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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-11 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0848, expected range: 0.1542 0.2004
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4075, expected range: -0.3808 -0.3520
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2433, expected range: -0.1727 -0.0861
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2399, expected range: 0.3147 0.3276
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2356, expected range: -0.1314 -0.0728
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.7085, expected range: -0.6370 -0.5842
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0159, expected range: -0.0318 -0.0164
NPP ATMS RADIANCES CHANNEL 13 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4020, expected range: -0.3684 -0.3381
NOAA20 ATMS RADIANCES CHANNEL 21 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0678, expected range: -0.1099 -0.1047
NPP ATMS RADIANCES (12 channels affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=16622.0000, expected range: 20529.3710 24490.3790
NOAA20 ATMS RADIANCES (11 channels affected) : out of range
Considerable: obs_number=17056.0000, expected range: 20260.2665 25236.2335
gpsro
All COSMIC2-E1 GPSRO RISING ALL HEIGHTS Global : all data missing
Severe: obs_number=0, expected range: 582.93 4027.88
COSMIC2-E4 GPSRO SETTING HEIGHT 26-28 KM : out of range
1 times in the last 10 days for at least one item
Slight: stdev_norm_fgdepar=1.2290, expected range: 0.9784 1.1703
Atmospheric Motion Vector
METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=252.0000, expected range: 345.4287 513.5076
Radiosondes
LAND TEMP Q (G/KG) 61442 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=6.2650, expected range: -5.8857 10.3700
Severe: rms_fgdepar=7.1765, expected range: 0.0000 9.3723
LAND TEMP WIND VECTOR DIFF (M/S) 74455 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.4525, expected range: 0.4046 6.5520
All LAND TEMP ALL LAYERS WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 0.00 256.91
HIGH RESO LAND TEMP TEMPERATURE (K) 72265 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=6.0054, expected range: 0.0000 2.0538
Severe: avg_pge=0.8865, expected range: -1.0027 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Severe: obs_number=300.0000, expected range: 148.6772 171.8228
Considerable: obs_number=1189.0000, expected range: 282.1465 778.3535
Considerable: obs_number=521.0000, expected range: 39.0640 277.8385
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 131.68 144.72
HIGH RESO SEA TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 118.3309 853.6137
Severe: obs_number=0.0000, expected range: 101.3280 917.3692
LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: rms_fgdepar=2.3235, expected range: 1.0149 1.8292
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=401.0000, expected range: 306.5814 354.3075
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=595.0000, expected range: 288.6494 406.6006
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=4125.0000, expected range: 3332.2009 3856.5491
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=64.0000, expected range: 127.9981 156.7519
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=561.0000, expected range: 356.3935 463.3565
amdar
AMDAR WIND VECTOR DIFF (M/S) AEA041 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.8527, expected range: 0.0000 9.0482
AMDAR WIND VECTOR DIFF (M/S) (2 pressure layers affected) : missing
Severe: obs_number=0.0000, expected range: 0.0000 295.0319
TAMDAR WIND VECTOR DIFF (M/S) 00005178 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=20.0328, expected range: -0.2040 31.1368
Severe: rms_fgdepar=20.0328, expected range: 1.9572 29.4734
WIGOS AMDAR WIND VECTOR DIFF (M/S) XFELCZRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.0264, expected range: 0.7796 4.6472
WIGOS AMDAR Q (G/KG) F33GUWRA PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.8482, expected range: 0.0146 1.3538
ADS-C WIND VECTOR DIFF (M/S) ZHWIG1RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=34.1768, expected range: 0.0000 12.8319
ADS-C WIND VECTOR DIFF (M/S) VQOUIJZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.8959, expected range: 0.0000 9.6199
airep
AIREP WIND VECTOR DIFF (M/S) ANZ141 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.1496, expected range: 0.0000 11.6959
AIREP WIND VECTOR DIFF (M/S) ANZ123 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.3837, expected range: 0.0000 9.1080
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 03159 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=16.9181, expected range: 0.0000 12.8582
Severe: avg_pge=0.8083, expected range: -0.9979 0.7500
synop
MANUAL LAND SYNOP RH2M (%) 42752 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.6383, expected range: -10.0584 77.3979
Severely_persistent: rms_fgdepar=50.6383, expected range: 0.0000 77.3979
Severely_persistent: avg_pge=1.0000, expected range: -1.6688 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 35082 : out of range
Severe: avg_fgdepar=-51.8152, expected range: -82.5724 87.6281
Severe: rms_fgdepar=51.8152, expected range: 0.0000 78.6139
Severe: avg_pge=0.9996, expected range: -1.0798 0.7500
MANUAL LAND SYNOP RH2M (%) 42661 : out of range
Severe: avg_pge=0.8744, expected range: -0.8229 0.7500
MANUAL LAND SYNOP RH2M (%) 42174 : out of range
Severe: avg_fgdepar=56.2476, expected range: -17.5811 48.5908
Severe: rms_fgdepar=56.2476, expected range: 0.0000 48.5908
MANUAL LAND SYNOP RH2M (%) 42447 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9726, expected range: -0.9577 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91353 : out of range
Severe: rms_fgdepar=370.1645, expected range: 0.0000 264.4565
Severe: avg_pge=0.8673, expected range: -0.5028 0.7500
BUFR LAND SYNOP RH2M (%) 71831 : out of range
Severe: avg_fgdepar=52.1625, expected range: -48.7409 36.5907
Severe: rms_fgdepar=52.1625, expected range: 0.0000 26.5235
BUFR LAND SYNOP RH2M (%) 72412 : out of range
Severe: avg_pge=0.9975, expected range: -1.1147 0.7500
BUFR LAND SYNOP RH2M (%) 94422 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9866, expected range: -1.2470 0.7500
BUFR LAND SYNOP RH2M (%) 94732 : out of range
Severe: avg_fgdepar=-50.9273, expected range: -23.9604 38.4601
Severe: rms_fgdepar=50.9273, expected range: 0.0000 33.8951
Severe: avg_pge=0.9605, expected range: -0.0009 0.0073
BUFR LAND SYNOP RH2M (%) 22892 : out of range
Severe: rms_fgdepar=30.2916, expected range: 0.0000 15.8684
BUFR LAND SYNOP RH2M (%) 72543 : out of range
Severe: avg_pge=0.9751, expected range: -0.0227 0.0351
BUFR LAND SYNOP RH2M (%) 94444 : out of range
Severe: avg_pge=0.8471, expected range: -1.2708 0.7500
BUFR LAND SYNOP RH2M (%) 64184 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9092, expected range: -1.3841 0.7500
BUFR LAND SYNOP RH2M (%) 72425 : out of range
Severe: avg_pge=0.9991, expected range: -0.0392 0.0577
BUFR LAND SYNOP RH2M (%) 94318 : out of range
Severe: avg_pge=0.9125, expected range: -0.0889 0.1312
BUFR LAND SYNOP RH2M (%) 71299 : out of range
Severe: rms_fgdepar=39.6404, expected range: 0.8135 14.0541
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8026, expected range: 0.2812 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94213 : out of range
Severe: avg_fgdepar=1013.8299, expected range: -116.9500 131.1814
Severe: rms_fgdepar=1013.8299, expected range: 0.0000 90.3902
Severe: avg_pge=0.9415, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24894 : out of range
Severe: avg_fgdepar=-691.1884, expected range: -105.8150 9.9417
Severe: rms_fgdepar=691.1884, expected range: 0.0000 105.8150
Severe: avg_pge=0.9103, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 35127 : out of range
Severe: rms_fgdepar=360.6482, expected range: 0.0000 125.7598
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=241.4722, expected range: 0.0000 120.8086
Severe: obs_number=81.0000, expected range: 41.5730 45.9826
Considerable: obs_number=1749.0000, expected range: 1479.7056 1567.8500
BUFR LAND SYNOP Z (M) : out of range
Severe: obs_number=96.0000, expected range: 75.3572 78.8928
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=479.0000, expected range: 516.4399 557.0601
Considerable: obs_number=119.0000, expected range: 154.3531 183.0469
Considerable: obs_number=965.0000, expected range: 1029.9057 1156.5943
Considerable: obs_number=264.0000, expected range: 341.3940 387.3560
Considerable: obs_number=63.0000, expected range: 110.4950 126.3939
Considerable: obs_number=52.0000, expected range: 79.2024 87.0198
BUFR LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=1236.0000, expected range: 1066.2628 1143.9872
Severe: obs_number=1836.0000, expected range: 1521.1357 1572.4199
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRSB5 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=517.7995, expected range: -117.3155 1156.7887
Severely_persistent: rms_fgdepar=517.7995, expected range: 0.0000 1172.3108
Severely_persistent: avg_pge=0.8051, expected range: 0.4233 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRDU9 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9043, expected range: -1.2168 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6CX3 : out of range
Severe: avg_fgdepar=-1177.1821, expected range: -635.5987 444.7950
Severe: rms_fgdepar=1177.1821, expected range: 0.0000 741.1701
Severe: avg_pge=0.9245, expected range: -1.0066 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6408 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=543.6218, expected range: -652.2528 723.4467
Severe: rms_fgdepar=550.4814, expected range: 0.0000 828.2752
Severe: avg_pge=0.8036, expected range: -1.1034 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=156.0000, expected range: 120.0000 120.0000
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6102797 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8496, expected range: -1.0464 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1601632 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=310.6815, expected range: 0.0000 63.1115
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=183.0000, expected range: 207.9383 221.2839
metar
METAR SURFACE PRESSURE (PA) KMAF : out of range
Severe: rms_fgdepar=357.3073, expected range: 0.0000 122.7251
AUTOMATIC METAR SURFACE PRESSURE (PA) KBPG : out of range
Severe: rms_fgdepar=304.2758, expected range: 0.0000 136.9116
snow
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.6652, expected range: 23.9548 82.3396
Severely_persistent: rms_fgdepar=57.6652, expected range: 23.9548 82.3396
BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.7786, expected range: -69.0295 -48.1376
BUFR LAND SYNOP SNOW (CM) _MF1DB41 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.7912, expected range: 48.1827 69.0443
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.4657, expected range: 42.2914 56.7458
Severely_persistent: rms_fgdepar=56.4690, expected range: 42.2952 56.7472
BUFR LAND SYNOP SNOW (CM) 01003 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.9641, expected range: -83.2859 -71.6802
Severely_persistent: rms_fgdepar=74.9641, expected range: 71.6802 83.2859
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.6705, expected range: 23.9774 82.3535
Severely_persistent: rms_fgdepar=57.6705, expected range: 23.9774 82.3535
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=-732.6528, expected range: -733.2755 -713.5115
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=732.6531, expected range: 713.5136 733.2754
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.4597, expected range: 29.2885 68.9470
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.4713, expected range: 29.3439 69.0068
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=72.0193, expected range: 57.0827 78.2059
BUFR LAND SYNOP SNOW (CM) _MI161D5 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=72.0215, expected range: 57.1047 78.2066
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-93.1334, expected range: -102.8097 -64.0498
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=93.1353, expected range: 64.0721 102.8145
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=100.7925, expected range: 53.7164 108.8962
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=100.7968, expected range: 53.7200 108.9027
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.2824, expected range: 54.8955 88.3949
BUFR LAND SYNOP SNOW (CM) _MI11AD6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.2881, expected range: 54.9357 88.3942
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=-90.6094, expected range: -94.6888 -90.1213
Severely_persistent: rms_fgdepar=90.6095, expected range: 90.1213 94.6888
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.0828, expected range: -58.2569 -48.2743
BUFR LAND SYNOP SNOW (CM) _MI1A5CE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.0828, expected range: 48.2685 58.3131
ROCOB TEMP SNOW (CM) 63307835 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-57.9405, expected range: -75.8847 -52.7188
Severe: rms_fgdepar=57.9405, expected range: 50.5031 75.1087
t2m
LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1973, expected range: -23.8039 8.7622
Severely_persistent: rms_fgdepar=14.2691, expected range: 0.0000 23.8836
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.0584, expected range: -16.9618 -8.2354
Severely_persistent: rms_fgdepar=15.2615, expected range: 8.3119 17.4512
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5601, expected range: -27.3087 2.9659
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.5666, expected range: 3.4049 22.1951
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9087, expected range: -21.1165 2.2726
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.9546, expected range: 3.5112 16.5922
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89257 : out of range
Severe: avg_fgdepar=14.3456, expected range: -11.0653 8.5724
Severe: rms_fgdepar=14.4485, expected range: 0.0000 7.5208
MANUAL LAND SYNOP 2M TEMPERATURE (K) 11170 : out of range
Severe: rms_fgdepar=10.5919, expected range: 0.0000 4.1154
MANUAL LAND SYNOP 2M TEMPERATURE (K) 61731 : out of range
Severe: rms_fgdepar=11.1494, expected range: 0.0000 5.0475
MANUAL LAND SYNOP 2M TEMPERATURE (K) 72641 : out of range
Severe: rms_fgdepar=10.5260, expected range: 0.0000 2.7716
MANUAL LAND SYNOP 2M TEMPERATURE (K) 72547 : out of range
Severe: rms_fgdepar=10.3497, expected range: 0.0000 3.0870
MANUAL LAND SYNOP 2M TEMPERATURE (K) 83309 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.1957, expected range: -3.3649 3.3565
Severe: rms_fgdepar=12.1957, expected range: 0.0000 2.9319
METAR 2M TEMPERATURE (K) KJVL : out of range
Severe: rms_fgdepar=11.8917, expected range: 0.0000 4.9994
BUFR LAND SYNOP 2M TEMPERATURE (K) 89257 : out of range
Severe: avg_fgdepar=14.2956, expected range: -11.1153 8.5224
Severe: rms_fgdepar=14.3989, expected range: 0.0000 7.5199
BUFR LAND SYNOP 2M TEMPERATURE (K) 83309 : out of range
Severe: avg_fgdepar=12.1843, expected range: -3.4714 3.3234
Severe: rms_fgdepar=12.1843, expected range: 0.0000 2.8982
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=2001.0000, expected range: 1534.3124 1562.4654
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 16710 : out of range
Severe: rms_fgdepar=32.1002, expected range: 0.0000 17.4334
AUTOMATIC LAND SYNOP RH2M (%) 72265 : out of range
Severe: rms_fgdepar=33.5344, expected range: 0.0000 13.3732
AUTOMATIC LAND SYNOP RH2M (%) 72268 : out of range
Severe: rms_fgdepar=34.7569, expected range: -10.0139 13.7975
AUTOMATIC LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Severe: avg_lsm=0.8374, expected range: 0.6645 0.7305
LAND TEMP RH2M (%) 89009 : out of range
Severe: rms_fgdepar=32.8013, expected range: 0.0000 16.3125