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A Bootstrap Based Analysis Pipeline for Efficient Classification of  Form

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[Music] quest hello i'm josh starmer and welcome to statquest today we're going to talk about bootstrapping part one main ideas now imagine we had a new drug to treat an illness and we gave that drug to 8 different people that had the illness for 5 of these people the drug appeared to help them feel better but for three people the drug appeared to make them feel worse if we calculate the mean of the response to the drug we get 0.5 0.5 is not a huge improvement but since most of the people five of eight improved maybe this drug is better than using no drug at all however maybe these five people all felt better because they were healthier to begin with and maybe these three people all felt worse because they had unhealthy lifestyles so it is possible that the reason we got a mean value equal to 0.5 instead of 0 is because of random things that we can't control is there anything we can do to decide if the drug works or not yes one expensive and time-consuming option would be to replicate

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