
    M/PhS                        d dl Z G d de          Z ej        g dddddd	ej        d
d dddd ddej        d
d ddddddej        d
d ddddddej        d
d ddddd d!ej        d
d d"d#d$d%d&d'ej        d
d d(d)d*d d+d,ej        d
d d-d.d/d0d1d2ej        d
d d3d4d5d6d7d8ej        d
d d9d:d;d<d=d>ej        d
d d?d@dAdBdCdDej        d
d dEdFdGdHdIdJej        d
d                               dKdL          ZdM                                Z	dN                                Z
 ej        g dOdPdQdRdSdTej        d
d dUdVdWd dXdYej        d
d ddddddej        d
d ddddddej        d
d ddddZd d!ej        d
d d[d#d$d%d&d'ej        d
d d(d)d\d d+d,ej        d
d d-d.d/d0d1d2ej        d
d d3d4d5d6d7d]ej        d
d d^d:d_d<d=d`ej        d
d d?d@dAdBdCdDej        d
d dEdFdadHdIdJej        d
d                               dKdL          ZdM                                ZdN                                Z eee	e
eeeb          Z ej        g dcdddedfdgdhej        d
d didjdkd dldmej        d
d dndodpdqdrdsej        d
d dtdudvdwdxdyej        d
d dzd{d|d}d~dej        d
d ddddddej        d
d ddddddej        d
d ddddddej        d
d                               ddL          ZdM                                Z	d                                Z
 ej        g ddddddej        d
d dddd ddej        d
d dndddddej        d
d dtdddddej        d
d dzdddddej        d
d ddddddej        d
d ddddddej        d
d ddddddej        d
d                               ddL          ZdM                                Zd                                Z eee	e
eeeb          Z ej        g ddddddej        d
d dÑdđdőd dƑdǑej        d
d ddddddej        d
d ddȑdɑddʑdˑej        d
d ddd̑d͑dΑdϑej        d
d d[d#d$d%d&d'ej        d
d d(d)d*d d+d,ej        d
d d-d.d/d0d1d2ej        d
d d3d4d5d6d7d8ej        d
d d^d:d_d<d=dБej        d
d d?d@dAdBdCdDej        d
d dEdFdGdHdIdJej        d
d dndёdґdqdӑdԑej        d
d dtdՑd֑dבdؑdّej        d
d dzdڑdۑd}dܑdݑej        d
d ddޑdߑdddej        d
d ddddddej        d
d ddddddej        d
d                               ddL          ZdM                                Z	d                                Z
 eee	e
          Z ej        g ddddddej        d
d dddd ddej        d
d ddddddej        d
d d dddddej        d
d dddd	d
dej        d
d ddddddej        d
d ddddddej        d
d ddddddej        d
d ddd d!d"d#ej        d
d d$d%d&d'd(d)ej        d
d d*d+d,d-d.d/ej        d
d d0d1d2d3d4d5ej        d
d dnd6d7dqd8d9ej        d
d dtd:d;dwd<d=ej        d
d dzd>d?d}d@dAej        d
d ddBdCddDdEej        d
d ddFdGdHdIdJej        d
d ddKdLdMdNdOej        d
d                               ddL          ZdM                                Z	d                                Z
 eee	e
          Z ej        g dPdQdRdSdTdUej        d
d dVdWdXd dYdZej        d
d d[d\d]d^d_d`ej        d
d dadbdcdddedfej        d
d dgdhdidjdkdlej        d
d dmdndodpdqdrej        d
d dsdtdud dvdwej        d
d dxdydzd{d|d}ej        d
d d~dddddej        d
d ddddddej        d
d ddddddej        d
d ddddddej        d
d dndddqddej        d
d dtdddwddej        d
d dzd>dd}ddAej        d
d ddddddej        d
d ddddddej        d
d ddddddej        d
d                               ddL          ZdM                                Z	d                                Z
 ej        g ddddddej        d
d dddd ddej        d
d ddddddej        d
d ddddddej        d
d dddÑdđdődƑej        d
d dǑdȑdɑdʑdˑd̑ej        d
d d͑dΑdϑd dБdёej        d
d d-d.d/d0dґd2ej        d
d d3d4d5d6d7d8ej        d
d d9d:d_d<d=dӑej        d
d d?d@dAdBdCdDej        d
d dEdFdGdHdIdJej        d
d dndԑdՑd֑dבdؑej        d
d dtdّdڑdۑdܑdݑej        d
d dzdޑdߑdddej        d
d ddddddej        d
d ddddddej        d
d ddddddej        d
d                               ddL          ZdM                                Zd                                Z eee	e
eeeb          ZdS (      Nc                       e Zd Zd ZdS )Bunchc                 J    t                               | |           | | _        d S )N)dict__init____dict__)selfkws     t/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/statsmodels/treatment/tests/results/results_teffects.pyr   zBunch.__init__   s!    dB    N)__name__
__module____qualname__r    r   r   r   r      s#            r   r   g2ҙktmgV
7@g$gsT$;gƃUqg؜,X=hgS 1\?gl/|@g[0#@gBLTv@g{%q@g~һ@gS&P@gԥ ;@gR@g\?g!$@g:Q]@gi3pd@g*݀:@g; ?0@gPrU>g:42[@g{"ǣj@g$Q_@g3c0 @gW<?gׇ3b?g],g+r2@g{нQg^3@g	Gge2?gGm:xu[gAi@g?G}@gŒbK@g%/,M@gp1@g"m5٩@gvc+9@g9r0D@g?gW?gmLKg<Z@g?<,`@g^ɎnD@gWi'*
@g	8Q?g$ҫJ@gvу$j@gm={gDg@gSKfgco?gKF/g5WVɰ?g]hOD@gKւC@g??g3*Y?gx:1BgF}]@g3^V6@gHLZ@g>@g_Pe,g=<,@gM$Ϫ@   	   z!b se z pvalue ll ul df crit eformz_r1vs0.mbsmoke 0.mbsmoke prenatal1 mmarried mage fbaby _cons prenatal1 mmarried mage fbaby _consgϨkgu 6@g~*=#gq<\;gw@0pgeIWfg9A@g"*Ճ)@g/C{3wp@g@g
bs@gՇ3b?g5нQgK%/,M@gЃ$j@gm={g+RKfgL8WVɰ?gg>@)tabletable_colnamestable_rownamestable_ttable_t_colnamestable_t_rownamesg-!R	lgYѳ9@gxM!g\w<gJ߄qg8fg'얪@gRv$#@gMg9v@ghq@g\q@gpޜ]geA _?gڍRg'g{\,>9g-%:g厗FgS?g!8T?g ,u.@gߨo.>gug?g;hs?g~nh$jgұE?gVAK*gYI/>g;8xrg_g0˿g´V_?gOg}ԝ>g
0$Կgdn־gpf*gd䢂?gemB?!gZ ]<g%'F"gOgkgUh?g(HF
g$-I?gd?}gES   zDr1vs0.mbsmoke 0.mbsmoke mmarried mage c.mage#c.mage fbaby medu _consgP%lg"7@gs#gL	;gspg76tYfgrE@g)g,@gymm@g(Q@g@W}@g@_?gb#Rg'g_,>9g-%:gFgCͬT?gTu.@ggo.>gg?gd.Zs?gE?g&e*g/>gs1xrg6۔_gzV_?g7KgY툞>gM0$Կg5n־g@䢂?g*kB?!g ]<gF"gOgN%h?gHF
g.I?g/4}g1uSgUvlg35:@g_+!g'6<gXƥqg<>sfgv㵖@gTf##@g4:v@g3q@g/7@g݀:@gj? ?0@g_:42[@g{"ǣj@gY<?gӇ3b?g}],gt+r2@g/6WVɰ?g _?g"Rg'g.%:gՎFg`T?g7Hu.@go.>g<g?g
mis?gCԱE?g~I*gW19xrg_gV_?gSOg7
0$Կg>\n־g
䢂?g«B?!g%] ]<gF"g]OgYh?gHF
gWPI?g@}gYBS   zr1vs0.mbsmoke 0.mbsmoke prenatal1 mmarried mage fbaby _cons prenatal1 mmarried mage fbaby _cons mmarried mage c.mage#c.mage fbaby medu _cons)r   r   r   gSBflgb OY;@g$$N} gg+&<gFҾqg
]egSU@g'Ulx1#@gu}*v@gip@gѠ@gc>T@gUazOM@g<r9n?g<?gbX[@gxoh@g']@g{W]=A@gu9[*
@gNvI?gA{H@gşVЀg@g@gc@gDK$?gnY?gJ?g p*@gՊw[gf:K@g`٘\ gTHԙ̃?g-ֵ~kgMDgu@gH!V@gȆPA@g6k3/=gT
I@gk`5@g+SCW@g;P}S@gXG<?ggz?g_PLgnk9n@gK+X@gd;3H@gGMD @gl?g K@g	g@gr>9q`gkt'@g5vҿgy8?gͭ+:gM4F3@g#g[_`@gLPSg&0?g'ޜҩpgI9n@g @g޽6>xu@gkSK"@g@J;grJ@gm.#ϭ@g _?gRg'g.%:g^ՎFg\T?gu.@gZg?g1is?gӱE?g%J*gN9xrg¨_gF˯V_?gOg
0$ԿgPn־g7䢂?gǒB?!gq ]<gF"gKOgWh?g,HF
gvBI?gm@}gsCSg!mMlgm:@gJAE!gZܭZ<goxqg}8fgQث@giS#|$#@g3-B9v@gϭ'q@gU0@g2/GP@g<@g+)@gO^;?grN_#'@glt_@gfRrc@gx:@g!O=@g ?1>g09Y@gIi@g-z$@gΨ@gE߮?g\Sr?gLw*gO@gi0Qg+?Ӧd4@g96g!d-|9;?gN[g%?g~1y@gH3IK@g1f>M@gSJT@g
Wgͩ@gQ:vbA@gE@g?gM?gw^WHgOL]@gzH_@gNQ֭&D@g,ӫ@gTXq`?gSF@gHTSpbi@g
|FgT@gם=gRnA?g;B0ggkh@g^C@gѵriL@gڨNx?g*2?gYQg~<ynb@gzϨ@gE_:c@g4@g4bn,gZct@g{*@gd _?gORg'g.%:gҎFg~T?gnܥu.@gdg?g&is?g1J*gD8xrg֯V_?gOg٭
0$ԿgEn־gLlB?!gWh?gHF
g DI?g~v@}gCSgDrkg\D7@gKJ@"g+;ga?pga	zfgزhB@g+{,@gג7m@gZJ	@g&c{@g'GS@gNS9C@gӵ2?g?g
F?g{Uc@gNbBa@g&d=@gH@g1	>g}o\T@gUvuh@gå@gI cbM@g$ru?g$сA?gc,gஶ$@g +RgHbz,@@gHZr^gtX/?g6agl%gf"@gF'ŲN;R@g>E@g-ǪD@g1١ ȩ@gLKg 9WVɰ?g8_?gRg'gH+>9g-%:gDFgT?gu.@g~Qo.>gg?gus?gq뱼E?g84*gB/>g~>xrgݻ_g
V_?gi,Gg>gu0$ԿgRn־gVu,䢂?gB?!g>ߢ ]<gTF"gmNgrh?g#ؤHF
gX]I?gG}g3)S)numpynpr   r   arraynanreshaper   splitr   r   r   r   r   
results_raresults_ipwresults_aipwresults_aipw_wlsresults_ipwrar   r   r   <module>r&      s-          D    	 &(8;J&(*1@  ' *9 <K 	 '	 *9	 ;=&	
 
 &'
 *9
 <K  ' *9 <K F  ./ 2A  ' *9 <K  f  / @A  ' +9 <K  ' )+ 2A  ' +9 ;K  ' )9 ;=&  &' *9 <K  &' *9 <K  F!  !  ./!  2A!" #" '#" +9#" ;K#$ %$ f%$  /%$ @A%& '& ''& *9'& <K'( )( ')( )+)( 2A)* +* '+* *9+* ;K+, -, '-, *9-, ;=&-. /. &'/. *9/. =K/0 10 '10 )910 =K12 F32 32 ./32 3A34 54 '54 *954 =K56 76 f76  /76 @A7 	 	8 wr!}}9 < 5::<<rxxzz
"( &(8;J&(*1@  ' *9 <K 	 '	 +9	 ;=&	
 
 &'
 *9
 <K  ' *9 <K F  ./ 2A  ' *9 <K  f  / @A  ' +9 <K  ' )+ 2A  ' +9 ;K  ' )9 ;=&  &' *9 <K  &' *9 <K  F!  !  ./!  2A!" #" '#" +9#" ;K#$ %$ f%$  /%$ @A%& '& ''& *9'& <K'( )( ')( )+)( 2A)* +* '+* *9+* ;K+, -, '-, *9-, ;=&-. /. &'/. *9/. =K/0 10 '10 )910 =K12 F32 32 ./32 3A34 54 '54 *954 =K56 76 f76  /76 @A7  8 wr!}}9 < 7<<>> tzz|| U--!1!1  
 	 &(8;J&(*1@  ' *9 <K 	 '	 *9	 ;=&	
 
 &'
 )9
 <K  ' )9 ;K F  ./ 2A  ' *9 <K  f  / @A  ' )9 <K  ' )+ 2A  ' *9 ;K  ' )9 ;=&  &' )9 <K  ' )9 ;K  F!  !  ./!  1A!" #" '#" *9#" ;K#$ %$ f%$  /%$ @A% 	 	& wq||' * 5::<<W]]__
"( &(8;J&(*1@  ' +9 =K 	 '	 *9	 ;=&	
 
 &'
 )9
 <K  ' )9 ;K F  ./ 2A  ' *9 <K  f  / @A  ' )9 <K  ' )+ 2A  ' *9 ;K  ' )9 ;=&  &' )9 <K  ' *9 ;K  F!  !  ./!  1A!" #" '#" *9#" ;K#$ %$ f%$  /%$ @A%  & wq||' * 7<<>> Y__aa  e--!1!1   	 )()(&)((8)(;J)()(&)((*)(1@)( )( ')( *9)( <K)( 	)( '	)( *9	)( ;=&	)(
 )(
 &')(
 *9)(
 <K)( )( ')( *9)( <K)( F)( )( ./)( 2A)( )( ')( *9)( <K)( )( f)(  /)( @A)( )( ')( *9)( =K)( )( ')( )+)( 2A)( )( ')( +9)( ;K)( )( ')( )9)( ;=&)( )( &')( *9)( <K)( )( &')( *9)( <K)(  F!)(  !)(  ./!)(  2A!)(" #)(" '#)(" +9#)(" ;K#)($ %)($ f%)($  /%)($ @A%)(& ')(& '')(& *9')(& <K')(( ))(( '))(( )+))(( 2A))(* +)(* '+)(* *9+)(* ;K+)(, -)(, '-)(, *9-)(, ;=&-)(. /)(. &'/)(. *9/)(. =K/)(0 1)(0 '1)(0 )91)(0 =K1)(2 F3)(2 3)(2 ./3)(2 3A3)(4 5)(4 '5)(4 *95)(4 =K5)(6 7)(6 f7)(6  /7)(6 @A7)(8 9)(8 '9)(8 )99)(8 <K9)(: ;)(: ';)(: )+;)(: 2A;)(< =)(< '=)(< *9=)(< <K=)(> ?)(> '?)(> +9?)(> ;=&?)(@ A)(@ &'A)(@ )9A)(@ <KA)(B C)(B 'C)(B )9C)(B <KC)(D FE)(D E)(D ./E)(D 2AE)(F G)(F 'G)(F *9G)(F ;KG)(H I)(H fI)(H  /I)(H @AI)(J K)(J 'K)(J )9K)(J <KK)(L M)(L 'M)(L )+M)(L 2AM)(N O)(N 'O)(N *9O)(N ;KO)(P Q)(P 'Q)(P )9Q)(P ;=&Q)(R S)(R &'S)( )	) )	)R *1AS V 5::<< `  f  f  h  h u--   	 )()(&)((8)(;J)()(&)((*)(1@)( )( ')( +9)( =K)( 	)( '	)( *9	)( ;=&	)(
 )(
 &')(
 *9)(
 <K)( )( ')( )9)( <K)( F)( )( ./)( 2A)( )( ')( *9)( <K)( )( f)(  /)( @A)( )( ')( *9)( <K)( )( ')( )+)( 2A)( )( ')( *9)( ;K)( )( ')( )9)( ;=&)( )( &')( *9)( <K)( )( ')( +9)( <K)(  F!)(  !)(  ./!)(  2A!)(" #)(" '#)(" *9#)(" ;K#)($ %)($ f%)($  /%)($ @A%)(& ')(& '')(& *9')(& <K')(( ))(( '))(( )+))(( 2A))(* +)(* '+)(* *9+)(* ;K+)(, -)(, '-)(, *9-)(, ;=&-)(. /)(. &'/)(. )9/)(. <K/)(0 1)(0 '1)(0 )91)(0 <K1)(2 F3)(2 3)(2 ./3)(2 2A3)(4 5)(4 '5)(4 *95)(4 <K5)(6 7)(6 f7)(6  /7)(6 @A7)(8 9)(8 '9)(8 *99)(8 <K9)(: ;)(: ';)(: )+;)(: 2A;)(< =)(< '=)(< *9=)(< <K=)(> ?)(> '?)(> *9?)(> ;=&?)(@ A)(@ &'A)(@ )9A)(@ <KA)(B C)(B 'C)(B )9C)(B ;KC)(D FE)(D E)(D ./E)(D 2AE)(F G)(F 'G)(F *9G)(F ;KG)(H I)(H fI)(H  /I)(H @AI)(J K)(J 'K)(J )9K)(J <KK)(L M)(L 'M)(L )+M)(L 2AM)(N O)(N 'O)(N *9O)(N ;KO)(P Q)(P 'Q)(P )9Q)(P ;=&Q)(R S)(R &'S)( )	) )	)R *1AS V 5::<< `  f  f  h  h 5--    	 )()(&)((8)(;J)()(&)((*)(1@)( )( ')( ,9)( <K)( 	)( '	)( ,9	)( ;=&	)(
 )(
 &')(
 *9)(
 <K)( )( ')( *9)( <K)( F)( )( ./)( 2A)( )( ')( *9)( <K)( )( f)(  /)( @A)( )( ')( *9)( <K)( )( ')( )+)( 2A)( )( ')( *9)( ;K)( )( ')( )9)( ;=&)( )( &')( *9)( <K)( )( &')( *9)( <K)(  F!)(  !)(  ./!)(  2A!)(" #)(" '#)(" *9#)(" ;K#)($ %)($ f%)($  /%)($ @A%)(& ')(& '')(& ,9')(& <K')(( ))(( '))(( )+))(( 2A))(* +)(* '+)(* +9+)(* ;K+)(, -)(, '-)(, *9-)(, ;=&-)(. /)(. &'/)(. *9/)(. <K/)(0 1)(0 '1)(0 )91)(0 <K1)(2 F3)(2 3)(2 ./3)(2 2A3)(4 5)(4 '5)(4 *95)(4 <K5)(6 7)(6 f7)(6  /7)(6 @A7)(8 9)(8 '9)(8 )99)(8 <K9)(: ;)(: ';)(: )+;)(: 2A;)(< =)(< '=)(< *9=)(< <K=)(> ?)(> '?)(> +9?)(> ;=&?)(@ A)(@ &'A)(@ )9A)(@ <KA)(B C)(B 'C)(B )9C)(B ;KC)(D FE)(D E)(D ./E)(D 2AE)(F G)(F 'G)(F *9G)(F ;KG)(H I)(H fI)(H  /I)(H @AI)(J K)(J 'K)(J )9K)(J <KK)(L M)(L 'M)(L )+M)(L 2AM)(N O)(N 'O)(N *9O)(N ;KO)(P Q)(P 'Q)(P )9Q)(P ;=&Q)(R S)(R &'S)( )	) )	)R *1AS V 5::<< `  f  f  h  h
"( )()(&)((8)(;J)()(&)((*)(1@)( )( ')( *9)( <K)( 	)( '	)( *9	)( ;=&	)(
 )(
 &')(
 *9)(
 <K)( )( ')( *9)( <K)( F)( )( ./)( 2A)( )( ')( *9)( >K)( )( f)(  /)( @A)( )( ')( *9)( <K)( )( ')( )+)( 2A)( )( ')( *9)( ;K)( )( ')( )9)( ;=&)( )( &')( *9)( <K)( )( &')( +9)( <K)(  F!)(  !)(  ./!)(  2A!)(" #)(" '#)(" +9#)(" ;K#)($ %)($ f%)($  /%)($ @A%)(& ')(& '')(& *9')(& <K')(( ))(( '))(( )+))(( 2A))(* +)(* '+)(* *9+)(* ;K+)(, -)(, '-)(, *9-)(, ;=&-)(. /)(. &'/)(. *9/)(. =K/)(0 1)(0 '1)(0 )91)(0 =K1)(2 F3)(2 3)(2 ./3)(2 3A3)(4 5)(4 '5)(4 *95)(4 =K5)(6 7)(6 f7)(6  /7)(6 @A7)(8 9)(8 '9)(8 )99)(8 <K9)(: ;)(: ';)(: )+;)(: 2A;)(< =)(< '=)(< *9=)(< <K=)(> ?)(> '?)(> *9?)(> ;=&?)(@ A)(@ &'A)(@ )9A)(@ <KA)(B C)(B 'C)(B )9C)(B ;KC)(D FE)(D E)(D ./E)(D 2AE)(F G)(F 'G)(F *9G)(F <KG)(H I)(H fI)(H  /I)(H @AI)(J K)(J 'K)(J )9K)(J <KK)(L M)(L 'M)(L )+M)(L 2AM)(N O)(N 'O)(N *9O)(N ;KO)(P Q)(P 'Q)(P )9Q)(P ;=&Q)(R S)(R &'S)( )) ))R *1AS V 7<<>>  b  h  h  j  j  --!1!1  r   