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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-22 00:00

amsua
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5910, expected range: -0.5188 -0.5121
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5297, expected range: -0.4798 -0.4756
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2975, expected range: -0.2522 -0.2137
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.8803, expected range: -0.7854 -0.7344
iasi
METOP-B IASI RADIANCES CHANNEL 366 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1850, expected range: -0.1497 -0.1108
METOP-C IASI RADIANCES CHANNEL 3105 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1540, expected range: -0.1829 -0.1697
METOP-C IASI RADIANCES CHANNEL 87 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0592, expected range: 0.1159 0.1685
METOP-C IASI RADIANCES CHANNEL 262 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0530, expected range: 0.0378 0.0407
METOP-C IASI RADIANCES CHANNEL 269 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0749, expected range: -0.0956 -0.0858
METOP-B IASI RADIANCES CHANNEL 432 : out of range
Slight: avg_fgdepar=0.0214, expected range: -0.0113 0.0111
cris
NOAA20 CRIS RADIANCES CHANNEL 72 : out of range
Considerable: obs_number=2456.0000, expected range: 2094.2640 2368.6110
NOAA20 CRIS RADIANCES CHANNEL 74 : out of range
Considerable: obs_number=2458.0000, expected range: 2099.5052 2367.9948
NOAA20 CRIS RADIANCES CHANNEL 75 : out of range
Considerable: obs_number=2449.0000, expected range: 2074.1249 2364.8163
NOAA20 CRIS RADIANCES CHANNEL 76 : out of range
Considerable: obs_number=2459.0000, expected range: 2091.5799 2379.0451
NOAA20 CRIS RADIANCES CHANNEL 78 : out of range
Considerable: obs_number=2440.0000, expected range: 2067.4122 2363.5878
airs
AQUA AIRS RADIANCES CHANNEL 257 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.1577, expected range: -0.2314 -0.2257
AQUA AIRS RADIANCES CHANNEL 210 : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0148, expected range: -0.0571 -0.0300
AQUA AIRS RADIANCES CHANNEL 218 : out of range
Severe: avg_biascorr=0.0218, expected range: -0.0284 -0.0084
AQUA AIRS RADIANCES CHANNEL 226 : out of range
Severe: avg_biascorr=-0.0909, expected range: -0.1557 -0.1361
AQUA AIRS RADIANCES CHANNEL 256 : out of range
Severe: avg_biascorr=-0.1763, expected range: -0.2295 -0.2034
AQUA AIRS RADIANCES CHANNEL 1104 : out of range
Severe: avg_biascorr=0.4354, expected range: 0.4935 0.5111
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=-0.1368, expected range: -0.2141 -0.1786
NPP ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0464, expected range: -0.0271 -0.0209
NPP ATMS RADIANCES CHANNEL 21 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2106, expected range: 0.1266 0.1371
NPP ATMS RADIANCES CHANNEL 22 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.7406, expected range: 0.6337 0.6678
NPP ATMS RADIANCES CHANNEL 13 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4691, expected range: -0.3684 -0.3398
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2445, expected range: -0.3062 -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=-0.0401, expected range: -0.1169 -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=0.5353, expected range: 0.4158 0.4639
NOAA20 ATMS RADIANCES (7 channels affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=3708.0000, expected range: 3150.5536 3586.8214
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 250-251 (HPA) : out of range
10 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0273, expected range: -0.2457 -0.0991
Radiosondes
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severely_persistent: obs_number=0, expected range: 104.57 189.83
LAND TEMP Q (G/KG) 96633 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.7547, expected range: 1.0862 1.7164
LAND TEMP Q (G/KG) 24947 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.5026, expected range: 0.0000 1.2492
LAND TEMP WIND VECTOR DIFF (M/S) 42971 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=18.6442, expected range: 0.0000 9.2562
LAND TEMP WIND VECTOR DIFF (M/S) 42379 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=20.9269, expected range: 0.0000 10.0782
HIGH RESO LAND TEMP Q (G/KG) 57687 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.3333, expected range: 0.0000 1.7088
HIGH RESO LAND TEMP Q (G/KG) 54857 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.7722, expected range: 0.0000 1.9395
HIGH RESO LAND TEMP TEMPERATURE (K) 17281 PRESSURE LAYER 900-1200 (HPA : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9059, expected range: 0.0441 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 51656 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=8.1873, expected range: 0.0000 7.3773
Severe: avg_pge=0.9106, expected range: -0.6266 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 50774 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=16.4295, expected range: 0.3490 3.7447
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 81.99 552.15
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=325.0000, expected range: 396.4347 440.8153
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=101.0000, expected range: 88.9203 94.1908
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) NNCUITBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.9110, expected range: 0.0000 6.4487
WIGOS AMDAR WIND VECTOR DIFF (M/S) MX4TA2JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.0630, expected range: 0.0000 7.3154
WIGOS AMDAR WIND VECTOR DIFF (M/S) QB0CV2JA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.0124, expected range: 0.0000 9.1219
WIGOS AMDAR WIND VECTOR DIFF (M/S) L5RUIRZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=23.8358, expected range: 0.0381 5.9974
Severe: rms_fgdepar=23.8358, expected range: 0.0000 7.3823
WIGOS AMDAR WIND VECTOR DIFF (M/S) K2IHLDRA PRESSURE LAYER 900-1200 (H : out of range
Severe: avg_fgdepar=20.1795, expected range: -4.7275 22.2073
Severe: rms_fgdepar=20.1795, expected range: 0.0000 21.6143
Severe: avg_pge=0.8492, expected range: 0.0859 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) XP3LWGRA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=19.1873, expected range: 0.0567 6.0900
WIGOS AMDAR WIND VECTOR DIFF (M/S) B5YMILRA PRESSURE LAYER 900-1200 (H : out of range
Severe: avg_fgdepar=21.2742, expected range: 0.4535 4.1264
Severe: avg_pge=0.8116, expected range: -0.3163 0.4423
WIGOS AMDAR WIND VECTOR DIFF (M/S) Z5ZIOZRA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=17.3966, expected range: 0.0000 7.8986
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 02933 PRESSURE LAYER 600-900 : out of range
Severe: rms_fgdepar=17.0793, expected range: 0.0000 10.7686
Severe: avg_pge=0.9005, expected range: -0.4919 0.6500
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42379 (3 pressure layers affected) : out of range
Severe: rms_fgdepar=15.0738, expected range: 0.9356 6.7126
LAND PILOT WIND VECTOR DIFF (M/S) 42379 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=20.2709, expected range: -2.0056 9.1774
synop
MANUAL LAND SYNOP RH2M (%) 42473 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9915, expected range: -0.6205 0.7500
MANUAL LAND SYNOP RH2M (%) 42469 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9999, expected range: -1.7320 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 44232 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8302, expected range: 0.4873 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83235 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=339.7247, expected range: 0.0000 127.3797
Severely_persistent: avg_pge=0.8023, expected range: -0.7640 0.7500
BUFR LAND SYNOP RH2M (%) 60390 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.3489, expected range: -56.5752 94.0320
Severely_persistent: rms_fgdepar=54.3489, expected range: 0.0000 94.0320
Severely_persistent: avg_pge=0.9997, expected range: -1.7518 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 34601 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=643.0817, expected range: -184.6181 207.5282
Severely_persistent: rms_fgdepar=643.0817, expected range: -133.7108 185.4983
Severely_persistent: avg_pge=0.9074, expected range: -1.3530 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-619.5136, expected range: -655.6906 -565.0396
Severely_persistent: rms_fgdepar=619.5741, expected range: 564.2920 657.1530
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-896.3908, expected range: -988.9634 -812.3440
Severely_persistent: rms_fgdepar=897.4744, expected range: 816.9997 986.9127
BUFR LAND SYNOP SURFACE PRESSURE (PA) 38344 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8239, expected range: -1.3985 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 35082 : out of range
Severe: avg_pge=0.9987, expected range: -1.2455 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 35816 : out of range
Severe: rms_fgdepar=37.5548, expected range: 0.0000 15.9861
MANUAL LAND SYNOP RH2M (%) 41560 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8979, expected range: -0.6949 0.7500
MANUAL LAND SYNOP RH2M (%) 67781 : out of range
Severe: rms_fgdepar=31.3115, expected range: 0.0000 14.9818
MANUAL LAND SYNOP RH2M (%) 76593 : out of range
Severe: rms_fgdepar=37.3939, expected range: 0.0000 12.2825
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42961 : out of range
Severe: avg_fgdepar=562.1046, expected range: -224.4133 200.5750
Severe: rms_fgdepar=562.1046, expected range: 0.0000 209.2401
Severe: avg_pge=0.8698, expected range: -0.9450 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43087 : out of range
Severe: rms_fgdepar=406.7022, expected range: 0.0000 210.8209
Severe: avg_pge=0.8471, expected range: 0.0000 0.0000
BUFR LAND SYNOP RH2M (%) 94710 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9758, expected range: -1.8666 0.7500
BUFR LAND SYNOP RH2M (%) 72503 : out of range
Severe: avg_pge=0.8407, expected range: -0.0995 0.1492
BUFR LAND SYNOP RH2M (%) 72253 : out of range
Severe: rms_fgdepar=34.8433, expected range: 0.0000 7.3541
BUFR LAND SYNOP RH2M (%) 72254 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-52.5821, expected range: -16.0663 14.8176
Severe: rms_fgdepar=52.5821, expected range: 0.0000 8.5309
Severe: avg_pge=1.0000, expected range: -0.0774 0.0947
BUFR LAND SYNOP RH2M (%) 73028 : out of range
Severe: rms_fgdepar=35.9864, expected range: 0.0000 17.0278
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31510 : out of range
Severe: rms_fgdepar=359.1670, expected range: 0.0000 171.4637
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48433 : out of range
Severe: rms_fgdepar=396.8082, expected range: 40.5978 95.2527
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23383 : out of range
Severe: rms_fgdepar=315.7792, expected range: 0.0000 139.9662
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48385 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=432.5656, expected range: 0.0000 140.0219
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48386 : out of range
Severe: rms_fgdepar=597.7289, expected range: 0.0000 192.1041
BUFR LAND SYNOP SURFACE PRESSURE (PA) 96987 : out of range
Severe: rms_fgdepar=595.7468, expected range: 0.0000 111.8161
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=167.0396, expected range: 107.2645 138.9570
Considerable: obs_number=71.0000, expected range: 88.2848 93.1152
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2IYH3 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=657.2505, expected range: -206.7643 1368.6934
Severely_persistent: rms_fgdepar=657.2505, expected range: 0.0000 1410.2232
Severely_persistent: avg_pge=0.8495, expected range: 0.6275 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3FJB3 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=483.8612, expected range: 0.0000 202.1396
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3865 : out of range
Severe: avg_pge=0.8085, expected range: -1.0507 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 45197 : out of range
Severe: rms_fgdepar=314.5358, expected range: 0.0000 105.5907
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5028 : out of range
Severe: rms_fgdepar=515.7402, expected range: 0.0000 410.9984
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KIAB : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=689.0693, expected range: -351.0300 1171.8740
Severe: rms_fgdepar=689.0693, expected range: 0.0000 1216.5094
Severe: avg_pge=0.8550, expected range: -0.0898 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BU3 : out of range
Severe: rms_fgdepar=19.0812, expected range: 0.0000 5.3620
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRBJ9 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=25.3927, expected range: -24.1092 38.8014
Severe: rms_fgdepar=25.3927, expected range: 0.0000 43.3656
Severe: avg_pge=0.9265, expected range: -0.7772 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301613 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=375.5701, expected range: 0.0000 360.8262
Severe: avg_pge=0.8053, expected range: -0.5261 0.7020
DRIFTING BUOYS SURFACE PRESSURE (PA) 6102797 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8547, expected range: 0.7588 0.7500
metar
METAR SURFACE PRESSURE (PA) HESH : out of range
Severe: rms_fgdepar=333.1536, expected range: 0.0000 109.5992
METAR SURFACE PRESSURE (PA) FAEL : out of range
Severe: rms_fgdepar=426.1805, expected range: 0.0000 118.7320
AUTOMATIC METAR SURFACE PRESSURE (PA) KSSF : out of range
Severe: rms_fgdepar=300.2699, expected range: 12.9648 125.6758
snow
BUFR LAND SYNOP SNOW (CM) _MI1F541 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.0667, expected range: 34.6516 60.0844
BUFR LAND SYNOP SNOW (CM) _MI1F541 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.1701, expected range: 35.5038 60.5179
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=69.5239, expected range: 55.8397 73.2808
Severely_persistent: rms_fgdepar=69.5341, expected range: 55.8516 73.2753
BUFR LAND SYNOP SNOW (CM) _MF1B2B2 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.7507, expected range: 49.3760 62.5168
BUFR LAND SYNOP SNOW (CM) _MF1B2B2 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.7507, expected range: 49.3851 62.5168
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=-66.7533, expected range: -79.5212 -63.2941
Severely_persistent: rms_fgdepar=66.7533, expected range: 63.2941 79.5212
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=-774.0151, expected range: -781.2960 -707.9687
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=774.0151, expected range: 707.9668 781.3003
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=58.4327, expected range: 63.2641 124.6223
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=58.4719, expected range: 63.2723 124.6573
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=-100.5608, expected range: -93.8247 -86.9592
Severely_persistent: rms_fgdepar=100.5630, expected range: 86.9589 93.8255
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=50.6445, expected range: 30.3327 54.7503
t2m
METAR 2M TEMPERATURE (K) UGMS : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.5036, expected range: 8.1337 15.5629
Severely_persistent: rms_fgdepar=12.6404, expected range: 8.2307 15.6028
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.9357, expected range: -41.7945 14.1149
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.9512, expected range: 8.6860 23.8592
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=-14.3720, expected range: -19.6116 -11.1498
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=14.3832, expected range: 11.1798 19.6592
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89625 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0092, expected range: -15.9043 5.6682
Severe: rms_fgdepar=12.0380, expected range: 0.0000 13.4189
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 56106 : out of range
Severe: avg_fgdepar=12.1537, expected range: 5.6801 10.5499
Severe: rms_fgdepar=12.1537, expected range: 5.6801 10.5499
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71506 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9822, expected range: -13.9953 7.0206
Severe: rms_fgdepar=14.3124, expected range: 0.0000 11.9402
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
Severe: rms_fgdepar=12.0375, expected range: 0.0000 11.7967
MANUAL LAND SYNOP 2M TEMPERATURE (K) 94834 : out of range
Severe: rms_fgdepar=10.2161, expected range: 0.0000 3.9244
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42506 : out of range
Severe: avg_fgdepar=12.2725, expected range: -2.1219 13.4530
Severe: rms_fgdepar=12.2725, expected range: 0.0000 13.4530
METAR 2M TEMPERATURE (K) KSSF : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.5774, expected range: 2.2212 4.5322
METAR 2M TEMPERATURE (K) KHYI : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.7192, expected range: 1.2406 3.7359
METAR 2M TEMPERATURE (K) SBSM : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.7612, expected range: 0.0000 4.0519
METAR 2M TEMPERATURE (K) KTYR : out of range
Severe: rms_fgdepar=10.5386, expected range: 1.8496 3.5033
METAR 2M TEMPERATURE (K) KSJT : out of range
Severe: rms_fgdepar=10.0151, expected range: 1.1629 5.0118
METAR 2M TEMPERATURE (K) KBAZ : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.5888, expected range: -1.1656 3.0399
Severe: rms_fgdepar=12.6285, expected range: 0.3284 4.2489
BUFR LAND SYNOP 2M TEMPERATURE (K) 89625 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0621, expected range: -15.9374 5.6198
Severe: rms_fgdepar=12.0907, expected range: 0.0000 13.4811
BUFR LAND SYNOP 2M TEMPERATURE (K) 71506 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1240, expected range: -13.6732 6.5247
Severe: rms_fgdepar=13.4978, expected range: 0.0000 11.8682
BUFR LAND SYNOP 2M TEMPERATURE (K) 42506 : out of range
Severe: avg_fgdepar=12.2032, expected range: -2.1439 13.3618
Severe: rms_fgdepar=12.2032, expected range: 0.0000 13.3618
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 16684 : out of range
Severe: rms_fgdepar=32.8617, expected range: 0.0000 16.7677
AUTOMATIC LAND SYNOP RH2M (%) 73028 : out of range
Severe: rms_fgdepar=32.2574, expected range: 0.0000 16.4465
METAR RH2M (%) KHYI : out of range
Severe: rms_fgdepar=37.5526, expected range: 0.8069 21.3743
METAR RH2M (%) HSPN : out of range
Severe: rms_fgdepar=32.8111, expected range: 0.0000 17.8562