What statistics are used to test data like this?

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I have 100 data. if I want to use data from 10 to 100 or from 20 to 100, which statistic should I use to test whether I can use data from 1 to 100 or 20 to 100 without significance?
I have 100 data. if I want to use data from 10 to 100 or from 20 to 100, which statistic should I use to test whether I can use data from 1 to 100 or 20 to 100 without significance?
 
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Your question is not very clear. It sounds like you are doing 10-fold or 5-fold cross validation. What significance are you looking for? I.e. what difference are you concerned about being significant?