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I want to monitor the CPU and Memory usage for long hours and find the average of that on a Linux server. Can anybody help me to monitor it using a script. I want to know the readings for around 15-20hrs.

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I'd use the sysstat package for that, it has, among others, the sar and mpstat commands that could be useful four your usecase...

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