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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-17 00:00

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=-0.0439, expected range: -0.0763 -0.0695
NOAA 15 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=0.0722, expected range: 0.1542 0.1820
NOAA 18 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=-0.5571, expected range: -0.4709 -0.4610
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5642, expected range: -0.5188 -0.4789
NOAA 19 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=-0.2177, expected range: -0.1727 -0.1581
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=0.2124, expected range: 0.3147 0.3269
iasi
METOP-C IASI RADIANCES CHANNEL 262 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0504, expected range: 0.0331 0.0407
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0015, expected range: -0.0198 -0.0164
NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5019, expected range: -0.4307 -0.3830
NPP ATMS RADIANCES CHANNEL 13 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4598, expected range: -0.3684 -0.3210
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2446, expected range: -0.3030 -0.2913
NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5116, expected range: 0.4472 0.4639
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_fgdepar=0.6861, expected range: -0.4425 0.2507
gpsro
COSMIC2-E4 GPSRO SETTING HEIGHT 42-44 KM : out of range
Considerable: stdev_norm_fgdepar=0.9853, expected range: 0.2961 0.7530
COSMIC2-E4 GPSRO RISING HEIGHT 10-12 KM : out of range
Considerable: stdev_norm_fgdepar=1.3402, expected range: 0.7472 1.1269
Radiosondes
LAND TEMP Q (G/KG) 24641 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.5636, expected range: 0.0000 1.0704
LAND TEMP Q (G/KG) 42647 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=6.1471, expected range: -8.4069 8.0775
Severe: rms_fgdepar=6.4360, expected range: 0.0000 6.3109
LAND TEMP Q (G/KG) 42867 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=9.5062, expected range: -4.2406 8.8469
Severe: rms_fgdepar=9.5340, expected range: 0.0000 8.4771
LAND TEMP Q (G/KG) 42369 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=7.3117, expected range: -5.8457 7.1251
Severe: rms_fgdepar=7.3585, expected range: 0.0000 5.0715
LAND TEMP TEMPERATURE (K) 30935 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8786, expected range: -1.9026 0.7500
LAND TEMP TEMPERATURE (K) 42647 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.3215, expected range: 0.0000 4.2065
Severe: avg_pge=0.8599, expected range: -1.1653 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 24688 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=22.4697, expected range: -0.7766 6.3792
Severe: rms_fgdepar=22.8325, expected range: 0.0000 7.5024
Severe: avg_pge=0.9026, expected range: -0.3806 0.6912
HIGH RESO LAND TEMP TEMPERATURE (K) 52267 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=7.4701, expected range: 0.0000 4.7688
Severe: avg_pge=0.8655, expected range: -0.8820 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 44.58 331.10
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 78 : all data missing
Severe: obs_number=0, expected range: 109.51 145.74
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 81 : all data missing
Severe: obs_number=0, expected range: 104.69 159.06
All HIGH RESO LAND TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 228.79 291.46
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=1092.0000, expected range: 757.5996 844.9004
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=139.0000, expected range: 234.0834 308.9166
amdar
AMDAR TEMPERATURE (K) 00040449 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=7.5845, expected range: 0.0000 5.2029
Severe: avg_pge=0.8153, expected range: -0.2932 0.6647
AMDAR WIND VECTOR DIFF (M/S) JP9Z444Z PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=15.6529, expected range: 0.0000 6.8784
AMDAR WIND VECTOR DIFF (M/S) JP9Z4YYZ PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=19.8065, expected range: 0.0000 5.7086
WIGOS AMDAR WIND VECTOR DIFF (M/S) 4ZYTB0RA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=15.0843, expected range: 0.0000 8.2551
ADS-C WIND VECTOR DIFF (M/S) NKEICOJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=26.6070, expected range: 0.0000 8.6409
ADS-C WIND VECTOR DIFF (M/S) NP0CVYZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.5522, expected range: 0.0000 23.2531
airep
AIREP WIND VECTOR DIFF (M/S) AVA121 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.6567, expected range: 0.0000 26.2209
AIREP WIND VECTOR DIFF (M/S) AAL99 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.8019, expected range: 0.0000 14.6567
AIREP WIND VECTOR DIFF (M/S) THY13T PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.0321, expected range: 0.0000 10.0242
synop
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.1046, expected range: 4.9691 78.4480
Severely_persistent: rms_fgdepar=53.1046, expected range: 4.9691 78.4480
Severely_persistent: avg_pge=0.9999, expected range: -0.6267 0.7500
MANUAL LAND SYNOP RH2M (%) 42473 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.6661, expected range: 2.9509 70.5341
Severely_persistent: rms_fgdepar=50.6661, expected range: 2.9509 70.5341
Severely_persistent: avg_pge=1.0000, expected range: -1.2813 0.7500
MANUAL LAND SYNOP RH2M (%) 42674 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9845, expected range: -1.1906 0.7500
MANUAL LAND SYNOP RH2M (%) 42459 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9673, expected range: -1.7931 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 44232 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8261, expected range: -1.4348 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-603.5393, expected range: -716.7667 -502.3217
Severely_persistent: rms_fgdepar=603.7666, expected range: 500.1300 720.7659
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-887.0402, expected range: -1082.1653 -686.6340
Severely_persistent: rms_fgdepar=887.6778, expected range: 691.2541 1080.3063
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-594.9851, expected range: -890.6285 681.2771
Severely_persistent: rms_fgdepar=601.9111, expected range: 0.0000 734.5730
Severely_persistent: avg_pge=0.8990, expected range: -0.1245 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68821 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=53.8724, expected range: -55.6875 74.8175
Severe: rms_fgdepar=53.8724, expected range: -48.1205 70.0395
Severe: avg_pge=0.9955, expected range: -1.3213 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89575 : out of range
Severe: avg_pge=0.8336, expected range: -1.0756 0.7500
MANUAL LAND SYNOP RH2M (%) 63210 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9990, expected range: -1.9100 0.7500
MANUAL LAND SYNOP RH2M (%) 42177 : out of range
Severe: avg_pge=0.9991, expected range: -0.3892 0.4950
MANUAL LAND SYNOP RH2M (%) 42469 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8811, expected range: -0.1483 0.2105
MANUAL LAND SYNOP Z (M) 67663 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=246.9889, expected range: 0.0000 106.5211
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42577 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-527.9547, expected range: -482.5228 296.7606
Severe: rms_fgdepar=527.9547, expected range: 0.0000 540.9238
Severe: avg_pge=0.8919, expected range: -1.4724 0.7500
BUFR LAND SYNOP RH2M (%) 94710 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8187, expected range: -0.1189 0.1485
BUFR LAND SYNOP RH2M (%) 64040 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-51.2424, expected range: -93.5538 -9.4021
Severe: rms_fgdepar=51.2424, expected range: 9.4021 93.5538
BUFR LAND SYNOP RH2M (%) 24753 : out of range
Severe: rms_fgdepar=31.8750, expected range: 0.0000 13.7712
BUFR LAND SYNOP RH2M (%) 10393 : out of range
Severe: rms_fgdepar=37.1213, expected range: 0.0000 17.0054
BUFR LAND SYNOP RH2M (%) 10384 : out of range
Severe: rms_fgdepar=37.5084, expected range: 0.0000 20.6548
BUFR LAND SYNOP RH2M (%) 10385 : out of range
Severe: rms_fgdepar=34.7590, expected range: 0.0000 13.2184
BUFR LAND SYNOP RH2M (%) 96147 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-52.2310, expected range: -136.7352 100.7777
Severe: rms_fgdepar=52.4074, expected range: 0.0000 120.5221
Severe: avg_pge=0.9997, expected range: -2.3191 0.7500
BUFR LAND SYNOP RH2M (%) 02209 : out of range
Severe: rms_fgdepar=39.8516, expected range: 0.0188 16.5708
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86662 : out of range
Severe: rms_fgdepar=466.7365, expected range: 0.0000 120.7859
Severe: avg_pge=0.8562, expected range: -1.2962 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48315 : out of range
Severe: rms_fgdepar=353.0491, expected range: 0.0000 172.9769
BUFR LAND SYNOP SURFACE PRESSURE (PA) 17285 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=461.1680, expected range: 0.0000 216.0112
Severe: avg_pge=0.8619, expected range: -0.4709 0.6373
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31295 : out of range
Severe: rms_fgdepar=386.3621, expected range: 0.0000 122.3778
AUTOMATIC LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=115.0000, expected range: 143.0065 179.2157
Slight: obs_number=1094.0000, expected range: 1157.9473 1226.8027
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=231.0000, expected range: 329.1317 518.8683
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=120.0000, expected range: 103.3274 108.6726
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=91.0000, expected range: 101.8098 116.6902
ship
SHIP SURFACE PRESSURE (PA) VRPN8 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=936.7148, expected range: -614.6770 538.0715
Severe: rms_fgdepar=940.6380, expected range: 0.0000 473.3842
Severe: avg_pge=0.9285, expected range: -0.9666 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OYRO2 : out of range
Severe: avg_fgdepar=-533.3643, expected range: -209.3469 459.0358
Severe: rms_fgdepar=533.3643, expected range: 0.0000 431.1474
Severe: avg_pge=0.8182, expected range: -0.6884 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3ETA7 : out of range
Severe: avg_fgdepar=-791.7191, expected range: -223.3909 290.6378
Severe: rms_fgdepar=791.7191, expected range: 0.0000 458.4888
Severe: avg_pge=0.8890, expected range: -0.7892 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6PZ8 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-592.3076, expected range: -602.5371 -284.0349
Severe: rms_fgdepar=592.3076, expected range: 284.0349 602.5371
Severe: avg_pge=0.8304, expected range: 0.6463 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRQU9 : out of range
Severe: avg_fgdepar=-809.2182, expected range: -486.4599 524.6595
Severe: rms_fgdepar=809.2182, expected range: 0.0000 509.1672
Severe: avg_pge=0.8897, expected range: -0.7463 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LF4J : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=604.2222, expected range: -614.6697 1106.2966
Severe: rms_fgdepar=604.6798, expected range: 0.0000 1209.4226
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OXSQ2 : out of range
Severe: rms_fgdepar=16.4914, expected range: 0.0000 13.0004
Severe: avg_pge=0.8894, expected range: -1.0121 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7HH3 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8921, expected range: -0.7114 0.7500
BUFR SHIP SYNOP RH2M (%) WCE5063 : out of range
Severe: rms_fgdepar=50.0081, expected range: 0.0000 39.5049
Severe: avg_pge=0.9726, expected range: -0.0497 0.0633
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 6200084 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9236, expected range: -0.4172 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601592 : out of range
Severe: rms_fgdepar=527.5719, expected range: 0.0000 118.1897
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101615 : out of range
Severe: rms_fgdepar=356.5974, expected range: 0.0000 296.5242
Severe: avg_pge=0.8432, expected range: -0.9314 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5300555 : out of range
Severe: avg_fgdepar=-503.6648, expected range: -85.4667 70.6507
Severe: rms_fgdepar=509.0302, expected range: 0.0000 84.1492
Severe: avg_pge=0.8806, expected range: -0.1404 0.1620
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601637 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=377.9538, expected range: 0.0000 156.6485
DRIFTING BUOYS SURFACE PRESSURE (PA) 1601809 : out of range
Severe: rms_fgdepar=310.8265, expected range: 0.0000 136.5957
MOORED BUOYS WIND VECTOR DIFF (M/S) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=122.0000, expected range: 146.6094 166.3318
metar
METAR SURFACE PRESSURE (PA) FYOA : out of range
Severe: rms_fgdepar=448.6894, expected range: 0.0000 114.0109
METAR SURFACE PRESSURE (PA) VELP : out of range
Severe: rms_fgdepar=334.3825, expected range: 0.0000 186.0033
METAR SURFACE PRESSURE (PA) FNHU : out of range
Severe: rms_fgdepar=676.7259, expected range: 0.0000 144.4497
METAR SURFACE PRESSURE (PA) DAAY : out of range
Severe: rms_fgdepar=306.2993, expected range: 4.3793 70.8921
snow
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=66.9747, expected range: 40.6758 72.0678
Severely_persistent: rms_fgdepar=66.9773, expected range: 40.6796 72.0734
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=-70.2985, expected range: -78.9310 -70.6842
Severely_persistent: rms_fgdepar=70.2985, expected range: 70.6842 78.9310
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=-742.3183, expected range: -746.0976 -717.0082
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=742.3189, expected range: 717.0085 746.0982
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.3359, expected range: 50.3989 67.0772
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.4201, expected range: 50.4129 67.1316
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=90.9983, expected range: 87.1233 111.1516
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=91.0054, expected range: 87.1266 111.1913
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=-91.5094, expected range: -93.2768 -87.6950
Severely_persistent: rms_fgdepar=91.5095, expected range: 87.6952 93.2769
MANUAL LAND SYNOP SNOW (CM) 23179 : out of range
Severe: rms_fgdepar=15.1691, expected range: 0.0000 7.2570
BUFR LAND SYNOP SNOW (CM) _MI1F541 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=52.9565, expected range: 32.2269 49.9288
BUFR LAND SYNOP SNOW (CM) _MI1F541 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=53.3430, expected range: 32.4167 50.5350
BUFR LAND SYNOP SNOW (CM) _MF1378B : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=81.4000, expected range: 83.1751 125.6052
BUFR LAND SYNOP SNOW (CM) _MF1378B : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=81.4015, expected range: 83.1771 125.6074
t2m
METAR 2M TEMPERATURE (K) UGMS : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.7769, expected range: 7.2655 14.7557
Severely_persistent: rms_fgdepar=12.8930, expected range: 7.3571 14.7986
METAR 2M TEMPERATURE (K) VECX : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.4786, expected range: 4.3959 16.0590
LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9622, expected range: -25.7730 8.7982
Severely_persistent: rms_fgdepar=13.0340, expected range: 0.0000 26.7628
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.0555, expected range: -36.6988 18.4492
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.0805, expected range: 6.6572 19.0447
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=-13.3186, expected range: -17.5910 -3.6230
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=13.3891, expected range: 4.1101 17.3076
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 53502 : out of range
Severe: avg_fgdepar=12.6367, expected range: 0.7043 12.5199
Severe: rms_fgdepar=12.6367, expected range: 0.7043 12.5199
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 18168 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.0086, expected range: 1.0543 3.2717
LAND TEMP 2M TEMPERATURE (K) 61052 : out of range
Severe: avg_fgdepar=-12.8165, expected range: -10.8109 5.8044
Severe: rms_fgdepar=12.8165, expected range: 0.0000 13.1734
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=313.0000, expected range: 441.4881 619.8453