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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-08 12:00

amsua
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
iasi
METOP-A IASI RADIANCES CHANNEL 3252 : out of range
Considerable: obs_number=1801.0000, expected range: 1346.3214 1700.1492
METOP-A IASI RADIANCES CHANNEL 3509 : out of range
Considerable: obs_number=1828.0000, expected range: 1393.9988 1725.0600
cris
NOAA20 CRIS RADIANCES CHANNEL 75 : out of range
Considerable: obs_number=2520.0000, expected range: 2063.7854 2422.3323
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 2925.25 24244.48
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
31 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=0.0853, expected range: -0.0244 0.0288
Severely_persistent: stdev_norm_fgdepar=0.3726, expected range: 0.0887 0.1500
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=0.1145, expected range: -0.0426 0.0464
Severely_persistent: stdev_norm_fgdepar=0.3178, expected range: 0.0831 0.1765
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21
Radiosondes
LAND TEMP TEMPERATURE (K) 25123 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-10.7214, expected range: -2.1289 1.7954
Severe: rms_fgdepar=10.7703, expected range: 0.0000 2.0066
Severe: avg_pge=0.8972, expected range: -0.1535 0.2534
LAND TEMP TEMPERATURE (K) 29263 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.4164, expected range: 0.0000 3.3520
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=3.1658, expected range: 0.7451 1.5564
Severe: avg_fgdepar=3.0716, expected range: -0.1070 0.6997
Severe: rms_fgdepar=6.1032, expected range: 0.7802 1.5269
Severe: avg_fgdepar=8.4728, expected range: -0.1177 1.0685
Severe: rms_fgdepar=10.1915, expected range: 0.3924 2.2290
HIGH RESO LAND TEMP TEMPERATURE (K) 81405 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=10.1915, expected range: 0.3924 2.2290
HIGH RESO SEA TEMP Q (G/KG) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 7.7374 232.8511
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 118.39 171.61
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 118.39 171.61
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
Severe: obs_number=0.0000, expected range: 26.3316 371.0162
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
Considerable: obs_number=374.0000, expected range: 266.6631 293.0869
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) G3NIR5BA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=15.8943, expected range: 0.0000 9.0239
WIGOS AMDAR WIND VECTOR DIFF (M/S) J4STA2ZA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=18.4361, expected range: 0.0000 7.8511
All ADS-C ALL LAYERS North Atlantic : all data missing
Severe: obs_number=0, expected range: 170.96 8480.04
All ADS-C ALL LAYERS North West Pacific : all data missing
Severe: obs_number=0, expected range: 239.90 6305.23
All ADS-C ALL LAYERS North East Pacific : all data missing
Severe: obs_number=0, expected range: 361.19 4351.19
All ADS-C ALL LAYERS South West Pacific : all data missing
Severe: obs_number=0, expected range: 20.20 282.15
All ADS-C ALL LAYERS South Est Pacific : all data missing
Severe: obs_number=0, expected range: 27.83 907.79
All ADS-C ALL LAYERS Indian Ocean : all data missing
Severe: obs_number=0, expected range: 66.08 1288.92
All ADS-C ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 1532.25 22021.25
All ADS-C ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 349.06 3418.07
All ADS-C ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 0.00 901.50
All ADS-C ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 53.58 755.07
All ADS-C ALL LAYERS East pacific Tropica : all data missing
Severe: obs_number=0, expected range: 376.07 1675.55
All ADS-C ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 0.96 720.79
All ADS-C ALL LAYERS North pole : all data missing
Severe: obs_number=0, expected range: 2.32 815.09
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 486.9818
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07145 PRESSURE LAYER 900-1200 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.6771, expected range: -7.4287 12.9122
Severe: rms_fgdepar=20.7484, expected range: 0.0000 15.4964
Severe: avg_pge=0.9213, expected range: -1.0590 0.7500
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 98433 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8020, expected range: -0.4977 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=555.4310, expected range: 52.2412 796.8747
Severely_persistent: rms_fgdepar=556.3752, expected range: 54.9911 800.8070
Severely_persistent: avg_pge=0.8574, expected range: 0.2202 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71022 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=673.7351, expected range: 0.0000 934.4739
Severely_persistent: avg_pge=0.9213, expected range: -1.5174 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86775 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8176, expected range: 0.7403 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58926 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9074, expected range: -1.0520 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56079 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8164, expected range: -1.1751 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=1336.0000, expected range: 240.7190 253.9477
Severe: obs_number=157.0000, expected range: 248.1548 258.8452
Severe: obs_number=1288.0000, expected range: 189.7190 202.9477
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 85886 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8416, expected range: 0.2857 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83700 : out of range
Severe: rms_fgdepar=576.6044, expected range: 33.6211 249.8522
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60535 : out of range
Severe: avg_pge=0.8124, expected range: 0.2506 0.7500
MANUAL LAND SYNOP RH2M (%) 40260 : out of range
Severe: rms_fgdepar=34.6414, expected range: 0.0000 16.5554
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9983, expected range: -1.1710 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 60100 : out of range
Severe: rms_fgdepar=523.1063, expected range: 0.0000 273.0811
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04361 : out of range
Severe: rms_fgdepar=306.0650, expected range: 0.0000 164.5670
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04373 : out of range
Severe: rms_fgdepar=477.1080, expected range: 0.0000 230.5498
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56964 : out of range
Severe: avg_fgdepar=-1275.5105, expected range: -305.7560 325.3854
Severe: rms_fgdepar=1275.5317, expected range: 0.0000 220.3589
Severe: avg_pge=0.9595, expected range: -0.2998 0.4240
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13378 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=307.2087, expected range: 0.0000 115.9457
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56959 : out of range
Severe: rms_fgdepar=374.6882, expected range: 0.0000 145.9002
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
Severe: rms_fgdepar=244.9836, expected range: 65.4674 130.9941
BUFR LAND SYNOP RH2M (%) 72295 : out of range
Severe: avg_fgdepar=52.5265, expected range: -86.8502 92.6859
Severe: rms_fgdepar=52.5265, expected range: 0.0000 64.3319
Severe: avg_pge=0.9740, expected range: -0.4863 0.5638
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46204 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8725, expected range: -0.9972 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUCDE53 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=35.9041, expected range: -6.3559 31.2786
Severely_persistent: rms_fgdepar=35.9041, expected range: 0.0000 33.9465
Severely_persistent: avg_pge=0.9535, expected range: -0.2433 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) D7HB : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9113, expected range: -0.8005 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5NK2 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=1004.2496, expected range: 207.6396 1639.3240
Severe: rms_fgdepar=1004.2496, expected range: 207.6396 1639.3240
Severe: avg_pge=0.9008, expected range: 0.5467 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V3913 : out of range
Severe: avg_fgdepar=926.7086, expected range: -672.6523 568.6673
Severe: rms_fgdepar=926.9157, expected range: 0.0000 699.7600
Severe: avg_pge=0.8882, expected range: -1.1369 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9404 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=486.2338, expected range: 0.0000 162.7334
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V5904 : out of range
Severe: avg_fgdepar=565.3906, expected range: -859.1007 810.9829
Severe: rms_fgdepar=972.1019, expected range: 0.0000 709.9237
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROO4 : out of range
Severe: avg_fgdepar=912.7356, expected range: -704.1013 1218.1637
Severe: rms_fgdepar=912.7356, expected range: 0.0000 1193.8957
Severe: avg_pge=0.8723, expected range: -1.2255 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRJH6 : out of range
Severe: rms_fgdepar=371.6703, expected range: 0.0000 143.1540
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRJT6 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=613.5952, expected range: 6.6363 908.2664
Severe: rms_fgdepar=613.5952, expected range: 10.0975 909.2106
Severe: avg_pge=0.8303, expected range: 0.5295 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) NBTM : out of range
Severe: rms_fgdepar=346.8614, expected range: 0.0000 175.2876
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301570 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8322, expected range: -1.6461 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101806 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=435.4754, expected range: 0.0000 234.5160
Severe: avg_pge=0.8524, expected range: -0.2078 0.2557
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501516 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=548.4313, expected range: 0.0000 853.1887
Severe: avg_pge=0.8284, expected range: -0.8803 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402687 : out of range
Severe: rms_fgdepar=335.0676, expected range: 0.0000 92.3207
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101719 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=374.6059, expected range: 0.0000 86.0733
MOORED BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=159.0000, expected range: 170.5793 193.7365
metar
METAR SURFACE PRESSURE (PA) FNCA : out of range
Severe: rms_fgdepar=521.5595, expected range: 0.0000 99.8194
METAR SURFACE PRESSURE (PA) FNUB : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=376.8309, expected range: 0.0000 95.6719
METAR SURFACE PRESSURE (PA) CYSP : out of range
Severe: rms_fgdepar=330.1081, expected range: 0.0000 121.8800
AUTOMATIC METAR SURFACE PRESSURE (PA) CYPR : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=644.4983, expected range: 0.0000 781.0412
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.7134, expected range: -55.4643 -49.2456
Severely_persistent: rms_fgdepar=53.7134, expected range: 49.2456 55.4643
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.3617, expected range: -66.6060 -48.6876
Severely_persistent: rms_fgdepar=53.3808, expected range: 48.6726 66.6309
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=98.9456, expected range: 11.8264 170.1764
Severely_persistent: rms_fgdepar=98.9456, expected range: 18.2116 166.2915
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.5675, expected range: -68.1229 -63.0750
Severely_persistent: rms_fgdepar=65.5675, expected range: 63.5047 67.9578
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.0628, expected range: -84.0893 -78.0973
Severely_persistent: rms_fgdepar=79.0635, expected range: 78.1010 84.0904
BUFR LAND SYNOP SNOW (CM) 01352 : out of range
Severe: rms_fgdepar=17.2634, expected range: 8.5521 12.7929
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 17690 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5052, expected range: -16.4270 -7.3317
Severely_persistent: rms_fgdepar=13.5557, expected range: 7.3819 16.5838
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4455, expected range: -16.4387 10.5852
Severely_persistent: rms_fgdepar=13.4597, expected range: 0.0000 16.0359
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9931, expected range: -19.7877 -5.3106
Severely_persistent: rms_fgdepar=15.9931, expected range: 5.4248 19.9432
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9529, expected range: -18.1618 -2.5260
Severely_persistent: rms_fgdepar=13.9830, expected range: 2.7518 18.1940
METAR 2M TEMPERATURE (K) LTCB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=16.0816, expected range: 10.9674 21.6125
Severely_persistent: rms_fgdepar=16.2495, expected range: 11.2179 21.5564
METAR 2M TEMPERATURE (K) OPKL : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.8110, expected range: 1.9533 15.6142
Severely_persistent: rms_fgdepar=12.8621, expected range: 2.9778 15.3520
BUFR LAND SYNOP 2M TEMPERATURE (K) 01250 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0047, expected range: -22.4602 13.8826
Severely_persistent: rms_fgdepar=12.0047, expected range: 0.0000 19.3286
BUFR LAND SYNOP 2M TEMPERATURE (K) 85671 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.6533, expected range: -19.1083 -12.4147
Severely_persistent: rms_fgdepar=16.7165, expected range: 12.5792 19.1212
BUFR LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5692, expected range: -16.5258 10.5475
Severely_persistent: rms_fgdepar=13.5847, expected range: 0.0000 16.1618
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0226, expected range: -17.0790 -11.2977
Severely_persistent: rms_fgdepar=12.1907, expected range: 11.5036 17.1718
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8983, expected range: -18.0867 -2.7640
Severely_persistent: rms_fgdepar=13.9278, expected range: 2.9670 18.1248
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71132 : out of range
Severe: rms_fgdepar=10.9036, expected range: 0.2598 5.8188
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71966 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.1395, expected range: -8.8497 14.7014
Severe: rms_fgdepar=14.1633, expected range: 0.0000 10.6559
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71979 : out of range
Severe: avg_fgdepar=-14.4046, expected range: -9.9589 6.9320
Severe: rms_fgdepar=14.4387, expected range: 0.0000 9.9883
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
Severe: obs_number=1248.0000, expected range: 226.0708 299.9292
MANUAL LAND SYNOP 2M TEMPERATURE (K) 70261 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3090, expected range: -14.6102 6.4922
Severe: rms_fgdepar=12.3090, expected range: 0.0000 10.9410
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71043 : out of range
Severe: avg_fgdepar=-13.6714, expected range: -12.9945 9.0538
Severe: rms_fgdepar=13.7315, expected range: 0.0000 10.8017
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
Severe: rms_fgdepar=10.9701, expected range: 2.0525 6.9721
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24644 : out of range
Severe: rms_fgdepar=10.5008, expected range: 0.0000 5.7229
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1540, expected range: -8.9403 15.2913
Severe: rms_fgdepar=13.1634, expected range: 0.0000 9.9967
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-18.1453, expected range: -9.1529 13.4219
Severe: rms_fgdepar=18.1601, expected range: 0.0000 9.8902
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4403, expected range: -5.3825 11.1865
Severe: rms_fgdepar=12.5805, expected range: 0.0000 7.8578
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
Severe: avg_fgdepar=-12.9954, expected range: -2.9033 1.6184
Severe: rms_fgdepar=13.3380, expected range: 0.0000 3.4126
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22249 : out of range
Severe: rms_fgdepar=10.6420, expected range: 0.0000 3.9765
METAR 2M TEMPERATURE (K) CYDA : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8435, expected range: -7.9413 13.8618
Severe: rms_fgdepar=13.8618, expected range: 0.0000 11.9039
METAR 2M TEMPERATURE (K) OAKB : out of range
Severe: rms_fgdepar=13.9624, expected range: 0.0000 13.4909
METAR 2M TEMPERATURE (K) CYVQ : out of range
Severe: avg_fgdepar=-13.4569, expected range: -12.4793 8.9585
Severe: rms_fgdepar=13.5101, expected range: 0.0000 10.1981
METAR 2M TEMPERATURE (K) VYNT : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.1172, expected range: 2.5581 14.9058
Severe: rms_fgdepar=12.2267, expected range: 3.7003 14.7119
LAND TEMP 2M TEMPERATURE (K) 70261 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.1791, expected range: -14.9887 6.1402
Severe: rms_fgdepar=14.1791, expected range: 0.0000 12.8456
LAND TEMP 2M TEMPERATURE (K) 56029 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.7373, expected range: -5.4052 19.1277
Severe: rms_fgdepar=12.7373, expected range: 0.0000 18.7398
BUFR LAND SYNOP 2M TEMPERATURE (K) 70261 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3445, expected range: -14.4758 6.4641
Severe: rms_fgdepar=12.3445, expected range: 0.0000 10.8218
BUFR LAND SYNOP 2M TEMPERATURE (K) 71043 : out of range
Severe: avg_fgdepar=-13.7571, expected range: -13.0753 9.0634
Severe: rms_fgdepar=13.8191, expected range: 0.0000 10.8574
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1380, expected range: -8.9820 15.2527
Severe: rms_fgdepar=13.1475, expected range: 0.0000 10.0113
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-18.2731, expected range: -9.2201 13.3566
Severe: rms_fgdepar=18.2881, expected range: 0.0000 9.8273
BUFR LAND SYNOP 2M TEMPERATURE (K) 71966 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.1670, expected range: -8.8658 14.6696
Severe: rms_fgdepar=14.1899, expected range: 0.0000 10.6422
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6031, expected range: -5.4818 11.1737
Severe: rms_fgdepar=12.7351, expected range: 0.0000 7.8868
BUFR LAND SYNOP 2M TEMPERATURE (K) 22529 : out of range
Severe: avg_fgdepar=-13.1122, expected range: -2.9643 1.5125
Severe: rms_fgdepar=13.4521, expected range: 0.0000 3.4257
BUFR LAND SYNOP 2M TEMPERATURE (K) 71979 : out of range
Severe: avg_fgdepar=-14.3171, expected range: -9.9749 6.8706
Severe: rms_fgdepar=14.3540, expected range: 0.0000 10.0139
rh2m
AUTOMATIC LAND SYNOP RH2M (%) : out of range
Severe: obs_number=1246.0000, expected range: 206.9295 315.6588
Considerable: obs_number=296.0000, expected range: 326.5676 381.6677