>hRSrSSKJr SSKrSSKJr "SS\5r"SS5rg) zgBase classes for statistical test results Created on Mon Apr 22 14:03:21 2013 Author: Josef Perktold )lzipN)HoldercL^\rSrSrSrS U4SjjrSrSrSrS Sjr Sr U=r $) HolderTuple z Holder class with indexing c >^[TT]"S0UD6 Ub[U4SjU55TlgTRTR4Tlg)Nc3<># UHn[TU5v M g7fN)getattr).0attselfs iC:\Users\julio\OneDrive\Documentos\Trabajo\Ideas Frescas\venv\Lib\site-packages\statsmodels/stats/base.py 'HolderTuple.__init__..sDVcwtS11Vs)super__init__tuple statisticpvalue)rtuple_kwds __class__s` rrHolderTuple.__init__s?  4  DVDDDJ..$++6DJc#8# URShvN gN7fr rrs r__iter__HolderTuple.__iter__s::s c URU$r r)ridxs r __getitem__HolderTuple.__getitem__szz#rc,[UR5$r )lenrrs r__len__HolderTuple.__len__s4::rcR[R"[UR5XS9$)N)dtypecopy)nparraylistr)rr+r,s r __array__HolderTuple.__array__!sxxTZZ(AArrr )NT) __name__ __module__ __qualname____firstlineno____doc__rr r$r(r0__static_attributes__ __classcell__)rs@rrr s(7BBrrcB\rSrSrSrS SjrS SjrSrSrSr S r g) AllPairsResults%aBResults class for pairwise comparisons, based on p-values Parameters ---------- pvals_raw : array_like, 1-D p-values from a pairwise comparison test all_pairs : list of tuples list of indices, one pair for each comparison multitest_method : str method that is used by default for p-value correction. This is used as default by the methods like if the multiple-testing method is not specified as argument. levels : {list[str], None} optional names of the levels or groups n_levels : None or int If None, then the number of levels or groups is inferred from the other arguments. It can be explicitly specified, if the inferred number is incorrect. Notes ----- This class can also be used for other pairwise comparisons, for example comparing several treatments to a control (as in Dunnet's test). Nc 6XlX lUc[R"U5S-UlOXPlX0lX@lUcUVs/sHof<PM snUlgUVs/sHnSRXFSXFS5PM! snUlgs snfs snf)Nz{}-{}r) pvals_raw all_pairsr-maxn_levelsmultitest_methodlevelsall_pairs_namesformat)rr>r?rBrCrApairss rrAllPairsResults.__init__@s""  FF9-1DM$M 0 >*3$*3) )$D  )$ )e8$f1X&6($D $$s  B"&BclSSKJs Jn Uc URnUR UR US9S$)zp-values corrected for multiple testing problem This uses the default p-value correction of the instance stored in ``self.multitest_method`` if method is None. rN)methodr=)statsmodels.stats.multiteststats multitestrB multipletestsr>)rrIsmts rpval_correctedAllPairsResults.pval_correctedWs9 21 >**F   ?BBrc"UR5$r )summaryrs r__str__AllPairsResults.__str__ds||~rcURn[R"X45nUR5U[ UR 6'U$)zqcreate a (n_levels, n_levels) array with corrected p_values this needs to improve, similar to R pairwise output )rAr-zerosrOrr?)rk pvals_mats r pval_tableAllPairsResults.pval_tablegs? MMHHaV$ +/+>+>+@ $'(rc *SSKJs Jn [SUR55nSUR UR -nUSSUS- S---S -- nUS RS [URUR5555- nU$) z}returns text summarizing the results uses the default pvalue correction of the instance stored in ``self.multitest_method`` rNc38# UHn[U5v M g7fr )r')r sss rr*AllPairsResults.summary..ys>)=2s2ww)=sz0Corrected p-values using %s p-value correction Pairs r=z p-values  c36# UHupUSUS3v M g7f)z z6.4gNr)r rFpvs rrr^~s(LJ5@UUG2bY/Js) rJrKrLr@rDmultitest_methods_namesrBjoinziprO)rrNmaxleveltexts rrRAllPairsResults.summaryrs 21>)=)=>>D--d.C.CDE 3(Q,"234|CC  Ld22D4G4G4IJLL L r)r?rDrCrBrAr>)hsNNr ) r2r3r4r5r6rrOrSrYrRr7rrrr:r:%s*4?C'+. C rr:) r6statsmodels.compat.pythonrnumpyr-statsmodels.tools.testingrrr:rrrros/ +,B&B2[[r