From 0d9ba773c4dbd694d0078ecd15f74c6db10b75d0 Mon Sep 17 00:00:00 2001 From: Martin Thoma Date: Sun, 20 Nov 2016 11:04:48 +0100 Subject: [PATCH] Add MLP example --- tikz/mlp-multilayer-perceptron/Makefile | 35 ++++++ tikz/mlp-multilayer-perceptron/README.md | 3 + .../mlp-multilayer-perceptron.png | Bin 0 -> 61533 bytes .../mlp-multilayer-perceptron.tex | 107 ++++++++++++++++++ 4 files changed, 145 insertions(+) create mode 100644 tikz/mlp-multilayer-perceptron/Makefile create mode 100644 tikz/mlp-multilayer-perceptron/README.md create mode 100644 tikz/mlp-multilayer-perceptron/mlp-multilayer-perceptron.png create mode 100644 tikz/mlp-multilayer-perceptron/mlp-multilayer-perceptron.tex diff --git a/tikz/mlp-multilayer-perceptron/Makefile b/tikz/mlp-multilayer-perceptron/Makefile new file mode 100644 index 0000000..9cc0a28 --- /dev/null +++ b/tikz/mlp-multilayer-perceptron/Makefile @@ -0,0 +1,35 @@ +SOURCE = mlp-multilayer-perceptron +DELAY = 80 +DENSITY = 300 +WIDTH = 512 + +make: + pdflatex $(SOURCE).tex -output-format=pdf + make clean + +clean: + rm -rf $(TARGET) *.class *.html *.log *.aux *.data *.gnuplot + +gif: + pdfcrop $(SOURCE).pdf + convert -verbose -delay $(DELAY) -loop 0 -density $(DENSITY) $(SOURCE)-crop.pdf $(SOURCE).gif + make clean + +png: + make + make svg + inkscape $(SOURCE).svg -w $(WIDTH) --export-png=$(SOURCE).png + +transparentGif: + convert $(SOURCE).pdf -transparent white result.gif + make clean + +svg: + make + #inkscape $(SOURCE).pdf --export-plain-svg=$(SOURCE).svg + pdf2svg $(SOURCE).pdf $(SOURCE).svg + # Necessary, as pdf2svg does not always create valid svgs: + inkscape $(SOURCE).svg --export-plain-svg=$(SOURCE).svg + rsvg-convert -a -w $(WIDTH) -f svg $(SOURCE).svg -o $(SOURCE)2.svg + inkscape $(SOURCE)2.svg --export-plain-svg=$(SOURCE).svg + rm $(SOURCE)2.svg diff --git a/tikz/mlp-multilayer-perceptron/README.md b/tikz/mlp-multilayer-perceptron/README.md new file mode 100644 index 0000000..753d8c5 --- /dev/null +++ b/tikz/mlp-multilayer-perceptron/README.md @@ -0,0 +1,3 @@ +Compiled example +---------------- +![Example](mlp-multilayer-perceptron.png) diff --git a/tikz/mlp-multilayer-perceptron/mlp-multilayer-perceptron.png b/tikz/mlp-multilayer-perceptron/mlp-multilayer-perceptron.png new file mode 100644 index 0000000000000000000000000000000000000000..d3beac5c4bb823d021b05ddab85ce78c083a1458 GIT binary patch literal 61533 zcmcG$g;$i__da~j(47*}3Q`IdozfsJ0@4c73er7;pri-_f^ zzr*u+zkkB(TCP#nnsc9fpB>kA?R^N-)>I}VzD^855Sglqf-VHX!9U?E=LJ$ef)n6Etl)?ah$mphM==Q|P+RgL1%S*`9(^J6i zwS%kWbLW==PA)dd+mhEIh#gW@c%{@(Q20T2Ro|i63HlI!{I*KUzw=t44IG9e3nAa7NqV974tGbv?pZfQi zl|9vz@5jW!&t@>Ae|>{w*(nKe;er4EeH{FLcGmu~`|};hh?gN^DsyN}=>y|~<*d;+ zdYqpHOwWQf^L#ZoM28hh$NGI1W0XHTuqZ3OSR2gw;3huxqIf}@rqK*_9HY$Yt-2w~ zcO5Jgf%~>HN?t=VP4dsH_2Gik<);3&a4};jwb%_t8^Tv_LT87X*7ZTs!NskFcLP5Ick=|HWwrH|X@qY!cyXIIyu6K?8pc%zw?i3zigZW2@$xS}Ka386Sf%y+~lM`68$->%%^J%4HVZICL1EX6u!s*Yuf8M!$@rI+( z_i(wX`FL(;r_}lc{^3_&-*Ra&qCDWhN3zg&(8cd@yCAbx{Ew$S*SQ5HK1S3FP}hro zo|(pcxTTSNcfN@Vn6!YlPBw#F4kBcJ9~ns+V0y@p*f~qC)~b2=^O$D0V9s*SEA6S2 z-Mw7AJMES1Te{bMb9d%soUkF%jc0fF17m9I69jp1k3O1}+H6!8U;J1%us_c44Ps*D z{F=JtpVYVAH@xxWqmTdkJ=<;eEL4Q`XkJCWaiM@^M`VuA;d*$R0A+rdEu2;q_xxzb za?m)o)@(yuFvUACbd5@%3t@R7cge8Z2BpbhBoq7u_WmZ9Qqj<4kDtI_si>=4b%i`R zx!m26yclbdJV|!%oME8Xq8G>1-=yi+`1&_!B=KUVv&gI>>B6tV(~1aJSXmT;*Wcpi z4r!CQb8Fd)l%m8p+9=hbKs?>k-D%t0MP{WY)uuU{WcAH=0*ViQDi2A-*>!YuZezUf zHRc`WPE~CEUb`)Q^wlKABz5&Hz2qU=P)gOu5-ty=+t`4knXDAfGKXLs_A=x9_wS$B zwkvab-`X3_%+u4txU3(RbUX-2n_Jw9RZo{{bQTFjV+J-3FB&dv^c|lyTS~BIU%GBR z)xfxbSN2*gRnFg&CA)=^`4SwAo7}@sY50~B?49$@oeu>=xzxiVp)vf*^V>G(J`FY* z+}R>g?Zs70*vm!KWRw5I@;$;H`O>k2t)EU|bqp=FjSKmsSxLQ?zs1&SZPum!VTwf9 z{PtlseJSPMr0_sqLKu6Q#Qg^kPQ8{p9x@CeF|KD5j)(fx;x;VD0iJ?F_@fqQn`@JG zuF4gLxJwmYe_qT#Snzh6$o9gw_l>sc4l#C_$vRKG=lk9nj_VP2wb2_gGU?CE`?8c! z*Z*P4YDVXvjG?tvnR=P&;>Oec4MFhgMj@O$frm_EuB#Uutbcc}LdYltM`c3uymz~U zyF!}djz-Eq{xZQ}h;sZIzkcbgCYlAmk0sxor|tKe8|meYwyw*Q@iM!h(K*6MQSW_D z2a)2J|Jny`r4l@UY$W~n6P;G|Y`0Ue7wtGbaPZCd3mqRT+*kBjPu5^=nt%Uba^@D- zTSKqiG^~GqXQe-VOq}@F(QN*c%Fc9auCA^a_mMH4UBbZ)G{P+4pH0Hrb206O7*R=*n))bRE6t zxOR86*j!mnEgWnX7YWvocz&>xyk|eF7(1s?NuFb3^wB}12_Ze<={P1Hr=}$*2iK|3 z4o#%Wbmv*p&C$Fj-Z&V>g%TJLrwxQC;j$J4i;Ih8uUo`#SpUI>h^kydm(n{O>+Xe} z-Q7dtDQdmn+zVIl7m%1Wn;C_?pf)w%=?Z(oUF)@%HJV9?3(QezvvE{BylE0^f9Dm- zW0&W4t4+?J@H~<^4<055!F_ReX z)LZU@;-nR84-04z3YVGg4Dp|fC8`H~933>s!@j>i>aSYS?%^058mb~!)b6B$%VzM> z3z~6C@u&Vc9v%^=t+0Fem5L~VTH#3o{_3F*X8J(nPP%P@JCF6k_KIfqqYuHpoWGet z;!gVRi8V|5X!kl{0@KyfITDt8Gs$HZ4J(!}a7&T!B)4I+`Bvl7Q|Os2^*2&#;Og}h z38BE;*0jhR4D!q<6H^B544rdGNITv+XK8W(Ce3PbWeN4u{PX1ETTO|801>rqIB>;YkV-kr-emAurknVF>K;h2 z!Nm-n%DHv6YfpJ-X0KxkbH?%lb6YeVPPS$jG==axs3PsR=n z{C@U0d~x)3Vw##+jjBj?)nS+a>~dN3{f1zMH$;^14x+RTxq4P@z@>PA`-oWm<dQmJpfgMqd#~-w7-;Kt}o%bOltbWt$9j0wGoRsym;gC=0*3{JDcbBY-9vNUz?HmZi&Ai?XgmL zntOi#UIC26ewX0NYh(PmjjMboCZwjKnD#`*k4L1bk8VYmi3FymZ(Fr~qN-$=k{hTq zxik@DaZeI*7-eAf$(of3lw*i8nJ#;dv$wbR?cWCoHyCesR*>TRQq`SFQA7}qIom9H zjKKClfoU82=otaJx8p-kkGf(9En&|i;Plp_5)!eV%BdCq+%?5-K)RbO1) z&))n}5uzdZO4kHhv|glUU{FaAFonS3M>aXn{p3~TE|^?3F*U6RnPr%qj4Vg_Bdfx; z?vBwEh_*pDg(oFxwOwnyd0|O(iappDt0!{G_8$2KT2uic!kqsEd)U5J!~0j ziIou9;SpahZZ&rF@us=5($-0}Xq`CKU#_^{0-1{|%Lo0(*o^)$exF@!O(XK+ml;dU8oRoB`LCraq?fK7V=wwrCp>FC zF^#Kk;&3Jc>T%KNjP^&j87qS&YT_A4*G0!54^6aT!=>Y5#Qx6VW)kySI&vB}|OH z<`?g5Go}A?`R8?1sWkc7e1Dx!{rvVy$?7`W>{0y0iBH4~Q=kVZrN1Mu3)wqwef>Ul z(8ST?=9hUh2*qr&xo1pNBl>-l@KR>0bkz?k;MOG~BGU0QflVP*(MfAVd0HY5=e&J= z7dAJ0w)nfkpczW@^?&&-wJZzaM6DN-e$`k{iA(9NkmS?WBE_FN*+Yv!jn1F zfScz(tGLCR_k^};aYAM&O=kKmsL}OEH~SS?N=j-iv+I{&f1*gttB1|KLD#-?$iCJW z5Q%-QTb#6D@^VvFl4uf^=I-e!m|G?%C$A!w^wv|zN%0o3Ev4*6d9hgSEPJM@+#ccX z?Af1^G5$A$~yP5C9Ki;8Cyvkx4 zb_11oD;UYVMCk6U=@iq>dRGy7_xy$Virs+WA5*-ya-(ra3J1Bp&zfF}sq1*i88{i( zyX((<){=}?asFU2AaUb2?Ent@@3`ta6D}^Ns>Lm3i8S3>zpI}b7q{fQJ+vDP?p7Ay z|4U%;II2`sGnwvHCAs{6WzB-b4J~ewwMTQuxO(yL7Y7rmH816?TP*4~upZJMt_ux< ziXKv5FR}Hv=BCG&1=F^o{xO>Rho4zZ6)(**?tqwa3}oGfHKl-O(A>LsZ}o7{jNit_ z#>Z{r(Z9F08aS1~K?mf6g}#Ds$jX%dZBHk!o(`-Y94?{8qeSbrIRi0)fb9TylJV&# z;1T+hBt2@Hnk5qcXKuID6VWMRu7)+QSw@1s(OjB7WGv`PBg(jCmoO+=z0YuYGj2wo z=k5pV-lVyO`Iayt?n?5u+a67*Sc3PG8SV`5Kw#SB7?}Fm#X-Lei-gDRz`(%G8B}_D zz*!huz)2uouW_00+3RA)*cavLnbGe`N9Pi40iXs+MH8TO{ZjO$(Sy@>h z+Wv-+R5z8hbJVUWkuo)(?QLxN2qh$>DlgWmu(BTBH8TUa=q8lrbwZSdVQTx}Dgt1S zdbP&1QudDzwgYmGOxMNrDrZG+&9fmFILY9IuKN z%To~&Um+s8HfkAXk`uSlqGt~}A{kpo3JvPK53I|L@-_1o-r1PV?s|rZRj(%s>m)R1 zvXQ^>*m{=6f-M3lE|TG)Gv$cXw~D>G4@My_^aUMHo{4y{2ufqKRvD?ruYuji<+ip` z4C76cl9Tu0in_1Uvb(!e@2N=lKtXnYcr$m_enIjbH2 z{5(BaQPt4k0=xzgohUXL%^`dZv7?rI)lH36yG2CBwE;)s5kCZ9sO)h3+a56M>~L>)7u{K4MfMjM)692INZR-0!CBwt;|*>j ze&%YsO{|Mdz4W-^&URy1WTe&6=AVY6zYdl5ITu^bZ}$O)WD=?jhlaY0u!=Aa+%*^VVn&inMPS(pk zUmEti_$y!WZ$o85Fc_>SMJzU!Tgzo_kP8sWE5uaqv2{aAiX}QKAu2RJZXFQger5-S!S!DEdd+9By}dbKwt2t7 zFHT7TEd_^pam-B$Q6-{XV;W7lK0fZ!UdK4!o)*3bPPf;=W;2TpTwGq>KV3-&QIE}M zjhKC%lA3Dwx03hr{5a3|c)PW=H99R#Q&tv&KtiakuRjR|s3cuXug~+u?jFkcNQ^&#kRJJ4u3F;_nU&e^j}=6JMI_*PF>k!7G4UlHRDf z7#nkYtt!}qV@stet|v<|qSj+8DeHg`SM8=6^mf0jYh5IMYog`=g}wY39ZmVYqC!1+^%3V4j9 zWQxeNSI|;-LiX53XK(MFTa#~tg1k2~J5CPA%*BKc7$#<>H8;48ht~J>aUT+v*8bzkgtu?1HW zXKo{ZT=7TruI$CeS+=V{z~nb+t^N-OA}Ug8YV*?yeNJLpE++TgH%6AsaWIM_-=2CO zPkD;DoDlk-{o{QT0w<)(5aQxOXlZFRG&aI&-8bl-7ODwh4_5jsUUt)EWo7;9?p_!% zFz4do3GGF^ww|LW*(=zVZwxrhpDGj%{D4Db&#d=i$l`3tP4{EoCqJGqB*p^H0W02e z8}A1T9}AkL9@^gUh#JS%x7Htqybrh9Q>D!5Y5lw(@qJY&;ESp5VMr&d#Xm>6Pv6?K6X{ys#gbM8@~V z$S*D~5>Lhz=A+u*xE!fsG|!Uxi42_GJ==P_$>=@lzYl)@)%UA?Xd*WHFUK%>fd;Dm z(pI?WSpj@tW+uIZ4Uyt~u)MeMQD(5g+ZB$3^XhHXh*V}u_ov0h6a50Zf z29OnUEIXnA`VE&4Auk6-44;D4WIaSOP5|Dj;k2%;zfWKbGKhF;6asTf0PxNAhqkh% zW{sgyQOlcuDr#$M%U-mF|D4GLNs;>cbu~jn!*cJdhjn$`0C6WMC^$Ja6%kLXo(Y)A zl}m$MRAJE!pY}V@cms<@Z&PX@-)^h)`b(5Qa!u#u4_~*n#eJjOmiD^CEtq&5O+uEoAf1{e$8bC2- z68VfMDtd(biwVb|$dKc;uTJ6&0^6wctds4ld=A}hLo|@aPUk|{62;y5AVBEbIy*t} zoRoWHYq8W7@7cSwv~=bE1^UI;rKP2YAPRZPXT$SrL&U=#EgLH4?RQjvS2h?_UF%^ zz((`GGvy&*ed1Kjj^*BD)yI$dJxML8%7Dzeht`e=qGotv)A@;OCO-ax%*)r8hLRE) z5kV3Y6Z4KpT1E!7OK5XS6bMcx&;AjU8Vr)boMb;m<-r55gPon0b+IMO;3^@wWUP`5jb{B9rw7GJ6|O6N5I9rf^yP0!5S(;7xo=ej}; zQAquxyr~q4ZfOb1R{r?ei1;p^JR`ff_z!14S5t_G8m5sfJVjp1p@6I!hE>B3rKF@N zzQkTUTJMI|cD{ow4K_u`Dz&w+&{A016doH(1FY2A(ZSE=56hxuFEa>+@=wP7=R@X4 z5i?Exk0l*uEXK}GPX}t>Sb`>q*IG^jP$>P*w`%D6O?4U3)btQ1)m`uX#St_;A(aK$ zyH2)oA-ln^^gXH=fGOv}zCp+jmYT~z0%i?{JiBLy8zCr^40s22prd+DdxwCK;KRrx zdGH7~={X=i0rHp=vR}nm(5m^`I>zwHHC@`Dn9X78hY-LG){DPl^n0C5@S$!K2;%1E zmfF29hij--zDPl8Klrutl`Hao*C=DE;@=uLNE0(`&~Tn zLgeHLCz-W}Y*bV_>q7PKahX|JOS%ZEGD)LTQ%w_j&@S{D5C^=cWqpx?s}v(>*6?d< z;!~J2_VSpYx~T5t{QQB(rXfTpXm(o-2JfYUqxX34?2R=?(V$>;huGZ~iiDG-#YHP! zU0sMl%BRx4JWdb4Y!DB5g9=DB@UAQYVovO!KGx;jy!*-N56>L|uuMIWQ#x`QS`qT~ zztvl4H`pvd_#lTb=)vBMB)Q^Y8NcwxEA3*r1R#|gv)6(Nc|QC=>ldkGwD;H9)M~I* zvz^@Ot^NI4z>rCRm@UlhhOw#FU@{k%WrTQ&Nv~4O-%2}q50B~`0f>-F`+7Ln)h3QC zuvZ|RUsBEpeADO#_@*`oH465m2*Fc-szs*8hXYBT%m$7AfY=p~_rkdlNWdC!?mCW_ zy(mQZmSdMfb&+URN;n#`_6Sey!s5pvg<>xPia@-hr()J7r zRl_?fL;I}8UIfed#E221b%$lxM$G2vkyB-O?S~8+U@cH!=kmO>Amuy_d}GvcGhdPr zmLVmDoGBO&V?*N^#w8@I=%yV~R6Ai}pXf8nKBq^cllA{S}-N_mqY8~GQT!#2F)a^?Buk=wDb&XalR~Lsm70koEJa_hTn!q#$qjK zRWMMYelc9l?2^d?Z@lnQ@CqY8beg^(*2Xgo1ySn=H2>< zl`ZB$Zqa?DngFDyPL*M_|1m7=N?PSA!DRlz?2MOZQx6sNx%NwWlBzs9Goj3Z0@rJ8 zS&;Vt*D|Sf4t$&-5aYH+UGpinv#)2-LkXYt_3K)1pZTpFttxSMLL#EfM?v`Crss3m zrH}>4x!85OyA&tE;a~od)j|;vg#`vsaGEaPApKs13+YSb1DihQlij)cPrrgFq=7C- znk@Y4#qMnL$>}Mt&|xy3`HU76Cvat@I8dE?~Et9 zzT7TMPrp1_C!cCRVmnF<>AA-JuJ-pNKrAC6$zN} z?pBJJ-)=jT+f-xn12M6p{;qirb#=`B$!JVYPiHUJULQ+tdq>4mVQJ$2dSPo@8!wyR z=|2b~`)yB|oh#t9sv(~1w7VEv8h9tSL3LwUMhq}CAc!D0H#dKt6E6Ppg$X;3XDAUm zaS$mfuMJ2fmn-9VLJdBEnSBtV!5NFy-*LpdN<4B>;)OCoEIl7j!zLAa}xcd$SfS zsa`GqRs&bo#pV7Jb42Pk=oCuuN3>Tb((d9~10vi~Y}|9cNaNu+k-NBiV=qCyyab_M ziD?c|aD6O5zjxjon!`2`VgM~@UmL+gzaybf6!yNqlasUe zOq0CCUds?36qx$wkE3B_=po)w#x(|Rj05^S6gas?co9~lJHU?WXc**5@0So$9b}Py z18v=D-gG8daKOeFc`3NUt-vdrLH&&w35uF^z%I=7!F{h=GUmMnU0lrLsj0o&LJlXE zL$@Bk=ee^dBD;Q6x*5jCxq)Tr0h?|D=HM+Qh1yJ!B=iC&-x#8#!k}a>1P|hn;#wCb z;ie#764ARt(fSobdv z{Buhi^jdOKmtwy!k*s*I5}T4@vc932BH9cPCMHDXBKJkiA;m6WE$}NMT5kvPWy5`l zwhnsp=FKrQqDQX!n95>kk%E$*{+Kkb@vId2zY4|^#Rs=|V#Qfv)4#9ty5xF`v4+Gf z%5(d!Q#()GvQ1F(KW@DDaMc|A45` zCw_+H47M01BP>kE#>NI%21Gg+%f`X-jfEL}MM*L|Yazn#6*f#4=`xE<8C0x(`*@19-oTr(p=BEKvGSGJrONxsd zX70rE>c-DxT-H7qwnPz4%hxZ;;I5K#Y9-!%?rkUdjq?bVLOYxDc1Mv{*5V%MHdIzVd_m5( zEGDsWCiqc%)@(LoZ32!*?ezTJe~{_OZQtBG@jFun@;KTA88+UB2MEHFWgHdkF#7dj zVaQgj3~do6a1Fe|vz*3!YT)GoxwZyqxmI8*Jf2&S$Ijn2ZEo&iNtoiD_LnvlD<5Sl z$y;J<@f$w88yyy)T)-isSrZN3@E34`8 zZ3U~g@05$34Mz^0&;uYh-ODD0{(^ zYWb-)p$zW9PqV&XCGM@jD*|1K`-bpqY1v9=L$8qs9qvS38%3CzrN!P9#&+JTAkC;E zfpWu;KI6*!BHoAQom&X8g8$oP=ic7KC#sNNu$!Bc;2%rZ7)>#;f?3Hq*`HMot6Pin zHzZo^H`r!DaoSi1id1`|4nDL62&FOZaEtUOnZ)ul`Xj_WkeMxn!wHd0ot?u^Uu009 zu-N4YqMl}4yGvByt;OpH^GuDJsBz*KwSSj+?JgsKF#?H0K<Jz)tTIX@N@!WfHNMnXeSlnMsBTafj|3g*F?In&&t}GPx4#K z!dpH6H!Z{)DC919#Ceb?@}H+T zg{r&(P80_h){V^azQdv5CRUdUY_=0@)+8lWCl5!~D2W-0dcujXdGk(Q+%4nMj*+K! z=FORQ@8G6bJW&o)lld}WNw@7uMj&vwxmAK9QpQG~!O`YK=7_XnatP}zL{J_f!~i+a zvSW@wN9ia)wZ2|FO>QRyo%=F6yVwtbd4Z-XBC+{%(ASlfh{wqAXk)BvdEXg<9YJ2Q zW?r`^;9FvJaj?y1Jljyc0}93Omo_@XG#MlQJ=VpTcbDb@1?UL8nSKSpwsJB;q20ZM zn@__6t<+_W_IB?3Op@i3|I_wr@?*avLhs~M70yT=GI@qD4%{=t%?J8*!%e_SEUg)# zN_W`xtH4rP&lCEGd+}EI2D)ejRfg4=rw2ZvO%8k_;K>ch>BVJqITUxr!0d9?wQ$wOGt~u{-r9F-aHXLO(0?G>BhQwR6T|vXM+( zo{7q0be%2u(g`0x3?3TA?;a|}My>I03~IP~aI<2z^`wY5aipOp*)!TFK4Z;qGOQ2R zi9fDK^Srv0e{{eWJz4L$LqZ&BBVwqHkIYJjo1=vVkQ}FD^V^F~vn-WVu>UOMMEAed zab;WHlbssRIUtSUGaRP|zJXpAq-Df*MA;8@G&P5vrcK_(uz+AgkZ;su9*tgvgz-x% zx4gYC`>>3Bq87^KMBr4@!K_Pxv7Lkg^QQn#C;R>eJOg0-#rhvEMq$lXwU9sZ4Vvfc zHdod7{M@4<{bIe8W{$gt*i#k6rrJM`rnhn0`_becMb7_i*$fgggh(W=-belwKyr1?Anz!k{Q&}{Pu$0Ujx~-1)J;vHJaVea$-K$)H~xffo(3|0u}*EE$Q=)eM~9EKJ(DEXYkCr!F8MMcV&w%GoPLx!0Hdieek6 zpCbRo{%EQBOiyHurlJ_VY}!S(_Oh3G5TUc87?s7*I^xgwmmh!=2^FAGBu!XS!lAoY zi`xz~dCoL#x_d0MaS=R?k(`yHpqPZi4XYg)1)EN8@EepAIUd76CEy~zxTigr3{rL+ z42V3#?U6OSOK=8mEC|L;gUx|&v<|Yrg}_k@yD}2Awzg&}JB}s32LtdaqYQ#-^9%&Hhx3~yC1$9c zsk~;|-j&nb`u*)G|1<*YKkd6C1qN@FjEt^^oh`wHvvG`c%4OvT{cFSDF`3jt*v(X-8VbeQUJvBxdouWSnn@(zLNv0o(!}$T>U^#k|X0Y0Jz@GW8HeYSJdbw z^fjBm=Q-bUJyflZ!7rkM(G_FJc1Q>b!DC#mT-zH44K~Yulsu%pIXR`OV+rT?9vF$g zz$at4?`Rm-&lD^RkRGejj{x@2a4uY1B=F52ncHIfNd8ZNDf8sdJEOq2Jz}#bhf#DYjHTtFL#J?+sI5 zq_MGCK0Vt{Kc0SY{C6gmmME}Tw3gn-OTrN`r+-BF(Tw#heny2oCx!TdP<*# zB9YMJkiTJ831Z*=TVL((g-uV!qoAzvB2s8qI;S2win}07ym7U6`M^syO3K~592jwz zq8YK5(t;tbumVt|hSt2iHVwr;Fsl-HdX5%IWl|BLrM9;>Uyn!E6hFqebkV?{#w98| z2LR20$LUg@3(x@I?b%E!GAMf8Pr@OCCXg>U^Db(be7WDDU=0>gCawO6_ba@g&QFF! zhdBS?xMS%w+IQ#W{Djj%WIEf&`nrN?=0pm=;-P`Ry<{~}EZ#5otr{8{;?mkP_1^A>PY!eDEB% zakq*9kS`O3eT7BN|78{=GqFjC#pLcX`><2n?#wkCxNqpzD3Vm~OmI7suT8t^zvc^o5AVyFHckYN^<6XnZge=Wue;tF7%_i++?ZSz_VPz+g*|!8e1vv5Nlv zBW1P$Fcb!XI}K{~_TNVK5`v_NVaA47?O~0EpsTZM<+?41BO61q%NZ4OLH0`#os9R< zAD-yjp7K zR^l7vo>$h?{CBjUl~%}4k}TXNCYdszC1dI(VGJ}LFctma%a<>=4a=ZLGp7i){fNEaEF!$G4gNr?YP^s9@Ly{pdW__$&9>nSzRsd#m`z!)q` zF^f_$CYr&yb)&dlhT!!#QPiCx1Z6KGr<~c2>m?7)r0|~q`y|wyeeX9F&9~Wv5c2H% z4*ktKxx!vA0B5Q!;m#C_Incn+lScz45CbSg;35GP9UZ=W2s}DAw&ieRtn=3|c7A>m zaNFkU9>?BZ^VryN$-T3qt?u=aLNVuA$j;90)0@Q3N()!#9X z9%AD|fDolNvCch1wafPO=2QIB^_kzNf=;9l6>$NEk&fOW_Nq=9BW8{!=7z2s1lrn^ z1|=pO0soiE@4$CuOP zz(Y1LI(I~|cuMVTY;@CTNy5-TRIYPr+ty^PQuxmcbjARd=K`Bk&;EM<3Z*KjVUBgH zEh3tmOp*JbYokU3`-!R10t>zc3qrCA3b@)X57=b^Sy=@E3VKsl&A207;=Aq49J>OF zqgX4ZR^js5LZH8sc{8FX7oE^)rdR3EQeEP(l#^=Ltl1T;C<9i6>psVm-54!?{0je} zMMn-~3DWpfdFmlWTQZh8^T8DB-8k4bPWAJEeS&j$*n5s*Ol-8~#|PKy0MQ~9@bb&a z8X$_31E`1Lnm!aaMoLJoLwq;)Ax9b6n!Foq-59IgaJrL0wp>VPBBwT+CQG;svgFY! zoPnA9ao>eVC}i_hh6$;4E&OrD?JQdD=KL}^6rKb--kIqKctXwZLr@$%GKM73l{R(t zL~t18AUl0=Torzx_wXn08Ct#h`y$2B3f%C=S;B#Uv&j)ws+deI`f}-SQM1&1P z`K@B`rM;cEr4t~uaxErzYbd%)356{L1(4K*i0B_!vUyu_T`}2E=p0nn#6TWA(c9O| zpu|C7xo5;)^tQ@-B?yOpDxQzdoED6ed?xx zW9a($fv4qtT|_Vq?cnoJ1d+^!xpBl6>(~QLNQ&$IHp1I7gA#VstpL``1nWT=TItg7 zxN$y@k`n6j&KBgQ!LK@nAQfkM6bO!zg9ap?t_v?2*E=Nex0uz{Rr|PL!@Y_hB64zp8b-?S1UT}UY~tU&FGw-4ej-0^5-=xvFM#Sl9VcDg zG51(I593Zt6!+YotX8oxmkIJ1o376Mb!MR>RWGB3{$)8hkYwmDs&+|ohex;Lr#mIziM-ONDVfSQo4UX`R8zx% z{#kC*l(V9<2*}HYe_*sW#JX<-U?-$@Pm3S!(E14-wxhmBPhf9}#DC_3le0-jg7G{c z`)g5aYH8UVr%fqzD7x;Ct2P8R5WT*xKC=9DFMmC-1|_n}F7hCua>C9;+&!!iVY0M8 z(2a|W|2xZ$XW9r35SN`#Og%x8Pf9;km2ez!jI?E&Wt!c+-Q;WeD8 zEK0yrc4&kz|=w+MEu$qB;i${o0VotX;a7|DFEE($eJlBVLM_-$D58PBHVx!hP zahUtJGsOn33B@jtuB_F8djJ)v^rZ*78ck*FCU-JGO}$pcLtvuWXG6f z5jviG^WF_o%y(m5zS~<7zaZ?dGE#sHzydUmF;A@ksn=)9KBh zNM(ZAWrqMFm6f8KU;PO=w&Yha)}8_#Ce|}O{*GR+aDwnjU#vFDzj1f3T2%g~qOQP) z15#+}6T2jcEYU^7ndlcqL*lzvKTMWJvCP9&n8%jZ&10My4-|Xf27o@l6Rfy7;+?$ zCcpA3WVkM7=F~+W1d{iAmhqe>D0~nWVyL!a(83&Wa_?*2UE5LxvowY=q;A}_``z2UjzW%4wnv+u(HVqEwTXGi4!{pQHN77{JuYR2b zEfh>?G~!&}I4+TMw+8ZB{Fob1!eR_K{*Ckx(RIi z)j%KUlBI+B!=GD?0JuY76zX6!uBO&(LA*cRD@|Cdy17#^^`j*A3=?U1@9iTQ()r}J znX<(duC`zmu2yYg%6j-_q8cwm+KUA9m7C+wM}PXj2LtK-d0lXaGstvbjC7q5oKPro zV;Oe_s*MQ0=HyT@GCo@l`3mk8&&|Ip!Z-+hRFqN*p%>3^)y2BDf)gmgu5~5Obd*{3 zQU{zJa#PdLjHqDP<6--}d^m;?g96CGLPXh5%-F`Ef}-M8;o1i`7_O#-z@&XpaPwo@x3w}w|2GRD6PZUL)B7i-!tZ1)1i0n6 zm6?QMfC2j8ddCf(K=4|!_V~C3q!#VH2%v4M50_U@A{A{NE`$Dkq_<$oNxv{iqO6q_ zld}NV0&W{uM|LL&CY<=ael6g-+&5>^F4n%orsZ5=5fMP>Kxjw*GnOEIQTr!Hllea> zU~DyRgmx1t)b#@bPE`CIyRfkEMFt@aGWtWu@n}%U2f@XPE0T~Z?(Xd2Vcp*(b^Gik z)kjDF;AILS19q!}-J+DWo3+%Uq?nt z(I{;j19ZL0arVUbjhRF`+SH5V_e7-$JJ-ERXU|2VnPa`p7zzncgY`HI-e;_H4pTAy_eby;((wLH%SJydEz$c@1}F*m!FBm zRZy3qF{OZy?VzyIU>;UfV&>Af+JmXdB|P~P&s)oC=h4pMUxXfwB2;@3%evnv6Yp8JBf&j;pgFz=Q-#V=%)CeK zD9=lce_^(ms%>)*AXe1+)Zh0RvaQ~kE@{`PAmTB{4^YPUKGm@gcs8Kn}zElS#%2Ukk@*V+Iqy=-?|S? zGr0a50g2=y;qf2(%EY%OgbMJcfq{Wz^%T(<00IWfp38$#9Rovh6-`a+fkDMc6Cv+J7ei8wX?y_Nbp z*n{W}mP}YFZ|Dt(DJuWlN&e@@b}Ui)MR);no5W@Od{q!K%UbqH36TKoR48#Y4h}Ri z8e1FCtZSS3Gb^ct#oHT`sP7KqzsYDFMA2prGSt-DZ&I?RkZHkgx?NQBRMb zl1sAF&5Hgr|I?*}t5H3Oo}L~Ee1E+TAuZhuGw+_y_xJi2j}OD#d+xdW z?7j9{Yj=NX_<@-vJ9TdH-}-tFFfqFG(gWK;FTs4}KK0trIK>KQ?)T5jyP{hkBy zPmn+)`z8pSm;u5Hd_hD0p7H!7JuR*K>%Y;(qx+^guZ-B&ohCl}X3|8z@(-tx zl5m|o+wI{lFW>Sv-wg}jbl=ce7?CUY9lg)@`WE6zRsc(*5v0t72Y?>z7W}?W)haqz ziak3@|4!iX{nkD9cwh4jL6Tn-*AS4+GqJ*(`r4kCnQIMp!ktKApK2&(63@XmeV}th!5@;z@06 zLQe3KA0rvs9o_S0@<*-ehR~oXmAX0B`0A|G$Ia&ORjiMI3`_gaYF&~4tYOz{pfU+c z<-RC8RiLC9hmugn+H~k;u=FZBLhjLZME3YCz8xx95?!>eJduJi3wrhq$lqGc*508- zUo|#%vVWfvC1o5|3cDrhYT%Uyzj6(sS*xipqzo|+erD!&CGG6& z{Jhhn;qr(@3%Tb&hVH*5Ig9aH9ZJ+OFymu1E79Ed0muIeoee~n$yiAj&`dAGxJYj$o~t!`r1Vc$sZ z`T`|66&K&%5}dlTKI|GGmlcpi7JNFYXu*+bYRF!bMQ_h{dCtz}(3~g8_-hKUUgBt< zyr1U76>T0;@v}PGcy-h1VqxFPxMgTJQ!f{0&N=i^sGAoAD55z0*|{k~Hn6kwqqG6n z4r*yU$%W7ND$hops#zo&d+`)HgSCgcn<8uNyjQL;R>-;(hW(qLRo78JwSA{EYbiK4 z=z5U8Ql?_oNSI0BB{W|YCe zB-pUEY_+jVE7H=9N`p*t@)k&g^3wc5s~@k-OfS5@8Kho$sMQcz1WMk6x@n1XgHcEH zyDWPrV$BO4`_+Xah9on0x5P#oeV6 zo)ex@;?(F1CjOsrl0XEBN{$aHiYyYg^-lQ};%VOFzPDe#nqHHB;<-P|G}rtCg04y4 zoxil!q-(gfrqxgz;5WW{J#oE?ja}iHDrLAa>o-iMIZGI``9^y4+`>XEZ~{T40>4G& zGO>!KTD*SXs6qd(~cbt$xkU-aa1xz5T`e(;v?i zoc>55{lQU<33Ovx02o%H@qrJrX)ihJh&qcN*K->T#4D_x^c6#_ERVf%Wbqg$2qnJH z!w%c*rX07xQQw(_)=l(Yx13mE;nI(u+>bXFgQ9|XwCD>A;(Jy8yuqB-kITeh1Vi(K zH=gw~A(@zjcrt%#Gm!wqCVX91i@q5lN}3&u;#N35arY>@`u3my`r50pR;4Ggb^blv z{Blp7-QAbi85piLhce0F_kAO;I=uO6_-Cte zo7V0AD2tA(OxI?7>+h|tGlkv-I?2oSM&<%?SKeX}cbC2@=c3ZovQgO{g;~gIBI_4V z{{3+WpAyV_a@WCkR^Le*lT!Ej5g+J%MG2S zVRZWkVMcwq=fQvIC4B2CoH@*Yq)%c)ghsQM4>xy$yjZ0k{uC(<#>tYtuvrGgeDfJ) zMFeR#Z)(d?aB3whGo8>Y!JsQnY5~24X3+_8+tRc?Z9n|OySlprYrxrsAU1_EW}|~X zQfKM*-(Op{c4OTc)4i`whhNYd7g#aaZ>t^~pLZFiwbaG__AzG1e17W~^vb~#m5bSy zpD8!cC2lkKJJxRmuT`Nvs;la;m0UA6|U*#@5-^o`e(e_a18L(@y-`4{iEwNJ7U zr=G-i;PdAgjo2``eft;g>SRD{nSBStnKLc_h$XdorU0!eUTKKv5_M^bi#LrAE#$ne z?1s?a&3afns$k%fttW9acJl3W9n^d`=BNNc)5nfrW2Po;Pq-lkNw6pTFuzE1C*{v#!f2Y!=+;X zX(Dd8U4Wh|7wCg8n6% zPdnlK70D}BIrRcbWjED^-(>eJD>9?DagH2GXbhRUqH>?dGV2N(dORZ_=#J8s+^G{I z%-LRa{*%Rtx?@%@B6pKN@eM{fJEg@(rrneq#_KDHrZ!@_t>PYne(ulYa&8(Mjk8+x z%=OB>1xc5?wb!@e?FgH-(6Y!uF6W}LT%kxkd^H>>Kv*h87Kx{m>SYNm27UpI8s4H2;cB;y6zG;E+N9a zUhj*C@yuS6uaEx~(ihK8mCL%BZr22#C?=e2?|B|B+TS^`5|OPN5lR=H65@{ysXTE9 z`n%hLwGYx>c6*;%jSZ8VS%ZIJ-L|P2T#eu$HTbonbqO)!GeN%TbpmJYNrRu`YhV-UdTd+7$N<5 zjWCG{w^c75a;~Q86nI*(2Oeyar9`+aPc!(2)GEdNJeD-{^r-Ti5q{sI*Pbwx%Q(;8 zq;4(KOAA|Kd65!h8;H>14MoaHR}LraxVCAkc@2=R=c1NvA~pg{uzA^mAC8&=@47`E zrCFj={Juz}-w+)@(AwI{rZN5s#qnt|HO8t_6h`8{sDoNxrsDV8`~8y=LoNJzjOkIuob3FkZxc634$2N(8Rq}IuwcFF z(y8Q+<398#ORSic30YvM+8dEv9vZ;D!18<~i_Y`DN@Fc@l$fti)l0lPhpss-ViM-R zUXvJWl|Jaf(j{HLBYiRD>&C7WC1pYZW?6BpgZlS187;l{*f zG-;E2$vOxu$ERCpJi8|yB>F$Mv+G?bcW8>~in>`I@iA23~ph zf|E1b^SFEBjt9;B0HP!pdG0zshOtq0%oJJ6gV#=xaQyzkvm$u(gQa-J)n5vauY$MX z40Jo|C$v;lb5SYp^H4@A-iXu(`rWfv=1!`rcuveSZ<08SZ(PHDTW!4BjK(7#r9a*K z{SxX)0V$~j@I@mSDS(53>fz6=b7rgM3B;Gm(NOG`dN(92;4ivgrI~uTBbprKFN_(P zL*GzVMvTjP+m4(!#mxnDH2*kTRk_aNj~?#;Xd+3@yW~$+_PQMdT|;8V|6NL}iFig4 z?0Ys0lfzp|y)*dmp(&h>Cx|~S3Hc`YrBzMVETsASR8J19rq;%enhyQj$R)Yqeq+_& zn=^7ZpmS8aCYIDq>L{_Y2<2mpOZ@CIl=2omIaf-9_I18dA)b6Q0KW<~eWl#RJD<74 z#G;-a?}^{_dR1xZ&=jnM==^M_TtlSaAmc%i{9 zNJWOGHaR+)-XKqhJ@;lZO8Ic>Z-JpkYS#Kd5pCj=yEDHoUlbVdYk5XX>vlZ&s9IsH z>ug6&3h5%nSfm>^H3Y|3Qi!lj#K#X78owd^!uHW|gWpy3pM+_I)pXvbl6XL`8#O8S z*2~wgueePqPdwef3+<_!*47ym@7K<0coVO_ze!U2GL6!WZ5-)FV=q2ska22F8=vsg z2=k{u0XF$tTl6+_V3Wh>haQl~Ki`~fH7v8c0V3ljB3k*V<7W;MtSl#3hd}0CqQpqQ zTi2hYR4TZyrhbl1O!E(!nzFWf^y9Y#2D!cd*Q;@;Ti&qVtSksR;wy%rj0h}t8J z(liOzsO&lDOqYEDx2>LBXZ(X!f<*SSL*I;iV_WPD_G=i9FJ9RA-p@wv;>FL;gUTr^ zf0cMz$oYm#DhzLo^)7r~Jzl47mr$mV8>wPD(YDY>2JqlTpdC3Mf7Z%oJ**D<>4?_q z5ie)5P;&8dS*W@sTVI*IcFl;ohDIJL3*+CmPX160iysuRj#kpz^5II6>)i z>aw@-{+G?ywT_reQYD)bM~OGTf1=EY!z-|#tVDrEYPjUCHW&}^8%~`1qn;JbLA!6g zUH(?4s(YX2dB1B;dG)AMJ6p#k3>BSXZEd76CC)W4MEv;xx<_t6E!h%cjH z%(ev;yALl9(*|+cetlZ(wh!`ODE>Qr+JQEC7VY;9-Nx^W3%-Uv(#mNA2rXIp!Do#a zWkpwY{pma>`y$3HtV^=f(Yz+Vs0}-kS~Oc-!wm6ch5e2jP;+RBB$8{p~B4 zk0MniK7suVN-hH=4D!2f9*^jn_d61;Y7_Md;V(IU!H#Yr0|17T2*P(UCcUNxq6_X zV+RRSGUa0ALG8m3MUh5FFOo({RzxXR;J3^4FK^$W-Z9BVjVUnEAwGBemR#RV*QRga zg9F+YApa*cjx}HZG54d%MPy5+da&znKbzYT}_B|x*;1}^i z$S@Zy(MU?yT2cOv2>Ttp)Rdzm_WWuQ!ZIG8m6hcS@o#amL5X1aRDZn2D=VAQ+uJ+l zOvuc$@o$@=%`|?AS-%)rAW1zwJeNL*4Yc`TPs}bb@S;eag$$8vQsk_WRR^vKTF0o-S9q0FF>DO56pKjo6C_*)liC>h zJ$J^l2>Ue%?`U<_?PTzALWQ}`YRv6i-4vbi>c`@&;k8H0MS~@G--5GFu5S98wm_pL ztMZ3MtIT4cIBlkw{zczNzHGk;H6bv^W~+c6DJS<9oLwvgxWIxIVx{;=*V5_Z3g+~| ztrvL#^is(Cpa~^Uq0>>9iC*0_^RfxbRZZ9$& zPR4+ihv26I#vFo%xzunPv|5Ylea>IZvxU&L*-4(Zb|UeX%;o;w^~V+p?#8=M?Q$Nt z`}En&Ps*id*s64HE2 zzdkmv$L%@K8^6`4L+)0hf1YskxZ?L48?g0r-ULUnzgqFWpIfuMR)6&^e}TKb^59f! zBR0bLF(oL#`EAXr`)}_79C!TQoT`A3+Xsil6 z)Ff$l9*|bH*jnyJ&eheNh<^6rxEbViMLzgJ>eP4$?^YU z9J@u5ua8|A3RVJ_mZl~(g2xJU#Wi(x^PoKR^{4@MWZXsbg!j6%_Vb^U)o^TWDfnWW z>8Dh`kJ?S{U2XL^PMJ0N-ewvj^JVk2QrOY6$fBp6N0uuEUUdw*3Wui!BGc_)dqUf- zn~g18-O~3j6Y#WE@7>ERjYD)uU`+ZN>@NEnBhn@DpYCIMd3h*RQ5hVK==zDXh< z;+cn%zlht`YI3~+Sv4dsI%(@&@8l9el_hMHPf&n@!O)$O^H#YxSvXcsn4kLX5~SYe z_Uo@2Z_(que?J@~w!jQ&6Nvck z;0Cn@(kl587HU$UkE;V^bMb~Q!eyei4SbNmB&;i(^v$ramV<*J*l|D+(Yc%gl^utI z-v)ectLy4yZ|*I&(9=TqcJF-rM{HDlTR$iLxvGh+4$;`#ZH0@O=r+5i^&>asw8@Y(s_P< zu$t0>ragQFNThTe96I2KR?~V|d&|a~*itQwb3~U!TG<=%Fe*Cw8<^?d=LuVq`{i;_ zPQLkGntF5E`NX>B!B3+`QZ?Zzf3=fmk`}OMM1IhI$3Ty10YS|yh5=C^0p)-UY-z9{ z_QyVSsZ(c~-zCS#rmKgu>Vpgx$X!2ll}_wTNf0YKjZxgHwL|Bp7Rx)2B~l=_(=eS8z*X&28;am%~{dQ&EW}Bkd{N7(b&_YPu`e0i`{-2xP;V`uWjl0we*;!yh{OvNWpPXJ6$y zYcnCH-n!Pe83s8}b);Y-6^|Uw>uC>!r|73OpsD^59+%n)Rj@3v>rcE5*qY!P(>42y{B&F5OY`TI?Ou{NOxN zV)x*|FZPte|IY;|4>k>!N~hvPTAr=xT86)p?T;5}oM4f~MO_kN8}w?a z6@lbLn#g#tk(~+AsiR!w@mB{K?ErERI!=!*Uw@jB z7>RGGvc(~@H=d=@y$YWDLrO|&`K0-P$TySlrwog4i$fXF`N_8Rc0*v@{kI?gc%Kg`OW|*P^Yd2z@>3Gmc-YF}|1e*qMd{L|OS(IvzN?>Fp_RszoIJrCwzRLQ zF~w0VhoT9nkR1ATnvpR!CLy5(Oo^bd@C6W%#Ng;EGc`4vR2VE!_2uigR=P1->i2X= ze!4d#G^0scHeNhhnly!C6%lvA>@vH%gb^f87{M9T=JY!nEZH&PYJOu|?|3Uq{P_34IOcp?H0e{xku+ii@hJQ4tq4rntN@ykb5ZQ`vA+8~c-Jg0q>GYinsQ zJLVj`JxM_2fD+p4-=BD(C{+4UxiS%5n=on|4OTKq_Di~fyo|NBI@;%3D@4eQshbNZ ztK;1pj~iXo)Nmi`uKET;capg&1o6cf6VSprDqvX*zG1DP4Bx(vmpxU*%l-`dv?;Hs zSx}9@yWcg!pvI9uZQyuHRYIphv#^GZ-KU(HZYvj6-+5@supvp(w4r_O2EP6~BNG?d zhg8UXMMdx*x=8idIwtT0jIG&rmiB8FnmzB6F|VFA`!iA+)?O%9jbb@cDET*N+IKm3dCVRsj;j7!|eWKg;ayQlqxxkO)1AV0?82;f7jYgw25 zXLiQo>+O z*Y{2?^5HHnJ;+V|)pY$pkp#}Y(h;i?iIbd(a3cmgtzOtGLOZ80lu*N$F}n%=IZbru z%)XfvuTu86loYNUyzJxUgLt?B1Cn2#Y+u(@=yyS#A|)McZu}#q{gshvGMM@acv+;-|^95!1|7ATtEJ! z%@3^3Q3aq^DkaOkJe%@A2~1XB!&*L~kQJ?Pv`_K%9I|1J*E*S!;2R(5Jts%`fhZ#m#|h?` zUtCMo#WNIsOd|W1O(RZD$Tw}AKBz=Z>g#2rwT%prjS2$FEGIpUPkPW7`w?H~(0nET z{n_3uG^gzndG^dg1m-f+N9%9Tuf3(*Fz0>Gm(brpdZkW5h}6sOz}|gQy7L`=jvDcs z>!)k0HAMDm7nK-Xe11L(v!bKy+S!MH@T6pbhsIhLmndC?I(^-Kwp0TjsQS!Ze*|CQAN|xJ>>^94Qf)TKd*dOT~RW1rSvlQ(Ap$%*NHd7Kp57w@5DB`5X+!dod}?S{et>Un;SXb!|T1 zDQzMSNZB5{^FY~~x?yfSwROAE)x;8w#A}o6kZ{mYQfi4f5bmc497!nL_yBiJCXL#{ zI|-ClT}X!R>D)@WcL@E6i{?T17_BdI64q_Z5H99e`LDFlF9s0 zWS&-4ms%;fwgE6AR$Kz5AXO)c&*J;nQfJkctU^eI5x<_GEW&XrbrQ;q8MnK)y;B1s zb0{;CH%GGYC@{FocrPlIbCaa_&X-W=(7Wv{>LWmn9`K2;lz#4jVLdiJz8PFQ4o}K-cmzM-E#B|07-t;#xm{A`H&IAO?im`ecePv>fbiR9R zw`oN>KcnOfC=pssID?Pp@;1r#GmplvU}?sI@;h+gEbJ?PpbIe54+sm6qhCMVQ8=H? z_z~$4>4swPu=E6EvRDPHv`$p)=BZTj6R*Y38@TYAJ2jZuND5~ifs=c(ny-N;p;{uZ zrK+W_4R#~uAeG`qW&M~Ki@HgI-Rck}JSc-4EqYegc7na+{!@@snH=NQ9tujRi5NL zEYrGgqbWrfcUo=guQKWhSyZ6xyBK?IgVOs7tRs#$>-=`fsXMJ)1#<9!41g2c`!CQ9 z5N>)seY-RCjod4%dop_?9HLx2qREs8jp4iUIifR@>BQ7h%+y2yAIXNIg&Uzvf%ruR z+(Cnt;RGG!^E{c}g!Mp9{75C$^sp5zX~)MXVO;5+Qb~y8+7}x@q~$bj(pqycMo*Yl z14I%Y@G6C+_P`#v<8a5WT8Wq7k$t}9?=kn2Ugw=`GkitMukQp1mARUbTcf!f2%?B#nB)VY$m4`-YIR5i%!y`ucQ?V zl>H2lWxR9k{wM6$uAq>xR6OG6tCa?;g}i@CpS=HB-lo2oQjuZa>QcotueH^J~^h)Ny}rzj}60YHH$5e5GQj&yI`vWMGT9jl53q%_TEhQcyn^LmQZBP~tM;2&RL z^2+Z9v=SILJOI1MfUPzGpj^j5Qma?%Y- zF%%kv$Ur8sCTaTek#sliy&OGU3Qu|bE3K1H!L%EmK2q5l zTDY&FP<|&^rc*NER7nS~jv} zLB3iT-;s)DY{I?}n{sc;;4$va!pog0l|=!}k_XW$PEh|joK*yVfyHYmCFo(e0Bn1L ze;C}j*YaQpIMi(eBwAf-0%|tE-uMBj^5cF72y+>YhJSEw`whk zeSphu`E=XZr1ir*IL>R1rwRw@NIo$jDZ76^+Fk0!$*ukE_9oLxpFkha8K>U!=nM*(lQM^)>H4%GAJn%YO|e`CE)M4kZB_W-Tx*b(pMI zh*ZK!126O*4tq%8PlCKe5Bk_Gk(|0vu9MMn*a3UMg$3?cojM+eV1pNwdN{Swv+yBM$Y^9xY zYo^ePAYWVlezf)zKU{cH!IetKyLOAR^EJoGS>f6lazP4m@(eJCjuSF`1>Sp~pt^yl zc^&ZdK}$*uWQYWRRVmkrPEoMis`cFlZ{j|?i_SjHNKM$&?WsZ!>uZxgPxg!LZW@T) zrs@BhM?Z2kLfkciTWa`&P}bLv_6KjRPo&fHY@h%ARR2Nx60W?ZqVaMk&GXO9#uxOp z@WZc$$Mo}yQMcvxU47MhnFJc&8M@uU<+e^~?k z1DSaYoLuA1G#!NYBV@b<<`tKKc+a0GYPHv1og#+-x8|Dx{yY!Z()b?vr&I-XnG-7y zH(hW+yT4sp*Ij@EXMZOmf*P;Fwm$kwu(61^^3G*T&fs=m#fgcRr+n!D86tJ{$p3e0 zNAhIi(Lc=(*Gm{bo{1)14BK`@n9iX!7O;3_zW**#fkOrb=i3~(MVEGsh+5TmLNxGM zF37w6#VLN|%{ClqfQT%FU!AZ964R-7Op?8WNLWpqt<^S*wa3Xjy8U0mW!N`4HAmxG zj^9i!G*Or?=Xk z>UJIH{k1JpSQx``vNAW7z#EmC`fxkD8{SZY?IvMu82N90^b4;5-%mj}n(hOP0Cj-n zz!wQm1jL}^O&oQ}<68B3^EJU?*51?o^*XlQSQ+d(8t=Jx*PdQguX{Re+H^~3KKVDK zI(`P&2Q(KAkp@STTHH~%ctK+fjGmM9+?I;unU}ws>nf7lq&7(;!U!YB zptqrr|KNZRR53Jms}XPT%=&HMtanQ;m@pA-MR;8DeSZ^`6K3%l>M;%QSVX zvGQg`TqBQZ(4)Gxbl}bNt&htVL7$&T990*!SMv06mNGE5;w^s)0tw%shg~g zY1q;hBc&WlvEjD;K{5_;X6gdJozhvJv(FOeyWjcmf^>u*ux&8fBS4YBL;3-6(HH30 z?5D7sk}wFO_GE7qbRE>OH^w7Pfh`4#wlUD1u8G$865;TtpS1sNE~CF}0s!<7xqb{5 z7!p2QU{O_;AkuNK@%5*>)cH@~{bmr)V;;Lf*rt7_4FDE_&Gx9xcR7r5$_0{s7J)|n z|E_gj)2aYP-7G^`T{?RDPt|s9F)o)141){m;1l;CTjk>YVG+3pUhnQWtgog2t$3VK z$`v3?LkxONTO`MzVoYXzGQXQdnjB;%$d!FdYj(A{{ATjymjIqQ4{x?TcLw6cU?$}I zZ!w~7qD)Zo-3_-`zYRkX`euXG^}6#BX|N+x-BGJK$cJrsCss7HVw_S9k;}ZVc*fTT z@_Np46c-pCh#|@`S#Uw*Md0cT4Tza{-V@Vc377|aKaB0FP8ZTL<(?R`&usWr!f{*( z74s=Vwyd;{O%4+eG}&DbK5iD{c71GVFqO}&_hv@P{3of3c<^V;75R`$C!@Ab-LujU zix5t5HRoiId;N&vIeezfzS9dgy+PKcm14>b{+S0m?&bHpKFd+%cnb7$`Y;_lfw>Q+ z&{)w0>t#Y_3L-_IG+(y+NoTd*$LF`VdgI9xsXX1HtG5j$$)>;|l~{@fS4|va&ra)#EkZ1EAo^YdJV#1T-7C^(hMed-+dv zht6UCkyXTA{^_quZSLu&|& z0c8MynY=r!%1mV7+wf)poqERhDHYFqy1@&A-e*3a{bWMT9F#PDYU5er{_IU*WucR^ zp_X_KYh99Fo+HzH9TZWHh`+(sGMjdi6XG~)D-x*l*>7oTYI4C~Psoi9{6t*bNA7y- ze|>0XD*OA-btW=`RWI=blVHlclggP5D{JWu1|Ca&GcTQgaqX^XC-?sDOCw^D6bTds z6iILJ6BV0^A3okB8FSvO&e=(CD9w%F8#V%bN{Rh(7MgE372~GH+8C@!B={Ha>(hFm z{jdN5Z*dj{K-(DvR|#T=f%li7Ap{uq<$wb>OTQ()T%C7?ej<}_=bl@0H;mVE+I6Ra zBWtISajWQBKPG})Wq~*7kR@Djy)t*=axOpry;&pnv#S@<=j0V%M2){*2sq*Wa~5x= znoN0H3qU)9#3yXVFUI%FN76a7aks z+{8$!RUSxp4xn>*!Wy+4+`A%kTbo3lV&_^uarMqRs}>U%b$Q>= zWq3qO#MG*46ZmfyC$tliI0kJdYX-vl(1WqWG<2{B<|ZIJ-~#>>VNyV&GX2#@W0lch zFyJvC=7-jibQ+ujK)7&B8y*~XcRQ)j!H(91o7kQ22KhjCF0bjCvYTd4KwuD5#=H@p z+A7`T>u5!&GD0t%_&+xwIbdGD{@)p9rgpC@_~+pZvHA%qT$CwEQaH1BY8YfJ4vml* zNUrRbfo1>m=Uc2rz}fBlV1Ctj1fT<_v}fvR8KFc`F)5jMC-ERad~i1Cb|57)hVHVl z<&}J&DA98Wv9m<&!j!K6dmz7p%#N&U4?u##FeZ{ha6q%kJ0~?&Y z=ER=#)`*gx$`NtfMr=8CQ~A=HG=`u9Z3Bk+H{pU&p=yYkeI1QF<;}TRT@UEIDW2>Y z9__E|-oDLDb>@OK9F&En@$cS+f3w~=P%OM%6V*#snbY#_w1v7vN8PD7wYZFnYM+}a zG-7}I{H`c_I>cV6I8QsLr&eTwwnon6;YDXueTC{JEl83TgJu3Mk>Bd*JFod6Y5}`q z9^lHR*D4_QoRpk|hjH_Gw>om~z2|F2XnB1wUuG==5mv$lvumJngDxL|cm-MIC)Y_u zX!k&R7hJevZ)azHIoXKCrZ|*HPog-VPI73@vFTZ*@tMg;QYW7Fd?S7lA?+)^KapkI zR@b_-O2b~n1SS>X=Epu+&6Io$EO>EpVC1E0{d z0F>0hn=1U$^gG>3)w$@`=dI~@woDnQurH;>^7s?E@-?GGPb2IX8urD#NozYs+4SjN zR?)dj%&0y0c<6S^>R}-wOMV}J`6K7?71U>CR=i1YGGdGNiRg^y6nVWniWRPz^R?Sy z_@Xc-f>cdSjgGCzr6Cc-gwPahhAAR(3&(KO0ymZ*2sIu#hWa0f%pL*n8S`fmYQ~vA zDdGp7*wPy`7&%|2=d@CNRw{nA+xSgGhDEc7@Z_LS+&g?OuPhNMj|82SIBj&y0lnv^ zKm1K$7`mnc5} zZ}uFgH*04Kj(n-CR=jaBB~@B%RZ_1mCX3rA#rpT5EByxZ_o3tn>C%6<;`$r@CQa%G zw}@Y6+DJ>>H=+A9yt{55M7e>uM$)@A_!^E~Ds0;JAEzl1>r0uF^LNP?N<_X>_>ez( ztuK^?HakQ!yhq7D1HO_|WxWn}7I0lwC+f_H{1x}dJh4!$U$Cf*f(HvJ6F3C@g_vl> zr|a4V4c+|P`s|apnaDEWBX(9@XTE33MubdVsvV{koqJ8Ud^Lal;M!xyYq)OoDE;`U zwd<#eT()Kcp+eW5b3Nc?BYt!(8})T+^wo7-#Fs^@%S`TR_7}b{4P+u;O3rdVtJ=q3 z2=cF^0=fvYPhd)RzKxdE#W^_W;j&tMH;6=ZvvwI9Le-gcT43$fV8FHepp7P97Of@;t z!<7MbDkf+#n?~T?<@ogQsj(_Ykdr=ohapwIx(WrBF@jw;SVgdS6o#QE3(!wO=V17Q zc`FccpO#;_+Sb`=M+llaSB$!la;`8ri#(<&>PT&nbP+3hj;dTVY zFvA0AlGLmI`~!TF=bfE5?bjxux1(=JBKRz6gex4)wpBf65UtmaXRv2g&WvXiqo6u%68q`BM&Wj z-ylVJTE05H6oF2H!A0nXQG#B{jI$Le)fbsEh%*Jth3?Oyhi6!ww;Gx*({SmJQs}AU zJ1)F5=3eza?#y^;B&(1=?Btj!DnbC;@={1ZY--jFl|V-O~yY-OPA0an6i)*8_`l zkmsFbk+E)wF2%GjFiSR8)5e4UD4#n5YS&-_7aa)P<}_ z#Y~63%)tVkV(UFA-Q^C{mHix?5* z0T2c{h*rXdHrq%AbznSHJ~e+MbuKM7Ik^oWbRGC?NQ6lPwR-ID3g7|FD1E@a*c8ta z^9+1t^X!>{zn1uCt3dm^OXNoRdN#86F4M;ZFkF=YJ@R=Q^I43qVhuPp_Wk7(75vOm)K2ybnu_-kUg82v=@L zwtSXII0yaZRFkkF@}-Lj21vCbA-|tH!~4d6p1lA8*X*W)OZ=rxq&en};-9wMp;d-8 zIty~O3^;O4J~|!Ht9FnAWBCCxRoeae&!3tw&}FOE7Y6yAllO_jA2;BCq$hzZ6M!aj zzaOL<{~K%IOOZjqw87e~F_AbW{j@2YZxibduHhH01KNL9>d#uRqMT9;4wMqs|E^V9i%7Fr2Ko4r z#mWu1+DHxs9GF(9m?FJS|B}QuI{s}Y)IR}-TZb<9Bv=WM$RV`Sk`$W)`ae7Sfb8-UVoLM>2cM?vtu{r$V!?!gxuxGn`qPp1=yMD}^V&5n4lsc%$5=THCy&sK{S_vnP%BBiU#K zMg*2K-7zt&GI?Kwc**K`fd5YNL)3TrnN>sxIw&s|A82f=#R`Z?Niv9uHdbw2)s-P{;a4wQ|InQ(mS0-La@7s2PuZn;?v-Y2mbp#q$9& zd48!e>$W$F|NXTc(LQ6$wGd$Y8q^2)zE+pKa3Ku5FMu!CO^7keL&JXe3wnUal@GAJ zkdP3e69gSpU;DeI(ukOde{z=}jY$ZL7T?s&qT3XIPvTA|FOl>SAEe)NJJPTreFlv` zPFH^;^OwBR5c?oRpcw<~f#EvV_yUZap9!WNUYi0`*!QQi>xEd+D(Y3WeCh7t%G;hO z4%Hl>Kf@AI8dEojfXxg+oe5eV73fH@zyd;IKMQlJoJ2`LTOdG~J*N7K`n~I9J%N}9 zy}MRdBZ^X41c(=mtpBVGF#quoq*vu3e{_ygpFPh z4<~Cpgr|Or+pj|5hD?!bKDGA_pk4=WIc>r~Ujl{?M<;>G1XZI4U>IO7mMr1O068oz ztrAuYw!#CTn}9dG-)9#9wV*!80PY)TC!T-&CoKkGd{ z=?}~mI_k>T`J`o;ZI!YPCIh~;v5k`k1~s}r3o@d8@3r3V)iC}pa^f)fStQMQc(fph zF$7*Bfq)0cv;@}l@4YU1!RYN2ik>5K!8gcv@5sgJ)^Few#`+2XvzY|O&==PRs!9@K zqD^w4Nv2uawKhD13|j_cH=NJ?6bB?=ClVy>Qpj3O>DD?k6ik>iL`ZHS_1%IJ%=6^v z@mkdahw`s{NS~lGbcBu^pnRE-2ZyoCNmaNu0<2!;w_9lF%*W495Nr`TuEHk8KVfp2 z5O85V=R4m6!eAMG6raypRvG%uIs?3f3G711`l0pO^#1y5Y02f&$-k3{O=t{73$X3TrjuI8oXB@j#tMM z7@MV*3a;4gY+kx>=@FXm4z7qml8I|-S|x5Y2ds;41W8lprj8ssNnVT2oQU57QVdBn z<*(JhyOOH2iw);9lfRxDe;X3@_wKj5hgLiTh(~lfD~XqCud+v#o6wL;PIFHsu^oTZ z0w1G87!CRxy7@r<&wBW~%xU~i>#>nafcmKx3&A?-_kjhMwzbtGIc@>M3i)~_$Q@w> z67*bnRM~*X3LbQ8UjUpZ%%+4y$n$W^9;P&Z2b7LQ-bW1h7ywBazQ0DI6(^_y;YJhe zv7r56QR@@kfXBTB`vQWMZr%Pw2e3&B!1~Yxe<5+BfG8sy2EzOwiI!*%w*kWYZ?G?K zRHeXCcs|>Uyjhrux7uF<0>!p^h%N; z(V8?Wo$DNiJ9zKYUPP);4qnva_vcU`sB%pWgoTBz2mJk481kyGK>}y6r;AwAI2~Q> z;n&1?XjMi!joA4nNtVHVEk{fJT=c)-d_oG`E31$` zht5aj6?Sb55JdA0^G-p{Gy5}|7v80L&oy9~6O4Z$Wg_L`=6;68pCkhH9fr$Q!Za>m zt3Y|K_u-BtbovP6lJ9o~$bWM^htMX#1WrUj@O7Sxz1)xn{D8M*m4i&5-hOkkC>V>s zr^eS%6M?xvT6=br+j&Kyo)B|sK9i-uSU_nT0D=@JA|5y}pO~}azXqe)UFn;%sOUpP zA8e@M5(8c?nsE;xLUig~8F;qvzRW{rj*xs)RAa4{{$Hsj}j@ga2@q zvIS}b5dH&qa!f%(V-NT{7PzRZ<28u@zyP0Gv1a|Eabes@;oeY-fFukO$VCBP^>_7S z5tuTw+fwGSS_q7wq1hJ+@P0oEr`QAT$qk)onpSSyhebz1`H^RZjYy;QV|+0ujQ*B*BtO51KwxvEePoC*4tTaZP8f z$e(#NVvq#+01OJS5o7-K#W_**>zpKII1ysr2-9XaGoY(9bY!GVpW)lRz5k(hErb_3 z1-+b5UwuVs!#JB4XD(SR4(OPtW$5o%F>LEA216b&7svy`+pMV5Pls@3F<&H@X-PC$@;`QjU&_frF7qUmOtRXX#Mx;13|A- z1jgK>Q7J;xHEr^_=R3T`V`94p%E=l;_*mS<8>`TGk$v&45!|H&9YFD(iGC2)&}7D> z+>Ym;dZc?b*x3IqdBWklvEfE(Agug%ang8J)Los#A$Gg6 z|HX;f%uQBnhCM(H`YC>4wEkPexRhYbkA&&{n)B5LN1TcQl~x>m+oUgtk-cI}Q~B@> za0*9qJ5g5)4*MZt<+d}hSt5cU0nS2uhbu{&Amg?g1cvYlkikl`orv7f5Tq=WMuJR~ zF?(9+6|>a*{wvNcZ9H`T6eptB1wWrc%mG;s26uii!jw0oOW^Etc<#W&hKReSiSID7 zFuanzYC>m#1o{*V6Nc7V8Z$aXfk~O_(CVHjjTp-UTz%pHW9q%*sr=vg@pJ5qknBw* zDtlaP#xjxCXygtBMJCgV8gd)@EP_xpSN-v7RH-}iZq zYdo*#^}H037syZ-Og|4lST4SQ?cn)I4@y)|DHb^BrBA7mD9lof`|izl&w&tG&!)1^ zEu0u*a{R%ciuVJUcoy-Wjfor`ywITL?awouN<3XVh@!h2>j$aW%NNLczcA0GQ=?iY zLP`ouG-i)w2eTz^)KhbG_DSM_8D~C_EI#`>;Ve+04P6JaHWoeFn zySK)*%1V6S(h2Xr**hY{Pcu@pu+RR36Chr< zPd9g@v&=-tMqt8r-nD4sby4b(At7&JTpzK( zQV-x*IvkuzN#1qs+ajx*PGKSl3lN7a08fA(dt`qh=IYXM_2VK1Boj?`_<~)gN-(e)zFqEA_*`l*H0bbLU%mQj&UH^TFkt%hcNNdO^&HM-x3K==K>IVz2&c`oN!Yw{Y;5* z09sg1YVsfkv>C!1xpA7oD6u67a^Q_HtdVVYZu|vm-ai{xH1PeD@eR1k0YSlh9_Z98 zG(S$zmr*T<3@^+Km1NA}t~V6qE|C09R7u!fQWi%Gakn7-;hV+Qz0l8hBf_ zY^_!o zFE>;@oXe;C9%t%#-iRs`G~q_xeER>rc_Q-A8zKNx_P>d^o8>e6u^biTAmfm;6|VGK zk7(eZ1@j_b4-OR@cQOm*!e#kD?U>c#xTjH~w{{l_zVM@8L%TlJ!vKDhpS|-sSQmx9 znsWq@CUCI5b0n=Tm0K>=JO%lxS^>$=hhT0WB_^I06I-D`ijwCDq)UJ9?{Ek#7-DVi z^gj;FH3oD)(#XJ|g&En@P1AUM42BWTTle}U78E1k4hB%YL4GP706GRK0y;_jw55$L zA~yKvNww`5;~Vw|R{q=pQn~YKj+gM?8P}af5GcVN4@gHhOb$NahxaCrphLLN7Hx#S z-BjarOPpnF_DELs9(yMRV|H6Ckr$(?r_~H1Th+MKe7IN79AU4i&p?#Q1Q4Ynq9Fr7 z2~X%!Ue$vKq4KrnXxm@{X(w>K6wZXOwMh9zPb!dnx=dcrfdmE6`)CH_$#R;FQ{s|V zL|&3F0+CiVns-)-R&DOsRgO2$FF|P10jj?yifAH!>rv~!QFAmzIM(&P*YBq3OrNP=lX{k%u3pfr-~*}-j5LLx{)EO1Yu z1ehheXJmX%5>@Dwqml_(+*^n4y|a=Zt!z4dxX@QiL5bdH6OsE|%=u0D{BLD+Ht@eg zKN0#z+<^o08HQL%&uC+>h^PxjYYF!qRgj;*n-n5MhpJyBvo=TXu1y+4^EHg9N6MmG z9p4)@uFK(3M_nldM!lEA@eHf#&_X1Y{@_hmDb+oIYbMSTs#6JB!y?ZGb`N>ISV
  • <2`v9wKkB;a1h67@cFBQ*2uGZWk#Smdwj!12ocLufQ%~Fi zm3~M>neJnl1I+m<3eczC$fGwlHtZThWpb!1gZ^BBz64OSua>KO!~9{IRr`8&)4_=; zd`gOD9HN$Sv1haRGI>b;ULP|Mv!Q9BGB&Jok!nTbhF&i4aDk3?##m$uf^&qciPQ^f zld1=Bg&R4N*P|p7)aITNoxe7_ILiGlLqRJ`+r$G$!>T|MsF8met-iA;3JyA+UD^fF z(4I3zLyLMhB*^X)4GOyX1LIe%n0~D<>IffUR%aVeQo#bP5&JEg_39? zDNo*tc8MxSfdsI~K0|Uuk3Ul}C=M)G7_=G)LRU!`(YWu9g*iC@Az#cwb6^1sg!o`; zD7u zr!P(RCE#TC9bVQ_gLVleFMu1hnONWu^}~#B6m$+DSoGfSvI>+xjh^SXlIeKyu&7&m z<@uM0w_Ylt-hkW!Hrb)(Ea8xh|H!A!&in82x6-*va9{d+7@-lA1IZC#C_QAW&!B2i z1#Bn*K|!b@keQU1J(nK9<*;M0ehQBkD<=*e44IMMj}03Rb*Hb#kj`4zPZSJ&d;r8! zDd3zzOK4QrO@Rv+QX#E(@E)}cZ1q7_feBV2>wVh%X>sMR8V??HUu)%cwTWAVkAQ>0 zrOQU~oC|3X8hmXd4b=Ef2o0d)kO@>af#ha5Umic}2*mK0;D>;Ze17szq#Iu2!W4SE zkvMFIUICaoonk54*ES+bMraBO4eu++$;kQ(E;5}l&hEJ+(bxvcRMTbUA7ELyVOe-` zb#K*IN};PYJY)8z#$OIL4g+h@j`BO&SRf8PxxF5_o1E0-G{x>HX2NStho|V_^O-yd z2N|-ez-6^|RJ?Kp+9`XdiO5ASbgN4TLiQo0kvOsQqhO=E#K-e^e-v9s|vE zdMDpZ_}>uM8&FGw#QE-8mtyK_9t8;NCCMESYuHL2OSs!M}DrA`< zjz3Z7d)dEdu5Enc*HXqq-RA@qO)He$VtQuhlQd)URFmb2cvFba1v<&-$)hYk6sx>8 zUG&%mCP(mX}X^@PG=Scog+znkg_BtU8bO>@^IClX-G@ zKN@?qZz3flQxS?sD`cLYPe96;<_!gZL8uH6R@DIh^yF9VA1Mp*3Hzywa%|);m`}3dQj883B%}t4BWAi(Qr?2-=Qlonp%=Y zimjcQxhZ|g;jQeVVmifxI?Ve}xGY<6{1-0L-;a(?2Hlmz9e4s5g!gr|bLU}%up`*I zm9ZL8iae3ujJO*Iq$-SqIHlunj)O#ih?)NpuP>LM$P`seQ+X@M8X-vSB?fz%*clZ{ z^~arzFuOWEboJ-^8My3)P-?xybr&*4$Uqe$4&FVlOUr>NE-BE8i;FzMckR`+C;&EM ziDh{}-!-}`(bxWTi8nlr0_t!Ju&-0uVXJvCQY`f>e_K7^MKiOr4-*p$fz~lGmUKzK z75W5j!MMv~w6qtTot-0)^O~1R(946XoL`K}6e0^)RNK$n6I#$;HqTAX`1f7&!0PSE zzhFrGI6*UK^=B}sqv``DA|JfU1>fro*w4y%-6H{=IFrWEAP~-92w>&|n2hyWNOMkt z+5>$au5O~i+(T@YJVro0JJ1g~0jKDYZZ*)9fQn+D41w=A8W4Plz4*_cAI!Mw{~0Oe zK(`?9<()wh9f1G-H}*=#c5jv*ARkTGxQH40Ybz2TB zcg)cai*~cL^HLZ-wMPeoxW_tFl#XX#YAS2B)^GvdpOVxBDdT9ppCJ60Szukk4_ZfB zxN|i~hd&(sLf4BBMg0m{AfDpgEJA)m>cB{ zZ!VLIb?jSUp`Kk48y48s=QhONF9;M|dMxNHheBp9pAg1)Pm1dIb>z zWSF4~@Q>S2X&*<9Kpb7{^pTT#8PtNbuBZnDWTI_&Z0W?B{wym+lZvx4{DK^h`%y-|@2#dQn`R&4CHyRCrrfvbTio}^-D0yT zP}<$U5po$QAv*XJ^4$%YwuQ`pVZCA3yfdb* z9y4@RulRXqF$?MYC<@*wqaYI{dWMvdOFHdVNIl;ak236Imv+)!EY!r~N$sERRUQj0y zp>vcMGS0pUg{~s6jO7!G| zWK%P<7Npk$`0IZ1Tvsxf&gym%IYODIjwfUtd8WOfsNb837Zw$rEqs1Wad>Ug?bH4O zC(NV1?V+d9d_wy`j{O*_!Nkl=)6_KO`@@C%sF<{vvBx#X)+H=@e?i^2FYN4nr&Ild zw&pz`c=`ky9N4fs(pN#c7w*6>Ddc%!7xgt7@n?R1I$H-|4KcXkCv%49!&p!6)jsKlB$ z3`&)}i1xS$T`?b?bLSw#+&98_ zL5LK-HyvA0ROCMy@$dfMT3l4$gKb`?Qz+m3f`VvnrQ4`}Xg3c2_m{>4lU-+`W8y%f zmS={Rz6+d*`#e+!y;yP6GVW-D2hiGo?#(7q7OHjRWRn#C&W-%x;S>E_^>g_ct=2q2 z+9b^0F19L&B6rZ9)U?~sfyN~l8l8BCd}wPxDMA&$u4P;6)dg6E^>tB4ey4pofuq=y z!X$w=pv$B9_DU%9%BWI1osAeK{>}U(!pHR>&Z&t?r;H$%?=pAMVwHIMOI=K4^3X?8 zig@8NBu(ps4BG%y;eidpvgn|~Mq?MJPvqAjLCL+F!NKKBflgAl4F{$#uI9GGxLW7} z*ijtZD(4sSQY57=W}`ZlKZp63ebhY2v@_bRM~*sRMhCOu#mujehHtd9g4X)u|C>(d z$1uMJ^AVqnLTc_xM$9Md!~WJZ(-uA_>`2S|&_%tT3;Uu(nnXQ+kNddZDY+#nrta*Z~pjwBcRExk91O9f-ZATGZbK25~z2sNC7vN0tGfAOIgKxcEdp z_Wjd1h?DwEv#BK&7dg&K+gI>=n{0m(tyupo_{euX*YwC$1S$>iLTUdR<|qgeytlE*wRt{- zFrDC3LBoUCV@31}VPe<|FldD&b1yB5LTC+05qWT?8xvN~Tc@Xh%HaYf#=&F#b{wV? z&O1EX2lNVWshjS9+Vg>G#@*xj&k3SecMA$h2+JQje_Nt$rKWaDX4-MFGkMV6iV%a4 z1|ZNhNUdb@e8n{H{wf4GX0e6umV#5JjP1Cr&7N1Js^3eUp zyW<>om5*K~Sx$J3c8`qzH|-Cgdz~@L)CX~GB*KGIA5z_eU=k8oRtpsLTJ^Njt9j+t z@HdO?e<41qQwaYlyw0Bi_E(RBq={P7gaoT5em8N^1hBGJyfhckBMcl=wc*S z9K*%c&%N5ZsqFjk?ksi6!%x2*3NSP&FnVnUx4pfs9#4E1M|f3$39f}ZZIZ28`8e5| zX(dn*DHS5J8EMeg6t=s9$ew`~5hc7A00P6WTQR~eUBpj41etfXSW1-O$dB|7I+YBj zc+MSrIo=e4`03xDuK$wC-7~&A#JePm>&x@6nC|CWvd={^LABSY*f0POGJ;&twF;I8 z5t>1Y&3=ATU_9VGoe7<>N-m#?uCwECY{i(HzKKWOf1vS%@W>G#$JA{6QWb^7)ul5y z$X2W(v~;!yiS~PEjy^IOm0|^(l)o*`u-xmcMYB!@^r-~9C8PSDgA%5064%48 zE;qopK?qm+<@QGxgxim>o2hANw088X=P(%Xi7q9mq5^cLkq|<5h9F8ltCxBah<#n4 z@Cbt}V_`RouUjxM? zue}%wBq$orKJfD@u{`c+f;Kar`Uky}n4=aN2}x+!rtamHAAa3=RL`8iqw)f@JrFmD zKtK)_IBCos<#UH?7`4t0~7}ADs zK_Pe(%-dV&n7zIFbNSy9KP}1jCeD;DFDf1EVIE0ZEl1OG;3gx5BrnFfs18hOtNYVUrqXy|>TKxv#LE*D~q8wvO3@4N>!*nv$MWgI|&l!aLOH45)7Q65C%HT>#n zAPH?YvJJJ`-Y5pgjU0AxEz^&wOFS~BDueKdEP?WNzn1cP6X~f_r^u9(x-_utn>a>z zY`!Htwkf$0t*k(VOOYe;lXh;>0}!jrAb}5sf6nVp?*s-hX-rSi>ezOS%m4OOy6Oyb zB}rd9_QkBjr8LDzX-O%nkhYx;o)kE*X6VGKbIiGuXMX(J$k90|AE|PN98GFh!Aq%>Oe5}l0RsK& z@2DO1Idac0()UB}ILI*VFBj)T)mg7U-$=bg9Q>np`QZl?U(*cEM4z}CttH~fGT)Bn zd}!8L(P_@Wpq?nSlw?o?=#h|`1=^cILAXqPlTJo*VYq_6=k%li-C;|oI zxN$u9qELeK81G$7!shKV-M4IoBn8(Ks2NN+ns^r_tXo1HF9;mzk(n~1mg0$TU<{o| zMUEOKlGGyX8dcWzT9PWWuk=D8iAeW`D@hFsCwHl&my8|xIJMQ#th-f8$9_whk*_P! zO$92Z%XmJMC$8&A98D(b6R#UvKo|sMOU)mgM#WEnRAki7u{@dO-9&sp!I?$9URb{- zK2lTU!^GttLQUfD?;k!Y-=x2flXzv+`WpN$ggJfgSP00*5Gg|7?6mL4N`x*G1>?OL z!}&Z&P!SuGU>sjHL_*?ml7;1XlOjBxRZ^CD%Gi=9_9Y(OCpk4bO#P2<3MMSp$G>v+ z7Mv$`+E++ip8!vx&)hU}0qZ?jaFPDu7QN>!%>v>B!T&uKVpx$zSqX`?R9kEi9CF=4 z5)zx=Le)}Q^9XqdL-9``~#EWqQQq!D4Hk8m`)Az_kWfeyb&`U7hP7NUY> zk+=4O?y$&ReIldIH!_s%h68X>M8pXJidhZ&3mGR*o`i9YiG|jp;EOJc@cjtF+j2~? zCfSuT9&5epWt&t>=c5nBW;2@O+GA)fdNsOjc|#PYfc4ownZAT9PwgJXX&$t{xGj@h##`QA)o@HNvsWTzM# z@IE^$4mYIMRhrA-gPO!sm57BJV?t^7^ohgK9^5F1^lHA$s2LtefT#!Avcn@f%eLaL zgkJT(b>7crNA}Rd6x*!gRA+sU>M1KxCwIHz;t?*_1#gIT8hP(?%&;PInRZDHmrwYMI#JSKtnM7$4c~NZUZlw$ z{j*{oPx&$OHpw5_s>_n3Lva!6*;adN~{9>Tc`%u|tgbM#LdLZpr``nkpJCywj~g`L6tgP1mR zZ&K{5IHG|5K}FAorx|cY*53T7DdKW@2{FUyoU0}4_Av1tHfxWUY+H-me)|032$eSZ zy2W2&%%9B3t7J6%8WKmG11+|dX&#&?3rjpJdJsc9!Hp}XP#rSue!ESs=<<@8bRq$E zFzVBOA8*ME6y_clx!osJ!Q)^oP{zF&VP-2*vd27(Jz7r)^!%kb53L$n)GHAJO~A54 z0DjD0)i??Fqcvi+j6^rXYmvUmrGTxURau6(AxG8UM{qd*b+Bo}l6-vu-wai>=1_M3CLMODWX3|;Vssu8x-kwI%1B#?y5_0|Dm1C+)e&9QE_@?|| z!FmZYuguUQ0R#?JA4aiga8hN$!{<=_tVH|30iEJ3hYx|v!pj&y{qkh{m~_EI9auEc z#Mp)^9ym40o>3EhT>APSPC`SyzKdQ!B*WWVJ~D zn1V`3`=DaM;v;GbQ8YA?AkYXdPl_QwZ9VNz<0y#O3t>S6p(6tij)7`P;|>FZFf4X3 zGx(AUes}D;I(&_h-SBg3J;-gKykAsVnf$*{^Y+IqNTE3{xT)LO>1>Jqw{|eqoPM|> zSBQd*Tp1l0%sn3ec-cWHqiv^5Kb$XQbm$Q9G!5nc*T;AR2i;_jvPL-u*$GB}56&zJs+HNneCex8HAzwPezg;3NGs^Bh87fa#;;66o z2TQZI7!3+C@m}ahgI+X@nQbV&v-4W+*w~=~m+u+hGdenTBsw=;F*;5&Wk4eeH_8^f z@uQL-$<@CNV&vg~=IN8WwPSDC&#HN}NDDAx<}kr8@-i{(uSQxy7wjn&dF~R_YLOl||SjNtbD@Q`F}$ zDvv&1bM+0q?pXg)fv9BimUweyZ^P+0PiF7JR|Np^a-cWw#X1*XI5#fa9*I{nYDA{=0G9c}dV6Y9&Ehp4 zbE2<|w1qBs5hLYsEWK7>Y8BOyI*iKGc|yQx7Z6MMPNA_w%X5&%-{?qqBrJx1`~>uX zWHi_3F2QSiV(5ZE?xU1TVP@^0Z=rV7?8uhDD-9Dt3&j@Nn;BF7Q7Ob4ZsNNy7@tdI zt>nhN#H%Ckh3qQsmY|AXkd!;%R9_ziS!sbi`pYsd5KT2iii&M*PGI+`3Uoi--p+Y9 zpeM3`Gf4OxAu2PI^UmIM@!nQnu4TD?0Go#{-%!bg?KQEs|zAxNVH1X$O_0ET`Ko} zPCX?${+Ktz)T6Bt zDhu+@wT161y zc)^m$B!_(3;Tj3vS#U)r)wLxe6hGfO)0{qidh8M5Gm+3s*ohXQqWZqCH3jk#{{EXB zv8{It(6ky3I}(GKlQ-N@CKeWLKi@l;T5P{aX?+nhq>$9mpa@LKG;qNPEgq_F-9Su1 zGUK4%-xS}4$BIZDAMzI-VR`WBhTn9d;MQ2-RW7#?o1CrVdsh6dL> zK#{~*>$VA0xW6L@epe-{F)A+P=oec=nr0=8iAYoM+40qlogzfWmJiUM zoD3W??8ev2{20aY^VczfjmJio>MfWCx3&Ll!o4E5ukJCn2X zS5r=m4oiD`U3JJt-<6E(ry=4=Fd)}9l$u)1!5miy5EOWs65AWK0g^7e6`dujXcq;H z-RxdDiQCmXmpJ$wT>xLsZLLI2jr&-cTHNd~s$Q54yw=^3h%>XZqB)jDmv-@fd5NWdA4$MnGc7#{5sv1L#H+O2(j)*} zU29LXXfkf1c;zRRdyQahWVE{@TkS#&#nX{!&f{h9SJ0>ErsQNr42U_lo=FTw@RcPl zibn}-Ur3F<#pSu$_0_ZMqu=O7=&@_rjK06=vMS}(K-G}|Lc4E9JcLy!_=p(*1I&6d zFnBD|qf1c0nSXWxi-Efn(w>Z(`ZpPH_T1{tHWQvbdXKdiHcd9_ioXwMtfnYQa{|s# z9>-sw3So?|wZf(#7RNWl#ifXub0kd{{^Q%koP{raMNRVBm%tHO3J8$!V~Ta|hzd*! z;r@{1S(JSA&}i?2JmqyC3!!Tnt3OWg(Jwhp1-vk^3l|upLCd^_^w{^LmDChS4-H9w zu4;(`F}4%ymk9Lpa4qWintts&XfI`|k>!%WjSvD4!-{-&6MXmH22)y{_#GYt@;#-> z<1!i%RPv|`((4McGcz83Gi}F6I}_XzjK~{~0r|x5it|TFT@LhTVqP{Jf++0eFZZy) zB}@3Dp1cggiOs;FIJhcPJUh{Rw82 z1f>P0%1`z6^3H#4F&y*vCE&4F{%3e+?`pmdAWRigLnti5xa_cgObhPRc}fOXSl;?$ z*7vE&dUeIciInRx)5dQ{XG)E#%}GC#y!)P{3#482-tM@GNY4Tz7ViT;zYp!0xVjk8 zq#N%wuzrag?41>y((sOCRMRbEZNrm^bEjVQ_o25nz2DSQ3_Gc^r}?aJ<-Qinfl@+i zXQJ=5B4y@vr{o)ryqug@Kit`JA>gGq<@mPD3G}g}YN?C(&O8@Fn29|H>0dUt|GNlr zXO0%(YMGEjA*HM9Vw03$%%C4*}Db&`ed>^NttoC3R z;Ak~N1I5XnX8l+2q~GSvxz*a&T|}@L|8!)iV@Gidc%NdY=E+DS3EFoeRMs(OXtNCs zSU+`gSU)_hU+$f)z!N9VBk!;V39a7kYWvO{@(=9z2JdfWu5+)VJUY8eBo=ec&>-wI zHVzPL5|0YU0J&Y{7ou(C_^VNz++qczkp>owT>&+-`Z%W}%>R5$Ve+_CpBUx9b`o_# z=v=QG`>LviHl^;7t|V3pWSNTQ^dxbJ}GiP+esAjEo$yF zId$e-f!?Ftq6GUy$y3adj!h`Q(o<|{mx}QfUkSxb5QJ3x|DSpWpg!AxX#JLC6d$w? zFMJ)p{_FgVqj3B5UJ?NBw%+=u7y?BQdZKE?0Yhm!Hu5tBGDO;daz#1}xL|oQv}ze# z8HQyCDlRP&6qa8r^l{qWC)3vZY47aiYVC}u`uDl+}2~IH_2tD z81FN@qGkfCcU%K&ETRq>3G7K!OC>578WH8W;!Q0NQttmE92eBxt{F?v7oZ9GwxgPB zp$=x;ec&ZI)F@{`{7dGWy!3_^q0VEMm$c#1RIfwpZ@wm1W28DM_VH>{Du z)n!n$e3(dAGsrH6yIw86m>JMB)>}WeNj+bR#m0^QrydU4KZ(^}ZsL=P3w;r@7D5 zgXn(DHmE0KyN|eYF+>7X4?qK5;3b(2T>MCLAMDJnEMVcU|4a=&F ze8Mgw6QyKNsry+;&s}99kQZz% zmhBFKG~82)1c>VjYo$#}T!`Qxk>?5{aqA5lYU+k-Cw1IWDFpIX$qOhHo7}3%%*+J2 zET_u5=G5zT##1qzZwhqjDt^B-k+BuY4IL*1KM3@&RE z7PhswGdmGh)V{%?h~sm#fzWLX3Q9<;)Xqx};P~Y2s#n~9Oi-)-&XuR=Xn;cbE@sJ@ z)~)(G-N=#s!-#&Yq1iHw|Lap{4q6jsiKRwlnbZ%W0dblm_Nkgrb^#aDKIwfmrg2M6 zV<{6CQ_Po}old_pTsDG3e+e$Z?;g&QE7q~#9 zDf$@G_aKn7{$hdk$fR()`#bhH9CivPTNKI!rmyk9fE8^7zNT>bN9=CI6U-O50;n;uFd~$p6=S0kXyF-luJ+Y;krMA z@35s6`e_+zSduRHB2fnXnIxMzDGCdsAL8i zAPbfjvy4WaJw27~%99_wcJIeu73|Zz5Ha5e(b1gxmk!mk!#DXuca=r8`w~6is{Ppz zWX@$KjTw?{hV4HX#ej|#yGwN0f6q60N)2c>9fY9P_Jb%`qoNa!;S57{QE9Cq9fx;5 zDJ=XvIoVg*@k+Cmu=k0Vkl)D|~*(*OA zlpW%90(2ZzZh!ohyFsoN!u*uFjTI;8HpUo9DGe|x4Ap?cIeN0i$4HxUl zu{$Uf(k@u2q(G3JbZ`K z)nKsNy_o^MTQKdydSCPyGZeO@O-ixMmcNjBH3&5epo=|_9a|b7`QZJc>@m?W^GNU2 z*2s@XW3=wV^BPUQ7VmCRS=k3MgB-~;u*w$j&;$K<4F~Q3sTY7q*!hrk$9x`6Y6$)? z;Bq7xFOi}W)6&>LPT2@bZ0OJ3-B7F~@WFhqpFeZtZ@*5CiV{Go$sRvSugX1yNE^<# z8qBBE^zwS$j=O7etb)V}bq_vM-13(sNFyTk9BA?IbVr$_<9%jU)CM7sDMh?H6hhzn zPHUd~xbl{IF>L2|I~*P@xS0F<`zaTsKzZ|@tyets*~X)qvVgS+snYUTP1$e}RdaqJ zi7d%TUzXCpSQ2Z7R)Ztce-DV*xF4=S{10|d% zL_=_TW-9QD-8IymMM1rv$LD_8-64q(7^p3vyLI`i@)OBw`3#yeKF+Ik&Ai1Q2eNPJlH} z<(mRhHidE-YC4<3S23$6Q{lM{4-1Y4}sILOcvlXgDHBt zx{jsXpWh^6(WD|=lQ19(L<^ufJOE}AQ68qb0RkTL@0i;N=nXRS{TxCeiW0C1$j~H6 zvAt@>c=$g6JBmtJHskA^Kjn3g)6zb}Px%ZC*T!oZ5MlsL8@@)&;gj;IT|`)LaM0}0 zR}3wjb1+5n*k%o^95Y|$5DHL{g$y4UomSrF^d$N$1Wx>O-zpq(;M%cZgD37352o9c z)E(PBL*$e{d~|!U;<_6kU(^gq?x@D?$qEOY`5`Nn=GhdKdSx^SVNG2UQFowai>rMz zF^9S5LY%>iI=L}S8In_VUcg>E0Ntd_VOZ!mGE~&*A6~NIh6p(7@{epCo`2zxb#aZo zH3|g|x4sY!RV1Jl*m$Kdle)+U@&+Q|kf-99rBtra{v>u3_i>B&zC6Zw=^pkC85>!MIlARE65KEtA&-rN z#0lCQ?iiA%+0!l=66pPR*ShvGt`C}rnY5x%#v!+EK%bn}w z+63q}ct$_fgQfi3?6r#o`oLWWTiaLOD}udhl14Nn0K!^z=Af1TyMPd`A#zSAJQ$(| zn1BFmclzQX_o)gKMtHU_a*vQ_1G7*Ih!3B8df+S}cGKfbIZBauX!+0!E#m4*<^& zoAc))VdOS`%XQb`%9RdIpN3{&D~9s-PEr|>qv7UyL+BBwrqOizxgALpd{9@d_c#!F zW*|5y?(G9o8Xg~h>%;Py{M$jwbjXiB)9XP>rqTC+Q4q1^2#B-Ruyq`={gbS$fMaR7 zy9`)bKZPGtX9O!=eu@B{mPps%jt? zQ1=y44c;Em15GNIr*a*gout4GZh=M(q#FqMLC~|0Oc8+Ye1w$?47DP59B3CH8?AE^ z#s3;$sVf!NzCzOs@S#1Sjh+=c9S|T6hK(VU8{WQsD-RfB)%ahuTHh1=+S-c48vgHX zCCDR=I3H}uJthTp(E3JrJE9OElpPWU63!tFlHgB(LW)fF=vCgj46H-45=ZrnBcU^A zW_;zLkTc(~)hqpV2^!$ehwXZ)LvoM>U5tP;Z&*1iH)v}Q{T-Lj$Yo-NzFW)H>Z7!?uAUQ zW%ZRnkI9EnBuBj(=i8Gz{5OYJ3S4sh?r`y&IfNP@wQO3U(F9a!Fq=rH7kunv(8dDg z7b9}Aml41|Tx z@)J!|OXP#MgSemkN+I98mJJoEnL$31JQ*jnzHN0yk% z@B#lXPTg)l8>C?L+|8Re_msh?`p`WkM?(fhI`zWyjRNz@xrK$da8_BwZM98J8Q~w! z&CmOFq`OvLKcd(?vE}A>jixs}SLeu20k~-~&&`f^Q&wQyH&S!lri~4S}qnk?|^Rl z+yF7Li+uG83?rC zI5Po~d<#VCg$S8P&lYRuI(U5wCeqPsTw!t6VPf2GmegZK6@49t(2*f{N)~YkZQ!Xu zNBW363?HDUS0+b;5`3FWH6yFlhNm~Ui-x1-@zn2Uo!86mxd&))YI(VhRR|j%$~dnN z-Lp}NkfA5eUO)Kv*BE9ULL)SccHD?j)??^F+=f@FRRs^+tYYAIG~heB#q2&Ni!M4` zd@^yjV!t8*WZLai|M~BR<6<8Ph4;{xMNaKz_^1_9JlLX__<0WtCu%xSQTXgxgfEl& z^r_TZ{2j4tpVIjIX!8!g{(_`6W<14CBE8w1GT=M6Yt_=K&Z!Zjg}6&^*4;~A@>xHG zu*kX^AtvI^XZ6l11&n^{e(+ElGw%_9SG?Z4)mtq6U34sAjsMIq>4y-vTKW=zk+c95 ztqZ?crUT>R<89!&VDKB1r)y)2pw`rH@f)i#2K$lb%WNELw{cl zzhkkAj69v8I@U({FH)V|nU+KH^Y$XOW-j>OXmJ=$uvn8`;kQA_I<(tT%O7$3waT+C z2Zfv>(u~b*ZsVakSBEQL*3HaLz*iJOX3SrsX98y)nR{vZp>Pc>@E&1t%{{=IGe%jO z>}tYBH4NJEk6`7<`IR=h*tcLZ!GDf7;*Nff1l1=betY)X=3`7cZ_nHdqWz5*b89qN zZ&tMp?wwq?rurP9DSvRx@mqDtAV>q_Y;|F)m;3WbAx&=U>?Z!1_{+Z5 zh^2s>Ao39Rze8*|f92}F3_~F4j@USvqk|Bk>X>lxL_&Rh+e3` zl*{V*=D&WOuv~Gu_-l>#lJr0*M12+Bi(}*?n>&vyU@sdXhSMZR9!G(cR7YHWSMwJK z{q--EeN{-j&03c~9(}7P#G3+K-jxi&rL@C+yEso)>A7Y8D;fSAH7~x;#NDx4Kj<0h z`ueqIj7vivO75CJ)`v$N7{@O>o4{=SoK)jtyWq@lUxwP|ZQw)5UCx2SwBG!6;v8|s z->Ygm{iXX@ov`a0(50abj9_D0d#1=5Q^raiF9fq10TV}nI zs7*WI{xkG<;a1O~fA(;ZwhG7+N*4+j27WBPI?Q_Y@?|?(!D~FtlsS>u*6B+4E%1oS zY%uE8!Z(;A2rR1YS1tWk1s6BBzT_x`?^VJh#KGGUBextVR23v&TMDX_$J7cGI#a7v z;78#bG)Pd*p`Whp$+%A5kv%4(vNpwT^iDz^fa@O9u-%`@kFIHds zs{cB}twtC0s`GA8TRy3hxwjzrBI6(-(;?u;UbF7`#hd;s^lKUPHN{hC@e(r5c}3qp267vlPhbP2>0 zl=8J}Y~++Q*6SnWE0guS*fWh8lEPspRD9Olm#QEC7D~y<@qy0?PU2NFGO&$PxUr^m zylIA#wc4}m9M|brHzw_`uFm}Kdn3DT)3x)sOCq^1(UIHl3MZeo#QppC+eQ-PoL72B z0$u)kdfLd`U@mic{Sx8}Mf+b58HpU%_o`2L2$_V`_pker_d&5MCE3YnsHEuVg;|A` z%590sudDMPA6|;fA5OlK5bk#h-ar>|Me{2eHO+j0pmpq7RFt#)7p}H5Z7p1qd% z-h0P;`_o6cW&1$|zjd-Q2b-@}b)1uT#bu?QJrPQ@x91D#oc3j4^69m*3inr*Bl=2f z6(28bZ(^B>=AK-cI$~Tif9&A2RPDqx2hWd(<#IkX#w7ez?o;R|zB*KK>%}9Zo%d7o zH1#)Txqm+OV=eVIAH{dMWI7vZ}G$ z|BULu$Yoy~eXe;ds9va8M>*D`4IbhbmEgc`hWa+3X!~3)M$27K+Im zaGfeXEq#00`mtH!^WXm}CXI*6GB{M<@a-WmhBLHZ4StC5+K zsEHL``grc9c+cCh1ng*|ubll@aMf5sNj~J4E4J^tJ)}v_c)GLvRjd`1{hsMu88tTn z>FBe1U@*-%WWDr{LU%@MgnPR+g)+w4t6!E!d$gzrQ)^``b5N9xG_j`>Q5|HA$HgX7|=29uabo?bYFoVTm`jV<&Tj6|S|6 zS$+3kF1b`LtHS^e=Cu&CvUZ>QlyLf=c=PgwTEhxd?Gbw@rP$^zEjaeQz-qA9f~=$fCo-k1&JESD`b_}=g~MsXu( zX{h)S;@6>4yVx+jShbX`b0x#NL)Ul~raNe1 z-EEq4Q)ek=PrmS7yRh>-<^AH!0qsrPfa02?TH3*#nd_n7UCM{qW<3G&iFFQy)ftV5 z1HWwfaA_AY)2@#27B(BTw|V|qoaY9Q3^1XGEJUe@Jutl&iv3(8$q=NTJJji=b>N`U zl-fE4*pBiScvTaHBjXj0+Hf3easA_6cLe<&txm{(dH^-LcGxy_EbmED84QE^S4Wm-07p zx#e`IK>B7;T+M&nSte#?YhzG>-o}Z({vPc{{b|@IvZUYz3i79s_w_^nSG6-QaJ3c+ znd?;@sf&>bdw!%4+)>Z`OYH^A4VP|y#(Ub4Fl&LgdauOq==nVZ@aSATpgL$*F+yUj zT{p!2>Dz(S>X6tCTy~&hSSw-X59xbBtAFR)W>uW(^^8l(0UYdpxm~lj2p^Y{IEAg# zncewT^5#hvjio6PXQ#zO$8j}=06D7wHXbZK|5k<1rzh8}$ls#;^T(s)D!XR=32U9v z(Ao!R^b!goh%aKin&Ga^W(v@Qu<*eNzMSYp6^%}l>87 zWyUf3Rc^=NkAJEx&xsMyPWcqt@cv7H)VjS+YkNsc$J{0xXnu zY$)JxctlXqz-jtimpIkzKI|DKRF9th3vi%UQQ&Ur^P)~bAO{6-2OJXTt0`+=RDyUG z;+~>s#+p4`|EcYOf&ok8M?(;IHp%1TQNrAL4)qVGBq=YFj6NR#YHUUU0g9Q<;cA&q z0a8GHuNA`C>ClmRTbkUw;VY**#+zBD-bXeUtuEGJ?cxxh zHJ^cjhd{LP%JG|xg$GS7m&|6&P&JbdQG7Yr2BR zwTh=F%cltO%-5o*1(}+0{9RrDJxxEQE{Pl&a4QQ{x_I7QT0$GXYNM|;Iv_7 z7g@E|TLBQ&!q*cB^Q-^Gd0Ya}Zcb_w-9#?Y6i$dPYpkTG3k?trcj{S(W4`QlyBTl* z^pux|?z=#@UrZThB~AQR@^8QY8gLq>_VxDKl1GQD?Pe_Q+@~(K_l?a4mYD1pt~;^< zJ^g>S&zbkinYK|%E~;>W?|fgOsrKIKtf@hetF+-@Gok)8gdi<5b;9kMTXgCgjv+(s;xER~L*uTss-}yV4DNOrfPMp^*3*Hi#n#>ZF`lz%)d#LClE$)K* z-j>REk4fj1pr++KhyFaBR~DDWVwvc>Xz>qN2&wP11S88XEqmc_iGmVuHF?PYN1>+eJK!N@LSOLcB!-U_k);S ztUQO=J}17>LEu@0SZupOw7hMez-@GFl=0mmm5Mm)JHoODY za48#qZxFu&X%oZyQWnoRso3QlOqi<$H!Z8JiqgfHEDcu8&tL8`UH(S7E^z&{&>h z6?Q$ie?-3&texYT$vVHXJ|9h5Y&&RaxhQt{%!>ZhbX5in5x$aC4+7b2J>@Pl*hT}} z-0$@~#I8rl6B>9r#BqI~G^)`ouh*;xeADgZKRBtN_GyrP%e;09(O{{Hi%#zgdlgX2 zuP7J6yq%G-hd@p1oLTS!3dd7**T2B|!^~kihGFY0yxDG@i(+nLxu|Yarh|#%gC2n7 zwvTaRBr4W~93YO7K+679g_W^9kpx}Uw|hgU_kGqVtabz^Fd`qEH^XX*j;#^qn)*UO zX6`isI(*APyC2fwY(q6M zl^$Rcyh!n0e*NKtIklesPhWb}-u+$HiA={DRW3gL5Vszjzuv$hb{75@ZPI#JRgflP z!^TgWWvUa#(;)43WAG5cAfW6`?O&K1O;6PRhs&Fv z;<%PA6H9*w<=eHc1GXs)mG_1YB$qdn+3;W+ws-9BIU*R^+~3sd{g`0dkK7eDt$kXQ z^Wuah^p!%DR6rWC=LN?kS032n%#x*0y(2QEVwHsLWksZ@HBKqu$9sD&GC%+gYsEW}CLrx48;E$!vy=5-4VVFw4rsjFX75awC0FlW9 zAf;W_O<5wT38uh+NeVa(0sG(g%oL)F`K<(T2OCH#>zu}JnbVs_@{}BrJsH~=`Ix{* zMVsb4+c5Zz7}iJnRIC-n%nBDh>6K_V-q>5Wn;4w%ll4zv8YlwlMOP<^16%u|O8^fV zRHN@(1|5Jq(Hu1}Kt{S4A$@Q#DnZpTG7ReZ_?;v0NijmPNEykHQ~7)UB%fc=3A<5k zOL&Ks{O7__Pr{{Q%JBUD|J3wUAA@{_mp z8p2MfJ?#eeOEF?$zr}xK#1qxz-wvJkXgPcbv+BQwKp~FWrAC5 za`zYLDyRg&>Q?hHt!!|K8m6y$z6`FSX;vLakKT2=G6L`G>8C#nNIXIoAO(@yNb1QB z$kvy_MxPVf)wWH{)$kc4n?RK_=oq`1#UDyPm3;OTf8T{yf#=dv_~}cbs1IfLUO+(e zo-sdP=>fWfS@WbqMyWI&>UhXw&8eS)2mJcw4b^Nzl!dvo79Zx4+fvS`wgYSpp#z#g z#+^Plm%{U*;rw#n7bz5*1?y7N@p-+s5aXS&o)q52;i7IT{C!Uu{yq5AbZ*C9r#7K> zmIQ6)_yrBx8#~Z>lA{?VI>AiAd5b{0833ECC|wp?P}aT5jwpFLpv(Em=Gl|3V=~KNr`czkPVH(%9-HO z+^rR7DlIBIh?gs-_FW7&A~8RcRy14bz`AOOMpznHTTQgHf4351(Ti+_IZX8JhXd$j zaTsOsZG-F6ygBp@n(v!1wpIh9`mK%OSE_xwi)cFvVJVgPOj6>cD$|E#G#s_wvcU(@ z1SuKOC`Ic^@$tT}h-C0C92aLoabcGF{DZMfI`0j}9ipoYIJKRSrUv!2ik5LN5$!+h zxEmf7N!1MO2O{vk(p>i%LG$nv=6#Du?)>09AEvf7_5Ap&*E>)13f2}K9^h|G zrraBKcx^o$$h<8IXZ!#a?tr&{OTDF;o7^1;D%|0e78;9r9rSvFZ{;s8)qaq6M~U(WibaR<(zg7s`Z48uFt=0`DF}(=u2M2Ks&}g&@R)y(aOIL5CG0 zEWN$vqJ2{hd@^)wE`1jy5Rez$-S6QHbps{&xkjL*MK_X7IVsj}*%OFf@Rz&y8#NXd zVIT_MzD5u^z$tKLK1URXy5f>OvoqsBc3fTU=xiM^pW<)*61+hrPewA>DbA(t_aZ890AssyUTWr^eS0_P*auVhb6!j>5QP7ucT1P`_?&3x zc%sO-V@s@$2TOmOZJW<#R3trU9^`ISTeEf5#_6bV>jwd|r0MMSI~-<@GqANllHVuF zIaC`sjVyms;j*nK$h10EpDoO{$9mfKJ>ffBQ+lQ!B#f5*=n#Z^&65?BAa$k4z)fXP zR8+-Kw?64f+QWN-wfaXyK5`#Y4omk#Nch9)!T<%;Y_j z&V_y?fB!;L&QNAkWx3XZUvc|Q>CJ|?qs(;Qpn_Khp^i=>Y-grp5VCbDuc{ja@1f`m zr=Npi(P|rOoZ~K^N|*mCujIyNN@li}t8}L88%5NnABbn0{T^JuqWHKbFWTH>5>3S( z=TRkD+)&_Swv#(JcISg}#%V%h21v!%$5@OUzWDQcaR?$n=Hv}AyMw{~dXmQXhCMu! zi;;|P8JaJ0q;&8e!{55>p&dc-2_fHtjJOEvIG={f;?Ir?rrJpkehZS9u z@oNFpxQ}GT-|f|+x-Ra<#m!a*kyq#)_O1oOHr7#&#oRNGIq8KXyhdR@CXcZWbYu|v z-v!kXkukajXi2%E)-7q$sIfs)a?8naS_WNI^j&P!6%E!BjrmSgMM3Cu{rws02%{1e z(`399$5&V;njZ4f{*$Wo` zF0&pA`1t|3lz5VG#!Kp&v({I=EPwx0k(F~_H=%hVUYeri667B?6WrzN#`g2Vwg8%u zlA|TszWf2PMHL!r4PN8492AmNEUr9mA zYKVvCwjI}vT|J}s>oUh2FLS>fL&E-46JCmXIgziO-oKogK2HEDlh&pg?a@$Y1f_&s zdReb9&krZDOr?pQc+AoWc?nNmyBP1+^GejD|DD&xO?bSl`f=RQLiKNiafYbL|FZEe ZX#Zl^, thick] + +\begin{tikzpicture}[scale=2] + \fill[layer] (-\width,-1.7) rectangle (\width,1.7); + \fill[layer] (1+-\width,-1.7) rectangle (1+\width,1.7); + \fill[layer] (2+-\width,-1.7) rectangle (2+\width,1.7); + \fill[layer] (3+-\width,-1.7) rectangle (3+\width,1.7); + \node (l1label) at (0, -1.9) {3}; + \node (l2label) at (1, -1.9) {64}; + \node (l3label) at (2, -1.9) {64}; + \node (l4label) at (3, -1.9) {1}; + \node (r)[input,fill=red] at (0, 1) {R}; + \node (g)[input,fill=green] at (0, 0) {G}; + \node (b)[input,fill=blue] at (0,-1) {B}; + + \node (h11)[hidden, sigmoid] at (1, 1.5) {}; + \node (h12)[hidden, sigmoid] at (1, 0.5) {}; + \node[circle, inner sep=0] (h13) at (1,-0.5) {\vdots}; + \node (h14)[hidden, sigmoid] at (1,-1.5) {}; + \node (h21)[hidden, relu] at (2, 1.5) {}; + \node (h22)[hidden, relu] at (2, 0.5) {}; + \node[circle, inner sep=0] (h23) at (2,-0.5) {\vdots}; + \node (h24)[hidden, relu] at (2,-1.5) {}; + + \node (o1)[output, sigmoid] at (3,0) {}; + + \draw[stateTransition] (r) -- (h11) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (r) -- (h12) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (r) -- (h13) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (r) -- (h14) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (g) -- (h11) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (g) -- (h12) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (g) -- (h13) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (g) -- (h14) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (b) -- (h11) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (b) -- (h12) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (b) -- (h13) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (b) -- (h11) node [midway,above=-0.06cm] {}; + + \draw[stateTransition] (h11) -- (h21) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h11) -- (h22) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h11) -- (h23) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h11) -- (h24) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h12) -- (h21) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h12) -- (h22) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h12) -- (h23) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h12) -- (h24) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h13) -- (h21) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h13) -- (h22) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h13) -- (h23) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h13) -- (h24) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h14) -- (h21) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h14) -- (h22) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h14) -- (h23) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h14) -- (h21) node [midway,above=-0.06cm] {}; + + \draw[stateTransition] (h21) -- (o1) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h22) -- (o1) node [midway,above=-0.10cm] {}; + \draw[stateTransition] (h23) -- (o1) node [midway,above=-0.06cm] {}; + \draw[stateTransition] (h24) -- (o1) node [midway,above=-0.06cm] {}; + + \draw [ + thick, + decoration={ + brace, + mirror, + raise=0.5cm + }, + decorate +] (1+-\width, -1.8) -- (2+\width, -1.8) +node [pos=0.5,anchor=north,yshift=-0.55cm] {50\% dropout}; +\end{tikzpicture} +\end{preview} +\end{document}