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How to get a random sample of iis events each day for the last X days to build control charts?

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On iis logs, suppose I have 60000 transactions per 24 hours. How can I get a random sample of say 5000 events? I need to get a random sample for each day for suppose last 50 days. I want to build control charts based on response time (time_taken) from the iis logs.

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