From 268bb1422b6c21738729ce93d2b04fef5804c27c Mon Sep 17 00:00:00 2001 From: Martin Thoma Date: Sat, 13 Feb 2016 00:37:14 +0100 Subject: [PATCH] Add SOM --- tikz/self-organizing-map/Makefile | 35 +++++++++ tikz/self-organizing-map/README.md | 3 + .../self-organizing-map.png | Bin 0 -> 111374 bytes .../self-organizing-map.tex | 71 ++++++++++++++++++ 4 files changed, 109 insertions(+) create mode 100644 tikz/self-organizing-map/Makefile create mode 100644 tikz/self-organizing-map/README.md create mode 100644 tikz/self-organizing-map/self-organizing-map.png create mode 100644 tikz/self-organizing-map/self-organizing-map.tex diff --git a/tikz/self-organizing-map/Makefile b/tikz/self-organizing-map/Makefile new file mode 100644 index 0000000..e4f3188 --- /dev/null +++ b/tikz/self-organizing-map/Makefile @@ -0,0 +1,35 @@ +SOURCE = self-organizing-map +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 $(SOURCE)2.svg diff --git a/tikz/self-organizing-map/README.md b/tikz/self-organizing-map/README.md new file mode 100644 index 0000000..c1b8092 --- /dev/null +++ b/tikz/self-organizing-map/README.md @@ -0,0 +1,3 @@ +Compiled example +---------------- +![Example](self-organizing-map.png) diff --git a/tikz/self-organizing-map/self-organizing-map.png b/tikz/self-organizing-map/self-organizing-map.png new file mode 100644 index 0000000000000000000000000000000000000000..fe44f2e9dded11ae906bcf320247fd042fd2fed1 GIT binary patch literal 111374 zcmaI8cRbba|3Cgb2$@G-A)6E#smNY&G8$%)lZ@=G?5#46gzUXZk`a!*N<}$#_Nrvh z$X?%v_wV-k_vdyK4(B%*%d?HX9DCC(s+KZ>!hti4 z`z7UNTz15@mzmjAy+X2gDbJFAq|>{HF`(0Wf+C^oIahVg$pEeOtSoLNFHh7uW^7|W z=X4V~+QPcG!b!esYQt&Ow`!_NeARn$npNS(|L?~yi~^<>ML}U=7L6@xI%>_yz+miWU|`@1fz`5n_}${-;<25L%?SBVNhF@U z>go?wDMRAMb}Qv^vqKlW8K$BIp{C=M0yDOB0$#mCZH z@zWxt)XY4^bt_UmIV!X+%Ohv+-o48wB=p6x=`i@LfUc9TZ^Lq1)OklSF|i5aW`_CT zs#9vwPj$4l%kJ^VxgG5Mecbk%OZD#EAoYADPfy9M<DB+8YVB7`iN0Wb(~X{5 zk>6U2uU=6lcFg3g;eso=z2MuIYcLbFu7w&Y@UdG|HSs%L*8BVX{CpFt`{qah=j$_P&dBvI zZf*rpGVbMV7C)-nsT_5fijDox_TIf8|5RDfJSgk&A3r`jHtt^Bp6gLkzkPd@hVxP{ zDaprg?>6uAW(`nK+%Qp9S1+#Lok^Llt(D3U4wG&=Sf|`x9@SI7bH_)xH<;x4)S|*f z^%K)(F>!HmXFoqV7OLQj$Sh_g9#Ms}->2tQr@FP6;eV90|8M?0?}ZCRFDtm7bu$#D zBqtA9iAv$+q}aMvTAK3qb?YXgiWtQ@hGu2 zjtcCu&f)%c!uHZ|-^Dt;62lIuv`!jh)m-~^;zv)PmYIKie#*YArnoplxNfN|MtzZ1 zZl}4x)sks#{-2jGAO6TamwG*cj$tom zW-QpRnc-L&8Mh5`sW(0rjn}%yw70h_nTVAiLwz2~h%U28&%sN83#yV-}1>D#|0uw1IaQr`r>p zvDlGksw{J%J3Bk!sFVxzr89<%tUW3J$_|w z)2pVkQjFDNgN(zc+1lEAI!dfJEjKs!F2<$T+WrdDAEgkQpcXqryv^DCyu7%ZBdYGv z(a~bl)6+qB7ySBUE5S&ud2YQoA}EaRl-Y}#^`Ylzfkiz`g;^YZe3T}#RE zTDSyrcZ?M-)8k;JZdGo+0-jJjB`FOnQ{~ACnx7G;Mo0H%)xU*z#1%iRx}0jUk*gMC zhMbD3><3p$BQ0{t48ONqUk%mh(6ljgAW_F-r%L)0$zzbd3pMX4{4E=DWlUWPLR<L7x7tFKffbZuE6iIX@c!6cQ5vlZtr7wP>G9qJFb|2K_Sp!E^3^c zfKlaIF2eU%)f+_T_N4dHX)z#MPV#@Sws`C@HTiRg@mel1u}W`yd!YcDtWBd4rA4S- zmxYD9NJ_t0iAKEUnXjgPN+6s%bxJ>dohAHhPc+Y?6|P8pW@hu$tCu}itO9D$`G$>8 z{{H^Leeq)b6rFof8Xqwdq^_c^tzA-4QBgYB2P5%!DpHq=M{6D?@L* zAoV;r{!DO18l9RZySvf-dAAuOJ-xP;^hZ8cYzn9tkZY z$?TpleIU3Q9v*H|G7HUsDwBWd?Cvx4bNkA**6Y?*RslR}Y!>0MNh#{eMMb){LyIS` zp|e}8gxbsU(ke&;7E1O0kVOq(lTey-E~28M2Q`k9jcb>aQ4&r+1CTZO*6HVO-n_9S z`etNgBrh%{<(0L6n3$M2_2%`Xb*7x0oX8a2@X%0`ln&hvf+B8BC?-BW{*y&H+cLQj zLs+Xu*_$^PBe{a~iVdtYWW6g}5v8kFuUcqqGYUTFo)hYNb2lZOS<1!AaZ<>Ur5JlV z`d{Fe$A4$8cjmZ3Oa9W+(-THiP+nYoSzb!2cIeRW&K;_UMFY$h%GLNvY*Ae2qN?rT z7e*r)Nte0q(h`(Jg6NB8;*y_Z(*Td#DY?UW zwsU%JZZ6_KL||#v)!A8umzUR_uc)uLSFp}~l_r0fO$+K+W+*hOvVI%tQOfcsQ_AWZ z8YQ@jtm4nDt&RrOP9{Tk78Y_F1QF@voY*l9EJ3;H8l2QriZT7E*ZA zs;2sr-@kv0$?pD%F)2@~QL-t@M9V-!zMtW{r9Wht=)F>-63;XLO?7ns>wU{KSKXn; z*WbT?e^4?Q;-7OP0MH43VWUf)Hes0U{^AGA3}3gQipxSm%cWQ{deT9omBxLCbInis zw&^U!Bxh4iX%jlw?!)C*I=NT-aYB7urOHeCS$=l;&aGRwl;EZOJ4v4aPZV<7=a8+y zJDk;}il|AIhAJBOSL&uOKdP-iYt16-RMt4C^67fpax+$dk0kP=@mu`{FV{As#1w~G zwTRGA&r7{qo+iIDZ@e(8lda&O@;~@Xw&)_oBK2B?RS(u9jqkzVRxW%}O^dDUC06Y5 z)~KU;k@Tzo`{lnL75HV+?pGGaSkuRk4RIB|hSh+PHgfy0H?o8b(vy?<6Jlcnmx4T( z@q*!3&dT#|1R-iSxd%zvF za74rwuVdv+dm2=>E64y2IZ9(K-4j2 zgvmcNEX@0ZN+kO_fXEjEdvSV(Pu$4U%=KJUE9ADvoXuZ+T=UHh|C^v`)!;I(J?lOG z3xAQ@df`WbaNe6Y$(CK|zS`C>3q>&%b|V$m$L(!xrHp6KJ~1`TnH0XQrgqxMecZLo z)T=bdpR1Zae{gY|>fANVM45Tmq}b@Pn_;Ehx%@Y8zCU^LWP)|V#cbsSPS!ZjmJQo& zjjoK>xo_YH4FwiA_gauoD+YX@EA(xPbXi`vq^QQErKP#SnEJbwS*2xUG__fYHl}1` z`0w=I7A|4~SXJ-3I1rIN$o+cg*l-^XSNZns+b?suSo)ry?U(D8ref3< zmzI_)LOA?9^a1i{@YW6t4-e1I%+4M!9mulC`yJ?cHORfkhFt%b{ajJvTSv!op>{!K z_Vk0uo8*5Px%W;tD}*bX{+M?e6uo}^%S9fZ%!gGDa8fN@-HU<@lz_k95iB;ozkK2uhVUaN>xv9Yl!mh8b_%$`l!bwrv8anOI2Fq6cI@zK%O`W>o53>InX z&THSux{gzAAvm@?d80@E_jS$&S-@m+N(yg$9A4sp8HOVl?!?5%|8R5t{rmT);9?VC zE~F$$mS<*W>Kv+8Jg53u@b2BaeAdBa7RUN0Ew_amD(3bUOEk_&I2r44uQLVX%YS#T zH8F%ubL9^V8hS4;1EFH{J=`2DLG7GQdrxl_RF~xGZDR7PYIk>6IGjb?frltWvba}oZDnQUA`qd@Q<`Dw#n&TaHj?>X|*HXK;XV8d>pbxxYw%3ThV(XA15+&Z-do z_-XFwe>4~GBxXKsh&La875_{w5KWJptHOy2QlWb;M3|@LxB;ipqvR?x(?9Zt0#Jup z(b+=yT(Gz~gSzozenG*1`%DiF4JY)=1P2L8B9=xHqYS5Ue5adJFfMVU=S@VJORgo| z$-rbk`W1|OX{JA6b}dOvxmIZTCUB%%IMoh9#>nzk!OfdDrMbt`ofI+dS2hk6aZzQ0 zv~fK1V%)Xo&)94I?~JKN)z35^JlHXn80o!HjZ2cHw%frhAF#cO=9%}L{HD%VZ#{m= zWX4kwC&YVW)?Zdco+ps$v;uFS$9IeJ@X&kSv8aIOpF&%%SRCo)vh<__2P&rwAmJY2 zn6Io5;e9oL5oK?doRd+ne*PTy72)Li%vZ59Gb=`o%m_` zY@M})p`js4#Ai|DS7__$ELR7Il>&s_(ZQiH9H&0?8jo=~C2~yM%*4%4wniM5z=L)hpj{>B00C;qkC#ZEC}7f)%t8N=lk+ih})d}?xLe2aHKb@^|^SZ zrKQ7h29}pYzLgy~&VC8a#w&H@{Q2|8#o0Ta?wfF{rUK@P4c_ZifcH#ins@iO1ufPc z3-W^s`PF#bt#IWj3X7G~oNCcLF?Hk1q5nJk=g*((`2sz}FsDyb|etpPpH?-@AE|$xVbKH$Oh4KaMwmAIXW4lP-Z>UE9%N1-_o~2fceuI)=F8}yqAT9c47()`uhZIrH zdBPJwl3$r#v9g5LVhtEflKlSb%eJ9f^g2R_xR(NxNHHV`r%qPd{Y2lfYSi%(Kfeu4 z_S*;CQc_OFGb%~Drid-u;Nk_fq5wY;Dgeissi5v;oj+Q5)PKeYMg1Mii3F6VgQU8MOYPn0!2!l zwxWLVW~VnGHC>CN&mjYB(PLv{6OZcL4k!A&XPh30Js`iTp40QEt?WR9vFQBslllJ| z-E)TPvl-XtNT6S|ryfR3rS4qaC*@Ha=^(UzCTCQ9Z!u&0q9{LyOHErQf&+>D{Pk=4 znb56@vue>_hwUnL2OC1)hM}|jT$!7-G&~;hsCj+$6c!dGUn{QuEJWzFdd%KQvgqe*OCLfR$*&SadP!HF5Jp zbVTP@9gFhaM3JwGxbZT_**RYDDk&{>q70Be z-%T3e^AyQCQ$fVk!#3voOaKdL@NfmBImI%)LOh?yJWF-f}sB6 zpcJ5C6wBmv%j-_7W2zN-MSrHJ(`GfKxV=7GiK^4Odyf!vFHGa2-L-#}46vQ%mXej1 z_xIM-)xDKFdWHtacL{2aJjNwv^bl@ZKzn(e%>1;%FSF^3+bkbHGvGueB_;FU-h1c2 z7gJeNvny0Leq>lZ`a_-RI&;TQRq<@u)0oAGPw(~1e<$rybA2`%75MbXyM+)Igbu^a zvCYbIf47*S0|F|1v&_Cx^JEGVwPJniZeWh>yY@Z>-O6JoZ5B=_1v)4zVcD5VY~r9@ z*Gyo<3dYBLKjp-Ubw^|D?3M%+ahABbMOE>O2COn3YYyB}UXP#QE+en0GcADu=yETx z*9_nzU@qY#KwrBAD`+$nr(T-lVWL9bGb|M(b^?1zGe6e!ESP1LTc^dv<;9rqs&He^ zz|x{`O>PtzCXAgz5hcN_wKnn&-`3T2+--xOm}+d#z}0%cbQnTa3?S7E zM-78~moFESYR-8@;);?| z^r_$P%R3b#*=3EdFljz|6yD&y9dR(9pTT}DrNi#S12-{I(O1N45Bc~3`?*~caRyT& zd|!l{SsjxRlFcqm(71ayZQ#d`T-oJ{zV14AN0-$JwrCy`(CHYLM(~UA%cE8D#XVMn zfIqv4JVd)G5_iq@(ec#c~k(d_Gy@>e*A@C626y>#i4BM{H? zJ!aQJ>CP*2UcC5KHXPwhPEIbh?t4=VB3#(*Ten_zSZquT4Lu;|dWX7W*B&LW0rtk} zGQkAmwb3LBx(?E{ip60wS}Txcn)+?@GjFdP zwX2+5SXc-~tcrXx0CP~8TSVFx5)Oz0j_fZ@Qf>qMoxOJL+K))NJ-%RSmf$(7u8#y5 zo4>36$I=!(**7DXCYz44KpC+{4x}dUVtf-N8%j&NbwaKXEXq5an=ZAl2f}c?K;lUs zzvlSgCH251-A$J{M}P6on#$r4O;Ocge}5V+V^Js{O33ze%lO8-d+*2)nJGV`oE|EA z#fmDUgF+B5CSdq16>r>lw$b1g*#^wu=wPEu1ZrLSWf(V*EHiNNrca7x2!sp<28N?0 zufC9hFF$k@>_yc!HZI{(J1BhA2xueT=%b8Hesx|a4q0yvfiA=d>~ z3qgR7Z|LX06~4ggdfD(bMswN#&;)Gol)Zg@gZ1m*1=Jo^+R>S|Mr{7r<+vav#ccZZ z)kpD3pY!oT4;hXJ9y(Hwd@yaLwMt@_b{Huyx>C*?B7tz?tYQ;nWDyUa8DmXopTC|= zeNC(J+^~?@o69M3BS*Ty^g5AIc7BHmJN4h!qrL-f4zW{Zlbc6&Ma4fIuFp?&K4Jb7 z2waocOixMi=BL}Fcq0ca+XVP;7$xK7dnNkir011it&Qvw2Po%!oK7%`pp`#BpZqE> zKVP1ap1!;@qc(BZk1J4I<&vKFdgjcRU9E>tY}Z(6=<5&Hf^b>?`oSMEKzAmC#gF7cf6)K!f4pzh zG_fd9Qh#RBZ@=gPyr!tE{8a@cze}^u+zXwAZK&hi+x2o44jSq`i<|x8V@@sCrQMcZ z!*i^6JyMw;uM=P2*!bYP?{?McXEPUgf0a-(bcvlvo%tWnSdQaY`1nK+iW{Ih4Vamk zy&5hxd7-MIK`U`Q*OT+Xby4@K1tGC~u*B$?FM!t9f`V1!@{?x_D(7$i{C#F9v_;^j zJtD)FR401rl69YHr0hk9y5(x1K0FsLm_Vy%lJO|L2lS-{NPY41^L$#F5@H;l$!E4K zM1I(8TIt8%M;K0NgOt`A0SlbQV=7$yb@Z8?Co3RIPyw_2vRpMOw+F6-w5_e}zSnJO z)2~!T=-;(aamr<6d9$wx>o<(B@g!WlaKS$Lx@~--sI_);QcO(D-$?%h;umDJ@j%o4 zWI%CEtgo*pMlK5o2(bK4my?p(D=8Bc-Vmjn>8_RH6ClFm_Z2M;6pg;6W)Z`I${w&0 zc}|2>{$T9|6EKwu-~FvLt^4;~B}L>v625{p$2OJvJz-$EE$Q30Zx3IFh4pVwc$cjH zZ~*hC{$RcRL9I){7Od(0et<2O=%};J7tGDgQNsRs#_v=CikeoU$-n>o`*(HH|JYYE zttkeaNuP}l@oez(7+b%55u!1nPvf~#UZtKDjEf#~1fAM}=*lbH7+Kq;(9qBnb`T;n zrTq0AYUeKsVk^kuA~KLRD;*PuA-l?f#=zTw=mw%o8aX}n;5178Y@wB>dbi>J_zF|0 z*QO0T<$v?NdF@Y(YSe#EO*x|0Owf%#l_U{WHSo0l?My|I_3zd_h0B=&Cl)Q0=J3eZ z_wXJ!GuH2G6`#8}yi{g5{O8Gl{tZ2P3*2s#b$T^dohv zuV20THyA2TdH*G2{~jw*4^Uy~7#ZEq)>qfW@mLEUj0ya_CD1O5%7HULt(7#xMlxTg z00A-KWXi7aWDAdFj4p3E2cjo$4y_)Or>ToOw**sj|A$pkQ85LN>3P!XWj;O+QueWZ z(n420wYzr@pMWaa10JQX>i4>tWZSj17Fv~ty@kRl9N*(Czr+8H1<2Xo>i{@Zw6&3s zhuGTK@EiL4y%`l9y{_9vVgJ$AvW-yJ;7i?JR*%iot|28$KEuJmvE6n)GO*%F-5M)z?>nuf^;u#mN1+>n78Mh7o{Ch77NJ+tcX)e3kDfh+dw3^zFUMT(YXn;uyQ~)v zk=3Y7DkTtYIfQ-iRZ5*E0{-~({WigBU;K4tf8=m`H+jWkuNAn`jQ8pq1B6k z5(0pdv3b!(+ME=do({=~+C@dfwdyBR-FVwU9>m?-gS9799;R`L%>Gh2H!D`yu>L{r zn>UT<-sehpR8?dtc;%oqN~inn&7;J}T~Y-OU$23%Zt^|$k~hdupV%woamA!pUgFsQ zMY*U}IgB@gC9vk1-T+NVOI!OIbF-I`b*L(lF%LJzo8p6mgJW{8VxH`G1HI>{f|V}D zTzWEA{p91lsTg?V|AGFh0vguu12sp`lgwuhBltXjaW7$M*`)sS-dE-SkhNxVXSbuCs$eHWjb%VT$F zJlW{$34LZZ`^#0`5G8Qb$jSBN_ruT8FPQHg&%P8WRsidqwxa8FTo=?3pQF-u{R_OG z`cF%pllPOUz}kP1w_bMJKZiW02{grHONJ}$9~NtI%b9d8wkca+I@bYHE0;G&AVWp1r;g zb%bVdvJaviF98J8u+WvZ;Ig_eF%2|$yYukuNWWl}z!otOlhK$}dn!_rVSdax>5cG{ zzW86WiEk^_ZFcF`8l6(C9U#wne?0|aD{;%a%Z}_=$=Wt;gi&HXu6<8s! z?Gh!8m(M$~Uk*q&`DncsQ%+k_5?V9iQs^@a9t9+|8qb_T??4hsqxFM+g){36BU+7`+pFHYP zn(Y&ni1Ui`j`*?^zqRung!|?BY!fc4Gb1ey{%v3w2n9;0Vi+8)adXcBdGc0$;Ey-2 z3BS3c9B*!g$A+W1gK+gL_4JBVF<_D-3hEXe$!AZ<#E;Pp1@fwa&h`8J{ltW&t4=gO zGX}U69cYV^&OzsUf@nYNtCh7DE|TUyA!2Ah;Y*iJ?;HICM1lN_tc*9U8r{FP@v1UD zr{6{ku-3q1Y~H(f6rfYc9Z$lvE?!&89*P@=pY2_HOMQ=zUWZsnL;&~r{X<7%nY(@c z3ChWUPSHt8sl|OFz4hzYt@{P{><6$pJ#D`RYRk&bFo#2QLU^>w(P&C24b80-KfT>D zlE`pmRkH21_VeR-AiBtA+|Xsd_X}2cU`8jWNZZhmCS1ACL>A>XRB$?o=G(E`%GkNB zTk!8UtI(?xx;|3DT-hju3iIdcJ9gylJ^uZp!~Oda^9!Y=j+1imbH?ImgqxRr;R}+u zTdvi35>W8UzL{ZZR%c6(@xaiM8b|tcx0Z%q^r=e=DMja=Ey{Bayk{T&S^{-OQFL{( zN&aFg7QS#WhbvpmX zVEs4Q4V7jUby&xNmy!MEjfE}l<%V??`gbEZPd{{{-vc;P^7VcDV)0O3C4%)Mu-PjB zSqE`%KZJh?GD9@)-`~7jjXzo{@5=0(Prjh$b>aQl-L9sST$&U3xDl*3)YL*%Z{PM7 zAi;(Ng2Yqb;I+9>I`9`tbk@6f-xmcna!;BNiYsvFgPXnP$HjxkV1ssBiF%^~A8Yky zsArML8B774zO(y>zT|_g;-`iF!k)3QRJNC8iIRS!mG+H|Qn!G^7pm(AqVXwW_7pc` zWXgba@bK^qp_z@=xXvMfz?woHE}k$2%XH6~SP+7 zprhN`Uwt|5kZ}w(I@opI^vlb$AmklHIt}zNoGc}Ud-w03yL(Y*NQ@Y4IA?wRB;M`P zkFPlc*M{jRxUjOT7Gfz)WSk+3?Q4Z4jf&uFviW%gZ;(NTWl++eE3hk50l=qoy3hKz zQaiK97AHUvD$sR0ExzYm7uw2LUlt4qfnUsgxk%h`f-3CGWA795iRSjH8`}5p#~EpA zqARzPaXa7%R?B0sAur_x8QQa)sCNcRj3U2&{n~=~oxXjF>x62Pe6PEI|NgXqZbhvb z%YUm)$8z7>+ij6RGn;$SJQ+Q|Sf$^a{xm%-2TM>GCftx+mTYh*0cyfcc$>N^<<{L$ z!S=?nGC8e>4@bc@=Lo7_zivB_37F+vfOyjm>X(EqTlD5jFx2)xW#I+e+aQYuZ?(#y z3JN|O7Z-O{K(Cm}^JAfIks_EX*8>I>4Xckme3}66^UCe~d|_8rwcFiuwXN(G*bUA% zZwAS$7jp-Lnnj)n$7Esmn&X;)<=gfhv@gy#>S^D>SQHO=uW4+pqZ1?FWMvM`c)sXD z_1Y&&jxq?bY|M7iYV~0sR6B72-H$*L8Q)#A7fb1ylPweU4iB8WaC*0e2 z?`p00{>`&~@8f_ZR-%|aGi2dHcs+0&&@S@ndh|d#UjOsja{O0Ih&woQ!4)9+wn3=0 z4&`%#R$iUlTW|@Wt#w!!-{A9a+6Wn>GILZSXKHI}Pa$HJ4W2@1t#J8bza-D9TX_rp z*yJx^jN&k?n?C!?Rnyy(v>o5x12X#EuV*y9uwavc(#G)(OqTb-5X(hselIiN4qW5C z((VoFqvM@a3A*rb`^h@<4-cG1?W?k~vVO@Ta!T^Ev$Kp$;mR3Y3kUrpM(+v>HS|9` zzS&lB^e0AR4GdA|6YbK-nz%>mvyZ-xjw!R`Q=Sk-+w$QhpORT(@=1$mUC!)W&^#i| z^$nMBfu5}Jyk`aV%RV1$jb=%vmfH05%N!qU+=Z8qYP}?z7$qj==F?PA?Ree1+q_C@!zBXPx>Qu5|O}7e^4J zN&VN!xh{i`H=8Lyot}e*)M&ds{~QeB7f@Uv8o2cox$b9nx?tcW0Qa`O{vZbqb8>0V zFSqU*Cd9`Vi==dvD-B_qxUxx*#l&5;m~THulFgOw-tDN-$ydh<8IDzcOPWphrU5_V z!+kwH+8em|+)pP?7kM&-4xPRMDzBafIcGLbK##Ouf9Y_0vbAP5z1<%M;W@}(Ye7u^ zP;}SHULVv!7;$rdR{q$!4rrW~7Tu8Y%DZ>`V7Ifulq_X~z!UmlY=^gf{R@HhR>m4D z&gc-_6cMPp+XMIY9tCO0?eZ8G0hA0oktqNxc^+qluruGlFdKQkxs!C}3qh8<`pMG& z&f~pMkZ-p=?rx-s)kqPe1|_8ePB8Z)H8u5&|9a33+a@O)Z5a4v5R+z8-6uRxLW-pC zH-Wi@ICse=fYTs({E>{Kp7)I3aVQ@{b4ZzB)8lJN6KherN*MnM_eoz{AV^<=Qyd$U zh+Wb53=Jb5I@APhtgkPC@$Z#I?0DdO^Q2&%qRSK6D1>&#D&x8SM?PO8!_f2VIm@+o z_Y1p6$`njZ&qLWDP6aUSGwHkC9~&1J{_019Kg-a49i2XNc-oVXo_smW$It%>s@;T5 zFvM7i!JB51^O1n^csvPXd>QfEs8ZzmT&n6qQT#wKJ``3~6+k-C6Y6L?@ZQ>0zu8Xg zgd8%-dWn{mmA!`<90MVVO~L_1K)G)}%mnaqK3s?uBl%c-a=;9Dd{rNlqPo341)k8D4?5!_o2M3&BXwJ^IfSeAyX1D5lrfr?_#pBsJm*MJu^J5)*I8!4LQGQX@g3A?u{ z{Hf?95K@VM@**!#cSx?#H_w208w;OmC-+=>a?hKKAt+)}RrOWR&h5SJNq-e^meWC( zB0@@tRPbUuIj&5Jw=mR2GK|VOecAJRsy-4R>C1JxnsteU?GA~@qDdLcwzKFC2hurf1~ zQ#eryzUz8ClYwi?cg}@1uEV4DQUH8jhC7c?SE}B4)15R=pgn!l;kwZv9M+3$X z22Vi%5pEHBOD`hN8R#*RL6PYB7MptK_G0=b7^5N!kIltS_l zH^hU!`KmVqEG2D(YNFA%uIs$XGb=WJ+#It7MB2(_-{=-*&?_1&#sAraaTr9Y0-M)> z+!>W0AfGg`6~(ZI#h)|v0_Y;8@RCk>FzzmKecnV?OlAfX^~t&5!5mh8`t*q(0UJU* zvBLtifvvlD?i>t4z1cOix3?$4HmAangx6VfqInS5OdSJ=46*?)ToT z;(+r#aX{12W{D#?*8sYwiXihWDTIi;r0G5q%_BtGEgWmk0QnODeMUDhYM4JO(wln7 zaC6VjCS@q!A}oW|P=@2#8`KE$gPiMN{UXRY*O?X01US(msY9sxKRdK1<2ec!TL2e( zT+Qq9zCD8YXF?Y-*XM@-V)uJ8Dt>j>UZ-J``qvb8xps~KVeNexj&p2mz9oX~!uwA< z|1>)mDcx{zaPYS{3K47Ayc%3D*?V;fkqoxh$u}ba?l`k?O(LGloXJLtJgdGg!W{0d7X2?YV?}=u#dPXtnr`n85oZ|$-DB7q!1WAA zG;!_@=E9o)aI<4VHLUG%p!nvEVrr*|L^#|&8%xmW$2$Uvl=Zjt$F;3G>o1?lAEEX? z+G5k$a|b7DyTr!PJf5@pLbh>|q_YKM+^x+B9<^o?N1k~*upC&v zA#X&kMfB4sny2HGlbW@40lutRYocEiBHAO`)L%YvQKxDcq}udaD2fAWL@b~IF(EC?;R z{fz_a(@B~cWA6D5c*r+G7-~!vbE1xX>N=N9Phn1~z-0_E22zr>Q^J7~f`K?PBt#@4 zhemSA%^L;{&(wUA%fTWQ&Hb9DibSaKZ_~f?%L#~~3oD0|SD}K+M5Or3?pqdUX;aPjk&6R-5%qbcc-1{z}7@n!hAS_b$*4gYrs@h{!8p z3Pb0n#Nyc)ipIZnb@>~R_nZU(<+hn20Q0-je$?h9-p!jWfmEH*I!(6;D;uGr_79V0 zI3cp$nzRWeCVDV;{YjkoAhcg{sTU#VlVTM~XjXAz<&EGVI3fnWb-xxshw@Z@MVGWK z@X?`a|LlJuI6HzM%r#mRH?uNEByEsCZb7t~)zXFJ&)>JM)tZIG=s`gY-!K9B z1hEq?Hdt{^77@JJv;pxkX9+&R$~ou60J?az2B=M~dU;sh$kP@gTEmr#fFk0KddrzD zz&%nz>)>7Nf<>2Br^ghCF=x5{Nu!s4{L)d|HdMEC64|4*KP zt!ak&b1?8tPY-^kj}FwP-qX`twS!=pc!1yq!cwH84+7%vFY$=^M~H&5va*rI#C-Bs z8@wU2!XY~VAShJ zh{V$MBq+3#-auM-)R-@|KP~)KHp-IIBf%!*@V*sv;_7dcJ|N#gyy>xp9Bp#~4NGLt zNK~h-JOb~J~!J~#j?Ous9_YC1tBlYjSc=4iPE5SA%3=r2E zS+G;t@zVbpeIdvww#yAn2QiT@q?0|?5FK;zw3Car#JHBn9=0%##t`$X@?^=3IvtZkNIfDMun+(gU_pkw)fbg z5gkAv2-t~@N;McBi-=?pSL`HQNxD;_8tuZ)%Fdq#Bh7+5IFSAIV_3@q`7fg7!`EF> z5ovMRj;D45l;`;4_?er{4*YkF#FFkfE9$FAm#@Lz7=EMBKy-_<(`p|kNN&jqtsWZlfFj$QKeHl3? zma=RyE2|dG04UhAKN%N%b;H!^N#GPCO-YDJkCeFh_B|vLwy8+Np={xg6Pq6f1qB_G zI=QU_3~rr^C|Ijm}j}=@6?te8_$dR{C?^wqHfGinvJJTl=fmWFf_J=-6P`#PefX znPOceI}`ml2V2Dcj6pBEk%`n;D}|YXJ5fL0+%tLq5X{zo&-SSYx5GF7ob6@-f1FQ5 zWnuAHg0)pIp_YB>pVDH1B6)`2@%TawlS%i;hba3X!FJjcUL@4M{-QA=mxAkeAX+eR zZPYnWY4Jf7>T%ugk=^z(p9D1b-RRsdbNzJAz_(AVJPWIuhG7S;0peIW6*Z2_5k&E^ zDnW?TC{dCU5{G2SSU7sG*S*Z+@9&Ei6KRkcz`kvF&?qY}?;{$nx2hTyzqUbcG>_xc zC67|Y?2it7>ehrNtPe87eNIn+D56|}Ms#ZiIFBDndS?3Rk@3_feo;XBJ`pUlzG&1N zNr>fK2)tp7GA;lVM!|LQTUmXt*)`t8@dD$Bn*+aF2 zj0|~Ng%Sv&yK)EgLH@E>yMWztMy9Y|s@I}C4Mt%3$1P)SuFw3{tcNn^G*6}=6zxNm z_-Q+}XbRLAU0bArExJeO&&){ww5`OSs4mug#x0%1M;G&7AFV=boiE0ECeA1;xSE9VQkQmePSE1Sg7+=>JcR%Es6?^Wv)VehPv|q%4EeRd5S!!T#gUP zsG0x#9b%&EaI~`GvwC5gMq)wJCP_v2Lit~2rLAW{nsznk+Ln}-tRqT8q`7K+=lLTa*c7Y+}yQe5ADPKrAsA1}U z&J;ewy~&zhm5JpLOJfFCs{8Vla^DkKLN6gL!hdq*!fj_rwKX`MX8n&7MT;P!M2RGv znJ6ScNf8(7#DYN0WKwwP{g@leZoKP9w*)S*hJHMr+<0XBLo563A2xXKs4r|=MyN)K z!&V-=-ktr-CAU;NkJ5qyYh05jkXCA7Jx$It1j)-ZGOotU$76#3mj!4#cKDNR&cM&} z-+%wzA-}JG(ySpEbr!h@=_XS8UMy5@&AxLz$qTn~uH}O0mHG$WvyqidVMlEtw?sbjn=!)r$EMXTH*Ihr z2*?4_rz|F75)=J5qMWl&St#=YOn$)u|+R@_Xq6XX+=zFH3dB$%Gab@1Xe89MHbeFks20A&o zES(AwFj9G)Qw|U43;sRO%2`q74mH{Hz$ex3P+1Mf`N;;{m^gDT{OdQufw+ZV5RQ*v z|1J{to4?g5#TFeSSNeWsj59JLEhqwslQV=2KLL1Qeqm)93Sp{Ih%2YMnnD)XXuM0| zcC?Eq)l;T<)K7Ipq|#yBD;>@K^SVpjxFL6-L??hKM+U|B|IS$3XY!~`s5^RuA2D%9 z^o%_Iz=PJ}#8M&}-^&hgi)vJW4rv0u_UONV+Vw}Gcu*BZl5zTK@#?0+AQ^yr%PSi) z5N7PN67@=rcK4Wgbs?KJZ5yZhc;*WtXF3xnr~U>*bRA1NKz~s^wR+4>jFw+WsG(z6 z-NH{fe%d3aM>Qhv1rx;U4mv(0-2-+50fwTIQ=B?1E$r@Yv9bs+=@aA?Y{7H~t2XcJ zmoF#VfX85WFRO$T0#YP5KmWUVfEpQ)e@{jZTL0#iCMIzON<1zf#>#T{=?0=>8hq5e z%sW#h_kn*jwG#;S4%6S`(#QHI(q6xQ4GYkf0?F!|f1RBCa&ON|(5R7BO-=17h+9!0 zf89q`PW|lDrxo!|quExpbuc-${P19fHWSt(oe)p9O1;bg>H!2?CEnE3NP?BhdG#ut z4W1dqRyMig183NP$|x!>ehj%)QOags!|#&cAr0RS7ZRC50ouA7qSIi;Lf$-T7_9aT zVA~+XfoehR=rD}-=-&ga{ie3|nf*f8sLk3*ATu~*hOLZB0)dHLgpDBd`Ovx7-VpVZ zew`%S=|vLCnazvskwPgLdU@?F7c~rm{uFj1i-WXNuK^4v-h7uPGVXMgZPjR`q&_r> zhG?Ec0-+@k?N6O$Z*OuBCb2r)caS1E{-g0v*aIF4(j?xc8=#?G$=7^|yRn^7H98nNrpQ?AmV0b{IxLfUKB0V6~we{Knk{Wn90EWGw zL2`?T(1YFjoQF+5RPWIvq2-|urrjWR9$yt1>>nJAB<&uNbS7O3Do{U3;rC2M(jMhC5ed+Ds-3>>d8O}vVXjBH#iuDb#`QZZY5*g|!t=c?Z} zJv}{#>5My%TCG9+^q|Z%y`skt0J2pj^2KT6T-ir7`8QVH!gkwq*z3?>3xS%)y}4?? zVe{qYo?!_VZ$p4Bgs|7v#{**8U7oN}v&zHzI1W&6G0T(-;eb2<=!C|Zs7dLSG%VSf z@GjcRx75`1;~-okWQ+dsY4_YUV_Tc(-ySEVdQF2fJw1q(@m>SDp zFSK=$=iW=jMf?>^f&j}Y_Wjtimq!5Qy7LQWIf#o1#Nz#nx zx*rwQ>(I9zr~)vdu$f0AU4NC2^8}}5@JjxGODM>$gKB=G&Yjy-+vreMelxo}Ir{G> z@k^b)pwMf4xR{X#>cQc%3W*AJI>LGUV9%S9D;G?krpd8$T=K}j+4Ue>`0#6n-lKHR zbYbW3mg1{#onaMZ6bh35_k2{qOGN){vBbHB;EY^@bR~!Cno6$@mFbZBr860sB*HaB zdHk(d^}Q=Sfvq7h3~7NF=_+Q5G3;2l_@pjq0MK9__crhITxsEK?di4PpU^r-I(t!8 zc263dj>Yx!ej0eUGW)6SBwRUC@zFS4J>^SA%?%cMs3VCTigWJ>z=d{O$MSK!e*~x7 z2CCpD;N@3Yl$X_0o5xc`qW(O_`Lge=lyQa+;s5B9dZIDEx_kHGu1U0Wa5y*_-r1rl zY2Wdjm;|QY2s{KZ&_FF_vAc7}toqKEV^u&3(hMrf%AQCzyT>SA`Rka=Xq|aAsLH*{ zU59RlbzR})GsNn>dG~Jq9`CP!Q6Pc$kgEu5anEF|bR1p7i!T&TLt@yom2dFZ7gfI< ziWkYVTTjj!3Y~X{!Za^rARJ_ll}@z5Dcb;dtV4UMtf+{geI=mz<{;We`Ga@;N!n1m zl!_qDA*P0}Nur)meFy#%H{ZVO>bl^F?3blo{xt3(7FSY0`0Fb4@g$;*PJDD)*r4U( zTd*1bmky?Wd2nwx-?e18Z@D|c`3Gbr8U7P-&O<{(26r7D8P2KyGAhr>&u^bDdR(dd z&93OCiHTwg9#^v`sL@DPt{htBRTC9;{`W+SpLhVWky9cf%B^b*F0Mk^qaf)eX``kU zc$qUDcFDo9iEVP{NQ?hGRnBSPyI&D9Uc8)!!m+ytGQRHxHPXtX#&3T-09F709>8Md zwD_C+d=+qlPxalO)kcjD0)g`Yd}KU(1B0CKG$WI6Ixu>%>Fv+sn9W2G=)7>1iytiWLQ+xl1RThrFd=oS-UjT+I68`=zRGE3~Ml=rqinc_j?Vq#MX6E59-2&3t=*987Zl$RW1`B z;}-M3;XikDXnJ}|@rSH+*&c1aHTv_X^4VK__WQc>A&#lOG~xKO8hYJTcT~vmkIlpL z?X)a&8Mstbn(RoHwzS*r5k(}gGpv}Lp1g)l|2{Z4Tecn!5|nz#__@iWaPQ9Pb}EFz z*yWp+f6vR!Py~OH!kE{Bhde)h_>H$WhuQT7Qgen`FD1|;1pp7tkqC3V%&n2&50ap$ zPDI|BmM4%;CE!z3f-WW~&Ym06lN&Da0p;P=GW!V|{vS~xW~-xE;lpF!nrzC44t!eq z{4lax)j9?St-vK~z|SccjPD_>sAIRPSetUi-UFKRcGyi|_uFNbE3!frC(-syKrw3o z-kFx7Tk@wWG{0c3TLaZb-XY-b@ZYzBw{{EDbLY+Y0C-SFR3J6rW$Ny5zsp6qQ5oTu z*Fc0GNnB4+NXK{3kF^=0&t*6z0xH<761c_%su7m`dDo*^x3F7=r!!XVcLQEJIX@hB zJNN@f?!n!^e$Spfxo>P4A}ikMBU5H?Z+i1)?|Gz9kvHKC$3r_!h?Cg@s5B0~5bZgE zp|Ghs(Dv=`-aO|21dfdcNaTn8fOCGOPn14m@5*ufxD`l%dWs!7lNxokn9%}X$ftHg zB%=BmMw_HjP(1o1Ov{*@oQk^tBdUfd0#?8-@2JAn}vRv-n z&AF2ZhztIb2nN*QKkkP7e*H4x*yY%m5?g^|@RPWde8s?qB7DPmtu+bB@XRcgUNr)$ zS0vVih&Mr8e2+@)4cfK+Cj>m9edNQ~d_6V1Xf$i$6`W;v2{ozbFak!z&@r$jVJm0P zhh?XXcLS^X?p9F*{8pK9w_pD0*;^{{N%_e#7Ghs_RQ(=2nq457u8Czj$2MPr>Z8D0 zp#7NklC~Ja%=aBFEnQ$<<6jiEl)`WlxNt}rA_zyN@XeK}aJ?e@-8teAV_phGfw$)h zB_yg9@;o9TC#l6-5)(ytghNn7WSRqc@rNmj79DmttKqVdE7)MIZ-#q%F9u7lwlc>~ z>LZl^ZW%jdoZL~?p}e2K%0-o*!^)&ErvF!^ri-F?PMx}@)5)2$sp|^<4>gI3G3vDi zo)1iywLdoZ##r+f5&|zY;pwm6yt&_2;u8p8(=+5=uL7Sv_^6)QY?-llom_tJBVSTp zo?Nl63D%b6L_VdPOk9$J+WE_Z!au_f_CWmkPgts+?#v2{_aDQ1jdYy&TQ2lFHsejv zl#ji_?kSq-)a&yZ)?9KBY$dK^1bH6@HS4{mlhQfB`Mi@;C2m-DbbW_$1l& z;t<_b82#}UCl{CCZb_!4FPr0(R!p>QsY>X4hw|#xSGl=l@t_xr9 zTQ}{GT|3W~e?r5Iy5jWXqs_}fqYpVH+~7L=IT3I{RCF!^N;&J2U@)9FAyUuSnFC!+ zGvMW3p;=XAv)6Nhw;ziOf4T2*8ku9Y6*-M6+Rx&EMC*s?-1}Y zum5IWeC5~s&3bhkDi8d(k&%ppHp_i!w*_`K%H@k}nkx_X$y}H(*8n7LXX4?cXs^%4 zfJ3uQk@szD2BEqeSi0fZv)OHkx9(&Wbk*flyAi}^Z1=_7z%YQzR1JyXjAs>Y0x8^4 z#H+UMDG0`>1#T!SXfm)Fp8GQ69pmZ@7|yiSKq{U?A-#i$0Mh7k1G@(=?2qK1MIygwbse=*=3kxa+YAT_t?{_Le%()zisKQ6E%ZfmaxP$ubHjt~L2;(;tDDKFh+9SaNo zDAthx;XrNF!HL%ygnN>^x&kza7>91Z0xOXC%sKg%DN25e(+DIW_zQ*0MYKeVlKw*G zQN8G=%U=x)479|Q$7rNn`X#@1bf^~B*4BOu(PLQQX_jm{cECt)pK(V#yc$4ra~c2T zF@K+<$RBV+5pXw=PV_3L=fXVe*&;+?dzyFIIK{g;+f`QvH_`!0&}8|J)C7#SzEm^s%M~T%Kr6plBM0edqi>B1{k?~y zfBm`>2qu)K@A8|Lrzn5WXRHq6W;HK6+<93}CT4#tB+RQyUXn;>etnZf46#mMzNlIX z+dLT1VkvBUbiX6|asd0G@a^qwEYf-C{53d77tWvG{pK!a{f>U}-_>pzD1h!~J}y!}rkup!Du6L6GKf?S9qCG4{rz0!X44kTp`q4OqQu+U zDASF_NA-r5moL*G!LtE+sP*TNZMAlu|J)HP5fIHd9I1Xvy>$kJ9ki(5VE|KTQf=1L z&^KXS1=#4BdDUTZkR8KfF&Nu){b^gwb-q`#Y{>pgLZBGbrzKCLb7eQNk0OY2>Zl*v z?ETyK5YcgL%r8#8?n9y^RhZ9qNG&#TSlz7m@0a~a1f`YUTsXh+IhBw5E4@Uxxw-48 z%(m&UdAh83jAnHtO{=?nLf)|22#4z~)vR`Kg#CU+@TvCO8CHIH5)#1>);Zg>gY(DU zzPub+I6J$G{nZ-3RJX$n!u(NMiIbKD+$4!G1i<;fg^^k%Gxxvmfx`;N4Tl|wo7>+|D#rVLUv4WtVfLc^47HR0I|4h;>PHfT}%Tf@;>I@O>eReZF;R6o}% ztHq{B^9`MQ*%<;Z(n|jm{8KxS!pWCBEFw1ofBU)=)8x3-`YQq-GQz3xQ;<|6kt(H) z(i+zqnCt|F-9+8{f58Rm`VN*4TmJH*{k$yJqluG3uk(ppSVRsgMn(u|L$_S2D=PY{ zKyR4_{YW!0vh$l(dH2!nHye2^vL8dJd~K2Yy03ftVk#L>y_Y21m2=g zW`PW7<$7WLexTV-;B>klv^h=sPO~2J`=7|}A8nX0GB}16rf?wuur(N7!0%+!Rbokj zln{Sj52taomthf|y_>_-+Y20Rk8ocdFTagxN{YBetq$^jUHYM35GkN9>oCs251jH= zR6CPx+rE30?K0+65^j+$9Db|4Hi^l!q~6ua4ESu5$;zjCs;mdMdBeWcq}-MO6+Klr zh@(rVQYJn@Vw_c}N#uh4UMHoB3d>x)=oSd0$wcoyh}+*gbn??keSXY&A;!AK?M+*I zFeoFty4bK0g`aPgyYYc~fAwC?V4qKj7@8jEE-cJ_XpBa9Ff}vt0D}DzBql5SLEa0x z?^B2}x0|`WKD|cr^`kKCXA@Z0fWkuPJ(!eg8U}k9j7e6$aF%)T`e^4tA&2Cb!KB%_?!A zG}SuYy<3m@-<=1MO#ugc|K9rVsZ%7@UnS!&H0plJgqO-7?)7MiQ}?SMcU=R)AU5&c z0M496!0!_XK5>^95&DRrNTVh1$jXMOby>6$iBRaA>TB=pJU0&lPEH(ngf^$avq&4R zt9FEJeV7`#{-x67_r@?b z%2?ez1zt<{{f+YamYQ+EK*pih*DyC9{+J@SNQKV)oxi?B4|*hUEU-~LSoKzo)FtKg zYcC(-DW1j{>)=NM*BU?ZHcMK7&TMXJXJcbS5k+FI_)e3iB+!XP@u+V9ITiLp7*NlX z@bO#%HK_vI#T8NEK*?J|=6#*^_VqY-+}GBPrP0xrQ7gEU>N7x{-`UZdvv?r-WOl!L zrKFVp0E7`ED`4}(be9;|EStsNaSoGQWg_)B3UklZ;$IgO@GF7+*e>Ho>+#s;`*2$N zSew7KAKaW+41X$^!`lri@I*Drh&uniIUNLko+2LAHFG zsiTcwrC0Bu>;UuFbcWVvB#vEV3a~KRw;a-$q1!0HrtvT^b0YYm+tvX8y2E=|sv*xC$&hhMay>6Dt|{h2b+gdo5lH2xEMb^!ZFy%TAi3I%+>DwNd6Jf9>IFFD zbVmkXbR0L~fIQ|)(dZt@$x&r1a+D&8=MJ-3uCTGI6^08`lQH&F$x z&z6S#{q-dh%*SOZj}~4gsy4y>>eSQQJ4MwmP#klht22-An(S5=6zHpg2=@B5YcAJy z;6e{C9|?S0R#dd|H${dk-0+GgFek}Myb1Nx>gML=2jJK+`Sg`OyP$v>)SNA#Toq-t z(g0zQrQN3oTJdnc1+z7g#?!u3AfQo1D^b-93=UT9f^8N*aC-(!;48y^qds6oeD1j6 zLm>9{79TtT4Z;bjKa1f+Q(-Ys#U%y;_V;VB)Y(=tY7qdbJN5~~vkHeKS0S$;eslb} zSH~qUFZD}JkBMqwp~=&!#KgbHEgl@VR|S*46BhQ?poXbLtW)>Eq?oLiK z4Xo8JwBM{hS;R(Lb6qnrHLVBbu0r68xkF4`k2zo6eP6_X)QUv-i?wII@~){cH>}X2b`h*c z2hSy~HQLu^x_@6YxI(~xcn0nutB-g#cq$uiDP0#BBPazr0^G2cMuvvViz}@Hg(ILk ze?JFV3f4ej-i18Y9e6y_LrC?jt_2G!%hhQ$d;S-M?OvtiOW=xO-mGvC`Y45H>}!c+9}>d6;$}YhSs!+Q z|Nb2};~{Tz*O}CF1NZfD`c_ksPeqE!*4v}a9;|GckjdK&jmL=mV#Q?7&Qh#|l##J< z?8;>8+cUcV!LtL~s{W~L36<^@P08MUq?e{boO_QR`R22CSeW}AVcQ2(h5tbBZu-kZ ze$WkGT|7q>Bs(6{SKYc(3YiVJ;Z5#-d2;B08_K7UHq3^XMV@;!eSyU1QB~jh{tYSH zPp@IXq02Y6v`mD+DeJL@`?HZOs{Ye}tC`UV{;BkS$EtxrqmTxQk)#s3+7X|xsN69? zoDR>>Pr^m;5iGhM;78{HC_C+YSC^;WH>|j?Hmdp#9j{twO%4IexN`J0yM4xS{Qv_v zePK5&Eei{86=|q|a-HFdRAGMpQ7E>JmivD>!45uI3>WlufB*fR?gq;e$0zW)MdJUg zO2+WD+pr+}?l8})fOCsDocsLVVF1TZmgW;HAL9dK74KiUJ7;J;RR#q$4dg%soE!w2 zcS8+4_x8=3oD66%T>%;|+6IkoWLa_8L8zEn1uGzkHzB+)*b|ER*0O(rtX?%1dve9p z6M(*PY+fnyfVh=;NtE^yYTX@W2Py$;E;QIEAO zZJ@>n)yVZHKn6s3k&Q}hcPvl6p!LT$lKVtSp+^x=aJEw-RD0PCl#RAP@IQK|)Z`f$ zu60}agT%lS7Y%nexXZ>NmZlYgTng*9XGO1I1fW!y`NAj>$}(ne&tdfGVr(-N>3aRS zq1U5edld>V<`6fl2!vRN+m~aQ8c#YrzaJ4nz4oVz2Gn~LF~2I<=715QLgK+ZsY*Nc z&w8WuGDBC3X&n%@g}A#~DGMd&;&#(xDMSgYsruM{O*^>%c0u0$cL3%cDa`2@rjrph zHOdv}ud*^SSub8tf#pE~Ub`%(LAUOq1NP3Clz|+AVqsm~Nakjzs(pu-(ggs9)~F2c zaDB=#biaiiP{$14odg1qVA4S{>o9n=k!=SHd4KwZC~#05a$ zgLg?;*$Bw<(zXBb2vJ^C+UgJf!`7k7R$QNcLl}*tXt^A!4k}Y^Dx#)dBeU6_U=WK%lP@#o7xW(caCsrBXl^n1d=V%m1Gga&fcU`JeoD zKRp8Ah!p91BD|GZl`KE!;bQYKF)@*g=F#hZkc1Nuq)khCW<-a!tcAE}F=P;MJM%h_ zm5GqTpg4MV1J9E zaQACq45U}rz*;i1xl*Zm7SJe$e_rOMraLFXe;^s_(=4Y+H5h=^!#^sUQ~01pQquDM z*3Ci|4|iCYa7H7(5)zqeaj4QNpd2pQhkmRb!eH9;)QEY|QmSx=Qz9h_V6VXB7698} zkkk_jn9w8udv#8(u6qm(>7eCPYsDvAen3In?h~IS;S8v?sSr}nQAqjP8+_ZJjO>4d z>EG_iLQb07_J#0>usu<$H~%VZ4`)UF{@y{BYgpHuHIV&?WQmfzmjoICtou6$333aR z+>*`*jld`GUQ|&THpSRICP+We_t+fN_z#z%iCNk_Z%F|N#KeN*h@FSO%?BYJkjxV4 zASR3Er1|3{zPu|HgWo-rp^E~eMM>(yQ6sDq@)SBP)(?G7h-sn>)2Ua-^8p`MMLNr| z^<~V5&;oQ>iap0Guz5Ujf1Y``F2r7oJD0`9g06nH&P45TF`US6xf5J)`9A&=SImm~ zIlJL9@Z)R>`pvCUc34Q?JB*T=#bVyK_ojRA`D0w@Q94AAG z*?ni{`?!a43;E!p+Q@0rZW`|VhZ_WX$Z9m8dd&0nG@0B=CI5hE91zBN_pV9dMjZqv z3`M^nq@x}5C6LQ-0G*58m*Qq+c2kgZTn}Fn(Cvob^o1)O5W(y`;HzGory6-hs8SO?rS~{+xg|a8d5(*d@<%B-wOv_vj$X&1L2}43Ig0! zg|hpA6>(gegHAp~L4AT>uUnOhRnq6}%qpAA$+q~DXldj*TzC7qK>svZ{f-1tqmOjB z-(}QWLRC5*YnAYf=m0|luLZ#7eQxFM@vjbmKZ<@;4$0PqBH8p1W?rqxZCWjqZKR*O znh)SScGa;l7vVu?77)IA$n#22nY&U1mx%>)*0E1xW=AK>e4s)9Cev6|U~pXH`6Je| z2Vfp*CI$p}dKUfY`$s{Gg|pLCTo=xAn~E?zqP!^)L}TOY*PoX-c4fy%&Xww-M4ETU zt*7h}(N~0PwO`Y}S~N+j$&!D*BMja!G2#AibqrGX?h$aK+%YR}c1)lUMj{1L&4r=I z2smeAz~ik?t4a0uaM*G&4-klP>Z0}zS4ny)vFXLN+=2)q%H(=@eOI1K^%$~+=>zl5 z>o~m=m%4cl%Au5*beFW?UoK(c*G<9~IJ&w%(h;Nl?l(|A6)iR>;p{GK-U|G28%6|# zoQ(4oUj%2=8H5%spoI}}8?94OjXQ>bv_#(soBy@F-CPkaf_Lh6&{$fiGdw$h@mm@I zj>D+mX`pOy-#I4yx2#lTrOYP+o`m7)Y?;)li&hTi!d1!mf`8AKlPFM9QTNazHq2U8 zi_Of%lZTohB-%Ok<{-q<=P}rSP2T5I|9OLD?-FK?fUCcTrDM9nu2FN;ineBiBbt>H zMWWWHCD$lyKcU8WE3&B^e^^G|&_8TPrH%=^rD${AG4imel>@C$i-aH3X7+(qpWD zPK-2KO_AY{a1s^%s~@cgMA8@=Qsyzj)OIU-mzf z%@bB@To*L^*1J?)Lf#h4**4b{(oz8jwXbD8rGi}4MJWlq2I}>;23|KM08_L5!)LF2 zymv*Lh4mycmU&0_4LGkmX$=UGc^P-|kR|Mc*4TLjj)hfN|LLz=6zujq?#A``4=4B;-Cxl1C*~x#by-} z^Co>!b}w+V5F8AX!wfd9eS^#FNLL4)Lbb-cvg{G*BwQ^O?`2F7Ae2hoTjxpOh+8)- z{}*Y!_?}Ax9|n{qU86H?4u}mfNFi%iGBz(*IM4)3q{;dSgoWpuwX)J6Wl$H!SbIN! zI0tKN-YBDxMWSyoW9aE3WRqx<@ulSi>Ng*zr}DR>+qwnK7@O~J>O=)dc`2>|BS*b1 zMuJXM3nRxM6iVN)@W(F^H|v*Sx=*>TI2w$}!M+uf_~XLdLL}a!$W&Qa!LVB=^GyS6 zB`g1I5bmp260Xqyzao=-8Ul_z31>`u_aX6$Sjkv(<4|vot?4&Dv5oJ#h{t{CIp~*} z(P1tY)l>zNwL8?cMcYb2si$oUZiPgCD(kfe%BY0nM(*XN8O;Z zirKLNzL|~fQNf!xe?{AP6Y`0-kDoZ9awzLTWK=>_|A@9;cQ4|2Hrof0hCrN*Q`uSs zTqU&MN2-4%4*#wug+gwohg7(q@}2|%r;C3bKY9A=T0Pc=Y8ib8pga}e^2))(Kg!oB z@E$NSS8QHV2K#Ar*lAKQIo>pZUiv54g1(dZ$h(g3?_mg3f+xgJC`x+eZ=LG-P5vPn zPY1)DFM`$8-2pnU5Iyv;N3F^9gnJ0|2Zo8>Q0}WLt*FL=b}X?(A(D4$23k`D!IXjLFGSV;u%h8&gx$ z%2uupTEhmiL9BEF?F*R0cXzX(^=l&>I?ol&QOeX;)Q(yR=l3?A~%@0TD z-5KvROZHMT=sfm_r%+*u9A4+b1&M7oBIO9FiPVOGFb%2620~H56 zxR<{~tHZlRT@g+cc!H}tGzJNuWxVPV#pFfkfKiPJ;wf8IzZ>F$z;<0z>M|2O5~U4jM^i930HCFTclXg+il{ez%g{ zz;rZlF5d~!1ORF0MpOqg%Fa@lo3_EdM1z$X_+~A;IXK>7o_=hvEp>oc>YY3Qpz2{CmIZbY92bvwt?v-oEV{G1+@w2C;6FV+KzY=<^#3SPU*6rxv zy~1X4y&<+89>g0eNmNh&Z^Lgg3wIC|D)LclvFgaAI6w|**zBnLPbO}}y>5e?KV5s( zYMAD7w1;GxSre~geP{;)*ITJNX_cmUz9ne4PR0?WBk@QfA0iC71_8(v$chqZmNm}V zN`T4?1em@$sQNS6>{NHKD76Q7T&A*5vlk50)=PSYHB0`5q6?88(yNE;3$BdG0e_}< zI@{<4QxcJ0detFZ_x-uUraMu@>I-!#0UCh04;nU$L1mBN=YfC4;?UTZq3_9`Wg8<@ zJw73dZ03Xg{r;Em&*}}JzmI9UE`BC^2)^1v6n+s9*#1@csC@!z0eARg4m4wvND<94 zx^ZngY*5#gp6eBAuTF{ z-~M8a{&W4@AYlx6_#^Swv=IR%f`AHI^eO!ih-NjWVnERq;Bk|kRpwu|5 zKp)OY4{r;gN5bZP5{C`l*w~`qeRJGCqrLgQREyY+1W&16WcWVfNa|7kHw{X(`%eZ3 zpQ)Eo0tpUT#SFV84hYjAct`1`lG15e^FH^}*+-Z`u$*yHhh2)i`^K89IqpvpU7R%~xpyIh$a1*3iC-CZm*>G`%5Q-0yyV zA{(bA)L0KGUJBL`Lqg9=dO1TNi9iz0c8qOGXJ%Ov#A%Z zJZyP-RM1fPHqaH1#^=$>!KtxiKzENO>_vl4KRW7_PeDCIP6x^!Fp_t zQ+?;xuZr!X|6mGo-B6Xds3uodUd{uz;nj0{3_^;fV*@1qtt=eYHu>J2e*gaM9$1K$ z8JCENU1VxbW+gw$`B$zMJUB?hp;5!-5>GbM#?Yh;T)TI1o=zR$Wc3Q~U5PF@Lweo% zBEp$~imwuIu26<_ukKKW4G0$!IFf5=0IS0u4#U8JQwxC=7bJ)Q&_SST$yin$KxZ+` zPaYvFbE@&5+NUeH(u!pkz6z7maAyAGFOTPf41j`kGQq2o{f}rSCX}6z=r6DOoJBIJ zWy!(Mfrp-uEig<07dMC`c4Cdkw7uyzqCOD_7NSXolJ7uYDk9zQmZ!?I|b98AQ` z1})uzf#Vv3CxGE?3EDe$Q|FhiJb?zHp8oxD^U)qTAtqC_7j)zSCfEQuHuLjQo2(52 zB*L(ZEB}of$BfG3BxPkwY1JcBRI@m|c< zc86rV5&;($wIq<$Nl8*rMb({RipR}fK-ry3Fi)5CIuZU8@MLFlaAd&#;1(ZSEp)iY z|HN~XYvNuSw$LaRH~A>4NfiTa@=x@S&3`(;;VL2yQ9}Z3t|v4$OG@RyJZ4ODYevCI z+6#>?WG=TffLTs+%VaHOo8v0RPW4TDGA@*|pXHc`-83LDi6$>PI=RjQuj0+<#njzP zJI2;5nIV*|#@2NM`R}mMVI|nWrBJ1V%4O|}-L);d;+LsKRdF5VBSdb&7tEn4%!AfF zcQE@gaZ1@!aZseS2cVm5m8Pt}O4QUcL5?vDwn=Q5f1hKrvJ zYu6m~!lN+&6F<0_Z(^s7s_&C&NB1c*HCOPlMg5MZslF3@Vg9L=ujMl&CUvNFU)}(< zF3d*ypJ?~FDtsT%+YdERx|mbrf$RyWecU+MmhK{Mc7;*eaL>2W$S2^L{S?zBXu{j= ztIbg-u4~AffnCBtFq<>dX_Q_AL{)kxhgXwu#faGj($5!!H~&uj6^ZI+4iAy>fw~>V zDgg$17NP7fAUznxNR@d-v!1|skAr;p?$5p?9E46?CM%yk{zA&jZ=Ma&ufUYTTwy@% zk3so-XtAl(WmtI+5d}~hIj>qq=~II;DPa`A4e7+ThagjUJeCFeja>|gG*w$K)vItd zYNX*E<5(v+EJvkQ>9KhZ1e{TB%%g~-*gQ9NYb=fNQf|}oQ|cay z=_>fwX*o0$Wf<)-I&RxHC*836`uleBAu;Tq>}U5|WoBtTqKlyz`6(T7NY?IX8|jN? z_0vId9y8k8-CBK140wfmlh{0tm&q8FfPw3vmCPow3q<{Yus4M{d46F|gMnI7gTXUV z!W14yz3rlQfQ8a!RMHE=*JNA)4S;O57;jw}B3Cpk4dAjJ4uy|LfPRZZKA}iCoZuug zM__C?O0!IfgIXfq#-b#IvhAR$WAC~F^^q=|8QrsPoSI`k<`bssn(vhA_w?lxY+f@T zbL#``C521=l)H>7M{e^T>h~zD+?=K>^jx+w4tC3#zE}yyEIN$07}|1dZpR9;#Wr9- z{dw-w^v%e&^{P;aK5HScCY&SS?iRsjI*VWMA*U`DYcjEFJcqWS|3Yy__l%iy;1|DU zWeI)=GFm-rb|lm72m->QD^IOvtgPIe>(#>ccMS=@8p!p++2$H}3*1-E_S3Qubk9kG zsKXBwZGG;3Ppi??FXcFV8I3=`cxy#l$`;zbPBcDeinYrdIR%{I{)@S7jPRQkS*I8p z^no3yOorDkdYd1l<7WFX-a3-8YQ^a+DV05Y1E4QQGfk=pS8=GL!f%oYL7a290soeX zJdHlUqHZkc-}^}BAoUD0w$w-J+EB5ogvjdcID@=X&%(k&OJ6^sWN1NJNy!w_QpzC^ zew7C)rmASRht+(ynFSNgKAv81jNf{O`R5440Ey1pEWTj4=i^ta8urLasI_0Eot zf<;LDF))Q65=Jdhc9Ch)BkD;Yktp}0r{^k_q$WcVz@m=aY_;tcLh-3NNBd-4dCg{? zDxqNJzZg?T4bLs8q1DUPU%3xGaN{}mY>pCr5^_a+0TgQPEeEsrez{Jq-8-&(7_b>Po)6zuY`-*|8KMGiV zCk>ai{?E+D-}1`G5d0sC{9(fIQzJPI_!Si|@7??Ok-t|Fg5dsX0&;4alF40~nzNoR zX-)k|K#iZmPJJjg*BK$;K*CVwHt>P81Ut(V+<|{w1+1kF1VU*bdOeA#V+ti#pJuL! z2RBentU>Qp47&k%f*?B37Bt`TK>GoWi#%*u&+Qo;eBfTccXQ~y_2n*z2=9g9sL|JX zc|=AlMxYzI1fxE$^@ZXm=Qz%c_YQJu(5iHr!$m3uioqT5cQqvnC4U|Fc=z|l{-2kL z8JnOyzW|l{qTScyX8z;RTr!TV($Z#uFeF2uR3b1gsgx9bgW;Nh)$6(4TLB;{%JT^D ziNtg7G76$dy=+}{9vAqPmu8gx{t7T>&D)(PQm$f*(gg(ketJ3>-?*W2E=vCUYGudQdng@I((9@!6PJ;i zO3JgYw1U{^Bk-(8p&nf_A4B*=Qi$2z~A1 zmkx>4w$CBG*_M)5_v5XxEm*_kK?9>GLQ9dfe;R9y1YM&HEDU6%1iJh77-?N78(LUL zzRT)4OBQdm94B3mA>ai4alEj)!{#L7{%FhXj=g=Tp|NrKUzV`V$OTY*(4lQNm&ene zsf~T`0e_bVEQ}b3bqNiydoLPx+c1&gWo}GlwuDh>Ibam`HECHYAQ;?e39x6ne)@&W zCvzybEoE?(iV|>dG92sOIAx37=IVQO#0j!dgf%VL^#z`+TNs|(|n zGXSt(UxV+n$cKq%2PpS%@Mk=Fa!Sirf4?EIa~;U2_xA1F+pyNb3Bs;9L4vnP??Ec` zy1FV04EzTq`)cjkgGneRsh!}xFol)Gd<*SzqsRNq z{rJEq*R8NcqYjbgG0c#!`awDvvI*BdvK!p7x3g2JbLu|Jm}P`&$-s38ji8Za3k;wE z%Z|^b*fE-L4e(#A9OV>4i7MYaXI#>l%j? zrmY}ym%pQ<8CcBuK2CA7bNoT`QXuf(?)dxK=;eD@eM&J{5`l0Fg{_%df%=D~PV*J; zU8p~T*sHcKgjp$`trf_sCBV1u0j#F54-72*S-n(Ry(1ScyWG6Vk#Z7*3z{G|`3lF@ z;@{`{-yTtva1}vKJg^<)E5k3^UI>!4Kie{M545yz@vqT(1!|zTGg3W%Xc{s->&qOw zgae^~dH#B$b*Q4dfa2kUgxMx|^dBIjWG-34GW4{vF9Oa2wE>S8EqjG&k19|ofg?ND!=$vhwM|lXmA>|dY-US1Lu^2 zc1Qq8a6=5pgWfj{Xxzt3<3B%WP(r?7jz2wb0gd_MYKM}9Gq{tr4On#jUOxk}bOO$R zCP*$iZk4(LRR-2`)%f6U z^|0y^tl0TfIjuRBi;4;_m;)12+3UA&gMb5<-6w^)d| zrVG|Vvj}U@h+93dy7AEemd4ieZJv^lVBxvwk_AnU>3DO%tl$bD1cPW69M@{UHS1Ric=A z)$z+Qm}hcdTHpgo`0`Aon{uT;CepE8c#7*-5o;z#5D!@0hA;#n(tL?*wG4;;AdC%j z_nm$F_CVtwRt4gbQ8;+VOY?)){@e$dq9J_Z!2G5ND_8f6uBI2vz1+Jp5EYr@1P(zE zXt>!;>A?|7N;-Nl9 z-Q)=nBJi;YzR}d%!?#g|6YBvSg;k(^mUH_S*vc26A47F2=4{(?Qox{>gb!ZAZO4^8bwxSVcjK02&xh!%t=Edy_76BxYI7TS7oU-K}( z&`*pbG69zsq=jPS1!&A8|DjOW=b`p@+5k4Fx7tr||8$s%yWe7-o{uA2;g{C9cRay8K~H6cm)JEQTJvQ`b)4(%nlA7W~HZp66l9J(X~JE5#95+BrSd znJKVRR+4DCDpV6GBz&w1J^rV`J=-jyOnMXEBtCMuwUsi=wXk`niOyC-gckVaNg3ZckjSc=oI=xfT#f0 z;Q3qj8FL0S`yfRO5@=w&|CDoU%+|lg2`nq-dKiPM^me$;_bC~0Am9haUmg~I7s2}F z*y(l9KAB^;9-E%V6I)RvEUWc7bIFteO$__Wh3ha#mbDOE1g1Iptic}J-NJ5MFGsrU~}XD!KMzl zwiXf-_4M1vN6q8@!->~tAo_ga&k=FF_PG2V%3c>(F_MY$C0722PklvD+U=)91WCc^ z_@=L!7Dh%=Equ6JMn;~|v6%Tw<)t}JekhWCW$U%;*Vlqbgku`Ytc6l3RR`(V2QZ;m zoVHL>aicU^V0Yv5(78b)ugS2IvZZhXTglL%Ml+yzJ!MM~9swMd`wr(`5hokdgT_9< zhwvmf=E^$-*j?W>G7_4yQw$K*GrWCJ|F$NnhhqchcXhcN04Z7upYHYN+xtC2(*!i1 z7;vhtH0tupbnLfCL@2gtMYr2u*4Jl7XuUB^5yIK|pr&Y!nw^AW&Nea9PKH;JQ%4X9O`mnh( zOtgpuy~L!Tav$N@v(+OAtkKwiiZ599_ma4Q4G|$Ry#O47A zVkmN-NTIC{G7IJ$oKt%(QR}d5k+_xN(ds4XS_=Z;ZmQs4TN}BAH?+&g*icbrXRcNi zbW$%1AjBB!cbRhT7UjHamw1G-p?-P1jlKd4e8AwxkEF1B(Trj7bYnJ%z7R%^CDee7 zPr3qP;uDYx{?5U8|A8lYmorgXAEBzhcqT>^3meZ5- zr{Tt5^~LEecR%T;Vu(Lu;SiMpbFell5*xrT2DH1EE#J!6k?LV)#OTaBPY@HyLa>Z3 zgJ%-!#G7-eSOu;!Sh#+l@ZCYnKE;FvnS-JfNav_|0~lsTp$=Il+ib$U4+QBuGdB#F zKjbI=t<%ROLBRDp780L5Xs5qS9k{uIAA_^e!{xA=OGl}Z5Z{)ab_59dBt z{p*ncouD!%v>%Qju|#7&;TOKP9+N<0kQ`rG{Xc&y{+-RkDlJq zC{|Ua4^=;xr_YmmL7t3`DE-Z$c1+{B9hWAi>aZG!nYZYL2dS;Dom&92vIDD8THfxa zNz}0q3w(S+Zx=MV z%Dk`Za-3kf=?RTB*fhaCSET!Q79y-qCQItd!5IVj=XJ!lr8tweNC*yM6MV24W|jBs z%*yjY4xb0GH%DtROBmRgPi0@L6<7NJi(;VV{ggin1_*dCpD+v`$t+74t|N%>UC79v zo%mZ1J82%x^~HK0=aYhj8*2C&Q{Z9bMd#nkVV%fR|DCcWFMQWaG5vtn|SGeZ^c((i^VL!N^q)2aDsV4xvH)4<8L`{eRr z;q%mE#`0uWXZz4tqWk(+vCY}A{Z)Zdcgxdm>@QXz2ME08N>W<_!q6Qw-rj||_(iGg ztf6@(WhQlmUWn$KYuaDI6)Co@uM8jl!72s3X)a~U0p*;_1exMbH~Tz4@!<&pH@voz zgp-4KYyO1=q1y1+c9>hf4Gz9RYEG7TFleK?<6bvjaAOZodqw!?l)527x-MtR-c{#6 z6bSHB8(58EVW4G>&#t`VRW8y$bijrr{5o)0A~(N${o&$%hH3hVCXU{*h|hRdEjrIu zb8ABmK9TcolM$~O&f8)HXJ)&H8Po6;*$j%a6^*Ye;wS5t4l5>5(H*}osP4-kG_zPW zz4P)dI$hr{m;Kns&fSbwt*Y7HUXdR@b3eUCleZ!r=Sq85GeS0CarwiUvKlP_Dh~TJ zriZa0Wk20Dt}WMCEE)USg{hd#@gVc3v!CdF47yjb70<;3r|Tn|M!8Nhsee1aw3L>dO%R zh5Qcl>r%Dbiz||=Z^_F3>$5*Rr=LFjypAbhC@Q9{-wdvEr=V>AWnj(RYF0D{Y686Y z5y{m`jCa6uuec*{4w6;4W^(x}pteX^l#^7s?d#_H#26*R%ZUn4N{%8CD zO)RI8Zzh&3RwvM5BX8*M=H7raa{7}2h$`-7dVV_j-Nao7Y~3x8+m;UmQ`(uCL5`0f z4i&t6r|bf7T$OBhbNR3@4>*x)c^cwx4xz$iCBS0cmD& z@&(fz%Rr|@@?oC;ZLb0BgtpHpF6-SJev@Bc3&^fnJA*&QS$d+&0Tl+`k`XD1^&^Js94h-8lt8a9WJQD)iE zkrlFcva)~I`8H~aeutR$Z?@YEY=*X^8sDV~Z30c2f;%q;bQ%li9M_R1{kQO`uI%6q}U09bv zi1DidK!$U`6$F2$phF(H5RS25Z(hH);F7Fow%+uE$C=ehS2E)E|8t4b-a;B$QFc@J zPH7*oKf=QJcH5-X=4-C9;^Z8@%_PK9O6WDqm&rBZ>DMe4e6a5r_o0j(h$2C~vMy1? zH`hqMQKWQ_a~Ceu$THDj(#pCzjL^RsC1>B+Ls5ALQ$9HFVb`h*W`|se88flnt9myfoNx!Lm0a&K$h^BI7 z+v-`UNvl=&qker_Y(1kjipy^Vq`FnRPg!(&z>*cpk^8>tlw%B}*-;hnd$2HX4Rixi zDx{dS7mQO@obrJzxA#Y&AT;y?_oQ(^6R$b&wU_>ZJSkEK*94;7>I&#U>D3k)3PUep z3LImfz}$>(1ZHwCv#&h=0_YL52!5p4l0pQOXL`Z*Iv^!bO4};IY!t~YnoH4T2Rlhf zW;m-N7OJKdV(Yl4I)#qu;F`i&4AOxi$!;ZzKJ3Y7$X`KvL2%Ml*(0~Z(DrG!n$eZ(SwFZyBz78l z0chBr3b$S~-nLd_Y7ChXTOXTrg3QE$foV5o7jG2=;f|i|f)l?I)Nab_?>`g{Rl$k+ zw~;~d26N{=JcH7o1`0Wl?@xnh+Lz=N7+|UUS(Qs~?|Fg#AIy7Rs(amT8?bnC;rcSaE9T308%bvg^Qys?u}iYr@i z=Wib5rTd+7*8L;zR@oDV!uverWgDVsDA^-- z6w|u0=^HhzXSUVbF*cDz1y$nOLEsTBAbH(L;>n7C⁡}+Ux8&{emjG)Myl?DVIdy0Qz{`SzkCt#X2=PLfO)y8t%k_UaIC z9f$Wf%Fi6g3}4}GNalgR{zth_?JugJb**>e#*6m&xnF9$V(*KKi!W7wmg>Af=CSRg zlzE1NImQoQZgv}=a^h8?oYaRB@(2zz{eTDxDCZE&fcxlSZf5ptGxNqR_$X(>+Q5Yf zCS?Ds|NkC4Wh!=FSy}nu3$5rIh-|flO5`dGzx-8rz#H=^0KnEef2aRKGTLK&ASfJ9 zN6I^$KgJz{W9U| z0ZaUCb^DfMKF;Yd6sO02m|s*MbBk2d3w{=+Bch2Z%nyW-Gm!y z7Z_O1UJ7Y~14AG)SgqmDj=z==Npril<1ek< z4801n$%Pbbt|7l|mDw$IvujS`TE!w&?d!CfeL@nGgn1ht6rxM}^Q>yu%yft{spdzcq!igu)lopp?9fLH=Zq ztp+WDXWX{{@MKUVXZvLF`SIy!s5Ony-$`rJT(LrgIy(g#o-NA9B@Yy*-+FDaFLU82 znNYGg7BU>(%xdP3cqM|PhWCvJUl|R#BX0oBOmFPyZpOBDFhntt4PM>pS>5KT^jthr z*y|WM-murB05``7VFXuZFDwqoYSI%WQ(ul@>n`vb@pvDIe?% zG~&9NoRP{K=}J37sH)CouUQ0l;I*eBS%g@%8e?nwR1AI&A4BLg`og{XU~>o~Vsw)d z1)GzI0&`3b!MPvAUu4ivHiNI3?#K7fllB}7%G4Q8q1KpVhRqH#$5vHWlCg!4Pz^T_ ztj3fohQC8euKa&b(&TfYs3hF12Zh>QOY__srZIgU*g<@%4jv+XGVr1Me}okYM|Cu`FZ%vvpX3)Y>Z52j(o8 zsdJUX0RiL#BRHRu3Z6sRpJ>%h#=EGhNc`_`+v(ZaqfB`C>o)n?eVn4`Aj)DM)IG*= z5%jnDA0GxXw{ARLMyko!GE!5OT1$l!YUl6Qj|CYy+~=1RjA%26w|#!`+_|>{gPI%F z!-JKMMPv@-HE#vtD#k#j<1JvUSLF}0`hSSe5>J_r&jXjeS{?WEbJ>=8w-uj>@@1)G zrgGaVDwdrD?Y6=+OGdxm7vdr-Kljo?HIW?;{Fc8kozC_;n*JF?JsU#xpM>aXU|7qe_{-iKfFWV`wP~$Xkae~zfZ4r5q01R zN}!9IIwuP@zXKlnq4AW&`ooS?jyg>tPhrV!$F*yfFW~E^(06_(Q%HJadg{s#KkMo1 zmqg;bl4P8WpHSoQOXl!F@ggwSPr-PwOJ)qkP7dYDUG&`>FphqzEIV2kVuK`GpRm7Q zpes(tmw>-K#uBC(hJWh4MA^`2yhv4YS8ExAp?;S%s}P0%^$|!k3+2SqTkge|KnxIl zB4(7cnM{-u&IB}dv-M*^VF^9V!tWkG2g%$3NuBO(Jf0&Z>>Cb$k>se zxbvsj$@_ecvHvI{@^|k*cX02&)2ha`_J3Q00P42w09SO>%wfO#Cqk<>N6|E>zmd z!#|bsry4H6w?r*rLR?gz;=LZh#W!;k2;zD8H%$7+A2Uz#oX<%=6*FzTsF=934%vlH z>pn`|9Uoha}5&rpcK+)!Ms5y~sq z!u{buA5+f!S;|eYPwFTuj{PboAZcgSvLql8FTxltjpIUp&ypY8Dq$=aUew0Lg9J|92m@- z!U)9Ob7*6E;FNO%CIV8Gv`kNtghl;EvCDn?F|59QmK}Hh&0hEC)8t^D7>IDA6=-lmXm93Tt?1T1&a}n(OvBLSAUWJG zs9H0&vW|l$Jf)=DYwOIAB62(y-*DxYn7aU~HsRGP>9gfa>3%Ek%7hn-5bku90AGWe zG#9{hPT@6q?CN+r*+fTKtll*VgyV%#F@>--K8uBpt(t=ZKqhNBD9jeVQ~<}9J9OVRb^_1k_Rt?i`w6IG~TO* zx2ZLX)kPC!0D(-w6VK(y;5Ch*Q?A{5uN`8U%7>mL5M?P|z30yQ$ zwX!J?n4Tc!9$>5@L6mv9L~V8(j4x$bdch1hxrnaOM+Z}AJ;Rd{4$AR!?WK1?(3y_$ zz`i{Tx+0d|ugH02IB>Tfjb6cYhe*(Lq)G$3Q8!6Gowcs%U7sPnMXaq+cD4<*#p?DH zc>NNwLQ}J|Ji=%f#{zplrSxI&h%qB~jUnzzpxHrp*PoxMQQ&#aFkju1mG*Lp-HbEZ zEuwoCd(ykzYfA-+fZFa_eDQkuEg$c^H*bU)E}GQ&R}r9hxPW-r%uH^#gbC$jX_3oX z?_DL^fZB_zF=4nbt>WiN2>gJXj~=JW(u>LKdqj!&D5ckEG~rXXM^3(4sS zB=(;rv9O*Gr$3+2}dFXkR z^r*&??H&3z93ZPdBPLte8!SUCPrwm{uAo&SQ^N)%<2{1!aWr*MGxcgf`QaXHLA;DP z6hNmtxNK`%CeJ*>K;%JEOxdw7T@&}wzEVm=I8scp0k2voA92&vnToCJfE_eah@Z`1 zqK|HMzlzBm!yq3nm$1eRVm$19;No$Di|1#%*!locM+o}(C1Fe#b1m2LP`dm9)aR^{ z=3N~R3v^9lipV&B*?eFVbEiiszm3~fkNZJO*Ek0dwK4oQOSWhUcLn5O&1k~%Jfjwb zV{9V~i3*}itM`#*=$ZnDauD+9~ zlY^eeHpSfI+o$hWFxB+UbH+kw(K#I!9+beF8-SGtU6$zqs!)K&)SltwK&B<5Nz$J$ z#naI&`pl@&|Bw!)6Ai^+_e!0;9GY}WY`xfF(O3&8YD_4j^tO#|(wp&=J4!7epU*xI zp*g=Crg`jYMv{aM#*DUhIigJ&BV`SiHGn!_hmWrw?@$QK2;`q4QAxoiNVP~{?j6I= z(b+}K-?Z`W=a@U}PLj++3#*?P8ly+M3E*TKkGzs^ePC+Q`?-4vVxx0t_M0%O)?*ni zFJtWcMTQ5*u*BR)EJI?;V64%acv&(SA9B^G&S3ntwClZm@m9*J6nx<%4MEy2FeT~e z^x)6M%|Nno@%B>V)JJ$KR6sxJPE2tg6yxgZcxmPN5!$mT^5SokYx^dcU6_KbQd0)` zko6nK|4?@0u&a~*dnSv(t&YJOyK09*zk; zPw|}7+j|B>!(e~pNsgP9b1=-tOmP=%J{SKbbq&+Pds)s-*K$S|b~4@Gn03<5l-&cx z;|=+s1H2-6c8Ou)y~8l7_j9~0d5hDU_9J;ned8|6o?YH?gYT=EPbb_d*H;a343b}#DiNC zE}MXXabaw#@NWiZWyC$wFgC{Vo(5U1_%{&Bt$_{Tkrd2j8SPTJUc>Z)o|@3VN`;_@ zPD1zp?&@?}&=o$^F#;>DVsu{X;)!o3<^AbEJtcG zgIIbuCuXtUtRapCemnkks?yTW@_ZG2ni*4YTS`rQ16OOU{@lZzOK^Tg$SFNalx*HDum-A-nM;E29(v|TE@RqjU% zcTPTjN;gSjT68aq-2khypClgum-pe!`~8PK51q8(mgr?oiveD_Nv0+jaPay-v4bK^TrsvEJ2t30xu$|?M{iCL`)eF%xy}G_qFn2 zn%pRjPKlNXPsJlunARXL_4srTbNMf!Jz3tst7vl5S5;Dby%EZx+HW1!a#uFD>TUpV z6b#2gtLz*my-~3F)S(q5tJP+h zy8^KR_-BsE@T_Fxxekm$3_9;Pm<}skT6cR5_ol|nYffRNE~3AccyiQ<1NDPAq>lN4 z*`Px`hobvlqgXt=k5JwglyuLVqIb_2Z@nd0jdr<2j6vO!rn5+mU^dkAe?8>jQv7k4 zi66-2$%?f1RZ6cy|1HJue>iPj=XWfj-LtzRNz$*`comu&a2#i+9DnSv=6-NeA) z?R)@g6i~gQopO2YPW4aP)_3?GTQ5*cuE#*QNC=)&8?zUoS$Fdr7Y(Hw(|!%R9tb<7 zxjXi+A|Ln^BN2n{QE&M)5LO4{M+lnbIH57vbWRw%~|@8%zhS7I1{Uu>I(aFV!P zcgqg|yWrtRXE+ojoX@F4#dI_I2QQM3ufr_Q05f$OT^*7XwBcL33Jh9$x^7pdUUTwb zob1qHc60KRVbk_)~9hAZHh zrkj(OcNAgr`t`tFCVf)cXks0C#f4uP*6)7P!=Z-5@24aw4qm>N5Z0FEz{Qnwo9b~; zs~@Kio{wIX!GD;kw^bky2>{8adhP& zI+h=Ohely&`BVU-wzUy)S?irOI>B9UY3BUTzja%s>4-CLRz%}a({pLWp+NRap_(qj z90TL)dSN#W!+b`l@`2ayd=h*o$;MqUQui>0U``dV)P1Ujeb;iv1wWVPP@@ z^?MAs=VI%Z{j`S6o+J^{{??q=DdW(X8hT-<6BnTLnh;2SDWQU>P!tHFM%|`R8OMUX zp}hr?yR$UgO8{XQaXRp}SXfwzgeUrvQ1m#(L@<@feSoy@FA(Tc>m6;NEP9S3~Y?6%4yQwcm zz{E4+pkqIm==&J7*9hY<*Um?BCA8b=$5C;c5Nf!2GG?7@pY7XwaBe`e=fzdCAk|*W z$tkd0E|db@tFY$8;J;nHe#e4JHdt;y! z;K+FOYMM&#TgOALYm*kty=f>>)nmwvq`U1o;+}DCNt!aubN?)sVK9Y}IUHTjo88za z)_k~aX70K(l?#7}wq$$Gxz8*x!ljE1umza}#k6`&_&*JFxT6R37Aq%XPV`BsAJeBr zHfCwU%nLk24rD%EXQ`7}fC6*#Zav(;^I$g3oRnMy zN(M~~75Yl6;BWuxFioxUHDgNJZJJ9TK%aR8j5h_-#}y@;KUFtc@oh4VVqK-(vzlo3 zQoGLNP>naj($b#6_>m8UU$|UJrsICR__nu(Y21p$c})K+zH)XFaU|Y$^M~=+3Am+> zOM0KlIvC3S7+EeH3y^b|RW1khqYwgg zIM(pC(J=f)!uoI)tnY=!&+}I@?CtHN!+*3u+6LY}fXpROmDF$NcMQn%zP&t_e?*gnKsl0k>o`fl6`k~EfU zVNIp^m(YJBfMLL|+0-$LcM!aK;u%C%2IEE2C2Y0+1OGCDPCE2VLm)o(M)j5%FV=@t zW`N^dm@=g+XEH9SJ#6j`+oA$Oqt_E7M(kJ6nyS`#!-10ac~TiPrwf3!X2GVG-`ZuE z0+#fBduO~TuJul1q9n@wVol8JQ@8^=&duZ{!|i_Ks~5j-`qr95%RG>*5CS)=GLksB zxV>k7OwX}>E?oqjroIpiluZ6Ck{9aN<2>==+Uu#grcw~)R88R%nZ#jRvh?8U4YF(! z{6N57Vh<4QxB;ld5L~5#@^!0fw=b74WZ3edy+f>)JrqI_xl2N?Tqo`;)^i1VbKyvC z2LNW@y^}V4tDLwkn{%%yE}4E@kD+VQ>6Y9LfkJ^{lX!yB1HTdQt-OtIt0xdog;ZM3 zY@&b9%6%{Pnss2twJv>W$jGLl5<*Kr0h(Qxb|Y0zoK!~4q}-uFE5zXsIli|>Td-xl z{bCfafi$IuSKSr*kprd9-tdRjvsqtblDKmEhr|9m(d^r}vE$EGPGmsFFhuI7V%qM$ zP+^;A7tn^{8RA|CxIPID4Ojvvt5=-D4I?X?zGLdeyo3z=r>2fz;167S;X|+1u}C!D zrtEQqp}P2mX_n7jLl_R3m={CY2agm`+Q*PSsf>zBW$}H>uN^`9T2-)+zyD(dPt3!n z4sn9U<$+WvqA`b^(8G0W6tDN3BN{IbW2S^Du{2rqG1AxmZNoC^lIyXPU>opKYS~r9 z&Q^A=7Eq|cMC*Fo%?!5}0l#;hHp_V?YfA=Y=W~ErQ)cL7oOH**lC?oBk{)V}IjFg5 z@pE>V4m;kg)ZCWnq#f<{(!%IlJ)5$M>P((XfpF*rq6Sl;=N22fR6HEI5& zZ|U-7^XK4WTmW|p=8YycAnM=|Eh+#~FqB&k_fOgB*v{0G`6TeYiA`yQp?L+W*DtXC zD9bRY5&hS)Jn9OR!vI$ZY{}@-Dw##{b6RwK4aezM)ArDQehPQLxBfaVKY3Vfugx>1j-Mca&N%fX9HaY$C z@V>Yw=9ejRN`ptI+>L746N@wHe3E$#kY!@z<>jUGvouWWT?zX8+n(5@X!sD8vFFKN z@YMZUkuvA3x~Bvu5j6~|5{CBbWAQ}s^}Wv8c&|W?eWEAAa7{}q`4l;Gh5THh)peNC#_?VG&27LtBmcgL2f9ID&l+u5fdXw!eGXz6bPMtXM zz+#3z*D?KcsV-r-Ho5JPbY3D11nU4(P_lRzcvj!MUpclaN(yTEKD#~|Rcsilj&Tvn z>B4a8pGHGXe^^Q1*fve`N@G~i!fZ-L>m3V4u-bvC8%(DwPR_HEGr@5I9!qr~b*Zy+ zIpTa_nD4}i6h^TwKBGN#==SBfppqXr3fGWHY58%4tR><1xjyR{9Q^5ded&qFU9GgI zuVYPgks_8}U9VQbsn}4EJzk>eTV`}el<;`s&(fObR$Nhl2O=h9QUe|D_46};MaU;4 z^iG72&$_iCm||8jO~;_^RiO|(5IB$=(EN8U7{3pI^8LGQQJcc!K?8KWw4dLlbcYNz z`~DkV2y#!Xs&hh{KAL`|48qOz-i03@`heRS_4V5~-?j-?HZTb;<%8;Ae0xt4Bnugk zV$bHnQ%{S_Ti!i|ius_-txK`~8vf4fm?;eMFpZh-_`OPEH5M9f;kyrJk5KhL7#jLP zK+FmTQn@ozQ$5!N)1I2u`ep(%71%b{hauQ-09XN54ZtXQGy!$r0c@Pg+1XiDdW%9l zqLu?7y0pQ)6@!@uXnG2mV)#PnIYMYfKH?Y@=6HdBMU8n1#4OLBA0Jv1!2!728vKx7 z9)nPav1*_t6k32<6;$hT6>06v8UXu$e*f?8=hA!_kla9Aqy|5psoYrj(VhZ>N>XUT zcc2~po*x-w?VD77-PY2kW-7CYN?Kn&3SxY%irZbi zj-gtCbkHG+NiYBvzqpYJQB2ec?VEg((Ka&%wPve9_e2In!5=z^HKuaJ**hz(^QqMV zP+-3Tf8*~e$iVV1z}P;txYF1TID&9_<*gU%Jxp@iQ@qGT6G<3;K$W)x)oq8>Pf7}6e)jp zDTkgMM8$4~C-|sYfhsia)hmtvw47{a3V~;pF_e)F9qVg2)a{Xfu}O-qR^<1nx90n1 zUj-fQjXjB$`%O~?If;DM&!2P1o(1uu)qa*n#MBFQ26<1QVaSrn8DJR5!Kj1W&Y9Qm z0hWK{zR}%?P&xntxGs)XqoSl3pU(uaYBisA zt7?+!OwDB^toFbG5d_4;d);Y@1~3On{xkzB?J9_ucmo?}mlP5gn=}9ypIwf{a=%-O zJo;=y2~6b29>GgC2QH@qCl*0y-fm={mILy|5{?F=Os>IqJv`Q(a0QTPM-6^s~gC*Ru z&Lh4F?bF^>rsl3sN6Q1E48+}Ux2oEyC=PA+cCAJSSkWn6D*Q$YHUx6VX`Y~caiBLz zWj<$6-q8EBHH0k(I#?V@tvC)^*gx|x#9Lf&8$d31mfM}nKKcYXFUc}a?BBm9SA5h3 zF+Q+^fLg5D0~DhWm5m;C<^8~;^)0E~r^UC%3uMY(C*2^0DEh$f;!=fF4R#3|%{~)^ zWXWI_bl~X=g8Exvx3oiw>m;K*rjMCY1(aEP<(zTBrE*(%m4JV1fDy5uDZ1GHUqmnoIglT3XtH z0eY7=c`~D*e_;I5NB1c&ti^Yre);b6?(_;`Q+vzQX+ytIHM zY*}fkhrYi4Wf$raIG(aOVWUI#sPucz8I=$|Ny)O`@g~kF;8V?2&vqp70SD`SCkP7p zV=BkZU&2888caQ5e)Gf6qZ5S1FCYhFpfx#(aq?eygwtaH^nbfmCHpc}80W)2y$F%A z(ul$kfi906k<_)A@yq5)O;XNv?4sGr2eA0K-wQIgDpOJLHqD+SI6g6~Y1~$Q_`8YU z&MXbchCx#$P;dTvl~hlA>YdfhE$zNf@k#a1PZZt%ucpm4yM5ZXC@eP$0xiG60^BJl z7O*bQ>Y`M?3t$`$CLPKfsM7!RiY4UECpaA8knKI*dZ zqqozM)poy;Aabvc6Ot}xch+as-zn4fIaQ8^d?>6wKmD1SM`?VZVxB%Ushc53E9ucc z92rH6*FyjNuL1L*G>9lHzq+?FP{gAG{P$f$$@R*PPqorrHS$co7N|!e8-ql;e;iDa z(vs0D5T|VNgJk7F7o^cGZ6h>$H{Z86J)PT%YrvT=-3h**BV*Iu`=%YQG-WMP< zmfmS}2gzuGID7%<2}I&SgMAqn3hkR^h-Qj=f$e_Q~MC_E+d32WYN zd7QJZW^9#b+O2BEVkXpD`li+>i4eb}5y9-G?;Oik5*YKOOp^VDT0TstRCcWTb%u*| zy^*+^$H0U^n@jq9uBKT8DJWMQPU39%+I3^k)&fLw5tR6^hrj1shq~$7naZbU&>)tN zgU>pb7j66VN`JU!zd58g&KshK963IX1G7=?PjMrId%0JBG_Y*XS}(g*rBAR)w1=r- zWY>>oCi8gQ+RoHw69AXZhdpxsC*wIgB2U1E{)bj$p=Y5yfr$Vr`>tGb(S_sZ1{ZMF}AU!N+6w$9&ho6YRWJMM1U^_cP!`iMvf9e?43_~IPt$7C0 z&dnVK)xML2jI@0hCkRxlDEEHd*6bE<<$UQXe%pNx-a-+`>wE>=Yl4Ctd&klQt7hc= z0$B~Mju7x@hp>hdYMyhMFXH39)*m0c$Si@4J!_?nggi`q@uF|OLq>bu7@&WT#8a1) zD#+*P5p=1M(4C^^JVbHa&4qo469_fotpPuc_ska^oER)iq7+t&2;5n5@B59-QS7V| z+UsVh)6}mQ;lfflpR@AASogWiy}Q`jVEpdjQPk;0F|P(0$^`)MolQmupsvXQ*PeE! zgUaU!U7xY)_?pi`s4W;k05c6E1&m(Go?BR_GjCm7x6<#AOSJ8MzeV5K~l@2;57mNXnOlFim>Yy&IUkP>B;0V(ZN${m5~Xa#Y0y zUL5clo~qJ~ftJ#aXK#!af6m}BbK6&Fkm~HfK*ou65rW+rAi`W;bx0wnUkx!2;pjP+ z(*m@e+gkT}0O)ZidqA3?BM9{m*3i%)_&Aw+FRASVK}0cbS-t>{(x_mH$^RrP5<%(q z8_ySo;I430>gB^eGby(JD7LPL{tGmKOF}>HU{+4VoCF)=?pcm^1Qk9svD1oFAYrBo zfU)XbKN0e_@K?d*Plgnic*1GQGLK>6?ESb+&!X#Hn>K!U9Uhf+dm#!Qb1(e93M7;} z+AicIm}$X@QeSd0y7$J-gTSEZmpb7KWPRs3!Iy|P%L55Oc$sKM3gW8yh(CEy1?4|_ zlbcBZ(3wNMMkPPaid(Rma)Hj$bhEogJ}W2-QpV6YOXIt2{=93j(t4C>_%ADIOn4hJ#A95RRwSN8m`IY_Y|*=Tz4C zRWM`!YM&HGWC322Po1-1v(I=@2Uv#)uPPJG4O$cLI%0L8a}8vA9d960yIexGMAu+e zU33QuK913WUMt|kA1I@q4;TYL9gNv{a&tio_+Aq7@>Lk2=~@zHEN@V{^{k?*Y7i+! zwgz-O)!>zy-w0&*lwWV3J+-2LZGc|B*zP92{@9i)*yo#+_+KB?L1cz zHWhz4638=Df2frz2U>T>&b4s|&VY?xM2sB)dP@+nW$h6$?Y;*aRF+0WtuW^oFKMJJ z=lkbX+($qqJb7Yb4=U$`=}UCv_w7#Q-iryGoke2#})DY zHzIStfRX(1-8NwLjgTLKT=9IB_pRsc8vTArQ35ej`92 zOQpk4#0cdEQ=c!!Z;P~}{b zNdevPu&jC8L%1c-A=P)zPC|NI2GT!k0h#Xv`i6|Sn~!3we?d5%21fgRa`QOw?_n^1 z4sFF8V~$Z+&M_3k7L3J;z2rol#-D2u!`#MT7JzX+!d2oghhyYR1{dC6$ZNu3Jf27g z^;D)~vb{J6?v!JJV|p9`@WKyMZV9xHP%hU7GFZeX3<`LXecTY^;tFE1c;>-X>&(2O zusNoJ%`zBxn#m+3y~5iBkviim-h-~ zi#*I*!#7FBuVD^(0K7L%u62~JQX_26-oE%JGIbQ;5fMksy*ujQZgbCTSxp&uI2?F~ zNT-cgwUw|FjV2v{Jp@ddKHom(p&e~tlmXCdeiIZCLmO;RE-}Rf%qz-Sz;DB@^MoI4 z4Kr%Jqxh0A=stCosrNaMejhw~jyJq0L}@egsAAyJZKzi+AX?j3@^9U`bq4)ycD?p_ zF&z${PY_;AIhV4;6mzB7yjKC~*tcsN&jX4Xz2p&B10Kd)y31#`FXR-`*{b6mynv08 z>34yMYzbz0BdOmmMa{_VYt^JpyJU9Kw_ELxf$5U10bvRCcW^Wqf9)J$hT z)}j_SHaraD?*y6arYT4}E%d*0jJI_{XYIGuPt(wjyM{!xwL(WHjsp_dwQ{sPO8x_2 z9>LdV;WR#rlZz;Vb&ozvyl=!XJ`H;6z)XYwEo-4df zutL#NaT#N4oL*ccznw!+6ET;U2+so6L#Z}p z!i}S1eY+_pSvkGK7NQSfxv3Cs)IYyo@R)0{hwuZN!6$xeW9+3IrnJso{KIwwd{> z=T|w*)hTL);7+bZN!oskJAvBCwq!GJ!dA+zEdKs&1+Vcx-0nowb+QLPj8zxbeBz<0 zI%8I}{lT#>*B0E;T?8fT*{T@ry2y*KU=N~z_{2{vDJNRT-F&F1{Ik7;3I~;l5)yG) z-LThcR7Y{|0X4~*WER*~B2MBiGEIQOk=3+*ivIHz44;OS?)(G$Hl#t&DIgW|4sxvK zK|!(nopp%%%opp6=pq*VvJ1USUy8-G2`n-05Kr5fAnxvjDbo$yUu%W!27XdqNG#AA zYbDYfCk*omX2>|fXV1cNoFxyh>j0xb4;vtu zjE7oMbZhVo4kU5Z89u+mWVBP1!5XC0bCGz(IbwCyHO`yVXt{ncs+FCLucPr_UHH&to=UmUFrO-PmB<&MO zgN>0orkFwG>`)pTNkLpbJh}D>(qzl-i5T>s3C5hs>P3I=PZ8VQT-@FvNvUU@?xY9q zItq!11Pa50zQ(5(5dvFamhF5>@|U9#Q5C}cBHDC2Mt&Qq?dcZcnVB?)B#~jSsGd0 zo`fQX99I#Ofjt9INRjGh|1GDABVe|`%kMv$>hxgnXN9jtG7=vMyVZ$(5t7b~TB3P) zWR*v?`W*@co3ITX>HtJRB_CH|n-BU~DiZNDt&0yo$JntS8L)3dITo2m1{Jh3$}x`0 zg#n=af&Tta+(q<~DbNnj9YB?$Y0^A2yFT&Cz>Exc?0-2C_h#38{#*WGfYJx!Wi6B? zTH!^~0AWh5V`NM$a<-iKtV2oF%!E{~cc&|FYvm{HXrknQf~2ynTQUj1U`;>njC41T z=quJ=*qUa*>0%E)0|$C|sT-}-Jv3wtBWmzao_=HJ zyjyp3fyORF%Au1R&fZG&qJ*c*i zVy<$3{srhqP_3Xu(S%|At21b8L=AiI!{9rIF7T(yEQu}h8j#qfe) zPnS!4Ks5#Ox*SOETaeVM>EvWXf2X}zm=^dUCu`Ww-xt^~(!O)&$1^aFuo)$x9{2bB zS8KP6A*DzSybfMI)9xkpXN(l%d|BYIhv)0>u{wi>m9E!KJ*x*E= z+HZp_dQ=P+;PPcEn2s8NE(H#f@Z)cRNHKTA@eU=Rb>(tCkU@9Q0CqwJoch}U zp4e>U%( zA&e&Tt!E4#C{9|Ef*i5Yj6+>V7q)g7kpCGJ{3U7N-Qh034n=dsRtea?L~_dCG=pcP zhalTOD6MzgG4tPmKCJ4RsNYf4Aq$d1Yf#xfSX^s0QPH1(JLii~UTPLFu?v?5ipBy$ zEIEJ09=PfW=xnc!)$`$w10VkQ*U&5CtzkA-+nCu99p%mbYb2|rqmu3EHT~O0{j+ro zD-g2&n3wF*!`u8>QF3yHA16NYzO`-&I7RiUmzVG9n-4Aqf|N`ewkM7y=%eiLlCPu4 zCq>S`eZp|R$(HGq%<(X)%M~lW;HUB4IioicgQDFxd$rzUwX?TV zJ-%Q2{a;G?=@L_L{8qNCO}cr%_(Jq>o75HTsOCwST{HE%XiNxBw;_*7BhCw_4BbU2yPuEwmLO{^&$@beGgd^Yo}lh8y1xGZ(|HMxgPzvBzhs6AhNaN zzaDlDjB8sm!N5^O8OCed_(eF1+90fBdp%LyT4e-^d6wr?(DzvQH+A$S?HJi{3!??l zfB%!LXID;0QlyZJw_eH|{;yKOA|4M>67h_YZZCt3NSo>FRMGp1=3G&V(AI-po_|OWrz64lGye&0}U_uESm(xJz zTP$hRvjc2^VDPOrmX|!`np&FBI=MrSV@!M$^p)NRTvh`WB*0vDpe=^a_F(rcE%6P^ zDEL5|?^XrQ&Vz`uKcTST zXEsvDH1=K|B)QIG?!%wUU^R0et;K#3tis>%XSpE<# zMDs7b96Kj*29We2m?fL|=ppc|QIMIu9SBA--Al&@fCQNlby{*py-`f$xzN^pK@0ddCG68eV zcnJ61=?-ExC#nN6Y_MShx@FkCfnW@Q%~HLwuKXpg^hqNfIZ$ zHY-sEME=jL%p2^%cp_M{pS4#TxFO(J;wQ$|VLvl1eh|*oJ7wZr^{moq*y}-H;9&?r zC2#JS^7zhW#-^my*n%OsAQj*-ogjoYH+&&Z(kFd;3*2#B`>`Op;j zxlvZ`O$qdQ_u*r>tFhD9K2FR^5{Qyn`Us*6h1=d_g`2Wn2OB4Zj{omZ^ao#rG&28G zFiOEWCU5)I{*q0UCq~X&pm(G2W|DN-pP7W1!#IOKavmS9P<_ZnQLnqzure!i1?yBZ zkbhh2RZA*5Q_tZnN}Fh0PiY~5dN%PEy(LCxUE(w>3)Am=1FVI#w6qU_l5ripZR2n0 z$WQ<3&Az${b{N%$SmofPXaK1ntMUGE=&)U5L7raDyop|5aoOhF^aWFs_KvnTpJQr# zFL}Ua2S_knCxVo6mvzJDtdQ2>icxJL0#n0g$ETPi9{#LMO#deMH3<2^G?Ir+=0T#e z+mz=2YSt>d88h&%_+=9?uST8R82Evb4S3Ql8dFN(jrD*|4B*+{s#EJ zN+~G8K~Me~#*sg(+y%c(hyj!4zBhQf-1qd{^gvb#TY*b7A5*c(c2Rp23K2=OlR-*P zqA=*7^P-~NLGw8Y&Ihp3TA-pmiTd&Gmf*RZVz^Tfrs&r7QIM9;z@=~$1BB=|6DD>f z5!3~w@1RKIXGQH5p&vHU1bJA8voE9L8#?HXZmyiKLk*Y}odQhRvB?w4`3q<_2vv6~ zvy*~!*xG@`faZ$jJ-Wt!)HwY@?|o%(#&3o0w<($8IBH&#Kh}fSLtKJ6%=C_-;m6Mb zA*|QWzPbrqlE3ik_>R6rs2&Psh-FpU#q-co>yJ!%j-7aJt5gp1?P_=jByFVnm$>ig$fVkGC@bYqF5^YrF_4K^llv zw$G6i-DDr-Jw=6IE2kTTFdMnuvwpX*0rj>Kn-SwY5DvPI#D-w&~jdYaqvrX-}#(ju%LOOTHdhv4X~aIh!p-DUK58WUNHwd zpfdvcR#<9<7c_gDlpq#972}AEhukQNywtoRRi21CuoxFK5aTF!KY}5P19R?mQ)kowgj^AkzY3zYl6?3x(rto zpaxd%@3A1Q?x{=8OOlX9aA1*aS9kNiFs>DNiOjt=c7dr$LF9idga@3T@^gk^V(&%* z_m>OdRaW>XNFizNGQ1U3Y{qRZTW0+-zjkn5&0ZF01hjKh0CGch z+Dk7ZEgu8?F_>T0Gnka|PPb*9d>P1K|4@W25QSI-#UL0@C<1bpK_H5r%L)H7@#m3Q zkt_^M?Pq4;u6Vrn0zbmDSGnL8@RYb~iT*}U^+cO0$Zkad?fCU0ocA>~FqTuzA*@`& zRF;_BH`LQ}<;M+TAn8#Bk-XR*&d&6MB9XMK6o+(_2GD<3!1F@HgmC}PgCNFJF@4Ag znbh1t0wPDob>@hnoP2MY6?b8zga)UJ!C(VeBwZfN#M0n49h%1(5wt``l4ykDT@6g% zjXq9B1PDvE9s8{ZHh*+OobacC$WvE$sDT)?WXx6fA6#H(^)mP`fu&a(I7luK(m*f@ zWwk3T6<&PDzq-tu|4b>#n=*x?T3! zXYcoY-sky#KVMkm_KbA-ubZ0oUb&@>4ka5sq2Xp4{Qw7|l7HJDECuz^dOFUTKR8*1 z^j2_YEnuV%NcOgw5dEIh)epri@npsdlko^nE>U3$J@NT zGsa^6H(+Z%+AlD_8%4!{9gxe)m{JYQEl&Z#Z(a2H7p2H<4EKh;({3U4SY8H;N1IjN zELUG5y5k0BuSjAcL%=Mfy=c`cH(4{WyZHd=B`! zi>;g4?1^`AiOn&j%$|7yUaL`ARkm0Prgcf+IS2%2uR@}ZLo#$(`_HtQ|GyRh-~1Y$ zYnEIV*u(*0XGsk0bJLH~b?zwCeNxZ8Av))u7eW@yxU>HNdh) zAIJT@Qe^gttUPABUz;}Kxodha%62_fL9kA-%)sUsd7d)Y_*y?GiNjyu2kDhw%nX@0 zI81gUSAnX_ED0pnU-QKa4wI2F%{XG|YallzgX&z-;`>zD%J0-NAEbv0yAk~I@e^C! zMHm^uW+MT`^ouhEDMpbox2&KFm9>&t@$xbLp~b*M%2vTkd`K%r3Q zUj&pczKGTY2<1LB4PDttLFMlg7_<`@?$+m@f6?(-N9YzNiUEec8AUtxWBQ^3n2z^r z>8H{^lXkK#Bx7vTC-pq>hoLEuUYPt1SS#G%&YWy|QibgtDJAQz{^0a!BMHhZuXqHP zq5J9Y_6l)C$EX#n7@jSLI{3vel6>0|X|R1^ElUS=EO2Qh;BK+Wt>G1HZdF=K;$qYK z9VXWqm(&qUBNG#UNBE)zp{ZAnZ*KDD*g1=EdAG9OCxZGPBDwxdEypyEjNO|7x0U4g z@81O^apOZVqA&vn*~_lxv$bo)l?DXV2hYBfNSC>TW%Yb5rMW-ColMr`taNQ5cw-qxtxIE73HtzwRZX>BPrn$}AA!=_X<%; zG*%HmvO_5eGI7Hy!5OjVPFX#H<8YXKO>r%yoN}i`peP6HGtc#f5p99sUxcLv8Q=Tl zkazgAynT27MMY#F^0GhnRt{Q-iY2Y|hdxzeDY`zq(B5;;(gKu%sKE z=$m!V?P)3V5Om;f^e~@^h7xifn;1=~1oHX~cX z7gwe(IH|?s-JSHWufgc=N7)<}O$OU#M)I&svC||IGDRj*Isx?siU)u1gM0IERK*P3 zo`Lp@vE`E*eFW0k?%^d(btmd%%-;revxwz>uxRl@y+ z#t#U74nvc$T|eXogEITwy#*13^bX3|Le0lU=i>7Z;sM<~)(hYGWhFbYe8NUoz_e4* zRw2Xtwjnn6JDZ!E)i50)TxmXWkg4VpT26YVT7A*)E77>OWj+Iz)^deol&OS+SPw(p z6Wv$)j^Wx)uzW&B``~IH2u7Bt?g#<~+Kv=yffFBlfYxEKLCC8u@=oaBDa zlb$gJzJ)6?zP=A1AV}_2o5J4Ed%U;e^_lWZ$jf%^zL#cMX}q^#P?cJIT&TxX%>Pa3 zx4X#vqcf2z*dKTu;V3lq7AK@f^)D*&G1E86ErYM=6p{qd$vU)qLK;B$P0_9m@Moc=<2!H^XCCBSWa?+DZVpEDhSFn>4CnJ$)B%MS{HxH2D*P-i+Y?E@4BATH{}mMea&l54+2_0` zyzL7NVSW|YXP+djH+_(|?QhUoxoZEJ)2CXB9~(_yC6;m|9>g&rN{n^2LlRHEBfzx@ zL4dNRg7G`v6kqND6Y+3_FItE(nG{w*8CFC}JSZxcySMq}M$%rYBS>q}FsLu$cK0b zg!@&pvI=xgQbl{=Qdw~~uRR%&Z)>?&cJ{Fy$Y>O0eLu?%vHBgwuEsJVasZc8)kNFD zp}sTx{th90sR>TCpAOL9E%(X%=pAZ5ROK(#&}lwGIT~=OF&nQ|P7aC7Cybn|5HGry z?;O~1Q;hIe3ir67_A1v)@!V_Txkg|%N^TsjJJkPVVxG>| z9Z6w~*f<(*)rdsCVK{ZLj=DM(K!dV8ruleGwjT9)rdfYYuF^uw*b^1urqSW51T|tK zR_A@$I1;6Dn$m*b!}WF*yDBO?;6=~6iDM(=P|yTA57>q$TyGB50<2><>R{|*i?hxV4? zI}pbPe`E1DkD41v8Z)|Lj!n5${{8#%s$u@M((wNL2i@n~b{4>&O<)cyY8;6^!j{K97UWW6x zC}IP5%4=}#KK`_{uRO}8e`VT*vPxeuAM{g+Q8;tmg&0V4ouqFz>J>9(=u~hb`v^{! zKrn#=bPnR_AQH1^jtj9t11fv%sL%1hm9mX|IEt?qeHu?O>Kq6_YIVjM&$jbmT}RUi zDow;>SaI7p6WdG3cikyY$X(5sO3=pm9H-}xikUQ#QnxmzKx9xWH2v-dcR8iZN(23a z{>#O`#5Y5d=`#-sL#b>RxlTcD?;4s~*Yf8Ne?D_FiGgOF5Gj`EPUkeA2>DWFt$Qv` z!}am+7S4DJJ#V7+(P*`=Pai;jS7%MIA&oTp*`jh@z2;eON}r8<9`U%1znoxoxg>Fh z)$h5x9(B8p~E!wo;(^!vb=zX*jFTS&ztltW8vo)wEdC~NdNR?5= zRUn2E!x>Z_o4+R+8Ur;74-OQ<-#5Ydn;G@~~ZU$Ei2*f(rn_q>mpg$ex#N9VEm*0_Ve;}73A zdVA{ai*{0Le+p|rxs)1%_oobPZ#T$Js`s|sw&qNf&AoaA0kG!z-nzGD?~`&3V3_pY zE+Mx03UQ@2*$DP9)KAv#QNr}}v>GnkrpeOyWvS=ml8fjJGB^Xu&JuEyD^cpwFIB-- z(1JhwfyHY=JJUorjy=(c=r5%tto0jn<-v`!CBe&1c9VYH@=`i}HKB#a(O(Aw-iiy9 zdxSc`gQ2X{_3;B|Qg_FrKZfDqHHS3%U(#sn#BaHn7uI}`sIQUoT=k*#B%(yBOG^G66 zQv1$_@D30A6PYR7My8kPp+fkQI*V~lP>)xK-rF)9T8ipSkzXBM1!cJij|F5lV_F7s3c zk#H(Re?kXc-`hedpY$jTInDjcpD>eQ4TwFduUiWKS_J1>(v-=!j!H-t^~j%7$Y8 z)kZhDvHXqtN5=h#{!~C9kQ0)Q`(~cHb8uoa$6G1PiCPW8Y#?s-nN=n(-qqwhDA|37 zWSd@gm={tLT&>Yv4OAU#7)7v{JI8UqcZLN?o$7|iL~ia9qMNl+N`BfHd< zv9Fio>Hqe~{dDH`yqjf4H^cs!W!nLvz`+l(og||2nfL&}rb@VbINT-t{<^)TN+~P6 zqAL+kTpFQxyUp=dR$@DA9^CjcJ$!)AHzf!C<)7PQmg=agixP0Ma0ZXY{QI}HBchE< z?DGziT~WU=DL&LbVXJ@iPB+K-7gt<+$|~X9dIfvNP;8~V&lh^1H8|P(1b;w*U~sn% zN3ntBLz;d6mzia+9`g)u9G5c<3(vkC=yuoAEP7C<9_BMiiMA&$qk^wrzZT?VrkA>+ znT-9lS?ed1KJX|sbshz%_3FYja4;{Q@i?ziZsf?%ZMej}^ z@ehn|4G6zCW|TcxXJelrp6jFqeQ*I(UWSh~vX1n7b|Lm5>+Hz7jTgr9BKj41CFh%M z@^z0n)v@hFwk}}$`UZnZ+b6Mco#u+w>W7)`U-KCLxS@zEs)RyM5V%m+e19+KRnTs{ zm~}7_*(Yb(UltyRKg-#s<~*5zpUQ({`1Os^0XS5qk~fbl5r#eB@NS+{`pHPFG|j@$ zx;$fD3oVFMt&4wmGp7qWE*DV9kX=F^e6V-F>crjHMhg2vZQe27KfeGt+TADkc^;L3 zcfC6=tmA~d%h|t=bTdFnkl{}GBov_89B-8KFuet$4$fl<;OQ~TNlwQ+w|V!CPtFv2 z>80i~zdQR*EZ`7mD(H#%2W;;~GBd%Q?sX#yawgt}=I!g#-4g`pka+!S95gjI-z=vd z5oMO0*81M*2+2yoYixowV-ktE1>W4%Al%LD=V^F1c-Y6hm99O1n~#4fy?lDjKW795 z`x?BWePvHMhnOBllQ#ps-M{2`c>Z$w=8{pbh5Hs$LxzBK-5m|PFdz=tVv-&f&iF(R{RpP7&CBr_TH#cE1pKgdSieoj~ehvgCYNTo1* ztrs~y+6~}uS?#k86XM7_o?QS_-Dc8A)6>w?QEr4YFNUK+zn>?rBrO4x%@9V{BPS?Z zp8N2Gk#dhM$p+~zcM4ELSLCrQ`|8ZW@e8wu(@z9(;g?|cJtW7{>du=CADlX0W=-X)&tL(pjK9>}xvU=;&1(25zlha!n z&oU(&#iBwC#I%1h%l7D1&-6)jt<*E2e#9d*fj$!ERar31El5zGCr8#I&bbsL^|xTl zyGfM8xJyF&pv&a#rK>4j?=}*u-)^_T*)BafKc+cJEvryOZtW+xZ#MZ3LB*B$yGl2X zO*~gXD7zXyD`FbF@XT9j+Z1_nJl?JR*Izj$NB0lwic$HoP<3CDT_0f_4I-A(ON;Wc zsuv_z6#`q!`sh?hFGDsK08UbLiwp>Cks@08&T0KrWGM%6Wvh*4R}wORj7!PoZp28M zj@F`g5bwZD^!I_kHhS`mLyPVAC^r*WoeHF=7cSo>1NJMLMFyvWbU;A_=JwcOFLEY= zWPlNuzJK&h-^|e27vn%j&bST%MzOKO2&F&*PMe&GETqAg=b;Ny?xDih zTQDiKc?hIpC=z)u>9w&ijuSc)^0;qc-}+Neiu9*kK_pFdQ-mshdz5*!Kc(K32I*%Y zE(QYVB41Qsw%HOX?A6FZyM7P!Qd94re_;UkK{vO@fw(dUKQ{=uJG8lZ8{}aoO1UY- zRaPIp*jJpLL`2_yGE%OXTDM$7>FP3c^Za%5F2uO7sIWfblFMo%DZYlHgMQKSY%ly2 z2i)d|_wT*$_RiE8i~SHT7;4Y?2A|M=K)n3a%pq*BhMQ`oL_4)D^;zvHtAGzW-G+pma?XupfAN^G}90^5xjr~*l99t)Y zqPI*?(D^Z>bB*n?#0h7sYb}fq2u8kw3eglw5a-g=XtH;k{&{nwr4zY53Iz%>X_an| ztiKR{y6n8J?o7LD(V2CZ&=0`*)7Xp9^eseLo(*ygNXsSAJttJ&FglMiR+gQbiJN*@ zbm(Y<^n9s@MNG3k_CvDKSKQxdxU&-0h2?afhwhL!nGt9@wtuj!uH63=?rOAJme)J{ zM;LW=fN#SYb&ybr;I*CXMjhhu@?iy@$zP!F27qb)?m|OoX>bAwxyyXyCP*8wW?E>u zjIYt{r*v5!y|7T8z;#g}Y0kwN42a0*?gTuUrkSIOVtWOeDgtsg!ng+LB9+J5pYmtr zOL(A#4>|jOd^E@vgs5&;g_3a4E;=x(>m;Cwj;Z<-!ZV)T=gf&XePXVQJahZc_r3fp zx^r}kr^}BS_l_@J-cLtUc#FoOkNh0ILw@X!6StNr@PZz|brrOv!e@G7bn`NG-Vvbb zNm)&VD=;`wr6uMsgjERBDj1w;7Al`&w0(mQ!oL}V$Qe~rAej6Fq6ws~9#9GG4$WNq ztiS4i%>?u{ts8_?c}sA$(7ThhN-kG2qr2utzSSzaKV( z!u=dAJ+sa}z5>mc0vehSRW0GucIrfSZ(3zm{@ZdDcBPAVFX5*oz->4xliOnfYG=`zVyPk9^IAx9)w2}KkqAPc!oaf&`ip=kl2X0y95JPEhK1ERCJb1HTt`-tH zXr`OFM{YN6%o=HPVtwH-ZK-*C__ zx~;6NjGL=f)AG9<36;gHEAV-3+^1f7%Hzj>aZ%A2ONOS15{#!9Wa%FVm;0zOHC zF+lO`y`H)fWr6 zqqpab0o}tDmGXrb$FHG){ZV&uei`%q+clI`?`4av8JXAfNS_V+lfWBLY2$S`3seH< zx7Q%*Vsili4Uw!|iOYR0jb3z41&)($F`_&XBRc2~lnsqB&77oDI9aub4t#?>DU56M zm&|`Tyy|^RYLBY`4WW4TG<&Bd(yP@vXt!xN$Leqfh7^g{<7bR|U8Gd#<0@cvjJO3w zsO#QlZ*3K9XK5QZl(-rWk+y9~JI|0sg{XR}5*ztvKlvu8-A*a#sbY*vEdC=eGrdS< z_!$$i6+Hej5Nsmj|BM6l=QwgTc7J8kA1$cm)MIoal=#$QGg2*f_eprSktk3n(`i4f z!uF;*T3K6KZrcG;I1Bc{G;gKMV>pBUvZu7RZ}DiWX_nLEz7KPaw}{C+f~?UnhlCmA zJ=b*Nus|9p9t(mBR61@CX3#nB%E;(ezH53Qe8`WDq{A}Hr}gK{$}iZF?xY2a%Vp&!n|r1^ zRXLh{h;jUbGtx$}xXpw5MU-yn_pgcOveI{aIS@{5&7cmKW@Q2%ue<`$!aG5=u=VXi znBr425v>_38o@EL2-(1ve>=4WHNh|b?=v2IoWADoH*r0VBbpAssTC^T1vsRK5*uK` z4;69yiERJ*)93FIR0psBJ7IycGSc5I)JyJ1 zK{oZP zm(g=gBFZ>6HntVeF>I8wgk#ySPqn^fp`!_OAvQg>Hy-5G_iyu zPxy%bA6iS}=yn-qg;-e=)Suzqp2SvnCeIkc^URRx{h5*Kbk4J>jfnfyd+CWJbuDbt z=J&ta2KHfpYNkj$zTa-k3nV9VjB3#hDMo>^%fUD!b5MU=zXKbjNzdS;7GWM#JB*R>EhFW=J@V!tcToLUdl3yVS&@0CMJaxzu5`V){i*Qo8_ zF_7UfBEUE-i6OLeCDvxVGV?UMmW1X7RfLj^(}MHxmKYJ^Y7_4ULV4Nhb`bTd;0+2e z5wFnl@Q_HAvKjUQZ)-bzU%M6HEE&P9(}74Jq)xt#i2lRLW$o8?{NCiFJY_!f6z$P5 z%_5XjFZ~@fUY`*9Z6|9hymD#rc)SFz9cw6=Df;M3;TJnV!f^y6eA;N|&SDY-hi`hAK-7c3nz_lE@%h#b)1|ORFMs)&`{;?E%5Z!P z+RjFTbU}3e1g)foM31cqGnaggC^Uxb=PS1$@F~piSEBYqqqiVEXyr&*|6n0-Gkx*~ z?r{&;fzIQ)@NS3!@R1nc*G3b=hgtn>13S|tqC8bYR|msZ`<-o;L35Z-9X6{RMKo^S zJPE-_aa~eRIE$R6cr775`-XDC)b+*zX=!hcfO6ZvKC zo~Na%U5w#qx8bc@oV_*i2WLmyp_^A&N;b_oG?A>Ecl^Y6+M{oo4o^@sXjK6gVqcOv zv$aqw2qxETkYm2U_DX*GVJ>J#3CJNrnJr*z+LeY60Ds`=v%s7ZJdZNSEElEO*U~SF zBNPlX-G5xH(aT^5&q#iH;ts`nmMIx^s2eDCGX{}tSsb^_&u?IHxCa)@4BlRMBw4}3I=)*ye zyD{j$bfc3rb-W(=3i#hu)TR=yDhsc6O?Lvm0gRXG-{#{imLf;CdD*vWhG8}DfN-dZ zCfGS*Bu*Hcr>3OlooCqFx9!-|n89(%2%j{_7cKFuS}l zD9_D5DMt4_ogy3V!6`o!x`)WFIBtaIeSUtvIMjacQ#Tt)s>szZWu_nw3xZ$221{Z6 z0H__E0FvTYUh!#na|SR=UT;9)tTwk4^cS%O=yeL(!;j!a(;2*5?lE%mJnJl*yY;2d zw3_w?y!#m3V+$Lb$X6beXpBy;Ih1>XnlEF?A&2F%2$$oexIS3QEkmK?d?ae_0M{uc zDy?a)z`Rsr%S*ztC`iCh;kO3;K^sqgurY?gv=9D^ZP>hpR0if0JRf4{{i< z23RscnNkx!S%zGNb)uKbhJXR_<^CMADcED~163mmSQ!=69K%RtRv$O;>GL6Kl(;<* zYQ9Zp zb|yjr9jTzV{J_OyrF{C2_xVU%q^YTwy>8 zE?#LkABF$UP*>)$cOAaF?_jeI0E{o8%wvRy={{N7w+w&kita>=jz}-*wHbS7BK$!D zq3L0>1nT#lN@}r&XJ@hI>&mmR!sWkzWi^Fhw!U{r73jqGkpSssmDx8&lh{ts^&JT= zkm;#?Tn?N1tia>lK4+-D!ob~>Sq;&JHC%VhOK%?1isw6$_vXzMtKvmZ^$S!UnR^6; zF!n$RRb$H2V{Q+@l|?`zg8p#6m%bmk^E}h@yU1Ku;LI1Fx%g#nP)k$Q=~;Fut3|56 zSE%>SaOlDqgq2#~Ze!nm7u+`9+6g|&F3Oe2U*;k8FX(J5Xy5$9in@wKsq;y|w>23z#SW`8ej z2rk)9ifjG~r0&&J38x^3;ZyuOk?a$E_9uT_=B3pX(m=%!Ps{hV=dxgl*ekgHfd)t{ z@77;BFR_I@ZAgp@nz767sD^^0y2`o(16w zK5gDK(9+V%|Ej!t0#Gy0Y5`5>;>EHXRcv>?#03kpf+6H}!5M+%#KaGG_@CY@(}1?d zf|W|IB9NHwa*B>Y$&#xgrzj@J6y4B%GPgiO#V5S$qR7}o@q)#Qm7jY5!3onEP@6?g zCuvvrgUncxTu=dQ)^4g90Y4Q7=%!`Rm>u37V~hN+Mq!;+4;t<{{ds@9Lva4+ZB z(iu56q3llGyneW^?GSI%IV#w`LS0+oIbY3jJ05x>>cXeJ-K`4(;eHE~W6#3=wp4%- zOcmBGvtQQ~E}Q7;QTe;jnkGGssD(V4`(xe}f#T`ar#NELqH6)m6Gh%M;J+KmFmQlT1c740 zG6e7i##&nE$I4XCA7zIeFbE~ueZ>@X9en-oA^6y>P-F;zeh112Z^csCFWHVyAfUkN z6s}yR+`WgBtvuV78_Pn!DBSd?)s1)@5s2yK^uCnz7FPK3k2Mvn^mn27IG$+xvmri; zL<5#Z0-L8Bg*4c$_xPbId2tP}D?qtcG!!cF*y@L;%V+D38#eePM~s8)vKQwcPI(5! zgM2J0?KD@OmkO}f9WI<;51)q&I&7l$INb3CO$Sq8ETzKNdA}-Pi0Jdy?0V`xh_f1l zal$;Uv=6A^es6|-0*=qY2I)z7Hx4AFG<;oI0dIKr!sTv~NVXh2jru3DDVS{;YtM4R z>D>lW@#t)!;4_$7WdMD8zT6V@r74C5n!f~;Dlxy2#p|huyygbs{Z|mmMDWd>W zeOH0Q;0Oot@v6YY=NNGI|c?5Y@1MO{X_u<~Ec7}oia{^?ozY(RgAW<8> zwj}7Zdxo1i{_gS7E*)2&|4sIO#X&bKcDxXl%#A z@fA2FLM$_s>vH%h2Gjm|$cM-%W6--59K3M}m5;>>BP@5-2(N*!beRK&ds zHm&mLZUuRB4BbW8&MrpH9w>l+)XhAu@iHU3na{++AYu?&+C-0X&`U^4NYt=uI6FPd zc=}WV{r7;psr>xLkLufm@tPS&z?QhqwfSeMg+GE#Z_6WqIjT&~_apte{CZLrXpSD{ z`|qWMu17fSJ~f&S##Qy}eZ1>IVLS12vz|fl<*^G7N+@)Py(@Niw-%}^xSB7c(O+42 z=b!Jq}UDNH&H`o8?1eNxji18|0!Wl$ZNfQ^JZ~( zvp446?5Y5jUquZI?FYRYwCj~_A4zmgH!X3Zh=3re5X_|&v5`wDLFZ9nIp2Lzy`|(c z8nnHxOP1iM&m0-Hq#iN)N?enkP_s%rQNIf?omPyp-%){}r>~x7BT?YkDtGAz{(zhO+<(9r+c!Vc&2@YnVU9;JtxJa53~3R-ScWHZ$rVl@3FCIE}4s9gE=Dn_M= z&meuCu%2@O_Xnc)4FQzpQhw?eo7ID0xp{D-1Lhxvp!m_V^DXm;1Q8eq)6@6%!pT$V zM!homj4+_m7dy0I#foHAy!iU;DGWP&Ya%UtnvX?yKw~MP2H=oQ!e<;YDm?QBUjTt# zkLX|YI|uKTaZJfRs{Xq{+KzwqbZj%9lQrEaqf<@=S_Q0Pj=Gg$(D0ZiK8vnV;pxiO+B8!2(V9mfu<{}kXVWNRdatar7?}h-w zf0zHbzrxEKCP9?wF$8ul*i>;{sK!0~{J!@*b^ig|?7)DTKP)E)Xc<`fL~)GW?_;L2 z@EeAY>i^&#cU%#YgOa^Mf&2l?YWMJiypfiuzDV{y1h@5Y1}M1aP^X7FTmboV)*La` zZKHi}ga&|Qa9V>kwE=kfVvt)&d;ARekuoS3UDtRR~MbKVCzies_l>g z;F0c8=wWbTEKyVf+a->k`N?m|=IRXF zpG)0tb-z*5a|?$gNtUK7ziX*-MLBafp){n@`tp;c% z?ju)SUH|NZ80OP*Spr)%@wZq;&mn*}5*;$7221w}%KCb2hk_7`J@Ki`GlZ^5e?y;Y zE=*wWq=ok?n*7Z?@HuVh0odQDe)-=vz`(6`(gC;&Cdx^hrc7`2)u$0+<)peqrjeC} zMXa~dV75&2vr*Ux;qXTxL!U&!qq3l)qT-Z@$ZNaB(fTLixvw}nO(bIORy-SP32QJ- zdv)fOX`yv6^+#J&bvaeg-T_V6=1r<=h7?8@RnMq)m*0Fw3mbJsv?P_FiSE8iu8Jkt zu+q`IO#WNfS>bgjsDQ9>in#I(ib%bAx1Fh+gn7;am=D%o)Ae_3!WO;-RzfjVQvy=i zE$CXnGpqtq*D6`xczoDlI9axla!`kAqiId7893C#ErBP;3Pa^sJeX#9_12-?dYkYB zM#tChtJ*nvNppwMB7h5L1Hf=X2y7ZDMm%-Vx_Oew@ZrScFbC!7mIrHM8Gzv-rsoR7)CFPB4av2e{+Gj6hlb3Bp)*crN;riG6Y-<4glnz<4Lyxo)B|G z-~S2^IHZ-858q6wAMmvQ)0ImznmAMm5%yo;5CCz&de~qp0Qs}!q>=F+^lpA~TI8h~=F zI?kZ$G>|v1o_6p1PYUMz(3mkAqCG(i>jS6VLeKbYMm;ZJG`fy=3dq}I!_V1UdY zPRyJCeT`T;jKihC(e=?26R!BA-ZnT!v)LXWZN`Ai{Wlv>p26Jx(kcrOBsTQeox=s# z#~zf7Y%LvJ5r2HmN-pYmkk4bQe8^;B1!u%`lxB1ty5yP@5tMH$M{|3qjcQ-{s8(2d z|9wlD%eay?8`?&Kw7Lt1ZZ=M<*hJ9D(-;PjR3c1N_hBu{=DCQOpmC`LCXh*_s(e>p1b|>F8;vJ_@8e? zr=RC!M>VJVt;|ge?azKw@l*6}{KM*sg@EgWJ`GXvcfPswUG6)dI{!AXR=rBuM#PVc z!!L8>*Ea1C)aChAPeT@lCNibKjw-^&}rkwD*w)$fC78&(5GvW++u58QDk@hl?8-{1hIlj@-@eba8=p7^KrZ^q{=LlYW@@ z%Iv~RCkHLdTC4Xf^_?#Nc%9Ue@$*>hnb9cPw_K8z>-j^z#*w`(WdS}cQKlSa!r71` z$PkM!JXUS5GO%QE)G_Q76dN00d(R498xrGer`!W@dJb?IzXLq|2bIgiR2ObO!*JSb zczZVT`pLjTIPB?(Uwd~2mKmjXXN z=hN7^JwSF4p+(X;13llAO$FI;fF+y&C{)OEXr7x5s5;G?0mu#FAfU7=fgr@^V5Ov# z%_R~|Lj2Alz?08NF?#JrTmg;^>ohd`UaKs8EbdPVJOqa%3H`H6=n;jRSLY?l2fKcy zQV!Lgc}!3TU$0!u8$KV!Jw{U4MzWZ36-f7PNVcs=LN}n(y#09gaq71c3=FzG)4#4u zikS6eLi+{YORR9NiAMcq3-ouP;^L_bC(Ujsc!W2wDB@dLMkZSXk;%4cQ5W5e361c95=qDAJ3KUvYc)zf&4)Cz3(vN|@!yP=Ayy6D!k~f!J zBol&`gn(_FjW&%ZPHUO!@VR7QVDm2dW~tIXxk5wTr#C38EBwlSN`P9J?uSx{9MCJ8 zUhMzS=SMNM-u{6+^UB($EM=XyzZsPR8o%Q2XO}PM5r@Jv{sK{%J1gw(#Wolt1epR{ zBoR@A4`totBLIdDHyfNe?0@3W$bId*oBte8QGWq^AqIW?`Q=6!68_Be{hkOFxOyeT zMl2!U8N9E-epNvXSA4R+kK6Op#w5%E)S|kV#QQe|_tqKIcK&rwgGTH%ufPF1no81O zacTI%&+x-;L~R&h=T zI0JBuSY+FdyOAdFhEX(NwSSPdnW9Qn0%l!41m@H$T!k`O@XUAR3T~t=O(us=gRbr~ z^o1f$yL3EnbAIZd`lW_k%>XMt`?Yu1u~2u| zVK%vA3*h~(D9e{7z$9Rk_W6na2GFmPqJ+fUGwL}G)N{W%I}^cqEv|TBd+ds+JdCo8 ze754)C8VU(ccCTO0hC?M3>9BKhTl&EpTUd%QQ4vSzaMbmXmzKYPTTki7k1heUw)`X zzOsO*{t+JQz*r)csCPMCzJ&^W(Lt6kcW08XY-^$dj!$ZLO&hIr^BAeCDiJNgNk|YC zEiG&!HYPS(r2;G8JBTR7--VfvAW*f%lXO{=uqU!xVV$E1>N5$aFp{>tPv(tq;kth$ zj0od$!B}r#7yS9b`Jj75k&R1Hc?`y8Xe0-;E+f z(syLwPazk0?J+|p(#taN=mz2O^II_0WPski77Syv+jh$8$W&O}0rP6Sm$pg(1CJGg z)WJ*0Py+}z^=Bc|c}4cxZX*}#U{Q-3YlxnKIj-Dr(0H6Fm926I@24^gY5^a)w3(Wi zw93xQxejq_HjG&*PoCJE^_#k~1E_+ssw8MC92XJMraqU2&_#a$9kZiROAl^5vYX6= zrCDp=t$~LRs#~=N0Cf;5yZmB4h~X3bez#~g!C_$wDsqrp#_paZd{sN}qK7%chTR0= z!vL&4lSWvun^YY<3{~Zi=>rONfYvs8I|zL$)ZuRa#Vp(QOJCg7#X)BO>kFrWdlC_- z<#z@LE&E}AngfZ0zKiz`pVKFXC|Am=3of0-_E?lP>7zx<1|gU?${7Q}CeMh;x^L(r z5L+)W3Z)QCJ%>MT+=G&B8F)n0ivymL(%PW!M8$Y~XbF6n?{N@LI6P0Mb!FxYisCnju>~(w;nK8VHqs}jG7_>hm9X| zuut&3x2?aUUeZVgsX!C8?GMBCJ?7Ey(LD+%)~-SZiJwTe7&Qo_8Weh2v}wQth=jJ6 z8>k=QSAKyXrZuyiR;dl}MF=qV0>n)y^g()3^xy-ye*)O`p%^sa;kn-v6GUU(A?_Gd zU;*?Sfv^re^?{vD{R6P-P9ow1H)rI&D_y`(-R;&_ncIL0D`Y8$8pZQj`jNK%hrX}| z>6@4^I@|bhr6<@x@Fzzz z{{s&}El#9eT!vWQ;GaRPM@wa?^_wtgNL}m$DS+#qQPh2W{ zJypOzx1Nx5kxhdJ8ZxRLfW$s*4Gc3CdNzSm0CYQ*K5!-sj@A$deiFuUClXXw`<7vh zYK8<5{%O1M!)aQO@ajk=>_&&3tPRj;Ob|)>5o5irHz0+K2bE`rK&}l5#nf0AFOcXM z->E-(t-!M1WgPaXF_2+sz-+>SlqO>Vjm_8HKr2>LHnDIjfP;9l5nJwa%+77Ru&nPr zg0U`x;y$NcT{nndHMI=x()tj-1!w8$$}vzHg-k=zvE;xZ3yAdH2cafi)bJGF0-~{+ zXloIiY1&{Y>5EuWedfr#&l#3vqv@VkjWbH$)zF?N_;`^E4 ze|-@D;-`*g3Dngo8LD9$Ke*`&%`GjiABa#7OF+hs&!03vlKBA(T}G~u0fe)BNR!=% zBn)6jAAopBKalUYEKsecf6TN4?{68KDAG?ReKclPz2Sy5T?MirPkx_Q?GA{>lT`es z7NJ3*NE39;P4&z{CaWJEHJ~T_IKR?sQyUKMT`Q_apd5NeVxapb!W}kup5gWSC}R$? zz50IVthr*3(APyrK*@GI+bCcniV®+x=X6WMCYGw0Ieb&u?jZ9{>fYYdp^OQ7yG zgxL?ZJ4$uGZEub2rGkRyKclxdK~F68qo?OG@;-k%XGNYySTDUt=J@e(U0hW>{#jl@ z!L!8XFy~2H#4qEet`3A&~xWdPW zil-bFC_rCE{B0qfZT8_4;bX1M+OC0SJA0=YD4m(t@~gH2TH$M-J%?ffIoxChg{qxP z$#T$H_^6;5S3&fGfm_{!GAKBS)I2M2Qs)DL%jR8PUL~gP0o9r@3xzi?nheDDYhnsd zlD-KHjoZ+y%N}HUYM(yof>Wjzq}@a+aP@h*X0E-eyGUw*CY)R zA8M)RRf7NcY^q(pO+48MG@!L9RHC+klBE+SB+;_LW9P>{oTO=*`R>L?6Q~-hxbrf-b zD}SB|rFxdwLSd)k!B!3zy>m`GBgYjxX9kkIg{OsgW&km7Q39kveIS1+hWwkl4O*xF zV8eHSFc_A-0x#q}HD`=3p~<+;hrT*o^OrTQ>R_E1?$$A^KY#{wQBKTNP;?$3Y(U0E z6XFTD9|N&Q!*(*V397zVMG7z<&=6D5rY2^Dup0);^YCY;re2Gy(6!b7Oa{H1`gdpw zzR;?#hiWIS8+ze4kS?|}zu5l_*Qh`Wz!7+@bKY51r=Ip46xGd(+yPc*F-IA_H-VRY zvFtX@VvGj`EUR1*4J2JuO(uz!FtkN(|s{p>Vr|AZeAe%P5e21^b=>ILuvDC zpe-5Dyk}gBSwG>V1}?mt-^f&5=LReekt|VA+VZovD*+4HC-bf4P{;>Hsd=#&T z&ET$$c|Z102SzrHsDg*GTD%NncDe zY&;l9%)HvA$WsR!^dUJZI_Xf@4TB&}Q$1==C&gH0pp#vK2_sJfz{Y3qN{1hnEwR2VS-H(1 zP;t;_iSQlTBqQ2j3JNu_fjO)I;QUVOqw&8h!rb`XDe>%`Qq-JtN7|tKgf)?y*D6#S zCepobF*ur$!;to4En7f6F+@xF5GoQy6NSTulRHh6x6((FPv(JAayy6{Lm|tgU)4jz zf{pj|tSZqz5;&DDy;pT54kt!HXNx^;9>pnhu(JdiFRs^8+LdCIt2yJG;l> z=)%Mbv+90RD}NKD?kVZ)bI4dy)%Qn zfFC}QU7li89P_4S`(OohRjt@anc$?jg!}12ypJ!!Pw6Ez$$d8Al`kQ;Vr-!U8~PAm zG4WqZ_`gSmhj_~s(l@I0>9JPhO8PG-fyz;NWgZr!Fq$Y@cS-?!BE+qf8tl%k57`Fl zKdRnGvgBmC@7ZDAPPdrqntr(KMd4)}Ktry{6cau^UnfGNZU$HM9yIi9$N!x8Mlyk& z$lNKSu&OHLxzThVyf=gMkM}>7bJj0)Gz)xwsH>IqQCqGl2mMF%pd7F?{cQyY#0cUF z6VbmGa1LLyJEt~qvJlz$&mdC~WH3ZrHeusLFFEk2^`ZY{lhhfH;6N+OVMXDN3gi?- zUuKOfwPJv>%tCWTitzoANQgBmiFAmr%tB6mc~#QfB7OAk#N_KMpUKGSs-y)roUA39 z3ar&f_(7i7ufpQFo`({nt;RB)7I-fj)iDC5n`{mn>S09xc=rF%blve(_3{5)vn4JW zWp=Vh#-+goduYS5|KOB0Ms3%_7MzE1M?jB3a3*2qBWJtl#JUUccY-&-2IQ z;oNi2`F=m&_Y4GgJHrJC=21tAFHSO+4*wP!s-7KrVfQ5X`M7F6sFwMUqO0n0{&5$1 z!dy$boF<2mztL|mskoHnQqRk>UMIs}>Xuy`EH55_nXxoTyEM3Oe-+qe5l4>hyJUAp z#n!OwnkkEmjYW7zRsE=GsW+PD+BhC_2Zw9P=7rhjZt4VWN>-K@8;i%U@B0ufR3ZJK zVa(|>XXJbH)*wQNjwIITumDOUF|HUBNQJ71av7elu>vrn{&&3{BK);9=`LIM4_GNp z{eMx`FAjcU|e76e>a;t}0NroefSl*GpYr0tos#`iCBWMKbRn&R6!< zxaw5>gi8C~XD+Dx`yaYpxQA)wRsEsNq*$z1+VfGm+-l%=0-m2U)MmO>)FCb3 zNMgCxe1?svCAz3dFjFxhgtYF^;g=1!Zf6*1Lp)EQ$2Obk zt1&29j-X|9YX@}v%55cO+l=sox7ILgR%&>h`HU$N`N{UK{u?pWjIgxVcJ>tB<*cL_*gVG07_B4w+JQ6Z zqzZuXQISq--8ET!2S<_|Sl=w&*@qTdSAo%|$u%t`HnvD!xF=OA zZ>1O_R2dgHAImm6fQolDeB>%CZ4`|k`$dN!skQgWrlL8_b{{vD-c%GcgVXK~3_9!g z{}nuwo{c*#9w1D*1es587+YWdtDCL^k_1(R*@wgCB{;yva`13E@+?2_-}uZ$vqN{} zvnkn5lMW^P1F%=GxSmte!MYHhzFw$Ti!+yGC7)e}5QAK3pC#f85|cpmb3U)CX?M$i zZ-Qa;hcPGcxjpeH{YMk`t<`tOmBEA$esY?#d+RK}H&PF$c-|Karx3{m4N3H7RlhL~ zj0N9lGd)d`x0mGcrU`{`WmPxjXX;T5zpD&2RRa1bKBLTVrd}RnjL)D%! zP~GKTvICvU-35)Ol=Z$OwN6Le*&9AAs%1_8nK_$xevv_t; z#mH?6D$Wy5L{tJ_<|9ufzOK%yGQ2apG=5@nn@0Z5gSDW6P#)sUZ zG&7%WS-iJm@Qr8_{9ScR8UY2HAYt{#PIlg=-1o;yvE`Wu?>y&g>82L5Pt|7K3rifb zNwJK-tHif|0jp}GhJxJ2arI}9voB;BGwSQ>YpX=8#vVDaN91nYr|%;b<(}%<6@w@$Abszc7pjmJOnUy(ua)cWTerhF z8WJk9$zBtxzGmM?cTh9}*U$~}1vsI%+nW)UK9ZzWYyyY=+e@ki`_oUf+@(u%RRiDR4_&Ix?j?_sW>~-Ov3|!5 z_}$XvooZ7OnU3tdUYd;G+`qj^JP2G z=nohe!QfH##C6iO#JgO&=+QlY;E)7c7rxMcJOr@8We$QFqg?OE?fvfa8N&a$rd_X| zdmPN1TDuB8&A}({|3?|~8~J2L|8?>Ubi}D$JLJgxCOe(iur$npx_OhVN{cK~^0nt} zu?NII^H6xCI#B#j6OzU70=Cn+KS1t76APbGI~d@h4kH z6#aqtC7JIfpGaLl9n4)4!RDfLS4{+F9_KICsRQn zH?(e|3C`uSfr-C@7&T!YxC~GDC0Ycb0(T3ByihvDaAh(J9*mAp%-%rnBzq3M=2*P; zS`L`$W_-6fn#L1rV93@zYa}6>W2pZ)iSoj=M3C_}_XBJ?8=$d;XmUKo+uG=t6grM; z82lK<0UX!AD)BnXx_@48GXU71q#LXH>pqqjtNHR1`&oi_yz0BiPmTRH$4WX6R>CP# zg?&sSue8s0%mf>ca`EyLocH$ADe^7`td9R{a}W-BNWhyoPj0B1c6JlxDm-oaH-Qp? z1|%g?F3tGLS}Mj;e+1H7xCzVU?ITxzJCdhYfHH%)EhhZIgYbE}-oKyO zcOewM#^B)3X_Rbcxe>X08>f0SEZrkyNvDVcAE<)0_5IwS*rbphvcSOT0ggF)IKv=1 z3+JS(8Fe@b184DHz*r!A)<~&-%}p*v&5kxqa3$EF>_L3aw18TnZZFy{g-z(^_0o4( zzJnn(zwX&Hxnq$NHgAI0x#`wm-YRJ(pQ1HL#bT}{<}OwWszm2mrKIN&1vd zhBHO7i_lw*pt*Bp7kT1A>+D2)J8}p1`~>naP1Y}V$Zk#azg@aS%KW|W^$9W1d4~gJAxdsD<#=T7Mu+bRSoje@9F-Wz zJ!V(W$7DxtlR~9Fb3#ROK~Fe3V}vOIPX?jwk&>)uj;LNItGSenaU|s9V0|@kD*@L$ z3uJBjwyqdMNP8Cfyd&&MxThRrYH-A(pMFnWW}g9F0vu4)4&6zZx)UPco;Pr><~rF@ zh;15>HU7mvtZPpPwU>>OToesfmP&T=v!iVeC{u~jbW(T8Mhd|7l@iQ zrFVUCL7Qo79md~+RKP8%MQv|iKPRyavdx8=)eUY4I1+UqwJtp`0ib&}jt3H&-6tm} ztw8NvY}BXB9`zZdS$SX&+3A~Bk5`)!|FyI}4-E_>=giIj$Rg*O!fORoeZHo{VF!Ml zBd{5PQ72=#Wk*45E-0EajvQb)r1sVWzdm0hqvB2OFH&#!K*xIt(aG&E@ZO1Yv1 zSILhS+BRHWR9n6J>-*c7$dekYBE~6mkbGju(T&G?)5)bKO)Fqpeiz-Aa$5XvFBEjd zLT-%~Q06jvclI6A2Igbv;$8lg*YHDi{k^?T5H52Bsyysp^+Ur~4So0Wsgixx8KjL<~}k;X4Tot%HY*6|X6QzJ)&mL{)7nxo)U> z>&r>8%)dU6#h9%PRd1_@)B>J<1K~fUp=b+tf-8#(w_X5#fxGI_&81@U8vE*N>RY1% zW}GVaR|db;?VEAZs9*}P&y9G<3lQhza4Nz_VejF_nsdK<-_gO(AM;iKPK)En@aL9( zYmPJes(jaIGo1kd<6LTS1oexv5b4`jvSnWl3xmkEyC%{O`~3$1lQ!s8k;TwI#BZXf zVxQEAckLoNKr&97eS;#vwA_%pF^~~fE z*tlnU^BBamouX+gE>GUYZBoc7pu-~1>VM`YJC}3;_Yo$3pzaZ+)D}|wzP#~=9uqI@ z?vgeRBeH(IRV{-AyQhRTD zvi+k>254=B@Zzwh~@Cf7g>ZlRonV*?R^tp~Ugvh_>uRqM`&VU%u}MPvnej`gcpo<%-Wbv0!$@qNEhK|1+F%!yOj{sG&uqACGe>hksa zUD7a}r*wE~km1S(o*l65MA`<@MfjQM8@-^3N2RQ|%n?)ug?vvYXj9NF{`I93wb( z)j#cp(DJ|Vk`N${cf+NGo7`4KZOHlN^qCzt@*n6cTFi`pgu&~=C!OvxskQIQi`9WG zs*O_4?0&@SXNBcHE=!F8?zWRLQQfkfVZ`i~*QHNH(?Vz%&|Fp%)& zfT+f09%RJ)V;7D@egaEsZ&5385}w6~`H1{CG&Ii2+B*A&>f41q_+$7M>D5pbI`Okc z%OW}BI48QRcPZLpXp})NFXpu4WJmw`TlG*osB1|5b?hWKD3m4Dz4pym8veJ@jPMv? zD#&zRk}V_nVe+$iEAC$8dCj((Mhn)d8doiYcliOtU8!~+#tAw60m(E+-1uYRY@^OU zVyGaVpYFnb!h>3eEbXW^QP`={$5r1VqC?f12Yo|kZz3M|401PWR#Tb28sOLEVHWak zGv(RGG}dRk!%G7BAzAEjDa`H;!F;l8-HMQj@bG#Gh`_Y`ceELOGozi-_v;KP%0Eo{ zQLI|Y7UE6!V>=s#z`u=_4<)7}+BAsu|;CtJkB>^64S+|`XML$7t zNs+g$?Uyj>`S{!ak<|{HR`yKOAv&`7lhefF2NEm`Yvli5 z3&4o}@l}wKAuND{lZozn(qSfq7OE0NyvDLvw-u2ZG7fiF&xh%8KDgSN8=v49ZB z%-|st#sM@thE-~x?&>#{<}$W1$WKBMZ2(k^3O11Qj_1y;mDuHK9c(#9J%0pcMoslI zMA5A_PRJY8MP}GnLBjMNRKlp*k;57wL9R6_sIB&lcah%r>5<;uVD|Q0qXNSy@fp?5 zJ;(`T<9dM>&7-Vun~Vx_5h|^rYS1@hA!_;pejQpf=!d6x`)nO=szyc{iRWEH+_1+7 zS{}jWset+mmM6WtwE2yaEtccp!;SC_Z2bqN)}FEuZ=Fi+_sx(XTkKB`y6^9E{ZRf&VtA~c;epi(C($b~gp1JpOJQQ`-rCWXP?hud*#S4L>JQYIp&<`M z{Lhxyqg!4rM;#iU#=ZA$3JfPd)x4%StK$(WDp8yGE}cZ_-^RUg%+6t|hE#au<)^rF~jv zpA6&DL{rQee@6Uef(|z3UJ~IYj_3^cqvfU&$)Cm_R?R<6`XeN;5owQ^LY_(lWSjsc zPdH}kSIJEBe16U&5)s7l09kGc7A%UkBiYFC_EILB`UEC4t;inHvH`*93gSwy=}? z?v=VXpP5JSKZQ_Q>+ivqr}yR_9TYkL#sy)x$acZV9EmtdtNBAQX8}m?1?>)umKNuk77Q#O%jzH zu>}Ix^1(ItF%G^6?Mn0MY(8@1g`5` zIDKRwEQXw6nyJR((`tVbGegAnG^%&5nhy!GIVTmV404<)xX2^H&0|ymX!S{nNf?gHU75=ONY_&O!9u1?~}~M*t?^U zQl)*l>Zh$gO^fFpHJM9^a!DX(P!vnq@dt5l5)G$dRO3h(Xms!fX6%-5){X)K1tk^c zg;^yD$A`s#UX{RmJ}oVEcd*ABx?MCA(2VE*f`v!dJ&i`|AF8jy$kuLNZ=5K0=ZMG77@{H+(6*gp988CZ{o)%#samYS<=P4tAY$) zcjfhd;4^!ro=G;4%5z(R@}!DX2ss3dUuoYs#iI0b96{0m1l4p<$R>tcv&HrYB@z-p zyyTM1GvaGK*#9uTfJVnUj|TLZY$(@cCz7W};i!E%*_?Z@T9en8CBEupR}BX#SO4+H z@kOLXAZ~n&)K=vA>$MX1;htuB!hguo7f3DRZ#s)S?QfF(#t3GxLc2HKwm0 zv7=xL55W&=5B6h!;>bHzsq3MLxVZS5-s>qhn|@cg z?ayv8(G#?9*3>!tS=w}?J*!AdGGZ!?FiGZ(nko88#G3b7>94saE2f7 z_X;7{=rUVmg7(iQX*-7Km|`D2d8^+=X)QqvwlOTw$mJ(K@o)<;O00uc?e>h2- zqk9AEecE(`Ed8OaP4)01sIVhHS8oLz*|PSD_?DdH!!c@ryLt+n2PjY%Erfcy!aJU@ z37eEkek0hK86<29L%!;Ks)%2uK~Ybt~NJvCKCI9oWydw*I}MG7}pbE28*ul zo3}L%=`@r@(hj_$xv(A>0w1VLcpmbNNsVr|UA>?TA{fi7(kX_H2@ll)A_-Df71SI) z^#5_kCmdhPr643@sqM`E&;#GI(%@^{(b&%CLTH&&f5*YGe3#s2{Iog!vq+6XskhQt zxo=Hj$SR0@J9-~-5F8({wO*WzjT^tW2(B+>E=O+wI!Zcs(*g#6G#sKIdl9HHOm@~qAa*} zq<-m+8<&f`gs?yY2L5tDX9@I^sayro*MykvE@%oxXy7?C$Gtt5yAGC(dg;(Z4X6 zeDvF?m~VIR+o>R?Y#uVCkUdOArTv;$ge-C!&5k8*+L&*=}oX`?;hMuIHhEH9gWLVNY3>hhv7LIp6@ z@@z9b(F)QG7}1$s7c@x`Q7&PCv&W=|In;xl?bV%&2gHVKB?3XC6<>F`ohw0GHO`*_ zubDbw2|DF}%kyh3i}$-Dg6ni(aCD5`36=ahb_Dt{lcpf)#tf9jc7Vz#zsQpXF|@L# z=GHZ24By=i8F^Xv@837Ot{PDWtyI#ovSomMxt{IQIScB^MR>%nC!7%eer+41z{_B~ zH5Gihu*%Aw@Bq{#lB*zPEThR$iITk_w)Q@#arHMhR(S!W*734-)y04YTCfUeTs?-@ zG=~(KQ`qdMo}O$Ppji6&v2dPyqkIE&@bN;&}1xNqeR%tEI6iUHI-Sxa-( zKY8}-cRE0Ie*hseLFTQE>;aonB0T^HS{5JN=PPhcM~9kda&P#Fmxuwap&9@YfElmOKX{y-PO2Ro1q)jj;(lS~pz%i#@Mb2)yEd zO<^W?r}g{7v$E_pIQjtW7EusY;4Mu8hki&h{HOUkKqnOt9*wI$%y|~_gvg%Z3JAI< zu(29?aN+@_7S8!VcKHh;%rP1!`5A8N!sCenTj3!ZUiJ>W4kHqv!<>k_65StKU_SHS zMKN>)Ao!w@ss4j4TUhU7XgZ49vD!2XMbhX9JFY4L{&yh9L*b5QhGcs|-ZN<_3vlk+ zVO;e`KM$GoWc(7nyc=)-O||od=RsOi?Db)W#aMH<>*U@mhVZ`1rq((zz38uN?*FHN z|2Y6H^JS?a9;j0{7wniKSU@B^c(1TX_@H`tN@_v^9-6GeaV z;*2H6z~5tyy%WzX*Prl2|Mi++;1(V2w>1;WVf4~a7e=)q(|!t>Zl!j~`PU8Q$t^J; zWlqk{Ds?cCV)!35>N^acJ{4DdU?6@*-Za77$Sx3|`cdv)0TwV12FgrG`J3Y4+}+G{ zp7m?S8)y6=6ujUXl251w$Y+rS0z4z2s44^eZMjuiqCESw(w$~u2Ww{cy!7^8^PSxs zq5;zoNzRLCL4Z@L8qh3Xs{g7$xh$>Jlsl^J04j--qa+%Y+tLGZXJw=b0lmq9LUk!e z8Z2FyT+$alfmzEfF_+9;P9+cPV%)gTD2jVS=n;e7x=@a(b&!x4J5y7iw{M-_cOmHJ zEls(l%eJ%IMg=OA^_c_qcmnXCIJE9IWlD)K3X*zc?P)_pxNUg}JP%)0J1ZQ@2ACh- zp$yP1-l_*+(rlP-mk9bH%0-EE8JqBm_UF0hJz1v-VsOd4Q1Daz14wcSx}iLc3cTXR zhkq%EWlgDe>cCmny`&<^eAZ(~U{vS3ise`s^mu!k)I5WHBYWB6@XnW>Ut4pv-cU zLuUb~#diQEVNSe=g2~b+15?eh*=5lRMuE#iE2cl9!KjJM9YG^_1^mm**tsX#8GYRR zWu1wok}@(KeYV~%F78mn1R{W~Y0;Fv&z&j5=OG>1O zr9Yv3%-ivYHUgD5+O0x%@P^r!)vEXoy|7d7?cb?uQf8WNkh4_+BC)>%pf zJ{nhbuk0VdCm?HKH`^n{>Z-S3+Z2yHu z0M6LDFS^`fNgOYKosH0ZOKR1}-$+?zFMGg{`!1$!%>GsOPt?y0-c|!Fi{1zN1_Pg# z48S>iy9YomMbZXc#!1XNsx9}Zy<5752p_knOQC!X$k|Epk>X*XtQ#YGxYQ@ET5v>t501kyStT6OIc?=|@ zKks{!XvI6uGOdplfu#H<>ZgpC32u$#yMMwzHKf`#Eu$e34l#m&_Oe{YYnyb^caguW|DP#j?t^dA*a7+L$9ESNI2ogYoA56jpul3JX0hWqp!b;xOP2wj z_e08}$Vn+FO=*d#(YNOwcHGkP}KC^R^OQr zE%LNstFK!kMG)r!^t2^4qclk^m3-7kqLP5{oaAFzewZ{P;+r7kQnG>X{*!RT@DS=( zJTO~Q74l$0<0YW!Nh*G2K%C0&lc^0PhG%v1bOm+NOe!M|&LyCzt9yl!udCh^)% z3w1bTY;}}=sd`B(eo90;#&T8d(ugDGWgEF$#3+1e{gip-jue)=$+0LhX~dxWEO%Tr znB3-x9QA5mZG5!WwBw>c;WNUf(g&X}UJb7%H!xhtAvb(^s~~{<7V6JUl)JXMHoACq zle=lbO!Ar|W_2|ySODM0H5#MV+Q{bCN3Rp1KpEz5(R|DP9IIsi^%%-TDfQ_TV~l@4 zg1&9g!U7T~npqu0v*_0GdgN-=vp?*C46SkmuwI%mkTCRl8Ks15rDO1D?{nhhOX5mS z;Xmr|(?V#K*JV3Dt=jn;@~BM2%(6DW-C*3ywGTMwbH!1%c6MXGpe+(XA|T$X^%v40 z5cBrS{NU==N~Uon;Rp)tr3Add%}r+oO2+d`Z=-#YYVZwl65#AAPx{a?XM(zkANX1~ zk0(|qkEedrYZJE%fk=#UFX35Gvp`3wS_tkwjzQ%(!@$+r6gTxzK z?3`u1C<-m{*#{b52)?q+Va!b0kjQC>xgCY&z*~+59Qy8`?IUsKd%BJ*<3smw*PU-Y zKmSU>t2T1*oAk0bs<2!^Js17x^h{vd!Uh?~PTB1@fzVnUr?ljI*>$E3lZk zd*+D-#2EjMf0|`0G<*qp_Vm%Ciyxlea{|Ix;H)Ln@4DH#V145$shs@{5t$swo2aKs zMjGlNFg%nUu6%8O4*Zn^R4qE6#=_ByL`~|PEW)Isq||6((QB5QOok@+2>9y{D24{U z=+qB*$2f3|=9;ysi%a>iA&<-+#dxDW{uTtY{7&anNxAvBGz za+lq0l2nJOWnRebjxNo3|XrwF80X642$Zb$$Zx5thf`3 zs2-H5kSQ|xU(?R?9cpO5-Z1s3OoLF4I&ccQVOmW8C7)0g`Q*BDOUVa*F~AI0gz++r za#mQDjtg7QrzQ<#=gCLi(qH%1Aq_l?n{SrvVn-C{pbk(5jgUs<9$cpBx6oGK_Z@Re zgdr`;DTib5VlJc&D*p@!6+kXc&fXAOt0nWDU5lFv0U-gA8twtsj$O#PDz`py) zgC~6+K-Wyf6*YX7CMz0x6dX|!s9w~x24N_bqQdmMfueaJzE#i*VrFAe#|=8_W=&xe zLyKkKS!A;UJZbTE2L8T3~f_`dCJB zAtTG?cxs4+0;Peqd!`kF@xf;-v3RxN2HBJYA4R=JOi50Tz4xV`xZjDmYB&AwvmgR* zbT<7n!%D`bhZIXV$7|w$#pe7H*s~>~rslfjjTp-$DbJH}@R$EPok7k`t}|0b6qddr z<=tNyAO|HqZP4mxz&{(ri8xR=b1-X)f9N6$|Jk(l2WwWeZ_famSc|Ki)^?^8VNTEi z;J%7H(`{X}2vj1~i`-`dx%V=dDS87#zR>F^P)>;?wp&==&xa^&enN%QV}`3j$i&h* zFSWRWFG_6BN=tV?(+lGZuR#@U#opb7`iYYkL9F!PUsI&@#tj(0@dt%a&pQeo9UVof z>j7O$rihQ70ww$g+3Rr5{Gi850AYxbc9Vb`oJ$ja#awXnGN?3ugF{c?0pmdNX(TStr8KSxZOe z-?E4|Wsrit0{z5>0KUYsZ{DVdxEYCT4!Y4D}0k zer}rIqw-=$I(pm@T#%K!TJ{sI{`)xU4mm+xoc4rQ)ar|qhPal%kwog80rFeJTb0B} z4R>Q>@Z9OboD$<^q|SUFGIB+J4~C?YnGB)Q=N!8rTTrz9NSW-{jcvWcP;SyJayqFc zfR5l;Rk{Mli}R7boF9-m!4qj{ zX^+T~+xCpD%Hn=6h+i*jrerdHWkf?C`FNOO%4hn{l3ju=N4Q$F&~mc?SryL5*JCbD zGE+TlbhFlOvTD^pZ+n3oc&!vF)XCFfwddy#Ag?X^U|M@vo*VWzVyCRzZ+i<0CBc*p4}5 zxe<#}kC|bD3QPQ8UkyWH(UHv7!wj))wzvP*EhGc|oX`pGO1?ceZO~9%^w=e$mi(?8 zyt%897m2cIgB7>W8PfL*qTfqflb&Kx-Yj{z7H8-Idu(2iXt^wk_-l5l&q);q=XYMy zh#1Sh;WG$DE~he77X$Zj4!NmG$tnof0lV>(p5o0^<%IPB?s6m_w zL)ha_R4;>6oq_EyVlnYj24T;^)nb+#S7+RwoNE{#C&C_Oum0~8rnTqBSFF|7OLC19 zJh4;_ww5&)J6!GgPJ}8g9U;aZj(bNjD?Vb^g}tcS;axX4C?NzwdMDK^ zs;v?IH0Y;7?94a_`8fijXfU1UJKcz=>27$B5=mxnzHlZuIw??IHLYGQRBQe(zlAEs zE$zeKdh7#L0jtyyi0?vt8pc(BAidOW1FYGq&ka$!J?Q&)A>shSpzFhtGt9ob5og{# z_QIcU$`*AK$x-Tle>cTE0`b|bUssXu5WpT;{rtIatDB*6%KvKtSdQtQ&3O}fL`0U< z)n05>k{J(T$kZe7?pP7;GUAaB~^fqhU&2ncy}>$?OME85{q zC`F*0IxCtOaxAgEq2DItEqw4*=Z>_%v8IiASny=B)Pue5zS0MCmyM=V8=HR3y)AdN z4o^yNcgk8g&hH*Pc;$f|@cX8K38SFgN0C0fyGvx7I}d(KF3bhNVzbAb!kJSDoc z``~xz--$eT_UuyDY#leW8g#0dq$`)evOb*I?)2rm9CS=@RvhO-T0TC~TV?(oE}BTu zhN$bMsOdoT%lp->cAeC@T^AroU}+k@tHWokHWbh=sO_h*`(!9)U7ey*D#|OWK~6l+ zA)_yA-p7R&DpoXu=ZjJ(u&}YsdnTg3vbpRM8WCzFnh5WvGHeB{ppyADpL4FO4APs9 zTkdGV*++TxEnM#(xTSmSBrV`0q%Ld_u*VN5CQQHi5j%>FTC&lIGNd6y5m)30*#?*; zl16snCa7Np56A#N1jBm6W*Gvv^%`iQ7PzyVa zU8Kn~$qH#gL`^f+CP7x|jx=<`Lw{8EVk8$faS2uXkMd%UR(zW^m8nUjrk3Y)+4kOx{mIjiKj;hJNTAxBp*2^f(`@(zzIC1BwuJa_}c0I#8?@0;l$NH zU-u9;F2mSRwiQiU*a$9|iGYpyOOcc(nK<&oP*#QhS!|($`P%St*9l|D+zz8t6*Zb4 zN+tX0vSqjuy+Ow`dv=f`VUY+Kz3bHQBcxou*7b_QQHRvzn6^j6pdQHh4?1sF(Lsf8 zQBXfBR|eKv9!pINjHs~GVp(JrSa+Y~Gq|aEtKDORt=pD3DxcjY2)l~?8N;fUC`?0ha>>)5;r-iA1+Xz({*MmMoa$9rL zoSJ5r`-Mq7QfdQ}oZ}wjk!()99l$L8_XUK8)#;AbVV{46}n}RHec$VyyXL#Vmx||2*(V z3L-cLa=|wiY2Ejey6N;N&PgF;H(u$7UoG?bfe!2+{fDTh;jp`hg>!k|16b9AFXrva zksJf`kZ5+#-tm}+5yc?-;5ZOXu-|v#IweyV^DdmRZ(1m`mU@Im?N}K>a~KZ&)Lc;T z^EJ!KhZ`BozmTtDNLj>dB1VK8UxLvvbjS5bxP zwKVVoE{mJ~Cq^R>**;u`;EiG0j3ij*ke2+o0i0?JwfbnNC;BIgoYXqLxDUCS zwaSYhJeqLA!Z6d5m$qj>ej51M1{9T*xr&wo10r9x&&Cwy}^-4pM0e!X~I#W`p&emN)toG1T-+2`gmKB^z z-W2-uXsyLJ16cI+=akI-2pCkZQ~IiQnhLAq10ThDKIcmCjg5^R3OX>$@^W>Hg8FHa z1d$pt#Y`;cx-Q#2-GU|AMVWj>WbMyk1njT9W&f^rL-z1xxJfelY1`d4+ds3WA{LfX zWKo;lW^{Zg+AOmTc`6N0AlBp{eozm)2Gm)E8uGLd-@O`B)-koTfIsuCX4DP+hY=${ zo5&y71lPTTL-3ime$V}LghkR+Cw>3+=~mwrANy4!RE@@g27C8tS^Hi6OpP+1ZzgtN8A-a8A3;A_Gg_ zjxxO3vVwZk{|$U9b8N2d{|ExY@{itokwlti9YI=xA?xTG~5$RTJ#a zi|k{Ds|{yhb=ge}+KaE3#F3ebW`J>b-S;)^s>U@IQgdx-*g^bO3VB5& zr$qm8qu#gt6EH56!GP5gWYzp@VPgX+#mS{oWHaP0zG^}y)#J{dHs8F<*{3tJfU52hjX@4*RNyfBAoB6ExTgh zUU~tR8ExJh|ykeB+LM{?(W_wqf0%3-IZVRjl#aKflNX%-G+6&(!Q8WEgaoL zZi8MEL2+u$|Ms~Co!&x_y*Gs5G~zG=DIeF6taGqy9!0hv6;>72*(;~pr*%!qGWvwG zF~}l3l4z#d4krNyLLF3>60{m2jJzjSJO^Tl{?(3|l*RH9BvSurMC8Q)GtYl(cyD~S z6xPeya*U{KVmT(7bC+8DsH!S(7l{*_kXtgw0vNzYbgM`eJHU~kgjG5VS7@YCrV!G& zYFN6BH~PiK(p#lMrDM+AG84IQmXMC3Z};EhSAYS=jNjYC#pSccdkGyjhGqsiBg=GL zWm0moJqY>X|H;Hpx`Z=4bpDoPBs@6OO7*a>2ta2PK|>YF#!#O=Xk1v=OxbFjUOJLH z^~VjKB`az;BLc~`jrB8S-8RL>No&gHfKl8AG**}dxBcNtl$oO_L@=FCHOe!!=Z8-o@pIBEfQdCL zSHzqj$lUWVpJH$C=-51TXSA3+C-%*^?hGu2?D4H-OfAIfLoEdArfE{|syvAvPG;)6 zZkVMWE|@uPDWg(>eB0B_j8)1KnonRwV9qi<-8WC1OdV`O(sCQ!{w|C~+7ZGCp;kli zGH!aJGh(Rs$)}$l+&i#s1u%tIQo|YoiP6dVyG#<4C$gAfX#Yv9mM4v=C@asmQ3Htv z)XnP@#=_A2an&Pil6qE#iy?W?8v-90a6@SLE(bh6?J-mslMI9uz!=OJ@jXN(-Ko;X?avwi1eopJ}I4jA|0>*!~AoQVxO;o zSh{trHznMK=q>MG_H^8VGw_M-*|R;nkSgMeCQ(2aJBF(HK&nyg_b`K+15HZ!M%cWo z@+q3LA)^P0D+qFzoON-svQUfc^Wm}v=_V3>OU`v^-K8ts$$EZ}TFUgXHE^U6=fvL{ za)`v9kY=OL#vp*-B2&h(N`@ABo$1>T3q9!t_hd?H@4xX-rXSHth}V6@W@b2PnfcDv zGF~Xh%Cb@2ZDBX;GRj>``{gTMP(mso)3j;-t>-B$K6KLm2j(crgSRCvMYTBqn+PRd z8>L>8dZf7U4baV-_wK44x0E$>O3}jzxbRCMBh)NdZ-3KfZz!SYc8t*$%i+jtVQ%MCKFV42xUXV8)C;7Qvq6g4CxD5|BIGS8>#-x3MW%=24s zbj+bhGWNGfXqSL;#XNE4IYoxh}17RNd}t*8tM%Lii}A`Png- zB5XGrqAet=%E)}rOV1IOq_D~oa)SfkEU+k>G6^U6PGCDKA%7-Vqo%nL+dZ$eLHJ9_ ztb#1=qi^frI6@HNC++CcMttC0rX^7|?JxO^Yy#bSPiJ1dbpDsC;MhT|fTTzTu9%Lb zHr4#!p#5KdiT?Rr_x_|X`v&`&9q28CZDlV1qq6n(`0S_zTAn}-w{T%4)dF?kjQSlU zv9cZI5M+GVP+J>v+TFcqWp-e}6`Y*ZYW>vnD-neHw$&|OwW54LBY=PN63%hATt1C{ zaj+bN1Y<#hT~VQS8?j;sSd~c5mOw0khxGCjK+nJ_f#pl(soQCvoaP+^4F29+zT-G9vT3Q0u_jKkq3_bSJBZ>q}0KV=jY}sA(9OMz_Lu}0#eIt5-`N50YruM;=n&4+;P`Bwj~N7DG?nf9-mB@K;LS5C>%;`~>E$u=LPF+3q#}Iq&1_v{L1Ceq6?$6}K+!H@ z#RkOB{CBkCNHCDYkAX zn^YoZxe&L29WcbLRlzCR1eVA?+4`mU`JLS9E)9}>^rgljNT8lqseoi@nSR=gPyhKg zC0o8Cf!ZKLijR8g!QYo8zF3l131MZ&kKauB5GBrZp%PQBb<|Vek9=RVNasr(-|(RhU%BsqbD&f2QwRZ9^)umCYB3|6_$yjCbj|dwNojeK-5GoD3iu< zn+G1fowr5R+`Du1O`(0X2swY5Sli#<-~HCS4SiL<|K%g`-HYDcV_~?fY%NOYpM29& z?G|b$n!~C;F+ls2^`+_@-&!V2Z-wA^3ubPKAFI@(@fEXU%{x-WYUy1!Drf7UK=Bd$ zv-3{_-?U$iyxf7n=^am8(ZcgHKD@1Ux9&3ReI2m(jp<+$2X39Tg9MU6$G|Pdk*i%x zcjWygJ??9)Tb7}d28mATAS`?YOk(O?g^Jd^U5C$yz z$8i*1ct1g|7cVo)x^sVagi4*a1%miv4yOOg`bdmX*3?!sCGy_st5a_S?fHK2Z0>H6 zN6Y`Gtv8Q`@_)m}A3Mo1EmX3NlAVlwjYfnLLfMxZ`@Zj^QX`~7450{Rt*qI53oU~v z%h<+}C9;%#|K2|5_dDNzzWw8z4r8A2JooFquj{(6OM z*iajSsf{A=*pxdNX6M`h^m&&X23!+QboMS`<}B*+@qrUP!KK7ufDu>xD>|3!1n%(N zI1<|u!Df37aeuv~oxr4{ zUEdJaH*em&1IV`XchOLOR)mr~fRYx#;65$bx-OEOb_Pv7YKsnO_8)Fur$p|P4^ocp z08(zI`UPw4iBOg}t4l(gjSW0nM(^!@ype;SBMchvku7VL>JL)C16p{5Wlp6noN zc9*CxxWDqlV0sOdn#!<6!8#09(U=x@&rbM{-3XAp9U4_bWDyRU mxNtpOd)lh` zn0e=NhwapxlDUXR0HCAv1%H_IwO&O%nSl3t2`5biIpZxzLzDm}CXF||*RJSj%%?rL ztcb<3UgDQqrX&d8^oCDv8F9(kdCUtxQ93DeHRcF~R`)WVVw+tw8PgrL^M|t?VxZq+ z{n7}}&!CMFxA!IYK0%B?8}?V=`>5_#;5&EEls82ac5+@E0f*FpKLBfPQEyZcj|a-6 zzn-0fj&z<&Z%kQAYoT2mI#SaTqdiZ!K@Y3COq_`z}>>5K3Y`}athxJ z`o%6?>@ZmH_gAi>-t4$D;5j9&>kOctGBqiZ-Js{LC%NTDkI-;YH9;g2?8I3q`Y=v{x7Q6*${07?!`wKv^Ke6GVc5m zNgMgdtcMp;4I8Qo*66Rf+5dDd(z?|MkR!N+)*Z+XN-A?spl&_}yo6?Bq%YY4hzt4X zZsY|m!uOBygfnhB_HzR?;_A353O3_{cHgwgsy8AZ``JCi|1j9m2p5)?E}8{#C$tr2 zLzYfZJ_N)lAGg}G21<2`RQL3uzWwzIWsGssa|VR*jxC?2NwpPmlLuK$B{N`GXfPJf z^#w~+!D(CcZKk^fWu4cgCtZ$wD{&4b_-WV$2fIku(N7fE5$vlG(k#I#mk2TduuQ&* z95LkiFW(7@%xre7gn9h6bE7Pf^a{A@HUQ2IMDAAwZ0uc_Cko$zl*vw}z{^&bK#gE57;R0& zI0o+!&7^%(>{)C}bv(!ZSW2vWA7HPU)AeHLyR}E=(E6Hx3yz%K%LjB}PwyrrVaHLd zOmX%^iT~;RBTWXWo4o)*hJSs>g5PY2%p&|LE|7;uH19Q%42kqC?%)2PiyU zba#Cy)yqR@)a2$bm7H&Iv#CD1sQ4vQgA6KF~ zltCv-MLPb313f@L_O3ENW~SdwF7!a)okkX8YPo0WCuM92h>s-IPXLvh;g0-avZ@FT zB7ZiQi7a2XJeA5NY;*gcH9&?#@0Cr;6J}Bl^d)Ci{tHT*4z4H&F+QVVIm(1q`bz4c zT{1xZ=B?kC#7VdX77<$P-7{Vi0ipZcNFZ?j7Af+!3N%B9bdXqSm&&7gXkC#ZLtwY4 z@wMA)^P!sM-T%IUvMhp|xafDx6`l60#^dzMLu0yVX(W-jDG!6yYbTSOrCo09ukjmV zaz~n48WtT1PG@shc%!a>~jN{eQ0)V`KcUZL$5c`3lPb1{Yqt$R7+hgOcyvDC_&W*sANM zraVIE^}w?X{71GvoKM!}j`oW2S3|CxIZ{hiZDEoiZdq7hVD1#T&32Dkm2Sjgs=eJ! z>n{g_F+-tJH@y+{gnO>6FsANHmmR{5Boi_p;?iIUZAb2>k$vI5+rGs8Yxu~aR+X{f zk#zKUUteEU`?1oR*#b+sbk$4(D@e#@+oE&AA%vzso!}9R8yZH${)I=@Ob0U|cd6WP zI5qr5s&c4EY&f+QEQyqb0Rp*7`DiLC)Hgu zf%Y{29i%Wwa-2EEPWw?4@x}}uZ#wYM2mrLsWR(MfdyEW6@qz(Xl=+=pnev&R`u%(p zIZ(IEgbwOf%n{nQqlVzou&r#Aysbj`+=Bl1d0M!cB;hdC)pc@P?m-hw;}@OUwo!QN zXzT@C#2_i8x}^5-g+U&1l(E6s5z3V-HML2_OP`N>G^!9??O0=R;?ACRsP*VfI91E>zbE=tBgvFUGv)#TekGn1E+GN&8WNq(UOmPx*Y{!LCsMCl-1zak-;i4s?=U zBJb%duVq$wveT}ol6Qr=+Zo>Km`rop$6s4=lte52=Y5)f$!}%ok$hP`;--N;MynA` zG(m!}SlG!g;A0fW{rmX;YXL@Rr3|nccPzT)Uaj?=`U@bQ*8r29YnEO(%s}Nu-2!_zy?2cYVOgJtnBpzD*%= zgY|iW-*$c~*_F{uOU|^%7>M|wKu+FOC0Rb~t;Yo;9VAaa{eOcr7X(wjaZlDPG#7+` zXrxojy!^GNcM-F_v6b_MB-?_LIgjXTSmy&(UKBWAp16hUtN>MtDbUeSC$C~7gwSjS zvn<#%T_RoDpk@mVtmuFTf)gHy2Gz#|H!<}7UJaK~9AN|5i617p zDID4QPhNPajBuKlHfm0RRoj1(^oPL5*b!(ISU~jGu6ArVkMZQB{TKtd$H`Ik*#~oP zT;)xMpAz!Y$hWa8qTpv^qRrj~HfQ2(fUL97Ejgf1RRd}>TobssCyi3|#94siqAH_MjCDM*?1a zzczCmxA4eoe_tF~Mr8Cj>rdA_1c@b|WqS;f+`(8Jqm67hv(tVe{m2%NYrvMPYEHLw z&WFIvSrr3a=O=ppm#=2k&^}gXB?)IDI+4*>ovT=T>nZ>bW9!*Ept*bqYaJ25T7v(mj)^;v z^`5Y^GYp(zg1^w zU@PUyM5%7Y%)~u1WyZfP3$O}gfHl@@J(o#!pGYNiZ!3tqi3B6t0<)AGE+glgrK7UDhOdBacFq=n%{qV!Jw}S^$0d>EYi2t(ST|P2NHyLux4a=3Cl&}Wa!usZYB2cJnGc$I7E4HapU2&x{^74!FFfH_IT1DSTC#RFZ zVc+KRx%>L)e}!Rckv7|oTP8&zp)e0Czf+Jf9FI)vMn)|j5!~_$ z7{XB*MFav7Lk;Y3Zi`t|er^fwS2kc$yNS!2l`dA5YZ=BN0 zrKo}C4tgnLtjD8gbG)6?%d0T=qdM|Zh-B2GiR*;Vlx%_UDgnR!LQnO?y#n?pdq6<} zc!rEswjRV2pUd_oyv`zqr*=+9UX%L!WXWl2o8uIp`1vvl)avE~WL@l$tR{mh%{Ah; z$+azXrALE)hvM{sE%Iub3yva?&5Zr^u(bBd|M1HU>WwvU?oNau%>CRQHLFXS%f#w} zhy+46Zp|^wm*I(oraOKNfw&bwasZV`B}>8zN(AF*UoQ81s3Zs_1-~I(4;o%fsWwkShIzYN=*%JD<<*@aYy( zq)m$SSx6gT0V(@ZQ9VI0hp8ve*E@JoDOcIR)`~J z$(NlkP&$N%{FjS>r;u?2<<6o9fP@Bn5tyj(#(q|w|90vC`4PIDpwhX09JTwLaCOlw zUGRy{5G)u9A$p`gJV=EG`;INJ;_jC&aDS>{ixyPU)_J}B_Tw>V9!6)VP3n8RpQGR* zetG~)1Ij?@lISf^>hvG3(mGR{Ij)x^^o|M;#{G+g&wR}8j*GAntQ*-YV2JLfka*5z z!|sIzd?;V$W(mr8_J?%I+VdYcn!wM@w{tmy-c|so#@-Z)lhZemKbM^!PT`e6Q#68l z>+*^9SFlVbsw5H*Jo%-5-%U9$2;h0)jPTiZRq3?&OtL7LeX675D2uXk!3DBEq1TW~ zC-A@+$HC-|-=+aYr~E;bRRm@4WN%;J;<4D41*x)pP}O1btfo|`-rkbld`ui}B{|~C z$T<+tCyB(F_JFH78}?Z0&Et40!fQ?Jd-T6^CRQijj7JfS3PQ>kw|`_iZr&rRYGD(x zug)F_W*XMB9{M{tI22DPB&3s1;UegpdJDEJaC_cxIN7yaCeAx#bWR@yt~V_FqP;je zw7|s%mswKK$e-ODGvkIVzMch3N?!aqv}9;z)v+euhDF|PKx32VYWh%yo*0YQ1@Xuw zXvat4p|u&t%OwdJX4B{fH0@smwD0Ue90&`v{SOXYnLk2ihWcLIWDz901ZNU1fl8_j zy!QHXqp$}fJjC2@A87yUYZn`~*wiZFjs(;wf34C5PO!*ytaK&5ZN*5 z!wFn17jC2+e77g~7{6w_t#KnOuFlRMq<9i2(2bVC>(y>F(XfU2LiFx&$QQOcRbc`e z&^+*FR>MR}CVnAFc>K^{;9gO~Ymj#C6?oX;VD$1p8zBa$u2#}cDHI8J!i*0_`3|83 zI<$oHs-gHIUrDgV)S~!56UCIU^(?eH%WpU z{>K&gM{58K<8c8&izD^vz|EA^eeVFIvJs*&%eXMjq!5&$bh54$xW<(Y_z!<$RT#zB zLP$?-Ue1k97%`m9?1%gNs}D4>mEhPoQx6*qc2idEf3|UQ@kFrP61{);qz{Ph8So~n z$pIhPuFy1}JX&KaqR|;Rhu1+NE8Jd{|8UoIk&cG97TcrsK z0-<+yNlEYa+EU?wGru=3n-x2=vxDLKmvKX^m$OL=nF8{QJ8J3qR$|GVDb0*H`Y!wcW%D_bZf2v`K z#4JMz{tmwbH13F+&#%v+3@oRTG=oaQ41)Z_cYC|ryr_y=5%b>)>`lLPDi$u8)Dwy8*L(7jUvTxI$4L0=tK2wNWau+# z5Y?53s}w-pWT*8_-NYe*N4gAP?|?{%pc}n`vo0w}O#Jfe8xoNSjKac;jI^uy3D6(% zPAPP(;htSRbA-0*v`vs@)fgnYTA?y)#&UE;mb|ez&`g-J^ z!2_2>dt+P_i?x<1ThL%vamSsbMo_BGFD07_k$|rUIx+$&p?=ELfTVVqJ^e@c0^ucLX_U5_^^?zrY#PHSy zhmdws*msa^K7i#XKzS0rC>_RyQ5sFLYV?|(RHzS$gowEBUjx`Mq3Y1sd?6(qG1NK} zUUv>7DT8VAem-*S_c&113}fAU^`sp!JR5RYs%(DZ?*{rFPS4T#cBH%=i#s1{I5NQI| zo)5G;*A#JT98HB9?AK|6j7_Rq^BwACL>#pdZ?t)Qz`IAM`M9w#bwi%g>XyA#HVDD4 zokEhF9IP@1Iq6VV3kP{+Kvuhz0~vi2D}y!3GVW157>AF&%nVJ}JB@l$z@Zc!_2h*? z0v}^0I(qn+=Tl zp5g-N0iJoOy#wwL%*AorN4mmcTs?8NOdM9NB+&)dkj7KXxJoBS$IbwtLt{(2n8LqQUn64Y?<3iojJjYK-`5KHJ@pT@(4Uibvh-@?vhjR+fSwide4P{PlFuC=3SrAXBm9f_i*Tg51t*%KXyIb~I(eSmB zKy7Y=gi0;T;I5|Lj3d<0q?$Zul0;9o%*XgmWpO;=MmrB(LL>`k-I0Jf5PUn}dP89m zuX$4aY4hCyiW!s$Eo{W_UO3>>Cy%+Tc;3Qk#}ELof(H5w{`l_JYAuW1IgYaLKN%iP zKoN|j!WVdy78E0CDD$z*>;gC-JCWxuxJLygbdQaDqHt5R8sGE6`t~vfN`SSOkG^35 z@YGHC3%*1uk3MlFZt_#sOaDj_P)7yz`}>#cKHvhJ|88?y`E`NL0;2U6sTEpD3-2CB zVXx;Ec&3vxaclJWDWS^trhJEXl5#3JkoX~)$c+G9iN%7sJrzo}z(rBh^ZvP4XVxvU zu_?kC)IwdCl9D5-Q1gdJlURn0k3TU-;0I%{GWtq}HF|=HoT=nPI39j91MJ1R!T26e zG&2C)Wq$SN7ywz)7VEglkA@XLCLl^W zflDsucF+Uu1ZG(l7m&QTopNBZ4cTxb)+UQ|UUwI_f6r_uGy0yOM-;Hw_Xk|XTu)&i zBq?*?)e1s%Kia%_-R^B-g};_KwulRWKy4eK4Ld+dRL{qg;CUIVekNN934}T1+n_oF zip<#L0f!N8s@7!H96bOUBT`)}iE-?FYq7~{Lc`+zDMsbrFqmZ)s6Dxw&qnj#L^uR1 zICk!PF4j%t6m_pf4o?%myn1|fv0i89Hj9QdL1^tgT272PAc%5%GT&CmN1Cs?-&(78 zxJfYR0{!P?ZUSCWg+BVT1VWjF^-j(#tG+y|yvGiPVvc?AQ zIXD^hbq@i%=)eKD%1*DTGZ##ejIm{7r&mcKO}H}g((61eBxPc7BfI^14COFowL`$8 zDzuV)+{wLsEu@}>FcZ1+Zh=%=@`l%oo$=)?YQyFic2|)$|2M*Hfi9s`@senyp%f=KgfTSpypSbN~5bP;QbLP0)Sf{zYsbjT7?= zD*SqGQo^RgRw29n6QhFDO-faRss-;=i}oY7(h=&6tJ4CS1luz5kiPDRkCe7#WW-Q6 zyarUODIz63mxZGvWgUvap{s{y4FZYA7cut(|0JjTAqS z_7y@^{5$@|tfMMCeya0cCgN1^DRO_?0k&RppWpZq0-qKeGyj6AZZs0qg)0jWrg{*3 zs1uT-ovvN`E`tQ3p7c%nsH%X7YjJ0UYCCE17DbN#9+(q@SHjontjN8jbSiia2ZB>J z<(OmszDy)F27>h1^n@de^C&X=!+YBODVagHCLIO!Q`!ACmh8-~)N{T{sxO=^Omp<4 z;iD>F52^P};8tD>+~@yv9J$m~RcFmOsw6zgBYaybEGFi@XfBV5F1IXE-xqPyzkE4( zO)OmYvC%Um--&yw@!6)UuI|^j4;^8Ze2DSFFMt#Rdd@r=;LANsW9u+wxaZ5uU1;Im z?IdH8a}G&!d17=Zq3uWRdu7WjI#;h|wvcfApL!qzx@PMtd*b8AQs#{BTtO{6m)prW zqkxe|-o_GtM6-(%KhT7kv3MpK@f2Iy=#t<4cl+AbKROvwN5@q~)cByt5cRnDejnzb!#U#o(i;Rl6w%Qe8Ts4ttD-V)B7EM(FyMTZC&| z(!aBf{_~#s;cEAYjvrGh*9l4gp4G(BDL8l5GBrsfiuJT{Kx*mM@C3UmZp1{2g zW{iOp#Jc15Zsi&^3-`VXEh}IR%wnM%q8Py(c_7ch+KpDECLtY6! z;68fv=)~dX&yS5bbc7v{9j>M`!js*;@xd^(i=SrI2Cu!Zgc(J&d1=y?HRIm~BNw?a zN6wl<{1Hbqcf@kV)ZO(}@3A{j4PAp|T}ou}d;8j}$(4?c3EiNue*Cz9Jqg~ZL}wC9GYD#1R_TkJPEF)1k6xbmQ- z=r%DRM)%mc!Rvzp8?Kc_HFB?#*pO66Cgn|slAH!~XbF+*X8j*2tKY5irffVpvVPv9 zS&II=uf*n&dAHkBg{i^u?DkBUMkZT9yl85$5GwabmlrN`aWzCfRX>kSG>ax^rAxcr zQ7OmEeBTb)>mcP2H|gN&_fBTIeR=A95_cZ@?#y4MF=Gb z^UZ?~%@=GP=kMFqr9FSXV{UD2&4Xe&s%bghD0suz1Esl>NOWLnzR^wsk8frCX~a(V z%{8?2J$5o;k0_*)ZKsS7vs3r~KJA;c%1lb~>z>}%my8s?-S%To;;GR9!3oc9ujjwI zGkC}bvwTkX&G6XRn7W>D=%8C=V2lviO>VzF@8J96zD>So=D&2__q9<09-`hg37<8w zm!f;`+xgw?JSKJGf&oAF9{ad6KlXjnzq@75#a&J=_u=t+&bb%9lz@cMHwA3{UJ>DY zj+07+>tM#;$F2~JL@qPFizjYVInAzyG-3`roWXRS$@WIpHop0cmL2Y(`#!Wt9XLU5 zO;1Xaxz1=8pm2JQhK9!Rh#?o8)p<`*9XH?j$u23OPeFYM4bjiXICsBVldN0%F9P{v zlc|o3GU7|ewq-NvvM7MAtX8qa-r)l>MF7! zPZJXZ%R1k^!!n{kmx&Z2;1zaovxziIT{_YgtNX@VlVF8xZJS+26F+FqnHYUdcRh9Y zQqG%G8LT&at^4QK+zNY?+9G+C`#h@lO^3^jzD}7Iu8J4-oN}ugtTGMb;pJu9u$HPN z%*btojj_=<>0(Og^4y!NgCC&m-+%@F#E`!V(f5bB$-OiSPB7G5{5o z*q!yS>f!l)nkH~pPk|KcttXTluc`3Ak$3@d&7(tZc$pO&%oq$l*gF5zC(c6Akoqq3Br$ncw^zIRxt2GijHX(F}&3j?nxp@!-25{*RFaATZ&m`+UJRk0_)5%KP5e&d*!91 zz8_;}XP@tkJE7m;*EUHSA`qUF$>b}uy2j9mKN_KiPb#2Rwa=x3hcDZr9p`IPJG^%i z`PACVBO)Y3*q!<&IXGZeJR2s4DXVhb-xE{_t0s4}r{_fM{cU@^$|d)<#h!c=#qG|a zd5?)-6N;F&mR2|o#ST1Y;&+%FbT3}KI0z3)iPAE`MP(rz8n|#?BsI7fHsdYe8Sd#( zRR>O$FSg~q%gpzeS8K2M@$n%DYVk5wEwA@+*S^X=f^lq2pGSZk_2!rclAa2r0gz00P4BASlw_D4IrV19mn>y7RS9^Vg^ zyeIDeeP;BPWmE$W;s=xazFNA$i!U_p{sXDHH_4-_^kHo5wh^N@C#oH+IhO+AX*MY- zLYe?vU0AWHI{lf{0#VlJ_tY~|u*`3S4q9;2t&eKeG8-0>+kvz0k@rDx_i(oWZsMVo&^ zSCKh6LRL^v@G3Y0dzbc!<{M;$oIwlC#E;DnYRAv_Ns2XG;Y$6)EBQL9+HxbLlc(9an5Gh!5GE-kfOeK7VW|? z`cgNvLk6@T2|wgL7oH|&j!f=acrY#YzO{=Vw5kY{OxT?*{10LXzq+OBQ$_6KeQ+Zz zeA>dvE+<-Puq&xa((`WfJ+gb^cW*)-`XPS%7@_yzIQwyFX~_e`9%YTG@})mEQd8fy zF&vgkFASnG)rtsKJYrTVv8(mwsDMY^J33T&($lBXQ`FHHjJ_6*DvNrZ#dHRKuq-tT zEYZ{@rxN=R1rWji4YHOe>X#xyM!Ml|l4kv!C=FDhy+zJz*5Va=9r^wmV6CJ1a&Q-y zfz1ayZJ4XnH-7w8W3$ap@;Qm<`CYp<8?GAisZQD+OVFs;&%ZI_H~wsMnc1PFQLWK1 zQ81pU_|5a*k4J=ntt$^_SIdL!?d{betX35!XMsJ{mG!ao)IVpl`x8K?EgpFJOQY#X zpv|p>*7(jh37vs|mLBb|4b~lH)vo*Td+25rYUc^CZd&xTv_q2jZV2U)6zeT@g_Df> zg6l_$1rvX>?2k1tB9cP6f`}I>eBH`hZ>~4P=EFh_yZ0k=ib`aJ9nNFn`Oy3K`-=Oo zWlqJz*gqS8@7_H*Tv@OL#xqUU7dMwrfB1wQmy*mz*uaYPM9l}^*fgu)NdxX$KXNCj zImYQu-v7F!HTF|V_l+XZrDR&79=j3zxV0NJ|_o}?qn62mAb8)zDsy3})7%Nqg~hO*nqvzWuKaa}-ZnRE_-n;?^)fpYGvuVS35+t@ItnD*t(x%QxP> zuuGJ4kC07oUx&uTeU9vEeFExJ;Em#5$bmnOX>_eHSB815$^blPnjf~r+F1HbXRy>_ zwX*`%-O*?vD6ccqMMWC7J=WX&rB-}fT`C~``Fifp2bzR;*cA}X#1N=ic~$z!exnx_ zt7diP25SQxyHIMS-eQ8l#5JS+DkJ;X7x&tpVv}@)kLe779E|PLx9|~#gTZU z6z2MLxt4m>5Zld#;r?fdckT0!=7g?lUa?N)djH<*M_usm54Uft&hg(r#h-hac1Zz$ zE+zbLOM<|E&DvMEm1O#hkB#)drDCn(f^SQe36c`KAGI#$dB1r=!|xh<<_v{bHrS4J zZ>jmt>I2sJm5tM@5{DpJ{x|5(d1$@PVImE%6wGqCN7dkRhimE0z<4gs<0nr98ODi#8DG%9? za8nF8eAL0=d{KDlP=hViztgO=>Fpa9S!$^p^Hm$GGlp@qBfCZOm5j{I1-skg4F8sY zob0z^d-?o$?eN08!TGsE%*^VYBem-l(Sai;1qo8lJtA?xe=x`gEW{O!+v{6b916Yq zylFo+_M)jFD%1QObyeWpeL;SH$N3!3GF()wG-lsuDxlGjjo;+5xw(1fu!l`gzCl(X zH2xRI(pO|QrV2~1s(|}fr``Mj(R6r;|`+yeQi*41;C){-8e zGHG=;;89V?_I8@tU{=`iwTDcIzG2Rz4$kcCczJn`PcxaShTfB_tv<^&8sfm z#UrOh#6H=WS7K`kgi{s6wa&)nhgjShUrgEjr2Eg)Lq=Oy@gAY|7PpGRpTB#%;<+C3 z4PZ|Es#lPoo%?j0MI2ot5++n$S zGw5yLVj|tclf>ZQ6Y5@k$O~^BM(MVAi^7v;70xs% zecPNHMfVHq3M0-toj$hm{qw@`MTDXju$Xtn;Mwh8Q~!z4Uh-Qx`$z9#g7#BMd1?et z{JWNS<+HGO%e!u)TT_!`VK@R(XhpsqXMy(CC;nIe~=#=(OdP@R4}qI zHfb3F7)Z9pD9$2S5qr^Y-=^V5N|H!ZT0tHr!h`fBx=L)*2f zfGoqgZBEHn6Ze79-~Bhvw6qB*DV(U1v7`8yp& z8BP`??lw`SMqjX;>+R`nY;e$q&xG?-mYrwa#apjVUWi@haT~U)Ox3^MGaQI(O}op` zxq-HP>&|6u(YW`El98P)RTmyw_rZJOOQ-q$=#LYta-{`(E$D9h-~CD|bzd=;-b55L zRJfS9?~0z1)qL_}Gc+_R>a&Q5(j-yunrr;jdrbo86b)BC^g!>HgjX_yHCS1U{D(>DW2Uk+I{ELIm(d&~`qf$Rc;!!pLJvy z85K7FSftC1J!uGc9d6sZbH~Thoc=sr%hh}Y58oN&z8ms~^zGuC!T5MGnH|emaRWgV zb8|N~t0-O$`BzQkewiLx58qSFJACqva_L6++_uhTCer=C46!4zm!JIju&xucIK1=e z-(;if?p&!8=gDAcTvPsPzeu?U7b@x#|HZeX9m;>nYx6KLog`g_H*!W>*^fDr$Jm`q3L_=b3Al z=irN1^>B5AaX!XnSXksxw@b@vR@j~D-eS~Tq}*`TQ=k7`h1?7iK2L2kz!{gfUd-i* z9e>PkyLOwQ#H-H2XMOk@Ng?IddE~K`WgPTP{1WeMq8|o-c|Tm+rrKYYe?!IPr|@~T z-cnv35DLb5*CzkBUt}3`Zfm{GcAx(X+zVq1sV9)8|Kj4ZbIzX4`e`5|J2iM#IUopU z6RG-ie8M$%m5qUw&wJHHtbUpYOGihA4BUGFQh7BW+IQj><2RgzuPU6@Lf+4c^2JXz zveeVPcw?Y@YAMLBS{Mte)FP?S6tYpbe`&54&6c@>8iaygy;OzX!C z*1KwZEEKc#8O=$saG`6fPiX7v+A>DLJJ#76V<4T7JKU`7SN*f1*GYoQPnz#a{SPUH zpy8oG4=#ml<9zeoZQmdjDJCl4+#lm`@ct*pp})5m+BTRjSD(4)rC+d2)yMKql}q0G z-R9pmfjDzF?_-J?OaFNLl<&0Tjy+4s*>2qPN0$~A3E+2>PP=Aw2`Ox(7N0IiH7vVXNAG6H0#>JGp4N&DZ{WH+Q z2H6Y0uWR{xRap}pCmVKl(oZAOXt{bPT{Hafd<-dQAYyM{STcRU+7#my}) z{IQ2O(z0A!e!Y0&_U%sV7v8uYN zoxnU`W2==HY*pC3xAQyc!|*|6`)V`z_T{HBKegXWA(9^kS!G|i`d#~O)~w{`w9>sa zCfmK0^2beO;m20WPMZ;|Hr7tv>qS^ZNXX5XKZwc3=38g*ypn58or$LLckkNJbbU{+@k3PwES&C@ zkUnxnQ*-q8C1_FuvJ|2=2P-E_Rs9%?eui#d&1Xre+AU_3iQB$NO`TVj@bJ*-;T&x& zWvV^?P;o+X(kK-6i2g=Oe#JL`g}(gNfml_qgR%i9jHQbo8#80I=ui9Ki?==ABpm`K zF}UdG*wNd!Day%P)cfI6lKjXe877wcc4Q!wn9e?Wp78!#{Rns4x36k6Z|U*V=!CM8 z7$#=M6Tkavl8r>lpY|5+nA;fTT?Ljfr^^W@!2j2m_T1KehC|)XoGL1Gfe8G&taTMz JqG@~Q{{XQQ-;)3U literal 0 HcmV?d00001 diff --git a/tikz/self-organizing-map/self-organizing-map.tex b/tikz/self-organizing-map/self-organizing-map.tex new file mode 100644 index 0000000..7c64fe2 --- /dev/null +++ b/tikz/self-organizing-map/self-organizing-map.tex @@ -0,0 +1,71 @@ +\documentclass[varwidth=true, border=2pt]{standalone} +\usepackage{tikz} + +\tikzstyle{neuron}=[draw,circle,minimum size=12pt,inner sep=0pt, fill=white] +\tikzstyle{stateTransition}=[very thick] +\tikzstyle{learned}=[text=red] +\tikzstyle{input}=[draw,fill=red!50,circle,minimum size=10pt,inner sep=0pt] + +\begin{document} + \newcommand\n{6} + \newcommand\xs{3} + \begin{tikzpicture} + \foreach \y in {1,...,\n}{ + \foreach \x in {1,...,\n}{ + \node (N-\y-\x)[neuron] at (0.55*\y + \x, 0.75*\y) {}; + } + } + + \foreach \x in {1,...,\xs}{ + \node (x-\x)[input] at (3+\x, -1) {$x_\x$}; + } + + \foreach \y in {1,...,\n}{ + \foreach \x in {1,...,\n}{ + \foreach \t in {1,...,\xs}{ + \draw[thin, dashed, black!50] (x-\t) -- (N-\y-\x) node [midway,above=-0.06cm,sloped] {}; + } + } + } + + \foreach \y in {1,...,\n}{ + \foreach \x in {1,...,\n}{ + \node (N-\y-\x)[neuron] at (0.55*\y + \x, 0.75*\y) {}; + } + } + + % Make it look more like a board + \draw[very thick, dashed, black!50] (N-1-1) -- (N-1-2) + -- (N-1-3) + -- (N-1-4) + -- (N-1-5) + -- (N-1-6) + -- (N-2-6) + -- (N-3-6) + -- (N-4-6) + -- (N-5-6) + -- (N-6-6) + -- (N-6-5) + -- (N-6-4) + -- (N-6-3) + -- (N-6-2) + -- (N-6-1) + -- (N-5-1) + -- (N-4-1) + -- (N-3-1) + -- (N-2-1) + -- (N-1-1); + + + % Neighborhood gets excited + \node (N-4-3)[neuron, fill=black!50] at (0.55*4 + 3, 0.75*4) {}; + \node (N-4-2)[neuron, fill=black!10] at (0.55*4 + 2, 0.75*4) {}; + \node (N-4-4)[neuron, fill=black!10] at (0.55*4 + 4, 0.75*4) {}; + \node (N-5-2)[neuron, fill=black!10] at (0.55*5 + 2, 0.75*5) {}; + \node (N-5-3)[neuron, fill=black!10] at (0.55*5 + 3, 0.75*5) {}; + \node (N-5-4)[neuron, fill=black!10] at (0.55*5 + 4, 0.75*5) {}; + \node (N-3-3)[neuron, fill=black!10] at (0.55*3 + 2, 0.75*3) {}; + \node (N-3-3)[neuron, fill=black!10] at (0.55*3 + 3, 0.75*3) {}; + \node (N-3-3)[neuron, fill=black!10] at (0.55*3 + 4, 0.75*3) {}; + \end{tikzpicture} +\end{document}