
    !g3=                     t.   d dl Z ej                  dg      Z ej                  dg      j	                  ddd      Z ej                  dg      j	                  ddd      Z ej                  dg      Z ej                  d	g      Z ej                  d
g      Z	 ej                  dg      Z
 ej                  dg      Z ej                  dg      j	                  ddd      Z ej                  dg      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  dg      Z ej                  dg      Z ej                  dg      Z ej                  dg      j	                  ddd      Z ej                  d g      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  d g      Z ej                  d g      Z ej                  dg      Z ej                  dg      j	                  ddd      Z ej                  dg      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z  ej                  g d      j	                  ddd      Z! ej                  d g      j	                  ddd      Z" ej                  d!g      Z# ej                  d"g      Z$ ej                  d#g      Z% ej                  d$g      Z& ej                  d%d&g      Z' ej                  g d'      j	                  ddd      Z( ej                  d(g      j	                  ddd      Z) ej                  d)g      Z* ej                  d*g      Z+ ej                  d+g      Z, ej                  d,g      Z- ej                  d-d.g      Z. ej                  g d/      j	                  ddd      Z/ ej                  d0g      j	                  ddd      Z0 ej                  d1g      Z1 ej                  d2g      Z2 ej                  d3g      Z3 ej                  d4g      Z4 ej                  d5d6g      Z5 ej                  g d7      j	                  ddd      Z6 ej                  d8g      j	                  ddd      Z7 ej                  d9g      Z8 ej                  d:g      Z9 ej                  d;g      Z: ej                  d<g      Z; ej                  g d=      Z< ej                  g d>      j	                  d?d?d      Z= ej                  d@g      j	                  ddd      Z> ej                  dAg      Z? ej                  dBg      Z@ ej                  dCg      ZA ej                  dDg      ZB ej                  g dE      ZC ej                  g dF      j	                  d?d?d      ZD ej                  dGg      j	                  ddd      ZE ej                  dHg      ZF ej                  dIg      ZG ej                  dJg      ZH ej                  dKg      ZI ej                  g dL      ZJ ej                  g dM      j	                  d?d?d      ZK ej                  dNg      j	                  ddd      ZL ej                  dOg      ZM ej                  dPg      ZN ej                  dQg      ZO ej                  dRg      ZP ej                  g dS      ZQ ej                  g dT      j	                  d?d?d      ZR ej                  dUg      j	                  ddd      ZS ej                  dVg      ZT ej                  dWg      ZU ej                  dXg      ZV ej                  dYg      ZW ej                  dZg      ZX ej                  d[g      j	                  ddd      ZY ej                  g d\      j	                  ddd      ZZ ej                  d]g      Z[ ej                  d^g      Z\ ej                  d_d`g      Z] ej                  g da      j	                  ddd      Z^ ej                  dbg      Z_ ej                  dcg      j	                  ddd      Z` ej                  g dd      j	                  ddd      Za ej                  deg      Zb ej                  dfg      Zc ej                  dgdhg      Zd ej                  g di      j	                  ddd      Ze ej                  djg      Zf ej                  dkg      j	                  ddd      Zg ej                  g dl      j	                  ddd      Zh ej                  dmg      Zi ej                  dng      Zj ej                  dog      Zk ej                  dpg      j	                  ddd      Zl ej                  g dq      j	                  ddd      Zm ej                  drg      Zn ej                  dsg      Zo ej                  dtg      Zp ej                  dug      j	                  ddd      Zq ej                  g dv      j	                  ddd      Zr ej                  dwg      Zs ej                  dxg      Zt ej                  dydzg      Zu ej                  g d{      j	                  ddd      Zv ej                  d|g      Zw ej                  d}g      j	                  ddd      Zx ej                  g d~      j	                  ddd      Zy ej                  dg      Zz ej                  dg      Z{ ej                  ddg      Z| ej                  g d      j	                  ddd      Z} ej                  dg      Z~ ej                  dg      j	                  ddd      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  dg      Z ej                  dg      j	                  ddd      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g dƢ      j	                  ddd      Z ej                  g dǢ      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  g dʢ      Z ej                  g dˢ      j	                  d?d?d      Z ej                  g d̢      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g dѢ      j	                  ddd      Z ej                  g dҢ      Z ej                  g dӢ      j	                  d?d?d      Z ej                  g dԢ      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g d٢      j	                  ddd      Z ej                  g dڢ      Z ej                  g dۢ      j	                  d?d?d      Z ej                  g dܢ      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  g dߢ      Z ej                  g d      j	                  d?d?d      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  g d      Z ej                  g d      j	                  d?d?d      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  g d      Z ej                  g d      j	                  d?d?d      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  ddg      Z ej                  g d      j	                  ddd      Z ej                  g d      Z ej                  g d      j	                  d?d?d      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Z ej                  g d      Z ej                  g d      j	                  d?d?d      Z ej                  g d      j	                  ddd      Z ej                  dg      Z ej                  dg      Zy)    Ng1ڣg-`儔U?   F)ordergz}$?ge?gd]Fng{?gye?gݣgwhU?gIo'?g>(~?gMOPnguSk?g:>Z1?gl+g|t?gv$4@gz,CЀg6?g2=g79|҉D@g*:ڀgylK=gΡU1gL|0S?)gl NS?5|>r   g]*HQ?   g>}m?gR@?g|?5
igߓ=?v?gEwbZ?g%!1g3T?)g`R!S?OLF >r   g"wQ?gYj?gBS!?g̨ignN?g')v?gسrg_(Q?)g~{/祌?|GZ?r	   gS+Ch?gws?g(@gV/}g"; =пg&-?g .pg[͉?)g)?MgUZ?r
   g'_?g>G.?gj	@gt$}g46пge?)gɪ7g./!mg`uHg?)	g>S?S/hk?r   g$hW?ƞ.r   r   gYX?   gh4?g9Վ?gCiqlg2qPghʿgǇ?)gt"gvb㵣lg@t?)	g5S?!X/hZ8?r   gc?X?3ucҎr   r   gsX?g

(y?gk[e\?g1Zmg%kNʿg8vͧ?)g28J^g |Ŧ״?g!w(?)	gTx-?wJ?'Tr   gbΞ)?0-g]N?r   r   g)tjx?gOЁ@?g2vKpj@g&g~!?gwhXV?)g]㎒gҴ?g8W?)	g! `?I{aJ?yu
Tr   g7Bϑ?s N?r   r   gF?g_v?g'y@g6gQô?g|Y:?geSng>Gd?)g1?]˛?r   g@gm?gA`wg;|Qg	tQ?)gZH?+wq?r   g?g~tmğ<O*d?)g<nS?碠t8?r   g|y@gg?g|a2
xgVZېg9>M?)g}U.T?Po n?r   gOl*?g<dfg_d?)g][+?r   r   gV
\@gs#?gݓwgxegSb.d?)g?̹o?r   r   gkт@gTl?gBfxg)Vjgi&k?)gj|A?$ '̲?r   g2ouH
@gx
Rb@gH]gxl?g4◰ҿ)g2-4V?Fx?r   g}>ʈ ?gJ:Og@&ߍ?)gD(cQ?)Ӗ?r   g:M
@gr@gsegW{?g*Ȫҿ)g6`f?爱T0Ӗ?r   gO*?g{Lg{Nv?)gG@?r   r   g|w*
@g qWb@g.!]gHhgRT?)g/?r   r   gA^/
@g`6@gK7Afg릔Wg1Dr?)gXZid?:L2&?r    gVFd?)gzzG?#?r!   g$9@g?g9EGrvg10<@A?gt-9)')gf?=c?r"   gh9Cm?g1DN_Wgy\|?)g䡷d?:5q&?r#   g6Ue?)g]C?%?r$   g6@g(?g~8gDvgnNW?g#)g%J??휛c?r%   g n?g:tzލEgS{/?)g,rd?Ï'?r&   gBJe?)g.?r   r   g-</;@gӡn?grvgvöEgim?)g&bd?T
(?r'   g$@ZW]ke?)g= *?r   r   gk9@g?gZ	wg(\g}n?)g]2ʐ?kY?r(   gjC?)gޓZS?5H?r)   gۆQ<
@gd @g%䃞ngPtÝ?gp?)gK2?Pl>b?r*   g:s	?gt["\g'?)gXҖ?焻%(Y?r+   gHPsך?)g?[bd?fƶ?r,   grػ
@g3p@g6}gS/R?g@e?)gw?S\љ?r-   gAA?gt&mngh"lxz?)g+6b= ?9.HX?r.   g0Cޖ?)ggvG?r   r   g
@g?ܵ@g鷯ngSmg`I?)gkWʖ?炂UlX?r/   gvg/ݚ?)gF?X?r   r   g<f2}
@gjGq@g:p~)g*$g1,#*g
bk_?)	g\`?'E5J)?r0   g~Fd?dvr:?r1   r2   g@2$e?)gq?f/N[#?r3   gfO7P@gi~_?gqwgأ?g0:)g Yt?"z}?r4   g[>?)gLp*gEK7엿g)_?)	g 0<z`?WG5*;@*?r5   gbm5e?Pcvou;?r6   r7   gL]_e?)g暸?W4?r8   g˞6@giJW?gd]F xgmHq?g4V+)g3Ue?U?r9   gr>?)g/v6gbDg֍wGj?)	gc0`?15kdz)?r:   gd?GL:?r;   r<   g5e?)g'g4?r   r   g5|@gOJ)}W?g;Ow)g(s=<gsgYOj?)	gr`?c-% 5	+*?r=   gnM6e?J|n$;?r>   r?   gP[e?)g[?r   r   g攀@g6t
?g+	(x)g
pUg&D
n?g'{?)	gdIʗ?N-7\?"xb?r@   gjA?sߠ*??rA   rB   gW3[G?)gYaD]?rfB?rC   g	Į?gx,f@gL
F%͂gnkf>ۿgi(xٿ)gk?+ʠ?rD   g4'x?)gg||g?s?gry?)	g}y?)U2\?Hߍb?rE   gl -?@~D]??rF   rG   gZ
?)g?|dF?rH   g;?gZZ@gAǘgqڿg:ؿ)g*w?焈/n?rI   gھC?)gg8@Ս?g Jj?)	g?:Aw[?:蓎b?rJ   g*'?&;@?rK   rL   gjb?)gI<@r?r   r   g!o?gIc&@gX9v҂)g^emS<gZ%?gkR?)	gO?q١9i\?Ӡ8b?rM   gd+N?kUL@?rN   rO   gs$]TP?)g5Fcb?r   r   gEn?g=E~p@gX)numpynparraycoef_ml_drf_0reshapevcov_ml_drf_0cov_re_ml_drf_0scale_ml_drf_0loglike_ml_drf_0ranef_mean_ml_drf_0ranef_condvar_ml_drf_0coef_reml_drf_0vcov_reml_drf_0cov_re_reml_drf_0scale_reml_drf_0loglike_reml_drf_0ranef_mean_reml_drf_0ranef_condvar_reml_drf_0coef_ml_drf_1vcov_ml_drf_1cov_re_ml_drf_1scale_ml_drf_1loglike_ml_drf_1ranef_mean_ml_drf_1ranef_condvar_ml_drf_1coef_reml_drf_1vcov_reml_drf_1cov_re_reml_drf_1scale_reml_drf_1loglike_reml_drf_1ranef_mean_reml_drf_1ranef_condvar_reml_drf_1coef_ml_drf_2vcov_ml_drf_2cov_re_ml_drf_2scale_ml_drf_2loglike_ml_drf_2ranef_mean_ml_drf_2ranef_condvar_ml_drf_2coef_reml_drf_2vcov_reml_drf_2cov_re_reml_drf_2scale_reml_drf_2loglike_reml_drf_2ranef_mean_reml_drf_2ranef_condvar_reml_drf_2coef_ml_drf_3vcov_ml_drf_3cov_re_ml_drf_3scale_ml_drf_3loglike_ml_drf_3ranef_mean_ml_drf_3ranef_condvar_ml_drf_3coef_reml_drf_3vcov_reml_drf_3cov_re_reml_drf_3scale_reml_drf_3loglike_reml_drf_3ranef_mean_reml_drf_3ranef_condvar_reml_drf_3coef_ml_drf_4vcov_ml_drf_4cov_re_ml_drf_4scale_ml_drf_4loglike_ml_drf_4ranef_mean_ml_drf_4ranef_condvar_ml_drf_4coef_reml_drf_4vcov_reml_drf_4cov_re_reml_drf_4scale_reml_drf_4loglike_reml_drf_4ranef_mean_reml_drf_4ranef_condvar_reml_drf_4coef_ml_drf_5vcov_ml_drf_5cov_re_ml_drf_5scale_ml_drf_5loglike_ml_drf_5ranef_mean_ml_drf_5ranef_condvar_ml_drf_5coef_reml_drf_5vcov_reml_drf_5cov_re_reml_drf_5scale_reml_drf_5loglike_reml_drf_5ranef_mean_reml_drf_5ranef_condvar_reml_drf_5coef_ml_drf_6vcov_ml_drf_6cov_re_ml_drf_6scale_ml_drf_6loglike_ml_drf_6ranef_mean_ml_drf_6ranef_condvar_ml_drf_6coef_reml_drf_6vcov_reml_drf_6cov_re_reml_drf_6scale_reml_drf_6loglike_reml_drf_6ranef_mean_reml_drf_6ranef_condvar_reml_drf_6coef_ml_irf_6vcov_ml_irf_6cov_re_ml_irf_6scale_ml_irf_6loglike_ml_irf_6coef_reml_irf_6vcov_reml_irf_6cov_re_reml_irf_6scale_reml_irf_6loglike_reml_irf_6coef_ml_drf_7vcov_ml_drf_7cov_re_ml_drf_7scale_ml_drf_7loglike_ml_drf_7ranef_mean_ml_drf_7ranef_condvar_ml_drf_7coef_reml_drf_7vcov_reml_drf_7cov_re_reml_drf_7scale_reml_drf_7loglike_reml_drf_7ranef_mean_reml_drf_7ranef_condvar_reml_drf_7coef_ml_irf_7vcov_ml_irf_7cov_re_ml_irf_7scale_ml_irf_7loglike_ml_irf_7coef_reml_irf_7vcov_reml_irf_7cov_re_reml_irf_7scale_reml_irf_7loglike_reml_irf_7coef_ml_drf_8vcov_ml_drf_8cov_re_ml_drf_8scale_ml_drf_8loglike_ml_drf_8ranef_mean_ml_drf_8ranef_condvar_ml_drf_8coef_reml_drf_8vcov_reml_drf_8cov_re_reml_drf_8scale_reml_drf_8loglike_reml_drf_8ranef_mean_reml_drf_8ranef_condvar_reml_drf_8coef_ml_irf_8vcov_ml_irf_8cov_re_ml_irf_8scale_ml_irf_8loglike_ml_irf_8coef_reml_irf_8vcov_reml_irf_8cov_re_reml_irf_8scale_reml_irf_8loglike_reml_irf_8coef_ml_drf_9vcov_ml_drf_9cov_re_ml_drf_9scale_ml_drf_9loglike_ml_drf_9ranef_mean_ml_drf_9ranef_condvar_ml_drf_9coef_reml_drf_9vcov_reml_drf_9cov_re_reml_drf_9scale_reml_drf_9loglike_reml_drf_9ranef_mean_reml_drf_9ranef_condvar_reml_drf_9coef_ml_irf_9vcov_ml_irf_9cov_re_ml_irf_9scale_ml_irf_9loglike_ml_irf_9coef_reml_irf_9vcov_reml_irf_9cov_re_reml_irf_9scale_reml_irf_9loglike_reml_irf_9coef_ml_drf_10vcov_ml_drf_10cov_re_ml_drf_10scale_ml_drf_10loglike_ml_drf_10ranef_mean_ml_drf_10ranef_condvar_ml_drf_10coef_reml_drf_10vcov_reml_drf_10cov_re_reml_drf_10scale_reml_drf_10loglike_reml_drf_10ranef_mean_reml_drf_10ranef_condvar_reml_drf_10coef_ml_irf_10vcov_ml_irf_10cov_re_ml_irf_10scale_ml_irf_10loglike_ml_irf_10coef_reml_irf_10vcov_reml_irf_10cov_re_reml_irf_10scale_reml_irf_10loglike_reml_irf_10coef_ml_drf_11vcov_ml_drf_11cov_re_ml_drf_11scale_ml_drf_11loglike_ml_drf_11ranef_mean_ml_drf_11ranef_condvar_ml_drf_11coef_reml_drf_11vcov_reml_drf_11cov_re_reml_drf_11scale_reml_drf_11loglike_reml_drf_11ranef_mean_reml_drf_11ranef_condvar_reml_drf_11coef_ml_irf_11vcov_ml_irf_11cov_re_ml_irf_11scale_ml_irf_11loglike_ml_irf_11coef_reml_irf_11vcov_reml_irf_11cov_re_reml_irf_11scale_reml_irf_11loglike_reml_irf_11     o/var/www/dash_apps/app1/venv/lib/python3.12/site-packages/statsmodels/regression/tests/results/lme_r_results.py<module>r;     s   *&+'//1C/@"((I;'//1C/@9+&288YK( bhh
|, !8*- "((J<("((K=)11!Qc1BBHHi[)11!Qc1B 288YK( RXXyk*  *. #288YK0 *&*&..q!3.?"((A3-''1C'88*%288YK( bhhsm !1# "((J<("((J<(00AS0ABHHl^,44Q4E 288XJ' RXXyk*  ,0 #288\N3 )Y/0    '1C 8  "((I;'//1C/@9+&288XJ' bhh	{+ !:,/ "((Iy12"((    '1C 8  BHHi[)11!Qc1B 288YK( RXXxj)  )- #288ZL1 )Y/0 6 77>wq!3w7O  "((I;'//1C/@8*%288YK( bhh
|, !9+. "((Iy12"(( 6 77>wq!3w7O  BHHi[)11!Qc1B 288WI& RXXyk*  *. #288YK0 <=   AS) 
 "((I;'//1C/@8*%288YK( bhh
|, !9+. "((>?"((   '!Qc'* 
 BHHi[)11!Qc1B 288YK( RXXxj)  *. #288ZL1 ;<   AS) 
 "((I;'//1C/@8*%288YK( bhh
|, !9+. "((=>"((   AS) 
 BHHi[)11!Qc1B 288XJ' RXXyk*  *. #288YK0 *&+'//1C/@"((  "71as73  8*%288XJ' bhh
I67 ! # "71as73  "((J<("((K=)11!Qc1BBHH  "71as73  288YK( RXXyk*  +y!9: #288 % "71as73  *&+'//1C/@"((  '!Qc'*  9+&288YK( "((J<("((K=)11!Qc1BBHH  '!Qc'*  288YK( RXXyk* *&'#++Aq+<"((  !'!Qc'2  8*%288YK( bhh
J78 ! # "71as73  "((J<("((J<(00AS0ABHH  1C0  288XJ' RXXyk*  *j!9: #288 % "71as73  *&*&..q!3.?"((    '1C 8  8*%288YK( "((J<("((J<(00AS0ABHH    '1C 8  288XJ' RXXxj) )Y/0  &wq!3w7  "(( - ..5ga#g.F  9+&288YK( bhh	:67 ! # #GAqG4  "((Iy12"((    '1C 8  BHH  !'!Qc'2  288YK( RXXyk*  )Z!89 #288 % $WQW5  )X./    '1C 8  "((    '1C 8  9+&288YK( "((Hi01"((    '1C 8  BHH    '1C 8  288YK( RXXyk* )Y/0 6 77>wq!3w7O  "(( 0 118AS1I  8*%288YK( bhh
H56 ! #1 229'!Qc'2J  "((Ix01"(( 5 66=ga#g6N  BHH 1 229'!Qc'2J  288XJ' RXXyk*  *i!89 #288 %0 118AS1I  )W-. 6 77>wq!3w7O  "((    '1C 8  7)$288YK( "((Iy12"(( 6 77>wq!3w7O  BHH  &wq!3w7  288XJ' RXXyk* =>   '!Qc'* 
 288 1 229'!Qc'2J  "((I;'BHHi[) rxxY 78 ""(( $0 118AS1I  288?@ 288   '!Qc'* 
 RXX 1 229'!Qc'2J  BHHi[) bhh	{+ !:z":; $BHH &0 118AS1I  =>   '!Qc'* 
 288    '1C 8  "((I;'BHHhZ( 288?@ 288   '!Qc'* 
 RXX    '1C 8  BHHi[) bhh	{+ :;   AS) 
 288 - ..5ga#g.F  "((H:&BHHi[) rxxZ 89 ""(( $0 118AS1I  288=> 288   AS) 
 RXX / 0071C0H  BHHhZ( bhh	{+ !:z":; $BHH &0 118AS1I  ;<   AS) 
 288    '1C 8  "((G9%BHHhZ( 288=> 288   AS) 
 RXX    '1C 8  BHHhZ( bhh	{+ r9  