
    !gJ                        d dl Zd dlmZ g dZ edsi dddddd	d
ddd dddd dd ddddddddddddddddd d!d"d#d$d%d&d'd(d d)d*d+d,d-d,d.d/d0d1d2d3d4d5d6d7d8dd9d:d;d7d<dd=d:d>d?d@dAdBdAdCdDdEddFdGdHdIdJdKdLdMdNdOdPdQdRdSdTdUdVdWdXdYdZd[d\d]d^d_d`dadbdcZ ej                  g dddedfdgdhdiej                  djd dkdldmdndodpej                  djd dqdrdsdtdudvej                  djd dwdxdydzd{d|ej                  djd d}d~ddddej                  djd ddddddej                  djd ddddddej                  djd ddddddej                  djd ddddddej                  djd ddddddej                  djd ddddddej                  djd ddddddej                  djd ddddddej                  djd       j                  dAd      Z
dj                         ZeZ ej                  g d      j                  dAdA      ZeZeZ edse
eeeeedeZ edsi dddddd	d
ddd dddd dd ddddddddddddddddd d!d"d#d$d%d&d'd(d d)d*d+d,d-dd.d/d0dd2d3d4dd;dd<dd=dd>d?d@dAddDdBdAdCdDdEddFddHdIdJdKdLdMdNdOdPddRdSdTdUdVdWdddXdYdZd[d\d]d^d_d`dadbdcZ ej                  g dddÑdđdődƑdǑej                  djd dkdȑdɑdʑdˑd̑ej                  djd dqd͑dΑdϑdБdёej                  djd dwdґdӑdԑdՑd֑ej                  djd d}dבdؑdّdڑdۑej                  djd ddܑdݑdޑdߑdej                  djd ddddddej                  djd ddddddej                  djd ddddddej                  djd ddddddej                  djd ddddddej                  djd ddddddej                  djd ddd dddej                  djd       j                  dAd      Z
dj                         ZeZ ej                  g d      j                  dAdA      ZeZeZ edse
eeeeedeZ edsi dddddd	d
ddd dd!dddd dd ddddddddddddddddd d!d"d#d$d%d(d d)d*d+d,d-d,d.d/d0d1d2d3d4d5d6d7d8dd9d:d;d7d<dd=d:d>d?d@dAdBdAdCdDdEdd&d'dFdGdHdIdJdKdLdMdNdOdPddRdSdTdUdVdWdXdYdYdYdZd[d\d]d^d_d`dadbdcZ ej                  g d	      j                  dAd      Z
d
j                         ZeZ ej                  g d      j                  dAdA      ZeZeZ edddddd      Z edse
eeeeeedeZ edsi dddddd	d
ddd dd!dddd dd ddddddddddddddddd d!d"d#d$d%d(d d)d*d+d,d-dd.d/d0dd2d3d4dd;dd<dd=dd>d?d@dAddDdBdAdCdDdEdd&d'dFddHdIdJdKdLdMdNdOdPddRdSdTdUdVdWdddXdYdYdYdZd[d\d]d^d_d`dadbdcZ ej                  g d      j                  dAd      Z
d
j                         ZeZ ej                  g d      j                  dAdA      ZeZeZ edse
eeeeedeZ edsi dddddd	d
ddd dddd dd ddddddddddddddddd d!d"d#d$d%d&dd(d d)d*d+d,d-dd.d/d0dd2d3d4dd;dd<dd=dd>dd@dAddDdBdAdCdDdEddFddHd dJd!dLdMdNdOdPd"dRdSdTd#dVdWdddXdYdZd[d\d]d^d_d`dadbdcZ ej                  g d$d%d&d'd(d)ej                  djd d*d+d,d-d.d/ej                  djd d0d1d2d3d4d5ej                  djd d6d7d8d9d:d;ej                  djd d<d=d>d?d@dAej                  djd dBdCdDdEdFdGej                  djd dHdIdJdKdLdMej                  djd dNdOdPdQdRdSej                  djd dTdUdVdWdXdYej                  djd dZd[d\d]d^d_ej                  djd d`dadbdcdddeej                  djd dfdgdhdidjdkej                  djd dldmdndodpdqej                  djd       j                  dAd      Z
dj                         ZeZ ej                  g dr      j                  dAdA      ZeZeZ edse
eeeeedeZy(t      N)ParamsTableTestBunch)siqexprtenurernssmsadyear_67dyear_68dyear_69dyear_70dyear_71dyear_73_consNi  	inexog_ct
   	exexog_ct   endog_ct   
partial_ctdf_m   	sdofminusdofminusr2gg.?rmsegc}A?rssgS3~Z@mssgl$;?@r2_agq@6?FgAB@FpgO1Fdf1Fdf2  yyg`k@yycg#(ia@r2ug va_D?partialconscons   cdfg+m)@widstatcdg`{ppL?idpg
4z|=iddf   idstatg͎;0G@sarganpg9V%U?sargandfsarganga
׺b*@jpjdfjllg[~trankV   rankxxrankzz   r2chacsubtitleVz/Statistics consistent for homoskedasticity onlyhacsubtitleBz-Estimates efficient for homoskedasticity onlytitlezIV (2SLS) estimationpredictivreg2_pversionz02.2.08cmdlinez<ivreg2 lw expr tenure rns smsa dyear* (s iq=med kww age mrt)cmdivreg2modelivdepvarlwpartialsmallsmallexexogzmed kww age mrtinexogzJexpr tenure rns smsa dyear_67 dyear_68 dyear_69 dyear_70 dyear_71 dyear_73instszZmed kww age mrt expr tenure rns smsa dyear_67 dyear_68 dyear_69 dyear_70 dyear_71 dyear_73instdzs iq
propertieszb V^Y?g\<?gt8? @gB#s<g=%?gE?gS 1\?mhg֠_.Ds?gÇgu'F/?g[`$Jg:U9?,x<?g}vZ?g΅s-@g{#-,>gP\?g(?yԋz?gp6?g# O@gRG>grG[{?g(j.}?7Ʋ"ggb?g*7g<Zg?g 4XſgkuҡQg$?g:;s?gU\O@g7gkg?g_h:İ?g#`o?D""g*:¯O?g.~ @g_Q?grVKՀſgdD??P?gxڡ?g"?g@w[?grX@G8FgG?Kz8?gvf?gEuf@g=oh?gJ)?gW??/S?g_1 ?g"<Z@g"#l?gG,X?gF$?𘋸kw?goLø?gl/Ck?g#(?gv1};g?^pQ?D޷?g;ivF?gaI?g~\?g`lhIg
׺G?jP"@g$ /?gJ)@g.^XP8gd8R@g9]@	   z!b se z pvalue ll ul df crit eform)g΅UW/<?U0~?ueO4k>
u"绖x>TZuu>*2/>_+~y~DA?犏_1紐jC粣 b?rc   g,!O4>?Uch>ݘUĦft+c?fL٤V^>X>ӿ17d>XzRTrd   ro   gLSgn?,`z1?_6]ھv?."?>界O>ڀIX .M4"	 kOre   rp   rz   gFj?}]O	ea3e?D?B9s\W?R?g?}Cb?`CK@?rf   rq   r{   r   g2#S?ъ?*@?I4؛?N"	g5'`=9"0	4&約v>rrg   rr   r|   r   r   g_WO?ˌ{=>RѾnH}bc?簫>+ُ?稝iS>հ%FG?rh   rs   r}   r   r   r   gAy:i?e;.X"K?d&K?翈xL?ŪrG?4(J?{L?ri   rt   r~   r   r   r   r   g7L]5*f?=$MQ}M?r_cZL?3WH?xĽ~N?犪1Rrj   ru   r   r   r   r   r   r   gm:e?Be/~Q?v^O?f$}S?ثIyx]?rk   rv   r   r   r   r   r   r   r   goô@m?-*"hR?)YyV?34x?rl   rw   r   r   r   r   r   r   r   r   gpO[h?5|9\?Ia.Os?rm   rx   r   r   r   r   r   r   r   r   r   g]4j?I's?rn   ry   r   r   r   r   r   r   r   r   r   r   ge&9x?)params_tableparams_table_colnamesparams_table_rownamescovcov_colnamescov_rownamesg*ϏvD@g-[?1gF@&@g|=>gVJZvD@gdh?gQ]3'@rankSz'Statistics robust to heteroskedasticityzDivreg2 lw expr tenure rns smsa dyear* (s iq=med kww age mrt), robustvcetypeRobustgW҄@<?gb @gsƲ<gE?gF?g4gڗt?gCLg8E?g-g2S??gi|?g\D~@g1_ȉ>gu		(?gWJx7?g:a?g d[@g>gJI1<?g<#?g/؜B?gu<15(g5&=N{d?g8|ſgwl(JgX?g8 ;_@g4IcS?g2$Ӱ?g/<?gEf8z?g>JZqg8A麖?gv̚ĿgtX^?gGo?gjufE?glLQ?g|Ogc^W?gv?gM>	@g>]\anoW?g7Rt%?g5\?gK?gN|@g//~q?g?-?gڎb?gsG}e?gHq?gO)9?1/?gߒ`1rgKڱ?gљ'?g9g_[?g\+G?g;1gg{@3?g&(-q?ge&l
(@g:LWi&9gML@g@)g_fO0<?uv8Gf>Mya>7'矌e8=m)j {XoL4={DG l1e?r   go>Ho~ݙ>{
I/sY?XJ0A
T4>B5?瑕Rx禞Slh6uh>6ޚZ^Wr   r   gIꅚ?F2oc(T
?; 9Om?D%#?R>f>!һe^Nr   r   r   g=:Kz?DY{{Ipv!>Et^?H1?W1r?~Ѯ:?;{_?j?V"H?r   r   r   r   g
gR?DFs!?烒h(?îV :*?&J*>F l>
1/?x.YMNtr   r   r   r   r   gwO?Iv6=?[*.?Lӊh0?Kmk?Tft_¿3?p+K4?縶]qY?r   r   r   r   r   r   gene?cS9L?MO&N?繲>PO?M?"HDP?ofa4?r   r   r   r   r   r   r   g]Sd?d!Pŧ{N?IL?@{J?P~N?φ4	`r   r   r   r   r   r   r   r   g5Ftb?PMHS?;d[Q?R;i>-U?E|d?r   r   r   r   r   r   r   r   r   g+W荛n?祎O;T?:Ե	OY?qSx?r   r   r   r   r   r   r   r   r   r  gd2i?熁<]?ҕ>&q?r   r   r   r   r   r   r   r   r   r  r  gTn?8u?r   r   r   r   r   r   r   r   r  r  r  r  gY8?df_rgbבP?gAB@zCivreg2 lw expr tenure rns smsa dyear* (s iq=med kww age mrt), small)urU   gΖk?gtS| @gxSF<gX Pd?gcS?r&   x*xi?r   rV   gy~os?gaJg.#r?gAےg۔l,?r&   r	  r   rW   g`i~؀?g)|{%@gޗȨ+>gJ?g/?r&   r	  r   rX   gh0|D?g=S@gq:5>g-L?g'?r&   r	  r   rY   ge4~?gȪ%]g8u*mj?g] 1ſggCwr&   r	  r   rZ   g"%$?gPt+@g`Û?g^2?g]5?r&   r	  r   r[   g=ޥ?gg	sZ6E?g𵘃ſg9ʉ?r&   r	  r   r\   g6ݪ?gR_?g6?g}<Ыgu%Rj?r&   r	  r   r]   ga,?gQf@gn`]k?g@ u?gҦ+ŨP?r&   r	  r   r^   gȖܮ?g0O+&@gYJs	p?g*Q?gX,?r&   r	  r   r_   gi?gv?gm7?gO!i؏gyt?r&   r	  r   r`   g%u?gWX}W?gȩ
=?gtCxgh
m?r&   r	  r   ra   g?\?g96Z)@g!9g卆rE@g@r&   r	  r   z!b se t pvalue ll ul df crit eform)gT?<?Ju$\?|l>"Ɂ+>: >s"ٛP#k?;I1a1U<t'sXC;>9-c?r
  g^H>um>bٸ瑏y<?9:\sg"	J>V@>dgYrhpM>zTr  r  gRq+n?繖<}u;q?|\|ھvW32?.(n?綽0$f>:<>j$	!ZG A"ҽ-Pr  r  r!  g,Z_>?#P>Ҹ?ˑ?אS:??vm?+W?Gߐ#?祼%N@?r  r  r"  r+  gxS?Bn?Lg?8Pr?mD	Y	C0(nnl"Ɨ&nrr  r  r#  r,  r4  g1GO?Hrn>?KѾXf?NQ >ٗ?pAF>.Y?G?r  r  r$  r-  r5  r<  gBU)|i?7KK?ya0L?0V1L? 1z;H?/J?wLY?r  r  r%  r.  r6  r=  rC  gk8f?0N?kkL?禢ިI?fwMO?Ͱ}Rr  r  r&  r/  r7  r>  rD  rI  g)f?ؽ`SQ?犝)<P?S?jP]?r  r  r'  r0  r8  r?  rE  rJ  rN  g+<Sm?׮c<S?7T?V?CHVx?r  r  r(  r1  r9  r@  rF  rK  rO  rR  g;oh?&i\?;P1t?r  r  r)  r2  r:  rA  rG  rL  rP  rS  rU  g#@k?#_#t?r  r   r*  r3  r;  rB  rH  rM  rQ  rT  rV  rW  g-. ?i  g#9M 3<g2_&C@gU?m
<gԔaQ@)r  dfWHFpWHFDWHpDWH)r   r   r   r   r   r   hausmang*ϏvD@zJivreg2 lw expr tenure rns smsa dyear* (s iq=med kww age mrt), small robust)urU   g6k?gL
| @g佽c<g|14M?goS?r&   r	  r   rV   g<20t?gaAFgw׵?g-9gB?r&   r	  r   rW   g%S?gtH@gt!>gY%&?gf岰?r&   r	  r   rX   gdŌ?g-`@gxq>g c
?g>5?r&   r	  r   rY   g
h?gg.gx.R޹Tg?gӲG ſgIr&   r	  r   rZ   gR5/ӟ?g=z";@gQ9M?gC?gvzԬ?r&   r	  r   r[   g ?gǞLRIga@y8?g:$Ŀg&?r&   r	  r   r\   gֹ?g}qP- ?gkN?g~{g_b?r&   r	  r   r]   gfQ^8?g, `I	@g3Z?g4H?g6ngO|?r&   r	  r   r^   gc=d?gi&@gs?gEsV?g;Y?r&   r	  r   r_   g
,ᣤ?g3x7?gv
?g:g|?r&   r	  r   r`   gǼl?gAΛMN?g 9?gTq蛿gZݝ[?r&   r	  r   ra   g,ݠ?g'@gHB$9g
@g+ӫ@r&   r	  r   )gi{;<?5jT5e>:EQa>Lv=0(?kJvRV@x)Kґ ]_!oC.q4窄?&D"e?r^  gx>s>!W0iq`'?n8}ڭ>s]?Ǒ-[Z-v=>ʜWr_  rj  gfG;|H?ZޔC1ٗB?۷>u?	룼?kCb>D!b=>)G|!"4T!Dk#aOr`  rk  ru  gA,?羵ڃ0'f >}ɜ$?Lˎp?r?`~b?!2Zx?硉%$[?!~H?ra  rl  rv  r  gQR?U:!?*d)?BaaI*?<"ݰ>_
5>aD!$Ք%M<?>htrb  rm  rw  r  r  g%%.O?獟??d ?d1?&e.?cݿ4?xt4?PoY?rc  rn  rx  r  r  r  g~.GRLJf?gL?uتN?O?sVM?&Q?	W5?rd  ro  ry  r  r  r  r  g&p?pd?SO?	{CM?L*K?IoO?f%fBare  rp  rz  r  r  r  r  r  g0:%c?5K5S?(T=@R?焖¹׋U?RU&d?rf  rq  r{  r  r  r  r  r  r  g>CN9H$o?`%T?XZY?	y?rg  rr  r|  r  r  r  r  r  r  r  gsmi?u>.4^?\SUq?rh  rs  r}  r  r  r  r  r  r  r  r  gqin?"Jv?ri  rt  r~  r  r  r  r  r  r  r  r  r  g.<?g[?gg\Z_G?gjE[@g|Ibk3>@g,#?gZAE:D@g92ek0g8d;?g	cvMuz4Estimates efficient for arbitrary heteroskedasticityz2-Step GMM estimationzJivreg2 lw expr tenure rns smsa dyear* (s iq=med kww age mrt), gmm2s robustgmm2sg/y?g_{@,?gb!@g8.
uu<g5\P?gi?g(՞g|ws?gPkngDAF?gTNg`ʽw2?g/k?gb8Jy?gʇ@g"JW=gJ:?gF?g\ť?g{}]?gd9@g$>>gE\"&ߐ?g2R$JB?g+M$ץg\P
*?g[OS!g#+_?gyſgf0g_?g<gj?gҵ6@gxn
?gBY~?gFYZ2T?g y(ggY?g[oh}gN (^?gRĠE&ÿgC\A{?g-\?g-ka?g?g>_?g2[L7g Q?gyK?gjc?gh3
@gªjKQ?gjί?g?g`M_?gVw;?g#3IX@gQ)No\y?g-H?gZV?g?g峜]?ga|r?g@O2?g 7ӃgY ?g^_z?gcw?gvIR	A?g]qӄϹ?gՓgv|?gi6@gn?gXO'@g+rÿ>9g7=W
@gUT@)g$G=<?<rmAsY>R>>'&2lپ1Ju]9M ($,P"I4CambDx#0e?r  gN->Jj>ow2e8g+?qbT+,f>穒& ?ellQs_Gvzdn9罱+>@ZWr  r  g%++?痗$δ
?Y0 EX?c3m?+bK>>֤>q%j	żR'!ѻNr  r  r  g1o?Ћƒ>ʁ?w)?BQ?̝?,?#D*m1J?猙pH?r  r  r  r  giR?xB ?
ng&?:~ؑ"'?DF&1>ΥP,?Hm:tr  r  r  r  r  gU:'عO?üK?oe?QO6<0?R?pXÍ3?8\3?֌Y?r  r  r  r  r  r  gC Ae? ܞK?
}"IM?i4N?>YL?oaP?8?r  r  r  r  r  r  r  g-h!d?MM?DL,1L?[PRyGJ?N2YN?Fk `r  r  r  r  r  r  r  r  gbؕb?7S?bQ?T?Z׌d?r  r  r  r  r  r  r  r  r  g{n?0T?<<-Y?t֘~x?r  r  r  r  r  r  r  r  r  r  gKN%i?9Ұ+]?$Gq?r  r  r  r  r  r  r  r  r  r  r  gv%/n?v?r  r  r  r  r  r  r  r  r  r  r  r  gGU6۳? )numpynpstatsmodels.tools.testingr   param_namesdictestarraynanreshaper   splitr   r   r   r   r   resultsresults_robustr]  results_smallresults_small_robustresults_gmm2s_robustr      z/var/www/dash_apps/app1/venv/lib/python3.12/site-packages/statsmodels/sandbox/regression/tests/results_ivreg2_griliches.py<module>r     su    :  7	77 7 	7
 7 
7 7 7 7 
7 	7 	7 
7 7 7  
!7" 
#7$ %7& 	'7( 	)7* +7, 
-7. 	/70 172 374 	576 
778 97: ;7< =7> ?7@ A7B 	
C7D E7F G7H I7J K7L M7N 	O7P CQ7R AS7T !U7V W7X Y7Z K[7\ 	]7^ _7` a7b c7d e7f Xg7h gi7j k7l m7r rxx %(7:I%')vv0?   * ,< 	 &	 )8	 :<	
 
 %&
 )8
 =J  & )8 ;J FF  ./ 2A  & )8 ;J  VV . ?@  ' )9 <K  ' )+ 2A  	 * -<  & )8 :<  %& (8 ;J  ' )9 <K  FF!  !  ./!  2A!" #" &#" )8#" :J#$ %$ &&%$ +%$ <=%& '& &'& )8'& <J'( )( &)( (*vv)( 1@)* +* 	+* *+* -<+, -, &-, )8-, :<-. /. %&/. )8/. ;J/0 10 &10 (810 ;J12 FF32 32 ./32 2A34 54 %54 (754 9I56 76 VV76 .76 ?@78 98 &98 )898 ;J9: ;: &;: (*vv;: 1@;< = < 	A= @ <AAC # bhh + +V gb"oW Z   // 
  6	66 6 	6
 6 
6 6 6 6 
6 	6 	6 
6 6 6  
!6" 
#6$ %6& 	'6( 	)6* +6, 
-6. 	/60 162 364 	566 
768 96: ;6< 	
=6> ?6@ A6B C6D E6F G6H I6J 	K6L ;M6N AO6P !Q6R S6T U6V SW6X 	Y6Z [6\ ]6^ _6` a6b c6d Xe6f gg6h i6j k6p rxx %(7:I%')vv0?   * -< 	 &	 +8	 :<	
 
 %&
 )8
 ;J  & )8 ;J FF  ./ 2A  & )8 ;J  VV . ?@  ' )9 =K  ' )+ 2A  	 * -<  % (7 9;  %& (8 ;J  ' )9 <K  FF!  !  ./!  2A!" #" &#" )8#" :J#$ %$ VV%$ .%$ ?@%& '& &'& )8'& ;J'( )( &)( (*vv)( 1@)* +* 	+* *+* -<+, -, &-, )8-, :<-. /. %&/. )8/. ;J/0 10 &10 (810 ;J12 FF32 32 ./32 2A34 54 &54 )854 :J56 76 VV76 .76 ?@78 98 &98 )898 ;J9: ;: &;: (*vv;: 1@;< = < 	A= @ <AAC # bhh + +V gb"oW Z  & // 
  9	99 9 	9
 9 
9 
9 9 9 9 
9 	9 	9 
9 9  !9" 
#9$ 
%9& '9( 	)9* +9, 
-9. 	/90 192 394 	596 
798 99: ;9< =9> ?9@ A9B 	
C9D E9F G9H I9J K9L M9N 	O9P 	Q9R CS9T AU9V !W9X Y9Z [9\ R]9^ 	_9` a9b c9d e9f g9h i9j Xk9l gm9n o9p q9v rxx  < 	A= @ <AAC # bhh + +V GBOW Z 
 			 % 	//	 
	  8	88 8 	8
 8 
8 
8 8 8 8 
8 	8 	8 
8 8  !8" 
#8$ 
%8& '8( 	)8* +8, 
-8. 	/80 182 384 	586 
788 98: ;8< 	
=8> ?8@ A8B C8D E8F G8H I8J 	K8L 	M8N ;O8P AQ8R !S8T U8V W8X YY8Z 	[8\ ]8^ _8` a8b c8d e8f g8h Xi8j gk8l m8n o8t rxx  < 	A= @ <AAC # bhh + +V gb"oW Z  , // 
   6	66 6 	6
 6 
6 6 6 6 
6 	6 	6 
6 6 6  
!6" 
#6$ %6& 	'6( 	)6* +6, 
-6. 	/60 162 364 	566 
768 96: ;6< 	
=6> ?6@ A6B C6D E6F G6H I6J 	K6L ;M6N HO6P "Q6R S6T U6V YW6X 	Y6Z [6\ ]6^ _6` a6b c6d Xe6f gg6h i6j k6p rxx %(7:I%')vv0?   * ,< 	 &	 )8	 :<	
 
 %&
 *8
 ;J  % (7 :I FF  ./ 2A  & )8 <J  VV . ?@  ' *9 <K  ' )+ 2A  	 * -<  & )8 :<  %& (8 ;J  ' )9 <K  FF!  !  ./!  2A!" #" &#" )8#" :J#$ %$ VV%$ .%$ ?@%& '& &'& *8'& ;J'( )( &)( (*vv)( 1@)* +* 	+* *+* -<+, -, &-, )8-, :<-. /. %&/. )8/. ;J/0 10 &10 (810 ;J12 FF32 32 ./32 2A34 54 &54 )854 :J56 76 FF76 -76 >?78 98 &98 )898 ;J9: ;: &;: (*vv;: 1@;< = < 	A= @ <AAC # bhh + +V gb"oW Z  , // 
 r  