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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-04-06 00:00

amsua
METOP-A AMSUA RADIANCES (8 channels affected) : out of range
Considerable: obs_number=5698.0000, expected range: 7171.3672 8401.0078
iasi
METOP-C IASI RADIANCES CHANNEL 241 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0142, expected range: 0.0202 0.0257
cris
NOAA20 CRIS RADIANCES CHANNEL 83 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0004, expected range: 0.0110 0.0204
NOAA20 CRIS RADIANCES CHANNEL 143 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1030, expected range: -0.0925 -0.0869
NPP CRIS RADIANCES CHANNEL 111 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0233, expected range: -0.0144 -0.0011
NOAA20 CRIS RADIANCES CHANNEL 124 : out of range
3 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0500, expected range: -0.0411 -0.0291
NOAA20 CRIS RADIANCES CHANNEL 125 : out of range
3 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.0970, expected range: -0.0901 -0.0782
NOAA20 CRIS RADIANCES CHANNEL 138 : out of range
Considerable: avg_biascorr=-0.1113, expected range: -0.1037 -0.0908
atms
NPP ATMS RADIANCES CHANNEL 20 : out of range
Slight: avg_fgdepar=0.0342, expected range: -0.0717 0.0128
NOAA20 ATMS RADIANCES CHANNEL 19 : out of range
Slight: avg_fgdepar=0.0539, expected range: -0.0868 0.0188
gpsro
COSMIC2-E4 GPSRO SETTING (17 impact heights affected) : out of range
Severe: avg_norm_fgdepar=-0.2120, expected range: -0.0541 0.0681
COSMIC2-E2 GPSRO SETTING (24 impact heights affected) : out of range
Considerable: obs_number=985.0000, expected range: 1427.6193 3143.8807
COSMIC2-E2 GPSRO RISING HEIGHT 44-46 KM : out of range
Considerable: obs_number=297.0000, expected range: 435.3491 976.9009
Radiosondes
LAND TEMP TEMPERATURE (K) 35121 PRESSURE LAYER 300-600 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.7116, expected range: 0.0000 1.3337
LAND TEMP TEMPERATURE (K) 29572 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.4236, expected range: 0.0000 3.0645
LAND TEMP TEMPERATURE (K) 37259 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.3466, expected range: 0.0000 2.9805
LAND TEMP WIND VECTOR DIFF (M/S) 40754 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.5126, expected range: 0.0000 14.7663
Severe: avg_pge=0.8107, expected range: -0.2278 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 61687 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.9350, expected range: 0.0000 36.5481
LAND TEMP WIND VECTOR DIFF (M/S) 48327 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=19.7059, expected range: 0.0000 8.0189
LAND TEMP WIND VECTOR DIFF (M/S) 35121 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=20.7512, expected range: 0.0000 6.0435
LAND TEMP WIND VECTOR DIFF (M/S) 40745 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=25.8559, expected range: -10.7887 22.7886
Severe: rms_fgdepar=31.9270, expected range: 0.0000 22.9351
Severe: avg_pge=0.8580, expected range: -1.0642 0.7500
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: obs_number=139.0000, expected range: 61.9203 67.1908
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 131.53 173.05
LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: rms_fgdepar=1.1125, expected range: 0.1032 0.7547
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=113.0000, expected range: 92.7873 97.9627
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=86.0000, expected range: 116.6709 151.0791
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=144.0000, expected range: 158.0142 184.2080
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=619.0000, expected range: 681.4444 760.8056
amdar
ADS-C WIND VECTOR DIFF (M/S) 5Y22YEBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.3925, expected range: 0.0000 7.5428
airep
AIREP WIND VECTOR DIFF (M/S) UAL950 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.9709, expected range: 0.0358 9.0853
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07460 PRESSURE LAYER 300-600 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=27.8728, expected range: -26.4602 43.8989
Severe: rms_fgdepar=28.6901, expected range: 0.0000 43.3924
Severe: avg_pge=0.9030, expected range: -1.3447 0.7500
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 97372 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_pge=0.8085, expected range: -0.1472 0.1761
LAND PILOT WIND VECTOR DIFF (M/S) 48327 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=23.3058, expected range: 0.0000 8.7421
LAND PILOT WIND VECTOR DIFF (M/S) 41749 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_pge=0.8596, expected range: -0.4784 0.7500
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17847 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8800, expected range: -0.5379 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67295 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=562.1134, expected range: -1112.3516 1648.4005
Severely_persistent: rms_fgdepar=562.1134, expected range: 0.0000 1605.2976
Severely_persistent: avg_pge=0.8890, expected range: -1.8515 0.7500
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.2825, expected range: 19.7307 87.9597
Severely_persistent: rms_fgdepar=60.2825, expected range: 19.7307 87.9597
Severely_persistent: avg_pge=1.0000, expected range: 0.3950 0.7500
MANUAL LAND SYNOP RH2M (%) 42176 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8966, expected range: -1.6810 0.7500
MANUAL LAND SYNOP RH2M (%) 42177 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9800, expected range: -1.4130 0.7500
MANUAL LAND SYNOP RH2M (%) 42849 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9531, expected range: -1.5412 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29471 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=787.3893, expected range: -786.5985 981.8814
Severely_persistent: rms_fgdepar=787.3893, expected range: -1043.8568 1553.0381
Severely_persistent: avg_pge=0.9288, expected range: -1.8812 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13464 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8355, expected range: -1.0978 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40030 : out of range
Severe: rms_fgdepar=352.5156, expected range: 0.0000 259.6422
Severe: avg_pge=0.8195, expected range: -1.1647 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42103 : out of range
Severe: rms_fgdepar=605.9144, expected range: 0.0000 165.1278
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35315 : out of range
Severe: rms_fgdepar=337.0103, expected range: 0.0000 96.4278
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86255 : out of range
Severe: rms_fgdepar=450.8252, expected range: 0.0000 240.6086
Severe: avg_pge=0.8919, expected range: -0.7397 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43137 : out of range
Severe: avg_fgdepar=-565.3920, expected range: -143.8394 116.7468
Severe: rms_fgdepar=565.3920, expected range: 0.0000 98.0386
Severe: avg_pge=0.8959, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43278 : out of range
Severe: rms_fgdepar=324.1857, expected range: 0.0000 170.8990
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40988 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8617, expected range: -0.9760 0.7500
MANUAL LAND SYNOP RH2M (%) 17350 : out of range
Severe: avg_pge=0.9130, expected range: -0.7856 0.7500
MANUAL LAND SYNOP RH2M (%) 42771 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=54.8857, expected range: -10.9144 85.7923
Severe: rms_fgdepar=54.8857, expected range: 0.0000 85.7923
MANUAL LAND SYNOP RH2M (%) 42273 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=38.9568, expected range: 0.0000 17.9010
Severe: avg_pge=0.8900, expected range: -0.0002 0.0062
MANUAL LAND SYNOP RH2M (%) 42855 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.9950, expected range: -1.4302 0.7500
MANUAL LAND SYNOP RH2M (%) 61036 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.1496, expected range: -14.2953 20.0872
Severe: rms_fgdepar=51.1496, expected range: 0.0000 18.9632
Severe: avg_pge=0.9992, expected range: -0.0016 0.0077
BUFR LAND SYNOP SURFACE PRESSURE (PA) 22100 : out of range
Severe: avg_pge=0.8242, expected range: -0.9127 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33391 : out of range
Severe: rms_fgdepar=404.1404, expected range: 0.0000 87.7870
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84691 : out of range
Severe: rms_fgdepar=342.9193, expected range: 0.0000 121.8922
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16045 : out of range
Severe: rms_fgdepar=314.0416, expected range: 0.0000 62.7515
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16138 : out of range
Severe: avg_fgdepar=808.1319, expected range: -230.3849 185.8352
Severe: rms_fgdepar=808.1319, expected range: 0.0000 184.8234
Severe: avg_pge=0.9397, expected range: -0.6265 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14438 : out of range
Severe: rms_fgdepar=454.2642, expected range: 0.0000 108.1893
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30439 : out of range
Severe: rms_fgdepar=702.2901, expected range: 0.0000 139.7423
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13369 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=313.8669, expected range: 0.0000 149.5877
BUFR LAND SYNOP RH2M (%) 40400 : out of range
Severe: rms_fgdepar=43.9558, expected range: 0.0000 19.0924
Severe: avg_pge=0.9976, expected range: -0.0021 0.0094
BUFR LAND SYNOP RH2M (%) 12910 : out of range
Severe: rms_fgdepar=34.7979, expected range: 0.0000 16.8130
BUFR LAND SYNOP RH2M (%) 11231 : out of range
Severe: rms_fgdepar=34.2941, expected range: 0.0000 18.0577
BUFR LAND SYNOP RH2M (%) 94852 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-55.1684, expected range: -59.6377 50.2857
Severe: rms_fgdepar=55.2122, expected range: 0.0000 48.7642
Severe: avg_pge=0.9943, expected range: -0.1320 0.1630
BUFR LAND SYNOP RH2M (%) 71962 : out of range
Severe: avg_fgdepar=-53.9096, expected range: -36.1676 35.4030
Severe: rms_fgdepar=53.9096, expected range: 0.0000 27.7351
BUFR LAND SYNOP RH2M (%) 95692 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.2986, expected range: -36.2759 83.8077
Severe: rms_fgdepar=51.2986, expected range: 0.0000 83.8077
Severe: avg_pge=0.9989, expected range: -1.6961 0.7500
BUFR LAND SYNOP RH2M (%) 16084 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=54.0253, expected range: -4.5161 60.4040
Severe: rms_fgdepar=54.0253, expected range: 0.0000 60.4040
BUFR LAND SYNOP RH2M (%) 72747 : out of range
Severe: avg_fgdepar=-55.9305, expected range: -33.4419 31.5423
Severe: rms_fgdepar=55.9305, expected range: 0.0000 26.1502
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=109.0000, expected range: 87.1460 95.9651
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7HH3 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=538.4392, expected range: -289.8140 2106.0337
Severely_persistent: rms_fgdepar=538.4392, expected range: 0.0000 2106.0337
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6TQ6 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-685.4601, expected range: -806.6065 -514.2644
Severely_persistent: rms_fgdepar=685.6710, expected range: 516.3130 805.7209
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) BFHM5UQ : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.0959, expected range: 0.0000 6.4209
Severe: avg_pge=0.8388, expected range: -1.1518 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9402 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=614.2465, expected range: 361.0437 1064.3107
Severe: rms_fgdepar=616.1399, expected range: 366.6320 1060.9440
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OUHC2 : out of range
Severe: rms_fgdepar=457.3227, expected range: 0.0000 223.5034
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9926 : out of range
Severe: avg_fgdepar=687.9200, expected range: -867.9162 212.0152
Severe: rms_fgdepar=687.9200, expected range: 0.0000 847.1227
Severe: avg_pge=0.8372, expected range: -0.0998 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRJT6 : out of range
Severe: rms_fgdepar=501.6579, expected range: 0.0000 781.2394
Severe: avg_pge=0.8137, expected range: -0.7086 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5OT9 : out of range
Severe: avg_fgdepar=516.6758, expected range: -361.1935 66.4229
Severe: rms_fgdepar=846.3657, expected range: 0.0000 402.8941
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202694 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-552.2324, expected range: -1319.3301 727.1642
Severely_persistent: rms_fgdepar=552.6157, expected range: 0.0000 1271.3577
Severely_persistent: avg_pge=0.9015, expected range: -0.6830 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) 4400062 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-566.9718, expected range: -431.3507 533.2011
Severe: rms_fgdepar=567.7137, expected range: 0.0000 536.5323
Severe: avg_pge=0.8967, expected range: -1.2090 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5601530 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=374.6939, expected range: 0.0000 94.3748
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401541 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=345.0990, expected range: 0.0000 139.5475
Severe: avg_pge=0.8358, expected range: -0.2493 0.3085
metar
METAR SURFACE PRESSURE (PA) LIEC : out of range
Severe: rms_fgdepar=441.1507, expected range: 0.0000 184.7560
METAR SURFACE PRESSURE (PA) LIPF : out of range
Severe: rms_fgdepar=630.4741, expected range: 0.0000 136.0973
Severe: avg_pge=0.8316, expected range: -0.1220 0.1536
METAR SURFACE PRESSURE (PA) LIPH : out of range
Severe: rms_fgdepar=336.3153, expected range: 0.0000 107.1653
METAR SURFACE PRESSURE (PA) LIRH : out of range
Severe: rms_fgdepar=631.1086, expected range: 0.0000 131.3512
METAR SURFACE PRESSURE (PA) LIMN : out of range
Severe: rms_fgdepar=319.8777, expected range: 11.5479 78.9257
METAR SURFACE PRESSURE (PA) OEPS : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=382.3978, expected range: 0.0000 131.4109
METAR SURFACE PRESSURE (PA) LIPU : out of range
Severe: rms_fgdepar=312.8734, expected range: 0.0000 137.0632
AUTOMATIC METAR SURFACE PRESSURE (PA) EGRE : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=593.2880, expected range: -155.6830 507.2382
Severe: rms_fgdepar=594.2456, expected range: 0.0000 509.3976
Severe: avg_pge=0.8203, expected range: -0.7922 0.7500
snow
MANUAL LAND SYNOP SNOW (CM) 29900 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=71.5473, expected range: 55.8659 73.4857
Severely_persistent: rms_fgdepar=71.5473, expected range: 55.8659 73.4857
MANUAL LAND SYNOP SNOW (CM) 28862 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=61.8270, expected range: 64.1763 73.1760
Severely_persistent: rms_fgdepar=61.8270, expected range: 64.1763 73.1760
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=84.8396, expected range: 64.4474 84.6101
Severely_persistent: rms_fgdepar=84.8396, expected range: 64.4474 84.6101
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.7842, expected range: -78.8113 -43.7025
Severely_persistent: rms_fgdepar=74.7843, expected range: 43.7067 78.8210
ROCOB TEMP SNOW (CM) 63309115 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-68.6105, expected range: -71.8028 -58.2157
Severely_persistent: rms_fgdepar=68.6105, expected range: 58.2157 71.8028
BUFR LAND SYNOP SNOW (CM) 29900 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=71.5473, expected range: 55.8659 73.4857
Severely_persistent: rms_fgdepar=71.5473, expected range: 55.8659 73.4857
BUFR LAND SYNOP SNOW (CM) 28862 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=61.8270, expected range: 64.1763 73.1760
Severely_persistent: rms_fgdepar=61.8270, expected range: 64.1763 73.1760
BUFR LAND SYNOP SNOW (CM) 01192 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.2278, expected range: -83.0373 -62.4386
Severely_persistent: rms_fgdepar=66.2463, expected range: 62.4393 83.0413
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=85.2943, expected range: 65.0623 85.1221
Severely_persistent: rms_fgdepar=85.2943, expected range: 65.0623 85.1221
BUFR LAND SYNOP SNOW (CM) 71816 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.6705, expected range: -78.6529 -43.7008
Severely_persistent: rms_fgdepar=74.6705, expected range: 43.7040 78.6663
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.2737, expected range: -70.5390 -45.0083
Severely_persistent: rms_fgdepar=51.2737, expected range: 45.0351 70.5388
ROCOB TEMP SNOW (CM) 63301060 : out of range
Severe: avg_fgdepar=62.6635, expected range: 26.3338 38.4494
Severe: rms_fgdepar=62.6635, expected range: 26.3338 38.4494
ROCOB TEMP SNOW (CM) 63305632 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.3387, expected range: -0.8419 1.0870
ROCOB TEMP SNOW (CM) 63305652 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.1302, expected range: 0.0000 2.9777
ROCOB TEMP SNOW (CM) 64301144 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.1652, expected range: 11.8958 17.6196
ROCOB TEMP SNOW (CM) 63305748 : out of range
Severe: rms_fgdepar=44.1552, expected range: 0.0000 10.7640
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
Severe: rms_fgdepar=21.7693, expected range: 0.0000 5.3294
BUFR LAND SYNOP SNOW (CM) 01025 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-59.3269, expected range: -54.9304 -36.4551
Severe: rms_fgdepar=59.3269, expected range: 36.4551 54.9304
BUFR LAND SYNOP SNOW (CM) 01435 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=50.0966, expected range: 46.7176 55.0888
Severe: rms_fgdepar=50.1032, expected range: 46.9130 54.9345
t2m
LAND TEMP 2M TEMPERATURE (K) 61687 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8278, expected range: -29.0244 2.9136
Severely_persistent: rms_fgdepar=14.8278, expected range: 0.0000 29.0244
METAR 2M TEMPERATURE (K) KNID : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0494, expected range: -16.5910 6.5104
Severe: rms_fgdepar=13.6276, expected range: 0.0000 15.9279
METAR 2M TEMPERATURE (K) MMPS : out of range
Severe: avg_fgdepar=-15.3995, expected range: -6.1873 5.3325
Severe: rms_fgdepar=15.3995, expected range: 0.0000 12.9280
METAR 2M TEMPERATURE (K) MMBT : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4118, expected range: 0.6411 5.1570
BUFR LAND SYNOP 2M TEMPERATURE (K) _3767434 : out of range
Severe: rms_fgdepar=10.0115, expected range: 0.3882 4.4406