Hi,
Can you please post more details ? Some screenshots would help of both Top and the raw documents in your cluster. As far as Ubuntu is concerned, I don't think that has anything to do with the chart variance.
More logs and screenshots+ steps would be helpful. Also please see Metricbeat CPU information is wrong
Thanks
Rashmi