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mZmZmZmZmZmZmZmZmZ d dlmZ d dlmZ d dlmZ d dl mZ d dlmZmZmZmZm Z  d dlm!Z! d d	l m"Z" d d
l"m#Z#m$Z$m%Z% d dl m&Z& d dl&m'Z'm(Z(m)Z) d dl m*Z* d dl*m+Z+m,Z,m-Z-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4 d dl5m6Z6m7Z7m8Z8m9Z9m:Z:m;Z;m<Z<m=Z= d dl>m?Z?m@Z@mAZAmBZBmCZCmDZDmEZEmFZFmGZGmHZHmIZImJZJmKZKmLZLmMZMmNZNmOZOmPZPmQZQmRZR d dlSmTZTmUZUmVZVmWZWmXZXmYZYmZZZm[Z[m\Z\m]Z]m^Z^m_Z_m`Z`maZa d dlbmcZcmdZdmeZemfZfmgZgmhZhmiZimjZjmkZkmlZlmmZmmnZnmoZompZpmqZq d dlrmsZsmtZtmuZumvZvmwZwmxZxmyZymzZzm{Z{ d dl|m}Z}m~Z~mZmZmZmZmZmZmZ d dlmZ d dlmZmZ d dlmZmZ d dlmZ d dl mZ d dlmZmZmZmZmZmZmZ ddlmZmZmZ ddlmZmZmZmZmZmZ d dlmZ d dlmZmZmZ g d Zd!S )"   )
diagnostic)acorr_ljungboxacorr_breusch_godfreyacorr_lmcompare_cox	compare_jcompare_encompassinghet_goldfeldquandthet_breuschpagan	het_whitehet_archlinear_harvey_collierlinear_rainbow	linear_lmlinear_resetbreaks_cusumolsresidbreaks_hansenrecursive_olsresiduals
spec_white)	normal_ad)
lilliefors)RegressionFDR)	multicomp)multipletestsfdrcorrectionfdrcorrection_twostage	local_fdrNullDistribution)tukeyhsd)gof)powerdiscrepancygof_chisquare_discretechisquare_effectsize)	stattools)durbin_watsonomni_normtestjarque_bera)sandwich_covariance)
cov_clustercov_cluster_2groupscov_nw_panelcov_haccov_white_simplecov_hc0cov_hc1cov_hc2cov_hc3se_cov)DescrStatsWCompareMeans	ttest_ind	ttost_indttost_pairedztestztostzconfint)binom_test_reject_interval
binom_test
binom_tostbinom_tost_reject_intervalpower_binom_tostpower_ztost_propproportion_confintproportion_effectsizesamplesize_confint_proportionproportions_chisquareproportions_chisquare_allpairs"proportions_chisquare_pairscontrolproportions_ztestproportions_ztostmultinomial_proportions_confintconfint_proportions_2indeppower_proportions_2indep%samplesize_proportions_2indep_onetailtest_proportions_2indeptost_proportions_2indep)test_poissonconfint_poissonconfint_quantile_poissontolerance_int_poissonetest_poisson_2indeptest_poisson_2indeptost_poisson_2indepconfint_poisson_2indepnonequivalence_poisson_2indeppower_poisson_ratio_2indeppower_poisson_diff_2indep power_equivalence_poisson_2indeppower_negbin_ratio_2indeppower_equivalence_neginb_2indep)anova_onewayequivalence_onewaytest_scale_onewayequivalence_scale_onewayeffectsize_onewaypower_equivalence_oneway!simulate_power_equivalence_onewayanova_genericequivalence_oneway_genericconfint_effectsize_onewayconfint_noncentralityconvert_effectsize_fsquf2_to_wellekfstat_to_wellekwellek_to_f2)	test_covtest_cov_blockdiagonaltest_cov_diagonaltest_cov_onewaytest_cov_sphericaltest_mvmeanconfint_mvmeanconfint_mvmean_fromstatstest_mvmean_2indep)	
TTestPowerTTestIndPowerGofChisquarePowerNormalIndPowerFTestAnovaPower
FTestPowertt_solve_powertt_ind_solve_powerzt_ind_solve_power)Describe)anova_lmAnovaRM)cohens_kappafleiss_kappa)OaxacaBlinder)moment_helpers)corr_clippedcorr_nearestcorr_nearest_factorcorr_thresholdedcov_nearestcov_nearest_factor_homogFactoredPSDMatrix    )Runsrunstest_1samprunstest_2samp)mcnemar
cochrans_qSquareTableTable2x2TableStratifiedTable)	Mediation)combine_effectseffectsize_2proportionseffectsize_smd)r   r4   r3   r~   ry   rz   r   rw   r   rx   r   r   r   r   r   r   rv   ru   r   r   r   r   r   rd   r   r]   r<   r;   r=   r>   r   r   r#   r   r   r   r   r	   r   rf   rr   rs   rg   rP   rV   rJ   rQ   rh   r   r   r   r   r)   r*   r,   r.   r/   r0   r1   r   r   r+   r-   r   r%   r   ra   r   r^   re   r`   rS   ri   r   r   r   rj   r    r"   r   r   r
   r   r'   r   r   r   r   r   r   r   r   r   rI   r   rW   r   r&   r?   r\   rb   rZ   r[   rY   rX   rK   r@   r!   rA   rB   rD   rE   rF   rG   rH   r   r   r   rC   rL   r(   r2   rc   r   r$   rl   rm   rn   ro   rp   rq   rt   rO   rT   rM   r_   rR   rU   rN   r|   r{   r5   r6   r7   r   rk   r:   r}   r8   r9   N) r   r   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   _adnormr   _lillieforsr   	_knockoffr   r   	multitestr   r   r   r   r   r   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   r+   r,   r-   r.   r/   r0   r1   r2   weightstatsr3   r4   r5   r6   r7   r8   r9   r:   
proportionr;   r<   r=   r>   r?   r@   rA   rB   rC   rD   rE   rF   rG   rH   rI   rJ   rK   rL   rM   rN   ratesrO   rP   rQ   rR   rS   rT   rU   rV   rW   rX   rY   rZ   r[   r\   onewayr]   r^   r_   r`   ra   rb   rc   rd   re   rf   rg   rh   ri   rj   rk   multivariaterl   rm   rn   ro   rp   rq   rr   rs   rt   powerru   rv   rw   rx   ry   rz   r{   r|   r}   descriptivestatsr~   anovar   r   inter_raterr   r   oaxacar   r   correlation_toolsr   r   r   r   r   r   r   statsmodels.sandbox.stats.runsr   r   r   $statsmodels.stats.contingency_tablesr   r   r   r   r   r   	mediationr   meta_analysisr   r   r   __all__     U/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/statsmodels/stats/api.py<module>r      s                                                      # # # # # # $ $ $ $ $ $      5 5 5 5 5 5 5 5 5 5 5 5 5 5            ( ( ( ( ( ( ( ( ( (       @ @ @ @ @ @ @ @ @ @ ! ! ! ! ! !                       @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @                                                                          
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