From fdf460b4e0250c09c3b9a8f2adaf944510a58762 Mon Sep 17 00:00:00 2001 From: Alfredo Canziani Date: Fri, 19 Nov 2021 19:42:37 -0500 Subject: [PATCH] Delete early_stop.jpg --- docs/images/week14/14-3/early_stop.jpg | Bin 49642 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 docs/images/week14/14-3/early_stop.jpg diff --git a/docs/images/week14/14-3/early_stop.jpg b/docs/images/week14/14-3/early_stop.jpg deleted file mode 100644 index 1646fbd9c032e2971c0cad8e0064b6562d2a1868..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 49642 zcmeFZX;>54w>KI@L`95%ih>Xo5EX$|8I&Q>c0i;t4y`B%X-7oFh=>FTDMvsM(m)F> z2vJc{5osBfA(1g6N)&`Z7&0Nqmcm8~x1>mJUZy{cH!NQ;CKX3B$&wu_E_*pPld+yIG z{`X$$_c*<|v;4K{H8ob_X6b2Y>S?HJaRe|@Eg=2R3HXnf#w^X*T64gV=Iek9iWh<5 zYiiB{gVmZ1#MOub-{WTMY3Z-pxP6YnffL%RgBNeQp7dz0*{^S^mK^*Fn{PgO`Nq8Y zOAVJTH?mk`xpv)pJ9`JmEnA&-?A*26ZIAojL%$zB;&t?x_o>ro&ibDVI3IE)^lBI_ zJmTi9+tD$xcjA&${<@c%_V@kt$JtMwKFfLj;$=Z$QE^G>+jnKvHMMp1+z$;On_IrM zw(;9L1Y(J__j_OekAXq?*!aYxVhWj_`6-tMPV?Vl{ikIAH@WnHT(iI$%+~%Xm&U9x zaA@ky)>^f3j{f!o+9!eyR&TmKck!=DkKR1pcWNH`4o@i-2*_67D4bIbhRP)LIO8}{$l*tKM)Lyeom zWHbu#(0P(zT(X-bCsZ*A@@E;@h^OtVk>bFkqh_TUBbVGbr_{KA`qOb}%3}_l;S5!s zfle^5LB=k=qNp8;O>pL<8h3LtGS4XT?};J2jaZZK>|3-f|> zv+>>EG;|jq*k)*#=M?3?KU&bXe9gPJmy%Y8hP~!U3Byt;ucL3QzLRTez^||(K1{HF zdHx7fTVSBN+d|anbU!0k6|3agC(A z_UA19Yo<=be@;2$@W$~CkLjC<)aROm`^vB4+448F}81*V-#CeMv zm-?5+Sl;5_d&u`I(?;F4E&94^G48-2A3;Odnh(wH=Gb7~j%`|te^->`hdQ)pC%a*T zYi4jaUL9*ceqKK)digWzPR~g{&aY~m=!OtJD7*>5`v}JLZ5-qstRNfhk~CWRL^)k~ z6FoA#fC2rTVUEpnIF3n$kHl5m%~R8jZ|^SKP&6^% zZ_Md>ZFFt^`eP@?9^^*N#9f=e_VNE5|J^y5slnzJD_7CN6e6Jf$>=5|Ofpcx(H$&3 zM@ zYMho9qVbgRky9e9qeRbGd`l}M-EcYZ{9N0?kIG)!A6a`^ASG=DfA9#nR{JS>@EdV) z!?O<59$ zODGc7=L>QrZg=gDz+0Q?WQniak%IAJrVV*bcyAKvrm74b0kaneRoN5GpsJ1R4FNhALvw$}vj{q7?>}az|a$Sn00$QdO%+HG?Nuy>_Iyb2yqnZUDCU=-& z^MpzZO?yryZ#6K>x;M@m?pNbxN2u;YA{GfILkqAk!s6j{ zMdb_H>n-1#QTsDy(I{v4dDA2nvTK~ykDg4sHPNI){->NMWhx!{qfHL(G;FcWzBMX>FZ>kb(S|t zwH(FJdkBaDS`k%?NmLrp!#`>7=$c9& ztZ7E-(>b{Ph`W#^eskGWBe1>I|S8x>GXR1&|A z1P6r;ll+x|P}OgA$Ay(oxi4vMRhNk6FY7jir;dTUAJS3dIF@7iU&x4Kd0je$F6Ll! zzsu7UK60)8`>z6)dL0-zOJxni`&e(UsBy1DhM#jpchtCr9C0%Xc9StFgo{YfmilTJfVg7AX(n9ZN_X15S zLK>(n*N>LQ=u{GEB$K|K5(-t>azqb>ILKc&M6x?ixs$F_h>X0XeN?o~)JsNnj`g-Y z>2~gBfd%JzrIVCXlHWa z8vrr89B4*4ly%M31JnJkN@Opl;jwxB@*Rp?`P5A>$?kWe`xm7xMccJmz2$U1tQB^6R0$aIxyL-I&w3DsbAZh-<Bs zWnemK5?jRL9+odwdF%o@)FS5G$r&%UHhD7E8~tmBDY*O1q)q|H%^KJZ<&8hOLKn`c z^IL;xo)<1)Se=98d$%-jeM6PT7po^VtStVl}# z0=|C9`EIYq>2ronvemeOviZ0P9^$weo2wL)I%V~yj!2E%ds&N^QuFQ()^v4a-Sh4X z;oYX>>HgU?TQ$yCzp{}_fJ30+X_zW;$&So?~I`Vu%7vuA{JsFCV4t_2MT$7+`efpU>;w7K&{Jb|&Y_A*{RB;%S%1j{L zlutKp2c|oQ47{Wz_8gsX&PX^IsGX+rsZv~VcYr!QCp5;%sF4BeSS?(E5z#X(C|Rr` z98VW^i!O-RAf^&wvQq;R9(BknV{dB-l+UT(AAE8Q{xsj4{lwRf$19$ z14ZJ8J;ZnMkad>BVek%YK5&Y&lc<6e5$DzfP((!|a8@s$+g3+wA z=y1ezKehltHj62D2}RtxJ#=4jC874J!q2q$7w&Tb_mbHra%WW3@}Kjti*y?(laQGx zcwM^U&XXSU^M)Xf%IE!`ZosMbdQJil3!nLmO&vKPkHqSRC@O*l4mfXfM03|Sj_56G zA$@D;(~fQ$Ln@tGq7<#Zg zux{x;ZjX_JI_JzvTOKC3a9pLzSZ1N@t)+lt2%REKlhwFtHBMyv!4J1YZ!F| z`9+0eDRz4qY2x%>8dG7zPo=C59=6b1m4cbk4zu+UNX%zeSk7P8+_dbVhhyex}~1zsw=^29M=k#Ve=Z4T3qERuv&X7tYPwjie#bZ+qVAVR-09j4Y@!t%_Q;^=-VF7 zE{^EqykO-%^epq$Wm-gI1k@RB)yF~1ZDOR>KG?#=UwdKKrxpA*#-?u{==s zh^=bepN?O&y9uSG=#m(bEvmewX=x z|AkVbJ>m*m?gl2Y6_`oU)Gf%LrxoZFmS9~GU6@s`Dl>yr@n0ZPQJvYiW6 z5i3?HO|d3H4r=aa3_ty7;&U_xbN#*t<#vD-Z*)tR_=lnAH08ot@8m$E$?o1uZUH8> zyw$awF`g=&m*Z~vcR&&Dz|S=1e~$mw9C!^`#R;UwdY9HQ4UZy@J3tz% z(D7+}-kZGD((sad;ncbQQ8WJcd(Kff#t5CFN`^##5scXDX({zayb(vqo=NiJ^P2}t zvpj2)xc&REQy>BYH+qrn3>4=L_6hojQ$@NqWBOEShx+kdqNMKjS8hy^%QAZtt!!;P z$LI=xr5ec~-VpMeGAF1H@j^1N{?hzm0Cly%aU%dBh|)%Mr1AN;*iJC%&l0bannq^R z&avh_rh9ssr|S1Qf!F|9g<$h!@awfS=jjMP3T9Mjg zTnz9kWWEtZC8^4LtAvxKnh@Y-q}Y60`A{{<5EA8QIUu*inHPn>gH%Xr?7O$~_uHq( zzTb997^ACkB-k~|AHYQ-qnkAk3R;2~g2-N4FQD8diH*Pb-#nyT5%RDw3FZ7bos=_W zHRcm#{6q64VwLBEL`w0uLY)WDcoUL$(c7%EAeOtYke8Q!r{oCX(6A919HSUUs^Fac z2w9q7Tdycvm=?M4k^Pg9`jyGO4C%^QRYXS^rPLbtRjNS!U5JH?TKCkj6? zBd0-7EXnBM5ILew5`n%9aaLaOl=AK}HZ-G_fug)$gg*)>YTS#r`C>?&0nz|QT? z*xXgHvOa4Kaz=jWDAFRgtSzCOj-Jg#3_guXl}X$cRDh>Mc4nCKtgu8bfJ z1MsP}3C`iVdM|&ys#w0YwfN|Xo#RG=0DKm3{ujFI80Em^}F z<^~#kCM=h3B1da@SIC>B9uKH@$%UA=c@n#UG?ebuO3)+yK}9U6T*93&&Y~bS?p)BJ znh0wUFfUeo8KKh4Y2)L=do60 z%;3kOs({cJi<3x2D{m9`n2nRd3$X|nmdm{^AkjUb+V#KDPj;$t+lfO_8y8ZH8`FK0^l(mGD z=FBxuRO6i1xmt}=75Ca+(LLl~;?h&o90gZYJG{%^7T@zxou+P1n*O3a?1e5V#dJ(y zGZ8eb8K7K`eJs^^NxSH|)o#Si>lUX&dK2>wv6Pu-xf8=85G>tLVC;-ZA`bCe5A*!a>o+ma5FiIv&eTbMGLAriO!Q79Bd1EMK^qk z9(u#KDRw*N^7cZ?L3dL~rpDz?4+$YrKeZDt&KW6HhMi-qLwqESgk|TJV#YU`0vq@A z?veiOa-W>3&v5`=qE&|2`zXZ7Atj#ig|pb65^w6z;$oOHWTaJD{MS^{2Z^}ZKa8A2 zC_eNvl{g{i*5)HNwLNPPKS7Wpf%<&VYo_(PfYi~HWLCCEil7aS39N}`j#c0&4_TRp zE-?fd(+w|-ABL@$6O+PU(!A=ty%bAd1v%K)Jz<>OW4@mwX%nb*Tix5%HRJ@*KBJrwcVCP0To#7uS7xG+vh4|GC} zGe&o-?o9|6(YMOOuCGiE%+)D>*PGD42j#7y^`%3}JKfsl4cL+e)*Y+^pdA1Twlqb9BS%w8~ZBt%!E2~SxX^N9!R-JsD7HlM4nc~=~x=% zFENa(2%Vi;mJ>@A(MCjJJ2XFx?Ma%>Fbj7u51xidGaqs2=GF^79^d*)(^RMR%N)gZ zhjI=1mwkO3>=OOljU!8Q4@dl)&HX=F-T!(2-{#?cf%ZVehoqPQ7@j`u>FMty*<|P;yO8n*}qie!bSxF8ko- z)`d^k)kuwZEk3+l3()@m&&Q9H&q-e2_?~iOvF#o9qQR>Q_8J%~6f1MzvcJyuQjn?r z+>RF7bW6{*tr7oS=JsFL4eY`#KJZ_TBWm1jw&_roV{zrX<||P<4&U@3Z<6QbWo@St zri9eJ)g9Y(A7>V1fPr5550-pg=h~ki#%%-zg`5l7XK)U2$!jYFKU~7$+**>ZmnYWM zOts^T#GeQ|)6Xp&Sp>MPBUzsoUW~i?F)ZcSb(1BQDQ+p-^u8Vpx9k23C$OT{WzA`G zSrRhaiJkI1VAFAK{|=LHc#V4`wqu(G7_M*HHTG;;qa>jyg%(yV=qp{|-=Est(96V> z4;OCDu)9|*wbdLloz3Z@Q=HbMIZ~ z{SVDQAD2{|5JjDO@7>rQnC^)sM9r(|^xFpSA!)zz{x9mAS#ZsG7Zs|mD=_k+jqq@X@-h# zHm6WC^YOE|%^_=Am7{@AkQg|omNV~l&@%=iAaQ<$XN$DWR%;GN(}U-p^$| zcJ2R1>5axFZhvt^aoR9h?)5w3m$j)Bw!G5^e@dDjfJ|-{ogww-C|M&D`L->##5%i8 zP;jZ>3@~Smh7*M=94wm1Fv!P3t|P^uD^d3}E+-rz2frn=4i*H`SlmO3d-dk{ue{ zw1T4%e`w~r-;U|Q`&W$u6?v=`6u}_F`rGSQBXxOC>prFIm;<#w3b~D1EmwNIGht>t zPtHtgMjeo-T>4RY2}|6)kUt`*&vU8@TsXn}6oR$DRulXxjt&Pv%NUS&%XQw*^j9S; zsn{C1V7z3o{->j5U8`+lm7|$$D9<9**iA%qlt#}-5FxH+Rxf`ORttp zh4~S_{qgNl^mmsJeYDf~V(!$wt@-UtWQ{+%81hp+W-p?jXtO6Qq*2Iaa28YXcGW+{ zN|!K#tZl`y*t!~=>ej-nr8VNGcU36w8qp5KVL$d3`WcuPYv+2(y9le7&vG&7$a@?f z%vIIqCqGD~r_YQl?t<|C7AaIDBHLfl91p>)n|4aiW2fBS{nK)A-4{1=Dj(CJtoo>A zxmxi*J}>({^l8KRyWal8j}GR%^LlW1GT%$}7vNcVu^`3huUi6>tA)BP)4(-0!qa4=r zKDtL<&NWx#My8<<_QwhG0vWaz2vbNY@vmmi?xNjLiXA&&4NJ!RZ+f&1+v|Kt!QO7) z41j*8>m(f1dbiE+vQOiJB%bkwD`%#^R$9&I0TH(_Y8fQeUmPlPVNW2Zn192?XU*gB z&OvMe^Jvzn^mkPkYYi8&{gfXwLOM%bfSvc~n7hQ~>4VoH8t8qT;=4WFz_HOkJE?mNRGkFtP89+&7 zyQ*@D7IaVKG8@lFgC$Ya>Y+%}XX(CukIdU71A0>T5`uJ|`AyQu7wvRVy4H|UU^1^g z=4avQ7S`+p)ll$AN;P}=w_>Yf7gv_?^LIV1$fBSH`(BSK*^NXQ!goj&kf46FBB4HHJziJkBKfj~JNg_qQ)_6 zLEW4aK@v$Qh$W#Ol>EpeA+W6*;wCB=8XOPcEU@17t&L#9Q3;QrQgwgupe33U^eCm3N@q@JB{g8 z%1~fVRv2J4w-lSK5lVPB`e0Sb+tV12lh~(I?r|f-F+W4I;zYe1dh1 zJVP6)Q+m*Ckw@@Uz0m@>04$yWWbk97CGO)nf2(nmO`I(xk&x5rC}s_70^Y&AZ4w`A zcwnH%n17{QrrQztlI^c>u8>cM^eZzKp%WUKP}OUwB`AVbIbxd_Le`>U-U9l17(&ej{1~(GN#nEM@-7gYG89qMy@^EjgS*ODgOn>4t1{5dFjdqOo8e~I$Dw)G{z%*1pR@Q6tefh2kq5ek^@YDlv|qPxBt zD(n(gj#Oq=;4yUcUJIjx0Po-k0u_1)1QPPqbcgan_|v8fX$M+l){|C|(9A%u^Yp3w zPsoxX7W^BtT}Sayl|wo+a_R^uCPp%E6Evk|AyLnTL(~&F$D3F~ghu@MG$hP#;USj1 z;o?{H<*J*U0Fo9hS8)@DxStn}*M#(VcLX>#`!-~A(kz=W|E_U|{o3OM7=D|JPEvkwm{-{1A?nfO!@oh<(xQjB`1ldYacoY3Ofwv4`?0 zDU)X-vxu?;%qk#MtA1mw4Wz*PdCTYJ)Dm(Tc5wtC5*b~gV90B~Vmad%r z=pkwem(${=_LL~kC@a4$y>yJ*Nlz)W96GLD2mCI>0h!G07&LW|A9*Lq{Y>l}PAxp| zMZN@YZ_?ArG7wazfMN%@l^gO1+_pyESDH`X^7hTRy>ffNb05DQeQuZTe1wE1=QL}G zR;U%9J&(S-&Bam@uajU~Yf31Kv>MtPBeU+^_xRn*VYUlBfX_L{iD$2rbK`7@-4eV( zPeW9cLr;Nga1l=PCgmuY6hP6Y0};>T4G^z-Z?Bsplf0OcnF)uPr{BtMKMDR@O6#G0 zbOuBb$Qrw36iba1zY*m;^qAc77AF9Tp4pd~AGp-pmwRV;N9Xn{1IDtfU(~pjujyeW zGes)qAH7jjwBku0_$jAVtu@`er+6|Frpi!bE;C{XIAbHqLNc50xUf4``%L`~D zoh-f*Cm7uWYIt5pflaD$F$#(?xMJx{&K<|Wv2*EBZKd%y`&`B?-B7EB#-X-HsV^t7 zPq;o8;Fo55s6&Llp&-TR2)kWxyEjh(M|q_6eLa+7_SIe9oUSA=AAq3k^!h)R9RvF zG+2*)tnublyb1GFW$A`++wr*sB7KpHh59OY(&~kvkpNar#o7nnaHzR(e~dfT&HHd? zw0{YJE(VY&0V;B=lFjO-r5uMh>>qHVlg^c0X?t}#xtr9PutqrJ)gmll#u+O%gU75z zN+n^p4+o(^l1v}vW~KX_Glk4giKHYo?ixA?TLT17k=sm%+B$Mg*CxB3FtPo8a1-=I zTdACu`G|*31>5HgOWv)@`8#ro2telz{iE(LQG)9Es_3n2-lkM#9Y2>Oo9@w(`&kA8 zp--wF7n5T`Xa#)n_iyPJ_N!iPqdxTD#w)SiDo`n2Kvm>Fffi3`G_U6jwv8*$G*Yb+ho5HO5-+T<8NQbD{55fY)b|&=C?w5S6X^>TG{rT zZdLBc(*9BEPOQJ{b)jOr>ONy5fb8U`7c{7j1xM4go9bFW_q|X=`lqNqwhS^mFJE4! z3WzjioVtyO!J?r^p3?Qlra)5*xUutx9L*1-hG^9Wv)snIhS9+LaN2O5lx2c0=Mz^3 zIQ=T5QEJA*BN9G^U80tdERTjwv+7w@pdd~Q|8D2A(M%;raqW zxDByk4No!D&qU0)^~fRRHDx{veaiL8CoDQ?M0N z#dO&Q1=%9&WT-h~WwdjCQMd2;FP$4z%@_K%0AH~rMgf&wIrM4ecdMwBn=l#G&ydCd z3a=*jC}P`K^e%>X+s1ybb#Jg5cf5Owe;XMWkG_Gqb%x$Hm8XKA4W@$5lb}r}_Y6&( zQY0gWQfe$zl$t9!$Jk1v>`HDLYHR_9UGyZ;)71cRfZkhuf<$l9V`3`Eme)e#UA=y7 zrMoK(i(30ye9e_R!QdO+@&ZMx=7#(&mXGCn{RtenC{|5~%?7AFh?C<3TEV9@uyJHX&Zt_Ml^eRRbXwcrH2a#Uo;psKdsZzAFcm zlaBe?59?5SBg$pd0PA)Qk>MOvpCaWY*f9idLNu)StxL;{TqwZk8ZTUm4)t2cx-bqTcs10y|EL9|1*TL)-upj6Tr)wr{u1Zh~$6bNgiM`7yCi#B$@ zTwU`h+{t_UC8&MVFXJT9l8GtQ(Ah1eUP!>^wl|H1r*mS0{z&4@@OoTM&G5fM@Ih8b z$nWyQ{F@cVVp3esQsk6KsQcs3&Sx>M{Py0Y7R(zGmI;p1LatAHDm^hSNe}eal9$vx zMS#1W$|9r>1sC7{NTyyTwcp>wM2tp%mS#JplCa^<@TZ7>wRgYbD)agIf2QH-t>cay z9_0dqzf?d%ojeY}yhO$-8kx&*fuklueoVEM`bBY*`gUhgFrcD}CXOu|&qB(2Ou^QM z2ZWhrFBF$7OqtFk34!-4!ug*dA*0NkK~z+Ap7D%ugNV z*BU{JygXj#LnWz0jbqC=y=q*DOnI1z2at3P+Xcy~>9P10gldE@$-gz~U-a#_(o1g2 z52UsWJ!)J9VdSTwwE@*4A~E8e_oNQP8iB=ReP-Zmzk!yX%EIZ($5)dH4ZwvBwO1UF zOa1tuf$L8iek6Ij_%orJNoa2-13Oc^X&M~>v zQ+?@WrG9e{zGodz4u#0`AGrY2nC-2~cF_~NPsZoRG#@|KnZ0ko|GA*MYqn`pwhRJs zb&%A4@w6%vI*S)HN)$1H7hMi#5AnVCWjgSBj^(gW0>En&&^$HNhi}I#`j8}Gc%9Bw zrKNtBZJ|EUqQFbu=TpNRZOy~(xKt5((LkfWR%$mM{E?PgR(Q0svNo*2G8vwRDugW; z1v4>XFH|o_aTmEK9wIC{iaKTSJRjs%3sN5io-pUY^UU2z+bJhKls3o?@XVVxLrrXz zPR*_xjzQI)3UhLILs+ky3ky+}^XoaK_z{-e4CEgrF?RtSdaJN@X-OHeoS1pWKPc2Z zxYKQRmR~Iy(FzzAX%~WZs&-nCWsJOm*-d+-(Gp?x!0aC^A=!o<^0QicpRinw3&byU zs1y_CbdevuaHhWQPi%H(&h+;=g|pxV{1$+sj(=W5HbohTS%6D(czS7!^@(uK_Z-=R zpSA`zflxX!j>vrwQdO1#$iQrGvvpuLQ>((rd_APLGf zfg3w$Q`LNdPFG0K=HX;PKfe)}88#YNs)|$NsLVT*!qCwSF>78Rt7B$&_RAgpRlU<0 zQ^3xG80}XD=YZ?mNuiPJ0Y6k>Ddnx8kq;!w+};(IjoY{|H`xJYWmYo$P*bTSCk7g} z(8lgANzZBcg$RVX8N5#G~w%yv{<>~6k~?Khw&S`ZF zN0=UA8zauzV%o3ttCucR zQkNSVI^8efC74>v+wLn|{c9uYU!3B68oPKgYtNKwz3Kr@rS%0{g2YP+=ptFQ-wOCO z^Lb!;+Y3p9zE0ql(gsVJ89*zA{6hG-1cltU4R+OrxvJh{{xz)c^%@qI=0L>p3?_ zMZ2#{5)MusZ#nga*inE{Nv9h6s7l~DkK6-F`-$Sj*-a8XhfL|4<(AmIVpw}mvwb(= zP}_xW%gW-C%0!QN*VKFh&uD80s4273me0ajWc^y5Qw`6YrLFOE}KMm+w_uA}JluYmzyxOO&Q%OV{2J~OcPOHdv; z>N7wnib=4(z;7&Oda)W0`>|ZZn_1~^U!wjyq3B)zS$6%eHPru)&X;G~fnvL6-s1h* zR2W}vN|5*0B^bMdcKK}h+4b;CW)-cbwws3oRH}P38On9X8I1sb42$KP#RA4xqa)c= z`TDtLsc=A=US&=i2fMH2O9xHQAO1sIj)i{jyHDn)nZ1-$FhkZh5wr6P54v&{t;j~0 zBkGSY%7CIF{cOMm`}w$}h0P1F;B*j3=CmtIMmey%P;lx!XBK+_dZh*Rl~}nhRMr{c zid$BvZY8x4`lk&}8X>1PNb{DjkKpe!!@XHX$vu2O!KJ3-B%^Td+D5t1%2`I8ZlJIS#+FcwF7B*%srtUD|Q1sS0q=fiw@!iZ|2CM9?pj6 z4?n3ssIH@%ffj>A_Qo;BH-<5CJxsa%JjsymYoW&7d+NJA!2TIaT$>{6_N8AJo`g8q zceVrx0%}E*aQ}f)z(f;b4ZRg<;rN+y#5AnGpFABvD5m>xdg~mnk*J_2 z&e}?$2_92R8zkKIVwqAgZFF1Pg>2&L=3*;Ckxp8IgZ3(e`^0T5GZoKvDs=iDAW3wP z9k83ozuwA(AfnV-lO*kirS0A8iN>N>)o z1JwX9Ao`H%S#hLnc8yq>Rsjp+@{)QJc`I@V71J|0Gi)X$$!@>)KujGIvFIQ6hjYZB z^}&bH;T;xVY!&F0;?Z2xt=r}SK-hIh{%5eWjL@MJS&kS=d3pf^6QWfQ-QvxSy3=1n z&2N56ltiJ~2}}X|q;NNA>-@W_=b)ucqi;(UfKx)X6o_Gv#Kwv_2w*$Wi+Hz_&OrRb*e?+!{9 z3qHW?$QLn(`4SdB04ON7(M_J(Bx&t!wVyj|`gud2aBK}%k)Q6!FJRPQzaY*cUZTP& zhD*lNvTKESX*9L?C@ox?IOf()uLw`Plc03|qJ8&Ume*A7zFqe!#W$eGn*@X5?R|*%Qzfc#=UE+G1xS`} zI1CU#Q)8WNye>?s?J;aUIM{|s>Us;mk;2EKcp$S&^m@+Vl8XF?&A{?@0&Zgy-4Vvu zb@Gl4f=Y5> zB57!V5+{Vo9K_PLj$(4&)bR@diIF@VTFBA+vL`T_9?}?oK{j5Y_b%oxRLbV81bwlO z*hbhFBhoN{L|ThWc+ z|HI`JzFsFkQIPgt80*~&GO_Ai&x9SWwP7}~2I0(8*!al{J;_&@z4MDPCNKXGP z!Ubx#JQ&{G$?L(OnJoI}3PQ3PudnPm8Mmop|bS88h z!sf4%s7Mk(h1B06nj-PP7ewnG@_bj2ENxuJog(g?rYg> z&9}HyY0$(M{)gq#O0(e48;Ioj2XFN|5<@-ZZK2Tt7B<3-COjS&@pvBklU%Wh*USAm+<{xG_FW8uUU}%Wa zL9JsI9L`4#jQyI?fQ504^~Zg>N0qvU&Td?7y#1?GLEzkln% z_e-~Jc9~6Nhya(>!Bco6ho!uQ=ZIV0w%L#PxTzFxf{j&KDh2fXxZ*p^g}7eT?MCLH9>3eI4QRNvTu6 zkQUzi-ur#ML({o@W(dp45`XRXdcQgXgC2;uEA6oszhBDar7_qqZlZ8|=0xR=z27#R zP8lA92&yU2fsua?3gE@`Xd%JiKPez<(AeZ2i<>z)_UxfwaTFMQ_-CaZayJt#bUt@mbT*58Z%qF(6+&@OWqcq4eZFl8_#^AJ-r?*%^z_)7`pdjml@ZS^&u6U4j?*tH9jws&--)+B6^2NTadm(Fg$c;=G& zxr!*>X4T0EukYB$Uy5063sYqI?T!jLOsIiO(Q^nSpZBB;p~(FYmAy?=L9Oki`xZN}Ir=$r*Gd$yF8dJ&fi`o*kOMU)DWKeOqKa|iKyS0+!L^^EP3wv3m5Z^` zjeZ(|^64&Z*0Q{b1VUr*IaAU<@196m&LqbAuvg=d{77*Z0%Gec~g38)(bs z%Q*h{xEV?nHSTJ<;*GeRwDf3acJx2*E+;jxB#(aYe@+-120Pd112`eBV8LXH2GU={ zHfljPzdUY{pZp=qx2|bI)k{@@E#LfpcS&WgqFhx%_fq-{DoBDx|7SlU+>EZKozC*D zWT|ofervf)XdnN4psHD6y|vyH`MCD++k_hrG6RbCYySW`tK5%hbBXg+sUt-kgQLDY z(bZc+&yzT)hul0|I2IMyV#^5<-e$o{6CcSz0!;Uv5oW2{FcwQ5Y^}COlp-)4*@8C#)jZqZAULyqg|H0mO$2FC%>!LU|L_|ddgp3NJ zA~FhyA|xsb0%Al2l$H^cDk1{XLY9h%6p4Tcq7bD@GlTS&C@msF=p90D0g_OXK$7MC zoZV*jJ?Eag@7?FzbIzSV_>n-e%D3L{tbmE`DbBG@GIPy0p)>+`*o|Mj5Lbn#h&_31 z7p@}HVaPOf;sLCx!xE`6m#kaEe$k=gw(AbO;1Bi!Q*0!M)bKCt-p{|ezQxVLsTj);8c7_`CZGsp25>}{h7nA?RpZbn9VAFNcg|wVY?^uN;HDn*OfK(|4~AmV zkh(NZNJ5Vr{Sd#mPEo-AXp(M16Q0BOaM%WdI4_kR4(O|ArBe_e^w|v6tIW}3mjlwN z-Ea=#CbkG{@za9h8PqM*lO8$3kiV1~O_(cJ&r?084|Pxxh;oQGTpr6Nb6Xu)Jaz=j zEj)knu<|YbY3%Kx&_NvQ2VZ=G<&}5q`hoY0@5vi_5y(Sgb-7BcyRea1mD~v^UnesO zqLe4vPz6!tRCbmi4!4G{$aOoGHHdiH0Xm@7Yf0zdw%X=K(dzFnd3&Q+IN&Z&! z$1VILMJ#+RL%fO&iE&XEeU$B?Wv7!MBmYfk*LU!wcu%R`okTaP9KRv}!85}3ZQ&bz z@3{_^+t_kjOLdSa)|1|I-CHpJ7R4%?fkl@le|Ful@RcIIp;0Rmz*AJhfizXi+F2wN z)n(e~-@)0G(bOLpp>PRSF-TQg&HYIqgpxw{|9}0{uRFc}&FawK{De3Erf1`ynL=~; zS9?(YwceCJ{{Aob?EJAVf2_+NGVq5C{2>E>$iN>m@P`ciAp?KNz#lU3?4 zG?VgITXx-K5Wx|y0!m>%^L`jnJkZt`<|Bmx|*Zp`pNwg;*ox(l|O{Cu4fBt>hU^zpw+FCsp_OlO6 z7Moe_EaVy>wj8>V&lzAJ9gcLL9!7W&kdx@K@6YNT*RTQF^ zZ`yc_L}=M%ZAFc(K!VMM$Zc5tS06QpkMt{q_o2o3i`moAot5xd1Sn_c+Cf1mel(Aw zpk}|Wr=BJuew=8^Enp6a(9Jp*O&9Wc_(W68vaL(~ZAqs+pR=2J0wc<}0RD5up^b9wdyoA$p+!x~fQuaf zj?JH-BbEdxIQZ(D!6rw)b(Jb%CO$_eyZcpoJnPB*U-5kPELQ9wgRPwJHy+JvIJPh$ z1C1s4KEFHbHf0mTR2eyo+oU0l%qDszIV1K4f(jg}SAvkoGe#yKYS`bIEFi@3QMS+* z-`BZYAnB*Eu6~qS>H{(}Wc`w|dIv+l9DVe}Hm=f_ajRpZ;;}lEuOE7f4a%dt9)}*$ zJz^nu^*<5e&Hom!=6|*8H8*G8#&C;wpctJ8fbNkJ9Jz@@pFjyi#pyea@d*v>M4R1JnxEytIhQ=Aq2UJfD zb-eVZpBEf2#XPsPdwU_sSDAG%ftXKk9WM_oisW4tYnXCOF)vU>(`qo z5@E5i{3yGBDB30cMSqrSzQg95FQ_8Q+LMsRnV9Xi;a3tJ|EoQl|4P>jSE{I!hOc%V7aDSvbR zsu@CF(X6=Q{oC8lbxIo&Mf;Ej6Py=fpz8;~AcvLm1aHU=mahJ2d^K`sytcu>tQOOi zG+GBx4V;Rs38C$|%l<5zJRTC)vJJbtO%mO<7j9xUjC>PH>CP35LbJ8d!$Q*&g1W@Q zbw}A-Vx(b#3PAStCXf4C54<`?xZC_WNZuyX|H?(A*D_gprFEDxLr>Vt8U06>e;0QKA&t@%B*E4xMJ6+1>Qx$ZL<4gg2wJhZLxW04E?GY7&3U z0*NlE)- zpnm=A|MyD%Kl}dQ69+r_&t(uC`g0I((fH3r5Gzxsq>!55gd(c|D+dwyV8HdtAtFHE z`9$`g)uL_F?|kEU)rRdr8|Dr{JDlZ2I`)uS7>5tdy+O(69$QaLC&^)LT0qmYSZ%O)m$I1!0Cm+3u`=W2`usEuTi0boW5u|)XE;Em%G|?;xYz6d7 zdEyPOHSdBGNu8OG+ro_$>s9+ERO0gP(Kn&;yv|p;Nts_7j$(B;Vk+9b4;o+oa`b@GoB8vTN#TEHjr?cg zE&e|}mP99328^+JU+hAqk6J15#Dtwjup~XnW z2C=(bB=0L^PE=uHB9_p>13v~|Ze}Rtl|T3pk&s2pX8>G1J1^G~BcbOu1W7_!g>6YP z%5x}ss^8YCq1=21x-Zl7CiZm17nHX-rwbZ;QK$vg0$!T}v`Aiqn~V(zt*KuXzv36( zE1x#&#lIukvdkZAx$=%U*UF481S0(f9wZ8(1rg^Xpirj{B}EQOc+uUhVxYdz#*ovc>+s^hN*6 zt}C!<%K%@qw6$E-B}>0(rs%dY^7e4v5+r8jh(i-LMGD?xKLdcbv>C41^JLb~?%PSn zU*7-uvRB57)e5FdInWLt?6<3j>&J|e0{bw{>pks?BEoGuYN2ePar2b-@nkDwf0KaJziTMofwp5ApRO|2IB<7 z+jl+qM++i<4bFZSr#bv~Khj+&k)W^0H5)|yzdGE1XIXxG%6P1an(Ku(UT?(ia8K|o zFg|wr@F$jOF-tLMbXmG%VqzZExA;C7pfUULPxI4Rid7=_T+6L5#5IVKyrV_Uc^JwKO zAtHs`mFEMnk@qmXTM^zAXf2@3x+OZB<$IVWU$-DnFc=*{S_Qk`E>#~mfuAfZ5mDXgx-B?%kU*VkoyX4=0NnD^wbdHcGSyW3>GD5v0?}dHv z=oeS1)MmagG9C1DLoem89Xqj@iQL@Ldx|BII{cn-_*Acv|9IX|FSL>R&Zh?QmV0}1 zT$eCgXH_t5aEO;ETX(06uaOVg;s8w&`e4|{QcaiA*BY7>kOcTZk=Z%F;LwuoQ#5q= zWg1|?chPIxN6wEh!jDtNo@asUkg;Fqq@&X*YQ932hO0Zd;p;0^(`aThrIZ3)EV|P_+JaHRa za`I_U>TlW&(LUsq>gLFM_xB2lX&^3~N65Q`EmO-NstwN?^0 z`y9Mlu6+2SgUZK6gqX#gAkixz{RK&f(vrnh85~Q@7>dkxiH&k%AKf-~G>sEQ^f|&O z-j^;VEDQ7m2dN>RmV~WXsV4c{edu47bH8TsrTl8zymJ@hu$$!yq}9_62~qe@6JLM! z$r=>AM#{ilO>QY|p5KI2>jS28o7(F!kNlAMA)ZSE#=N*7ej0J&@_wx^oy)P%x8^Kr+nuo-vm2u*DKfTA>E*vn)rwW|vZLxnc?5Gx z>{JB%NBB}qlFCkJi!kM$oTm@nd{1S&vDeP@ps6 z^8yIFMhPpjwq%PQ7K4x1qzG`JzVWt0Y3a?{=Ksa?CJkC?Q?~GjfapFV)6- z-3+*``Npz+>-%p)zMCEb=GzAJa<26i_if3HkF|wzF^==5dMylQ*+)RM1t)TBwzcJy zs|@S$R?f{3%1WRWdzV_=kNhJn$;tq`8NZGMWWqk2F5s%Y3l%TbcR6o$>NGs0s=uqA zbM2fzri#%6o1{RtJ_EHX+nsjlN{^wS+k_eExr{?dWga|=KZdZXAA#!`Ro{g6X)RQe zcY5JBU<)~-hg3SGbh!;)cYJu2NTgBecw&!NBh=CT4mRze(>^dB!%9mpN86ox2$4ZNP9^f(JpWvbb0;F_+;=7sR3-Cd9xtVST1riNdS1}g z|NK_Ev7YMYQ(bMhoULo0*1psJbWB}FI@Uee{f)}1|K2avKbbV3+|$nAZQFL(CJ=17 z4gcB%W(i#jLT<*pJ8gp6hspJAMo)EXQ~MnI91k+L*%{|%cuQ+Yul_IgQn*j*!_()} z2Yuu23U3N^T(i;3NHnVt^(8gKrZ)6dVoku~`|Gn}{caQ@=;E!@2j590$C(}|b~<_< z@#U3z4m2`rV%%)kdZRqia6f7E+MwAMtClQx)9bC(7sW>dHMEpRa&#(|8sjmSz>j?se=k=ho!Twkc! z4rEgn`yFb`ExLjmBS(3fx6o{*L#xFMMC=K94+x#~FS}k(n7XjSEc07&wJQ6z-0BWz zXA8_JD-py1H+S{679-~}ySw}cR}a-Z-N^=wj637o8jnQb<xZvBgO z*;lo$1vq603hdqT88kA9-|knK-~i?qm(@R z?dv`)VnyP>P~*!^Uqy8V!1R4{|Qhq|A(;kJ~h1&$$orlGOoc z8042}V9i8JiB3Dnd}ai_2WveCmEhgS)?5-IAiDls`>Vf zh-2^;KXZ+?%bQB*#xuii=%dvwuN^k<6?NWYPqmfn@1tjh$WH_*j!AeMa%*xXI}F`K zTlJ(DSC`n{Mb7RsZ^7RbzB;kS4R9{7g>Ex3ce4fZT6B3t8W_z)Qg&UV2x*$;2@;momFLbblJ~`Ty-6mGOrA zc%e%3xwn~y`Hoi0!o?SgT~ju!A*gpFg<@glr&8S@N2@;O&Jvx+%?#suRW9 z%4KmKJ*f#buK^}uO@`qRUUJ$-r0oU6u)O#~A`-u?v&aX-uF7SRV&o!Oh*L$K*|brf zC!(wz&w5|9q;(Mnsq=XgDh5;O%IktgDG&ATvJjDMbNwOEB};uIc{5>gGLWm^7eim6 z%_O|xUu>0cgLiR5sm9ic4s7d@W$%aOhP9Ab0WrAeZC;0GZv%4VgW-no0^hjo_nxq7 z{}*m(iUajAL7sQ3aa!f6A1Y*Ip0A&5*{|XIR?rt?OB;e7VSS35y}D-Ji=BV}fGDq0 z_8vW@|3lT8iQDGA>f;8%^N8!{Fa`4qmEq3BQVds|=JSf}&pH;k;bk_d-L=P&_9&d&Ow!ytzsvEYqcZ?_R;p?<1Ih zb_Wy84<3a9w;o<$L$rXFvqAhBzhEZH5!#G}Ht=MZ*g;-``X~I)--M1_?V-&K1vsor zNSpT4&DiW`iC$+bY~1l-`p6G#2#I zW>AEZS1zkiyAzP{X(yq~LK722TzYxWqKE3P$gvGC$!Ho#luOmCzo@Z)&uv&G{(d<1 zbAvZ54H%M7XQ$k?)?53^S)fo39WvLYZ7dfXS_6tSlqY8MfIH!Znef+j@Vb@{iF-7V z!RspHrkf`SB?tyD{h6MyWKX8=dqNdrz1F$mS)xO_Rh>Aj9PD~87TU>I8aiIc^{!&( z6BasnoW~`EEx0DRJ*+(+1n+uv1ocpVQ0lCrYBEn_f91ul%s%)MsGvqXL_CmI35v0- z#_cZ1i>@dYmM5edNmgTi;37O6SJb?VFdhx1fOicv#iqGrsBaMIGn8+bZio-sE+sZl zgU%z@S`J&Nsns)?!LK+eUMO*#qK%KBbr#{!yKa5RM%``m5_PI>2!m_B$EPkxtu5Ux zgE$gVYg%KqJv>R`2bi4pO{j^!wGjRh`po(@;Y9;J{Xc{= zUQHgz82%d<-sE(ly=5t@V)gvVS5hfO@fri+_?8MnC8n@_sUtBS6P{m>+CJr+ zh*>d!QuG%6m=}+nU+dERaU|<9q12b#w^?Qzt9s=O`aW$l?u6p2K{s(q@^sX$gp-#A z15h7PnVZVf^2r)Hl+Lp>EH<>}Z5`U?c^CRfe-g;KyV;_`e8_v&3tY?N%9EG^=$4aD z*DVGZX)5<+(b@D<2X~|nHJ6CJ&?l`{;~AX{PNrSV5vGFngqqrqlqb|{ite<9xb|ZL3Q)_gpFhaT**)`V{`vbw;YF}xPVa~wryVT zROkYZ$e$=Nlu%$ay_}2}o83EXqk4crUcs+#p^5>-EvcSq9>iFQ5+WSyTes31UiOJe?KJnOcbs!T2Yv%-MSmTt#lyb=fqzR?kGMt%-bctEPXck4j?fw z&+$cU!Wv0_Ru|o4$3I#Ac?ytPJNXUuC;Ma>g6!e-1*v4ZIA$l5x$`Ad+PLkT&?fTo z-a3DNck*pUsZw(Rp*yxZ{+68Q9ZCQ~a0EJ9Vr~9WI_>$_qGQ|6)Nx1_#qEzs!k=qy zoOmH;mSdnRs%I|O-4xKl&&*6~{hV_+krI13?D2?W^7czN{^m&Nepk;&{(};Uf0;Y? z*8+ddUxqLXN1s~jD6Gbo2|{nWpx5vACD7U3WA9%4@LTcR%Fqh8A$r4UvX`40fhj%3 zKfx5KPTYq%Dzjm4aM@3TW_L4oV)by6`)X~|>&`q+aX$n#I<8s8A@8>NfU<9E{iUa{ zBCVUkIK1*p;#RKfkWT4>X>o@aH2;Y9JTwddFT9!8p7fWW@JUI@ZR{J){{l zw_uguIWNo>xjqilVkCUhsCu9&+mOORg3HO~n+z^kB zIAi1J=yTT^^-tfr;(2M;Q2hR+z@PrT%0GWAhFd-L`YkH)D;F?O@2v%?M@%a;=@kMv zby1@}0C%?H2Jk_D_A>rKx`Bq1U)6e6)d*?rxaeUm76|X7C;m|JkgngZl08-wF!jOi z7wDs=xu)fwm<>4+`c<~p$I<$PGhBc6*WhY1!*njaO4H%VTSYOSZT02dOIha7T9PEz zN&h`xY1nSaKMi-tt0EF0Cn1f_#vivs9R!?%=VrpR$6hLat1e z)_e}+&W;AK0I5vHK?*wsP>P=(<)*HxgZ?tqtmY zc}5R-XYJ^DbFlhTY^?Ztk186TWAw}N_*Re6yQ2grIlXgNOY{Br7GAv(fo5kGk9Nk| z7ir&^(>&u*gOusst#y)^u2zRMeb>dh)>~qbGNhE|=9H+}o?j9(yCm|wd+NZ>_gO}Q z6zn-y$rrOfv_N+q%fBrA0xvqyukrTFrAZ>c{si`1*4|EKvLoGcve20%)v^x{ztkIR zO=Fo?p|;kPPUyGYQbaA(UP$%b9f!KP{ZmKM)vIp8U3h7`l#(L{B_N7$CwWMS>;2x{ zVfetUQMaLz2h%4|_HkZ1fESps)lu>QU*^455kIR=XLgD*VxqwRMNs$B8A((Jgn|C6 zECnMQ#CRV4+QL@^v0BEqC5Bh$_QH#*yAh2gy^KeRKekG}a6LSG&ugEmsVD78X(1@E z$#FWjd=n}jHP^A@>2Twzw`VWTyKzQodW;Nze=YGbNFr4m*&c(6F$!HA!j+UR&U5p?qEggc|jC8_pUSTW6eB( z>mJn#kz5Bt%gf>79Q>F~A-s?4kU^k1X$BDl?$Law8_c3A(F^d1Rog6?RtPeZ$fALL z&~&T@(_Jkca45^^D6V~7ft=#gJ7oslg1pX$f!cW|>SNxxs%e@aj(FJCJGb4lteL;_ zmEfk_z@|p5OuWj&gV0cv!}CpcT*s48H}O1y?Zmp`4$n18k?DZEPvEkTF{l?hL+)_W zK*YGtCf(^A%5IFM=wi4VYDT)>QF3#Zal4#5=3V_|05a=VgGqEH$2edT_-my7rN^PX zTtnEJT-=}(d0t~<-rxZy#4DLFv0XMcFZ>X?;N|G z-(7m${WX7ua{bNt{m$_HH9q=kHE zpz{!v@rwino3O#dVb=ksY(TyhAilg7OlFh3TL=3Z_;)~%yDfKQ(B#9tMQ64M;W2Ji zbF1foe4-nBZ(x9~8&YOUcEYuF1}wCSPA z2%uuaTxH2+E>cnD?_F)@Cm3i|=woK_SAuU`8*gLOz;!`EjB(3j;5x02q$hEP@Q?dD zXI9>)|2Vn4F=jhq7hgNA9&B~0NOvZMqcwPgs6dP4WT=L=?7WNW+;kSz|8_mpo1RL; zHJ4U^m{>2OwgH+7-yrMZN39lEn#Fn+bs8-O#C&C>9M5F`q&3~mMiOg|_Vs-2#LyKY z$pe1x8n3pukhdPLwBZv|4o7?A3Y}K1J0%>(auK`*VOtiuhhHoSudZPXZv`t=U84T?o~ND zDLyaSkt@zSDs`dS0#F8x&*j|#5kv%rdo@|bBPtukl!79M(om`UL-3%$N5bPryg$)G zie$752YVaVI^j-xq&Ac}Oi}@LQP!D$MFequSqY0GimuNzC zxgBoYI48dtf&gn#?lso&u``uby|jP)xL;}W%iwc|GVQbvyrM_jz4Mau((v#zagX0r zr3Mt_s@{f^4Sx8Xoo_Y-wFQDw_2rt32ASLD(Y^86ch^~5^4@5n>e!JX`m)Gwq{0%7 zDj_AJI9EFo$hAQG^aS+VE`UUn^k{e-d{8xUJh{7iF8#Hg9n&m!z;8P$A0Lv_IaZ+z z&nsAju@gI~E0Z%0U|i)IqH3zLUS3FFak3g_o~@Vli8au{7%y$|>?JbBH+u6ALmPpD zMc8c4Q{lUcEPIWw;QLl)U{BCMd}(o zI2oFtSA>qq?j|ZM{DfLrBskh?HqWebzX12|MDgw_=HNxK$1Aj)HG_z}=JD6xgha8z z9&lDQT}Nt~%tO=?ww?nyL?t|LF1vnbd;l2FO$C!M`;{j$;{upd9*`}(aJ3Jtka|-M@3c=mYB}V)8Es>e z^V36fN}bP<2ST9Ayz(#XT`2wn*j^VM;4MamZv4PGz)Kh!2yY26hq3P=M(7Nfc$2}u z28b0yfH+0-_q+83*K7^oJ+Y*3gn}?6gy|4tS%BiN8AeoUMnUxnU0e8F24FP)hH=#G+z=Mjyz}lw)laI`UXxpL6 z1K``)H1K5_v(4s5z{YCT*?n=Ow4c7c_A za7vJ=rHAO}Z4@YjWf&*?yppK%P3SZ*h955~Xo+T`_$7VthRaZ8Nyj&#Nm*ZTjSXI8 zaLxnYga~mcMhg_A2Dc)=zXMjDWWwKH-hj-iqAjdI+zkzS%(7}Rj%QZYqCphuk(@&8 z+$4v_nd!(U_CwZL^1{}rEZW{~CS#!;JUN4AtQhMG&HEh5jr)TI zeo!)$9Hvvo&y+%*;3l4K%y3_B_eH93Lob%5b_&>zoGSPTxE(5u58SCp^%1~aYp%$z zd@l(Ln}J6ihczO^?`)l3`clt2X;sWyNnL6DUTeL(eF@v@1_+ z_Es8dEm&^F$myz~bq{Aj_ROcUlWA~=saMsDsvtIKv}n#dlmn~ta{L9nS1%8U$<;gV z+@GF-Wdf<54k!;N-6fbR5Fv67(20EYysE>&kg6X2#4`Oezotgc3uUXalxfWUX_3s_ z)*&-Y4s@MEHJ9%t%=xy)$H2!Y3+s3Uk*OhYtrDX)4&0 zvx`)&Q_khRyfV=}2+oi1FzmN1*y4V9u(^UTdBT(CKQxKyr@3|oUP*_cYOE0Z;s1{q6Qzxvz zuf8{q81(*Kdg7m&Qd{dZa2<4?Y#wkvt*WC4HNH)H)YGNWM+Zt6Up=sn@U_J&jJIzo z!d9uJT$Sg`Z8gx}-A1Z)-@aP zPVtplY#R4``NsHLy_~vZ@$T_=xF?x*!`plFAzAd>2F1RIFygQp*d+y6p2FvDxLt?5 zmw}7vM;{~ezV20xO4Hj3m6^Rp5gBrV4EQ5*Pif$+oNT9>*ftAbPkOCfVXsP`JoYsf z?ctBKfT08%kQ|-J{6qpwN|s9pBYV@r;sJNvc9>E}xeT|Zb-5xmdN88YaDw1faLfVcTU zq}?m71F@ZpuEZ&XL-mHQR0eRKOWZuBA>{(C7q_moDaCEsDXqVR!WSMj2!2p`1uFh- z=|p&jlKL3&V2C|3j`Y|i9j_Y0%i&6|h?BNpcd)9@m#RE1P~JR*?`unxLh<3!;=;zE;r-iF}pT@MLGn63BI|pU&oCk z)CzN?mSe~V!)woZ@b=xay6CPSf3IUt!f4CW6X(}2fNhf}1m>fBFSUVk)~4q8BOt*G zkoLc?y=fSKFTwnuWbl4>sCz4}|6r-+FZG^ZfA9SB79VRKYa=)$e}2>2{rPdIXXLW| ztJ87D7b8@DYR(&L5CYvt-(&Y*6V?A`7ybQ4|3lM?|2r%Dr#jbnJ-2B*CD?%lGOKGI zqYV zKGe&gbQot2SYLAiR%$E8GQ_(x*iI0ydGGy-RN>*+PpXd#O#`!7Eg1Jj?V{Pdr0Kf6 zYJ@0XBLniC#dlLDA1Ao8Oa{$ElTo*r=qGCaA*j$wugGmM&u^L4=uHYTOo?*^@4M7DJXhfk%yYax>G^tt@CXDpk=^gASO)Az_rJ>9J< zrrTWP_r`rU{VrXLz;;q8_reONhbfmX4iC4>_pg}cV~T92Z=wpZl0yx8bP0z;hu306 zFPo_x4W^t!G3)tMg4TPSTQvPlwI%ljDHxT%t`f1uJrjG9hv1oQ_4V3P#uXkuy`VF! zEDBsn^X-s*CFTc5iCsPJ@L@Sf8BK@-6?&(*hJZDM^~g>1dEa|TWNASp30kbz+2v)6 z?pmlSEq@Y^s&*6U_a(SXk8CxC>^de#IKk{Wnb}%*fGNMW@SeubNO9;OJp{w1Il~zi zI_cBWa;b8C$qLhY;}Fd!Th@>*%MD8fZvRdr;18tfqjKy_4pdjoNSjc9QtinYxv}fA zaA5_)SnvYt3qD3<*8W1U)O+t{%5@?-(pa1n+UYVL^Z5H~*Ol~qWS>#4r!tKKCN$1j z#a@W-<1;@Km>V6sQh+b)MaU)C-M-nEb58U81^Y+5b_LO-lzFEzCDqgUCWXdh(H8!y zNAj)^`HwN)`)z&NLqCrH2&eUP&}+D)9S^F64CNMyjh zokq7_JXi9U_833mIANNu*W32!x)@7N^6)E#?B?t`dCW1XYkuaYER+tjKc!TY>%cS6 zi|W;Y953J&dMX0hBxX%DYE${POy^&^DLH*^hLj>7fLW#Tw$s8jz4Da`QNYfitTsh}EF`G9Oh7jSqm0D|xi&nH9q2~IlrnwMg zpSPqMn53f~&3&{l$d%YTySrX0E9U~W`{c(`?`m|2`3~ura_>t4Py5CDo7@KCc&|C? z6Q!wlQIP^9jNOku;ix%ju`OQZsb7S)GD^7b!UW@DdZqK!QY#Eq~P(5 zg}thb;eyJ+>rbjK}UD%gb5`kdk>t=OLbxMbq{rp%z zWtZ#OevAQjJ$K2M^{Vy**P;3a8_Yemr&VrXGLT?rX zn=xaCv5%X#o-2w-OElb2>A|U}@_SkR_P7ojnnUWSUGi(j9QA+uJHz}B7%4xm)%)# z9_lN7X08~%`FUUbK;oW!+=fUKF*kt(KS7k{okz?OY+DNpS zz^|^h$_w(<0*sGMBQ|3XXv9I->w)!A2FueAI*Q<~8t6zcTTW~l{bnCmz$9D7-h0dZ zvK=gQz?t)?#f^z5DXee@TaaAo*AYu+yHKJ*a02Xj=*Zk~kg!BLyA5vJ4dTFO^O~6X zxs(x5_{p2h@Kot$n1GFv=~GG-a7WZ-sh^;SoC$&CutGIrX<^lON`(pR1abb2khTkY z*3obzc~y3%JJ$uhfP8}Pb{m?@CQPEX=fCjaX!Uw;uS419Ag@BrS^-1dGF)$h3W_W6 z5sMS!p`NaW4)Mt=5-PJ=Y9!5lVXH#$RTh|Km1VhQcb+i!#aVE*ot`2L&f&};>Wu8j zXT7B;C&d*-wg(5$e4ETD9flNg?TQ*x%WZHe|ly?0{GjI za8WE68ya&9=eBWL45p{vbVhxkRg3-v^D5&@p%5mD9A?c zcBBXp)ji=5Q+ts-q{^$^RZ5Qc!KkBQYq9@9F47I1Hk+~XN z^Q2z5AKIo2joX2knHGYo%+G-a-+&naAPTp3PqT(PEq`+2X%UylI1;m}=Nan*W>_VB z)eH+LJGT@s7~S(G)~K|I*JMCuDEq&Ln3qu78x&V`!-h@s>*{gDP-o}PuRzEGV^cF3IQq!%qc{#zhMa&B}5HIN)@|Z zk;A}s=TV>-v)Tq^DruD!s_-h1cjT_y{J>zT+q&yKnq zO`}$p7H^PLx$82irAF&&ntTa;@reHKQy;{-A%_y$_$$gK5RVQ5nK}U7pv;)v?{HU6 z*M-~{x`eJI>e!N=fTX%4+qVp*63RDP$NN4Nt@|LFYeHMSB(?-?Qvs?w_F@94f*WAE z@?alm@KoNk;Ycb-@hz91i|mR0LP-q(Y0phOCJtT3x(+eT6^`TTF`L}=VpKglXI%9}K+q6N>GJhj#`W zmS8RT223rGGZZ(#&m1}hxn0MCbnFf+o%B${97NLVfHiLC@;2v$sW%wgTJegN`?*mlg8FK}$LTudv zRP3grj_EaE#ipST?(W<-=Ir8O;GFGR6%Sge1@F=6QPl`==*6+OT-V}+i;DE$BRxt8(nx1y%x=UC(qqB za)g6D0A>O006m`7W+)RPKS)n9IJQ?$21J3K7Pxgjm8gm#H*sk20|f7R^J+*Vp7sJ0mWkQMu*b{!$$2{1XF)fI#a32N)3|FvcF-90K>Zz#9h;#jDAPuO zgFjdb#WdP3Ll#=(9B0D%=}0h{{^^8(>m1I#EkKQRjKBhEB++D9n7$o)-2jM4OZJ6$ z68r`r-f%KZjZ$6EQyep1at`u$)PA`Z`P^>m^72v0i+s?#8|=KqySOU>7H_TEzVP;U zn+QVD%M%Jm-uSF!U1lG$`i#FRbATt)1Yb!!n@C6n$-d(6og&L}ZMWQXmW^k+tn9xW zGs)H6pSP-PfA__jo#}Hz-#=iRFh=HB#1>zZ1OM(fK*Wc;q4tCSHGuzpJ{B--Q2pTh z=WF-B5yh+nPXo`5ujN!^*Qtzp*wph3xP*^D2dLPy%wA>L9LvF7r`dwcn|bbPFTT>J z&Q-o|a`z^l^Si3$Ioa}jvz6`-7qgugp9RZKh z`~&!wsJ-Ike&upFMqM?tm2mQjah;=1EIa@*q($0FBc0W4r{+2&sw22gRpz;z=S}vWZ z}RFd&ajsKMOXrt zaON!=5mrM&J10avN9R0CqV^3(?BJ(y%Q~3_;KwtF`<~wQ+or$!l0U3YX18Aq*u5=L z>P)zTZ+$$*kwXs0NR}(HL`<0j!N}wcjHAUFUvKF^vBeN2k5AB+auFs%r}MBHW-Eqn z;=F_C_Cr_=FOLi+$Tet1NT$j>B*ZfO%$kNl>PSPS{H7qtuv-_eRdW9I7_}oRRB6Jy zja~WMfau?Ny}>nULG<2FT;bDE-BRWHZo6Wtn@`EMVK$eeRQO-nV8AR0D>qhE0ooGP zUf6VE@zOdhPRa)>plt(h5qu>h1RU70R0+P+`Ik2(gXq;$7J4B+mIPWBl@*8cpQZX5 zc_G%{oG*8GIVEfU1V&88t_T)8<$f%B=)2F`$NQU5R`wKbC)X4D+TaS1Ra;Al2*Yuo ziL0D)AYwY%nnDcn&^4|<{MZG<<30yPBqm3&se{a6DLqKKf0Ds9!^we_kMD$G1q3sj zuMNJWP89GB1|8pQ=D`w#VDhAW!8ajth#p@FB?dJ$fNUbPwOD$;Fi_Az4nvF;sT_zg zYz*#|T18t_1u0Hi_4~D=aNeu0yn66-$0HEKw8;{i=gVE#+`%YtO1l1T&}n zqBGCgWF?)?-d+);liu0H~tgD)OIHkrPl`ZkxZ~HPBlDslEa*)=gXZx5vbD z%?4!uqyl*c3oHBC_x;xW?mNFdTg=3wapSr-zd7f3#rL~Y=`ELp9N0F z3l*`c+yI)C27mQ&|CK zQYjS(OCob+IpoLfj!#|imzJCN@EOoW1W9CaU z4tzK=w(SlTw$}M3v`TxtbC~f&8ONwmngm7W$+n3RR0w{6n;M`fsE}UfORJg-Qo}&p z)Pi8&7J~!y=8&O7x#RkliXJ((-pt_3&Y6jA=epxn(FAl>Z)7V4me*u0Y4tQCeY zh>T?;*TLB86*pKqxW+hu_T&ZlT;&xOu6;le4?8p*Mso%YmT!rNTH*bOv*B)h{$8Hs zDga!-XF@~ov1q={v8GYbZ7>s+eU5kCCsd_km?&BYV0@R%>$>F@Z}_*sJs{lp39=nT zO*Aj1U<&0b_%`y)J_36*MhjCY%jNY@g1`}qfII;wyd=5-Ko=NA;>A{M@#AYxSr^r#!0VObH8wiA*5Uw(Xp>wcO zc8EG)Tt>JJrJ=w88yJ_(mDL~xX}PRi*8yz@0)@#aWk3rB4!xZDPL02&X8#udot&KS z`_9REzvsNq`#j(Ij9%w1z0UbfYNUF@W`_fgagK4cX~p^jx+!W9WJ5U-M1Poq1Dz#f zcHbyjD4s;#8_AS+TkCE+Xz6N zEI%z0y^(hX=}O27%Moq*uFuV(y-ak?U&80bH0% zjhx^}5t523t`i`9D*a#!(L2Qc6%iTtOQAA%HAL)e0;R7{V-P10@foan^w891Dn;15 zJH{-e#aa7G5y;|Fi0o^?y(zqG0QIDsZOGO72^|>^rn1{B;C4`A*FrKsYYO zbY9_d=LI*b&l#U^XJzWQ6?8+XtC8P4c)*-_dg}*icvgIYG}wQbw^(DbWP5Ve)3-zJ zys;XyS>L~!e=;^laxT;`^sdd)(>N`kbS)+0Jz2bFyW!=TZoP_F{P=2?dlIXlvcJ}= zw|m7kbNyD6^uH~fPwMztKDQs#XIRSf*u(K}HRX=NiKjGlu+l_Ad(n#6zG8|twCRqr zN2}F$JNt!}^O^0Vwevw2rjXfy?JxzXP^5-*bh*XoH12X;TPE@LII5iv5I02N(XMNqU=Y)(bY?!^Yi{~!Evrmb zjps`vdEY_RZE`Y_Oj@?zYM)?TsC`u~)2^QdaRg`yiO04pU;IgiEb@$j+&Y}jFrJ{I zTWXzI{ybwZBez6-y0L30CSiDdPm5cd`KPRkoaDAcRY9%wKcXHVq_ewAIv5wzd=kFi z>J|8}wbpTl4W2yxpk&fJycvs|aZ0=~HQ?m^Wp}aB)(k$%|G&t2)}oqHSDVfSqu|b| zuL_5+Y{Vpo-OW2-ex9A$7}y-ZmeZC)T>3MGO)W*a$+|J*;RYW|3