fastbootstrap

Fast Python implementation of statistical bootstrap

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Installation

pip install fastbootstrap

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Usage

import numpy as np
from fastbootstrap.bootstrap import two_sample_bootstrap

n = 10000

sample_1 = np.random.exponential(scale=1 / 0.001, size=n)
sample_2 = np.random.exponential(scale=1 / 0.00101, size=n)

p_value, boot_mean, boot_conf_interval = two_sample_bootstrap(sample_1, sample_2, plot=True)

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Check interactive notebook here