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import numpy as np

import wooldridge as woo

import statsmodels.formula.api as smf

wage1 = woo.dataWoo('wage1')

# estimate log-level model:

reg = smf.ols(formula='np.log(wage) ~ educ', data=wage1)

results = reg.fit()

b = results.params

print(f'b: \n{b}\n')