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edits
- rearrange Bunch
- use DataFrame

note seond `_cons` in params_table rownames is lnalpha

    N)ParamsTableTestBunchrank	   Ni-  ic   kk_eq   k_dv   	convergedrc	k_autoCnsllgRzR
k_eq_modelll_0gqr9Xrank0df_m   chi2g/мۇ@pgAֿll_cg tchi2_cg1U@r2_pgp?k_auxalphagG2ʻ?cmdlinez=nbreg docvis private medicaid aget aget2 educyr actlim totchrcmdnbregpredictnbreg_pdispersmeandiparm_opt2noprobchi2_ctLRchi2typeopt	moptimizevceoimtitlezNegative binomial regressiondiparm1zlnalpha, exp label(usernbreg_lfcrittypezlog likelihood	ml_methode2singularHmethodzm-marquardt	techniquenrwhichmaxdepvardocvis
propertieszb VgrPSP?gv*a$?gb"@gF2+`>gƿ7?gtQE?gS 1\?gwT?g2w(?g4*˽?g?g
Ęg/B{r?g`ߏ?gxZ?gf~@gԝ|Rt>g";w8?g5fAВ?gf6fgoR?gwްjgE>gڨOgnD-FigWZ?g;+q?ghϱ@g<*EI=g((?gEU]r?ggM?g}l?gԝ͑@gRJBҩ>gv|wV?g`z^y?g'+??g)$?g$]6@gʜU|'(gUz?gPL/y?g${?g^a ?gu>n$@gsok ;gn5O*?gR?gP
wE޿g&O?gYk.ggV14g@6wog ۿz!b se z pvalue ll ul df crit eformz<private medicaid aget aget2 educyr actlim totchr _cons _consg(5D@gpb)M?g("LP@g_@g%kZ@gp?gn>l?g-^6@g+-' 2(g֒d?g Oڵ?gnԹ?g3ja?gVGG@gE#?gN?g2e)?g_IRv?gV&4@@gAV AgdTh?gR]?g&ˌuA?gŷJRv?gb@g'Y?gne?   z81bn._predict 2._predict 3._predict 4._predict 5._predict)indexcolumnsg*c:@gMU?gE@bfO@gSBa@gK@g@Ix?gql?ghh+9@g		=r#g- <-ִ?g^V[?goXqq?gd`?g V\	$J@gaj?gz5O(x?gж	?gYkcUv?gb7A@gfugߦ?g6ȑ3c?gK?ga9dUv?g?qb@g 3g?gs	H?)params_tableparams_table_colnamesparams_table_rownamesresults_margins_atmeansresults_margins_mean         g`yRggQK(@g]_ N_zeroi  df_czKzinb docvis private medicaid aget aget2 educyr actlim totchr, inflate(aget)zinbzip_pinflatelogitz*Zero-inflated negative binomial regressionzinb_llfgwֳ?g9'(?gaݱ@ga>gָbq?g?g?g>x'?g_?gn?gR۬gZ?gE]c?gk4?gC@gultZ>gz0?gHP&	?gVߙg4	b?gAg*t>g}&FZgGqg0?gp\*q?g3i@gHӪp1=g(6)(?gz?g,?gi=?g2ad@gEp
>gWR?g3sgw?gH-?gEN)J?g2N2k6@gX,(gF?g5|#?gx[y?g9<Ʊ?g#@gb;gUÂf?g2o?geJgD@g	c>ֿgfM?gՠV
!gh4)Bb@g	0<g#M*@gjk߿gY?g}Q@gv/_3@gI߿g,׷?gQ_q+g$n<07g[g[oHڿzGprivate medicaid aget aget2 educyr actlim totchr _cons aget _cons _consgp@g+>~Oŷ?g@$V.˖P@gɳY4@g_@gqB?gl?gMk_6@gg?r)g0sZ?g!?gP ι?gz!Hɒe?gb_#C@gH*{?gC7D ?g!H?g猷x?g[r>@gbfg֣M}?g4$`n?g-B?g0ȷx?g?a@g
vg?gd?gp*9@g5ڻ?g%GO@gJI$^_@g@gg5.?gewp?gR35@g+P>*g:a1?g:?g}3Kh?gI#.jf?gT>ӴC@g[	?g٬Eȼ?g
]i?gJձ|Zv?g?A@g3g$P|?g׃d?gh%?gZ0|Zv?gimb@g_f?gU ? )__doc__numpynppandaspdstatsmodels.tools.testingr   dictestarraynanreshaper@   splitrA   rB   tabletable_colnamestable_rownames	DataFramedframe_atmeansdframe_meanresults_nb_docvisresults_zinb_docvisrO       r/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/statsmodels/discrete/tests/results/results_predict.py<module>rf      s            : : : : : :
d ) ) )!)t) ) q	)
 !) !) q) ) q) #") ) %$) 1) !) #")  ! !)" %$#)$ &%%)& $#')( 1))* %$+), UT-). /)0 Y1)2 V3)4 "5)6 T7)8 d9): ;)< =)> 21?)@ +*A)B *C)D '&E)F tG)H +]I)J tK)L 5M)N HO)P Q)V rx &)8;J&(*1@  ' *9 <K 	 '	 *9	 ;=&	
 
 &'
 *9
 <K  ' *9 <K F  ./ 1A  ' *9 ;K  f  / @A  ' *9 <K  ' )+ 2A  ' *9 <K  ' *9 ;=&  &' *9 <K  ' *9 <K  F!  !  ./!  2A!" #" '#" *9#" <K#$ %$ f%$  /%$ @A%& '& ''& )9'& <K'( )( ')( )+)( 2A)* +  * wq||+ . <AACC V\\^^  	 &)8IJ&(*1@  ' *9 <K 	 '	 *9	 ;=&	
 
 &'
 *9
 <K  &' *9 <K F  ./ 2A  ' *9 <K  f  / @A  ' *9 JK  ' )+ 2A  	 	 wq||  5::<<KQQSSe>>RRR 	 &)8IJ&(*1@  ' *9 <K 	 '	 *9	 ;=&	
 
 &'
 *9
 <K  &' *9 =K F  ./ 2A  ' *9 <K  f  / @A  ' *9 JK  ' )+ 2A  	 	 wq||  5::<<KQQSSbl5OOO(( //*$  
   d $ $ $"$t$ $ r	$
 !$ !$ q$ $ q$ #"$ $ %$$ $#$ ! $ C$  !!$" !#$$ 1%$& cb'$( )$* W+$, W-$. d/$0 1$2 3$4 @?5$6 +*7$8 *9$: '&;$< t=$> +]?$@ tA$B 5C$D HE$F G$L rx 00&0)80;J00&0(*01@0 0 '0 *90 <K0 	0 '	0 *9	0 ;=&	0
 0
 &'0
 *90
 <K0 0 '0 *90 <K0 F0 0 ./0 1A0 0 '0 *90 ;K0 0 f0  /0 @A0 0 '0 *90 <K0 0 '0 )+0 2A0 0 '0 *90 <K0 0 '0 *90 ;=&0 0 &'0 *90 <K0 0 '0 *90 <K0  F!0  !0  ./!0  2A!0" #0" '#0" *9#0" <K#0$ %0$ f%0$  /%0$ @A%0& '0& ''0& )9'0& <K'0( )0( ')0( )+)0( 2A)0* +0* '+0* *9+0* ;K+0, -0, '-0, *9-0, ;=&-0. /0. &'/0. *9/0. <K/00 100 '100 )9100 ;K102 F302 302 ./30 1 12 29A3 6 <AACC aggii  	 &)8IJ&(*1@  ' *9 <K 	 '	 *9	 ;=&	
 
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 <K  &' *9 <K F  ./ 2A  ' *9 <K  f  / @A  ' *9 JK  ' )+ 2A  	 	 wq||  5::<<KQQSSe>>RRR 	 &)8IJ&(*1@  ' *9 >K 	 '	 +9	 ;=&	
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 <K  &' *9 <K F  ./ 2A  ' *9 <K  f  / @A  ' *9 JK  ' )+ 2A  	 	 wq||  5::<<KQQSSbl5OOO** //*$  
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