From b2a6979ab42bd16864d8864656d554012a955856 Mon Sep 17 00:00:00 2001 From: NotXia <35894453+NotXia@users.noreply.github.com> Date: Fri, 27 Oct 2023 13:40:10 +0200 Subject: [PATCH] Add FAIKR3 Bayesian networks --- src/ainotes.cls | 2 +- .../module3/img/_causal_example.pdf | Bin 0 -> 44694 bytes .../module3/img/_cpt_graph.pdf | Bin 0 -> 16716 bytes .../module3/img/_evidential_example.pdf | Bin 0 -> 45335 bytes .../module3/img/_explainaway_example.pdf | Bin 0 -> 46147 bytes .../module3/img/_global_semantics_example.pdf | Bin 0 -> 53929 bytes .../module3/img/_independence_example.pdf | Bin 0 -> 45856 bytes .../module3/sections/_probability.tex | 194 +++++++++++++++++- 8 files changed, 184 insertions(+), 12 deletions(-) create mode 100644 src/fundamentals-of-ai-and-kr/module3/img/_causal_example.pdf create mode 100644 src/fundamentals-of-ai-and-kr/module3/img/_cpt_graph.pdf create mode 100644 src/fundamentals-of-ai-and-kr/module3/img/_evidential_example.pdf create mode 100644 src/fundamentals-of-ai-and-kr/module3/img/_explainaway_example.pdf create mode 100644 src/fundamentals-of-ai-and-kr/module3/img/_global_semantics_example.pdf create mode 100644 src/fundamentals-of-ai-and-kr/module3/img/_independence_example.pdf diff --git a/src/ainotes.cls b/src/ainotes.cls index d350d25..5d97ee4 100644 --- a/src/ainotes.cls +++ b/src/ainotes.cls @@ -6,7 +6,7 @@ \usepackage{geometry} \usepackage{graphicx, xcolor} -\usepackage{amsmath, amsfonts, amssymb, amsthm, mathtools, bm, upgreek} +\usepackage{amsmath, amsfonts, amssymb, amsthm, mathtools, bm, upgreek, cancel} \usepackage{hyperref} \usepackage[nameinlink]{cleveref} \usepackage[all]{hypcap} % Links hyperref to object top and not caption diff --git a/src/fundamentals-of-ai-and-kr/module3/img/_causal_example.pdf b/src/fundamentals-of-ai-and-kr/module3/img/_causal_example.pdf new file mode 100644 index 0000000000000000000000000000000000000000..135e68d10bf9e5e39c8442ef30c339f59dab5725 GIT binary patch literal 44694 zcmbTdWpG_PuqJAVnVB(W$LwupX69{XW@fgNn3HW< zjecmU1+CVnUbXsLDp4wlNieW50^lj9=ZBWz*-4p69gMBv`S{?Ow&Wy>?)ZEpoegPS8M;6FO3n7KH(Ih&Zd zkp2UqxTmY6s_S2@{*{cF|9yxG|D)c-=x_cPI{|_JTIauwo*bmy|7sHWoBqcha5MiO zvCm@r2YEeFQX^CQs<^Ci^--)crBNu%1vX|j6=n{$*+ynoa2b4B%woDw`h9RL+~agD z+_Vh5kb4pC5_lzs5>nAS3?$6ipICSF6PUVx+8}~Z!PFJ7QvcVT`p3ZkkCU+c1Ib@} z{&x<-^#8w`{{iXW;mo9*001d~gX4c-`VWNvG5BAM|2hIGlbW-Uy^Eufvzfh#7d(?R zsjIV_89bBd-xe`5cPkS!6-kkQU}gI6jbQo5vsC_PKg}xE)^;EqLG#ZwV2N!+Sv!4& zB_z}Z8lY(#f^y{w35ioDlO{jdz>72Ja zR99r}*BZyjzMj#Ttt%ShsrsQTr3jo$A57$_6naK8b~mRrsnE`98P|rCQl^2Om!}WO zv6H84f|7s?5HMUe6^m*-(vb&UtH7J_%r>G*iUlh2@5Y73SKxF-l^6Knr8b7o(Eo0+ z(;;dSdMjg&c;}==E4F@!@TDb}TIi?DVEwa;V8;BttB6I^w3y#KeV(n7Y%a}gR!RM} z!SXJW;KDX`7|4*-#E-9tZ1dLNgpEhRF3j#1gq#1xFk%0#fx&C^j-I=(@pLc zEcD74o3EG5M`BBnKI9`5#+8R&;>=YeYB6ahN+bD(IvTqecJ^BocKm&oHZFrTnz0Tp z1G#cq6T1$9M)YF1dRH?g{UL}VF=Yb(c&y6YqyG(6o!QZ9sd%K41uQDsDWHZYEx@u{ zk@gCT{pX=(0)|XFi)AGK(SCLU3>iFw=vP~qX+Aon-1-FF9VrSKLGR#n)*VX^o&%lr|Y8*W9X!f7{jNZWSdBH3%T4|yuivxVz>5bba+ zg_>ehI_F&PC3<<-D)H>75E0N;^Ry?%N=VCP0Zow(mZrxrZT!Um5j}V)arZyr9I^P= zj@8=8m2D=I+E1dFMI;yyk|h!~1NI|W6?BmLxro!n>WhPkzcke&$Pp@!75CxD)5u8G5+mpR^-rSC&(lTdX z5QxA(g3Ml>+jTmuJmeoA**5k3!NzKf5`HWx1oTmILBkivSA?I0AL(D;^SL}V86kJ} zUZ&J6c@TM<;*94#+AnXj>9A9fOWV2&Yt8o{er!B>< zM!WZqm`gJI=W`Fc4E(#E?rbvSu%d(3D<@`i z%MoE;y8mRiPc8|~gnZiNrGqA9bj?Fw$N9d6@9%iOE;HZ(cWU|+f1~-WUyBa?u~(XZ zI<^$=5HaL=Fpi3M>YZ|LE-u=*i?{F+!_T^0lbk~1eW*c1=ihs0@;y}=)IES0rt?oE zh#}>HT4jA@VJ85GO5OQ3&tYLu^FtfUbR1QmB0czPb4p~RDZYHzx+)Iiy_de_8V%e# zHVBjs1tR-e|GHwIFS5*G1YiE0w{ayRsWOeq1&Zg&f>xz#Sv$lMedE?P`bFxGmzpT7 zPLVxDPnqp6x{{U82m}xd#)912;ac;%giLvNb?vFAdpwhC*FM8}EF;j0&k~(IJ6G0WF21YSYddUE9HghH%Mf-NmA>shvHoD zu**-YCFVQofb`aDik(p?WlVafh2FJh{n1iVl@PED;j;FpZ7QI;&8xaz@N=T(gHW zB7Lia@=ib-D%U-vSj~mX=xuS#!P16bI1~4Q^%R$VW{97cxfU$;t>Y`Qs{z z--S2(e)_+?*JUzEjNPPP*Qi>mnecYevbM>MS9D=oo+Gzrtks>TLcMW zk(AdYaNJy?@J=t6e257bSqs>?ujiiGG2gb+6= z)Glm)2u=P$z@tCNhLw0n$QLyEb)uId7jM5ITH)0*$X6|h<4xN$e<4l;ys8XrsKlg* z*VZ^-da!I@Repr;a2Q{}rj7iEtEIdb;S_SL7QuV4R1>hkRPK8Y`Qqju*<85IL8F|X zt}#xFG3jnaAxLI>jd{*B8eWZ*J?;1iLo!otHoQFcu#^GM$-f1a2FZ7$7BE+OL!m{D zuh=!<2*{QvetP;~J*7`(9yWu_dV4Wte3K#PrZdOMHYs8(1 zt`m3L(CAo*Bh36~aSE!(s#@)Ze?CL@-}<}wQ&R~rU%RuGZcfGy^upa-QUZEP`ved5 zj0g4RH@s8jCZNvfZn=+~ZAr{{h+S@zA8 zzV5l3b=fj%gX2}E+~w61q5eB2W|Fr5OWhnD z{$Xza88nMnxw+$h5JG^MY+XH0IpQ$@kp{j?|;_xl{HspHFVm6=(a&6om$^L-n6(qRojx= z^jSi6!lL0pV8bg9Ad>k7u6K*pP@ZaaT%75>k}avVY|l5wPW)^zw~g0r|CuoNsmUK8 z%CxXNetv#%+R@aU&GY4)rG)sJZ>**{+~j;|O>s5A){W%mM!TirXjiF@Mkme zVag%$%g0yHOY^RJulvOs^@YJO9PApPdjaR^!NX=H@xg~9@Mc`6F{BGDO|qDw5EP#MXC`AckwZTTKM?j2NfilH5#S1>K)~lw;4Daf8?+X{RwStv8h5-g{XXzqm5zs!{ zsQA4QF(u?nCEDW_JeURS9N zT)Zb&m)fi)Hxrfq{p2KHyeD8=nT_1Mbj^;rFEiDOpsb@DE%p-Rd&DpHLwkeac{gKw zI%xy=d@2k9r_80P+dGO1Tak0}n_KM-;!QuzJy$b839Aprzk&)fCV#8L z{5)OdTsRMT&#Y+wY5j<$?t!!5hF!>SN2zWZpu7;Y+iu@_b%^h2?g_md*s>O@P%EJH zO_;Z3z8_oxvC3|eL2vkKd0Xf ztO-<5@u1?_|8i;9Y)9bUWJgoJwz>@I14_EmH_$au?m>BQNNq~hxTIy=YSU{#$y-xe zZEZ6~xf|74Yqg{9+~bfQ|A|$d3A*^^aQ>})tEbKR3Y5{6X@im^!?V4{3RYB6T-EI- zDtT`gj>8agmR^U$xH8kY1#)jiq&=-p!RA_^x;B2Pi|&dsx4{ zkek!X-~D;91~l*$LGxC%Qk0EeeC^aONbP7uERrh-PNEFI-%N zN6W7ftpA$XUDaFQ?Jm=`N+b>AdNJND&H8&JC04K@3;sP+H63e(@zUvb>Kfl&wWj^HpZaey{`_6n<$ z#GyHf_#F3ppkY&&io)$?`srL~ZZK8}0nr3vTi#f=?&I z2^X=OpROAo-7Vf%_ikG+liU5trMXNIb+rlS#MwXrR}tYKA1^5(@;)7>9v)qvg$Czw z=ZtifosUl!SN^q6bGh#)hZk;i{hi%SMmBD*9fEK7Db>vp3J-wh`_Q?$1Uy>%APvuF_~legogPxf#ELR%gxnqQa&cKiS{Jz1X|(tWb4bAII<2Yn9DZeNx(2-On>GyVhaC zac8XvO9tV{4AoX`pAWIt_&OtvSgUG{Jt&uZ5!uPm-biH_7I!Pn#x=FlfO6p?}XiM!N>5u?>2FGtse!v&-NIw ze)GDMWa)I1sqZBL>I&;kT>afFWS7FuP(YfTsY#qwTb+9^AuTQHSB#7fx?T64qD~7j z?OnxyUWZ8T7PS_zts19(e2@NB#BAz15JG9KD|EvV!Lw zUIVp-i3>{*x5ptg9Ls};%;UAE+6-UhZyT$1i2rFlOd_K{N4e#Db?eToBA!6 zyw7cwih`Qzk!!;<&n{RA8%#a#zb+)NE;c+`tIVg?NIvgQjySNBQ?>%$4iN}sCJnll zroCZD?QBFx*rrl^AE*PmE`gb)npY3y$3pJwr{lUEkLHTCZ);PSUC%R9<2FDjk2j#A zgXd8qNz3`w`$w$*?F0gWz~_R&y5HL*O3#zq$%At*NKu|z636-s*uqIvW_8I|L*b)X zX`yLvw?&2qxw2swQHj3_n)gr#G^5C62Q^lRaMXeSA#M&$hcUt$SWmeR)p#Q4)01*kbVB&6c*R(+g?^ zVR7wbE^m76nUo4{`XR3AtoR;9qmYuqP*2&d=(jlE&ag4rGpyDl4B5S3x}-YTf7^6= zTzFi>x$=CRGx%}&bVl;&yU~){{rXN4@YuoRIXf4DOw!}{c;O(t&bThLyx6QEeJXi0 zB@$@I=&-J)>vfjQna9=r`isQx`$gs7PBojpcy$a8$8^;;UWe&Of-egORX~_2H}W{# z=qP!>`Q~S$!6)~ZXVopgn+uZnD3JG6&&_1}72oSn?dP{7;#&LDk4YDT%bpJ-Z8JY} zOXRxZY@@ayxPuZKg2$8v5B6pv{H(5HS!8{$>($E?WR|qGjTzv=vW{9yZACeN&Fv#} zqKqShI>kYOacfz>>vm>MaJ{v;yVYsy?x4fZdW-@(zke9o0*Fkg*XbT`>;CI-wn82_ zR=X8YUDe*E*3ePZ{v0L`tmX4`ll2+^g})a=b%*JM%UIZ*Emj-?nYz0CWyQrs&mJ=L zJV<(wxIJ%+m%xYTr_Vn`E!;uG`fVRFZhGVWr@xVabeCN(lQ|C|dk8pd?TQTgeqI|b z-H*rBu{r+kjZ7K5t|I==lZ9@Ieh!`w{Vr$YKU!o19VAOqGjvd}9V*we^X3lfMPNxI(GUlKe7Ka6e6Ow>&{BZK6Nn*~1(dh{Q&aUSop93vW)q-9$! z(Yk(NI2VSy<|g1h5OV!lJnDIx^x*9J=sSvzt|o=-zU?25aPVJjy)tz7?RK?E-oyyQ z&u8J5Yiew*vYva$fN}6!-1KT~Y!T$(I6;azKjBjA?1BsZBIaQ4TJEGd5N|i<{6? z<-Al<-Mj@fa6WkmDfqK`5uII(KG+h-5Q$3jTWJu7X=_7Cx2@QE36#O#OP4ub(GhcZ z6BB2;RI6LfH11&)IpEcuk0Z4{-g)SX;LejfN#Wbks>r6w)7r7S)sotM$mt!OJR z>FXfUd0c^BHin81D2tJbDHnjCh13PNBu)=(hczgL{3dG$c|F;gn7?bPsdjtiv`_2> z2MW(=xM8LOFjE(7tF40G#j)-wv6_3~7LXW#V--JsR?1TPaHz9~0BBN4`E~2KFESB$ z@|*H5g2+)T?(=-&A$8{73^-lE&f}Z>PoPefLsVrD+{;_9FIF{e2psv&nZSM2BVaA6 z{rohX>=3dbwrVyW$7L6)zkA(*)xm63UQ5Mkl)aul@N2GhU15H7{mHJDWJiM87r%$8 zcpzTepk3=e8+>7ngFMa19??O*OT7?q-!AJeYpu6$aaDC2=~jIiTO6pCyuVZ zBcFuDBRD^fGO8A|X*!S?Tr9%)q`Bgt-A3tN4Sr32Aw9&eJ_pc+V056Ia$G#o+4rGq zG`}4!`|oXhrq_Ndf<7^)w)#NRvG)dBHy&%8k0G!6Emnfq`eYG|9S;8X9Zv%e4qIEl zzdRLlvWL|6C@q$3o1Ep)B4zt|ve&JLlvZ>ktDT;=-}4SFaB^_E@7;1TuZ@CU?2G+W zIGt)-hkR!|L+gVeUNS&)#8IiID4k zF}9K8D;iO5c1_tvTW(}>i`39B;9o*7zp{`)EFU4D6#(mjSd+6I5d*`>PBIJQ;vy;c z(Qfhv$9hPt&uw})f7&@Rdi{{`o++ziJ3xO%pP{te3!L};&JcRTStm~Wrr39%JER4? z5%jwjBx*9qeL^zqDTw(*2ifuB>*Q4MEV?Ib)-^XMMqUb7ZPwWtm@xTgfG+rk?WN!l{dt61lUKiY9X3%L)7oY{v8Fn^FDm} zf*dMVI-rm%mw_5<+PY!Gf}9IY`O1>)0*lJHXm(5$c5B~)GFk)nV!C=gGwIxME-bz3 zThXGiWxPRo@dF?Lz8FD*`*G@Q`1_D$9p;9y?ET06f!)yk>ylmByOeXkdgG&#)0F!IUe2Xv9NC9dwJWCT6;0g*l`h4Z z`REUN@d05~(b(>C)um;#xVvq)jrMkXQM(p69lzN6Zb=lFc_LOoUI@~(p-D9W3!e}r z0^quLt-V%Qc_DnX=(YpU`*Lo}m$$J}Xmh&A`G9)Q@4547h}-S;vb0onF}!rSIbUse zI@?R@=zAgD3Tv<>-}^Bf(*9yE@7JQ>JgVh4Jw1JU-{!f~BZ|qmR#+P(OEgG%J+To! zEP7l{q31|zB9EfJAv#c66e08|;t;XahqWyM(~K0+aa@zR2l{?xq)2 zlv!~_MZkNbr)N3`ekVwS&-3d=L1%VA3Yn!@&(nl+X5DIa!OHfWLkhXS_^$a?Z6Vup z1FicZvhAjB+Bc2<%>xP$!x_;^HU>NPvLuUXD96!UAS8j>qaA!2UFbw(? z1xVn-;5ae)^_y>pd*O?I{Ye?D&-6(|*zf>(Q^{BCWqY2%LVn5C!@~2Luk(`wuBuE~ z#^pTbHUbnJgd&1>HN5?ck2U-Rnp?70eEo%Iy&s}s)F%f^ITasi+Rkc$8UboTrG!Qq zF%9w&<$5qT8xfIu5hsTOu6stHe9f{mth1O^imu>&Ts@zp8eZ!fK{}4R0&(4huZM^F z_Dg8&P*f)elwF5By*p`2K1tQQW9)?a9uI%yVOBOIC*&ix7Yp{ww0xp!`6U)ezFN1d z>%kwf2zW(C-5XwpIG_0!w<=n3)3kWdpX)gTTh#bSo3q%%kjr&pSS(^EW(ylg;(lhs zj|(^NeZk@>yFVYv%C>$aE548GcZa>bqtT5>o)mSaw`P4c;@+yRJ0Hl>a?F`9IJ#Y0 zd-)x)e+bE1BWrb{!i_?c4TE{9FtI?}LNs_zjkseHj;f3CFtC73e=!26(Vy@Zqs$rX z(vz_%9b2nLB4HcaVWeh;$x>Oi;P#4% zEh8Jdx=`)rVYAL(Cut^FONAft_&?I6U*cZ(%*+;8MT1qhqTIeHWB( zMki3%QrxU7HR=7TjUw@k8AVdKj(eh%z}N+te2OrNO}MED%gcI@l1`0suAC62iaR3T zgPzL!fnww_eRZnLa;g+> zEi{dfA*0vhMMcdHc9Bwh*s^7+w2m4 zoq+CK#rO}jME;rrev2p$ZX!cS6GuK>@Jlo1h;8@jZ55kbT)QPlVx4ga-D+)ksWBuj&V1U}l;fhl6csq(YzFhX zQrN4!#hk?sXEn>H@AAs=c&zNA(9~{|oxk|yS|bo2qBc`zff(K{hz3jxfbM377 zQ>6S(iFoa0PRM23(Xa^6j|UrSu1Qi850V-~2)WLUS4xE_qdS@V*Xpc|)`*OjL|)0b z%5Y>@XC?y}j>3f|amX>k=in8%I~qdk4P=o#QBB|=>XX1lP6#4~qXFDA)mv~d5E#=B z_G;XSxH#drNagk1qk*qgg0&t876z{?(FPx{L!1F#KfaGj*W$NS!W|>$X2D^6uyg@v zzw&vL73KRmO3oWxV-W?;D^1%|?#*U|@MvORv**4B>c7|9+%QxJELu)kYvm@m|H5s7 z2-c1gTBidCQh^~2LE~sNpn1~jSq4i@ocWo6CJIn<$$Y({8OoamT}4JI!f7S@X(XgZ zz;?#c2(1#?5N>RnB$9RKvw*|vA)z+CUkr+w9Lu2+aRDj<)idS7CxqCEvaY7mJ4DT~ z1_|{>>lxd=+=UiG_R$r3cz&+PQwHYYwKNbIVxCga)7mPowraG{fGD7N+h0x-1SnDs z;TfNign9i9S<{DwcaYjh+{_IYI8IX;>@K1Y$%eT*Qo9QohaAW^rYgJW_EG(G)^jtp z#qlLv{gC-C7|}cQfkrDf%c)^TIvG{n3F?&e+<6p-xL2;SAocqM5|2xI)Wm5OWD@;A zEA+NlH3RHP9u9et&GIq+0{0(iGT~WaD1@ss^;>_eJyjQfSUp&Q50~t0)1(~bKGCR0LYRKQma>8?56^p~4vCc@vBLgif+a z6J62(bQTcD8_#*`gbhd&U>NuziN+rdN#9Lu#rnP^9oGHIq+Act5rFq9+6xwnLd|_I zQY0H}9W7eTP!Z{w^Y>JhQXDn*w24#%SgG!j^WSLc=ZRHwe_;Y{e}QGLg>Fzpgsgyf z5u%rv(%O3$5y8nUD4a_JOcqay_LOCZv^rq+!{P4`Kuf4o98D|*kWcvMjp`~#ZT8=C zUQhg>Yb^o|7gZU+8%;n>>?p4%3-L>Ft4)SxJ-7qOZqkUH1HSi8 z1BDLuBs~UCT7&SLB5+j7Jrm!MX@n$BhnT6}Qi&*fZCF{(PFPGF?t|c^q<94=D^7*3 zO%&xmQiYH|WQCp6hL9hjjd!}!z0li=>j@lB5}sRM?lMx~Rxy-fb*)*-+$mYE;-Ia? zE;Fp|7@J>A)}niyt3TGWdaMy+@e5VGw~AKzOWe%20r_#-2`;^Cj*oM#dVSB^R^U9I z{xsmM!{mh*sJGA@#}a zIlwVQ0`UU%2;m!rP#WXuYXG5>z@YZj zZiNd2bfTsRvbCLdYi0p8rF;^G)RBtt$C%e1GI%}nSrnp)JU%5P9(M!8t2VAhR%JPt z>~)lT)MUPepFS4asPidvzGgU~QQC#-owxSSii&fAaS(NRU}L zBT9?@Twmrto1h;X_43;-AZxRhsl`XfSstX|%T$1^prN)zq=m)Z2D+$;Mwp@^$|+&t z8%1EJ9hcz;o1Rk+OuO0HDjyLH=yG##SF(<<>k3halcG0WhEC#<*|MwxM%yK%WwF!x zQuLIxF`PLRZ^+NzmL7i`sji*I+$ zCjn(!_bDui4gHxqso15wU}dM(dQ(EFA$4GlQOduqBFV$e*vF8u-k6TMkTjM<(X7K( zj%w>!DiCDpt!Y46kR7OZ8!@)IURE1$MQA8G3g_X|5)^HOsH`)LDEEtm=#*2uvG#jJ zx!T;5C$Zi3c4jrp;Em&rl|CR}=L?sasq};A#sRK9o%>6SbyP6<_BrcPBk(`Hg5 zC)A?@L@pF6@mjL3Gs!VReS~B?f;<7xEyLS`mbGI!(;;8RbOBS{P8YEsGc10YVAfc^ zh^AdomUI@5MbVc{v;g@7#?jw!h`&ZrN2&XhS-BIGR;(O|*{I9z;D?cqN9%&4d7x_= zYT!g2m2rE%Vvy?~({%tDpUiYowKON6lfOY=FROqzNptUWd83uVwz9!B!I2Jdpts~1 zl1(Tb-1mXM+$`N+5@PZKE>x6h9s(nTrFwI9u+f?4nZyo65(u>7cJ<5lWcuL%8=)`b z^o2yut0kn>jvWw|_K2Lnq<1j!24M~rob`+C22p{F!u4R-C4(BJqV`G^xJT`?`O zAr*SHi{odQk*8}&9roMK7HtIU6gHAqRNkvd_6AD1TVjF;pppn-zms+rX8oLPLs%a~ zvNQh0{t}nvA4bwKgs7kMdabC3qd)M@M#ocPE@bQ3Oe*u6Y!%XpVC0EZ$_69PNIKo* zD9KgJ{^zobthb^Bud8;ho<@IPr{Y)7q+k@WpTS7|Ic%uImn?MMhIi3IQhCdPIQbhA z1g@4}M7Ljs7=%>kr1~KGt^18|y?^aXfrkqXs#euG6J zx>Vj}DTB||9J1}Vh! zo1u-EDFp4|X=!g8<``ZA40xME3d&UQB+JT3QLKS!fbY2gn{(`#J{zUR-HsP4Pvv8vT(rt2;xHF8 zN8Y1Q%s%^N6o94F4H-7kqrzW0#i5dd<5;kEq1d z`W*t*+_y7?o+p^w{jZ+puMt*o&GWo>6`pGkm!w1R=@tS07zFA0I#HFz>u+ZBYK zP9T~%lbSxPp1g1&w$@TaWU6?-inLbr*GB-v{Moe5-}BKIC`#yfIA?|75v&wpYeTr% z(%fK^P8H}uMMO^tiH^Lo2Xa{)C8ES6LAdEO8 zT6WDKpKL>VA$AdmF`CRMR(cxx{c$S}Iz+vh9b_b&Fgx07TszSTNIg-l*Wb!!yPeNt zrHit;@okx6uEX0TfYuQ`3{CZzs)U~ePZU=ZXof~LREMgQfV>LN?l0T%*iltboqm zgWwp_n(Pvy0=^)ycRtR8RLR+<)N{>9iZ^``NmAuR&WbDmk#3wQDzEb*&q!lo>wM~Z z%6Nt+8eY8pb-RIec2jY+D2b@^7d{AgK(@SY43{mf6F-=DlE+rnBbn-YRDl@^A1HT4 zz&do~bp5eXIW|aH?Vz-$0GWfo^(BWdwsg{_YrvYU!aYjqtj_N{Ym%vTZ5pfrDmw;)@>dY6Fk^0F{RkR!?iRe-We)Ayk3mKk=z#}Zm zBYqx{Tf{^GAo%`BQ)!a~?1;ztdOq;*`)1;|iz99BhhHhR5e#l4k++eX)>tKst35RE zxhix%g|+_qZhuF4dw0gVR<@o1p0NO@971V|IzVNU@PItKnKg+XRs^Y|r0O4a4bdsV zD5M<%-3Vj|l)AQ&KEh-49?nvttPL`Zb3!F^!n=aR1AC&u<>fMv5{+sk@QRg#4M~S^ zDC2((vO8g$+aLG*Q!tqhvw_Sd8b}L^6Ui6{&MFfcrG%GFU6wb=3$8LE@Yx=8Gb*n^ zdBom^US7c1LBJ4C${5{u)rsS=}vx6Ns zna7q7kE0eX83KbAz$2ovS!q`2O;=OWhukswG!pt#5bN^&``)hNkc;53B=OD)y{l`E zBP2dc*}RUdn#E5@!MqtPR6!;0<;YF`qK6pV5R;dE^{Z$>(8jCm>qSqq-bWaG`vRM> zGxBL07eh%CsA)EH31&pedljR7)T`M6;#*@9gfOFF7RCg?T;BSL##3>6LLzQZx1Y-& zB_8_nYt>GFS_nqbk`B~4+X`7GX;jWrA%@bXRL0z|J9cM^FhEgMauUlZn7>Or+3IG*^06}cn>Pr;RlfUEY~QZY;6qp3tt(yt7mP5CIWy6N6D%R$`X5T8Wb^X^QuJnR|A{L*(RN-=jh zob{)`3?e`nNFK!w@+Qk;;%nm1M-9Z~ml>;UDyctD5b#>u&l)5Y{d;V1AMeG|GD?BX z4#J#=ibf3-5#_?5vcY78$k814627phM(g?tUJHp8H>t}$e3-NdUTBBeh|G3!TSRYB zz|U1Ce;d~qu*mKjpWZ$wUu9iTxV=)}pBJ6-r$Q=MBNC5)K+RPmwMRMvhh+;rUK^zQ zrZuXUkUpn!#g)<>9J@~1P&vHJekk|L(?Jk?ANt35Df`IIrS~-M?Uu#4QS&y}Byt0e zzcKJVDZN#(Nb~N4c7iXEt8WnejLvnDEmTytRerKl0`Z~auy0+M(3pyVUEN3yofHBH zBUWw5Pkl~H7qG*1&`dFPuPQy8yEGIYFHkfC%V$^#wj&?Jg#s=sl|GHPIN+)3?a8zj z=>HTN6TfVxZya1x+In81Tf^cEn0R5*6QS=clR!;N5OZfn4oMP#N`5(6_KLY-BL zBy(lSYuzpgMmW>e&ITZ}EIP#CHPRc(?rgX%#x3G6tj*#(fx!@2%8!Q9pq7UtK^#=f zaM2y_pr+{-;?9+%o}&beZ@x-?Z1%VaJ{8;Vmux01Gzeh+l0Z0Cw}eN{B^`j}RO=ET zUUym_T|OA_IC=8o^U=?3wY`?B9I*IR4`ki?(%CReL8rvva?fU7yvYb?fLEArZ2%); zH-Br-suOajk?+hvSEHykx3!2Om$C4fO#<>uuV7ZmMox`MF`bOx?qEK7uwV5Ce}$zJ zl2a+G3yzAfcc11?a}deYTO2A`Fcpf0p5{{-E@gv3jJm}nu8ZD`Utx`VqT96lgW~*M zyBJ{QYOV%>zc}~Zh-TN&7S3YTQo7va=ix*Gy1E^V&ApX)oP<8WlSQB$PC?~_yBT1N zUf60PbR~s$+4KV?gU?IVu|G|R6tfr#)9+o&yL`~G z-G`g+0?OuD$vnd)W)YImkKck5p`_s+`l`)>Gp5U|j*(NfHG&%`C-Sxe5rzL=$WgPN z#LQHI&Fd2adr}OJV@|^gjcAC#l0zK`)2CuE*N90Bnrl^+$pe4ZZt#?+iO}u!~>pqh}^5XcPg=8OOaAbL7>1=H+mpFfJ0eaM7-Gl z$@wBOx@CGUI_<~04&RR$oC_D7OC~C@L~2`R6>2J&rrSpk$s*0Io}_q+Tfj>1yktm% z1L2$0gdvJOOD~QAW4NT zJ8!C3_lyAlTK6N!7-x|?fyzhaH&h@-FG87TE;L~fchPom5j7Ll5z;1F2yZQjVw%se zFChOC+9v#vM9-RC>@ZbFRrg~TjxSJIppeqCZYb~Zby*n8Zivup;F`$n@SJwDkd;SB z;xvNs)D|spRm#&9CU zD&%3U;e2A@u^iK77Kw%&Qt+AihGO~!uU9G-IugMHY#zQ$iCqn^teT80Kzf8~+bjr| zWgDIz)mG^Y?*JVE7ls9Iu-Zx8G)F2c(aDik&@=-1+jj==1`^b{j1bETaaijKBUB0= z8+5jju)%LQ+0$BkO8ulYq{MkNfyu(>I0_ZiL@mA+lqijMShzB#Q!3mE$ZI#|jaeWlzdSBiU&yCO*TGgWm!ioA@ zV_gdh!hx^gE-X|oh~-~phtHAr=55{%NR}_((mk)Ps%qboDMcLw-!M!Bd{1GM`6d{7F%a0oBt5cOuX0xtW3UDWM(pVGyjYp$d|ng)gynvP zKxJ{QzEojuND~BM*fKg;HvIIR5EYK)SYEJC1y(b^liG{NkICojtE?75N{LIfa^9C9 zZB~v_6gf*j6S^Z*w44(h^pajKVnWVzp=R&=!95eEkdOEVJ{7a!yx=+-+{{Jv1h_aG zQUbo-7WlD}9X{)69m9edTm`vP!rg*f8LB+tTy@D;`v+8+n^^ke^Fr;EHT%O4j=7Lw{da(tm_jT z{z5IBPiBMIoQaa>#Ac|s4#KV!s;&b!MR=7D))f6=I2P#ky{vXcXF}Szq%m0mS+qP}nwr!l)ww)8(KFNvoiJcSc#I||!otgW;H8a1N z`q!=M2VHwV*j4M@t9N&=UhCD41Mp!hLG=W>hkIrpz=)u64M)U*a5&{hwc<;B#IlY^ zdMLuN$2K3SH!=}}xVa+4K%LNOVeI@@`B@}l@CsC80e5;7AKoF zEhGmwRn}g>=`a6#QNDSX_sr%5bqvD>WzkgpLNp$wOEPOH;gfuChL-g`K+(Cz{x6t2!w(p`<6oZr#o$@!Oe|D{M!Z$4I-~bsjG%r`X#T z4AWQXgb7)j8>$>t2{oc#MRfUoi#hhm)MUj<5jnmD#aD*dWO)sz!HK8BErcFsT|x+p zrZ`Z-7PcB>wu@Wox4F?HS_p<36--NSn?Dc}Cs%Sie^{fltIP2I_hq_t0i5Vy%pR6o z(7pDvnS?cX)?O?_(7$WK%lC7h%DWTG8XSX8mjJchCqkeveERd#tRKL?Iwg=dKZ` zBU9O?meeLhj}edbE51a)|Ai)Do+z=1>%p^t2F^(S)F%JCAl%hR%)%dVqWQIap!fws z?J6lk>B$TzMoD^2UJ$m~30~r*+9TZ=8tcncgTvt`8T5CJs|D*)GpM27W( z&-b=n1e%V2!u4$N1(`Y>h;agzv_UZK?+PWNNRp1I_iT}ZKJOYsS?-uG``f9r%>)Q# zqhQpcWCI4K8HK~xDq|5AhU`AY>wFk2&Hv2F()6#~EsWGMOI0T=n$u)U5^hhGpj~0$ zQnpoWywPq5vVupvRBDcV3~E6)Su}$W%uh}cX1m?NYAk0g?EBt1fitZ+Hk2;L=h~lV z(=dSo6G3+G2hRijn4~s6XHiOM!H*kqF%IDdnb$rFG)5ZEVW(Y6%tThv+%!#ZKx9Xnk zChQ#g3G!e9xBqgSI+i8ut2^qpV+?MsSwxLXnF_Rl{D(;a-aJeug2H(c`o}v0OB=;s zF2Z^E?IM?Dwsf|?3MNK9?MPM-+`I6E!^TvZv|uIVg9^ zs3=|%0XXwf1sg@)k|@5|<_S2ViO`;dd5h>}X@zw`Q@_g6(+>3nqfFYFo{l8g5gz=( zfPz$l$5EdhS}G>1K@C8RL2dFuXc}y_G1Zv4?UhyWJem2qMt0!Lc#yea{e{h&gh@si zyWKA|zdjFVJ~d!}XX77}B4q_~1V%&j`Da~Kl&tOa5P1~7C0+yY!OtusL?jfttFk`& z`0ii`@zjzrA~80y`iY)8fX-$_>8N2+h$3Hl2Qa1-Yk^_abA)-}!3hg@gdRt@kbb?a zC+QlF){5%f0T~q`i5PjZ@6c5gP`gcI<*EephEyjJ#6DWvQ1E8 zRJBcbh-|JkmZ%)$D{HCaSc{tn?;`r}tnH*NU4&`Lgo=mz88fwpn62*bCVp^1D^3LVx7 zqkPgM0@X(8$iV?$l5AU1>-hDh-5*n(h19I`_AZA)PDMc=p>3c*g7Tq@d-c(r0ocE< z<8f*aT!XgCYMAL`+{%z}gts6O%JgkzCyb78+N$cSqKbABO60V_y+Q53F$Ls2>p#!8 zx84r~B`6##&zXx!D=ar5*wzoY$9%?a)-zcV2js#Jod%WG+|q;mIf`y$p-45yo^$)N z3-L_bEeEiEa!?$_p4?SUlI#Bno5*D?pUL+1aychoUe!FP+rVBTC!ex%3KSNHm)9z8 zr4_($cNCDY)GVDAE?zB%xC0-bg+m#LumE5mtuetOK<+U}`X6k(^+wh7^jk8XreIEg z>|fQt&k1HqItHH3Ci}O}6_L*hmBxy@;7qZK$kl<{1M3Q@L>H&|E3wT5j}7c2(}0Pj zj&7U!YQx)V`jnsi^}%^c+(MaKbH!;1X10oo1$A&4h?-MiFTn+^fao>IZ{t`DjAq|U zYZfLq2d0rgiMgH2B0pNq$b3f^lCxB-f;p3J$<+iv*s~@u=}Js+3%BfC3ezwdE94cc zP5?IKCk|%t5kJwHzx-%iW8~|CZAp_YD_7tMu}45jcVNawOO~<@uin`M9unkJ7|&2$ zb!LEc^uV+O!%t>Wl;|&%2J((UGP>OW`)bV!-R3|fctuYW!&!1bHh9*GSthE0QIXs6 zh>83!!mQ3K5tRiDw)R^1xb=BimSV(`rc^XDI-ICKDM76-H;mPSp$^9WsLqUbOa>{W zL5DXlKn=OnOeAo5%T88Z$WW+}$~0neH|7i;e|Dy-r;uY4ocfh_ba$9ze_+mU_a3J0 zz*G&iwC+~V{!yy)pC`r)w)&9=wK7s?5)X!vbr3#-yMfJ*$-Z)%-AC4O-*bJt4Sghd z)WkWuD6aqBMZ;D4)PFGm!(eqEcZ_PeIwxzRxnw4vJY6%#Yj%y0^ayt{y1S)3&s)!@gN>?^*^e6J;5<*j#wH&D zKtII7%tpA3^mt}^p)31*A5JACG zq_}oM7JY#B5=G2%I-xJBE)-=87d_Kh>GWNttBXK%IJ|P~s#%zOiIqvJ$h%$Bi15&9 zH|f#_xa=d}iUHS+tbJfQfp||;ZBfH6zKih4YrmUmktyCcPlZh?wTig zEd0TCS2a^YR&M~+6%zc44r)Qn%5jOgk&bnOQCou^9Ff1NFA_0CFrPg4{b2oZ6KAAR z8`HxTh;&(_nDBJJYZ0_|U#R$?6%o2waA(4uk*AX45HpVicsMY8vQu7x$l|Ct4KoE} zsuVap2vI|NVOWp`CC=stjBX1Q6U!M^S4FFN(A}~(k{K=@=q()TJC0Do!x&WO95fHB zTR5Ro=g9F;FnO~W5hezMXX!O(qqyoj(cB9V9|uz`f%*2I=d^^8?GN6WFirLAU0)?i ziPR+Vv*RWmH_$?Ak)ztXdRhJu%f2OT6D1S4^ahPcniHzaaqDwrc+7cb*cRx0iUEup$5kY$8B(wK71K$OV2ON>sq` z>{>bkp;68ShLZlPJGg(mW@p%>9OGf+a_~Zs$lRRZnh<{**g}xwr5C5ofPc|?-q#U( z@AF(L;BF#4GPi_=L;X!>t1@@O>Jnh1ffDYam|J#>uWBfYbt)w?y0_Ar1P-zpHPCni zq=phUfX~9v-up^*%?bQ;@5{}!M7@Ip4pb>psXw^X z=P6~WVlOKs7+gHmUP8G;P7)9`riZ4YNp+PO?`qT~Kk}xi3aoE3&Frmi zPKeY$eQjKd^(VTKRW1;}Q+oKQ<&g~|6PeP%_FNlXjH2k0XocaP7J^vB%O#LLyB!V0 zDgjG9+PRw&@p`u(dO%R_&Be_V0RTgk~eGks| zyhBjzi)}{bl;JRSuv%nG3#{}EeH_7I#m^U)4vD70|KbeEfz)EBH7(BMBO-Xa;_~E}i}*R2+B?hmtRBdBqMY*~vqkT5I6U{( zZmV;EMf9#sq(yqQpgZu9yUgX8H9=o}fgR?v!sm{d+o}U)O^@uPHM<#DGRJJ>0%v7p zDIDR;-3L_=boH39;(}Q*i-nG5k{sjdG@q-*1P+M0#w&^KPn**=abg04=&ME!A+jaT zVatWQwgmA?oemWzZ)dM7n8r_wF`(WHgc!Gvn_ZF#Zxix{(1l~9Gf``{ItAuvcm0kn zF2{k=nwdb$pu1I!XQ!k43pTawU}x#gBYKN60$_^Jz|wG&5EC%ogptLnN9JyEe?_}A z)@8=uRe3QU$eazQqCwW<0HGU0$-}(h9xmoma5!RV0Z3yG7g;dz*;hnuWao_(b;C99 zd!)NbAy1Q>ESZVxT1tWO$d4!@>X<-fc_bw$B*Mlz18X&)0x#x)S9Jyoo~XVWma>6x zfcx05tr1Rw%80^&jb(!o6t!KCPM+z0c0`U~Ky5S4f)HdOLtsSBf>o(nAwbdlhoi2} zt?O7qlu%#b7IqElxFV4vq2uC7ce9qVU{;}&WRe3X3#nqMEM(5zLbtLPHkHN}2x^zF z;ie!78+4;YCOiFM;J^17#2RtYzSWnn;LXZ!w1_Ng6^$?oVbJ@spK~l|4EEaI2lq zX@Y+*zm|L-@#*u4YoX^c7JO#0g2$3)orGhb7G7wf;70<3Z>|TIWAlvp%_`8v9N|E) zSS2%Osj{_^klU=V@P5yOtQ1L0hjx%oP+))`7tHa74{;Z>4wq-h{k3LcnJU9bJFJ)s zKBe1l?N25H5CXC2%v-xy$i)+*MU)`EgAAb?%i@Gp#Dk1K0K@xtG@+R*iCj(MY>1Zi zVJ$ikvs=b9vYe=!x=E+|2<7{Qz$vQKsK@wM9ZK%2X6A{CCXwk7(TG;7%(?IMsL)iP z5Zw|h%+riV9e&Q@hQSL35+Q^P(r9W}NVC3F2hkEX?LCE_)BGh6Q`Nlgk%O81IlT)G z3R@4#MvJ=pzB@9ImcM?u)uOOr1j(3Pbo3qk^c6G*z4)6E1%0;f7h)L;5dvr*3xbui zBOq_WV&_iAK_XbwsN7MDpn#XXaons))J3B z-NfeO8Yj0nK5oh6vz7hnVWF|Ip-vGHg55EUV2By+pxmK5v|s(a`jpk-0oeXpr|o_H zn)Z7{JfGCPf3}?*nz%oV?rSreQOrCgHN)6bQgY%r-s*H0k`sZ6fH-a9CVL@Ir5Me|K@#IbI@-)a z+;s77xl3eo1Z2q>iqRU~Op@_T)KX9km(a7&PW4jMbj!CILNoMMYW&)m`%SBcw5z_9 z@9}c$<`N(6J}X~$`{Qvczvkn5InHBinaA)DW6Q{gGjuInSsyv(%*9#LN}t(B69n^1 zPsb}}sx~lXPi9_ygAK#MdCcpWu8+o(HpSfJ1^ZSUt}71NnSGw)xF*{<%Zo$na1fnX zPhFLtfH6N4-ImwpEqbGy*v)~eJICdX#&9EbJSXYrQ`^^PFUQxVU>a=zx|Kf4S;jsf zKG*Qv|HINJ;N$85_sUBIe$|i+HY_$ZClU<&ylEtnw<&bYDv6s{{aHB_DQ(NH!q z3I5rZT)3ECLfk=b-)JQP2Pu=!Eyb>Hm1;AiekN|ruP>0^H7n0N;YuyQ3#$37-cJ; z0jqh3Icr_QNMat9ZVxI|TtEet%-XMEx(MoLmMU(Jn@vBeuF5TKgOA-Sp23R!ex(q4 z7rByTtP|7*P+o|Aw_n&qZQluN5<+otI9W^JBpVZOG>fT)zg&Ix`gU~pE2-b#biMV1 z-<++sf*KB=^KWa6C7J;zJ`YFZ@AP~M<5QwaV@iTPR{P7sNMA+8DWIftQ0>~AdPG3d+ zT(%Mbwmu)32D{aEhRhO^Un-=uyr*+$jBG1#bAg*HQjMC0vKguXMfSFqXQ*BCQ}^T{ zhH35sD;_b|Oe4AW3P;d*kqYZm;D)Mo2FupDgGtd7x^n8F!>>?fqPrHbSR)_S;-aQE zO9`1i|J`*{$MhARsPAgs0qq#2{T}^eul)5PVA1ij`E^{-nOCrY^DBAnnV|JLzT7>8 zzHU&XVXke^umM+^N6o01oq=ZpkP(Kr=wvW6JxIFnNkalvpy$zk2J>rw5o8j!Wca{# zyjI`lgx1>}J3eI6NQ0s+07XHE5%2iu{c8DtN1lL2W&4>vt~R zZsbECc^^gsl4~Sz&Tc+*>cJ&OX;OVk1A$oW;`8S+@U6Kj1z*JephYr~Ibl(b7scva zmF;x`t1paFBAj5EjxR)0>aHuTi}Rn#@)ITb$fYF0#LOUvC5GrMauB9eD85uk8flCP zBq83?BdTVpO6rVX6$bwKGyd@ts}7G@W`uhUN*TeX!+6Df949pH`b zVfw!7tvC8Jk59u>f_s?TXjPbh-m{Yo`$PCj-OJjEF_t>S9A%CryMK$*9 z!X)p6dd$`2_NxaP?2{SKRi!B<;otlM2ODpb# z^<`tR-sH^WDSg=dQn7(~AOIp;oo;luUj_m*rH97W#MKKTfi)4kAE>?}GW4!v+`rP3 zVUN&7P1t-id4j`2cls3dD*M?^4aTcSr1B~JXc1WXzFYIXMOj9<%*uye3v>`V%~aSg#4#T?7WCu zfIA=9pF;E2OMx*g#Dq1&m3B&d6Dz>n+ z4sCfsH~oZ3J5G#ZPO8e)Rhr0wNcv?@u@qDw;=O7Gc?G>H>%OlOJ-b*;?0focgkBy8gG|6jL@1bgQGUReO72AEdurNQpz4)gCtgLn6a@4x&)-# zO!C3I%37YD31)AVo5Sy5c&SJ&9?GNi4GU!8dKDdXo{ZcMbg6;R-1I8U761WymCGkw zNxbxZ`(%-xo^yDo%~{oA_hIbh{1%Pu%8JwTXgIxI(H_Fmv(!XLOcGCiURpG*o68cu zwR2;e5ybGSF0bIr!}Rv2A#X{r3NfpSU{X=yMUv@;)12K zh{25w1`xRI=x^GfmyonY=ow(=$~Ngl_MdMt^jBDTGq{KJOlBE|H=+7~tuq5f$9NuC zK;bMfHnwsL$|R817`y8x1E%oL*9tmrxT$|tmGrOUpkF|@!djfM;Gf7pL|7V=Os>Tz z>N=AoB61q@j`eF-y)1<0xDNuVzE*(QZ0wvQ@!~&Ln&q-GYbpp z!;zkFiF*@P(D^+HVCP{JK_qegmPe^S_E#{HfqgHXCgW(wFm~8EEOS(z$TI+Pg!?Nt z&)IYAkRUb7c#^Iqr^=4B>)_UwgM5zzR>Yg&hfw4bo(1--a@7@foW4f^grTArtb(KV z^iR>uL4c2434JNXKHjTeI)j}Qt>b){I*m%1sXQ{WUdgGL;)`qxBcl32Gi;t2W?#4> zJ@p^_4u9<{y|9Rf#U=hR^+xA71FsBtd#FkR5@$Ayt}yN})RD$7;kMZ$OJtWA1QQVS zp+&NGjyoa<`qKnX5Zrb8hSO^4pPEB#B&jF|)kN(=1RL&eEVHDwU8P5FJ`=~*Oo?Uj~vEotKC{A!eqecWyh#lc?$u6H(N-h zg!PQ_E^Q)%r5q3Sw&8i;QwwB3)LgA} zsDMuUaq(*~kxsHB%}T9|vo1Quts+!=8Wrb}93=_MhEo{zN}(u-KsFT^J$2)hdOMlT ziSgZPnJe_tA5pS3JfiFp(INWhyUVE?Z96llQitMZKTY4oV@iR3JM}QZ4poJYrBgFe zsB~Sh-6k4`!~IOtVzt#&H4Cdr2SEYdPg&y(64EL@hDKX4BA8=9%~74;J=Qi#_yD%V zGSCbFWVf~*YZm*ig;yBjQl9}7B^Xv2dLvD|Cpi!tXDWF& z&`U(9=uhNb<{%t0R1;`-ijYShV-{zX3(c?%lI$q&V=>JthsuWu7q5h1Kh=dc-h~Fo zyT|ECV;Rc1tPnaExYgn7cC>t$w)-vj?zbkbwd)ehXR{f6Do|RTkeS$|%LL=(@AN5P z>5A1ZcS}zN2SerGnm^|lWJR9Q&}%x1@O#=RFgg3QJc^2cI8a^W$ax#fgxyG!wgqXC4hDrZ2jvM%x=qq0 z?-nYC`HDaXNedjDxE_l)=RhwiksJcw=m+Y*fKd}wO5f@wZ!NT+ZogHd8^vNa|90_b zJl(#xIlExSo;_-d><(#hQm&z2^T$EQva#t!5D#W$WhKW+jgq@cELTaxy4)ny95uI0 zctV%9)tOoQ6ek01Gp7;9rp-7i)mm#VtyXz*vz~+a6l&v<3#`mp)BJCd5uJq+*E@$y zI#OHCCJx8d6zwHkADssf+Zr{)HQr66rE7X6bkxW7Obv-V0jM_=ui1!2^kTIM__gEY7X`xc^(O0(vTq8k{dNycFps%huW4=2~wV~9^ z8=TYBwv*V0$dW_DW))L8;m8!CqBc0)(B$(ww^h0#UBJ3DLpw3Lz7>-ZGDG1N%tS~{ z!9vk1i(FZ-5xOtrrjJ#6{D_njSY~@@XlA11)SDU$cQ#dnVB10lolmAfzgsw7aeG-$-Xzn=uks(X?x3B<92#VZsF>;)*rr(CRNv@`@gF9;R?v z*BlaOq%Hp89Mkh#$hj(8!2OoLA`Ev!sbMsCRa;o3rT0<=#&_zh(HpHo6Qfitsqvs>yHS?MJF>Ba;?pV+c`P#4s5Mcq zBiJE$*4UcgDWe<1Y0x^jmMzRnxkV+)Yg|*|%D%ZA6xQakH+d!?do7NO7x?aP6dQ+Z zrSi&anUqe^F$tc&#TEItPZ@^R#Vvd%%wzkIw{2U^cKfN6o`5|{)mQyjtTWz;#COzG z9%)~SFr7FvQU>B^<`U<#}- zq>IgRXQn%Z&7L=0H;+8TgYq~(k>x;#eE%VDDZyP&L~W9OPfDs6w!NGZvj&r3l|K9V zO*F0$froh3Q?LVE%X{S|JYhxUoj~tS5gmMSjx|oe@yFqrsfXEMQ8QfpF)WF4#gEjm z$-w+WvJ=UHK4c9-<3(i%^rG^vV!ukzK}w-i$5^!cc%@He9-+3DrbzWm#W(EBLdZi- z0wKcMJYM|$?idFTY#DiFtDl4}AVK+L@}wRkS5EH9DrJ#%*2S^hTaLG2Vv!tg)s1XY z&s=-mvJj*0w&`o00S6Q9X?Ks-`POXr;OFeMd>^zr`2{9Q{DgCUYd&^z`~sEvnQRI2 zS(239l9ccTf z#~HWf-*{017QGP=#|lCQiCPt#+z*&mjWcJ1h)eT@TbuB)Nd&R@rKGsos0ay^5D=mg z5M(2ysP~mG@f`CXIcd`oH!Euu%^>#%MNy7t8-lZyA7>Lit(5p8CE>h=7xX7C?Q9%!lcr`}8_eIb4#-}mHSn(Xpd_rX* zMLZ9A=vC%Q6x(w@=f%+QJY!Zv9&oF+x8aP?;uK*DwzsGefJy6Sv8hBwo4b?J^ZgwH zx8J9@k5y`vfR6?|$73GOg8=tvoHvT-kKP4c_4yc8nG;q;Mcgo0M(%-|*T)6YQ)ZtP z!&QRJ8_84NeBLpqxiI6-ubVvu{_f93B34pML$@*l+`x@-u~^7qP)WzH=C{Vr?*%&! z)xESo5Pu{+;;3N7R=$6ycfoDJNO;-;$KB{cvE^ovmi=9`A=e;yRq>?}Q|I$b%H#Zb z-MXP;o!-|xwzZXrLw)yj)^L#YL+Zj?GVLK_-dBiZIP7M(vL=&(w%2Z|+az{0r^kf} zovOZo{T)C5K<8kyVxH51j;_SuYCkwm72)fK`Q~JS&V2u8&=3E| zc~#5Szu5FjdO5_^FWED(FswSHYU={GvAl_f*ri3E8+dg4Zk`w>j1Utyx9?-n?f_jc zWjaB384MBn#mZ6)-%@t&?psL7>1UdZeEbrTuu|aiD{%@8s#-*OYzdoBI9%9_U&#;b z#Cq}SoWoAThMD|()CA%3MDajdp}cO3{?}eM+gk)L_@DLng}|S(d!IA;>;fM(cVi1U zD2ll%1Odw7)DpW1Gso?+pPL)K!ILxc-?8L!N|5%4Fyy-kFpod!{fb%M@c;?n={vi zy$S(vUbfwQ&!)~0&@q%6-o057S2i*3EzuiyBNrbE9XUa7*43DomE+$|@|w4H$#Wq1 zqpSP-DYPv7)!)G$wJ!?RTA53Wu;G`^iLJqTpXY$58&0ovMc;SNx0}N4yT_-l53czu zueX4Kbxb@(IG2QcvOQLf#cMFD9bw>sD;|CYr?;;sUL*+bc)aE>#7*8y*8ffdVEGp$ z0Ji@Hq4f>4`hOW~x%#RT@#{=TooBRe8w40X?p-jMK+x7@5&R0Q1^dzgl|cXww4=n{ zdMbuCA;hs+Hue&Ty~Bt5mzK#+hn^$$JoDv+t`fRm4|&DM$_#f!2omMomyU`Lf(8-t z><8B`&g%!>I%Vn)-46b#8Nc`i?-$Bj;%|kmYjYgArSmdk{9hluDcpM;*9kkuo6a=w z6L`kd*8H&B>Ic=`R1pR9RlEeR5{_KX^LLL-QSDFff|7Q#_uJr=ZyWT)9_)P?27+Da<~@MsvsA2wx&OVPGco_6THVDqw-*hT1Oxoq&9BsYXv zm05$z9X0(VZ%LoieRUhkGa@uc;P6?%9ubcnBcf%g`MN>6CP%(InX7P3t3rN2hko>z zww{{YPt9pAeL+0WCh2R|Dn1}zuOk?|B&=3Df@T4h+P$Hy}E52d8UlDOu9=06B z6jP78g@lzCpj2=S(&E9M*B88js}%fw?}vMcgGzeq8Q)Rr;fQ?m2;i2+@jaG$0}?nc zoQZLm)Fk7ld4}?>#^9mNHn3csYD)?*wER@P;O(93nnPehEFiQigF?<9p@UDY6NL`$ zmynb#z+ARCN);#V%Uj(Ks3J*2BO1zEp%+q3z0vhk#A;)VuCgu~?d=9dR~M0TPFsPq zzm2W_^y+oULeM*QTkh&9Qy-aSdh$?Gi0WA|M4gQcnNiib>PZ47v0jp2P&%gdBN>rJ$q~r^!npsy`TnbM z|M9T@0Z8|sjH@!?5W=6{l4ihlUpVg%)VNHo!kkVF`PtLCMV00q zh@W67QLT?Ta@hg9M-%hJwoagNGO~k0cSo+BNXeBTe4gf3tY2UL{%ZkAJm}D0S0nTH zj-_!doxrt=_5#IK-iB|m4{<5oR&oeicyreq&!gN!23CMkaKpGtORd`u^QC!Y{UBJ= z=%N16wZGmk{IyTCd|j~0Tdx`V)zy9!NLXtqOQbS7UF$AKaImK<1$8@auQz@&<5QSY z^C)qw?is8YrYTW?7E*KB7|sMvOgjz>AUHdm9o`zDhMTA^tDbcxE1RX&@_ej%r8?5G zo5D|()eseN64ZD~3-xe|?LouYLOkn~*_19*)kQ(tdwMaovRzT!Pb0pY0r7$dABXVb zr47?Z8d@`%P;?92-WblwhtWBHe|(#9sJ6uFzYD|q&y@CGh55%5{_ljb8T=OJjP@~; zAeb=86b7I)AA{(p^owvus#;BHLPP`M^UbD}IEopaxYPeyz&0^FVbf1ydX)VI9YrAXi&#S@xGyse7#Gc`&ly)yFhIn$X2nh=W+#UUqFRoZXZPuy>* zt;Ak?Jz0Y#eHAh*A$0X9(@zILZ#=k?s5m9S{=ojk{x{lL{Ie!adx96wIwIV|!OC*X zSNc7i8{V1hDjz1yRW`_^=&9?dzK*!$_^$Y9lG^_4`qS`vIE5ylH&GBba9 zPv$3hr~SIt`-sMJtQh~J4^AM_RBv}2!+3}~(S~6sc*;lJkvFHLrEjp!EZ65&xt0Dn z2QFh07tcTs@1_DsD4;z|WeJ?+ANQTv30Fso?i_4k&F4kltcb3k zU~j6v_RxP-&JK;oBqC&4Fji+ntN3NzX1${nh&uxAe&Te0Fzfw^t7t4K+IkD4&G*f2 zqHTVz%&Cxw4ikFT(}=EAdUyvB<915>7p7wU7pD4$dHFw#+W$aQ{@>6_|ATc&&&0sQ z&ce;bO7z`h;bvoEVI^W`U}528V&?qruyL?+b8>!DF#kV><^Kp1{Wpv#ep z&D5ksHN67@L=FO`_AhMukNy73@MHgXF6X~yhW;Pq>p%QYX3_uj(KJmjtqgUHPpvw< zMXFXtcN|MSmu(^D4Iv?MV02*3L=bNW`2jt7yeZK1Rc@f=^UP?oN2TD(g))M|!cl zxiTw%oj?xtoI?4f;8tjzg2O8L1%OSx?H;@2g?VlFl7?+%ch!f2>l}rRXiMH2nSJh( z`dRVA0)(x?8c^-eC5f|w?jrZa*R>|nA39w>7Azv=>+E6Ix7uLsY|q12`Y#hVO??91 z?smzU70uc*{}i=|*M^i2szmIuCEDQGe{q{I+Yj=PBW`1GozC7yK{{s?giK;`y@WeXc0xj8cx>K)S?|2Qr!hvkJ~C#D+^p(Fouq*=By zAQ%&SYhD5|J~NRAcOPbZ;_Nb|3p!{J8}l%)q(Tv-Ev%te;dmRn3SYSUwS;w0{DDjV zeat{5V_&Cxe?ryVy=*X_ev>0mtuRX7a1e04IFdH4M+hzxcnVt)AF53_gjuHi@*ZLv zU#@y_ih2S?E{7G3mM91!Ln1>xteQ&yb+)@+fTMPF^?g_(3tOcu;mKId(iMDo5i^ds zDVMShzaDEd@cnm(;fXqJ`Rz&5Rl_^R$6Yq2d(}^HkF+gXqpa`7na9Kc$AKkASqz9w zm2}rrd{ya&gBeII`Bjcw7ma+_ak9&R$fCOAdlCmRt7=4NvU(G;6jw}F@H5x0WsbWS zY}&fpyf2;?6Ht~(~-4OU7okiD1@Jz)L*a&n(fxrv!5@Tj}xp`d}rDwqgp7I_bw zXa^YM<_%(v5pdck@l7jvyVn7C=~Vc}Hk+QsrrR-D2Gn9AlL*hM685db>Ffyu7XM*n zoo3Vy>|wT8)9t}i)9LU{&hb)wd;Z@?a{!z1G2{-}yYziZC4Z66-FGq@CEH=YyLRvx z71N)wdwf^3>NcnB@%OgJRdxky%_A3|tNN!zFF5}1LHuNCWqJ=u*Od`ycAf1S9`N^^ zdOs1&M@DpGp>KhLiWvjaFIlonZQ>rDT%eXibstN(k>PIrVCCSNu;B!D&Cte7T{0N_ zO3IHx3o$C7;#D$@xF&geEC|l%dVZ7dGo={~R1G|HeHR*8Ivo*JtYZNEK#kjOhO|?$ zHMAaSea7HZ1>GjWL$)|JY-tsnrkazLq4mHA_KRvZz>+&Y;GV{BL4oeL;iW1gbER!- zjK!w=sB8Rf9eCNxSTPzyd=ewPIhVmy&U9~ur9Q)*>u*86Da|nU%oN_%t%??5H85oK zC1Ak-Pe_=Q+=hA;A*Z!kZ~hbOQbSPn%tuD z>wxiLJGiIsW=PRORk@g5l3Sq80tX)ji>@XRX543R9aI$R4z@^Um&*KQoJ$Pl5QE%Kp_m$0GmJQi>2w50fg}0i=A5m^=tF|)mEF|1|X{_6i+jcvCg0!{jP`z$g}2U3ouXw;OS{ z$2iT)FNV=zXanPV|3*l_ntjS|K2)xg-XN6g3RWOg;i{p@Zd3p4>V@1K>W}Uwoa>0; z&QP8PSx-pf@RO4(pNfnt6&ztdmDkjCfB;$ zr=RKGR9cq?zvL@*#~_)Cp@Rl7|hQs4IbY?!GSx51T_zZP!w87f5-3QIf;&=Y-4jRy_sOejrw;4r8wiM{sv2QVdP2Ot+1F3|Be*kx0LtN>hF!J0mX=Ji) zjsA^;q+tKDn;XH*jkN@5co~d%71rtKlBBHGiv-h&WFKXX1GMe=828l|3VG$Zzvc`# znfS?^iA%2(xaRJ@F5AAU;U^%l&D#EAEXBI9W#EGe2zHtiT0#D(U(Yu=jhfMI3ECER z>|2JyfE4VBK@GJWKWQUJj;`S(%;98oqBQ$h_yewL?Am?AVRt*Bw$t2kjF*vm}9Uq~%^JNou6|-!yWglb#&{8F7`s(x^(WMz01Q1$EkyrV7bBTCR=oRkw zTI3I_`&SFSj&HkGedTp5V1i}^>|`A)Iu~2kXaxqiQp7Ue8=gjd$s$$dpKeNui`2HH zrqm?qA9MjA&6dW=46c!G?W_CmvMo+=VH<$ohZyCylVNm%CR<|JR8EhONl4+dj1Uwy zlMSF~2Ev2mz{&n7lG4c#jvu|g;9Dl_eb=O2=B+{>T!*Q1aH8<^=eW>gfj7Y8Lm&v9 zMtp11F0)1?{L5WPd|Y(qaJy2TAZ(O&a?p|eo3~({i*La$&@|Z6r`h(j@G?aDk5MP? zS%Q{9!visv*s9F3E9E*hi7J24$;x#xtBR#CcKQvJxP8&j_@D#Oh0YhaWD71e`NI=F^O9qcH~-E z8jt;kKO4yE&u6wsB$b1IR1JxnW%;uX3;k~0aiCSV9xLgl`%>YM#rC-={8c=-(zF@D z67w_6i(8zW0l>k`8e`(4#Ug70O&4Fv1S@Nf_%@~|kv2sVk7j%wH)9g+WI5$d4_1N?K4Jp$rOv}VCC=5pQYnAOef^eXQvfnIEgrc6 zH{?mO3&l&{sFN5A8)TwlT6&lRBT$_;N=UJ;Hpv@y8)`hrI;(-wGIErU4u&&iwQfaN zSP6)LsH(1iD2hscBG=>*swejU2D7xrQt79N4(<^VmTl-0m#Cki6Ps)3)!p4t56T8;Y|Vrf*(RO>w+YhH&@R{&F-+TrEW@s zRlZNED=YZw51~eb&l6^4+etJ$IAb4*x(ULwoig;`)0Q%=%|4)vtf9=?v@uZ`}va z5Sc-~7@jTGf9AW$jb1wSW|cac^kl#7*Bn9W{WqBos)drQd*reP9Z{+uXyZ3*VWP!y z8_ir~Cls;}QjnnU4ZRi2!pST_@^Z%23M%EqY~!Cw-QmdKsOX&kr@iltielN?2FU|R z8W1E6IWr6yBuJDD!jKUeV93l6hMXix1|=s!$r418fCvhbBuG#|a*!y3NX~qNo^;ne z-#z#Ic;6rII=xt{yQ(+4s-Ioc_3Wx$)g~ZL%9A@0`@QliYs^>phx_PzuwgVB2B$t$#WgblPbZv0>jm6AGpSw(-@@t(6YJZ@*TJ^*KTI5q>?MD@$L3;r zw$jrWa=t(|D7B1`lPXNo0tRkhj6X1Xh+rdfebiw&NY1~PJnX(1a-cUz#E(#*X8K6i zOuyJZ{~5lqxIK!>*K_#9I^xHyd*^ASzMxaA<4X#j24hKQoFL7IKx(j#1jg#qbdts^!=4q)0s0Uku*)Di?Ca(I#t}%RS<#B zZR-Gox2l6F0PVytXwvi!wPSqkhowNra_~4zL51 zJ8SR$wN_%ERAe-6bmObUQQ0RYB!$iDMpW^h!9(IBnVleSAUxGx;oOu)9njxOTjQp; zBdC{{+Gxx1`fENXBKkFXz9QF?9y)j&d0qpLoLU3=E6s*^DFSRp1Ufl}*~$29IvJ&> z%C2=uzF$*}IxL?HB~$OyXiYYb<4o2~^6U@o!>>NM8h6#}Q!j5W@r~>B?sO5w)WxiC z#~nVlEW|r_S2w<)XPugRckNyi*2N#oBVrW%Y{;>|eiMtE0f^35GwJ@qN^RY8Qv{<~mtbf`s6jm;uO zX72ULOm7Qf&TEzoARDsL92Hp;MdzdblvKB4(~g@omiTg&Ry=kD%uUg=h1C|L=9ceX zVo4GazMOnou{TH)ps%jBl5<^6CZ+k?KpoIS;Jk8`#a}Q)Qs)N0;eOWIwA@Gra)n`( zbj0w>Ay+&5t^MpH)fTg!?bJI+(W}dR6CcsD^Fqjy_oHwF5`rx}Q!de}?T`JNP2?qj z@@l?=nbbhQybTrp{(XGgrK~|Ho*ape z+!a4BDT>(-(YK`sl&U`-=rH#*>{=sBl)qck^2}G2!2BzNQFuC1k53}-YM#f#efrl0 z(a>=c_>_Lakt6R@;b+WpFFPo~-^b@-;4)H-JGM&#=#I?vn%HV;wA7N`Yx$5oCbMt? z%febHelFh?AD|sDSA_V{gPkw%yfzVVPGMfnmzc%%qR=SXCJ>X#LrvoT{M2A#2=+C@%YBqgjw0HA@w#9-F^|O9P_{ z#}dh6qpIF_Z|lV;!fT{ErO_r?WZDgt#kks*POeG#jZzm0qPLtozt@|3&_0^EL(F{v zZDWoWMdpVnEZ=7xWSm2W;4u~Q*KtJ%Qap^k6P7*Er+@>@x=ocp7xFD%V3W7w<=l{n zKi5(}r8--@Ip*a3y*Kc-)_U55v0*>c8){8AFWR>_H_3c=ntEtesFm_ELq1W(Qgnjr zRBnp-R?jJH8K<$idz&k&q-0~tg^7g@pO@r@+!Ng;brA42T}e7QkIJge;Lhdn5_=PN zzMxE1kk#64o>GawUpHfKiC;$Y>M7p0g`s>8s9W3;upq54R9DAWH?7B!oka9?$wKGo ziTq|Cg=47KCTPmC=pFUU=-Pq6l(?h}ZswaAjDlX_>@2zl&LyHPj63nu1$0FhIh_KM zwHE<86!9BtQ>7fmPHFw?cStOG?0^N+cOIOt_QEVs-$#*A!fxoMqo$AfvhD}0H-^3m`cxSBfZKA`CBNJTNH!=EC zU+J19Zr-{sYuAN8UsHf=N6M9vHM6m&m>5)zF1N&!H5<)*!u0VRUAgAW!!qB1v0$hI zDyU%+xC_$_dPZDrse&+^ahQHqgfwrFG;h!u-l5!?1MA1Tib0wVG>@rypBYj&)}B(& zI}m$G_7)EtYn_eVkX&5wojO8?+P>&>Hy)Flo!?aOA?uEns*Ap%;scB1jMQe|g_zF! zc2YT4=sQb$yey;@zQ5l4JaUeTbd^v|*;8*Ga;%P3>T2ZHK3RQz_jM_UuTfuPcc|e0 z=9Z7^HtE3eb|F%ZzQMq655Qz#dob^=pKL%`Y^!Sy+l;5v;XL(wW2+)R7L?u0-XE3Z z)9<@EHopIj)#2lQk^S zQ6CIrJq5276kq+54pZb$X!w7aIsK0`JY3&TCwYwWHKCc5>w-gBZUvKbu|9>r1%9h1 z`Ev@=*pSt2sJzZi1~O7qIEeIN$UB)pLY@*S15xaU5k4i4M^pqKR7ER(Wbd>iuT!>4 zR7J68ux^}r^1ol?uMOITe2{I~>7UtouS_v z3!5#gSelPDIwV^|SpG~kQk6b}hm{|1k3%c_)0gW`f|lzvGE_rlFBlI5ijD?#hQPbBPyzqU7qp?y?x3-do#~mN#!85&lHsLX+b7T zPq^vv6zF4a?oD!T#xx&mXr5BNIwDH@GQwB11E0%ULNNeZSaN2uE7ep|3cHzDQK@@A zlhkg_HMzWRr3Oy@H>h+(M6s~KnmwB6iBW0|(4&lFvXoC*TQK7u!ldeaha8R@4f$ko zcFaU6L8j7*v>l(N=uT&hSR*Q0a6Q}9*KXI{D6tEGhtoiVudJlnl*Y|ZgFPnqgMD55 zj)Lb{5v$Fmr=bf)4lIkg&eKPRrU0oJ@d}Y$3o)~>hni=w$KtF&n`bOzY%M_lRwKX# z_Nnvj&KuzaZ`O7mW4)7$3h(J!bLX@0ld8x5u%Q$f0fbkSEOiVp_71?72G8 zm{fdo7DJ8`w02L;icZ+b{;TSfEz&-V{zm=&^#98s~Iur_IXf4 zkl;^xPLd*uu^_gPMjE5?Lak<>&cO3?j>(62V}YkLF>9u4kszt-g>UxplU~ z){Py%LEVCu=Pk+QN~!)$;adAwTO4oh5|jkqkJ_LzsVTi(yuDr>5@{)X*8LdPfq0w zzrbZ%bdxSncsd)3Xd9e9`Aj6mo&l_=(88DNM$8-hw&@4vnFhLv|CLr|9NUGCX@kC*(q~q%lU!&1vT4b1KZH-Ea3otn3xw z)98->*IQc~Un;pQrsnPTHvwrin`b zSF`6cO#fbi;@x}8C0u0x0=cHC=???J2&p6kSGl)_6?2)nU-5Cj( zfmm11CXNTigoI6wZACV8#&D<~Hof7XXW#R^X}&&(Gc(mVEnYKwvcIa-&-HVyL41a- zvFR~@!`9Q?2xWRBZQU(-?YX39%_v^A`G!s1DN84y$}pLPj9&^gAb3x{RS6%1&B5zRkF`dv0H5LnyN zK@a5&0BeDSg#qYr2RC;VNJvN=0M>vbY*BU~h$uQx>c??;*9nELHCWjR4UHn)3TX}h zW9-93vyrpjq&Vq$&fO=-Tg3`_Uhf`h*~)WZ-~UfAh>nxdycPC}~wuHbtZYh(*-SRw*1>EWKY02`5Xy6#-Du%2>bj-ZC|#+F47 z&CS#1LOeaPWh<`!3OK2bdqg~YWCYu420M9zoN%FsG(Dzda0Pm05dH++F)S&S1_z%h zmOWDD&@N8q&p`{J?kjaT&qa2x#fLY6`@t zmyA=a_1_6Y1BPj{S>Y|b?5a^mn6AkhAG|p(-nF=b3S0uh@*dhi_j& zl=$l0xS7UKQL8x}PvE-XP$-dih^G!fb7rJlmO8iVgK!p3&oW7cea- z$u`0mcCA1DKAx2))j)5-qe&;W=Q`GhKIXC4zGD-4B?S$ux^3G;4EjL$#>LX#N#cCd z4R9n@F?uGYinHm0Y~Wgml*%YO z?W_0fJ_5^g>Y2nfg3e^pprR2U8qq3W`%k8LSsw~ru;F18w~D`aYJL`TRh(Q}ZXofR zu9?Cy(vwhXRv8svkL>Y{(2IlEBUDGtm4zR)MJ4G(AQm4ghkxg+mCEB7!X6iPH5A3> zZ08%X_~KEUU{RBBRLmP5NRHjxA16u|C*wc8POUj*D-1)@_Djv!X}cPGTr|9>Fs^e* zR$*W5%hOOY3ejmvOqS-%FXx^_Jp1~2EaK#K&?cwpOxf4f7uD0BQz{-5mRX53J=fq*gY|gc`>n$ z)w7jH^%3-XC7Pl7yFtgzbuUDtlj$jHiv&%|?_Up0QROIa^?0>T2(gDmX8w=(7l3M$6YUUPsDCUC~3+2pe!_JY9Im+a_C*^gH z!%3Z78eXZO_p^`%%85_k85TXOdwQVU;}r3>nrXC}R9>s3jp)tD8!_gM#a`Y;yBR~~ z1>nmQ1LdpVvk#hY<94uqyEX4M;Uw`it;r|%{uR}-?y14Ab?T%1$1*J{qst3EQVN*H z6q{itWUuPk0452s--sfBc=}S>9B-XOwW*hhROcz<>Lx1Nh@hbFma?k0EB$i~YWy-n zv$gvQF{9(^D+F3dRK3*{-+5+vt+Ia@S&Wf0OS6H0tVhR65l@`g z4%#Qi94NkzwRd_<)JFn8g*;#HD1P}QKcI` zm8${&D%LRe=neeqU45g^@L=i9&MaZhHFRG*-#^Amsd?)T87v1E6vz^ zI>}q`a|6>7<@GD(D0^-b*}k`J_Ep=FBLrSxIuKJq{-k^VW7O!+&df*`ZUX?TBCO%w zAX5R5s1Q0%QP18Nj=lnb4MC<5kRS+h8M}x?qCld*tZ7h1*dReaxB_}4UR4ofDkUT& zEGnQR01*@yQ4mlPlb4f|P!NC!i^>a%Nk|AO3CMu{S_ECnZ#}5+&khvy*F7kGZ{t-= z7_j5JAFdUBXcbs!ziz}2uh~QaAL1J>pGP4{!ea7mp3CLgLfXZ80OF+fVz z+XZIj2uFb|FO4eA@vZ4K2gu%9n!`{;6TM}P0^H7C#n%n4=c@&^@^!S5u;!4J0Z4gE zdON!~qb&*Yc6LIzOL|Llz|brdE{VRr%m#CSeu$tPr8!ic(dL(w{I$J+AcFitq8w-? zZq_!Ex{Aubs6eNrIWDb;Hlml87r&PfKhn(>43UtK01F6$1qJ!g5`6AH2o%hl58=*& z)&Kzg(4h!-w{o+0L0z)zOPw%Fqz6ixg98BiMYXlnZ<<{^+?;;swYCDoo#4)J1j-!@ zL9=PJIuJ<8+Dg*ur^|4e{Hb0K?)oF~Gv#D2^ViKz3Vc})wCE2dKN7!akpllq5kCe0 z@Bsh)L!s<#eg_QU&i@1d%Qg?byn}uwfnT2KGAXHtv_W~n+~6|*`umXjA^iJYG@?Ih z`!6;6nT56#+GgP2EdLXeUtWLzW2Z|1|HqGi3i(?Q{{z=QaQ!U={+94Rt?M7S{uTm% zOZcDG^$%Qs3xU5S{J+z>e&_7yp}pkZ(8JsH;uk0{4@7I`_uo0w~Q7M{wtsRcaK^KUA~SR+!OTE;rwmQA29&q^0>Ib z#K6cM!oWbE9s_@zo+$q~RlqPX{v8E2C4}{_j>k_&6|GoYLJ+-@@Hfv^SV&yt7ti+p E0lOY_Qvd(} literal 0 HcmV?d00001 diff --git a/src/fundamentals-of-ai-and-kr/module3/img/_cpt_graph.pdf b/src/fundamentals-of-ai-and-kr/module3/img/_cpt_graph.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c964452d1f36ddd46afc3f6b7699c8f90f82fd8b GIT binary patch literal 16716 zcma)kbCf5+vSypp-P5*h+qS38Y5&@`ZQHhOOxxzPZJXQo?(RMJy}jq1t*Srj`!X_4 zX4Z+SiZ~HTsvsgp%Sgu#L+bZ^z`!sv5-R!O)8V zEFF#Q3FyTve>)nB7#rFc8UJ4y0!9WV4mKD*J{Si_d*k0$Fs_*w9?-78MB5+Ljxu%Y z9ov!XCIEWYq>n|9j2r&q5i<5|m!-d-m zfg@TI4N4Kgg6ycv6neXyzq|HVJGSK5_ll<#z>+Su?ZOGx(qo@3}TT_0~qnr!Z zK*R`yLZo2G#E7-+-G?ClHcpc_&q(AzVmR_G%-SuG!qfO7Go5TKS4E@}^)YjeThkKS zY3_HvBQK1bt>*karvuMnod~Z%m_P5lMS4al`RWe-m_^!Vt$up_7$(?XWs%ng28}_b3Mz}rIxn23p^yB$ zHghP3pDnN1?s4xK%Fs4;UdMgJi~P;nUIUI9-Yofo>&bFSy>m3$jWZ=2TAEW z?#=L} zjTu8J75_mp8>dk0zbJjv)ah632TA0|H(ph6CLTNJY81rUX#jGoSv2n043HTUqj+(z zNH%eKffu$6#`sHES|b-}kgMlOV-nuY@?LV0MmE$hCK@Uq z6jZVlI@{V7<7bc6;ckxHG!fFIdjGVR(4ovjpUs4?>tt|mDbe#N6Pz#W>1Yz}*%EPs zOLDsm8{^J1UuMvF2Da9&={UJeHkUEznHJXEsGSqH{MvUxYc?peZ#hJ94SNM41q%&x zIut&CCg6awM!QA8Ybq#gYs>B#5LCm+(umznm@lHt?j`KI10n3=3ncp;F`e+Jr=L{`1T!(26aCTO3ICEr_i;xhszDPEh9w_U3YhOPY=?& zwFn3M_MHquDVpi=vtS!*RWw`6-@n;CA>ob@GI@+7*gYex+rZV??Ty$yLr_p1NN-$v z$aMRk#JJ3_>6}%Xr7cVDxi;guPT=qXC_VSDXledVJhe%R@?ENT5a%l?b-E}6CJlcn zmW*HNzRW)*<`3Qx)$YoGe$S%{Y{@uqQ+jXgL_-*G9X~>d)nQiuP&3hs;a$hO1gmuo zs$SXGQCr7)jk6r1L-G)qb7gIy%&wek6{slOwM)8$GHH@X1`BT)Q1(yK*ex1aK9Hw` z$PWM;&uKTjSLzgHJKZZl9$6dEOdCkuq&T50ATZDuTYQ7uoF0LS3B@#PcfA>hr6IOW zL!)zhvqA=wb3A7KFe8&zzhVtSPq2I}}!Y6PJ{%F?3RlnanLy zH5OmXwudwy9~wd{T{Vr7!&n9HGgQCPx^W-UdXd~U#9PcydS3TF=sIv8bmK68lzbKC z!|s)H-9<_}qHdjBi8cfohD4M6oLj5!py22k$*D)V>H1=MM4er6L~(gUDhkuGtGRB=Vt0;8T2&3vd;i%agfc?+3n3q#^|AHTeXg*Zqo33`Cw}7 zPoqYrp38jh#y)d6rm^-^2~LU?dY`q~pSXo3EB=;hGH5=p)wTl90uy{D%YXu+0>k|C zwvX4Rv*~&bM}j$ec5+gYcpsOCjM1=wV&`c5EoKjfw~7E<_x#4WKAk4zTik$0*K%HWHv<^$yHZ$MGm}vu-Ly~kO zx71`!yeVDWC+)G~R$0oU-Ki4KWJE6COF50$567j`^9MI>E)J)43Ubvb0_=E%JLXZh)PEtwIsgONBlaTmmlN`I#M3O@mqqKdB zDo(mNq%4#ytfW=)3KoF+l!)r8gVGok<+@05=Z&S3l9R5ouEl0MkC(QIwkr52nT~cm zX_IMiev*-Nr17uExx$hJzNw|v+jTcowf4u&FshmOg)m1*oFB5cFjq_N0Ed@94i+i^0>-E#p>~N67ol^*ksx#Ntww> zxbVv)EM#Qb2g!p5OHn52LuoR4wNj#LO>P(%2iL}eRv9xFlDQE1Fw?%|30F$*&fR)= ziL-II;<fd$x9Lpo)bZVcW5veX}6^HHRhiGcnCEfO~oDB--ymZRmd^sC; zbm60%G1Jcx+RvFCP=9s`k@;fn4(uN$X>_;gCPwTEhcr{^rq<_a08OKka-(TknOGT_ zlT40Y4Qc)HnY2f>-K+NDZE9@e3-_Z#9-NFBG#d8SY=%Z-E(do>wpNn&-3aIv>Enl! z8RB<`@fG6|D!+^$6%DHOTz*>!8yF}wj@P_RE&tpYui-{O4H~R3BGiPDx;v|W#qxiB zcG45LVFepZ`3bZ02R%-mf0l7pF;26pKRY99u}9C^RZgnDKh9$M&mr*1)ba5-O?PrU zZdki5p4iXdRdSEKnyT~e?-Pql=QmTSfr*H#bG2Jb)tU~|i+WroKRn;V;%qKTE6mb5 z9v+}=Xz{fH$<6BFWc1Zre4DG&jPlm4%h`vKvhEL4fN5-}cK2GG+f;WY!vPQCFgT>MDvFW#KBmGSoc--%t!uabH$kCRLu$lA_h^p3w23~LPHOiB z_FDH2x8<#}w{n~mzu=V%0}1QJmyC{OcO*@2nI~08CsyEZ#}EEm%3CPy86T!Z+rYWF z$xiI2z_!q_SF%b#^knW#h5m?VLo}orZv;4SGz6muO7GZN%N*x=YSAzcX&M%(Gj14! zaGjYO>bRPIKkukkj=5hC8=Y;$bh_EF<(*tl_KOD%;OO+)5Fa|7p0kZwGU!@~8rbCy zL!==j;@nM#xsEVVAjcl&a~ighz}T^8%)kly)~I9xNtgqc5$tKZq?Am2lF`fCeb#`` z6k<5FUVIlIE|W+ zIbPnQvq3J}o~M1hu$A*%^cUyron2Pg)X)9M;~wIv#Ct+44crY+HXf~a1$&=UHEI(Z zKii!85xA?*jrW}4!!CbMIm&CV&+*t;EAL%6V3|y(a~i%jzLu%%4M$;}&|!E=f97`j zfig7N*EhVHnA}UsJ3L$_rN^Jk*psYTsY(lVa#ovK$~YRuKz%|m2L^*do;Ybn5lKhR zN#PnVvf0=-sYyEjz>J^Ti^d{ZSdUe>Xd)~-H^Hx|(rjI|est`2SnIiSgyh*+=1m(- zmVY?`G%JNnzIliBADSkJsS&-Kh4mZW>7wi)5_Jj%!a@DL7}2MW%2G7At2fswYdMd` zv?^L8rKsj5Xj1bPl_RU>UPvmi;vF_r8Cz*S)wNODJGsD5|yX3l?cwl7^-lZ_Kp*B4xO2 z9FJjFIY;9mj9p7j)t@#q{d$KAuJx>hbCQhUP10?~KwWd?cg+Fms&GlXO+3|LvxzMj zVJxsxWyO=x&PW-eseRksUH`j?jG|_4fvt8@>j66fFE1n7##86JdXFIjLbGRrEq34?s0Y2%yK??HQP z*WTRhdI6h7-3!Z)3J~RC=e>aM*>_?|vsA#~EAL%da=m3@cy{LY=^THzP7e=ladI>! zur4Tb)oEqc#;f@?N!wAakw4@hea1TeaJ~pXu}8ZLJ3>*z_wqVy7JjM7MLa#8{{`#d z)vL?5q{!#4R8-Yi)ox)qKD>bfy8@}*;uNIb>kIruB^SA%09m}5Dw)Isj33o7p~%(X z4wa0xc6_0zO_@O|Pe77ptcY@WwSPu>Ct*xMFKuT&_+E2&cAwfy6tp_lS$s+ed=K{b zVq;=ojs8Yk=p(VJLVlBHdGbb(ebB~S*DNCvf_hZxrB%|(s*injOhDDj${1ctL(54E z?on15mo1^dszaMnt(i4RRnOzy+i94oq2(MAfr~NVps0kiwWzA9I?L#&RjTIi`jkkn z&ka+IOXB$6wVV^@dGwh3ueogTyhppmK`6;z3zz!R;w>Gkb9D(+EqmK0T3pq0nbYKj=kAEfhc$bUYFlgEs3qnh=QKe#%XBu~)n(S}LB)UL@U$`7HYIS_LOi(~wL!K) zN`oVb1(LtS)`NBjU^x9S0iRfpW*QDP;nskT&t_9iPba8aCVt1 zmf;6<^H`Zl2PF9IlN7ek7GK<{{F^Iv+7DYZ?icK8e2OO z?Bd~~z~AB>ovYFv*g~S292i^FU$TGI_epu6Vpc0a4P`6JT&@o;4iMNFUV*K#4vXrN zbeUS3IM+IV$T}wXVGfdeG>rD6SHgD{&TlhtbOjtLg=~PLk5UdH zfrenRCJ9?%Z|(n5>0m(Gu|l+J_OnV|RZ&lrvcCv4r_s+CRW(75X&;KjfcQ-jiDunBYqxd(rd454@gGlt%W33;c;=buJt`<=x08=9aOC!BGFj z#V)9iMeb9|JqT%p%7;>~(DOKg&&q$1Uhg>8LkkwBV1ND>ZB9YcEhZPd;z%G0vJiMI zS)fX&*am6NIR)*c{ac=nSKwpOIvYk2^)cM5p1W8^}Ju{U++qjh8jC8122>eE$;t|EUsjCvcq;x|?tY6H;mF$<+ z*!Q3Gw}`Kbx#Fx^rhjG!fovt|6+t=LWOO!-*EbQ<@I=659EkTNb@)OOkQ1a3z_5H=H9GL#V*6pnijCNZ`p0=;o-}ZdVee}shIYn`P*cLV zr@aTx^aMo*e8SDq&P)?eJ*-tfGtaDlI;y>z4;19(oX*J;ZT#qhv8(pkKYoX6%F7OdSg#is)+5BLZD z{a-`^;m_v8F16?@A8-Zpc$&J2=?HUoSUVVGs*Ci5NW#I$1nmh(e~MN=kQ%GIj1U8& zv)6wwiOvzZ#nnp`7$w(+vhUNB&mb2Y1!l^#DV?XOBHO3LqCk*MsEe zwkXG1C)fnY^tH+e7Fh4~cmp9Bkc|Kb$_rThWd1V^#ZRmhCBcgHCACIDgBoitp`4=P zv0+b(@YFLv8;hdeABz>Nn+>G9OE|(X@FNuSCv)$auOm1u3$RrzOeoEqoWS+F@3Li@ z&ZBv#>Iyw{js+Y0G_{UhNzwV~U}x7#yRM}u{oxcn#e_XM2oVtx8a;lu+cS3m6M|at z4;!3rv)1(-pM(PkV-x7C<9+vv8dGgmAHy920JA0=cq^Jc4p9PXDlnxlix3Kcc?QOL z+!sYaOt4shW#k4%uR*{fC90$bl?`v#`Gl+^lF#z?z&M5q2N*8{L<2TX@sVtW9r{YZ ztU=-lL_YLhQRnkaq#f0jHiqWb_A+%LNL2#Z2&ND^KkwsK0A0VO=dTpt^ZkM#PtA2>+D`tSZ9TX4*sd=u9* z48kxVN>r$SYL#*~aFxtfl*}+x%#Kye1OSXi;>To`dSY(=TA63CZpj!P3+^EovP%I8c zdNz#77?ft@Z|PDBNOuQM^}A7YD9Ta{87&~6pGUyIVCW0HniAO zb2(>YPnGmmROVhoDa}Ale6oQ2C2}u7N!)87{l)LnVJ`rj!nl{*X0Jx~`{vRgTehrt zl1nXVxv&-^SG6c%1$)r@D!+-MZkFtdK(%etK|XQ4Qk2cH<qo{N{(R*@NFf#me=LisZ49wa%?5QF(v6>_v`n1IpKE{}unxz8%nUsZZcv zE_r7q)Jsl#s2K|TIx2k4b184Pu#ahK+h zMMz8vq*71?SF=r^NhBGQily_yQwS$+yjMEc6qyNJ$edtEio znlsU-i2UkXM$yX7{CXXE(d^w(;0?kcFhh-Bd!FhjR_0hVOCtmx=Us=mFgqWpySJ{w zxT3nCff;kK^RR8u5s4Xpp3$3iidQ@!S0}kwg6R^VM|Yx$>=i9fCgRU>4i68LP2lg2 zI(%vG3`GrK(Q3Rb+gc)hdJ?ZD=^xrFqGZV8Kb{ROSXD$6Yb2sj8|kVXO3&yrlLih%tDAl zh-scU!Uc$(#g_-9`)dXmDaX=MFpuE=LM#L%qK}RnuTq(gfZtNMg;(zQ&@UVq-}O8v z0q*M60xMx}g3n<%f9Btqy8sZ(-tZY`rOI1}fsumfIRcokgPHVZSYp7ghT!oZ{ ztRiedD?&`d>x8I;SQXKTuS-963|V}-SFPp%(v^gLq^cTJbr2`gm7dQ$)i2e%V}C@- z2R~DP)91+X62MEa8PSLce}TOJw1>Hc6Ul@0l^4+Ub-YI5)RCi)%F_5V+`G3cgGFuX zWOQf(cP+du1AAPT0MhPgByfaoGAQ&0Qy%~uwNlQ!2D}c+3B!r-0-PV$uur4-{N9Uo z&!XHAk*D=u6G)4bu0uO9_!T;EBq!Z4E~@=(Kj^vZqiMiiV_-0OSJsxs(2=`MqLks* z{GzSbq5sn-jAYVKBz?yyXdprvw~U;ygfPbiUb)81B%#0|*2cl!rU2ZMerVpWY98V`2eqbwDf~BBWm{m|}xh-V1#=OB!PW9ucX2bq+vVdxQanikBX*|B8cS zFlpHZ3s_zQO0>fO(JN~7W`kLbJ2cC8tydR|dqa>MJv~xEUDj z3=Z^KxYcycF*sVkbJ_6X^s$pA(y8LyM0VqiCg3lAy*Wy9Mt&Wk`?h~z`67!;%<*rw!Din zwdN<$t#$rICH)!op#C0pUPzZ2kL5Uk_w*_kv@+9eh3>JqQ#WB%BUh|k@zk_js;dl% zR$JO8KYE-7nXgn(E>R05VlIEQ-5uXuU3_{Dm@Cv7r@z%l+Q+oZE+_Fa39Sry5$+VT zQ8Y$&76?l=p)~F?m-~d>wcKX*?>+lt0Segk#~62d2W!g0Fk|!RufXOQ|0ngtt{?KF z;@;~aGvl@}CZ_pJ@TE0Jqt(9LR;jO&_!VCPEarGp;fEzY6Y*gz zpz_axyxs{&HV`BC8V_>QbYG>`1YUnvx|M-Vy~~QVbG+BE4JD#W`GP!EYn+dzp8b44mONxpk;@`DYh3dd*|^X`6dx z0@ogw&um-y-Q?8t0`w_JpJo($vUegRfeAjqJ{BO1LR7;x#FXR9e+@Fm1&RRU)!EB z=j~5s?y0HzyK@WZ1oe2vj4Y+_L_#n3_4y*Pb=f(d6L_AyltOqwhoi(L zA$MO3>#eq1)4RtD?F;dXhp5tA;tx{2v|JfAJcUPU$Ry&i7_5roU(CV{Vt2_)m6Nm4 z%TsfFMH`hL+8&}Miz@o)-Z7WNS>-PNRhyzcEt~hk9X~F-mny@4UB*Wn>I{s@rjuIo zh{;e#C1CFl?<26xuaK?|Mc1>r74v9$3DPBe(y`Y=&tcOjHk;q>1MZ>9EDIc!+G)Is zMe6M4IFrlY!@H_=X`q84e_2SLsf0Uw~hL9}p5tH2R}0mLwoY zi!)>0XY49ZN#_zq8s*a|X$z!C#qWqG2U@@69MFe6Y8w+DlKGXEW-wO?y#fsPsA`Aa zEK}o2Hpt+Nu=`ro(t_yf+ZG1AWv!bNK9XMQ7Pkm`27;yYTs3t^dtdihZn`Z^@kjgi zcdU#?l~5{T=_L0KmK!1WwKI?4XCNKf6Ew&UruJJ^$ormB zxb^lTt2pyDg54fFGsO%k63Pp^5<{BoAY4d!MKl^g9c(F$rQ~OM&8aJpdzx#8?|c0c znbe_Hm>{gQ0-r=16QSrb{WZVfKes@a=uP$JvL=F)nj(}?t=&W@!I@P8d{TC*3#bON zi-w!DSn=m5(1Z(DxR&*keS}(evK(L@h86kN*u%2b=4Q;XQ{Cw7dH!++uJ7_|Ju-!% zTjx?(%jpUZ7TNP$gRsVFOrvGOj}33`nE?FmrhqC*n#0!SOa}+=Dn8U z)6TjULSv=GgGO&mZVtU2(_3P?dO+cV<8x}zWDS3KH2Tz;4v910hzlSgI0{~JnXPo>L~z~_H70Z+VPRV@R0d8>?OD~H#0 zie(a*W;br=5!Jh&HgN7kcXrTf{Do-Gwmw^c= zs+Zb`h?qfJA1uw6*Oy<3BnY&C0t7=gt`}n)0b`j$Up^do2%1H?@|AZ`8HYhIH)ukD zdJxpAw`Y%&1PFN)#xWKy73^K@eBiv-ND8bNN~Vb9ft!bwyq295R3{Ncrr_6u7SEt= zFW&-oDj`FH_NnoyG@zG83ep62BJalo_E?dOKEK~b8NDr#ahcxUi7DtE1v-a>KHmfA zCdfOsiHMIrFdR@jC4xFsXP_Gsl)B7IFH$?WI?OwaLkW;8b(^0s7<`e?gY-lxkv^yM zA3X!>Bp`8xGWR$!B}`kC4VcQG9O=QO=(boG5IEGfI7y(x^R^GL=>o*Q$l$7T6uBW( zz6rJCyz)IiIWRpg?o!JP{aR)@GMS5KT=iLHftF@OwtsCO{gO`V4OE~!Lv?XMFJpgpJh}R^l3q0Fi3qLw@G<^|f zJRiV#LmdX7HDz2t@bf!-rG1C(tTll=Q@x=rkz0S1lp1pQ(Sh+vJ%QjOw`OWC_RPVw zBRo^L<3G3dk{<(aOSvn21bWLx_*EPeZYMN?wPoiQ)mEcDv+(}#3{D2lDH7kl%j{*n zr?92vh0un4hvk*0_U*~j1J=tO_Ui%1D|)yGyB5`i_Jl4eEocOOX8efG2J4oQ2WFo$ zFSJ2=hT#oJ+?sFbodoH+$EnR)Dit3QxA4Plgl`SXhO{o)Dh=slr3cbOJucY-X_=2W zCCp^zyev%dt(k?`#y@u9_}xW!4YvlhE}G$MGe>MF1;xK?K0?IFtxH06Q&94F8S z;u`8)_SP3@0}=!Ep85&ynz*U@V(?L_Y-2kCosOmN-VOMfivgrJifhs z`+DR*&ySq>nYMjD{jGtFzTvwQj2u7pKLPVMfRf`U=J<%*zMuD>m;csH%kj~; zeXsltzIBswd?aq)%Y&ErP;q=He=Gj(O3Cq2xP71SE$|J#hZVSekNge3_0VyAv~J(; z`On9E>-h$$+xLdw;KOJCzNDSwWABSvj-QC*BXs+o_?!Oj@GpSy-GPSVqjvkg-+%re zfP~{CcKcrV8$io_HEiFfLwp23~T7p4lyL`^xtX zz)G%={|Vmw=eN)^KfAZ@pT0TN%x*Q?SKYo7k8kOJfh%aaEou(0n(g~8|M@2vxh-N2 zubAz7-fsXUw?)h0)v|rR;Xm*4{Uql35lcF}5ASn0KXQWS)xP-cUU$9-<+k3LOTMNZ zUVDK34V#f*jIE9SPvYSB-9OR~VHlbIEfMj5$~&*uCDI1rwA0GI0S&AA=fy?s;@rNCU9ttiSTasTVo2(Bltg=id<^wHrt07CW2Ds9 zi(=T`7M5dWwwy$d*_a|Hp*i%>LLWsB<)%Xj^uTtIY;Ip4|M3+s(px3;NZ-D8y8wT( zh}7dCCgrGT1`jEaac8_SF#*%DESZA7ns-K;&e=7LfO6_vl*huxp_^4V5=JgRq*)ZY zqgkXPd5Y=j2)0XEMvs&Bptw*%U8c{0+!uXvbT&@bKfoeYoZ5wc3K;y^K;2_==VIsc zpH_cIX)9`SK)$*{StG5_ELyK)w_*!9KGWAu{(*l>hbD&A=26U zJX<^&bL`6T8RAxi3aZAtjFZ|+I&f4gCuYYy%PZQf$-F`ozBq7y+MQi{J$@K_h-N$@ zv6<+KMyy%C6w0cJt4pN_alUbQjD7Zd-etR-m6BJ3e!u38alBEWW!h0WJ|u07H>PP; z4XgfROd#boGRQM)MtN9K*s+Xc(Bn#zqUn08bjhH(tyZ;BfMR|@^&s~SCb=|O&{mlJ zl2t#VYSE>6fa!2ZOYvc?9Xex7!{)tUpJaE3|E_QEw4)Nu!F2UwIh%++Gh)sH?xg&N ztQ%S_Y1rT-N?HpUo&1r(ChIc(PpR6Z_SFb=yJn|W9uay9_aX{RO-A8Z+N+A&M%8t} z*q~<*Un^zxn)PNRjr_=9kwTeHlk_A6yU;=U%{;5W+Li97L+jAdP1{9uH%#~1^5NNo zY3*>m>BG@cL>*O!k}6L{iJF@V-*{Hc$BM`P+o1=5`@CaH&4b?6M}JxZpY*(X!|rZ# zC1gE=c%ebBDX6QaYk8{+9?bF=kOG_Y55;JvZj8E?n`4Zu-mE6s&RRY($=l@tk9D_{ z>+*%m8L@na&tKNwbYj?*B*waAqSfW}sen+i0}%X}4oxL$gvo$z(^0CeGDZ!rx+8Or`CaqD)*TVIHbyXnPrX}=|s%hn|cci{9?EcEmn&<(kV>M(WyiU9b{I-~fi0@zPu07G^q z&=Q5@tgAegZ~RNQA|UPw`bOH(K{3JiPoB)Xh^Gqf2sFu>s8UF*&$Eig}o4F2AKm=I|7Z`_(mbf)UCo;2hK!kTP~cjJ6Mn`6IY?h zFIJTB0QE-0wVY{2+Qro*TN#f*oCRGi$fom&O>oGjt7N~mmPNry6jQkE+($7+1rKq~ zQVpfb2b_haJRtKkV@OtP^fPzJ2ceMj&;objFnD!`MO-d* zKyZz8jJpm$hIJry09h~_7PwYk-5x&X=mbK)iDE&{IdXrP0`X-7F`NiE-NWRX`VbG{ zz6n4LArHR`P|7j)@-~|tQF`*3vgmW_^BD^7NmN!fP%_ZeRx{S!Fk4eIwbgYn@|F4m zK%EoAppL`2#h3A)QfJ1i^>P8l4$;u zyB`Cpk7oo1@Y1jZnB{W@tVT=zM$kr`CkpNF8ZWhl_M457l!OeW5-TckH-gmd^8^)~ z2vs}+jt^I~aTW7{IMCJ%j_uFj&B^5w9^}Ap$||EAQb8F}WBg=z6Q83>A$}82f3p+g zp7Y{HA~=E1QH(1@J?$;XlUQR4#1UQ7ehB@HYlKA>`I1n$r=q98me1t9S7pST5ao4CLvr7-rvg zdEiq!_-!?z!|M*5BcNuyP^NBMDBjQ5yBJU>*?Hy<9&VU_4~fVG|omHF=XhE zZEs|*VNXgHOfL0f@w@h!*2}QG(OEujymd2f>uV8x!Afsi0)4XqAe-93N*gGCdC^Lj}*s+(Rs5c zTYE+0fx`;uC_gIcc=4=s@_0Zxl7Fi^F9v8|+(JQnQUiGU+au_}JW`AoPXU24y~dWX zJlgxZ+pT_oA=D$^VAY$o5Iu#SXmnwp*mN5%{MQt9o}_Il47*|AZJL3(;oT<6`s`vk zxj5LEu3R$dX;Uy_5-3!110hw%T^?WaZoG>as(1BGj}$gAf*S zzFp8$@?ZRUuh5I~rQSjh$mRbJH63)ScSr2}dJ?k|w4#*ge2=g?{&gwrT!(kN_4Z(1 zmo$>ADv{nsWh2{AG>F1i5%M?97(tLXpCP3(@ANVBHQi71FU1_St~4DT8pWEuaZ2Qc z$ZTTsEl%QRnzxplMY-#&DssSTGJU5}tXBM+wUlWr|M=+!5AFMX`klSi-Ab`NjFTPd zxWBOK$q&I{6S2kT-UZgCLW(~kg6(O$`3i|O3lF$K#tI75Ko{msCD2qb*DQm|E7EvA zNPX|B+xAyH%?MB;TqV;vYSdjLmrtnB&sAf>f}|?P(%stynWSXJHK~NiMtd!JYB!>8 zQ;CIU!be93rd`x0xirRf1ZN^XbQwIVjhQJmwu&avs_=V@6J$t#+1Mf! z>um|S_yIE2dR=V`dajW{ZfrM=C`+q~Dw^FBXlP*1x2<5jlZvBTx409eAFry=r#t|b z#?fsOmNwlu$^mSY8Uuz80r_i;2l*H8$K9r4eu5&tmmy1aaY&xlce%AE#n8B00J%0Y zX!z2tz&{M3JzZuZvuNO5ql~eDLJf_BAwqG- zgJ=9M>Tsk%urSaxBI$-;*e~>xtDPmWHaSY^wNRrf))omhFB$~8HLKEVowqKlY8u6c z5^qk;KLdGvf4$X*?VtZ$lnrOWly-T@no|`x_QL!{{8>%c3_lZMZHHD=NN<`c=+rK1 zlu}Zy>rreqUsql2neFi0Q>pkxr}!tRj=lz89`%A6{il>QzfoI-_PB=%F=pr;{@O~C zsA5&X8y$F$>M=FdIO*t3epMF@GwKaxM4vkv0KKqsfVHBLS`Dq58;vvIAmC$!`ubqp zg_gSdWw^G-%~&E2)GVme4-Pj0Ze>Fbu6WD{pxn0k#$cni{;@znS?gjdUWYB|$9s5- z3kD#}*g7+l48Eu#^#w@z_b1N}F zokTov4yc#cuDYF}GqWI{Pgjg7g4$?w5A`eN;ZPOL{k1pmbMi3Q;u5qIP=LD4f=psdH*w zfXdiWIO@IPb=HHm~NTbAX#AxMZMF@lii9i7%CB*5GdN)|F1S~*~ehMt7NpT`LY zh2U31nh34t#Gp{jW$)QwIOvy zJ<|t&P#5}ak`3u3#X`{{X#W?t_xS^uLE5|sjK^Ic{g!+N!)yw3%t(iiLA&=NmB#QZ@C`RgWU+HA5WHmuT8nL!Rdou7CJBdGnG4Z+_ z?S*@|LN3P~sUrK_Vl=4WBss^BWhiIjz=HVI#(hpYdGpdDk^;q0bdkZz3$6SOD|tpp zu`$Q$B>YbNB#FH-`NV($8Fnuz!thz4RH;*tM|e=ANJgaOB1XDZUi{QMT`w#wWB56) zc1?Ywl%h~Zbl5bg&X%AV>tQfdnvfApY2!Y36k=%0srVbhnx3d0@9uVPbiK>Pm=3KR za5pyxOZBuYGdh%A*+_s08ODuqWXmw3SeYHF87$pCC`!qU6<3P(FFySyRn_DRl37tg zq%%flh+j9h#VT4wU>^oDnznHaq)RC^q%9he!#mF0UqnXfZBmY4a0e6Mgmq&Wp%?n& zKpYrV7v{T^xKKqr4(eMze7o$do8$cSFnwsnhckP8mX;~iTA{!ij8)8lLD5kp#O2&= zmWH^$8LQ)O%lcVagStVg8Q?y1M99Uj(Pn>px`X_ z4InMlGjz8jRql00{v{XO`Ew4SWUV1{ObIY&UT+7jSSnXtzaE zjWm@lhI4C-g;|$Y@_gNdA2wl%N5m&cS`gEuT+6CmJqzQr*dCHwW8-~acTDG<_j~+q zoLJ4e@PC$X>|4HEeP1FU{LbYcyX?77W2PBsI4-MW6U#Fqo5BPV=x=6 z&|@G=2PSye93f-K3c_B86=R0G1reWQG*eEsS%}|I)T!kuYLlBNgqUCd_8-_|x~ctX zN@8dqZmQ8ULbIE97p)5SZk8>knFV*a%P!~stU-UG`N%Zjvzm~vd{(Tkezk3IBgjC= ziJVUUL;2wWw>Z~niT&biCF+LBgdsH0IKi*k^3*5kQ5dh|9Y+UG1XCNOXrrYW2EPK7 z>Lc?*sG8wUBjxf(>uI<@Q?qS}Ckk2*>5l@Gm^dByIJG@*ru1wrnqjl%;NxNdwFkz{ z9p%p3yu5?{^JkUE7NW@q^e(}gTwjanlk|CJ*C@Y8V;OIJ7QQDW64I*4t=0WV)=$6W8VWIV>}Tw7;l4Vm9bfy?=@`b9fsWUsbp zSpCZqs!LKt3$M(-_M=1Yga47|jX{q#GMVzfUZ?h3bz6Az(U2qQpt(LRKaNqZ=jAG$ipq@| zM(XjGhNBu6MSjjP;?q>kcpHEGJ-EjqH7&b}XAuZz$4lc$EO*|Vcpvmw{ z@Q_khL@K!KR5G)t9MBp<#H~Hr=2xYaZReskbshFSbygw9j(sy|*G3@XA|G~D^m5fdPWy$|AYBd5ag73Wv zzE7QhC^0g2{U#U)7&*T2zi&ifsIUM0l@liD>jx~t;15Oiv+oCyx&Rn;s6Hs-Ie|Z@ zh%J-9BZK(_7*cu&p?ez!Ev~P2hOxjO!Z<%*AiQUYj{h(#2gl#`j;{9KBVuG@;b4Rz JB^8wy`(MMGX_x>2 literal 0 HcmV?d00001 diff --git a/src/fundamentals-of-ai-and-kr/module3/img/_evidential_example.pdf b/src/fundamentals-of-ai-and-kr/module3/img/_evidential_example.pdf new file mode 100644 index 0000000000000000000000000000000000000000..87f4bb2fb83eb2b27d711ce4a2c08e4a79fefa7e GIT binary patch literal 45335 zcmb4oWl)_)xyPSG86(jjE(HGdl|aiDqVDcm;`zf{nt-+#X3#5Q$aM%Fza7OTooK@t*~WRodl?=+}_Fpgv6@hZVvjl zN7~61_}7QO^}jRNkyuqVrF2>TI%TD72DGA}XSH<#TCqA?T7#UNzOdQ>ZCL)cU9H^g ze5_nqES!L>AfPiVmld0(IUkof8;`ZcKjRGlxs9rsjg_)H(EM+F|8-|MM{6fZI|~p6 z?_clKkyypWoxCUv*!~)v+?*5~Je)>ItTL`n?#>i||Cpd|<>ut>YGLI@@ehDfULY9_ z&|jqfwanQ5{YZ%Yv%Q7c-}*0d!ovSG&VL8JxGDJl-AVXw`ENJC$M*k3KAZC&+>InC z%q$(N{{pTxhFh*W28*-E$;PS9#?3j`#Kr+BPsD&z!WhQ%8xoh`C_|SZJ(Do>PMoh4 zNtL;jLgE%16=&`{?k&?Kj^Uqns9+2TEoI!a|NW-^aqxdh5%zx|`HRp0DLq*K@3;9M zkp5lHM!^FBPyo2O{~Mbv|Hb%kB2chux|%twmup_J1-<{eR5T>>7PNHLIO! zp-MsB08?i4*)(7ZyAsXPF`G)0JeS)+Pxy-7-vfJ5dtbllxC#;_lLV59?2)n?9OnHT z-YLdh3U@h=#-3|qM>w8q1AmfAyfgEIx0|J|d0pA0uF^yZ8=z&9Ww$AaM%;s?S0_;P zq(vyZ_1YRCU{XZM&qh%$sqt1O##H2~K|3xzkL-cYcNb@Z4bnD?pyN|UCMDYMQj5kH z<||yV%is#SN1W`E9l^7=UXo=q)n3=zc-o}Shqa>@kC{&yQ7^huZ_U6L`hj4E4Y%!(< zNV1}%8YF8MeNwnhe>iuh`9xJj}fl;ql(S(A#)iMPD5K`?J$FGjV8rmcr~Yw zUhHo2MKB?Aep;8gb7$o&MbBny$6V9p;FTcEea^;HyUW(&WwysO*XLy}R84ON=@V<` zEJbK_0upfDuzwWOG{JRnR4wMPiAdt2h_AWtUz?*qSXgZ2R(ULuXI^TIJ3#&{d`kHp zrf!WwR5_yFrSXSCvcSqV>?cH~48>B^pb$tXv$)Tk8W3OF>DOzNU;_IYt>$N_Yr^k~v!%<;jR> zHHq4yQ?BzeE(1nOgL5-rWZqyX>UDi3L<=*Eg-}bC*2SuR^fz3EMrKdbl zzj3r-fwU;dxNG@^)>fQU6@^6lzj;1$+=gzX&Jq=T6PHK`?JD?L6aj1KkUD68P7gp1 zR1-KJ4eQIOP&=((bBU}xfUHA@TbW~Ym?(Dl)g04`yCdb@<&6`ePk_fCtV(JzR2W+7 z|8X^O>(jzLzbij_jNU=AUAyGLFF<`l!@_bk4f1Q93wUmvGwUdv_!)R)mFXC3_j+gF zx8WD)JLz_L^d4Vlqm!{-2k#U~jt+r^L7Fev1zAYw2i++V(z5X_9 ze_pz$(9z4}6?X%z8bFz(+2!$!%+k-UN)V$6P}C88h^{Nk7`&r&Gld-G0d;qs&lGj& z!gae3qOsaGP-4oNHy{rbepp>yj!Z+l7p&BlW71?_T>skM+rJ_#fm}olGzUvd`bb*L z0O#q+CROM^d0TMxJd>h6qU#I_9DE1Za|2g-`v=NxDfP+>4_3*vM7_g|`ZvGr0EPp& z>+RtJrah>cG8kk;ITMx9qb>QV5~Pn_Q^MdA{Dfn_X;-s-Xf6LY2cT%Kjug4hFm2A6sZtGoI3QKoJ+VmCWq zMeQ61K)#+$M7E$i^sRjgkzI$WvkBA}#%aE3zl(H0=Vj-je*e_qt&2XzIZ7vbJ+iUv zvC*6_qzUJzrNg7>T4HUp&Jn@Up>pIg!iCJyeI;_8s?cq)L}Iqnz$e8buyMt4ltL3weqFAPGO{6Mc8GR~(hV zd(M!t+rZ**;&NwQv{WQF#?R2ry)L}yjD2MEA}+8IfBrD1Eg#iV$oGbXne*eQfn1D9 zv}vp#vW^k#UCJ@_gz%E=iiE^5OLqJu85s+QpKRvoZJTUuv~=@nIF!HUE76r>a4V&W z+l}L~tOvPDZ1QTQm$b+yfLU@lqiA!Qh6(Qy7K)^xS5UyI9Q@2i*AaH?SA&F|>0c`` zdY?Riy$R}-PN!A;xmAloM$_$C&la&5nTp8H$B(}+VhXkTu<`ncD$=(k2L*Odh>N4H z8a;Q|PJYjvd7v$jc?rNT9iH^bXDH?AfzZB$R6=KQgfA>Ge*sfkp>u2F9-ZR*s8V@+ z_OSGQd(dE^GZdZjJ{J@KTDiDw(A3W~9nrxUB+|7==JgjsAKf!au`;2xq`E#k82k60 zuE`-To~=}KZlA@`rp@ThMVL_W38m#U?n@1Zy>X;A$wa@~ZpV}u5O9T4MvvI7#SA~z zU-n48$sqfS`SakroP82j4*3$#RUng6wZmA7QN(@GzN4ycha3xmL|=lNxlf;+Aar}O zH&$O%Pj(}Zotwrvu zkCUYgl~na7hGPfENo!)QS{SACZ+F8fqO*32uH3PB`z%jKeqQPEPAf){?aa@a zLpl&pkf6_|H2yxSv!ju&wTF1{0{Php6WnH=wc^*N?oJWXj6IG0e=;QRXmtv4@L70% zm^Q732a6GpYMENkBP{NxX!@tLgIMYsGbgHqIVD5D#PeJ^Yf3cC<`JYc^IS2rzFNK{ zDIe<4tUH)Y~iR9PMV3ZhGd zN0d@v+Qm$uP!;*!0`b;ac-cM<(NH99cLXOD962z81WT10R7Q6pY&!z&;eKWrwo|ibv-ywssFUtWy_ox}e*{0RAQi^ZiavG8wIu{o zG^P~GH8zTDj?flSz=*WtP6eB$>dMZEi#1C2k`OxGeLX0BVYitB;aR*Bxpe#3jIcAS zHn3DhZd~n;nt)g}GXO8!|J8x{-XhV0oESM-)d5BZG1o;!D@Mloq`)EMh6B0MK1xZ_ z8&|wj_DS&2b=)pZ!HVPex_msop*?i>a(ybAx(a-YPC%S1;0@CEP595YQ z7?24u9wK2^>@bW2R%$_x(Ms=;-|p472R)tkUO`7vVM`-?mRT_ zjamC0o{xN<%bRld3-Q3*X$#!E2E~WNn_~*&%tO+-`40!N{ELT1W)qRTd1I=N#Qr}I z#YVQHrccq>x-G@+vvdEY$^Q$j=lG}Z z|CiRw0srbKBvu_e%fH%@ot+zrRo2SR#uh}u&cXMWsXKjfa@BA)v-m6U{ySr5m2>Ba3pZmL$U5>7y8Cr2yCzY^?!qVQ*3p3a8LIkfTysnw?J!3fllp8%h* zvE*Rj*sza40-oC>&mL2J1<*u%&@f_9rc-iQ6`%F`6Rlt)8%FQFMmd|Xw-&NiTLoI2 zz{cGV4=*_p#fv_kU~8c)!{JH|Bm7pU*Qv{gx1P)F`EtAAlTH-(O)arXXe$ zTb25^Hv{M(#Fcv__rB(w5h%oZ)b4oISA8au5fQsy83)m;cbPAq0nqC?GG3C}GOJF1 zwvz6rouXjgsld-IzqI;1&e!SAO-2wA)&V_>_>cFV4y#G`zT83A6Z)kuwA;06VtYyY z_pJ6H3)Xc%$?^{shgIw^d8RMDp1vXH*k3*{*8eplS8`2XVAe&3q(kwU9vkUag!}K& z%Z2*y5y62$=LAHWpQ9HA|Fw9}5y2lC^(i1i!yfgtp0 z!Siy_0|@#NlWgn2>NpggXi< zi!>XZER;O;&U=0)h7M~14XA~N6Kj8+K+^znXj)#r+uw_=t8YT0-hZh$-!SYZCnC|% zbc1*|eED4AxNYcLUJmXo216T_S(C3(@gW=zBxF_2uxC}S@eI1#_X>JyEcOg2-y-_X zNS*M1rw-3rx?I=q4)h1w=qXKG%h7do78kXl;f1f9pbjE9o!*{+q*Y%C4O+w~i;SLdW+W{t^U_!aB6-ZcMI~Acuk6 z0e6UIaAD=Wy4S$-1+WE3?9mLQuUKDOf%XL_UmBYjnyB@n-#eu>r)gg>uxz&*HKOOQ ztFE=Ro1@>3>94l|>ALo~c4s-DC(HBitaCsVSC&-w z_)AFLjGV`;6QNbJ0ypYgo`&Z}YOb{Qjd`oPDjWuvN^6u}X36Aaq~0KTUH#>h)b4T< zGr4)ma*>2|-3{bOZxsYKh;k2y=OXS5vL>h_<*9ukz1yZzE8naVwY{d86Ym?>gbeHr zxPdiHHQPEU_!TRt=o*Z6>zduIl5^Vn@WBgkFFe{8%+i74>F!@XZyRYZ8*6WOv=>$s zca$j385?eP^b}VVH`XZ5L85N?ORP@ePh{?v>;QJ%6qJy&8!M`N2#mm_7Y2sQ#+prK z<(2LZN=%Z&;PIT)v8$^E^-Ds3HScbLO!8dgW1U}CxG`1&nOLFo5*ib@iK*v+nnBLA z!sFxfJJR(N0r1k<*8>}q&lL=Ho5vGBZAPX&ZnJA`?Td`AFM%w>x|b2ZeA?c@nMOV% z#vMg`Jl+8wPfNAnK`LaO8;vRnP9~}K6JW6B-4yg20bi#NI@KeG+&Va7>dy%nxz(5` z!)QZS-P=$aWy+AdbAEU|6TIjl*jccamB~_L?{DUIcXh^SSQaonYr~VO7rI)R1HTZ~ zRNc5M+iRwCm=R;ZBxT~`dhF_OcnrL&DF)~+2NV}JoR=q7udcSY)V37Y`uj>`WqK^0 zpGU+ftrKtjnEkb8v?w4jg2xg$pJWB-d?4ZF=5m|GC#`T0R@K}ZTlwTX+SfPamc{6$ zQdn%Sa~*44qNdw(ohawrpEqMd;|?5d@om){_;_|s3K^Cw-i{B>-5CeEdYa7~++R9HUhh(CS|XM20WEi7^Ye*Dz_R_5 z+apbl(*Of{_rtq~+^4M(Cy|>C0rHPFu=j_r$n#InJd=;BpXgcZ=+-j$3ayu>ISuoS zwGCDuGYj^6xzOEZF)BhPeoyaNPpevT5>_E>h&hqo07jO;KKHz&5*T?Dly`~cl!hC%J29k zul8kWzUpBsYNijC5 zb?wdj%|iuBoH`-D)`IrUv*`=R%Nj?htrZ=$ZKA24TLHIX?l+L*L_W7$_yYD1!ak>a z%(y=VJjk>4dnmQ`k^%Ka4HlpPcN>M}@KbcK4o_M#PxW@!-g9VctJWn8i<4pZotK2m zVr)lu382p@imz3(6=J*AWq=6m%a1lyvr${)6 zv@2kuxp@A3hTrS|bRIWX zK*h=HFp0eN?DFkBF5qSonOOK^(PYE_bqc-r(f#<|wGXVKL??r9e`?UmLt1WkAy`Z8 zt5Rj7;|ScQ#Drem1V&a7t$`OjwE!*XirIMv?dx4-HurOH`<-yvUeC)LdEi4QtJmCoBpP|I^TWB5*apjn=*m)yw%m!# z;k0-Vki}_3)6n}gg(si4=j8{v|JU=XzmsaW{0QrrosJl59J~)QP(_{>O{xvxr`fjOLENGgAw;j9f%)N7d^RJNQtt$j}*|1y|30TQqkDc*EeSk7FYB&Tk9$-0G#gc zVUy+DnRKa6$}HO}#@#ow>mnO%Ej?{6+qe6j{`TY4a0LS+a5e^LBt~5xfj1sM4(2MA z494rW18b@~+BF+Hi#wjel?>_xz1$VN2f-0o04V7k%gJFcL^I0Fqv`tyS%&6#K6fBP5Ig&-%H(zHx{bUdf3bvywrczN`%HKz|D`SOwx(7QZti2$*t26^&8}|5Fc?WEM^J@}&S=c&WlsDF zzGJt(cFW5_(L*Ki16g8*m#1OnT!!uYD!%+h_kHMHmcx{>Pgi@j_sxC8CGMhO_YFZ} zbG7SoX-&(vfr;z!eQ4pIwey&q60D)tAm%6x`k$&p_^jKTs)p?)_RHW*p+3f}iOSB{ z+w0hP%jJNvzduPp{fFxIedVUp#|~YqvG*wP#9h@74f#SJ&uKYaIt?|}-Y3lD_He7H zlkwx5$zOd=5|Z#dQt`p1HpEX_1-_oBV4_{ zxaB79^07JX)N|+38{rcmalJAy*P^r4<#m4D+S7f!3!i7=zpq4}sleLX`sZpB6wpxZ zgKk^TY~m`;WXm134!omqbcp|)kPjDLtvCnu4XV-0!RRFd>qo>~$2scDU)92$B9{+j zfKOR(u5evmdVUj4q$uG|U2@#g*J*@autqL#tU(2ywk|t`g(^4%%b*FcldYg?i-U@sotBH+==Xi!%1i-nU|RB`d+O3d@>w|(=6U zNCUBXZFihB08ZNCmm0g^H!0jZ8r+sX#6?tQgYn95->Vd8e7Uu_LILz?6hemeeCJun z`~}VV=fR&aD(~`r6QK3yUrl&G5N8R^0mrZ>YM~nP$Q~7KSLbUw4#duaXRMIET9F7g zHU9qEE6rRl zG%u^11oStYZAUK#1q75+cyf*etv8yBa9{0ST;6&tI&$C_Yv8R6h&mqfs2M%T8R{H? z_5y0%r(WJSUmKq~7P_v&LhOP*iE#{8PxUv<_4&(rI~3 zL~yLh{cZe>SdZhj-YxUkZhtLxPtLf`Q@Z;d?j&`FNdg7o+%E9YR&+Rq1c`1C*0?cjE?Fs{-Ox&Hx_O<6a&qL^oajTsOo-t)4OQ%zSW9Q?blhgM0 zPngFN93Ue%@29gEXk2GksXFRuEH(6Y+T6wQ;fjyr+jMILS*kG&fnw)HXavtxXes8#_r7R0zjov}9ft1Mo4C{1jK^!Hvd_oNxHS&4c#B}XU*NZ_ zm3QNs^9SLFtd#&xa3K8sd5iB-_l!LPvv5nvR_k-B|HYkC?}~Fg%G%+jD)MDdy?Y%c zS4&MhC%f;ZsjcG!;%fye;LEQwjrGoj+FjzhU>`c3$A(kZOq_4lDReWS!9>IPNYJIH`3r4XfTeMJ0`r)>{z{}r@g7I-RYE6++E&d zVE}~x;`D{L9yO&a7VrW`yu&Jw++aj~90V6;c!ah<{tf1br6;L(`vN@6E%*xeX_}X;HLE&?i|XAf zvkNirOj3hl8WM3m6&lMcR`Itx?wcJQjuOCDM1B9bh8`Jo_ytl9Kz=CdjHyKp0GEga zJrV%gyV6@PsyY`tTyoz97{Q!<5zOCQEpj+n;qFeT{meqLU#J|9`W*jlIo zp3LDl&&+Xlxfbo-Of!u-uKJ zi?b>(X^91{jf^bkA#X+KiTHm!E9=h<%A&Ei77NE!urK*9zFziZF8D7D^c=QXL!^ zJ1%2#!O|Y@({vy3_wA;u`X<*1jB}9`c;5d}f?wT~nN*70St|TpuIn3JCnUW{PG#Sr zWrTFdF6UtVb(xzg^N8jqnbY|pg(5fj&(UQ#-j#gm^&u$YpIakz39{)WD zX+o@J4+fXN{O)WtJIDTkvg9s)zysmtmfkQjWlF-8$)4lIjBmT9{%kN?*Ex66BHlx5s;p-#uNH zlu{#S&6E}M{185Nx1X%0h`5PVbG1`*>5a%C5-;;SXk_+l|KdjE{)KT#XXkb`)-P~@ z6{B!bYe|ct?3B-o9=h}sPBeMZ2EnmvB1<=5>M_zRF7diDJU{zhRxT~twQ5p~HvaI_ z9^7>PH*_;UNuW}BczNnIv2Jg~H6vkM=CygY$)2p9j5faU+b7RsK#dTrz>7;&wo8>% zTan2W%q})ddA^XVa3vU>;BAnX3*V4i{K-{bxcojYeipGth%!uC))Q`T;Hp`gvid;$ zsQ;0|8jV=cPMEv4L2_56dxz(nSq`7LH(bnp^irZ~mW4e#)HYGJU6K<5daTAZ-^~t< z*%4z-=VV#xWP>+x)y79ammq_mM)n=KCNtGin(uQUJg0wzX~}mO-Vd|bA7?M(oA&3Jx*X3 z=G#|Q$9oi1>KMKaQ4}3@Xb<{!&xk;08mmSYjc7Z`K9F;0j;#rr+#wG;9M!G+c9T;o zq#xLmr;_lFnIu$OC}b1O%|~hqZQ(3v2zg<}7P;dwv!m{iM*v)QMvDeldf{J?YDOM} zHCl;4h?8r5+Xcr>Y~0iQw1*cOR$AH9`2XMpYFhO&qK+{Zx>PMfAKT6PeWk_GWRJpPOX{6M zpoU0^dulO=?JQPg5swxtb_Q8Vu&XV)(MTD^AKeTIraKN=;(;P%J{%-C)wqF#07I~T zk~JXwg5N9pGs!(7ok1QH*kj$n`(pqG{% zh1eZWC$UT7M85vgES+MwkZmxs5gO*u2V+vg>RbVvL;z41u9>Y6J0`(PQUF=X?UJ^{ znItxtZDj8F@fF#KI>uBQ5&DDBrcJCP>gb`cCB0mAt*j!_w>4P*)ENg z+u(L2YnTy^^YK3wJFFZLE%N<=qZFGHgGIhP)w&75-P3RjKrljpsNfTPdMxt{ynpD} zDW2sl#aonEch^i)24c@k>Y9-B(q7_$z8RL6j32rKFz7H?0W{v0VT3As1gjwM4OPLFek~&$&4U@HN3E?t@qXJmjmZjy{Vm+qUwdQ>zyVo8ij;Kh(XS;Y!sMOth2T%~Nm+02V>HIL?X4L<*V+YCa z6+jQkG4iSC9ODL#`_rC;J$pgSBoQaibni!NmD7i`lk!7G2**g#ueUZ%3%ThZHSCHA zV%(6};z5K#0q3DazOjE|cXGvA1gc!n&10jPJIf;yM{7qY1(lK6c~$vtle$<`b|#dhVn z7hLr;dlOhaB)DVq@1K8HOeJvf{u=rv<7J5yrFlrQumZ=%UeHKwHn>9u^{zQ;t+l(l za*po!`up-Q@X97)!Q0|OFvaLsgyV_$O@t{W!%Ck%OF4oAYyU(H8Y2gdRl#?mzC~$D z8&?!LiSHXLLZ_2V<73|bzX~ba?d9u;u<%!gs0Fi>5i05FY*82x2zCtIG$kS}F;Em$ zaf!?#@zRgVi9#&TXa;B8fnU@Pi3bh&xcRC$M!5_{=^`kwnlHkp2r0j?uK~t7q~#Rw z()&}5RQ0f3xx-v2H~37O>2`n7dTNsrnE&F0y>FuTM$gcvwn$3nIm~XaVJlnwqWM#5 zr+XpUK%wn7wJn)x0BaX5m#jB}!i;8LY8V}~K7u)V#pg9tCB#|BSW1p-%P}|drV3d4 z4TP#OJtJFX;%uXJZCD%1eXSldmUhrZjR|k0wu-Y@J`n?P@n)#{2J@)efOx2W1@$Y( zfM+zw;qFs1=S^Q%c8fgW1mSquJ=#@)Sh-6Ly%ds6uD37XYqxWM{~>ZajA;6lUBIFx}&F9``=W?w=AZXkt&FHv>X&WVhZuKX5h1np?7J|u=8 zuC}ojQNme`pqC2!lRg?_rvb~Ol_7?%&eT)NXDGZCb;xEpzTdn)nB@pYqPAFSP6rLY)yEueH@CVAS#wEZZ41*=H1_-=QBv$r5Qm zIJS7u%6)nz3A1cyGqn^>zuQlj97O7sH&a&C->S*?2Fv(bV}prdlSvT1Qgjt%f1hhd z-WWm!n*ZQ>j?WGVC+{3aG0uItQZd3e9(?0uU^A^($d4cdix^pQf=0XyGJ zF2mw58Kmp@eZ@_|M@3oyq?c!;J<#8!Lgkelf-de#vU`F8cma`0&2Z z27NU5{sW;*1@OJQ7Ozs=w~U=eY4-1%r1+z=mZd5Wvupj9Do@}oRwism_> zhFX3$b&#}#VmLS{>ubjuCrpHgYroR*ly*r;4>MLR2>4oGAm`xm6(y$Xvr9RqEDPQ@ z;XY(22uWcLc#SIbV=V{!+a=&xMNosdtO zB+(B9HFl(N;~2NGaE-*R4t<|@YBkK235}PAS=l9)!)68KClI6~cGkCt!5FQw&1`50 zzR`^ph*@yO9B8uy@#}k*_ZxCkz#USe@xsC!`|&Cd)Dv_3v7M-?O!cpb;d}@yjD)QV zi8(JRpJ-JHRNaN{K`m)6Pib5Ts0_t9rq8n^^RSLKmW+*C1p zQ^dKlyby~nb+{oF6fbG%&itv|QWAgBmkTitZW%9iq5+poHqKD|tJ!rpCnTO(IzF9X z?07QOA2`j?OBqbksWeC+o%z?j#g}S;&dQ$?Q?qnY@*{HksBjofWXe$7&tGLG zyivMjDsC)jsouXg#wfhG)QL;m|)5tNmrLtC>OxpE>2uv`jP*Fclz?t4f6e2Li|3$+yh4yMpnGKf6 zK=G28WBAbJ>V36pe2AvTNp(*dI+ti0CRZ@7Y|5c~(4Ml=BU<(Ndpcj}Dt0rgV?FG? z7Y5R&k^FC=iroZD=@P0Nlp_=?$zc-mk1-c0j^D4oHsy=rR3IBVBHE|Uku?5hweQ~3 zbXNQ!6LbPN$d|r?MxDEWgg{C(f*+3w%67M)E>Ff8V^p2hCwqcoh7CRst=Hs(N8Qyk z_3gG26${5vWsqg9e0Rp%)#ely+M9Q^rQeD64I$~F0Z0{7N8$Cd)QcWCRjT8wtVb3X zt5`Lf@|J7Bv)PdUATK%7G}X4Bp54RmSF%XXr)O(#7Off6mf+M6W||3#gNRF*gO7Zf z(+ThFZTTE1%j{=5W(b{Aia5nc%2&cy3ZbW}gbS2?rg3?Ds8QyOp){5lgR~Bb_h@rl*;82I#nAey8UfK) zP+ih2qI#ilO$N+CvR4jrhlDIXBiX7nb-||bE*O+9gqP5S5Rdc(0=y=&646b>-f@Zu zp&3w4<{f*26+qgdi0Ipo8lRS9$G%JZiLAk{~OKRSZ1 z$CR{b4!PQ~DoO;>ZHD4?ISy(GBOH$-9UYQ*012>@c|u9L$tpc&Bwc1IKj-@~Ree?SfIL$zK%*RLu2N=E)VEwq2|r-*xW;tx> zc`~|ZkMvbKr=?2uzmTko$7y%T=F{@+f zLoajnGjuasQb5}`sqlUjEFCO+{TW!P;!x1Fi#%mq;61QR0`1@>dm*CCb zI!2Ah1;$x`jll>Km*B;wb--bP%GH_h7CU#S!R)4jtb@jlpEBecIY?fDECS**p>ZDH z6f@Zr3h|aJ-Ng3?E^&bpGCGEos_hGlc2*k(@?%o}RLbUQM-d7QYJ#NGdgUVV*|)J0 z^uUI%x?@I(8T0Cwys14QaT^qkRU<202Z}$uoJ1gh!+o15;~L$)@R=dF*|s?|YuVwQ zLTkhiFgJKh&S+C9*13IWm=p}+?H__XWdtp8hDj*2DNS`rquh5M^lylfn9~w-X_+Zv zQ9v2MOV*eQ(Va0c2JZ6iw@^>tX~@mxEe}T|2p7*H2%1(w>?#HGqC+akX3P*S4SH$# zc(JYr1w4j)5-!Ov#8{yKxCqlAPZB~W`3Qe{P(E_QU)(YaCx~QYYi}e{Kw)E0m4vV$ z#h6o#q6D$$x9t>$AfFoQuVwq9i3w|d<~9!ng5mu@94HVWhXkVZbzvPHtkqZmZs z(d-r`+i=+!TiGAD_5NEs(QO7sm5S$)h_!YW7nBjXnE z54!7Dy%K;O$XXMMXleed8T~KQFNij4wsI8~-w!4ev9y5j4tI7^@zTZsFLvPyL}m43 zz7~KvR#BUU=%p;?Me{fGOhIoA=Ye#64m2aq*bT_Yzj?uF>1g}Qjd7bR#}Lo)jcM;n z$?cty^De^r7odEBgVHNPdJZ`m>*zHk304mAzQ4vQBy*e$82V2Y z$LdIO62Gh2UGSoETBQ)&9-}eXB_pr;CrpIjL6v2DvUi5Y*64Wt2-kUYegJW2`aWr{E5c43wx>4yDG(Cl)2TFELW1ce+- zuFIz6_)vby&Daunb4*g$@TR+)_T1G4-5d__6UH;n?69X=hyl?LW`0r1lNI6?`s@)B zVwSH&3JaDh^-su1FZJJo&GDD`5@~(af5HY~_aT>i<-w5z^A+!e6w|TN9-?kxh6>by zsb>UD`vVIu;2a_j$c^l|BoET`H4NW>Aqobm2^Z1W)(_`DysU`f0*6Vw2d_x24$c_1 zia7X1rB5PRPQG9Ut;u?U#Mcsg3tXgC8kfZVUBtYgIr>UClJ-z``K7!m&j7Vz^x^n$I7++LR3HPy(3Era>jc3RSzF5H`zLP| zub1@lRB%Xtn!rdlzA#qpM}plM?HH%%JIeknM@ZtsZhMu_a(qAaCnK0wlruA|#Wt;& z!3ffUwm48>VT8d8q#HY}8%hP0!pIrw-h#vHKKaVUYlhe5Wp&+ailWU3A~_Z!Zxy%8 z&VlHAL(k_h^8KGw{uAv%cpzJhmCZxqfl()O?Y!iJ7v!R3pZ+Qf5~6XmFBE0n{t8@lKV zyh%(Ym__4IQ})97Vto;+&=NLZD~HNQ6506SWmWW%{lamOiM+%t7MkIeB-Mol1JEAO zAX6wQC4CnS!|G|+A?+LV&||+MiAjaNTTOSDkoPKNzbIZ#jw6_um~mk(2;gQ}3wl!n zkXHtjgVdyS`_shupe>Na5Xu=5IEgZLL)E!g;shW*lsT;YkL%7K-lv|fF0)%jXrwPN zD+Hc{^*Ff8&=qa{Ef^0mFmsRbu}b@R$w+uIL|c3chW0F2L*Ek`1=X!a@3 z5)tDaD2N67T9L*}cLnWd^i2zA36vF2NPZRG$kXOqzhSiMN0DC%f06z9WaXDm+HRKa zo2F=zXz)q)O}s4qt(dA1XC~-1lYs>WXbapT;chmUWRiBbZCo$=-4*_1$mLwaqBsvB zOr#PaS0_p$ey7tI8^EPQRzLzRS^&|R?0Ki53_M{>Xos89`9X_QxXe~RHgfoTrk$7f zdwsvi2n?NA0i^>3ER)*9M)o*~o|$dz0r{ zn`_AbLfbnA=kosPzOilFwr$(Vif!ArovhgQN>*&!wrwXn|Cu@a)a?1qu3fv%sp=Q~ zbXRpfbzObmeRqHH!ASBQK^arhK-^WmF-Tz*4nAHWXq!)KtM_^=!NXB^ut;auVttI*`Gjse^JmfxsqfJv{QyzD1ei^v;aox=UMdhNuHwW6>ZQ zp=tERJwYQY8rQws_zZE{W%WnoDIde>zZ9H9OmZS*P_r`HwEC&&fY4?v`XjolUq}mv zOUV2l;5Tyvy}LxP_b53S9<;h%^TOJP7DnY13XcV5d&Y}w&J+KH zVG)+_Sb$}NX);`^ZzuwGdyS8VJg(KkKrEl<0Iw3N;PfOoqm-xb0mDu$8<<$v*Cxd% zN-|}XPYPuJh+EDmPFczUrG@~cxmH1$clJPz;W@KQP z5uUC5W(Jc_Y2-baoK0NlL{aA>9N%rFJRvZypd-L)(aItA*MXTMWJi%pU$fO|4ksb2 z(9;S8-CN<50a23^q7+#HIjmMmc==(AG5XoaaK&66F}4WFTZ+(dc@3-1o~z6`h!$#H zOaOzb&|l07x)NxngHz$JiT)Ex5Sj`FR8x10F8~8OM`9~)NWFuTVkR%9T0 z7tguIA<>$@_h9iuw7jWwQk&=kGzda7YRuM*Z?(-13Vzz(;fX@Gm6f6hIK-*! zH9S>B3ajLz>bS^J!r@-|*D%;!NFv7ZBGZ^I98*ZZw8Sq>(%pH%j(S2SUcXcI@8v`J zZy-u1aUpVd#-T!_gtx?bLCc-MC2op+;+=ufo^%x$EM8(RM3oryywEfuV7-t$P;GET zXb;$2Ppbuhsn}<1_a<+k$+NyFdq8nZIHTT+@EBX3c&AI?{SokZ2#_*?rCRD=(V_5&(#3VtMyB&=BQu_R!pEoB^hBdpo;)U33 zn~O{;24Fw}@Xmw4IRMuQN}~%Vg}5f%m;pzFAWon;b+}EaKtUXUf~k%7lQX-oYv`Zk zOgl)742f<|&d;~nc{4rsz#jXdH_><{MG$VABt*IO5!n#ZijvJwm63Q3@c~mvH!E=M)qFaqefXB%-^GWu>3C?(;94#8hQkA^S@uP4c)8G_#0BhEVppcd){l-T6S02_#l405n0AyQ#v4ik{BA8<@9 zWV;;rbFkY5j>{~mEW2`s`dzIE=3u1g$*9h;K(fppj4Ui?derP1g7gLo379i~1dk6` z9Ui!HIxE=COq>Upzag042}5LEZ&G|^1c(o$*4&0Njhv2Wm59bli8kZa+^sXGXmi=f zcSF`GwwlX{)i?PBz z`hoxiCu=o0P8xgjUTGXYeLBJB+0*5R4WhFhXe~i^qQCksFuoG7#qXFs(Yz>OeC*xlG zb+NtmamX)5W>^S=LzG8y(mutv)HgoB8rniUV1?lpt`eDrm<`OCCq`AGnpeU@Y zMqx8GA8xB1pO~3?@swcUYAM(~=-3PlQeT+q5a#h312i1?KApJl;l_J+L{(R>8U0xj z`qbyab?wJ2f4aDx|Jh8UZ}V&c>5M>ew5TK2B(soA4X6#Ewt!M(VT!K;%WU9i-vJ^O zh*0v#wvo3ctd+V~>FKT))^q$8((IZOR#PCOc|0*HgFkOw{C6=+k$^2 z>wZe3AgKu;l^9ag-E0Qw@oHN72daRKnS2G*xnxte`Vg26a~y-V*f^(P)6SJ36@!6X zPNDMn(1z^z;WRG%7b@eo50z7tY)zmQaiUrI3JgBxFfj2B)aXdjQpVBs2dm#>oNN;P zIkJ=1G=P>4h^Bw&=?szr?WICr&IwRjr}NN(N~2t-2>=mJ!SncFh75ouj)i=Nq4Lm( z(A`+rcWdbK=bP@eIYYxQ9aE)Os2wKKr=rr~QCNDbc%3Wp;N!vr$&D}QS zG5>J``^bXmua6EYj^gLu%RVSN^M{xdWV6*-X-oAbW7)*1s#$L18@PlgnA4HHEyX$R zs>Xra6`V93lE8VeWe&u2^1|bhfT)Qb7lvw;J0$KpDf$jlz8C4?ySSAD(D@xzLcfGj zn)*{xwq}7L)0>fGN}lqEgMd$hErH`)Q=MT8MI%^+n&`l2A=n!LDeLrGHav(JoWZI^5ofC~k(JVWkppZU=I~fp zWW$C~k1)`)5(%641uM%D)Ajxqv0CSkLL+~gn-CzX0Jue5F-Mn9^HN1`0O{2_7NKvy zUyjj#ZSOq7k9<%iX)D3$FzS5-oimpaVm127(fI1fHU#HCzXYfog%0Pe7i}7`+=l zEC3Mz+@NkC#&AF%4w#mjAPUmVAc5RF6dF0%Rslt8uEO-vnn3kt7IFG@neO}SyX_;0 zpT8I(rWK#**O2BCS=4eWzBjTq1bGt&EyHN>)P1>=BVS}FtYY-4afnNixnZ)S*>#GhVH&Qe+>j#$kd$lBfRmdAd9r`fw;0a}kWr zs%KdY-2PT46(f9R&moFy1lScVYsqRm8Hl(jOa=mEPeO>_bMoRdaVY8jfo?&V$HUk6 z`HX$c&}Y&SK@iUvxQxGHbHJ-%1!A5BY^bV`sjCP92Qa#$;o@_8ed{m~rnA+lMOIGJ zdSfl3r~1~8PSzmUf&-cuYM`%c(1dj;?Ba4+H5$dNu!v{({F-cGHwWoNjWlf)_O*5l zhCu!H^*6Mps_V?0dnMh)4R@e$GXWn- z4~6xoRcjphc*ob6#6;Q#7cfsx{*7N$&tep9$}ZcKZNqYQGJY$S-142SrJp;yOLnNxwsO_+4HZ@R#8f zqo=9~K0@!*jX^QSVq`tDj6ZI>&0a5LAHU4Iqq930czG(9^vm$cN(ZNpu3b!_BoUxN)I-av^w81G z11QVO4ql-*rZI(mn(gG_YJn9spu!8}Nf?_sFHcM=IEotYs{=TLlg1GF8`MR<8>uyM z+9HM8rNBu1`;3E*I~EKUHby|!Q-W=iP>LvH`Ja6JqC68e^HD&SrWsJW8dmZYou(cw zyc6ynRmv=)%^!-LCNA$883{(um#3*q=lAfia+@a!G- zpGe30n)KNF3J>~2sq?{P6!2Os08|4AS*Ta+qlIiTHaiTBA>yc`1txS{))iq(={bFQ z?NIfHF3C<}@UsMaGe*LireZ)G(qpo)8U|o#E^#q3v5?Vr|7tY||I0bRRjt0fXNvE- zrAz=Uz#i5c3%JvO5`s`b1L;6Gc}=I|(-)fGZQ;Xc5ZeqhKzJF5U}zCDAQj5ya1gY< zp~$PV>sn@DMU7;;(0?HUl^Xap9kjAZ41-utG%fSAa6n{?dm$7E&+)4MYUccj$u?M0LSJ52rKqxQPlUif-*g zFstn^Dg3)v-%H+4xU{*1)sS;&^IkI;fuo5t_JYyR^RLtpu*3d=w>SOE(K!aZ#$~7? zb}&E~%;M=Y6q%X`h%M$AIDhAWRth8~gWHJ5$={O&u9*sdlN~9@Bx^#<}4gdWnu|Y!iwNOfCf+vq_INEVu8jU0bzaH8c<9WgsvyB zHiS!hFcxeHSHd?({qG{6G*fOsDvw(W?go= zl&H#(2<`~w=BUOZj=pBFLtq8`3E+bIsnpd>C7E9<1E}#E_Md|<#y&kTf-PuWsUJDu-xeR`jLQttC|;RsaSV z{3Suj2Mz*V^k*RhnO#!hWc%=9NR2_jr8r;&Myk}aJNpOF6)mF}%^k@o3KfX*>Olc8 zHAJJ&HZgfP#z;+1PMXqrtfYUtnX0X9sFL{wVYUsz>7j?(Dz<4498|unK4-MK4Q+p~ zQ+L08Px(B-UrcB}yjV>Pj6a;%*glYP-^P#W8XC^4xG(X$nw?hbgX+Z37v>2^8APu|Xkfg>CjD`US z?$8VJ9kO31l1GvOLPH=yGu-GiwsSML-%lv}PG3w^CF+UG45O>Pp8Zw&OK`NTlTgE} z;Pz5sTntI1tY;x3z5231@|v0LG)n0D6{@ltL_E~q>jSVwa2fH~W1rtjsqVIT*P^qr z(^#o=+rho%B9_VKmm#AkLal#0LBcg&O-43YM9V}y*-ci}Dch_EN!MMj_Ge@EFSQE7 zp6XJr+v}aPV{D|$jBL%F>(gXz)#uG}jN8^Sm);TDmcAEz@LH(iFT|*GM+bHDUyNSr zK-~0^ttJ%R@|2FksFgt=&3_@C zryUH%X6s$}ewumteO@18Uwa6_uIiCMheRi5MWdFkC^%?EaOTBvUHEO3h*2=xC)9crNLovUSnwe&lOyfWbeWwdk&@L{)}sWY|w0P9h$r1k$Cz7}WQk!E{6?2dk1l z=}E^Yz`j_K3Kr6eiQ4KMc(PBvrH+r(ouXEI_g;!FXdaJzOu#7cUeY5q0?S}rQ9;|? zJz6<>CfqG+>doR-awW=^*U_ZXMJ#41eeMnY@oT=_|CZ}~|7k?@T-H|WG``JJ`z_;f z>2o-1W#@EA(QD92KPriAL6S)nVML^5rb0y8gtKSJW0w@ zN`7?$#pIw>z(Xv$A0-L?H*?L!1_Z{-rkv#9DwEyap04xU} z(pD}VM&k}+#=4lk*c>v=K18x8pAs^Og-_j70mSbNW$Y|x%U)z{r90|6FY7lP-4&aI zaskv1QU&p7dx#ByoFJP{pOEqDo>S%oxWd9vk|zHN76!mbCL>c{ncB?t?a0nIVxQeq zo%O@N?9EpEYPMfVBtQkH=#lv^;WSlfnw4LR7q$0xO5~Yd)YN6m)hWkgP=# zN$_dK)^YNaman4iIlG^vj2kn|(4QgwE}UB>P07-+4!vl4T@(|Yhd~a~xmgGwbiA?g zy};bUq2R)0xibDF6kK}`WISSuFbgH5?u!NUdWHMEbnR7(ZUa|v+dAmX#~TSlGI?iH z*Ac&$&G`T=E{3N-?lc|1Gel&U^2yB}Xl(1lTk@P8VP*@IBW55h2g-mEJuPJEs@Hr} z-MI*%8aqG=hfUN|h;BSW;nZFwLVDylA*vlfGPUlZl5_;F?Yn4j%aj>tZum^sNC!1I zC~1w8f~GG1cHGu5e22#WaE2=FemQPF#DzYrcss zbqS)a=~t_pZRyvm!S zcxW|N{mb%{+S3FxHfX|JHBe+eh%^zc&y`jNn=vlgUUJj|xZWvAcG_VTwAoR&x|X{6 zrxtH7{L!DZ2Q3c4DI73sFBdZT@CvOsp*E=wPo#R`L!la8%iM_hQCD18>}ID&xzX6VX?gQR6#a;DFHt|J-~K}E;54@h#?t*CmEbd z5^WqofV=pZqEVupGVRY;br&h!)}ED@j^|_zK&!73hl}nF)HmK|IASC9Q;LOKl={Qju*yE@X2@^U%)T zQ@ED^1cXGP;JFLbhCZ7%4JkWFPbM9Q5MQ&)GF z&_b6T+=~I>eB>Z9HIdnjgSCEQ!g6MogX6*J6KN{L{8Z+SW8U#6?Ft7;-LTAbhIh zR-_*Dq$=;~qBQQ5Ux1A_AOWB$S)Zw~dW62+lIs=McE`TAh(CMWML5-I`(RskY2|pH zsnh1~Rst-_rUFKi+IVkWH7Isw*dbU#Zo$dOEnn*`Jz7;ZiJfCVNG77u8BjJ~f>zSO z%H<_jX8WFr9`gp8-$6BiUM7$P$)ay+;I%21*~-aeLS(>h2uI3VkvFx_q^8)eo=>o} z;(}jWG8*kk%1D~jgUKrq?VkfQL|~=WiR%1Emv6fG$iRZIa$d;4Ds1l)*;`18)@hXU zPii9cG3tP_SZr*IroeA=?UN3o1XN+dJC`cEA(u>lb`$WhS0k8{qpja>fe!600>Jw7f zG-%CVLCQi(GPZ-DY#v{7jX>hYO$CZ>z0v*FbuDz`@x255T~!+DL=%{SfUOm?UJPNB zn(+|XdS_Da0ZC+lGDR7JYL;iqE^TP5X>%cI>`!XL?kHvyM{nH|Q5R6KuICtn?cGsm zYGx7K^onZq1(k9VAHkSVk*%#To&}ch$A)YvAWz71)g1g9a#g^o^@Zl6T)Fl(!1y%l z+O6vjxT~RhqH}C{Ie95{p{?t2^VzNY9==9Dh@*LKTE`KO|&cO47$60#ZE^qdLzRQ55<%z$WO zEjC`;fhZoH-QYm9C-Hy@R~sd@n`(j1GZ2+@7@#*gfS~?laO=o=BF6Fg{}7#jkc*pb^^kslhoqzB^1732K{p3X@`?M0Z<40 z*QqUdu-?V>pj4{BD-6J22t0P6h>`J^f@`>@Axz^C*}udV%EiM~vPj)k8~@T3qxUc} zF%dr=>j)OPG++c=JP-}-JdVH##joFSDfCAF2}IDf>84SqA88xJ47q@2jK~ps83G^X z{Ep6Xa34LwOU^KuplQmguqN&}yt85>-DiUq^2Bo$2!F;g#hg*BxW#8j zCsdx6auK)9SMypYB0n z5D0Z(fuxn~o&b#YERG!rd!4rKtWxr~`Tz@2GSXosL8}1XhRZwC3~_Zw@$tLY_=yEW zJk17Lf9hcRQj~FZSn@?&XOiL`BrSEy@~ZjxZ;gdx+tKPu=ce%xDG*xeQA%d+{Gp+D zD{zIl^|aCsO#qUx_MR1njj`DY7Dy^CSS2 z9L+SyL+v(WqBkHy?Ig$Q55 z)>50}V|$fS*Qmv=5zbPXNi#G^``JJM{Y^APj98#4Egamw$w8kDFpiy`NiL#=PH%o_{r994kqNyME z3226)tL`_H*~}6F!z*}E9FMFRjgg+vw^O~Bm;k*aWb8p* zG$Eq4?xX6DNR}v;A!aTzn%@53+Im3|Nks_A%gSD5VU$w@9Whx8T~+Sd+gB$zW>#7e z4;F;_=sz$Jum=Pv?C}VV<5w>o9S^BG-Gss6OO3aw2zH*{sB8;)fe@Hf$@F$Cc9zxW zTGw3LZ6eFA<$GXBJj0^LI{A1}444o$U$FH~8LWGz9wG2cJ-QI&AQ&a6^;EI$qyRAN z$)ueCuVKN$zY+Hs1F%St4Iy2~f}Xexm>iTY)k8LjG9x@sMAR#6%OA%bJ>mj=l;>Nx z=j-h5pQa`Zq{wG8f@mCJRtIldQF5VL9=2RM-y1a6Zi>)fjHhuafT^{DrlS+C;tUdh z%BKJ&%T_yF%-rQ{^%VcA|DL6j7J5NJt!gX4?P?`MXYbK)D=2ierMS$J@idSMxs@c! z5*}aaAQdl)+ETY{7c%%QOZ)fEs_!h9={3r`Y)UjMM?E)uy{KGjH04HDZh89${fZrmk1r^{{Q(!00l73%$I&ob9wq!9^*Wqo{6OW`bgt zl2a-)u0zxO+_-g;osPPZU7u~!atxVbtvQ=oqcpKm$5wO_x&GJ@TI#%E?yu0W)_jrE zy=^)Tu@!p*o84-X<`TA-)*}#ht_k4WRQLW!)$A-5bc8H%1+C*O6uNC)eo6L;kkf9< z%LEaS6YZ=jawAriX9IEZnobc7DnCR2CWLAsf_Xxs@>Lg*s;~C4@@}(k zMlcySY+~ocO}?RQQ*&F0*-Bf0y=H&H^!9=&q15-3o0ude_mla?c4{n8>&=7XBb3Z2 zaV8aqPV{EqArtRuMyvM5g0+R-NYZeReM&Ph=8*A}E=h{_BFs*9q@(dgr}M4j*BJ&X z_1Mg9qHqN9J;pMhfgEC+Jt!{W2+Aw&_)+}xf%BtG{VH5KocpJ zxh989_~#yxoQn7LAgbXTEGUAZ7L;}r`ji9rlM5u+A^RkxVG&Rn zJjIAjI&e3X;$$q|;*=t{_mSe0v{Z|eEev-|JV<^Y93A|kjK#Xsa5fbB_9t8P<$Z_0 zRF{t2nO&=={N%7e94pY;P>S7$(u&bWz9XLI#KXVA!Q2_un+3lr_)6`5$Nu&e2KhNS_HHEY1~dZotJP;>X~Xkl3;u(J1`qET2j38;TgUIX(EMHNac&cb@V5PaeaztI_jVb{&qlL5IN~7T zbHa%Q>wV%e9boW@Jgu~pGhyDIYleqQHco{2*^#b>2Hh10!B=r@Nzl7zMR&VCx4>iW#=XwtLm}`7r zNWLOZ&&A~=^S$E4fcqS^K8TO-l<|1WaM~;Ju@K;JKz?C^zkfci5cu7cohN+x6~{e% zPg{LnF1!U?>>6BkJt%s#>K*ew7TjCwpGWDVMYGUz z@f8K+aol7fR~gHZtS)>U7J@@_44Cz}K+Rj;2h)NJlLX0F-Xn&G44XF#jl{}YTnJduQ5yXUo4=c1IQPMPK9u|uHgIs0zkp5}?q z7`;~XR`Jqr#m~5Nxkv41Lk!x#Z};VRJHHkPn2F8woJ;Vq{Wr!$qQM7&#qGWu-|N4A z7VKCQ50btByy3L)Bm8AsxxVe5d3Slkp(*oh_apO#W}5*THusHs9Q~jbg;)9v?JuuM zPjeSF>w0!II^T1c7Un{>wVhKLg8`C{$@A}t)JOC=-$CM`(3_o#>I}M?9(&2o6PS_g zZkL8M%D?z*?s<9p+WQ;jbLIGM;pc>KFoB3+kCiK^!+@9O(SQ{)pJZckb}q@O%yke5VZq|M~W@UhM?G zt;pT&BH2#6dRXZEmoEkvy-CJ)ujKOB{mfjeuF(-|3mbWp2Z1rlaNoC#x2N+oCI`O* zTz#MBl+BuVF=-WavIr|*GpD1Wn6-#i*7@$Dx#RUPiwnLsaA*#k-O&u`!NzazK1Ly3 zhO|8tY4}~F(1d6g%8Svwi&;54@4&^UUZ~P?af^gPiUCWnMaj@8s^MiZ#Vo&Iu%Xlb zBtEhd>cpzD584mvrStAn;)Ti*!~$#ub2~5i-gsDUZ{fY-e$_tY1Aa;Ge@*AI@_km_ zkIrKu$!9C!`6-4{itWWspR`JUZEkc2PE5=G#F9(Nfm$C!5brZa38Z%EPMqk=M}m~8 z19%3OVW5_NEkqOL0h9Ac?9aA_Pe^z>OoXxA;q#2%R-Por~OzqzU(YNx` zbu?${Gp-V`%>*?@|%+=42-p1<5z1_xK9T?NnbV&j&=Uw+E9Wd*!jRH9#%kNpgix16;r zu0wv;j?SN>kkYW%yZv1%-(<|yQdg!SgRkx5Tm5rhFMiLr>>lg#-XHGoxB1)mPtP5n z9COzm?|yyj=s5B)j&Zpp`^;(!Hz4Laf`EP3T)cAj@88ed2wXET1ButHk^83Xl9xMl&rvI{XTx;a(>q5KrV4_kj zwc{e)dO7*z*spFPN+snOo7iZ&|LQgS&$0i8`tYB;PMEX}CO{az<{8BK z6Bc9cX2nKGHu=d2F2S&P7fptYb4){ z;xhe%xc{Q({hx@dG;SNjfY9+y?QIQ@IH1s;fS{D3%khvu=L=B3OsT|}N(lbd)xJfM z;@QKEHyw>u8)fvo5#o?C=#^;$U-@8U51IO!NHc<*JxuT<^>?;r`Iqh`i-=-g+jc5y z3Ehh(OAHO)jlJeP*>%o_cc2$xG0j$D5KCxd$2-@P%wrmcpMGH7m{L=<^A6*cNqB8P zNW;j{uj3nUoj8xZ{G*&cwmLnL@mM~T@7I0OZ1T`78%+nc}OwDE&qm?U_ z;bxs=o#h#|5#UDwb*5F2PIj4|l^l%)GLPwuXcLs2r6jy&mSZX#rDHxn;KeV!DfVPL zj$sA4LyqmksLm~dUyPk0>lYWKq&V8X3?8~H<%~U-vV)w7)PCJ3BqVjDjgNMO2;kC&I;_0EYDc$t8c>IJ2ek^os?)KfXGIUU7|= z_8|rjbbCyCg`yn$CJz-9y)mwx)pP4|J_?u_?KYYYmY)pNMg;G9lO{3P7e6KqfrA39 zYCB_y`vq(+mm^oShu#Dszo9xVvh3LBxzhW%Uy=vYWIR_FemZPE8NVxg+XCjxoC}FH zH1?A|pc!4$m&xR?>xbqmo@{n^-kEa3Kefk=naj@clom|fG8#|?!w13#pHmr74QTJu z-tSefYDfJstwpO+#z*00O640~C`Hq0)U7ksNt-J*mL<##tj~6lF*__6&A<;Xjblxj z(7Bz^>d5R&ai@N=%*cfbbCM1)+I#OfwyR}SdN`d^KFWSNx&6`$=B%UU?dIsr1^Wjx z{((Zn%KU#gWa6hS`x#({u6?0!*M%MCogkvG68pbqtl@W798JxQ3pv6%K8@L(83JfY zeE9D*-`2XHP?%2SV_kb-_~MOp_Quc*1}Nh#>2?Aqy;SYEvx=H}`df^%z3vp7X-~3X z(k8HRbailU%K!xY>V)A~dUxNsc(nR6=Wxx6V9XX>c4o$%?8rK^Fa_0L7PvFQI(~!v zm|z3Bt8{*3Fe(-%&4ji(6I{V7?L6ZdAxGHecmEr!^OI3$F{Z4(s9@_oggVzdvw^zt zr97)lEHXskMMo{NT;cHpNQBcq*ix|jc(+2ub_n*S$M)&F2}(lXF7 zurhISFcbXjF>$gmFfkLb(lIfyGcdCM?69!0a- zkMjTDHC6t1O}{{t|Es1f|1`h;OXvUYKK-A#-+!@R8HN87_9;cpOhr{4tt**$9m%jg zLT+yW$qRT;9~cl7R0XAqKx`lsw1~n8P^1t7zf3;>B2}LdOHdR=B|I~HXp8tMnr?3e zS(Yaa$7QnX+9dHKoz-eG&h5J0EVps|Pj}~Y{p`ghD>gRva995BY{FIoVm*B-o*`4eQIPQv zvC%Pkebja?B6v$DvS&+_F)vP*eNeerVb$QJKx2Yzx za7ogtY;hUO!ll`@1t;W(X}Z~PYMNxL-QQAu$+E80ZtGgNZuh*fHT_lPE-r&M$~v^f zp|&3?EFE?QCti*_IG2<;%Q|lPrB!KE?a}PISW))a;;Mgnvvz#mx*SohtZ+<-Qz_10 z`?PpFq&~un&;VQ1@54jBaqTR*dN?yqi!Q&zv>V{qTCEkdKzSINAJ!Zp5E;l!DKu^6 zRdn?UI}Zsb-4qWJxnfdj(GrXcaR{Y#6Z~>GW>Gv6B5B|k1p2CuI8H&yRQ{?{cgGMI}v z&j|dNhruh#H6hfI5BoV>8477e`=8mXk18Y-gr!oHkgNPr?owm0+LC-LVYR|w`wOV0 zfY^MJdY;Gz`qNk@;it-{Ic*1!>H&F#C{^ao6n+eJFl?BDLPblNL=&!>;VqTxKp+O5 zr}>0n>VmX3yX4kk`V1O-wr?@g6VMraM4T7C%DiY)mU!V9Pp*6E9Tc-=9b1Bp*J3OP za$i`a=gByjfPl77x*)p!td7gv`Hp!*t%-%fgggZrnjyeInFZX+{>q>gTJ~_!gn%&{ zF=#EE1Qs7nnqnau${ecZWSP5UCsF+Ha9cbo*ZMR{P47`}Zk_Cho;1i%Yil zWxB(T#=y>eVq1G_X^Y_!uXodOIfaxW#ze1Suc0J*yP_%&)djcr$0#Vcw{#2j{J9~r zeO}f6j@mC(sH$$r6YHSXlnavuGmgO1FffjoGPy?;CJ@7q)Bb%(#Vf!K&MfKUkR}Y= zWjKGSXsa%N*=>pERcV5(gxbB#7Cv=Q;79VdRs=jzSNR-3tdn-}F2Y^j<8UW|!4~Hr znONv9w;Rn)C_O$zx8Vf&8=;(YB4xhM*aO=HF#D7CY;LN1$7QXLTd4WYYozExzG-JB z5KAsRhxbdXfY(6C)m{@KMTR5Z*%5FvW?cL2P-g8WE?XiP84UcbnYnF&^UpJ9<~7Y2 z@l~*cG~p{^PQBApu(lEWfK9>7UVQV_xy8uwy!zmQqL8a~j^^36ul6m7Gpx8_7oI$) zs#>h0uZ|4XCHe^~fhWcYaumCkhLg4i$TR3)l*tYVs-aI+ayUexud!PO+Yr;2Gyfaz zlPp9)%UIpXYSE1yv3vBqq_UCi{uGn^j;N|iartx>YK#SZpK*c+*u{5)ZI4DHl!^5* zMyjba9+I#|Kr^)qnhJt!)f(H+FsfY`=t6yv(?&*yW_gg}qDacDQqzXpmK#TL_P&KG zN{<8-emg-DGDNZ?ky^Q;-Ffs-g3y^`bU!le(dXMcked2W(+c`ldY8cTX*(P;>j|Bt zRJo8wX#RCD&q(T&7xLXoQN5{6u~AG3;6|H4$SROx19(@`q&KOUS#g3YfMbZ|arSF) z+`%n-7?ReQ2!l=VMG9W{2DFJS{w<>t>Je1D_4-_m@muY@VH}mm&9kQNCK&Z-sK^XC z$@PM`malH?k?%8_jZV++95%A<44E%SmTVKzM6x6y*$Wc&%TY)48ARi~A2%w7!Tsd{aq^jS)o&hZI$ zP^$`TLD^HsEfsEbP2euQ!873yclWZlLn3VDdMd8+9+f?#*XpJU9cO1t-QeaZC3fMP z0*+zc<)yTONU1kXILqsxERf90VyMb0ieq@mNRbME3xj{Ur*~zT4Ix`Av8KIi{tZo_ zcT+u!kdTo*D5&hEtzedKe&jT1XFpIF-P#Xxn7-hup;v)cV15A!{_~RxEV{MX$NVhd z=HN+@4Y?UK^aie=vk~s#v`0ZS=A|#f(yNWp$+;$#FP0gatyg~NNjI0!oNDZ2;ics% z%#`h@;s2l-ll}&|N|_EGDnldhG56{3STJd;$vYFe?>Dp@O6G8nVF|s8K61_lC%A;; zl_jR$RtwFx9;f}0Zi})(9m0J|5NZ%I-^HggcW*i2FyrK{T>puJs;l({KrT60_S=&p zkX>A_r1e@!ei!OlLIVGlkobdeS_a>l?4^fzD30hoHisYfJK!wAyEu2#`3#~4$=A89 z(vsP)6Oys8J#o}9&JA?KPNhXRjxh+4>`$0N<=piB8W%wVvjcfR=0 zP0-C=KUx#`6KL409`#Y;c_tlq! zuhKM5RoazgT52a(M(Y~!&gfOhtV`!9j5>eVzqf+y+QJ4ZD#Y5x5{f-L=FgjOIE`_! zX?-Jp<3oY_e6ZeU$m?Jr3mOlL^hLEOGrm2GF4p;hCazh?Uqf0t+g3jc$T|uS-qiQ%_KV4HE*;Ve+x6ht_u+j`K^zjEQ z5-M5pGtDd;-Y4It*~s$+9KBbZN1O0-CW#TF4>iF(bltAuuCceX7=;X(^U%APVx*uK zg-ZSeCh1PkmRq;Nb~?9ln*!2-^S9c|)zHop^G#DR`tM%Gu_2)v10Q;gR|CEsjm>2Y zLTZ;)!|fU`4k`C?oNEoG1S8(p1s;#sQi^r_;;9TUy)Y~nPM6Byi=HUBRxY5N;IA#f z3b@>J{elN6yySqt5eoUF_L?J=-7c)LW5=F*6I~U0N@X6HuNUJ8r}0fG$zi)>FEuaX z&rH6^76_Fkcxo|fbR?_iF6s_JHqD3O@vee@kA3@nGV4{kpSgNBRm)7z+9Yp}hp;+d zjt=SF4e`Y#Ie;LDOJANO^NPzyZ#2hD2y29Sg!02Qjct3scqZQS&3e=4lXs}8yzN5t z{!Ao>$=^cnwoI>Xc{o>>o#0F%_}X)Bqb#8666SxY@JuKvs#kj5tRQuL@g{yMzo=0~ z&W+8Fvm@!&qEytg`u2~d4W+KolMHRhO zr(M0+6^>co{KM+}pI*5CH{Yn}|97i%n?x^#1yz*c>xK<3gQ}4GM(|=L)*w_Y%QYEE zijg}k&;iiN(GXD&8k%t$l)ly~KLMUD9@>Os8EMltOG6P5UNCb3Yna~9^vv=B8fqMu z5{Ij}*HM{g@$aW$-s7&R=Z$;L<(`kvj9z^PQM04AY*RCX(Z8_geHp#EjHdC#GO$m| zK`}E-i|f#k9~Nzg8a3v8h5aiHn_)~*ze7AYMM>#~*ch3k481g% zqzxfyVv8A|rA^@9M|H$fr@&zHL*e>uy3s#fv4vw)hpuCy7-&Jt=)-eS3~pkk4MXkC zCS7Pjif}=P4S~K@xfmx!Ia*iBW$!s}-V-eIfM%ye!#7|C+==!exM}OP;-jGh43&(E zkFucnDsx8g$<|dSxI^xO4f>g9)R3Bnk8@E$um;T6&GGZghr+-rDr+ALA`+iT)wu*} z34MPcG|kZzzmkOe_X+SzHhvKnsh+*HS=M2wFxchj!b|l5KA+23MjQj1fwd1iZ+2OW zAX%a{c-E;qS(84uUWhMSv}M1>0Y~A^+TiMSszRM4t5tl z!gB6w^=)e}X~C2>$B*Bb8cBMQ7)>alr% zI0F~Hxw1nAfA;Er?0~~J$rsleIz!-NNuEZIc-XyMgl4WOp46)+BPzH)JhV0(u2P=3 z$Y@7W%}D-W)-P zB1Zi#;u|NXujj%yE`10S|FB1>gA4cHkL$hHMb)&+=>|Vp>UFnHQR8=aF9*wuUj;`VOPl zhWyy|%=7Qv5^{=mtfA(wHj#A33o@y>a$5FwqthhKhgjr(Ba0YF2|{CiqEHM2UO;F%KA6IDt|MMB6dF2 z@PEVkop1RW7~Z07V0FV}-{(S;R)~1yM$(A1$;o}g zy?%~3XCDi|XCl^R(q+|Hkf$mulmSEX+(-O(kp|1B{IB_7SUI^JSX2|`&l!yOyW^kei(KGL~;Ia zxOF|#1l)n-1@E$pjI^lrT1F@W`xS1=pqvikOX0ez5FT2R!cE>R^O%XL>I90On+c3; z%3*5+7lwFdSl=WQ;ln3y+9BxPQpbcJT^wE+1@$3GKy|uh`8&mfs^lFL2?h_E^{$}swFZ#b&(^KG3=FvvY4dz-f&gJ96t(|-B zBnV#Nb7m)m$3#-JL^&6HYxP;2yNg!OF&@%@pbC;NvRV4lvb_!WZrFN(84HTw>tXWM z8^2)&sI*xl0zQ0RGDzz_-JC)Rf95*Qz4}(8(dc@x@pEOUaoL0EP&-!ZV;;~KzJ#S& zdEaD6kp4BA*5WAJ3U8|%rpwTn?b&UEx9wdRI>GgHZ7?T|&tM5$^3I~X4-db=RdqfC zGDA5bVhp3DVMV})BR&aT%DW{W26ZjBJhnvDj{O&l4Wblv(As3b#hcu`Qa zjlA#B5W-<|*m}G7TG-_HPV$uNFuxQiaQI>kb_cjENY1-H5ixqPlw1We`rW9NuD!!1 zGbj`{6B}M0R}2t4+>wpFqk_y=^##97VmpH524-j$WqM+oZ|uUnpT^$H2MoOMZ}uot zY#WG)X%pxdn>C{nm6eX!=+z*7q9irfN+@G-I&!sOy)EmTg9bhGbUBT|FP zYj4z(JLEJ5hrg9duT#J9H7^Hc$LNjrsgzRghw%QWxmeAOAR+Y{$k?ejie?&IKkGm> z|Hb2;S1Coc%IL1e=e>*_SmUGj_`MCifsEvYONpXa*10|xQ|(@9Hpq_Z^~g%S@IWGs zNH%mjRHJ9sUNp@_?E)_K6q$ukP6`k z*=SzZSTZ&zh1TN)7qWlJqp#a0Ad4R;C}fuc74eY9hrVy(x@9u1Ke|;H!-z*tRS#x5r*L#(d_&8^2ze5y7lpQdHiD)0)m8FmnnBEGlWgJnjpHns~tzd z5uNN$3C!iuExGun(_D+3-GU1iLM)G%y)~)_dQZyoYYr>A^J6;2`#+Ptk#FlhoDeVR zecNg6@deu9IchRLjTMrXy6f9naPwfNpVJa*VeQk`%o9-iuOJ3ocm&g zLCB$?Rnkw8(aMOIr6qj>iCSs&&kyzcyH=F}!6u$++M@fPCNRwGd+Deofdj4gpY@h~ z_4cwJ$C(y0L*GZFxhJ`%_c;n{AuTSQ+&g-Bz&;awU0k6CTyK(`L6@XqM-|g5+Dqx2 zty}{2t*fCNyzi(FzB@yIb%9(>*>Gs|h7+1xHM?RtH>N%T6s zg{=vZnv9cm_XUwW>0{~-xLt$^Tn6Q)Y-^i{oM?*vG)CzG0}}6tX#pjZe6>51qXY(& z1zWm=zQd%t?IS#i)QRg&F0q@JZWhdWQCQl4WRbgaOjcl}BQCWe>-+^*?XNw#=-&hg zi2aAz(f`a3Zu#jXAQ^(NOB7H)wi~mhcb59hS(m9e+*3T-+)Z*1r7a&XMU3lBJ4f3d z+5$Z$1KeYhkPmBbd3nW6r2SE=j_#mfnW6r6T&+}5&!9o=I(DIelmOXJC)T!m57!SC z>pp&~YgpRy3v6rt^eMRmv2|H(%BIIGA<1lJJMJM!_zk30W5wi|-Ry@`MbdYd`GwB$O*Kka-NT3jeUuKN<4>=E5{Zs$&Dq(5`#g~&AJSE3{AzbQSjiRmH5 z4F{ay0x8#`Nk9;441RsWQ-tovu$q^**84ch6J}<&BudoOZZ|NMQ|5Z^P_FbDOe-ff zn-?F;ZMlBZ(>04h$t$ami)TV^uSxiXoyNaowUJ0TO#1zo47<(5^KbZ>|&Hgyt zjGo!kzg=KdlH6hxveaeb58aPZ38b!L=d++?&!8AG7qNb?utS^q0|E7JK_oJgb(@!ri zyc#yjO5D(byX}&7PU;yt;3u%x!fG=L6nxgD>WAwy1DWji_1vh$cLEbmFSzR`%zk_N zdhN7IV5p7(k|(+c6KBHidPrat{GKx5aa{^ik~hWvT!%y;&9T02b8UE6`>0PZp$wnG z^+vehodo&M^z(O!JRU$s5s#jWmWz|k0kSS-k0}_`fwoT`IDBAO5P*`SF2JVn&VoXL z@Mm6bvO^Wati@=Z#k~#jk$rAAxop@0)^R6ebSG(GaRhH_oaL=gf5$P^1;|r1#(n)L|%aCCo+-)L)75YNb%^t(XCW;itq^3l0^2(2sWNQu>hm!5>lRz^qZ^nH^dEgnbZ2HQU%xM zPfCeI&))u^iyJ*jsZX!2N|Wa0Vi+R)YSxxeyyC4cyp)heU9QS~&|e^2raJ4(#+|hi zZoB>_h8f!m1}DFDKb9@G(a0@nxbjjxK7mL2*`pLv z$E=nsCbpte4_?F-P7kti{|w7U^dB-r8PryN(X=`x-ZG(Wd!StI!Z&CWoOr zouSg4gIYo#eweq1F*=?_tv=`O>V?f@?5`eqnAx(?@q=7r=c)39JtlDj4PR;RPr(#i z^(Lj0Hf0mbqwji)wXzSh88=fI=q!bT=&UOuI?j(M2^O zGQBWf8yJ?ZZoH9u)^MeouGzIkpF&-=Qnjp-Xw}y}i0{ZUNNjlVu_7*o1)<^50$FG& zW%ePc2Wk4@CQ%H9M=mHw?!vNsyR#NFRx_gi$nyy>yQ_s+Gy`w&piNnLiX9jK*oDQ8 z+0audBkva)e~|;6I#9JfGTH>1a zkC^vNYv11zagqAS9fSumI#aOFCrg_&z6@Nt?v@r;1m$biXWeIo4$u|6Bl%Ra*J3KG z6MDE}|2$&xz%|Cp<>FuaHnG2n&l39&fsViTZ3?Q2%GjN@&nKwCf1aSWMp(gMRtUrb zTI+*Ar&rfU{yx!RQG^u&W@TlC3(sa1l10?|ECi|upTyd%t(~^)3CC9?-BiU!zqVyx z%(+_NZ6IgBD|^q03Sotx$|djs{=`}>P_MvN&A~#|MwRo@CF*uNn^y-n#Hcwqwzpi~ zJ|zgT@ryFWlo^`5np(9v$v9k!_)_6AoFseEn7PK}?9~|&j{Ev4h4o3#P`Bg>&#LQ` z%P?~Kz{J*a3JNn6Z|hvc^PnDw+B~r>N;jA?>g$G0es$2d@7%1Nt$MxnkTm`NqAqT-idNqUwI6TG(gYEyB{(Mnuu6i-eGybky% z6fEDUM2N%bWIgdW;GYjN{u;ibgK|Z9SR+vY9yf%I0n%6y0u%uQAy8gokOB$`!?!+YS{dpjD&{|gwkk!DM*;Rrt6g2PRno042#QnG+N$ZK+4 znQ@+1ZAIjoqS**#y2`8GG0V+VOYF7<$KBLn?gd9>xmKLjRq8cM*Sdg~r&1hmdymY<2spNC|)5Z03NScdB7aL3$od zE5Z9hOd=;ii|yW{JAiuDtFAN6-ZO8cqQIK>Hz}yApC-0A5Rnr4Y+Y0FGp8*Z5)mAm z66xp+y&vLssXK7G_Qfi4cfjpx`?ipY1!BNKCw_aHRXP-oOdZ5iuID@Lp^XY-Mk0O5 zq{HqJ)LFMj9)t7sE4}s~FX#~gGh+D+S8f7>W~}Z|^*1HwbbNfe`uuU~D3Q81&O9YG zCFUJ8P0=%j_qET z-Fz}0N?7lm95n@v%a(N##~XWJ+8~1X&vg8)I$yqA*;LYFM=CWXsYVgzlz``9rkY(& zsw7I4r8{UDLHTsDY1;#ylGia5A>cw#!3Nc8&;z?+w!!6+*nEV>n9`>j#u%A!i6b<0 zt!dIKu@;9B_?$2bsZbVEEr3e6-^bl8SYIQXJBCwgZ5I(w`c!;eC0jm-$&}?yig&0> zs*Mq?$yG_75>qvfn@3k!{PgR(g^jtD;1iR`?9Kg!s<&Ou0YK`#%C5PH+F#6$i)tDy zCwhuZE0nL%?I^>Vhz&x)Z$k^2Xp?juTMhlatb?xBOF^&hMhmW+vmPgwCSYHCN%%H< zntCDEk$nPB<^i7WXcw8%>Z-o5Dd4o0C6DDy-4T0 zl%oZjhD=vJ38(FVcGB`PKU<60t{s|wHRhtj`lb&~^15{Dh0NjM3VOgu789rxP#bl~ zSXt6N>@_`p7)ZA(o^z-<+*bOSPZB0xsQp>zX-uBCaF8)gKRGO!HOi=Ak6H`5z$6wVqYKq;@1s6}dS;ew2HHg?we9fH{HsaUh ziSNss?zIp@PWAM!r4&AHRdP~l$cm1x@Qy9-MpyLDt>yZWGFh`AI{X$La{A6};1Av< zX(_2qsAO4<+t^Pr_jrLco1Y{}WTbSj#%)pk! zWvVIy%&v=x2n$0cL?9x{5Cvf&s1ih31S+8{2T@cM7Z-y_2+08cy9o9vzxKW2Kf7MQ zfA4!~I#snobt#l)Yh*(K831Yaejd+qKUniUQmbf&WGOZ_HX$~!HDhr%u7v15s$hy= zSgIqD));~FI5%L;v0;mh4UgmLr7*V;FnhHD-%5~fvs<_Xl?r>fNbw^%!?Kst(_c=$ zbT3=ab+77Ag}xomTbCWUzU)WI8LumMD=NQXdSz*$$R4^kwOqAUG|xgR(kIVI?yX3m z?LE9Vy>7V?DURuDQmGAJepMKN_t1Z^Yg4rU`fS)gzXd*E%>?dGYGyWR- z`>QAPPn|<0ggpl9%6ZviogzC7#tkhA0%6@Y6cUYXCMck_tMmWozT{ zJ9`yh6jI+;%fQ;#(He^2mX#sC?k(xivIRk) zP$&p21QHSw#7YRFeOxdwZ$TF{2UY_y;JXe*B-$Ef?}j<|($96m;I1ARX>M*}z)#f( z>)$lHd7zxW>qS_DkWNTvqzeWOf?&OJtU3VTI>K7g`UmwmPySG^k97Z@_>pq5m-+9_ z?mFna99YrsO1>w4YPk;j(<6Qe{-FZ@^GadtZGH#L1r7X;|9P7So#$Zd1pZm4^Q5G{ zs}05rhC<5x`TKGGyYTP1SVX^<_D?1HaSLlHtj$2bS^ftmKX}Oh-v4s||JRRyAM%eN z{ui!);rd4i{3GFiTi3sE{UZeak?_B*>tDG35d!~6`2S7o`rT*85+`YHuXB$ad-e0Z z$Dd?M{EyQde?zFT+zWEfnuX4Jm=NGMZY}(sTVwM?e%$@f?D~Jeov|XK|BZqF&aZ_< zv2+oI^aT7MoY-OVAJrly#yLOE&Mx5KJk!I$IX@+QKV`RlKb6ek;QSQ@P9+z_uf*dA WQN=3876+^KH)bme783i(Z2u1u8GaT3 literal 0 HcmV?d00001 diff --git a/src/fundamentals-of-ai-and-kr/module3/img/_explainaway_example.pdf b/src/fundamentals-of-ai-and-kr/module3/img/_explainaway_example.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4d5e0e3e8d5b5250e35a8a327fab7e527f374236 GIT binary patch literal 46147 zcmbT7Wl&sA)aQ}l?ykWJ&fxA6+!@?$aCesk_u%dW1R30e1PJaf!9BQdp67knw|1-c ze(2k$<#hM|ocrNdU6)o>N`{4l6@W}TH8;3~%uUHo>11YyEF^@?_Sw?W+TDhd8$kJ= z4>FsKt%JLzDfvl%=_og(b3x2(p{ItEDLj*?WcgH>V~$l!PRl;YV{}4Mhz& zLvtKq^N(&3zYSOeCJiLvGW=`BSfSFj5e|?o9WDNI-rw3kYjXS#Yis&ATT-&=s+ieX zn!6*jX?U2q|Jx$tu~bGEQ@cXD!I zvjthR{;j)Oy4m_#y0V%(f!N$Z&TMApRveaAyd0JQ3+{jV8UNFbs;RZ5vIofQ?-Bp2 zXL&~}Cn;NVcS^p$yHiJIlaO%orUbJ8HMn@VC^>n#43XJnU7b9fDFOd6K;6>K$-~v$ z(v9*T4W+%^Wi{OYiuJE$%Kq<5Qv4tH=B9tkzv79A{MU2-+v&|i$^Wk>k-yJ>3j#m; z|5N-Nu79LAl%zDZaI8tp8PgiUt56+*!=2}1=Tc|q;hJe==Y&=uX2dOJ3TOTejYoL+ zO_wk;izw_?g1-z|m8FbQ@&*SDcjhbJ4f8mz!Jjsm5KJg7WxS04JyQQ{@PEk?j(;Ti ztIz)_L)iZB(fkid|4wJ8(nES$f)JJbdqIGIKIS%V^>TCQf9%oFwksD|bcG zn_+%D8~UENFV~1#d|%tNkEjtv0(}A&B1I9v?v&N6+xr=LRMdRb{^fo3a;)w_Azn5t zd3SP`-d}cf;c;@`)p-W-q`%d32+4MhFx=hN0GLD#zIF5un=g{rfBfDdr(KDO7@?${ zXgbkPh%=-pSHhlo{uxvG=&C4=Lpzg@lAkC?0eGFmL!IfUPd1~pit$PwynqD8h0>28 z%3E;JKb)c=P%`Vh{FzjuJXQqVz{PM)O$02_)5GZtS$42?*}EWsW|5NAo8vRI?6ku* zI_9}`y3jyV7VHEffWA>)(R}6DC-VC5)0*r7V_ubIjF@v#FNT zs)o-^4mTqtXATKNK$e^)VPchVKp>X>S7hvL8(sA3g4KF{L}TmVMR6KDL3r;fsakp` zvRT658^duJSkfx%o7X0vseBW$gGPRv+{yg{fOS)Wmi5ce0%^uj?ym*Xn!?uj;$QW{ zGyj$hxO6OG3z72$&8G8Cpr2pbSbi3jHo&(tRnOk77-eqnNzVB~^F(=cb;VDv#On&RZ{vkD#$L;NbP{GnM@1J0*Xi4B?Bm&=}r zll-)MUEROu2>kP7R-5!NehGBSM5OXGD!1R>ZGe#)yX2|}HM_>hR7@!R_VTZ2nzUl& zM5JD$O3sxSoN6j-&C%x4FHnehgie~G@POsVLY;wRN0#Wd@edYRiw!yc@9Wi_oStG;^nLNq2TZ2(ttyQbvVmq^*jz{FKoeVn<{DOHPP-X@>9 z`e6HCuDW2dQmbtWJNj1+DrYOZIe}BpwZbZ&-mx&~?xxWdPTO@yJlA>iAOz(P6T70R zBVl9PgFp3aX=IhOCo;7aRrN#1>oNE?l~yM<;(Le_2!x8jy8H#Z~^OgEosdDSR+FTeH1O zWxoX%Uw3pppcF+uKgf9qMnU%${|Xx;hn;PRiT}zL7Q_`uT!Av^A|1!D?H{f6OO|gE|`O=-<~anoZ^rk1EpO zX)MgauOZiDzqDowh{LevhMrEwHEnO}GD72SA41r)OwPZwo;bxIiPy?=OS)ZautVSUs%{R= zk2-p75?kT-q%a}qOq}T`xrcchiC)Spc6(Z@M_L8!bFj)7icJ(O2z74U1U3sifU=Wu z{c-SfxK*|-qN(-wrcf-DBfq7*)$Pzs=o0^uTe{s$=y7Wk*iqeY@S2!Ejk&qu6UmZe z8OR$%7M!ev&s^do%1nt+WSwPKF2|MR-zM_LDvk*Gyz3-FN6iKyb8c&L~We$H!n3`pM zBYdZ(OAc)EgKzcpf6zd;u4Oj>qF=OzZB;!=iNH(!f|+@veRlP^qn$mEHus!ku=5GePZB+lQS6<$UABX6w(Rvs~>HFSC<-`QpsP!g$32a-N9Z-Sbh-K9j=PV>-rp zLnC5n%^2zz-;326@*3Jwdf!U}(o_PhzG%yN3&arS#C}>S8v7pOoE~jc02u#puST46 zsd+JVuDYlRm+hiDH?z8gmMl+rd}Ym|q^iB*PCZ^G+boTe<+ZDNW!9sO<&ecMJ#)&U z58>D=HlEc?>K=~@#yv`0hl{b8;Rl9lI{oY{V2N*ze4^p*rAj0GHk3v&!T;xzru4(F z7W?P8RP_L0Pt~pua8I+db)62qN}A)Gxr{$79F>DGGZKmqPW>Xw(^HP$J%GDTY#-EU zo$(PLkcDoNdyrKjMbI5=FY&bpDR~knj%L8d9dl_S8?_w1@1ARR|5+i4iSauNlR#us z1e0VIhxFVyiyef@@(Z`tWLfmIN&O6d@x4n4+YrH;TwXqe+|=!b6j}Gec|*F|;2=fS1ro6AX*7qbVZ|G6c!kuFDal$a_>v24PgVR7Rxy%XavNfqmye320^e76EoZ?RJcbR6y| zP7YP-X!RCObyIa?`e<52t-!h078yb4KnT;YF4mr%(MO*DXa2$vS)v2fJpjt(e|`p6T<&OOcF3tw+9zo>XL?Fum6PiG9f zynJZs96c1^V1w;)UTO=L=86o+B)@H!d8Q=Yt6a5z7yUUQ7}zir@RRC(d@so)(9Au> z)G+sV&*tn_{vmO%&l;9+TOaRxk<-S$+R0knn@~@g>SM^%`rykAf^pVxS4UC4Um;+L z!V(yWd+9OEhl|)m92jJ<%;xT1|8hv7+gw5d(zcJn87b+v0~ci({T3BiX!$ho4xN?= z*Z#kA2gg4U_P>A!*Z&WA$b25!W|OnDwYG7m<4ielL>k3%1?TI$(C?Y--qwK zhq)SYHs-RITLhb(AVyvH_s_YJCG);s5G&zqgTX2dLxL8kmx+t}*Y1m)*$Ugi;|^4h zbvpTs@7-ff3tN+QE%{CFWpqaz+Fm5~f=U1~g`d!d*H{ge8McR|*}luUvbsx-LZjT| zkH)iGMBR?>$+Pb|!aLt^&H}2_Eje?3YvS{CI+| z#`Mdc={9TC#CKEl@7V0z&DmD{r7GT4?3ZyI@=cz5y!=AXa2(z-SN}Dmmhw!VKdg%W zkO?DTerTXy66w3cs1WYELxKbapAiykeu|wJ`q$z+LxQ|()Tg-i;%TgrB9fzEXs+T!OB3P_VP&U4F^(KR5`* zi{v+L+V;Ti20dmvU4jPl%;#B#nO94b7jOhuetUq+tMyCg{hsYsEYetBwLq`)XESx8 z)%qqu#vUi%Bu=8>{kAk_=u(<;LT8zQ7R`Pt+D)TXK;`~YrYR2Vt;`iqeuMflCH>V6 z<5kvbyCY*kGKeXCQ&sw`y-uyI)?D-5nT_c5)QU0mWFt^(xwZmy0u)paWre|@tF}uU zkhUvm?$-+dfJcw-cIVGt)4=8St7*+-<<&sEw6oV_d|S)mtEaA+QO_l|Ith$5jDv+< zl0vVfg?@NnC?elxd~X*$fRH~4>81{xj^k0Cw9SoVb;PUR_LcG?Bv;(Jxu!6L{LP+J zH7xhgM_K1wq`k1JShK;&T**uCtov7T*q{~&NFzL$T)T4&OAE-QZGQf0cPGB8z7CCc z=TLdJX3#}JOsb*j2K8p}{HfA$)4;Ey0@6_efi*0*qFDLJk9g3ZlwCE&kzKXIJK$m0 zBjlwq-`%f#gXA|QeJt>mCL(*`VpYE@C;()wr!;9LPv72AQrwE3SJ>R@Xq;s6Zsom_ z1xa4HGy54*lr`~73*qbW3h(@B*lTuG`&YYrJS{JRc@O+zVGymBO_17r$WFUs>%~5? zx0N^iQgF*^f^waR>L+o*mbrdtL*TJM%UoXz*&qPni~V-mwyhtJju)O{``2!PQbf<9 zI`o<@EbgUX`~JLs52z+cQPrKgcmLBls2N1!*#u&!TwPg$^@F5d7#SNFtMy>qIb}3u zXrD8(ZnhaVU=*yXuC%t9Vcd-9ueO5dJ9l~H$G+l$vms}noK8PgZuYdfUO=+Cvh6Wa z6$G|cIiX6bN^80UB&Dy1&f->y(QDX1YxT{KgEK?mORYU4zM9TT`+R>LfV`60ZC-K~4hz|7!H9aMtKB{U2TCfilbt`?~oZGD80IrwK@?Q<5HAc;&5hfkY^ z+KWcoo9%5yl_l+^pJ$8=*4w*FDoYx`pJ$-aHUcD3Ne=Yhzbzcy$3{9n`&u z-0^LFgJc={4jHu<^Yi)ydOj}HLIysf=v-@5OL8$wuO5R!G;b$hUkUj;d@(*gaLTVj zA}9VFLr_|bh`$-G>8kq}$e>Ob@N~=$u4X~zJ%u_7SF*EM!FB3U(yRk;Xr;f*y7+j2doItSn4fXvdyzOF~E_6J9xTW|?LcQLS}==)hka?SE`TXSu5 zNo|0iWOkP4{MlJ#oYE@E+Ry2o6~lQ!!6AIssM!=tK*v2P9}lf)2 z^KftP54UV4ZZ=f311TBEz zFahf#4`jn{w-}tJwER7ytZUs$R=3s?D5&z8Wxb}#zRmSuKF_@2F)iCNP08<`tnKx1 zy z$*<$s%d6|X*!VQ@l$EKv^Zw!NBCzgZHvjc#|ICA_zq7l^)ZXK{L-ge~9o!tHdfxQUC_Q2a&Si@$@+30L3scK8Zjt!}34 zlheECew=>Vv5OE-JZVK)G>$}P0o%5{-zC@)>!-7BR@SUGx?Y#w4yK*koVOaVwSG*F z-1pmjhq?4Wdd{zXUYM=E-w2=FZq&&SgjA85cDOm5cgDE=Z0d)Q307yVK<3W_E>iME zuV2cF8oor;^<4LV1=eo(H5WFQyIK>J+|8I7B^5Zl!bZDzAr@O^LUZAUyow&q&fCHAK#C8&RNUukBu^W>ll=A z`I&`vtoSl}ov&)I->n}gQsLGK`?nOft)EVwJ6?btVK$a@)HaDHer*Kahd^F~8(#7{ThHsyGuex?b+6VMtI1W0_nV^w9{jZQ z&7hZk6cU9A!7G=;uXl8mlmKI<8w|vux+)o-1=_jb+4l?ZSgd4 z53IriviC0Rd|bQDc+&d72tRrvV0Kg)uue~PeG5t$f$W>#D z@oP6%=8AqVq!oh4x1GJT;j?RAF1itbx~jkIe-MX3Nr^x|30gL4alM}AVsm6!`HnIO zdOdf`aB}>#;c`EJzd&%|eLrjb<^17<;@y9}CBOUml_KcAgUx$pHVU1h$NB!uNqmiU zO>AkQSzG>C_Fz&X7{uzdrfJ}FlEz!W*ZusHA|U3h`tP9H4S%9~7N>J;nH)|HGrkX28`M#cM3Y_oC-&qWwbXd9d#NQ!06#s z8_9Xko2i~P_wB*TMmZ29#4;sJsb?GAX(A?DNo20cTgxsj@O~J!(tpE5I8j$I{>uDnIE^HTt zV6|O^#VEjMy`}s95S)+~=-J4YCFm{@_&8DQp%UQaeb?`HGWMlKG1y7AEF()F1K+87 zRkLY#V(bD}=hXLpH(&I1ZNDg)?4F|Qb?qtHOZ3gm-qKvloHsf|skB-2ZLi1ZK9}JB zHpe-tQB_{CG*ecA?21aTn;|L3O0)*8FnyDS8!fQ1d8*2Wf59-bq#_|qdk&CV{Q@DEZ>j_#E% zI>T|p7rBYY1dd($+Re}V#rIVt_vFdnyuA#nX1>|HEfXl5cin~EX4_8~`F6I|_*~yb zUf|6ebX^lBH`TZR$YPSf< z67FTn9;@nzzqyJ}v{(!r`TLOs*1xN6-c_wTy>HRC82Jp7jNMlM)KDn$^_rB&qt{Sl z>v_aVZHussJ{~=~UR)5qHKP%P)^j`CIKi9mP=EZEW%yi3Dt2;yR#$P-dVM%hp3kyk z(7D^+{G7c0oKd?LF_zc$~nC}De(i7<$D0#KiKhvzU(dm75)zaN{w2hE&9I&Uvkfq4h z)AHwX-97MojW32xJ&Uoc1hWlK^eX6<($PNgQ&ItZM9t?Jm@hC5-u8yik=Q>YXWGxu zp8rw{PnvuIh!G)ewW-o|apCDzESa*DCw;+jLtm!>cFqc=q5+HsI%!#S3J+7X55eCG zo>}Q~Mrn23n}ALHL^4L4^d+Uq;S-p(aviRGphbE$OB^X#0vHvDzZuPRHB2b7UI?~%T6 zpL$xs%(SehwrHe}%H(wcd0HPV-J>l=4@fTLAkzE&&J`tfLShXEKe zD1{B``OmUZ1PYr9&O)d$t8NSYl3?{`UyOO(p-z*U0*~O1)xtCsP&_MJFV9wV>`9!3 zPT8RSw4xBL!2to{(ycR_#97SBpa|A29jGYHNOf zq?D|U+mZ~SMw)3Egu8CNQy&_d>@0MRPr1%gdH5e~C-r{rVATvD+*NNp8NDNt zG@ndApOccw#vp0o_Lx`TKRyk!CYfY6*QqGH2JMG93KU?(r7xUiL|UQSbnV;>?2||E za0cj}@X3V}qaQ^ip}5|Uuxb>w={QjspDiHxWx5k!UB?<+{P>vmM7d84J_Rs^;dEde z^PD{}Ird>|H@_S#1@5lDf2(^}fxP2RZuUW@5^jw*ue?@y@57#rT5Lt}ji{nnJDdU? zJ01p{oHjRqeRwG4y+HzZD#u=jGw`+`Z;y zUmbxwIhF>f^SahmeBCR%fTwr#;*bPpEBnc4LwK4liV+|!Kff(!Jg=Gm-WnW@FTO=? zv3o-Ez1hbSDJJX&`o;2K)ZVGWO0zV)^~SRMx1l8HFm}aXC!EB8d$?jQ|8&HH2ey~P zpNHV@Kwh(#-i*L!_agV%OMzUFAcVWKX1|55DLX_Kk>=8kmZ$W9^INB$CFexcm4gda zl#A|qk2)&uW^fx9hu?*XjpIGiOC=h>Vdqq1wPUV!o8=dMKJz94dB^R|6VuoY%j{{` zpWXegGBNktQhZbAXDqV(+}euuw*2U{7P-Nnz`sDRv^<|ht`sGr8-(bETAQ~O6_3Em zO)-Pu<|h03t=;?uiF2Rah~MI7?znS!YE!>qR&NaH|jyg=4^pk zkTann$C?$tH6h4-s-6P;3f}4dmv#ckeEuCOZ|=S_!XLCKr9Zuz!&n1cmT~J$K>4o@ zlSs9NiXIZymB)A%@l*_Ac(>197 zlyBL*fdD|^!P)}>KmImi^cc$8nEE8TO;IOWslyiqd;$SSvGPVl=9(O9HuSXDwY58( zQcAiiy3K(g1P3PvzIwE@&UnBxJjoWD0?KzonxkO&aDzkixsUdPwTNW?1-Mlp7ADC- z`wzgzpflvlwo-_jqT%BHN`PuPWZ^ur$hgVVS3JFd8CF)@f1v<@A=%wA-JM|GGh?2d z0rmEjr8Yzm;#9TV0f%0_1k_&DGl&=x<(+RTRFmZvSx_Uy0S3DaEAMN+SRYFrG@q`5-)C0`f0#-vxBnZ^xHi_-o<7D#k&m63pVhw zj={Wom&){9+#9p>fVhTaLU*Oc;*w?J&6dY{d%L3~s0B$sAmMwrEC#|H87H713~kE9 z91OrCCdG&XxbI%-trl0Gi61O@Yy%8GoH_^sm zKWHz<*CU4{4=ZU5of*xQFtpYs2g*yL#O@`Wq89t`wqy{R(W06>4BLmu#UwR0iycoF zc-^r*3}Z{Ot1jqB1g{JYEoPx_L>Y($em*Jd&kV?+b2J-zoAXYu*{;mnI-K&zq4$^G zG(T(3=X$SWb>Bs|UDZ$dXEMKd!J$J);{V)s^)G_IFTU&zVV!&F4`4wPXSoZ0UZmLH z9*HcDfPcmSlK8PWk57F3L@B=Xn?w@>?8h?qri`1VcFLG;?vrX za}xvZ8f-acl>%1wA~Zat5~4S?g8d8kwZbGin~E1g{lzD}Z;}!8M|+ETRd1PkuA0Hx zL7HOaq^4Q%4N6g!h6q>dQPGA`NBaZryQYvror)8@llT>yuF&6vhJLBFf_Al{OguM5 z(gw*N_xFt)7qPhE=#KViyY>Zow=-4!Qo(|w+@ytGcYl-+me*y+m7=y5ihft<`o-1> z%gj@Jv}@NgL_XjU@rjPTH8~G+JqavrRk7t~Xz^k`HFO2GXbMp_=Ws`$R~jI2SSO6n z6gN;Le$7Q56K~%AfG1FKdpewxYj;modYjnqiFkd(U=WoyA?eC&$N6l^zX`5C9mvsj z&KoyAxL#a+`W5wiAC|LL(e_B4AA=zm0ry;ae4ep|?8hlR>b7|#rUA~~z&twh*)X8i zXxvwdHt$E5p@Mz+=qebEf@^S_m7X0TM}5gw(B_7$v>!n;-Z8EbrID=f)cIU|+(qg{ z_(MXuD`{x1f?~qTJlMm_eoeSu)>5>_lT=+lzM>}TCS<_-hCPW7l+8WJN^Z?LoQay( z?Xx1_kts(;rIEX0!iIHrfDpgkM-DC~X(ZEJ?$BI#CAN>k&pHbpnvUt4UyIs1H!AJu z*sQ_cffQOYi4?b#HXF!I_&)1l$UNf4QWUQd9;qg?b^#_HqD&K#uc{&na_;2hGh$t< z$HnOq52$zHCkwt{nEFeBlqw=B(yvH#dm^uxh!V1{%yNu(<@98=35;H;y^a82VK~8O zm+BmsYU$Qu}+!eFQp9CN>G%ZjrEnQ?mOA=Yd$dJ{g3%97FiG+i>P)%c(ts zc>x(658r(DV9n3JP;u8aTX{%G4L>(`$`0^r<&aR$d@=R5&&}K^;<7Ly_4>{2fO)Bz z?1*=i#391Jr>c(sAf(hjcoX_rY}mdn_{$v=BE3nx8hI>|%{WJY?tvMOru+C7Mfkz6 zZrzvb+%jSPpzeH?q&KV-;o2f$>sTIsG80&HXCVXVb4&K9EzhYfb^Clm(4sSXETqbt z;G9e|YCpX3;xeQA(%?-BPoJBQ({}+(CrxXffg*xhZx+V1QWsfn21`gVm-#XMu%s_t z9Z5Ww#j3s>@uFZMZ=u6g(yjr18Hj;|Z)F3wXg zH+lYSJ16lZrLap1QG108dc{^8A`1Nd-nyoHs@(XUto9&EzH8%!YB9#hcJ}W}EzU+e zR8|`@pEN=>Br3cU^8p-Z@nZ8t^my@8=qkc(ZLzfms%U}OCTIx#QSbsU3>nM80O5(o zH8d0iitP(Gm@q0aQT!!ZZ7u&`;A4$wo!6eV@$+(=@!RttZ;;QIm=XCp;+ATpL-hO{ zB%C*nE&$_4Az!MJ!T@L4Ipa$_vfw$@DM#AfnXE7Y9sEn~{O4e!*YEaMEa0F8n@Ky} z{AACcge@?kda+__Owd3&D6~O%0__GYZ$?9#P`UAw0CUKA5oSJ>zfT-XWz!FLi4mGe zM%jJ_8M$Go?a@q9+Y~O8D~BeTG=sSu;LuuFxP9*j<5D)~O1Kn4fVv2Hx>Edz6hB4L z-9mnwtU19r`Mc>_)|Nkiv9*|ET$LeFfIIr6u~lRp0}PIow;cSGp1Qk(CL=r`7AW2J zmuW%(B^qG@W7Dz-&%a=6`|ybNG8)O7`JsZx7^*`(C5&LXaCe65c3>0HgM~&l6c;?+ zzz-)qSCgAOA0oB(*>6HoeZ%hzDEfc_G4Rg5uSg=OgfHn?=LmZZ3_STRZW9}f;_aSw^{%1DrTA02FvQNow zs8}p!{%eT})sNPZl9eoViJsX&Zw)z>5i@W5Xcd61#xAw+m99~N6qx@58*u9bB6}Tt zg9<8a6|$Qcv&^LK?yH0ZL3UB`Y$jl$bV9PHA~&qn3AZ1Kc$)-XMvLZPd@+c6Jg{KI zKrMEo|C;x5{0mcS31q0G#u(Xj9BzDDZ7oeqSdL$FB0T4gk*Z&bd<3Qx6FS*CG$q_g z>SFx3H8IcKtmFh0ha-}%Vv2I8pq{sUk~o*Ym~dY2g{e`889uIa(*lKL%>~SClk=`WiruOj%pu||(8yc7+dhIk;?%+-}WbtM+j=U;?#-!af_Ya#wN#%8lpX@D{iDlM9ROIbM#3kV03tdc2 zQiikTRqoorQ0t>q4*Nq@+&N_e`xf4KV=&bVzooL4%<~}Qz4_rLD;;SCM>WB~j-$ep zmg6E3-cIT~%l3w~`N@1WuE!PpwwBXlhnhfKtl_&^vLamOVYLM)Ow>zu>*aF3pKUel zd)%^x7Vr*afaV;cEe^AmvK_Q{}#$QRJ`-r%4IG; z`4i0X8Bv@E8b>0SC^+yejMy*!PyAM%c(Y)&3x-*IEK5g4Wb$y7oNSR8v1u5s8Ih4T z5Iz+OZddbKyf{cdc9JAl&t<1}22firBx6D!t%7`rd+DV>)H9buBbg%LS4QD=GeEv# z?_OeCk$28rPrEyY-A#%&GW+)FcjZJ9H{Z^W9a(P+(U(zzvgc8dPWjl$17tRN1xIHet!@&Gxg9gqwd@bmCja}IMGh|xzsMh#Rn&`K8=)APa2+el5;O-h3d@#Q0)0n4Z@*d>0f!WLF z9W;MQZ*|S30u@_-)7X%k1hRF~am)E2Do$zkriatR>LZ$ARDN1PQ$m_{jHlwfvKVor zXsm=|SVOEH(KEDBCdn~e)rPaC+SBSbWo>gm2OIN6X{$Jk7Z5X&l&puTudxiP^-F~5 zSJJ$2_It&;+uu^Ba$Wa!<}@o1jS-EO-=SX?idR^w_e19=0xrE>`^(G>IQ`U*N!6bw zk2QERr!%6*wc>&#&XlW(T5>M4sd2*n#1uP1yaDhnLt8&=>PGXX!aj@|04BR#&Jy0H zIRdhw?C|_iExO=rn5>;k;?A2G0ZMzUBfpSPe~w^|(D$ct@+Ye<+d7eR(O29c51}89 z)Q83iz}Gg^B1t-{5%zqHxAnSQ=pJ>P$SQeS*PXQipDm=l{*;i&cTx%7xT~ zL^;5N-BMseHLkjM+Xwx0wRn3@iYo{>Q&(fS3yu<(>&@54$7Y{nliHI=CecmYF{;>A z=tlyqhd+%m7n8ZJlu?46J78=aQF(vLZ{rgEK-gDyH7W)DzyvOce}}@SCcSKf|0Dz} zM4n9Rj%$MttK6$snl#OhK2=NU^tt`DZ)uHTf<_vddp=t!|f%%$iQ#+I7iaXH<;7qS_t zK!k|iPly;~=W08w!elf#@>A^!qh%jlZ+JDKosHoJn$hF zCKWzI;nE~$5iyxkgtk}=X}GzN$oG%T%P8<=1aDvp;D0K@<(e>R#6_!pv+ctvP<9hr{G>J{x|n|EP$ij106BN>$Y1>I9bLeEi>FmwJ%UUDI8;C8Gf)l@^l1b+q-!y{2{d+UTh~1 zYb%smlQj085Nu19Fp7B-58pu2V&D5|t5(BInaF5ikc~rfF??E3VGL0wa%**S5Q5nv z*TjyF=oi~iiIfdr!ihdjn7F!YaknNv0oo!X9xW=$wHvMWL_0Pk7}<)R$Wo6%ir`0F zVj^mpOU`}1tYh^)UKweC*z>tKCy%VRI&r^C7CToM!R7QSyc06- zG(Epg2u`9YBezb7U#~M@K8ZCiyGL1I@)amWgSm7{wt4Lv+LkO%$py zyiYN*V?L;zvX$57bO|vkf*L5>s~0I@i-0Q>$TvaNg{vRQB5ogDU!xX-?wpDiH-@7e zlgz!YuKZ5N&0X%2L|lx1Qp;{)3}!%>bfc!RU~USigVRr}VbqbEx=89H5NZCjP>uAJ z)~a!sDPwc@pg4!Mrn!ZwL(hxso{kBiRr9u~_FS@35>1^&Q`ERnbE1pDd^1atRMLM^ zVr8&)a6NWEW<4R2j4a*yxYfWpv!Sw5l1kS3lNdrcpjcTyO30PjNgOITA>g3ll}2|t zqRb9Q4E%gS!Z~>0a{0DgJ^F(d?4-J@44X&1`5{jzp?t!=Yru}G$}?8==xZi_*fLHN zn`1rPo;M~k^-#f=u+LqD3z?FtYg9v&OR3?K3J-DTsE%JRV;T#@a4S&^9FgqOXGj}< zv)Og+YC3=ZDI0tY*e{T|ghiVRKA9brUiLqu9qK>j%Vc>xy#fa3opQ@u?Vuq~bF?|mmA?4M2CE{(SFJMu!cjpWA`8g(1B zMXhb}nC4xBkh^l{LqzMJ7{?ph>zfnK)rz%b=&X4pwJ=%>%mF(4Rx!OW_(mX0u-v7+`~eZG?@*2^ZC!{-q6;RK3(*BE5!3?%p&*~JoMdbx ziBH03#ISELP8Gt>A)q6!+23Q{e~Ko)A*`eGNd_|_5=65mLUSsF$Ep(L(pMBr2tun5 zi@djoT#YDc(;jfQVON$4W?KJ9)aBf-C5m)BigL71;RPhYjpqxe=%%W4o04{#s{ESm z!&3EC71+j4oG9QbL?+OTlMO?_3KEb|->9}M_GPLq>qGCDco+`HbRbru|KH}5t1oNpe6-J!ZBnM|4V5MaDz~HSi zH7=9*!=Rrp5F-ix{A0~_e`Xj?$)Y~oDc3SpHf4SDm9)q`Hm_@3*B^VWH&%eRv}wI* zr{bhvQ>#(}&>d4Pwt3P5y2UjT_ciRRyNyCx4sU|Nx4?@{qsP6VDVp?{2Y#w90hd?U zSjDP}0%R{HkDQ_2D(8%JOs&{1HfQY|U&`Xw&o&FE6vJ`|LNV~%u)8dB1Q+_HsyNye z#=Uq7_2xFD*n1sWcg$y!kdvVC^>@+bsGy7X>vAa@@q@_}Nb1ilu??kIsQRhiOq(Bs zLt$)}_Hg;r-`HC<^xaUqi-sM)MP8(6+&@Irj*RBf@d zb9s^vEHh5;plg16aiROc)(w5UgL`&pZa|M}R`}8u;%eE1b}P6&#c{W57XQ=8tt8z- zGxZuxV_TkoS7#=W1~-HRWgu+?Kg5@+fK8}LxDYd#P*`EKx~c5@X|jmV!tb0Pq>_KH z4Q`WsI9f(%@VOzlb8vB(!4i^uICS>7tT1^xV?N?%_F$~8kI;3nc!?7R+(Y}R3(&mp&k3Z?7BzMute_oQ#_Ka^_hii)?EzxNl!rT?jt%h!%35+2ZWm&xdn zk0RjM#7@$K7`*6?7$$$4Rlnd%?+#5^qim=iTH@aS{L|Y>6#6&(m$7p0;q7zZDZ=Yb z>r>O_Exrl#27*8{;A`r)R+SQ+n>WUBp{`Y+1%BM$p*Cv+UbOkDKU2spIdmjpX?T5!|0LD2G}$ z$e8(*1BkquT_WUbE^8x8djnoa4?aSEM)|D{m!GQ#tbcw7a&CU;Y?z^8Qe| zUfLH zaUZ<6FM2~iA~K16RpV zh*Tmes~_<<1I)0CTg}BT1dVJws1Bw1IZK zU^5t1T&*`>({2JcTOF~WPYmioB{Y#e6E8ffAqwv^=0JoI9gCHAd`ie{tA;{hq4bo5 zDj4;Sl*lmg1dNOv7lfQtSp0e9H%a3IomRwm)n1%Ikhr-?ggzZDwx&hA!o=-Y7e=Dg zSxRGZ0f8;#fPDtK&`AvPQ%t@xyUawJ6ROA0uOalagossJRkZgZ}kfj*?yu1_P14 z(F^Sk8qWGG>dEm>-Uo@1O^Z{>sQ}J3X&Z-LMCZdY2Ra7o})Pf6&A+9PWTO%qK8 zIB~%DH!1+imx*H2Vgb%t-Uki=n^6OHi8$CnWxwf97#1IhdgT(}qfxw|=8!8?xiyI@ zz*JO0^22mnmLY^3Tgc3q4yq?ad)O$12pmK|z%E)Ad2%@^F3yai7E$P*VpyOXC@^QU z!fdLf5$(oJF=+(svAKpLetaUxozmS^?We4zBrjkXs|@`Hhavqa<`uK-<_g3jzYxp7guXZ;1ON`kdC5`{8r^bf4En zLBFbk*K{%F_)?flv5H4wChSBC#Cs!EVI{3&s(w@qC9?}4$f@X~_($NP5POT8&ov<^ zNvVqn1)|@hL#I(uN%_qigxAw@K-+!S!-$VT7MBitvz+WIrRY)2dH#GcK8k2;Y|4#2 zCy1AACFDZ`Kw0Wn4px)a?aL77hc!nLN338% zd6Cm1N-J}YRVnxsqQ}Woj`7(hz?|s-6D#kC0K2T0kDQeEn^?1N;g4N&wy?LP1|fCJ zp@PtQ2EyzG>|~@wdrA_a-WKH1vTY%|DSeZoX+q`C$D}(&*9vq6RX`q31ZA`WuD z9xeSd{|jwz85?P^r0JR&+sw>VW@c(ro7rtX9O?6R%19^HZoK^|O#9A9cp}Bb|yK%*xbi3zw}? zUxY@?$+UjGugByin-2PwaG0oW`g$!>X?EW@~-lYUJ|Qt;PC=s+k8q}oyS|5 z>g(Y)A%pD|a&2a~lsOb~zi3%6@$jaGgHZ3#fixySxDStKDHH>(Qu8fz6iwaH32%xxJEO8L^jtBQ7Kr?;Yn~tAy?N8 zj-5uvKfboFO_EWRbjl!)4BS9oeIC2FWcRXU^FI59#TM!Wh6T#FzTlN`EKHMlMn}ve z{=pD6?R{X(Kuf2BpF+%oM?GsRu*3wY70x?Y zwq3bR2TLqT8f<|kXh@i?K%b?@D1kfNgGCRKvc^&gZK4aXU`S19QClV!}s>hI?gSL*RFzi5bTWjib77jiG^4;=k0%cIO2< z>WG+leNI)smk(vXL8u(Wg(zGZhYEhgy~WQ9n(z28aZ~P->ICJ2YeFK!y20nTTPy%gML*-XHhO|gp7ll80*jj?81!}o5|YPBgw(h;{)E2h z82z!_HdnmcuCWam3S=Q?P@`Z02Bsc?L*FW95)_2&Ji~2&>@Ujs%1Bf7F5AlsRWnRf zCdr>wWr-7PO%$V9q34jdkgdB_uk|y9N4%122z~NvMAKg|g!j#fPY`6e+rg|WVaV(G zdvXE?tl88SEktKpU8GY3K!FJ%I}iNlfSf0&3@(`DVjA(H2JH0$I6>xA5jJ7`1#yA$ zr#9YC&TPJ}VgFvvw1LJ<``OLO`T15eZ=%EQ-(x%UCK{_C55{ekfc$HHL?(!=ym<3d zX(X0Ie83pmMT{c1%(h9bN97|P9;taGQFN9V(gT+*S05Xe_175W+W=usdSEuV5v-{A z)JiXpIT5RGOIvKPt?5gx_X9mnwp=YT3%S_qtUXlWD5xnbEV9_RfvrdPs6j>t^Y^F@ zJpYT@bdWqdvP#sdQ@o>~UEmkUqdwfh>q+8hnxLoVh~thPxS47`6%Iur&<64%;1|46 zkYotC-2}Ar2Le+w`7Q^+9Q<~^{W423%kD3I-L6(7QwTDQL^Q`}5E*7SMi!Pc9U68u zK?Xg!IINi#!Q%r~y9ci9&T@7WBgX;eZz$$>q97UPn&(1 z;>}nUSIhJ%x*Rr&onlJz*VrNKxv<=ge0T95o>)dP*nzRouKn2yXvIl+)qayL#mPxW zTKr-9t$^oaF;;{}Z!jP~1^+RW7wg8-i3(6{5Is=y91!YS3v~=7MouevMO;@#UXI}% zI72REPFQb2qk2K&VTMkpOV#hMqv$*QJGPJ6(h>dGE0| zLwMllCLuy%zdFm)K6`lXVF+-Q;?YCVH`00upWA@Wr-f;$U=j#JU%UIzCuOUEVU;rk zx#7VH@^%EChB=U0Uf1I^bw;X$HSU3Q^O1yfU0HW%OLM6lr!X@W{J8@v;_xG%%&e%0 zS*-C>Rehm)+^`#g!$EriXY*O&I3C)@L=nCGnQj|6P<{Xhbn zL4o*X0vGmc!r6VW{@g@kR~uPG19--#)d zRs(kjwFJlDlXk87y4c?OIOG>2w<)_|EFdX0*@R$OKja+s7``l+ZHE1>I!^~nMKaM=TFP|X$?Hn|o$y_p>?&)TKLAJcAdRV=I zwM0fXX=>{$C<-s5R?tMlhu3PuCuX8rG$mNDS^{woJ~jjQqc6mG2UjDWDKu zkmN1LGV4FucYsU{CX_g`ZQ!X6Z=vc@a=Pn*{T#dXV|L8}yV0M~G%OO-+P*Jr_7`g* z4rnPvw{}i5+k$U6>wZ#$Aej*`wb+k{yV*3dSR36WMZ@bBV@G)gcHg<`{sc z*f^(PC6u~x=Xpf>=TfbPRF4GrG{UfMnJ^4`Oo8n zY0^OExMs3x`ies%LU&^!<2m01Y3vK{}1&D?9iKvFO*kOwaeoe2p z3>Ex=)_UG3b_|vP?F16PquW=Y+Ds|{F2B&D}QiG5>Kr`^bXm?~e{@j-uz@%RU%-(}$=N6qD6iDRb2&Lz(!g%2{s1 z8-%zgxYLonE%`a_%7%g472FgpQvZ2~We((2ih|=2zlez)CqR|b-4E_sNrnzGz89(C zyO@;&@cA8OBA>WX+PYIRwkClg{R4>PY`cA-dX_ zt&!i~BTTLK;XrdhbeHl40}Qq#eoE&lvFNpn3h2JSkH?;%scLnbH{6H;ju2I%$g`DL zC<>{)D1O#|A3$a1FJalv+@VZ zijTqhEJ%)v;ChBSoQSJNy}|?hfv`16eu87%5)2><4k2$F=)lyOfuh12L8L5h4b}Pq zpkAQj6OiRI#OOv0@k0iJ)TuHhBvihc zMV@|LrvEvEGufNqn$$)^_eTecJ34TQbB{yQ_q|iuL!z@O(xmF8~(A&Th zi3q}D9&@kjDknR@$R!3I z3=AJ{o1H7PFd|CLNY0S>6C56dur@g_$WMg=d-D@Uvk?lwbdK3k+GON+zwC}=h=U7y z2Z!>3EfDiK3e`Rf&Bg2(Od!`jd@|rq)*wQNfllvQbi-aJs`x=T`wGOv28hHr+FpD~ ziW%Pi7>&7%@JuDY+0;teqASyI=R(}zp0RSBg&rMwz5 zyFiA=m}8W`*-7t-HF8b5lbwl%+l}1$0#5KreSpWZl&G?ihKh;60uZ9O6G3Io$%@a! zpr-ozy98hz4`1KsG4?UTo=JrTKs{sPF=oMMLsr2HL_G^wQCFhSR1yIXV0K3$#Af$; z*J2_~XR6YOtemFwMw>-W^{pM9tU<8_`ZWToVXv#vg|#ScVscp38pJHHNoMza8m-|s z2kAu()UDiVaY48Px+2!hpd#~=`EV|81v;4G)hLO&|4L~Aww1ulj{G)9F zL57=LkTebcP2>7dP2_&Sb@dBp6X}VuF)$cvH<_i}$QHAMkA)gau#0?l*)h7jHb2s~ zh*0;zRBZy-&wNB%<$WkIkf0WP28QOr^Jm8_UzSr(W~vFwJlCF;XO-*{D zeII@RCrk-YnNZp9{-qw*pC$@cQUd(`1p}>xL>%Jq+XoO+`)z2%K4GI;s0yl-*QwDC zx*amZ@3M-(zxAgW-Ia|9kb0+X^olSS!|Rx(eev2Q29Fz`SkP0EDXc9n)X_x9^REb3 z=pSexh=knied*F$Q9(>&FqOmYIw=ru_IjcF_@&?N9bF+H%aXaIUWQLrIyk+wZK4V! zh=KJY9-3FBhK_C?z*$~)@C!V#3@L3>tS1jw^DStA|8*l^f5n0^^gan_AONurEpEqMfmxkhZJqrfbU zGvM^qtQ1LFjXfIpC)_*AR2jsZ0T8_j8DleI+vrt+4oipjYCYr4|PH{lIwZRzR%2M4%f7Cx{6DzAdeLuC&bJq4Jb1@ zWLveFP2a*Y2v^&=Of>-bP}mJ_VPtR8 zth&A}01Tq10y%)tf+&L}6Y|Cc#4T|uP?W5dwK{hSFDXKsYTp-P%qnVTNiw)uz#T#p zj)7KRsloINn61^}Z*Flp3Y5lBA6gR4v2-jw8O@u&zIg{LO=}L(U6^4ACLa|n2`3IQ z2K`+SS)^ik_70~d+`g_lHTu5Xjp0!8d@vCevIZLnO%F;2<`w5?A(NcV22*W_B;sg+ z2?LLHMc7zksEFI}9b;x5T3FlW&ObC02F*re78z}T} zI>Ue$FLxsE(mn*Y+WwNnzkBt)K;F@xzp8b4zz82LQ^N&^Ky?CXDf z)4v>J8dXAWc~UqT|Vjbxl09sDGBmOFTWvw(T9 zBt?4HjEQNo7(MBzbk_fj_MoXZo^*%+h)HA4%-&c!ng}(d5b*ann+uNj;mcmZERgn)i(RTX0i=GO{88iM-$=fDf< zU3?Km)tfG9n2D^ZJ#bLi8c-G*l)aC=;l8At^`ouEUmLoR4C(pDf0Lh{{6?UcyD4GN z=LcQ^CXo;UL#?BJu+o}vuU%fA*&mr zc1L6~hWM1&wX9$ic_VkLXi+5aE9L_n0|B$Vrs+N?#Og8}0E>--w88-45(yXnL~4f> zU8z({2_>i%paFod1USXOfxnaPEVMtfQ!;`~AAS^>AsD122b{o2rD|qp{{V)(c?6@W zJvn889C2^q`25cU;C?63F-jJBhf?)!=*9s9!!DHi4+!{bS_mR)2%@B=VDvm1`Em_?a`Esx!>AoR;(4U|;1gUW+*)I}mE95440STl zeR9UoBO1Khk3rRan@_Uc@l&^)KJ*ge2unvEm-A0eoe!C}Gj64ei|_3%r>_&c%x52B z0o~PPyfB$~G|gt}bu@X>n(a=f@%GNH&gZRhr>$G;n%b~J5&2{z&G1S!s2z@GgB80U z!_K&*$x(!(AwYsV41#=z?AP%W;pD)uP(NS+H@b}N+|2Fw6N=u`7Za87I^xp97%H!4 ze-!=@9xZFdRrAWZyp$UjK@%(Lm`O{mzATWwre`{g5;=bbE3F2Q47K-q0c{aphCTM! z=Cx9(x-8x`Yi;Z_R4CkbaBn$@rL*~@N$ZHv=-y6{a*bD!lMfcsG0{wRlUH`iH0eOo zcbBQOY|Q?lQ9{~NUdnNKy>qmW4tJW7slIc5n#`&EyjhNN*;?k(IYQsk^3DH(_6LPI-d`-P&%{?S!_6+Lb23NdFb3jYvybkr$sKCl$?t+x$Izqm#(dnzA#){+(K9BXKMvF6+7Z`>UJn z`-(q_#s|&x_mA_GgQ4h5oeS?z6Az!y>qDGtHzD{{9a7k!$i$3Dw2~D$JB={T+!(G4 zpN(QMN@goXf5jifGE9{2OFC$5U3A(Xc^VrKh>vH@+N(+t6`^Wrwv&gG$cIV(^ht1f zb-ibB9g&HF$`nsJQn7LHFBW8i1$1Jf)>;Sd?2~WF<0G}FXjPuQm!b>m$0HvTaB{qt z3_lt`r7^FlVQuanE$rRn?v~YcX7MVx;$_NeX_M*07Bdt+_l8=0nr`>Me|5h9ZAA23 z+E(K*zRgneE$w#cbvZP>xaeZF`&5{&!sOr#&S=(GRP^`GpJ9K`y9gd&q_-X^SjyaX z6u+_}Q?pnI{)LH%b2vW&#X-wGOlIPTh1t=8!0-_<7pcn;tnTRHTY4Lgi!>tecMb11a?P>G^^3MiyzUbR#CP+4h;I2n%Sy(pRr zcQmygmT$P)D^>?(0%#p%a^jJ;P#Zwm0al$}LE}|Dr_6B(1qH#RjlL5s0N`*Y17mOL zn)LPU@Xj|9uia#=^}|2xO&0tr)?ah)YYc^|KBpd!$73IKJio>!h2=(tsCh31Rt_1~ zyud{$>1~3bSqpzAAf^;q#>h^ZzlyeJ?|zaoZp<*leg^eBac&hiCQ3!y^`h%^QBHIo z2G~jEWFURe^G3(^f^rK7LkgGXNc)mfa_v2k^N7jAEfkZvF6Phc6zucTw^uH@3|t{> zYhf@SZ^R8r=blYnhh;6B@&TJ&3{QdGsoO!OiO4MFQJ6f?TGxd(=Q`TM&E_kH%|MwC zl!79=o5|2ut$8WCauLBabbu8M8>uD{-?#-MsJ#9R>iNY9Rb>a3u5k~Ope1l^+eM34 zstBOH;WJ(%8&u<V8T?{Ut~UjEFQhjnNAvqF(%PgV$=+@&LKf& z+HMuR$zHpvhNkInE#6+}qc2$xdJK|7C~(GJ4s_z-6?#!zO+qccNY%p2*D~;(ks>)y z$U(nxJfRUmeuf+Q>TJ2iO$@Uqj9e@nf3b!qM1A6(1C71iVp++loJ{Ca96@ZVpY;-b zcp4c9AQ6fu5t3R0eH=-EyXcs*;b$3DO3PSP7a9H5o`r{&`(!mx@-fe=5wNl0CHLFZ zbK6!`ncR4SWmp?{om0?n&-JF;-_uXegOmLG7~81j7>gh2aXP&LJVj2$twiWcZ6Y?3 z;cXyJK$9Upuw)#BnMvd&Hl;|_WGIQRoUfz&1H($!XvFt(d>JYw4J*!LC*W{K6~axxha>#^%2kg=BM zPAxR5$hWKJ5iYGb5!4iqM!J(Rk|p$D@&1hT%?24Fw9x28b8OM(n=U%iGb5^)7xJwP z+51HC6q2NK80Bn9j)y%)8&DLBj&4>L$THPD=^&0n6DGQIsYQ6=fY`i|S3FO1{2}8?Ts{A4}$iaXqwg=>w&ev79*6UZdyGacwx%_M~O{{^Z+2Z=%Bhxh>z$Cq3q(0DOZ{-RrN^jX@@1ui_^cfeVdCBY7~ z{%J@!8d2*-PzK3q58#=PHMf3-ry18SU3Z{e^;Hv{W6R5lOUVmuU5}g3F5UNt)w)S{=z8c#UW)F6cop2a zta)=RfYdk;joijaDGA_1E=RB`Ls4o>C|SKm7htK8wbCzkFXBJu9X3t{qAz9uc=WHvbVQ(e@os9lejySVFcDJ=xx;LtkMGOXb`AQmJ;@H zYsE1mgY@)-(8M4er{fPl6xOn}^f9{29j*WP!~YCb+{Cp#&e#?gKW&&;l_Sr=k(Rg;_l^>J$ZOZ;igC3O+U*cincn+?nxJ#c414~Q8f zw*!f}=QoF7VU{uaGCv_*6bJSaS{`nifKg)MR)to%xP{xD`nGgy2NtGsdvZ%$)z3bY zMkWy3st(|=peTQdG$L?4?LGufOS;=;=p`g|Av${4+2T!Fp@Ww@^xrE?+$o#`TKY5e zgPTx2z-Fnw!lPV|OrUVa=o?#^xy52gYYd&$6F!r87i+m~x13Zh<%PZL*l3r~O|Zu2 zOn9db3-s>(XhaK2LcggLf~4}j$Z`cc zfD%mS;;<`QGE?Wn&y_rTlhlyLEG&(J&OMu+qI4Fv-jmeYrWV-=iIz^1i^i8w`2qpD zWx~^TC%FRPb_B0eTZj<7i|YZ&)c#kPz`v1rY`~GjV=o2Q@Qj0)#-TEQi!GFihbm=| zxhgmOp)bPdVPs+=c|6tvK@f^vzvGhYjcoBp(zfcRRb?1y8^j8_ zfMpEJ7J3hwSUONvXHI_{Q&pPE1BN%CymWqkTSJGv4IRSvR2`li0rFW zBLkxHVFPToAx2NIEFIM%UYoc2wN_Bb3Ejf!m;&eRfS{Yc#tF* zozy55Gk4z5(7OesT+Dh(NryV2_ELt6a`WI}OXC?n4+!Xe1;#?(kJjTbmdvksr7lAD z8tNn&k;!>dAS#X~T9l!7t1;0VFrjwRW7RUXl=BW+hOK-QD{2M1;S4!3liD*FF9V!*6Jn-3|(rtO-8bD_e5h`$n}T9 zqE2M6VX-l+&@iC=t)w{rUlU2!>tb9w4&y~G(T)Pb-vfDt=$x2ycka7QG(KF z1WZT9UB&3d|1F;amMC5Aa58cIWvwIsM>T7fUP|Z%6|J%@AFr#G9D}__%_YCU*_!e) zL)u+WGU!%xokibS4%2IdXX%t^Mz%->e9C~pAWG?c z9)uE5KH2nEB6f-&YNE%@O*!4)QN;xNm zNRGnVb?FJpSt?G+;Fu0|({sbtNp^ag26kPxP4h7n%C)9U8nu%61}$sRNtC){dsxZy z`nf+s!y5C24)@lnv?Lbn^=vk)3F=EY9vY7zI5|eZb5q^>BbBqW*sx(TB;|DWvoILe zwRy#vCqfRp%`X$gAP#i1$|w!kmG1Q;n#P49K(K)TIQ%rpl>*(bX14RHV%*w zODN}@qn5Y1OIgQs#WUPOv3(bM57Ig2W`x*vIL(?Nu@R9 zTAgWNY?y)x74D?`(236MJ9PX#?P%rRSfHlR8)*vOu~$hN<{S#X!X;_ZUYNwA{qI$R0`Yhh!|JTg3_G3=M){Yf<~TG#?b@FyXLJ1%Y#G;*P(q1 z#kb#YnCIN%u^%XjToM)rk#6ZvIY#}uYi6>JnRl{su8dysh6s^!y~u0)Vvut8SYral zOf>k{5@k#4{^XcJNSB)>c7S_?&8~MGN0)5G!;&a3p=Dp|9Pa`5pZt5Si0Z_>t`wB7 zEc+RShPC?s3O!bHo2VQCe2>x0XJCgoCJ*vUxPr3sJHGDiLK=9YY-{X8C!a^>1}=vE z`3-QUpV$Vr65L}ERxq;eGbQ4lkT6)a?DsBz%N*8bK(=+;9~8J>dZo3<$oo2 zzvFy+3k39io?h_~j4^D>ymSBXS#U={9L){rCv1|fcRB>D>ZQ*35f$YKHr3-{5%Xj6 z{`|?wLP>xxhky_kgCG_1lj=bJ3fCs*iJc}HakH#S)(~>PU--w#Os#*q{L@UVtEn7M zs5snMVIR?JPp-G=&(m)~1-`%*Y;;6K`xwOf5baui`-P_O8n<(+7^JuD_v>STi_hC- zI6oWh?%;^sPp=bBY1}%*1rV{RI3ij_7k%4-W$o?!m)QPOKNSKfS5*-Y=oAfZ`=2r=)5#k6@@F z`aZ{f$jemi`$FOsWqK|qJCW}dHwx10sP#d7gr}6pQ<~FOfscg{mjn6>2lD;%afQ(5 zru01S%cm&j;d|QR^K#+M?_yW)s_Q}CtySlk_aWE)%6ln~X!(4@Q{Af zW`TiNX|t29+{?o~0;kuPsE27{7@vm+u0z!_V3&MU%Z`P3xv!hCOVGA_&B~BVZtF(ybitcK6)7+~MG)dA9qJ`2v$oKQ*iS1|5!m z@bZEyT|oQGYr@mqMfJLlO|{nd9G01>kabPxRNA1Q#AD+8dpyk%L-u!ocrff{r@Sga zTitCh(QyJRoZaP8pH}fVpVd7tZ(npyTmjO7Ww# zfmKg2A}8qTR*~ZT5KD^f`&inOc3~~Rzcs&(c@)fkGs=$MC!|Hh8nJVS=Z5EVK;S!N z7_{Zv%W}07^0qu@w~KT;sJh z!4fn7g2RDLX^DSiCDMvkW*@X2)Jf&tr@{}GA&dsv3gmWN@V;>~-`>K1#rvvx$OHb8 z+W(r)VdeX*ydRy%{vn&GfbSz8OeMA#Gkwx3^|iUt?LRRs^Ea1VLIKkH7=(PEHcBYD zOMl|PP&N{vNaM#dunY&Y^m`$aI2V+H=jZ-xYv{yJPrHc_mOBET(Y(q>>{ja{yNDax z)SpxPHvtT-{PZ17>AH-o#4Iy=VTTtzdgHh1@PblR1&{ouq;dmeZPx@&Kc37gY5dELK!;M^=ad0q_cAfO{CRNTAMLaxmtoEpP7?uRcwf3;=!y_;2F zT$PReb&|L2wJWYee&>$Pzpp||!C&w8cPV|7GgnDo83zr%wvTW1&w0G~Jm0drt;>3T zxW3=!ZQnmVcYJcpUAw*e^sQsy%EH;lx8k_)slDpe0Q&n+5{Yzs<+pFV%ZM8K&AAe9kt&C z+GNEQe*d;{Vvp7orTTI?vZm_CLj*B z#q|X>xK{%}4&7J|G=SR#wX~)rd0^?1tmyNp9PRJUW8~cI55`ykrp4Ys*!}VBvktfx z92MqwuYO%!F`_UqGv3$?bb~tk(;4dS!qH2J`n%p-a{I25^Y(lk?IZTfX|1RHO;8VphvR7$s z)y}`Z43)Os@}2pkXS&#})g}c&XVYo2rzKByY?$iGML{mCWlSG-K0IJZS?!=DJ~V;( z8vpvEZAwd=Zu)QWZsIE{=e86%Tbm2YdXz)wv|#ntJk;FH{Q7=H)ZqJf>#C@-Mt5F( z2=YG>m+hZ8(mw?M?})1~ZXEzX>UgK|v_wQ6XmutbDx~hTJrOSY1kz`qQeaFbg8b@g z-=a)%_r;4b5eID_tn;$&Zynp?ovaQ}MliU6PJWHY9YM()CVY~7o2^<_^lmSU$?rL` z)>KJd15D&s8{PV)jHk1?Js%vSY`{_(-6r!CGG-obF4q~9w-3C4q68`@=bIIV0AFgq zy{yR+Mr?Fg@NUJNH}^O54<4fnmV0hFkg|KI>0c8*?!x8MkBcq!&p<(aZU0ubA2+kz z_WIFOEvJ#JCSvu3Wq{n|HG&DNzqC?mS7{eo!Dm2QT31jtHxZzJe?iPGuh*s zt3B8m?z)6Cr#aa{j-LwI7hFd)u?lBYvC=>+`H>?`_zOw2`|-y zAGeH#zdPHdiSnOV?Vo^9SpQ+k|CZHcYytpqoyV##D|pm=FhvPSa|^#YE`$xTx3%&#lnD z-OoBDM>ed+!xhhm)E8Mv2^!lf^#V2%(jYzMfMPqq1A70!UUW@m$!#va6J*X*#g-QX z2aw=B&%G~u3;oP@+s0mNId7&|&)IXhhjP<0QHalmr|(+EbaxR{E-?drNzK~^O6MDirmO8Ps|hOJ4%uo>Kv>`;El7IDzegq~7Mh#)u7 z?ht=M-=oXN2ofKPf5yC5@uyjWrN>k)%S@{`Muq>~L0|M0f6h=C>~BFyW`lJ<_M6hS zz#4Bi`PTBfVP+Z06z&#y;LG8-s{bA5w!uX8!y6d$C{OP{+JxmF+t2?3r(ykvo&GyE ziJdm@2fz(od&A(Z3){^*Kt*1~_kYb;BJQl%8=D#yaD;Sx8nQbA{OCx%`0v%<*1Dfi znNDP*oqOQ;VhyzR#?bW!sAA3Ocl;+klx?^(3LAU+n+-EP?&O>3PBP$9CU9`IwQz4s zfdqVNg%MbKci*{qH2Tx$@JtHf{_a&fGvf|6tJi3g<_9 zqhcXaOz5jKf#tkXjx+9Izlhp=?z6BvKN+uDNZ$}&pD!h-}} zv{b^&6t%Ai{USK&YWgDLMQTLs1Y21L8pmQ;9or{Xt1N0zuXN!znp-ouHBd0o1=_vYF1ZPIN+gTBBP$dqQkGx zHWt+z>Xun1gMEHSwpc~AT;?YK?T0FZHt7aclQ9hqKXIHDe5AM^GT$Ec6@e#neuBqm zW3OeXnDy`-i)|v&5{5)rL;we)jJP zQzMs65~l)w*}sWs4Qf&urwV>h_Fb7~(K3u}gGBZQ2m)Sng_2#fm+D-FXsU7mL-v$tNEI3X@uDB37@rabPSV=VhX zm8{jtT6{Wn++o`nRwXS#~eC*;X7p6z9r>bcl z?j9oa1+2IQ{@_`a-aHtbDo_qDx!jp~HVRO^^2ujPU|r3pA(={hCDb~m!u11**@}KL zm7U4}*_5=eMVEay(s8W?~B^M4`aLJV>i}kCL9IcXx04qu4Hg-aaG}-(UJzu&Iq(V#) zVIrUqrQZO>GW13gKPUy%I#S5sUQ(M2-1 zh`D2}ea>n+x_Hrq8oDeNlGIqS1RZZk#{thQ0daXrNx061)f8>l1(^XlZsA}?TvMa3 zyTjGGy1|52-KB9@V}VmhGrzX_ue3B`3+t!MOtrDF$+RpK*+ug(S6%uRU3o*=gxQJv z;;O>ptsUuZKb0|vGnwet+ZwAPgm{~slpIbWh0!tPYsehxpS@iX7D>wj+dF5Nl-%0d zCc3eZP?=t@?T#sNmdX`ne{v*R$v2pSWg>NB3Dk7;VCKi^|OjJI)9E_ zShIHTiO%(82rgv)(;{lpH_$O7tf$0h=QCCo#)aHeR|R6SINY2mO_3mQ{Ym*scU?Rf zQp4qWd}xMCIdtxFaYrFrYxOYXL3i_E9MAa|pfJ=h!AV4N0(!AN3n+Por8jx#LJ+T^ zY!DwvrN^^0FlEB-F~kg*^c1`=&J3|R4dgNRpgw(|4eR4PQKn`0xN^1?;DOE+*h9fT zhLHP)GFj8qm6%En_N{U$S~a44esul(wA^Bo92X-`wW9f@PezH-UdJ4@fMK4=2ZKDw zA=@h7=0Q zXQ%Z#UK~!zKm`k)8-O%k&$S7iFoo(u^2+9Ih~$%aJ${4(ONqMlu=tV0o2o<;A9Dcv zxlueXZWndadH!2DMnVU%+S-=fH5<>1+|PXi;VB3*Z?Ir$12)Vj27ezskL$$$ob7HU z4{;!rN$ap!S>6r95%PUF%@qMIduK8}7ypzGQzbeiFugngU9b{H&_!rDkKj#%te>)c zE1w`;BhKEps>RomSW{?9_qwHgncf+~X?WnKloIAf_PLj|xl~8NS=P0zr_4shSTX-> zm#>uF6wcT(bX(xg;Z*!;**`c#d@S1$upyXR*VJD#)(b$tAZE=Uw{Kkzrcw zrOccdHvQ1`n{cSsf$;&8nw9HQyz647PC(%6AW9m~?aaaDHTrl*@2IPFWx}yzCdyfP zQeCCK4>oi?rW@zr!_e~CBqvc#`ayZJps`M+LDa}>rae-ttNSFv47sIdGtF#eeCkCS z&5QmVM7B1$admPsKtw6y7fU0xn(&i%dY%Og*cnd*MSYUY)zCLez7ceL{BVhmYs#F zAN8<^Tsv!&uE-FtU}bL|H4$NRuxitQMgrAXFGJ1$*dvd2F?fV#c&dm;L#1I9iT9?^dPf$$2@8Np zCCkw*Dkj9sMzOlDwy5$Qvi*Gs#X%8AW}j{Ihb0>q_S#VO%5M0&2L6zR(+h)xKS1C_ z@(Lf$$|LoWKlGuw3l_~K;Ok`wT=zbHLz{b?o4e+T3tOE3gx)uF5s{NNFM`E*K=rv#B63B(+;64fU*=2;LQ=}3FsqWk z%Jg>k*m+XQ^5M{$qg7`cDq$Z2!f7OAP;2fNmAPAaDPK(;tTInOe)5Sv%qrDqsoM z8=RV6Hb6^*>r`xa74teO{Ve|dG|YS4HTAr4&$-<5@tM}E3lKFqYRfb>(Hs2(f8LkY zo5N@vOCk;bq!rd>_>kOP+#&%L_*6x9Z0DbjA^mQXaaFiU81ol`@3p zpz7U3P3s5SnoK&;ffeF`59@<`D|0bUigL8Bl*!z4-n_?|=Yq^miH2^#4Y(5TL2=X7 zX~agt`sphe6dh&2@Kt1w5Rk9`Kka>IR8+~w})OTC@k5_dKkCQYA7yK!sLtH z@~1L_<8His%L0%wcls_B^=y0|@zR}Yz6|fg*_|jhqJTtM*g7|uUOJzGdK!;-Lc7C2j$ui-)fX~qbw`-UU z+|?h%0Kf8*i;mcwBezI`OFQ@=YGX!pJUh`nCJqN3=u99*2o&Gpepan zWf;wxxwN^F-=z5N+bTA{9w0c{o8Z$lSiX+8bYsfgYd*`5tDBeUk~YW5*}DhIM)OVE!U7&XN;Ls;P#)b4{njmaaCKtwh)Sw(zs`R_ryo?2DLwe) zff*Fnljhz1H>7BVJ*cj87!;xVa%}2zIfivw_X0Qi6l2eTYT)!IRYPUDxAE& z{RC0T))NgkcwenFb&<}RxQ6a}BY)G>$j}a-t7l*0zW=h*9@i-_t>lx>It7Z2_jXyc zmkG)1ZH;OYp$8WTn2G3gy8$vMCgmT4w{UxcM0>swYU9D~e~%jo>n3a2V|9X^taQ}| zoPNAEAhGNqE0GhgN#VP5HW6bK>%e;1IlT=wK*qP1Fy!(jU|)COGM|Gy4b#Yt*Yu06 z^9#t0#hv$<=ejoIH%Gmhb?)Ye=?mCJ*w&GA*BFc2pbTvbF7PZf@=qWaDJ%W#<)kdA0tjEG4)y7e#e^+$1zIBs2mj zD6*2(dghUy1URIF@8ZBE1P5q@84ias&z>m{hj_O0obV%IZgHCduOeD|MuKWMHE(~M z+wSX1e#7q`k(vv!VK8|@m4$CDUkOQhx}1Gr?Qc>lqCq@riF%Wg^ex1)5Fa&bVzFV* zYnECFu^q1ToW!wzA~GE(YqAXs56)>rhxby2^3wDA@X{3t6>1mWU&mRuS-zD)1c ze%WUH?2DQ9S<5%QRH-7VN4p}$nG01_rR!y)KI})I{I^w&HGxZn)T@_QRbon9RjDDg z81jy!N}lY3dgjCD(uRi>+BhSrHavP4Wox^9xfI$1Pow$^Orr-T>FUxshj$Z?%{p|W zzkz|$Jr)eLK_XhzD=B??8JE&qW5v{26^NJ2vOdGN`203gzvJcsNJPz~G*u|(WNK6i z=ppY^x}J?p9D-wH|jem`X@g+h?YarM;M!D3TRP;b+~sT)RY3 zE@?xjN&e=O3~Sznm2f`RJBo!4?8Hms4AL{{&c|z3AuWQpJY_WDMhl+e<`~%s!#%G} z>bh2sPi~UBUhU-%2!h_4Z~(}tZxx5<>V#z-MjUnX#XeOhn$Ar4;om!yz+0X2~!a9>k_Qr00L~hBbmveuNphT<8 z+-7o7y#St}Gb1dL7OB)L?&|{Ury17TNqb4=$pFj_od3G7XlCA;Vr?0YtJK95vmnO6 zr?qI?pyBSc+EM|&loLQwtFK}8Oq+vXiD;=mVJBWbq5ATLnPx*_`=?vATvzonJN0u{ zt$9w^PPy8A!7kp+j1>XhgdFK45X@Uni;F%FZ@Y%>4^J9^S?+t?VY4PXcBGQd(%|)S zT{#d;l38&A=c6xkmWpb$<=(7S2)*w*0xDo!Unj9bqSzjwJ=Sj8%NFf+N&^YvO|sZl zrM4Of4+P}BYQJK*^XTd4wS9~mN*q7v#XQrKT5K@RUQku;U|~b0I`LjfP9jtExEFM( zzq!X3PV~n7bXZ8Qr0q1)^-|?=S=CQ7IHWd(c_20s|mE> z9z`tKNiV+iWNjrJb7YfGGxo>1U9OU5uxP5j>{yf1ir(dGRqG+>Bd>BSn$^){EEan* zhIdFe={PSnKQfdXK%f0tzbNCumgFa9O!`#I#a^-GOQHd$2-=RV8UQRo2S+N1zIN`Tw1!Po^i^p|{EoMtCp zdvl`>C}T4or#-!_CNp~hw}59|!_L#7V~>)A!gM*n^Np<`xdWizoN-oUB#F>$ZfcZh zt=$WB(}gB#&mj#dmXwopp`)BSia+s)Xxe6K2b_25NR8Hzrl}Kjdjk8N^%X5p1anPT zzGZfGgz2Syf%~P&K7K-x!?<+uT~-1bA@D4(TG21K3>?G|Qp^Qjed-iz`_w1o)F~a6 z2#J7OTVYQ1`A1fPu91bNWWC9bYO$usmr-<))edI4Gow$j8*XjsPm`?eXC@QgrAk!s zwhXJA945FG0rT_`7IR+)^%^H@6+{b;Y?5lIP}!4y>C!zb7IA93H*>Z8ONR%cx=|^L983%;J!gRaL1(t3RQFmu=+?hyeXV-jRn6juN8kE*C!CsaKEzEF zVy0}4azJw-EviZZ6^&eA*g&ZulfkEXLTjRcgrYZ86s{-PKojZ!sMW$68b! zN0bq5Giu62ydIdjQPa;M*wBjhuvD!b8Uq*!6aYtlLky+WcfwRo3)EJ#3t+mHxy zIqM>24rQ9fX~PItMz2W3K4q@8?;M2hCCba<^&8#+ zRFiAOhd4THr8VA`*)T#XZd9|c_B|fStNOC+OTogOd}GLhEu4sSO{RsS%bP4zcr)3Y4vA0 zK}Oqhd5?nYAbMvP_M5zF|HR`spH%q2CmQ}@KK3tpOr*Z8w*DC9EcJL@vw{#<8Ll#{ zI*NBEfzS%gGY}kkYWH9;oQ*=dN+Usw#w#AM6fQn zYa#gN{obB}@x<_+>t6e)86eSy7xV^Qxt9{B`Gp3ifoEy3}ddS7=#b3;% zmVTG$Am%;;`a;uDLi7`&Lz)*R{Z|HNi6usF#4eBk6egX`Zcfuue}P^7blHnr3X2nw zt8w`3^H3YxM)^gsc{0sgPgaggtZuv4)&`8m)TrC+Umn{oRZr`f>xKx(dAY15WyaTx zIDh0n0Y^!{a}qy^2M|486{4{*_Q-P-b+-6Cyn_0OaysJV8!a^KSz2%Wx@h)>?7kt* z+pFdb4BW)AN`#xU5bFf+d$-T_1ya3&JyV4{vXt*|m57dP_9tmS1zGE^vajNDm0sIY zHGWsYqKnH_t$U@W_*$ejTLh(_1z71;tIIU?@s|YY(8`x&!a-vTxCL%^`l^P=1oQBW z_YT|&0L!mS_D%K!51ngH1)EgOhL2vz7ErNQhDd!@q=Ozmem0sp$0EQa9nIE;w||sB zThb^^cFVKciB=LqMB8?h6UJ&(lvAoxDgn29qD@`9itklUGrDFn7(~^aQ=|J9yG+#Q z!YM#!oNl_Yt_I6V$6N|dx}rRx8X;?aGmk;}NWzF-;4!a&5Bp+#(9q#%wTxsbBFr6n3D7M%Py0m9*Bc53Z2l zS%_2GzbaDh`O=^}r$irbF-@WAI^qVU^)F!*a*MyQv?>qU(9$09ra_17J}^@=I*pwZ z9*|A5Ki(xT@aW9jMQ#UuQ}RU^@pD|Kt9Me)Z`ylwFTlU=Ig1+fV&TOXk8}`0U2B;& zFXg@;2Q6)!p;xS$NMt?SbS_rjU9@FfJUNqREMR|VR{Z8Q^xcCTT)1(I-mY7_DYyW5 z1^vaV?AzJ5&ohqA-8eU{E`nJzW5H1)VNU3ksorC=vBsDaiyZmBR<)i z$#lce?iPmjT23ifU7BJNx`V@fTgT%0G;VUFXJ+u$P9vFIQ%1mYdIITwy9fojc_GM- z>jm#b?Vt*~UBeAtGudV$*n9_RU(j2-Q<;Lt%-b=EAw7II*wYvqb||e$Hz}DzN?Ci| zBLO@uubd+cfl;JKQy5`la~W&t5W)@m1+^VN-5iL482UzdWsLkF?*%{wg>c!Dh)QaT zb@WVv7LoLT>-5_74FfX!c>#H%TS4LYYD;(OnYpt#$|RuGO&Js8Xp&~dGG;R#$|e}( z6I;}iXtv>7V-Z#1)Jm_a;^aB0^_gChMu)us`YPANx=oA$8@;~1-*~l&jgQJXI#G_i zL>xbxEpA&ev4O!jd1$?O_LK$eaVMueiP!vsNpyKd9{c!O%AMOS%``8lPBaEz%!ghP z&4%TgalurX3#Xl&>JQHfu`{hBEfokPy_g7e@W6}{T}luum(AEm3FJC*hdBW;hz;}4tr zsfw8zM#Gf8Ddh%V%d!h={q(nA11%pObdlB-C=W+zFUy!ecNb+9b+qeP3F-%(9bC00 zd)}tJusTy%Am6?Bl0YZLBsY6ESZ)~_`>yTI);@yytX_`iT~lQ&CwY=~pT|u0)q^$r ztJE5+eOJ9B@3!gl+NLk+N(Ut6Go~KBYOxemX34|L@c6aKt?* z^d17S=%U%f)8*dX&pjyoUKnu?0ljzc9v>aFN>Zv$_0r1`&lL)paBx?g3THz$Ok^pOh81K zSAb9Cx3c~yAy6IVh6D=mgCQUU(ha15grT4goIqPAD8||a2?e_SQX#^JRdO!Ec^;&J zbU>UV@vrfv=S>R;(t_FOV(bARO`xzC02`ZxcEJFJghTI0FcQI;~AGJ5i-9O3;$}DT=>K9m&DWi-l0F&B$14%rREkh(mYJ` zWRItft9!Uv@^&sDTfHrj<$zDrH&4}u=$?DoIEcr(6ShpV0&d|=XywN7!qYY9=SzN% z^XU4nQ*Q)5e~)vf(Q@RY8iFg=0)q`wi27ln_Z|qm*T|$&xY@`0#Nyyqjm0cD)qn&wRZ%8%m*$S8Rl%a`7PI zk>YL($>7$>h5)kVDviS^ zb0ne9yv^CV*X>NMJVKwYgj16ismIshjHZ5^n}EfZ#uurV00~xnN!f0qBO1DShRWYmf7;|!)zRTj_qr5j&uXU#K!Zq_SqNd4O6m#)b&}m`I zcT)d(x~qnv$NUOvQ)D9_@7`tz$uq7NYt!s58})^+?{zU9q-Gzow;5yt)*W2=#ZyZQ z5qEMdo{yg47f<+C={wwG>Qtmwgc!5w@=Iu*J=Pcw$9|;4*Ja#x`au3VHyrPvkw)XV zO@_`<^n%1*O^s^#4Lt2lg+j-fUlEVBI`cU?ckh2UR$0tQS9k-u19#qm zt5hHAg|fLew<@bXzC^-!db+(4+S%z2f8@Ew-yVfZ9Yf~AU> zp>%Uq7vf6X3Rv|~TCdy38J53Lk2-u;^bFbIl<6|NNmLnZw`dF8!?5U`ZezFdRO8FS z7qZ6E4AhN^x6Z!4p1W(uuKi+Yi-qwstD7`%S{9j;mUX&l($tv>MMUCZ6!j=>PHhed^z;7E?KkN0=L6s`J$NS;pH=9?Rrq+gGd%C+qW zXJ+BcmCmn^Y9vxqet-53`DinW%T4*Q&xk|nM%8yv)w07ADsnq#S%PF7bzD1Kv-*MO zu*ab$Kn9gB@HIvn|3G5A8z0hgoZp1q85y2K7QTCx{H1$k2Xy_+UEt&8jXi2#za)Va ziXD+!)#~?};fSaO(?AajO`8us98Pww0h+};^sG{&laqUc) zdSc0to$t(5&9&WS!{y0p!}-W%NGBEN&RXKdE$DXj$Tic}=vACZ!6HM`whkkUW25~x zlECQjk^`xajuXk%wsXGl4cpr2@21~g+E0r1=#+K!x^3qVt)u4b!n6V{u37jAuSEAp zw=)vv~N%9CR71B=WA#bfD9g z96XFh@SkrSH1OocziPK@`MN;vRtvd)V(~nS(3I(nDf(2BCAdqeiSEe)9?`2O%2$X? z{kBg?Zsiv5{fTGsuMz)0`%xnuq$L2P>VQCc08ROUq7ZDHs4mJ2iM;}V41uO#pa2kj z9y{vjhyjZJn!#0duyh3ea8s~h>8c7qQwcF)AtkKCAuKBgfr!b;DF{P^WMzfr6=da< z6h-)zl%#$4tfZx`vmhgwJONQU>{?@xnt^emT)67yj2<5}-J*rHc9WB?{o1V)X_ ziKKEg-C-Q3OQPIiFiLQ1tPGj03RC3ea-*@9>a(ShbT82nQAhJ=!Oh%DqPZ{pR}VUN zb+%@xs_ryibrb%4@Fs68p*nl;b#>A9)9L_8y|QTB5vMSgk-p3 zt4YoKj$+gy>g=H;?W_MZl?w)nUDgzhHI5Ki3?c$xWmVKt0tI9($P&-E}tmg)`Lb?EdO_6CJF;MJ(K(V&{F=zINfAzOrPDKO? zgLM$yQ5b8WHI{t2h=V{_XAq5a!L}VVAKcOY|8tM@2Za9)`fu=Je?YD<%nvWsNJIVi zMlHw>7XHKSyaJGr_Hcs2ZIKut?A)l5?3?v(*?}m8B)g%o26lNYd89Q;#S4wp_0rUX zd)dMv2zF^HfP{y*hrN?M){;OEdpidgaSus$DAq?tiesP;uio32=HPh zcwIalFi;O(2NxEs1_1Df4h5tO9F20qocsRgI-xK}SBxY(I{^4gH3I&-W+zv)-4DG8 zI0$Knv`0E%TtHx~ua8v+1WF*_;_#n@<~;dRy)M%EN8)G74kh*9o1Fycyc}53A4+~C zerb^a{aY441^=Z2|MN;=P?moH=HSBj1OM|j4?2H>trP#RI-MuQbsa4+?oc#R>fe7K z5u(|Ow}k)Sw5~sVcI?2kB)j{$M~=Pv^_}gn!D_L8{f7Hb zST>e>fzPS5z&Q^S0RBd}#lSxZH};v(&%1w3x&H@*8Y?35-)Q+Cq+3uJOBc~dH{egg zi6w_Wt91o{bAFtiUBJP~@x{S8KQ;Y0<$nEfs=0~EG8)Si`o7kBmLV* literal 0 HcmV?d00001 diff --git a/src/fundamentals-of-ai-and-kr/module3/img/_global_semantics_example.pdf b/src/fundamentals-of-ai-and-kr/module3/img/_global_semantics_example.pdf new file mode 100644 index 0000000000000000000000000000000000000000..97ccf0ab432610702b14f0b11094b947d1463125 GIT binary patch literal 53929 zcmb5VbFgSJ_a%638}Hh-ZQHhO+qU_xZQHhO+s3@_*WEKc-BU9)=a1kd+1XjyRaq-_ z4vD<5C=CNG3lz!R((oD-Gd?}OouMTZH#ZcWw27^mvpGI98~%TPpy)&`tes69@##dZ z4V+DcO^ob}O`v#rp`4r@O$=7?tS(1cg9#h?takkdcu=b%czNd6mNJTs9sura|Wr!%*+F`=_JHg&eMv!=7KF{Axgb~JIa z@HBCxHL|mzbGEUk<1l72rDriTWoKt+`A<8=e>Wp_lBX%b7kWa5MOlbKeWIE|(SB$L3P1o*kws1W-*@Ui4*oB3!tftR{^9fg6eD#1 z@4NZmApJL-9-obc1)qhL^&h7H7mN)5i3`R5Inc7ZHErzvjKco(^cwQr0Jh(E^`b-s zV8{e@&?A%rY2wd-zZ0)Jl2D}@69YaRe%kN6+TIo=WsQt&)5Zxs5ODmNiROhhEb?o; z9Wg8Q_I6{tONg6EpI7JF$&EvgBcQ+RQZ>B7_4a(b_k#FE71BNUg&&mTJ0#=Hg$<0W z9g%yB39epTJ@KU1X0X|6W1XO{nL5K@Gtjm|<39g5eZ$)5f>K5e=?(5T!g(W~*v&9)uIp11N({5(LOc!!VGD zOOWmmZMQ@*$$$+dcTp#V&F>DQpA1~c$P8vd`jbAziY4co0n&sIt5MF_uuz~nOPywO zO`t6=80k$hp8_Vw+33$b|yo|z3e>s?Y%^=NpNU{ zt(svP{)*L@-77#pD-y+b1&y1eJf&E`K}3goQf9wm@%InUAdnIWUN+Uu-1sMhi@>Lbym~cWi;_ zf6j#+0z+SxyYn&#wTN!af7*!DG-F0$K8;CZzKp4d!91IBXo9D^x5rciftz8nJ?s8HHjTdt-=YYR{6z ztg@MCmHJEQx`^&rJ39lZ8Lm?2N?ydk-GQ+$P18IFyn3^;PrF%tHvl=H@eQ8j;mFh7 zwf@8^c8jwe!#7j6YQ>UMM}qHL7Vp%pvN@MlF5&|bZ)CXk{L7c*`sq@#<2;nt_E(56 z^!z3J%})asBP;iI=5Wo+lQ$+WjZI=>mW(d!Ru%vW0XF}N7eFB(E8x5@1 z2jGVX(*;$=%S+N!m!xg{=kg4VpKbA*gvaiN^HTxOnc3@-Ae4GDiUt(=&t!@b7LGOZ z@AI2QU0Lg&>#1F;tm8;;+2=s_q-S8!^Yh?uHR=5!sUDbw*@(`V1zMF5kSZX=KO^8JEUYz$$L4OufYg){7; zM+|y=dY82vrw1P2<&jag9J4{UyQ6HL^^3!&=?3#Dz8?sUH;f((73xH0U1;j7tMxRm zJJDoj2p+DO*X^Z%t@HbKe62-Y@97}9JH@vdGkWGDJBgGG(q=6W^Ghe{DDk&@2CmdC@Y$*Wg(WbI0jG?#tfX%_143?9Ri$6bnh zpkhrxK*6lqoz;gT>c>TAE6Vos(~ZEWo+6^^UNo!gMn!AS(hP4ZqWKz@b8LEtGI6Nnub_BGpj=xw zXfpdo)9$}N>3OGtbMEF|KE~hZvoe(X*Fwss9I-Tbw0vWEAYjt{)&grlJAiJbd9lQa znKLz`!E~T;&Z|VW(%6~d)GLZDgQwXsq&ii088ELl>(bRIo_VM?oQW?FNLir;gebF3 z(3tAVCxT_nWcSNo&=|DR7ko=1D#V@4I(61w!B+Ac3MWQ}H=!&eXjtDj1AGJmt`F<$ zbPmiNPIT>xj_9!K+-|yUyG@<(*RpMMf=vw0+^YzRtE6>7(nFm5=K7kgy%nEP_ujMP#1<5N|aU>qj#;Hy4CBt(oJD>~}ugbYmg%KM= zD2qLjRqAoC-6Yfi`z@#u)+*VB<=Sz2{XXkDB>PD4gXMkFAejdU<7OXA)t(UVjif_`mninrj6Pr@599Kn>L^+R5@kOmtX}wTI z$-$$ML?N?YV~90B`&48miN`jlKl0M$YWdakYuRW)dqjqbWq7J|P|+a0=#m6+ZmmN; zPVtZ1*;>8$qDE#P;kSi!T98cki9IG%8_FGt>BF-)id0NKzl=X2Y}}kp2nrDP#M?#F z5LJ#wzC3CuLE@O33Q#1__O}X-d2w_h!SPZfGd#2kO1F3y>zTf#d(ur7E}#<);{vs< z3{H(=q39tIa5a2_V56MW1iK_8pmpOI+&AKSK-LP*<`yBV6Nir?fP`6-Ttz#f4;?98>L4 zYIw>sI-CbnFgiDAkPL3q>Mm1`uL|Jw?v6-{+|iO$)Jd5$L#|ktPNJKEZqY3edOYU{ z{@y0%j7DP9$ZjflP}9$5ypqA|<+Iknw8a@U=wTAo@UV?*gfwtUj|R40YuFY~2O9pF zJG4^FFY&@o;s@^sHPiPLc9HZ<%%*>6MAV;Bj&tE6>*#jYQEOHNK!S}N(BJI2Jvq=i zXLL>$Mdk(3l}@+3VD2YFwdt@3ml;CKenSXKqe20W@VtV|H8syP>{YmwGNl@Sq!bU# z-E$sB{o}Rpf3%z7|HgqY`p-Ut&;DtI|I6Z zNj+n`w>@m=WNh5}`?~JqF9JG9ARX87R@fbKtX(L_W&FE4_A`6`vQLexq+7e<$|<+X zaDEa*OA{^UM*Q}Zn*J+0%c|#_Qyuy?$#<59hrIfaA@oGH65QjGY zzP-1%*-7fHS1Wo6(;YUeRcGOpP#RKXR_48wUD3?F_15bRS*=wo(|YZ3Hj}*9nZp#~ zy`CHrLL`;vAfV%CnV-v(0aID7lcAGM-Qh|I;+B-U5(AZY?x<*$!hccC+koJdo?a+B zKaF{kCA#_su=URHboC!k(z`gI+*13pN9JM7D{y6VF9D6!-! zkxY{z6{AAN-;rA%#q7AT+cQ}lkMHdbM}8lwtg&53L%n>hBJzn5mzf8Mp=%3`n1!35 z;uH$zEsgV_z?5G5lIa@)@ay1Ys2%;rBUyq9u^E_&0t;>lFgq`Qcq;?vKi`QcK#3@d zk;_E_KRuA$a$~l=IlWoDjxG-OC*j3t`Tq16Z#QZDs3K5p{^C<@_FVaKzMmWX@~AfX zk=3vgs8UrzU#EB2S}WOj4M)vHqU#(#^O!t$qt1Fs<_=0(B8W8CaZlNI4ly#fJiV$v z|A1D`|6@Q7eHRMza#ataiu~q0hugjry(t{t*Yk77WI_>fZxQgJw8i&y#g8*utu!sy zB$G3dMxz$%pr@5movf2BgDpm@nPiX%RA3@fzbc5yL&eP^qoLakHY~Rr)tj=bp_}dJ zO*We}T5yv;gIGC>2$j9*9_tcR5x2m-u3Us&RgX zDU8lL_bVYN$d+rcut7E%Yi8z{9F4ab-XdVRue)Z&_%u~C8>}=`cGN9AVTUm~-37T# zXVqSCpRcl;HPbB?Ij$IfDX7PJrl31Ommh-DjYUieykvskGh*O*(XioA_tAWae{en6 zsUEE-C$&(EPZ_e&4JXgu7W&q-f9oQeXCsHQ3FczdGXW*$2k%B+P6r;)0|OleWYO4; z;YbK#e0egQIYK-R;l2e=@W*7!-w)3{4)pK6SQz zo9wNz#;lgt$+CP3B8}%b5{3y)l*5;O$ka`+o&JI%z z4jlXT9{~8FMN-v7Ol6NSn$ZKGsO$7O%oM-EjCy zsyb;+{Y=r$%$=X|lgTcMXGRIk3|>UUaHKq1 z-WEkB=#(U@6(-)bGSE=;_&NiMT8dLE4qM`QiR#Lby|^ss&6{63$C4hv!D!jkiKNP` zpU09Uqs+1+vIR@~ z#I=Z(!s7UxR@K*evSA-P6L-uw0d=0zp8PO;&2b5qyxC0k3rBUAKAAPC{Vd;#@Dr$| zCsJ8pE?z{T2-;oXx<{fNdMFnwTbubKlxr~A(`C|VN4wkWe)XP{RZ0{%1BOGY%#-ui zRU8pj=vkvSFBh*U?FIQEEEwmkf5#Wq$T?LCBgiOtn;EAAOpUWkc-HH?sDP?BpQKV~ z-M;oiRCY9p?5>DVcEshQovSJ;;tV7%FupF-hy?lFqYyvH;d*}T zJ^F9d>pSFY=uAL`*{);sOw5UVWMtVfM_a-0G{Ah5Dh(| zqkimY=J8A9K5Un1MW%scMhVVuKwF^TBw+VI%(2<(Oc|GEWKGUF#mpRj7R#8Zh#gKb zc{lU>)Ns__Q=}k0XVg7+^An8ryLYAmgg;zsZ285in>PY*9$kuBaRrL8E>PpY;D zDO1qx+wc?N>#t+0jBBl3(B8lmL^sH{ZsfYI6xbU@E;NxFTlJ$d1r=U**m5H^CU;1< z5B#=#;JQZ>xv;DOL*{qtEP$1L4awG%Eyp_AfT~4)eUhTNyV_vwX z@1U*q9(B!DO=i}fTg}($^}k^U6D=mdE-M$ByqAajg#9M4B4FN=;z|nJ)5z~>Mwxgz zevVYMhxZvvqv*N@l`gU*4j>UHFM*tEqP9ik@hG4NB!5lEgs(BJtBg|E;8Iv*l6mlG zXbntts`y^wJx?iKb){9N%4?iNx&n1wunj9(r8e(06+WYX5o#`n%s+8qx1{kpzVy$4 z^i6hMV`ruIpt$J)*h&5!G)=KDv^PMj#^0N5gx8m+P6f%FjV3KN>}or-iz&?I8kE{- zQE5YroiK%jnY)_S*sMWLxW95ARAVUuJ5vugZFHBuJ(^9lW;)#cRNmC&v$#IFg~QCT zOUF!BPIn)joDbAFo}Uztx|}?SOmX_OM(tF@(H&fAsY!z#Tg2t=Q(pGaNlWF|(#P7K zeNy6wdH_cD8$4S6R5ocYZV?^2ke!>sIx+<{P=Yl2BzlU5%P2_kkpc?y7M55#A|zK) zRR;3>;^N~@mr^sZrG~n?qn1;pD%^$1C-G8`sO1`zFe<%CNLBnyxaIYz-FO zr;T(!#&-@8>4flNbp6Jp#K9?|+-yyaa%)cKN-%^uB8rR9DqHOl2+tHUyX%uA4 z%*~f1uq334&olNwz#CqPV=RmtWBwE*nr>z4ZRuv{v914@Cuu1sinKc`{H;G%+hIT1 zdeo<`wBZbfSZ7)YN;HrcM3I#YjjDry#G(*27y=2#2tv?zxv^Lr8CaHIFmSTyXT?KCEx;~j-rOu z;{F-je52wRTn~yG!fbu`#M}LO8^mLgWzpPV>oqG=Iq@IL?e9$IO^)Yuk0mcubhZu* zmP}b3hk}BQL?aXt8I*!V%}K!p%+&=H>kf+b1bNf$@;X&MC=S+A3nCQs3H0#+@`3yO zBN&r3w+F{aDIiTO9u5PW#Ir1?!f?Lfn-~Z;Mqko~6((?*zOeBGmW7+2<%k*3Bpb9) zlTtOd94m2igdi(OI5uufl2VpG7qE+*fQbbsF^*4ZE)JPXZuqtOd-!_<+lX_Fv-HBI_T#F4ZWl+&!YP)XbAQM&9q@j`=&glf_@&d-2&^qw-v)l7~2=DhVf9W8@ z%6q6Wj@21E(wo@Rlf~q6-#W%O$j^D9aiH74J9uXzc| z)rOT5zHlUg#W>#OyyK@K)p7Q=hsXOa3wYPt>-{5VAW)DKS0_8``qt}dtluuq`}I2P z_Sj9)tIRf|%en3gMHbhRzsj?fiwFY+)sc0&SlKGNfSw=b>oi_L@5fzb99*ae z2nkqm0+N%M9p9ne?2(?wSTBSwfyOkxtimEgh8u!~&I4{{C`@iznNf0UD&G4|-#-K{ z1AupRy4>qKiuCg>L~bmkTim!Y#D6F8@Vm_v|oUv4vrC>sn0bhB?CD+Kv5E*zMp~C zCgc|?GAqwPBZNfD@%`qMrn%Y5V%67D5>gJ)O|8;xeSWNu-84j(ByvHr9YpH!ovX9} zsNx)yu!<;gGH^sVHzw!paw;t2lUJgm_adYjz}7NsptW_>i+wlfJQm2PESA(*r=+n$ zM(M$vs=^wlIpikWH$bstigYyj4#wR};8Xqf(3@bmE`1u>~ zxBhR0+96d#jgf0j|7K5+qwxs8ePzs{b;y!aB4A#RdS_ zo>Y2AjhMz_O_jM?a?8X+R&o3D!4{{3Yc+nMXuK{%f-0j!t^Swl%-J#-5oDYgEzgmj zdmopZ-x-Q_q#zZA+vBYhR{l*WR{c^G<2RCnhvK|Lrn?N;`W3Q z0!R>bsZDtqdu?<1J>PHXF9`No5Tt@VVrWreAqjg`w0{EP4|7Z%e2m#q=S~N`ptFjf z4ncQUyv}^#6_ugtk$j|>^dVIz+GniITpzfDct#PL(qy7ToRaIPKE0$cK_@X} zo@-uwVzl&)O3U-aW@m~Hk7D{1MXDyLaH>PShoChsdUZ5ZS{SLSI}ue75f$*@WOjnd z%oR57$!MMKCCsKOF){Lq-;i&>r@G6uq#$J-`4NnGwR&%-?|1Psi>>*FizT}(t2r{me&;)3-C zN>mllFI}_BiW7EDZnVTK;VE*7e*!RVf~<<8wHKVe8_lNbW$IwdKP}I3wduO~(gVKZ zxY4@xQmq31M06*U=CaxRi__|ZoM`2Q%8bv>@&ic8gqh-ievc2Cpvku)t(wH3NSzr| zK}q*}b@(di!)=266*>{WawyHJ2J|PC(4ZPLBt^$)6gNx5wz4yqRCY zB?(E)N=C>>e9W|jP>=XP>2ZD@!XPYW3BMTI6saPYW)(L(ol<0mZ{1WaUc=z5`+Xh3NLRvq=Y@jUOni~bh$!qpbaJ2T&nBm__KdH>kR>zkYN%R8Ib z<;Be&r(T$-u=4i*TwbkRemIKY47L+1E`XL%Oh@@fZxR#9qE!FfM!Pg|uC4GPWXa4INh z19)w-7o+?;Brb`-dmv%qB4Z*3AoEp2O4jp^zA7zdeN?y34K8yx+v`ufFDcDbQ=in* z8Ym~%Rf@AKuxz{CbuWH)rn62~A9au8qny-959{U_!M5LE2WzkXP#tWGJHA0=AT&#mnsxPNF z6U&z-e%%S9+5_4Cg|8yl6ulI7`!<&XuDvJet+#FK@ht+a^nY+#zO2~wdw379>-{*n ztc@ET!T021@XVHL{yHd(%FoCvIo_a6lB;c(pR1IOzUOS4~75(4fJ zm_bS78OB?Bc$p1r-^=}U!)1jksg?q}JZSQ<*s;iQ`_h1xjT*Peb)|JWMm8P?P?;f` z1S^juu$N7MQ%v?QNDNbRtS=Clfbi&IYW^K&F+SlC?ALfpGD<#xKB{t;T){NG!TeZ6 zp1N8iPz=#mph(9r#w>1o~HabEiy2?mvo41vOeukRL+ z>Xuf=C_h#P!U7Ba6&)$58aM;A1b3I?C+TYc=(Em>GbgxQvfX9TXsy1@1xE<^Iq!A* z{n9u~f2Ye0g?4s%kAFOptol;X&P&LQ@f3vD^V>f)(B-k%(_o^r-UPIvBeX3JIMIH( zmDd?mqVYr(1rZ7`nt}j!ES#Io3=zRy22cP)Db5Y*ATEKSiUe*_yomjIp-tWG1Hx$hM^WF2=xkXY08PE3)@NIr;pbEOHF6Q_c zr*g-n3a7$v#%?ZM<%EW*Ey85dka-rFLl8@D0wZxh-DpqzbR0v-5&z@|(nMTxFH*gb zky9_Yz=6X^k=m;(Ysf3)bg57Lxc1JY*1pzrpXn`Y@ERQ?2U7CL1eH@DMk2XT4jKWH zTiwuU#scuFY8im-mOYgXkR;1w@?&+QiPn||;RuD0`4MaZD}_~JhA3_4X4*XMCBXVc z_A@ENc|oo*vln5hW~Q2ErtL(!68eH<`)lMO*=FM`8&oe-y9C#Hb`-DM?X0r4R=10J z=)5=6ef@Ip?=0W<+wkMXu*l#o@9)td{7#-m_KKESDl3g<*b8QHQLxf?w5GCfUmW4_U0t9uz_o0ku^!2X*275KK=n95Z#vWAPLsNi;ji;NykYIGq>0HEEQD zsS4{LROb9Ttk3I&9*_6@`qq3|0dYBmh2#_qEUQ2eN3Dq7f}yMx!z%IFB%@>vitB_e zzoy%&^<2}1o(GwDs?6p>C}u6b5Sa8}K1De*@G&M09cao5!Q}?H2xtt=(&i6T8K1=p z3!e!?AfZX!v^1B@VokfoYu8MH-n#a=u(S95W*kq?H!Jm69$%k?T=(gzZ^_7Fu+;@>n^=$r5jIYVyKlIpuco;SAP^P#!C`{2Fd6SMn&|7n;2`9)k}|R27*k zv}ZuL=eR!tXtZfnz%JQJfT69ZfUtvlvROpCvooA0(JL7io6+MOn}D}( zM}@ClaJXH$?j_|t4J`%q+-sYcbGM)8)T}XBd&hw4n5WN5sTs#M*a8yMC8((|$|j4@ zxrPm5Cm^1iPtjhYwg^sOJ$s(TJot*)UETg+kHufFtB- zYz&SsN9)KAWbFqGnen3-rwXDRLkw_nVT%d0RPw9KZN@kR3SlyH1xU(oPLvBO&c_aj zC#g`N>I5`gRxPlTyA43+=zr4Key1W!jFcPnh!630NVwa;C;KYNZv!vz8iDfjjhj34 z*Xsiw%(g>gTW~(3jatwbAK%IFguy^{xzN4H?v-6Ps)Lac-{BL*Fpnyj(v^oJ>Yb^fHs96_1f&@I&H@5g3w@TC|7c zC)pVhwP+5J>2=7}v18{}m$!olUv}DkFBi%md9G_Gqnr|NcDS?LA7w2qHO7sIjywK1 zs06fEjc6+q%2~~$qogM>Y6k-4lnHAq_sMNM{lZnI=+zaJmD{6U&~oxXX6X)*15e-b z4Ni2xLg9sP^3~>cS%qlZsYWPQt*+*2N5r)|?H@gUm0G09@pQPl3RJtNI#Mxl5PXYv zji%+z%*<9>x2wA1gsSj(!_YR5p`c+p7R@#>SnUA7t(WJbnjR1H)^;y1B|h)<$E1dq zvMf`C*JP)Lh7k*%U#7v2oe?6nz-_9rv#!k)bWQli-|vYs#_f!ou_Q8(C=22sDX zQC$9;keiTH%e}XV4W@bcmIA?rLIn;=6w$3$>!&9chWM#qT}6oT~6JPy4AMw z)k=1I6Ox@vo*zCr#|w8=b9oJXvPp z(ksi3)8;(&BqQYhyg3`_3QB(52V)1!J|GDh^-xu|d7P@=eHX2DO7ySRg6pxLCOw}? zO1Mh&4|aXJ1!`g0xis^Lb04}rTE2B-8z5~6VO7Acddf(2m5t*i4g=+t2e;Al77eo6Ltj#^rL;!uI943_P$6zMD7-d^JJKEr+RibjD;L>CnQ6t;bE z`R?=_7Bz~S83r{b)s*f?OLynKoxOxqTrD+BEj3gveSx##?eO~XUX5)nP%HGiN6+{K z&yEkB>@N`){rLn*%Ziwt5actFgNsaF*!|rvoJ1!)i1pZ&h?Vlg@O!jf+AcE6n5EU} z+RMxHBk6nX42Iq(lY8Ik^5A}VH59S+ko`D(7?5J48wz&!1^x*E^AZNdJ9*x*rJ1&) zl2u4@RBogCihZtHqb-1lviEHLExxw~&} zyMrDbWV+q%K)6nDJXe2sANz!Kc%>cE=0ZFATpo>za*FL<>{`iPo+_n}l+*dvV?I)lKB& zC)kqdO3itoem0eCo4xJs`TA;%{MRZJK$r9o_E4L7ZcTb|-wSNhvUxi_tFW$zzuokw!9r za*l(Ur@6jNBC3<5Q~;InLktj66L^$*>s9Er_2=W6%EJZ3V!V6jA2ASL^!}@xzg*tr znW0FAN;#ZKkuZb5C_CP)#5kQSU7bYPw6I@pkefTZ8V7?d8X807P2{IHxF_|4;)jtf z{cvikthrvNNs%f^mModTKas^4EiptLV(KkTUzC-4rz}0hZ%0**xv~q5C*0pQcJtHX zx^fApI%?(V1^(^A);N8Q&`xup@|eEJ-DQcX%Mxc>1EH!mlCx4DbL;^Amatj(ZE9s^ zX5?jNV>Q{`vu|I!kxg4UXri-g&ylkNxi7AIQy4t7Xof7CE6wdexo`X&#aOP%PJoFP z=|OlNE)FFN7DlGNsQR6}O>dI7!c_v>i@MRD0@+_D$~Q$JogLi<{+y`E zhT|sd%|E+b*78&AYOd8SE_1*gtgb75Zw9xcY+PQOR$N&(*Dj@-2CkblmhDYV^tT(w zAal1~csvKEhv$bbL!W2+g}C6qcf+@Vz~7%=CzY%ooJ5Y=L5W%dkEg@lRBC{>wF4Xun;S*_K8V>ggV zWf6-Njh9boLGuhYAup6%D=lh%U-#4SUYncPHL$HV+cr*`X$W<>cD-LV`L$`c3h?=b zVsM_goO>Q`{-gbNfSj{JyB=P+KOd8HMTOic_R2(9O0qD}VH~z&`fF2sw?5w%RMv3- z>nwm`6ZblY_Q@!_Tmb-ZXrzKJa!)Z+vg&TxN^n6t97Y@J?t#;O{xhuXW+$rXGB=<> zJ|lbSpa7pkWxR-JwEcub>TM7~@%}^|a^ZsE4B`~A<#+%IRc>+w#AlA8GPKQaB)y;n zg79bW&{mW9%Kptl6yn{E#Ce#E zC!RM{d+rgA7XvFuO|iX}jW!&sEvr4hzHVMVE>6pEgcAlD*?BD9&&TKiJv+UhS4nm~ zU)yeaJ|1_QwE(nzWPPXR#^(0o{H6|fCI{Y*=1}PCV3+>M$ceb+Y zB_}KB;ZT-&7?AixMeJ3H!SQ>0pWz?E=656j;&}&HSBr*GMOH z!u0#uAPqd1QtYUR)g*n!DK{&00ex?r-JS1i`IG&*>tyE^A=Bf1U;1&mP-87G68t%VWh`fR zm(v@iQXj3HSt+^wx${EM7lZQy2O~1KaR|p9Kl8T_=h>2T0UB(7r>eTM)aNJzfkmww zAP+akY+{A#5n7QKI|Xgwp`zEP;+i?FNsG^Z;`;VVpOC~cFEtFs}o z6xRnZToP`B30h3N$70L}w<(=hw6|oG5E-G2c)WDVmtbf|3xzfEc>4l!b)an*ZX#!~ z(=^R_OttBBTC4|4e18~7R4`khNQ2qXN}JJ(EScEJDgqt)<%JEu#vfJ>ns6FIs8PXQe1k7n`ZieFG zETF%m3&^tCd^s={E;3btq{=e3`NGrc0|B)K z;yi<5XECZRNJDc$M`5CpB426g0b6`ELFme%Dv{oBCUC|G`zJ6}a4xYQ@s8k%j4Ch` z2E>sIbE5btCC6m4WwGmAdrgzNR3-IkRoMY+%1ag9og@pcZ=%Drelzvtxx=Cv2Br)% zhWq+PW_@k0NSYiI^ADc>zJ3l(GpY>BF>DISFo%W#ps(0}Zk6U*!Qp*@fu?TH1n$rJ z%=t|GCG2fB{a9-9I|~2q|22jSjO1U_6BwC@aOa3%<1zFDo(7$+o@It@MscE)Oh0}O ziopu=-Dua}c9`WnwMRnI4ki|i|NE(b6#UH}GIlFe2rCN@j}6L`I0IxUF$-ZiKuBGr zg7U1E>@bP-Ufm#4{8*jE!UCbvoma9HzM%(|e4eM#UgcF&GvAZ=6KSYw!cmx6a?^Un z`6nMANVU@RaU$D75m+5lWkI7lFji zZQmLFOf}uIy&i8dDsS=WsS>m!CdoEXk%7wysN_X#PL;ksDo9{tq)Pm!FnRoOykh+8 z9E5$cK7TL_R+uRpy61>~9mCT?YIm}tN`E=czA}o_r0x?NgtXx&eB~6yj<0&+E2v;{ z2cGF|({FKPOB1kYw@y#N3|U&Q*J{Ow)x#a?$27-e2WZ84rD>;)!%lwIGKE=_WaGI1 zjcsKuIV(8{GWX1PRvHnIPk|8djdr)PMzUJ^H}Uy~3E%ACju<@7GyC4P2RSRJAmap% zA;KAPkrQ}iJnCK)YjukrL?x*qAQcHH9Z|uNdK*ft0^%MawQi)@CHu)XYPVBIxQ=Qc z<+xeu5kusII_h!LsS>v6CtRN`!Q{C*M{Zf*0*+#&sJOg2C>()kKd5~&hRi~|2UxDx zDCnQ4PcgG^elLdBj=J6o_xzGzEv3P7#2GnuKj%8K_PMuZqzKIcxqV?@vcOmnZ4d25j>_7-z%0C8ZXlBut8agHp za#~KJ6FEoNX^)L~z2tPB8mh^U^v~;uO%DfMT58DlcQ+A$9}rPP#0S|~`DzVWyFP@s z=mnJ;&Zsfvq`>vfe_C9_tM{KT!8k4e*9$Dar%yJruBX|wwCq{}T6V2BTWPZFR#kVa zYHq6AcdHndw38vk6dB1WSw;GZCow<8NHriMiu7U5#R7C%uLKtjYw%QUcDb(jzKHj_ zcRQ|jJ4Z;xI68b^jsTRPhYaK#*_FOO4;-Jje#!xFh6CnZ)6c|BB z;x8FEQ^Z2uSd$hDW?&SppmkKOBKaE%-o`4Z7xJ$7~m@xCArDT74&71^*BbQTT;Eww<`fh zC71K-$I>?DF5_S>-o8DiaTvzLiXwm0fQp~Xm~R1Hv4-0mk>0K-OWAf$23Ar|tfC%$ zym-LkdP2?aG#&^Ql}^kFRQ2r6IAK&vrX`j_<|_%W7Me&&znhI$SO5|VF*NW4qoOH zcYnRH`?gL8hPc>a9v)vtCe9m8!-4KbhgD=bow$e&`>VI@vpXfX8dG7AyoZ;F=*UiV z7jB*tcT@g554&0fz1jFeF`=j^N>(;&xW_;fT#!yzS4ECeH943D4&y&v-Nz;-5@Lr@ z15?pkVixc>I{=07k(vk_obj=nkqw!-50XSo1nWpxMul#JBOjLgi;^m~nReDgAw z(QxtT`Ll@-sl~=PuvGn7EoddwBO0q+t|pQ#MOV50fb!&+Xw^e0^_HDSK6Kz&ox}8V zL{E@=`Lx2Lc@NKUAPmT7=+}pS)YOdqn{1qfSKj}AK*6tlqiS`eB~kgq=R!tGJ^yO% zY=5_oT#7rIHys(}hlP~7cZ-gTgy8XHF7BYvKG>tL!N`$%${(wly%Jy~Bx2xZCG^l7 ztTb4G#xkC2*jHPfsJIw*AHtV|_9O@Yq&PEccl-Xv{{vY-roYS}-=n!tGBn~b0gugR zQ7B|2O##iAL0ee=l9jKgM{Ib|<+HK35>B0ti8vh_5$W%dlaapbbZjrp)|KQ(gKQrb z92V#o5fTs{8t^ApL4U!@zHPPr=)jE;Cgw$49dF1m0y4aH1KMY3bk3jwD-{v1A#{mh zwak}D3)#M3A5ojvg=7L2m+OD|I{iK}Bcxv@`< z`N7h!A3u>6dHg}z!{-+g3eP7L1czPvGb<2RHj8~_-eq3_xa^iipap{#WZ?jxqY-|d zz_f=1`1t#P06pyOaUjIcEB)S`?zWcizWD8dFFys=i%G_fa9IpGhM{8oDl5OEp0Qy; zmrh3Ax)gsR%>Qg;$XGx9-*(skxVieqval={DmaXar+H zuY)Gry4CX5jvuFt&k1D~rP8hePHAA0Z`<$GW?a))sLdp|3wmC18mU?uUQNR2$OWV- z&>0bxWXcpPGVY|0PlSI^yuW{xpI^+G)Au5S5@I56hXf^r`<*y)H1z!G#DJrb{{A4b z$47=-yOQ`QC_4Gr$t*Ai{e2^YePevQf{F@DR_!*oZP{&Kaof%BqRYNGYo65)&`D)^ z*&g5h!RP29NS+6S{Ej}npM>t~x_Bnu`^W)b&%-{RhkZQ{ojD#;Q(Z_`(*GW-sE~k5 zr=qW&i|%Qzu+8cIxV83g8yo+&{pQED^&i~MH?|em{7gyK!vOCC;o*MAq9Z_Dg#`sf zh6erax1Y~1%>h<=w~4OeO3ezHSqY93y8@Lfh&vJB8|LF1?duZ;DInUzYs9$vS$&?d!i^F4+g8VP~ z`b7Kt9y@dTdO-N~=wlB9gD-e{h5H?ifLIljxNTPZ@;pdcfYQ>OQ6d;^s;$V$xL=-| z4R3Gl?Pvv*0)0Ir!vZTx@^Q%Cmik%%(CaYh2R(p%jzaq8tB=`QHc?IaTUG&Ho-tt| zaS@^I%?j97_OV*6xh zAea=@D?yepDk&-&UC#)PI~m{;>30->3i0+0@(l3vI_i5q{!09@8wF1rBExP3$0vn^ zUkUX)gWW_Ad?C_WPsO^051>kBZs^XAM^poBL@$9 zeM{G|h#JuMk@vS7{aJoTJwPsMsI8`vh!evjOafXfvGbV4Z{s;pY+yj)|^ zX|0pvGZSOeW6Bkk)~ZvPH7pf-cy_Gc$fs-jM`kDZ)8ivE;{#Ltfl1zoX?S#DBCEbK zzq!4%z4v}$Mbgv!``HC|vh!}|g+t6Q%`?tw z<-mDL#@gDN(;lRzXQTn8{X&nQW=Lkm;1PyrC8M+BqqAc_>x<7m7LAPzb2)mog3o16 zsipZ((zC9{^C>-I4qGwExq1Es1_qy0sMJ#V2$x4hqaLQ-ivu<+GCbVh6Tw4br#oWV6c>zp^a7nV0IU~C#(3)4>1 z%<4Q@!$e3ia0v>d!NKHxL@kufNRu?+Y~L-SG1MIA4{Pqd)g6#b->f^{Zn)m8t-V=w z@2$IcH=VodjyGG1Wffb?q)#&FdNyr}Mc1=vQ%uGbi>71HCs`yFg(PLJym44|pyf8_ zw!^u%y833_^=8%ecFpy6!wJscZn)oWfcx8aZO&bXb#KkS>-?pB4jshzA!ro(q-s(! zG6X_2?dG+L8)vJo#AhCll;FBIbOP-lQ_Lo#J74lxRJ}$`A>hIA0H!q5&lf$6#>xqO z0u)+71V^M8iJmJ>kB0}LumghGRBg=ivZG=LOjf`Y(Ouy{0$BB*KmGpls6j@~-l)->Ego`m+8f#E|_f##R8uw}MDTRm;>{z}IFju-o1 zXmkG$X#Dx_z5IpZqeDBJnh?D()711JgN^NL>#8eU&`BKj70_7G;9bRO$yt|A_myUj zU|Yvnc$G}T9~=b9H#$7b&%*;ffM@Ja#`umTR` ztrNrsdJHo>H$oHN7Yjl|RK&kJ0OlPgR1&F$UU*@Y$3 zyl8m1v#B~E#P{))(+mQJMkJ=(y#pF&Adj!U#*O32`}+p*8p{6M=Kj(KI6}D*I^h|I zbyht|Lbw0m!b!-$LJ;MIrS&DOh~WHj6(=O>9ftm?K^*WBY6=$m^H%$t2NWcreNZHv znnY8uY1M&_c$R)w;1CJX?R-`2g*9*sxmO#nRtr73zPq@kMF+&C`R(uB+j` z5)R(EH1D#y7iSix)H;=&B@W>lyPc~MUQZa;-yLSV8d_Xf8?C*d0i$CDT3DD;& zH8cXWuujK<2i&LhjvF`*7>3+GuHuDM!{!1(O75Q=5X_GYmLv!P4z!A71!LpwHh2&K z1dQ3<2?Sh>fpCGLx4!`cL>gR%p{ZE*AKYXyojo(CwdoXg_4w?V(x#C)lynuxylXda ztO#etAg(A{YTdv~xB^Ac0)s>+PBCAwTd*oJcn9$^((;bY27$Hje`?7w=UA}sI2}8# zdFSGidl`VT{VB$NofYsECu1UGBYl2co~_DAS)5Wj&GtFN?8MN>$N-ziqVw4tOm9zH zRjKEp-^GQ62YUMi`ug~Ld-?l#AO8Al_z(ihQDPiSf<{Pj;L$Kj5=ipM{nbW<7)w<# z7SpY64CJEoWD=>VTJn-UtC)>zINjKvrj`EQT59+^lP1)-|uUPA{%5Ev>K2yB970 za3lh!8t&y4_0flmvT;Q7bDdPA6ewh);*owX9gij;U;}h!UuQe6y)`j57^HN6FE5a+ zfc(9^4}SF(oQD8u9E`zU5eg+Iz@=Ci042p?1*WKMIT zrCT+na|A|K(^Y1*(PgBn88{`x3cUN^lCFt9m>A$fAr-hj5wcH$0OOG}ImnzI7@r?) z8|nf@4J)OM&I-q81q?lRXl8hEV`D7Ho6iNlHhJ#zF zY}#4(yuo46+l)r1X?AtN;Fz7X7?#$T7uS|%>?Z5>KN^N!UWd;4`aC-5r5mJAun9Z{ zgGc9y2ZtF1VBA_Uu=YU)y`|wfqVv^*bEiUpp9VU5bRU=37oUBG;G@toJg9xpl7s{j z$TlE0K!kt{4~8UJL5EhZ_beC*o}{K>qipJBAb?~~I*{$X^OJje#$~wt6PKXzzV-_(*L7!h+7@3&> ztUy-pk@XdkN?!{)8i!j-X%!u!Zj6Qi)!A{lan)qB&VpZ_wocElE}C5Pv(C9`XcNNx zJ6x83$jaCA;JwhG%z%LTQ7*BgLBb!EO(^@R)Zu<+Z(Ds|MwDDmU0eZu{LzQ|pW*$}LNf*A2PNqEC=?xIe+?SS?E^Ez&fPWZwtaYZl&a+rWh5HN zDoQFSOcRS@&@=i|fnF8!O;s|6`bccNj+bc;v=LJP7lveRP}B z(@g3^46+6|bh>gv*jQ86*WQ4Eb-r$V(NtHP7#Dj!Fa-44?|MuhFOT1S_yLRyN2`b! zB_7J>&_+Q>#GeJ?!7#K6yx*RUECObUPB$=FGaQW7;eM_ZdlU$u_4wT`t{Qfoo6FmIXdn{L~d)3&j1rJz-KNc+1-oRTy`De#I{O_b!&l{`qdRm%#U$;?kI2nJm?PXQht7UX3`&Hv{KktA~ zKmGip4?o`5Z$A9+zxK%;ZxyWelE0-OEE?ZtK5 ztj%OJ8%=hTd1HC)kB+rB&W-O^Il4i-gp3yv31SjKOa|5hC;dqh0&rp!IotNV+p)W9 z+i{v!my9lx(LSxW&jJ};bBo&+=bl@-A_GpWPmF?1AmKt39xzvtkwSFeI07+&1Obl~ z6IOQ2fVp|kweQ1S`*PZLot8Zy$Nmw>^_TkdcT`4&X-;F%i{}>AlP1-QV`0)XIcuJq zvCR!n@{pr&j1UJO!Qcc$>?j^Lf=B#+g?(jkTv?W8Y)tG#cg*Zg>`p91>`croL`Qc| zRaaLT%9d;~8Oye8F`8tOK^7-7vy@^;NeO~fGJ}|zWs5DA%q~~;%&$H7rQ~wsM4WhW zGnM)BzVDv%o$uWH-c^^Tu2Ws^tf}wPsGKT%-VM^@M8cC4^5Zn><{Ot9D zY0PPvcA2Lv=1H?{%4V6cnkH?g39EU^2IiQw_pkJ?ykA{;y}I&tb@}ZoFd;Nn(AQU2 z-mJiJ>BFjH#%q~yStpTMCY_i;!(o9F9+>^`{Xby~Z&ugdZ9@ux(ro_K>eSZE;>+dL z*PBak)_YcZl>?gk;TGU+;M>Ltt#;a=8H09x;}~R|dWgIH#|iYC(bQXUw3~6%TQPrZ z6tIj~%56BJ20bH=eg_#XBaWI8L%ki7m2h@$W@rn$<;nN#45;zl54#8U7Hntz{hD@I zubsB&C#;5X6Y!yK&TO1AquVuoyOvGr`d5c{KECu-D3JQW1NVM>U$)BchNp(``bV4Pi#+VCk(35 z*4C+3-JD+RkO~~q7WCY=SvLV@vCi6vS;>?;F_hbJ)Z4M-jB5vWJBE5Eo&;EB#1n5` zquq%k-@Zo50J}=cxI(&fg?uL(*}Z7m-RPXe$hq0U&BJH3x6loBTWDiRw3`#!&#%$BVeVUGMDyLv2CIvPf6=Ex~&vsaPy?Ge|2R0<374^5w7BQyWZJO!+_<* z_nW&PfsyvnMs^=}O_LTKTFioP8JcHXc~%kIEL2W3efEHo;V(QB2fbQ-z4qeW#uj?| z9^D{^o+A8ycm4aViR~G5x5GG^^{O3G*7VoaPd1fzRkcn7$R@+M#V})`=iFr6O<>%K zrQVGp-;KpAhIlXG`js$7PR4`8^EaZ;Nb+ve?#0vZ#nbM^(e7OZqu;*<#>k9e-H#)t zpP!iMTz$Q<`EF+$dw_8VdBXPAyUiW!S+>ph8;c*7LCM2qqRMX8B6LVi%MQLnte-(Q z25Zp{Hm1Jien0~{zw>T?<->}8);#!f#5v=6@p^sx?MrlL!jF5#X=}@r4hFh)La!ND zmvvWYCbdPKWxhM9{@rIxVC)w5mKOJx*57YF+gXJ1eZIT2^5(_d&hzePeSlTNkVZY; zRN7NrNp_$Gyn z|1_2RBpF#&GVf_JA1pgXkewpTNfBqKa~{NvjGiiSW?s&z5M*;A{5&5yU(BRF0Q@XfO=%}!}jvt($wyB%b1~Yq_MVBA+wh#CmJ;q zTEl_~^tp1lQ9G)u?r&&c>UjR@`TX9(=7)_+cWv*BUQqQ-6Q;TSXA8T_`@h?t+nxu% zsvA)1r!1P$7PgJwFs_D>DfX7sbT{}Oi2KV}fqb3Yd^W%JZ0Y4P{Lu54OQ@^+i{MwI z>l1Z-Af%gXN0kh#Kslsp9BpKp*{TV3!>~#@)TkO(H5B7jyr*j36BV*77551;URE9N zaXIbIw6|Wtd8p(+1yc!gRs3AFFkdaqQwj1k;{0ZDzE(_VI`4CD&vIYGh<5h%GbplNyjfe=TWlH81GcLEM)(~Gt z5KAj|JLq4)YVFNBxYjm$Zg+S6-RAPERq(OR@3$c&C%2}w;|A4`rh2f3>kzBQnn5v& z-O}>Tiq=V;b^`6xp{t>oN()V;IAa;XSV{sjm6FV5L`wxxC3v(27bwrSRFW(eWP26E zQo*oP(kxXZYc<7IOYqcCoi!Xs1@-yr=q5I&w1aLE+u3{zWVOBidSm0w*7}=`7q7SG zUN1mNh;}fWZlxKy4WpW-=~mTvBhAPIX4Z_L8wh(K529zBx90ZeTl(}JtG&ZpBbvdM z&c&|%kK1c6U+n(4ub;G{$&lg3@}6>$L((|ate$8r>#E>d1ln0_-sUgnM4zw+SKq{r z(Dvn^jSmPbG@7#}x`}I9n(Yo<*pg*7>l4&+q-~OI5pO z;^p-4#`xHa$;rJ5^{{T~-O3*1$B(g?wH#{11p$b*{`O~b9qL5;Yx2q02VHY>-Pl~bCkk@}*J@&<^( zffh%T*jYuim*=@kb2=(I+cH1yfD)U0JvFg6F}61~xwR+Q&ttWWZVumG*g?(vFruj)(ln0i<@8$(*cgGYw_c)mC@gSn&T$}&9MD`fBAdBN(+g; zs;5fml|$Vpa>>OmxzJNw+)=KZ)xr^(EHQ0_N7PK$iC;J?$DdXhk^!&?b!&{>xJ7W|3 zvm-l`!`l<1J5!@O)1HMc%b3|bZMDug3}a@;yxTl!HBML{7sJ@uW*p{GtD1jTM@i`~ zx;#4ZwZQ=>2kK~MpRm|IBT>6bm0T1HO-%dK`_suUahWK9z z3A~qdCO7@c!|0Ha;f@9LO!|Q>zx>=57WUWXcbBTI>I#oW;c2OLwAMM)EnQ98j@Ei- zW4*hj*412RQ@Mv+i*MKF;p=bKm)~soY~{_`%A3`t*XXp6XFF!vT(frj9J;B}HRDA# zi_AXfwa-b`)9DfMMf@t(_mYw}0H*`v|o&w$;g@?SI_c|8XDe<&S$l+lP;RX7Cb9 z2K8vOVyFScMoD{_YFtw@P^TJegt%^B?nQGZ?_Z&Z&ff1sDYWkQ^%iUguHUz`WfL1#6pUk(|Vd(c>IGY<6eJAgJo*)t9x`iB_lQEV#MWhks;p&op@51VVr{sNQX{^_C!V7&bOjR{7mRhs&NGV%KH~P zZ+3UyqQ_ScZZpPi_}}tv6o1g(`(zs*elmEeo@i#7cmj`vW@eTRl+!E>zDFQ%38BF3 zTIt$&zq+)$u=T^s^$$BQ-feGw+}rpbzPJmG&F}YK{_E=&-fcZ2!NiW&Q{v5>bfff+ zPMoRd-Z!vrq(mN1IUjQ4V(1yaBSA;M4EH}8bnGiBA+xXg(Ny(~`PwHlHCg?Y_ebP+ zY>qPRj0sKD4`>?D{Buj=sMfd5QR9dX$~|Mh_2jQlojvU@Ws|lS2DfHAy{!t|)5mdF zt|Z3Bg@;B&1o~x@9vSBCwFC8KU6mjPgm$sWE^eG`DetJP=~HONn`?UOR=;1~MLW6x zP}@82w{|~(mRLbIL_x5;S_MNg;Qdd_g`Y1D!uzVhCcag|cS(h9MMd4E!p7STlo7|15X`^i8_5L>{Nu`vEU=WN{fj&6LKOy<*Y|`yNjPXAiLWq&loMa zV|SK9MWz|m*7a+eC-ll8G(BG5kDeD(4>vUoYE+$#zxk(shzvQIpP5o2#M`vh#QdzZ z=nI$5oxObF!kN&Z;GiS-9;MXuD?r{<^wknt8B%Xa)j(Zt6S1_b23?&)3U$rGo0S*u zx2AXIC)TDRsqOr*3o>9~XAzFRX=Jdi&)0E2UrYV4Ti>UKdV%MXavVZ=o1AMGFf3fn zsJebgC(e#Y(bsQnmP4W=2eW zxPMkcSY<(c_O;W=(E+FZz6tvFNZ9eOu7n;ltBW$OhGxWs-iyDKmv({wG?ADdW@o3l zIO#f1k!B1LCPbW~Pt`Ekh&_a;L90T;XePg*P38CHKLaQyk9@hkG?{ZR*=1}tX==|# zgogzMT|OI`7;`q8lqvEQ)s3oD!)o=222v!~Eo&H4K|QOQYNDCAE#o@CYWd~b^4rz9 zZK$4*Kmv$XU%!B|W#!c>5c2ZN)vZ6j=A|BLZWwJ8dFAyJ&^NVavRULR0%fb{Q@1^9 z2f4chRmQt@@GGc2=eD2wYHc{qZp?3fziyT1mStX+-96Jpzsb&uFD0g_>FF+Rs+O8o zkbL%D?D@Ni=fsZ^l$7h&FP*q^C0Oz(HuB`J$@dZ>Py9CG)NyiL1ohJKYNJd!(%dwr ztM6B10obZS>m7~IP!6g=;Hf(sPyFhiLxcTKfBW_B!h~5>QSk7VNux-Nxppop^1CzP z7o$$!%e_(DRbD-y&vtCY=cjJQi{C3%wY3^tZpdb15=9BJkwVFCShDW5@a_O=T_9CbS5PJw~TH zeDE1PEH>VX9*Y|?oDcO24LJpHjdmI*JM}t+q@hfD`TV)_QBlzs&Ro0@gr{Yhm#l1? zuxY#*SgW?T4w$N~uXxGuhHKq3c@i-uvC|%G>pIaMyS102I{zs1yPML{CQS zeEhe!Y0($&$6bPKbo%&L(HBD1Ws-<5ei3oxHz6m#2tWDj>(S>i-3u zIu?HHm$D~G+3{y?Mt)0649>i8`fk(_##MifsZ#rCC#4DBeXR$3BS1#ejvI9YhEreu zpYV{AUw`q7PK);0fQL(Zg3q~|9DC{N#mK7{gRfl(A+fSebJpe=1IxlI@2|p^B+7~h z%6Tr4Vz^#6)!IDV;=A|b;6EQ7ZWQlpZ2jJD9)B9Ex)C+cA!1nBMZKjQuSC*QN;EOV zT_xaS-sf!#yU&22fUH*EzL?pZLt7Ya%q_o0x34e1MzI-n+ArkWFE0mvg^Lft$N008 z!=%^GfmLOkRXw^;_vCWrt?5GVSJk^|VuA*@(`_W5tL z=F&em8KTFwG%*Yrzy9Zc2s-t3SkUpvu%oT2lFXFosDLABaaW_yMO^zX^kUda9R0Cr z)}|b3%xcIl?kSgcl}I|}vYrw`3q{^u2J)k6Si6F-+W&L^CF*k;|EclWpQ;8Fd8$H= zo6m4?7)~DD!4-BDJ*vxYp43?%b~{Dpli+s?ny7<*v22E9)P(*MRYU z*ja?E`hIiwcQ0SO+gwE}ED)7zm5JThs7O7nxD`@;E41Zqu=Y`u@@`O7!na0S8Je}22K8u$- zw9znaFbuT}qc8)f{9o=wbvGIlRG1*D+xhc{4aj^yQv4zOu@L)-CxcG!eu>wV* zM1w1CCNnD@OPk2-+FWLJc8Qi++(eKx5(R34q={Hz;s{iDenTF$B9q^cFVWzI%0jU! zpVyGZQ|Akth%6I>X=QUA0=`QmX_v9A9FbSba|ts@$bAyOe7ag65IJ87v&3TO{^KI5sZV!Drifz*=0Fu(Z1p zI2l5+x=&H;DFG{KE359Ul|kEETHIC!e=6&!sO_(p!%OS~<(-w4-8ImVdgNhgk>Tl) z5!a)_)1$)DB0^HaBd(vp-aHeYel|2UDkcB=ecHqGH@^!{j*Li&iby#VmJ)H{_NBhqTUjUi7srHkj*q+n}BSlQY>_ihsSWRNM=7eyAW?A6U|hji3&f;^9tB*9?ixi87XicXw&UXqJ{tn=41zMlQw5V7moW3yWx^5eyWLM?kl;S#ExziHft(;kpPWGQUHF(-WaHWHX)T z74h0cY&Rczjx&%DVrB|l7hE9I$-(Q16blW20=R^o61W7MkxaJIX-+oP&LWs-I5Vx# zO3yb_Nk$sQ%wV~AU~~tEWTxYd6r!0X=oI4(BtVI7hc1z+R`?7DkimuqPDLYHsALOG z&;fnm((Fv=KlFstF2ET{&_e(a(1Wl0Q1amkeIwcEele#56N3X2Ljn?mLsG&*Q^Uhj zBSMnH0}?_46T?o$2jz$ga)kv?IN3NEsZd71$%xl7CoqS=3 z3=l)zwsT-`g>7Pjk%|Ynzz0lZqLs#QbMo~B9JrGa`oJfdXjD6s>E^IJT<9u{Cb}*g z1BMu`5&8)Ys+BJ8kd^n<)S}&l>Z=FpDtc=(79vPYz8JrqM zUny%Zvdq}(yOj(xQ`9acnaBh)xwx~M?=B_*XkH%2%P($|%iMCZjmdHfKwRkt8|01n_R=nzBXLPWzm z;PBv+KuzFFfk`1jiJ?cX`dhlJR57D#s1q+C=5q6LxOwH;%7@g)wR%O&{kR5;DvOlc zKHBzFRtR78i#;u}N@)&ep^+r?it$bK>5b?8&jy~Vo|bi&OWl>VosA2t3q%8xQcJTh zxEpLLUb7h2SRnP3HjW#(HbJpVj<3V9EZmCzI=YTq)7?;Pk@GslWIc2J`wfboq3mk1 zPT9-a>e}bJjAPb{j_SHWwPvg-uPN`@?tFGFv97JY#8{fCekic;WgS&wt0>Pv5!fZw z-L)($muC?dyGlU76WtV&iCf)UMbopvNy>Yxi#p2yVWu60D&B<16ONcG@_l{?@5Asx z1ESbRqyQ8|AJ9}tV#x8!C#+qjJXT(%roz+jQE2O`G}YD)TaBv5(e8A1x>_wdm9@#; z=X}U{6r2!p?8-@@MMAOBxgA29jn^=yq4Ds2&wHP$^Sf6%tpIy5b!BbkF*~bm#9P)_9wWD&z`nZKbD*z|c zSda=yC`Zu1)4(A8or((xP7Xa4b1E<)fFvUxjXc3B=N3rtLWMX3f48i;A~h$irnUBb z#&>F~CN?XLCZSz>9Pb|&_~rSp!LO)x2Gzmjxh3=4&qkh&K7X}P(_Y)ZI#y6g6}3sm z=SDbonPb4I9o6%!;-Ss)N^7;sp%L|z-j!wPCoDwm8GR+3ox^V(Q@fsIlGb=y&ope1esTc1Q0( zaN!X9k%>kMWI%um+z$`~xM+|)ZA>@xZ=7F=vUXT;ZyNx{0o$lWgEl zG^&lsZ4-i=fSia)7Yd|8t``yzmE{JKM=?mUP!V4ttilm!fLK~2s4UDPeSZQfyU%!( zT5ugQ<9GL>;piV57?czio*H#5`lQGv!x@P<6NzMI-jh9`I|WR)h@vEASLWtu3WyeZ zR(ZjLirfd4Ss)bemSy9c$OUQ=QAN)y%Fil(3Y7b(Br~ff=b<1sLvsIdWo|~reUcqt zV5a0(<#DXSrxp3acH!faC*ZodWjT2&!qaNpLt)kp#p8SxiK1oRFMC?3AVAUA=utgp zJ(+qomZ^DCSdGh*=H98km0z2mr^A!9w5JUP4{EcXlw{u$+$K7xgj(DkZbnu^9{M2* z5IDpgNHRLb!UR1AVF;-Zf({8A3y{17uLpHU!SIRjj|%`~f>GiN^Ff4hK0@!?Sbu>+ zz^&#A>x2@egjvpl_I=9z@PzO$&week%kW4mlJYHREFcRPm`FG)1=5hDQ(R~!5G)J= z1gV`4B`3=%DTIt;Ba1tQ5LqM(gV_emfG;#q$PNbCN+DXQBpa1rCgvN-3=glkyHws) zA@#zkiXf{BI*SBeA!rPOl}7V0C>A!|OksLiAb!{m4zq>F(Qs2)H%Sf_WKyP+%K(|@ z;<9WUri&}+l+c|Vwv*4YvY<;8C!Nt)Is8-Ag4kE#eyTC2Pz0o z1=1R@0{sbE6vQXcJE$yZoQ@9+Ob8B$4}zBvlHXqS%OKu8dDWjH(#F%*FReh4v!vOxqJfZoU?mZ7e7-6Q8yeDEbuzEo6>^EA|%4I%Faz5^O?u zvA`u2c(|a5$VST8{y0EHa!|9IaJW_iB4kiXb~Xs?96de{L{}>zUq>vkQu13-o9_`4 zwG?RZoKm^BoM>ip+(HO3v=NX63`mI$JP#g4G*K|wPovoYF_5x+a4k@YP~d=chZqb> z0;dWMNDT2$4UUS9I(y?nSZd_4t0zI19*_19ObGqr;?YYtqW$87zWVMM=&pd|(4$xV zB(7qHiw#8z!^I_7XmEtlBv>hhMl!!$hSL*Rc9zh?FSJq%wbUkebL*gyXrkqr2vyyR zuBk43E7>#VG4z?r-Ia}=X6;xjXa-fAc4}=rw+h$Nt9J}~)P2qUi-T3|bAxotCTDoZ`b z!fSi(ZEkCnxk|g|x?B6Te5;7<o;tV`8h4GOo?GHCHmx;34xPvqH_8T-?c9K)zF zvnnUYkkh-=t88nUUK?eZB@c=pP)+ovo~9bT;#PHranRrzv^)|6ALbC6Il3WzskzEE z;caj=P!%Mmg`KCs^O^;Gqex;FLBJAhET)GGLKGwxTm^KSj4B;eN1&3&imFIpONhin z8b{eMEG0br=K1uDbXlcrmwtEalAc ztEWINa=lOtGSGHUP;ePY;tny07I;(GDFz0^qs&XsZN+(?dsC^&w?wzC(|VGb);OZY z*HfqVrXCh$yC=Nm9d$Jxg=NgjX%toVs>XIEakWHwLy6L<6zZguMq1NkbH0+GpEW+N z%%NCWDyRA~Gfr$28i(|bNr!vRn^%mV+J3Gb){&}-j!{#ll3<-Ow@#RtRV-zPrqWzh z>8!C$I4zS_u|+O(loYjr(WMm;!#`rMp+bg`)38Kc+qoNeazjWZx%0phy@U!|gY4*F%#c zjz#;ETj_WMS=?0wlvQX(buOUfE2*H80;=b>3t>bER_2|uCwUeM*Dc9clk!X?ik^jQ zB4yX*f#9d=nPpuSG$n&jLl%4FPfGLd@b720=4MsqCbMr6Tc}y8r%?1gZ7d`xi3QDg zoQ3wF>?z(sg7n1Ii>OtMC(>-3hFaUE$}E2Pw4o5EA(L#}ht)ZEC3o}Hg^-kQ@G~A% zKFLwwGDY`^dTNfckZ$2+DzZps68H~b0)7PseBzs+fTVzEAN>h@02xrnskp#UY$^sy z=0FewF+rzeL;Pcc{o+oAq(RklEF>+=FZNVWT!3Gke_(uIT~ zT%boNov3aW-U_8Fg=|GXM8FDsri%lL0?i>fWxP%i)x{#1=tK*f-zH*vgj|cTY^bKP zPf;~kS2tK+KcKGeQX?974zu6c|=3jRe`sN-VUZE!_xaMgg?V_(D4>%;8Ts z3nNpNFX|{}wsG&3W&%;;pd_&}vHZm&Td8?g0)PM|C&3O?43%u>kj-Q$7}@O-hJ(X$ z&>_ko^n8;HpsRsNV3eT%gn9>m2ox%UjMPx5nthfU8I~Rum>e9O78Q~j8I=+dnjRc_ zBQzu}GCU;=-hpB{DE%x*(D3VLLIB>hh=902Tnh1b~vhJ#io*JK(cUK=+SGByiOx|CHhha6*2w3&u>n&uW z0yKH$GoVBY*}|loVT=$sR0o@j=2g&~1JTOJ2Z&4zo?A%w&5QwsTB!ME3Un3D32KmL z=hK`#JeokGgDeMpXxMZI7_d6fJKMv9Un#Uud_Rh}PynTnbbuu?I6XWV8mZ@kQ=>q` z2c(|)G9%$P_ft<^zZ{wx9E9*h%odEH1QwhYemX7?-$E|1ka3`M++4bi4Fe4l1%wJj zH`&Y(b;%e`4*ZD&5(wo=j;}v(QzT~XX!4)v_8qqL~IMAj>3c?1Op zj01hciq*F8L&yL$JxM*F$*(OSwlKJ!BAS!KuyI8$nQqol(N$aODkWGMvW^OVix6K& zuJ2P;x7QTA<)s~Eq-LtDvxH&d%Dc+wHV(zX##sRVX;p^^GFUB%f$ia zmvxm$JBq=?Z8EM`!g7n4E&&(|^0<@7bo20L8t4!bqE^JN$jmfU=Nid{T7qTRz;EQ! z)XXYp6-O(of!f^JP^ztf>YJxvsT$21IJl)1(ySY9=1^6J3vLdX|OFNTpgJ5Js`3!?g zwljd(p{{}I1{f(cDIg><@P9HY5_O%n)wRo2#>jG$yn9^#Z0m3Mw%=r?g{MS>V3i}} zf}rHkW7kfyt=RmnkzN2}ttW~*p_C>S=!wEkDI_TD+Jpzf6=WVZ z_Y0&14g;P8l@4?mDl#U3?5i&zgM$IK01-$XUoe6d7)d}rd3qu=a$9hCOm7$H2tFT% zc!v)^Y08C;Ww+uAO_Y2C5e1ZqoUbR)(F7?Kn~H&CL}Ph)sBNZz=0A)$j3FUBZFJxe z(5vu)LoJHtMI%xpj$gm@pC#I_YF$6W*Vr~*CTU0ho~B%S|8M^wYW_t*4k(JyRBWC( zEh0QU%0D3h*GvQ#qFPvZ?59x%@$hg4GF&DU2-un<=K!KlSeems1I@*Tnvv<^GqKrn zs7o|#_!HGdfQ@{IJk>RhTj=$q* z23Ge+cRwm8mVO~<{JGrz)s2gR*8+kPLwt)q0Pm6LZviWC0HT2=?kNI#hYU-xGkIPC zUQdQ32$aQb6Z(4idstz8U|3nw4w<-J3UU-mV-Zxx9uXX+-NoQw;FcVZ(6@YmlD?VB z!tyCZ1V}gn=A6Ftgf@vakx4!zF&HUOL_L?pNb0t`{oM53M4ui;4)Fg-9-eX8K|NTDX3h&R|H%Hx(ofB zh5CCy`Nm66rkH4=4vDx+3YC$#Ln7&rNIRv_ZFEIO5*aJRK>35)_(U37PlWQ{!9s6B z1c47=LFYUAWcItOGYuyTfUuw;XBG!A2`0t+Tr z3`p1m2>>nls%D^|$kfQdq;Sw$zsY>~A7zf8a}DD0rQ=oBpUYf-FKRh<<4S1inXvS5 z-!f}xYE*do*^}{sT!(;wjXV4t&B_vVNI)vUX%SE+Is}xkOLo8*e~cBD6MYJwjx9(* zL;w^%KEWSKDPQRd9tH9n&HP}&MZg>hO>ub9qT7MoH638}=~wWF+6;Wg2M!Ti?IIuA z!CX2L>TFDcvN=u;Fgcu@jAnS42vr9-CkOZh0}5GCdRX}NFp%!2Q$zl5KKXAY`o9r0 z|0k*Gzp+Zcz7-RMJ`)~tJu)CMG%O8a1v>v^TmY^KQl1z%7KfJM=%CekZDO2`3^4_+ zCFziH+eHW~6ZsFZ^0C&T`K0)PCjXp=eeQ&q$aArU}TLxqZ}+90?#9ZnB}k`U)Y#@51;4eVL*M-^E62Pz9rP4w8)^u zQ^ASgW?`Tr{L-S1+)4f>DLyzUC_LFO5aa*w)TrQ;sF0M%fP@e@9*I5)SP_gQ=zy>b zc@)TX$YN|44@w*0ZQy6NhflQ83x9vOKe555g5_`_{t&&N@T6eOe6Yv@1_Ta{ge_Qq zavKaxEIfg5K#fowOdsbQgeOKyK84A_6bOXvy>(O_O|~}-0fJjXaKa(DySux4g1hU% z-3cDt-6d#nch}(VZo&OKd1PkpoqTtmxof@eAMcv8SoEpteRfy>cJ-F(T~!1^#6X-g zAJ$57%wk#&IJ#8SVx-#Bauenm0Y4q^ci4$&A!tS)bG*s0!k^+E!5 z^`+1U34_^R?Y`DRvaI(>7$uWq;+&!Ju?9e}smqT~W?1bhQzo*9`7}TyekDcNXOB z9yrZE$m5>zqv*A$2~M!hF`u4|Fxje0JxV%&930E$b;hHJI}H11PaqZ8*>mjeaG~C- z`hGPt(0b>nkM!)BrdrU@-{He}Zox8-o6IsVqhy8Y$?Po_Iz%N1$a$XzjA6t}*Aq~b z#)bT~gJj@1h*3OW zy^(>Y3h(NK)`VxH7D6HMkMg(L^i%9Wr9p>*!#;Z^s8n=c7vYP66_ey!Bvtfq>d(BB zwYWze;nPz9*SdGLi;_S>d`m@ zcB0T3;#I~f4ft&IRcyk|bONFKL5VAh#P;&HcieClKUNm1TCwB(kkxCTH5vtv8||weCw~;0nL@HDU&*M~hao6Doovf-~Yd^AKql0k6Ud zE0xX7dT<=aV=EQV#{B5Xpbf{9sa*#~?Wr!$eM?FW$q&@=I$`7~b@w_HF&05>mZSKB?bz6NT z7(v=bM&=NK61NtJ>DWgRoG9~_BEadSmc7(Ak8gUjI^7@1v%IdE2w$4~ArXTXpq#6zrHlB{cXd^2F5;$o(rIe~m}v@` zruPYdH%hS45Ypr(!AMK&2FZ2|Bn9#3oCu3<7zmBk1x8aG%6v+G< zy9+z~KKamm$#2JPd{5Y(me?*nwVE%`m(fILM2(*WI!N=v`ZFJ#O53)%jx`zx~j zGG^5UKB#hByr4f6{a zX`b0U;(at4&sa~*k`Xe<<+VZ1k64KFSRf}WpUVvVbVfpAh!xsQjS=Le~U_i%c)lE1J) zY6=wfqAF+8#f&;=CPQ7> z#dBPF77xws#yS#)ykOL`j$e6^LE?gorkKKFqh9EwJ*@&9XC2Y`Z9{Ii?dNm64NhHX z$4&&J3G1v?3HQibEleKaA3phF$)aaDHsCbf(8h85rRe7>8->-e97DLNq9i6_Os~^L zxDd_g6dcqhySw>8R`F7h|E9h{)!Nz z#>~3tK+lOM9Nwa!?UX%C*hzHP^SA}_+MJz{i9rrqQ1g=kE0E5In#hCqLj8WB?HY|? zPd37_9f2oGUt?nsUALP&%8X{scf?KEnlmN0roF4yAl2=M{5R^o6oiCf99%68-19;( zKCcQvB&Lq_2M(@}UCEPp#<>W_(++FnL-y7rEh$+1s<+=clY*MlARiRnEn(Lc4tI11 zM1mw4(C5efi@7C%g6t{z_rvD?J`0;-?8tp7K2!ThuCuR!&s$qEFOu#*Q=9}wnIEEPzHfVRJph5Y>( zn(R#)T%jSq%Ig;oae6TyB=krcTG(U?nJ4>GP2UafQKNRqoC}r>2JIYvw#^ffl*@MAR;G;}Wvb{Todz{pmzd-fioShNfHbJwvuk!AMY z#ugv8Z-^ah0iCDc3VaEzYsqVtJd7WF#?3J2E4*ll{xWP~3%j86{n@vedI)L3_6W`O zfmZc6cZ)088c%t#;u{rt;q`4|(yPin(HUfABe>kz?AcP*Y}R42u%r1<g zU)W{lziOAGq^-IE2mv>#okRP2LL}yBMafoGdy&c4V36<0Cn2K*(HlHqv83~8=vX{6 zt}2?ZX+6%8wxC5B0WlXH4Dt0<;NgkxC<*bUtan<|CPr!gRA&{`SoZiDXcAu@sYZw| zL<)>?M7dx;M4wu8@JIpgTao&vD)NC{VNpe>nxg1m!`!C#rN;p3>-N@?tGmY<6}&yO z@qCtLv_ZsgspE4I)q-FJn59Jr8)N`;UM<%E5o1p#`03vlJDS;jMuBZI|=J9HZ0&?ky_!2?P>*tUp+(NbUWuc zW@<9aBvi|n%)a>8zKMKDw!un0FFo}3lCzPv4eE-ye!D^swq`A_Ut<;6HEUQZyNTY3 zOtbd}X67byLaqS=OKaP=J@l5%BxJD$U;H}ZyaC$3_E!2S`Umzb;GM|6kwF>?H?a2- zA?+E%tu$ny&>Bnq#ygfA5^KYLoAKP^QzF87(GPNa#fAYY%Aw)LDjM$cY5SYz{6#gh z&@UtuO;kBs1f^YzjUd-od6X8%++*VxK>os_G5=MI_Lr3*;^fWKu<^e6%YtHmCNKK} zIO8o}gzaa_PyVO{e8mmk@GPgAEyotoldq5$qis(HM5k*rtv}Etv9dMSvu((Odq3+0 z;hOk%-8eXh1v2Mxj*4N8f}ZWHgxwV>S5`*fuV+P0*}o}6``?t|!w%{{Dno~H*P@@w z@Lnc-kO5d*QH6LNB4BqqNP6U#f)QbK_e#!;NYffV4w4YdAkz^ zp>040l^<5{BASo#vguQ03eEZmjyckjv?XKlvz%8taUmOWRvks2HyHZcAIiEBrQp)c zs}a2=Mf+HURCANozV|%x-l=ErxQ-x;Ha! zlj($6AAlL#=d3tc2kVA3EYk~l=$HYNa zl2bh16ZG$}<36)*9h;L3p>t%OalWuVMl=IyH4&h;IEfea!SS;RQ>O&bb=&EMCdh0$ z;!`#jWk}%F*FDqVWi&6vYpDAp7gFKNY@8iU+jGFc?nIEtyHSy}6Fj{R5>mZvI@Q*w zYF-DmMz}HGnUO#aoE6!B!yj}lp3B&@AAt#Rs1~gnSWgWXX0R2SNH;e%@t~%rYxMH? zrs!9<8aTJCRHtwtU#(F3K0UFep_Y6x;S}{)Kxyh+i){v-OsKh>rl48g-4lH1qdnd) zKx6u6!^`rs?*GT|(keRW0bOhi0kle>|MY@z{}{N%skkYrDxvCWC1Oqes;a_60~7dG`Z0f{?}hx~0U4@%V(%AjK^|?>s;uwoVf3=SK`p z{?On$NcOnfA9g|>-(-lH7T2(5`wW2)eA zSs8J$kd#war-kN3{u6>tcMO?~{e67Q1+SV59nv}qC7gMe#r)Ez~#v@udnJw84Gq^RZH4z^% z%IcUot#gRYW=jLr%BrmNpCYbs56w~tSSseNFWOng9TO~DY|u)2rdg0I^S_Z>+An@B z(TrX8tjfw_3ar}4<~HLjIzCTG)w(ZU&UCz3;12W{$_=6h=SYW!X@C~E_Ng)N6%@Ge z4js%7esA4kgPQ>36uay&jg$MFjdU2LF3>tUQ+sRs;T7yDXSlL2X;Yz5`qBpj+4Lj- zCZ98aGZKvA4A=gv<&}O`kwFPO-lmLG2si`Q--*V|x~Ec& zu&4J%(b`!-Scs%NL{ddD3dTX9sS1ifBO28bvJEXL*MP$g+AEtAWFua_C{{)Na9gNE zxB@c~#E+n;t1B_~UXYzQ^bmb^Ji0~ln&xXJU|tzPmsdYMAo%h&wy>1xBU)NA2YzgL zQsO=P_Fb?8dsDTe@3r1+pvR4PK8|7Yxki`d$9-LTep5w$nzOe04Wt2c6t;@Tqstto z!^1UcRNQjzdndmGDYLsIt7L7W5Q2r0g76ryM@TpZ%sU*5>$ zw1bS;APtt9)^ys&?+xg9?Pp@Ggu}SSkCzZrUW}9}7bf|v^D2uUf%TXq#I->1`{5W(Uef_sW-YDsttv-DzIO#12vJ z@7f-RQKKbPY3^ZeX9VG{HJN6ZeOm>)gvfAMtT*vE-ar~@w?>^X#5+w}&9d&k!45ba zq@U8m+~O>wqwgodve2_e8xXWBq4CHIa>fuCk*6P4h}B^m=CEQKY5bfr8vs-kCn==} z8A%e{m(RhE;A$*IxTLgt=|-)Pq6kl|!zI7&7XDoIg0!<%`+WX#?2+eSt!USq>pzw|ZN(8H zC#NNaGh<0>z%{zT$@6T;Gw->FhCePfypkw4a@fgUgG1fmCFZFr6{dzFinSOMarxXP zx!yL@uhA75K+I+JxG|CGgSi^K=%3$G$Bw`e)RyOoCmN6-bQaMqu*269N>I#=mc+BF zI)lKj*?vCqP^X~cmy}mk*(0qDgNkw#kC)mNO+aCHs50%r?_8@=NK?j4iYUpQ?A5D? zbY&sg{226%RSVYRzY&l>$aM<#1r+Wv5V*keKzswroxk{@7B~#i<)kg;*h`Bw;olN) z?R#op>D`1=?1GF&koO85xiua7*Fr!S)NoxYrDRg;q+X zW4F3955M7}`g{v>5lL$2vhh{CJ9H+^#i!+bZVoWE$402+7x3zCca;^^a(QcBY6^!p zl-1bZ!dv*FenoRwYK4|=iPn^=|80_XP4T$H1jhswUA^84lpJv~FT0jx@O_R^?_+$z zfj3MkY=0>9Rr}fd`26uZiAd4Rw}rIxT@uU5tTa_Q=}eZrk77~CB6$7=R(V|`9=pRx zO4k#$YFfQlv?&IKMR}G~OW&A1YTvSX*?EwgFxHmOrJ3#M>#Zy?FAc8*29e&QXnZsz z5@Sl*V^eDe(jCs&7|=@Nk?V4N71W4F6?ng09)i+#c1HbL-ceyJV9*%WU6{uh*~}1< z*6uM)pc>^9I<_^IphLqaD~uLEx`V6Hknvo|Gdg1o`W=BEZ4*pG`i)z63jPMvHFZwd zd6jqq_swx*0HJ^1;Pb-_E_qd{yUtgxA-mpPSta8UhzwyIJoW<6dT98_3t6^YT(CT? zSqFw%vtwxANvlKx_elh{<27h^CkjS;QSanrGgu{DjD=D(*UPnq#hbz`bGZm<$u*~3PWvBWs>Y~&JivzQ!lgD3hK8(z)r(^T@e+b&O!Pqk4 znq@n7i!2UgreS;S8f<;wl$!e^wB&RRvIweJDNnI`(w<2ox%L3sSlRe{g*vOv8^@rq&BWTG>)nO~gx;FHTW2_g{_`Fn z&6_9RDwp>BSEQ|5snNV$0qFKKzk>ejWsQ2@sb8;H`!<)R`@kmw^|NM^K zt-V;==O9hF#-%TU_AcUD)f5&uTcFVI z;+cpq@}_b5a0tU>V|T@aYn=wgb<~hEoNBs-zIIaRSjk}-ar}l2#Y(Har7Pc+Ug;qH zB$QscUb0?Od(kztII>+w;AH~;Rz33(qX_eo@E6W1%P*YO|6%are{@y@V!Wi{4AJ^B zhPJ;E4iHZ!NGOQRixj=HG(Z=D)uJJ@!O}pJ9+%Vtzgu6!7FY^K-0D>I+(y{yLyzyG zxyw<*7DBW^shV`7)MxgZ{#avBUDmMM;%0H^a;iPOaKFjD%YFKgI>tVB#}nxT1yvT=Rj65t6YN;fH#e@N3gABHtgT9@z)s?(&$V>h5m#ujT5kl9)OW zZ(g7SD~Sh)x38Du+$4rlg`vWFDwvE6KU)wEf#&RwG9-rQRS}_M6O~}iYwhUq2$t#s zOw^+o_lj);Y%?lHoZpgo)j0ZT%L#*{fpNc6e&09i zy+gN?I-HYk9rC_*iFgW7kaN?HzHCV%I| z)6X4@qn;wLIiCqou&wX3cp7$xe_BXo_iel62Dm=5MtKPB~oi zcPZi7!R#Q~_`pTo)gBWTOR8`zB^+Pag-~#<>L;JM49F=$v-40LOPyx7SX*+2jKN@d z?7a@(+-$sf_x&o5Dyg(=2U;oBJb9i~#_=?t&`<#5VxEJs>Cud*utRHa<=?eZQw+cO_+EICf9QzD$ z=B{*r)y5I6apExCn@fe`SOv8Wlj7IgIksp8+XMSBOFqVrw1u_|gfe%i5;@LXHd3b_ zAut50Uz5CG8Xw5?)%vMt?&>u8LUmrPYg-*2b%iTlJ3EB1(%Dtw8X14yBS8jKC? z;IB*a>DQ0vNlxxu*VHIpWSZT>Uj<$||3XKw{X$3l)EobsfHpwIMJZPF%?sNC8a98A zEWObzGkuBq1~^GDvlb4!la+Q)Qm=)*+_H-YlfygEOY#0ZRl&9wJyH3< zdukSJ^yU^D@yW^Cy+q;4p*IRKq!G6a zh&3CmE~=zk%VI3UEK4-4n_!xl9jUJgk1-Z!=Tqh((MOW!RJjAMf{*2=a<-Fvjf)4; zWKf+jx8`lKT={cf*T=Aq43*Y3$x^ssmkxdflUJIwaju>N$Oycy`8y%p3ix ztusFI1vsgz1sG?wp(R7De*mKRK%%xo!{YP21-?}cSwNC(5t#mBy{10`exPLfFbj5F zw6rxa5o;Q|SmRF#-}FW~gLxvplu zDJSb45b<~&g*(q#wr$)Lz=ut}_Ek2ck+_aSrK;3b9%qlf)tw4I=D_2zo&gTcZ|#b} zo?N#4go<5d0)Znk;tu60uLFE@_mJ7gf4Rs(fj}5r%gptQSMG*rxw$?ccw!v~LsIQ+ zb?;y#JT@Px?FZ~Bn2RLLB;r&IozzE9n+?@W0j^J&B3SJ|?yx zq4~J<+y>i(H(8gB5S6`mDz2B_P6iNL|izz5D6x`5>+ap_K^6BZ@9wHonJ-s7( z9`M#e9C9DUR4jt9hA~Y_`Nl%B*BQMl&dm4sfLCtW=V~rC{fd?Tj z|JTIBI#a^+`?gQ5&27~X-ve;1iJn8jpDAaPUKhF-a%JcXEY>q#Ok;N@wNTVy9l;;V zb)zWk*(;Z{DL&j_j2~Q38M%Drz)Fvao{vUi9LT?tqCc<;;(wWoF?4;+Uz0%?7fDf*VR**Ic_0Bid}g#WlA zd|k4x*<3bX6e|OgNzZ7TPJE~vLgPlT%($t>>O6qKL%gVr zPq~hc9f#SU=C~452tR+d=eFbq`P>XVp9fgIRLvkV#*6l#V3*QeS7#bh$V*a0V5s_W z*sME*5g=S#Clyb~+f9V{)p$bNReo9sj`ocGvCr@xxoEqCql2p(b^0DLZCG$q5JO9E zC6k0E>1*U08MLRMu&lFam;JS_?#%nTy$@VD#@A|=Zpr{R63Tct1KnE$5jOoknB^jrM6Qhr#EHP_CUtfI%;x}m;ZgpOrrHec zR@D(s#hew;WFOGVgg6SD;Hfkf2vks1jyjN{_Bqu}0%QY-${cthCEX~L$O0O5!W%D4 z$M?Pm!oCbJsVxTyp2nLTIdL&!)O-~-((fH4HaEHZdW$!aIlGqEr6yp(uOSadjD_Oo z1Vg?U?MPj4)?=O%C6IV82$S$`H0`X*#hnBK?*oZAJ2rIf>x;}Qr{^ZlI;)%(Q^WnZ z%yQdfl9RUw3Cdp=`8(AyzpMFUP3kXa1b({86$)7vj7=3+T!p2=^RIYpSf0c%2zRJ1kXBaLH?eqZi-whxLCD zr!!=~YQR4w2A=9=mj~G0YEmkil2+?YGZ!@q)lTNm&K^0Q6z|Svt-PMWE(s!xlyYMV4^DChM+ZmdW$M)* z8ghqRaV4lj@>(hzLg^w=A`9yfFOBsj9&s|W#5TJahti#Yw8xgeZ=G>H%4P}0j^}%Z z_>LoRwO>Qd3BQuE^;r{o6Ye^^H>C<9`&EIrJAK1O8D$NP|1##4&J*nCFN7x^kr_;3 zGxF&OZ7v=4PGD94!lu?UPZ)!bCb)-)nA#)V*1M!vHR4MAi2fak! zE~{6i-sRI=m{gA}r7%$r!~tns9PMD@g+gG0r;;mtLz#k^=;8FZ);k^-?GVIXcWlS5 zYdrgLcyfKo{#?-E)ve5lj#7ng)X(%TM+0J`)M(;ZkFTD29X-!IVz7Epibvc4+nioJ z-fln6%2U?zhY$~jQPNnOiu^uBPj=mB7kcUq7wakND9kbdrq0fr6YJ+rxWTSBvkTN{ zJYyJzVV}FmA0?H0b5Ey|k(pR(YbWOwCtA`n!Bf>O0Wt0i)wJI6I(0s63zS4bjPPYVi(B22@X$vCkBaZUY4UM9Sj1oMF=MUu9&tgUhzV zf82^8W{#3Yabz*}fIjGWYVq^fT0ORZxEaT@NlDCXsLt2J=nu3EI;UCxs)ic^Rb-W9 zgvz_G;t@_F`hYQd_COBidFIxN$@L^puR6f3XR+J01LL64_Ebj4D!-NgDz)6iq4>pO zpE<-~P0uveERqeWOl8qIE%ie#0wbaYoO7G0XniXm>c?DUdzmmJ$f_zW8w8fi1 z0Oy+Z+k}tg!a&okUIHI41Qr?bJWLLFqpHTt#|Q#{nDv;d6)L~$PRnZtw1%GQm(D^p zUQ#pX1iC(2ZRj3bJyHwE3@_5hSjuv2aKGX(VT8~M9$g{oGS&L5sGJXRyWXn(N<43y zTfMy?v{X%Erst%{j*8i#?oluZcO#?fGB`CpU0Xo6e1-$az(5OzQv=0?&_$x{`N5MZR@M zJfrvyaUCRKk>o5ICWybT;WBoD!j9~gtnzI#UrroGUI3-e6UxJX<$ll64Dz(~tNNR< zLrRBglGi;bvZ}6^1CBIPLY!W`cSt_kk0mp^gh#@5eUi%SRSmlw|1T8SuU?$~5BUuL<5-lwfsU@Oj)B3J zz05GxpwrM8kl{gNRylSY-#dkT=nH`VGu^kP#5sCKzpgv z^a)-EI8kkDSy@?DQCTNhRVQlEI{iQ|6?9QSK__D;Xi=vj|7+M~+^I(E)xGD@fr({m zI0m{cZp_c8lQ{qSKGj`-==GV|%S0R!ovY4qNxFpbpF~zp9q|q%+l9&IYVsh&PnDisqdr#@V zFftM>k%cTyCjbKpFSsE6n=-b)CkFiaLY3^GRqFvaP_hh;&dkyG4S^=xCoCf9a zIwk{ibl<%|-ofy2BEZ9R0nr;to6;}aoa=o zFd)lbHlZcaXGu6-jFx3| z)tcmP`j2FPr=~Lum096f^Hf(?7Hl|_n_Zr6}Uk&X%#8L3dYjM4DFVip!dIJnnN6JGQ0y*Q$=+(BEZ06 zFDFD+#?(#y%DFWoNpeFlcZa~+_f}OAY8Qwc$;}kC;;N7sl^pu?DxPv0OnD6p zVo8_lNXw@Nk$FKIVoaWD3}x_ie5;l+niHP^c*Qcp;f>xNR%9`XkA{dTB4$As7*d|_ zdqW(sLH52YJN6X5D4%O@R3`|OEgJZ7QbBX_Q}Vy5z&V>3Zwp!q37Rd$(+#b=ehkb) zu8y5&+@srPc0AB_L0ZJ|0%uvrmiy<<%JQ>g{%W@l0y?d{RWGR z+YN01=;5v4G3h`?Nd@ll9SO#6@KK`+!BPuMLD%kIUoVSvj~7X_b(Et##-=z6OXY8@ zQL*eEIj~JJ^|G^GgZ5vMe8?+F>9*2Ku??s1?V3N^g!klnJ&lO&*Vy|0>uCIkbShD* zuR;a{&bC(>ykR{jI~ifyNkdwRy)G7qAG`^)4H?*2);p^C(B(vu&SEBW=paT=(qOd7 zr(jq-$a$rP7ndc+ouFKaEjm7^y-(+VrUn-JwH0$AD358!SmzH8lxjKPO@K|ym2{CX z1u%XS-%-+1MYUM89VeQLxrb!(MfobpfD=-c3D>xXa0(5;$f3`N^wDaP#mkDe+uchu z_?Un7ytZG-n+ZK}s4JGp(yJ^7Q5J6*GgugA`uK_wJZj_@0{KN29_wGqQV|pv60x=d z{!CV(`>)9=ztXvr%m#nz+#GxcUV|o=El)AVrzoS7lV{Wi#@KHOqT=XeH%X#ULdxfb zzJ&^&DDy=9?FdZLYS=woeX)If}u#ux_ zk*yIYpGo>~C-FOXgVPVLh|??H_)5?6m+CMFiTUp*&sGtp%Zm9x+0DI^;}gp?r0=(z z^<=AK4Sb@a!H%>hNt2T!6D!N#SCl&^PIi*Frbkfc@ER!G@kICT$FKO(wd!&t>v%++ z_P2IEFXQq->^j`oOVxWhZG#x+EW6oX8{6PY@g{oar)&z}OiM10u{V0nes(M`JUxa? zS)5UpC~7Egq}4w590s{4gF(R%@8#MVyan9-P{1%-GBtl8x_^8{AZKT7;Gl142OzUC zFj6v9qo$`}qNAZ_Cx@dI1kFbRT7%Ajs{bsST3ZR}0u2FVLL3Zq42<-246O8wbPRM% zlynTFbabR3I%#Wze?_8Xr)y(lXaJxU(Y3HQgrk*H5>}%Taj>w^)3vht*%l=eQ+ojD z@Ao!Q0aOg_>_L|XFw)R7(KE9%urO0I(6Id3*56tPkTP{N1TfIiv(p+FI?@Um>Y3_V zkps+abb%)JhPnX9KUlEPfSCLwA^(}XXJ}>c)6o5+clJ|P0%&FR%oKr^aI`W2W`>_r zw(RVI046#{I9e$~D`TJufSv{9zWw(3mlL`cM$|187uisrPqZsnBVAX z2z*K&uRFZ*OG#YA31*CFAip`ZR*mozJc^>*KIyI8j#HUDsV`Cx2@M%F>l@Y_g!t37aTf zH$Q3@?cMniv|ZATX-eK%_4IJ7Kyf6_F18WIwWg&Lid+5NDzf})4BfqwJ{PVQsi5j* zD*Tu8Bdm}(Qrj=O<#qF``_sw@L8j>%nP{n^O{IEb)#9`?Z|3$}P^830{e=bXvAB&l zSOYD{{B6E|zh5&xca=lol&8Pw@x*ZUW>|aca*pBY^0GN*pmsZxu~)94bl@Kp99Q19 zSAj%Gd;L)x=-kJ7k@`kxpED%Jc#K@!vNl_(&+RUCQb_onVMT_{JHtxECr^Ht(~Kcz z(Z(8z0Zf0t6#M|vqBrlBLXAHs@Nn@yxdMM|-|=M0Fz3RW#qU(>y)ca0et}#!TkwR~H(-;z~rQmgm3{yk$=Vl2+Fg!&K-gX^gJnRLn@4VT(w%+Nt6W)x0%& zHlj}+*HozI+ldW^v7>}t5}T`a_Znxc!c#}qlMRElIv)0F$c<}yt#X3En87gfb&VtjD@6a?KPeT4P?U0XjTGkJ+6rN>k;_=TYGbCQlL%s35Y z%AD}|av1TH_pC$tpII0XOHy{0J5IHEajBC6K`XkyUuTI$uS?4T5cv_s$a9eg$5dRe zOliLn_;LKCe=2>mb}TLp)4<|b_3kBVqwQk^q9?&}NI{|s@7bvY^+8W+U6p&xatZNB zf=|LC#40a4PV=1{gjN~2R#_nb9sG4^PqN0$4yydqQH7h$LWyb4Y+%xB)_c_)SC1~{ zA2f+3D#`T=7IkexmXYmc_E>679#MPg8AzkN)85RVpkV8;iL#H&+{V3FZ#7n{kFgKo zzN(g%%)O9`aZMAKdK{e1pbUHV7@k6b_0-)=ZEng2`Lz&Z%y-Jhshul+3oeQl-#+Hs4QMB&HDDtT_fU;>pr5c$uA$ZUR-d z>MEx240+#hb+?U)ip$WnDKl<6CU44|FaDQnfzor(~ zczeCafY*VhCS@X(`?0dGmg8D#y7DIcuyR%pXV+9b@FUl%7i&!WY(0;*x$WWtpP8!E%X%p{o^;N+eJO=_s2IQ`@K_lElsC4sZ|rBC& zc-?7ArRn|o&gemH6V3!)80Kvwl}C@obl!QoI-9Z5DRP>bKsD;jO)lZkyDd^lDM1ZfhD_ff-JI9f$hS3}S@I9gS}Cwc&AK?P8qg0(de!1~8DAaN@rYXIvX zW7pzBfKOa3`~m{ZtSqc-LhStXg8X#+BJ^}j?2H0*Oag3dBJ_+rfPYN_y2>AxmVut_ zcS8&K*OnG;1jzN6)l`z7Ek<6vqOrZ_h#RLAB}BY+ZNYNVkkCXtReTFUFV7YZQ4JRR^iHea-f zIkNRRx^^>kxxTT_34HMVXX)7kb?t!8b|85%v9mCrxIB&7|3x}aa^g2eq>u>W`e=r{5H z$>OiLjKT({K#+q6O42a_m;iw`_8hddAZO0b&>qyC>}d3@E&m_)D1U?SPsDx){ZDv7 z&(xojNYtdI{?^YK>FAmNKAi*+j*HjXMpxh55D3uwDO7IK)2233fT;mDsVcKHowSXh zp^2%OtDT{utBjJqtGPbA0VyvJ9G5ePv!#tCNRj|&OA9M|4rgvsU67A!$N~EPvznF^ z@EZxxoSRhK5+r^Ojz9YgfS!Sdk%bh*#LmEoLqSO74;G*jH|b9)f`sVgAU~rsjFx00OTem zg#-M-+CcwroNXNJEPmr_pigUPVQ6V+1+=H72l?tCb^rjEfj)=+?*Ylr;_vJg4Q+ob z{9dv!<@wj$j*IqZJ3yqrG5M|V2Ny2d|8j}n3IE{+{`yS;O^yBzn3X-vZ}|W0^Rz$D zfbNOzk9+!AdIna|I%t1Jw#h zy<2y$-luA<>N+%PQZg(YtNu685eipUqAll|MuWOVpG$S)?@wan6-*I(3*mt&CUgA&E{%lbOEw?0$thoEV%fs_&Inix%qhhX=nJ)Y1GVZtyR2$7Jv8nUuTwg zwsDcNxAdgo`|F(s5}SmCi!X&C`(J~Lhl_%fm&+K5P1fDT%asD~A00HTJzTupEv-E$ z{sB?i*Hc#0^DkQeTITHkz9hx}ncmX;Z~hlO5t0A8&wm?zc_{e*ok`?x`fsPe&;I{J zKbPwt?2RQU%&nYjlX54t$8amv#$a(4x!Ach*m=0-n%FrZ6^Iyc$`~VSD1jj#-rSU&TYHo{xz6;4HX3&)>M`9ED`spje zXNo8+@h_-)w2-2FK@=IK^0GLCl4?-DMvrQGY}*Z3X%xcv<^hX~#-^mki+iZ4*l*o$ zmi}&3<)W8aSwp`-d9@z%7ptB@2%&=HaT)X1SidLO>M8zwD(~v=6C;+<8gw|Y1h3Jna$J+qYj6b`{$^jYXYe9=X^mfd;8WQ54I0k10 zbleUE4~#49Mva@L?B_XSL%ku*6J&u%0OT`jh^$s1>ehxcRx@mDx^#77qL31J*1V3q=DvCm?b9T^j(DU_WPu8$#ajv!6M=;@hx5Q|_=Bl97evVDq?V z1As;sPQc;m7Hv@GrzCy8BhKmoVt*N#9K1aV1|(|&(d$@C(*6>Y>UsyZIsaE>mFl~- z3P5?}NWsRW^GAFNJZ0zG_g(^wQukdf(zvcCs5mJFletLB#=VRNC8Efdq>};8Sb$vt zUObvxNiAWEn~WRNWM%xP=tXC9gK!iqfmoK+?72J;(XJc1>-a7G;0|O0XEJGC>y0P6 z*b}QwKQwcrt?PdC_#G@6yO~Zr&);XM|5(P+>~qm<*pA6@~LVr-<%qW zG*jlx>8D*DXm=^oN#KzN+n%A8X)~hbTtz^1VcfB;nRIS{@mEnCqIp2w#y!PIX42?Jh{uw`6#vZ$s7R@JfW5yvzn|8NdnLIg74;H>`W1b_R=vHn+MnMpnSXXyJf_~={uWSteS1QEUFS%P_<~n0^f^>Ud$YJLR#n$XGev`O zKq3G~R3YHiwZmZj`CPbr8$WRRH-teDwOn?O%{y|Cub?TdoJwq>_+yKXv;@`9D_-hb z&RthtyZBm*ltx3gA2ZU5+*CqHB<}gd3*GW3t@EfQr`W(Rxk()-q~t+)TTR5JFjjy+ zh=h?L4G0D$<7CrQ)Z&g$7WO^T$E*<<=j zbnI?1{C-BM-FT=xmnDXxO9;UEVOjYcoJ_)|nRxv6E{QLRCPSXx zlHxSjhX2d#Kx#B5F;TJXJAOu|aUBUaojx!}dI(y3?wjTT_r1dJ*if`b zGK(*EP#_hz2%d;#{{6r{s4dr_h#A0;)_uhD!Rga|Q+%q%_f%OK70ruvic`yj>53(LZou%POpH@GGX4Z+fV93!#z_fk zF#$0=ONL$%2#1B_YtSSIc{y$!eBp>YV6&onU@ur_0d8h&<5gE)rrSp|4#Pq#Ym`W; zju{XY>U&#+d?#Z!WO2PJg~|%EUPP!W9-(7()782hVrMV1idR9iAS&A3l80@evhM4y zUv#~Ctr7x`YENe95I+9(*iBc*^&(xC`J(^r81cPM9aC)#{k;yB$X)a$049;lh&_?F zBnL0!bWB<1Q<@i??Q%p9ny?l3<{JzNCa_F`Ft0o1#k(d8n7)G>-sB@)aCuJelPC7Z zZ7&VSgO+~7b1W)?CcrKsE#o&g@FkgD_Q|2H=s+sl5&A^D$$E2V2E1Y$ZDvgS{RG?wHHmfq7An_EFG!2z(mM}XJhPVkps$8mFVzh|Pg#8IhM~*+qo@tllHeu7+T3RWt$B02Nw_EmX!D)+xft~*9 zDwAmexx20~wAx8~IS$F{aH- za56Ufy^{EjixE=9uaDhP5lfh13)PQh>%PZP#hE*zSWoHQt&YU1vk$G*jKBN7VOlT z@cX=Qj4;V85}&eq;b4O@s_JKZr`Vvo&+JRCH55s9o+{KHO9iu?lEDCsBZe;_#{BP{ z=`?up@1#`ReBwVp6vtWn4U6`2dw*_!@aw`Y5(d?BcVNQu4# zUVnw&eJlvsF8X$Dy7$({@DfvMa?Ohy{O0r&AY~`@CDD}dLs#%7)1m&u7FtVCX!GM_ zO!NH~wUA>t1P|#Q@LFj*A<`_tp3nGL|MlZ+^Xbgh7h&+y^6tBNkI3|NFV?N2zt62a zYnl#o;4^&SGmQu6*7#0UszXJ3k)b=tSNBTlMxETdM5Q+(%*3lVUirCxeAMkb{bS(5 zln~OykIvFy9c@G+`fdY5w%=-S{Jmr7xCYK1uBISJC`;ipnPM{8vl4 zy8I)h{*%K>*n4`YS-VTR09{?2t)2gBj{k|Xo_G1U8ZGD1Di~(ensJ08P(xAysIal* zVc^)Yk39u_wn<*Rr}&GYiTI&m#G%ZltvCyfbCW%r&hHTRIDe$ff9MJa zOR_DlOq`z|oOU+1bCi=^3ys&cL|L9MudA*Fdz>9)Ctlwh`xipRXh1ZDu$bDZ zHoUzVLWdx(JRo`XHRp{$AvU0PC#n50U?Le2weOX66uW+xb@B;^ntPduNl3PZ}tkaE;=L=j?eVeNVg)=|A1a8 z-2Z?G4i32>Akt!vTNL`&;=4cue`q$OdlDkwb~$<^|J}k>=!NdqE+Y7EG2H%dRuBdR zR{XU;jEUa_SD+gHR*^?sq_(}0hq7D)Z*`HevJ>2X%JM%s2_=XWG;iDYLhlDZXSrMh zhx08LSw@-G%TkuG1=oIgfhuYY$`%7&9oDSUS>CjPZ;Kam^`bQfX2GUjXWt~wqTvE| zH0Nkjn{&hFnGCI30#tRH$Eyuh2Fe&`IBa*a*1Y+R8p@Ro*0)U8S!*0lOa)27=5)=~ z8S{?1b@ti|Ee{uVqO&t=rjXN3hT5xjmB2GYL5(n0D0JEyhx9>dhr*Tt{XhU{{Pbae z@!~BVRN=Uu-a=YYV~Cr6@s@&TZ#{bR(mglsy~0*6fxdx$wA4pj!uG7`bLw>5(bV#Q zcsF`wu5#Ws3aG3Ecb0;ojVo-(*FNzh91SGrRL^kaRIl+4dO7q8`DiZo45-{82FysG z3VfxG%vrixH|P!y1lsB=Pus}Tb##`Nw4vn}wX`{#CR=^j_^xGxQ`R0VeuNfhPyN(} z|9ZN{yLcY{mQ&sF)!`9W+XsKq3$H{NNTY2RtiBk!*WuiDbx7oE;|sSE(z>3gQZJ&$ zEH2o(FaT+6cq-7k(BDcr41oXQxSPIfAHbvQgR9u_wMU=~!MnH~t+pGJdnLqiAb-FM zq8VIV{h;AH@Nx-k0TO#R1L>>Q*H)kdz-d<|rbedfz32}vna!Cxmkg}i?Z%Dhh3jf- zZS5B5cVhyIJ-N?5j{;oU}v2ZqO`iKwkJ?h z`gY_Zew_%dmJPVk(DFPyHv+oWJ}}{{?W%GdTq*}Czs{1$%SyjN^0^1fE34nw)^>vD>!WmLaer|9@jv7|gSt_d4D81eu? zOrULD6#S|cRCG;7`*p4ER;f811NhJdxL01COBR`6i7YQC=51r0WfPt4j`rfJ(vC8v zITNGJj-Jx0(ngTd93<*ipycWl{zUd}*$!aWLs1zyx3Q|Whrk$2dTD61Y@*dvQCaQf zsLUia3?9$R7`wh+(6}NDRQKx^%qGt_Inmv-#*McY%*G0zm(-lVP06?bfCjlTi%(82 z?n&2A1;I<_v4^&%%vB8anFDu7Iq=dRI|<{%!BzY-9fsla3O8 zUcVsk=cPLE;3s6=Tg@6tE+*;qQ(&mp{S@>Y0e`1I`llyO`E_vA)bCR;a;pi^H{%UG z4L>6plqn;g&iUc>Z1AGDP-oFvPBtsZA<*38{`#EJs3K^3)|NLzKYX=14}Kw{skU)f zuGd`m=v%xYleDS7`-!{b(FyP#R0_~r4k|7Feo>iHySm!mQrA*i7Z@O!lkL5DaS;`- zyiUCFV|H)Ncu`Pr1dla(KGhn~`AEXY!|gGPPg>lOpfhUoc}z;{_aU324b>VyB{s)TQ)wY=UAsJ2RxFtza4LO2Ha7&Jx@Ak zWvuCXe7d*_s(+dS;E2^m^?S{d1oIYKc~P0JPjk%+IG711ko;y^ii5^PjgyTtsg-1j#?zzBCqua>hE4E&l<$a%Ltov^L zF|**XpAX$#5w9w2`uX`i=Xq6IUa|&|wLTwYCHpC)p}x^C*waoVE1w>;WvtWvS|a)a z)VIEUo_NfD@Fe6bh-%K&A)2f^?g_Ug>v<0MQmq&DIWSRt{IPZjy}hpG_O`pe4zd2F z+_1jOP)lciHn6zOUH5xwNpoGG;!mkMUn;xj5GkH? z)`q-n8imFJvTy%*NOT}F$Y9;Bs$Fk#zb(5TPQSFfY%^kO`;-!O7_j{Tb^ZC|wV>{G zX};!hD`I-LNw**fTuox$>EU$Q73=Y%c>qi*Sd+a5Uc3yvN-Yq*{Zn4t_$9i&_jcf` zVck|hOHoUOyDfg{!@O!{;6qLC^O9x`Sci9+`wAH?u2)T~=d$YPN;Jq;S9ZF4c?%g` zMX0yv*Sf0c$5M0wj}J-5?KnD5x^wUA>End=g01Y~#5j|$u2DHxfJJ!cnm?1z<+{%1 z!{(79B~HEY=hmY3&GYF?=PQsi)Ygiw`Zm$j&#j<4aj#p*aU%b_EqpiE+R#q3I?t5QJx5b2x z?lM51OALRjRx8AIo!bBrI6wex3bauNatXMeqRajC`L*TIWTR_;Exa|~xEEAe{Jbk@ zs>nD@r%gi+_CjcWa$^=X{$=h^8AM?+YjKZdF< zzDKF#t>;&7?}*b-_zq`=t-Pd__Lo9+)B&nB zwz|&1ZAwh&)lFb@4bd8S!ABd=g07TXVA#IiRbl%u_jb@(pT2w^bO2K20Xq5?bvHGS*h%33q%1Gj;3 z`F3+ww*2-jD@3;fQPvGsKOe=TQ&7OuO#@d=THSAFx!9ap*1jVT1K%z^GF_aRx7;2V zAD8g2d>`jczg#|@k$-&NY%S<{eIpNk>}2zun~z2#?{$5=a1q~N-4I(@YSEEDl|7o4 z2m!LXY-kzzou%^@^7Xv_APm$|lgCFKub35?ng8VHG?0?mJGu3e=^g3Ms!JI}`?|k|`#pw(JmT?OFsdXJc_ z@4kgj#M_R7xMK|^cw_6y_LcCL>fdX*aFX%st*m>y1RoErKKg$9{{We>B z9*;qZ`9a=IY}taI5<$;XC0?q5F1`-~9%mC@S`|ZFWXm(N4bbsiYSy)y_opVVaCFc8 zANLDH-!=}5Q%E1lyWcimQhY?;EgY>awJmvLLY2!}MBfj3O&;^`AMbNrqnp&^6V2B>;q89!KZ=hBQ9$?H4va**1TD2)nR$Qi@pMez!j2>= z;^0?mZfdJ_n19HIcL`kD@@s2q73JYMK}|S6;nV8sMvQ=wa&h*oa?>4+AHB*;I>mSH zHqdE#JuG>wCVnJK`R40mR6Y02?tK+s;j;T7{65EV%EZ5`z1HvcA?gZu(Wv{DAf>t1 zeYqUevTbPUe)14r{Cn*pKCcXGs5OKo27~^m+7Le5_NJOqdzr&BI9s@nF=wK>GvV$g zA<1evXzcGt64daaw*64O>GH8d*J|Q7N<492^Fvdi*xzSb9+ys2ovrs7Gp#++I_7lz zDz&4@VwhWkCg+S&zFwc@xbYB zz0WsGz>=Nz*VFY!vff@$F`*tWJG=gRo2~D=zqaw{P~_r;V0MSrKy~@3sEu zb`311?h;IPJTdFQdkSaAB=F^K=opH(6Ee5f?TXyyelP`{ z#7sOvl>8;N*@+p%TD1vVG1w}-o-K};xzL=(>)qAh2fu;f{AOWqtWU~`Q|SFgfiYBK z;>?gIQ{I8NllLlQ0_SZDJGdwtE6yhT-BTUN>y_6zwGYxz zd|t;3Cli2^x#$G44}Fuyy{Ex#=|fyZWicGD{_?d(ktTpgn>!pppGhHX)WCm{gDgP1ljwRp^`zGC(^T!4?!4 zsN)7i&V|~p+kBi*Tm;4X-9a?KZ`NGPCFxYYo<0ccu6JMIym$Z31Icou!vB)Khp&Dh zTi;|@?>QTK;Y@-)&CVM&K)cJl5b@rr?5S+~?%e9B={4G;`7*vV2$H?OV4-8`bJM!2 zaS=4waJ3t~9268(N$1Tw7P8rBF2Vg{|LXSEW7&}hzX*c2HYDnJETCreCTFO32093; zcc1zC-NrV)T)sSD8#+9Y@=1rXtgU)CRJYf7PWRVg6Uhfozq8s~KAtG2=-{-bfTq?fl$(NI^%LdN+t)L zxRu*$QGx&TJlvLen%z>jvgj6g80sugh#sG@bdeclgJ##gcQ<%Q7RkdIsCULE7eRz} z5}Azb{y4^}S=_GcLT-Ao1Rs#)iH~_3XLL36DgA}wkO*`RU<}9ZL_g)Zcw%(!$I@x} zbF>n)zxna4{zDb~fiu0`51vW9H{HJRS?7HWe>G{f7sWH7jAre033Bdy8gy~l-u?;m zRL094Uf-*>RK8<*md}8i7wF5~un}HS-I=a+dfss_IK0Tq!|T0&%geq#27Yla3)J9s zudn=iP<{nR=j_8FX_%uDAfp53X}&6f2eR~86Bb;Mqa5BM7;g{!mb3D1 z0=jqe zSpGreJR~#Wx4K(6?HV1se#m~yQ8aKGWIAKYR$J*aT=*Qz5^=-ZAkFYcwg0|gSkLfA zH1JxKwAr-a3DvB(IN<{e3=||X$gdVy@=n=mXlYc9xfHSAY5FN8*%Yu5rc zgust!`U-GsxaWsoI`F}Z1rI2^d50?Szfq%=fA?vPVh(ay$8Rzk%71m5MyxAR^pdcx zI>oh0prjYWy?^x~8wK-vk3Q5T61}T+x4~Qe5;m?_yBS* z)?P5^`IiZU*GTr(472DidA(?rE?>0a3(#;JGk;8Eq1m~1OJ8SGN2k*zwY0mk$I=i8 z@8sgd*MOSdl>m5!Bi>lt_eG&o}VRVeP@X2ww4uSM@Ax<@rg;8?Y5yr47_yXy= zy$tN3XuN#57N}MMUb>7bHf{Fy7tbhUf|eEkyi^EJpW^A9;fcTKow-Oxk8*#`QWq)+ zcBx+Nghi`aG1OVtH;Nn)moJ|YG`}g|;;PCzHvTkVh8v2X5CUBjWUdaqY zOh>yFl<9eye)F??WvQc^*oPaKaUS^H;;8&I$@gY;|iVd`?YqY4*tvb69 z|IQ>mD6T1)*i)ssykebnx8t?h(cvr!Y(+E(O#I#>iw?g)$_Xe8N1ZXV1Oae~NYJAJ zp8MDO>m@Z8;zvtfy8vUDb0?v~&D9de(166<=Tsp<;$%F5b$)a zkHPixg?Jl+>9%s;`$%}li?ecItBU)WUf|5k%s zo`;zBn}(UsSxkR?V9~(D3BT{V2bMwKm;W4$U|#wd3}QkOWqS%LEt4PajzyJ3!o8v! z5(lujPELJd{@m$Z@?!G+q!J-u<|I0DWRR-4{1e`av%pY^ux#65$$8zUg{eVLO}1Q% zDghfu5o#V13DLVc!GWd6I$>hnZN)30fs(VncgaY)lY`~_>h~;tcdZbeU@fr<67%eY zM&;-#WB8lR=osVZlfyyJeRFV;Zsi&7S;881ci1li5wyIE=hX&}LIZjvIOhu_NZtDCZu%F#PZ#lI@`0^;h0WfsXlIdo_n zBOP&w_{GHCn_Y&xp9Ph*soL|?xB4)h8@n5}Y6(%a;U$sg)A zR&cBsUk9O*a}DpZ(y_zmYOL4`+TD?s4Zv$9IL9|3H<9+AyIzV8gg1mejH-sBxtwn3SNi+-+Dr=+fLI-{C*pvByIo!jnWVW26St$8Eerp0=S#qS5 znt5wxY?v2E@Cm#9WS|n_CQ_}{POYUkBFAXF?2C|*+1UQYjp&0*ld{gv?OLooaFI2m zNJ(p1i;>)v|EoT_%rj0LdC3OBiCPM4H(=^1+B`AkraH1P_d!lRGtRwcQk*vFh-x2h zy6_9S`DZDha%E&?#tpGvZ`2JVVPf`;MXu?-oW86MzR4Sv&j|n|3@iBRR+H;iBi&YF zIt8@HFbMkjb16_mH zwB_X&O78j=8!ri|(btwP*+G8oTw;p3FXq0Ed0BhKTvlczKEJq~Fs`*yoN-T*IYjsm z)HLv(gp@mm@4}SCMjhKjzC17@(3vHulf@z0O>zw69a&&&c~0(-M;wjn)qlCoD;G8h z?kP}Be#cA|t}7O{jpN}bHG{Tv6*7Xnv}TXq@t)bya4aAIF1w<|fvbJ-FG;nc4I@{g*(r(lnNt$Ra2W7U7I*^-&cT&;Z z2)m^cc2v5dRqn(iAj3T#Y-)L?$xS}U>I@?nxHny?m7tI9=KQ+W=4^66VYMUmOD9lA zq{Kb59K?1NFR@HQOAtSYtR~pi5!+~_j1h=yh6K}{ge>twk+K{O5}aw?LPCHc*uHRs z2%?jc#Q(&oZxkF2eySC%_c^dNeO-+=eSaP14fgvIJ0@RG)LMghj8>3~i2csd4Pf{r z$r0(BS;U#Ah%m%-RBOm6Zl&=NdZj8Q=O*)N`@s(Hv$VvIV9L3V&%Ms5^h zcRY*4K9vjk#;I8*-Dn}#aAYGq!m$s=w2aNQ3O1DhpdkX9tr9;W!An*2w36Q?ZAmmu z`EI_Ez4MvB#8%8XzS@{D&=YOi)F!H)9tvB^R}OAQU>$ivbQ0XDHqNSJQ+7N;Sg; zCT3;fUw=Z^_2UvAWHynt@I!=5(AR`{OPD}&;p~mp??ES_g$RvnDlU1wgPzWMZ>G0- zV4}1S+3&(o{39Od^%8U48fWFxF|^%aPbtpb$MDJelxm7IV<%AsJif(Ep4LLAF%7oC z?MQ)G5Kap5sY)GJj)@lef5TCV&xyk#U!7^+2I1~&dITXDBS2K~3q3zo_yj*ZcI=eS za+P9R3WyZqLd}>eaJi}|TuoI15mV`)e;zA|&+}0kI1cShYQ(}uvM39tmIjKQgd2z;`IYX6iN#?Qyp^g_ z4z-Pyu4QXT^v(zQYRajOS@=4}r~>RY_o;+$^h^q+K>RRlhC46_?DcSsswmLaNFHKL zGShndZxRytImIROS%9gsDaqc-yzn*`oB>3lU1B&HZR(@RjdU?#Iex9Fh};JT$^m7vF{m;O$Q0YK)Cd=;tI5;0qsaPeK+R>;H~ZXhNb_cFp|3TH*aT!wU( zvSwAnh?I3|4rMcyt19DM$Ru;sL565!Ukf4ijqJV_o2|M}XErK;}=oSfaES;56DWlPHvc+OV=HWCJgeE$MaA^>*`&zf+ zCBX)9)5LlDZhLiefVv7H88f;VRitB_Yaa!|-i2Ih$y9-Wa&n)$L9#VR&r2FQXNSUoK(J%zp(Pn@g@K}^hD&4~ zjhA&?Nfc&vPBS>;1$0tBA|5p2=i#s69OX6=ql==zYQBt^BBXTUSObi8$jB?=W%Xwm ztLbCA^F+8&Zt$Bm)9voj`sk1nSnP4ZJ~Yw$p?@==woJ|9J<4qdu~#fQY5kPm>0U@P zRBZc2ZAWGn#MVX2E$4@zIHT2<5kUuSfM9`M#k_{9j5zC@K*@PyHReIyR0T`FflxE1 zZ)~SRoNK(U18YlppxtB6+U|J?GUbcbQFRqBBw`>g-3-^*U>Q{(kO()ZqW;4<;1lQR zcu$qab=%jK+oC`?K{#IVfOcIZUTLi{09lX(xb}4)D7P@;4A3|w(Ri6Y)#S~Z&5W7U zjt`c&P^lqo&ArZ{!j1?KQ|t`&1;DkA>3FEWq`)mX~_CyZG@qxJN2B-428F%0og3i|BKHbvl5|=3$YoIVvq-`wa|=m zQtjZrAM)j9`TmjwM-XtKp-%r05-l#*S73mL#lFBMbs&*Kte3QBQn{}%fC$)(c$r`- zA$4CXrvSNjLfJW^@cxkB#UUJmKU8ryDFY5+7%qu_hrpvExo(GJ7J?QcOQG?^vBQH_ z>C-Puo@GaysiScD)qb|*DB7U1nZBy=R!hD=Si#?#5K0W2MuHGa(N&WBb*>$GV+a*! z@q_y%DK{vRymJ`EB>(kV)fnGo@QsU6pxj2x$+v|<;V0!9v>Wm06NQ{3cA>faH_M|m zPd(?aD;|pesxpF}`US>11N~j9pM2B8(51eHp$_D8VT@dIF!q?;#f!-mu7uzhZORaP z+QCTfyo#}iY0k^_Lk&0#m=pN__$3D!CDw$o5|hf%TH7}%r}y_lHZ#o-KC+J)0iE_rbA)89L7!V%M89F77S)YPF{MyROZgOn2%pj*OdM1iT&BXcS?)4I z3WW$wi5TK&OA(>}Z<#;ihJVIz2WJ4E&qcW06UR-sXmsv&{Wt|`9z&GkHMUSj_}F<0 zAH@=WabLy(I4Zo*5K?{ad(?$fWZcrTB23hZf?^wr)XR%j8?g3b~J>5xW+2P z9Jo?Wv{{0r^?j>{4f!eH4k^)iadDo*c#SvesRjPnPRvxcMl50^Kf($lVe3Ll-s^Qe z+voSkm%GL-K<$BrjH%APe6?J($@Ce0Mao0fq+6bk6uEFsLjAEvYs`1uyHuaJ)XeX@ z#F_0XL+I;wvN5SvZwnP7)~gdMVDyBkQX{G~kxa&J~V-J-ZI)g2X#Z$FCcTon+3y zts5GUXT~JPE#WdwpA*N)M9=hV!k&i_#dvlX4HZ8U$Z$;nl$?Y%mehOwscya3^*mm& zq*##Lo+ITsvO^AN8#Tt()lR5Q`AYmmeKm<`W}YQReoRgu6A7b*Oc{>L94kBFhtefm zb!$nR7^^C%iM+dhl^VVbxIqSg6I5He8A=iH_~iZ;y&U}DQoOu18tt5H>2q@va6W12 z_K+;%X7Yndb{l;-6U?X=J&Or-S4b6-ab^ppfz;eh+z^RC{kxTNtiP;Iox?%}i@O)u zHM}j|BU}S=QDpyoLIAafw_UCGnw5fZ<|2l?){Tl2O$6$jMXIE-!HY60y{(h`spl!{ z8KGoU+0Lh(M$Wk{)wR+z(ykvwV1hx#s)lg_uB$oZ89PEdKCS>}EFS2G|2%3?!Xz|0N?&_NbbX$vw zN8+e4$gx$wyW;KYaES=-&%4{v@5BX!k@V02q)Vw|@OoJr#137mHSkr}qf1LwtsBkw zDmCHRZOMO-mz`^w={QW!?&J3>Tc#D#v$r>kfyQ(sxeP*?W(fA}o7!dGdSd$<*6(Zu)2=nMF3#SAjHAY1~Izn&8lyzv1 zxZAO+$^^4)hm!O-59i9aDJ$$*_|J!l`;`sy*f;UFNDk=le0${M7_@@sg$r zxr&hRwc=&N;W2{+Bs8{atV{eE>&pAlI;WmSBfg5_UcSZd@2L)Zh>pmT?XEI;dgi-A z6LC~77$|DleuWk-oW;cuRr6no*%B^&NFWHeeEFq)6)y_jd{unC=xs56k3{NNE*|vzp~%PXcU|9iHfYRc9t;l7@^1_=3=r z;VwVb?ha&yW0x))z@BrhQsz)JwA@IGJYw;>$9MmB)P83L_)42Mn0F~o2Q;@SCmMQU zsK>QTTS2zEN8!AMfAzFeNYCX>H2M~FwQcfz5IjSj5&OhX*)8Dq1|6qZU0I0a!|0Ve z(pT-8nSr4l*Ujdtlj~1W@}^|BbWT1h2QL&0#|^#DB8PuvP^N~hQ)$|VtI%L+M}l?G znf<_YAqhSUp4|KpU5yUD>bR|tvJ*d=P6em^$QIjDj)Q2J>C3VkA{Ys0yLN;vnEl4y zrfJ}T(o;O@{4MG#RrB#FQn&Py(A_MOtj8j|t!R>sIP6nbK$csA+a2TTi_rOXGr=p&Hfg6Cj858? z_djm5Lu@^er+YXT$CgHPC>BM3+C$x~n^ErtcV{>r_AL^An0SubH47JEgb)ZTjMp@me?LzV@muo)T<2t!5WwI?6 z=Bre`P3jL`;`U7b)-j}9>rh;>v-*9YFh1jVwOoNt459F#mZwZ+uY5E<$2L~7KG^7w z-k5R9w|R{#zKou*#0`qZnvoUmL!}?SE~1dX;J!>$aF6a@`p*#DZrh%lx9spup*7+M zSs1>heQQ%K)xCRXm=p@(>mPzVWAt3&ijY)nQ=aOQL3!vr?B5V4v7ja9);3qdqJT1l zmjamy)15Og2JiA6v`|mqYs$|REDuK|i?()yp+hRleVZX%8uZol_hnlT z33>{n5-BSz##o^MxQWmpPZC0>`ioFKsvLXZFK(Gf5=67Jw>J_gqOdclNkLeWV$7+< zP7ywnM@wpcq8p)#?@@ z+i=?$TR9l?IeGFE3NR^XbGlZl8MOWJ-H>w|rmJy|no*6#O4ph@`U6)(An$ zZS$uiw?WLCUb!n9ON+YR#>qC0O2IZ@F3nI_eif%yF=l#Pj_qXPb{FT#hx@88>=Oc` zn36_iLs(q$ckdbgEEkC!!oqUz$*TcyaENvjXaq<*t2jWq8p=el`sY)O=wwcbP`fS=i4+Dii)IXB-B7C4l8)8;8m#RUX*kOB|s zX~UQwPg5ueWVk=8$-Y_{!N7#GyJn!oNmw}yA@tS2gbuwj*kXAc4t+PYeS+i;F+;7) z(+9wJ?Jj2zI#kkPY)O2HW!X(aSb}kmpPiznR|TvH$YRA~OIQ!(xu=rG(^FNQXduZ; z{;K70!;8sll}7M*io@WLioWijIPIhEYFYXfrdisIjEbEc6do+W>#A&{YgW?{|KgXy{R!LYIa70OpTm2zY zT(DAYct%EgZTJ#ufxpC`LK~p*6E+0954qB}0FES-zjP<8l#Y$|2z3iHT(BNYJtJh+ zA6#?^=NNTJZtTD;) zIgMsLb;1l;lk@eISWD?Ga+6VQT#^WM6ZeJY>?`9;-ACCKkoKcI2h@qvNBW*Zk>&u} z;X=NucQSTN@-67K!Q)1|3^o~*<}C>sS$AS9p=G9}04omo{!R%%{xVf! zULwF*$NR(~U^i~WE)fqstP(KGjBW)(*e90=7lZ5rv4B*m#;rwI38JJ7mLH|vu?{8R z*g;~#a8f%XJitOGfaf3_0=a2h<;&%!y16olT1BHV$Fe{+l4Hzghuc+4BREW&V^9k? zVsVW|4l(2B&FJl`4N%lkkQLHTRE2$mMVEdS^NC&ca5uy{MKD9wk+%Ix<)`ZVnpK$r z4(rbp9LdEO!K(X6wm+vG;}UyEIhf@POL^RFukl|_>ZhhMhWUeXZjQCsrX4>RMLN)y z=viDGW%vr|!9nYRQuRr3!ST-l`O4*=Z@yPowe^3}m25{4$*~amYIxjs4#nQT z_b^A0AN>3jIME)0=V^zrvUx;2FzRBVQ;>G}id>TB-(O=%LNt!%L{ZTlXeY*iU|&ZW zzEiDbVT4_ zX303zl!Hj2cwdwnw4`lp^-$$V3cCQjoT>rx=SUo6B42UKg=TnVDGd>!Ahbs`$aG3d zsenbJhz1%CNQdwG=n1h%;?m*o*3;c(w;|Qjv=G<5dg19+0LVnZ$qgi1yPE~0O{;Tk+EiGmOxDxB7VC-oPP?^Dm$SGldCG%}Z%Re~>} z`kXu!=t_2hmW)RjnE5C8Smk|uWF)-b#9I7|hW0Jl!rzk{g*2>33d0)c338UOQV^3I zDTsyoT9L-fcZD2g49tpW2~?C$N%o3w6=(}>-Y{AXV#u#WoaBB!TYt_XZ8y&f$W$^- zF{F}vlc>mgEB#cAGZXSBn}HPuXb0RP;c2#zVv_N)Yh17R)fM?{#O(@VRhowoAySQ! zuNNbcxYun=2;$ZyD!Stoh_6Cw5 zHE0ZHTtg3YSNqyL9UvKTv_R25pV|IB;H66U`CyxZ&GizqA@_@-0|MrtbX7mq=%#^( zME}SyB?9IKB%fmhV%oNY!;st?oH_o_+3^CuGZ#D&8erGB^{B>}n}SG>@n}mYOnz^? zMSAQ4LNJA@#z_V*#OE+mJt*0A94$8;|NhZ|V8~J0D!pq~!U9K1$@Llg=c7=YP7sTR7SYelJfJc!R|6q@;=@G>cfr8Eq*D{x3tPgxexz*?&7&lB}m z>|RuC-sb-o>fSL(v#v|mO`DarZQHh;m9}l$wq0qn(zflav~BKu`}@v5jdyo+?9=_@ zM64ex)`};dhX~qFgq;31FlMN4kRFz$ z^lA!|Phsdan3P3S=ty4cEfm*nsWibqF0akcV&2Lw`rDp~J$OffQ%|GSaSl5^v(Up5 z1kFqSgdS0Y1L7BwJW^%{~D1Z0rfGJi&GLjt+zS-<#=Dcrhaa(7G6J zfqP03s>L{RIT{LFV5v447`j$$B?LbNnFbGg)>fbi@sKNAb};O^@|yOSn3FYGgG^Bn z&|3jMN{^6&cDM$M@1x{Qq!Qai7N9{8noy#*W_+rwcaZT?e-BR-x~{Agg~K6EWv$_= zAd*`q6;;JXj1mm@%Dsfb{(&T97%wu3?!q>K1WZl%)FAmYFVIm(z{ul!qV~0XAom4C z;V33Z=Eg8o_#^%`VP3#uCt!(-e2-{nV6-Pq83vPwh!asc8Z9p*RS;M=I1f|{91+?b zHrK;)0bnZT3Cpd~3uyARFVYTB%mU7^w<8FjG+rXK#;s8t^1Ng8$8y_T$)9%3ZTg`g zW>PwJGG;(P$`KgUtrA870r1XK?DmKL;@r>7bTyx{-TW|hqa+ogf>|}@c!Aa=QK}VM zb_Gkhx*LsJe=}J4OZkSdNB>3?g9Rg4zubgG0p{Bs^txYk`90rXPN4K_wzb6zF7n8*j&_wx3tf-)LBWs}7)rw#SMuL`v;uHfU!{pAu%zUa##ilMmr!OCmG1DS&w9jIH z&zaL%&Sq-tG{E!)!SqHDEaP&W>?6%jv@f~lI+S7Pcr>d>IQENhGfvgbDr1T!mz8X% zgq-vxZU}QOJa41GL+pnahH)%rP#mONf6f9*NpgO*|71%^O7fvLU${Xl{nL>s3*3Vb z2!Ow0z!=iAO=Iaq1+Wf~KCneD5M`~U2AVPhhqZzdwi^Qv`|u8o5ho%Cw2y#sy#V1b zU8nPf+Sljd^rtHH?+lz{B7}55R=)_a9-s89(xSDUE_~Pgx47#e9MChxhg{7akt!k0I{>``1VKGFmL2NSJPM~N^en{yuE2_T+^9!$YYIYU8{9NCKZ<4$=jPfW zOeGBiPJD}N)g^KpnX)R1Xr{u3{=3i~Y;!9KQwISmV*Wx(dw5OZAX3W?O0b1^-RWV! zr`JJ{#BPuSA*z9e?H|?}fH8;ZWVTn}P9MAyQ4I zalKrkBV46AiLm}YFTxB`kxnHDm;zhia3w!2rN;G+Fq_M3%EJqGVvD5JK|O%2K+$-m-D*D1 zx3}I8_(Vx<%gz}JiAqg3!I;+%I7U53Z`RY8;QORQ4(A|aVHv-1-Wft67& zY@*`DX|?4QHB~E~5-42#1$GBIHUsmcFVtiR<7kZ@8V-DqR?O#MSO<^=6#kgP0ZHsbSA;4X|{l5hQByU!~t`XNl>~P)EZEWUooOE*+-svHej@GACVG7 zFll7l&`Sf>QqA+%$sbS5r?{;jvulo+jR6d1;ZeXg4t?RXvMfbdz@=c_I=RiP3w{wS zd&vy~B*uW0qCX;UXVXcJR#Vg7QTU}z<;tPXBpS2ShQO?uV(GO+$2kNVcP<4e>GfrE z3YEr(He|*Rrg7juQ5e3wDIFtassk*E5=_fhVDK=8fr)mYMn{U4(hslRS$rR2WfJMm zkQ_Cq0W`HiH2gwNW`4-iT*&w390R3xIt}eBH^_Dx0}x^tJdF>gO9NP7o6DseC=HDW z-j0Qi=YHX(w_gb=&Z9E7R>4NE&q*;B!WY#iAsbO+hA$@iH@)1@RqzGb==&hq(^=8$ zBog@_-n;L@+!sIO5nROsSAcZMV3P;}<)4DG1Ojb-HM#b9oD(qh+ z=0c%xfXLG4z+es5!LVK(byv-MXg@*hC3m>6Ihi9;%p@bl44pflE01p94<4n zOz05GAv#)S0zuQBKt&m1n(pr+7OVVGXrvD_V|+wq0N3zKrl?=jJd{xzK)N*!MQGb^ z7h`mv+dB{NBkz=nT8ePm47%?@*uRT*fy}1He}K_|fK(j%TL%DSC&XfX6sE*Say~&E zOvG0sU*gdJ2D39wd4yru5(p#-2_W>Hju3tM4Z7`q*2TVhS9|>uyA5Z2L0*#bpBaf^(S8j4)g|Biwi#YwVO#5~E)%G69 z$5)IH-HONfb4X)}G;%ow&kIQlf~=99hJLho>aNVufj1%qRv~KDDA>8k%pghd-Ku_A zVBoZqXlVmf>XCazhy6y%+AjrHq$|9tpmrC>L16f`*U7NJ^Lz`Q_UoOm=<)*@@3*K3 zn%5p1na-OMt38}}h*MEg7sk^$RTNu=DUasXFC=fwhGF~w;>Z5>dD=W`x-ckbGhy`3 z$|o6goc>lvWkWnBk0J6a1lSc#q`b(L<04}{P4ig2=2~qSd>=zE1Ol)CZW)gI{+i=@ zwlKYB`iCnZiIO^DfvH}{0!WRXAd!AEd=#UA_Sic;H+i`M22N4X5J1=jyPQ11g%J@- z22#2taZp$w{MwZKV1HFI%*_udtwsoX#xwMe(k5g7yJZgqBP?v-TNtEwO#ax1QHb_g zNKPiF5Ip(z;p2e-k_KUXG*nu*;%l}#5v6zh*%ttAR{AJh|b~TGcSh6Y|S3^K(R4v^fTa>z$0A zIAgcuTe+DSm_JcFpMZ(JY4@-gRuWaV(h#wc81(o^9t05Cb8=!cvB+tD0j_}TDLx*&j1p%n5Bmqnj^SlG) z$pK+m)HQj7!tL{P#e7zGuom5CrkTZUW1yrnu>%o^o$O%h;eYE`f{|dS6edrDeo?vI zR}*;bb6(0~Z6Z7}GzNu0{7GRhH?~9X;AN(S5a=SEU3Q8ouPunOE5_HmH&dSg^tTw% zQGFXq3c{-eoq?jd_Y&`z<;`~P$x1Utx`P_V&&d9@fuN`Bab1&<wG=;JK;b}Z5dpgx?Djs`)Lt73p>O!8HnO4``Bhqsqh5#1@SB_x;7@}o z1`icuJcQn(t=C;7210$Fakk$2S1vO zR%9TvSag*L`%W_W>)l?+K0fI;2PZc$@Uj$6spsM2l@1PX9oy(a2|_^q$ouA1siDK` zdr;=*9o#}M3?p*8RGZ0z)dEW@K>26L<4{&J9`5KAaAZ}U7khAeNA)4HSE%!RR}w3t z)J1aD3;vO~w;6kFH%u5zEOh_O$9S7Y!DJDJvX*?jqC8_(vr$0i#u-rBY8J9&?ZzHW z++(gC6^cy4%|Ni;Uqdva2#r?iQzG=9f_%3t4o|jO@ShV&-7|F0Dt_E23Yj00TQshR zgR^g~mYN6X`0pC{>O@!bT74f`%j|CH<1`f)7{Q(^+|KadWy>JUX%OwyXEyzcW*PJx zV9fMP1wy?zdLZ)ruO4Gp9MDQ<&{5D05+dE~=Cai3L5ISxv5TU5lV>#y?C3$jdMXeD z@hu55nX|yJO@Z8#rh-IBT3M>|rf`xYbtv}yz{aejXO<*Gn)yAzv|#9{4U`+qP61h4 z9lzHWm!pBHj0_+pQJhN0GEz`{`0AT?Fw(W>;5~%shM)?NL6WiJ;bT$X1Q3NQhG%cF zS|S|ks?%cb%H8P>B+mwukily(0Z{ZIWT0NK4i~aWS#8nPhlnB%7Z}lSSXP8Aq~`SG zv_jPGyCgb^z)$1tOc@BO8;b$4NsdTEtLcHIIK@OsMT1A%{i;+U{4VAIS2g?cp2)vy zmofk_0ee`k&EZb`OYlPg^`!#fyx zLXcKx*ELPSiYP9y@;mx99TA8SP_VEiI+=AF*B3|S z@oD^8!&Z7J3Gc<4kouZ(_?oUV-Cpt#b@tjhBT1rs9Ut^D(v|0V&mpf)yl;y9AVu@{>B?HkX9)uP4NZzC|0HAgm1%yg!+t!%2`oR&Z?} zf>~{UPUib_`L*Qrh(nW0Pz5=MI`27y9x$3PVc0Xys$aC6!GIB%9KWPqcPY4BI7^dECZ#>o=Y zr+fLnnz8PySr*Ko~j2N|i{T@K{gi5|CK60975-Fs^?Of2=aheNg_YEO=-*<=ml5^J&w;E+P^uXyd3XZ-PKfU;jfiM1~hC`n1dk30Efdvk= zj`~AOTj7$_qqA@%U?Siyv4`RDx6;GJWWY7a=gW#XEd|Y{&$foHZiv_)lE@h0l4I7g zfRN>n+^(WT6Tz-n46qLb&hnUL_#zQ%$gtB}ZtSNQ1q%I=aOF#)bX?JsO0$wshFAd@ zp!bsiB^%feaMqiJ3}A9jfs^UOjV3Vy0heTl;UB3~%j)bOKvS@YWH56eB`=gG%&P+h zz)%;7I^D$JW*;LlIX-So9qx_`Eu7#P1lwzjz^<+_O*(=jlZS9V+Cb1^-s(ha@(3KOTp&;h zsJ3VOLGow(#67nU^%r5Jl@qt?*@u?yyUgn;m-6}f*Y=k4=dpd(lP@8^-f9X?xJ&|y zRx{-~iUM)XcBk`rduLbY)7H52)(vJ&ZFrHeLW;3gM5Q{!4tulViv5pa7i{8`X#CMo z0D&Dk0p0_)s|2zLQb1^kAJFvIdJOGcOzn3QNk3op-AoX3j#rVA4i?ccQcZS~R(8rX=|a+Wm#MaF%>JfQ zM%YzZ%5{CYb#jP_aGsH=zIAz=%&q*mUXFI%TISR}MBUQ!WD8mgQTT}%dFEiRX7-c8 zQw<31OIy=Daj#(vcOn7W73jVjUD;05DW1g0Yz(Vk_F^|&&_KHZ&F z{jeW}KwCwL2bV544aJhn;w@sMlfcP_yff3`jZ$|bX)H57`>FZsvzztnk}sLc7sc%7 zkF(VMp_nY)bDs}WPv4KL1FS1|LD*GYV(8$gq|7LkUn}zVn&BLIv7G0=8zrLTOx8*P zN4rTM&2i26;-RynIcD{WVB6=!qt8pCPX0G{? zcE9kx7@A&ObhZBTSd^j4=;#89nOw;mxx%EE3Gx3VHjt3(j? znUR2FxF8bAQQIS2X5xpX`QgH?>cJ8`mF>H9hG!^Ti&#FyXT1^?k-P&sh29m$uH$&3 zq=ls1>IAa!ek;GbXjDIPB78Qd2D6MO6|L?1iDhKIu{h~^S7rAt(&wQZ&!m*!>LWia zJK&G4Tw3&o9ftIEQ9aQ)B~tlpOec$8BrU~Ts#;I0S8SaX z>-{o*lnxSku_!x;4S<|L>rU_B@v5E^rg*r*!Vuy{zX@h~zz9Y|6CdfCjP>n^&Q~Ju zKPlSl2fx{xEcsMzKIh)n=!(>QPdp!v#@=bTWydCkh@l#sYB7R>7w?(xvJS1!5^T*7T@qcI(A#1Bd5 zolaeaXD^%a0-B!>Pl4QO*n_7F%Pi%Snch>|)P*(YIXS@07AS?!Kv)cv0wa2u%g|P> zd8@c_5<(NkaZnyirw zsviIxt!FR#-v*C4&&z_4fkL@dA?HRY} zI_8&iAWe0@YVB-uzius-1gElIAqy?%_)uyv_JWlswb{sPbh zbkX2}kv*ni8u}of2@^LVHC7NDf^+~&qR1WrwWxr13Wx|%?@#50_ZI);w(n)~mlOVX0 zz$qnA#}W9sijT+}#LFmBTgIxoNNBfqEj_h8CaVEbj<{cp0Zoi9xL&88+P137+eR)&TYS%m*X<4DE_NLj1K zyuE-Hyy)Os^bh+z0YqOeB^irPdH+M0P4-Y`(Aq=8^3o%U8a;BpD_15jvPxpjdmOj5wv?&Z=@y^wgk3poGkvgMmw~#!G6nvUCzF$8L~RSiRG~biM?& zq=SXiQ?}IREdwq36*RwtasaKAKM|5y&qUvIQ#7NMgVC5!pUnV{grz)hYN1h8p ze`&=Tucl-)%7cV~B(VpBM?A_e2WSZ2QnM4qsYQo(y7*AvoSr7cF2^%GfJFC6oH<5M6 zI0|d>2B$?{KTCUjNSD;2l*b++(!}_vOJ1EJeDg+r$vpK6{5Lj^asWn*Az7G%oIvZhUr6(M5zSU8*pM+M4&_-ex=nzoHp z`FU8dqakBl50I?x=ViC{%V)QTX$>%`!fXjuoS~Qb;`;6b;}s2;@h(M{=$v`qFiEyS z)SRG`uQNBuV!m2{Tj11kP02I|x{&KMq z5aN2x`AbL{NC}2^5ai9H3(gTpoY<)Vk*!zSY#oGAHf&M`HX7FF5=MR`)@%-j+f1?##F!B}1$ zg(jxvL5(jchM!Q$$8q5d@#R@s^5dCc@h#S*Oa6I+9;;^HSCFgxj;+ts?`29gH~vN^ znOCk|x4>QXRTG_K%gaeiDGO~~51UV}-FNWSddat_`ltxrN*;qa6`|(y^(xM~fZf@+qkGvHnb9Jad@vm9Z+G@~Prw7$h!BHG9CGKI@ilIjZ>+1`m zh=My!Cmg&huH|SOpmmo!+58TG6%SMABs)skFhK;YQPf1?OwDRT5$_AiN-0Nc9KuB@ zcld-UijlZ)ohZ=Owhw8yI4fW1JdB!{+oF_OS+RQ_38B$0*n?Yo79S6cjOWbFNsgd$ za#+GKx36o~0~=h`;^KRGnA-jndt7r(Tf{OkL9)SQ1@S=*+F8&CU_#65Kw#?m$u3Zo zZGyVYhffpDj=6-AkDbnMoK&<`p3*xRE#2CIfv(b?(h^@K-e=m#2xM2)0T><} z9UzfT0IILk2ghMWbJGmDgrFfvLkm4yvPmtt|9p%3bA^#Bm198LV1{;Z6QT#uJk3vN zl=FcR7{&y3V=F7KL=<6-uCsc=cM|7(EwAl{gQBIpsCOL`MNxm2vQySJPv(?!wkvvU=OpA{#!z(s4@h_!2U25WQZR(6s$=9zUo( z-pkY$JXr7IdSD7=z$H51PXumTP{fG13xPEplVHYih^(KY3uR(q%9$i?DhB_l7 z%i3y8WecVC4|!S@(G;WZW50T*&{~O8+0F&4P%4%f${-?Y7o7^ry+}3E!K)lJK<5~t z^@PaLP%PrK`Dk2e2Zuf^Eb)x0)Y(VtxTnHeLzLkX+B2he1akx<4cC1MG|wEFB05CE z833USED*P{-roX?s|_#{CjB_5z;ETp-Ee+moFS^}C_Z}g96vUv zkE7l|?N1p@TZ%NQ3QanX?MzhIg`}ZMUS2gD&sJYJvKg(aaB3V6mIR@Z8l_<3${!kf zvjmrqT~Gbhp@FZnloY;Q3!klqGFe7=a-JA~ zg1w0vX{g|vs{qNGQqg`mQ(n}x_7qB`j6WRAk695)TSY&y z#!7N?d~CNu@(QKcC0weKQ;0=0BJk(=?sC#b^UgGq_@RhVw&A--WHG>RyDoa@f%2fy z6bgD$#f}T++c^CYnCxVACQCIXqu|OEpdY~diEC{B{OX0rkjN`~xU;lKnM&ha#~OOE zAAqLlI%>W{8BNULFgyb1#c@aqQRr#$eLGcKt@x=+3x^~SG?_o0K`8}mgYeNhg2(RF zMB>A1YTqkcgfm4j4KQ+%P<8iy*VG9JODI4!@(m+`Kr#F|p7H zyE7xyMYX^{!0zKCv&A7aj9)%?blj(CcM}AKEj8SvAlQ0%p|CFG1wdd>Cehh4+gene zXLw=Dd?V&Fjd?P`a zDKx&)K_XTZxus^&E~uX^L-YIAvhOsP@g>r$bV?*MM>rEUb%1{msdPRcOc|hnWO^$J zGu5Br`JB=~i?;!WOx8=Lwm-vN3tx(*#(k>u5&&$f`gYYhP52sQ3*00H1Oj0e!VQ{e zo3KO1DM%RY6^D?jU_Bk%?BW?Tw}nwsqVdz%Gp^==x`aLavFzOC^Vbe{F1C=LB~JM z&l7||jx@6>NDY{k9`!`UYuZKB6vs96wQ-!jNH?Uf8FV)N$Zi3(FcyMUPGV&2<4c`cUxn>5zf#zBSo(wsMd@KjR{nP1@Z(%db=T!WB&^ zuqPFUj&*0>AQSGWM=N*7g0uu*iBoZoynm&m&mrL|UJw`WhMOMmNJZg^OeuopFiM&u zRffL~V+3NGW2k)}8QmC6hSbC|ZDd%=DkxG|W1kFB@XBH(H8+mB$uR)hYqVXsz;S*f z-8f_}mQh$sBeRQ$jCJ!WEX}=rO4T(lY~(&+7~KcIZQg3I+D{^L8`>jNdj0u|e#SK( z_l}grDPd_C<(~1FYuvB5W-jNHbt@Ak`dwt$?%j-N-npeBw8>l)k8@yFqrp{r4UK?6+8F*Kn< zsY_DugkSC<@rhVp527lb{(=G+O2My=Lhmx*elq?f+bHDw82L{HPX6Y``Y@GCxi^f< zeDFgyTz ziaKWTXZF2LDX+&lw$9=uuaHBT#P9^SIt zH0D^DbTP6{F*4Z5k(`RB!Vj3InYyyK`I~U~Fst1)vLZa?>A)OM1Ic!w*HBq9nAD%b( z3pJ^To!PZIiVt>k#IXX+4aJx}D9vasq+6nC4qUuzY>b^z-C6L@uo{=mME zlS^*AF}iJ;H?AMP3m$Orqj`b-_)T*4&Ik0X`e`%%1jV@mP4ze!gnZ~c;^G|4LO+gYY6CJ99%tg*%;dSl#9+pX`UqZn z@_fw1Prd{cd4pOoQQ_eoV&UsUb!zz>7Mi|l+|R6I5ni|7u8!zkeP1sk_*kj`435}~ zdmnRP!g?LMPy6eCAWbVS&;RIOcHJwux9T48+~;{*`Yh!WOkad{jqtgu#wgQqzc0A8);*2VMTumh z<>D#u%VE39K&~>B{jfauwqFPe$c=k-*DWqr)SeBk96iT3y*cu1OmOQ1TW%lQfv3xVG3R8XVW(Qw~Qa+<)1 zU~|1NpjP_HYkkMV)7ReLAeUozps8hdY*CLyo6FWP?(4Qc=yY_DTJj)mXx&o+&jGx; zRjf2W#GGpPHkSUVQ&dYI&{|N(Gz#Ld8EsGN8`>gl1K+vBea-zb!2gvx4BYbNZME77 zep8GUt8G7o7@kGR)YJwVYoS&r#9Zt z_IL4loKrGw`h!6uuboLy@scqe1;wOEq`c018^sl;i&0$gxq(f+@8pJRKnFH{bNfCD z={%(6u0YM_EQu;evrtxy>Q&6b(Rm9lHuX%Inu}8;7+eha>q>+amAndG21C^169x-9 zwI$(!g+Mz-g>BGoP&bWdj{-MD20sR1D~QW!!ROlDVtWhs1?RKoJ|FN?YVUJ8mxcGE z@@{k<^M_oPBCfAO2!-fw?DTP~)aT|#cfiE7%=cRIFEXIkhhW6J^ih1tKeWe=bY&xf zN>u*b1IsW_OFtK)2=jo+xW)HoTf-*Az3eAKnQ!s9NAoKmFk5Yk?IW-4(!{6st^?^> z`DiBUy+OF`bw8-7210SU>8V1L@b&uk^ z5;v!>^SfnzVcab{xt|T~!5|~aR6V-WL$53%of{)I?uIWuWZN?R-^?q}F3ZNgljJpL z?UM6=&!waD`zfRp?A4$CF6A#$rYgxxli-$hxGQkmS?cWX)!{QGDRCXYSPS!Eaf8--zim>H4uZSn9UXdG|}~L0W7HX5-Z{ z6Ld|1-Y+gCFoKVru6AywTJS@ym{oBV-hpAP4{8b>-skh`WKDu z-=Q7Y{u8vrziCi~ahra8gpNBDPigpgd(2Q_!Ibj*T_L>kb@*C+iFk`BdXDESXshoA zUE!LTs(e()ZaJ0}Fwa+0rWl`nGKniX#eo z_flwCe~BA)JE(9zMBlNrXQ4mw^d=o-9n-A@8~dDDr`J&uL=lJL8HRnZi&hRY0y+vE z0ktC@LLQ0kry5B)V!OkP=ho%iE?v{!xu=+dn#LRktNL3x&Ticex!x|xS7>~k$;N-9 zJlo$W|5tkbS5is-Un!4BEQ2gkPpvXK7|N^Mg6F4iA8){qj`#lb6JN3zSI-oWiA&Sx zq&m9+@>%S@d>CYi6UY8hN*Mw;W~puyw^8LJCs|j9kzRJ+CmZQo_Z$}3YdMQ4it1YT zS)U#RgO+Lx~TrUg2J4LiY9{@P~H=#YIKW4A;kAi90)UuCxQze(1%2bM7r z9!a)Uq{b|>0+rE=vEo?-8)wkx8J%8ruhcOD75EtI5AE_K2*?q5)x4&jm2bkYZ`$;r zl+~K5BOZT}*p42#t*A*w?RRWcs!y3z^$%+V!l$cj(dm=BMg5I}e|0?nK6d{}7yLWC z-oJ_6cp2M%e3+1{cPPAeA(Xj$!{h>SCD&1XJk4gjIKPuP)Bp&M{q5vICfV!nZkdE>;@({ z!cbY|+%xY40{HFHn87Ul)W35+Q9nh!^0gC26No4Qj1H;xJo&KXBSc>9ux2^1)^0I+ zt9aJt>7&h+vXPL%G~K3x>1;13Ew;*IEkQiK@78WJ9oJiM#S`{sS13zD7WVd*a9p03GZRWAPuwX8G6D$$ug*+5QUQ|4O*V)&12` zgt+GH4jF~v$NwgfQu*y>rnGngtjDfh^vZ9_{d@sEAXyCOclr4hn47r#S^O(bpv$ol z*yP$Dd+&!@GX#;W|G*0n?MjE5bxVVUAgbF+N|d7DeNAI82LBv=ffc!pr_by49X6CzBHp^}WBgP#@!*4E8H&>= z7nkUUJ#04qMykItNw)v0N&Z`@G=Ag%|3s>0_GC)2hs#aL#VelOmE<;Jb0#yy(>?!d zh7x3@;OXP47X9?!IqU<4(=KF>v_bN=XgslEnoXT`xp zU9XTOwB-|l#hKOvcJjq{r}etg>59yFEEm%}48t2|n6=l3s^7y9S8id~d)P_Uk}a*M zx#N?~B#ZM>ngMp78s>P20%uDL_gnzL?^`Pb$K3bF=Mt~bN8$vWtO$l|v3X}^+z~CY z+C*>$l-EV}K5n^C&o^d01L1T|EmoYBGb^!fBt%qsQldO~NU90yJFZ+Ut{>O!?A3Ow zE$=ip-n{mj<#>fwgEelGWRmc;g7}}cRU^y`$6i210PWKMMy$WF4EF!3WyJB=4B#UK zd&)8#l&JUq7ELLT*(2nONCehH$1ZyC8~QGa3|!e1uLzLgeib-8a(2xqKZ4K4zJ|#3 z%pYSPjinU?dBndv=MT+_r?P%wkPruo`^2)x7#AyO8J8=f&2(kw;bPxM1_*GQ{hfjs zvfIlyTbM0LHm&%^@&#AD`E<*j8TTfrAgeofI}y0IKC~;jdzNw#KP%{-zO~Z+ODhv( z%`)7^r%rx{ug1W%jt>TEr_jN_Qt;{cA1P?_A5-uU*Ovcpl=_Q8`|qrQ{V!3Kw$re$^B0&%JPpWCB6ZX{~JaBW}L$Df6rY0*97gq%X~&Q1`am%e=R99 zJ3Bq&U$pE0hRkPS!{_*i8UBxJs`ih}hyT0GXZ;)gAID$M{%3kqdKM;*eGdVYU^^_BlT%%Zsb#x&<7Jod9ZqoE4YzDQZMnK{9q~Rj%vo8pP*G8ZLNeG>Ncc#E zn-gV;vYV?mXOw8%uxz-EuDOkZod!-dWRDMyb0X5*(ej&$wp3pq^9wViuo~%c=ssAlPWW zCQYLZy&TX)kx{|=Gqbd_=*41cjd)T9t5Rm^okh&LlvUet7P~Qi%~8{~>erIcSs`rg zVU~5H(M3pd<|3sf*O^)snkHVOeS`lbVCI!opcU2tlR*wSf{aVe%J=rC73&7yA>KKk zrVrLPt$jhj#`blpO{m`=XB1DrWc%_RO~g#|Vut+%FN5QR@GsV91kAA9MOKsMW3}jV z1&IE{)OVMG1uo<+K;kgUji9+V(|qy*3k0!cm5}!i@s>wN<3X?HMt9n=LFj;7#s3-0 zh_0T&iTcs6v~>L3yH`PwrzdP2OeS9!yYgbc8Dp8JiLGfy8;)Wj-i6r+K?I4Yf@_@z z+}eC8%%Wdy7HpRs!#NkK3%i`u{<^q{a0Uq zvJQQ^s;UY0B)hcK6U}C-f=utN@t-00Azmny)$o&9ca273QYJ@+Qh+;pPb3sMq z(2JRQIcLY?b_zUGR@{#mW#f!;HLX6sPfInfgGn;Q5-6GKFig}jbbk994}jkZP{{WK zEQZosYB^}IUTD_xJqg3%==d;#D+KM-jevj>6cIKjFm?(rdg{`4fpUheCGf19%Nd)~ zltW~yst%tQyK^0-3Re}*z!xs(r`VN4V)6fy&-7+aAFDowt5<(@c|8tn4G`G%4AWke z!|TV3f)0cQo9$&cn@D!%tS~L|5|9UglrSE8 zd)v6w5WLg4bXLjK2Qq8#GNZpUn2b-^_Rm19-mHlaGIU4XYzyK-*ff=km+)0K8nhDH zKB>P!Z6#PJ1f!PganxDVej_)23Ry5!tjGri8v~h-2quc){vvhU+SrfV6pUTxFkv>j z^k@+YLqv2F1h`zvtgMfFCHx2B(SA*>4*t=%Ol5fKCBB!gE;Me-7o zqq_;r77FgWF&vu#BE@xrqzu!#PDvRaIb0vy*vTjh(AxG_x!{sG#JR(Ae0IS_^~n{y zxIPbY0gh;sVwnQILh~@>SUEOFSci~6uDZPOxQsEK78eiJB0(k$C3d%2>R>N1prl}{ zR$y}W^kWD1Z7Qigb5bzD^3W>Ot`wT|*oV9}tiK*mwl|P(S&|L<$_v~%pX5DomgI!9 zHFZE=F)p?pL9^!O0p~)Vb~CTXGHyx#gwbn#wWbz3iU#W_Xmmb69CJ>&_XpDtjBf+q z^D3&6*yaaC1i-FL@S4;=tq>85775z)tCM@E6;W$KRSO~$k2)Z zG6%BuY2k*n50dyJAS6Q@y~h4YNaKtuhGaWfUljLF^f@}Z`om^|GpQ@sz@mWfenU8s zFG4p{Q$WMm9OY2;Yd7-M*RN|Re8I4xtfMosa05>*Q4}0x<3p*$uOt2q4cgKMDl%V2 z&&j#ZSRQt5DThNa?2~8MPy=f6c98(liM^H`aUa5UxLRi8En^ROMq@$k@*vwdzoX(j z|JOu%J3ACJBGM^-IPk-}$rp(dL;2SF5DVpHDmURT2LMx-bLusMtVPkzGuVqh3{;UD zQ<3nn+!O{#W~lj$Sy{8yW!ftK)a&I5!yDx#azPj3REB2@@{I*1d2DHp4Yj3P_`GrU zhJzl}G0WXfhN)xPr_%{R^Di3RpwN%Y3jdDkf=ImW%=Zp8i$0g6&{(5p#Wt7E1sv+Q?zLJHrC{?iKlgkakk* zT=m@>An-jg!$7NM5?@9}#xsvTV3xk#kkH!>X|Ey*X zC!I+1`@Gxt$vTVpy%gI6Xj!KtvTXhEM1xGca!ig9p9+5)?-k_{A(Y>{d{? zkN&B-4%-Itppd(I$Qh|%J9Y5*Pwv;qNP9(><5ftcBwN`iie}$WX3e!DE20BqHwa#6 z-@Uk-Nb&&n_MKJ_`$@)x%UJCJmY4@hwV;BUqNAbdvXKGBk1_UM8MN};Q~KnVe)XDV zZQJ)WloMu)Jp|D-UcT!G>M=TMetup8e(m7a(4RUGq;A5&*FHCct>s~NNhsu}z_tTF zjjKET+PD9Z^-cPP+@Rb$J3okM<9qFSl+lfV^3F04C^HShkh!)Tua3}89PXy0Iv{^B zT2a=lH?(D0JZ1C7td|tUy63$Hz7pV5+u-BCp`cW?({6w@?Rt@CK^hX71_vp4yf(6> z7AYCjZ)1g1fbi)@9i3_hWx$Px-*$DB??D)~Xt0@^v>%0#E5-9L5^a!=d6VGLYDYg= z{Q9U-x@bLIn9qar(&^sAzW9CHi<3o?T<&tp5cW!396#4h%^gb0%Zd*yZN39d2~dcR z@#qWC>Z~?11i_71nucf-GoU3pFr`m8w`1&{fhZkoXHQZAuS^ib0{yUer z*JgWcD7CeIs&-4_k?ba#lEsA4G#>XF)bC&+#KWs1+h;4hDf!L$5BfG#SICP8G3qan zhj?@ubcPd}uWG1I*i2l_vH$qZ!S**_aUB22L^R!hHkgZ6wv<;$)` z{xOUe$H~Y+na^F#Elo>^7AJsk6VgH34~mFlj-50N1d4;lUCECeC?2oOPu&B^0Nsnx zM-3C=C9TQH(tMSj$aDeB^ihWQ!S0#s*kxPuQT0&O$&wHqT{LTU?%jMT&Snu^hG8SM znIevfC6U0qYtO=^nT}JHe@r8rg3hY-&M2cWyi#`R=9R%IX;2I6@C=VFk#X3$*l4I_ z@&4Et6*MzJZRn9eJek~4ETfpWPX#LFlb{L}-&X`+-d2=KNSuvKS(S=iIdHk87{OdQ zYc8E(L#0)LUQttNszs*3w${2{w6ZIj}*ls6_Mfx*gm9vSvR$?(MLYLqGReUQ1Imo9>JYL|3e4FV5W&Z&|Or+S;ARF0h z<@5ZNA4$u2os+u2O?$85)h2!U0j~x9%IahYkrNf}zoNFhW0OYnpCCN zvl5f)^w~8Wej*$*z=0A9>@>-Ma1H~iLc*5@Q_@iXrs&{C-G`cX-*ce2%^Ro7gErW< zyaAFRjAo06yu$?+~z+><*!dlwcd2v6x?wv+kNnP11 z^bEdDr9YK^*ODpCNZ9{s@5;lWYTv&ll6@;w7_t^-h8Y=IvPagCEt+8lgPCDwtcA*! zU6Q59PDxTk8C%M}4pAv7d$MFF;Wwyn@B96Bz3;a_e!o9{*LyD4b5KhlRH!Ctu{t-7n}SE*B-Mzb^i2BK_Xb zWxaR#aoHYA)MwVMWik7v@fQJqK?cwYIonm$wsC4!9F#}LN+GdGsKIE1$zR@b)=i8$hl;i93VntTKE z4tE&}KP=v^PV<(yG;7v7a7VLvYQ;c+&ZgIrtRv_(HF@N`$2fzJ%IVY`65QZj<}IAm zp$z-t_$RUcF~~0dQT9Woat&-&F|g45@Xt*i&jeeJsY{)Z!iUP5POLSQ(7ii*3Lci< z`3!Z2^G5F@wr{vgZ|}Zeo0)u-5x^X*ks{Kazlxpbc@+*iB>1uDoy723S2ZJ?HKD)gj(;^>@mCX-f7Kmh;tWoinQ%9D@{f-ReL;Ub;&R8l8?sD1c;x`O z?op1(>BB7Q-5xLYaXI22Nzmknz*ljmny-0;IT0Lv+6Z}dCLTm-u~x98Hp#0@Vb)_` zWsi)rN1*%Gc@=PV!|kkD#3kg*BIY1M5tNMmg|;P zv{m1f)$zKad%(qYB@m)nv3BlsLG+y%d+uC^5pqo2ev2;OmhK1_^CRw83g0os7lm)? zy7kH$9;M!R zwcImiLh`=S0N{D~bb5g&|0ZUOO21+8*}L+@egneEo3)2l=N>^?1(ABUj&(UqTQ95g zkRolpNigNU6YpL3-t#~(ah9!2Civ;<(fV*Ph14_GY|bcd#&4Z)CX(JSD=9nN8U~H- ziat`eN7XE97CyP!VXois#tNPi;uY zsFas-T7uJgv0h{~5)ZQ2eLvzGWsH@^rj!qaqx2B)CNUZc8I zXZ$Mv7pjkUpIu%=?#)FO0sC1a>I*a!44#NyRB=5j6zqCnPSbKJ2?{neDJP&sK0ebh zix;?gAg(5HniX!~tC4(ngJDWokyzFm`6L8BOXWI2f5 zAhj;`WtCPzXlT}naQ@O67fmb9Qxy&kPt<5S-yg3Bb*(rPZm&i#7R_maGef+(&Q%6p zun_d0>}Dm}Dh<-R)Q^tLqeZASN|TrFdqGC^UG`2GeS5!m?xww9*{S3~dg+FE%v^YI z;AJJ#9V`tFQv^Ho!e0{>p*o@b9%vbYetxF@%1g02TbYL(%pQmg`o`Xy{4^cUGhZQP zF{y04|D1C{c6JBQFf05+e^)UnfipID+Uj9!Vq$$@%z?UI!-Swo_lL#OzHvU;uaC(> z-?^=>Ii4^VT+L%m3l`+^%fU;~w5miIW@$t|S%9DR&-d6{H2yrS*yY}E_PO{@gV2ln zTp8p8XqAkuA7fF7<16N5i;_i)B^#~sv*9iop~k}}S)DU@lyq#_k?gVsCi}Vt3#jk- zoXzn&Qpt^B5UQhQi@U1RM_EV?Qm}t*@GsLLvo5Y%bd0poq z164Z%91cRl?U6{s$+305#i~#1G~`*ufxgI(!(|o$`vHgJ+)CvbWa0Xlg1PY+vyg?MhG}&paI@A=uh`#-E+6Lt}G zgN{*TKB!57Vszmhql*Yh`TB2Bf- z5ChAD^-7Hi-*U`46JA!vx5ewx(~HHC+u#eA-NdxD9Xqkr>4d;6>DdDSwufr%?8#rG1XIHaco3J;KQM>?9JETzFR5ReQQCdmlY zz@rdE9OVk-^p7GMht)(7Q2+@|MM_>>4ou0dgXO^TvY=xiS#c0ZoFZp{L;jtJ86M&8 zjzR)}+6XrSiVtg1NCIBdZyLFNRoJHXYlv@MjWWW$G6ecSV zm6nx}|54YS8UpmuUMPSp2n+)vQC>hzlsy`Ol?1rDBZ$rf6awJ&U4^_1Mai~^FaUa+F?tPFobwxU9{Y3Dp?|ec}Pipgo#0I??9rmW$8&;`jE^Zxu)9GT6kKmD*Y(8F1yRAuP@Y$sG^Q2U;1LqF>#nZtu6z^ zWJq24N(8zPD)J;um!J7LJ3x7i=6W`UCIUdqR6KkMSQ|5*N;gRp#8k`^1*gvQxg?;^ zP-ImsaxDyfc}@7b`s$vecBiD6Wh4;jvTL=c_9O-;T~1_mL!V}%ZjhpvRw(o}Yyt6r z&OTEXRX^u?`Cc3^10?YzLj|>&x)y`Fi_d&3u=&gL0fUCnuuocv%sTZs9b%sKkh4=J zvPvxlLuH4Z_A|e@vN0uPbUXq$#ietZ9dUAs?gaa@RI%bSS+I)mmJ=wC3(xi2zI}C_ znkts+z&2Vn_cfsH4(KxnA97xP)sM0rG*e{@d$^jVkCR#OfJ(GP*1WHzE|NX{ndbg- z0CJ96w|Q_fC75s~wS_UXmC zg{H3;UEudK*Wzg%KB|rF@fvjWNE_pV)OILEA5*%ODrA#XZdIA-zV0QP7p;E#qT~6Z zJ;LSqtKV9L81IFiTCmb=r+nUR53xM`b8@b_TTpaqOIG?p?ETr9G`CHN@OdNAkrKEp z@SYzrCGquY^B4bq$6)U0z_)D$9w~!eune2dVkjRExt`T%zWHlT3+c)pI;SPn{=H;x zNsU7TwOT0?d3kroT)JhGpPpsiE8%}LbyTKByR{yA7-{OrkG6Wj8alKG?RSk=&3l?% zTF3`*H>*bsci-Oss$?wa8btVvLEnwst1RR+3yf}0>@s!9V&>|&$lfD-J(K%;N|IoCt^4$Bia zrPrxqtu$$%{seeY)8p0gD327D-Xq8x2tNmnI&%*$piq7n=yI_~%`a_9CDJyRXTPga zVf1PpTiKwVAL=L_A(Xb>F3oOqc&WMGyrIi6?J&;3GmWRnfl29d-f@yufXAD&0r8DljULx~!hW|y2%>1fmUyeanK@^X#d6Ksq zW}|R5wMsX%=7y7%uE$Gjp3SPvO)R$P(Pu~23Z7v(wPc*2nxQZ({bplHPY)_(Hk|rG zVidz-h~bu_mThNzI5ZNrvN3n6&qa#mJPe3xGn5`=d$^&dLxXeR~`gQn~ zqhdU-UHr0LT`b8wkIo4*6o+eC>xIPHxrC@z39g@ga$VuU{aNpbz7?2OfmLN4U5%>V zr(+07v}P;i-Di?LB;3Z3&6jolC)UL;UFy2;?Q1O*lR6O+Qfwem&xMI&mldfyqIRY~ zNhRv)YJEMKhVSg~-A{YF1W(qSFm7J!&Y#~f*@{?2929FS$FPpCmZYp|PidqW799F& z(9SF41gzLss&sq9uN?E9JxVJYMkd==KB;)OdbVeQ~jN;upaz_>YnLZZKkb2Ia^I)WsrEJ^&jK z01VzxiS2zDN1GngAOmZ7nbes;!`< zt}U-E2ZJeSXu=fapc-l#n(9ymC848P3PINCmN~f!NG_q zIJX0D;~p_^2)Ye^fS@<^`nInWoa3}*1LN6;p`LD&Yt5gaLz~o3VMl*4^GqNjC~sE9 zQ!GpgZDpa1qM}+x+Ki&=C?_;l%LnafhQqm;yCW%~CF8DPe^B>b-_Sr15pFmqN)U~3 zLJ*4+J!b$>tp*FvI+lxW=>O>_o06N&BwMIew8nd4CeiVNap z9B`Qb=k#C~#6RQy17XU8=xI;f;S81r`u}<|2o89(J8_$d zZRIw(5q(#!4Q zu6k3H$4+6l!xCh6@ZWZN z;Pw?tn?T>&v|Us*#W@na5qOl!pC1sV9pRr>DTwaW_D?n1Jw>q;#b&^NS$-Fj@7?VG z+HM=b|Ml&koBS5U|G@PRT)&0DZwde7UH`!KTL}D?@IT)54_v>6z;6lv-+0&0n4OX) zP!{*zj>suT-+u)8J#_#E|8Y^sFZeozet~x=IfbE9$e1kPCwHf$6DZuBav8FF`pn<3 z_y2;M1C$&c|Bm7R3h4{U6+!Jih<{ literal 0 HcmV?d00001 diff --git a/src/fundamentals-of-ai-and-kr/module3/sections/_probability.tex b/src/fundamentals-of-ai-and-kr/module3/sections/_probability.tex index 735307d..7ba962e 100644 --- a/src/fundamentals-of-ai-and-kr/module3/sections/_probability.tex +++ b/src/fundamentals-of-ai-and-kr/module3/sections/_probability.tex @@ -49,11 +49,14 @@ $\textbf{P}(\texttt{Weather}, \texttt{Cavity}) = $ \begin{center} \small - \begin{tabular}{c | cccc} - & \texttt{Weather=sunny} & \texttt{Weather=rain} & \texttt{Weather=cloudy} & \texttt{Weather=snow} \\ + \begin{tabular}{|c | c|c|c|c|} + \cline{2-5} + \multicolumn{1}{c|}{} & \texttt{Weather=sunny} & \texttt{Weather=rain} & \texttt{Weather=cloudy} & \texttt{Weather=snow} \\ \hline \texttt{Cavity=true} & 0.144 & 0.02 & 0.016 & 0.02 \\ - \texttt{Cavity=false} & 0.576 & 0.08 & 0.064 & 0.08 + \hline + \texttt{Cavity=false} & 0.576 & 0.08 & 0.064 & 0.08 \\ + \hline \end{tabular} \end{center} \end{example} @@ -125,6 +128,7 @@ can be computed as the sum of the atomic events where $\phi$ is true: \multicolumn{1}{c|}{} & \texttt{catch} & $\lnot$\texttt{catch} & \texttt{catch} & $\lnot$\texttt{catch} \\ \hline \texttt{cavity} & 0.108 & 0.012 & 0.072 & 0.008 \\ + \hline $\lnot$\texttt{cavity} & 0.016 & 0.064 & 0.144 & 0.576 \\ \hline \end{tabular} @@ -147,11 +151,14 @@ can be computed as the sum of the atomic events where $\phi$ is true: Given the joint distribution: \begin{center} \small - \begin{tabular}{c | cccc} - & \texttt{Weather=sunny} & \texttt{Weather=rain} & \texttt{Weather=cloudy} & \texttt{Weather=snow} \\ + \begin{tabular}{|c | c|c|c|c|} + \cline{2-5} + \multicolumn{1}{c|}{} & \texttt{Weather=sunny} & \texttt{Weather=rain} & \texttt{Weather=cloudy} & \texttt{Weather=snow} \\ \hline \texttt{Cavity=true} & 0.144 & 0.02 & 0.016 & 0.02 \\ - \texttt{Cavity=false} & 0.576 & 0.08 & 0.064 & 0.08 + \hline + \texttt{Cavity=false} & 0.576 & 0.08 & 0.064 & 0.08 \\ + \hline \end{tabular} \end{center} We have that $\prob{\texttt{Weather}=\texttt{sunny}} = 0.144 + 0.576$ @@ -176,6 +183,7 @@ can be computed as the sum of the atomic events where $\phi$ is true: \multicolumn{1}{c|}{} & \texttt{catch} & $\lnot$\texttt{catch} & \texttt{catch} & $\lnot$\texttt{catch} \\ \hline \texttt{cavity} & 0.108 & 0.012 & 0.072 & 0.008 \\ + \hline $\lnot$\texttt{cavity} & 0.016 & 0.064 & 0.144 & 0.576 \\ \hline \end{tabular} @@ -183,10 +191,10 @@ can be computed as the sum of the atomic events where $\phi$ is true: We have that: \[ - \textbf{P}(\texttt{cavity} \vert \texttt{toothache}) = + \textbf{P}(\texttt{Cavity} \vert \texttt{toothache}) = \langle \frac{\prob{\texttt{cavity}, \texttt{toothache}, \texttt{catch}}}{\prob{\texttt{toothache}}}, - \frac{\prob{\texttt{cavity}, \texttt{toothache}, \lnot\texttt{catch}}}{\prob{\texttt{toothache}}} + \frac{\prob{\lnot\texttt{cavity}, \texttt{toothache}, \lnot\texttt{catch}}}{\prob{\texttt{toothache}}} \rangle \] \end{example} @@ -195,9 +203,173 @@ can be computed as the sum of the atomic events where $\phi$ is true: Given a set of query variables $\bm{Y}$, the evidence variables $\vec{e}$ and the other hidden variables $\bm{H}$, the probability of the query can be computed as: \[ - \textbf{P}(\bm{Y} \vert \bm{E}=\vec{e}) = \alpha \textbf{P}(\bm{Y} \vert \bm{E}=\vec{e}) - = \alpha \sum_{\vec{h}} \textbf{P}(\bm{Y} \vert \bm{E}=\vec{e}, \bm{H}=\vec{h}) + \textbf{P}(\bm{Y} \vert \bm{E}=\vec{e}) = \alpha \textbf{P}(\bm{Y}, \bm{E}=\vec{e}) + = \alpha \sum_{\vec{h}} \textbf{P}(\bm{Y}, \bm{E}=\vec{e}, \bm{H}=\vec{h}) \] The problem of this approach is that it has exponential time and space complexity - which makes it not applicable in practice. + that makes it not applicable in practice. + + To reduce the size of the variables, conditional independence can be exploited. + \begin{example} + Knowing that $\textbf{P} \models (\texttt{Catch} \perp \texttt{Toothache} \vert \texttt{Cavity})$, + we can compute the distribution $\textbf{P}(\texttt{Toothache}, \texttt{Catch}, \texttt{Cavity})$ as follows: + \[ + \begin{split} + \textbf{P}&(\texttt{Toothache}, \texttt{Catch}, \texttt{Cavity}) = \\ + &= \textbf{P}(\texttt{Toothache} \,\vert\, \texttt{Catch}, \texttt{Cavity}) + \textbf{P}(\texttt{Catch} \,\vert\, \texttt{Cavity}) \textbf{P}(\texttt{Cavity}) \\ + &= \textbf{P}(\texttt{Toothache} \,\vert\, \texttt{Cavity}) + \textbf{P}(\texttt{Catch} \,\vert\, \texttt{Cavity}) \textbf{P}(\texttt{Cavity}) + \end{split} + \] + $\textbf{P}(\texttt{Toothache}, \texttt{Catch}, \texttt{Cavity})$ has 7 independent values that grows exponentially + ($2 \cdot 2 \cdot 2 = 8$ values, but one of them can be omitted as a probability always sums up to 1). + + $\textbf{P}(\texttt{Toothache} \,\vert\, \texttt{Cavity}) \textbf{P}(\texttt{Catch} \,\vert\, \texttt{Cavity}) \textbf{P}(\texttt{Cavity})$ + has 5 independent values that grows linearly ($4 + 4 + 2 = 10$, but a value of $\textbf{P}(\texttt{Cavity})$ can be omitted. + The conditional probabilities require two tables (one for each prior) each with 2 values, + but for each table a value can be omitted, therefore requiring $2$ independent values per conditional probability instead of $4$). + \end{example} \end{description} + + + +\section{Bayesian networks} + +\begin{description} + \item[Bayes' rule] \marginnote{Bayes' rule} + \[ \prob{a \,\vert\, b} = \frac{\prob{b \,\vert\, a} \prob{a}}{\prob{b}} \] + + \item[Bayes' rule and conditional independence] + Given the random variables $\texttt{Cause}$ and\\ + $\texttt{Effect}_1, \dots, \texttt{Effect}_n$, with $\texttt{Effect}_i$ independent from each other, + we can compute $\textbf{P}(\texttt{Cause}, \texttt{Effect}_1, \dots, \texttt{Effect}_n)$ as follows: + \[ + \textbf{P}(\texttt{Cause}, \texttt{Effect}_1, \dots, \texttt{Effect}_n) = + \left(\prod_i \textbf{P}(\texttt{Effect}_i \,\vert\, \texttt{Cause})\right) \textbf{P}(\texttt{Cause}) + \] + The number of parameters is linear. + + \begin{example} + Knowing that $\textbf{P} \models (\texttt{Catch} \perp \texttt{Toothache} \vert \texttt{Cavity})$: + \[ + \begin{split} + \textbf{P}&(\texttt{Cavity} \,\vert\, \texttt{toothache} \land \texttt{catch}) \\ + &= \alpha\textbf{P}(\texttt{toothache} \land \texttt{catch} \,\vert\, \texttt{Cavity})\textbf{P}(\texttt{Cavity}) \\ + &= \alpha\textbf{P}(\texttt{toothache} \,\vert\, \texttt{Cavity}) + \textbf{P}(\texttt{catch} \,\vert\, \texttt{Cavity})\textbf{P}(\texttt{Cavity}) \\ + \end{split} + \] + \end{example} + + \item[Bayesian network] \marginnote{Bayesian network} + Graph for conditional independence assertions and a compact specification of full joint distributions. + \begin{itemize} + \item Directed acyclic graph. + \item Nodes represent variables. + \item The conditional distribution of a node is given by its parents + \[ \textbf{P}(X_i \,\vert\, \texttt{parents}(X_i)) \] + In other words, if there is an edge from $A$ to $B$, then $A$ (cause) influences $B$ (effect). + \end{itemize} + + \begin{description} + \item[Conditional probability table (CPT)] \marginnote{Conditional probability table (CPT)} + In the case of boolean variables, the conditional distribution of a node can be represented using + a table by considering all the combinations of the parents. + + \begin{example} + Given the boolean variables $A$, $B$ and $C$, with $C$ depending on $A$ and $B$, we have that:\\ + \begin{minipage}{.48\linewidth} + \centering + \includegraphics[width=0.35\linewidth]{img/_cpt_graph.pdf} + \end{minipage} + \begin{minipage}{.48\linewidth} + \centering + \begin{tabular}{c|c|c|c} + A & B & $\prob{c \vert A, B}$ & $\prob{\lnot c \vert A, B}$ \\ + \hline + a & b & $\alpha$ & $1-\alpha$ \\ + $\lnot$a & b & $\beta$ & $1-\beta$ \\ + a & $\lnot$b & $\gamma$ & $1-\gamma$ \\ + $\lnot$a & $\lnot$b & $\delta$ & $1-\delta$ \\ + \end{tabular} + \end{minipage} + \end{example} + \end{description} + + \item[Reasoning patterns] \marginnote{Reasoning patterns} + Given a Bayesian network, the following reasoning patterns can be used: + \begin{descriptionlist} + \item[Causal] \marginnote{Causal reasoning} + To make a prediction. From the cause, derive the effect. + \begin{example} + Knowing $\texttt{Intelligence}$, it is possible to make a prediction of $\texttt{Letter}$. + \begin{center} + \includegraphics[width=0.5\linewidth]{img/_causal_example.pdf} + \end{center} + \end{example} + + \item[Evidential] \marginnote{Evidential reasoning} + To find an explanation. From the effect, derive the cause. + \begin{example} + Knowing $\texttt{Grade}$, it is possible to explain it by estimating\\$\texttt{Intelligence}$. + \begin{center} + \includegraphics[width=0.65\linewidth]{img/_evidential_example.pdf} + \end{center} + \end{example} + + \item[Explain away] \marginnote{Explain away reasoning} + Observation obtained "passing through" other observations. + \begin{example} + Knowing $\texttt{Difficulty}$ and $\texttt{Grade}$, + it is possible to estimate \\$\texttt{Intelligence}$. + + Note that if $\texttt{Grade}$ was not known, + $\texttt{Difficulty}$ and $\texttt{Intelligence}$ would be independent. + \begin{center} + \includegraphics[width=0.70\linewidth]{img/_explainaway_example.pdf} + \end{center} + \end{example} + \end{descriptionlist} + + \item[Global semantics] \marginnote{Global semantics} + Given a Bayesian network, the full joint distribution can be defined as + the product of the local conditional distributions: + \[ \prob{x_1, \dots, x_n} = \prod_{i=1}^{n} \prob{x_i \,\vert\, \texttt{parents}(X_i)} \] + + \begin{example} + Given the following Bayesian network: + + \begin{minipage}{.3\linewidth} + \centering + \includegraphics[width=0.7\linewidth]{img/_global_semantics_example.pdf} + \end{minipage} + \begin{minipage}{.6\linewidth} + \[ + \begin{split} + &\prob{j \land m \land a \land \lnot b \land \lnot e} \\ + &= \prob{\lnot b} \prob{\lnot e} \prob{a \,\vert\, \lnot b, \lnot e} + \prob{j \,\vert\, a} \prob{m \,\vert\, a} + \end{split} + \] + \end{minipage} + \end{example} + + \item[Independence] \marginnote{Bayesian network independence} + Intuitively, an effect is independent from a cause, + if there is another cause in the middle whose value is already known. + \begin{example} + \phantom{} + + \begin{minipage}{.3\linewidth} + \centering + \includegraphics[width=0.75\linewidth]{img/_independence_example.pdf} + \end{minipage} + \begin{minipage}{.6\linewidth} + \[ \textbf{P} \models (\texttt{L} \perp \texttt{D}, \texttt{I}, \texttt{S} \,\vert\, \texttt{G}) \] + \[ \textbf{P} \models (\texttt{S} \perp \texttt{L} \,\vert\, \texttt{G}) \] + \[ \textbf{P} \models (\texttt{S} \perp \texttt{D}) \text{ but } + \textbf{P} \models (\texttt{S} \,\cancel{\perp}\, \texttt{D} \,\vert\, \texttt{G}) \text{ (explain away)} \] + \end{minipage} + \end{example} +\end{description} \ No newline at end of file