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The arch package have time-series bootstrap methods: The arch package in Python have implemented the stationary (block) bootstrap (among others, see this link) of Politis and Romano (1994), that keep the bootstrap re-samples stationary and avoid breaking the dependence structure in the data. This method is commonly used when bootstrapping time-series data. ...

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