layers affected) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: obs_number=6.0000, expected range: 51.2578 68.3599
Radiosondes
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=6.4975, expected range: -0.9854 13.8319
Severely_persistent: rms_fgdepar=6.4975, expected range: 0.0000 13.8188
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 46.11 328.60
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8971, expected range: -1.8211 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 25403 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=16.5644, expected range: 0.0000 8.2538
LAND TEMP Q (G/KG) 68592 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.0844, expected range: 0.0000 1.8336
All LAND TEMP ALL LAYERS WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 35.84 255.12
HIGH RESO LAND TEMP Q (G/KG) 04270 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.3434, expected range: 0.0000 0.8981
HIGH RESO LAND TEMP Q (G/KG) 56492 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.1965, expected range: 0.1105 1.2669
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 60 : all data missing
Severe: obs_number=0, expected range: 121.79 165.21
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severe: obs_number=0, expected range: 131.97 166.03
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 88 : all data missing
Severe: obs_number=0, expected range: 80.84 98.16
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 150.65 170.02
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 150.63 167.37
All BUFR TEMP DESCENT ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 83.05 99.95
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 82.06 101.08
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=913.0000, expected range: 393.0070 509.9930
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=368.0000, expected range: 444.8397 464.6603
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: avg_fgdepar=1.1992, expected range: -0.3649 0.5677
amdar
WIGOS AMDAR Q (G/KG) BSTXQVBA PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-6.2938, expected range: -7.9503 -1.0012
Severely_persistent: rms_fgdepar=6.4851, expected range: 0.8514 8.3678
AMDAR TEMPERATURE (K) JP9Z58UZ PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=13.2629, expected range: -1.0177 1.4186
AMDAR TEMPERATURE (K) JP9Z58UZ (2 pressure layers affected) : out of range
Severe: rms_fgdepar=13.2995, expected range: 0.0000 1.5023
Severe: avg_pge=0.9129, expected range: -0.0531 0.0649
TAMDAR WIND VECTOR DIFF (M/S) 00005154 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.3146, expected range: 13.8385 22.5757
Severe: rms_fgdepar=20.3640, expected range: 14.1082 22.6521
WIGOS AMDAR TEMPERATURE (K) 1WEL2KZA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.7223, expected range: 0.0000 1.9682
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0918 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.7862, expected range: 0.0000 6.6052
WIGOS AMDAR WIND VECTOR DIFF (M/S) 5RZUSHRA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=15.6908, expected range: 0.0000 5.3942
WIGOS AMDAR WIND VECTOR DIFF (M/S) DSWRSKZA PRESSURE LAYER 300-600 (HP : out of range
Severe: avg_fgdepar=22.8139, expected range: -3.4719 7.7001
Severe: rms_fgdepar=22.8139, expected range: 0.0000 7.5645
Severe: avg_pge=0.8402, expected range: -0.5567 0.6278
ADS-C WIND VECTOR DIFF (M/S) UDSWVIBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.1189, expected range: 0.0000 14.2883
ADS-C WIND VECTOR DIFF (M/S) UTQICNBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.0803, expected range: 1.1142 8.0887
ADS-C WIND VECTOR DIFF (M/S) Y5FYCOBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.4878, expected range: 0.7772 6.8344
ADS-C WIND VECTOR DIFF (M/S) 05URYCJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.2477, expected range: 0.0000 15.9580
ADS-C WIND VECTOR DIFF (M/S) K0GMVHJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.5788, expected range: 0.0000 9.4542
ADS-C WIND VECTOR DIFF (M/S) ZHWIG1RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.6073, expected range: 0.0000 8.8441
ADS-C WIND VECTOR DIFF (M/S) E4OIHNRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.7756, expected range: 0.0000 9.9168
ADS-C WIND VECTOR DIFF (M/S) C03XONRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=33.2507, expected range: 0.0000 39.1414
ADS-C WIND VECTOR DIFF (M/S) OO4YCORA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=31.9311, expected range: 0.0000 11.6963
ADS-C WIND VECTOR DIFF (M/S) UVGCETRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.4415, expected range: 0.0000 10.7326
ADS-C WIND VECTOR DIFF (M/S) AZWDWDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.3673, expected range: 0.8839 6.9084
airep
AIREP WIND VECTOR DIFF (M/S) ACA845 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.1525, expected range: 0.0000 21.9319
AIREP WIND VECTOR DIFF (M/S) THY3EM PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.6984, expected range: 0.0000 13.8878
AIREP WIND VECTOR DIFF (M/S) THY13T PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.3259, expected range: -0.7479 6.9249
Severe: rms_fgdepar=28.2554, expected range: 0.0000 8.0564
AIREP WIND VECTOR DIFF (M/S) THY4YT PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.9201, expected range: -24.9994 35.7453
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 1348.4465
synop
MANUAL LAND SYNOP RH2M (%) 66285 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.3383, expected range: 33.2476 68.9989
Severely_persistent: rms_fgdepar=56.3383, expected range: 33.8635 68.6180
MANUAL LAND SYNOP RH2M (%) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=1.0000, expected range: -0.9429 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 35331 : out of range
Severe: rms_fgdepar=37.6512, expected range: 0.0000 11.9160
AUTOMATIC LAND SYNOP RH2M (%) 68523 : out of range
Severe: rms_fgdepar=31.1773, expected range: 0.0000 13.3712
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87643 : out of range
Severe: rms_fgdepar=378.4649, expected range: 0.0000 121.5176
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82444 : out of range
Severe: rms_fgdepar=468.2961, expected range: 9.8198 131.3612
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41697 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=363.1668, expected range: 0.0000 298.7223
Severe: avg_pge=0.8114, expected range: -1.0782 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82768 : out of range
Severe: rms_fgdepar=331.5097, expected range: 0.0000 191.2638
Severe: avg_pge=0.8118, expected range: -0.3928 0.6215
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 64459 : out of range
Severe: rms_fgdepar=530.1944, expected range: 0.0000 274.1753
Severe: avg_pge=0.8124, expected range: -0.5459 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 64040 : out of range
Severe: rms_fgdepar=493.4841, expected range: 0.0000 185.4104
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04072 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=325.7914, expected range: 0.0000 118.6502
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04872 : out of range
Severe: rms_fgdepar=417.3542, expected range: 56.0902 186.2763
Severe: avg_pge=0.8336, expected range: 0.1407 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 98324 : out of range
Severe: rms_fgdepar=315.6373, expected range: 0.0000 145.2969
BUFR LAND SYNOP RH2M (%) 60571 : out of range
Severe: rms_fgdepar=32.1890, expected range: 0.0000 8.4711
BUFR LAND SYNOP RH2M (%) 34394 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.0350, expected range: -74.2203 86.3151
Severe: rms_fgdepar=51.0350, expected range: 0.0000 54.5953
Severe: avg_pge=0.9626, expected range: -1.6095 0.7500
BUFR LAND SYNOP RH2M (%) 51765 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9018, expected range: -1.3870 0.7500
BUFR LAND SYNOP RH2M (%) 68416 : out of range
Severe: rms_fgdepar=34.4837, expected range: 0.0000 13.2968
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7A5552 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=814.5381, expected range: 553.1271 1256.6603
Severely_persistent: rms_fgdepar=814.5381, expected range: 556.1262 1262.8744
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OWLD2 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=648.0529, expected range: 0.0000 946.6039
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRLJ4 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=981.2427, expected range: 1237.7508 1344.4537
Severely_persistent: rms_fgdepar=981.2427, expected range: 1240.3132 1342.5998
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KIAB : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=650.2650, expected range: 275.7961 942.9566
Severely_persistent: rms_fgdepar=650.3783, expected range: 275.7961 942.9566
Severely_persistent: avg_pge=0.8408, expected range: 0.6442 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7OJ5 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.2200, expected range: 0.0000 14.1398
Severe: avg_pge=0.8885, expected range: -0.8667 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 2AUO5 : out of range
Severe: avg_fgdepar=25.2586, expected range: -2.0222 6.7084
Severe: rms_fgdepar=25.2586, expected range: 0.0000 6.7084
Severe: avg_pge=0.9326, expected range: -0.8102 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V6038 : out of range
Severe: avg_fgdepar=20.0760, expected range: -7.7451 13.0034
Severe: rms_fgdepar=20.0760, expected range: 0.0000 13.0034
Severe: avg_pge=0.9181, expected range: -1.2241 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9HA4638 : out of range
Severe: rms_fgdepar=16.4237, expected range: 0.0000 15.3092
Severe: avg_pge=0.8763, expected range: -0.5966 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DFPG2 : out of range
Severe: avg_pge=0.8107, expected range: 0.6851 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DITI2 : out of range
Severe: rms_fgdepar=415.3385, expected range: 0.0000 92.5302
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCDE3 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=662.6251, expected range: -838.7891 1302.6904
Severe: rms_fgdepar=662.6251, expected range: 0.0000 1039.4978
Severe: avg_pge=0.8337, expected range: -1.0836 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6DT6 : out of range
Severe: rms_fgdepar=364.2142, expected range: 0.0000 196.0632
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MERFR17 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=320.7291, expected range: 0.0000 270.3602
Severe: avg_pge=0.8146, expected range: -0.7970 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2HFZ7 : out of range
Severe: avg_pge=0.8023, expected range: -0.3961 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HJF9 : out of range
Severe: rms_fgdepar=595.0519, expected range: 0.0000 441.7705
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PHET : out of range
Severe: rms_fgdepar=314.8785, expected range: 0.0000 154.9303
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501670 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=505.1424, expected range: -1501.6422 1250.6128
Severely_persistent: rms_fgdepar=506.0394, expected range: 0.0000 1020.9550
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101654 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8474, expected range: -0.8376 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101849 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8074, expected range: -1.4930 0.7500
metar
METAR SURFACE PRESSURE (PA) BIVO : out of range
Severe: rms_fgdepar=450.8153, expected range: 0.0000 97.4730
snow
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-778.0772, expected range: -793.3426 -764.3968
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=778.0781, expected range: 764.4508 793.3355
BUFR LAND SYNOP SNOW (CM) _MI1F9AC : out of range
27 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.9163, expected range: 41.6272 65.0877
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71052 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5932, expected range: -15.7789 -4.0413
Severely_persistent: rms_fgdepar=13.5468, expected range: 4.0293 15.8165
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51777 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3205, expected range: -18.3785 -8.3267
Severely_persistent: rms_fgdepar=12.3205, expected range: 8.5570 16.7910
BUFR LAND SYNOP 2M TEMPERATURE (K) 71052 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5196, expected range: -14.8468 -4.3495
Severely_persistent: rms_fgdepar=14.4800, expected range: 4.3526 14.8797
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.3760, expected range: -22.7423 -6.7331
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.3969, expected range: 6.7938 22.7892
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2760, expected range: -21.4981 -5.9322
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.2966, expected range: 5.9516 21.6143
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68843 : out of range
Severe: avg_fgdepar=-12.9288, expected range: -2.4180 0.9867
Severe: rms_fgdepar=13.0982, expected range: 0.0000 3.0554
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68849 : out of range
Severe: rms_fgdepar=11.1739, expected range: 0.0000 2.0586
MANUAL LAND SYNOP 2M TEMPERATURE (K) 67291 : out of range
Severe: rms_fgdepar=10.5116, expected range: 0.0000 4.9425
METAR 2M TEMPERATURE (K) KMCF : out of range
Severe: avg_fgdepar=-19.6358, expected range: -11.2160 7.8902
Severe: rms_fgdepar=19.6358, expected range: 0.0000 11.9771
Severe: avg_est_pge=0.8067, expected range: -0.4392 0.6413
METAR 2M TEMPERATURE (K) GCXO : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.2430, expected range: -2.8863 2.2711
Severe: rms_fgdepar=15.2853, expected range: 0.0000 5.7278
BUFR LAND SYNOP 2M TEMPERATURE (K) 67291 : out of range
Severe: rms_fgdepar=10.4973, expected range: 0.0000 4.7014
BUFR LAND SYNOP 2M TEMPERATURE (K) 68843 : out of range
Severe: avg_fgdepar=-14.8587, expected range: -3.2606 0.5495
Severe: rms_fgdepar=14.8587, expected range: 0.0000 3.2606
BUFR LAND SYNOP 2M TEMPERATURE (K) 68849 : out of range
Severe: avg_fgdepar=-15.8995, expected range: -3.2900 1.1626
Severe: rms_fgdepar=15.8995, expected range: -4.2791 7.6534
rh2m
All AUTOMATIC LAND SYNOP WMO BLOCK 17 : all data missing
Severely_persistent: obs_number=0, expected range: 213.43 1710.66
All AUTOMATIC LAND SYNOP WMO BLOCK 18 : all data missing
Severely_persistent: obs_number=0, expected range: 149.76 1247.24
MANUAL LAND SYNOP RH2M (%) 60571 : out of range
Severe: rms_fgdepar=30.4471, expected range: 0.0000 12.6790