importtaxusastx# at the moment importing data has to be handled by the usercovariates, counts=get_mock_data()
gp=tx.GP('~ time + treatment', covariates, counts, kernel='rbf', likelihood='poisson')
elbo=gp.fit()
likelihood_ratio_rbf=tx.LRT(
full_formula='~ time + treatment',
reduced_formula='~ time',
covariates=covariates,
expression=counts,
kernel='rbf',
likelihood='nb'
)
likelihood_ratio_linear=tx.LRT(
full_formula='~ C(time) + C(treatment) + C(time) : C(treatment)',
reduced_formula='~ C(time) + C(treatment)',
covariates=covariates,
expression=counts,
kernel='linear',
likelihood='nb'
)
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