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Solve the following problem using Python, implementing the functions described below, one line at a time
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Description:
 def estimate_tau_int(chains, **kwargs):
 """ Estimate the integrated auto-correlation time for all parameters in a chain. """

    return autocorr.integrated_time(np.mean(chains, axis=0), **kwargs)