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Which of the below describes a hold - out sample: demonstrating a profitable strategy and excluding the ones that didn't work data set from 2

Which of the below describes a hold-out sample:
demonstrating a profitable strategy and excluding the ones that didn't work
data set from 2010-2022 and excluding 2023-2024
searching for a predictive relation in a database
holding out on publishing the relationship to preserve alpha
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