From 0fe43c69aabd9ab800732b37802f42307857b334 Mon Sep 17 00:00:00 2001 From: prrao87 <35005448+prrao87@users.noreply.github.com> Date: Tue, 23 Jun 2026 13:18:05 -0400 Subject: [PATCH] Add VLM fine-tuning training example --- docs/docs.json | 3 +- .../vlm-finetuning/textvqa-domino-sugar.jpg | Bin 0 -> 78203 bytes .../vlm-finetuning/textvqa-lego-box.jpg | Bin 0 -> 139307 bytes .../vlm-finetuning/textvqa-phone-time.jpg | Bin 0 -> 78808 bytes .../vlm-finetuning/textvqa-warning-sign.jpg | Bin 0 -> 217246 bytes docs/training/vlm-finetuning.mdx | 522 ++++++++++++++++++ 6 files changed, 524 insertions(+), 1 deletion(-) create mode 100644 docs/static/assets/images/training/vlm-finetuning/textvqa-domino-sugar.jpg create mode 100644 docs/static/assets/images/training/vlm-finetuning/textvqa-lego-box.jpg create mode 100644 docs/static/assets/images/training/vlm-finetuning/textvqa-phone-time.jpg create mode 100644 docs/static/assets/images/training/vlm-finetuning/textvqa-warning-sign.jpg create mode 100644 docs/training/vlm-finetuning.mdx diff --git a/docs/docs.json b/docs/docs.json index 8122d6c9..7f237c5b 100644 --- a/docs/docs.json +++ b/docs/docs.json @@ -147,7 +147,8 @@ "pages": [ "training/index", "training/torch", - "training/object-detection" + "training/object-detection", + "training/vlm-finetuning" ] } ] diff --git a/docs/static/assets/images/training/vlm-finetuning/textvqa-domino-sugar.jpg b/docs/static/assets/images/training/vlm-finetuning/textvqa-domino-sugar.jpg new file mode 100644 index 0000000000000000000000000000000000000000..3711c756c2b37711c00a0462854454a58496bb5a GIT binary patch literal 78203 zcmcG#WmFtN*Dg8)4;~z5Aju#J?h-5ncXv&I;OE!@CF9E~=$glom z|2ZSS7z!H7e+&Z+4HXR&wfRaPjc*3GiQIzae~sPx#Wt z|IZ{y{~3vlg7GpC9}5%f==ZiDn#$UI&%DoB?f=V z#U!Cot?A{m z7MzRzrKXFRvR`X3wJFy}P9a@0e5i?)UK1R;)m;|yA_^(QlVE>e54^SSM8qmZ$WX@0a@$tV- z&YtzwAtR0uNpq_Lxg(WeV6#cBHkvZF$DMX(OCwu!XBO!E6(T3 z&l;rb_f@=i&j4Dvz55S8dw{?vnQ8{iyDE1)SGherSNvpflrphi(^A5~)$0^_z)2h7 ztAG-kSHEsizDm2~|Jq9vhLqH(wR(M!YllmFoem%k4r>0U4?0rXZ^Iqf{`g7>@|({z zqvTX9@B2mqJ@Bs7Z26~in{UE{vy3_6^WoxQ$l#B9y!+yp>m9pX;v5$c0mMdK7w*u& zK*%ScD0YDo1id1vcuk$uX)+k!+OUMTe1eoV_1~{P1Fm8##_OvjkSHKkB9GDj_tLX) z1MRkAI(r9kiQE`*aU=qK6!Fgl1c3jOCTih>Y4_~|x3#v3+nn(0&$tfgR|DRUB>TE@ zePuuWND<4w{@4^2xrugdR=&wIoR!_aHJE4#GA^(dJ8L*W&e~%1nOKW(sP|0iMCcDs z!k+;wuWm&sLuvb`vko14opC~cwltl{UhL5lj`vlN7iyMy4A{(5yM8a7C4L*X7~+V~ zE~%=5tytDShArs1w`d8NakmGfD+u=QPt5z5A0eGU8-q^iXDbX*zqhyR*5hFH=nv?H zNA`AJ52Jy9NBw!@cgU)89?270Y{i{v=d>7-_3)}3;Wc#7!jz?qF|b{^+2}77En0do zKYW!l$J^XBTo8A5dgS;F$faaMpJLekw|{;LrD5--OX^6jk2~mnas*#w_Xb68*C8lP zuM5|2cT~#%F)#1V%00}$iVciRaF?`LK7*Fqe^c)-pSE7Lzmuu}{4rx-mGO)awaHVc8;^rVNsTvX?PcFwY}MyDs8v{Y%;W8wZ4bdv3g&gB3}yf$i+5 z41r>Wi<=@dW6qaY`?NiGY%ppSyhO1o*GHO^TT|{cnV@ALiF35sxAZ$k7qNVkk6wG_ zTi&|7!g9Vek&cMB`0Q7zMT-m38Z3%r_NoXmCF1i8ss)B3+(N4ZpB|9uPw|m|U3~zd zr?SS(M`D;TNF^{*2Q}NFLiD)$nXLJLXmU%onJ?vw?t6QUMbz+eT z-x)8>cClFnj4LkcUYm0B8@{|@f$hXNAnuid;uoGdvT}`F4WB(R_{W}ymSiT9{%$b| z;pC;C5=t~Re8;pMzxyNhq^S*>?zZV~J)R}0^rznZwzOtB$5B{e2$K>Tv#{v#5SDGU zL$E;NR&U^4Cyn)Rg6@2Ltr3Hm{Il^4z_9N?bri5F%fblEiG}Vi(Mf@#{k%(eD|acI zE91#<_&y$11q#tTWI{=Gx$e&%bNnEcELGZud=QIgKz);CGGor@APqV=Q0a9Mcdj`}^WV`|5FBLojpi(5MmE^=S21{V&lD*NGYI<5z2?+60(V8_ zZo5C|zs#%rPo9t1e&Ft!YQMHC{y=BNW~On{v&@{2k5<91D97U&@RJjv&xx*9Rk5{c z@Nm!g6Qt87l{u9q4AGRvlRoY8c4fCQBWI`8sELsIW0=^b0CN1PJrbq|LFT#A2r6dp?GAYTVjy9y12 zL`5YM*X)H{s|m9g;H9wm7r-y8-2XoLK@c+2&j7xFJtseiE&jS)bm&(*j>r-+-M(Z) z9(_DE>JdXrS3MfCRgT;QM^3k)*OAd(I)?lybi81LL zB}t>)&|yDYBEIS%f4x+G2J9GUKLaNIJp(K$R;*=Qq~js*!DqmcPxdibufg@(RYq!C z7XeAI=>Hd4?j=u>#GF-2pEg%H9Cyqg^f_kVE;G7UfVZ@fH{1;a9Ur4IqC0xUqMz$9=Eb6 zx`v~tXq~l`EDvc!a3o}C5YZ07uiaX9leB;wZ0Jtd6;O*MQ~PFh?vDB@HC|UUp8%&l z!SmTYK4U)QUo{I@xJdSn4>L6E>QjGE#RIiSsZ%TZQO+K!%W~X~bIPX;-rS<0*=|8s zwW&)l;t)Q5k@9c5tRPFGu&J+Oj+mCv02gDploiDpXi>JU*_#3ND-Gx<^k$!RZe3h+8*68CP zzcPE%wrSq8}E`^@~OVy3>gP7}$>RrdyXX!$2`p zz?TGGJ(0#BUDA44(O8V7({FFKB1c2cI`Pt}GK%)o#J}X3XVJ$$ovA`77M^r}FYrQB z#y1|ie{-2fYwXH}j+ybSy^s4)P^)9uO;fv6F!mM}1rEAxkoHTR;_!){B5{v!bA=H; z15V0v9NYo#I!EzLG3iXyF8hmS6g;zwb-$~<8xA^VbMot8cu80SE^qe5DnY~(brHr5 zvne%qCRpFlgSvkMuXgy~LDr{hJ!DV2cv<(+g13z~$NQcEfeo5B^rxjpl&K=(E*I{6 zZ}!t^OpT2JVohYAq?3U$dgP^uOQ^Zg#C%rh|;Cqjd{i{8TT)?F#&F(lV`v~ zZTZaFMC`a#C)JxtKY@< z>s;4P)8B|(k2}Kq*bF9J=p8e~cj{W$qaIMqfw^MpO!mZ^pys%ru?@Jg#=c%6y10z{ z^i)c}Ok70|$lh<9j>X?^71LX0e+DoXW)40SYr?Yk`{18lg0m}N-;BG?Lz$fG1n)M* zq78@lvpkTt`0qYCiO+5aB7u>Vu#5}l;&*3;?|5LxGU(anb7^n3p8;&VL*7=Fl9+wY z4Ug^15X_GJjz1NGszXCr*`qg6vww!Ck2&xh3~g?f=;!P&{laXxvJz;3|;RiWe_$I=|K;ZvoW5&lso{-b!@ZLzsY_EXsX*w_yDV+CWObQ#^VfrEZn?PIx83UPb#RF7KJS<$ z!rbl)Poit!*78@2H=mvJ68zph?zYsWBVHeV!2mFuuxyK|n@%GrtDVa7GVU0KcsIzk zFr0j4YYgQw?CEFZt)pRup=+*uL_|us4|6TG0M#xPuKQdRQ(raVhbqhsFE-E5HY~q0 z;INLncBPlq(qetGxZ|T$8Tc7cbM9XsX*V+$vgq{v8bw?;_5XaO^ncIrvMefLIc=#* z15Tuoq3Jt_Y_PjCx>e9_sXYUF{S6&sPZMtMebo6?Sgq*<^LIlo9bHa>N`&7sCzA4k zXz8L0;+0|SJqDb(14!3MC!@mQhesTw0xlVC%khVa7x8y=71-{GXMhR^DJe#Y#qg-G z{y#^HEhutCRlf3;-BA^ts!Y}|8?EZ<$kua*;s?&pfArdSWQr2p0LIKRo5|%~`30X| zhwT-7TsN~FYEq@ROA(Jz<+P+7MeW%YO3&g<3@@lujGZc+QqoG}W51x6+_mLr?wi9a zMHv3B)~hERgWYBpKgc4IM%*gfmhO^OoXaXrz9lw{nu#ks9i|dG%u*{QI3u+9y|On$ zjD)6C*ANw^ic~sbE8_cL+$&1mIrGEBpqWkU_`~8$o;sp37JW^yfp5&(+%@gTU#gdXKHqS$YL8M#o=dlAdY`NFKy z6H(b?Ya~$3c9PMin@n%N^TusX!9~&GRlsqpgJ(ccmXU11Jv;pCM;|)(b)cVwDyu&cm9tb%2yR?IrjgKrhL-um~uwPL2*KJLgOImDbB1`?Ul!5 zj?4|B=kGkJYH%`VjOuM4DYl_doWsfLw<|6Tro-s#1MK0sQ>!ZR-$A1Jb7D?jrN6VJ z2jaKgxDi|sWZkH%>c4MwlCx>*!h{vkb(^06EPa$komVXVNLEM@|IQ4iE9OZm(zOUmV6dq7V z8mRd1lm`J&9d2e*acsfKM!aF`QH^JS%uVP1ZfWz>BC6}?f{OC45Mk z=20|nr(8a$Oxa`l_P&7>k@sG(j9=tFaGZ0+vxEL2Il|&CzW3c7@xO$1x!MYwb2l-t zJ^wxG7EeQNdKBP9-8OPm#P#4ue_(n|&BvOgc)E)r(g3%;z&sZ_usz?k@+aO7KH64y zWjqIW$AeLIeWd=^dPq38b%}T>=z=?h*q;haL%crz^>7%tQeUEY2BaSIkC9y)hNjUn z@hx}7jY~>;n|_RJ$CMoke7OGDTtQh|Ld_Y}i8P9G7EqKdaFhQ6@@stw9hXdxj~%QDQ}Ao$kt#D#9X3WXfIo1@&jUL4OWMkHxk+PQ|b%vkfMf4z8#mV zyHXu?LT=mwO+QvHMRht4s)lEV7=M&^l8%j{iQ`iZHwdbCfEZ$uBf66eccJJ3L={8z z*23-cw#f#VDo*8vCWp)(aY^4qJpRUDi9Q{Snf<-=G5)c%;PTJFD(DiVj%_j+17)EK zz;8~A`6^FL@!`1Hr5GhZMvKBpicFp8zM8F)El?9G?w08Iu>$41pilZz182Z)m4IDc zd}4s%yZ6`6t3pJ!j{g#Ab@scqOM+khS`+_*6EZ=4Go$qk&>DQ2RhkOKR!)L>~(J|&~D5pSUWMLLc_){{b#?>*#=z$sLAvYoT> z8E|eorx*VDM%KS~>52GtsJ9OL4lw_bP(^w*)q3a$IKcHJj=g2hR-gmC;wD)?$7aFk zqUGJ7fy2!#A@^Z3t};h_ZuC^n1mzh(fJ0CHrCH$a!@I~fvRT5$_mn&(^W)NQ(K`94 z+RN&>=|U&&uBMkr8Ydgej+<*kdzrg4>m(NdZv~MTI{7;Z#%Mj?Xb6}WWc9z-GMTd#iSTuSnW5irnWkjyF4 z4Mbb%e8bVCRz~4p1!AlGm9|#uUMJ)ozG=%+lzE>f&?MDlV?T%FJfxiit=qp7ko(uRk$ut`c+o82@V`7=OPoRI>bTVh8QZY zAgP3iAcR_d!BlB-Qn^EgiHjK>4_av~E52v`Mp{C4;Rhh?qPz$)hJQy7cJAL6^&J3R zR9|0y7JNg)4@@plU8TI;=0n}PL1rkdQFCfieY#!i$l7sNrYXK{58eK2fD&Um*ROXI z$v7ff#aut{>Qq+sMZS0GU5sqez)!3A(d_S|3|IbohyKLIq~%uL!FYqgWcr2C74Ha6 z(UMg$(G{G`_^Uu>E!*U^zsFYd-L)D>1x3dh{@z4yIDFfpAFduA4lAT$;acOJy~Hr-EJ)EriYv1Mh1LNTk=e@3x6tU##1t!n zFK@14znQy#vE!daw9Q>MygO!U_ALOeqGr-Th*&9X ztQ=nHr8}W#Hty0OT05r0pQIZw^;h0abai7;CpbB{?usQB1HSb0bl<1JKaVHQwFcdsom; zWFk>3AcD(^np}kyB-~otKTX*s$qR>NdtV8Bbrd}5dW&=(!CWR)VuP6BR_7v>{gf6) zil!k!bnKl=V~QT&A>z7R)h$ddoZ0Pf-EbkXEECjycJYdzPrDaSx!zz-dD@cF5YjNS zY6&J(lE9JnDL1!Sckp%+64Hd6Va`QbPBNsCS{~DXhw1J8Y|ry5iw)B*VCm6)2Z+NM zTv>|v=(f}z~n8u3J{Uq(6H1%hpYN9H1)GR*x zy2&tN6SdE^BBeZ!XCdN zw%zzqr_xdb6C2^Z>F|1~0_Qf)lh2w&H3OZO2ZRsOcJ)zcP| zT}S*? zkmeT;c(OCMsS|_d$UBv!-rpDVcrDsBm%+(Na9EPCo&nqAq|DZv*17H;sP{SsR`jX4 zm7|?Aa4MgCKNswrl2={7;!bi><*cP8KygH z-A~Ii?9=7jMAmIB9(lss!?=zt55;L|M zy8X7~Cl2^QGyF8M5HXs1(6drOS8kKc(62G6rZKcPjE$P}>ReIOjkEshzG9a~=r=!> zhb*V24+~W3L4LA_++A&l0Am!(A=ky+vWs7(;dYCGRN%X!#sLsAfWjgelfy<5Sz!kd z1QaF5;PDwY8aWj-)UFAbk^weW!?Hff{Z-^3*yYLyj>08g_=o!zAPkqU8|XI`x)EOO zkWgP_TCguEi(}y5!;fVm5LO<{VdYo)OLI@sxDUexgCDw6y?~6c4cy)XRY)_z5 zY1+l;e@z9@#*dx>_+&%1?(1_kOm0S5lFMj2YSPEex9UosU`KaX+DYdK-|33K3YK$s z{i^${bZ?L$RyqW?HRsoinWer$N%v=j3R=SP`H7Wi7}m(!WP5y_x^Ge!`ay~LHB}FV zldlxngfx6~s33uff7Y+GJ`6A;Rdi1z&`Zje*g1B`lWi#4NkQI|vzf`;CWN98&JTe=D*m33WQ`Ip*i| z4t&onANar4PyF|)ivQ*=GxHXEm4C2-JJ1%_dw<d2=H zeyxO)pc=5-4*93W81%dAHUI@_DWHW!@D0BmU-x;f-NI@%c17f|1sV7#Cq*#gNBmJ+ z6w^h<$HJe+UQ~y~4QV=ou5u+wib?xRQ8gWM_YlqB8$V59ULim!eB_mtv7DiellXD} zmTP@-jcNGM&;nybV!S9m%U4sMM(k(6VE06S^L<=Pa+v{rjjNvY^nt*1d>8hZ>6!Xx zM;eamohmyI5oM2e#&?WGpTIqc!1l(#w02J*_DteM-AGAnfVqhnphqfSSNJfSBTF)u zSZ)yEOAWF7WEa9re>iOVL?APpmQ^w}!Kt`kR)HHisa|jEYjzGC)CFwRPoHuZK*7|! z{z|Szm#o2~m6;Meg;VaLR(a0(KBQO~W(e+xgeSx#S4Kl8Zhw3XEM7s*3eKDrb*&=B z$XuE9>9cBRhG=s1IRu7$37N=TB6lrn)hF_E1_PS3(B z$JY5ekXmBej}k^{b-_}77A`66nM)_G6bi?s5t3j+TX zI~^7t*_b9f7M?z`hGQmw?BJ~ZH#&}P9Xnbypv5b5Cx$(aiz|Q^3I18s1{(3;`1x}cw4 zAjt1p_60%pPojW%y5`F*H8D#`nX{=2zTgR`_*C4%z^x28&^dAOcKK*8+NNZQ(#a5w zqrpm{n8fEKsBHJ(G)vHun^tk6i$?_4K%=ci-8$30xQe@BTHdjsxQxkHW7A=Cw&`J+ z4FHOWxauQeCYAL{wK{mbSMMm+n09Q!D6@uynu)uN_NTlJz)s2TC1wS~mVb@TD&EPfLbEq9rL^{WV1 zKo=l5)~jD#g(_F*kes0=97CJ|Q-_yWEfH0YU4VNp1}kgV#wE<)B`GBt0)g;%5$uJl zH?NuaUl_@Q?n!*@G0Jj;CBkQzDN!W=;ar%>1t+FtxjV-TvCX1y)so`>G2R=|#J^gx z#iy@kJJGmW`rk#Al?wh{EhA&(~qwFRNN~Z3%9GDP`|1m zATNW$3O@Z4!xAmYdUu1&xsr3P%ccaHuEK7^f?ak~w8@mR5~lxJ#P71Rz>dQBF)SZ+ zQ}{2-VL7I5m`qVdbFXCrmi^=R^3@y1Mq~}glyV!k%)(C2reVWamAZjpyfZwyvjj56rpD`S#Swjc)_Crw z8P`ScCV^fVgon{z25k@t;G*PZMN$1Sc?&Z z2lV`VA*CNZ-D@wNl+vbjKZSp9gqCZ`HS`7gN~kf@a`(wlgA6=ke-1o61F$7>wgmm% z8#TY#y9luzlzS>XuPwnQlN_F~Z~vBpR_%v^)VW8(#~}fYOT>@#F=Sit8(i*1+2Dt=EgK<+KI3 zi<^)I0c8i>i;A{Ta~$#nKoCvk2CSB12c_Hk=1vvQa9tj9^@D$L^2SnMSerp5v2L-XOC98^4~eBG^9 zhVhqsx+`zntZWG^TjsuuvGBt!)4@HWqj*hZ16Ml4%@I&ct+DThc(?qPcs@DBCHo?VH-1CiK`I zOh62t4>9pt*(bEY3foMaNPR=`>Xw1)W3R^Xp;; zyIQ?@E0c-@bhR$!i@58(v!P8H(AnCrcEpj@V?b@Bo;r&M{JD-p5PJhG`kVHGkr$LwT&!PBAxx$n{Y?a*pnYa55d3Lkh%riL8$ zx{3}INS&T}!R4InFcII6#W*2MdWXnAX}C(KDyo~eV93xB+D+btB&9YZ#qyGW7e$GP zAn4k#xEmoXtA7S4L+)HnTf_`JD@(cFjL0Z&?eXuiTu}La?PtBmk7jWC7uRtI&KCo* z)B!Jb^#{L2*v>KEI{Ar6S&iRBhHD_c2NetPPdx*m78{PdE!8o)7n#rsNirjfBgJO=g#@<#ll;knG zHX*}l%kOR`^w%vB*MCMj@sEIWvmIMh0syZg@8{o@P0p2-KF%K}NrQ5}k(OSC@M&UK z*F>)#v2;1w)qxX|e&}GhATr&N`Qb_3ZgtA$G8x-AJNc~?Rkp;;+oH&r2V406oi+tN548e^(Rrh4}CS z$*G?K6!6DqfcgJmv1eoUJ)Z$Xu$q_JdciZm`pwE=6<+=J$O*>p29E!grun}?-~Z40 z=c|XTUy*Lj}VLWi# zC$r;8=^#VGNu`Lb zQt%qT(Rc3oEZp3wv0SUDPYheqRx)Q>WI7#Wo~=LrQC`gHsep(*rtTJDDi>3@%vOOf z)k9Z{wN`cHB$OpU{1xZD*3xg=PNn`Zy^SG{a~x!}T`c=3N9l0m&mxm=@%Bfn*D?LR zk{ORxzruh!^7#Ak^8x3$h4+(i3OQRYE)tmZL8;|DIO;=sL%GEffGSMtFQ}>IMOQ}b zLI0PGc~k>9t-#{EHNXODOQhn`gR-BoyP3R84i1FKA{{(1Mk@+lHJGr*jyC4|divjyPjT7KRXylqA^;nY`_=nhCC&naYGT$taJ|3h;=?p}@`+ zsuhSg&nt7LEVQ&vw-P#N8o$@1-ufVDdi}TRRu{d_vyV@|nVVft%FVrBhK!aeV)d@9 z7a?pKE~x`&q(e7$b#!GyYTgUpm7=;~)G@d_n9-Z1I+ng8k%`k0C5w)hOctOA`f@ZH z#-5rxIToku!{?1}vv;Q!^I1Kpd+ry|1olK2mS;uq9;v64F+qhNt+Vap>?j5(TBylL+>)7u;0?9^EtB&(8kBbvl<@ga+dzj&h*?zjfo->(qwEJpl`yh1$6 ziYOKjfUv0DtA6__m)P3|b~{0sWVP+D_U7%a4l^CW`MD*!k%XzITIu#^a$gmqkpRm! zX0D2$VV@J5^>(F)-L6idC&M+32sj>5rbR1^e`C7d%_GNI9}Jyn$n7T+$asjGI__?n z^)Q1?Sm_D>Ojqv$-CbCeH}Q}BhNWSefNgX({s7loZkgz1_6>^`S(EAJZMkaU6&(6^ zheT(d@xnao|H62&l_=YP0^PJc8@Q_Mk4%%&{ie0;R$Sn|^Mg2J<)qD9{-bwp%Q|FT z$2}C2=*6z0GSh9&LPT8C2J&rh*t}nMYv#Kibm*by1_F~t1YYPG?Ks@iAZqJs zxK}7Pt4(8(1or63Y~=9@WwddB>?oV;>WnVlXDdDmI~Yli4q>MQpL0M4?$+ z`xbqy$tERG!0d2Mr-IXS@^I)r-kJRTM8Wj<*0-86;x4hqKN?YA97vmJyiZ13$gOvB#bbUZ?0LwL==(;j+;TF5=T$upE9NA>UHxb$P9jT;h8r{A|# z?}%UCa1ptBDeYsI1d2HFH4xEe9_E4B`R><#=4AnN8x>zC+jB1$i?i zM^(VX_s3a(dMNv8lNA`Ox8m#Tv*M-}876Q-CS%bds{=o390X!D~r zLM@_-EDgNH?!}Z0KSH*abq&Y`sZW~lu|Q+rNYpr2kwyPy_-{fZOo-)zLKp}6o6WpC z;*DJIHQ;U3Qv#X&61qi|Ei#Q5ttEe>icM-k!n1*jU86#$&0{@MA&*)v(=M5sv*(&B zQ(dfmDz)Es)n|vC?*~P@tUX8Z=#N@xC$@HJo*=KLMmL%gJeC&?2@VcE^%-UtW~F0m zj3w{3V}y?)L-F%%n)v8rPjXn65Ddrx&ihb7J$IY33q`;7F#j~bC~;dAAA_|~QWht? zfEZ27Z7A;gg*af)@pB%!aPv@x(xm8P-JG;0PI6azgE`vDX}Ex-KnD?xbsT$>t`k+2 zkCAJ*yO>zGBkM7sC`{xjhA(AOO!}WPJxZIk%PbpQWAExUTlJYbYRT-dQ!i>N@~!oG z`}+EuQaJ~^j$kRR{`j|Tejzi?kthaM5V&ijUolVIid~!~<=LHT;Kz3*iM2>X_OV@4 zb@fOEj|xe%#=!e+J!qZ}3AjC> zf^K@?{`}7#30(hL7nIWe@mEU=w)(Wlwd`0yK8sR?Ti-+klQSO8;QXreFpY2?bGyg( z=Y||muxGtskMYF!I~X*t%GMq48OQ_xW$S!EAY%eU{!n%n(eL4e*_acdm|z9_xdrju z@7`OttWs~yuotK%NpnRJD`U0cO(y~KZMY)0TACu4FQQr#y)KKB;0*X;#~n=Rs)l(J zc6zTUzqN4}4(BdkoQBWp?0o?f)?91Mspig*mQyKn&Q|W zi&)LxT-BNkaVH1dMDhlYV2?3Zp#2(i!`w~?0z$fL-fmI5Gq z)7W3>b)ZunZlZ-uy>LoY)S-+5j!oR43R{@DB8C2@n9p3?-nvPg#(5VGY=u_CM*Xa@ zsLD9;{j8fvCmeZ^5F=(5eTtZXmyO9X~CCt7Z5;re1Dib@hlhrki zljVSQ;S|-z`9L}+#dQbuuR*9Q$razxoDYTo=<{Hg*Sf!Xv7=<}7|_)Q=KRi@0DHeY zX@aSfYxB}kw&q~PfhvkXv1*-V(+|>~{EmIT>Yb-Z1N_&jRt)b0>BqPV*z-ky`s#Ewsrar=CkY?nqdyNff4hncjfOCh(X{wGlj zT~K~W&~8Zy**jP+`Z9_t2Z+0T4pR*dOIng167Z$rieUo`7)RFB1ntiTyowBny?Im@ zU3c1A`c=>V1s(fb3EWH=aLK>pDa6HD-7BDbv&y#1_X^|cok#b$Son>gZ*r9b^{)l= z6}u^p#jB4eu9r#SJ~K0F928dC5z&t8>;X=Gov5SkjFqr60{@b_{iRc z?jPG0y9M^{v(tYcLAW2sbX^x8ohCqnC4oZRmj1~`4k<~!YRdgiou~YZ{y*LOl*n{Y zAtRf-^12pBFfSp%M@#a0N%5GV{%>MRH0RRf`tf#7$8Avqg<(PyJ1N1X2UJP>C)rI_ z9$v9Nd1dSvZ*2$~;?$-6v2DSPoBaJ|ykZ`fGu2&k3=RA z2N=Cf@~L(Mb+!$&bT_g$SwI6$Ps)cQJnB@n_s^uEV^!sKaOa*z9RA!6YI*hh}&(@qXmLOLz3 z-jF+eod%_!STo!TT%$>W?I2MZ&I2IeHb^goq$8<0b=x;EUyq;8ke?cw;HtoFLyXU( z4Qj3gntoNV9MxW4uk<-xnr=y7(wa2zws{OKsoyt_iqeW_8W*%f+0IA`6d>$-y)TLH z`ss>l8M{xlwHWms7Ph z^GuckD@76D#@PiVxGleIj(iZT+~=CfPzwq#`n(tOA`?&hamzm_n4cmS3M?@@;aHBi z_~oJ+g2QhKoi_O>XgHs;F6&`bSb?)KBJ2A-HG={6Bcw_5gS(I zT89(72?+vC^@gP=4d%@_>t971qNvvUrlkdGXd1k&xXxJO0ryb;hlKT0Nj5&guQE-Y z@N^BA_hDIOz5+|z>LWY7ETWW#M?kJC`UM5O`IMuh$wp?(3i_!#0ZG;Ud)pk#^bBsN zHOqhBG^NRo2CmqPy|dXy*B_!&t~cyG7pXRPtKHu+<4jRXfO@p1Csi&P74*o9S!@bR zoAeNzMQk0zco#Y(U9GQl*`x)t&9V^a6(qJuu3;m3MOD|bp?a9qb(=q3^dPX{J7>C^ z14|QA4@e46ZUH)T$~q2G8AqWr0hUu1ogIeqFnJ&r%$&Szqa-0EnHT)O-RYz$hg2K)C7 z{ZFv5{r>~lkiMDS>pp2G@3Y7ue+Jx^XrAb5^||=j2P?Qz^$WN%^DRyyi7e)>6Lyzh zg)`$hu_P>qk~ytZJegiG`dH^ovDBa?*L;p?v! zp2(oc_H473(rU7Cy=;vgp_R-Bjy+7bamruHeaU=pFdYz=uanS$rjA)djVyp`jmJ0g zi?hfvN;6)6Ly+c)SR85GtWwxEVx$^<6Od=)_DEvSH@vht+mN;b*q0bbMv(*XIv99h zH0M&FV&n;BMbC9-c-b~zw4f7l`!}htiIT(O@$`TnD^_>}D^lrS_M5-urN+)KcNGQ1 z56~y$3kT8KhJqUA`~Nx!&9S0_(+y;4qO(KvV^6aE{)$G#0+lndZK>Ah|9Lj=AO0iDLrJGpI%7LiZM+1m)I6{ zj?_!6-itiwP1t}oTfN1V z)~&fjZFq7@w(-jz{-j99G@~P57W*)NJleHKR?7$P+i2=BtI+oMUZ^DtD%Rm;x?Y;o z;#WcuWzPC0VB9@q^dqNsi^e=vfTIICRA{QZ9%l-KE z(*MQUTQIfRhTYmw3be&a1r5*^cXuzvU4jGxw87ooDNx*s6iaapuE8}p#oax)Ly%|l z?wN1@f$#kbnatd4)^)7owBZY9+%7Q=k4I4Fz2p~X4tEzfP3%>dd#FqNdfGWkV~Myh zqPNpIsIzsI_65&W7nJ14PN_2I`x#Nk7;KI;X+<|J=__m87%$;?Q%NeYw-rBH;N7VxCysP~dfeSyy_8ojGWKizvGgn-lfqA(@r*0LRD0l=0Z{EA6TZ!gT7K`;%ZfW;cC&LcObMmu^ZzyZRPaPGqX|R*^in3JsHsiqjKG9+|q-rX)j`dK8**RFMB{UWx zh<%?MAlh$`>H~H~(Q{T=|5}nQtDnmoBiVvvt(MHf-JgJu3v%_D!XiJc65TuND#K!)Yl;&YSy{qNY zH8Zambsc}t=SY(dg^Qt!wR3cmUK-4qth4p`92;FZ7T@uCz678Nil-%gS`uDY@lHF& zaPZX%OC0rf10&vy?RXe<95X%c;*eZ(zEKNH z;5_~*5SSSCk>(2@Mmx=^H!d^1*1_Hp1ec}Ny>9S;xNg~irO1T#*6+o|9j`qH6u zXp+x&{66OZpgtu0OpFxGn{onx;Qu^A9VdC&MXxf?B+oNHhO$?5X^^pAe(f}la#vE- z^JLF0Ev*6Ryu4(3qqc$0r^Hm2dytN?u#n*tb|1VYT2qV&PE}A?n=@ zPJW>>wmv|!i7Xu$5II^#pnuHsxLe*zc*v-j)l~w^mC~)BsrYcdPbS-LS^szj+d za8*2lN{UO7;G-+f)*!(i^)U2X3>gASWVaF*=fmtb0XlsqHV$(O;JCY%+VgPMRG-)n zizw8$_nV11Wr+j2d}NT;_<*|Ua}t6|bCwVR*1hnB8JX^Kc(5@&xK|m3Kfl(if|E#2 z*ZE&PN0lGXQDrpbKeWF8uNc|+pR6LXa{9knj40fWK=MvUV4KzfY=!w~(8ubJ@Z{99 zxW0k)8oj+^Dl31cQI|%QN18cUrGx*IfwP4YU=j#*i?(JEquEws9UMz~MU%Z^mGVfPjV}#Db0wTL9l<_uP;p!CinD;3hi#V>RJT zj;_RAfLav3%!f~P^J^F(Os{-W7YUQ)(ViIb4V;g)D(mSQ!}#gntg21MfexJ$uin&u z6|~UOXvBUi94if~KJ)&~4d=sFpqx3v9HkFLz<2&b!*RRtm`YnU8obz@F@P$Q_DQ80 z7@VZfX14eeOBoiLvKDM=kReF+c08@auyN_JnPqP!6NmSeVmWJx4R-w`s2w}jowju1 zscYVs*~~wF+doP#UNE#}^e=)1Md(42M)Q7iebseB@Bb9*P`j)eWSBI#JAnUp>U7J^ z<}^-hKH7zPYjb<+x(^tsZN;R_TyX3a(e|exk$z$;bD=N(@$q#Ug?|9Nb#f#?*IS?h)XgTHLz?{+mc+!l2_Y>8`%<#rZXGU;ZIMf=-|xaRDCN z{INFYWorAECK%{uEivkkfzxEbx5gii6JRms?=oDR=X>%`bn>4_&5nj``h92Sdn>OJ z>urm9Nt>)6oAXVd+f!Vv&IG3$uBgHC^0vkA^jK)8YK1A1pVb+6@~urG1b;yXGOq6q zviB-#>)ooVR~h`x2e`xWBfcCq)==h|u&6)NWOER7QE7lnlX+ESj>s|y^e|+S5c@b7 zIz=S7jtDb>Fm0RUncDh(B#iE@<5lZAymq^(E4;$gqn>kej+J(*F<7>49ACy;XA{69M$}04UFSGGM=9af@$fgM)vDJxaVI6>LgO%CSxVMUts!Rvg zFh*xwl>a#P(#Jk59l>VwZr>Nh(+h1^<-EMzK&vb*_t>)RRhHof7+-&G5nQ?_a9zGhhc&3^Syi}$k~P)-N!*ptxRK3p z=FIAkihilR&nfxhd>vV?u4vwfKAt( z%i{^RJ4-4(2V?Af%WnNx=VioF8P0~m1{tMXtN_YXDXBmy?rFJSWOv>ck96Ybk!m^< z*rGl;B>&PTyEY}Uc>_1FT7mN@Gq+vv+JItWh;RO0)-Q4YkxqnHeSy)ZMvL>WX}6nv z=l#bP5!#M

1QDFp@=$9q7}xtq?(fd{+pdFT+NRIw?5-5t8Z!=ta z%46uY{=$h$bDeM&e`Gm{+|Ei-n`bWjSZ?3F#JH;bc>$knJ;-x2W)n%w;{hxws z|3+c3iLN9xC?Pq4&TU3!>69C(iiVNo@QWvIO_ll8fv;;5TqR~i&&+htdt@d# zG(15o&8=H)_uW8LZn8}$H6Sq{yS`D|GJ?rj-30F4Tt~0Ql6>U(S30XLA*-Z%0tuz7 z7;#pV8g}MLd>_C{+qgw|SO$97D|u9RiKsBLS`bQAWGq>=%{7@y-farT^&VEibzGYD z>Dd${8Emu^R;J59E@|VmA6fT~D&mw_uub2vhja8$&WyaW!%j)D6|TBKUk$M@N$fVO zp5`C&op?jElJ3N#^Qy!=?awqXt~Hj#^A4uN0{?mAw^vrd)FczL*RJ4BUUF(XD2K=T zk(a(_KJ8>?__6t7tuQiXh|Fcsx`5(SxB~r$P`H64Fe|o~d zF5I5?d6Mq9d-L;ubCMp`TZ5ZL#jB5@SaT{uV02W;+ET|KQAzO+tS~XLw!7Gej(9+2 z>d;puhcyuyrU5`jf10+qvN$lpP}w#}xeoJTNztwuFU+p2m<$To7rGZ{9RSQ~1}kdM zg~^1KTjoKlJK@FEA7>woYv1{GYSm&jPz#DM+F)4F5JGb@CIC`g*z=P7-(xLkh@G%a z-vbQz2|LyAIBQQV2HdejUOPe@(8m_Xfpo9x8=GGmdl$(Y-}x$>ow#vK?)`!Y2^D9Ta+<;9kJbK5?e1RT9|l65Gu0^x+ylZZt`@K|K^R&UEJ=2L*H5ZlE;a;me= zat8P7SX(xCA1gzADV2h z_#esQ%ofvbZjSW|xScjL5K{6^5>(1s;E7_4mk-7ga zRlk&~wT~1ne#WdF&sf{MM_@op_64P!sJ~x*T61H5jy2&FcCNG9?5?#}?S#_O?1!i? zvvw9SpM&&czaAkjbo%d&=db*wFHd$|KQgk{lc!bNbM#Y=pT}oCuuiUPO5j;flQA+m zFxc4eGiBGlJ;$fEpJdy88UX!xYOcJy3FrZSdz`DW5pEA4Y*$K zOMTgiRMejzJjQ0yyxkhy5^JP(0fgi z;6rsnN#+}PW3d14DMkBA6RftM8nYl7Q5t*>(vzFOxQ3np0>rjZ>;-O%z_t;){F+6} zMLbp(rNSUO+*fnsp|!qfILadAzQYggPoJJG4+=O1Yu@ed2b=e)?)pOcQWJ*IS!7yR zwL4`S4@K}7GazW=9@!PJ&Cq|(f z;FMqP%;KIM9az*jZd|QrlsZBCjA!-W-Fof&Im|r88#aU>SFA<3| zi=(%bFSgcRBdR=?$a2ei(p_K&ksE8%(Yz)4%XJXB-92de;kpme5}RtDC_v@g-cQHmNr<@m-6|HH+=f5nj^a+> zTYpwCWvV)yDHa{1G3MEDj`qndcUxLOWCX?eyc6IGZPlTx@~p0dG6==@I4c`m7!ovR z*O<=cAxNuCcjgKWr&JtK z_r+|V*L*hLe0O}HPNFl&;19g&I*QJhr5CP2IGpr$UC>jB5eMc10C8IH?M3)sdNaeu zHD^q_1xMec4zHOm4<=zmf+W}65Y?#@GuMJ+@S3&vsT@we)6H7{=Ik6M=UkOOy!*Gj zZA+sLZ2aLls;Jw!>i;t6`J>w;^G^ogh$Ld2W=mc4g4xuA*om7%;0ZxBn*a-@5uTIJ zd1&(>sXtL$aU}_f#bgl0CjE*5hw(?Q@iZ(wlZk7ri771}X;!I~J5y(jaJ-dsaP2#f zXF4cFlXN<*G$a*a`){g2(5%Fn)V7G1MoEu3IK%zh@&jPIW6NDXSaM?FvQVwu>qVqG zawuP#HX&y123#IgPLks@1_5=}3WywTB{*>+>wF26i_E8=k-8~S^a4iZnKP|1G5w|5 z$r0>c(l6p~sH%G6W{F~6-~AfUam7@GOpcrAt~@_K!e4IR@D)~CktaYRSX`5ZaBQ0fDWgsMccPP!D zqv7I4kA>}G4nT<|`Zb8Cli86@Lc|zTtABsZB8F%^qEcBVHBtFlvUx~A6Kk-pWG3ab zfjvz|Iwn3Kjw69Do;H>H`I%T88VPAcd#lwKBzGsnxh!4RoglUAC~sd9x~KvC$(QBKIQX_yr&kl68H+w?B*-l&= z)&JIgq-aZ%N9NaQ^}bX;-EHZS0*Mt?YVxeKj(fou<=rZg&AbL5=jpa?5qvOMs&((m~&4%ahe{_?pDBSFp`Bgzy+Ldmmtfl4u&x>DA1eSV?b zK5Y~;nRW3mJ|b+hgIc{X=zDsD-54BeEEb{UOOIqxwu#-p&UbKjnu%2E$w2v0of&;Y zVVBhrYr>5zXHY>wLRR-tb&~%kYY!oi%tLcOPix7sX&bl6DPr@X#NeeU%%3g^-UCoj z`-V&nKucTT=$;1=$`+lKY>^B!{9=9;bV{xc+9bgbOub`#%5H1hO0qvQpI#`>+=C*I z0#8hL)umaKi=yI?LdIwbe(1ZIxpPT>=7iE6r$xWFT^^|H&rHo-_5%Ft>}CE24emmd z)A)?T*8ipmi!-jG)@xPj#09{PHmF)Cw)BRukH zTh^)3oR!+p-xHi*mKg!XlDfBqLaC$RP-zlsmylJ?B>^<=xAm?RZOiu7=~9xaN=COo z)v?SeZ;zX(^AZMZ7oJ@P&(0OD-H8?wM>oEblVDJLH@g%KWKPJ|63@-U`cytXNy3VBo*@b7fDn4W^X7<=M2agv6q-OQ;fJ!!`k z*nLeQscXG-*I~UBRsa3*$7Gwp!(ggz3p5?cp=j&gyKwe%58u7 z3(qoqL(j1V8}aMZpdTBh1GN)VztL&O_tJx_7JPWyCI~5OY@D6u(|u^*9iw9AOw269 zBL(4nooCDX?A3Abc%5`q^Dh<2w7=!yV9Kp}yiRiE+~g*Fkwpw?BMC53=dG&dz#y4f z|BK(@&Ai!?cq*euM*RCM z0O0eFUvc@pM$1x|r7n3tM9LcXgE-M$i6Y-b2j~?i=fvAx#eOtM z)HaYEKAQ1bu&7PE)8up=v*bqJ0jXRnwVx?UvB9vP8#8Ty8d&N#JbZ2HfC1S4%LAc@ zcMEw=9&wB|0+HDJ-a8qMlT)fda?=>AL7^Jv<&J-@ohRwm-p?Fr5FU_*pXOuG`MKT>MUpfLtrL$0RNOHJRYza$IyonCdI7 zV0r3G1?v$LK`@eZUSrUUl*ok*az0Bt-*Yd*;Vvdxvi+KRb@H*;!OJQy@ts5XUM)Bf zy!qttf%U$^R~VD%Rb&9k)mM+>Y(%qz&fl}2-Vrj0J@E(ovfckzj2wJ(p?c!iHh;GD zRsT;l;yNEZ=U^qePDs@E`F~6LT6xCu? zOD8F7@a|jCT9@NtDY_kJ{PmmUcO+;hN!!w+%d$LbGddHJG=ZZKv&=H*fMW^A0d%1B zX`~FB{+AYB*yzLtf#|JV-pfr(jeV=34qescE*s)k)2&*GS$EUc= zGPj1BZ#!}LG7fJp#t6Efb!166h8suOg*0B6n>o%DDZC?;EwqFxH=-`KegK(QTkndj z(gfX}{~CLxS?iTY1KJBkD^8LRziGEVIBhkHrUbF4XFTeZvyZWEMs31VyJPq>cAIt? zreOmHhgRZ*z8{JXuo6O&b-F2YYvjxugmi3d4#i`zg)=ag9B;#>on+2vYy!|KdATwFheF`|U$|9Ml;#lKJ3Ipk6RGKCR2UzAtUL1ZdFzi>@_@EnSnE&@pzf~06_5Pe_Ds`Cq==wG8%+fPuF zOYb4>Q2p9ZJ2nLkIt}d8HorBeyt*m$g5-l0gG*+!vL=ue7)3NL?g!4<>@f-Dl3{~n zOUB}7xMz(5?oM+k`|gSm3ZN;mFY)9eo@sp{G`wD`CAD$8$@*E)?4axY5q>;#;JdOa zT5=}&(G=50B{V0^>^R0uxY)qx_dT-iM$Q%Qavyt`78bOs&us--Tj^Z( zOe^mhwR^=Z+zx~HW6Y!GY0}yY3T{he*13wzW8)Aw;1#+}G!8aMD0V`)UHx)5l04%Q zRy!^4R5=aW@40*?fBsmmJP`N2!p2`af5i-ZRST?No{zh9?-q-D9$s7?!x?3=w3L6H$_)=c zZKFdJAVt8O6vZN?gj6ZMy!i`K1xGlEmZGQPw z$wK1ERmDn+;mYH!wBtjc>ns~hvP$xf%i&sRR@PJre&z)0FHct+TqBEZiNFo9DK^mY zr*wTG+3X@0S4^E=MG|gp?Ypnsn!?SEwQgwNVUz)wse`|Gsp8cIz$(omLj()iUT11_gAw*FJM zLJAiDE3Wkkl~jEpNIoMhUh^B9E3Qq0P-ueB{-dYp!bo!TD=p3^P?XKl4T)wtACm3h)u%0&+DQX^76b> zc;^K=Z@!-5%c1R7r*DVh#-_S;osC$7UO$U2x!jl4FEcc zh*$BcV2})!GZeCybpCa&Nuz-P9TB?)^BO8j)0gT@Js-ORrHRIOG9BXZsV+q=%g5@0h>`M zmg&-bbHj81*LIYXkj(Hi4SH#=#iBX|`m!zR+M00p)zgwLn61xGof-5jeh>IM0NUj& z^ysJGMpSp8_}z(>IcZrM62ZLXdE+A(Feo}JPTKe{nlO4x4D7j}nk5eOi+9?;8*^Fy z>7FYP(g+##23~9F$W|^gM-IeczL89vRRfhum>lL040yjTxQMmEa)>pWF zz}EFyztcMI@nbfj7H>E=aAd5p`J6|K-otgmpT@^mxtB}l2IA$$-mn$ zinh}97FMKssn_?y6Xj1$mm`oW20y?G0rdm1?7wE4Pn(rjh9>pqxwK85vD+4o&h5ay z6~W?Vql#Kv461OdZ+iO8K zJrzaWf|t8EiR%0$Homgsx5+B`K>@ zZ!!^_Ls4o$Ke-Wo&Q$Lht_Zw>^u)j>;eL;ztU&N!d6DPzWHlWZU8Nt9aI6wqgQ~I! z%K>~Pr+2En-s;yekne7zIJ+H*6Q*gEqt67=`H{^+9Vr}2WI0n{r{O%|Yg=sd;18{tfKTQ; z5i+@K&uVDlw78pzPXBhTZtY^UmI~IVj(M;Vpca?Tw`8ZVANOJ!n_-q!EC0F*HbBY9 z(rP636AD7hb38T!%e|KX8`xvifvcgLXnBRSv?K$kPABqKCrB6o3CSdb}T@7AQcU86pVeRGG?g}q2vH?a0*bjpZ?`s{;MX0@dUpF1JaC853Ac0Wrw`u#stiLVE)lIqB7dEi&)Pi~8P1;aO zw?T;?{wgMbi%7F?O#r{6W2|@!R$K&+pMiZ`_eS?!WxcV412oYFGj@`w7FYioU~ zh|$*lMus}WirRlGwbMTNQO-sBN+x&@Uj<40seJ57M9OC>4Pc<0Zu=?ia6R6SeQ83e z&rBcy(Lf!4W5gd?HU%1!-uH`|yIeF$&Z?S}*b(`|R2bK6*|`owOYpuP%R$jkDu3Z2 z3aqr4nG*YM-q0z(BitNGhA!f(iDjO=v7F^TBg&7h>TuYX&9^c%>?3}xGKG4tWUX&q z1}_;>b;Ig?U4Y%}2Va{VlNw z&Wul+tpz>-9;g1kehE2AfF-_35rGoM(qy-&{&r`5Z-dJ>mK5cv)A$lOH;@C%F4&(Pp_ZrhVVE=(4~QLavXbOtaw{ z{d{dq{p8GYqtDZwk}0uwLd^cfypFmDtOTsA&bHHb(LZ;CE4NI1lMS^^sDE3%Bs=IR7!V?Mw4K9jJXLAsrpOU zZ`%RN%zNV~=3Yd{PE>sGwMtXF##`s`FQMA;S-#i;9fS4a9honimZwkyk~AmD3lnF3 z7#k1&RCxtrl9?elk6#Fi0$k_$cp*5eGxdb%O5-PIDjD;wg6Sy zKc`#K12DW=Qr^B=yNgWGG-iurmQolSH+bNA)L)i!nlfXqsYR9!PGh7&FJo_d0b1P{ zC6hcs%qvc*h(MSDAot9v~TB;4pa_eVhm^zKO0WT_|=+7hK$ zsqnr2>&u3SB#-Fg_7x8T?J;|GmlUoiE33$z42?V0^I)O;Dt1F|r6}#+En4la?={ich||@eV+I-VyWEi=baP z6n>qpTjLBCYsC2!6P@m`gGo{lp1Me~IjsX90{^~@ibHQ|mPEOO^h?PK+j?zR z(gmWs`wxSQk=s$7dMaj!Znz-U#G1_7VUQpIc2)0LZ52rrGTnxsZxky zSgkh>M5OKQI4_c04)yifd`fx$cnEOUjsn(?!akU$(AxlO1owOSVkbd{2gQ4J+q6$v zn|idqGbmKiPxhq0ygkVj@u6r~l7r`&zbVfG+}L!yd#nR zZQ(g&0-LoXstRAwL`VN@VI|1$)pfVqX*&+)(o!W(_fAxqkDJbz4roT^wW%z7tKgG& z-e|Lem07iuTQnv`kJ79dA&{`s#@chv!;0QUw2b)u!CrW#Pu|3%_!K;?IN?sa+2Bgm zn!E{Nty);&P(inl=fRv9^&|XJ*_3DekcH$?V6eRK&tF^s%m`bpSR`4r=fzGKfD&Eg z3{{LM)^hBdOtBLjs}~jLEhB@Cq}eQ-P4P#?y(l(SL?0_$ww#>Cf^1`7sR@^`Io!G9 z-m?nFr$_RexK^TCFgdipa=6D%TR^5je<-@4h^gW#*Ej1Aw20%({?cH6L~oZYJJq+3 zY60RNL~*g;C6iC~?)I)g{IVtybH_(-dME0tT&D*E>iAFUZyI0qC*Hx7iE=93xIaGv z2h+}U*YMAie>qz0s|2XbyG9%1zkC{w`w#72H~Gn+dEKhoD%0D+CWZz_r10V*8~p7V zn-1)RuKcgsvs8hKGtwL4}ByClJff7!Yjq4zA!=9 zZECdy%?sH=rkVwoXCqIyAC^$Y5vdMkOv`NO+_62~r}fydV*2*ScWtq1#H}z3(*Bb@ z*=!?xA^TF~I)3=oc%Q-R7yMfdhrZQq!MC1gh0l zL`H(5Wpw3WI6bN*tI+zl%@N!~1w$TiV=%cvkVm07^JqGON>s7z)Hlyg4$xAehk!{; z6%Efpo*fqS=U{T#B9}*C3G)%{^{QyS*=y?37&kb5?X`o$F%eZ!i_~SXlKcl(ctSzl zdE>Lna8k$cRCa=7Iq=Hh&!?@Tqkjk0m-8)+O;*tQVbkc-xH|UCTHiH0`Zi6Y?87&>yqd9mxG_mqF*w4Z0+|R$CRf}?@nfY`n591N zLX3h{|KFsEZfZq?kx9|Dx1QMeIHs~5wE)|SpXM36Z*1Jjy;tj!{xu;oc;|tKiBM;* zp{d;znOaLNO{f3R=*c`HtHI@M^p`z6Gx|wVB13XqT*0vYjhC}P%BUQFF7o+SD{~{gy^uKf*FptK{7mxWGjWDb}RyUrIWyWF~@z%N=+C0 zvV~Z^G24j!v^12g#)IZ}k7WkIrDOCvU%yD(+ve$0YrF8v1Klwx+FC<9ma>>EdC=Kg zU*>-63=RV9$!S+VimU9xA zeGih``M|)?EG+Em0e81Xp{48UN2yS+GP2%?!kEO>-|-hayM=5Z45`bMGNMFUQE6!o zUgy3g3>HnnqXCCaAN|~;e){9K2$1!9(;_1qM?2?qC*ZJi6W_uCfrRn4ivGJ1#uNL~ zxUX*uEQs29!)S~j$|Y=Td9?IYav-f}U8SzEP{g>An^y=iE)3!ft%?Tl5J$w+=xE@v9?Oq!377bDVU-7asncve^2W%_KIm^O@5CH z;6{=337&K{s1~?ve`~Y37WOIMrM)Z@y}x<0lK*_L#F@cMQsd@@#bV4} z|McI{vY93Os+yTrGP<*CC+z}$ZtfY~*`RxhzpU-ZWX6T{GP5sj5F$`%Gka;cl#ZUJ zgS&DWR!-gzOFz8kys_d(BK7p+`{cfHkSi7ZoOEeYqN2b-hT1aOb(DQ^w!#xM)_yE^jr zznz2+M;4*FxHjX~9R~m?6DB#7e9``GBrI*dke)oRFcENen=6*VfDqfZRd)~j2!h^| z0~+~ntBHRGW)Q}YZB@#l{9zkW^_10C?>~`PZ)fLuJRnjA>z0LVXM`GR7hAq9GgNh_ z@m%3791A}T_X{Gnh$}61sH^ zIZ29@l1`H;s@xV#^0X@K`?WUDx#9tAe@anwS!|d@3vy_EMW9h627Us>c;e8{`eMz3 zCH8yL=(SvpmrKD$ADx+zWv4wPa|ps;>x-R&v^~3(Aj;|W`<@%=@}!&NOyI;A&9IFM z-yI}z;|Knb)J6tY5SQGs?5B^v&)o)Fd~%U+H#{ugFTc4MtiC*)(LN5*miDk43B4~~ z&2t?tIQvL~pB!`)Ca3EhCZ#6Ga=jMo!xpvg9;uRa_4)F;IZ3~^7YV6VGgu-Upg7o8 z5tEH=!}sXg879MEGr>#igjupCyh$F%x zYBP*>f2&kpgb3C{OBTM^P`tH)=_0Mgy}+aJ1bj5!WJuu0$Zowt#ij2LYu%HM!)MlC zEP}80tai&h%bPvjSLA^IS9#+28)59{J*$>t3RIW{h?Q88c1H38qg!{Va5#cx^e4$1vA+!`iDm?;CFXL{o^5otv}#dLX) zrLkb1kS2(|)0t*r`zWOzp5 zSA+e019h8&lV9qUKH(_I%c%A5zIqkOt2tK4?Daki5-jfJ&7by-dFtoY^X9EfYf%d> ztxvUBp@EnM`49JgxaJpn%GfgSS;yFWV%e*o<1JyPQ+VcuRM8#f80eUGbydwMp^ZRf0Z#^}4H__dV636{>X6*ZfQa{u!w@{MA%MuXSRG!Di`@lh~s z_JPC!?%1O?EYukH;u$JYTJ43Hv3Z))>iu6+!?D0te@cK*QtlEO+J9&!CD>w(yGc{F zC1r6o(f3Op$7BGlK?VK93~8Wbr1-L*1maws#fmwh+{v6%aoz$x*t=&Q4p8_)ad8*KUtC`?5+|TI{4&Hj8sp(-3A{Bz@bZ z7-zgSD?TmnSoU`4I5AIoY+)|eVfWCxtLrt%Y|t|ixF10We{J;@MR{kC#d>^`Zu<5A z=YaYDyWT|j7PI(4>+4|FPb8Dx7n8CyeHWD&$>i4ZibBjhuONJ)IZ#8-9(GOxtebk1 z)c}9@@vPwJ3OI1+pEGxpCa9=jVJj;Ao>V%|hNmaWOxWa8?3kVQc&&cX4{JSjNlAK} zx~cK_*!t-RJw`V6Uvef8?#IKjS(#Ei99nG9U*-mn}}D8Ie3Tt z8`dE4Pam%ri|jPwzGcHG>QA*9Ehm$l-tIH6Kg{``>9Mkw>!zW@q6m@Xu@^eKW>G7{ zZCu+xaTKVbnQA4jD0)0~VShPlYik>1WY4yKL*g$5JyVmn4MrpHCcUZiG7 zubpKwYxe9$R6Sn~V7oNl9k%hM8e>f%4JZ<*@WUzQF1 zXq-Uf{zQpzN?m~CgIfTAbA_JI#dXr%OcYS1MpGqzMSX%4TB&p2tQTP)nrNvxT?bPv zu#5$c3GRvsTJ@>jlehSwZ@3>29et#;N zB((Mr<0QN-V@HDsVL(qCwh`$9tXCjy3)%cfbcS&5(++&&J z%o^E3(59R`ADDFqJYXc=jD3F5>U>8|4w(OfPO3|3Au=OmF(a836~faGtkMD;-R~%3XUdNYH#mwP-6ZX9ueM#KPBtb>3o3eR#~a85I*l^WJpo z_)^g*IRE*l|2XhVPGy`FNc`~U@-6kG+;Cn+9*K`DXL1T8Y+cpn^2EZTIP!Vf^P)0k zK#vY<{Thu?CBGsi6yPgCss+1|z6aV29}E{#oA-S6e7aQ+)!@NS>A-0Jm3(oBg83bQ zeWDk48qI@zb!t&gG8_nX>gDF8ErM!>?zJ$o^>o502skzPSs2C>_J3GAtEe^utxbng zpm+_6Qwo&g?gUCH?h>3*io3fNC=S7j6bWv@EfAd2;_gn06G(6<+R6E6&D_meb8&8S z!^#EU-r3*tJ}*{E_Psw&h}OQhR@dl@;WGfArI+hX#VB)hooEBhK=}6h8^&8QsiU_P zBVx)iNS*E;mr&p1d{4TsR@5K1^}7}dqg0lUGY?pqF{GJ&1yZq_V{#8xj6-rj{>w#(rn zoEndDr^BR(?5{ww&U%zhMiLX6%LdiJN&z#tFR3jnZh88ed|~-1LbP&Q*C;3OTU2@P z4+;^{9t@zLjQJW8+^69Z)whC%c1?lI{Fn7>yJ&>#fKeZJC|EVc%JNiUi51Fh9x@!O zKzUc&9!R!k6{^7Z58&H7k1Uplu1!g_vb^#)(^d3qRiw{RRl)9R1!YzfB$qoj8F18? zt9%Q3yJdb2jhJ41XU37t&G+dRVvG)2{Fy5a@~W`T(jVyU2MDl*sj-N(VAiq;M{I&B zp=cw%`4=1-ufz&M#yuj5d+|YyjeehgpsO>NrWuz{j}oM|sy!~Dft?l&byc+RpH(r- zs{HPPpD3iBxF6#!Y6pj2#`sYwQ>*s{0J(vW4#87FbS zj#SvQ%u7n$RXkBPPFUC!5;v(_$RWEnP|r`7LoGED+8%L&n1K2k^PD^O#s>YFhNa=x z_iw*(wjyWRZ1wE-}gJ^#f7;vV*dl| zi&-|zRh@_!uf?tr(or3O8^5ZT-fpW@q$~`ZU)3xYu0Ow$SP*rHgsHP~-eMCYt}k zRmY>L8Q9g9!gWdDZtsb^*{Xfsqp@f*G>-heBXpDrzfCC7dA2VO30SN!4MP|Iep^^3 zUX-&-0E47!wudn*Uj}=AD7j{a$&#d2`mWd&b7J4Fu(dSi81F_8+RHPtnI59v?^@_c zS=VYW+jL_7Qbp>Ib6dTI;*{kg3m>9DO^WjsC~lU+XBlR7daWYZppUw+&ia3}#SP3c<<{2%lnEPRrN+aShOv_6Hdo51rEOOX_p_QOYN$(@%AA-o{&azOGrzFn#|`~yz8$PpfGn|V zIL!@BOfQ5clr%PQg7b@RLpz+ZFlH}&1?LvFcjxWTtY3IvvDrSN_+f4CMmL4o(8C`$ z=|<#~NT=>k3!J39{{AS?tvFcMCMPe2jmCL={EBTgzSBY zhOwKuJXh*FTYx4k=#Yq;vU?>!^$<-Dic-%k?7c-SA%C@UOf9#Mc~Asf4qg$>))`ad zttV+&)cWS}C--ui+&!;kYu7mW1YiUK&sOer(vXCjqoO6^{ncbwm!2`a5oy-5ifPF` zi`8*$`+Fr_j}|RFPgnYVgR$Ckwa6r{kV;OnEnSksZ=TxjE#J=f(O$59Otvlin|g8! z{@~S&Fyie;ihRK}UHo9*tlL1_;#8acN+qNC)jyry;?Pxc+e#0+KbgTjE^)`d#==GIIp>1Ufe{K z@b8F3-aI9kX7LYFH%`9D8VzWU4M z;dMK`&7D@h)86^8@TMdVCRoN2K%ics!Yp9+wiJ^VWp^pL}a$yCF+7wUCorq zAW_*KVnEGUoM^r{DA+OmbiQN7&(i$NUh(S7tGX(*JCdw(vkKE6j;sn>r=6ZoIpy9O z>9S6181jgu=)?b`?AeGLL?e97=`W@6KGq&;!F?g3yDygb*Nj)lHhb5L>G-9e@>a+C zlf`vnRf=w}M+KRgGjs55loErW1g5zLyrx?wjvZoYF-M!C6%Ysh1j+OvkbN){sFu(zYz&dZmgsJl%EcF z&EhB}|7BlDYGHM5Oqa+ck4U=-%Px~hGDMxVJ~z0Z{0HbTpA#ougXHp!6M_4$WJpgz zmD8{Ajfqul?Yr8Z4GSR@a&~m<<4Q_)Jy!zOaCI}wx+^UGvZDH#U+ZYb>ZwycP zU5qrGysuXA7ICH26EY};JX2d*#ALTeeIF;ZhX4Iil{yY<)uU2rlwD8gQ-2^}TQZYX zIp=R}?@FpJ z>RYE;;BiyJL5CL}eZ6&mr{o*v>4OZ+X~aG&((K_vz0VyZ$&H<#^*B9m96QPO`_K58 z`10TCv&A%lJs(?~TrTXzzBG0~FUh&b=CB$`V}fJmz*p@=n1$Y{@ff{+hnXN4G>Ftq zfEhRkExJ~T9(|mRLU2T+~73X1q|+i>qD$OaWc;+jX&Ouq*UZizR{ za=#R2q?Y;p%!e*SPbTnLyCih&cx{t-99cY}r$NzsDsrH!aJH}r(TYB5kWT;KXawzjk0*(JiV<+RCSw5 zrS$B0Bm0Rc+CJVynS>OS zq0ZP~?q6VR4gX}m!a#kW_TrYS^R+_K0_&|L!smJ0lOolRBa}0QSs5FD4b@i_oHd;M zhnby+?-)h(v#Q9xCGB)Ukl3n%Pex>a@BWP*f}HAT^X*?$NsBj2&|AvC?SR*7FaSuk zDmlt3a<_6;tidn&3`;UzeWbl25MMZq*%~ydcG?Qs+60d2^j2Qr$9i4fy1CU3IySks zk@`9Xx^-B#8c@mqa=&5mx48T@W>Dq)HapS*kM=C#M2BQvSmX-d&M4(@J0^=`9IM7Z z8yKyTBY6^E$p(~bCs{}z6bo^2hz$HBUyCN=$VBclwJn1}4zkOi=?gV;C3HPbJ#gd| zK9R$sFYrtL%lwWY-rg-B-XChxUjTM=_ejdGg1iTuvl&&nwk7t29lpdJBwR68pilNz zjY&wholk$h{%)M7`zYZ|L)gF=z%WZHb@`opx>h+-0sj&^ocr=IQBOk1GPCmcz08mU z&v19+jit!!d!5_^+CKSom@Ssn0U1T(M?T}9N5Qg!un5%32pHJLb~W%lPeZlL$?}?C zBDW%y<0>mhPAULRwh!|X?G5+_%pc&TeU>19?`^*w82@Qfe`^xQts7x| zW%bqD_0WT3r%j9SUNpEcX_3S|6Zo?fw))w=m+<;xsB3aYhG9697IOQcHU8KF#V1Q! z0&EM{cV4O3CJq(az~m|0vf1$WR^P3w5t6*@LV1Ke2RV69Ah2#Km|tqbOzFQgzgGcg z^V5CZWCLqDm5RjQ<{YJ3LduUGccAY{1@Vd_0Nrysl)%M70Fs1jkifgmcr300yf79y^8c&`t~`W zkNDbBp8p&~d1(V|TwN}X7ENp&6ORv@8CTe{ai29mCLwv$@pLs&kurw3ZN=wqwp#3< zh;M^9$6Zla5qg&d^qIkuupWuS{G(Rzt;4Nj&V$mfC_6x?I4{Z~oU1sDn&u&Bw z6~X6LerF<(@zpLxIsNu7(@`rGX6+yfb{SNd->L^bRsWzhN+97o2_q(wifiFa*I zSI0mmcj49&e+`0A_IjvWDs2oIHvFMA#O*5FEZ$OYQ0hpc{U6}+Z@NZ}vT`SXiU!o| z*(=5W+HZi0JLQhLbEm_rWGeP5@uXzW0Jt{W_|mY< z3OJ~_d#RhQ|1MtQd3|gkr+Bx0krPmt#UWIL!NII}1>sh2Z&G#f-UR^+`J@5|>R1Zh z7z#HE46TV@>d}W6#P<#}^zT)r-C_acOq$nOQe9)lX{k^5#}vo#KgI|d?<36U*Qau z{4W`cdLi?lZ@!k<9dgHSAG_gQg^rH6MvZ5<_V1Mwxpq|B5O2;)6h;f#Lu1`HQoKm8 zwg4{B@|A_!CkUcsa*+0W8k(J-ST~otXPD9yq8Oo+b-VDF>Ym@_z>ublC46ruPzfx4 zhR<l8>v=z0qTcueNNMhM;gcp# z`>!;`ET9QriOKZ2#8PpqFuFECE7*c0WpV--|a06TrazX9T76Fwg=8~LB zadk;VILAlDUsXN*0c`70p&uAm5b7mlA3a1l7}}a?h`uX;3H@!FiR$hk@&x=cO&M5u zSIqqc$4js0@o*o4Z&PJ#8JRle04tvZ%0CL3S2cGma504}fRT(2q<^}bk^ZTPF|2gb zF{X*6rGLrz#PC;sZbF{L9+RrMl_724;Ms^s!Wm48!F8J>=NBXtY)Nyi zL@qD_QYnzC-n4qO zZ6MEeLZ0(q=d2|` zB6`Il@IF<5imKjLXm}Ul&B%zOG<+IemfB=k@|=)$0UuKkg?T5w(^*i9a9MZk+Noy` zR<~lpZq?m|Z*deX=6w$DnW`1o4eNimoQtKz9%ibwZ1>j2i$*Pw>?YzjFR}ZA)N2^C z5V*t)SIlL4`SoW@TGeR(rpjeIEPm)iBX(O6e6J ztg3O$t;(1(xc1lMCKh4|(iB&z&sA0V^)!-xQRd^H6?#C&Q?{t$SwUCcuP&dC@sJhw z(Ka30Yn-HE8#F)P*bEH&-oJETDMRZ*Vcn>#{bF-P3iQvaI$2wDFIWlh6Ts0p!KT`+ zrHT_c#!FJTwr+f2>seU%^Lw1mev!Wh++s^@?mfRtT>Bp;U+uMqxZ{N{jEJ3XzW|%i z))#-vEml!3oi8kY_%T?vgc%*u|FzKpy;F~*i&>NLzw<1me@HGd(!{L(LC&{vt9LmN z>;5I7BUJ8^$HGwMePttXU^mNH(Cw?@0@lSJE1hRLLcA~C(!@iOR?P*-KuL0MEQpxs zf9a~*rL}S>Q3%s}ZVSVaKHTSx!gv6Q-AMm!wHR`d!ISnB=|?k~ZG)^=w@0V~hBDi8zbfWK4u(LxTXG)tTO?Pbr^P zF$uq~?aNLtqPQF>#}>A_!Or84H}O~NESWif$P`F;*obE_<|898P!2S`g~zz6F0;Zo zJBTr5=a*!p3*AA%c|`3r)zsQDENqTEM^-^j5jI;N%yFwQdB$^3^J+A!It#wPoN5`S zZRjMF_5E4Kc3z8irgft=6K-1z(~HxsK#*XUYUjGva%XNus{wm6Pv)?v#rLT`ku8cS zmQL3zUG3OoBiLWb%4w6uhZsMzq&V}|a?hz(v;~ydMhoJTE^1*Xvh(pg6T=rfvz0ci zClWJ=Yft>8Yx1i}5y z>62Tf({pxcTW8*cyv(+)B=-$KdUY)IXAL{ z>6>#5*EMQ28`}4 zJJCJP1vFXzNaS&%>rnJ*;(NL-S?Uzo=1cbi`mgTigmcpZ&*wK;rfHy~V`(a{p7Qu; z3Ox0BoP?Cee@XC4>phiMf8#FvuvjR1N{RvTl!rgt{IL4@kRqo&pW@-<16$JaGS4b? z+lztjpI)$@w}v8{n9-8U5>EXkz6kd#LPs8_xSOtbuQ+}p5iuowC@)dbk(x9psrkft z^lQ0=h5kw(>7a~6n7fSPrNnOP3oCIUcv}N%^`rNjvOMTwG9gB)O;%rfIEa-;_s4|& zZ(Q20j^3U*6pr|@1^DEURy4)glM>W5f$$ZgY-Ks_Dgtt7k zuxpqBz!WNrPFI!T#nt6$>RRg|_(PtaSM^5JaGr-`#mumi3d1w!g2*>9r0U`kbqWjQ-`*auHCpaJD znLg*5&g%3?8-3{R5pTFZ++J-fbNj$H7I@sZD^(_}2W&HToE61jbiaQ8+;1ACqc)_T z$(leUNrO_3?n{`b4ko9L;RR6a{bGGwsw$Wr(L!{UI(v!Pt zj|y8((+%UK$%?iRMn}iuUkPSzB`nuC7;ln|e^Mdpc@Gi8xP7!M%i~=_hN70fK4;!^ ze*ihNT}`2fLBOBRUYbhCvLGeacslXb&r@bEzpA%!p%KT1tN#E`f_}Z*YF8FNUh?K4 zV@s=F^Ce-zLXt^WH;)K?z`wc%HA7iHK3#d^fC}GCL6U1aFE@&}0Mj^WX~m%*^F$JT z3_z`-*;Esg&C4SCW@uPZJYUNtl-r|3SpMspdVLj`DDF_?mQ73~&Z)N+iw?Q9xPOT& z0a**HU)g06Kqal2>l-c8L0PRbiw+Up;?E1Av-XS3ZxP@gYk+ zUy}=uDaUN8gK<_>;#LYI5MSRlVjo82#0^OSwnMY=8WUVGlb>F<9S=FmNeenFnjgy1 zbSB{=6tvGA{-z00ev=ZRf-7Q+wR+9o+0Dn#uu0oP2PN+|8IA;89{sF((Yo??Q!wEV zSCddy{IlZfQm%*sFqDz_BX(Rm?*ga9RsTX&-84O^N$|`K-6~WdbtzVLKTw+3_`*|5 zH=`(!gP~XOSzW=0dGeh6nt`678|+z}@D!8G}27GFiVZo*-W^Py5iH%e8r zE*?wbzpAN~t7qMGMO@^Ev#}D@^hB51oiGc?qU`&ATVHCYlBa5$7CyP|07`e2LbL9^ zCpVS$nm)A$jt}(>{{TP9i(r#Fa)=>&m%?HXrwfL@S8dJ?M7v$=I_U$4-&@3x*H*^| zQzo*iPBS;$rAxY@M*bCfm93h+bXR=u=bJh|i@p|(#7v04yzo0-uVk*RV^ksVyCK5Q z;iix@NgO+iI(xi^Km-w=7w`l7E7l?W)%#$DE;Z<5FLc%ZG6chgP$64I=v|sSe%;pk zCWWAPHj%C7@)wMytq-eY;~x%UnQxLEBE({vFqW;ZK}`Rjn~26nOjmOXb3k4|ZPQn4 znz$2Wp~V74A88BQ$I5K1sFk2R7x_+|jPAsUbc-#7Q_uLKydBQ(+^Dv;gmP{Djmfh| zlG_?})BNpjfHizC2#&vn{blfcP>?Dvg%R>(i@E z+aByyX^*Oc#%^S6m8IZI70NTV9fxPl=-ouJ(9IdOTm#!t%VDF1FR?8ctX(Vk-Jt6| zSsQmZnlEpzE)P3d1djk8moia-?vMQsv44Q6r8bY*rJxh{8A+L6+%bdJp(?JbErkdEa4zL|o3*N-_9v%1Xh|%(~Q|Nh@uH-5yodY3}~F?P+qordRY$)aU8(Mn4pGeT(l+d>u^Wt%H;IhO3nlthel7 zF+%?Rbkdj)+oozcOGsYp%wl#R)g9Iq$T33ix26|ZLZ}koYt#P+Byi@k6SbAZY?{Sr zsCN1jJ7IxMZ_UzP;!3kIS>&@Mw1mBPUCk;J%(Ky(hTZ+g>hSyMi$6U_!P?I1zP7H- zGwF_~+~`;l6ApN3uMa)?hri2b=i7DduRy8BkF5rNVy63OxBs|<{=1jgL@{CS6_;rf zTasJqR3528M;y#KwpMYnqTPv-w5qZ3!JEzUf3FXDsI;LE-N!pmf#llG#ic=1%3hUP z^UmBh=1k0;h)O8<$M;Hrf+U=MFj?0xn~|ZU0M-cDrz*`|oXDvohp!>0m6hJQJTkUM zR#4km@_z%T*|vPD^a?3MtsBuT&&uzmhxFmq0T z+NGoD08KL??t!Xuxu2~sT)WvGg`0VZi@%fUrTjpwQ@tjS0}AXUl+xjxg~-ZuIWLvu zrH+(x#W!fRjl`cyxU46Q+q?ISkxL7TTbSo1^Kxj_*2{^D8&B~_)BW<}46YKZ^RKnb z0)_rAUi64KdIEJ+x#-j&l4wBzvIX0>syv0GQ0ne&gq|_Kop2SIz@kh635RIf9vT42 zhr-bqanZuXX%Eg%PIgcqIiMLaJlj3>LGpP?dUDX z5(K>z1|t_;5Rr_{;V_YI^;8DU+WLR5`)#|h|IRuzyWY+&qYFow#y=6E#ve)o)a`FX zB5#y38Xu~8wM`aQ`0{g^IlD=(^|RHeHdiMhhU%0AW+JM_CfTj4B&sj(CEBx8lYdar z$h{!uX34(Y-K+Ev_WsPLA>CizPq0h#2lJG2AD<`$!3RGPd(P&P(6S$3n;MllgkoOD z)w7S{zJWRgcO|50LjE9jS6!`jCD=Xri<3Z~*d1MwIf81VX!sI?Yub}cag6x0hvxZ? z6aD)~H|#)_M9m_;{DYLkw4x;_oF%IRYd1 z6*ijv9FjY{h{zwAuE~d|lY=y6#5e_tIlEICgSZ^^pLYd~&H_mjir_+Yf2k&`jx zj(LH4V;pdFF($HYlrA^q>MyAxm$p3B<`bb@e5><`&2Wx1tU>elhtb{FDIiu~8#!q|&|22dsHCyuCVwLaa%;fRe6Uj2LVP0N=-{6q75?okX;D8MBry@uDI@`e zKgYw)PWYwl|6p8o^(UdqglM1cd&}g-qj3Ylo0#icE3lotL3vv7gNDTy7J-0}ug~CH zL|tckV04UykwNUDKr=YrT+8XwXjiK^t-xdqS_O|aW-iLMP+0j&!h_8Ro6Fe~PH6i! z1wwMabg1oTr|O#)Dw-F=3){PtTL}e97VFrK(;HIFTb4H20kNy?xi|u*@!uq8zW?G; z?Jlga`;`t0&^(PzNkCYdfV4%dm$qtR79*|v% z`{S;8wj5cU2K~PWNSbDR+gv@RWfK8MoA?@H*O5ZX$6tZ!?1IP38+5&8Hx>he4_(FS zI<~jPmSDuvRo~K0x(us>yX3omt^l)YCgGIS;hYaA=JT}f{za{})WwCWV#{Q*BFVqc zIwlmbd;^*s0h>-cU%RCbi#$w!2bJ%OL-*0GT*J^Zr+G^BJi%q%_jHz7CFy{87hGZM z$rc+*^vmWZoCt-RCu7C?cIgpDqf2$@vAJHmvVM9!9@3p+T5JC@7e`Xn3y$TS#G4Re z37_%DDGVZa>EcW6?)sjpDqXWTQ5pt!F`maIBoh;Z<3wud=@r?<*t9bR(d8Jia;D{!_ww{$`E@s@1G#J^w>v8|I(+u0#vrgoyu%)*=Ty!D z>x@ZlQQd#SSR@c6K8AH2AE23bPf&(Z+A~5)rxdcx#B&N3NxM5qXnUcS>|-~1%a!k$ z^2$c~uk)v2E!1sZ3uOg1<1M|Q-{Y3=h~iHLNdMR}6rR#>7!4=uUf$FC_>B>B*yEDj zUy16;T~ODEISneBPXS3fjrUkH<*scl&g2xO_)C67CI|8b4VxkDP_8rggxbYNt0c2L zGOnfec7HOjajKU4@QISZi6L!AN!e9{FC+BQx7uj?rE)#DDm~(SiNp}=xmM3 zm68J>x(#}F<=$Rp4`9Lln#kbi9dxs*Egq89i^U$5>w;G4vsC%>t)kJi8@wO;e;$S^ z;>}|@4@YWW;Hjh1_HQOj%NTeo)F)xu)JJ;i4m42N(ojq(O?$wKFP$w>D~_}H=fhTm?8VP=C;j+ z;ZYA)ktA9{YWJ7G%LDj`GooTfmCca-cQXI;< zn{=yB>Y|3FRXJy*n^bRf-Vw^E>eMvduc(MGx=4)+7%#t&($blS7r}qIxc~gAwd{7X z`hBX+UNk9>UJW^Ez)1359Ap_V=B_q|>&D~aR;OGXQ0Z!JI$p%~^ACpk$gW9enq&>A+J}?+} zR3=2XHZDT2ExT0cLRtVfzp+7@oIhHA1h12v)oJFED&)SPu8!x*J5MhPEyPx)Py&}_ zG9n#u6L!7(&iC9lv!*v?0bOP)l)V#L+`ZZIH!5AJ+Uj^=16}edC=H1z*IRvB{lnzO zbU!=ue^|56|25X^=!F``UejJ(a{h#s?pacU3TZ!}wh)ki?QEP=qbU`(?K!U9Y1u@)IM98Mv;Pv7H|-tIb-m&mF#Q64 z?w-g;gN$n0Suq@Qiu9 zoIkB74h+0b0ipKrIO(OMu7Az5whO>v)HXTKsU9Jzt15_DmKvIy3pHPjJL!||uko}K z6Y8-@Gf@qiOJBpAL`dH-`V&;vR5W3F*zy45eu z;7?Ju>aFyj5&N8ffUPC}Ff^!?#?M9zypA}(kyja=YhvT?T<6Bb$wi<@YlSMbz~xw} z9hCxu6bJdu4;59G*|vqv@l_>j12J_;vlLC_a!(4;8{gvPgn-7z@DVG6UGEfH`OM8w zZ2oJoID5|9=vl39Hd#nDE*|}w$}}NBvMuK;+mgyk#d|pYek>!h1}GSV z&0HwE!uI3E>I;?Q#*{{jGsbN7>oTcp?THBe^6j|vP33F1Jy18wS zMm_ZeAF{dcvJG0DrT~AMG>!A)-JKZDN~wY=s(2@PPlb))SwC_JDIEuJJ>`d| zx~dp!6*mYZB$~Hhby;oR`GVcl2AUCS)G86CvMWx>xw-#y>Q%g`_jJ1T0@`gFA9YHu zuw)yT)V?WR`2DMeS@-Vgxv9J$>20zHx4a&*wTj!UVQDYqJ0B#1pZQ})7B$vm_?RoU zqy@q6A>;FCgLK*rFU@fsMe^uBH;*^*>?qOxi)^trVV$90wDP?lyK-+2>@Rhm{1BvM@ct++l(MummMeZ_%-o*3nNh-9 zDmPyXHmL06@mx|u6wN#tk<^&zGwxvCRRUUiM=hxB)ep}o_yX?mpu@OJ;{FnHx?Nq6;&GFXz5|P-0J)Y~P&+^V)`ptUl;*;tWy5xV^&tc;+KVM&eh4eKkF0iG z$2^#m{{a+;V-Dw~WX_$9k$7^!&%%?0J}B7q35!35`~#>vfm+Wt+I|xweHN#W2!;Jj z1>w()QBCf=7(H{)e%{$pT*9cjooF>&oU*PK@P1d6jUm!<6lVeb{;*{u^ZK5twLU4i zxA=T6Idyb6i=EZ5H{E)BB)KD!ehn}8V{Trjh-b>5ht|KTC3TIjBE<&vcmU$mLHg$3 zl6it-XT`O)V;kyduHVq}6B?~^bp!lQYpZ1Ds*`N3)mCL^Y1w6%Ss&Rjwf@}C2#iy8 z4GLx+Px*^W6+_XlDRx$QlpB94lp)01F}k!d&FY^8xgS%9w(O7Zp^lGAm5VBiX6E5; zpJ+8b1^%)Cvfoqjxvr`&Bhu^nMrAi6d(|LdUs4U(Iejd5M3ct2Cd(I}VZ-U=iDTWo zncS)1sT;dR8;@L7LC#Yf*QO?r&Uv+e)PVgL+a$D9&{$C74QN*iqK9pdrNqC?)Y zK6E7f)-gv^Ky~{s`@-)Lc_i+inD28Xwi89}z#gfejNd0^qsDlL%ENl4;y%?pQ=ccP zQM8ARG6os4+u)5j@nQFJqz2Vx0RJ$aop? zy>haH>DYB5C{A~J-GPb^vS0rCGwy}Ey=882#lnO{%itBZ6sTo4*)F1Gz#T$D8a%2i z2HXVD(ARjXA3F{%DZKU~pr$Q`DS1f%4B(Z2io8FGrB>QFe?c#Ts!M*!<}XO8%c?SA ze-yZJ}H?F$|n#D}G6q$AtX0g3;MYS_nk4;*Ec_@6tcOPI(v96{LDXFT#Wtx8NMS zYpXov4n58Rj`$euTa5)L}pv;~iFT=wyrGzU=>;^YF zZ!0fcRAxNJD<8bA)Uos!rISVU8Wg{apysH?>dXmko!Vc*eQ)+$@HdKyWG$B8F{Z@l zuJTlLTShXKI0QvJNW^p&>T{)Q`w^O&Y29mVC0V$d>6+wFMiY#B#+6|_`KMY=dB&(= z)63{qC=Y{`o<*fA*JvwMQ1+Bz8uv_avHn|Hc}xfol|$Ci&LaVX&dDhDxw@1ZDcX&{ z7&8}R2?zjln%h-bZUuW^#!CjLfvi!M`Dl5*r5aalnU0yFTy&EuDqVQ&A0SGAWpAF$ zyl${Gds#s=joPT*{B2W1ie_A{M$?xT-vdeae~81jfFY1U21&)p~n;>u3A!U6+OV=B%Tyn zJvozMyinwe*laB$t4iaOsY}`uXCxZYd|? zQ4CcVo?65?&?gdnBzrY@p)zN+w{PCiD^IiW_hul@ZRBo;{Jo@`QNoXY?4&rT(BuYu_ga#nz&sha1rc=!vG{F-9_BH$pHb_83>RCY>IpJVrRb3@03&<7G1 z5|QphAh{@yJp1jHxQi$7Q!agJj1&8@I}V=mor2MJ&3%XMM3cu+VkR4q*?=}1#uH4G zqSoK}K~A(Ab)h#z%o+eopVj*-n|2^RcIA6B6|pfd@(=LTQJRxJMSiOlXOue37#--N zGc_#;b|0`A*qtc@XAzlt+wntcG?R2NjfsP$tFxVj``170gTDn8$t&6g{{dzw%5#C-VPo}*+sC}LUAvS=xdNMaX$JzQG@_%f6o>wgc_g!OdD6bR zN1TLD(=Ajb4J`+$IYLjIYfvX0jSqxkZA@DzdzQ?sPXB-(qPm2Uu{F!=*X|Hz@N z0w&rVK}!TN=^yU`iavHzJ*bz{#vD)-Rp1e4=2ua6KNnBffo_zQ6K_D>bL9s%f+clU ztD=nP1up_)e>H=+H$nDQSk*P&4Al8x3WqT;_{Z1Kk37yx-N79>{WK{*Llb(Nqr`uq ziVF6?)g_GE<`qW7w36%E@Np3-m(Fy2HpSPftiVAoslR2*J5JO&d;V9Nw*uP92!y|L znEF%DGYU2jG^B|r=n%ACm|+fF-4^zKAgIy$3q+D6OsC#-=^ezgI@K@PnrIsin{-0A z_2;n12G*#lSI-AbwkF$1`i$Z}hevr9EO6g5&FNaH?6gArb>~pMzC=uJKIoU6(e5dy z0my(Hx~AS*T~9`>FnC@7F>!(~;|buZ{ZA(Znf=MnW-%`_tN12n_qd8D%zO6RFF9|# zG-(QiHN|)dFpc5mC=|>hsXNT%%8O2lC$U#_W&}VM`*i-Y^b&qMMlbA=hkWJXU2bO6 zzN3<3b+b&ihxLe5)Ondy&j|uH%nM_(~={P0NUC9Dxzav^ZXd z2J*${sWhPH^yr9w>eazM^?9aB>89_A0(yGdy+EGVLZaIquF2v&4!x13e?*PwmB!~s z)omOLOANUVi0i%J^@^pa$>oBiuoJ=ADRRol!ur#|Nuj^&?}|K0BS~UB<&08=b#Io- z1v%zlL^}$xRm4@kMD^eJl`SDK*RwQW7k9Nk7sMP%^m+8HR~%v&8`)y|{v5k+TR`AT zLb;%!BseF(s-SYFq6Sk{W{qI^Czp{cD1G=MFvEK=z zapF?gYpt6M+skPgH87Mz?IqyeMzc$xG>LDYbJp_I2(^BCu6b>Fi0d+O=;x&=zatUX z6}BhumLFgVcA`$(N`HR%?2--|@Yv7rPh>#p`d+)pf{ei+O`u+N;-mMwEZLVDsyT(O z*vqNps>w{mjF|E)SYAupBk54zD^Rip1e5k3I3#0!ALW8KwuaOsbsN^d!ipSt!V*Vj zRbgR~GsePpVkmS4h&%aO=^2ujEou|>&eEJpP5g${Mcy;1*HIf*tgXYxdrop5Ki8aF+hsdqKm6znpF;?2%1XP`LC3lvdtIWMU;SSded+rvKdO^F#@ zaqk`37<>q@lKm~8+fPBNPrIf*Qn6)mV0v8s4BnQj zwtX@S3wSxH$Vyiw{-L_Cb&a0TG8xSJ7Ej!ehl~m3rkF1w_=>J*O?iCuR-@BaVtmQs7dO>Mb1x+9z|IGfhdzke&2B{le; z0vu)jQOw7*S$9KiM!Z)o+HnsC{|5p$66~C!Y#6mNT4!f(Fhr#&pN@=Jce#*rTTOSm zE}+Jk5NE4am&@X|nM?W^bJp;o)2$SLNR~e(rmh+K=&`4Y3nK9mH2tO{A*p*fS5{s9 zbLf*(3#VPyss^Jkbk-S@3|cULihqnW16m4oT_mW?)EZhVab$UgtXhzO0JbWU($Sv&MN2#>U4Q`O@{CG(78_Vd+Uc2z#ed2^=a%=g$14Ou8;;k}Aun`^WN&sh`ni6P<1VtW9)J01 zoV;L=bh24o#(Onx+{f_BYKx(|>@?k{b6drOn3zVTQoMxKA}?Bzpmzu2x+uXGXjB!` zcuPOnQnf|+j_~R;<%6;K)7g(2F7F!rhb^{FF<+QfO6U^$RGhs}ut8)kPKUGSD)5;S z`)eh}F1j;P{&UR&@FnK})3mlzibQQ^4mvh#l-$HT^f*}{abn@^I*9-|Qu3Sc5i>S(qvWlC7nP2izy+D6=;%lLrcBn7 zGU_lTyY@wj49<{)h@w@lu2&q_4vQ}gg&M35#hXv-b+h7nC1(~EI2e?iN9)A;^z4gr zn94^|V|j59vYZ{^*OQ#cg#TA-niX>BWSi(L!EyXPWbWeKkU zA4m11J_>l>e^AfW2ct76_8KH1zH&&aaPhKd=Y1yi`5B1ROsS<0ZgCPn;ooh3XbI0nU%Wlwk7ke68=0+D4a#XHd1j9{AEhPTTLM5O>z#Dj3wcdj-Jkz5JPlH^7iRaC2)8|v}28VC$DZfIr?a;2mNVm zXeG8)YoEU0LU+BQ;u3|waL6}hw4NV2t@37-Pb7_U>GUv$W<{yvfUmB5S-Jnxxep%C zT#QW{{@Uf&Ew_@=z@iXXa}DNXIvXJ%e54E`vHRXGB3ZrJRr45P78VverTO7_3(&0bC%E}r}4}7O4^?kq7P{Q3CBG^rLqglkehTktQndG+J_Ji4DU8_2G%$AE2eY*#<3-pmbp5QLewYcuH}lTsR7V?K{jF;u3TplB`58YI zBM1o1YuKyn+tJp3JSVy&udrLf#!c;9_9r17R{c?Z!(EYKw7O6_)c?Sahon5_-ek&6 zE}mwOeW@d$?F}b)yz%y!ZdK;j>F2*gJJk&;!+t9CbTtY38Dh9L{{<5?{?CF*rT)r% zN@Bu3v8?2+(>?;dh% z8GVTJ;oSx@Yx^rX$a9hg`7<;CgSV+S{Phbd6<_!O0g|B;Kbz3IZV7;Jx7(a*CT&}V zA~yJNWg8EE&O3)ZxMv|rn&MUbS{oM&L*LOXVyOjOp6ubcD?|jrNoPYd%aRKd`{-%^ zJQLs6nODin24#jyCR0NFV`v&Snc1VMf}vj@#Xea9Z-f@49QpPJ!Z&G#MyYh8UlaPe z1IfB5+!Pb53$EtiTa8i1E0U5){jBcGb0=j*xpPCAX!h?`(jET*@b7(2L&DZ5Rxz0l z`t6TQiDSsD!3a^vm@je`OU=oZ8Q?k!7c?e~o=Fe~gJ6vdD|hVbqLJ4f{a2dI6%Kf^ zSC-*&{nmqgybxGScPv3-w^)Y?0TI<8pc%h!FpL{0V92qT_K4A zYe%Cyd3?glhVh10EWxx+44x_>%~Yb8JZV`crszb14Ma^1kW4mUAIDIGScxUva)^g6 zBmO?HSN4wF+$FW<{Ee%IIV)4m{jKee0B?C~Z(uU`vhSJQ_?L|d0>60MU?e%lIw6J} zv|GipEFuTQ+hG|ed97WoC~r*DL04JMuQ=8x;+G|{7aE@K-F%yALuJ~9-fb4qq@2h1Y{{VuXoYwg}%lryA&?K7^TSQvc za>X5mC>>M3cZw2iy*HN3E00nM*Zo+sCL$Tf()h8-CA)&md~Qn?2MAukd)9C{tul|_ z*x9(IPz2xCmfC{=M<+&1^R#kn`tymeZik<}OwHe9cA!DG_tS%HM(uxwjNemU5j^qM z6nJiKJ3}7R4feNk?rwjrbIA_vme@GKvIT;q%;ovxk8=B}C0-<|WD)trW8_b~_o&29 zqT3hCAlmT5o6P>hhB9AieLs-$>0p_e>`Sn?G3HnQd2xaMKXb@OCYSxni)`)2(NhDKR zTT9%z^wg*J9A?5|?oz!}XMu|SXtohhdoW>K;G-T-uclgC6Hy&#`E8HDFpm6+8Pn)j z0l$P=)fLVIA})|e;r#X-jqK))dUdi+v*N1Kcx}_})mraXY(&(N_a-*eymEO?XzdAA z$eSl0OOceo3uE*ug-`@h)ow|=djy_6CDuPcrwtwRzV|J3sa%^$b;>C4(c^80)z9-E zGoo-CutTNOs}KE^_!i2;rUZPl9Oo9IPlxj>4@G<3TIT+c;;C1MW0s)i^lKoPBa|6n zjKzGVp#Yvdl@)LUUV^hLtYx%*P7s7JEsmQQU#7UpyN25|`a0Ti`J$mK7<9R_uP88x zeuzG8n7boTdBA>dRsbCytNVWZ6-ezJ;^?Jj>oqeevG!*pD%R1~9N3%pSB}gl1w!*W z%vqM~^!Q_NM3iEijAgVj>6$AFo>t719mb@h&`7EK-HC#YewMHND}vaNuB#!ir%@Xr zKiG&ZgT#MYp0ZU^jU-Meg1Z|c-)%0Pl)KuAxygyY=@sb);eI720FU|evnDq%d>7f) zm9eS_CD*EJGB=v*?p~COHoQ&1G!em@+cR$bqR%*F#jj~s z+DvQ7GV3qRoM;0T$2G?~6LJ#G$9o9hH-z%;=5<;XQ*|6bp)6_R^;}%*dQ=Q?8Pc-h zoWp!f9LdH!uX0iYqnGxu)o$?A8`s0;b&sUi4kANXm8if8 zZK(QY*-4_jj^;6eFs)CMEM4_-YdWNSbT_16-=C@YSlOQT(XbJ(?$h`s_M)lZSfgJ8 zp%ZF@y4(8xU}v+lM?Qdc`N5DZzCR$Sfq=R#HvkzDKNz_lDJ^7lL3^Jp)GP;&hL&tu zQ2KTPEXQ@LYmbPSA-E2)X{~n?^3rlf>Xh6IK|CMbtlp-+wOPSa&x6_wLtL-4e|9X9 z{0bXPf9!(yLGdZ4pjy;+J{4uZCMKsOvMt*Z7ONJJM4Z&P9TFL*nL>I3dPT_6Ty;qc zw*ez6n*m^2Z>QhK&Qx4iEuqH6H+9Yvb)E+gU}6Bs%~ok_PjTtX_cAz zsi7V160QGScTgGu=i0l7?Y2m%63y#xlj#-Odp?|EhCfEnP#=>meVp~je=gmtk&B*{ z2?+}i?0K|&9)*A7Yl=B?U6wo-LR?6RnbyIRI3$=d|s7yGb`lKu*;)Z3otmR}Q=nt$OE%(JA`Dz%JPS^hc3%s=P zlrt`iczcC)CbEW&Y5#Tgv6wlcx9MBV2SswxoMjuMIn<$QL~KgGP&FR+I3>dNJZ&_k zryApC7s=X`RzQDFQVIX^4sKukSz6)`6MFb<@S`clos9hj!Nnz(bgLQxP5M!WOe+Q+6&D^~XGMm|r-6gDVmxsPt%ITxtqDQ;j zriupNdSIQ#hu1+pQ+>~93Aei?;)?Y2JiU#7=XqEqY3pDmUmOS^3Z!?4dTH0^z$B-} z7h|Zm4xSgdsuR`h_K(o>5~DIS?g_3JnqnCh)+pkNlBR~5H8x?H57-UQ5f41gam@EA z`Y2f8XRm=Qr(aH%;~Y6@oVAdiBYGx zjPzEe($}p&*O(zf#)a{=ENx6Amrf?PB#~EEiSUBdc|@M-?iS6-`{~LJWTNttcei-1 zg=VPS?=n$sZmp7cK7CgSq{#f8+Lx97K2`KdehG94@UC^MD!hS<;RD<+zQn9t@RP}U zPjzPO>E7HyOjRsC{%ZS9Y04fQi>h{-_c1L#ZRqA4ZtT}nt7cI@`cOJydC1JMmy_Ce zTVK!Ex{wJHzF9|idw78C_d7y#DCj=bveyI~aN6G?LjQ~Y2lnnxr1SUj^K+I3V`l$+8f^*(QX|a8(Q_qKj z%Jp@}_A7z<@6LJBy7qPYhqW|immg#px|#1G$K@*>_cQRQQ^DcngT+|B^#Ru1e0SOG zG^17|I7>;Y;5JzUH@#fNc(%A&cdV12?N4(h!Eyrc<&~+t|1tAY+^m>a9KO;-_oIdO z<)rXicHsf>k-&D2AeOPfm+X7={#B<0<-131 zI>;**$HxNCgfRDGX)GSj8e?pgcdMz{)qNb*6Keke(^eFGMnjpXDs;!JRakc3gajF= zdYq#_P-b-gRlrpHmha+W`2Kghk?yW&j?zC;`g!6Cf46lKqEn{K=GH8dOI@HuBRY

@hS}gC5(0}zgv7Q3A+pa)acIiTv3`L5GlD3L;Q{ZcQ3i%2xm3zri zX|1~V|H}yNOdHdevnCnu?>)@KC3V&XFZvFj`e#W-N+-;#7+fbr)p$5xy*P{1HVS53 z3;TP1Egj#5p-KFAT03^k&GVh>6A0EdaLUVZo;h-sRPJPZlx(oCks_z`)u9SW)HlZ-^_KI{+3*C(fh$>f$mH0Qh%zqcHBhxu;gX+RZHiT{ zmGdw%N02uTWf4{=T#!G0YCV~0G=cMw{yc^-RxpeC$ z>O9yVJ|Ur=9SAX!*+R#GzR*tcDO+!D1GV>b>Mu$r_n}L0bA6@Gf%oE8WZp-Dz&jA;6;LcKZvpIDEkpidW7hswEMdzhLb+PI>JGln2E=twu>TdR(b2 z?I4Vub@+68Fr^E+T3S*XG*#D1PlssBp_nQ}9nLt?up?8VB-1C`W$amQT~FNKOJ(ho zjAeeFxc>-)7fzlm{rx~~o#LmUz#y4EOOM>GVU5b+VJR6zB~ei-C% zqh8~w3K?EnF(*mGC*)}2Xv)YcjOpAMfufFXq~Y`rCMGZj1qA#9$kjEi20T<=5Fc_L z^T~Yt2M7zse-TmhH?SZ}7l$#Q@SD8w&lM90?R{!Uy3!Uj|0=G?!>ntsvbK5kE`zB% zCDv)xpl(l)hJh#xGGgq@@NBa-Qsf9PNN1`y`W-Rl8VET?7VZNaZ?6&{^t@meDmr8< z1v32{`Gdb7TsL`G>TfVG8ZdX%nkgmtm_uQkLEDpI$MebLyqMYCxaq5sOvk-iM_!3k z9Ti#{Y#E1YH_%xu1>` z!ceEYt=#lh0qgib;qkDadZ{VS23CPl=U?%f+y)ppi)+ms4uLxUgjtHE-zMAXhDeyP z_paD?5Ypn-xh;Q-ebgrPaeH0apbgEf$xceD2KVlkcsM8`Pm-HSll70+EZJNNl{ znv4UZ5MB!t+BcHI$%Vg{BDdJPE+7P$`|dAk|@R$nJEh>+0tdQHFRE*>!f& ze*nu>l(FGXTeT1(VpGIolp%d5LhyHCVHpni*|GY7r%gEZ=V21pByyL4;hV!O%IVq3 zOe@E;wuXRKuHw^}rC!0KC8SN9Bd!Mh@^)c^$d$&&xf7M(Q5X1m54QT?ljC#KQP2F7 zMxe5*FY8}%=DU>;Ewwd$+3dI+9rakf;4T%Vhh6Ptpp^8+LV)~pg#i^#Z=uRi>J4%p zrjATVmJcyX%LN;`hTb zK<)|uc>sJt|8Nd4ND!Cvc|dsp166MBaVhk5rTg2}#CKt5X*drvMT%EC=tu~p6iHD0 z8QYx0cqKy19KBNbd6L5v|CwZgINS0%N#b+LVn%7-@?u02_2bzler82sWP*y!6INCFO>ir z#%~z@C^;)z4%#i{3M)ew2`RPaB|s6#2Ek|L-%N{A(Kgwzha3!T_J5ZE_y>4F9N$XO z`YV>AJ4Kik|+yNE5LL{Z#62xnGA zdTTlEWC8~1h0tptypcB7l~Zto#GhLD^4XLbQ8XEf&8{CqP6Kq@o$4umo_*esjM7Dc zVq_Ro0vdE&8kgvT=dN#A9u#fM1zd<;9nrGQyp?s3S0mP8)`{~l6WzLn4{0sDS&qGL z)BwfdIT1vxDE41yNK-Nsg4z9aC5QVh4v&g-Bs!nRA2DLhnN`1Y zX97ExTZT9Gh0=K>RIHooBr_v;@KdSOjy7uNp;zE0bsI0`LOA{X}=6F;3=YVloacNSjLl60W%tZP;PWVWG>U9U@ zJ!Y%%+o^)oFAuZ>EuNgJi3>*{ZbDjiyuI&f`gRIEkU7%}v+6QX`|>Z*R7n+0iQ--eWN9y!ldH?VsDXq=}yho$M@Ai-a|ZN$VB))OS;=pUtAnb z##uLaEHrvmuLS;%$TCKN$n^n_A#F8n^VC54yVINfnePd0kC)Itj2>P~LLgqid-3}e zs$ze+y#Ur?HYaT{-JQ$Dy~Sq^X3tjZ!CMfkDU*o+u=s*dS)_}C}+LM!0ppbXHz z?2eU|6ic!-RkxUEuWjD-Mk+|Nc6|T&)K-jfo!Jjj7bW}KwunYuZcA3x{7m3tF`j2JvhyEJ+RE!pdYW08g_rx&^w+3cda2hvSNXw8?sEQ`SOMbzeaqZ3i;(-uEwrhdz-A1aLBtISk- zq%Ibz%%m^hy^d7c-It1~>HbSKOHx1U$8o^bfe*o z-NrMb<*qjvJ4ol%rIBTKY?|l3spb+qFG0~s`v^)xc!QI+Fy6dm!^p#c?|90bb{nTT zD=RaJ6qp%Iy%w8PUxZs*S^>y#Q-&lG^ovF)V=Jwu&c5 z_L*P~*qd&4d?9-2ArP`+9IHMs)W+d_GKF%mCP_;qdmf*2+cTnrx0)dGIKjowD5km+~m0J%r0?=@n&X%f*CN^ z{{r`LOYsC?LmxxQ0RP=2Ji)O%t3Ub4zj9i0@vuN!%ph-J-jrmpLp{(}+PXz-)2em3 z$=k@Ga-15Tp4#_4UDRDRMC6|0Q^lqV$J$9??!M0j^^&2g+pX58=DD>2ThYHI(# z9bA-a-ntXBwQ)XiG>U8P5Oi6qv}{w14!`vSbSA!295Q1LB23;2z($2-QG1lefMRDT z)H*~Dlt#@PbIW=bVvf;L)h2qflxEPnyTlfWJ#yVuh7yi-i-KCZ%FIR*7-o=K#%D!+ zSjtpKIkn5|`Eoy#7;=TZrX~ljLatnqA}*7=)tMZVP=Sc#`Z_7u; zrn3|K=-WTZwPr7GR&Hp8759iYPSsS}HFW|iWpsCBv8}QcUes1?k9f}!2PL#FG!aZu z-?qHeA>ZAj;=fEQ$}B9UFWAf)ay<{rcNwP+-S%msWCz=M91(~(J<%)|auY*r(dlb#}YOr$;ZfG*at< z4s({i^lS7%35P?Vb%)?2!6nO+OT&y3N%|SXRb3%u@pipGlZE3K(UqMBaYz=v^>7A# zfS|-uATf99MV+KtkUF16jJu84q-Ix#l_Ql8!&~=|ZBLi*w>?e7wG$s^{sG!FBi62N zj0R_bK9;i>`LLTS7da-ng}px_&UHT?gKIWf#=Xxq0mm>7U>D-KBV)7x>@1~qPmh*y z$fDi@u~});N}N%SKH}zOVIbj2FQDI6S~E8&UA=$l1fEVQj~zVPba6m<+)3YPige0O z5Hi|I`1GyP33zp-3xlKDEXBk6596$TpoCmrv{LYK9raUEVBp}1=Kx{lQi+wjA`#_) z{#^~>`Y4u}^ScI{Sg9WjCErP1ckASo4QT1_%R0~3)r;%28eE*mPGMdMkzioaEIa z{+z>)M@8kHKT_-X@%JXeN3R+GA5`rB=aI`|!&LtFIA|;GU?IcqF#G0SY<^$wI?c{o zt|ErvAKSXS&4tl6Y`6@MD*r~%6-)hK%5VDJ;mBNSI?2T$Px~HQWN?6u z-8LgE!-;KJDEt8XYa?qhKU4+mh3;{CfVoC%XsQ270$96Fy0p_To_hRYN z*_#T@e(Ut{nFNKf>v!Rde68nxy25)k|ao%)F zTWq~&jekxcS;sko=dIu{^X3>k(kPGh)h}slo2uj^!@ajmwy(h6OC{g58<@5v*cNh#{g(bPl*+8 zFEzlGLCseqI*j1b8Q^E-R`h7VSjO4w^u0!%kmC3$WHSU+;-PNm>}fq;vt5thlwFBw zD!@KYHX*azvRzse-DI6s6{w1!zyk#4Y+D4VqPS{`yk5DN=LhI~Qn_m~^dh9918-%o z+g`9s&6m&f=YJ|5f(_C7B=`5hC8X^*k{60Ly~-N?*zb6L1jo9q7%MSJ{vBNOYI1PO z3eB2yF0^_%RVDN`&jq8rJ=zMH39PUmgi%>#o}8+8k7?E}((I**v!1Q%%=;ZqwekWz zDAJ3TaIBu#?Z0whraZ!+-*N8s=(EHm_aXJ^ z2NMh22RwzzhwckcXk#&(s!EOZ&0=E4rYU3m+~n2KWKfeQ_cFsLtJ(7j$5=xxPE}@7 z774stQo6n^1aT6oPuG*aFt_?Qyns|sN8!0$@efWrjE?HlEn|$%$}Aj8IBoq0aNOMU zlY&-SrBGe=(q?pJqrinyVrYr-dDD;F%RQHcwQ+TX_IMHKmBgM+PYrh zB`k>iDG&1Eu)a>8^%NQsq)$Q2wo#{_A=R$8xZ*48D{*MS*;`LDKTO*6xp}|fxvMW7 z-_I>l_XUpET8=l#^U-roeF7rikYi=HiI)_X#|}B!hDM9|1@yeA6wHV#w(dcjsXAnu zzR4QZwQ}SpjGrd^-7X9Sux2-ndh~r1JPa625ij(7l^2~S%1+OrvRp}05acl-Rs2L1#z=g96T?`wsrwI-$ z=1{p#nt3!?1VbbX%A7d|2`tj}7h4?OKuG$_7;?p2p@RGSL0@DkLw|-aZTk|s_m7Ns zA_40E8UW^fPQ{@YLfZ(jXFq` zdAO3(iEk@K;Wi3g8@j)JN3$_JRi0%p4$=L=4b3SjOD^{Z%HOpf+7A7Yp^?G=2}^+zUr7Mi|=n2+&e-Q|kJl zCZ$Z}AE0`Ft6pP|PQ19!SM8`?`-exX!=B^L2T$xj8W302(*(%+}RP<<+;CSp+QB7(x+rgGc6jR6z-USTgj*U|Rf+&u;*78I9>wTX_2 z92Z$tOjHFCgTx3!WPB(#2z_a=fqH)E7AuSv-^TnBRSk7YlNKTe+69925%Nt zf}Ap8VdUIq%*rN*iJ1o% zgWNfNPJO619hhpb>^1tvh=t6fmoV}>98ypd$r=HQ;4rHx#KF(zL2=+&KPArL=5AT>Ot(N5o26@lM0xFmfS)RX z5EbHq;mwqX8$%~kHRx`zE^#AW*6bY@Q?NWR$JXnKL(LKx_N}2(5EDsuPhQAE_6|m! zO_Dyb1#GhSY3wL812S9t;7$Gx>4fS7=W8VaTGVb|d|9goo6T@FV)RC=oi9U))nw>W zq;>Ca*l*l%fNE0kPEjJ}7Y(;%6u6E#LBEW>o++Ak3jTRUP&o#|-GpEdRrQ}MmU|L; zO{zT}^(3sNphUSa#&LC)Uaadz4;{^Xr>8km9IPi8*7kAq$nBoO9M%uzZxDSd4Ow?y zAAkENm%-ZrII<3Zhl1CQEnuyDbX&C(aju=ZJ7x}a&l0FD8m@3G^c4KE2UhIf{|tJJ zOeVSfumct@CMiiRPlY+~?lcX*0S@QiOGy3j<`T@Y59BFJRayqb>3;j;m$g% z|6!}c{?`dW@vw1@6K_jNL}2atz8#m&#t-QuI;ap*%CoutVO0&5h*{mq{k@$%*edY= z3U<4$5fbaFD3I}Y`y!_;Qs%7O4P{uYb?2CY&L-hoHPdVTdoZZ{lb_gEdWyDCp-|+} zV2zexcdQB9z0Og}@Dn0ms3?6f+$*m?lh9Qmn-Mj0GtYO@gywR78z zNAltUx=4>$2V}Vosjh+K{`m_?TATKLs6s*9Op47%C9(=@`U9PKAd{LA(jjn_2 zOL8djmd7U@m;B&zr}uH*L4*Is&nuO{_i<-2+ObYCVu`sB^zprlvIO!SJ+)cvs_Fjg zJu?|k+SEbuqwd#9&crTX|D}$mmd>kfuhYXBL;2%MDOxK2izDvHK zHi$XNu(gTf?%}ARj%;8}o6wBx^WfiX-7H_-M9-PBr|qC<>uET(-JwTa2Kf1K%D_vq zPtON>MY}8YKKexv8Z3;Ym&JGH4Hr+J$8Bs5=CdBPuWU(r&IHX$S~6>U%FNulOVK}? z0GecHcF!jEZPgvi3X}+#sehf;OSqiUtDOF`_XIcT0N=cCk@ZY}R9!-N1&-P%pQ(sV zi5158=X6&2J_D}(L=>%7J&uk@=@}%(&TPIN@AkE zWzCbQRuv_dwsCuR`@VD`F>n4ITOx^I@dVJixuon=vEjZ-3|jwJ|5i}48bQb(uJy3J z_|cta5L8TU8*_;Y%&M8Gi#D9Q%V&#omv!&&=-hI>DSN{3txR^uIj}IF(}l>qz{_=S zWNTQ|F0XQM@$R*l^i;a>4YF+Zlf1Ejv!H#v+^z{yt~IEeVHIin$U zAN~CL73h&Sovg%PjX(2rfbbmE@qRn0`E4g6*NJ`dhU$lb^2i~s?!4r0_&w|M!)OeI zX0%y%_LNuQRw}3pwS_J&GLPk=wOEdE8`0V`{Z@cdEA*s8U9d<=BUJlD((D7BWsQTf zm#s})r}b{>;c+Sk9H=q`IZ9;lrN=R+L$x#ogPJr;wPPSP7rA&0-3XnWhm+jPnB;1C zjKoEJA89!kXPxYcU6AfzdXT;~K&A6S#X!PkZcVCfb659gRz5w09wBvV#y>#SZ#epg zOe#!)bJdF(UJ|BqUQt?C##899K9$GR_fSpQ+mI;`+fqA%_sIupBg7fq=k20G$hl;D?B{ zw@GxrwTzRw;R^6y*kj>z797q9+H7SiM5mp5A*F=Yx&>Q5(lPAea%biw2+d4&yq&YO z+tC9L{sYu=bEG*D)`}ggIZ8@zaw3WaWV(3X zcvliFpW@@6>DNf`o_8g8{>d#twqG`i-k!o>hLK|WM{kk4?OL`7YTwdXlzK|c3x{eC z`(y9Cs&4KQkJ+awT7BDH?+9YCSS7HIcbn>FZ4tIHY-Hu}y)>RhzYtP-RtL5NuB?q0 zEc)kt9|g!0n|^!O8Fs*fv)PrbJTjh8GCvAPvGYQVtvF4SH_cG7q4X`|zdgLkTKC+m zlF*0bKTYkn37PTh5uDGZ98n|KT5I(UNHwr;y1gxO?88od>p-UQZ>7cf(bf|yj?v`sp!)O)_0!y@P%w;RCFdUc~YJBf^~R#$i-__)d@f# zkhinHZ;?Y&hDWh{icE((VpXrW{FD0+rg{n~(U2{2WW8i(*I|HG9^$erc*2a!RY(2^ z|JMrsO7A0x#@SvHk)u zeY=8{(#Vdb)L&aW&;eDLVMXKK(9pcy2bFB*$wliDfT`W4ad&ds)^V9RVLlRK?>ieF z8g+>{#xwDA;Zl6v#ddim(r2murzE#(0|tc>Sic;onzKG!AT)+(gHY@eqcEwQz8My> z2!Yhpp;xdJIOSg@<@qe1IkS4Ep%hQy41}2$X4#zA9LwQ98YoPnD)r7AI60OB^?c{`BN~47L2f+F`TpHdV zjSlTUNJguFmkyco~CL9*kUl zD!a0Aq}Y{#Q#am|5cAMUkhe~^5>k%SbrcX<8htE3L6AdvzOEs2%U0N2U@O_dUR8nE zyqc_JkU2_{0p8bs=#6|lvTFXacX`)%RiMW9mYs6-{X6+tLG36fxdI9S3@W*QJtY&1 zi%VT^AI_#y=~x|>vY9PL)}WiacV-u~Y+5^29T{emTK~{QR-YP}G524rF!|2^j2!{{ zt7t4n1|z^TX$xZriVbnHhWl$tj-O-NTt<85xwZlx#Bl$+0VHt~DWBw;9kR1K!V@tN zB&fj0=?D4Yf(Wwim5Gk$4L+pyuj<7RY8SzF=ydYQyq znUk-&Vup|Dn%pSgRYRHU@#5Y_5^`!zzD%gZuLrVU(9!%_O^ky#C&;sj^4;Ld8g6cb zNgO%8kySV5M8vc;V&X8Y3_Mm1n>Qt8;*=c(PX^FeI^a4?^}4l|J+(R$Lqg1C5M@le z``|Y`a5EMDq!d)5dX}zm)mlkts4UKK&#jAq>WX2l_>lCGu?*$;)5ksLg!S~fs$hXw z8FcBD^-LeQ_-7EY(J@9xkD4k?%PkL&gm@vJ7D;njS}@&ISQY!)o}Li94`6E3mFzat z1qFkuS1Md^CA|8nA|H2b&Z|AEckPyS1>^F9GxHln4ioY`tpD7^v5vj`UGO_{{$=!# zK*7;~x~+GyHOD&T6YrEUr6ZboZ9K__p_=oj4ot2zCfNf9Yu~n=o})w#($wBwiHMGj ztjf%>ZM>-`a-f#H(IEmq3j7?n-!a~@U5v@x<|M%1Zmn{jNLygV6M~?f9cz|vg-#z! zCxmxz4}GZC=`?Cn9Fn18MAFU1Scno|$hWRHb_`xr06Q5U75aK1rnTJGcs%60 zF3)OC$@4WJsw-G+GFSn*8~w75!)1V59xt;y@j}yhgW4PG$Y)!DOUAo@CKzMQI*N$h1r+lO!P9<@6H^uOrl`0Mr^fa2QQQJJGCliCJt`4ty zz9_xc;usf5yR_N#!#|Ap)l20p-o~4SP4Mm8Zl*0nsCv#*!c_j?gL?(sS9W$xlgmct z%CIn|txfPLY)HV{lc#u=2bNfcP**Cc*Kzn9^Z428K-(^~p`iV*C8!!Cn_b9_IA>VRF(91l6sQTVO zbzxij-`c-rl&Q9T8(A9%YajlU#D~2Q&#qv9V+h~G%@_$R*OUuXNma95RGLC}(sbG( zR51F{?1wt^qzO-6dLm3G;>$tPBoFa_Ue>c8O$MoMPl38#bN%_B=^a`dzalU{wia-N zl8Y;Y{qEC+AzhzrB1z&YnYEPToMjAQNQe-#7yiGBM=WQxNv^*WS5Yr!rl^b9OIXsP z4M>r+^31ms5@>M3KQ*vs@vI6db!0s^m36w7)ZA9_a`mFZKh+xqA({<4Ro#!noeC=I zf_X`#t^JFd#su)bM^1*zr@7$FZTXij?HrE!!}pEwf8n_g777w&Hkt$2n=Px}0oa!% zqx`9se?6yB;CNm1O~MiqFe7TsN<{4SVQ`NL=aDghKuKskW|IBYcY#nEh+j#JcnAP5 zu933qXaBDqun0*tJSwEMpYc+QOtEA+zJbuXTU2CSVVm|+q?e>Rs!9TbJjrf+nj4=m zT=2|wuUDJTF_Fd+^utj0hmW|rHE(d^H4ffoU%Afb@4WdqX9q0~BsLb-MkzcZ? zL<*pvm9BlTo{*<{XV}|dGqwE*EOD2{@C~krS|=kc2(Wr>Bhd2E%H@~QalI%;46)H` zG20DHvv87>pkT*vr+>7%KIak+73iq za^`y%@KNv3c{5;s#)b_n%d1V%!Y1RIa&GgD0#J#Om~6jn0!3fxKthZb*D`_cA5oO( zwCxAg3CYsE*h=|IuI)=p^bf$?a@IkM;gkH%NG+9mjj&NFpUKMjEQjgWsm&``WWfzp z9G10b`bO@rm3dA0%Y6y|RX*#u`K${~s?lorutJ4pjn-b-7ar+pd;JZ_)JGeCuH@-= zselcG7Z9KVvCI4y>ew@kA@v2FAF6;T@7n1_(UGex^YaZo9qo^U@)G9$J)%q5MSO^| zA!TDbwBCdR=LJr?o+-D^L`1VifJ{PGEPq(9EVX>l4Ertj{t0p%*p?ldY8Ir(()DXXg{8e1 z_`$BFMM%tRTm^a{u@@BOoabrNBbC259I3unY#ShDf97s!Pvj9wA@nLPW9X)6Nj&g*@_5Jv{pT0& z|HfY9xbNnD&iS5~Ae&Oh*df(82vJ#Da_uViSfut^FKqvw@NWDaP)EwqQ8lyOaA_O#v*3ln7E*z39lnyJBEDH#`-uD!0E^T! zlH%$1IEeh8*3K&$&Nlq|gCKemy$tapl2M|UXc3}!Gi0<7L>b2DU6iO1HG1!iKHBIl z(L19{^cI~V2=9NscK#i_r_a%|p0)00-Pg7E{_WvN1}vy?jtlvRy9sb8mmWE4ci@d< zMtw?FnxhwIEdkkndm@C3#jPI{2`?Bo6mW3JM(MjiN*>4Pe2VoPpMmIVBIOmpEQc{zv|l06mE&qsM~#m};OQ}Gd{6cSyL zzRkhh^rSZG&(feBF^|p{tFccbAEa+U0`P?{-`WFYA#72-TSsgQ0e|6gn5j>QGel_THM z#oxPd@^RPpneCrP&f+698u53v(S&S=85#3dA{wxECj1OSCsk7upG4?soy^f)B0oX9 zoImLbOw+9qRa{q!bt)^gqQpHG%iOt|s2pmo|JfU>ixc*n1pgCNA6Hk_;1szXexY>V zyD)8>?tNALzi4pB)bTCw$oK0uo|;Z35rb`W z(L-n8{TCLLQTjjT{QW}`+&nJ|Pz@yr1aoUOt8zJT_=l)y4b{b0VpOxzk|mLPx)yCC z53d#e9`Qc1psqJQt<@jw*zHo&Atd;Sp+CQ}!R5pYEUUl{XIMp)^JPSbF!YQMoY)w^ zo#T^IbO7%NB3R6MWk;Va1Mr7SN2+W+)*9ewLEDzzdSPHVs`BeWWG?xpzYs)3@X>^V zi^>&*@8#E2m~&3C8bUWQzmywqoa1ms)2g<4!78-N`JCLPjG1*+J&ZI)Xh47y!PggH zwqKF3iie<-zI`6z+S`h>(2>8JzxItzVu5=zhn%QFrQpL;AY-j{!8S@6nx-k0kz~21 zmJC*p^WMPC(k>}+8;P42iZX*5@nefD2>;i(iH&VQ@M7FuTJiO=@~8Y@l_04QZ>1-H zIGc+OyEbFM0|ju709u&}iEca%Z}z%@#fgWEy1*&|-VF?ag4UbUv7N-g zqBy-lUdK;Djj}E#$7=+02hA@P^e4UA_V1B%=|9t&#xgF>iW*mhOIUYEjgU1aJ99I_ zQqRVw7+A%ELZbPr+KonMSD=oLDxYU@#MEuP6k%U7Pbxnfo*hTF(3lRl;F#M|r<>&D z?jpC!7W=5QLqnUx4u&;1Fs`H=~vwy93Hg`ZvZ&%g1s?U92Km((#oLuJSTJ zsY|4nXZb^NS|u>m#`U4?VG3W#9UGm!v9_`(e`%@6q4nE!^N)62uoq>$W+W1v#79Ty z#a=Fmjb=+jrLjJ(W{YaYg)+rc35=m^Za6X3NAazp*?YAr+aWA)%GV=gFC{|U1WByl z5Kx9T`|bW9abQO%IqlHW&S-h9*5XG{CHx_Ahr#y_vr24$$W2K(-;Bo%DFtmIPx-D^*LJZ*7HaMs?@hmiI+0C?9cb|&NpS%P{VOpm#fiZi?oS_5)u|cG=&?nMi z_*6ID@(z`4zuVc@#Y>r3F|q}1`#czm;3yD70LXC3o`>a(r4Rr00?m7Ii{+bgqcc7Z z>bkv!k0(pH^_(Zy?ssqI+%eh~9;#7vKh#-zrCs*Sl>A*<-d}Qw9^c4U;%@T&j(hOz zm{+Ag&nCCJ6`Etr*`DL8h3!bcShVRG2Rn(wBlaarD?E%@BWhp6MdBVU%mRZm2_*KmB$^|Ix+~wzWkf5?u`i}m!?kZ8eV6NQL zRhK+9@mhl=iA4D&Q6=;q&S=DB6th)!l%9SIZxBkKrpgisvyTLQ2_jC87GQhb5}eZW z8~aQCm3~Rp*Q$wEb0wq2=p{H2LwQkN1+iOYg3w`t;3mFt_CqJsGEihLo2@Wg6Q|ce z^8NP34#b9misW7t3}b!fodEM}MB}r8VKRk~aG7!BU}Gb1QhG{(>7%-fu;4wt--qym znZ<-6Oj9e?mub*`+clECwrML$z?+=7rQ&yT$CtvD=QE2~49&#MgieQ)SL#}V!GPGC zan}?yU)1h0o}dK0PlA!uRFeWYMWBgj)SvB-+hCbFOlk(k%;5`TA;%uj9|j}WEn*;9$A_r9QQxv@qc4X6_?==Z=3J+QN6?N53 zopYU?uQ=9BZCf4cQs$34K`rhMy2F3I^HceHoG~A%9dGM*lSE}_hds}D_>WlsL%fg~ zaRQ2s1-qa5UJZNiwXo-}KKTWdBFm$y5>||%PPu*;jf?5kf28%=OW4Py%?V;5wnK(3 zG|t4DB4GtU>izGH@FaT*8xgSc(yl1Dv)==%8WB8qGj~GoyO+>*}mSb)_=9 z>k~Hmr*W3P5+S2xbl*-}YqPUV|F5O}%3u6yt;(ZPavCkib|=-YlQ))yi=Z{^fn?-bHp|_F!R_m+KGN zyz;c*7ds;{?ETC?XD<(A5FHUS;9f%MB!~;cMws|8XW9TcOx1Y<4WP~S@mx>QbvMge z%qYpCXjyUl;?y$&uk6%sEE(bl%rXg0ojx3pSZM`@y9>Ie5JK%wq^3a~*%$e*Of{$M zE4fPvH98z2z82INCDXG53THnD-2CA|*yHMj{Bna3b=0eSPSfN!o-<@Tns{Tv+yWgqOP7E8xRnEA!Rwk>XEmi{ z%d&x%h|R@Qh{O$F9@uwVok)M77AOqM)l|l0Ry7XuvUYbfd}m7d;xhiW=GS;j)#S~& z0&GYv>h5uQ#np|Eqz3h{Bhuj@Mt*FLE-@tZy%x+F7L28-gEKPdt1sfzBJbPhVj=UZ zQndt08?|gUf!YrF?5J!{DPmWIU~k<}BbbONlWo)#RQNC~%+nZ;n&lFR) zeEJr{hxQgt5ArLT0H%9*y}8buJAp`Mzr4?QoK&|K-WfcCx0l2l5+I2z>tpE=r& z=UZc$yLR|z@0b#A;%WPyQg+3ow&UwdNyk>_F()m%MV?&6cyo2=dnChRV zEdyBh$0;;d=J7fQ4N=B@!~_p~cw5zzw7(3(r=O`n8k;2AER*b?fXySJL#+!&I|IVq zmk^}IiH!$C*0U)kIwyI}vyg1Tg%4t45sOp)$;Rp?^Ycvq0vhR-bjP0!S185+=RJDT zQY^_gVj=3Dkwn znK$xezB}_TG(NH1ogd_ruLQ*i6nq^-`C9pfpm$JTh@U%^^a=sJ_yJ~p- z4SZzoRl*O4(75BQ!|w^hI`SU=00O*b;25N!mSSO)eBU%j%gcN!o9)K3RToQ8Dl*m5 z_{-^~-;6VEJq8|RkCip9@gR>6RBsi9XK}Al4zqb_S0ru4`T??k^H`s&ZD5oyt^?+k^gyM_*ui=}+ub2OBUb662 z7P7q;sn;@q!7LyJ`!+s9Ia4c=*ew ze4LEze#gXNJnVh5vVUvs+Yd=L5otd@nhvIvxOiTqn8`hr^|ne{4oj_c0Yl12PBbwv z^G@5r?wW(uqTb6SNTT{hEZr)c84w6qWBg!Gn_Vn@mNf>PB}9Qq*TR)GRsXVW|DmeU z%~ATf)*Dfq&?<;Oho)a`4I1Dny5J6riF6y+{ZTFg54V+gxXpsU9)N5<9jotDOX}^x3>|76c%2p5w^^dBo_>x+DKT}lF)C-z{J$s%a(|1 z?RS*b6-|GF?7}K_O{x;6jQ{un`L-%eP*C{ zSC@nV>99<%JdEmbL%NgU{s8|gwNaMK;cu8H7)>sXSPHk;bLPgpjXG7zc@uT#KB?2j zn~y`>*1Z4V(9WI1wjPu71koFN3t;b$lE&LIx&HzvC7*80Abl!PFRHl#gFYC49j9Y*l%$ltV&qrPWk2f8NZ* zuMK2yzTMMCB__r&CBK^}gZ9GqO2pV}?0YSHdt(6CnRHWKh__sR6ey4VoZ;%mQ#R_i zgtKHxx7If?plI2Vhm4cU43pU*^whwfv{KN}wkXdT79E@lQMm?EUx~K*;!nr?R*K2c zhhRel($EI8pFSg+IeX zg3(3R+as*eaATg8rfpD)qqc4f8(X+yCei|53D|4Wt#|Bv3l(*2+$e)(?w}s-P^*$p zelQsfT$Sz-I$UNID!ho*Hf>0%X)S@Izgn2#lgcluSrYlONMV-inYzFR73MY%`mS_1 z$`}Xl=H}VcYM&B2%HJ*D4(Zf37 zmf5bLw3M8}Erx=?S>nhWs?K4hMPaGzcNbN*H4hx>$GE&rFIJZX#t81p&~P33HjXj? z*uGs2eLZbBe46P~${fwI`CKbaL=Q}4?t{zgLM*B!_%99jMl@kz&MV6<72^2)!r_nO zyN&WIe!%qz5^9I;LJNsq3>4ht1R38o^fGn_&_$=78TYOW(UF9?#_aonA8kquOyfiW z4Mf8cdzGE+K8#Oj@Z7sZ&fQ=zg-f4L#EJQAM z!iIW83v6Mxl42mkSCjC>&6lyUdT+unMH{tO{50NQnmhz2*bSvIZ(Ub;$VBS)77fM@ zQSoxeeml#cw!SSELp!!BmOhe}cs2cUP5M)DD4e#W#nN7^Do^|I6Ia`ml>fbu>1nM; z*8b;xRO2+%f5jCV$d?ovhn-fNBuCu{P>V2#SHb)%#?mZ~n%O}oXE~fA@qcg?lAuAC zXHSjs7@&Myvw1)AzTr51KPn(IW1kU}{sCXObE}Fe*`DE_Ef&l~`W82XTPZ~5Z+Rln zU=fS@&7B3^AFhR66gF~iO=)|%+R#&U-tk)>DiJh7z(6J>zg%VM5grp{~K~&9J zoCm9wBp8*ZVN0!Zop?A40;Qva4fq^j%S>c7_`|kxE?wsd_*2Flq%Ym#0)GmTc}cHH`%@vmK(^ zwZlamaPF^%fu;~Ba#frV$x?rMxSP+|H}xhQt|B?8ufqSZx8pquJO7k?1N3-#2Nlue zK}kir#X1rgJVmBun6D6PQX1mDG5K(yCn~pz@qxJ%2!CpAKNexZ_#oEgdHRv?(dPue zrXyxwpUi5rkxYEyOMUr^BA%DVKV!T0@s|?*N!GZ^2!kOejq0A}>;tm?~ zoqqwe)-(o#8W99>lSjploW8WjfDMe#durx$H2EF4G`^L~#)*GR-Fan@;p*Xa+OBUY z%faTAX0;1OrKHsSK`Td`7iq7vr8*U&8dc*s(8X@V6X*xO=sFB7^ZG=4vg31}a+uObM&j5fl28`CxuEzDxJ6Z|h$` zv4|%~Hcw+IdMv(g@+JTAeL5|gE_2Us4*DvDy=8QJ;I~M>+#PN>nhVIdv3XYT^YLT& zhySb|FP3JlB=;u6(_td#{xHbVy{ruqeL<}s>-t9Swh`y|=rd+(4;Yi5=Fj`{F?c%; z;hH@xP)tKfF&x};QQ0W0%IMtpS^^r%g?fy0veAFr#r|Wq7ut!y>o(1IY%=F2om7Vx zSrGO!98_r(6g>4?Np?&z(B==ZeXJyaYw#-jE^P^#dTM+9;Xz>4Z16Ukl8T3G5Uz`= z-{L8bkR0XY?MZm}*_^1tNwfK&$j-^Z2e)8cRPMayTXtlb)2NPO@OX3?gf&ZjdNd(? z1!kjrCnGyNZ?C?r%0tiel5VIekOZ!zZM|l05Jw9G} zyFjbh)Nrs>xw5N-$X`N}N3&TA+u?+cm*m`%ux5}iJ(q6;0x&3@XDc0Zk2JT%GU^_{ zz4Y?Ko!LhKJ1ahnnK^Hz%=@iuZ3ncbq#`xG$ccHI4g3q>wTi}7!23%T_j&MX^(%V9 zRhVNvHb91n9FaSr@0cbeJ-}QCcD>5(%3nSV`5x%V#wb4__w9(vHs-RnwYeNDO&uHk z9B7Ii&u@_}s;v*z`u&Y!!|Mf$syEk|ro(3uQJorP83iP<`OXI7HvZR9u~}vA#=L<_m22H6JK3CTt8a zwzH?AI~M%oi*X|0^rK?Hl_c%by7)5s1z>L_a8+gc;Eu@fQGNhG5}L#XRP8=jd8ZZS zuH7XPj8HkggjNbvaI%~xZN8ELo7wGx*c!%C?~!Y?RW_@Ujj=6_)2P)|%7Xy=9j(P) zvW3L9_$tYQGR57cR@30zDiqddwb7{OpG1Ux=$@SXqrC?WXQcRBF+{Ma$WZTTP2aH*TIYZB{f7cghL(h+F^SLmZJZU{v$=fO2o zN;9X3#O~E>P7(Mus7(eHyL)?A{z|*+O*SMd0`*6UI8P^=NkH~*x$tpq{n_a_5F>>p zV2=ee zrx+WrZqC#M*r%K2EvCi6I0pX(yaTnlSm!(N@YS= zc)tLDOr6bSw|)L@iM^P55x}CF&=;s+{3k1C)V>6(H~*_w=cm6**$T!8F9Gx^J&Dxn z5-GM(Ucll+N^H<>MOiZ4?8@Gh7@^(>2v5+8|Hn+^D%sKX+mN^o50$I;No~Qug z$1E@R$@XZmO{|6lOj~vcm(=HAUm)(}G1JEq#S}24HOoPaSxZX1@TzTr131ku z$ViCno3mEWWXzjcpPu>M)N2Bj@pGu_aahw^2Hp2&vq^hSkORTDU1k9uk2Z8))mv*^lhH#>rA! z=-;Z!SK4uvrd*}7Y-=F-YPsk5{=d$bg^1Ue*m-iS}|`i9p}j9$Qr8;8>Tkp6T; z^bf&)fjv8q5KJ)W3cW&N$5)ut=J^-Lr&>k54d0Vwxb2?z)f?=;Yvk?rVKVd@(^Q)N zPb2u^8>D#`*(_LhMJxR7*WUjEmdehW{+SLC(2|z;%@OEK%l+vNMF_ox+WN-#t;lt> zsC&Ua5OY5I#FeeT!oBz~nh@z@dOp#ka?es(rb5Kj7CDr*|MtLiuPW(5>yeNPB(HDq;pI?n z4steu5)?d5OW^G6%%w-=Qm?0YIobRkli})Rtq{TXrcia3>En(~s@J7a^zEHaATSmV zhEm4Y+fnc{0k8 zDSSHQWgrhqVph(Nxzy^@7elvc{tJ*?O5(m5_w@b#wK^#V_yrhTI~(ItQis;t+)aAB zbD0H>;lk=k;2>*Zr?is$`R0%hVf{lhC#x^$4Vc_|Mw zu>#`6B-Ow+C)W!#MNe9Is!c+hu!v8n%GKi--)fr6e1{5Jiaz|Saa#!naNtWdk34Jh z%;(=nH`e9Lkl9KIRK<8U3+y&ffC1b<}&aZ?W21{cb7AnDbX%P4@?AQBSbH=Spy z&-;Xm7^%2-^Q4=&UZ1@t-Yt&fIM19+PN169v>rpT(1F_m?BiS{^?pj~gT?s|XBtlb z1q@5v+vlZsc>N1t;J>Afkvn-#1$b`%W72-VX#Mt6y}GJpojOF)ZeAQ9d^oh-PCXS+ z4Q-GX#okzTtIW|$-n+p$xMee|ik$ncNn8WR)C%5my?h2K#8TVx)pQ%{y}N9RZvx>+ z6CQcCgbjKU{v13e4c}W2XrLe*r}@YMHxDT^*}BWiDOvuVX>w!`NJs{vaFnImHz9>iRR(n6sG;w`?8d~dY%G9kDPgg Qz0BI<|3Cjc+rJC{12Rzzl>h($ literal 0 HcmV?d00001 diff --git a/docs/static/assets/images/training/vlm-finetuning/textvqa-lego-box.jpg b/docs/static/assets/images/training/vlm-finetuning/textvqa-lego-box.jpg new file mode 100644 index 0000000000000000000000000000000000000000..6e81b09d206c8b2a4bc2a63fdfb22fef2c65e111 GIT binary patch literal 139307 zcmb5VXHZjJ+cq3R3!w&r^xhJ

`kuA%q%g2u%T%rb49mB0W^;MFFLUCPh%XAVrEI zAYG(`Nbg0Yf6?o{pLyQ-=Kb;R%rFV(KKpU3wf4%&<@n_sfI(9Ytp*?=0RTvdFTmv_ zKp8*^{B!;JOG>=RD9HX?APNd{3Mvp7Oa-E%0@KjbfT`)IsijH z0~7H*!yh9ge>6$SKtx3bYAR~tfBzq^%T@pc1hgl`lalZQfDjT=2+3s!fC~TsP?G!! z_kS)DASpQoB^ii{C^lgLkdOk&fke-gWaO08BveEx1VBbk!N?~`sl>#uZwYk?23=3g zWxgVSs%o3ZTICN4O1XyY2uUm3B<1Z=v8bpT7+OCJeY?Oa?3OIkF6%yI^v5r;I^;yZ z|I0DaGSM#OU%v_vqF+){AnBi4QIP(v<{vSH=$7J-Tj+I5m*7N7W>l4c6gC%hMcP$R z*{W@RM`&L;SdK3DA_mKLNM>RSi6AIeW0GeE9An_u|??{vEZ-GN|YW zH~YY~OTcbm0sYw5lZf9fL$Q|Z?Uk6! zR||f^Omgz=zp{W@CmxdjYC%Ow58wPvJMY~7KQaFCLk@m(QR~!9O#4Dw(Tt{hg;5i?@(?_2#0i*wl z6vtZrThI`q)+OLS1&&y^xCBi7uky5*1s(?y%?I_h{B04@mL<_v;9+Ip7SEp^UK^X9 zv)m^d{!`Hr=I}6LpZ}xtzm1Ljsr7%2MXWnr07m%oVr_kN;L`8$8wGRC;}2RyUog(3%mzi0mxN$(OsjHHXG zN<`4VRwwua{&W|)^gjR!Ap+>QFZ*vcswWfb7jOO(h$VYS|$;77pjYH8)aqVx8 zGI-n{SKYF0mw><3_&*Z(|LHv_|68j|0Q(=skADFkQOiSYc#fORe-O<+LF@_a-<}No zskfpT<$sZsL&QGmVTIQfj=?g0+$FkA(#PO;!<`28oBS&oh3>E>kpMxW^|E3*K8}|$HFC}r;|4_2U%w{uUbNxr)?}2lN zIOqRxD<;hH&p0>Va+bY!{zfsCWj*jOEjfrBO70+PM*k0GFQj3+9BauKqy0L7KE1M< zMr>V<+*Dy6CJ!P(IhI0?d#=&Dcpnr1{u*A*g58^*J{XPggX-fM2;y zy%-L^fwZICYp@2yV8V@GdGdotvqLZ)RW&)NAPJNbF@U!Li@yi+m&_ydbw~KFl0fyF z==;O>+4IObqnSbkPcZX_vP%)ZU?jr;*IVyuklUHLr&aaPD zsv#{G0sAB+tdJt;NKVB8=2zz&z`FvbNY_#H(h2f}%)A(T_h^PVy#mGv!me6?I}I3u zXM9@i>JJyOR-f=22nteI2#QLR7N$7=okKJ9kgc7OqP35tGRNvs63r*+5+zXgbNs1( zqR6U>3f9^kYGr%M2$%4OD_cVPM0NF*mTaARFAVc?PxEoGi=F(NnlYeFp8m+*Eu|dh zajJZNVeKPAy9!xsC%`kYkGtdyew`%pWGF>owwV>V;kgtEJrek-0!ok88A=iCwz$1= zzQ_*rA_G&}CC-Fg4~nxM7~E|M#PK!!%DMe0jwx}wnyWa!hS5elKkM(Q{K{3RR<>@K2#!kBWE5c3j_-dK zDh&Iag}~}A#LSbEG_}se`%IhCdaC&7g1@a2q8H3mgcG7Ac;$lnm&gYDM=+6z zy#pLaR?;rSO=5AwFvZo{~}b3s6w&8`u8U&)yy5_t^XW&@_OEsXDP4-#z*7nb1A}wC7j!@>x~FN<*65`GcY~?TgWRrRX`vnk4JqWOEtpDo4Ha1@6@(FR zlv}?Ty8>BL6cwm*JInHj?mg!QKk@b%;Qz4 zU;k`R5>gPIM9X=xM~n>@8w-?iL8^*cbU2`p&$J;QM(F2g*#z0I?sE*h0M%`x_{`EX zuHF>*sV=yq2xf?h%^4td@)hWfQw7Lzzlvr6D$I7p0Cfa?9?!(%7$SV7R@YSuz*psf zUb$4}ucOpd^wAf+zWQ4}gmzF5WgN{}@vw+3!rpTmon2G|OCHw|1zxB5l&A1Hx7PuJ zjN3;sNWH$1pSG=%7R|wy+zD!jOnK&VtZgEB`h#v4qZmXSM+&@-vFcC@x-L8~=rDhX zZrMde7O|}^$uW=_lly772HM{WR^*+DwmAXg3|~-@MrP~Ufdu2>MTbB>eKarWk>{~N zunz1qP?b*Z$HX(Y&oeRG%~WbD8UoQ$kQ!mXltDt|#G{Z@PI6bWxC8YNs{GA{r5IIS zkcOx{=}e4X#eoIa`B5&wX(lAWKGILr_J`i>6&!n>ttfgqFqK4VacV=4!n=colkAE$C!+yOZDjNX4BN=i8NeTX|7>~_W73(aj6}_@&NeN<&~eBhGNL5gkZ8n;6FQ0M%gHNu? z2inFqd76>??%8Za7xK5LGz(Aqk(RPBu}HRERp+ z4l)`|;mM>9zZeB+W=)q!5a*+)JLBNn3-k)re6&#rj8to0ny_sMA~y+8?Eo*~f;Gg48b8aBepXlB$1_JRV4fBi$4;A*4Z8 zNnWImQ`X0$+6K9b?bE2Q+L->l& z*N&1Oz*}2A4ppQ1mE$uM;GSIPrq)edCO9DNVZIn)-T}N>qJUk_LlH}9iy+yV$kz(@ zRuE7DZ1BYG`aF2>n*Rz{#LV(o#iV6;Nz>(upsqqe!c!MQKt7|nR&rMWUM(V>0HIX z0b+4>J%Wjp-b=wh0$>md*oC#@0Uv`v^lhn`;3x)F67Fg~hD?P6E9CLO-pPRQO(K}) zF#PIJWT?7i4M=$=%8V;Aw~8{b05sJBb zZW%?j7%ida3`0pub&aSACcu~|Z1lA=7-G2U^0ReH1OmEXBUsA7c0B)#%|H|fSW*}O zweGRlM?nA@h`}U4?sdV~_gJqCh7^%BsCg9E`#~I~BP|aQkPB*)AW1*W(MVL*4^jd? z+op{LDL-`f8{kNrU01DxKDr6O;MIWj`4cw#$~7W076W)3;wUdoY8|O`+A)CPD#Y_X zZjjutC1_LW!-=ZBXn5zY1=69 zQ@OR-%{81t{EstWK$|2`{_PrPa;i3w$yFqfEDPq9g9s@v0qP87eu7p|LeqHHq)k(q zD|t+dJ!U=Rm^)X=JQu;%1)4z9~%^%&_6EFgk9a&VUvsNjaJ5OTv$9~VrK z%Dao47U9ex+eVz|6TU(-%@Su~?1jCH1VKG@+v;`F$t_COyx~wFcD#4TNDEO z5dv$+iCX|EI{e(!G$u2|yCu0tXk1Bh<$2}g2Rqm}vB*T>7>$j9>J2_BfeeXsc@1E2 zWM1a6G+sC}F~l3GW4hWL5m3pR90 z0U-3q=O`Dkhs-0p*v;oq_r;m#3DdOl4kkB~!}-bZM>82lA3>+vyy~yRZU7Cms(PHc zA4RfC^|>OR&Fi4=3pn0ZkA%mM$+K9zTpH7D73{kqGZR&)7N?msV$;VXp^9owFQ2^g z>~YGh2a+euWAX>9$2iraO%fIRR3E)%rP%R)M(J`Y z_sY>Y%&i`f67VnaL;+JUoChH1-vYEZV2%(~B zxu7EiX+2?&zP`Xwj#J;>JGKPf17Y-L5E+W|5wL~QEg|$(SaU&fOTnYBgDGSYgODk9 zx)pWGWL2PrGps{x4Vp|Eq~OlSjuz1&*O1qz?G06zLbo%brK+T1%i{sk@ay;$_L#vC zk)Nu!)VgtSr9=rGjXadiz+4{#N5`%@Vjr@Kf-p5j<_nT`OS?@)Nu%gR7w~+m$`%%1 z$AaZ~eyWzbi9|ER#|^7j=@mfZP095uc``wo3^We)IZ7h&B?RV9fKo1~+f|30X|kC% zeB|CmA`nkz6$6cJAjAm{o(~cyaYkXhlRyoXfbY$0$z0G9fKy+UB>>iOB+UomI-W^w z4Xt4SY-nSWdx@r1i(|t?shCuoTw%!A5nD|NPbyE1U}$OZK>WK}s7z|JQrgcwK^7=xj>-zi%+@f6S&Wx!)2pnO2AonSHU*g;b?7@`VK zMnQmvu>O4vK?#)0YDwxn_>G^S(AST9g6IK4FIK|twMSj1u|DiTYt^q83ehSVE};)utcmHQ=M>lx2u9$j5-cZ zwaAW4h2$h?>*3%$v8;wWsy8|Ex6fc`VR|jPG<00H%sn5zXY7> zbB`#<1RohGYJ%XdEP5kPi(3;%10f~| z89%p;lqeGlECbX)0mwZPh&R==#D-?+WK( z=+Q1&bU2?k6o|WC{!z~6v|3fXNvV!%xJ0VDg6V8EqTT7L-Z#nl*Be_x7N5p8f7oif z>iI6-w`rYB?=UkAe57MCv=c@Dj(d%AuR_jo=V#L740x0ymLt2kz&32QL}o}+QS)7? zjK$7VnZ`Mu?@lMf;C^rK@3lOJzN3p`1~|#z?2G3tZVtljd(-ou zlsBW!aIL|3`&=2_ek$X~ZijEtJ7tD>w~ZB3Wlj!G_wH7q+_yY%mjKb%(^lg@laOB2 zc7!-{hjLWIMBj@r{atao2`!5Nb1X<5AhbIj^V5vZwS)T>yXy#CjWLB#@*s@y9fidm z{09cgJjS$>WTPiB#tSR!Ml~Pa%H6TWDVnOUMmU&>`MzhYN=Ws6svOu;|1JKXkhc-lzsExakyr?x07Bk;6Cba6BsC6eggU=lY8&sf6&}931@HT zR5DF7Ky&_HfnCTC+$((G?UU-jUE&N>1ouJW7jzp6&Wz^1FLu=zrGG$8(H1e7J<|^g z;0f%)Eyw1Q{MaaMq{$X-m=f+E)DQnrQLBBdaaClGx&KwShkf45_p%j<=e1p70n7$& zY`%k|lT9-PIa^mkvgho&-jR}?dn5|(6=v}y$k-)Ghus@Us5Te5X<8h<`DUc2P@d)M z@o3VlM3^AQOCRmPGCQmy_!CE`gjQAVz=Dm&SZw!*)4ke?n~omycj|!(3omLYZp>uR zB<|GuJ()DCjwe5WWewM#7@YR{`tIKqxS4or%bFPykzdAkGV-&~*T9ydZ#EWr-Ytva zxm7B3!}gP?_nP^S2=ai@I$r=T=_a#YTjNW-6-%8g%b1+E+w*=txXU8&%L%>*ilC#3 zjWsj#d6Dqqt`8j_3N_$Cx@ts18Rmx3Wfk^^g?H)slAFtx9kHS}Tgh>twdzqgl0t_F5dTO}&VO&Rvbp=#p+x$toU34RStXtZwd5Nzn z9g1m(o7sak4h#7pB0;u35v0ECK@cd}ZlT6uLBA*Jnp^=Gixlua86XVdA8&2=ox>pf zL5%Lb=WylNH6um{R80WKga8AGvo>BZQ{}kX>bbQAT(bQBfp2pxNDY}z>MI_(pkSy% z+>f0iItJQwQi)hu4?U}PLLrxZ8RGRhV4HjSC(&dfnZ-4#Aml!;4zQSl?!e4#9oaQx zJrR=&=MSFK$N}ZNW(bO!^#wk5QB~9g#Mz=`+@LNT>}ccN!eC)fX+GG6n=&RXk1SZk z7sg!;70R}*5!{B-oSbG*@GBK)gr7NZkN9nnGu&R$-ti`A2B#q~WON4<`NC==30}PM zDHwdE=khulu~ncCtT@FOc7i~#lW45Q@Bx8Qo$4T;pDup}U%;6JOH#@}XZc}ti9Bc0 z&y0*>Qg%4l)r?vS$V>9D_om!0Xj4O7WvY{=SnOYd3n5wcHI5TtO^=kON9Y|;u_A-) zty=Ty)@s^*2BJ+hdNcJ-f!hX8I?DJ1;5hU*a~>Onr;i9oi;m>oiUS zT(|SV=7PA&ZVfj_l6UzbmMl?1?Lfp%2HNz|f^wVn7;NYBd(ng;nGRffY5L+rJ2J=1_J`gs&`-(~-`$!cl$)55u;VeBvI;ris( zgnOcKHb)0Veq!-L5@T^~_n&PL&>sB$tKgv$!+R%82#a`!y4<0}mmuQ3 z3w`s&$u#*pd-`U-@!^s&0Xhkbn;ce`NUpb}I!=}`lIthK7pUF~rcI(;utXhGNs zWRLC5XKtv%N<8U!dr^^p-I!7LF8Be3Asta8+#6??r@>V z_cBJT)jPB-&_4cl#V0JB`2;n#rF4Dof#~oWScx~jK;^c(8GF*4w;Kl)kAdL>nxJLu zpiN>H@LQnfgOrP&`J9sT(@GnEKzw`3D|=IhEs>bXTtOd9&8Oo~#wYx>U1``z>{D2( zAU=Vk(sMx*YqX8z$>-CY*{^COqw_wblw`{?fiD~ zqK4`8t;kN_ z`rb_)Cmk|3X+nnOw8ZnN4iV(I9dLZSzN4c1kghYKyzjJ4hWy6$m}B;6vpbvX)VPDj z0Z|3Rs~&#)(C=DwoyE~2)ghdPGktf&^vbIzW)y%i|9k)%P56i1>cX`f997m72&9%w zyKGm^l=NHD*H)h)J*W`m_S(ZNvU=n7oFAQ(Gc;n+B*@sKjVJ6lW3E&2a6<;^pXQls zq~f=)u&U-I$kN>`(`#aq8OX|AcufHb&mm~+43-72DQ(^j>)ik1-#PWq?`QhhIg*x& z+4fiOnp!lUJMVjQY19{N+GLp5!^PJoVGl~bp^i?Rs*1R} z7_km6_KH~0Gj+LlTOI%d05Ar)a&lu0}iTguf~QxI!rVcT5mNFPmO^6aD6`yZSyUQXj8Z)CaD| zBWaZ1m0dKA`u3?tCiCVwH89z^+q%xzW3}O?X52&MvytP}WCg=dQwsD6C2x@mNy1{W zr%kG*PUOp197a5Rv^u)LP!w`FHZdEYacxA?Pu(!XM2gD>S)WhX6{Y>sTIiZt^LXX8z=2|I zfNM-(S{7A>#42xAg|DcMOV%n_>s9~pt zIw2usmO4()I{TI2uSh+iJ8J)|J-mva5{#U3y61iW#s&AB7i9-`&7Gf>Zy5uuql47A z;&JLHw+u>zl(9i6p_DDq$GRsVZ4_545 zJG0CJuKV0Z>Lonxqr;%S8{Ew&aYNqNf^wV z-GBD{<#*#F#%9Q*H#Q)=!duR`vNY+r%NLPHC@&tS8Ns~ap9DP^jl90*A`mnFQsVXs_q>eG8QoQ;aOL*KiaZ^&5xTDEZm3Tnt zZ;zl7emsE}(x9OKiAae)wi2qOc(wM3U2*hIqu16PFx|v}kz_cWgll9qI_6Bn07Q_NE^QMeKIX^q7mKaw^o)Y4 zEO^k^yo6i9F->o1U&dv+DH&lfF zB6$E~cDl5l^>ImU!g*&~twSdnpJR!57;J|uY9`kHP?I-hui665AK_}Tc{lSyEMw#O zq{$nF?|vo`r?%gK+Wxn3a)()~t70EKtgDMRFFd5Rd>rp7xJ%T2!v?vmfvFs9`LAc(U0XM&HVm7ugCTI&3LKU-G%n$bBy*0 z^YF4XV{+j%RTdS(i2aDV&iRSi!)9}F@OZYBZ1Jc7dlk1(^3Q`KRE*fp+z2}<-Mmiu zSGFh5W19L;o?fssf|j+TANu6|u(*=)H79m0%yI+#j7 z6tVf+-K5W&;*)$;9AR*kFuFy6;839M zt;!;^9cqUtF=b7`{&uhNr>m}vzjdirJX+JV+NA0STfY8OE36>FD(i~%y(Lib=$oT^ zS-{-vMcB9mdA8W1B=sWhgRq7AxRj9f&l>D4wkfhJ3Zs- z>4Di$ty&)l?e!GhiRXSJ=#FWOIbxm<$u-Mup{FRy7ghXWBK8DZ*#C*18KCY%8hy|D ztvtWsx3>BfuzDzIS{T*gM3RGX!o7P#^cEl8hQ6(Tq~@m zxN+632W%#oT@+X#F6XUK$?z;a^b47berc`$LGH(=*m*_gDgSL{uBd~|)w+WMC29jf z`yB9?N+_jucYPrnaE9m^Ug;i+3OQAkg;tB3ohwF8G+f-8_)g_- z0)K*y--I|(QJxY`;#9BC@W<2K_}W=->KrD-OHboV`x$T&%uM=5zb@#-ceft@Ce7Ur zXp57pdqSSOy-K%8@cu-siOI?}xF>EX$Be9m7n%h+Ll{thxLO-Q`|{!;98T9l=GQH- zq+%l1`8>o-v{EY~%$v}rx3&2et*DH7Iddw5_->l*a+>V^e8w&jK5P2Jx-C&L(|Ojy zSk95TaVt$2OCW~}9+BT}zA!xXE+dr4T`5m(pMPnUXDF*Eu(y=v#fUrZ_@1}-^QT}^ zLSN+&y*GNw;nPH}|B~`Ylyi_=W5vQ?J@Uj4c$X!oGvW6QEG z;my}r`ZYkgzA=W?fNy?5%BG=}lX$|UQF zC+TIkN6n~R-Mz*F~7sxz;R_%UIlHaV~}0j zPO1v;s&F(0gEYmfX{DCY$!~vzvfJre-r)ti_J6zLoGOBJ7X(Jl8mi6ti&E-=Zo25T zZIn5|`G#F57}_wiZFQQA{y!RIrk&!#IR@vMVH=E4#RwTp<41?AMjvC^naRoRdD$P4 z`WmEPL>G@lmTMHBSey#N9cwND4w}6F{J9ycOdR2?lAoeO$aw2}4+wk)JEdIt+9on%mL4h4$?>+syU}%e@|)vAbfQ;&9=x4* z&>9KYi`L%q_g^uyGP$xoiaU*kIl)bnM0N|SsGq(3rq!QYoywL1I@56}4-@M(%oDK^ z77Mr)Q;pLFk8Sz%(pNv{ZhEMp5k&i5J@$B5|4AojeZAS5Kb2V#Hi(2Oc?!V$G^jXb z@`iPGJAA2(OCnVeeR%t|+DJHOP{wXzOvzXUc)&2V&<|f>S5QRjV{u~+E#FQ&?4vFK zt_A##d#z`YB(PIaC~m*`*@c_Go|AZzSoCh`Q{y=)4^mTBw-WT^{GBJkLRUo}kCAK7 z+t$6spaD7Qp&w=r&9zD$)Z6P!LBE8bzc0<6a_9$~Mr3qK8oyYJVaR&;NMfOa#ao!^ znZP;i(!iS6!2I4Nps_-ItkmndcOi5y!_*wBlqojtvY|dx0iC^9Tdv%t*$jjRrpjMD z>PQG0?Rg?5^P* zubak56{pUV$#-Y7@~#KYx)Y7j3L&m2@`Z!}i5yrddiCjc*VYe@_I{q3ZY|C94^8W> zIyjacFUbYb8t=>Ly>Y#`7HO#~KN0rwXYKRav825lBPq#k*GV`#M%+`vixaqkNxl&V zLGC~ATyuN)Zp8uA39)DA@YZcKf^;qWMtezFI=~_%mkm`ysb}|P#N7t$ok%|hqL-e% zx*euiQ0tHmHkjxYHPi+GA3GcuXP-^pk*;3zQ4xCxND%feO_+SDznCnrSkmX}u1@~4 z!tIrW+9{)34ReJ~^+6 zKN5)+s#LnRZ?0+WWFR+X3$C#n;rPO$AVPyXFT$vAvZrJ(2*0`Owh4)wEEl(~zrHYCc|b;=hQo$WJ4=rm#;=K>6%gv^iS59$;!8F>rs?1?RRC#skFyU za#pEszBWf<$Z|)5auIQYJg>ezT|LOiJ;?a%>1{NTVyqrH!I)H@lt52fyY!}zgw#=y zeW3!nkm02^1Kflad1#9#PNm2y_C$zI4*QCKg_2BusVf_0cA)L;mKIilG?O4($ue%B zt}1%%=PH|=Y2@nmTsOeSqv-eZ(+&xn0zG;)tf09N_;-DN(TN~It}vi=Gyqb+tpr07 z4?Qv64IzDX!*j0=^WXjd+ z$L!Be&t^H~=es}Ry{}?V?<^tO6jsg0@83#jceHn6ES#DaMIG`z5NIo9F0{PbY7i{S zp_2VW2JHr$$2IFrhYkN0*lLu2TxJS(uzK2Q&%@vArJJlhz3^tP?&`Bs6FPRNJf|uF zIF7yqObT7Udpjm1TlpUJAo26NE^tS<*SqPP)H=GtHMB3bY=__SQVbQZ< zK&gekf@^a9C1OW1#mm(5}V>k1*hh2M{;$u`S16xY(5RRO_|jTJ_zr8?C`= z{b;n9O=Y!ULE=;r4P&5aRIPgEtL;jI##3#|B*lh%ntex0qjwDK^Jd2L(Hi!4SUo$z zWHl+_8|$`~a!&OrC`>YSB!@~=c7KCYRqt(`OTedJ^mlI6Xtoju(ZF{C7=>ZzD+8%} zRxQ+vSBP7D#4mJG8Il5PxMJ@B&E|;&W1+!`h_FxC@>(TO!aZJoK4t$ zvvcLif+FfF`f|#1OM!u31!s3T%c7%qhZ$+&GsU{eAghPvvhA!ASEQ5D>GFHhbS5;W z4WQN2ye`eklx^qplE7D5>y!^k4@;B{DZ_3&8(bm3@vK#CNR(F2>^O4#s3_4xvAITG zf|{cXjebl-X}PD|HbJ)I1gyw7QZ zx+cdotA>ZMNdm& zS@bi%ynXUFdam^2uQO}yo9Z64%}zqg>~&W$%#%*;jt{>)S(Xv2x-0W7+S2nVs48+2 z)w;xo^bIuHE=t8l~!c2A?b>&l%Ov2ECz%Shu4YUT~ln zy%3iG+BMD5=M@|}>!R%1LZS|E0FQw@Pugn*wpVO^zgRwJb+{dK(`sEe-6ij5^EMSl zL?xc9_vaj%S@GpJ7aV29c#~rANb}t0{sWq)vN=o%4#l_^rFVDXXdb<4<2#H4Oc7eE>RA`Pw=q zYdBo2f4fO_9dq%SXDIVGbs#&neI~d5smyDoIVD7*xzH?#rMz!~N&|!C7)qj-d~Lnl zR>b7t<>Xvl{~`r1Bq}PV<;W*GkCnZUfxJi3O&09Lzg|bNnu1Z2aJ7MOMh*0KL-w+c zESn|1=~)Eo-W)BzB?f8(B>N`%5f5#~^(0Xc8XYZeB##H;Zc{8|07pY}J;(Su7!7_X z7`i8RO{zD{;H13c6Grm*eZ)TOE>`;cOx~GY&zUH)107AjTp!^e7s=F*t&Z_M<@xwJG>%3)*)lsO2VALhS)|NQvn zu8Uk{Zhq&(k||FGB1C;B&K}hNFy4A#e(T$&^qQ6p-3eAZ8S&{%l*vEvQGT1#&3n`j zYcW^$v06P1z$m zRF)d=ev~kJjKTU;-DR^ydQbIP->vl?I|cXRC-ufTc?vrMuClYZXD*$UA?@G7r46V} zv0H?-@szb+9II!vvP;6*tgRQV=D3aNE3RTa6Rog!4*-`D{uCzr zkC}jzl$ag=CydXBdiy6~=qc{q zW;e;FV*<|i#9SQ9Ma^3Ag6kX_nUS->%}Vd1Eq{*WrdUzeI`Fd@45V^N7ROKT>rOE| zdHJKV1@gk=(RzszdwYc@nsh5jo%Gm%=8b#Vv@)lI5?2-9~{yrH7b)=&{8@+vH znoRZr8M=lzTV6FPSfC|Oexse9atSb9s_$~pe_MeSsKS&?DjD&y-!ZtS&*9@*+Y&Ev zB{iSAR;UVa?dyK}@*0{e_PQGt<@uGqa4c1jdZc?I`E@@d#lw((J~?q%mi%;S`pu+~ z&&oX#iXMWaU3Z_%egxykT5q~Gm_MRX{WUVN<(_LhKqzE1L}rrOpSxL*Y&PC{?Gzt5MW0AemUH9fM zjZxnkjgNZLjmk67sdggC#4~CXn>CE=6xv%>xk;})Mm3X$WL#*O^?vBqg)Jcx;k!&y zM|VogR@s+N`!S7|0Noqd%`>S7-$@5t_KKK&Nm9i1HxW;pMfsZEq|fr}tdIp-DF#*G z7tMQ@QX#H6Dh%es2PNt%JwKLxgAQpP6cl(o8(GU{`07n~_3(LWaRC!&8pX>eg*O)3 zwMqp2T3UJ)Xo2d89CTMA5DHB9w-_Or3r z!V#`sXQE%7hTIGIaP=Co^WxgsKd{Erq85Nu`PJbjGLkdg^^N85*P@d6 zGO~gr8eiTHgU$N|2O+8Q28b_y>;rdJ!#VM7SCf(vV(61^)?7E+Gx$`mX2zfMl}rwe z&>m`^Z53x-aaArIVwfZ_P2waYN*;THzxq4?);zy1%P^C?b4t=C{2r3Jlfszz=-YY5 zEBABK8#rap5)s$8g7adbvMU;iRf_OMXKyURlqIF;~3fbV!sGB@$R;b4McWmL6B1 z*qk^OIXbk+N%MAG`ulJZKbsE6pXvFqX24THmnjodSJRx->q9C>Ql<2}|?y3Rupk`V#Qo*fO+$f$-rrS1V3Sr-8OTLq^!zzsz7&r%8}{9V`hvzoPf43OPnG1d`bO0#n@EPH=4}b z8jWW67HLMbaspp&Qr4@@FyV!mcF=;^Go0V7BzmDBV-{TT3^XV()>V3i>U1u9I%EA| z-{YRg4y{v{fbQdw>nQc7{)W9JbmKJVOx?gQx`jp|ceg*&l4z;v_c$d4hh2}7fX^BQ=}YBUNE^69EbjUI7qWMeaA6B_ zs)<6*j%X5)p}+0R&L!!aQtRh%_O;x4SGVTWk7S~|tN!bvqEq&u0D46T2^6 zn=ke2SxY;44qhPe+Wrgw9{{mHPQRHa+NrXu!}wrfX~|FGj2~RA^Af;uY&q8%#_^Z2 zJNK3G7cMPIDQVRW+CV2{q{tByTwkNSq<35fyFqZN@=V8BX!B3b>3cN8Cu6CvItN;V^bb)+)@LI$#um zH1aG4!ZsY$M^|B5WhZsflkHN*9P%P1=|1~Z>Fhl#iwJMRw^)EY)9md9zAoH~zt&g=iM2=6j5GS{K5_TXDttWyvG^2DS6FdVS&WOb9 zLHbdG0iqKpNT!g5S?WqWOp%Kxoh_wbf`xgd*yuT{ri*k3bo=%JRGA9U}?jz^^> zC23GvR8pbA1_%`+cY$Ko7=5lOd55@*OVkBh+!!cudPv%KJ9AOxBV>q@eQT~`nIOw| zT+t4U;OwJL31r*eJ&Jw_OHoq39T3}!^;2JVf7y?fI?LBqT2}9vAKz|NkErE8TIFF&-v)iu_Rc}wc3NVsyaH6ACy0nYT9HeW5OsZO0ox?Fbu?7V zoa#V?pPG35H==71y2FTT5I_h!A;5JZUnAS(YcgtJ4%;m#sx$Fc5c7bi&k}auighY6 z1o!mXxGiqld;r?P^cC3JlK{Y;)k)Fm*oASgYlg{wA^;k;C)Cg3PNhgukf9tMskH8| zx+mU@C23F_M6s1ii^U`%?;7ordwi??~}E0Bi(A()f5y z)s@zpf)DQR�#nbfn6lk7|zb0-_0zdOsMA%DuUz4Z=g{rIB=INuOD+gj^0nfT%RR zzL26f=AUlsu_AkKQUR4+>T$cS(ZJXW>23c2-Y0Rfs6F)nYjs21_(ceI54Wt zI8#Wt)Sb!tQ;BeC5~&B)qMNxu9LDteE>pA+N#AOCiy>BV!Om3Ec#fvS7p<4t9B&Ip zxIfB@;?SYLindXGiJ1e;kM@N|CgmiLIG$rBR5>c-dyXULRO)SlL72u0 zwM}&JwsFW%c-C66#EPyMA&Z#V#Ewt*hY?jJUgDX0G-7EP|^Q}f~v6DD^ zjiTrROB(iHsYjvqs{Q(Gu?7`ubjqAUq$wq(7$f=r01D`i1{NW|Mx!VRz|iCeMq{&hQgcCVLX?w~c%cF);pV=-atKtix~Tp(yGE~<5ZZb6y#j(gIT znw!w;X4crD*!`Y>5Ry0`4iDBnYdiS-N%qtb&A1@I3U-#1;_iu?U`YfG%}M@Uko(UA z>YMGr>>7T``n=BK(zFu6@zO%SVm)~slk*hM>np9cmKnPq8WdbYPWn~ck9w!Igk~Fs z6?n+<{{UqZPa`Pi*HtM~lA?5}BVap5)hjw+IOWp?8|$3k`EFLl=9}050BG(c=b1%k zN}y`>jwj!mEWW#iso5t~lBxBcW}yZ{&CVuEcS=tO%mjWh{{RM-&r9=4+*Z4F zkf{6D1D^fr<2p_k4>aLbb;?%p8B%M<5+Mpwh#Se{^R9JfJ7$T8(j(QuA38%_C&yNG zsfNMi>UwvbtF5k(VhTVjZJ-Zu39F3h8Ztc7e{~D4)dPsi;5n|*w1k%$PoxpQ;auy^ zR&r9CgioSHPBGFaks)i)Q@To8C-~G}ddgQBD=sH7SvJe=HFm>gyUSf|I22VWPy`+0 zV<3v1-6?E^n%w;Sij9{#*}JXMKl<)Y_Z6uomw4Tm^Wn>KeJ)2qX`twSnV#Pc^@G-d0`Ht=eeu zi_C=REBl}*Y@-111xZI8o>vAkJRgdETvs|~>U;KCJ9ZhV$kDDyk1Hhq04nNdE$0h> z7Ljl^nFtAhYgo)zY-OAZ^BlUjapYMcD_R>NDqN@}08YT~-l&9GsQg)td>@e~mgn&{6 z)tYBf)HJ#v6ctg`QynuBvNrlvbfp6A!+iFY1NGXvn&~~cb5oaXnBa!ze@d}pT|&z? z>&38(3`H&DctX^bF?(kB!#I=xSEc5O)3NR&*12*IQ*g}Fb}TVGKlE@>J{{98c+4gy zd`Tfm<7EIw{i-u@qhs`B0;O%bu10GB;c>Cj{5_$k;+F@VC;$^(Y3ZgCl@AqfICtNcKII5?>B?DCy}CSzTYK)e3)ZN{{V1R*AUHlPXT_>tZNW%#9t{$X~ndq zB&i}uByb?}MvTE^E{&s?wkmL-EG37vsOlSe780mCZyzcpyS6i=rp0M=gHu&1{{RBA z!V=2yTbn#R7cPbn@yfzl-5Yx%~EG8)t{(gDJ8|HZMGt5BPgo>cm)V#!W83)4xxLwWl?hac;t14JPe1sDckO>;SrhC?l zZ|&v5Wg{m*S8p#KLku+8an}|=N>Y$ylj+CSnX$%j98%m}SYpL3(Tt^YH z!y0XOw@or$SwkpOs7jqs1n59f8jKDmytc;rG9_*g zm3k4bt7PXfC1H4j*SKZIu#Gp?s%;v*H3QjfWfi z)Nx+kGps44u`vGtER?*(*4)2^KY3+^Vpw~ZxND1Q>8tcyFcPFINzk+zSvabdM;f#n{aur`{h`Mlb* z*;*E8G+>R^?bS}Cuco*Swl=&l-zMVmHcD(i;VB@bsHr9hDiOgIm)ZTIF%;trA^V$) zi${{%fvbxKN`|l93v8!>+ymTH?^saBQ?NT665jcEYAr8ScH@g@#w(Wer62_eiQJjq zv&OnZho$5?_GQEr<7i3;g=*Ra0i;BeAJ(Iu<1DYsP877(xT0>C46jUN+;0uf77N7i z+ZU5;)zYl>z7mq+(v+1D0Wdt#y?Ij|&zQz#ZxnYEe%0mLU6e6!Ey`R%3(86pC?a4a zZ|z$qOU3VUCRe8XT>QA=Gkpfr^=J-!HBU4_@tOv{@uudOiUVh-XBfa8TP-ngY92}#-yVxl=a zR>wxl()yO$ITeKUVZSD|->HU9uO%_YzF7UGZPN^>w}#>AVu zx6c9^Qos9+P?dP4ET%RCl%6RocodSNPVpdtKRSidx!jVcWGs(hFt09WEDfLnF#DAd zIZ;Y~gwqS^4YC1C7-9zByzwWWVN_QhNJ$@f_7gP|jOI);1wvfExD1#YTjgs10A)S@ z0EIB>alub5Xc;R*f2bE_W5TtyPP4#iN~-oP)my6#+AVtz`b2CGrW+;2(pq(I&%$=hM+LQoJS z4S+Hz5_#fiy~i{}h}_4eIVW`qozhp7ab%8u6-W41AC`Q3EF&MqtSxUBaK*A4@fd$c zg3{DNmg08{M*xB&aBFtWgT%`iq5y(z9QadR;Y|5TRFtFx z1Ox9>@d0qC1KO>5usSe|x)*HPLhMTXR_+qubyAdl(Ys|K2?|O5?f0sv+)T#t^{&c; z`Cn4GYQ5f*D%g?1AW~JxgWt70sZ6C%QYKG&Z$e!uLQmdM1Kw)xbd0K?5>t)yu-x-Y zEg^c6pdnBc2n8g15P7BFSYBZl?_pSj3S#2b!rQ1kr9+WODmsRet-I8DY@?ilq{Eng zAw*r_w-zcFI2-6`TPar83qBg7kd=ujKE_k-DeN;gF!jm9@f0r3`2%}*#)XmUKXqf> zB-d-(paU{FnvcX9x4gGD*EY=DG!Cx~#Ox2MPbfa=BA|5{aKm>VieGCH@~n*Aq<{em z`5NdCp<9(|k^tJOS#5;7h+AQ-;%m1>!>MjA{ON9Zg^kGn0B9ebBR%IP@*UY_=j|P~ z@e3%vm4;N{Fr=iBxdy2^f=9{Wv~I38wT+KiIad`aCxs_+WFBd<;zq&*@fDt<7R`9l zJZn3q+ihY&O46C0H>UppR&#yaDg0C<6%K9>A4;~%9GtztDvrG~IAcj#1D9-~N}WiK zNl=R9cNoLc4y-|x{{X%!ng0Nr+(SqY;;k&IIa<}<-c(ru~?qXSR){*SeqkHFsYBixSh{geXxJi3gE|)vTKPQHNyx{cN2MChJ*ks zrJkK&iEyjOx?GMmCO?Ht+f6Se*-;yvQP?#$?@%ygAK9Yed%z(OC+l3Q>Mf)nhr?f9 zliY#zsnq0Lw%QWgw$~0wjZ1l7j>J>UWel){&*-L=Bf5&C^Qjv{M$@<{j;*YBaH`7c zBbuSSH-AMvx6Xod-YBI2Ep40M`$WxM8OwMIG?d|1fG4qTezn}z8)Dd&?3hRf2kga2 zDd`)-R4$gS+__R1%^2;%ib7D4*d-EbPTKzf9&jWr*ZkWJEk^ZswrQjpZKMM;umU#u zRGUC2NrUS>=|gGT!xcyP?&a#AXJwcloowBxM{xqBZLlnD-6Y$(2;a=Aw6F%CRXRtl zciV#|06pj?Fg9wa_@u_~KXqDTE@G}E6K;gb`=wv;^Q@aY^z-d-i`QMq`SU2dhwCM# z)neNhNJQ-+NGVdI(OcJ}8vCLIS8FIT4&L=jvOj2UkaYZ%v~#+R<=76-uIs}1mK*lP z!0u4)HPyUF2UBX0ws6fcw<%CaPv=!j+@aPSUDe%Ve`p-e@pe@2fZ~t|C!LoY{HDH; zG}>0Qp+G4GLsC>VB=5e*V^AGM>1IX7@ynH6<-1mt;6j6zqrg~{{{V6aKGnnBC?;fs z4=3im4$pRiSk9=x$Dm(6RnokA;i2)}UCz%L1cQDE+6s11B0)37PT~0m>cOzu`iGt0 z0Pi@`(W~fy1$sX=^dk?$u=|Wp1IDhB8EJ18E)X1$k-%DDkEpECjIWJcpsLc%R{(AU zFr|G*GhFnMOB=UcR5dWl%(EC(OFSy_&0$H+nW54Q{?{0FVt%GLsoP9b7_&-47}e?0 zk|oyzpHDD9@F?zV-?4nLeQxcugzSggEvT6EG}nf(2CbvDM&j|YQh^!c3SFG*nwUxO zv2>Z|U9(Ca+@`yj>UMUw*%+0#Gv=~pN99$$AKj1!t&J!$l7gea+D|myMJ|A@HvM1E z4FxSvVb1P8^^!l8bv4$!=!n;8gRXz-k^B@YjFhATBYEDG5}i>y8I7qjQkH_W2Kwom zhQ|rPSLl2v2k>2Wx7X~%1i6;*g+jFmQ^RjhykfJ4SS12@?f(D~PJA&YG|27*zyfK( z#Wb;pfVB30(3rYTmolClzTR7hhv&U@H};CXA{@z<#y1guz5f92R!%I`2vHF`gWJ-a zYRSbRB`OiC(vwljUkRma>H9?_!B$EnY6R%SJAF}5eM0J@GwxVMU$?*|oNNRgl6R6or-h-EKq6z4&*e*~or*j*w{W?!f~;c42C-?hurRAH zhAJT>x}xfqR3LHY08aZ-@IMO-#jv}()UC!WFB!O7ZLI22Qm~>D3P6|yZhO~qZG1H9 z0LqNP)FX;@76hObG$5#H5xCpuNx@DaJC(U7uX$GG#}>Q~8%DJ$UvZLmll`GtCU3-( znEIxy@od>midx)E-zL;whx8}|B8TwSp# zjft!|3X;ZA#e9E=QtiP6m`mQI{{VNL>t^VNJD2h%6^vTuLvX9B`{tZNnP5Jj2@Q}W zh=Zt_sy4xGJnjfPbIo-Y)QAb~%%7bB#2lwOFzt%bdZ(PS-fQXpD}ZIN>BKP~1+;kf z-U@Vw0+e-`0s>+y5XEwiDRGx@OB+i&e~h(V;_n>zfC1Ft@X`s{P$!RAtBYHi(sg$~ zDsZ(BG=gBvormX2=egUHx>(rO3^!#`$+>R#4$OE1xZ5qG4Yb7V?k?7qp-00?f|N=@ zk_1E#TJ+L7i_=xOm7GZlNmiv3V)PC75vPBZVn{$M8b~5HA|#!t{1yG#Jn(1v3RX=c zJ<^#Z5zKPnt2fw9&F*H-ILff*&AukqBCI(+A|*~O(ctkVCIs#Q_p0TFP|PeX({+LB zTF_fgttyF;G8MP4HKVN>B|2dDJNi*75(t6D=SZ2RWRsGm05oYFBxVeoma#6GWrnPC z8ZC1!31nHh!&H|PmrC4H)ByXaaC(iEG4jo^8{B6BAE6z(Eu}E>^sYfF1Ccvy1!)dy zK3OF^{VIjjJ9h>pXLb{*F4~sVK;X8h-?s`B;^#b!rZuf^3Kh(L@h!O8E*wf6jX)9s zAj(OfPSIDsl4s0o4$QVzs=k|atx8{tjY#n3Tng{FCIIghnx$=oLevsc5~xv*^(mJz z2JoCm^s4Pyx(y{-8gre;-%iAAJ$sQz-C*houhH&13(u>__*9HNSBboC z*m` zxP>&QUr|$Q36ON8Zm#?anN8ba9#y7hHY3uN@;XO(lE)ik7y(6Nm>zI^<9L1q_6Tfo z<{GxV@ot&cQqzHHC{Z$lBXT=cDIF@!$Z={~@TpJ-Y(=vt={}XFd|7S+RFX$N^uLT* zN#{`!8|-R4l>7iTS;6UMY4FRAUf^v;@Vn(0^x+1hUCB4hyyH(}m{z8CA-@^GOisig z4{Fh~7wH%58&##V&Z(yYlmlv12#JpMPg%KIik)nNPUIwy{3*!Ppl))#&6_Q}yjIoU z7VWEGlr-QzbrGsnv;Zq$vHLLGyvuLgXLdqVfT7`GY{2&8NCEaCZQ#zC*Va+ks48fVRb}NQv9L;HhS+4rlEsc|*DDaZ9H8}-EBoiKO zHZMN?%F(Bwd(uJrcKmt6#stnHDR8p1~lFk&cHSLTE z4(o|sEx_7Q3&(MF2;BH=qxl+jzMbVDfR`V~Tu}x|yKNo0*{YYl%^6vefBmJy)uivG z!lN_B!``9a&v{*~NJcIk=2X)TD1QoI-A%9xNm(x;y6Wy6%S&37!hSixl#nA}n2Cw` z%}Lr?W&ASTcDR0CvS|(^rAcwe9FZU1RaIBiT(pMuHtp)?fSY2U;ze^OsW?l72CZ+_ zRv=0cC+Ft$q{jQBAnlc--sYS~7rScX61T&ypF$ICg)YephKU|R2=fnPF*TZXLp54r zcJ}#x-xN_6xPz09l&@fk^%l)Xn=w+^XkCP`9BSCr23KMK81ZklnZaI&iI&{Dj!y7EZf z1#tu!1c;AgP*=B)Tt1~C)i#zyw6uUUtPu(yD)sul&z&z?d^O=Wr3HF|e@MLm5gKM^ zPSecEJJYRwpZYr5G#r@H=ao5h`jxi(9dlNHDV*(c(H*BR# z9w8wvfJ2fenFRf7wJ#;L2n#Sd2mU6i7}D+fLz{8Tn(c+dm}0I5A%!Ki?wfa$_hm~ewj`pQA0*<}q@VgZKax>dvO@6vByhGFRU6nI4gpt|?p3Bz29Qj^+=?Z* zuujmKFX{9T{nx~D2Rt|07?Gt?iFWVU>pKfIsEaHtj~t5$z!Q9PKE0{e{>p)xa!VHVL>Ajed8Q8YNF9~q#s&9e?Tw!};w z(kFg9RhK4oZz<&WTErBGv5ZZ$1dHqN7NP#aHwoXq=iap|$KAO}O0^Aq!0u>TVG3CB zT`JQe0RD9Qba6%uuOB5&>ooGcu*7!mxmjs$6p|%VGJE}d*J@aB5=2jW#rnRiV-)Ki zPrz1PXD;9^ew({O6r?8NpyTTF=VVxcUt#@xgeV*CmFsvp9vEu;jb@JN`fsiY*Wns^%AB?Rc$0Vi`o zL>Giia6Qu9C^`uTlbng-gq6#w!0)mdA9jPF}lz|i>IF+Ob zfkKiA{?MU95|smJ8&PU0+KGN+1nuocJBiw)!jA|~1HB%ic8{$TfH&M4O#U>8336g~ z+iDwgrhVxlTYJ$GM&Rsd$wzg=m`1D*5Jxj?=kPUvSTfkl`1{S++dXiEwJUM*hgxP% zrM4t%8i)!Th$C+G=p1D_@QdI#n|C??0A{dTMPcd7xsj`%09p`X zZfmNs97gY$T;<)r#A)~y$D6I4v$4R~{U2v+g;@CER?Za{l%h2)$@{9=Ac3*ws}a0S zTJwogtgtmN8nwRg>^vO|v|ClVPMJc%-A8?u-m1DmDbi=twRaR-#0uo9z4R0e5J36N zZBkiY%F6pNVU}0-pAByP(`Z|zI<$hJ+q~>PwH$&7+IRIGs!uD}yNKo-GS!=38^pS6 zQWBD7AwZrthzIaBEl=`KZc`xML4d8jYQa}wi`rvPzii{!lP-r8!sQE7N-0XG*F*w6 zQfn_}>i*TF{Af2VgoSv`A{L#dREhI#-9Lp}bN(LI6OG=nWb2B7yJ5C{JB>9uL_a8dvcgZN##_{b_8Ph4=;CRK#AGR2F zB-6eH*|nbxx;F{{?6#JeS~YF~Bamvg+xMP7!`@q^MPQV^$%HBd`H*)>+q8<<>Atq4 zy0}9y(I*%_tDov0!}`h!V_!&h!_G$|=A&*@q`spwqz}fa*_P?+*tWzLF57gkZ0$&BE5EoHa`S~;x{Ru7R@**+_i`} z91IssOr#%QZ)(vn>$2i?p=KkQ1Vv;vue!^qaso-*M$kK-onNq9#X8bMb1MXh`F?a) z)8J|wB(~I&be+n%CDkZyBZ)q=?3E~k5O><4*tzi1km9@j<&X#GT@Pb8WwJoH#cW#y ze)Y-|{Og{Qc$j?7$J8#KDmkRxttaSIt7MquL6J_Rktc}UfO)6^n)1REsm#NN9s4{L zANFT@U+czKDOZDx2T!9cxVZciRV2Amv)*|7tq83b2kgjPeuY>H%2I@=89w|9b5eZM z5)ZFxteokDEDr&UQT?ElSgsGtR8TpkK~UCO#@tGy%%+goKZ>f1m)mrH^rP;y;ptn< z+curwWoRohREQ}AQ|&E8NlcWQsf@>qlcB7qbflSr<>N_@n5Cx~%?|1)z_9khfZfaD zsQM)}N&Qu8kN#*{QFI4TOT{@?YgL`dQIWU3cQm*jQbF!2gfV>H3QAFevXQ_EdC2_5 zJd95_xxeYWJ)chx4hR1Ly+)}?*4DWH0A5wreid~L-}15ZS}Q6$8Ic>!ciJjU0t}u; z^_BcyY*6#(3zQOn=xtd*{{ZbYYhF6x{kCz(mJg-KKp*x}Dx95vZW}ZbugCZ?e3y5Y zkE+<&BtcY(0B$y}wv?@u36DcrK0tByb9?rWVpsP_e+yHZZmw473QNfn0*nI&Hmyyf zNlyEycdm}xa*pjzDkB>e=3Pr+o2KjCK{?Bsq?t0Lk-#9-hHXsa5=4cv(zy1hmP7=R zAR3p=Gx|xDjt#44pK8pz4?7C8VmV{S$y75#DR%|GY$s(}JS6e{tkzA_#!9YGLP_FG zpW$03FqAJ2xNLwznRIXNf-52EN!9MzI4C5hQ62K@;ESQX?G{{XUdOdpkdk`z=WL{8()OHAq@D47xWjWO2I z{YqBe4|cB(AY37Om4aLiw%N&v{{Ui_@rhs%<`D8DzlfpvXs>VpNrHA1N^P}BEuhGQ zC>zs1E&l+iI9`A0ULO4{${bo%hQA;I9}(M=$|&5%tdXq;4{;a`r8^HdR z;`L{IIi)2c(a-_k_UIoS%Ab;Mc)zmBic~@(C z2|JXAzlN&ysmfVQ4L_>bFo`4m0iJ*C(<;fCFHj1~cqD=p3B%dv*Y4BBsmHo!=gsFz z^2>cg%Z-sN-^#maY{BGy^*B0{mjD`?zSzWsAdR^{dusIo$hjE#j!wYI)&BsvGG>3> zrVmdt0?0q9SQ#)t{{TR5Vd=#$P7}2#G3~B{3%DKIRHoh0I@h0-}M&%0Lq*BQ?tqi`G@qc zF`l92eUcr&1~wlJxgL=;gVYSO8iUuVQ2zj{AM>wGE2X_UZ|`Jm205RBM?Zx&j+u1s z6{{m)kW8QSByN8ScjWRO91?$+Sl(Dynnr%g#K3y&4_}8r=j&H~l(CSykBwbnSiTb0 zESo!Difmmnr1)oAQc6fyeSsbJt$|%O>H1Y8Bj7-*V-^kn0F_8#Ia@7Y7Y^KDnSTz$ z-E{$_xovKi)TDEy>Fqnz^!ArWAalqeRjR)>Xp0yKB}U=hGsqZ988~)M!kO?KTg|B3 zg{UoQ(xa(TcMu@R9e|?G87Z94lCey$go`{m+uL-o)1MBIl#rmH2uP5Vqz$Uk%1)EN zr47^u(qbmH-2_Bw!so?I+Jm(cLh^0LO8U)}TU!=*Je%pHSJ=+B#|?>{7*En+R_0lP~T`#+w-iqS|TSca@~&o zI{*%7E5pt`)h7uHwam%@PM?HyZR@gWpN8r~#30#bm1@`@0r)>HtK7bEBgAmd=ger7 zUIZO(0|SK`V6(USl!vHf{(!tRtUIVFw^hTKW@btn3R2dqcl4$?1jGRwlU3*MlHn!G z$AgeJE-ZsQSGzO2jxmz+3!2tSFsrlAZv}PWJG}{e!%3KFp}#vIR()k7X^t9lwXK!z zu4|m(j450X8q8UH5x2}Z72Vqx7R!dNl9Hk3B2r4ELH@}QYg5ht0BCGqK6KjWBj$V! z4dPc9HjaF4y7V&Q8go*DnkUM$34)WSorPyv2F2`m8T|nL)!H!kZJu`FrX13xB_I$4 z?KKyrX8!;Xu~YKRm~^LFLX0H9l0S_=>UXvwA>gaxW|x)@RQ7ybn77J_v~dnPtOXBT zEvEqF?J-wl=df`4d{-U;&vH3~3$rfe|$ z#O;x555%5%mK}3R3tL)zQ3JTtp56P@)-`!;gyrLgW%ipk_{vbL)k2nKwFRd_rVur3 zW46^;Hz#E_paQV;rv=Lyp6#1lTLQ#Z5cosR3~g;Pr1LSOZI1qWx@F(9?q1EvdlAAq zn{Rb#<18h+YZ9j#Mx&)G4lEf01jg|rn#uAei<_m}xefSg3kQA7j>m8OYt;Q7%61rI z7dQBR8nl<0OG>+UT9)#)Nk}V+NFLB9YPm+nzD+VWA!l5qdm+~guvKEy?6s8{a2w3i zjXnn2TWyxN`NEA@EI!XYF|$%stUD38aWYDt#9R~fPLW!gtyDyY&fHNOXF!sJ99H+xmQ+Izn2vkh2Z#R4`wWIn+EMI&~+sZgA=rqCP~|qC*Hd>$n_+_+PVe5&=7a- zY1Fb6uu=I{fg@Nj)lkJGhb}oQg)Q%Q%yOf_I9 zHi({7S;MWLUyS9eE-VcpN@*m->?DZ-yPC9GQXyJX!2@CWS7SDTDcr=G=vBUuVkG<3 zH`KQ~Ef}dCjmnNTO|3*|2fq9K=}p+Ofv6!Q_S&S9!ccWjZYax1&`g20-;F|Q3D_xx zBSz&i!)XXGncIpr7LuTu0QyqZ;UNSPl1TNa_b%IOR*9O-C=?PGcdsX3AdD-GY2YtZ4(+y*}l_TTYa7>F->YjQl$& zXT$~vCz|R@a<36XU`I81leObY%`iSa&nwG)ak#|a`$%PcG+nrhXR_O`_*%TGa5zCx z9rz!GdMm~Q4Q)kGd^Asg-4*Aqv$~=7vgztzlW~>tL_p$DvSPP8x7IN0cI1Gj!1bNE zq+#3iB+U?T7*H@w%_a9x8&>A~3PUakUqq zov9{807uT3vKKxs3BxYJd)vAH0NQH{v+-HWxs}fX$>uaP+o^r2bZRCR+Pi6u_^sOb zYO%Oas}2GG0A$ynF0b$Gu6R{T}BKG}xXhF+@X&BJqG%AuAE z4v0c@spiiLDI?AMzynnRqMeLHab3j;%pr0$K=_3jRByD-!ltr2`1QVLv%Jfe%ecgC zO5bgi7%NH=RJ4zpWKo2b0Ut6fU$z?LBNRngHCVi@UftbpM z5&S@=x`&x@T-4SZisIO1t(uo$;B2w79Z!g$SErPnQV8`G%aAUOhGen57O%dR9BqCR z2rF@CT70QU`^r6qclB2K#}iH!iQ%oGwl8pzbX!l|ZO0s1oJjQZ5=A-E4-5742@a8@ z+%z};0Bk}0V!VH?$ixlf{{YqQ--p19Woxb4zpTei=bP0O}eer2^%ajZW;Sh>1k z3O3Hq?k+W@O65T*2C$2g3#b~SWkDb8)*YdsU*c#T!suyad%8-rIPHR>pHTRtw)%nR zy;ZYoNEnU5Q3b@E^q*M#YQ*A}w}@>ZD5z{|x0%X6Oxy&6q?sW^%)sWpv9~m77+)D( zz2bf<3eIRz}+Be-!31z(D3}Blu%Nkfmylb3YQ9; z?dYOve$NEU?1YPK6AwV`{*Ir=imzaI$z7{HWB#oWXTFhE3rm+$2v8r&}l z42P54uhaT&oS=@HH#QcJDC|8H#kIY&QQ=!Mh}+268-5ko!-_(b0n_X@sMI`^?K>Xx zU5wl%MmB;Z(>W>kq9YDaDwc38j^%V?Nc%tS8DzDKxNDP)UOx zrj2CxP4;%TfV#mupS&hPr6iHUr`ni8iHQB)MFOp5Bj0~oGEx}Y7gp0FV;oV1!b*n& zc&1X|SCw6d92!~LK_-lp-3iUqPM84pG_b88CIlZ^=1P;RdEbg~xRMNRd(s4&RGv&+ zXX|8@k2V!_J)}6%t!b4Y1c`_hj%5cBo}gixQbARX`gi#t{{Sl289rV2F%|C}4d%4B z;7a(T@scwaQa|DXkwfFdI%8mCdXvqUDNEK0OnI#kY7H9#0UU4bwRh&#E5pKF;3~*( z@-?M+W;B(=Smii+hr}*YwiXh31R2}+NUU3@cZyy5K{`l~N3Q<>D%Nh?{fbAbpvR{5 zgXA0SIM@UcE~p3`Z(Oxt!`iz`bM?mM>#V-CrojrBFel!nluwu*-Ti94mR=5F$erL1 zoYcm%9Q_4qvNBp09FhR?pVtZbcBO}8Pig1S*D6+dJW1xN*}thc4o+KGd;UHli(HAf z!z@x9xLE$t?1X=LQSzjbqA`~oC5u$23<~Gs`AP0M_M=1QCTG?wAH?wk*na3jQ&mLmdBb;CjU(f3 zsSXzA9x6#HOl`3OXerb%l_|no9LmT{el_H7t~H%{dj1~mpHedo+qVFMw=dlVBtScA zgF3kFT8BmYE0XhuNW(KWW3jlzFE5!(uBzhc#f2#EBo!UaK{Zf};Du%yBP&DN?YLU% z^9Bf)Qp&NsI5@46gL>4c`wdkMf7O1P;f^W0{Plq}w*K-yH7Zp4LS)uM_K)cvNyzyP z++!}_HkMDfaL`+gplZ@r#KhD$K(dZm#`1;D)+d77T|Bo|(OZH>fD)mwKBUq|F_qd{ z6Xm54Fv#P!aJCz+zI2w+B}X|h?(rWul^s44azn)+7P&s6_rIX({_aV=voXU)ywhF)GHw-B(v{DdeS1u$2I%r8<1k zAiz9N6{O2;NJ3DE2kw9b{Dmo(ln7p}L><76p2hOvL z6(^$E(Yz5(2J$X$xKi+?Ecq~;MDDwFdN#R`eZlN%J38L4sr^H1AlVRd{#kVwSkt8W zAG;f(+^dL3C$T>vR~b?aTDz?ID4Z%Z{-0EwKN0&u=Nl`0Zw=lZwKn$0fXJqb*g{-b;Vq-c2DK=qBj-JQ3ppt*S zW3^IsM82z1DrmFr?603@>~}b49GiQJX4|`qw%f!M)s@Y`1=X|>=SfhFK`VhivMXQs z1QG!Ud4Ooq^*b~JeR*6p>MDtR9U{pVr zG#*qcY{G`%&&rf6l@OGH>;+64bPb6dP(m991W4!QNNZeDw%)pp{~@9e+rq{25BT^HaK6Nzb ztbcUZP%!YbzN)b6eKgIEpp>aNJ=738=r!Qnag;ZT+_c&>p#=gbeUOlA-<@Rv{*`97 zE#SKD6!H?1w5L%qJCXp~)QPVG;y~Zx7x&iaacy|&QBqO_4hNUyldzi4u9(c=we3{G z1{HGX#h`N*#qXAx@G$a(&#IOFLaNAW-OO7VF6t;l7fL}N+5^k<)fIo~lOLe4j7t!^ z@W16Y(3B@w3qnT{4*SXD+Ou1`!DWAmFr+BB;+$-O$VpftNaRIZuEaDkwDa>;DdR7w zd+?`m$B?Y8lrYAWWvg4a*C~xEapCFg58+<1`!->r9Vo-p>nJI8*OWH|6oo+fcdtHW zUXtftptcC@a*XXY^dAuJ5(mRF|Z2DXe4*MRiP*XOiAp0 zD2fro!6)ZbYm8eMb6&hfEp5PF{{WCR!Y{7|&SK9lfB0nnaw;=c$8r>{pnEq3U+x;h z+-Yq*@JeI?2c>hH>@yFy@bLB&w3QNLVt>rmdwF(;P?Qzjf}b*!g_M);I<~I68>Uj% zhKxe!l4KW1CvG?HDFoD{d4bAP4PZW33@Zhmdt%{BvqQFG@ujH_u$zRb#>i2CQ!_Cg zyV5RkTbF-k`t*gJlMsJ8#MT)d~2;z9`2Op=-VzaVM|^xLjE zR4u%-oN)`bQb0p4q`?s*Vpf6pR&$6a%fi!RNFHuh^2R2+aG=_?g>ydC9LF0;CB}~4 zhIgzHInS^715u3h^5YXie)5^KT9$o()qno9um1p0)>bM-zG%sq&J^h&D6Iu42juEf zew2U^pNy@_;~Ppq4WyX{35~12F23dK{yU2VAZ$O+(ASeXkM^OtwY9l#C*f(e4TU6K z-f3~}(WRl~2Y%$8t7GW~cFeb#FAllJt{b_yeWa;tTR|#Ulx|=OLJui1g|s(_Fyqao z4h<%CD5@jYMRuz3Dhbeaq>Z5RDzk(>#mf%eC@Co?NYrF|)@#8x1*p(i@Q<~yANLj5_didwT{i%90bFCm<*_m_gO^|a% zgE?<1W;-k&HC&~ov1g51y5MLnI?70EWi2S3rUxdjK_~>5Ds^=3ds-M5q-{$UcAz@2 zgoN%^U{f}D?i+mbwsw~uBHKVwf&0F`)#bjUeWox>2}rhT@mSs6!wtOIv|4@@X;|4w zU+)9I9l;%|MEf`2W^BcjuCwN7v})7z%fUEn2oa{uy|t2eI@d6L6Yo!9@m+uvQpO;Q zE<3HUFQ-V{{b{?0li{d|`=+>(@zRo1Ppvm`aV;tpx3yX@U}aHlPDlylm_lS82WnTi z9Qx8hA^|%^86cP)y-i}flDArR2#F)-M51C(@SsVbaoU03zW(&osU&SOX+VAekw9+0 z6hIFD06{<)-gxGOi9u7^Xi_88(4h&yWYV_U4L7*$M<$+{fg)yr2brKfeP~3@B3vRS zJJE<9pM?%L6g5(`cRfbP=A{nJ=t?us(bV8hpP+FM$gaV4-_#=T#H`tM>z7+<$)MN7kX+J1 z1nL4*f>Wt8z*JR4fD#EHPQttDFXV;CRsR4mrql`Yorg14zM8Xnb&tJeV4|DroHp&7 zbqJ8PBmzYD(p6PeD@t_`Jtmy9zPiKio4c~Ob%&bsHtT9BQc2rm+i9uijLR8oc~C~;sU=N?>Fud03i{VaO)y(*e>B@+7mvQ%7cLB_>JRdH(>3uOREj7-fO7_FnV&dPKHL*R#66=Ug)TFJ(+yE@BsA z;?~u8Xu;kt6*&E%Y4TL${pF=nl_-7S5~Ini1=#VLDjbDGe5-cq9$!WamE6lnZteE6 zjnZteyX&c1*J*cZR$B`{d&5#R`y`}xtS$9^-5rSv+v!-=l3mmg=ZuB7NI(8cw|>P$ ztt#<`k-Ag~s?KRi{WR-|D3pOGxDm;#HNr|<&=f}DQ|VQ#*0#TEpi3KNvFaetS zy5GS0FO2TopPGUMrL!rLor+9uO+a-Or7Neom1+qDVUGa=umGB#2-1Z(R1y%WC?2Q0 z)qki3C#U(4iG^Wz08ak^x@p&un|$BxKeBI64L3@Be_MZbV#^qUQ)g%v>7NCt)O@j^ zRm$4uQZ*#O-Cp-@jq&Qkj3IS*sMX7^T{6u)9SjMaA>Mq?sLo-aQW0 zD|gb|Wi}3C7-lDiV=XhgqQ(7WZP*F?DyQePZ2f;;%aW?STUjxL%H2x8;wk5PJ4isCI`nVTwOSuXMOp$}Yzcu80H zf`*_czLGt~OXGNkPwBnuI2v%*^Nwr0Alu>A$SO)gkC3P&6C^>1B*;4oYpzudlfW=I zN!Wkqg~F=*(7QtADkKOP|adjS+gH|rd?3U!z$+Im{RQSEzlCx*2icP6bJ?&kf<<0+N{j$ zof`zzP+^_$bA_Ex*YuSV_3rX0_>BbLskz*@dSiWMM!#($M;tt^2&A6mom zt`6>9>IMs8b+yODUN+)Fb_c*--lx~)TWS_aN|O;0HS{0h?2Vez9K*3I=8wjAIrr}s z-P#vOGbB&eyYq2Vn0^Z31ch3tdu&BU1wjPQ;a&NuS}=SG#Tgy~#{IVyzj+u9KNaWJ z6Yu<$X5m`fnK7w7{p-(}IqwHFI)u5hZd}?1-gE2nt@`D9QQ`!WHKSCG{`GnHFD)%* z>xRfXUOhga>kp^SxjOHCtF^WavEh2}C^%JypvT?=lNCGSaH!{qimhbVwc)55cLRE! zE};;bHW*f*NNU*z5)wOV9%J*Z#5@wBLeP%VvkCVk_J9feO>?!i24|db7gIw>DdQRB zr!jS<1H@92l<4y*N(1pds;!taURt%WX71x2utRMx!z%GX0!G7cdcpde)~wal9K-sL z(rZhXY@2aO58F347jR&?sO-}|gvY5n)orh{cUkX{pNnqM2{5G#jAnQFBoR!dbH*Ij zlBTOiP~$75@7 z&9YLq*KmMS9-?G?xvU!>`!?rnvzDWDm1vPqP+Mz;hNQcaC_trIo$YjVA34p$b?8 zq(WvUckMJXDcL3(J0?$4OW@_ikV=mqYTH|UH7wd??N=qktSFrc9k-b#xtaT3V>akp zY0LKBBF~hhfD`isl4`lp-k;@s(bT+uE8})5y0x%f&|y9)3x?e&NY(_OFFv)sX3m&o zEUVM}S?nh*+c$A#Wb3UuL0XcrzMxL#H~gx!l1T4+m1;2yKn)u#D-ruqbq(hfS$fjh zD&Qdq9=@WZp6jnxFWT|bi`@oXQAdcEp^)2IL^ek(}(Ea2ID8p#;F-Y0=r-n=nq z8u1^tLyJm0BzZ!V2_Cz5s0^)s{{Y#~s@Hi_GPb+Cp^lV!+-xl=Y^oZ%NFadYMCf0t zXWE@460#vLs%%wINi(4XaHu$*cIu97!r#HKuJH@oTe6blD{W3CN){GPA`BAG8(qt&_+G+^64#ScRQEOE5KJ}~Y z3|N1eN!eIi#*~w=A6g-exK%3L0Z864qz7yMWo7GRJ7;!_G z+pwgk6LmkmJ5Kcq7D5OFd(aCZFd&X;riq<`cjgkFN|^m9;aN#p27NnH6^SocR-#0~ z+M-hF8-w3s4H}jbRpyk<9>(89hQ3c#B)m;T?4uPEiRYXP19_W#XB)Gydh7j4E+0x1 zzmO+?nSn-J0XvgkH2Y0rt4~nzWgC|g<1aC8h$qU|fR!daq>~<`)HRJ|G+MB(Tb%0I zyfWqOhO;q!p!Jd$aM=KbwnEZJtb<5aF?9Jl08gQ%+|$}KGis#nwxJPyTnX+NV!XQNr^nEI#(ZwtOwLQaJq)u#LUkoyrGPBBRkk;Y)t$ZKA~MH zOAA95mdy}%-$7CT0PZzKwa4z*P*N_PK-)@PUbq9)9jkk%8u;z82lJ2JW?YyXQt&-j zsrqG|@hnQ}(&I2;V!!l`Vv0*yb8_;keD^o|7`mMNk1+rD^oGBT9iFbkyZQ+E{pFSPdtXg zwrs9;1o9@PoM~<;PL&j-l1{D7H&#NB3?(?~gcJm~+sXi+=S-=mt{edgTZD+!&*p2Y z)wb4zI#DVq1eNbQS5A`PNKui%^rocYM6U^1g0~Xf@&}mGMj338rD<`~{o)c0O=v)f zfdh!75RJ7YdO#H5lOaa8huS4cE!eUKn3X42@vhc_klePA2M_=s!iX7Gj{3Q!Y@LCa zF}(zLMnOtZSP53G&l{R;Y$eT5bpmlEcd*0}><39468 zvu+Q9U^u1~e~vQc_0^5TELr%TF)l5#l!c^7NRm0;vAk2QIo~-v{km=&!>kktO{I*W ztokj_zOGK&Qm}rOX6($gT)4t;+fxcJU8IFC+%`PQ`IxS*lch8O>bGOyuqyhAjL3)X zy!DUe^|0G1yJg4MBV>c17>?ZUxUI)8V_jRoFbix-!w+%Hw_$7%b#ZlOjUihl8dPCM zPda9`{F~8Smw?@~dwFQAR`s<4mv21CK?Y?l{n7Q4SNv}gwz#)*54vTSm|USvIFPid zK7?@;T&O9)42WY23On47B;zWNgmpbum<5vY94&&ohSIeL9*9vLf``hyW%kw0&*J#D zSFw`YVXK?Z2rQJ97ZQY-2YrFBXlA^NlJTZRpu=3WR)7+_D}^*f4WS^B`B$I%!}dw>f|^92w?=cl#&894rN6`2R^%3uD;DZ zKhC%&Nz6SQ&mA6lPv&e>#JRf0TMe~@r7VPeNo_#*%J9~(-h;D)aw-VobB-Dn`KlWW zbvbRBFYNo0Gj>05)jV~y-Qn1+!?(CT7KY0#BGqpxXj6leszSm92qJwea!Q(Iq+7Iv zw9`olLJ*LYr65264S*a#+L^a%+YYj04zX-EZ)nOb*+=$Jgao7ypdUJ5yrZ`KaW&FY zQMNEP-Eoz-2Tc9W%0Rf3fxm7*rWWj^HdPvk5>LHzsnZ%s1cBeRHkIpjv>4fAkDW~{ z7-1@`6O$uH#aKMizURFI8+m9B{zt)Om zM*C6}q$B&g&eQ~Y@+OKRckM+R0(U;%l%SySf`p-7noVJMD0LWCU|KFzmdaa0tPlD@ z;u070N#o{stBk~WMXz!>pu;30_7=0f)c44{_gv2&2)AwlI4qc;4Vz| z+qU=iqTIr-9-NJyS0DFRGt zPpFxzfmJ&u?;$p;orI(h#8va8Hn?r>Y-OBc*_)d*tHpJfnhrL!p(6EMBIlPOCB0fEkyZ_mAI0Q!3IBc)*EsM#54e% zmO0~U-gcB~ceHPb+ih*!62 z=j_hc)DXBGvKK*2(B6-&^}$iM6XGXGI<-VkBC5Hpm155*z*5qcYVLL%`^{S20W0#z z2iLt*Gg6pNF!>8mNQ99mmHcDE2?Pu( z=1JVnf=H>vB~c|n126{T@u*Dt($$dj2`~@no32EE(JRuQcNw6Vf6{+t9f;|39pEVO9W4n`VCx4K=g$p9{e4Z82V>XB{nInQGlvF0IIgEh(7vF|>bqNfn9Zc3r!} zaF$tYsczd_r2!*#5`@71RjqZO0Kdmk(_gXGsjvCp-giu%pg>~9#e z%J`GcBQ9mUKI6ep!XwrDe8;nZt3B>R<-Cbb! zcZI@9Q;meFa5W&QC|HrJ%0%uf=w1bbVR?TCvA{4pWLjakZL?NZjSsrZ4W~*6$N)a1 zn)&OOz8mdt_Vm5Qf_^6|Wp}(;`^jB}f$-Z;pz&@$5KVf(uuwLTQg~xdF^n&iO?>i9 zWG*>gf#{#vk*v>QYt=ur8&75&&5bsT#_+qR6fLY7P?o~ble*x8qC!$2K|9v)j+b=V zR!0qErq(YVgs?)VZQ(Qd&%JkM>&(Y#mGN7wsf0I)0x!AsUpk zr6~u@XR>0v8`i6@w+;Z-6@_Pv(};^a&vxDuYH<8PgKqW9kOONh0HhKo5@JG6JBrb# zqk@Vd6fMB{D$bSjyt&0{T{ZhN?Fb#Tzyu*@mb?y_A8pZI867Lc|78!-G;#gbYPR+K6+hfn6u562yaITwVY%3|S z@I{^jVj6kkV^Km%pLCyfYf<;FALI)Ty>(NqPW_{Do=vj6!jp(Q`Z-wD>TOth(E&`Q zwu$rU2;oTtYA18OJ&{KjxG|rCYn)y073tr!W&?p{E{|q+a}~NBRu_i7duMRymD@ht z6cjA(nI;I}g>hAHvX@F*$~h|6JY%-S+{>7mO~G~D+_thJ8fhf%lBB|w-ZZC*&N{Q5 zI>*#rqGhkM?q|sMnOh9U?^t&5+g|)}y|Y5KEkWS}!x|MS01$rldT%^ti%f-*F|636 zp*Hv)9__;|_9X}blzmm9BkAc*F-GSHV{zXbrsRR79#l>V)!e6;dXbFu#|SrW;+Q45 zxw^PZU|VVmN>PXwSfa-sUtx2~JhCI^i5m#{ShygHd1cNHFmg91#)dhg82QOh_pk_0W`U9IJ~Ykq6a z>@M>-d=*vm`w#@dDT(Kr^R^u78_xIWAo+0z;Fy#9LtcfrUZ$71^1<}(E6ujd77eN?d= zzx>$Rve=T<%cMX8CM13%^Qn%o8?J*1^0>s-@Ys1jFR zUx(m&sh)#mTMV1i%rfPMS{RNsZq^}u@<7z0u`Rdi5QLBbn3+78tsi~K5Ib+hXI&A_ zO=f(HWrf`8V;jq@qYB1sR3YnUni?fYB)I_3wGf*2`qsTsEFKpMAnbd*NdGl${P(s3$_tE>`vai3dp|E7-jpNJ5}@74WTxd zD0qToorrb`C64DWBp`pMqNGygE<^s>*)P=F-otx$@%S zK)BV_+f4|F3VBof1#JC9#hG^{CLZEa$VJ+Qdz`sIAD9s4dmqMUuC zp*~dGk`uS@C{Hzd>#Ce@rZ|$zMnksy5&rWAt*(vnoII>{XIP9Uf!l6@(#vV^1+ZcI{w%mM&|w2HBXON11q z5i&$_DM3(?Cz?V+KsysBb3~~rGq#@8VLK%)D$_ijsU^TX#1aiQ+Tl8i$lqZ~+mbfs zj3miU5Hyk4aw#Q7HBRG!+LIwFByT*>1u-d-4#tdOCg{?&AVHD=^{+Jjr#foo<|>@v zLX(GIA**Yvlq8dBa)G6{RtMfflL_`C_A45{lDhYCs4B~VYuA5*<&+zdt%9#+Ma%*v4HhF6QPEH5xzLE9VK zV%yfs2{1~N1bI{lI4vewZ<<-8OG|m ztEC`mamLmp@+8lwLg5|@L2_Y&l zfhI`ej1Ew}U5{q$ot2sJ@O;1VuBFu}q+C3uHLQUyJv*$VYyj^+I>vLqP%}npb=NU` zVfPwV#@UnMGyvf`L`e2NwOPhGm~l(|LgLolH&&`!ifL@2DN0gI1u4Z4h#*YQCaLMh z@jPbdMje7K?R{_#kRdMTBZ2bpojB}vv2gpszX^`1B4w(A>&+ad1d>9u z!Q1h!JE~}8t1KXF7f)c7tk%QI#5$FWvwNO#GP2^&jF!X*9z-QQxvILa8!0WaL0b3% zWnPqcwZ+yin64YNON)BuOw&ro?XCh=d=RHe(3C6^40i`{&w9zOTg~4Sb&e|WSBkk>o^ktELx@tzlB406 zPs#us4l7Q`84n-E@cUfBnr`katT6`G?iXX^X7?08kf-I(Ew!2n^W8c$h$%o)h!ts7 z2MR*o?#T&tH#c4zjg3le2^xrrnd7~8Gka@t6t^xLWwdam+<>Fc01d{~Wy0}3lVsav zU`$yKpyCc;_RjosjQlm7z1UL2sb|DVT9}Ux2uLOl;2op>JEu2@xn~mS^`i^AmlOIU z6@Jw%5}h*IJitUuNZyR6;c(hNYWl;>yb4H=Or}7c%$=%1yfw!gQ;WBC)Fen!8!8h% zp(dvAn=FBBj5+)(63sYs)@wrC7>&KYAlM1>KmY=%KD~*pR}1P6UV7-Ue~PC|g$=d< za^F&?NJ(#a<~f5RnD-W>D>ch~9M0L5>t`9jm1Bmf)Hu7V_4o->VL+V-BUj_h%95MLE|PpVwJ2@D*!^jb^QNVQ zp{BwaX$V37%3_GLR)qu|GL;X?j2KUpMD4kx1(6b?27$s8!Ae3ojg&HYx& zxmx87IdX9u#HB#n*{v#5YB3s>!emTyS&nJz#%aV`Sizca1-BrOq$k9VnATyzvfCa$If~oaB}4AIuR6Vg2blg9mu5b_HrO`V zQwr93V|i9u2K$(^I5=6ZEZ9E%Yp<#^232 zf~GgMwb*==;phF(K6TU3+AWX`Q%D}~Kvo5H(zAxJw0xBV6U^DGIlh*$8{6DP)g4VR zfJjft2@pPHRMr>KJbN)V(abk!!magcTVQyPsXexxDfHj)t;-9_cs>Db;9%HeHi(V< zHsMP7o=@Xl0@+C2BXR9pt*eQR(@xOPxrwEn=Px-bua$apl=53ZVEAHG`heAP`SBi6 z^^>xGfK`z)M3Ry_`k(7cT2I|FB9Kz#YTh`Ch`hgYRWe*oN>Wx(7U(cil0?;M#;z}4 z3MA<&nz9{G0=Ej<1v=f58VOJVUTuU{U0g-(T69wgm{M(UG?gW89WVg|iu32&n>Ql^ z>GloNd_7?|S+?{Wog@$RMh>NJdnv+!{_T2jI1ZnnBhtQo{h~8B{&GIi7^`;gc(`s> zZ5SP~)hX74sr3!}xJcX5u`8Y6LxJ6NmZln+@^~Ao583Yl7{++OtP!z~m>;ZhXo2mZo;8rO4$s?`r5 z5MoKFsAKTs)KvFbOtR=5l&d#C5W-zbq?nL>DJznY0D^xSu4TMUZ>%;+{=!G7t5RAn zK^zL(ibm@*dA-5v7OEqHQ0?IMrWiqcbZ$W zOD56J2HxG!>m{Ox0%1geHymyT;7FRP;+7BL*9x_Kg{h^Mg4^8-j!I8{)oIP|F5@*> zDNDI7rK?1(Hwao5gZH!!@B)AYb`mSU4^|nCy498{<8Qog-wS2M5Unzz6qo~8I|&>f zMRxS_x)|H&xf!AoJo>EZU=4}i+qDn~QTxP4J5`Gl%Pp|Yv)1>_&C5=_+b*j?gdez* z-B4x>aB9Bt9A!&o$~-Lr}D(ONW~v$S7IaQ5-ArsRYSXo$0lLkaqeC&$?LYFA{f*~e19yq2R{lG)iRS%O4WImq$Q zRXZhq@gkqT!|gACTgV~gZikyuLx?`g6~M)|Ce6|ladg$yxC@5}(C8#U3P|#u{{VPL z%Dn!A@cyRJb&jGJ>x?@)@&}^z2>$>Pt+h59ni-p-SA+5-rk|3dAZiPUJXJe3Au7eL z7o?p;1gb=c8^v614wXX48_xXARP#_mu{EVye8~iQar|rOJ8;0l`FiMl$L63AvWCD4 zPW^{5>P16mqN9>C43p-fQiOogAiT7nbfE)p?W(h`j^fJ6pJx2?)H`z*HaTesw^s!# z7Q!I>+z07il=}x|7P5EQS0S>Lkp4Aj?mKj@3f#GML=)~3l=JCd4fK^GYOfWQ?;h#U zKXd;8W%noIP1)5lLr=hK2kg3j+MQ@`q5S~Iaceu2F^*&DI2H@$(taW2khe#(Z5670 zN^2Vb0LfdCnZx>9nmUs8y2Zv|#S?|wDO;b0v`?Bl!ktCZthOp9rWGl-lM5yk9Z zyJQV7KGpN7TH<9gK$M;cB6hDx!7kl-Yg{z#%Ae|&+Bc(J7RGGwPNe4q;WyZYnZ03= zX8YyFLdrEC4GIaB0st{Fw-t+Jue4rM`%?X)GJZ|S7I%(ijE<|k(Rq1&Z{V)->889k zbhfS1+EnC%t;&xAD__r_W}b+3PdBSPbtfY?nK565YRRvTyLhm}ErX>Ew1otX)S^iQ zl1*kA1E)P7=vUhXtgX}AR`7LaEQfP)FtF)y4L;4<5A2G`QhY{`v!+k_vPXJXf||`a z8CoaW?>sw@KF>L`6SQ$c^AKSeJ+V&e4qUH7i1!H8dHUC9*>k9PPf)ryfnMOba_yg~Wb4q(iEGW$C8$X{M2*8$4d1-F4^YQf#p1cn&|%Z{mBl4O+?DAQc+K4NwW z8asDU7pbzxzSH<(0+QpIHzr(Mt~XL$zPJse>!AuG(^SA zZFD6vrJEJ0LHnohr+jIpif5%v%Sq$o=cLyzYX1i3y+XA4>DiADYH?>hDqd&@?X!%eMaj ztC$mtR?8{!sY&#b57Bje`$hHntSN^&Khqn*iuD6AB-tgqC5L}TGQF1Ts}hv12?Nj- zD8vAAY-ZC8>E=(udQXAei-qCi;xRjczmImU%#*&y*RUPtxNft!wnjGF0rNkffE@kT zW6_pbE_Vi!-G=G{(dQGK@|)Ve_BzNXS0zol5Bz)9?QY>Mr7D975_?yjTXkv8SwtxL zj$yI{k^}>LSF0)E z1SUXv)Su3xP`xP$D&9?ZW98N4>@22#=T5;NBVC2~+s&wUN^g~2%cR( z>BQmbb`h%Oy_U%LbpSYzQX{=@it(jL(x9f)XOxK@za74nntiDH3ytQY*HwCQ+vv=g zT2t|M_N1lTwp-l}v_|FT;6UV#HyhXbUG~GvIi}UTE33#DMqyz12N(#8YvPj=aM<%Q z=-`kvn34gmW_Frc3thtOsh--%M2+{mtv5R4*7IfSS&G*XyTLOxvNSc0VXl@g9Y+BV zg!x_^4=^SNHC1;hb^7)#?>g;#(<5Yf43M%1tR*|u?HT*0*9mRr^M(=-zqqqK9IJAlzq+6cfJJA!MIup|XH53Rg#{?lbgWd+U}}&Uq^-oMRK}j%LRN>%R!) zv)4|x(FHO|PP3>GA|f}dZ`mgk#4dV$e8Gf^Yv7ci$$+G&pU$Fw)O|+D816xC%Pr&V zVi&fTf$s^Rq2$t2GDIE7s_)sutr;I6Wc&7WW+3IY#r^7BVWyH6N>Y_1ozx?8Bi5@u z`FJ^2V~iLM2Kic-+GYEL(-)FdKvnZdFbu&-I}fF5zh`s@IvwPtm-3L4tK#KMPt)D3T0uE`3@Sl5a7e@5Je z5_bOpR((EIEvojtmZE=IU zgyHtAT(Y(vQdkZYJHQhiP|=G@Exv-Eg6=K9z7_r~*fN^uNQB zg*0|9B&2&tBY(!a3OA2s0IpKu88xToyo2^UYvUcv=|f6710a&FVbz25ovTm#K(f+$ zQH=OYXu1n44Tnaf4i3Uid1W0l`$*-yPWLU~-8szR3b=JnF2dDIO1#HP{7x2_f|ENB ztxDPbpT5;N+7cYe*!v+#C|a-XShtk>lD&cN&ehKsxHz;0)`-~bKTsPlRQ;6F?dL-> z^MP8Ai+Y_?Ac1hY*b!h-fKo(__Z-z*p*=aj>5oe=9F>c@)3>%wxVxgkmcy>CODRb_ zgv?KJ4QPpB8X%|e{#CUdS!8W$=I5dk%;yhP3@p?+PV=#zXbWd`LR3e1KD8`Z)V|*; zO05)0@(>3906LS~3WVFjix$fgqM`xqK~`mOcMa2AgEe3l0EmD|qZSPz1#Xle4oNhhn6!JzO{M4ERieX+F{7UJ z=ffx_6ru_A;=As#D+br5-ZuNoD3DLJbGoAHlIMzrG!_X7=YLUEC%v_xhK<$Aex7@r z9P_e<$1?NTiv_*G4d}ENtf{3q6DmxRCJx=JB*pq2hUCA9&P8^3imZWn7j2TmjiBrdPCJS>d=X zo*vRw{;J(jl&jckJAQQryp?w&vd?iomSjA_(~rNFY^`q{NlI?))T?y`l$a!=VkC)? zUQ@+JVruow9}%=gv-XabOKTd>h!>$^6f}r1c#$BA^v_uOm1oiHY+#mFZerI&w66*O z01>8JZD`aui1y=cVlGbRw-#u0qtnr-%!k#Z4pq>m9L5v>j+LWvRx z?@wvULAtEqofyWhZm^tFI2yB}54lOh6{LMmlMi z@Jve27-t2-#vF?UV3!G6#kfdArN-|q+;DEPR8qc45J7>Y&f?j-E#yl}Q;cF5c3icz zZ7r~@R_$xL4W%Rv4f&oUk^o9;3eNukYtEb4xb4PS!SSrqh$d2ttM!{3M8|j_)DIM!)7YXEqJD-Xf# zO`~dTt8%DNal%Id$2`%a|Yy^!u%q;Fe zKrvNoM{Vxz5oDF#T3tM_+Cyw6=TpRpNJ2!)ADu3A>S%)n9~bq8YB43`r& z?M#K@D^8_u7#r%T8ZZ+}^S`Q!$XzYNx_XB(uA?r`6U>$cDsv9HZEj)sDO48KhyZ2# zqLLJg2F#9LQWLd5m~(C=m|web;clz2&Qe*1|A2m3z1 zogKfI&z)0*XZOdO~Tn^c^D>vpF%wfsYt2;HDOK*`- z{i~n$g+@*{PS!YBRt%e)`_F*F?B2h-b8iCG1?Nuu=|sT!$GldrlDa#XUB6=#%~t8d zZSB^Fo3;;yTrI?qK~hmELUx#vc;dFKD+R;y^^!2`BMoB0-3im8-K4jxepE*4KBS%L z$JW)eWyO+^Av+iZlSt=hblqKo<8(gqwK%o7QcvDKyPuUgVA6sV4+nwoP~$sbw>R$L zja);lohu4#kv@_(`kE|DHM4=kE@AghNbv)RLGZW!{6YCsTHx*yV2)JjDo|9!Aw@hz zF?DlkVQz14ZriqD0#x(s4WNBhRE*D`adcoeH(5>0GTP;vNAJ(awzm|fn~i0#pV^b< zPv5UIh_AaD&F`m9@()KMKFxhv3_ zqwN8eaE*4^ah2nDJC6`cR>1!NwnnA=k_XPRjL+5F+nU0d#Bnc&v0lQ`$QD~Z%8xR? z-X^LIVd=I&IJMxjC(KwMw0Mc*K-oVvkxFg*ePI}TMF1@$#B}(MOz|-T9P8m{y z4D0}al4K3cOjUZvEMnMA&%x&`68kS=52yq+i!tFPYT{) z;kRrB-}KeGC?O7%<<8%AFP8B;yFDHi>#Bh&O4eOL`Gp$wA4T(aEqP+qzA93-6qpC^ zAOZ9Hze@9d36-%Yu@5{2{D9&6XN$Bm{tc{cDASqF)?3H(_*D z@IdJBMpm@D2Gr7CW(pQNo;|C9b{mnVDn|=i8DqnBK(?SZ{>k;F-T@kdhtjid^ zI9TjvE4?U`B~jW;9`wm$&8SA(S53QRNC7h=^Q4ve83|yFgQTcj{hMua4n)T@t>Fb2 zHH)`MN&WXghLiJCg#+tfJ#roaer%34h=Tqhdb4oiw<>k_SE*g5Nmu7yn)_*Hh|Ae) zrZ$g&_GQFAF6}e_0HND&zp|WA`RS;iv+hu}$1}bbhpd6L!O{9ws_&Ez_)?jE|BqjI@*h{iV89a;|k;ENXC{Qz|3rPi9Mh z9?49hJMc|SzVoY2lJI@u0Vs0gan9{445EjyaLR!{`RpJ7WPwvMc`&QI>lP0m;L|vtMrMr74pGmfH zPARfKWRU13M0Xy;_*VUl`O3(<4%&;DGsJ09f3gjkajrP^G zH;36__?7c*g*H};%Ym({wRni!sVWjABy&B<-YHp<-qzDF;Vh=rR<4xW7rZx=v@8NN zt+Dr!B4r!F<7$JtxKPAh_=gnRBJtHXdX^<=GDgQ@q|W4X$$?$G4DlmqT%4}Z;&7%P zcJkK;aW^m9+$dr0sfUVXNlvf|NFo$q>_-I1JcG-N*xTHu`Q=*Mh1*-$+okgBklILs zR1^U&L~=C1*b@|mUcYgIy4&}b%56A$kibKxRzk$2q(mqV#Cf(osr*Xy%3LN_crBdw{snAIIT_TfCho$r*Q&QBg_0MDeS*%h$W@A;dR^G zRohfvC1Xp;-%8tPZbZOY>|@ri!&TYpl$8D0smPTi>?HFw%J#&hm_DiRQa8AD_8$iB z+_n^_8xl6ug+j-&gpIxGHR2TqS28x_R?H4-##*xG1)0i?xM)f9z|>CL8mH!Fl5s*) z8zd-@U~%5AF8PWMuKSIuo0=4_(n_945d(Oxj)QZR%UqO0Y6xvWB2=PQ3~f<)!Ot5g z<6&E$(YHcC8-C3~rBWM9Wm_be*d8|TQF*Kd<(yHp=~912-EL0AcuJ{md(p}M)B7lF z=N0h(0J*=q(7Fj>h4lxa`2PS$Z!Z&S{$jve7Vay6rCX&l{_2u~d%-bNT@L$Z{{Z@S z$oOYNzR|rk&A4tSlo&W|mMex>i<@ifM5#ro1gCHn0ZA%KhLT|ISY|@RFR;A5fZ`Z+ z%Zyz!VQjYCX?j$G8%z*KdfM>6w4QplwQkcAw8HT~*x7e1LcY38AHu&spuAP|-NK~P z#w26hNd(}7@H_IqNpIhVRUJVD6|`q}F}Vli70(>|cV{lATfdfm%e@oLH@L;p3r%JW z!ET#tEIxMev;uV$@--*`V`CLY>5KmWYrnDUcX(a4R<-K>PQ|VjiCnX4`;FaM-#g~G zQ%a3vTBMmukfJpWCTL@yXl|h6Hp;TMy0*g@P>nV$=rR7$k}AD`^-DeF$xa=ZuNrKq zpAE$a6C}ymK=bWWOV*dEq!L9N8qxYmB%iL>_+Tumf5AG>0GVC`mdA7Ux%*CMHpU&( zU$RZs2Xx>mRw0>j5~eNx0KK3ku&=3#&hP%r`I9o@u4laO*SFEu$F7^i?C}d{!Y%B) zF$iI_CKM7l1u+0XNfS}nhgv$5ilf20%=bw`iIC2gqZ{VbU+5Y}F8!)J zRSwG`B`GKW0H?okP!UUy4By2@OucMi13=3>S?P;7J!Vn=g zP2Q+^ISD>7&1t%mhN0beo~;2W=`8xDtb!VCirx9E^9qDKf2Ye z{4cfC$>MGnn}lLrH0dTEb%%751#x(d;&j~OSE??)vEB-|KCl2x@4Zt^>(4&r!_O_p zT{_lDI+ml%`_x#tWn`2%b!mbOL8bWeN0e?pReF+Kbull{x$-|;Zr7x+m2g(}*I?*LCbn3|Ku9Rnm-LDT-4;P&9u z3vQAUNS`cEdX&b(*O4safqvj5@7ULGd>_FdFuW_LpZsSJfmKV#8g9|mX#k->UccQa zQSy&!@`fjiwmQ|ASPD|YaYdw|AnYL~N!VAZ?i*0DeJM~f(!QQr@!n~5W3PFIy=n>l zC{n&ZvVtOgepSX?1_1f4_R@UL`7d{L&C_v(GE#&00R=o(gu^m4l$qH4s)N!N+g=TB zv?QO|fOQSYtu3;VxsAK})wa$<01G|P2S`asZ3;p*KO#GO)-l#EvX4!Azjo$4S$i+$ z7bnETu;$W5!H@cO50%gMhLwBP-j`b-h}*nS4ru_O3a=(57{?fr4m77qM{S#I z@3nmrL&zRz{5GzHIt&n?0N{F7RFsX?ve}B|ARb~Dgzyjio7v^J+g3N#ToT=qpd1#~ zmp4uX&fz7^DLsIg6=Syl0Li~@FBJXnSuR~)awYo_8gsA@j<6fT2xn~B- zm?ef-z${y`!!WC4T3TCzNJB^v1f9t{l20U>>ks)#L`>7@SOja}MFE-)$&Q%H0CJ(` zj(~J)IpfzEqcn8)4a6~9q@-M3IpPBGNC^dDDgj0S5=87N7C&chhG9zaEP6$hnp$=W zRv6mP;;F3!IFsfI1}Be6q^Zz+pzSa{Xbs;uO6eVpY9UA3;aGkdYK%Jz!|m-Y+7R0| z?4_pAKf08F2hyEQnpNh42s=~iR{I(v@>_(DUc^bO4U#}G6*oe{a^#-`=?DjI2IdFS zm+*~)ASPp&6yL@*!60co6HU2@G=z~dML04?c0qhi8=e9wCR01hUcRl`R}9RC2v6mXO;)36Z31VxG{Lc2F3WQM1Ob-G2R) zEw@P4g`g-X0RlnVvktHHdko7t6B^CkCBqH@m@O@paddE!rVb%!k2B4bBg?HR^Q3?e zl|o?F;_8|CWlC?{Z zt#SY=okC=HFgG=`VE+L5Jaaxg(^om8syIdsa-a(BaQr#j;@oD8}Ej~~-fDLb!Z(cZ%ZQOAXq7n*7 zP!qQ!(wb!Krr=~RA7;P&o_X^EvADm<9Z19TN}0D)#|po(HZNQ$DI|v1smA68!9_d) zKAvpCP9JySx~AN-drSbf%dMnO1t}p(;tU>Z>-HYa!tnRnx_?o1hZ;Kxg`|W0Ys;^H zl!fj;c$(ExoGUHiNU_80?W`6cG3!rOBQz(cnPSN!__duy@>``|wD4mc=AOo>%!HU^o))t_bZtmYpEHnr9mZ;y` zliIw^)Gz#^9Voyba}LP1H`%S^DMS`xZvBe2hNlnrVvi+){88y3QNjF zjkhCuqi38!>@vkf83dIAH{c#WD)GaAZ+z*9-4|NR8EvKyo5CgXusce;NuQ9dryzCX z1M1!bac6OEaQpU#i;H6Ch=%8f8*&7sp5#dHNhafEBN{=;Q8`l-Tez$D7bQvYE*Iud zi8I9SzdKdu3&$>4#GZ9GFD0u>Ynz23DWN&SXc^HjkPEkl4`UO zyE`e~@K%SGaZ8svX^GygN?Xt6=Izm`T(0i+6$)3PS_Jw4dscqs+t#;_+gV;XkXuq5 zTPi4#t^g;P+qTrkIh=B?Uc#`vKM~9rWsq+VXT|X@lBZUL2?z;H?I(?jk2?yYqpVq8 z;{E$<3ey(MF93wLiyK3vk1RCuMeZQb{T+jWd2pgUsww-3KT$tQ^RxX!>J5dWu_g5C%L%Xu zgK>-E$z>s3gaIog{^~(L#KbL0~0e+-a3k&nin!W>iH_vmO7c<3%L2MqcGxj`BM;c9>K7SP^Vmb6vZv=+Dm^I zs00)!gzn)=XIC)XF zZPjt2$uBn4pW2`{w3Lrs!5{BejCx1*h3ltH^C-pg-Y0jA+2YT(%lJ+AiFC!vltNJ0 zK{}G)5R|PDU~eM6d7!(`TXLyn_zY?N*RM@)j+%}g1nR=~wckp{Q@Z&4k8abpF)mfV>sU&osU_%t6PhE@?Em=M$1BOkOUi3b$F1wL2RR z3`&n6#@kn?FmHyzaCbkll&{H@a4t=ZgcHv|qzifwmG{pf?ilUJg)>Ex`*Zl&FntM{$UrX*7eyxbI+`P5^tM#O*! zrc~x;B$HpzLb>zCAvg#Ou(Qgn|EW(ZfTm@qvnw~J;pg~>=kaRmW`TG?TaJY97Oyu&rV zK~|KlDoF`DcT@vBNs4ayOd{tH*2{M8h1o12XilW2N0l=w(*Q|HBVb70m2k!4Fj3>( z2U|E>ia=6HEgebJnIsc4BVt6E5yw_7aNDfhrOUK7>L0QSNOU%}H@1VN8y-oN`GJk8 z*>-Z7hNO6R0{;NVwrwg?nD|V#;t=bjNHC@S*!|(y9z_dtYL(%p!G|sj*tN=%Qj*e~ zKoAwI5H^z_DLW5JBrfXe>^*#v`z~e_C1?*V=~xj2Y!|c;U@M<$MT*k())vjmT=;b3 zH!2D(DFt!~oj{csAj(JtPjNK;Iozg#n!*CrV}Y`y6*9b0^*N%=N-z0UFtw{nl2ao{ zh>%Gz4Oa0?2M;-Y{CdfpL?Jiown|+>Lv1%FKqr-}w%a6wKD9k;rbU(nmYQ(**pACe3~C+4N8{qb8C=&pKmke| zo$I}~oGuFE>Y$L~bg5cEQC6Y&M%5pgVCDQ(DGCKvH$cGv{{X60NRWdG9x!9lCtF>6TjM7Q|)B7kb820GD+&^_*$?7Z0m@0q*Fza#i{hDfC zcp_)mR2E3m=1{>^GJi*~2mOIlu&D%X9qaSf>M>a-`;YFwXZmF7v(q2?8~X&}2{NT^ z0yaGS>BOf}Qb~az!R<_>qi_d!C$%~VAPIxc{Tcz~VMR6rwn;7~)J7)sI; z^FKOa3sk8_L>>E6fkj9uR=Eda1cUPxFg=xG(s>KH4yj8CiB8<{N-pSGOcN*PTy40N zjoSr2u?nY=;w$%8CylCH=amEF-*wd6>q!nED3r)B2L6@Oi^V#Cl`JZDQb?Kht`^*p zB#m4_^q`{fUa{pPc^lK3??nrv)xzpasVV_yw1E&0&W}-03Mw#90M7Nw+KQFtGNK|s zPXwqQz}=FsZdTRyU0iOA$%B(8fBE7+&b>~<+O{SWtp5NS@){s_~E)p;~?Ce3!qvM|gijuuM*Yw4YCX>qr+R zKx!Zeo_MUIqhv1tV43@g21t;8m8PcM)oz%MYeFV7KqX{PB%Ue4?D(jeP*=aDAYH4u z8y%*bLk{RsPUQBb3q_(-voa{t9#c!D2+jL|gCck*+MRCsT9Tk^g>9({)67Q4iY-ng zi2!`6LjxQ#nAzlM!75;1Kv6Rs#Q}U|Z`*@Wtw9h#8`6}mD?V^Hn5yokY3!`~Tm4kR zFQAA!)9AcXlyxW&Y6M&*PDoV1ihaAFI5Ih!f%I+c6!F&<@>Ke6611d~$DxV}x0!7Q5$eJAk+ejCxvL-KnhXJK%!2<1#&MCAZZe3k9v!C;HzYx#*&AW zrHMO@kF{NniLKuXgtrGfY_8*QNC-2qj%f;b9g2?|*Dr`l^CL0!ZL&Om9!L%A8ENp&hA{)I&<#yx}^UmU_qGff5w8 zs3jz*owxr0jjOG@Wq~fOQV-n}<0(T!$dWeP`uyo+>P)~J#LqR#R$iYl(GJaBg$05* zPPzATA|Qw$5IFRp6hPDt-qc%_ZZ|uc3Mna>h&`(b#JuFLjjarBmV|ncXUiW>Xo}%J zW4ENzHG?Ni#?wjGkf=``{&Xh~RPQN`Bo9MJ;s_c1Lz+x@QfFFnDS1M6JYEemU8 zx85a3+|%J81n;!ejp0O2Q-^;sBzC2!!2@WG%_IP=l9`ez?E*{>W4$U)R&Uh%CsNI> zH)s!uhbWg4fxDLKAGA*0#03v@`_ot+Gk6Xoaw&`^+s{1MZV4{3@&3L$aq~)Z8sOhg77btCIy(@K_QOAP(of zaV2U_q!J_@{*)YjLA5Gm=p=jXQv#zSDd+Cc(iG#1(%Mo~RXh)BqvCk$*qiE7qd)~M zr6+;@W|5k4^(jfiSbxaS9w|xXP&WBQPrX9h2Od(LdBh=>!BdM;f)bPgDp66{DFbp$ z04gUumtjcOU}ULVR*lQyEuILHc>e&#v!1d2r1G~&Sa%D;Ez^(YKy;fX-%1&^Ba?9F z?vclak2kDV0oQ-Fdas_i$bA;XRL!z=Gkcg?1uJ`E3T)&`QR?yYD}4|*to58D#=_ZQ z#>&WO6%{8}n8{HlB*`R_Ov(DxvBo>4DW0Hp!xZXG@x9NO#nD7D0`` z?^)`u-mrB^wz_e+8WIwA2?I|PzTE9nQd{y%gOrsOxM*nz-O1S1q0xt8jvXcf9{hGt ztL8zq>lRnByv#T@HH0y2n{}|_uQfR!`JpKTbGPSJEI%}2ZK*ywnSC3GDbhrG5GV2U ztM%VfwPYI{9>)n=R}Njes6ixg{&7}!mt)qaLQsqOQj)NrZ%2C)jz2J0A&1YFJ<-T>}#sb=0`6vR&88uyEmJ4 z=N~IkaY|8uK@vxK+N@m|$1>}l9nNFNaJ(7I`=1Gv-dy-isbCUPm8{1cf<IRcxk`4J}s$P(wC5TQz}2Y6|oBa)d4#bSVLGg6O%Iw*Y5Ps47bI@ zihAqt$MX?t&4{(Rc=%JRfICH-h~n5_2abdT-cSqR>x3= zF}o`(pxN@G@r1Y$>jgqn^dh)>&rL^gahfBg{qeR}K|^(QFcHW#G%uLg_t}#-=1!pE zIKCNoYMiZ!-o1K^S;xFMX~znbp9x_r)(Vu7A`DE$dY`2|2eZP^oO27oQig2pz8?%P z%9ifhOR7@0&82LyZmsZ)Auf-*rra%GO;f+ls(nT3Ry%@Q+hbW* zFC2RSvAc1M#?6`*?j+M%e6L%#vRn<3D{M(1jXYMJqRCf0t!-2C*7hIwP~9(ZK?BV@ zFz0tFA0Tv(56QW|9?o}n4Bg-2jzy?#q7!DxNbwSx?xk!<{m?z@M?-=ncLZ(?LFH`S zmvg2J#y^#@i)>2|xE@E?J0y*ig#)@44#gw_4N8?RPU0ZI^fl_#l(ExB84%fd1#M*2 zGZ`j3l=yt0fMjj4iX!RJ=%)37{ z&I@MAAN*TNncGPO#0pNWqiP3v;FCau5M$SB;1{J15GFhRGzlYcbqYu+Ans)P(WXF} z5~GlLr0Gohngn<6L=4XHG$9w8v7tjy6evP}jfsh)CuxdFJ8wodh&xb|2yj8?+Klcb z2%;y{QA~1nniFt4r5W|0lRb?j9pD}NQOTK+LQ%IUE00(;jOIJmY_Z&1#Ayo;2b%Wp}cSnbFq~{x>3UJ)aAl%owp5KwnU@D3Q1WU7~WG61B!@C@4b0w zg}SwPD?%FzROwE+fgpe;eX7vIc&apFIAz;+Kw^)E?VoM4pqVF1!2%WraIN5yM(2v_!(+v;dDN;DTnAXysuc+!5I7+0NRdMp zLR@a<+QpQqgqsU=>TyL0N|U-)k;#%JWNZl>kxyf=qa!CMl5Mfl9ZCb}xyO*=obZ;E z5TpqU(n(B2M=}f(M9M|w?i*y66qv?t72%7NwxkkC^0^v;5O*V!wKA5SUL+HPHDD}} ziCeS~0@kM897MyVB!zp3?G&p!l`!R#Ogw#Ybj+gjT3F^httTWl#t4v?o7N(zKTDI@Q96$gtvw=&D>bcVc4QA-U6#7rt- zk+KS8N|H!C5wNMeBsYFA^41_57PyVet9dUWDoO;aQ6LosC>~UuFekYJI~e$ze64Zu z4EQWvVvAc1>0BO4_m2-?1QfyNu@PdQ20*J$31KRMa^jRoP%$8af2CD3PN954M&&%1 z20zZN*Jw+MN>+sqCJ$+yG)?vb%Ddj7@YJUw?($7vZ11L&b z$+$rz1cIw_vpxRtuJ&?{Q?!w3l<;=S4;`TA0tZ3%bEHH4nyn$w5y zQqv#5Bahj0)j#5!swVzaY;Vz2n7isV%5_@w&1{$?d|oqd+<)1c?6%AOTfFlp1j;ru zAM3F<-cb4_us=Gz*nkG4r~r^APTwkp#R_T2*l< zZ^$hDj+^yT=%-$9%64fmN?F2gUL)$Yfm1B>Yd2mX8}6;T$x^(-55TR__!X$dXf~uQ zkah&XBfol?vqE%$5=o7t)~_@0`oRzUfPQP5s{Cu~D!h|e;quu~u&#h%X}+?(#4CX+v^AAQ+n45J^gikO`fJ!lG=E5CGE&kF83wOO5FSK|di| zls39cTMTrJ4F}P1H?E<%bqs=QoW@5E2{~O!^P~I0F%>;}K3=U;nUUcq zw&XzmRi~l7GN2+jk4n^ujdWux4tX5Ojug+uKm{UuQ7-8^V5m%SQRs0&KX{(|(n^U~ zR`c4LDTa4Xbx}@SK9jmY-{@(d8AV!_Kgw&K{^6@TbzL}>6e0nQ_bLE?8t7AS6p*PW zzj0O?%_9n<++DatUQjwyG7kQf9C6h`)Bq#6qX59%#O{4)6v_acnut++uNlp8j}D5eT{bbEU6|? zQT>x2m=z6);&)7zFw7aGT;jK+{3|LxRHZSk=MV0-fMoieDH2ZBOdAAd#|urOuI_H# zZAw$uE~u9uaG6rKkdRLa8vz2jyTd$E2`j3x9|?qGWyWm|kOK7xli1BPu(SmQf;}W~ zYE5?XuML)zwVna;$K%a3>K$pb@eM60J9&rm6@pks#dLwq?4!I=oumWb-kVyH-0wVt z#dSMw*#PO%4$?TTS1cDEQWib7sEERqxGA9N(n(M;!4!o!K-dU9sU-_cB}pKe*;`X8 zTq;$>50IwnPEUt+_Z*r+)(Ddm^4!y8>M|(-QlmQoNFBZqpDw5mEJrongfMO|H66o# zb$gnNN`!z9&aBuisu;CO)R=MTQocvED}2cua1@hk=T^k>J!!;*l4D>_+tYIeK3-|m zPZ8ctOPnZ^h)4?AQzvhgKczDSPs+KH^GHsWfiOrN=`Lacw#$nxwAw!M)}RtTYA`9o zbl^71>3uE1@d`$h+|@rb*;rg+SVh}NShz*{7z$3>n^+}DBfiNB9)tr>T}JDdPr7q$ z;$|Fv*{9qZnPEy%b>SSg$^m)7?vw=o0DM+i(fapds{R#*VV4#-4qwAx#GCkp zp)0$5xQ3fiZ8BTZ9B_c8l6Ko_iO&u=3dgd_)_A&hTk%$)2m()esC>_irwYRy{h&85 zB%!bl@@)Xydwox+EJCS6)xCa_;@M)|B~_pEO4%E7C^Ld^$iIpb-(rJIA$QJu$FV z#y4n)DwmK4r!p(i*A~wFGLYED09D z6i6r6>sH0tgyB{Vkd+lRs6darN#-PWs^bl*aREU}19AxYO;WpE1TAeL|48me2B#GLvZ&7%48TDFL$Loh~%H`Al0I;Kd zPU${e&h~vpcMHA7(l1qGafXH3wQb@QfE0ymEAk~n_jn%llKrLnb<$3dW(+^2xed$Q zb28c}-R3OAcIX8T6iRHGX&y%QR<)T@q@^+-*U~w_x+~HZC-jS!_*P56icxaoX|% zckuS`M$n|b^Zx)4_;f5d93@3VP$>l^^lmHLXzFqSZt<~$Dw#}1q_+_dfJXb_-+LX?n5=W;%kpKY2uoRUWN=`A=` zCk}9j zncD%gM7Vr0AEhl2Idv)j09xPgq!Z00%{FOUg~pr-N};j_>K>=kq-=2;Yx{LP!irMaf|Za8PtS_9OM=7ju$H8PVLL}A zD0pCrf=a2>29^SuT30hLW@*JCEu=V3l%#oy;8T1=z7AJ5m`T`(?cR(eMuImT>LTwR zSjAbfwhb+nl%-ArPUn#|$%*5bf^QvW(1f7|0)UwVywiqUlv9;rEu@fjf;*Z;&Be8w z1+Ck*iChro)-#|hy)(IeK3JKnt%sHOO+1j^ymkX&$O2`tWDj=Bj_oD|mQVMdf zE?ir-$azn;hKhA-Qh*2XsJpyj^kWQR%%ue`X)0GF&!uIVyEuNI!#7 z5G$38@ryTl(i4U@n^u&Rm3XAMq<{pEN>b9M6o*bq)Gu=@h`3u;w&{c@q$zvuJ*s0R zVpmu1-mc(}*`=@&kq}J(0F`7ozfoAULGUb{an}h6m4VNC(0V(GewnhxacxQ=>xPm6 z{m_&ht0wMoPFB654Ks%=A5c3_lv{M^N6GtOsCMcEK zH}^Cl4rjbjB*aWn4tAiU9R5@x4N-nEJ6 zz&}sliT?nnKRx%Ysd1#Mf03-m61K9s&bW=O`v`fbP~%}LI(*~+l_dWFXc(>A3-nH0 zeHK04h4BCuV6`DHB};cjI%nrAwzXmN7D$WG3#_o40OR@eYNAnev6i!5ffg zc!;CKvi05yyfX6XcF!}21h_oX0R#m$;N>KDj%R8s+!+h7zFRg2;szvJU^3W*ASCKZ z6SrcK+ylLLtbB3+PV0_y9?ao%x~Fe2wvlp#HZJU)@IK;6B|xiIz0^Pe%19;-#%S>+ zTw5;^wPDMp4-&zZ6{k=j7za}P+=vMzPcs6Nm9=?-S~Gcsp?(E}=x$V%YEU4hKmrx1 zCw)7rJ3yu`?wP$#A$-H>eO?ua))t~b1Ok~+8-f7yB!EfZec6nX2MI~Q-F98em)92T zwQ$IP9SxS9a-(ywR|U2sjNz9I-Z1lOZqE^Mehs>i9!k_sq`?J6Dg?xZCz*~Z zyjvQz#IpUxt4eFcX7IS*i!HqCB}GxCGTNa;@KQk94M|$rqQwZtZf)AL#4WLZhbnI1 zCA3b^P?^yNV5C6+^IW*`w7a#%ZdGe+m(g(JihPl*tQLSuNIF!NO3uTO4P1*skZh{T zTo_dr;1>#IWECn%=BinoAJQbPL++EhVm7O7$R$vj0Y|rERXofRZ&aWpK=P~euIAs) zO5rZKX;t+$+IG~f{KMLUAuEJ0Op*zWk_|0TsU=$|!fCC_36eDk)9YHNe#;aT;(|(o z)(GS)d5=$!rh;IoxPW#8Pclb(>F^d?OXanIpDLDS363TrX|RF_AZjF-5j*?TZF^4# z`={u5>{0>Q-9RLWF&c=E;Y!kyl`I6A*zZ3tl_3czCDM&Uf=K{x&2+NZ@l**Vai|Fr z2WbPfG|Ip|;G_`9cm*;K?8-nM!tV9y@)aK^e#m~h+N0}8^euCZ(E zcL{G47Pgj)4ziV!l_5#o?E+52+PScvm}k648o0{#Sz8eOC1%)h`&BpL_$lNmWpENb z48f|x?MC(&i3ZBhwN(cO795|linCOyGE`MEtvn6mik-A@loPE|l!A5}RogIhOBBN~ zyL<}-PJ-SGYlz}+;%}jr?HzJ;B~BO#8iWD4r*OWD=GU(A8+=v!3^ANEv>v#)aF&** zM7QCT1!_qf>f*Ei06w96HR}WSR$XMRYqW+c?Td+8eA^^?bM5@&@LF{|gcP1UzY7|VK^dU?0qW45|v~XK{9a=56%U1*Z%eESA+D{fr<3b#= zK6ruq2B+^D;w~F773lV%{6_)kz30)El8gr1QV!@$Kp=4yr#8}KPMIK9ZP7OTOajyr zc5Fm|D_CmSM+Q5Zw-n$;0?VG9zGAqF4&WjT4rm4!y7a-|3Y8Y*P(qB3-Ko!n1tU~$BV)x(ixQIypYo>-qCt%(VFbleb#@f3x8*{MJv*Xf zy#T-i%A!3-GgG3?Bm^Dk96h;^k+#!K_R-xuTgrlUuL%npO7;){=XzQKKsp+Y;BCE4 zix$#UL=r^&sbb3BQ>cL>v8Ed4@SH8q=PD3*go02b(m16Mu##Xv9feIbY{O^DdwNof zR_1(yX};Jq!g!%Q%76_zV?;-+x>rUer!79Ift=nlM?l93i=s=JU za!R|3w;+bl8%zX_Aa)5i+MK#b;$#fc-V>^Y0Heq~ z{{WR&am>!n8Gha#ZNtUTHNy0)13!-wy-Ho*wP|kU#nYNwWhKR#;UkmyRv6B4xyLh2 z)z%$_U*iv|d^Rl56{DThrFl>zX(pn1z*4hvwWje*xp+YMlv+BY0WO~ilj%F8{XnNK zY}C?1f`CGf%X4I(_tPo-Vzaxu4x(S%l_MtMHqELwzQ#Z#dxp|tpdNp#xp8V%6wVmN zk-8Yg)}TiGrPM(mD5x6H?|2}}WA3%5Sb4OCINO9BwGpWVdl9j&M=cp~A`(#tl{bA{LeJL4hI^g#&n43$&aO<=Z ze(BUS6Wek1q;x&nRII57l{n>!^$^OC_HGIIhQiw* z(B;cv+3-@Jl*s~AlM0wSj?qro9#ViK5vJVila&K7Q+ZrOm6rsYH=$lv&X$Guat$6LB< zkphNc%~tMS=}}FMs)Ns%c9;C%KILSC@Po8E(+`QpwYQAM2R?No|U=!(3IlriR zOCnh(6VDl|4Zy8jFyF>L5Vwz`ZSLcT*(o)H=I*^_{8G;lvdOq=u$NJXTwWsG9*k_lhK>3&yL>xu?3EO9Djly4H7WSQ(Ahc*uRnEbQ2~Rk+|YZ2*gOZz>=ak|e6Ci|NAkH*uG})7wvKA)bJcu_k+9Q(^zSd*y3ike zw5h9gA5|>=(e3w>1D)$L%sJCI=PQR1iCtV=G?bMKJ9H>Clz}B)8bKQl=4-37bahjJ zmZ92yYme&B#0q-%_%ty9!N3b#&D~_l_!<`09OChdzzET7q2YypdBeBh4Mp_t8^6u@ zcM!y{tZgk)yh%39H*DDu-h`-vqq@$ebL&-{6QX#%&E6dLX1PVBjq7hZ;w{&%<)DU( zp(Q0cQc6JXNSNBMT|HwAw94y$3AVeo!`#L0-nMG!L(R0=NRH{{{R}_+*4{~D6L~?1Ow^v`Bov)mfdB3D|V&g&gCHafZ}&GtDI8alMN+ zRe5yNO(iPv6oeQPyn)zOi-}-3wlRt#%LKyTy>dZOX(S~AU=^sCK-;+$vUJ;~IX5(8 zcv^8>0@;7*D3vrz3xH&eNjvanw63VxVYnmMeglAE*4TZBa4W#KZ$cz~@r~53Hzd}? zci|KTk+;lNYwdCj6QT=iX>of<|TfnMB6AHMU5Xm9K0KRT)Aw^F>{gSM9hVb~XlQ`%SJDkJJY8n<*O zFyZ({e8#PAuC1DN%s$G|E?hd4C8k4*apl1>KnPC4cQuPqRQi|ela+ob84ENwg~j&z z>n2;vc?q76cpn*!=7lqOq=!_2V{FrsmldS>mbIj%2s;p!DDWr1E~ny}@WYV=t)==e zv4idiiqpQ8 zINDvd@ergJS~3ELpg4jxaHuA>?SZkk5ALZ{Wc#T;E9!o383;D$Nm3BtSWe`mOm8al zNBa}aTzYAS^wSspJ&JV)9c>o4E*871Y%L6Gdl$WNL9{Z~&=inLq;CUIFb!00E!O)A zXg-xZmdeyqxKfDwfX~qQ*c7Tr4S+i^}Z(}#2@r^y6BI}OIvjK^XH`xlCb z7C>RZ3~SPL5<3GV`*yC(zPo#sxce^njW*|pAdv(OMKSDjjyV4GJmHNZ+yb z=h~UAx@n7b3m3b>uxr+sYRMtjUb#u~p=#2R%tezxG|q zmX2ds4<4QA{{XXI5{wriD;c=9Cg&TtTge~~ zHM@RR#QgOit!pd9$!-HAdV-(~{VL>C!O?k+Yci&t@ZfSn^-A+i;*b^a*2!E6*q@%n%v5$Y zow24Y{3h;RPwboyB_M)KokSgs$E9*&czxT!9}jF+H5n-}x2E;d zU}@QNdKz80T6aeJfpLDTjK7SjPAxL~4?x)@!Ahf;=j&bBx2P6Z&)nelti234ThtSz zDMCS?t!Ft05pO4BE4;>#>RW!@NJ3iyMs*HH%7vx>0O=f3`tseCkn5{(1qj%vk+;ay z0zWoNPXrT?ocN4DI24PwlHv@7>n5GYGk!5`ggAsP4Z5Hc;~_A(JdxNRdgr>o_!p6E z>mWL^bfrId4^!z}FTOD}_)noa6X%43zV%>{jgn{zVx>H*Mcx-~+KL;1mHpBV#80eOUSe%H-O?^RH8zB|qe{7w ze}yLb%1jLGpqG4xr0GQRNj|iXj&)K)V1dSz&ffJRaC>B=pBv1Lpha}CV}~tzQw7hu zIV97vq*V+}OM2-mi6}=UL~$C9&mcw2|cm0Y8mu zy&i8yS-Dvs>oEsOlRN-Fm0@2FAo{IaR`V5lB=9H%_Z_J--i|@2+9=?H9=7?zAuBk*TEufw7JW zJS(x@wrtN_5@jm*X77V5(2Y%{#iPotJSr!!o;DTTQ?;frxhbCD@=}_-Zxgj%9cGXo zO@+$J#}1`R3Ivi)orDu4o;%Gse}`II*xkIsSVGh+mgq`C3rIRn>0g;7o=Dil!I4n* zw%!UZA4-tgF0l8UMyQl0P|{Pc?-S}b5`8PJ+q<`IF$S?423WZk)?v9S1O$=iN}!1$ zK=L`-c&XgOpDL~$tC70sxpv{#Z%A6(O0kAguMbEm36C*xv7>lOhmdde6!rD>jxUK@ zSzWsV-xr5J(!g;|nIST_7#&VSPl3dj-nH&5O>@~b-MCH zHXvEHxyIZGS!lPe2_P+DUL5LNfFQve#?;0xm5d7>V)2Xc@99J-AxT;SNKVDc1Rh3^ zV8?S)#k0b#F~}=FcXe;ECvbSB|QWfU?oCNrWMxn9x`O?{O z=GKSVR)sX6;8!|GI~evgsPIVg^0A^IJZj;3>f5Hzf98?CnVSm`x3B|>CF1)=#`uIdU=89cjNohsT#lf|0kEU?MA3%Kc)0F6G-hd@m(pu46W=x|ZEeCvdwL z9$bTPt7wAfnD>b!?OtVBZm*=-vShgAfN_F;qh;vyb<}l07e#>4fN`9y11$8vrwGZ| zaeFQ^h*;tP+dw407*n^G_=<4%9d!>4Qd4!}CANGr00=26BzxBy@|FR8(e*WDf?-%w zD!~%8UR_$-KGn_1FqNX|4hK^5qhw9Y0f6-Com^ka_kX_8Ep}949X3TkHeS*C`Wpkp(ohP}Ae8f7Sal09lc&RuCu8ZgI1r_1Luu2YJ&wTo3b+1J zj2%vp@%{Z(Vbuptg2Br59x2qmn%!fHRx8v7FW&uFw!=;!<97zl_t5f`@5CXZmlYs| zB{CDeMP^Q~bjvZ^V>lJwEs8UR;}~ul*XbJz5|>+g*Ic$)QJ)Nj0yjTBs*BVA0JF|= z>Lyu6X~VG$GSbcWmWIvCiVJWzu`m*LnfwiA>tn#UQ)J23rvC2G396LVJ9SL2jk1?H zyz#MDYVTJFA#0r&0o~W4M_#hpF^h|P96uOV6?KK!*$0#vH;uh-s0E)8DGLM`Gv9jW zwd;ce9>g(+uxvqXyclZGw~MWZn`xjxLxmuvK}3>30yqXLBc&f_%y&E3BOS&rMiGQO zHCri7_>Vr1?WF{Olup2&PVj42KV{sci(M9Zixx}qvYbOpO#11M=UKHbu~AB5c_fXF zGOj@d^0FZ#Km(AmOkW*$GGo_R{nfiny?*kp7TZJ0jZx(vArgDj_N|9V3IloagTKzZ z^PWM)awaC6KN2Co+cXcsr5{;v1fjz28g8>0SBydda%|{N6pLHQc+?^M(e+E*FZstcAfM}PEo{Re%)uW_xi8F6w`30e2zyf@X< zAbq59M7RRZtURdgAL<*CztXr{m$(sU?ZT3k6rqPwNKV6WH}vgL zn7$MSF?FSDKet+wzY=!(Kow@_icpMe6w(MOwFxAieB*l2l;#qoWctcClZ-G!d=}9qC3U7j8s6MJ?S56X6t&ZGwq!(AGkt2a0 zombw@7&{|cl=6aqvfO_fmS*V}Y$E9<8gOa^`hO~SfCptCjN+dUld*8@J5z35p`H~8eYto*4cvT3K)9})q~osZu_zS06TFfffM1R@I1$I zkS{iN$hBw(SE<#(abBm|qHxp}Khob!+$?!UkqxB&=>8=ADnwnNGvX5@OzG@v4riH; zS49(B18}-rc_hbi+L(3yh~Vu}S2&7VUa|>+xF(zU<=mkvV^Q1Z1K;}4*wk`LFsPqs zOnUzS2FMF?(F*XcZkuN1X$0tRkukUhKuP*kmqv|?*)b`@7L~Ma78Vf%sFa|BsN|WQ z{RpV;qvp(>)&qHjW7w60?A@cncHK!YA!0_yNfGk~L5SY69*Ei6++$rr$@zC1y}7_2 z!Tvi61g)F9XLS^*30U7sN`{qAt${n$YNFUdd%G(Xr^g~T?7c?&E~T}A0V3-8w5~lu0oBj3uPXH+S9aeB?lk5JAk?ge1B z{R75YKf3CF$}iN>B!hM6EYbFW>5aq4w86hhW($W;hQcgt9ZDT=@RYcq2LAxpwNW!J zShCK31DTHkvBEJsrq-)h>>N7n)I7lsEbQqC+{l7Kh}xga_#5cFIGf?dk^u-pq!mc! zJAA6ceQ>sJ>~7k(OWz2We6Bc9l$9e$Qi$JaI}U3OUZi}LLNIXLqNc?a6G)8eD+^yx zy1mmZVBl9dg6Xi6;WCSa{6)3OL=Zw(szD#Rl9DF96VirrZ&X@t`uhm9!>$ydrvk`?g;v_iH+h#3wPO=fZZGcN4>E$#NnxTPASC|sgpu3=CcRmP;W>YzeLoLA zhMT=pTOn7@JXsn8z6&qva|*z4Mc~-3XvLpnNNINM zT$Gil#*|MhQ9A%kRug5?tQAX6BaYf8`sYJoNpZA>nM!y_K{7lv47o5US2 zCoElCAd|TdxZ6Z=zn5=rE6q<(2P$dEsC)a8-PIks`X5QK)~gC$kM>)1*UZ43sYGm1hp&iREu>4 z$PydzSEVLBH?Kiwyf+-hoyu8L1G2fjTNoNHJ{ggy1+9CyXJo+r;zy-sSsMaEGS**Y z6#$zi2@&06U;hBtUV~}dYi!?{pTw_?m6jQm@atEuK$5~1RHYCGYQtI4o4p zZV`-T3^xa|MY;w7gjy{O0tt5E$y$oJB!VZ}q@T>TSGhIZ+_aV~@e4cW5FJoR3%R*V zO{Dgcl!Np&NY5Qt%Xm&JjV~!&yNcgp58>*wk zv|r*EO1X4l_=V%wDNLo;6sJ7mKeSAbn53NJ<+7 zl}e0~Nt3?yru7Qe_SdCnD_EfZl^7MhqAgt^3M)_rLRIA)p8cyj^+s*#jNg@|+ zu$?4#JAWF|GbUxg?y~W-!W6Qy;0iAdFKLoyN%e}wGWFV9YyzRA4*iUu=M^<|e5JIe z(CUyt*zw8iBc1A9DWH+c(6TwWxUC+`Z!3GY)RPP^;y+mEQeip&eL?tpQZ6!gZ&oW2{=Ufwyy7$#aZ1Scl z(~K7BY+c@Cs&f@-w)FUnB?(h{*953ZKnVmSXjIK#rttHbJ1Vsr+}$kYWci0VVp+dA zVp)q7xYK)%zU{-OVjEJ4C`57PPLK!pMNH;A(QleAu$J)r5ja(*5rx}W29)}rQ~8GsE^-K^(62(5It$Dt3|D5?$`uf z0SW*>cmelS9FIfFOdck=nQ%ZxqIg(XNdgFztBC-Oi1+5KIC5Ne(dz%8V*|Dh&lX03Vs;`r;3fUzF(nXP53 zgyWXiEi%iY4LVs-h$CVqlEz!I!>!cHt=6_*kmzy2<^?dIc-W?CuR7XVmNSA1u4Rjc zaeTXk<95!aZDJM-T%|w=g|?GBYTmh zCF7TPJ0)tFv{4URD}D!t;7|Ltqu*TNmX=;K&Y(8rr2;o6k}8z9T54GJOzdd(VBI#i*m2phzo!n*RpZP-e#o<3zL>^qNIU5(yZ%q=eE+t)*uj29Gy zC?z2hcArv56&rt>vaSD-86vcwYx`%fo|fV!hK>Rik3>8 zMZ2pTgtkc9Bi^;BYvHel#f0pu%M0N;UYu(dad+xqKBTqxQjiAc=Ust8TPbI81JY`( zYVyPFt5%h2+!M`BuMv2yC~1;(l1Ux6tHJH{Q5GERyO!8NE7UjJ)O|%MhY-!fZm5kR zW3&_VrYx*+j80VBDjJujM#%(kC+SnTJ`aYV+_8%~+RLFSN`j!IfC(x3iov_}CBD%c zoioPR*d5iXdI_o=148aqu^zzk6`6`|rpXSHa>Km$INonmc1=TS>6Db%{)R)X1u z1L1A+9LPM1*|UE&-zArI{!q`Vqh^-Wj3WhQDz;J*!^6nVl>@I}v-{^xlc;w2S5?c` ztT}k<*=@!Zh%qj>`-CvGwgi;GR1kJoAb>ZG+ReAuS6EgK-Tm_pzQYfK(po5Sl$DgE zD2nE1LbOl;R!x)soT?@eJi+xyTSwo$V-7K%89iq z_;-V7S+@8~$Dq05mh}(^l!TNLkO4jC>0OVgy={D!R=bs_3$gOD0$>FVK}iGy^N&xR zH-6RQ>v^}XP}QfzUOR5%S`ak=NKWT)cOXx56BWmb-(DL_Yim}**!>%Bhs#8)2Fi&E zQQjc(0fE4)1I>bRY|L4tzmFSiQ1Ex{#NObvGQDOoDhS-Zz?!Qc7GFz7p2b zGXx;1l_V^XK?xwpf+UV$h&9!StHAv>&KMLNRsExB3TT9oK=Q750YkXw_p5<-OK!pU zaUhhIF_b#<4WYF*fB^?cokbu)5g^jFyW}P~`lfy}4qDs7%Zf$nankOsF{uQ>B})+i z!1E2cA}JV~ca7k9&Hcf1P39mHgpksdm{|%cT2&-SA^<5n5gb=#s%>)tc@1JpL+Hgm zB`>X|AxdsO_;v{jfwD;3W9w1a)z&e2XO3GjWW(5dcZzkz`3vj`1zJyVlBqYK6cnhRN%pF4ZVLGJ7|G z^_#iA*|+W7Q*JiZqlzg~NeUiR_8^Mk`!nI{vFP3i;6X~RT)4O$w=NJT{?7GKw)-Ms z7k(|~WX?E=yt#F6I-3@dme92lt%~JGpJ}fVs+N|f<2kI6zysNPWh_+`*7!vu0d_m5 zdY|@+>4sv+d4n$D7|s37-XUP+yC7LQlohHV6&-->HRLy?TK?)viGmdnJxy*MSo<^M z`5O&;GG**c<5*p?b-segMZ*Z4)KVlVKBO7;tW~R9tB)!hTZ21ZBhs)JXX*W$a*r>Igc%9h@T7=GojuM&SBXiu7RqElQv_Se}{7Iaoq?WenGb(f8#NUp}7wr&>LzJ-l zg@hN=h$Sr;+yaBE<~9|CTA-+;$r@EYqOAQ=>O*<^8EFAUwIb6{Tr70i)2Hp0n8!0QuZzzC3#E_yR*j0U`YDpxY zFSS`Mo70hQQxZ{#C-@Dkp1=P9ruv1@^uuvizoAv95vtkUfP^cbk*^PRVU|zYKNUbh z^LzvlO#cAQ+l~jyy~y!UVQ0ewN)%^(_OA~0X6D(Cw6-m1`3X@)hJ~&G2{y=?k}H9@ z97ZwlUYlrd@sG)SyP_yRpsj+^0+QI1?;qzir(WDMVPxgw;a(eJR6v;RS!YWzn+zW> z*_WL{7N!Ah8pIvFeJhhPXRL8|KMdW&FEp?gM9Kl~kO7FR6mhy%jHqgw1chprnBA4e z9`+!nmfK7iI>3|k6&kGZY?3@X6%csTy^pu!S&k2%?;2%zUH!6?YWl%a+5_8>=}hJf z^<#wwSi=}i#lwV@>kx*-fhKw8u80Fp>H-K|xR^_~u3QA^F03j5*hw|Pk)C~<+y4Lw z^)|N~DNsy;Q?K&kx$wMV{{Rxi6Y*uT(zQrJd5$;v)E|v-+TLZIKs=>uP*EFd{&i=?HLzsD&hL<@wb|4eD+qa?U4jnQ<#{(}A|y4mK092UeJ> zDoVUKTK?(ZaAf^yE+*Ald`DX#N`X6&Pe1rmeVwCp+!M0Ya6H$AUD@5?_+8_7LBymu zLWn2?Y=1szmgS|pYE#z;N_pL2R$byUfJL(WAfcobq{su*j%q6uyAQ9!O3bE73MLd! zdQ!m9j}Iki8MiRCYKH8sRJ~3%98-Ys4*-1qY6A$&`1P-iV%{ro<*;lNA>|clDlsWO z-t`BDd`;j`d1?Wa=|DV$l6If-sC?a-6_;GL!mLu_@k~xUB_%q(8rdsKUAb5LA#jo1 zL<&+G84Yx;!ez3DH6@Sn+PYN?CQ2U_3-0itxHfXkK zg4->(Zo(4XyC{H$n*snxzJva`y}>QOwB zYQ=)xw|L`tb-UgXNSzMC2u%IrpYp6Krka9%6_~0U7#dX3yxUSteqh%tx9PWK#az0E z+6tc$O4>amnui#Qu7`Oqi~V8JN+(c5aQ+D9G~GTh4! z>ysPLcomu*@LVpq0+gk=3R0Afn1yVgKE{%nqet0+j4-AC$dCO&VF^F zW=szS#**V#LCa?x1wJbq5&rMpCyqzqSgv#Eu606QzRP!(_}dy!?2`>#2_*g1ohv)` zH5Byov}_Rt${AgUoGL~yn(wZ(slvC(kfNn>JBcQL3g3Rn)=Z}h%$dNUD!RS7MiPbU zm~Ab1i{p(;T7L@iHa6w%5qP{i6SldvxlE4+<&xWk@32Wv%W<`D-(;Ss*;(G=nGY0v zrMtBZLeQ#0lJZgzumZUXOddH*)->@tKx2N(dKs9;2eY!eXLLV;-{J0FKVyWj$#UNn zxx2#GeDeq?9vafh96)gsI@C1~3P>E)Gcnv?*!v5^vgc88ob8Ofr3Rb8u(O9)+Q{9< z+|c98S8#+Z6%iW=Bh%M7&ItQOH*juQH)l4|#tVihcs8g^ zGj7Nb8AKQ)fhAqyti#h#woxG)4*sPA?KJHmo>trTcF68w_P5MMa4H#**74yq8+ zIRpdR0gsf`L#w?(xX$>YO~umft=xq+(3xu4Uv&Qfw%`-})NlLMBld&qb{B-%B2rL&xTy!TXN1FyyxK@fi6D*r zcC1?g>UF~|d@bl(MG%cs0G+wt=T<9>_lCU6{BI3vh)R;NCvXq*-ncmE?i5oTZ@SZ% zQ%nJHQn||=wYk7AQZ76+T;j|$HAs-tM4zOrR!@mM!Wv(MWN9jbw2?4&2D`I9G>0<& z5E8PJcX^0DP_hh^sVxuw(@-`xR~Wt3t*RVaJ|Whb1Q|)xw4|g1w-wgSGopKAc;5j& z*Fqgm=~>1~_I_Hz5ZJ>l0up={E!ieyoh_tK717kp^41xc^Zr|6!N*_4&5e>D@d8lG zY@rHP+^Jf&1CLs#^A$6N`mM@w!7ATucI{x+NS!IZE z_gf?cl24Vrlju*ibyf+fpr2hy+Y1`)6w=3{E^@La@m$TAEo}0$H+Y5Rqe@cj@Z>2@ zB?>dT8y)v2>UXUtCw-rBo8Zmnal8E%z)(L7$qTtq2ltQNZ}UFYwB?+qmvVifv&)!M zHfbq`93E$!Bf8u^Wqh_3E)}-P8=g&USM^D7F;O>5eS56hTM!s^LCH~Bb13D^rEYET z3@MvME(4E!=brxnX~X6}jC)mkJ2JwSx74QrfJjLZ<=P=miHMk(0P$XE$o~Lk1?QI2i@ll#Tf_5Ou>fR6?LevmR z;FQM_V!Y9DcC@M6WwxX(wJ8oHkfPesNGU#q5NqmHosnwHC2DOhxv~)3U@1yFZTVIY z*8IKD>m0v|W-RBIu-sPj3@o;$@Ylt@AQs}Zr&FyN0B%Vka0eZ#cD>xD;1!PK)jfyw z=L2oGG%5C8x>5)QFyrfk$D%=`T;tvvkBov6Bo#JE0(K`%gS5?8FkH=HafRDq*nQ)7 zHkPc5dw&hYtzH^<1VB{oWXAjY)Pr`y@6N)|@k)|PQy`^02^@|oIpsJUaJNp3V)nN9 z24cnCc%`^ul$a!@0@R`TiionymaXIWdFeMuy+Tm8Laj=YZNL+$TLPoy>;T`tG`zaQ zm{&=kxLGZWyN6tpw1Ei*oXD3K78Z-dEMEs^(j09=&GL`oQEDOBPSP=zSI7x{)||Lo zn$hDa`PI23OvL^hRv-3<>BcFPvmK^pzsK;bO^oW>xSgVG)aJWnA!$Kv(6oRQ35iJ{ z!St_bXB%rbGS*(bYR28G%u4F%Pdw8>3R`WqHY5QurH%co1p8Oyo2*|7%8J7uTbPDe zzyNy5Fhh+x;@)*gjr>%VNk??S0qZsB+_Cm2yTx+J&H2kP zYjoPFOw=X{BtCV6`O_iO#z)ea^$)IQFkY{gj!;aGW0*zQpWS)*XK9E3{gP9wUiK3n@w7A~)h{ zEA89zYFAF&XKj@)XYuwc(Sp!4R<9K?CyH4^3EVu8L>;}VCHzq;Lcmlc^8^Y@6ZU{?lVwQtTWk>f?;|osy zqkbwY8tOCl7RN=pE*UFRsZ&p(X>ljCPU$ju6^M1yJX>R!9ku~)du;NVx(~YBI-Dp- zPMy^nLE?R*-g>Yep7kdc=+ZisV`pcG+M@KZ^GF^Y?W;*X8XN$KQWSPNcOB|i(p24; zDknZ}52wv&vN0QQz^@lwOTw)#Un#_X5F#AZ+kQe50b7lNwHN@1BBqe@l>0jd_>QfiB8H;5wQ_Z;6G>Xs%E8&tVoO+&GyvGj$Et>Y>}!GMDge*wrr2~ zS;?7o=CLeV>36p%DJomZ@)-WeRFgkSvjvVQ&PmFYM0=?J0JCmU%pF6_PG>B426qp^ zaANEB58Q&nUv+W=dWi+ZwwXK~M8$fIi~}qo3h@KCr~^zejSY|Y)wv%bRm>|3V%@f^ z>`?QHL}_eEG4dy2R)+0@S^oe^eW2j~0Ha5ndEk+-`c}m(Mw@7yK=cWZq>aZe3#!(~ z2Vt^s{0|Sd2a=||M?QL&Kaj5ET48o7L)UHEGPR#Bw4@Urf}$}TV-L%ic)rDMgH5dI zMx@D7w}2}c#k!?`bhe&%6Y%ZQ^46B#P$?>i8b|;}`|ngPxA)NbTaxqJDZ&VcV74s# zjoM+q2#aP~)X*z*po!A4<&ZslR#k{+%Nuv!Q|`2vSXYVWAuCqfq;@7_jsA6wp$8x19GL5t*8^?4_FbvJ4bU| z1oV{`d5uJX;HSDquwjdQ#B2W14@BO(g9a8d7i_H^#1@&UN;#N2Dw^- zl>NDMpPH5HUobCo^~pl!^>5GA(E|kgnk635 z5kW;<$T8_cL<)%}J5fO=S7?Z#xf-Yfb`d)np$JZ$lqCAlp`izLCwdeiJrH*w(R$E3 z^R)>ZO$b7Ff@tU3k|Jc#-(YA$RE}sE^rGWqK>E;x48+V|f?2@k2!1S8fvwt}JmR;0l z5%W~M#FY%QfxMfQyuottA-7N^q2fqLP~3tyAn>UpnpLfWEG?W?BXEIq)y1XLE{{5p z+QkPII4-j#^kVc(+fuH3S1 z%a)k5akr9^R0&9xC`rX2SkY*%vMT9>%Ew!7d@l>>3xX4ge zgn-(nN_aEuc0QHOg<#Du2Y&9&T9)=2w+MY81Su{AuSt<2KM8^=aL_hTk`C*u6}q)W z-XNQ_rHj{YtTYnHO2SeGq(qP-Wf>(T#8*|~+(NNJ5o*n=c>5aCN8UOFXiB9Y-YEoe z%xzHNHraq;7_K7OVfG6NN>D?8vw)o?C%(pGf?*?DH@JR+{j+$p3;z&=Ow$kF!{glWG9&SQF8*n+Lw&Qp*4Xv~2aV+D$6}lc$yvRra!bAW_ zN`grQDi5_DGi>{Kc5O$)BwO2Fw3LOVM6?J2D@xC*L_`Ub+;1#7Yt%Dfv1czON`$FI zciO61xSkv{cpy7Nfy$@Z$AZSy?Nwu*>IAw#uycG9>@uL=WFkdg|N8$6I; zns8`BK?D^ZWSz&PQ$iAjj}b~yJpS)A>H$$EKpc8Nj%!{1>Bv}20F}IS+wDhrlCtI< zm9BD)t^KYX-++f(ye+yxQB+ON^>RFe(B~B zj^j~*=^{MA~ zAAFfqeDzcvKWhBc&y2Pw9lq*o{m@%H5OC=m%JzlV+JmGvU}(qhUjWQAhqz<|?-k^H z=Z@HBEa{Bnwn=$b*Z7OK4S0$3cxqW7s180=TU*6IORCvEWev{s^||oWoe2YZo%i2! zU7fS1;Ix-Z6Nzyh*ClbkO>}EnAOH_Qz30&3Jt4}lG|hr#KkqKQYlCIC^Hz3a0JJ(^ z#4#gmmGh!pK4LrR5^L1m9_m&>!1`5|tnsYhgW24%X`$8~yGU^g)T0GF%pNPxeJRYi zE?(-bmOYK$2C()nZkPEEBesj&Q)` zdeux}9V^Jf*DhdpS8drLEnC{!G*U*b=Z$Aw~`545O?<9qEbloV7gaBN}n1bM<6 zpTyQJy_Xt!9WaAak8-vy4!6|AAv0lvuvq>p)6C(OaMWTr{to4px}6OI;?PN1-XIct zS1qVaY?2K3?^m9p^>))dV69-xU~92$Hz<3>a^Wh}Qj#J79L-X!+baoMWlB*y0p|V{ z-dpNwWQSE?4R@mRi>)O*Q|O{4%~E#A*b<0=H7RZh2_93o%9*jk@l}mU!|v82Q6k-O z1L+mi(q%GIM0-`Q6|eVBRzu@+J>i73~N35Av$w0Ul05 zyH%RiKmNnqq#)}3AdUyHtRA2w()~i+>9Lx#@+!Et5~dw6cS^q)HQ+C_3p4hcy+cYW zQcfGN2WhrPrF{cg2xUnik0At~k*}XWX>^g-%xy?XLXyTE=ShMIwnwdSRlBq=PqhC4 zIIm0L9xK;4NL#KfrpY7Dt)Q!o>g+9;Z90_bPSBYkPZL=G07pDai%UXUE~vHysQHMG zz4fh^8d5OKDG#RHc&kuA)xMP&lkWnxsXVcaD5_hRl!Ch^6Q$Qu2pf(}R2DB{yXRYS z)ztWD5h^jk6wR94bql$0sY+VJ&ePj*^{Eu7q!56Fgqcwzo+{o!3b`6nxo+(?*q}G> zr6@px;QNw5=kcywL4~T}#~4XowW#c^h@REd+OW}dq%CfEh9x>=2#V`V_RXIv6r`tM z5AvV{YEW(4+^L|S3JHQh1kbHHn;W+PPn(@UltsZn#ONiDLG1G(UnKwdnv32h-t z*zLCTzGRx08nBDxpgAi7crg-bn~c47x0dO-X*z)0pK7q!KC6WW-OwOw6YCWvV}#sd zH!We-OsU7;P)bLy&)d1E-r&KPDH_t_fU4L&1BojV7-k!2_4BVbmk2=FDFz8WfcLJO z-j`yx9Y)HTdoo@i$p^>fNUuw^?zOEgHfV5g>9lF(8WOYVR&DEN2U0ww+OK zcT~JXDgKVe?y>f5EH9IA${7u%wOc+CH`1_4ZNdzhfPPh9yu%ik!82s@B{QdJ#=XxN>WD{R4WYgN-N0#uh4TuC24^@-cpP^xAliD7qbY5f*-DMQ6> z;Ob^)WhGn#@3lIbwX*qSSQXTA(VbB&r!eLYx8&E5ZxH?d9?SyxY+hP{Gv-o2ajt&x zA6o6hy4!=@i*(}bxnQR>r^ap2^|)CeZlUH#)O(KNv&TD0;;HU(wW9~r;KZ`D{a zbiHqPV}&}TUR_;VF65yqNLmsO@JR(*Z^v=#RmW{q;u7OezhQC&xXY^pN$d)QrhSb^ z-DK?PgW0)rg63>T7-ejt-4ENogK^;|Atzj+U;sE!m>YJgs`1Rtg)PP%W!y}mJ|So@ zZSN9f%1dk6M2Ox8GB&L^q7NIaI)Q_T&dawvTs~~Yo^Hx^_}!$P0^zZ*(om?={{Uoz zSxM>6R=mWmF@Bh5XR^LIhukT~ZLX2xGFROSCw(Ls*s4L|w!EW>T4t;}7QJH>Hnx~c z3r*v9mgOKUHl-yhOP)w4Pnh#NZ&k$P+_#=^%PdvwA%+or*&^c(Sn!6C8ze7&{!S(K`qiA+W2kI7Yow}j+ipYQe0CD8pCEGyWk&0O|^Y+3yT7ng+Anp#J zIj$U)*34Gd0mS-;)SK%kEN$+C7;TlSMFQz*NLG}II+G*HtQ?8xHea7>`G~Y1CD+o4g#b{1DnLTw5LyCRO35?h&ZW>D=>K z5?Z7?#W*W zKtf5D)4Zu7XUs$j^Tq9kBb~39#_{}MrQ7#QjWF5@iknC>wUe@8APIv42Ry>sN5|zM zbnLi6GXY`Qc3%I@aB?hWtbORZlJ|JiwVd$cpNA!N- zY;_dOfzPFDSy!SM{&Txuz+mcEiMcGKXh<_EDp`ZiJbTxnx_|am%9tA^?AA^q>xj~( zQb0fkBoiLps|IM}jl{njtvKeAqaGM57t8+uV@&s(ZSs4#-ea@C@XLG+w{A~{E-xK@ z_f+bGZ6v_*lLm4o2I;{BwAoJRPE?nxcNfR_G91LkW%!|?kI zD#@%r4YX>`)r1DyX|V}PK!69+_}5Vzh#&~@>Wr&IvidwT+ZGHZh9!)YV1T88nsLaVLYyK6OC+uU3swcWTa z?VC}BJm5(>P&p(7sGh)2Bc|dA2vNnQhe<<0xhBb=aTr+UVyTlZrZ#8(!2taJDbIhzP zgS4cku0D*y%}+Qgt11MK(%r(eA>^{-Z#V$(mEtImM2Y@Y^Jg+xxpj?QVt1E|Wk%`e z(1z7761NJbN8LPEzw?%6!?NC6#BnT6^_xT@&G685dRFT6Cqd7CTeolBI8@VXaZYPo>rp<5{{TNqR$R*Y ze^#O!*VB z^C~^2xtiG-HA9~m+beRFj*cMLoz_p)f3(Iwkb1Lyl(2@B-VcPL-8$F^FF5kqO5H9M zf)oK%1c=jFW(8%1-n--Uo2?76yY_7VEIu$U8^^}_>4CZ{U3hUgzuGUO86*O-B9%hx7MN!+bY7^ zvvyCs!`)ryQhGykWMnw3cPyx_qdRIoAKeqbnLVmM3(L1Sf(74Bx|f6I7SKUWmMlCg zl##q8!MyhE?-kqAPNQeMu7;Vy@%w>pkVs6O~DPP z1jkq<#DOg8V^Cky~C*xT0 zu;M~i%2WHZ_!#E2$MV>?04=Eb)Lq9X^I`@7$^V{y2yUey&}t9L&>k_ z%$T%~hDmYu&}7=I!7dKr3ML#!ZJZx8D85h_uc-ovr*PNlVOO#6sRN zx}Nk&+snxjF_93)3!{3*P_Ws7A@Nmh8xlH0loAwD7UEPrVy zg$=ppqOGj)tEQ89(<`@ONfUE$pvx*T#-(n1@ipdGI;)N9avlyl4#74!aqg+*Ubf4G zC27>63XJehYEdy~<8vS1Pi^fwUHv z4h5x304v2kgt@>2-nXoKD_dUJ-e9=POCO{yTxD&ovPy%1r&jVdFm|sP^w$`@%9+)s z9!i_Kvb!uV%t1qqt4ss8aa!zX8zpcH+)P+sJcZnwcOML$ODP3GF|j1>2LAwBkwYul zZo^?j#-&P?^yY>kj@)AQt-c=DZtG}urji5=Kp0D4X&l7F?agC7dCzy5Rg4=e;Z8io z{vzu)w=QcbQ+Ca`1W6KguWgSBBA5>NPA40!;?2kHg4noq^dzc29wACGw1L0lwODYw zE6cGATTYnNqI9Jr)k-@geP*HT^9EYAv$w>q7OYnhx@D(Ui70IZfPBZf{#753XB4DAzwK4j_psdOiDmm7X@{D^(9;Ao zr3AKCk*R40HIP-Zw~lMh_8YEg-CQh7eS*SE3kua$8p z4c;?>S>HOQ;4SvT)KfeHMECqE9o(gWSz4twcpFx1w;B@4LT9-o4UXQm$&RC^l#*lI zs?U|H%9!38oAI~ZecS@t%qgTK2b?ag0CESQJVx~V4Q(x9f45N~utY!v zc7eF`uT-xt;nyqh+i6XO5)u-L1pCi=>$b|wS-e!VE$EN}c9TECm;A`sh8hAvC~(*> zIpwZ~W*lPuv}0I{EjAQ~78+=&$PfY&OaM0d*VLSqYx+MZV0HlQZ-(2ox!l49d0NK? zX}5*&(uJu!5MxyK_pe*v?1pfQ21q2L)s*l4z^;P9bCTlclfX`m#oVr`gTBIqh~|w@ z4!~_ggzdF->Qr(zB#r4LfiOfy{{T81^AIR{r_-N$5Q2B_KppnC_C-V zWx4MC{4X~r5VR>v*63|%BmzF}`+TcY+zx9b>VDYziT?oDwol<(Rv-;l52DAs5+KjT zLE?_Saz&s)d%(EAc}^ut)Y)@#0w;732$K>cnuH)^JNKPvR2&g~Ha5gt`8u@CZ^=lfi&I!(&`{=^)xHlA^m736-f`i2d$3 z;BDz%gGn1k2gPxvlE?Qq;8qrRxev z(np)iF{p(=+Ci?|!l%PmMb?xYYZSM2J{kc^d_a;sr0Pn!5hi5sB5F4g#BY$*+J+Wh zV&=lj#C2_{wJvPN_3zlT#vsq3LcPZ zCkzlucE=$L{4c_5AGf>I+FQhJooWl3H7KSMbr2Mwl1`EW_9lB*CT6q@9Mny^(59SW zD@xF{L!t>^h)kpr!)lqI?$P6q-7ec5M3ROv8)TOhz)BJX06B#I>;*_E5DjqV1!Ilh z;|B(0wQ7W+7v2yF@rQ;b#W$%#NrJ733D}CU3rToC``JM|nj_nlN4O&2 z8Ul*EX!58PPMv_HAZc@jYT-os(})OOpn)k#0Po54t(Pn)#_H*lt$M4MuNua(h8>vg zA5uXs+u1ynxRbaBQ>AI%V92dKeNy{Qxo#QwC0qGGFS&?tLxr={^@E)4nXy0QGf)NIR%D-_MRy{q>w`FvbM z8?{MFeE{(xBaM;;MJpvb%%F{dRY);jdrY z;mEf{EwrchWoqPV5_TLBU0FXMbPF6t6Nf#VvHRR|`KFsTRxB%L)CRNy5fBe@b`ol^ zyhl#gHWztYx0SprUzE#G_P%EB?e{#a*%?N0*Fy2 z2E*Qp>mzh$JLDY8j$~XH62dMr<7#m?S1&9#a#9HsB!vY4M*xCT>rsAs(p%1_9@Tb85!jhtAzQCX5T@SG|jarWX02PGlr-O_Qz6#vNJ(ki>!{jSc zH32tRox`O1NKTPcHuxvOfNvk5ZcNz{7{ zkIrf*P({h#=1M)TLN?i3t#f8BQj*(tHva$s#6Ua0{{WANTcG^@;WaMCX3UOmylU(M ze4(}I2mZ(vRkkWrOzJ+OKp#4mww<&u%A+$If$dP5SXy(XLi(9U>Qkc>#BLR(`^%Ss zI|aP6{Oh5C<&vY$!gnR1?ti>;x|#|KGb97KHDzBu4k1^)p3FVrp0n*RV@W zB+5?50WztnXpBz%hYVmCTtHyxb!R5-eJI&}a~-QG+92H)|uDSKPFNCr+9W*+O8IEA}5Xf8PGsck3%brZA!UW3W` zO{~3dv#)j$FYV|aTgQ&CW!w4o1l*W0N*|RCM!WJ zN|Z=4J*$(u-1WP|jO@A_bryl*JrcB#N!XGHwKAr_Ga&ZcwLb)cHua{L0BsXo_Qh+a zmL#1rk~inQMPFd}b|7Z*(Xzk&qCAWGkj^ADjSv_-*?Wivba zisZPrX5k(i?IFaT%M({(u6s6i>nf(t45KXAtd8Z}IlJ=a1gmshgD#Yj|Iz1m)EA@j>#k$T11#9R7rydxv`wQ{s!AlV;C>OG|E!bYYitvBxyiH?SQ0^ z1Pw!fLsE|3INI87&Brje61LFYtD&)OcK~P`r;qHAepPzB#n*?6w-xaVX{Lxm9Ws!6 zDJqGNnXN`#T@em;>k?~tsA*x_AN#_=ZgK1-w|o!Q232?2o0H+ZN3r32a5wg=4i#Z> zZrWeCY2>cqBfx3Il)xkJ0DZXjs=ghau{ZjT{rfmBvv~5ArIdK7`WO)vv|yfEN#iZ`rf4o5S9<_J##^YwJ*7W{es2$cHm~U|#tA*S;&}mJu`t6!R zjH^mj3fpiANDwOwz_5&N>h9vk;nx#p<7^ZurT8e)q$g5!NHM4=#FGc`^+p?%^Gt(YJTt6+_BzGl8%)iQO zX0+%Q5od?noKF^A)*!ovn&JdD5^nUpSh}tVzLv5i6VJ$Y>Ng7*2Xb4I` z>=HPpu1WE%+ETf=1bq^ve=6pxE|ST!HXjAq)7jyV%_o?lXKQO@!*+Id?c1=OlG+3$ zZ4!M?x!#@#-UNL3p|RMGJNi-XdvDkp%yBL`aazq_XxS3fMxZtWXd-DzQPiV7wggb0 zC{a(+X(@s=9l`T$+LPp^I}E070ddCK)u2I1{{VSOO=p>Z1jq4Q-H2oN!r`nr%u4+H zQ+G~Ux)Z0uLQo9rNC|*a5)6YRioajn+1fVk<{@^?s|=tmPdc!KAZnQ^CO0Co%;VRr zI@GS$DO;RI=0E4R0YQ}PKH`4zw(qd5+eH;sON(G;ayj%_HyWrR0n)n|?dq?Vm^M+! z_O9ZKO|`N^jyk+T{b5dkvOK;byu~9(0B^??p634mv<;vxTIBmvbl{Qkw<#e#_d*Wm z=BW8rJC5dTZ!_Kt?0XV=@nK)H3O+{D{nYTEpsLm>m@M$%LP2rG4O#&ZHZiFEKRWDT zu~N_vXt_Tmc3jMtN{Zv)(6a;7Eh{AB7>;A=HKrw)uGf0DP~+-V%q$3OkO2Fsi4XuA z)|s0+mz8p65WIghV!sV)l?IYhlH<>=3?a1s@z|5R4(7ai_fs;q zCIst+9(M-3mz)ug;J58xv2$~DZ`(IYyM;PmR=Af6hN7THeh(EdkaNnvNE>UsA)C8* z$L$$6uC#{~4=M>DEBSVcxaLyka>q@}ZribMYQSRMmIjuZM3bQalA-95W`Tlcx50o6$MfZkteiB zr{mEBb!o!7Uul3^J8OmJyis=vY?UJG!$KFZ-6$iTAZDiIla{bE~VwOtX32BRRvjhNygr{!F1fA$h!guV;h~Zd|QtUBH%j-sM zaF#A{8-?6DmeR;=r2wL(m>y-M{{WqA-9Y<9*x0aavO7q=c_Dx4_iUd5AKLI(*-jJL zOVX3fD!k2u;J7{l`wwA-O1yDyhaO(gjU&p0D~~dgbssko09D&95yT7@9^6LGj)pqlR#~dhca7o)wo9=)B zhyYix^44Ip$6IdN>7=oHrb-F&xIIz+MzB7RWLz5~WmMrfS$WNFuI1OBjZQeI1yD8u z5+DvMK|*{ag(XK<-UU3*sPw3g3JTW#4FrK3cG{h4(F4p8C*QSJa^7}rS}^==&=z1K z@2O>S*lqb}XW-KP_R+;a1DpZZfI3 zUtz7|ymPWZrV+ZhN$jO20b-NQT;p(+UCRxQ>8X+fGg_NEM)`f08YiRpK^eYR)aTYVb zOz}&+Qx^_v#_a7;p)U~!#kM<3fNZ3Vk08i{fOU5~VtMx$!o!%>DT>-)sB+H@{Up)_ z)w2swS!K-w%%G&t8%g(~Dv0HNhBy}v$}K^9_oaPJ$e0gK6OQI9Lvx5&11WiWZPL!2 zNpSZtLWFmLUU|)!&S~o>S(?YQ9htTLA>b<7%(vnEHW-2XAe43rOs-EQME4a3`Y#_= zN5d0{V3>++F*lUnAEmVqic&nmAP>Ad`G>7;9WCj#_6=U77{c(^oz%vqw%J+=)DH##+x|AHwkM6@w%Sz6g062iK`R5p z0YY_0X*&e&cQseJQxD!hc=juCrEe5App7l1DUC%=6?XX^)gvi&oV`i|BjITln1fi- ztzNTjC_?!}?mXLmRqGpZrroB%*fxPb?uzhMQpX=}7{aVuxV1_bb{IhM4yQp_g%0Wj z9!w8v_pt#gDc{SmuR-Z5V+3y{GXpsY_6KSnf{2;mpOpmnnXbVIEQFcw???BE?Le7` z6GQ>n0lf%7f;baEPoze%JM*jefZCHQR1(A3k@anU8Tp1?Vn^01`NyLYPlb|I4gcSCYWFMckLt@t# zE~d@9yHMJhvuz17Pl(>-EBp*cwM@HkUdd~>OSYvgVnNj+6dyoZ3Q}i+fz-924+J%Pa8l>lZ_%y$;WbF`#KX$f;JZ zFWX_Gi3?8!>@wvR?gdCuQi&l@K?(|;q9;z#y+q}=OIY=i+gWUvLKLB~(m@BY?b--5 ztZkH|2*V0MNe1Z(ObJO2Yzdvf5C_($nW55QK@-l6l-u_9LeBlxjlIHEgs|`Ih%O;| zf=Y==jX-h=cjIFQxXw7{DP@b@tTMtLys}b|+SC++lcbOcAP5I?L=r&sqGr~@+S3tR zEg+?MJ8zcMxdmE;sFMl`?f~x_5nXuP3?mUQpBePCU|fB@2=j@RsO+vI&FjeTPzHt^ zDUMyb=Ekg(Z*Q0ui;HsQz2&I!18FeVs8Bq~8zw}g`qwip-{AK6{iW5-y~Co>4+j$J z7L_26F3N?EDu)6_z>4a{8&jh&DG;?GcCQqdm_Bi*Q-pvDh~SiLb#5k}$57LMtjxQ7 zMZ;E>;I83GQk(~J5~2c(f&}cS5J9P8c^*=rm7s#*%FS*N0(6CO$v(cqtC^un4cmZJ zBt(ey=B(FSvb{hV9r-m}%>z?x1n&fOMTA%kbf^vt!udDVz6#9y-CwNg_|-@N>hmC zYz^z|%bV2Fmg_|+7B&hp4x&co6U6SZ=~JCV={44O>vj!&i8K?J{sAg+T9Q=pV|BI% zBk!VpiLW(Sbw54ZBG%03Ok`Tx1R<+d?#fVxkU$9X_JJQNv-KaS*`ujhiM($Q!?8Rq z4ceyN7MAWjvCiv|2I|^lvPF5M){5V4GP&St&QGHBcrMgtiLr(pHybZY-DP~|j#+2M zF{NSFOyhP)u)*2*pr-9uLKcDI5ImAp6l3MuvA?tK6K$3M09^Wohz4I)ShIDDb#gpN zQBr~QAplRIKDAKFc>e%Xa9jf(z^rnG{pG%3Xj|Mlb7uP7N_43*f_4+A^F68D9iFaW znQIivb{T!^d^;Q3?KdnTDp1lB30lZ0*i=y4CZ~!>OWTJL-;v!(HO?92jzGhZ57W^` zh&}OvN>#~PjOmX<0((fU$1NPqigd3qU|m+qOklVs5r(C^ zM-+m?igmP*6h!&d2uan!Cxci{9hURXTD@-(!*A@ci^kFdA67GN(twS`_?#a58kNl0 zu6E6K&D!SftKgR`B}rF+yi>$RuEeF5%#ro0we(J?m8@fihT|I?jC_?^D#p{s=eeg@ z&wY+oci}$U;qI>Lb=ycIJlP(KB_X%Au5!>1o=#F^r_nbRzGR0 zVhkEPb>tg#q_)Omx=D@H?YjWSph{F~X5SUcppwQ@xnBZb#a5{vq$Me+-&E%xD-Z0N zX<9jWNnr(J${|CsN#dpLkddV(0UH@0epDI8?3yuem2i{=Mv~xl(;l8>)T0@W@Dboz z;j92mhU^=k#Xy>_>83n0`>0(ME#?0J*%hGGx>X`%K$?|cpl>m#a63~><_u~Ae@VE6 zk-`#`0zEbYme!I4D9+rUT1NP;_r?`jgBpCLbtI9pRk!i0HXfh<0Aemej1STY+vqB= z+6hXAk)=KA(_j*ERm2bdV4aBe6^VcU085XETYWXXZ_ubUBU4TvF!GT)h;?T6>R|pM`Cu7@~Ukhr0GVS#tHqJi#;E5;i+;RttO;ZlNQ^(lo@$Gx$?DW-8^?iY{&% z@SR!`rJ%?l=@ZWM>T%Sx3n@tpCQ?F&ABBh&Kj#cSIyH%j&yY8`-kDcNs=Gn^-6!Q6rg=7_8TCz@}>8URX$ z{LgAhauj5Z`&Gg+a<2il6UD+3qa2>*nOcMsGEFvJnFH?w>rJWcz#vE*QNmm$t-%Af z+zMo?_duRU%80DY%=-#yPDnB|k55W!TmaX0}`3L6gbGhId5+?gkjV@;7NDiA&CP+AlX-deD}nP@bkt;zsWNcTzR zxNowKV0o9C!|`h*2S(b1sRAY?2~Z!ES}ravty}T#9YbkPsphK}`K{Mg;bEyLNst^@ z-aB^msasO^41%k^f(dtXcT{}4_IS*=PAt5A%=v~e;>aUigO8NY_EJ^{<62G~lJJ`) z{6-~tcaOZV0T*qdi&-2+vv3qAvx-pmuIwdi_zQJ9;?_z6i6?V4-jYZ^v){CxsC4gl zbl9jMgyo?-b9AOya_wY)qcXP=0001#695f>+8{uvyp-8vDB#Fkg&Q{3N4kWc%+fP6 zrr#{%FO_kI+->MfWC;3^QW#5Ww!*Bf)CcUX+ea`qNCu$JU%I*gYZrJ>fK;wG^{#uT z0r#KblS)9=%pl42lNF0#B`wDxY*&7=2}w2$DEP8;x=1~*;cCzO#KpPd%5 z0IEM8X}2C}l&RG^lr(@;wUq>=Bh;wuD=W_b0BBsRm&=xUa146&GCV{pO{-_!e7XMa z+jCdxEwwf8428MR*;c5mhLyUdb{45|cEzQ$msf8z!%cuz`h?#tEhRWJUmsHu_s+^1ct3pG+Vbn*=%fnW=%oA ziCSUkE?nFM$ps_2_#RQ-yQ)5wrJ!$(ad`Q5T%}d|dZJ>YZvLv*nKOQ6&No8mF=DRV z@KV;uZL!-+V_*l=)pGk6vau6#@=Bx)0tr{hdQ~Sebt#N2Ekfimt8kE{sr7^0CwK;H zDaP}*H;bua!7kb~zr3JzICtMtphwb{v#Fq_Z-H)L`Qa@uPsuyPm9AQ5XzG=XrnZ}N zNJ_udv_hOw_dSQwsZ8brnC=$5cM}+97!|17G=&##W3f;Y6Y8yw`&B8X3ZmxiYBMq+ zM62BUPi|^?%&q!C3|*q)_T6h`AfPxrF}}x4Y){P3wQ~+_ZPDe@5>Lm4(KOOqo29r4 z`IddQ?Y(j1y%o-uIMwZz4VUh2>>IgKZC^+U zLyhtj0awgdKUY^vODTd$2BFS7D{xe@UD}|qi@X-e#Janem!xSP6|e_>cP47hgk}s1 z!N%5G#9dp8N&-^bX%i3t)Tt-hJ!^rUljp*vHtt+gO9mlMwmS|tJ4I-HHR-l5h21}S znQ+TxB3f?UE@^Q{SU-423KPhx6&HF~BQMks!zx!u)`bABsbvJWx`Y$L@0tW3LPAf! zy*_jH7kgq~X971??t`J>cHl~sosNUyiH$>#TGQL<7DKaAE}6=BVpPc1KW8bPcbSv4 zaZ#DyAibH}utkm`Z)C-rYiO{h^r5ts1$kp(w{L37rs{ZVWejK_CW*l~!p|`L*2Xi7 zvuySP(Lx#f%eiqtr3oYg0Up0C>x&#XhA8`xhpzq=vZS`lB}ica2?}s_0~>)H4`UoSqkmv8>5M^7eF15;$dn0Ytec6jF+D+lY;*M=KlZ!v|$ew_^ey0ccowrmw0^J z&m130!|~pN>QbJ|*syE`5|(cgU=DV0N3U_(rE9Vcjb2eE1k;>TBhAnKM4~b=Pmw@?zbtL-`4Sc(IF5>t? zlyMw2O|~cYv8kndg$W(2s|>_(9188cPXffQY;O=jP0gdqZD51_q!3TbdIJh++^?xu z4WOXtAod%`+qFq$yyt&_ELq+a+}NnjnU%BdpKtEhf^v7;2da5#4OwQCS>}sL(>K4e zx&ztv`9JL>*4veS)?F#gs0?G57kOswYSIPzd`oo`xBBM608e!!eCYrqvS}M(dtS>B zv&5~Ny|K7U?62;rCyn?cu^yDQskV}(sajH*GOpX!8Iv=0z`VD<%J`M8A!l^zP))PR zeTRV{Zct1SJ09Cp{bTz^WnP>YusBqCF&6TsTey1&!Y&E}kEL2J zZqiJUr32(d54xZCiL7z#@6-;oX4G2Z?<*0$<-2QS1hHnxF$heMgpTS_o%bfUY^TwD zNsKiKZw*D}HubUtPN^`>qDTO&DML{@W(;$}d(n<^q-X(F8@FlH_{dNxhz=-0BX3@Q zf-2LMGCp9 zRAX-QD*o+6 znzQNlM^}*kv*Qh_VMM0YqqoqJ5dvy6AI;f=GBp^r;#;;Fv|3t#hQfW44)A?{3Wv59 z@3xSTqz2SPH?$9zVcXV`cG-3j;}kNHsc8@nso?sLm2fvssGhKx;_|oPt3Fckl!ouw zw;U2o>njpWe=aK;%^ghX)>_W@xOY=J6Nly(FBL4_KH_auZOmv=9Y~d{V=9nDf!el2 zd?K9j)CxQ`&gm2K0MuqBg<-hT%NVW=Z+zMbQ+_iEUZ0eYFVd-5?;n=b8J-KWqK)OJ zbs#TtDsrw3X^~X(mJBQ6np4MFV67Tb+7v{<1w&US)Ym&=qw!`UNOex}orPkCW`BItKdQDZkT#d$aF&NJYbrN!!Wyet3?cRM! zkW?VbfSu2@R(aG6=YNJ`E#>Ss?S@vS{A;){t9F!hjgKC)+C^QnUNwc~j3wM#8@oy^ z?UCmR^DSqxQ|d{N!n}>0I*n_YaksH2?U-Tb8E81%_>CnhJB1yHP||ji34vCuw&zyJ zU#H5X18tVF-Q}N*#w}%yF6$5R6X4w<+$jlClv1YFK_NOssLtn(O>p1m%!g`~BJIbW zy+V|ObeSP4)v#?N??^E|!m*2N#dT$qUAe*0h%&?1UJbw(0aorvkhLfGOcf1=z;bG< zisoEj5K+B((hF*ahQK8WCqM_V0$`oyYpjc>#E#343BxOF#@3t;O~b-Vbwop%#vp(pw}U#VQJc6Xqa*2CgMl zeA$CQV^U}(dKaTP&koGF<1gSU4Z8mT=?gS7b|XnjTnZ=$yqOX*3@Dq-85eZ*=jt$oM=H zL0!yHldDNIBo5ViDlrPa~c8p$OEd zJW!!0u@opmdsgH|;)I!!cA|sYDEsaxNHT#S(M0eK9KnDnh#ZaRMiInFG&b6S^$ZA?l9ph!tGpasl8C- zf2`J+2pbW&+>t)C*&Cx8lbGW2KwMdh&3Mi!ir+JI(mWKkci||j_TZobq^N)bx8Xn^ z!cS%<_AO<3i(lJeOM2OMOeXcW9w~K{sUB7MWU2y51NVm85wtH8akRIX?n5i_&5f!9 z`dxHsFcc+HQWOM2y8{N5iP@=lIe|9lw^(Zkw{^V@1O)i&cKR>$3S@uC_-S79PJ&e zx3~6ORnL5=Bp{#!l3*EGJ0@t-&{JeKunM*zLwNQ4{{Zl%p)DyvWKRD8b|i86icm^Y zfRHt91OYov{`IEk?S+oU?x$JL*~Z4*t6OY+_E~KSLIW+f*?=Gdbjkc^p3d3M>-K8R z*wce=D85<*{{Xuc=Lct zR>&C6eZ>)+@$_Nr+hS!lb|D%~>eTvxM8P2-goqxs#=7xE;!4&U=1i z_v2soS+&+9m=&dXmLrNNsFI%=;qNf@PNi>8V7XHyQUCP}w$v8$?=}sYp-dxU`r&5C8LC^}; zpa2V6)?gDb1wwBwl9`gh2-N)ihCAg>Ee(#P@y#a9$ISeK^X4^_@yxE`ZL!=M;|qC7 z1p)RvB`bZ%F$d}EQOog^y;{;Vf!;q6UaIPw_n7zD>6~Xh;i$95$AIf;BSO&Was&=i zRE^Z1PSxc?+LEQD5gZMpYSgjUn)saOv;xzOxcV&ny#Tk$8pjeGGr#@OsFf%oFk%xV zd(A4`t4@%B77vvqN7vqvfvODZ6Eb<)gIcx9(yctfKK$0s7A`TulwqW-gb;QINCRQ- zQr3t_Y%KFTC%FQl?9}p50A7$bKHGa#&7QQ8sXu&{#DB_9U zTexX^9^6+yei^3vt^S(Yx9C(s(xN~KV9#IY+M_il#sT}f7liD zNGvC?^!e9@zS?+S!so0H5eYxHvwqS*pEGXi1MqOyo?OOZ%Jlm?^iP7Z?5)#BG3#_T z&E?Brnb4Sp7=t9$=LhI8b>gRS3_%M|?De7HDU-&--|?yLkFL>H=q@EY9l(?6&!ulx z%-gocr3S{RPQ*axf2P&sw@bv7vX-@U&v_dxk1PG3GE-`A;xMM2cTb($m8o(>ZOjwe zwEVA-a?V;`#aZFjttlXlNNfn>i1!roic3eq4Xq?dg+Tz3y*p=qmK0F4sX&lZ+q{bB zYHm}{zNH&qy0JR+HbZF(@dA;#jiP3GAJVLyGRUuH%dvBQ+S7$vx%)-^-xW|Hv>#LZ z$FTX-7EH*`75_pMtErS(qnr5;r%-*wo^T4AJHw9*jUX$fs85E76e0rC_U>D9jA`cq1F6q(vK zG=lK#VC*ZuYeN8Qcur53PK6mr+tQF+0D_{ZP~MqSi6jDNZX%m;!7>a4@+rip0GF*& z36ZLeD(%?;X5Eq6%PB;Ma@U=L~tnzaF9teP`Hj~vBS#S3lF?Mbt>6EGfSK$0Zh8; z5S?pM5|EK9QG|-G;+eAE-9813I=%wW1LakF{C4*gaC}9<3DvRz00HS0z*eO})gMoK zjGal^S9RVZ_0xgdw~LFD1oo!eTBH>LxCT$J6vmKBN{BLdjlT-$VIgZuB*)z!h^FB@ zEgH&Owq-j=Z995bOJozMo#K9U!%cvM2-zSBk80>l86?C^N99syAw;5cuv?i&6KxxK ztv1gQI^JwY=T-od8UjhuV~VY3Hwy6E3oxBV_ZY+NwD3>uJVHOhs?K=pzD~+YcFzrS z^xhzq6qaq5EViN9Zt*_JlUHc%)itlv14;h?-&J0wt}0gl01?0~CHL*^5aq?g$z`_F zE;zLWr6bgy)sklpzvaBWeRiA;m18%54%-bBt3|j_TFQ!-_lT06k~j6NLppU&Hs_@S zi((!fnUae}KWAaLm3skzHKE-~Cpn^`5hD|Gl)&HT_l@%L2KHscYrwQu5XuG&ICSKnCke7$~^ zP{uln%Ls8;YEar!i77U#FU7SD2M}*+N@Re z9WA|{4ZVQ=$+Xrwiqqm&I{|5U-hN`i4m!h)TeL)__v2Cj0AU;N&mh)&iszhP6MbsJ zTXmv&ePF55Bz+V4nvTNq{w<8$l(^gXw@WZWcY!8Klt>63zrwU^7pE48Y&(mV)|IPD zEg3M{erg-9@~k-NE;r}qT;uyKcTYoUZW)aK0Ck>W8CMp}H;3VvRl$$iytR;kK^v)O z=fIz(X*qwT*gh0lcNHkVxJU}nq(cZ+&_a1v9H`aO!pXLD+gh^QZ8fqRLPA0((galH zrU=qP6?mk)nAM~i5@sf@R#aJfPA?L%;m`E%_E|5jth&2ILrYaY-z;3>k9;+Su+~&{ zC_-brl0TJO@J^gycrp`tj3eS6Z_Y}`kQweLdazi!i*^_S(I6>lY?P)1$eun_yUV29 zLQvRIQH?6$M~#OEdhw2?{70_4xWPs|IKCW}r%7#W4a|onFs9P+ZT6cjvWCo%s0MhR z(M>F-=SolCNb@OQmzoJ#pH-yBJAf2q+6NR;5|p8EK?iZ9ZBMDiUR^TPg{q%< zYyFF8LYA_j*a0N^#8PoW<~x?hm5T|svmE{B*XCal_KQ}ZC)dy0#nA6q;Ii}`K=8*V5vb1 zuI}Vpcx`w|WjZ7xcT^5^@BFx^bp z2_*o?0Y{yO`P0M5OmjzNgJaz%#25>I1;wrJ+W@P=bv_e@K4VF$E-{AUxHJC%4T#x4 zXySMMqDTYeWoDd#yP0h-GWI)vg}bP&PT4%RwgCO@ zFb^k@TZTsIo@380D;vbF*N0&W8s5ZSK?-|){3NP1lf0<;MDlp3u8>=FCG5cdYs7I( zI^h;3B8vpuID)1U>5#3rBjxWk81I72 zw`#IF z655+rie3Z>1aaO6wGND7JZ!7ISjg<>>>-RjtWeoF&A@%95`d)Y)20*;A_@A}nR7oz zdXt0)u-5D?F70*#?WB@iNZ1oQ{Kb0m=?|^r;gUY;i2x9ic-!!%8)UrVn7C4OqfwG4 zTEB;S+_l~2x3fcc2~35hc#_Yix#4#I0HZud1-jH!TGC2M0KtQ>{3*orV;mrtlJd$U zVhl;!`F?fmr*P{;yy{VhAqYyjNRqEy^o+fsmu9Qzu%<^F)-;J5J>T%UE45#ZQn}LLPqM+OwD^V z5I-Zg73Q9mDaX2rgXmngpAkhpzTt?kN=T2rU1v>CB}FNGhdZfbO660<7~Ia=cBIUJ zXu%P(tD;h)?08pHQw~!AsCOD#zMiNHg z{I{V5p(C)YtE(y_7G+!N_;i6EGg_$~t10T<*s~B!i*)V&@~djXGguZ?+~Sz3otCkd z@oS>nD`^MAN_E4UoB$QabO1N^DXRO|Wy@wQi)bDJT&yGoFHxP(a65Wb^^3{QVxLTAEPUEAGfWxT@03zz65GdNnBXJ1d8%b^r^b3b=8cO4asuQ*R+j zn2C|=u^wJ(m_DXcBW5U&xli#~-eNRt~7kaU9vOmp(6D|t(ZDJlxooiJd|p&Rx- z{i3FGCEcpU<)58*M-fxrGL{rnf`B(50Im0!^x~(G6C+d%Bg1x8cPXht4E$;4gj3G z*;7SoNFWjh&_caqZTALg)jMG%9n%8a5^BpFxy4*sl)OEsQt}R@mdOFJttynJJg`CI zeK9rFirO|YEKDtEZ6gM4cLduP5aP7?RjdG{5J%r4c7q_zD-%_tR`{Kh7q;m`cryuU zI>L(OK}r%xI>g4@B=1#JW?WH~-Z-a=j^0|P(5cPB8yqAK&^Ywp)|m`WnCb~-k+C#2 zK;0!JGN1;~MM7fX(P-0%K~f1IiTc#d&Y|akkUX*5=TVrb)n?gB2_a-m*Iz;~23H?( z+?5DOK5ak+2o0UaxPqo3EdoQR1Cd%M#$v!u4`0rDhJ0oR&j^#^C?VE6$oM$oJX*Sl( zFkURJNz|6xNRS8{scPeaS!Y)Iv2E1cR|~{!@I}}o3qr=19}X7^oY&ZFHj24F_P5Mw zPMZv+g|b3mDaYMh0UnX*#brLAt~hZ^sa)}s^3l- zRM5@vJ~>!dKr1KJ1B>?EK_C#FMN$+!IHjk|NhV@MakW~ldQa3#>@4F}IWrS-$hWLI zS%ReVs3e_4Y-CjGiH{r9>8!%uG5FKU%D-+ATo{4`iSfaQL92_V zS#a=SP5@x`*z-=BW-*22s9OW%c8o6DQlg}QkpVwSm$L{OPvalTtQ}U$curBxh`}&6 zmeseyHt|Z_D^XD@lPBaV2F0f?7KRx}CE|o9PklrQ{QFf1t0Sm{Ox_63*(~%j!#9HN zbA>5vWXe>M4ZpiS6Wcs zcc|%VJ+2`xF_m7rpV=ibXE{QCWgNAAnlbjUEIUwI<#$f6?l8}FEAxTLCMv$G+lE)+ zTC~&xodrO|sDKRi=X&)PM#>ghD+O-G)lJ;pEg@HzK`>u(H$I>Zz#r#XR*P}3o6YWo z*qN;Ertl044a-!jczZx)O(ZtDo8F809v-@xlrPKy0s0yd(!+wkU=CQ z0!&w<#T#K@V>SU>4aUjRv#ZOrj{gA0lBMYGG~TPZ_bo&_&C-mmX9jbszHj)k_!7cMlV9 zhM=&HH7FfbTwTe0mAvM)9!$*rd(>u6MBv==r!kDvdwy2idTrSNLJ)UX%+xV^R^#r> zNjr+?Nb~Dbp+j&x($XXtB>d^6$0_=7oJy2~2{L`-h^4hFFctEOZ60t0MBgv);|5k&w$CchL|J;5>(>1(lq|+O~Wj`+HK-Q(z)KPtepmsvB8c3SOj zuf7WpQe@d#>TRMsYga2f{`TJ0NK>JdA=N#kN{5~RACITbyW3wzvM?sDaQQAuyQrM= z;ZnEiuDRo?dA~gEjN%GKp05?FJ8_|u9l%fna-k$i-|?zz*o~c=3U=|-u+&0)MQ9xG z2lT4WC!K5%`mOBM;wcF#Q-o=3K?9hM{MLVuXSH28uYyUwT4r5RmEpI)WgX9c4Exrd zUH*pD-v)`fAyuZc)!Yw@Qg8~;acuK%YTJmz!oU(1`>+C1Q`_IR{{TT*#y^@(&GMeM z2JQ7FDK3ywgrDBhAW7hD6$ryPwmop$w~jdJm}w~lfOgpk9sT+BHKS#onL47EZ_)6m zDH?#%r_B1D(%;K-?OfKoo&EV7d^QVzMHQu(19e2S!ZB=a=|38`-gQYTZL|VhiQ`Q9 zM&07H9J$j*%SpM#2xTie)o#%QkM@>0`47gl93L)WI9n=f54B1XxC((PTp!+1-CtUp zw!;#)N-hCTk*z@X_S&`GLu%>ReWK?e*<#Ifs;zd28-Sp&%qq_hv=(@Enh=DUC}|)` zJCp8yW~H$F9ovVB6oe#gC1yDu^&@X+6zW(2Hh|)iKpY6<$2Bc)cVi1%i)tAL2|JQU zWBqH*`it>OS%IaqGfQ{}3e_ExCtT+xajAwZStixikP0?XRD%a|K?R3d3AwrRERX;Y zkU5flDR)SA{>5)tFw=HnFq_-Q63x1OWyKH=`?JMYn#A(kS1b$cR_igkh00m6U&C1~ zU;qJqLt22J-A`|=dE9o(h1uq6ryQP1T@*ArHUj}qT4M#*lWB(9Id^*Yq%_T|N^xud z0CY_5M*X|hkr*A#vc=AE#qDq=lywV6&&A)Y3E_t1An*I+Rbu}DJ7zM{@ca#I;COqQ zRHiVNejE^X8r>wisq`m)+9SuI;c$#Ie$wm*7V2us>qgruvOnG2G#aW=plde~ewgAd7rIaGW)S3u|}-Vd1BrtoXS3`*LA1NewgqhoIw&eDrMl|*zew#cy1-QAoaKH%#ZaBFdpda#>=C7G6pqJ~k z7^Y@8|ei5 z*Mz>&x43=pTXU7h5r?YA%k-L>wqU4|hERl|BaJA-Z_0AcH5%Es6lCy7cl!U0Pc1Zvbt|n_D+kI_i zS&xQeZnT(rhsX{N7!F3q*Nu#}1i&2cS%_wB=-~C8uY(UIzGlPcWsSkODi=r!4In1-sQ{Rhs|8i^YHc0IAQJj2X(*GPT|zi$9EJyT`FM+QzPzafe~IPAV*L@JE2yM3lC* z!F6Fjytq76{hRkUC?Rr^k_kP4o@{-E9U3XeyYdSjX+|6aN4w zt?Trw?jq5LT~XhExPvw36_D0lCUl}QbMPxNN`?cM71ra=hnAEs6bywC$d3O2l@+Cd zbxsGISUZw+b3e+uY%omai8{66nF}(kIIv2N9HxQWkXpt>w*i2yJ7}1LGn5P`n*~rUFV@b&F(}>;fAqkN2ufba$tG-Qd?)f#m#dC35)x0J2=tK7zJs{{Rav zQW4@j0I5HysmB>B7r3~#2?@MYOsyo4UvUlg+(L+^8O3mg7T0ZyvhvIg3`^^oA|U{p z^c{{u$e3tKta4@s$w1hP7Sy5jP$%nCttAWqErV<)h-oQ6Gsh8IP<|COe>!jMsynHF zp^MGz+GDt(BMZv8j^|JWIE*pGBoXetH6vxy-lg25Y@*v9X-cmzm|#b^Nm_^DUV>Rt z)IRe24auMDHO+N>V}`PBFR!g^+DVTR<>uK){{VSpR@FD*rLGa@aX(d2{X_t$N&1?YW1)CsTjloBV66e5y-EJ}9jaEx5VORrZSfpB?W?Ox#3kk)Wpalb zJSiu*{{W8FyGzm5STpr6XH z+&LERVYc56h-@|horr_5A0e=>Q(dezXL9IKme_T396}Up$@We>Z0%c1Wh(e|#E?A2 zGr!|pH{wMNH5@TEoq@j~wz__KWiE5wo)(AEw77bYhoLEklFOw#?*S+L>(Xg(=mVXF zdC#IgT=K#clPy}j;f?^mw25j`g=- z{{UDPMdST3RjdiSr*h6_7Pn=l+qYqFHQYoLA4Sjl%Kj){gWvh`iP<{NC24-0Q{=Oxa{RxwYVX3Tp%r?N6bw|Vt|WA zw521?K|P|SU0#%|BuMwDtWCn3c81cWou{3vrljF>75khhqJ$L_tt1)wPtKfDR%93u zH4l*V>}V%U!AJ>Dr)mpPD0{<1ke$cBtz3JwG`VL+-A@f&mN*VGi8zaVI|;-t9&i;U z4O^{hDdu1fIHsMmytlbko0gBJ;1H6+kW%1LFcYVcPhrh^x2au8$GUfxa!Ru5EmHO( z%Sd%^GpbudZJh(sN~E6E-k zqZm2H{)@F8Hy%8XIT+5~tIYTPE9xE(g*lC4c}Egv$+q>l;@kUx_flq3J>YxSW=H7; zd+H67xA+zu&%-vN(Yd*BHrkXq3GSjh#~(V@F1qOcR?j)h49(*E6vF&hEUc|rN;I%R zg^l|Zkv#7vyRzk-*HAhWhGp!7j3Un!!JSI(ZNufIsHJLFl_@7_l$4$fRC8YL42M&g z262aW!hBY02TEAi6M@HkuRmtYn~r2$WMKJ{)8X!tkn%`STW%oCEh-xx2(8K6D;y^- z^oJqhs78!J{TQw4Rv;*;M5G`0)&~BSOzIwE#=57TGX7k~GP%LA3s+Nyyu+>)xW5s= zNmPLw0(OvQhuRYwa_6clu)`MOTfmsNvA6K|DN;aLDFe7sAB7~+O>^*JlK|kj{=pGP z6|~7TK;s}SS2Xn}8Oi;1YRfU>Ys0d-?1GSoTm6!WY@ZT9)u=cMWFJ8hPV|^$Y)Sn6 zj$rt=ii|??;dd;ym`hfkVuun4kW>`mk72b!WsJju_1iCgp=ZW^3p3d?U9`LnXj-5_ zaUk$V@1X3VxUL?9;P-iP?xbKB$x3c47%VxbiAr7)J&z;U))bV@WG-PPvNr&Z#AlVb z$;+i#B!!zX}^YL#jGvWhP60XFi4mQ8%&_Mn*j;eYepOUd4HnK?M{=`)$DP{b~ z#l{7hUBd206y_yt(>H2NG^Lk7gzxGP19&xYtdc_V`A99;Z_dh$j*WqVk%Oy#INf?X zGUfa^JwU(Dxrr(L7l2`{LKdAt$K_G;i62!8%<@~eIp?YNxQ+Wshb|R(;!>Y0ZMF#s z9>dB$b+Tg^t&TgHabB9=wBLtwg#1bj?y{v2f9&~9WnDY7e=FJNEW>&{H}H#P*rcof z0Bo&~@J&^>&gQ`Ve)a%w$fsQ?+Gb;;_j8l;3Ij6Z2N=wlmM5xG^~;(}%p@Ht{Dm^g z%tBHQ!U?E*XZO-UfRH9R_o+5qganvBTJCA05JcF=U>BU$KgONXdX+5Fk_?|Q9-_PO z+m%?~F?NL?*t(Y_9>D(ql}0tF!AXe~(w)R8ZZz#8T6iibUSg529D=Rcw%H8g z>U{!RyGmX`PY|KM=07^BWB7ZQ_)W#SQj+46t+IP5Cs6($om!o7IKEP}zMW6u%J^qw zZd2R&R2tNDkfi*(?_O^-CO5h#c3!Cj;#M|ha97LzspYpaM^f=S22fLK>!SMD9y~W? zQSS=WJ)l;T(yYwN+DmIfwkbdal9S1gpU$qoZ0?(CX*tHlnO&Jvjs%0|ws869{e|!B z6<&Vn#$*^yB8937L6Qja#BuB1yz{6n`r6@z+S5oXAq9G;;+bOMmAw9@LyW0uN_9XA z2YBah-qq^N7cgOX)xXDJSff`g0!FkMDc@kU@(;1vylaKy4dS+pd@qRFLPUTfV2@gz z!g0J?1io(+!LFXQeI%tWG`J-`hq8e^h>Ek&JuohG(>pp`4$C6C@NJT`5s+805r`p3 z9xx#GS`5d`Q{c)2ji@OnyzFZb%H4Bmz>8eo!dqF}<1HJM{FdJ%=AXi~JTnzz5VUU) z!Y`Y-VbSGzm4zVtdwpwC<7KS2zY@1^UdvvJl8j>V_9jm00+hyHAwnyI_e@e>Azs~6VKoCx;`BEKyt7ca7?j<|zLF_AFZ@51Q8l z@CLKI&GwhOv}0BuVTRz=+&6QGJK{OFqD%wy2DKovRZIab(mp#XQe0taz&Sq!=tLEj zYC;yUo%Y@YZb_&tYp7W>EU8Um`HsoA0P`}+{C8)+mAQ|RuNdaeiv#aGinr(`KHI-t!$iStGgKNfkXsTSMl40qhp*m-Befg7*^eu8FsKEthWI z@f>+dNmQRsJ!#~)4NlD9l& z62Ce@0ZB;UfionCim};VW;@IE;yC5)%j+x_My}!p+W`sMV0~+9o2g@hm;lVb`z*Qa zPnx44*lN_VOyyx}S8IkOUp!(|ljH;3j!ylmkBsKUKKhY+db_8jpNC|fDf!098%J|d zz~15-?XBHSyI*xcEC>_1Dkgs+?N+?8)3@DPZkn-erkB6OzL?Yr{nSLCp2Dk1Q*yt* zNGDIARvAx4X>NAa>Z&f`xA>q<)->WRt!4$ge5{i?K-DT#0k-^Ak1zDg5X6gDID%Wl zEaWMqEG26Rjf_N3x%vvy@O-C(;kqsmlKsF;2cA}<0q077>IU6}ny{wTN(cx8QQaVN zeRegm4T_H4ACGc)0DM+mMe14HW2S0=z;d<`fg~djwFy%9TdM_5D0d|G`3My*>nOHp zxKxoNT!FOq1AV@A*rc}GYME<7)8Z09^7jY&Z(WXM%xf96aac|qQ)O-nm2{vPwrM0l zQkJp@w$sS2UhUV-Z~P^aJoeSV{{YH;HI8bZJmqlN-C6jEagtKrog|e^sGs4^^(NiQ zA8`!ZH0$rLX07c|TvCq!?ae?~HIp!lw5Jxu-OMkAN^G!|rMq;iv0cKXsXWO@f$LKW z&Uu#P8%(&%S#r#Rp9cx@twgE-apUJv+hZe>>t1nLK~;8}#<)sceHT$nZi)eb6#2nz zaCcI?>y6uBjVu2ELlbd&=~tr-Nlf~zj%p(NJ7ruQKxHhplsKO|ceuh(jl(C+3v!2_EL6Q+~!`D8}sW>*ZIE1#{!Hg)(@2h zK}pgCf&|1LoWX%tF_iE?R|~9C-qg10Rv&S*DRvZ{1dxB-?-c=yX3RFkw#zqacsQvI zw(g>-GDhk$WbNE`tlsN6V|OZPkXAtQ0EB>ektQS4y+twc&b;D;ps5&V` zGC4>}w&U5O5yagIL#b-msXws@^9}@Q19Q)|)SL?|VmOPezT;0fZk5KONGk;I8*#z> ztG6WD;R{->@iZa$iBpORLDFQ92_^@BQhmi~col{(j=Jyard7r<$F1~ut>M-u!nW}O zie*Hl2{4&X`n%MuW2GUi87c`SWFu6E0dwGZHJ%uhw3N2O{4g{&XHo7{c~KA#px&o2 zOzUx#F%@1|S>ca5`U+b`)u4O8?d2edBbh&qKKDra`;Dxk*CekFWkLwP#O>G#-?~zz z5wNb?AF{tx?^_IGIM!RSWSK3d>DS3usnFO2@!k&gb(Wf^?if~dm%1qSFAA@jy0468 zo3|g#IMbMez^lWzZN#Ovphmz#L~-2lxvIUZ*^3l&NVf2!SW1+4Aj}T@jsVyRJl64r zeUmP2oC>_pwrrg-rq2jcfbT!FaBo(uJM7PvEnEw`&DoOa*dbmKwzdk9{=&%gicMVJpmeOC`ICtuMcgVK{w))w9=kjD#zaU=?a{TW|z% zCbc{s{{SfD2a@hZz;O)GjWr|U(S^S15xLwi!_Wr&B=7yI*{tmFoH5ke*jQoKu9Ov} zrWk3Z6bJ-_qzM8*o+=kKbz30h{6QElXwFu47sa$ZEf0+A<+Xjqcx@p@3>cBxrFTv< zP8}!NQj@BtlW5~v4k2yTY~gmRj6)^n7lBb*NpXg)T5O%=DO$(0lO~T3>3>umOg(^M zwn0WoyT#fE(}vQo!fQ^&I?2;)CndMkJB-GM@E0$d!%f=^ty(S?=Y~?^6atZ?{p~;$ zjpC=Vyn53Fy}&T_Fsp@T3{4nY3T0zT6t-6Hh)?e)N)E$ws2ZYr9@#s!R5-l+O3#w{ zTyc?%tblYYI^RgY%yoR3^=5>-aTr?h-V~R;`s$x zdivJm3C*`}DOV~Qg6vUZyM(PO{nH@@N3f9_Rr+q0veSE!4251w>x-~S#&+3Jt$xW} z6m8J%C4=8$PK9gLb997n>kT%am0axlEz+w*h{-s6h=?=K0{#92-A#t2C z>UxQqdZmfvY_)v7SVI;Umi7fU@D$Ml8v zAZ^od<1Hz|+by)(&Vu69m6D}MN>jlq5e0~2*~=;7d4CAS4en%B)A*wQ0OXq%(Q|QZ z+YJ_r?I~$O3Krs}NK_vwj@4)~2)1iL`YL#l{{X3I1g&RI>MA;X(te_l;?r&loltEA zk22vPZU=q2{Oc`i8^kkKVt+2 zq@hAYnvTraHNFFTj9`5}vaq$bear!?ixn+m#hg)in`OC3Cqj+5CB&z70NEfCO*_UI z%R*64soGptw|k6X7B8yW_Yk&i=EFp^b*ZdL{5dU@Tde|Cge6J}eQ6L>mcfs^ zI<~I7)0!=^)?GP;&j{P8>qKg~cj3~MKJpQ*WkOK_bH8y0Dv^xk{NHhb;+ZY1s^!}L zHxawTF`@J|p(2 zxcFTvSURUsQjeSlvryiWTAakO|Xcxbq7C?qUu@ZAlO8kD4L zH>r$!Az}H3{rij6xB5Qn+RD=E#9Jh`^DJB~^4hy-ab*CA;Ss^ETuY?cQuWu(imz}c zt{$;{Y+#PJWZIszD=fG|5fd(Nw&e)^$fkiW>Q4@dymRtZ%kzm~898`evQj0~wV@$NaSR}-N&*t&+ia0h_$DKaX6Jf-w(`amjAB+ePAPAA#$j1w z;jUP@X4tr-6fHr+;iQogHJ$gX`&M~NC*Ii{LmznGT`ATr9>#HHzi{Dnr&Twn}7B4?|&6Tqby0xw6l7N*ct_swp2;`(ssQ~t%!d!Q9Ja7g8$yrBF^DYyV zZ}6L}VGFc==LNc2EpW>xo=WbQi`*&JZIIdwBovJST1J%uVz1c-)%-gyH-=te&)Gi1 z&b;GGK=9J1+*AG=Y8xmZI1)(x;Gt4V%{hMAH{lrdm^KPacTKSHamJRVX-X7^T|UcpV)@0U*+@f8mx~DwDZr4@i>XpHt8t{2X##0j*06Gz z_c~F4)j5y28^EzgH4qVFa%MmHO0O$3h%VOMq`KO?R@*{Gy{F1IfnJZs@z!xpn`0RA z8C|<>VK&gv=B2hzO9@fw;+ zvk;7DmC|(FZXx63y&KRF^0URm%TWO~D^N)@1jqgr=t80(0AOuiPx~b2B<8&9j07)h zJTgch-f#eaD)nksktD10tm`E!>8S%=FuOQ`Xu^0Z2Lgt$U{7tSprPmu7%}`STM9x` zz=AZWkw>mQBvU$wG+KdF&i?e6O4F41A~rNqHAggnt;vtVlmv~4qe==`QavbBbSX5X zQX3uTY97FvNFZ)LMwCg|>;*9Zkb(Kd2pj{)G+db`X)sCIUm$2pl)YOG_@mZ6sU*PK zXXg|Or?m;EbY(-Gg=HOLAYwK^1HHNb0Pd|GV^%5>bAOl+k83Iwk^oif=-pKN&V!2cO1t3tG_2PcAUA6yM}}D*rS$s6{(os z;c~b=hLptmA6k#ehS^xFj6LE0*45;pD|Jn*swNsze&XO5)hR!Byw%5~tg`#~5;RL= zGC6U-e+JD(B>G06es$De-uUSx1HKk#O$NHYH#lcbO6$wn3n}I-0nBrz8HV{-{sVNj z9C6{{>bq#}g4z3lQRFf~NfWfyCqA;p#oe}Nw6zxOV{IwdS%L!>h&nDBj?l3ndMdX3 ziq<=8nK7(46w9K?tUlJ>(VR`CB)5qmIJGjN8-=#ov?w1>N}_dB4zNY$W5O*~g0@Ar zVnbtw*0LJ7On-P5*B>)nm4b0@tZq1V#dbHtCH9IzF79UF{5y}5$N(lJ@UCj>g7~)< z_*K2F%1?`9cG}y44Xl_7GX&1i0Vi#}DwIx<0wQ(-tl4iDP1CkmTkzXf*7s>Dos?FR zs8HM#$On!^dYw~sG!^8uf$G3QTM7+Z6HYm?dJBbmXC$ZSBxB}vQna@ z6Ec`Fu>9yDvKF#+ZV3ZT9>^tYI)@=Xpz%aVD^i=-!HF9ki3Uwum=hTv1x5kKzv;VG2r;M+bk*SD$k)RI@f@&8_DvyWfSxEcE;tU_x!ecL6i* zOwTi3X-90Sxin7IzD|Zs80K zFBQU|DO*O6OpmQ|VErw}u>6~r`iat9M-sZnF4U6x65=!=v#1fI#-!>1C@7c*ilyd0 zz4ae7V9wyUmN3(Hk0Zl;TQHW3sqPe^xE`_36w>bHD>&-bOwvFx_qO$*HX;JLkIfMmdJz*pFB8o$d2%s}R8OXYm|N zwj>|`19SfQUYYDG&N+WLS*NR3+20j)LfLr1ym?1`C{oqG$OQxRs;l{j9lN=?ytu~i z+`7Awa`LVft>AZsnez$l$E7b7%h=XkO`@@^CgRB6vE#5FMxPa~0+Kx^)K#h*D5NEo zF9f)01NXwMTX!`iIu_tGd>7K3sKGNBuU zfitydeLm|hTD0m8Y{l~uUbVt=Qk0~*;p!~_NC{X@`=MQ?D>BOcJ zIE$j5T~67f;pnb9T0jve_k5uI>m#sv zMKEB`J%|-IX5cA-wymak_p1%FQbt;I@yFA3MfYl_w6wdGV6|Gb1?mKy330 z{RsL+M4@VImr%VbPT;3wBfVTPM-z`=R{4#j>UpGwZxiTe@BaYDt#Q}dQyiW+;Otjz z)3v@dCYjug)^XH4uWy?&<<*0>sd-@w(9t_Mk|AjNr}F~7YG*vPd(+I_bAvmmvfBJx zM^ps5!9GLti3iYwUsJ}SN!ziJ#d(MARne7Z96$8_4{VWglBcc2K-V62N&d?DPxptt zakm;#Gc`1B7jqxRQPZg?K1KT}CuI+vW7k=CGi8@QNMTM~Jklj)<_7v?Y_NGBITbI2 zbt2hLCes;j;ocy_t-);XyrfA_Z&Ba3MCC&i^XAKiM7EcM31 z=(lZ}7#2?}$ZqZBO(^l^M=AMAb5n3HquAE2Un<&(gL&@fKI66a0O)3^u;tg%5t@3zfS$57+Ov_ z*UbL_iiZ(rb!~*9M@(6@=a2sYc&S(62B}l@XH5ZCuFJUZ6u%W?oDVH+pXgR1L?Z18CzI# zbA>mX@q3IPD_vr&zP9cK&9%EqLdZU1r6>h{@0A2dtb*v`*yYK-d4;c7j}>I;37H;c z8oAxMn=?Bo4%vp-XsJntv^Eq(Yb9Km+IawNPFrM`9VvGe#FwP2gdd*@QIDt<%3bb8 zvRp)bo{OTk(F$0w{{VSXTf!g%b#?-X8#IElHsVYTht93oRyCT@hcSgjTKPwkRJQP0o^38UFyH2=zP_eRiu@3|iZVTw83g(o!UlgpXq~9Rm7s)x!)8_Dx`}Z^`=~q#9IW@*J?PuDLvrdukfjX{KDFv_rg$scZaks~wRSPX z6(m|>Zjcu=>13&PUUEw2Hz*fsv}BaNpDAdhDRM;V2p-4Yr&!8(h8Eg!48e$5;7C{m zd}F0|Yfi>dZkbsz>lIYQb7nHNsjLpp!vzW&RdT~=H!mbA0=z}Z2Z>5ztBoTNZu8^a z#BN`C?VWXNpAkeRLfk%JC*NxD%jEN1YTxY-)X;Vvm!n&4kkiE1Y2O)I67wz#gt&*W zEFpJSES(<}i=ZtE^ewPFpn4L1ewACtF`Qd8x|^KGh~gIwy0BZ;bTp3X4YUAC0Nimk z8E12Lo5FDh0#J~k;MJ){BYE7C2JjB^Pd9yLl_jSJrEZlxw@3~sL5Kr$zan|ws4_Oj zFwupuFb4~Y$+WSGspnE0X;Kpl14_)!p}`Zl093`!BWrJBS95rLG^~c9KsG@;gzXCQ zo&Cqws#%8`vBPf~x3p$dTuSsfC(H*1W3dJ|s$OBumw27YLrPASp(yZ`3rfUEOc~(z z9^2E>X9|BaXR~gAV)P!nun z)uuLD)Bs3P8xoNsIiW>#8Lq$#^A6XLwCdwzqZZj47IxVyOE2Ts0Xm4`4Km*U0QN}rt;+**RrFl%R69)<)oV{U#j_4w zT)KuCWeRb}7JR5eM5#yE4eAdoX2fP2o4ZF_w`plwowp3V;uW-&1T79m$$hnyhZ`Sv zT0Kp4-6449EZ!7SqlehM)3?ea$m`oFt8z}zHgSI15_vU7%KreN@cf|mAl75UEwMqE zag1is%cq66i0jv`>uF)_D+qA_Hlq=;R3rdvv~$j&2Mf-ljixeBD^XYPd+c|m5#=QO zi27F+3yj#~_)VTOhpk4|`INrdUdjOWBh(oNy8tQ@l1h{(=4x)+C=OayS%~Kh$zz6f z7XbYr9JFEeNC&xhu9Tij;Wl+F^O$ymX|shgFcND5lrhX4c#N@l1S zROZ#m)4;*Mr@gS1c=PcqK zJ$I&m4y#NVczZZ-_-!b4w6+pkaVn4Xfk;c5jQO`UDTQEm7;Ytt<96=4?bbVR#og16 zEGRg(m`f-q>;{w$BuOW|0-i&$J0yKnKx7Q|Sk4Sz%obT^5X^XM3B>b9RqkKMaP>o$ z&Ao4La@&^aSN$piEz##Ytf-h10qh0a+_%*(o%CN3H%_yH;`dm_1AOXAh0Y8t9!qVl zXP0fry#4oUH zJyy3kt=*NYjy^4I+_+LwqU)vuNh;hGX#xaJnsBDT$SH=fIGi^leZ30Ea!WUNww*J1 zwpt$+j#>n6}r0@l5Rv6wBe{*$);n=l{_ZCVBxn+xlDNPe0A;hHlWXRlew>1HY zXU1@x%YTH-IXLYad4KOcj04{xuJzDe`sor(@rqP8|EpZrb6u?cK-m< zs`+xms+m6lwCUqH69UW@*f>qD5suzsjkRs?sFbj~n_`7K;6e$ zw07~L*tTx@#zNC>N|mgMDM4@~r7BPa%+zinkLLVmrTBI!Yj0(QW0>dY#?;!bR<`ZM z+s!3V;!+i>!&!&`fKKFqX}~ZYLwqE3vN#ry04jeS%J(PHib%sR{%Xl6eG*7-mkxFsr*O?}@#;y|Yc)P0iDxYkkX-*?GqxK~eCV z2?+ry2?+wK7y17HFtvrR6vCasl+DGKB5bWoOM2$TR>U^bw*;%s6yzmMkdg^Vl4h+L zt?WYy!!X-hyjK!kvadz1D~Z_JpNLCA4iKcJq^PzQ;6e(Jl@x`0$a`GVmjIwGdwis> ztGu(6ae;|o7={;Xd@mnPD|>AEOM}Hx(ue&~yKo9fAf)k3;VxwC9^F_j4QXX#Wri}F zp0VWgK_NN}mh1$xP3%bQkkG-2=GT&bt@w{l#4PNB6W z4lOOINmj5-X#{GT7TH5HCCdy(>kYELU8A`B0 z1T;CraMa+?1{~#Twa&R=?QOe`S};rZY_gTyq#J}=m~qrWGSKd+fwc2Yxu5dln?tsb zUtd1s>b7pu*1_dmsnE%KJT(N63rQ;qFp@YXt2P}cTbX+i!SPF+KGfoPebt)A7|N2} zxqkh3YVg5>qju6p(*`0$PGDIM*9W;yC2@0ZFH4sWI&AIBEhxKgSP`vDTC||53e-%i z&;d)XVt7fWATyOT);(c&Z-L&~Da(d&_wCrTP(%`5N|co-9v~#oa6zie-9x^(Qk=rF z>n_^cA%||9xx6i`CENAdB`u{XI+ZP{&oKf7bG=v`%6N15HW`8Iy+c?}fV(%X?iADQ zEu`r}(zNicGLyF8npKWc%h)xVY;CZH8MaF-FjDH&xkD>cje=HXT2{5HNtsmB&a>S# zXdB}zKg@aeA49lKKWF+X;>@#*Vs>~_4lmls~0gfDBfY;4(i=$yHewf7aK`vB)VILAeCt)B+S*lHyI}dzq!0a*?z+A?Pb^9 zLYQsmmPX}dd6apdTIgpm;I1RX!_{?i*x?p-54f208e7vJDvL%A?o(vAU^5E6o~&;% zi_g(Gb`Od*c=GI2Z@nHiD9(kqS{MiKp{Do7k3n!tAW>8Z2Gf zy5=z1S=O6o9uC_oIF&rDC)6cTQtxIZFf}=XVrd=Kb>LZv_wk)ckEKN2XX|TZl$Wp@ za(g?AhgG*8TXvN__9}{gfc`R5aQ0)eui(8b#_aIsTDit8elE?cdo(=t&DF{-*lp!H z;BZT2pyJ3;Lwo85RzWpk!1{j14}<=TV;#L|<*?H~6KI56sRa+X=qO1FNE)3`DKe6f zCTcR{sdgG*W(!gy{{TY4-gbUUdBl&(p>F!5#;pl|FkFtrKW}D<`8I_rKD6lQq<6U) zDIZeN???i%=FF{agml9*VK_;+({+YivP+In?Hox;lpqA8sH~{z01|kt126rIFzIa% z+FoCjc~#>$w*sSRgy~HEVzeusqNuo+n8555w$v7fFRm^xPM~BRE-yrbyy>odTdO(S z6f0`uGu|aC{o8d0QhD3UzvtePew&`T!O}Dgda3DekWjR>uE{=%{nB2JVSOofxr9~jjkT>Vnw6dtIi=ubV;uqMxwgv_n+lj*yIDSt|swG z>=gzK@VomhSGH1#M|7~G??~)5RtdXDM?ViW`Dsy(f6ufiO2FmkHb>)gwsl zSyx&C_?$412rVvm{_w3&Vg&9DWu0nDb>XEc5uwrfirld6TGf$w{{TwmnIhrV98JRx z6gb*~(nn%AHK}xHkBh?5FcXYEf@k}7N{{~9$=0P$-8&9zLg_W{!{R9`R0c6i3y+di zR>F_s;(sdaI)*J&FFz%P({kyrX!XzRwtNd23|?Z6V(LN^@~&|esW1@JEG)E?AMbc* zO3CjvoZ*-|xc#HOL&VUuxtVciYywrV7Ed&`P$RTC;qUETolMJ$!0}s$@LX=~HyPpo z0DyB1TES%wD7F^!bN3}F2~gmb6IR?>)mVQ`Z?L7Igj{9jTSzR=hQ9%6buOlN0ZB<# z{2f9}SC|JAFeCKty+!~jsSbIQBj~)!v=-D5>C&+wNh5^~kLNYlgJNpIZ= zI!S=7Ng@n(-fOctTPD*r;})$(hVciAB!23ZsD4VQMU(1G?ge{gD}?Yh$G8i`Dw*I^ zIlhFcjCtlA!Z2prTWVS@)#8p;4zmQ4ycyVVBed0hY9%`ul6Q)AK&SVB+)QsxE;LA2 zCyKvL!5eTEbwi8JS2e;CTW}qxVH;F!%$qbol9wl*DoynQ3KS>#ZBdsbn-enubFkc2 zi&@Qec$HjB5xk{h-b>_WCkPnd#Aj3iB06=wVD@Q~AvI-+3- zLW+cQDdxRJne%oZ((HqhvCJna;Wro8_N=nE9AqS+9s(4y3PhDF)Sap;tyue=HqQ7K zdCJySOyANYclew)Jbej@#vkQ_sSu$^g%)Rd@& zC=tX8-a3_?F$;c@n>mBYpZ9j+e=yy-KtiXR5Xu7=pN*np3m8nHRW8>glC*B z7nqhwx3W?nw!^fp6rimuBl{!vWGHMPih&ld{eT z_BWaE%)Q|#F7ElOWj3Ul60jBSAWdvNPRrQ8RJzvwQp=&VBL}o<(_5w+VYbo~wHTeX zEC2@N(|syl9h!Qh2ZR5c-IdgYH>t7>^7JL$s}(FVZ}uBE#{*=FCS|*#QTB{W?iR#kxGcpXkUZ-moH|rG-F22V)VpwRbiNWR{osha?g{%ZI*29CahZ7zA*n zZJzTJBn^N(%}m+3xCJt$eJZ$>1jeXLZ?^#d0G&x%+$AYVK4L^^Jl4yav5K_WJcVl2 z1PzbQrET79Dgw0;+#0OfU4;=K0(`YKZE#9wc;H8Wl~-_3k(FR#EYV7pxRL8qnP(bC6?R*=PPLNab=~jOxZq8=vVe;p|LzJ?+d$K zrR!=7NeAXT8TYORdRJ4(VUzB?CYq(SQHi2n2>VHNKKm?VFXo&c*+nFmu9AfR0If&< z-9F+*us(H?f~5V`Cs!hQkH)^1W;_PRG2yDi?~;))rk5UOmLqij5Jv%=5O)q@UT$sn(BhOv*V;a+iBsWCVe->#dg-PR|NMy3#V% zZNo8ZLv+K0k~}d3WRjuj{{S0TE;o|!%)-;R?Av@T(Ij|{4LgE9@;Er;LKnn(1JWipx1pEFp)^_S%6z*4P7Z&e}x2^=V(g_9=Gd;OArdeGH@myFT zX)6d{m>A+GbIIPJaju$VOv>lP;+Sie-V@7rOAZ#>T!3d!alCC^HK*|cu7!pvkN*Hm zK5Km?K@WRyehUG(&v=Eys!kb&q$zwAsZOYE{gDIlrd?w-V+BI`{l*(s!3%ISkPPsI zZfnsPe@yaD9z~tL4obqqiUq|ONbaE{*NT#FEZ`Vv4kr$^L?=-SXe>;@8~Yku#(dR4A$+JK36Zy2F!}ua&38#871UiW0SsEhI32B4>0L6Jn zLw_yR=nY)3j-Oatv@dgA<2ZtrcC%!u7D+MRg}#5?1=pa-O{JJ6OFI$bE@EVq)z9M;@JnexLJ~B$WR0U40Ff3S1I0?^S-w z*z$8;2Wgou-M35E-X*{aOt?XLMpP$q6S3rN?NaYzmQAI<4NaB05JzxH2Y>+sU?z4m zSyo)f8q4`R2(!NdPqSbfA(ev~CO7Yg;HwErcsTY6w!h&$rKr z+PQ)^T?=*!`;BK@GR!IF-XS4M4e00puN%|TvgrLQ}n@=gwgcvIE99Si2 zJZVgN_9u9$YdqnN+hHoPwZ!oYOLvl#C7+6NR-L};K^lF4k4mfAF8cNLHq#1Pwg<#I zyf{3POn0k}7n2f{lXr5D6>XI*hPNPs2n3jdPdrBPG^piAVK`nPeR700!ji!ADQ+TE zvPyf6q#d^Jw>5RcGV@liH2xyW#mZBupcGaiQMRBqBobl|HP>R!8E0><`x|YvvjEC2uepVNt#o+p53d%ZHBGC2&?b9vKOf!5i_tmL~rw?D8@KbR-*;7whkiS z!zxiwUCg91LI^5I;Ot^Z@5Iv$V(bS}+lxXHlCKR-nB;5}Op-vI_K{WF-0_Dv0NFq$ zztOc@jjH63M~ws^%$*}(W1f5WsHZVDFBIL24~vH#L=^%S0q2iUWNJH8KsioVq+(^o zElnv-GDu5mN=YJiBmuzS$=XeNqwL&-E2a(IBpo++z9jM#R8^@yF-SVQ?3(fAh2~1j zuCa<{%vCok4r=`sX0oNZ1_rnQ5y>V%Pie1ceV*?a#Ck!OF?(w^?ApZIe)$&ZBTGqg z;ms+L6SREmr0K>JIX?x-b!?cXYkf+z{-tF#JnhrC1*^{7JiCWf`kZrHiZZ1Xsaj;6 z%nrh&Z18*^4_3Pj9}l)ClEtGhri;wpS@yA46@Wo3(<~!2P0iD|plt02^0w^Y%N3Vh;?-f#EoQABW<1I8E)s zF()1&ZCWbp#zFAXJRp>5P$O6}M!*9vWz)O{*zdTn)AT zl@Ny$#JRh(v_W>^%eAfjAb9Q|p>7>}N{~uVVx6kCmySxZT+crqRP@PIjN|GdjBCPgzc@qF+TVc0(e-3E}W~~b; z6YHh9o=*GiwJBK61BqN)URv8;;tyE5r)}41hupj2El5*pQgos|;?y_V38uBWbC+(H z1;iG$XE~b+&sgRNaLZgfG2FDaubskPxRu-^TfkeU;YxL|%cw$irN=_mrCN0A2CSze z7cPc4yb}w##13vwFyijvYjV}FTW%IottBAq2#A@OD%Dm?tbf6kuK~mx07ko&TUrlY z{AW_3-}h=J=Ra9Attz>|SX^!$#=K>HQo~CAH0Hz{dzASdA@mEEBxKydmER@Xn+7d3 zCg0$hxq9uiwj5iETPt-bTRMt>@QGSSn37Bykjyy~3Cy-Q^^P+A!dk~uYLzP8L8on$ z!WNXRrScW$R{n&JHmGZ^rr5TUQ;%WeNdExQu$!xoz`El@@~Fr9qRLXDi~M!t%rwoN znB&(<);}7u%4uFSwS_?WSRJj;0bVUKeiYU!tVyS@+-%&N)Yun_tkHB^4XWWS0kXLYPC3sBl~<-Dlj-<6RBrd^!168gUEB1Z%Xzu3QuAtRqPIl|^9hbssb! z1X^QmS^}fBlPy~akNz4{QCNm+#W4k+jmB{st%mm(ZZG(&db1slsodZwU2>-$rFs(Y zGosxIS;21F9=C7W+5zqRM`!Y=d!C|NHL$$EStn>-DCNR{{{Ur%R6hk*pWMZoX=O=i zv?>pqM*jfTkgRm96(E2>-$;OJ+d6(j??3DnXWf|Jc0ajWb;nd}(*yMFu^{njf;!=k zV)LMX-Ke{ct+t{N4F5%Jt09(dx7eDT|p*0l#e|=td@Js=qf3;$66hGd1 zYyK6R98jq+g9#Dl^fZ%prJY3TCKP)Q!mKvKNX_)9oph;p4#Lq_)SS%7BHJ4HL<6!c zt=YE&{=x-C-RE3p^(W(T+)m`Lv)7I*pHZqRl;zrjR;}VEiKGjaY@l@jNgb-oEtJgR zfk5iohx^Ye#H>}Mg0BSxnIw@X@#ctQDgcDSKoR8;CaeDd6T*t3O!uTN>SG0Ge7u;D&xrrm4%|kC1w;FZ0+7twxP9#U?UD#W< z7`vgYJ&^I49vZbD%Ak^_o;}>)KB~lYvpo4)e#>(EJ=_l)7iB^Un{7kWV+OX6zUtV= z6`FKoE#2U_LyNt%LoZyYDL^c#W+zA^?xX-t!+%=T8nbkPtr|smpHoc9>)z0IDK!MZAPs>O z4%~8RZ^5G61HB@R8Hm{J{OHERekmmSQ2{dsorEP5004QUndeX*q;ia4PSJ);&|9>D_+QPTE&@n8Krg>N(Yz% zbnI%$l5QRti}q{+m#-|}ZJ6iAKn}D%s%U;SS6P8G-VXKIgko;tSdFeK!Iy0wL+KpJ zN`d}S^{+>-gW4(GAE;bqx^Yib$$bc09wCdho-<}4o0(cp6_;@2w!)M=zZBy|$@VEy zM*h`mxy0@+GQ;S{T6Wt103X9K76VSFhnfy3ARaXMW>QZeMRVjVI|~>dV9U5;O@{^P zylYqlI?KT>+o=0QwtXOqJoA2xLkalYHuBQpEL&e=7YVshQ`U_Ji(VUge&V(2L@Y!V z`&W*#F9f(doUdT4oK#ds)(zHw{F?0_$5As3bAzo3PwNR z!Tptui)shC7RZ{cqwbY(JJ+$=U8<3vAiQ?+G}lNzC-+375KI`{Q%W+4P?_XKpJPrn<0xt+T1Tna)!Dt$ z6$pLt^IP9r(c*M}r-fS|1qV^u55pp@T~^Bu=N#$NYyn78n|9f5T}a`E{539qaUU~J z<}CGw03~2OL+OuDEOG^__gLmvyJWcY&f65W!l6N0 zHz6>g1vBQMY;>N(G}2UQV+j47PX zu-H$9;)YNkfFetgG6#NZOY(b+&^9vGfCeysf102!)G$ox0VJRO!qhQ4JSQYzeO%1A zFhgwJT_*;y2oRL5U~38V0d6aAYO4K}u{=Ky&lru3-NQ{T^AGT?^(YN$OMsLQQ>Sn{ z)>8Ik$F6Xc;E!WBYQwx^aqxv_!tqIx;T_aY@@hORpa*&$GMD64_# zP#6vGPBRxnGVV#u8Sc{wxeG3sT2$jpON%hH@Bs(Eax2d6KBrcfo?6{dA9-rjquZ0c zHm5brCrlpPpTeMTOq0BllI-U^a212pV^Hwfwm4evUNh!b#@fI#j!d~-?j4udDEO!_ zwP;ELQb+{C6C{r3YRD7{lnGfXR>C`bQIx?bQdFIQGIt~1X(=gM(%E?eM1Ybc{sy`W zeH?b^1VF4R+Nmq$@km2iE^iwW2`0K)d^Se%2RltUYlC9HpL zsTT4EbZ`ZJtlu_?JG_*#Be&lotiGled(H}|f>&@7Z7$)!NrSQHikh{%N|Fjr(s$yc zpUPOa4#T%M*H|+Fpj2B{Cc>Ru54x10M3s69=C{4jh}1dUE1$!)M%iPV+&NLn8=^RJ zx3PAeAv%evCa%dKB>73^YNu;_K-2`Qw)0Y!*OR2EqkV{`IjXCU#YDdU_G|iSHRtv&v5d2PygvHb>uZM8JXYKgN58n3 zAdQc$eL#7nT%}FAl&Q53I8s8Ap~N3r$$FL09Ic$J)-A1@OR196D=G;=JD&|;%X8_t z_O5ci%GrjdE|!M$8s83X7nid4R4#S0&BBmML=vI^0M@IQbB(?!ZZ+Z!h|-V%BzIxx!k+G0TfQy@t9JQtiX3FDMZM$;^wh17 zGr`yz>>2B%*=?6C^5znA4f;=>`xtci2Z5;!?FL7*b34^r9_p?!njTIWjp8nwYiUrn zPwXw5BnU9|W`+5_3E6(hUZJ%DR>beH)Pdb1sy7(U6KP`8j$*DM z&kzs_3YDs5US1O-c{^|GOtaK=WownM3oW$MglbEQB?~;25KiQhOn{TLS5rw_JsA## z#3ocxMLTrJ0ak3Ufo3Le+{6C>Q}KV&2S{$&raVU6K-{S>gW(i?-!W2P#DT%oux^;B z*guQs%ue3d54K2l;?~;t!nI*Ow|A=2RnF;eLVHT9GQRs=Wt^RqU1f}?cZp)x7ay{< z__VcVun>P};RLx8`+!OQ(B{0=)o!%)1FFt4yycH6%O;nq*9^5!gJW!+%%zm@M3IxhYxwBBl#CO^a=$ zsn;50fV-6?Bkvt3B#qZrUY6!d{LO{9GY$LKxT|Yht8wHdDlL_fr6C|ELQma+$I86z z_7}iWj%U2!>z-#VaR%Kre;pDZ=2vQ)h) zi98UK?gusJAGW2|ABf}(lZ4(hMj-Y(adyfT=UX=Dw*upTML1Ft>>pWW1Yfjdt*6q!p~cF?)6D(*4Or$089z< zNS!H;HuV1hIvqI+4pvzaFo;AODp&ZkFSD1dCIwo=YE>o z;p?@*@~Us{9Zs)_yID_!wE`6ineJjE=TtXwyL2*Ag&{hLP(ld-KHHyCAc?O*VSizq zQP3BPW}D?HM96O0mgnlFE7bE>JR|HMmzz?4Iowj}Af0!F1MT}Xe>$1A`A=nB-6_Wh zE60xGi%NVp)^xaK&1sYC$@kmXQbsT1xRp5KMv_8F0DU`G&^#0DEs|SHYB@a@1t6VI zHuK+`iv#kj#ufHX$@m}+uK~jC3T9ke7R>YXC-bSBYkQOqy+%7PoA`DydX|y!RxeyD zKuXYt*64G7ef~q`R-8WDs~E+)ShLCa+S@^dtKgQ6W8F#{jnB$!=(8O$>Anh-i@eE# z+Ye8Un2%&Yr!;g+3H#Xfy~2~v!`ZFV_^N8$b~&H=PuWzHsAFevKC9==w@LcdiRmi9 z14&G1_^Y;(QM|%LnB&r>?0(E$T*f6AHSZhmwS);8U$U=#4Rjkh0&CbZ(|3YYTSEa`f>A^O!zFa3zJn0*dCm)*N{ zOG=4+yzig{l@agSwoaZ~Cn@Ai7cE=m%yMw6PlgROhB$<`4lm0pgzP=z-m**1re@pl zMgD8WUO}CW%9HsfDi-e=cI@lEee0)9xQ{%aWsq*{Y4Wjc_kB^ZXu@&llx6_5z)~mJE%(px zsH={uGYV22%x^)6H`dmm{{Z|Jbr1VrTF0Ell^V#@M*xw;ZT@tFep=FjxRE>XYQs8u z57bHesGWG1vp`yf*HTk+=3WGspcpsUwdKqomxz#REa%&RK(@iM{knkIj3u`e53Z+m z8qe2!wIroG`KBV9UE<2hfjW%s9mQL1hLN1LL~fNX;mbjDsad8pH<&Ihfshkw+f05M z5(pI;dz$fVKqz7u<|T5S=f}NudwhzjoU4_UK{5=hziFmR&Z-opz%%8I$(@JgR+(+4 zkA@Gjfz@>qa^v??>ckkGWtO(}NaNO$tYvyq5}+ih4NOSBRe~V9%)M`B3<+ zNDdU~DLVw7HvV-tg$q3tN5+37l`y|VyzQvKU4 zl44Y_BiPMH-REq#Z{>3zu|XT|@@M$cx>|M(+&<~;rJ4TgPuW_W#8jn#m6b?4(+3i9 zz;qG>h#k#R-s(nFO5wak4xQmGN{syn>)5AG$~r6w{BmfJso54JJDi=~dfTdWDHV!}@)T$7ML$TLyiUs+YCM9cRQA z4Zc^mv;+V?BJDeU5|bZ|Rg(VzK_BW0<9dF%{{W#r>xwRUT$3B0cq~Dt^Q4znWYi;(7gO8xk$7TSWYdq}4a|RTFjum1UhT zR_;g(K6d?n9Qrp=}A9Z*PGnUxGl7$%f(g@P=yju_A$mgpz(B5K2Ll`z|2l(S&VX;0k= zKoME8b(E*vU<&+QDG1%}C3u~$*Q@Z8VUh8tQmxXZTXh91F;{C0+BPSgoCu7T0&E^lmP>1p+zo@l2IP>LX4%^bCDi` zh@_G?G-t{niX$g;^r>`}9#H`UdLp5)k-Z<5CU>M20kPbgT?HnfjtTEXJCET>@ghhA zZq(C{>65F9Uks!#3FR#yPSp#Ua7;5XVWz_oIslT>iH%LFHzI$5*w<69ojXi%Q22|E zx{@UP>R5x~czaIaMJ9sZH6spk+YBZM+#if-9Q6^!-Vx*Ge+i9sUcnuyrj1Xz^YTi5T+Zzs*#-iF(cU zb;g}xa>{QO!(<(b8UeJQs7+T=uw)qGnNzMUMaNWDqDqRD-A8g`=R}ndLWqbay$X^K z0v5;U0`p4gy`pzZ>Pbs08!CS77QKfCKZ&5NP?_8+nkg#SgS}sgXUdv(M2P@_2BX~t zR&Jt62v9!rU5{1dq|W3?5KnmiHFe`5XE!<7UUM%|Gah%!cqUL@2GT8XG^AU(ZrhGH;*!`z ztMKhr)-slCyhfHX<}T@hB{nVqK17JFn;c(0H;1y$8;a%ztk^^#TbGj35i>HKqu!!! zahzi5L|$U|&z?zk>BR{8sf?X31zn*EVe|GFGGo#IH#P4+r_vco#}D-eeam!|;T%EpAm{ zqjzwNaBczJl!cM0W4IhpYak<2sy6xrzRNarwiUo`dVg#{Zw|~?YvcB}miFl<{lqNN ze@hviP&j!4$?u8 z1jT9@->1Dlx4Oj|_yuL$6D_9Aces;oJ9~F_^~*_87(x_6L~18j8++Ais@i&I4--?G zMsuB%^z>8C(pi8(#ui`tTlH!zUO6opuf#BkZvqVOlJ63JL zGuWX3{&k|W_J6T@`}A#&H1*o;u}eXCy#WbM7jVgOHxPG9fJ%X#fr`lSp@p1M^kB$! zIC^dz7J=33P-rR>sE8Vf6Ts%IP}ES@NLveYfxc8Vl=W1N4wUSD7e(%I%{Svs=4Qp8 zBeJhtiTMLjZ#b)uJ<8PLmBDdEQaRpflM;0BHl4TLg3i!DM!_JY@$(h1+IXA0S^~** zuROS?SW*)SZG-@wXS}Y z#hda-;2klyuf0mQh@t?I+ka}LF@6Gus8RHv%A^{^^$jqX;Uo@zl?jbTTbzR3!2yVxV+;e1oUNR`XrW-=<9RcLsY^Y3Z3T((#a`f>|lt9>apK zOHNbFqf>xj*Xlob31!3lxA{~yEt7HVEgm?w_`7q%_UBlSkl*;!5^)yN3UvY%QW$n> z#PGF)VS3|Zx&hRa^gCBOJ%qICrawZuI&PrV<*6S~qAqOhF4C(@)*HA%ok(>7NeA2> z4QE-mq8TGJwzi(MLL|q8rqb#p^BRVv^BWr7PIJOB00v{rw$~(b^FOm(``0q8x_Nwc zF^u2gt3SB830phl{RUFKapbyr*j4veET`V$UTsLh^6Ravt3bGB;kO(c?ownBf6k(> zu)e8WT_*Dp%h>zQiIuvK6#oDc2jO2!*V4RB?p1SRgE^~tamJOm*16ZxJSB#~yH-}T zLbfH#gmd(&rp({cR*O1`{n{7JrZB#xI@(JaQyE(K(-!7V@<}J@T}|YEuHV9cRjw{draLg`UhX#9h@+xddbYj2yHO+`hQm;S^OX&T z)b>~&{u)Ya`kW6%;2Um+^>-K{Pn#AKr*ye?Tu|KhKtIl`7-!itKi!m@+;J@ecP&~v zv$wjm`&YO>UixcbfQt;Hi`>A8dg(2Xz#3)#uiag#rKsrYy&B^jcJ8I3>l#gd9Pa18W#%rFbw4@ui#ai! za!vCHzO`v=I?cl&)-G+_`|P@cMx+=M1Q0+Vf-7Use{D{R9aHNzX2a}k0{mPz1-n|GxV=z_xVRjINE%X4ng+lP{fdYBCx#NCi@$b8eM9M` zl0dV|Sk26Ft;8@4`haVd?z3RbjW};l>~`SY-l=4L0)L%h#}rvl-X(j}YsB0^3Q~sT z2#u%SwHebCjrV~oG5tYU?{{Uhzt>#E-q?N(m+X>fNkySrhyA1csxs@XT|s@b{{ZbV zV{f{}yKSC5g=J>>YC$Mkpmqb+nh)$jSOGKjF;^q8QN}&Msy^{r?q06a@uP2@xb2C%?*~U3N?Ysl0NE2!7Q6Kr|hgF5^xwj&X8%h zFI`#|qNNRh5!`)hmj3`yGV@N6`bD)7=-^rTK$!W{YR}BwlHHCUdv>F+4O+Ok+xtWc zuIq&yUh~J@SdQ0L{{VG`T@`Vm5Un96d897oBqvLN$RzFQRW|WF>4=>eZcD~o076uz z64HMa8j`lky z2vU@=2?xp#;wbI+9wpwt~N=N@Yc8 zjKzyyler7LSRa6jvEiR(ew|q?tWl-;SZQG=jBHv<3W3{dl!$JW%8wvhZ zJ!{jP1(D>iM%|*arRw^p`+xGO8!U)@#3#`E$MT})(- zx#DJ2tS-zGz-dkq{{SB<_QkeN!kFC_O#(Z>sRnQ>R%b&A6X+{4PNJ=U>mg{e$wMCu z3&qyG22^{;= zsIYHL06qPxl$UC$ed!9e${J>StOMx0vtjl?$}$|iwNvN!yjK>oPt?`F3HvZ~`wjr7 zFWIR3unliw*$DfI+MG)vG3Ba`s(X&*S@4=TXjzsQ(afWUf$-Qhsv~bJKmb1qu-fEo z9^Yo{*#px+tBP6MV3EBK1c|7O}v~UBWA$%jw(ql{Qi`+ zGyvR+VVOHZ;7x-`G84G=r&DT>00;yRO6(1$I0PCpkTwXKVVI>6u2R4W+$IL}pvLrkOIH7?4vtlRq&^N&rm9@}+=4 z*n#w;Gq5J3FC{!NAS91p!kkKDkUts$AVHX()S)ATwMJe_dm5C82X54~o#*hRcG!IB zLt(hv(wI(Ez+pKflRng`2{2Cd*oc6i&XhI-VKo`$I|;x~BXi$+Feh*fA6h^%CyHE- z+lmvCpu|9->n4kD!jDuEX@vmc1qeGR(4&o8niM6<?i3;L=q3b zrE`Z8nF`c5+uCW(e8fTCYp-jAz;NMm<)x<%**b#>3GOyN)R-y?nHxnSRK0+SqY4RD zgB_rXu*D3ZCLWStm;^xft|cicws<(PDsdtJ=DVIz^^r03t_68*9y(-*9{l#LibJx& zt_nHnB}JttaS|y>QcS0L1VVlNPqj9rNzk>*LZj(Kod{4;e7g{!f3xpbp50>sXE27G zmFs+yb9UYx)5e)^H!YVi#tV&DAtMakN(EO_yhh|m*i~x)>D~)>iREl{oFfUm!!6py zo5pV8u+z5*alqD~qq*Ru4$)XDb8csH#TZG#|5+Zlp zn)8BGWh4pIC)?-ld8e&yu5a#{v$kx$?aPU6qyT)%Dgp=8#{5&yO~W4Y%ik#*eVRfW z9BXOL-CD}muHs3;F)P;%)@Z}=L@B1!pAy#HhS0g=eMm5#@m5S18o+vrv5(>yRlAsW z8JVteJ2zd%8MRfqTu@S#bke-U0widXb{lVAdB<=ZTP|Yn<@{RFY+qWqTXD5Yx1FGm zyb0J5v8#~i-eR}Oc&1{^SVkpfbi=kyVT>uH{{W?U>nTtv-BKkmHapElS!lPz3ri%y zJRW&cQe3MhmDy%-*;ljvGi!|Jtaly5ik!B*#9w`tC`PoEm@)4kolUvctk?Q`6~@rU z7vbYA+oI;m=G)>eRp6i{wG=CTKqsGCj?Eo0%{fa9RyB$n2d&w7T3mc3@*iERGoN~>~M^43%kdzaU9g{T}$Y`QweRa4GRlWQ@WfffPEtI;4LYXj-0yL6Ln68XhKH0N|uQSL;4a;5rtZ|%hE!CjNz_PyNr0o}KDDZ+ zJ!Er*v6(M3dJZJ4opFGx4;HI0D)D-XmbIj42~j-znt{&ULCJX9F7a$C_c9Dh{?^jj zIAL?av9k=NGLlk%Y>y~}z#GZpk=JVZPMD%2&ro(QkC8W&xW(Qhhgz|kuuG;c?;fzYyR&gl zw`FqMYFTZ;0F$LBbjaJibYh)$X*ZXc&RfgQSzls!rG_%{u3k&6i;HwAD@Kq6rE)vS z-`1hu>rMT&-J-qMAWx zV96O=S?4F=*;fm}G5ilP{*}Y=w%;whyHdh}npi@{f=<)8HBd$B^=SqG029S@;`y5t z#jt!U1iWzyvcVg5yF?`rQXE#bl6g@o0LiFf;yEgX4Y!)YmCZ;oiWL+n5}6Yq_o~QKfQ?BZF$61}_!PF^@RS-Ggd_pK6>PIAo)yJ7 z;>X-k3)BX~n&@jB3QQFNr0z+Iq?^|gl<5-(Voe&c6)2eyolql_Oz?7(8>{1Z-k?8f zCv&-{e@&<)0=Oq&Ns7<^07ypqr`(z~Vv2MGrNP}GeEZUP8RZ~qzJ8tsC0f#S>;R5^ zX{R#+#)WDkOb`ssQIUS`f=nn74*Nmkk@`X4LfcxD00+_yCxAT@fFp%^Ry+`yQsYsd zDVkx-c!iiDB|t|YpZqGAZmvY@e2{|?+p(m*aO@>YU+*8!wKLfmc?sfK8{Jyhm=dzB z)Km;W-nd`I#-XJso@Y;Ltu5sx5=lUxUi41fm9<0m z5j)8L0K&PS#n$Pa$yWhKiiA`D0JKiGf=Ds}=81P~AyDek!Q83mwas&m*s`@L+k~M8WT``48oERDX1v`iIpy6bG0(<+j{&*6p%R{X(0O7O}9h($%#1*UST!}JOIkwAWsrV z2k@!OKeG0Ax+zvEp5I2>rrO=MIgfkE0XIn z;a2Be-OFh71z<#HCBX*?B<8Q=qJq z{`Adf$<{2-@Yu9s=@a_iy#D}k)Lgf2VB&V=Kx|9FMN#aTG|1`=mBWb`b{mM@juIKN zbzw*5K(AWieGl%{XI zNnS5+6VDf^DZ{cZD&R4@iAzcR$u-|+lX}gGgW+Y1Ye1tqpS&c4@=AHHXt9^98UUiv zsU7t1T}Z>2ZURt|1NT$Gtm!(Uwf_LC3jAF;M9CPW`Dx z5Ox#(?NWWhNAlvWwvmnZS{7%9^h+b*p+50S>!wp)(bdgx@Y@<#ai@< z69;Mar6+GFNdxhyO;Pnyh;i9NGnZ@{5Sw%)ZNTQbo5HQq2tz=91xV-|#?-U{8weE< zocgDDC2_Z6nEQin)Z#4>?H?-Y01qfTPbQ557qO)Af?o*tO*d?VzJWfZQiCayG)WxO zz>_3S^m>3YDGbOFp2?8U_E8j~*c^|X(}akUCWoJZO7q2sFN}H&?LkWxb!rd(}O+;KvvWs z5x5>&Ii2DO_M<5uy#{?Ly3@2G0VHw(_S%d94DCZoQ};(cv|y4q9Md(W(1zo*8dMQ8 zzj{fT3g$hi`6JMKQ*~iGN&|vS`#|E31WZxxKJ6IQ%+akboFaj=Y<;No$=|;wi~>|S zqm7_RG{W@lB_~fbp*(Fy2W^cR9muBTJ4#APGYR}?9a1GDe_CGyYB9(=9k-;)G$bez zHV1>=fKMcE#V83fO)3mPh&#TvH*@rqOpJbg_jQsD&cw-h)qXYiv+PcnZBQAXUI zz3CH?1GL7W?X?&qZMmaLf4XDVXybrp2Wm5fA_*kzx6YLv%+bK)Q4j>Gb~J}{C29lr zkK;msh}m)NLX07E9zX<1?deG%NhHi|#VJ6I(odx(NSWK#uW+iAfSt;T`cf7MI=134eWnd4MprtLPQ(H7rj$7& zaZjsI8>T1HnjrQDK2+>w8B8e>PSAOnu2)+HK41)Q?_J9PjmPI)<#`f1N$KOeIEK zTcJ}kBigI@)&|YcSCC9>O`D%hBa{6LX#;T+*Ws(@`{;Ko?$0&PSwy_uP>x`hc4|{w;Nk(hPd`BpxcH# z%HBO`MZ_&qozi*khBnfR6)|BG^mm|BhtJ2X<1O+ah$FuqBlhCF9~W{2-0^X zisN(7YT+m*SEL!Pf}*|lu5}cq$!JOCM5=yuxl6*puH{EB!wxHOd5|ZyHjoRuB{E>i zGqh6H+GaQt^)zE>PM9NTjzQk9J8jluR;$shv5jF_n%5e{@U=H%dw}9sR_`exO_T7P$Z=S==(}?b}0%QCn@cfLa0*ILGIHYe(IqnXYQh)qX8~BW37{FRqcFtHh>jBQ#ekgJ5Jr~Sg zvX!Ao(9%dyw}p?~;B6b4uworw$`~6swZ>8y{r&zcjauVnSfEH{r8enbg|U)36W`0W z)riXErAs@(8g__0QFw?c)iWRsl3-SY`hK2PF|Q=)7+K7{&kLO9fD5-;cT&2>GtLUE z7Y)O&t!-br_{)^tUWcTDbhg?Ol%yaNGG$X6)FxW$Za0?jf6zY#gkn|*xi?nq;&x)- zTe@~DM4gV@aa6Dpqrf^r*lhfGG?>e35S?;Nth+4{FT6x=VQ{I%))VTzmjFLy=Q?lJk!2q@1i%T@vXi9x{RJg15TXeH0RRoT{{VqWgryR% znWA9bz$c1nWZkVQdB`V10VEzfnj(!PlBfk!AaZJ`?@{v2yv{Deiv+-J&2#Muo#~eI z^H&lu>?;+!8)^7_J=IUtfIm8`CC-)}UKO~lb#K|MD&C?>fz%47NZKYjT08+Zn zp00kyxLwXV6{ZSOjUh`DL~a^vHm?~l2Yzd!%b>krym2P$7{e{W8|Ya=w+dVL zC;=M+r38cP%vPmk_DajDg<`mtDSPT3yjch6BCJ?%*=MEpMG84?)zv3$PJ*-l0D5Mq zN!Cms%Vt&R`bQ`Dk6w9ysX2Dst6nQ=wag_cbS#1Bbj@<7JqyF93c|4~!l?-?Sv;V3 zn34dmU*UZk$rxcD372e}3D{|ABlrri+hm*$+yK@b!hT2)@${uDN0^el zP>1?~iY-5)@(w6xVpfzio&IE+leWoSY{V6*jIC#BsDIPll}EfKHSI>Q3nswPYLvj+ z%UvkL8At#$nI6$u@^wvPxOP5D^nE=} z*>5)8!tq@Be3f#)hiSH?{RIAX>jc^$366H=l$&ILe5v2wv*f;2Nz8>`j?+sYyBJ<& zvil-n3Rb*V8O5(vKlImYkH8UDOgHSM(N1atXPic`2M5>GWBv?&BD zoi^>H_Kr5AEF=3h(i1be+JPRQn5fL@-VpAZ4TS6y_)(N>HsY2M+DFQjpaHy1H^xuU z2V~ye!1SZi0Eqye@k`JnpU#1kAaP7Gl8pf)NIa@G?LYzkb4~;+V+8w92v*ZG@}x2p z;KbTyNfFM*m8Dw(jfW6v$kQT89ElVJoyeMDdT?SwQ!+HncP5np4Ti&-P}AujNGcqQWARoFShMC+^sTv9s9CP!aH!-G_qjEo$1eoB0W4WM|2BHa( zxS<42z&dX!MQ9qe?&%8`5Pigq;z-#*6{! z_)_EOJt)$XybY+-jR~`{+n=9mRB!?2mJ&!J2$~QkkhvNXc{|dG2bh2;^a2^@RUgnmAhG;g?{N-8tnnb)LfHo6GVm!ppwI7i@s89qQ$LB%-$~1sL zrD;6>01-pKnh&njX-MV(`qC8aA|TG)`K5%(9Bt|-ifKV44=CLFnlP0B6geaDqk%lo zNb_;WwJZ=sgwR3}2poQNBn{0U8)+NwMkmsJ;*kLs#6jYQ(E^Moav~;;BeV(<;3Szm zDn67cL&M=p0Q(9QBME{8c0VdfOmZN6>D3KHnct2nB_?*Os-aBj^J?^@={<~pojy`P z+)WW4--xFKiR(3P6b@*HHjT*nH`=={pl6w$vuBT_Hwi<^kTDQaK)#)TW!& zt3Z+2sBR#~`Blka#(!w?Fikv#8SooKvM*0(Hn{)^4;7P^WgARGy}Y#K8_zW0j$a3=s%9sGVyobtNvf zmh*tAfK=!_aI)0WK=9P&roA<@=`u4-oGM&+EEBw9EFez3~<{eBQX{)DNvj^l{dRB`Ym*uzqTR}* zrX&kZXz$P8!0X}ff1GmWTU`kb@U2=pckyd>4@zGCm`P&$ExZrs-H`mgaOo*$#Mkh& zCg5A24K=$TlZu9d5JL@M2-U><(jn*jHy?u>P9E*p_73&G{o53*+}pp5p0}$`$_&Zp z)+JM7ZvXq2TXE(5jhn|_O*l7iR*r1OJ-@K)sK*;5;Fhqku=>hqkh{Oj>tA~yq;c<^ z0XZ%2$oeO%kH@7by*qNe+)k!R_i7^wh^VxE@0=~MsD$=5c>1Xcz zIq&t;q|TZ2)c?aQ^X+V#R8?)l2fG@anh$@x;{9jm>Q6%)7PZ4L>NEPyHB{LC@u=5j z8PmfZUy8V$?ah3Mh!#=BdTf5Z{FPdsc)u@_gdJcl*ZvwjXh!_|@K@I(AFu8H^*qqjd+>*!{{vpv!1Moj`0LBC4R@nn z$Gs{)_0#)few#9vdz5nA*8VSo3s?@}&=~+&T=0q9onO z`>DvZkpJ}1X+)m$g`(#z>$~1ZgkC-UThy>~?iRz@`Sk(cDQlf$N%6K(piV{5k<17n zYq3082uO4P_Sl^N12GQ0>GyByqHH(hf?7e&e;)RFg4lC#FoTADzQX78A?Ur_fQ8%PNlUcWohjd%t1nn*Im-{ z!Vv3w5c>!T%Q>^Lsj|!el2K@>)2av(&NiO0ci|%T zlj_ycPv|-H3Hw44e@}bZvR(c8SE`Z7UIa^XC+tMM6dlS*B!h9_^A(Aep=u;(+1Q3= zn2WQ|#7sj4NCBmAmg=Fhd3nq!MM(xjU{h++z3N=l!{xVB3_OF$a}S3SY9%HijB7-> zy6PUGfBh_?%58Uo792P_G$1ZbdS_82D#(EiPSOu`A?AI{(2;9u_Y(+oZbpX42|`>4*#$)nk= zWHV#Duf&#cTge8}Un%GHM2@&*(B&*c;9~WD@TK!QCEZum#$kj|oxV>buLw&L-!qqAjIL8s);`~VS zQ5Zfgao7+L?a;i41Z$aHTaZdhrD$m5*^FhJPfn7?X(3 z7T6gz;_kd2khHiE=5R*sx)%y`H9l>J-`rj%!arYFmN_P|JbG!c(O^)wCjJib1f=Ml zQ!{v=NU>s{GbV)}w+HO*h!HJYr|&C4CCgO(_KNs855x zToEoOgfhK*3Di%IVqR@6KX&O?Q6Rh1N_|%ZV=_=q^j6BUfP}QuWG869Pb}u<%EiG? zuDNJz)pUEzqvmWD)r&jvEe zu_`xb?T_ZGGVeC{{JgcHi!`}BbXmIgLt5(`BXk$gOKB(hdF|SF?JNB73z%^p;uh!G zlx=Q%F=3MdzS*%aK6-gIXcLiZD21`*N)Kbbsu(Lx6u2Eef36$V;Pre5^U&sm=5JHR zJ{Hz?ZoDz)9qAOfl6w?gkydu6CjF0=-EkXJzDp6+E#>x3{B*sr*i;awq8oBQ3L8dY zSnJgX(atq{7rzMj;j8&!r^M)$EkCV$wUKjXUe(9FA0DWz5#LM~Rs4L}*KW)6<)F(} zk#VSdaZh2Nz`s}z^Dw~;h{o|E3wge7Zt0pKcKeZ5e$~BMzPl~nKe9N*;XBrUfF8(g zTu*caAIBM+5w}LFe-C&-X=}?3Q6JBDw|Z$UjCgz#!u#djm=g)&Ft#kXxRi^@FCh0^ zxqtK%5=I14Vyz1=P(NM5aV6S+Fz z1M%v1#)Up7?z4&?@57$Smwu^%AMkInwM8aQo7C;W7n|-M;e4|2HRIc^+g6qOPK&mB zuH1mE2wr$FP(e*tR{mmiG^cN2G$t9B+1%NrMRJNtItG|uUvbUS%JZVTtg$<$N=Vj} z0m!;G|LXFY1biFl@eN!YMj%r=B`;NyD+0$5Gc@ceb;uWcbvsbwA+|tKcEZlP8um%) zRm@vf^)ANMf7@pt;U)3Xzz@X<2IgofARlk;i(wOmYlaEl9~7HcD-O;(p!!xQB1$S3Lm#r2Gm-Jxk7FHIL!HCR6c{{fEZXxhA22u7_FG#$N$ezYkH{Z)Y3|-^bZ3b&-tiQ0)t%N!q2$R{( zT8(ZMm{LYdN&PkxGpwvx3O|?RA$SwLD94j}arX!_EMlf#uukVhV~UfPdp8FLh&+mS z1(3$GUE=FkvQcMLTKo<-_g-7irRA`TU`G1@&gx?{j|l@l(CrEwtg=4U|H7f?0cBz$ z^T*^&j8QzYYq@_Dg?YUOz!uuB6SFO}*%ji6`eb!u~2&DiPodvX8^GY_eAP~joj=r{= zrXi1uQ%pG*0^hl{<KiH$s;@1% zRgBq*)MgONg?!w4zKja^7DF7I1?_52R)D9gq7E$cfaUEd#%j7k3-0#hSUJ0zQ{OQ0 z5&l&)AEY+bjSYZi8P==x1u}N$JFU)0Izi=QG-pxuGnmNqE~Q(yZahPil|=B(l1R+L6w{&e(*0b0JGFjnUE~y`g^>#ZPUdSA5 zR$%27^t=Gigzo8RgTgL(ah4$vUsXZiPV2`kvA)~~852D2H)fE1<-SD{~lpRhl zgd|pGhc)L7l}OWgqN5cE*_bOYeMnU}oc%pqpIk=T4vD34@N$>WtI*s60LOb$ItaK; zvp~Tb^_yr``3~eRW7;k)Cf+YKv>tUQ1N9Ge6C+SE$7RVBiqu&aiT=iS>N2X{VUHP} zk+`QmPD!qh1NNIr>x1x7VRxYB>@U{3#TV>CH?8^dxw>_{Wkcbl9XmmrXS2tQ9)fuZ zNB+Gk>!L-yWo=af;PhkFPn{jCdYj=}aW{e|xa%02F*zSkQavZ52oE8G8Jqle_#u0kbC$Vm5Q}lE!5a!$FstT%n7SPv{^@J!rDmmB z+u}syiX#F?E|%N^jIA#8e5TIOj#l_rf9b(wlJbyiHi(nF_l{jZ_^u4=ztf}+wSblV zP7_mP2sidY6%N;rk=(|t41P8!4pF;+qn2jBVm%&IK52ix7HvuCYdBG zdtgcvhPNSq+aTtFh45n}INTbpB0?WGdGCb^P{8V|W-qQjz&(Tu!Wd9a`M1n91mPTe z0GyGftGvy7BDC%vW*OJD<9}qI`Zl=dicPJah~pOfAjN9KL#h5vh-*Q&JmBztd0x_@ zPT#K*HqkJub%Q~MzYEgCpK+kD(V_nSlPMo8j;ZRif2S_<-8Th4dJj)rS7bF>y!HPP z3H8K~50a^Xr@9JG=Swc+hW{F5m{oq8(xHdNS=iQ+sGtf+*K#pJrYJZKaeP4(V&ZRHxfywe zNN3tdEgQeJicpsyExDva6H=HTvJU}rE0e_K3_eGP(Z0z@j4lsz4sP&mvh01)zK2Hi zZ6;@VVKx{zonkr5%P>}r(=@^y^g}=LIYvHrcOtlMI)V}^HbOa_BB#Wn(V>Mvwz?|u z`eA1U=fM_8*GPJV#3`=?W5tx^;vvLrn@rSRu`eNx7&!UqqzvmKCj7&wWm;rbMhZA> zQ4bsc!;;a4$YvpPy$&ou^1;}ZNe=W%DYjQ3tDKYc&n%QE?{1txMl1q4dt~k{>yk|p zhyynNp+|}iS`SzPw5je`{#6X(#!t){l$ZP?7r&7YuZ{sT@1fuK~Y z-c=$MOA&Nd>+Z%8X&itlO`Bot($!I%T$ZkvxYN9UZx<{&F$Q~)bdFmMa&&JgZ4*KH z0E?`bjGGFomQ1QIgU9S4p*fP;Lfx*@*}M~MFcatpy0Tt`Kvf_@+It-|+WB54n}p+z zC8A3@Cf=6E;1CbUhPVenk+bX*n)G$Fvt7ppd}!Hrm&|!G**-ZD9l^eAv<9Y2^JA; zn)J9hn3nnJF|>_jmb=!giZX#-qN7)|rVuOpb0^82@*2V?eXbI+SbuJB?8{LY9@=$i zaBZh0KoE=qCLM_#6NR4iIGBCZK-c+Dm8`*9EYu}vOZPA$Xi5$C7!)Oj+JhM-UnP^- z5O&2iS}3T55ncb$2w8Wk#gSDR^_LpF<6RjTc71|NKSLOioGy7}%rO|1&30SY#Na-E zaTy66yB@P?4X92z!&Ee25Z>OiWV$PBy0P37cozJSpEaCV2`;|sA)jj>Py+3##x5^b zNtKwQvb9vDv3tVVJbRm_k!u(p<$=A8e0e~XbK*;bZPy0@fQODxb7%a7=qN%@x&0o^ z9Th$T8i&5p$*X)HyU2 z;j!Ob#6Z&M^Ef`36GU8wZ<_?DOH(=J4nfXcV*0@_YZOeW5Gm1&FrN0> zTVu{HR6-p1e1G|b$R8#rA^u@$wD_KIl}CKZW@X*%gU!sxPEq~P+^#G=pJ!CUN7>@h z+j=0g$@((d?$HyOYm{5L*R^unjv2&u0`He05x3AH5#u8*w#^`N5nEXqor#wvJ??y4 z9*?zqs`pDLe+#=Q)#F2Ku@GEm-!+$vA}xSXtigvF!7Pdt&`(v~V`lCijJyYs6|& z<_-eKTlx z1oKTozR2D#GQd+{ZI_J3l+u?&(Kvg(C1N;53Cq#Sdfvl+A0~53@%=UAd2PJS2$A~E z%0!|w`qwTG2s4+;q&e<}xTrTC*-n9z5^#>(rPxcgc8%>y2-ZtwJvN|FMaEa_FQ9Ij z;VE#;N)Qx=2TjC4Ky?T9)VJW$&8rVU&MY2z6BC%jig{;yeIaaC>AXLYEVJ3?PhH2D!_oagu0O-{$?i6 z&;&!Lb`#RuG+%mB_%dmd#tJ6(zt^-o-x04 zjF0KKzn}$q%5_j-$ptWm?!-sklk4u((L+qldakH-} z{UfmOO!6jLvV^f?yWffcgpKaJJ))MO0k_>~WO?Tm4tJDa@rrc&vqL)Cg=72eEiIIG X0giTuqltVOk*}luf7-S2zrX$uk8y|C literal 0 HcmV?d00001 diff --git a/docs/static/assets/images/training/vlm-finetuning/textvqa-phone-time.jpg b/docs/static/assets/images/training/vlm-finetuning/textvqa-phone-time.jpg new file mode 100644 index 0000000000000000000000000000000000000000..1d4caf726ef160f950787684de6c374604536b89 GIT binary patch literal 78808 zcmd42cT`i~w=Wt+LAoGCKtM{6j#L3DN=-r!p*N)`^eP>d-laYB(?>Xb$amILOyg$y&7}dP4D5gOXX`y%Rnai>UjjYHAu*8E9;LcKPsAprDYJsdGYN1$IPOR!&}1TgU8k zToSVK$KtZcD+O~4mw=qAeKwe`t6Nap(!mSGz+B7VpQCp}KD#sK-oyWB5di1ToI9%? z-SxgE1Khv!#eJMRFFySDU;Sec*+X)ET&5>)H7NeECKiuUu$+no`iWXdM$?p47MA@3 zyLdYdAi}wKck4K00BOLKH2@#<@n84+Umr(4G;$nd)JVN;yOjC%+%eO5JJu@qq)d1I z_cOj+&ij1pXNoFs$LZ!Gs2)JG`{Ic=`kQqv#%Y~u_7RIx&r&Wrx)m;14WHI?Ku5t4 z<^G`ua)$jDJXGs{(5cI=JykrxIhtz|qQ$(fCe3F7i%ZZ$T{sD#RB%Nw4!@1V_I z(rB%Qs6-@+d z{nJeZmRV!0pllFKKb#!IJ9t2)f@@hs+bkc;%+c`4N9-3trBnR}t-->Gjie_p|CE-n z4Lq>SFlyaJK2eS~m zMo0jIXx8Y$q)}vU`kfp3Rt6uMhelf+$BZyA_FuVt=;+#C)u~hgZ7zLDO7EXFyqP=G zvVrk#N*XVsRRRbWGp3eXnUw5`ByxBuQWk0^??pLveCBKJw-^vyFD;@);`LVPv#4`) ztt%HaPEDDV^_zzKOu&!6X7-5KD?0IhOMlD32A4fwo)JBf6 zYi6Rx-$|1g5G*<+e}O~QzIV4b21mzmzd^&QIyYOYIvbUu3;HwQU0(HaSsL4(Gxi71 zPP}!vE}IRabn9q?)qX~QowFf&g7AMftCuXyD6M|K?d8AT7?TE_9IuF?ME3#_`G-@i zwc@B=Jz8D!gDgqk8Nx@P!2oKzAsi#SElbKDQj%;oyN%3G916Iba%{V!z$;ee0DcrQ z`|Qu2|G)^wosM)Aj&Vgb*gJN;=gFj~=Dv7gZ#Gug%(%D15<*aHB1bdY@HvVI#!-QP zzNzP;Nan1AHa;CIFQlFT5w>-WaAJNvE9y@gfV|}%o@OQ=iX69?3y^H==olv1&(^D< zum0BHOMucu8Mxg~QOER!FWaeR#Pu31@#?Yg>Eb+sXU6_cEp_6ZseZ>g|2_yDcO2wq z+i6~3w-kc~70q8WxV=y_A2!HRGey!iUC8J4=SxnMbBsthG8s6;dX5!}4`HYWyw+=N z;WdZM&}FtpP;TlH?ZWfW$N{_{_5_1%Sy6<=PvzVVg$RUY+Ds+9W{h?LX1P-kw&d&l zXei7aWsj8XZc_eEcDTD9hDma36j?|eANTN)d@%c&BtjQXh5HG$>*_LJouV!vcQq29Z=82_p71o|Dbatf>VNnw=V4~B< zhMaGDXB;ui2FFcBFeAD}jK9rdO(BY(XcMNAf2-erwce$`BRla(cr&Q*T0l_bV82gn zFU?a29~1PNK@FcjobzQyzFMrBe@Ic}W~vGPPC_OrqlfL8TCw@Y!_G#^XT-1FVOv_m z5Ymy*Y3*Q_&9>mmlGbxI?OVXS@r~F=j(7ihME}E)jAr|dn5s(|4(E&!$N<)W5r>WStf~E>Lk#x~uhpxTZRg#y{f|Jc>3~sAt3(+Boow9 ztf|rN6F~`@8qzNEEgSa-6=viVvsA)|bFshcwB(V^_sEt~lr3LqpBYTNj^yFg`1VWA z>NCp8e%i*Nm;&|9?qHjPs<^SN6|DR5YUtLuYYWlMC zxP9BVFnudgdV(!eyTvZ!Y0{ zaE9^uqA!#BW6^(BN*ZTHNV7wto%RlONjqn{_ry=UJlR29t#loF05)z zj2PrXce~H(fA3tF0wrB*vbKpl%aayGbIn5V)>va+)cyF#4r{i{Fl*hRD=ha?N36%_ zmaxfKf<@P%i4!zw!Rg7VR_)$Nc$pnzuV+*?k8Io%4JvvI6rH)Nd2$<)(_AFva?z17 zVpLxMd{4$OE61DK2^U%qZTkxnjn>WE2*WjeTd71NCKW$9PSdjqM|afFRqo8>7v?Jp zKQna~w6CX&$bv0}j?SO6$x?m9VQU?h)n56Xw3`jCOLbqY#{N*vL`TsTaKCH#+0{lv zmbuwoW^>Y;IG~^9IL^40Kbl+5tJK7r`AQoJjd@sZ-hV*~0Nh8uDTNgm_KWWThwaU& zbs}qP0h; z&@>AvcI;nmK^NDLTPPrZut&z%XECXdlEhzj6^wp8R_a`g;$_uS8G!SQOqmaFl5%LP z$4RGs>39z4%^&vHr$%p%xfvCnb=F0FcYmvB`(@kpMG#MM1urF)$chAQ%rFkjO;tri ze!|fy=gZ=2{Lp?>aEfCLYlY0ChzQBQonio7-KGW&8{rF^l3#VZfsOZ$vjtSp#Z}vJ zipcT0xFzG4hW&aXl-DkB)DYEv727NF0-^+Ei5m3{me4Y*wj6<>B7<*$`fP;cqFO86 zXkE2i-V(wg;mONk1z$gxj%da06<$awC`!9nwr*jtj!yHHdETlPG&G8()DtfO!)gp) z`);NVun05a5U#N6Q*A^U%~`0%s~PdK^oCFEE9$)mcfRyISmn3vaTrQEo>E%&JSpg+ zjI>bj6lA>1rvER(B5*ew-KVQ9o5Yn4GBwQfddn!|2J-#J+Vms9!U4;LHYwM3xZuLM$hI({-swWSRg}&irg}kj?FI0Y z9{1T*d~SOj_&kgQOqTg5)Zjbdn#T3t!@+C+^;2B+r>!|%9T6a@w==f@#WI19iDdtK zdH=sy``>I5n%nL5v9gQ#;@I*9{pi_?nE#YhM;(Id01voMeNzmYH@lI)mg8o-=%Tsz zXFz+G0VpAJf&-jt}flU;a492g8pY%OTs!F6=3!rq{29}mckPo>QPX0zB#HBkl4^HX^-0A3 z1S_|YLQ2&#F}Hw8Qr#-UZXSWf3%+_n9J~cK)5}-zSSk$^b+n|L$<2@Vznkgo&J6Tz zrv%}N6lAIJ6WLy)6X1NqJ~!dU=6Iq-jo>aY&+v!6b<~1nBE)c7;%p<4JtBrpe1N2; z;s;88R>EqVj^b$cJ3K!a@W^Y!wIRqJNgE3e+^(;rS0Z{j?2)uI>Hz^Y_V*JoC_g36 zJVu;7AFP&(adizV?aAlW$G218z%05|(U?a~s9|+>Krz#-c;jEzKYZ>t=pVWTL{lHV z?-mNg`7p1qn2n|0QW`pUxt`oQ$-R6=eZsT$SL|l{UhYe}=F4GU64J}0qnl^90Cz@x zwd_G@{onpSvv$AJ$`CProICK2lO!23jqtp4?42XsdD6~iJ=f24a-=%bXKU$kF+Y{0XOo302?qjMya9RE_H&bS{)`)?H3=#CgmvAG-M` zwC)DI6o6CU?)p_J%9l=Z<^RpS1-LTmzsQ-`rX0C}-U1qkh*A}ZXbzbgON+^{R;L6T zw*U_RIZ{fU*^u=?G%s70a>KGjPMaa;o>7~h1ihZsUa)|s6N;PhBfin_#5dqI_Is|8 zkSAx|_DUTHHY)u6ub>pzw|QT0GBM*?hJ%L2?xT}+p{FQ-KEg>R-w>C`;&+TBO*M6{ zTW=vSjk1PGZc$4n{{=@3CEk+nW~XD^+NW{@rP+q{F)&JycE8Z@?BQGXpTlOV>>y}k ze{5S3^&oSGhvp8OrFvOiok2kt8&Vc;;T7FUl{ll{kKfXNNUzE+r|C&s-|aCThFnj^ zOs`+2Fvj22hi~)mjDGhQciFEdM0RiTb=TkQe`ei4HhXWIe)&fI7SKp)gWQyU(R34_ zs(Uv(=fs`Yb_^k{WglWLWN)?|OI>8MFOc{-#vB^kihBW~C(D?B6f_ULht`GG0`8UF z#4`NZWIs;cjRKT(7qW3uERTwV#Ls@Xh%~)gsd?JVXG!0@@Z%vs+s=u~F0cTif=kAlp`WGZGj*LEs?nqqK{ zkX-IzHl{NsI%@O(qGRtEYyYQ58;0`mV>%METJZN!&`*S{Mlr4B4iyPZHRM1Nmc!Hp zCqq&SGk)-JZ6|UzcE-(PJP}>LX$m``(c523P6-SgA#!~~?yoOMyy0Xne`O?o3v!la z;&*8$F)7DYdYb2(HMfxro>5*7)D57O_#-ABSTdwh6V zIBW%=7VKv~mM5jqiQVTd@1MpRVa7|y?NU45woGt+VwVddBeQx|S@uOEmqsX%HpVP`XKx*{|R<6^a_JUx|Fjs&lc83%QGHpB_5 zqJBhZ7)WF1=yATU=C;XBP|ShW-_MJQYC$g}QL+}ZNu*H^Jei&fBc9o)9>(L+dZG8o zjqSvy#CUE2Pcx?jx%%D{cfhd*kyj^b<beG5odx_Ytv%y(cFQ8nZ+eC%5Me0Y19Z;vZ~cW5sp z>B$-5YN;=ZIbWFGT$J2IZBA%7!6eizmKRAT0bK;Wi%6-Pjx&i=Tvns`5m(G}W;Zn&&BYB0vYBQ$8r66G@vUJxFoO^Q+F$eFkKr&FdB9v@d)A-uQ2XG-u z;Vl0MZN{10cDQhU=^ku7l3AQrmsl$U{xA?Y#sShMY?Pom{W?XR47!=DOs85l`n~?Q zWD4W@!X@jP(Y*2&fLNH^(4pJ1yLdLF3vYQCS2*Dl%l;kUYL(3RKXR$7d6N9Cm$>&d zBcJAq_nYoT!gH+4liF`)z7}2ia*Ee_(*7y3ildAxsTXO!bbq@}fr5#hsf}FR6rVMt zdKQHa?B(QZ+K_*aRuDZ`3Pde`nyIyU?F&v&;N% zM~(U}4u=ZTC0ef>IvGr^YnPvTHZHyQE9});GB?}R8FYl0_eqtB{j8PnO-ga zIlLKM%DRq)t9m3?dn)eEY;9jGO$>=5yuZpeI=* z9ou$Mi{hz9mEsv4VIxvGBo9%w(zKbJ>XPRJ8FGrUF9vdnt^JyW$9IfM<ud2|7~fmV9`>}kcNA&+kJwz>IL^?pQ)MBQaU!7Ai`OIU+!0!weM#6 zN!TQIev>B5bn2_X&j$Gs3|tT;U+_Xgxv{PJg7p?K%`>C0wJj3$gJL28;t}Whr)xEN znY#H1uqjfkz)!1uiFB;}^Rx9b&`HG+S#gBN@klQ2t++yo&x^RfrZ&3gqcx?>uM5tF zKa|iU3KipNH0U`EU@0rzOd59onn`!X#tkuj5`v;Y5vmyme%^Y%ZRVkg@ogV^d=LCo z#yGiIY2;*9_uNu(5P8VFaD*$G?uJ-*sGLwa@nmK0(I)r!h zVD0}}41J86oH-Xd`^za7C7dPrl#+^p==|)Bi9T&hsqS`{)N1YHTfpGsa**MrG#Y-9Gad8TVZ|>_NN*R58sExqeWrYeL8>=5%K}_&TRBzM ztG~Iig{!`^ub5I?Lt8$rO=M8T@1p3*a*jwIZ zO>^5z?MszCDrQ&JBxmKA6qPxVDhL-2rEZCzYBNOF%yhd>hcBze?6R{`UU*4?IK;tk zyz5oOTCa0LYV|hvH)!F;US>VEnV~fXJxBUA;73y^ub5$y6jSJ;o`{5a5KYavhB;3V z`*@~cPfA>w_lg%U7hkS>W#9Y8@~@+H#9556TJgN;Az?>`Re#a?sinoi+&FM7rg@a& zJ=F|*DtSR-hFZ?6Ct>oGzki+KZ-c<^j?UWWn7?<3%c5$MVl}C33Izo)tf9F|+EaY> z;18@O=OaV#&j&_mne8mP%e={=FxEU{kX&mNgNgbw$!pb} zUT*WcC<(>7CD--NrAuT%yR-MamUb!Xc&Ey)5mKlm1g(|>D~_&1y8GWWrl~I&QVVP6HB{P*F&h*LKx>(o zBpz!x;K3C0ta=5F2k2uhMp4{K&vtlUV{!*#;5sV?zjoG8IV{0_CDm<#sJoJlS;}-3lbMc) zige4R(C$@Y%QMm-rwU45p6rN4&pjK%!v$ICOW;ZpVA>CP!VOJxyA5p0O0-c?Vsl8)~ zk-~fun*;GB6ZOrRCGd91lTOfE)y&~R`&=x&;2?Vx^+iYI3~Vf{BraAtROJriSN`B~ zdKqZ2!4FN-s^^I3B!^uU=6{QV?D7iR3L8l~7XB8h`!RFFy3x{?o%h>VBNzbqU^SS( z-uIsYw2o^kDQ^9@ha~ftlAjVDpu;}?7v z5GVg#P2kDI>>Z*<-;=Mmn+YjzI~U!~$2Xrpc-v#KPChVS(RIwsI76FVjmG?j}S0{71Ji8XV+T|}EW*ERcxM|2MkW;Mk^;zh^yV;C7mnFV;8`ePR&VFj!!* z_UdWqIleJodZq+!tyVo`TH|Ef&ecOaS;MA#EDHh^s=Zs0Pu|=D_P)e~^sSLIqTZYJ zJiIGD(EiT?J)~swhHnAAvg_su-(B;;2V-Zvsaq%Fdy3chvyR)D)YJX`JfZh1np;x~i;X8uKz~!l01|9|f|}9f@KS_kM4$43}1U(Zkd) zYQUCSj<+<9X22nqE|fUjd7~jeVXJJ5zBC{toKI_Pp?oOxDAuWMVooR(mQV-;hah%T zooeRbta;JA;_ZCC37$vt3ctttn3s!Ysvf!a=CI9Hxs7KFY{8c{BjPAq^GcRhcyw&+ zJNrarz2XifW29l8xIw8ZoZK92iuJw+LA$&$!iWy|)acc!mN+4183t2a66jg!PRwZ8 z@6|T0)ITd$So-X4(W78FCNlv`QMbsw11}{Eap4+SWVscxeUOO=<^rVv0~L(3{3lo; zKjh=z&;l6?jz4kG%~x|Y5-VrlQLj--ixvpYAd5YQGz3<@6%-{OzO^e%Bf(lrnTWpX z@7K{ovA0Yd5TIg>v**J~3d3kMtGvE~+?&KrCdcuNos`*^<(H+iHKjlJkgtZY(;S(hQ@vd$trD#* z?B=RH={x5^1=wMJhTy5f&PN;bw}5h47I!G~ieI_g#Fi2Rs^%7eV$7D?F61VoCM^mi z*(jR{8%u&J>1BK&; zgy!FI=G2&B8Nz3}($CE8j>VyFwJpTPxxiW z1n9?1Te2|96}y+gsklVw=S(b91aNw{^DdjZ=rq>M4tl;Ox~^@UcyNyvRK&6g1s(`( zStS%TfjV)K5ZA3f3G;#S0vc?%vApO~%F+C^=yqnd!8WSUuz-@)m@uP%mj_^ASBI}LW|uElXb@j>sPSiVac#Y=gj`VTcR zqn#mJ-8nSxLd;!wy70O~*oVldi%dOfl;TYEmC3iK@xn%EyMFUmW=5WPyvhuPvY_BP z7SV++8$1INz@HbmRok6lZLJnd15e@jp;D)Gp(jQdaUPuyK|!iWRRJ+4PZ}EE3Q4np z?dnH*2ucZ)pqi}N%QTaX#whQ+;^yRLkOB|ic7&3i>v&`St2ym>*vBp9dSKU5^LHN- zArwt+_w`pM*{W@&np1RMqV2FnzptLKBTz0dd5-4rdzRv`EK=o4#kyqU@kougq$&p* zo4FI(A&wf3NA3hcoFbTUoD*`SsNmSJsnO z+vRfkbv;i`yL^q2Lgc23!hBqXEJSZ*O0bh~(%j$YeMyoymvKd@Cv`QsP$Cw?OSig( zTl&%Gnl)35n%igThn1F1Rfc+UK}{tb)e{R;J9QsoUzD=e31bidW@L{DD)WZx!!H9M z&S^~6tlhxc@h-i~7#D$yz|oRohvMtF+ynOg{?`L^x*KyUTT}_J+6vDWnlfLOhttOZQ7n)2$o5l1V`8~7 zAAV`P%GNhI{H$9;@|KZGQ%#Ed77)%Zo;AWdkgslBd)$Ik!CG8tQGokdmMFK62K*t# zg9xKHGP3+azh-?oK&42dZZkDu@%_6E7*sEbKTwuyI+-fPQ-=flC@k~@pST9R0tTj# z`Lw+{jsfR2LhgWAre%z1U09Lc{RkQGjb=Z;yAoWg?=pyick!1gZj{k>{WDomo31|0Nua-t` zSSIsT`O(PW@hG3bN88OvXK4ia1fIcy}FAlX{wyp3R}IXU}x0 zlVM;D8jtG*mpGqCa9FbYR0(7^d#XVm4Yf{E3ExF(qcK-(MsG%y74^J~4D2p-4>W9n zB0)CIPmFmyt3}JSRM8{Ov+FiD2_APmJyS`uHE$CYoTpk31LYc?O$ZaJN*#|b z*MsUTWDKoR-vqqPz|Je}Zr!1w3H=7C+vcfJDlY_T!o&oGlczJU!uEFH6FKEQ6%~2K zf5NQ;=(#~*u2HuDj8)b^r_5_ck3J)2KG6x`;W;V7+%2I)9rEr&h0PewuBE35eNC>@ zKJ>3WIxcA&FA9^%tryf7o%yR8i;`U|eRhtQC-&Q)J25;+I+GSoNX&X?_1Idq1m?1y(bw~(`HM`(tFw{<6N-}YICFsYTu z6J#!-IJkT!C<$J{vg9Fxe4>4ILthsA^gnL#cDet~D@dN>AgOVB40jrqI6#*NXn*M0 z;J?ml0ey^c&NrxOP=l@y@br|xzJTm1juJyt1ZI3v2vl?CMDmczfsF`e3z0?BmAS`9{^3$-2mU1OU^8%wL4ftQv*0D5#fNMkzp zYjRUf#@8db%x?{$`Sjd;Q)vyNwUzc*tB)NWv{AUEMw1-aW%m%3wT7g)=<1)`v|}+~ z-95=uM%V9m+f3Qcp2+e?Td!qnA6;!K`#;tH(+?}Y z#3VpwY5U|8+rET^wmN%KLp@R*Msr6J^o>K-(~voI3IS6?eC9c+2#r{)2TD4Q^>#Cd z0}YnES#lV+ipN2G7^lP<%Y;mdoF(QSs;MsS&|APS9YeduJ{8lc8!g*4Ab~TUZWFMb zL%JaOQ(R?jkp;#;adUi*6Qw1~uj2|*+Ez%&huKy174ovixqP0CSo_{v3SnSP|9k#& zeKal7jFcIpZ3VXXf;DzlgOOT`BhQ>)A29|d4K#FS@sZT zL)G6ynqbIqjnsMqxC=uw=*~c=rnpBa5brdjo-Zhptowck;x(-ro7EC0 ztrarSNUXsaBa@j3O-Hf`!j3dj&3d=+l@?YmaP+>MvbT2DF3YG@0iXTpV>fCv|!0D2)frfZ{RFFswRYKg@ zdVXYIh~Lf`qf+Kct(_JqN_c`XgMl{Roqb)nsRo(@P9gIemFcW=)!r{ec+L|+0$12r zJ3Y~A#fBtqa^_0fq$9jMjrB1qI*`2ruaBL%3I%0zZ^Pg+NXAXVKsk%CEPt|<$g7IC zi|X5lMoVKxsT|jAS@tOGcr6s3PbXKy)DS3|Ny(aUNQ!&6{cvsf^cE0wau@w_&HZ!L z=d2p;m7I1|=I`l~6-J!~JO3TAvuIP0^C7nDKQG^=l_^xY+a(sS;Zatv#`A}|Si#ai z0a~bzeA+SuJT|_JOO9O;TzQR5p)PWz@9txL8Cl&UY#ZF8E!os{O%j+odjT@SwqSSGz-wem z+cBit-Zw8dW0IM6H$$E6%x%u3Xofj8)I=q4$4Sj*8-EsdamRds8J3@iNNV`61c@$S zg8u}^kivYg{{9TGKI*{5@* z&~~;o*X7>zxM)|L@UGy&dbdtKdturJR)Aad$Yolc^>^tE!%$rLLXE5*d&|OqX!RxR zR<6%@iEQ8D_2VJ4xc_G|2K6y8+Q0_GT$N8uwoOxixZW;wcO|&@Fn-K?vfURC|3kCd zx$yxlV)F=I`&;;1XhWy5NdL7ZAEoy<+Hb{UB6(IzF3M(?j0#f|zRebf?iSy*MC?6# z^M}-|7PWXrcag?x32~rN#Txla^}7YXz;nVbia$(zKTOVN(r~@JjvUDoxo=goVs3Co zq-bXU+dTzx*`V8#;;(p`@4uDEH=nglioFFCoOjt3EdQ)|8qGI(=Bj%_)+yOF$xD8o zzl2=5IcTyns_m#rxgbnhagO~q{iKaXTmAgY%!t*nobts+DfaL`6P$+`iZ8}=Wns%^ z z-0JVkAGy*TxMM^$+ahp{s`}nXRukrCocLzjN%D-7uYwV;h?NBPyDPR*P0%8L6drO` zTEmvWg((zNv*z6^=KF?HEPd{iuQI}z&=bD(A_?1fMIn^zXQwf8g)b=Mkwgbo?_pIE z9lMf~J^OeyP0FsNRsGjZtJqFQ9M+B%5@l3&v-fgV%GT_@>zH2iJI|3#m#`&m2+GXjj( z!$Ii!Bp=`G*nnkE;|c9-L-LZe!Ft|e*jJ>%Fe~>cQkqo5D^xu|>Kg?fFnYgxnI)4C zaEFEE(T;e-m5+OCIaQyqmH-u@F(FdGsP5~}u$h}pze4qmD9z#2lz594;PXD|Mb`ee zNqt35>{m!;a)V>m=@JlfhI{i$-d%^oxZ$-BES!ywsE~VrB8B^jT zl|M*+Uw1q0wI8tSxH5Z)m4SkoS5&k8!LF#gD~fTch69t77D z*qhV5O%;FD?M?HUlxdt$*`dyu9~EB`&AW#Nj>{v@2)vcAsVBXKr2O3>@n?D`2F;Xe z{}_%kY}qs}Fciw?z;MQSoUw>mGY^#pvHC~KiP9RNtHC21RafHq%vv0ymBI-EmU&b~ z`zVXK^rx4CxzowaVa!XGcj-+UB}8c$oW;+Ur8MqwLU09}h`V~e^X=Mi`vhTJ^4lv5 z3Y&?`t*-5858cqXs|tsF?;<1jXUU3prIwPi0sId(A;>vq-M4Q|*-55m-j6=Slsg$# z?@s?gLgiIM#JY!`A6mvw$uC&^77SuRDVujeY{tu*4yZOG4@4CFL1hn3B|_wdaQ81 z!c9T|i;ka8Jj{lE-jVl(!Rp5MxNpWp2XC^2{)*-Mzy0MOZlrc|3%H3*mzLKmz0Ozr zUn4Z$jga-v2>ifTvenG;Q*u?CHKWt!;ae;17Tpf`(oY7R${AK9J}4y4o_6Lo=0VMP zrc*81SmZum>xAw@)X*1y+p>N(d^jdOP%5~i|D}&3hb}pHVs^y+_u6l)7mYY~kl=m2 zqq@dQe$gBDN?}E$@S@pVcvW#-HCNO*cG}r2^5=rADtG9)(x61LyE~PZqGGj76t1so zf!P>R9+g7TW%#a#+bWqFGtPK7&}+PNg-Yqr#p%lLff7J!_jc>@Xk`rl(3{wpn7`~S4p?Mc`FYcK!3L6GD9 zAmwZ9Po12N>y!ct{iwlk_$az-B~M$y*Sv%Ae$-Q*#2>#Ur-eTlXwfsLz3Uwv=SB?M zbQczSuU2r_?&n5HfLWxN1q6R=vwS66xW`{YtUhd{;;qSJRVpfk%SAep83aq1zO3(! z)^)N3vj_;AeK&a3iQE{uX17%;iFH>@w#UBLd>X6H${rU0CjhRLXT&^b zs8y4<*%-NrYw52?sUeNY5HH`4Q3cU)Y#9NWEamhT1^7q~V!5xCh6&k_`Bl1?`S|13 z6p(Z=Ew)t0u#masMWJMps}!0?O7W{Sd)@aD8YdVP+vIIpqY-pyi{U5DEOB`-zJBk0 z2J2r~3pvF&jRTqwM4rPsPdeWCD&!VG3-)y%}wN}zA&Qg>qfo*FY*Bb%5o z%}3FH^FH-Wpz-m}>oFVmZOnoDQ|PcWMO+W6atgwH@_69HYd01il~E99SF9G~GT7R~ zEfYqWNWNT^PmIt^my=V_>y(sX4}SB6>SRn(xO9C-fnN18zqgpei{Kg4POwi9}SNaO4$n_R?JPQzM6l3!l!t$ zI{rb`np?*K4eQH{g88{As2JJP{y`~NCO#jIU)CUtb1Zs%1=lXwa22#)O7UsShiHv& zUj~X{oVeq0yMzW|rE_({`AK0J z;!O}H>f~p?G3ZVejM;iv|6#-J79eZ1qQz0^z-Bd!EDasdAdKKrP_ZPAEYdANUd%DdFZ{ZZTFJQ9f>*eimg_`IGpr}F@w@pl+)Y=Y(>qWH@L(LP zqBnf`uo0nDj1ZD*O0uGSAC4TXJK}3dG%K);gR`;^xmhuf=Wbclzo`|fh)`$=XMsiJ z7#3D?(+(#gc_EPr&9&ffeeWp_Jx)j-?E_K{gcVge4_Mo?5k*SUJ=B$BU9bevgs~iS zclR)ur@wqX^Jn!?p}x1D)(KmH%oxahWXvXKqzH7Nm=HG z<=}o#$}ZsR2NMvNWL;|2b(RMOBoX?MH%l#Pf}9>*9H%F~NlIr09J*hd>s6UMeqHRq zi$Na{E6OF)=60x@8GjkArIQw}IrmVX%JQVibYudU-#bfHIjwC-M1i&_+u$n}8D&!c z=06;ut3$oDc5t=+8D*cQeU@?%hf*xCO;8CgGO8y*mLtePRTFi2pRGeUqxXyuOIPI*6; z7RD>sg~~GFe}pF{IN5*ixn|#IjmW;RKO$B67$>8Z z^e>&XneKKxaOOcW8|qF%O$>myG{W$ZYe#w6UWv6Nh)^ zWOi!+pH3!=7b@o#pntbJwKX@;z$4oI;IEARt6h8Oc*&EEhsxk{di=lFyG&i<^SLL% z^Xq}AKX>RaX#VelJ_@;%!_Z}N2~v2RIqy!hZ!;evX8=_v-*@C+f6 zIl@?qU1@LN(1=;g%3qnaZrM;dVm=9j&l`++L}G1=3p*^@zsupi=6Hq+*9P^an0?ta zWB&-CdfmkVM(^wOoB>4d@q4|x`l`QIS`|1aEH7yOD+|oYU5FvjtPs#+k!3Y6!Qq9h zn2A%@1$g>@Xn3{HGCv3qj>NH&*26u#*>iPRP;5;nE&5NLV$A!Jon2dg%f8S#1G}*X z**mN+C?U?84|B*3y{XFaKaE29$5%*8n9B?|gLVVyOk|?L&NdSvt?z#%Ex-5IS1*s- zpn*u=0=mroJZej&ol~z-(2O)wL=?$J(ljwV6pi_u&p#XQq@dvUfK{7XqE5P81$*-R z8^PF&m0=CgU8VAahQ)BN?Z}&p}=7IOckD>9mP35-$#)N-M5?f)GkYH&*2S5W{z33qU_TlQ`!V zsY3V#_JnQL>1%XpFi<5XFpRZ6nJ}o9N-RHx=#9naRlov({|n%u=|~l?(rPpLWEDD| zb4+jWiN=z=^{i6| zsf`=dx1N5w`%lBY){DiHq+N&WZ`S_b9d0~u^uLQ}{>KJii^jBDfHf`SKHV)K6EI#z zoN)cWn^^9e#G7|{=h)#0GZXgcI}q6O*f7KfK?i#`nh2TJ54iDf}rJe zCE@mjrk2##{1qSOnd#ZqBU|ZvaCc9D|CtC)tpw2p_IEsOEX~yqr!+4Y%qCN6grtUV zMa0C`Q=nW7m zvfh1Eei=fTZpbOL9NHJl@USpVxt?_hCBM24S0#MyQ2wO`H3rl)6np#|Y!{S!O_}^D z*^^XmqZv+{u1ygYze9DR3f^b$lTe(WJBmW(nwWB?KR!Ycr>NBKnHy4o!Xj`R0{jc! zzGwGn7GU1x>3(lE_<@`brMc;Z@vW5nvXaAhl_T+W$1W|Ab*gu^LjeOKTTr?MxDdWU zdo2%hB<}{(B!a4#6D^e$HQUvS65Fue_?C)W-$QZCrIvL5I&Ct{AHrk)Lgm_V7gFHp z9j0IdS-Wpx95RIXU}|P&UOA~i&u4bEj*K6X@76@=RdjpS-pkhWaRMuP>NS$$TxgW! zJfY3HPk%3rh38J&9KD$n# z2>|YAg4wL%x;t9VJ!9+p#(8I=eJcgRXGN8Jl{;#~aBnsSMTC;8%r-j`wLaaeFDITL zU$l@k6$LBK2QVamYxL5_W*bx*HD08yx#lw$>;*>nRUU-2+?N(jpKbPzG-Inf)`9h{ z5XPM=XO>cyG%4uHXZpz=oWBQl6I59@q@(l_N(8MqkS9{z)_T8uw91QG@%3(UgP%ut0cB?PFD^?ym23@oTE!?>mZ8 zweBs~1h)yH2(9=s=z8m|4)oik{B+oZn@hFL>)P%)C79`$%6ZpXm}$Ur&h>?+&c9^s zb!6pTmV#D@i>Z#uP8+rE(6?uWor<}VW%Gp$(p)QA*`U%x z{&b!N*#(17c~@hxSK`Lkm+$uV6?X<4&$dFO)e*VZ8b$8~zRA!p@F|=aUSo@Iu3x+~ zmSxbYHWF$*8NGR>yCOAmVr>vc!ny)GH#s;IZ$-K@ELeWZ-_T{o86%vHe5vHCO@)$u zqGkp_RMb_bx_Ts@<}ba5s)@tGbiIBtjllh_s9jB9cw=`caRyRfpTEUv0~;N;+l%t# z)YOmHDj9{3Y)htv zeLanLgsHN5&a=MCtn6QONn37>fu&W&U#rqbxujZ-@#W>opT-p%jx?OHMAmt0f*9*^ zwUyx5RsK?i%gbL@rpvq#Cv=E@`nxHG6$Uagc12aQ|CN?VF0xVn+miSw&f{OQ|BI#o zJ{4I^Ggd4Ain1&`2(h zV>Rgm(bz5!aR-+}cfSr81l^AvJ{=`U1wxAanUJ2=<9onn281!!0PUZ6{ZF$6RzK|T z)ILe4si_3oCIePDGlH$5Dqgt^(yq}`^YNmP@$Q2h_Vr9LgdrzyeEm9_hEZH}Cx6t% zyMbD_j~RdX$YxFgM*+3MqEmKrb*KHh2sQ2x^LrF&rV7QCqBwndp-Jl3L81<8UmR3K zbgVaX64LkPxa0LQ&(Qpwi~|3 zV!EEg`Cqc?r@*Vuo5^EnZsWDhdnuJYk|LmsA;&k>>R&QCbP2JGM0%>5G4zfqGT2E< z<+;Dx837XC+vQ^-7p)&XeGov9OPRwXpae~ihW3F}`{v zTB#2%7AjHU`*sc)#gSEWkUAbo7{13#Q#q6vp*mvwqYfdl&15RA;|x1Iv1vKo{@(ti z)3?9J*1qZz73*6&laXWf6J~`!OzQh)F0B_2YT#4RbZ1dBXoNU@wNrd^VAzm>n5Uzk zSnP(}kHz>s#D`CJd7VGB_pW}c&;LuMU{*9EF&@Mt({qVxcQ>0UoY9oI5CK%p)wEY+ zLbMcuvp>XLt5(&{fRbt6C)0-4GpMR0IzqW&qv~ji>aW2Vm}-`?55K#yJ2O?aTwZ5R zhc!@3ZmWk6C4X}eUB>)50h*RYfLO`*xV+&i+g2+PnsPtwNh-14RQ+q~djch|P7?~q zHNRZ-J09UA8kr;HG|hjNitP9sV zndyFL;?bmBM3XKy_^2t0oTM^rnSOL?uh`7;XCzjRndT;hnp;eqB$6EN%fffQsdHvV z)M|JWbW>7xUIf7=Z~^N`pj2PYuhldjp76?!{f40HOtpQr015fi;eble^~U}h%HqVK zN$y`V--w(F{WauN|M-k|+0OZD?DWyMzNC{b&3b#(IKh?p=i^9wB9}$-gqXl|?;MYe zt0rusnl3$-W^U}EpIabc{Zyc}ThL_RkTC3txYA9OtLIX@)0+wdRqPx0_rc=`Th94c zzc`2Ogc5pJD$coKWs*5J-IaTw2QRj_@)N?IClSW^LLD9kvOA%8Vl^j`uJ-3-{J&&Wb^2+(5i&q5+ed#trO&DcclkxJtgg+K z+w@YiKy)T@$rkl=xaXtX{R2qR;+XU>|4<6580*hy>^XNwTQ>dtEvfOg=*cPIK=6Tf zI(^zih7||yjGwKK%OyG?_DNJk6v@qho6C3o9@he z1r478AmCmHvo_a=O%+!o;}C=DT~A%HSjHm98hIv1-^m~A&T6y1VM*Mr#~zjIpk^mc ziA3ftOgt><*uSJoCIHcub#lMVZ5AdRd9740eVNwDkl9Vq-N2K`lS+%SH%$2MFB1hiX2^tW#|U;O0%%DHMTFa!XTK7* z#6h&_jQ%A%vAdCd5cIU@8Y)R)B79yZq(F&pf(J-HMqfXagtc-&b5%;TO>5F54sfGA zv>FH5^bIAQuZJUlBnT-N$R&GMHMQJjRUK8YOMDhWccsWdev@FU(o?!IV`i0eG9%Y? z4IUYjmDswgXCJo%fK?dH5>?f@8$+z1mkL9lEnl2w3}K=o6LP#nelNNr>(Q4-t^MMx zv3k%C_TvnAEiM~;j}oeOHmcp+FYW@%pg1PBCux!@na;IxvnDSCf9$E90$*kV!1u69obb@&F2+$RZ=>J%WpW45iZ=%de>4{0If zAi&AOho7gj!QvDAf~qK8gFO(7Tv{J~2H>|{;952Ky>#|W9;#QkY7oe8<~g8@(Vwwx z@)Oh)s7%diBXrkV$^#&L#+NI!eLP$8Aw9$#rL{33N7*pQP7i#$TiBP=I_O*D!YGvX znP}=OT4n?vh!G!ZJ#gJ2U2v6?X%{YX3A2zcq%SXtujq8hD~c6%Dv>DOSa zn`{&wEW|U(fkwkaGse8cPopP~M`G+Y%JEy@5n!!=hd+sdLl~K&BY^k#8(IbITL}JX;yEy7 zYlm1XMGavCQ_TZkLZ58(*&6MTDBkvpUaeWb*s;T0`42tjox zsFu><{BcaIkhR;Pd3MS2o%^7tc)6l{$0k%|;OwB$W$41Mx>EAT2v8ck*5C2957nbs zxyq>}bsp!rMcXBLiZvyZx<8wB5&B=UVrP#uCfen%5yP0HjknRY5bk(TQb)(HfEPI{ z1Qm~3{rAJw8eSc;>B&q&GN(MqBkOUg#e5|S?ukt_6fZM7V1YH#DUOJ!^9jRb;; z0aSrQMSo#*gn@P1P2l&jpAtKQdOlh`V;mG=QgAAG$hBHmwK~RxO}bwzeDfQ}qQ@bx z-B{kbxw3z}{j4f-wAl)xQ}SgB$=9YG7QyW$!qy~_To@XlJJZN>?VE9vVL3%l((79t zKFq}^Shf{xyv{yiv_IA(cCioQ*t5KU%T>6_4JfCxcET;&#~WKV&2FwK_jtQ#)2Gez zJC$^kY($=w7%9FCz8SOD3Kf1~_M|FXz^_8AIvb6~x2$xi8CB(@1BeF6Gs-otD<6le zFw;<1vH9QBHHq$24qJNJDe+T!I2SXm0@oKsdPS(A?fG{x00mGF15kAFvu@s2VxLRe zs1yBn>nFN?g;_#2npKO3?#-w3SSs=boUUE9LCMwUDoLmnkP4K1Cy#NaU~)<6m;3rt zXzt6n6Q*fn3!)B$FC&;>GWSEEK}`8tIZa!Z<@G>+p@z8b<{k~UuB=`=5KQ*=H(YeiM5->FTcgIPWS!dy?3}DnH#`ua7YLGzH@zbSn{q!BXP~jnJ2>%3g~n z6pqf*(n6F}PyjebDzqB|;*BEh=**THo!=1X?h7f0BWGUQF9N_Ar79QIuIoC>e7>8d;`R8@DzneoJCj0bBL6S`%HJ6uf2CV- zydzJ*c%ONEPnlyhd)iva{D+-d{Hmf?=~8_rGz6!z4;HoN$=ckfhOhGUioSbVkkCy@ zc3bTAvGxB>BCx#qU(I!H>ni^bF7_X6?El>L|99I}*eU4r_<3=UYLoKQ=QimczyhOa z+VK~n{)z_Hn>2SmeRq3JoB^Y|TpE|+b*}mx%EY)E%fYZ|Ls}bfG3VRn3PdJ#>IH%m zOk9T^<2i}bFCf6ouDahN3^NIJTP}lw#j%K^cKIHAWnWbzE;i)jkrr1snmzP}^`ICh zI#nE6hx%4hgrU#G)4L1o~`^ZDlo|;t6lq~qL z&^V%U3FOlKyWf3T>%9Z;GK#D~12tyf6F_Ic#7kkLzOcxl@aOE|loN@OPg17re>*2| z=NP013LoxsoIEUjIsO#{vVFPd*GBMu==H)@Jy($!_?XHmH@fiit$ z6^g0GSH=VMMK8$t6@ItWnAmfENY<1qyLY=tMVrok^?H}BlO0U&VVyihu;+z%Uj*$=1~csqiJ}r zv*D&MG+l{DzNB5MYoX^dTMIgPVjM*b0`vcd9VJSBT};}9eF!>@8|J4#2&UVEm7>sj z2bK$;1I&-dp1djbjsj`5o4KOGopFBl?qMGu`HVBKI+D2JL$$fm!}IF9oJdE62rlule$qMEM`(^bN8igtm#B-zOJAnOQI}yTgqOK75$DGL?l1p&Dbrd zv$l*eTj7^audF~G-LnOVsI5I^{D^7Hw1C&CT30vJ#>o0RePfX_;yi|pC87h2p*I=j zd3T+2PosygaweO(2R6FiL)R37dmHHH!~~3v5`2{_fu4+yL~*O$sxSJ3KKt8=66A*9 zgy+60W??b6dn+dx+22J4X&0ep3_2(m;ycE53Lk(hC>9P9(U}X>ot583C(YGh1rg&C zRhV<1n>h<7{~Xp09EkJ z<<`>=dUBxGqsGO3=2`h?dP?PFbq%LhNVT|X9zM?I^yRKQVv{ZY-6Nu)@Ni^=azgP) zqF}xCeW9UsHuXIKPT~v^L#u+Pou4fMUPro zZcKTRWa*2=IvWA0BR3Vny%RZo1=EvKS+gEDvL?o1o!%m?AuLE>MRW_^iZ zB{R;n&>X<~)8CR_1jTo;uxH8Q#VONIB^i3fphBSE$4$fw6z!fKy%d^ZIZ_=qC5x_E z`i_s9N{9DD$0~JtL$}T?U=7t=HjaRv4-!}!+x6#FqhK9Zjkh97 zuLoH)Kx_Ic;T#wLs>pg7oAq!?6bVaY<{0*FsqSp*f=y5S2n{X^s0YY*VkF<3SBve6 zDQ>Uqw(d?yYnzuUSK+H)hFl=NS!VtyYY7|rL6{ z2a~p42PTnFe<(bK_eZ(wK8u>AeE3(PdmA6JaX7@l1_9>^9|6>D?Rq-E#xnZPwK+sf zyQ&gQ`D=67&e?WpKFrQf#J4mEnMkD2$?A}H(ihC27t3C+q&Ju_v0Ruz`9Nr5m!X1( zwSmh_^+lU@01NiX&n!2~YvYX*JF}`IM!wSSN5D! z4rliTj8%W2`;}jXcGs8`VD-C!v8Ntzh}YV_4TtrsXm#9r!tfdA zp~w6TiLF`4O9OF+r>)Rgcjt6z*y*!??t|W=X)2Ue7B?xgXA@)04+~qDt1o^~!N!WV zBs0LVwfX8IB4#URnk>yL(*e`RioX@7Sr3Is+l%$gnZ zQ32ly%g%TG-%nia_y3rC_}=3z-hR*jEc;J4>E_V@5*es~=&d?4vN=41nl4e_lBhA{ zP-tEnT6z|J)?>&q)b#(Bj}$bx7eOTraCddSaz@Hm(lqdEBqhRU#9_4{tP_qzY?`bW zlrp1kQIGhCOo;QpbIDFd7%r+Txv&Z7Jv<1FZ@Y=S<%{`6yPJ0{N! zFQ5^en#dXZTtHjGN5hzi`5}x-H;1B25Kgr-1riG-8z-Qb`Huw6zSa=!IDR{d=Lc_?SGJ!oYhCR<;C-2Afcr-@(I-@m&D&|TxbKg7Qe zq1#N*Pq<&-8ZDu$2G0^qcZ30!u%v0W*BII`)P(JiZ$Wb^HRmh5q0@b&O<(Mrg0G_j z7txj)40S)@UWcgIZz{%13JLMmR&AXYz56_{GLH%v$KgH}+DD0cu8<-%~ZT209_?=u21gc$JkIYzmUX#8T(}#jjQ^ZSd^K}qT3TCHJwHY<1Ftw zay`toC~nIhHR6I~9&&t5%%b3P05YuieIRrCi)2Hw3HmZk4>zMjsJAd`C+ZNS{e}Vpt6r`m=gd3Guz-Ax5O1Kq95Lc=q>`d}57_=#b z23~rbhSaO)^_S?ek1Rd2_y4dFGt$&@hc>}en2WXDoJ8(Dlbw{f0dLB4?_l zd9)>(VU_DbKM{;`)8h1fVDqk2md|WTC)mU`WsKT8L}9K(BU?*HApY(T`yVlja#Prk zIF<6`Vx8_JYmE5MTgh^2$0@Cspt+tp=QAiXosxvkW_kZ*3SRNi6Zr}o(Oa3?9Ibza z`pSqacz)Zmhq6BS^!yg0?x9Zl4jH=P9`RRM{_m&NF65+1g%_ao+`3==9ZNTdV%7RK zt@AyN5=tbW$yr+YgdLE}?My#3enDAfU0}k>qSimdj6oSJF%!t4DQO;zJ&3N2_+i3r zqih?ie7a&eBT)v7b*0xPo7!PbWnmc$M05X%8*K+GwL&r_>&$*38Pkp^L!|SE)Se=q z@V9);(Pq}9o4SKKT>Rk7#pbVCzME#=_;Dho7I7{N$>L2M7t3^51Q9I4Q94;s+~Rwk zUe#Qkx^~9M?mjH}t7`Gh>XGOkaVu0v`yxRHpk7}AX(V@AEV+JIs z`1eb&Z=A|f0=vxBvTk13BR5R!+HG)u6H$C0$e{A^1;U<1>QYSRa9}_s$*YT|G>x4? z>^J9^@+`aa{>_<@J&bz1TFZ(Cl1ZVgCsy*vDV^2NN)MixxuRA_tDj3!J9+MLQ1{cu z;zTs3Z)z)6%j`#iA&6Gq(;$nsx0;&GF4Safw z;UA`=oHOtMXrtVlWyq@AS((X~mq5&8I`xW928apusLbZfhK^Uw%(-uLxaqvv-P<)E zNll6>wm*-;gb3DSG;`$ZmpODMYE?1}8hKv`4CfG+a*BgoGg#eU)o^NnKGsavDjI}$ zoOlcA2k9iM6utHU{?z6Rn=;l&n27)~J^jnK)r=?GJYZQ>?LeZn|GA%AOo+vt>MIi8 z+}g9a*0-X#4X!1LR)gUd}8N|NDhLhOQCu#|*xquZTRcYqO z5;AHe>uklpo*y)(GYKd>eL+5W3G*p)o~`-QC!IU+&`e0@alS>F)_1vJCYQ0l>seop z*MFpjYbJ9078F3dTol z@GuW@U8=R7+ephhC771fVFC7lE}DeV;Qi~i60EI>xo3a-`1mOCss?z&)d&bUFma5jsKI(lE=QB z?kn>hy)p*3?f4ov*1M{d291Ux&Yrsp;NAI*`-wI|Jv95>deyi8B`bB{8iF=B3LhxK zd`jK(6W}8PcT9NDuJkMsHTv$da{`3vlLmwW{OM_eR~)<}az-@a6y}9cwJCUhg@ZQ- zW{DN370%I{y-0lZC6RHJP5yla3$m{!}kn8wqJ zV-2=~sk=Orsq_5M>9u%pdJp+C?U>)XWz~Ps^$s&UDq7CTW#p-ET;5B?Vtq}OzS!p# z{JQuz@c~ox)UUFkBi@CRMa{;ch?=CagxUk{CCC7mE#N)?o+lG#61Sy4^^TI~K{VHv z!eU<{MQM{OOVZ^W^zB3eorBoH(2G5adnN9klY_y=(gWZuP0Om(_Dk<%>b&aqHfkVe zUebCj4a+0h*^km0Fp5f~Y9J7!sTQdCc7u#M=naipLvazqXyE`VbYr5*Cj)~VTbN|E zG1XSEnbvl;vf$W(tt81RN8mJ zwyt9 zaY^TWHqkHZg0$9byB#k!VVwAct34U(?ukl$h4Y=2i@|K_M$t3csnt6Lbnq;jD>82V zT&3!KSW&5gmbCRp-82WCV0%fA566v1KTv!8%wdowv^R{o4&kH9lG8DxX&HQFGtJrf zd{&DhM?{l6of&m)NyD!jg2wzpDmyHRNn%(2_~mY$DEVyKWu;v9l#TUh@t(_L@{QzPK?7~)W^1eQ)k8&^OC=UGA!V^V!jup^INQBPkPgYv9$E9dhri4WZmXOykBcVIO}4nxowO%6#PpqV>SGv zKa3xHUlkg=d57p1Y2p()O-zuN9aZ++V+jjAS~N_H+$Q1ru$5&NpSs0`E~ZNb)^8g1 zLI>|#7Tx_r8Q^xOo@6{2%|4wxj||=AF@RXZ4n?`Sr7ovx`me{Ox6wfo*wpYkU1bv| zd2bQtF-+)+neI6))U2LMRPP-gK|A$|4+Ow$p}H{v4$3MSwU4QLj#xbNUh=KhnI;uH z7_(4teVLDw=giA@3glv=4bL=4_vdMSap$~N$a@YjQVSr7gkGi0B*V|ERWz)tg&Mqo zrC{-6&krqEk7AN$^jD?IOtE%d`2)2!zaA`XfyUJhraDj&n(Tvxq$L@-Ey`uNTNm#puYfbV47?7}4B=mK)+L{$D8-!#2^M|ca+1qiWWF;{(yl0ehJgm)TY78PtY)VoBpnkf?|n3-R3PJ19e{F z#->n#ee}vLNoSwX$%^7#Q5y}O#P{DIjcRq@3|D#4y@sVAs8b6C0jS|EOfUw@-XKXLXGzIpx z$~51RdI@-xKTpp@P={|fjgX?5pOXL4Gb#O|pmtE$qzfw4PT%2UG>oq_09+P~KH)lj zy!OWW+tx_t^1Qzig(wWKW({2)jGKWR$A#%8WL1TCwdVoV7kKnRLktvZsPn6To&@N_ zhxt$U%1l6C-sH5^6w;k-nqd>z5qy)-2`1iHp7cz$icP}Ew%+wWqgXmQNuj5p9UPCzC47>dUWfqmTm|Vsj&F_(#YuI*ZkvMS52@{%O=6PEq57+^<=}}0&X0Z zT;Ba5_vKnnFa@zG{sM@E}xZfNls8NtgufcA{tyrbi9%_kFwe8^U@i& zoc}&pzI$4L+5vp1%vWqA&Lfq*gr(_x&iAY$#I1W5`NT4P!YsF+OIl6Ellf}5a=-rc z->P0AdwzgjzMCFNFLNucYB@Vr{aP=-+OW!P+A>?gR8wAZZ4uYL%$ax6nT|et+N@Ah z0GZ$O`s>{P(b1Rt4bRn6tpVAHx9|k4gx{Gp5VTe{NWV{%qV9{*+*0 zqJ!I4B+Ncq+)x}0n;6~nnJwhPJF;S}%BgJRQ|$zNV%T1P~*hUnK?PlHwB5>1LC$n%$8LT-poV}vXZD#fvaTEKhlpbzIRP@Y$jOT{8YPn zMk;WQ#m|P9#Lb@37HnG`_uQ=hzVRMYT)$iC=k{PzyTC21=p#d7zpm<&&ZRHi4wjhA zqeXkLe2|-;>WbPomO1-Q{rq$#OcfIjB=#MhEG9a78}|>{I_tN4x6VQwMk|G*wyFji z?cVU{ZNU_EqNx*QDo?O9PUe-gwAekw@wdWu<)72$!Px^nB6>MBtr`4AOjHRbi*&9K z%!^R%xJ1e`u?8zN{J2+2@qAWs{a(uTKxT4qDI1~P6us~-nbzX&&3h@xaQ=A>k>(U}O99pI1_09^~t%UK0P}f6m(n=&|>C`Y+k? zf8Ho7b8Gz%;$;-IPQJaDP}K(ry?SZc8koVxvXN^;r#+UyM5gC#V!l|pwLf#F$!yJ^ z%Va9tkwi>GDiFn1x9N(XRu?lKlHCJx^FAc=5gVeY}hX3WWNteO~_qQR_SjK zs`Ms1E^Z+RPT*6Gxax+!q`TBYYybm1-RCSYT?lne`KjHzMGW|=Wkr1EpD9!;}t&$dPeloGW$vqpeFl@?)c*)MSkdV|P0(DY2COmQcKtqmY(r#!0fj`6=oj?Aea0y8^ zRrP0LyuofaIZ^^AGH{iAT^O6bunJ<6liC)UZKQLWjy(-!wzpntjIxmqJV($+wxxna9=Eqt0qCF`sHWR#cE_xK3sH2&!yU3qwGj5DYN4l%#K-usp;~isf zE>9bwdbeyWPlb9WV5r}>qW}pzVSBxnU$2?6l4_}!2n_18FmE@|lCxFX`6p*tdU1SNzFM;N;B!?=O!U zha*RlpNoJT#pVNUy}R1HxwPQeKMQmlN2(b3PLfQK`e zop)DC+B-I{^!YOsx&dMa`h<=w7k&1gPqOT34S#Rw$Xyjz^}+DCoG`|n>B@L1vT*#h4er1ugqmm2@j6280K) zt#aDF%lC|%c8I6`sJk|IoLVjOtFzF?tB#d{0!=S$=UmgmI4*&reCC~_P;$+K4r0w0 zrbUr1@e`)|TLZ6DK~NbuNsyE!p#F*}AA-Fe34s{!q=@pfT!=4!o$8{cxVHmfRVjf+ zD^I10skN(gU#ps}yht-ZSTbQ!@C}B0;yn+NT?~@no9ybQf0s*q=4{m-dbge5MCi~D zI(r|ElGr4B-D>4w~r>a?T*eKfG5M9kclP*Z{_N zTADX2XH{4Q8tQD}q653-70Oh9WV;u1yFR}6&0r3Wi;fXM9uA*kT}mFGfM#;`FGq0@g^R4JOa`<%V8ib; z*loP{j-5GR3|aIwxe{3f04W`8&s)eke^9s5cS5Bh>W=w$M4|<2e45d>mb{X!cM95W zy%B046%Y+Ag#R?sOV5+OlQ_Vwf*~cF_&UpFaIOl8CYX8w;isaGy+u`12MyD4w!c)R zbrI6vrJv}$tfi=qf96&>>?3V)e3(x-#_!HaYz%_(^=L7W_A1VyBIA}hen3}7I^5pF z4fL3+nH(m=8ncv&1fJ{0e@~u&Hg_0AYk^3b17ntmAzZdYJkgzKccZ*Y!lWZFSRHMe zj^R86@Jz^Nxb{jBQN)!^i70}pN=MT|RhQ+O5sMo9l4nWc{%o4;ncSuHbka%UGm|p@ z=iVXT^^IfVW@~yn7rTVDX|=6j_2?`?iuP6HWPkK}!kR3S^}Uk3+xwz;xxWgKY1$e4 z{(Q7g>aly`?hK#BK2n_+P>064+ViY41>oIIPm#K#-}`5OfyR+eB})D(pe4&EES5Jv zyPL+YH2nD0#A1Gn%jambeW^-<`4>k;rcGswrTjK|tuCyrGBhnu%vCOG*X0{{5?x%r zEn-AvefQqnea!(6>!?*-wCkVOK}Fdl4Hn}7TD1YM=VJ-;eCDdFme@8*5L~#5Fem4) z8Rx)D=<Jp87yD(?>(aBZ;mYb*^6xN70tYT+}-q^ufsr_2F*at z6C~(tKH@1VaRK*ql&ROn!mLt+Pg*Hby2$A& zCUXBhyy8W{#VlU?#6fGXcHSPUKHIq2u!7lmE+6NYpK@8>$mElEW7Qk*{aJe5 z-xIq9G7c#Gl=u{x@|?eT&)Jasj6VQfY+ z)@y9E6}-BMtXChd#eaV`!)45^2CltmcWjPO=iz`L#_*L1c$A;t;eXuR|GX8&XpdZi z=XIk*JtW0&-|5HSQG$E{PtN$n=E>zxCz7_VPbU+;yx|h6^=O59K_0;dT+Qbk76?43Yt)>aH7$t3AO>Y1?H zNBg|OTs!yrOe^FBMnU2Xdl}l;V6j;u)m_SeP;J6Z_+TypB+4_)${(6%`%!CpMkcBa z-Eps~mvb!wA$x2RXKLi;4SjZRF3vlj3&ag!PJi#Q@?Cxg<7%8W@Ku4rdxBZN*y|;_ z!f@k;g$Y->J-((?$@9zKIP5>7q6^PvA%k2(FJ|7Sg)XmlHrE~f=-YqrVgA#-yF*CP z>j4TLHrQU!YKOX0>rhi$32M-bn#N1N-=4aIMZ+A2@sffKM-S_5oVpyN4<{ zXw9k$JIZvuqs&mqd@&;l^h$z-Tl_w|=SHGg(q{EoEBk#gU5HmN;5T!Ld5%XZbfKg1 z8kllcAlRl5n_MY-{Dnc0@^gWtlZ{l_Xy_%boA@j&wSH{#st6GJ_KbW)Y;u_KGLRbeHSf zGHpYW+T~sv?v>p=QZ=)UbPeD}d^Z5BfQ)~ARPZ`G6ihi&E8V@!7cJj=G5+u@$Uxu7 zOH&5N_PucpUwhSdfh&Ej&Nuqh0%jiC6@vHapyE}!|2r+JUdyRRqMb#hb0)5uGgIuf zoz}LysxL;VZSs;{csgIL-i}s%&%_(XBT=IfDPa(oqfpYNJqkrTE319BD9=bVDUpTw zTP~}jz&s2=M``fz0SC3f$~D{5wq~mhH$OX9%?rG!xn3` z_eN*prt=D(4JkZvSG5R7$|Ib1$0Y{)@`}!TT{cYeWdT3m%L;u3{@EF*I`*tzdE*xP zJ&|r0SFMDK2lsL2%)jG8yj;V&mUqxEz23NnCbDJ5-@N+k_yg4bfqgSUE#We^krng9 z-^;70)9XPNxZXBDm*vU>oSx|*jL*%YDH?;D{UDa?%+y9*up->uYt|gsda{^3I@TBJ zqmt0HrbnQfcu0Upc1+b$E2Xw=h-clbaru{o{K`<&(B$$KQw|_5f#&aU^jysA*LZ1_ zy0>%ojgCT73X%EBmXyQ!#65_=*q{ndw<_8}mM-J~o1{rnhP-LQ756d^adlVl{U&9k z@&qzZ(>v&#4X4$N6 z_O86SS3WGT*HpZ%Ib;d2)?k`!B^tjH=+4j>7Sin$8*N?yypPxo*!G+FYVXXo;|okS z&)wDq2{j{Tz=(+Mu7lx zeBe6NwaI-8;?0`nW-FiG{aqpI9L$V$SO3A%kRr;g#7K2|K;{y&@zJ%e!NEL~T;VO5 zOlA3hC#mQb>mxw+->r~EtJdP17X^{I;gULUNhwePPu~#MqlMihk;+L&W;d4oAvQw$ zuBrevgfy*LFX(CRiS5E$MAqk{Zx0rxU6lJSE|^7>jbY!}6&we7WM8dg;}WDcf4Nge z%c}EA@{4aRyP62I_J~wNKRz8#ew`7J|MSUQxeJrL9&66}lSf4(??z_=pwUr=j3!Cj ztFRmm90Pv>6Bg^X>gJG+&?8A!wV5KtM=5gUn^=v*J)ev`^o6i!)~TA} z81ObuqRt)(xms@Bq8oYhvRj=sEczrF_a>@=`O%-n`=q3)9a^4jADh*EebV4DhQ5gl ztu^v-;%`NV`Tus|b`t9YFB1x2OK6lWIe;No-qlEs@O}g>+lCO=Tnb+(UL9#EDU8oC*9V426o36LD$E&zp#_CFsO#Sr{F#SO47uhVH1u+8wKp2PdseJPhMIu*Ne-zmcFheR{sS`Si?BZ_n<& z1t!l!K~a6mI7(r}WAakM9P|Y$z>xN!J8p+z5*oN1JUzULW`)_-;=8RPPt&&asFT@> zjObOT?V=&b{L8Vt#{L2MHZJpM>sr2~{4Bv-vrDv>sWx3?31TuS^s)+1G*wPN91=y^ z0V6P@?+Y~w%mgJjd57AqD1#IDc!Gcr>PMDnGMY{C%#Rk~Tsexf>ldnJ=180s7wZGa zL?VObUQ!9I#B@uO)sE}x{Cb`v!5kfpK5l*+kDI(59&6X}$1U1fgeV$K#LU5Oii5yj zc{c^D*(7V862@j4b#X3_i8_rY&yYq8qki&2^}{(y8YVB5Ah8qV;~l|F;kP%AXX2%b zssU z1b2^!x+PuANV_RF+=a)lenlh7^|LlwvxZYt*h!lm2Z!dCg(RnoiHUhBI+?9VMk%#8 zvrsp0HsDl43Bx(XX@%c<%K@@U^jYtiu-@IFJ#J~xodLb-rC)MhMmBH?bpY&*FWBDj zT4jY{!`RE#`Sp*60?ncV2R#nSsiu7IeJu-OYk5$V8Aj9lsrDPUwM0L4k1V02^zHP- zKn}rdBN947{+jm99-r7_cUg5l`YTy5PCuvkYa!~dsfX{+c5D2UY|SM4oM-aYOEMVf zR61YB@~c_2+xJ+j{Ya12bzlQmzjQa1+$N8l(KCuNlP`>_TU2(#qOm+^{1EWsAp)7? z(#WK+Uq*E59M`EYRW=#BH^&nZyx5a+l{7PZHYB=`ldCD&6ESk^2;0&TzW;z9jF(Kh zOkSzM^hT#U<#zr7w!b2%XT67bG`s1oju$>$RbDRYk@A1KV)5bvx;36kZG3kKG2nXF zA!Q5x8Z&i35D+@+LLQ18h_(-q{urr2*04sl5nq(1hX zlfX}k`(#~>S*8K+37S?b3EnjNoUifB$q^jg0&9%NDetmNY#rZw7V9xeGT(NAhp%QU zzHhOOQMJ5d-fb`KZvCJrf+CBZPkbNn{y@4}ub4O?gddOXSaY~^fe>&LMOtQ)Xr))j1e<;S02KExJ(~OZV$r@?Bc9w~i}<$97PLJD5@F#9#K zBUQC3pbqrn=-Myj^3qW#I}?-F->>5^&^IfJ=1f@Tn@;Ed z(JJTXzD#lfPO+O(N-Xm9S17&IEe<0%?n2)}y^MCEYif(l zps07CcbCa|879r8SX;RwU^>zVZN;bdwVsA*0u3eT<3lJ5IOpFTGe39g8!%!M6MLE& zeV?eDBN*4TB^Tka`TsEYR#9!OYui6-RaSx07B5hsNPwV4i?fOZ5yri#t?+ z;u73jNC@t(E$$RZaEe%*rNt5Fgk8m?8anMT-mlF3vQkIxcJh z@Ra9V1yF-VS!jS1dUeJeafD8-TQ4bT`Rqc7*M7(9!_FllKs-C^@Ji%AnIXbKDzTAt zasHp`Z)0EE{K3oq`hU*{^nbp|q4__cqS~zgk$c9p7XOYswG{9S*1$~!x&MBnLQex# z$9d-`EMNq9PvJ*Au*1{9v0lR+mXU&U(UH43Tgb6hwbL>EBJ*8e8s6oq{OtHk%oOh*Q=N}rF)*e22z}@JJ~7UP~}W?=KbM=;R-{X2AO;0I>G|+mSs&>{SV#{PfxZ1 zbCgaZ@`diqZ6{dOT!crzQ7{hA(`+sPSvCbKs0QE8SODflZ`2oPCj1agQ4U-&RYTo$ zOeSfN2eH%2w$_Y#zXTJrqy+m;$ul?pu1B>b#9%Z*Z>r_4YI4x!_Ih8nBD(1AnMTz9 zM5uF0ah>&ke(w=D#(iaDPnWpmVGyfQvA2=~lOUy)l!aG2z%7g5jqvMWM?&*p%DaZB zBiJBK-{+gd#Zxj}SK9PtK*Nja(X6C$mb{+Fhh&0l-Y-aE{{*{pI8FIaMn3yee;XI< z%q~R9(ez{_rYCO%+fc=A+qq;P+cI9p@mpD3n($Vuv_A8xZ)iZe_lX3PvgoVlkqwq7 z4z0%A0X_1;=EmH7-x`)Qpe{)auj|=XXq@Y+cS& z<);t`t`Q*J>$ai}e*=6Y<#DcUeYQU@GOAk07`g9TaE4COub<+KXHNgSfWH(MT`nDga2$sX%J!LyG}#c;htgs5EcH)cQb-ZivK|6O`n8{{ zdIgp@xz;yywH{Q}nm^Rtzy6p(6aKJT+@DmNedOZQjbTm+82JICgD#cjD`;tyujW|4 ze5i7PvB1rZHTefhiA&>hU(%sQNf|B&75-$W_LLI=Jc@o4{`l??-II=o%@^u!*OyPT zwB5I6_3Bf)E?=BVm(e7$a@uc)j$t9r)c=sAryP!pe+fjjxm4YzCp^V&YntV}L%C*X zxKrkcr-vP$hxOFJOw-~jxM zg3&LsySa6CXA?0f#%SF)__QN-K(eZx<7|s4Av!u}JY_87ucEmjIk|Hnna6avF$%1* z$^F+)B|PN)iJlmfKeEBwDeyfNpJP70M%qz?nOEuvTtvZmBX|>opmgiILW%cN4BF0U~u~ z>^^0J)ch=KIe$EO4oc8WkPer;?Ta{yIzH>NYmCmq@fW%pnKDP)p?Y(lZ-V6n8l3zZ z$~Lz4xUvsXtQNB4qU-Tp9zt5P#=81WBXjvzp&M7#c|Ni6QERyEgA8u27fF(SRM67N zfF1|d2VxoN2Pl{AgZVeLIh>qFDD-ERa(tPAXaCd!wtRST@>4ypZgV__&r}!LOmO)$QwzH1RscP-uI8a{~}~qFV?7`$iw?xGY56P z99zLgnIMMTxFA0JHxXW^&Z@GbZxWfZQ8MV+uEV}7cverLrl_~cTHM^Ayi?d0J6~(K z^c5JhHkCN8*B9p~$}VK^0?=AjjHKl)W;o)nX~DR!Gipm71Mi@wA2)wxh;b1}4l+TQ#|l8-UdYv>SReROh1&$FH50ZBXH1JW(xgL-NuBg}r?w+s*@} zVtvL73TN~jn>ub{N%6&!7C3GE?fPo2{+vLOsHbM%@GOAN6~G zHD9y1V_dYYkNt~RNP$CC18?7vt8X9=N4MwZv=nZB5=hv6nw&%-$eH2tOilN7-(YH= z5JE1kK-xt~Lv7j)S+9=9YWJf&(bM(Xvu&&hqv5tm1-6`$VM{)eRCM#&I8 zr+;9h{n%48yVMP$pQk5RVS(q>kF~)V(hkBjBvm%KBwTBY_n>B@?2;CuxeN74(5(-D zOjiOJscGxUM-{1zMr5j&c-`_~J9;tY?{F*y8is&|a$y!Uw&7F%hRVmj?b4e5i9mp1 zvRl1$6jzJ1sYaC4B5y%6}9PkyrnYFelZe{y#;) z|K8&r&7c2aDE7YocR<;LMb60gykbT1isB+i6izZR?1Jz>PT)5X53GgJCN0$rDA1H3 z2+9TjUb9{VyEeZn5H`qDhe^dJt2>;*0eq0imZ&HrhG%OnBuw|mE#0A4UndyrYCUH| zJoSE{9BTx+Ji20j?{7MZ@Mqa<{ZYWXJ0+N%n*kV=g6A{wvj%Z6HbgTj&ro!ScE-vQ z!YS%zH6bRk@sxBM)-8Raz@w~B@*HDp6?sY}EuR#Bbne#m zWaVOjEroYOO*VH$pN<*^j8XjE2rQd3(S6%lQ&v5Rf8O}9#A->! z%8xM@Ni=#0Wx*9dWXB4Jlf^Ul^miR{L~~`c9|}=Xd}~A4nUre#78;}$x~}m|?u@EI z5;3ekY1u1T0G%c72J~z5g6FQk|m%ITsF>Ba{gn6YA^VRnxZp$Cu z8P!LdbTqv-7qjyQ{Oz8p{V}qYn;j$FdVEwvh+vJ# zk)lCVsfAxu>31Z^I@=p^XxG5=J)i^N_@rLV?Kxk zq@l@MgZJlV@H+x6LEE%1&sT#6 zbw&*LGl7PrsW?9YjW~4)CZCZ~uG(}e zTQJy7w3nS#5O9$e#(NSX6TVk&q7h-D8qSZ)u=U?o8P^|nE)v$tRd%KQGdoYh)Xk=) zz1c#}EOPP%DMR)Jb8M#+v#U*e7y&5&G}eXLm#8qA!16#cY~M~}c1y-{p+3oL@^JrN z_$p4sfEdfA#S(oZup2H`AYp+W_$A8zB{f#hVz=SrnwA%;)yjI#E9*--cm(}ZOleoO zBPr<>I*roXM%h~9kzSF2NLSMLxMUlKgh#+?&L*27lz-AOS*v1yoBiRV0O)vWM-+|4Q1dqn4MV#3!66`haptJ94Rf^j(+K7HJmGpUmI4M>;;B2*31*NYHM9Mf1|(e z-%6IL;-pQ|Im~xJoke0zDtfQ0vx&fI`}ujdv_eaNSFPfEn>;o+!X>Q7L8vk0QFJhi zzTFvU2V<6~+^}l#dy62*!7he>+ItuZoHR9=Xe&*_r3j|;CIKW??fmC$T&bzvcPIbQ+DwrE;ujE&Bo`eX!ND&!r5 zYC#?7O6_drI4rneqWLjItc_2ErA&vt`xTXiuBHt{*V@hC;ZRRS!=zba5OJtNt}BL% zj2Y%8N%>|#{*1_0uF{`0JF-Ij)ZFM^h&uQMLOKZT`pAUSCQTfcLPpVcQoGpBAxuG& zr<<1JeXaCaBoEM_W7W!~)B{H5$2pqBenXk2UiQ7YC~ss`S9jP*w0EgRkE40&L`394 zpcg`Kix#y5R8K^Il{gsb9c*)~*?j2d>w0Iwk;EDuYJ zo?^BeRyJQ>0o*(~sM?dX&j2+6V{2*->1l%N;1=Bs6b|tzo*k{=>bHnB`9NmefH!0v?XE^tKq;P$z4~EeU*_94UI1rKR^Y`t}nd94!-naJuRc$=Dg`4+r^7`}_=A2j_Hvsk z)EO?aBroB!KCWvvxF%5~B{-`=Xpmo3`?<=L?Uwk>gLqns$oKS5D1e?Gi!)53yY3ct zrkL9s$K%iXTDcgm>N4mB)L3-46!{N{w z41#OjXl>uKGJ26|dw0W;)`K!ZcUqp4&4SPHb2a;u1$qiaLYaCwp5-Oy(7SmTP{8KG zFE&l_f}xgG1^X?#HdVe7$0^34W5XK52ZWk``8z^q<>uC_-;*$Mxc_&Oz(`1Fcu69k z-}QcR-|WYYOtWPpl36iQBe zNrc*g;W?oJ{YhHJFIWA1yA*uZkg&c%R*8-@GaO&f`j-i0#JbCN;;aiz$@-Tkr!e({A4J!B5@r>S*5H2D6}sz(3QMZWnPXv!ZyI@zXy$@#Nut&WqdC4p|szLohMV$b_&!Q4mjL{d-K)|{8gC+d6m#8A2 zP0{K$CZ9MNCTtyyq34#eV{g@%k~6?8xRu*`1?QIF(v?Ix1s)jMBS|@lrV4CuUszb= z>${lRk}T=U;+M)z$ke3H^6lfK-28!exHVA`T_9>vQr5};#wz~R7BO;1V>M0kq4KBi*v>D+IaF0)ed{D7d{+vUCy9-M1q&!`HB#!jVY=lPljjw(+Yg>{vv70 z<3}=;A7<$q5v9`ezPQicU=`uD!fLw@)nZ>&lK{M8hn%tBqTbUHv8NLw5+N>Bbh#Xd z?6PqG_d`QRc0(k8Y+?I&+!&IbB+j8#mIliQVdC)j8H>XStfRc_} zl3nm`Qe)!wn8V^MF=b1Z5J=S_9)H>vDOdiVU|$xJdaNHxMK>+yt1Xza6V ztwnuM1D=#tifb)Nr9jo~uA?Pv`Jgo0TP#^4lsa;p-k42y=BrAZt@tBZ(f7d#$iruD z+K&w!msiA=4nGNRSTquflY3j%e^SLH;S!z8i=9$%@z%vVq_Y0fPf4{pVvdg%Fce$4nMj_OBmm?ncH$&zhQjX*EMbGufMweMbVY1cHd> z-?5LmbFy;oP}Vs&B1*2|yQDAuQ-Gi`Rf(p$eh57B?o3Gnv7ERgyoueBz>a_Y@mz18 zVMw($)3hdZ+@VW_Z(MA5ai{N3WrLF(P>E}EnYeMxe5uK}!wCR7gIcD9m}r;9Eu$|g zvmzT@vmTAjQXKjWlI%P$LPSlVPDyHtNqQQQkG`Cj`tBqqL{E-~L15 zRHlc z`oq0+wg}y8jiGNWuSrPAv}XDCijrP23|s_dvrY<#aBQG26apA{Iu{_V3# ziE0?UGopYop&P|d2?THM(%BSa8DHGUcS%Xx$zx9;iOcLtP=i45+o&Ij*uOqOUAp|u zJ0$a9wSP1wHGMD_)za+gwJDOuP$dCMHbX!*gMft(up03x{Sp)EWPGVNbR4V}V_rt}%$C1FA6GE|@Su$*=4#tGP_Ni5jLt~tL(3wk@$=WO}kqdK- z-Q(Afp}T2yzpk@CkS$?l@p7Lv`BWM8gBx-eNk<;DeEm==kD{lIMz%hOwl4I2&g&tqfHa-RGVQFTY|ML~!zkV|zm<@x=9 zk}ccBS=!=(W7nA^ee_sC1+Ol$wk_AAo->{Sg-cjjR%IJ!3E2)XH9*ceG+USyU?!4wCiLQPPF328lvts;;mkN_1b#3(15s z#zNk5SXr}==I&`2hRnL36QdrZ5>rxP;b6V@j->b`ycXHaq-$9%5JCNeLwB{Nk$$3(- z+dm|ZN!mZ1gPy;psi4)X75vDbRSzSo2X|aV>NAY!PG0YHaE4`bQg~X6;ZZH z#Ind+L}bmn>>&xsL)Q0SNbV-cFK@?cW$`rRb_T2*BJ*?u*T^+He|UzJ6ONGzQy!@OV1|6RzUR1(-VbhFpKMu9qEQ2p$G|7LYz zO?p%apz*JT_jD0!AUjA}y~2CTqx=0rY>D1~d%0kljO$hrijipyuLn1n?=^haAt8DE zUpZf<2t8rn$|JWdV=$y8V8sio@an<$kVC!>LAfPj-Vp6L*y5Dj=70jl!xB@Jo? zS~)bD+Ay$MrBDw^yXtqmeHFYHnXSB&j$v1ychtZ#a)_=a7W9R+9h}eM$jdh0mgSCT z2UN*=g!%&&-emWP;!9v&noCp7p+Bedg#1>jg6bjIi@m?v_&D3wF?zqf?h6+f)2|C~ zHNsxvP@8yG&)c_LrSc=|1!UuH9`1QD#|0gYV{fH<1g7L;uJp?267%=S z_!&=V(4%z{GcV=Yo0C72kBA7}neHwr8cUfw_l{fy6_3bx=O;U^TA4lqOpeCK)2Sp0 zNT~EvDekyeIFO^0Lvc0a&<$fK;8`Cz#758dV6{A|KleEzRGliKqX3QYrO5VgW>+rO`n4LUFTGtL;+ijc~A&h}SEE{p9u3C~_JuIN$akG4e3vnzC2#l>uXtnxMn7^K(-=4{&t zG}J`MP}#kX-X3QHG}L;>XRlf0(qp;}Jrfi&bYf#9htkJErgm0B1NS(bts;HIjVJUQhiiWH61I$>thx|F7BKoenbS6%X{DH^`aFiEeX6{!zo zj>+&)PrhU&t?3@e(%EGjL5_I$PM-f*g`jf$!;ItO873{|sm~a~Qr8vc@$pXjhzh*N z_U|jJCz}>&wD);s1xrvV3`oRan@bA2?8AvKO$i0Qa)mXmcktwu*JX1}g|~W@ds6md zYA(6j48173VSh=v^Zp2Dr+muy9$L|`9}9LFSSLfvLcJ%6;LziLNQx5F6;v!FWh2w` zl8)cpZmf1r&m<^BsjXF?PmREXy66o;xw5i*c z7;hrjPQeFGRvRqkk7Q#WS8LKHt+rX9x}x8njG4pDb=>4Cm;XF|svP3kMO|6gRmH){ zR(%Ys;%BAYGw(3%Y255a@+)OF40Bc_&&c0R88Rg&A;7f+?s`LDa23MH17G99^tQRf zn5N{M2e0^_4XbZMkSSNrv;8S27M9Bz0ebF}8ui5xg=-}`8NEbrdA489CY3083-*{1 zmXNj?A?Tszn30Ik1lTh8nc%M?j=M!AnK@oYwpKF{^&1dn(8F+uY$0Mg4z-b|@F#tg zBlF#jPMF%VJJ#D78A%)PbU%!ZJ#4DzJ3xMP ztFS$Z{7gM9j2cv%3_$lV_FLcEoPk0YT*V&ETm)xHY%7pv|-(TBVUq#;%vcab)|ks(@e}UIH0wr(=I|7M7X7#V5cu z)N;Nq3a1r*LL-J^cR4pVAWu)UiHDslmw5_g(dG-9M|F2Ins-usP60lWV$96uKf`9c zoltby%2qq;C=uy^nCSF=OSw~9^b$WAc%-vh(6xumfe;j2W+yzgv~wFCvDV^QO+ zkmsoq+zy>t`NrSuLR>T^FWsE#H^c|&QuQ@oOp^Vfw~lkbs}nv5q%h`|Jp^k2CsDOE zW1OhO?2GTNvaw~=Tcufl3&yz#%spIgeAR%=&Gq!84@0-17xXyIqJ~Dp27@Ry_i@cu zClaqL+;Uq>UAk(VX^dzHUB9WHpt+=(Eqr{igK{$)(v#U+dCmqSb7jTauk{~{Lq0!W zWt%S^JJt@k4z0a1Fwi12oYIAm4LQe~yyBZWGs&FU1{$#Pb_Tdl|&jjCu370U!YYC(zWBGKf8xu&RAM= zWAnW}177EsD2Q{aeGC+)+86%pn84zmqGIQ$Y09IOBUsFK&Ynv@-E)-nYFTY*6D1<@ zZAxGelEk%JYV0(Jr*(A7GLJO)!2h*WL^h?zR*P*_AeHOLOzInUbfTd$y~widjFs;z z^K+fvMAJ9s4yrFl!%#N;)f?W^=B-zW)2*Zn<3jV-KLk8$*E%B|^ma2oP!w0-fl<_4 zpZ%J;uy<>6I7S7Rb18HtW^WT0@vU-=(-K86DQ6Y$=GecgB5^jKE_=668d+pD>{%Bi zA_kfH_dchCsnFEUQXe-;tZ)8K{#DiD$sR^R4#~+A{C6Dj9r_cai%N&T`ecH(&hG0_ z<#PScEZYC--TjQ#8SSXu%A-g0CFg;0Qbi;MRv9RrrT)U^z5$z+< zsuWniMDb|_bdAOIjGB_@WPY^i()@Ife$mMO*J$@c+EdY+Qi$gz-bZ3ZZvX`sYKayla9ddZ-cC=jrPEXQO(uk3wRt}n+=}GA z4#l&qV22FntJ#Q`{Ea1i7QfzT>H~)vqbgD|*dY@;9BgGgwKJ5HDb{_aeBiZcaxx9~=h{aPBNCE$ zNz1U>S{i+k%cercUe_R2*BW%ek7Xd4wuqricox>T+7{uVP&0Q*13c31RQ4M7s6NGh zGnO74+eq{2^=(9aZJ^ENFh)mGs43hLTs@62wUl-}D5Eqvi^x6Xk&O@AftZ9p=ugXj z5b36%6L&>{(eHzrvE*5lSPC&_8p@(8NTMY? zb?8*4XAV92#*~Vnk&DrVjEFh2uR@{5x~mOgA@%ib90vvGDwE00^x=k;n0@zKJ4Dmg z@a8FRh+5@w-SdGcjmPegR_)@&f=DV87ML{V6%lB~nVBx}Tah(;j#aq4DP}fRf^J`I zLUNDF?n_fYeO6!4iHX8^TvP|xo!!#Vd)_W*$BOtm26aBhe@mw+*gVNIl`vCVa)I6WC`Sj*&{ZP zg#&|Az^d7$=nFIXE%9oE`BY$}@eg3!z*3HT4c0dqm7=dnj9ol1#R87WJJGN(+P!#b z%KYS#5L$zu1>oX7br2~3H5=*`)o4TP=R1s+H&nHu?cQ^~gRGX%``Zd-ZP+f6m=~## z>W^=#4O5j>qwE5$7xTn3^t8l37@Xe6zBKd@S+=Adb;XzoZ|nBm{AsX;;#m7A_gjT5 zIYlESd;}Hou8~>l6EWxJt1epM%7W7%Bh4K~B^`+E!}#($8*B|1;ST=KL;fN8 zqP{d)%ogNk9vZay!06AjF))Q9z8Pe?!&x_M#f!_^V>fmNzWrGuU!d=e2W|ZLkB>O;#ZvfNh*v zch%dOSI7B!vK}~RbjThh7ENUjIPworT8h6uvO>?L3UU~9OxEz7_?0CN+kVoqb$Z$Q zmx%$?)@*Rrd}VVbl9oI{uA7}7&NQ0F@^G9e9dinFS-q=d?qZO|t5qEkZVxK;J*-pz z`SxC?vmUih@(}&S4`_xIbfITh34AmfF%&I%K;w6NC7q-^Kow5$d_dN=k7z(&|Ml&1 zs*IZmChdVYCF1u~XlDF*Z$R?$_o@z#B{c^3s)TFllxh);Ln|hz85{1b1fnB1#^Pt@ zp6yP**W3CZyZZ>es{GO~*RQ++%ZFOIamo2c!H9kdbE~1-t;^Tf-Bd`m2_oY7Q_ZGy zKF-#z%P(!s1P{(vwgt(^@aaF`jG@}N!56H-9#sTj$^fsgy3Vh9vOMI>Oyb>3M#oEr z6pja&AVu>(92}9`6Hf-9HG3FmzY7XO1bKKufSCxBA(eR%aniLb8qYwXpf`5#_5Rx? z&+@R1wvZMXN=nK{c~yQDk|!SbF9U`ce&~&vEWX}&p$-rVXMW>CUlUwQJU+vs3KH^q zk~>2}#0XR?w7W!xYoPZpM!Z3i;>RW%TYqs6(wnzHd!ZK956^2F%Tntx0R2+#(nZ>* z4`uMcEfiP{GT7{b)6U=Is74))9WPc2NP6t)Eb3Ijaif=SHmgl&n99sL1#nS-+;)G{oT zkfZw3ngSgSzd|j%%Xs;*QP-4XC2m%IvWksJ1ahA_W8F3+9xu**zN%Zy455nLkJA?y z(s8uSD_K0hJ7Fka=URDD@q(+cX%#d=je>ios(X^JMB zYMYg&(DA1?SpES^B_fD)DHfM@LxHGGM^<`4l=Iwb%|#Of?6S5R(5r_JhR00}HnpY( zOADX$BRhNwhST^5?`on)57WZc$Jm0)`WnEJ1A>Tn*5ygI$7%%wb{6HfxJ=eWXwXZ8 z_`2~Wj2HJtv@M34$!HbVZad)ZXFS$ss2U?Y_#W*t7q-cn@5*Q9gJiT?si-`LcO3p5-!o zMa_M}ezt9W_oH;n{y;oat>}&&J z&Q3$HcRW3qt5PElapU!@k(>K${i4Tx*IP&(FdxWa$T_iRgH3pF`%#n4SMhhAtEJu> zp0EUp>kvH0RCj$QNR;^lc9JDUcOd-DoKB%|ow&yXc2n$1t($JFq0?!kCA1dw33G-n zE^2=sUZ;i{n_V3gT$Gez5=aWsj1B@`UoN4`=0&oo=M=p4ISLP3_H|z_TWG z1)R-oJcs4L26uLgOgEZd+U-UyXBGW-^#)txMSr3H^Tx=~Z>jHuOrDKLxk{(~DlY=V zr#9)PPb2-<55@rv(OR{W{mTwTy<*v-pH>BzZDL|vCkdK76H0~d^5 zqd`Ztv5@-{hp=#IB$7`5vsTrr3!MfAtmU;La;$da{XM4yQ8?g5)56e=j!tq!(4FGD zrGOIEbA63v0Z`|qay7_w0e_YoAkis#)Kw_8jvk41RmP4R?EIihYHQ;f3JX_Wbk*PC z=>NU?aPhpBTivO!zV>y)FwOOakz_dh|ts9&= zQ%>&4od8k$O^$52@6l@FUWEP~9dKG}8u9pTnxNy=`8@t0xeA_J8dp+b#9jvt{g zjiyj4{|4&zMY@;Zy9-GIfNCK>P%BqNMiwMJ^x}e5a=qHtU*3f(HuBzLbZ?3lt$Tmf z*Q|{dLm2Ui57YEsD{J~5G@5fO6+Xo)G^3gP_*8jQe(au*dD-lkw|3ACTaLmK5X?LU(e1bsyL9{>u>DNd=Tr|xYtOPF(%7K*cDAuikIrgjv( z2BfzBiONR31*Quu;)1qOgqwDM)prxLh4&bJ-8PCuvk^ms_ypmK?4)!@hk1QdLrb*r zX>(N$71h_lPb%(XfDINcBNL6N*t;0`jZ#)2gZ;}rF+WAedfb9uF|)~p`}K(I4TTf8 zVtI%$qVQ&g9m4{xTL&Opi68aW~3;#?W3-~FaAt1b~3QG$7Rae=_0areS06zzV5*Y2%xz) zx0^2~xoC-q_=kjaLkXLi0rD0R(phMpOUk}&%MnT|ffclKJW<}dE)d=J3^8Dv$V8l_ zOc&Y{gTu3IAKp>|n$+)FRhP=q)at$BspRvzt_hva;;2@2=Fc;Yw0smm%|6GxV(Csf zp252x`*!iIv3M$VDNUiOPU>M1|K?OSZPh2aa6o42w*^@b7nAZ*RH6GNXq|3?1FQP| zvdB+?tlStCHYk6GaZazX5hs_e@Gy`IZdhCY)oyh#q+H*_3?MU zsBYIDTWGEEGx15io27POgvZ-U@l(O=w7n+BHDeMI*_QqPPJy^tpHs?w-Rr4$x>K

@ca&hn0lvR;f$Q z-F+fh7z2=6EY^!y+z;EG2pkNYn*w?Sq6g$U85#?X=`*@izS-nF<7TfNTh*n{Ti|gv z5g4+2MB!U3Nb~7kg=Ts-G~IB-*7Sn3yI7jl%F%{VTx2%_OD1wPU6scdGC4FDNbAi& z5m9;>Fi5Bd>`AKe>~i9?ure5%bNROA+DNxS z*Mb*B%$7+w%pF98IQBr%n%M!A0 zjzr#$n8L@dMz*P|gGpM6xC^1uw1<*fH7k#Uf1tC~`jCI+-7gI=a_^7>xuQIL-%h*r zwaqwa4fcLWmiLcMn)~rd$+=KHb(m3wc}l;l?Ar#Z>Mw(LLc_o@CVJ&9Xkl`c9h38` z3=~|=!p!a7&}cmA+f#DCSx3@6_NvNqI|(9qlG}aNvA7M+^1{wA=Mu_6ne0Usi4{vl zl{-tu0=gRYGFM;;)8n=%j^7~m!z0GxTYS1iT@E@1vm&~wta4zkzj*uX<3A*lN`KM| zW!gQ8fM&#c;Af$Ii6?haa<*EOslB;3C)x@jsOEC^x!1eQ9XYeYmv_pAUQe$w5AkQ> zY^BJ)f{Hbn7BE@zRRJ;DUd1`gymD+Lk$A|xBnX6f`OM4r2l;SZvqp;vzz^isNbWozXQAQf+CzRshP7OXukN&E@)kh4c;nGi zK)X!nt+X}QM`*qg`?c~WZDLp$09AHUF&I--w>3+jn3QMu-0 zy;$SF1qm*2`P7LE&II5o*=QvRx;ZW`aVEDd^2O%@4L865hAL?jwJd``q9Tu{^*N>V z_ZKxx=w%NFr*lC3O_|Ki$G-d~(DLfDA!3ePn*jJel(i7>5!K`dcUeti?F1Y2ff-yy z7A%)yweh??v$OixwOIZM0lNSnCf|SzyIN22ByA~tlN_0JQB6(#BfV&j4_qsQvG3#i zqVF3S%ss7prufr8`8s^XWeDg$4zl})BMeLN<5 z7x-NEs~pM{6*<*)3o>pr1$}X)ouGau*MytSu%kCZ6CJY||*Cy-n6q zD62C6AyJ3E%a!#?iwZ%Tn<~&P9H=u}j2tlu(gS=E7N6Nd200rBlCv2o_F}vjTNNZf zq_jOcC{1Hg+iZ{Rc$y}TXvHJUkj*w7R_0Z+Cb4TXtHnHDtndvw+b9UkbL@%8BB*5-}w&g2~8W7=JREoxq&kM7l@4823*%`@sq3(4K6W^K{#& z*FD^5`7G3r0rsmITgmPAe_GLMM;2^le^qKHm zW8eL8&+BFf2_&lluS1qmVrofYhZ8D6{`lC35^ldegAmPI?LkYdN`0@(y3Ju6Nx%xs z^oVFQx0(2|xW3BpwpM9wG-OY7I98$~i-TKFJ5rf3^W z5kyd0J-f-txA9hFmAyOgDz?b^rxheJEyy)7_>g{GnB!W|FW7zZ6WBZesuA^LjPfd$ zOZck!clu~y+BkH<^EOn0ME=vZA|H_r1t?RDaz``6gRoImtYdK94n21Eo_B)C+j(dmoOoS~jfFh$zcuG_l z?6$-=Z*XzgEUbO=z9`m1vBYy&*7vDSO)Wfcx4z z=@spCqLBYC$ECwdC8)T7ZpW3C)tlFfXlOF#eoE z;l{{ARZ8Yx!|f)kb~B@=4qkVy=5HTcwQ@6ki6Ps?=I5ytNF2c|d?h2p|5~zH;o~~Y;SXcd zEQW1Arim~+&yzaWlynd_mD9vg%`HajoqvyNm|yl%e)RdPaB(anhcGvp7zi~n_#J)$ zR>|oCWNLycHdLK8{K_)X0-QDn-AhV3y@gHh;c%}IjltWNA#dj9GA|s$vsD~adi3^b zM5&7I8tTb(g|p1!Zc^4>`rG9`mA0gMW|pm%ElMOILH|)V1L!JMp0m!@?xX186V*kz z-fJn*gC6v44tN2IQg&8~!|G^^3D9J-Vn1@?MueQXjnn;C$s2~LJ# z`0gsRIUsCqm6Z)cG{V~3Qx9 z#<;=a0)en$=`z4+ca<5(oFs>?|Ek{MT03orujrsd*B(SMDk^q^-rXFIS93}GOm$mY zH57!)P{vT{{$gt=E!J=PQh?u!VhWH?Dm64gb^b$gG9zw~2qV>988LZQIM5jx6GD|d zu2BUle|SNbK+7r7;fs=GaQnU|?(h4xAi_tR_p~@8LbqhnHL1%s;F9*wDFF)zxP~C$ z7Q(5lG8=2fR#QnJlNhANCTJGg(+Z`}$ue=r8yNDlXydGsc+uteyj_LMI;SYiwa+e@HGt5-x-tkAFyz>E%m=_C29$Zd_xLfv4e5VKC~lT#9Ifeg1t% zqA*A1tUBjrskZ}ELeS`mPBX;lAp1i9VvjN6$jb zi}CoP{qznqj^YWiSzn~kBj&mFsMKGoF-Od*oY^381__YmSSut%S+PJI3vM77n7q5> zyzX&!ZhtEoTq+LINHpHe46{{@F?~Daw>rf;7XO{)%eBJ+q*p)RL(Y^Dk~j&KGS|aw zBWTU-)gAp4?hLxK&Txf{V$%op#|QS?WLUPGA9mN{Wl$?hVFxCDUC+)3EpJj1ZYBNJ z%L50&|ByU$;yv}}Q-yD@GtLGu@j~@N%oO%C{RZ{c5EPwU+s%8*qlJ*~0^Lqvuf`&ZWzci_2+`sF5DQxi#8D9X1j#A<9J@m5K%9VH26%@>*} zDGHvv@TwC^gZMpUQ-46{*AU%2xl75e$M$wJe|m|8?B5;?)Gt>K5iPzPC5-fSk(#(| z!!9chFWCwuwOTZ`1OXIJ`%O^K-Ori0ek!&_nC_T=p&8!jIb=vo3{x)uWVf#6KrW!)7rc<|uue~WqoO=l@6jRH2RS$CX{X77WjE;`BqG<Zb=Muw{ z^lVGzS=Qde?H=VaQ_ZDjQ!X-$C5>69+^3GVY=1Or)FCqFYbr%#M_~K3?72|fX_Yma zR3%SWxx=nOMimQGj^ny_eEd8(kajBZhIQ!cSuo7t<2)v~agVc3Em`Lp`LYn;F_6!q zU>zCBG!ypzjBQpHzz%+G(>aqYEm&!u*`eo~8&Xu)g|@p+EaYiI5(_nG_c54pDiIcq zBQL0zf9=r~Nxq8AvzA4vHYF3Sp|te0V<@J6XaWca;7(ka@I*h>D$2(ou#ehU5oUa_ z`}-IU`p94yJYnQksuFGwR>_bBjY&8*UPir?1{%iii(rZBYE+A`f6C~HQD{zQf@1gs zxD$@JhQz7kQF3CR5Nc`I^qM-?3R|#_jP;DRSP3(=q--%;JU*tc&Zv17T6!JQ>T2uQ zPD=L_sP}+bs>a*6?kPuuo{_DEtAbeo$&7O4#7;HrtNE$`-I+@H#-=-Ff}`o z5VS~>GyI3~JWDR)RftFPc;v4JD8n>1GK4s7>lyh8}HLT2XW}`@H0rHx=~rJjKy{~9{eQPw@+-c;>mPS zL`}vNkRpqw6qN-@_Utti*5m&9{EVjWQ{gzTk1V?eV&Qm4oZB8;Lp!kMwtVl_d)Ijt zGCsQz*|52v2k<7!M=PLM%b|2_0^Ya*MWsXuWlRM!=c;q;ni_@NZ2WA-3@_TY)HK3Ta7oEzPj~C>Q z+)$(_14Yo+Dd@b&W$q(K(C7&v75#v^^Vkpg%`w5U^=OzoP^hC^dl2f8q+Zk`qGcq^ zTC4WK9>gJ-2J`(K2MO-k&AZN&R(1}bt`md5EZDO)`Md@aBKrag7vz*+%~B*7nH{4R zO4Q=kK^KtFpeD!O)*8CR)hVe{EEa_ICq8OKQySs6D;gmE|& zNb9ct3VRlQtUQ0m^(I$k=PgJ<@v+m~STi_GyAVsA6#>ybM&!vh#5@5?m>J)#9eSP? zmMoAn8}9wAwbe{EaB3)L&5B3%1J(zO?XtiDPlp=*FluSyo}+|Xe^tx$(WbUWft|8$ z!_1gw`St1P@gfO1%A?PT_;qi?#;3;8gcFPsc=lxsweq@}?+$C!5~w-t-NbX8+2R_i z6}g*h^6~kawtS_+wzYHinG6LzvY`I>n|@HgWMX3Ja5}(kMe%73Qn*?c%dy`KM1SGN zL^;aH(q?qo+mTwAJlV~MFOBn96O6dkl44`5P0|9QeDDeBk;NN|O9&N`mSJtc^0LDf zOvLXo+-uJxz7>ucoomq-RJE(njJrJ3cgOq_Bk%)`{@so zgwZU?3jER0B_+BClJHJVIKxkiYbE89v`CK!Ib*2xGHKblNb4_B*rcKn`OO=*-cGc_ zj=E-kPcp!#Gar~wr!b3@B3f@t{L34o49m|Zoyfe@seHJrzrEsYK;tNN(Ng!g0k*1R zJvI~CC24OZ)mfSKm})lF^4Q|RJHGhxR?BkZDK0}wfBv@)iY363#Ly9A^9;XZ+ddxB zgMa#ZKM}Y*gmE3yekNdCO1Z8cs-^?I5L}Dp>W2lhMgRp47`TW1?nri#+WBKRO^zSQ z9Sn^9{zw~oS8YYp_&>4*v(+u;#U2Ls1T1_$AlF01Gqf@YGbw)LSA+@hFeOJ2A$P~5 z!mPCP3@+ABb91na3S}Qo*kn+g24JL8$A+b%*V2QzmTP^Z3vQwQ+AnGe&Y*O#d6`x^ zAxH~uDYT8UEQ{JC-7k(bT54)D4k>a<<>*Tng5g7b zv9~r~Mn>c!H-y3ra(ay4H({N`d<76e(!m|{%Hx)0H^V(N_hU4@`6jy1KXzrqWZ;q! zFV)I5v_t+%8vTEGYd9lU;Rm>)TgJDqr^vRTF%DU`Msj}OX0xV>Y7At$1G9sGl zT(&N6We=uiruPEd&-b^Qe=p2(5qXh9@KEwpx!MjIg+TkyPYp~LAwopKOJ8S34t^X* zN7TBIyrT-}dhjCEYIky_FfCB5zXm+Qjf=*D5_ItrdSDoArgV!|JoRt>p2M-WBp3JC zB7@3&o~4{A_L2rO8b&iNLAzDqh^Nsm$9*nW<4qhpt&Wt#k=A7`yL!H^G)R)p&Sdsn zDW;<41QV~jTSRAN_>Kf zG)_`Va+ju!VEZv$_KwQ z!9|bskm`gKMV|{`{v1%DcpI2UT%s8wlcOv2$K^-ln5qsqRdp}FfUvaWD-UlfyAf-@ zXWccgK@yE>Zga8*lNQHCgaeb^Ew*_v!JWa%IIGS|T_K$Up+y!wl$|4Z!now6zfUy0|!lq(;A>c6EH zY7Y82)~RT<$aZvgj#4TAr^(I($-r$*VXt7OrP=EwrB1yOvVP=^wBB&^#y>KNWLRU4RyFx>APl zMkLedk-UF<%^Gvk@L+L@Tf`*E^h}%!_gJ*S9+(;rSo!!CtUPXQ-1m)Ax%o^>6K7E3 z1!yU*WRy!_uAkG=98nBf1~4@q&T|ty-5$#A>xoj9l9~HWpj65Kch4QA6qkX_@yn%a z$*+lziX#60znV||Z)blL9R4>-M+yJ`mSXJ;Q~2k_I)O&fi@yn|&;D3zc=+VsR@DFA z{=N7K2(}oRcSaKxT5NYq)r-UiiLK{sZKFhay!(4Cd3;Urd@G9L3GC`c5G*5NW>%QDBpAFfiR{fWU@k*2QwV>}t7 z*|eJ&$1sw(q+torN4^2~x2U%m{7Go{<6VyS%VeF|<8sb4Rr(00oLs+EQq>DuHwmUJ z27ZR0J?M$#Twi0-I$?@JwFcUf@sii0?o?R}tT31!5v;`##%Ja3vm;%+K+SnvPW+*` z&&(~IWkV4*ZP2xD)BuNV?31@brx%oVD7-nYu*JnJ>UaXv_;C>$tM&$2-|##Y@SHS_QC&0Ec9+ip4cHE)!_a6m&H6+gpP+$S_P4;%xONX=5YRq-u?4u-U9;Lpr_ zOZ>}~Vxn7K{NaVOPVK9H6C*~x_0C-Ox`q|f4ea#|mFC)du+nr`e7EZ8ZM;rHeX23* zrIk(l+?R=9Q21rMLX+d^Q~@^Aa#4s3;1KmV2L0xGIlnwaKN$e&glHNIk0|u_*w0~0 zvZnrSauk;H2Ugp$lJ)#!v$D)RP-CghEY5Ecx`tt!s(a`Cx5V;)AoG82uir`jO+YZ< zg-6o|$$$R+_5Tx^6t4?&J011~7RO|>4*ye%2tt;EAJ+QEA#%>We^#{OR*v&Qx70C} zzIm_Lq)V{qf}9OSRTOO|PE~&E)tBTfG5~eL;X*@XfD)rC|7*mJ+ZO$HAolR{U+ zzD~D}>_5(qIa`qkt(lhGUF#zIkCq=^jU(b>b1DXP-B9wj;SeoHKD%=s`$4S~MIOuHUq@>3A_5n3&-uRL(j z{!vmlz`?I;Pg}29D*;nO2dE!!v}d*Su;TkRQ}L0`TKbJ83FqRS=er*ffk7WQ1DbrV zSahXv(ZJJ*KRvuK%xK?-B}^0JPW`(-4qkcFJ9$aw?W_j|!)C{)?X8%g0<4x$kaO5| z`p9W(b|U|?Wc+x1=~#4^7NaE(^+4wNz*~|CtM!!4lww(lfhSggp=y!%@^`q3kICrc zpq&?_){s25Sep$8aYjzv=VukER|F*D_~D#0=q*PREtb0-%eQyDLD(n_CHzYW*AI+E z*n24HBF_IaS+?87+N5#JlQ|PXgCj!ZaG2PcIBZcmecPt%>Ms(JGTch`DT8hxZdmeg z`c)v)(A>>f#FurYW-XOu>tlG45dLiEH-R;Xdi^3jw&pG%=UB|@!)m#@?$vnwq3*HI zfMn4+#7!wZt3p~>@~>w(haQbfK)k6RqQ8XP*(Kv`jxDMtGE*AHhZHT_r0VYbA;-Qx zBD;K-cXF#~#sbwJ|4dIdX7bu_CneaA!-pt5l=BjLMx>m4T5f-y zy{fi_;V0yVY_L^d#D3RwFEd-TFE18N@C<(F)424nKR-m5gj9_)2R!SpQ02j^fXA!0 zxz~v(n?2c!#e(^LD@HIn*>vr%Zzw1x64%}K7Byu_8zWgw_XcgA)=1&~+3$)#zQT8M z5%(`J@y7oTLQ@cg$ba^JWr3U$@mjxyObhVooO$|ViTNYEZ4cL7*Ai!8)3#=!#c9R~ zlV!Bh*hOdL-tG5isfRudcu&TA-bJg?x_gA_H$JY&_|8aPBEK2xV>RQ1#CNaG^wNjs zu4LT9yCbYurHH@rmyjAIbk}`uH@IqP{hIhJ6W@oSHv|6E{feLrcj(Vzx*QD>$V+Xe ztA#7DpR(;lezb%FoLlm*+LCMiCP81Z0H|v7PimJj4S+afE&Co~&$}(u@3G6X?;iUu zzX{6t+W@b=DVNx&PPxgxPI~?68WBt0x|q_w5>&S3D^Y9mbM` z_59|4Rtab5O7Z@p{$Ktg`*-A1r|IX{6TJUU-j_@){wevmBO|X=_O7BfOiB?*XxzEl z2>fTu{M&|Gi{&(9!Q8rk{RKZ6v9a|^_UzP>)0+U61|yfC*zmv07hPV$R8WbolX$OD*0A;H#EjD_2VN%AW_>kxcUUKzR3FG#ZVc zi>rT~1wWvGZv1N|taWy4Prjlf1@SyziAiNm(ID1Z2h3^-;r_%s)#l9md4JvQV;+(T zV;`SH$A>o_zCZv5-&_m-gG};ZT9ghyYti@*&jXq8oke^u)_!0P+I3v~2fvy(>n zW?_W!7_#YV@b`9%!^M+)du!$7^Bks=FhxuO>)juNtGP-HfGd{RpF8PV))m{-j!t3 zNS|R`FF}OKMM>Bwz6(Xsi&n!GMh=y{-vl*$oD-k|58Zq+R|!NRAqjkHU|;?>K~xsr z>n``d?!+nEHI`Sg)9Nt2XSx2VRUBz|WAaik!KUx+-@=n)kh+?&bmdv-laSo*@5})H z`DoPMdbH(=m939hD`n-|UJ*wh&A>ZG^RxevBE&~zI}0x@V+`{})%**Xedl8l#=cP{ zvd!8VG!34;cXQ!QO=eIbGQ(HJywq1#x$K#i7s8#nYx{w2C!P^D6EKO7XOtvrh3%r> z>StIjJ|v;~5@wmK*qNx=Ff$FYtbg3sQ`f^)@^efSVG!msck3e)%WQEsY15HKMn4$O z^S}Z4jghR}fT~=H9?UXT1^2!Noyyo8M=$;1-0<9JuGnBZ(Z?ux72r1}MpA74E`c%X zOc#r<3On35Aqv|0HOe)v!vNmFK}>Z1)+~UY=~bH&zZ=Co@tkue4o=#hkg-luNbneq zA5I;QftWYV8q4M>Fy8$&U>yLV=MN|gl^n5>&DxZK8XHcyS@92Vn}^g+8fx-fSWLyk zt!nZm>X=iu2I|PN?2}@m?~f`1g6J67Y(N(i&~q}++P8Gy+jU31E^D&<=bJ;#I65q7 zEk%y2L67?`doytY&Tz#uKuY@Q8@p@=9hE~+30h=H1AX1?J>t5uvT<_q?%fZCd@G7H zZ(}_@i|8$5I(WS4ldT1a4aYfs7jLGq^i1Fz?@!Iimp$z%D(DlybxPtjm0eK2a++rn z*3~+%IB};bT5O4jo*ppQf_}%p4a#4~+V(f|R9io2>Q~+;l*%y?9o4(1slH+ zGaCSLH{?$K!{UMdQ&^~H_U zD+cUv%0}ze@i(f+*5h=Z?W&049MAfKRw2EGgmok&Y|)iUE0tX(U*FZJ0(bb6)wRMl zfZhtJ)06ZAeu9DG64Xo1=?*aq9Fe6T83TdEWse07BMW->_*GVh#MF(?{bW@ZCm7VJ zaHYQqd`E8_<224#l67@d6VdN$%22s%HG~2$IU#P>k>`DeF)eO5ij%J*TOaJa35(&@ z8XTEvrq*BINtZ32R61EWpFdxdcPw@U@9xqDH6#{2aa||`+RHh$awXRW36;?4XRRCG zcfe(%Dl}!KtWMH`T`?vZr&_7*e>vXdf>D%fThleqkjndm@xX;Hp?7Iv%czB4P^-8P{_rC&u1CLVF51{X);A zES=KYQ7c$yrKjQ85{!29YGy&p3peFl8zx;p{R3rLQfMQ{)DD}PRj^R-{4V@xZeA_^PM(-k za|m4CTr>&hQkQC!wxn7*5x&W`?awki`fxmUH%4?1Qu^U*8SQ2K>a;SJVFJ3KUr3Tj zwmWh3$nWO%H^ET|_$Ai|E-^ANjAbg5L?K>1N7eQCVJ1{PTE5yWs$%!>Xd=l#Zc|ied8j)Y_vJLDlLpHcVKb z+orWQ-BN{!rJWs7pM+=19(V0ChY`?BS7XqCnDUbQwiDoLK(y_Re5wxDc0F!v;D}sKKbKWr_w>5TUcOP1+x~`B zO;j4(Z>mw_`b*DN{U55p!0daf_i3g`jW6VA`%~*#l}LF3SAWqjdPKuxiA|X&_{_`K zeW!CV(+n$Xg7}~tr3b^APpD*DlCujkyrlqm_|EAT5wVfTidYYHNwA z(2I3T4E*+W+*96=Sbly`VaZfg?XABNtCg6sA=?ccs6Kk0wR(H}3)a#@uf*0wvj*aD z!$`|VUr2vyGoYgwjH+zO z`X(aa7crecPOG{f!W({1esf)VxDxC83ZTW2rQybJaEt+GO?)I1=d22>Vr0fc&DZQ^t*!hfMYZ9-95z_CrqI2)zzcyx~3PJ z%_PHZympKFSpy$6jhQFYUn2NAVQ%gS;Q{AG-q={mF5TYjzLLTC?!i_FVSwdSgdM1# z7uyf35de@_w)(GeBp&~ozf}_OE)yB)Oz(Y}hEZ5hRVz#l0)3B7B!j$BU4fEmudN2f zwu+jWh;FtYHDAyr{m=rDyN=*roi^aRz@q`4vCCV`k&6IIZD2VGPG23Rt51@f&5URI z@3Lv=4MjnuejQk1fc1sH&Ka-VDaNtoj1jFoxjG^-AJog${~qXkDc&Db@Y%!g0Bb3#Xx*y7EH`mM($&i^5fTV(|v2(v_^?-M~+7`zY@49o~FgGyGB}D7OmUqy`oO#q}#|m zf9oiqrRRFIF;Ij(#aKq7=wEQ9S!v*2BEbe?c(hFlMw-d{@cbrtwCJ%5IoZl~xd!hz zWe9q_WMQY3wvdeni-UkS7N&;tHbX5sn(9Fsp8y)xEV1fLtK%=ZMkguN)c2D4OV7NQ z{KM**m{@XuVJ$>CN*%xF>lj#_uPJk1f@3R3MAaF4?-@PpR8zNcVyz5SV;903AKLGe zsyw6g07GFQF6^b@>FRHSYwI2?v%Jc`VY>gj*E6dLK;v_4TA)S7JnQI^Wg2YFy0*G} zj1eQ4kdR6hs;r1+M+q0?Xe-g0^|0YICe*y9A-s=|qHkHbo7*X000Pn=vjO*^VcW$e z^(Ef9MvoX{z@S>?OMW$w=+VHlb@vG&VLP*DkVn-q;sZr1^`OT`YJNPMeyv^yy}$6B zAy2z^j$=X3)gM?hb8z^p4~(8^D;}E?9CkY8ZS4LtdQB~wLit=Xy|A1*@ygyncQ#?F zbp9lZK|r7r<9hH$RJ*Q#I)oB zUuT`X`B`Ew(80M$jmcdXnKYPGE4>ETM~-WZdgl*cNVkZlQ{st55ZvQsK%S6|x%S37gygsb@rb&G zI>CN^l7{Snx|kCut9}sG(2LPS>$0oy)(AH()H;x6h*)7ZYO~gJZ&o()?|$~(8yqsy zUO5ao@#UV^x)q;!^ZzC|9uL@d+ko+(Mjb{6Zq#|Qxj^gurxfUx;ysa#<0NM~M!AA( zN>ZfyFfi&_EZR8B#ECSPg6Y`kh|eB1-Ymx3dgt64M^HZC3yUo1}fMM z`_rl8!>cg2{2~8ROP`lf(v)M$$K`2#mi|QbrpA(Lsl&NRk_SyicoyB=0!-wediL>6BNV#2X*YJ*Q@#M;PiGhp~Sq`-X(C`-FLC!fePfKS+h zYfg^8UFEHuJZeJ--v;DpS8Jp>1_1NMW5Z`xOFmFgbF-hFH4iZ|myDQ(RWKI+$SpRV zh#MZnvgA0jOUsGSeG!Mm<@@A_SOfK45Bbcl)E$0NQ!PCuF?M&$G*6< zJg)(mn95ehxH>>cuo&S!3x_j!I(mN&he=t(Nc1*w0PXE$r@fA})h-sSO3JrNDM(_h1K551;+ELY>`4475;hF4|z zFs6oY1_mcXZUAcPyI;YRs&O;fvSrDW>K}>0+gWP96{yx;rP;YlbvY@I#YMyC_ZNxS zIbA=!?Wj`WRj|?@Y-=BfqFctf5D@&{uO>-Vzb%@=n=bszBD9`*82bH&bRU7>Er<7V#k0+tjEtx&&N~q7PS=hRm=i2lk|ohmtlFY7mb3V^^^OC&(6> z6yCEP>q~`MhLx88Mpj1L;kFSkY8%gf4azgs!VYK`4RKj)_Af!EsWk~yiU2KYeM(1 z1~tIC1S=|U$!y4De-tEhiBRNss#X<7#ILM8?o`NHN#$&6L<*eV`Dm~2l%lv{T6~Zw z6f2=VvyDVGW6UH2U1{OSb&DM&oi_-YWSKQ5c^k&9S5$UtK*3>JsyeX$39pWHqV$8O zt|>kwcNlzuTyF)I^#v-Tzw>B~9u5$W;`AV|PYfwIqN3>xitAY9vqcgze`Kw`DGzq7 z@R@D{763CT0?n$eg7ojEr2p)H{Gq=RC_%OQc7&)Ccbtu0;u7`a!;{#}qfOdtE3+#< zwG`cg&jNW95M@oN;uJhI10bOTfb^%B@s&}ZR(@HldL1D^U`d18!-B3C&_RLlK*Cr7 z-i?jQK}6jUO(rwnMnnCNIs~Q7W_-_=!anZ-uUhP$!iaYlnkeg=EBJbiKMlAmN`=J7 z_yJSebQCYr?jDpDPiCo8Ygu^6=PhOg6)tylC?K1`b&Uxoc_e$A91^f>8Rwf^YWl0Tf;lpaiJg6cEumiP z>H)XjC$Dm}YmENZKSc_fUWA)8%?YM9nzOPfy7Uj-TD<*240abBOxkJN$&)LxbEzl+ zql>H4tPF9@E`b&i_wVt=W|ZaALr)y#`44#>az(4?@Xt3yyAfqL(41sKlqdqu=jFH#zLy)9$7(2JuYiBtIE(UhJxts{-0 z>9eQLQ#MY>%}ytSP+z!sn8rN4LC(qw_i#e7*qmNE=^$c)v%mBCncVv3VbdBp0Qo@c0UuM)__ zYkE-hm=RaP`=qD8&#rJ}ALz1P4`sAtI`bVUhm*bGx(m+^>EM0qQ?pASDZyMhz`_;C zG%>)W@?#;qK0DkWr-`!1Q1SB|e!9v2h}|8Dj_qBtpckgED?3G!+%MD^}Z+h(&I&b{9RFMktchfp*9TDF#Fge?pE z*&XxK?KWU4J=n6ZwW|C+7G8N@To8U7KNgQO`Q=kA#xZnEW|_jdyaMz0{Y~)1FTncM z`P{S3J!?XKZIo*5oON}Qbm&ux;);*Un(+BJyt=zf%&~HV#8YBwt=61pxXb<$$w=1w z*aK7Z<>@wWzqvSW{>>r{qk!k`wS2VM5X;y{jAaAsOFR$xPwsg9SL=&{otUfhD%VCy zM}^)@JPch^BJodbJ(s$>_dnuhe}SH3hHLo($ioN?KZa6d&M+vY2m45gJBhxmF5daX z&Z`Z{go3qeC)x1tQC?egtK=66|ukJV5P4?m(ZDWiL9a3Owz;Rk%r=6txFDh1TD+9d>4o#7Lw@45EXyH zL&IMv4t%>TM1^Q3m%C_g^pDy(%rZ^(BXVSsvgTH=4cDBYv)*@pL9=58JDHfu4lHpd zf$&g6yJv0pL~erX6myUMS#E%Ln_BU*R$UyP9Dd#P=liIo9-JgqPKk9(a4nJCTS`%%Yy6BhJ}j?T~OoD?LU?0KUUWc;zLB&X1>KVM8!JGY=-^U_qN zu@(~~vEjcSAbueED*x!rN4#Mm6)WI=ii4SiO%X36Nf>gd0eXyJQNLA3cODd<0H~OU ze~U(jI>sx7&_`n>h0OzfKPQyiCf8l1!Hw}1pVCrEw;)KV4XgwUqtFgVX6S@R&s}GTKuoCo$(ABh+t5)mv?rRu(0bcI~5#V+ZLSe!|HI zG_CN$Y{Q&A9Nc%vMG5b+p~jskw7bdKO>BaLmT~daCYnY-p(&}c=$2HWF}o;~8$!iX z+2S;*!w_K$@s0H&=)i3P1jPi6o|{05$Z0T5%Z-1r%*ri`@E4?+pxxzn3_LSDrL1Oejkof3#t$+83;Vx6pKwVj2I8$ zO^q&p9*X3CN(jCU9~_|tBgWWO3&Sh@I6DIP_QZT%anqG1!H)CLzO?ESff8}`TXDC% zeHgQJs7K}lw9P<~O!fOoli<*i`b5OI(>qd7@a63U1NTu**rUs>;n!l^O~b;xqUNVP2SIVb?0BLTUN^me(dUr;d)4O6=ANchH=aEC zlTYCCy_D}OW`)odCC5(m#4D6{q1pmlLij{T>iI3wI1C4p$FxIg}c4Vu&o*1)Un9dD9bD#g?bP{pXtG}eyh zJz3ImWgcFy!PgubsjI|Y7@PeW!_IJ)Qo|LM%LS<3uzzv$b(^aevDSkG2%DM+B&Lm9 zRV7QL>_F|wCU^MWPTc5w7;4ZmGx&+d7C0nQxrc16yto-2?rWIW#M&s72wg5wgJ&jM%Zi&$=+tG2WG6O~xa z_Un_Pm-gWtCml}6Ch$|ffh6l$^(?f&dV0204v_E`oR^;n7`=A|v3UKWKJTwVO=W_u ztBsTNm{{@?2lM}uNccXlP8!{Rb8Kz$NDk3n=AEydWGtg_enEOTKRQviZGu!+bI$f| zm*v;nZ_dT*wl{o1v~02e$`BTZki2DCaqP<2V)FI!=_x6sOx(9`s@_u8=4tRm4ey%T6Z8gAQk}(@c+i*sx=*ox=ig+;<;F)EJGCbz4=3QW{jhtmE z0XQm$$jeAL(RZW6>(xt-MK0azd`tSuaj>D^1oEcT$9ta1zX`%g#!4B#?^J=LX_G}x z4)k@(V|>bND;=vGX&WFD!Hp#H`A5kNebU`ritgF^<>5$;?{lu?eFkeR;~6TR8nzPj z;FW|!j6(#S(d2@1IXs4?JcVz5fDAInl@PFfK}n~!R%TesSkxU*$blwQXK&=En$@VE zp0_jc=K74^E={GAKr8H zW!MRDU+r-hgNXZs=T}ik344Kyv7f7(!bTYL1@EO~OqO}GZVL}hgnSG@>*%ep?tELT zqRsn0if$yO3N&^2mQ$ZmC*Wv~_Cr%6F+6=lBFok2-kGFew`l6z0NmJn zm@s{c?BSTSS#J9&Wm|}b+3r7DZqW5;w}{yE-nur+l0Ism6=AdOklYaT?oLb^`I$@Q zblTR@r(Z7`pt9cA_(GN?{vvr|hS&~ZO#9lWr?EE>c{%Fkwt265EUF^#(Wk-}GH9TY zR6euvwc~NS_}(hNl>d$2!rG8kmw1DXD?de;ak6@y9iI+RIexDof7YIvg9W#I+_l z!R@8+RrL$0BD}B;wleqjyy9njSyLok#e@hwAlbpD{k&UX5oPCSe_GUCJhss%oBlb? zz+`|*V!e`Kp=ccLHjd}FBul*)CG;*%OYF@uENdAA>>NK25?5OE+6>60j~KhqMH{Gg zAKu9FHf}ChJTEaeU%*p{7ELJkzS9t2k{%tltmrBFcZ7R z&gBBPKI#;USe7%gS=J)yD+Eo%?8?zXPs%4*c43V!#`=O^T-r$B0=-+q-5x%L>Qjv| zVu{E%=vnnpkf#mS-Ejj( zM|$`)yKQbIP)`vmfJZTHS>q0^kUw~i&711m6x%gEdoT2;rz3npoAaDZ>QomO& zfIq!>k9{}4tPPa<`SQEhRwU--uQr=6_N@lBoSG%)w|xw1;cde6vTaxIBHnouPUp6= zmwmZr6!b0IMCs%Ln3bXOsuBTgnwOVuuR%4*_sXuJszl7+M_4lZhb$P+-Yjn4DVZuK zH!t$yYgVODjbkA5!uaeX=SMo#o$7_t43{gP@aAxEOc1?q8Lkpro@o#1l)#uy+2PRT ztBD?YTQWeR`Uyu7aN*mR9zcQe523}1p9XcE5)jW1pNC8YrJU#%AL>0uQ|fSZD2GhV z9YUCz1x%d0+|V0K4?BQ2bOUN5eyG#L9#iKM202INzcUcz)1*3ZDW$J&Wiuhd3~$+n zip$UvF+j0I*EoY%pqeG%l8dxIPW<>bt7cr?BULpEGZrVNDy*f-n>dxGD$IccIRZnR z&r>8-&0_g)gfJhi*8DH7`V5#9S#^v!pmIYb;LhuTU01QGp*y=@3Jeb6mm~`d=+n*7peyYXgJ1<8(>6*s1K|;mUK8DHl60b`%N&YejL863l)rt8W_R*LupL(d7o^<)mBiY_E{u*U>^_yTwO!_cCY*I;m%GX5u+c^;5e&J9Sq15R@ z(|7R9hjGq5e5*UnkVBeGhDa*0&KNu6FWt=BQ)!+!Ja#xj}5f9=gI`q8e3KpCxhd`LrGeVEpELeX&5MbCUVcD+_PPTq>= zf|{vPl4OFo3ujs&Y_q)#A9fJDlR{(?a#=~=Q!bscqDM)QT3-|e+nouu9B>)H9{HkQ zCP2c0u}jhdvfd18$W_ac;boM__|>o-tf0qORW&VVZj0rWmaau~+lbr9>94k%tttMg z+#k)4ANcHFtN47oeP*bl3}KTgi4kRHm$y`iBYo51JOO;vN9EQM$-u-eL^GrPX~yoK2_870DpwnO zUMrt4wN}a0fX{*dc$b&@%xkO1>Zj(K4sq|RMVx790ol7!e)dIs*Dq4O&L@#G;$X27 zZWb;fy_i@w>??MqJy)}{l>Mkn{1N<8pSat+H)G@D%|AU1jyE+XwPO>f=CcNo95zN) zKcge6rAnln?_EW2SnF5QuPWwugq}tj#NG3rONGg(csqTMkpHHiN?Ol#-8}5y5^VC2 zVH7mcMMqrX05B{Cd45i7>&%w-GI zBX$;^aN1+V_u?l>Q_5NNU4G4Ga`(5pDh+!bjC?7^(GBKuFc{ar1*RB~*9ju?63C2L zjF?OqcOV>9f&HIxWf?SF{7kY1!d|kZMlk^_633_?JFiFOx)Eu%jUs2h<1ddLZ&E*yCf_m?s#rv z6OBz&e!kM!7|)e2XvnIl&PVe;CT-iD<<^6SzMa*h`61%$Qt&;Wof*z=85N!!?Yb)P zemU%c;1mfDM})20C?mrL?#+3VKk!F38qHnp>wDA^1(ghlO8RIKJgebARUT% zqzGS->X2)W8*uL_EMC)&{vOrkWPY6^w~JEYwdnj1FlJ*?kUF77Ts`=fk?E4Ag`c&y zXu+{9G^;t99o42EM)N%*wO{esNV~YxZvxGPNb+~AxhZwUYg+F4gJ8Nwae4j(dL<)E zjqn%=qbI(BwbqgTZ3u8k)67}qCcZ$i<%v)vlw5~6bhTT@FJ`e|Nk<_l{8ZL&sIG)N zyOYH4ipy=@wrO*#H<7z=NxZBw)fwT+# z-GmJ)<`Np2Iqj|_b*Ja8nG%pRFnMU4fB4vD_DE$ho_B|i%fnpKMswk-rmLS-H=vGv z5;k@08UQH@565gCP*g`{MpsJlOn(tV>6soUANY$SjaGYMzX>Am;*zS~QZX|PuwGx` z6}ji)2aTE6290|_2Gx*eR-!=9O#FtRvaBIrkNCrpp^D{QmN%hHk&pk&+Z-15l43*$ zq|cK!jyCMOJ0jcAVCSa9=hf1nozGhTst;VJu<#4wLMVVdEs*O9u^24sklSNcn_)S~ zpb1#*qoOJ`lQdUgzPUEoezc_13DeVwhGyQjnH^*!FYYJ-y-si;OYf81)HIbgGw9BJ z$mEuGDr$l2+-syL1DEJ+7Zt}*3~u~eNS<&c#*?XQ!r>`?P~S5dil!dh|4gknzKh$cDY2IjVo=tqLq&OeU^~5 zCN$rsJ1bDQi`_$xXLSktziK-LrKo0ydB$ARrwA1f@zB>0Lqq=_(}@Lz5P& z(u;thMFau@AqfZwp_d??&>~%W2k9jO284a$|L%Lo{d&eY=iB=!<9)M!>sfQnwdOM) zo*%TbwS4RtE&vT+I^wfo2DRMY2JMUQTtL@Pt2wXzemx`6Lg%_Sj`)TvFWDQOB4=c| zq3=D~P47p6MmO(pF7G@DJdJ!;vd#2DZh@FZR_L^hjZQZS!Gi7>Vo}ipXE20)=?7uO z{W>HjVPq|2?(+6@wYYF8N+V`<=|#1EUb?PaN7U_K6%Sj&TN@nlbC>5`=n3)Z!$=L= zXlUWm_*}+FXcCwCu>;dJ+qEyW+&I-JJf6)^9W%(r>4>kMDW&C+)IoT`@3!i} zg$hRkv5CcjQ=U7qy~V7O<_>Xk*7M<$j$5n9-#a{~ssh+Oc>0hrhslVpmXm(^M^;(+ ziGYAnbtes^le+yS{1!(_?F6{62x%y{hjPvpLdIU)34a?+YCS{R%r40icoqtkfPbl$ z2=|3Q5h}$mT1$?Ajdf7E{OE<3!OVe8JGDFqJ-8z6H1m7CP~+<|hj>mdvlB~?t}}DS zVE%P3SirlyS^&}nodvQyoChshy}P%;&!BFN9?aYipxjdHA-#R>dL@4r^moF?+0PAq zV8Tt<6L8E*Gk1N_A`7_p275*7?)SzTHsGh>7TL=5Yrn0_vBV>pMDlE8=>()#QN241 zxW7%FzssD87#n~ZY0#2zkTTaS+4nng>7_SoXFg}r)91b+A#04!SO-sXe6nmjOpsq; zOM`N+*XI;%Yjrn&7A;_9lcfSQ+>^&K1Fgm$YYC&@#i=&wzFKmb(R#Rnd2#Nc)i+X$ zY+~HG?ol?!!E}~CHskv%al6Q3wH(kb!a7pi;x#wd{$RyLJI@6p1rNYeS^Ta^+x=2RYR&$fry-BK^K1Ya3O zSnxCINHgc~DAKd0)PaJpM6889Ku(~fU5^+A4LSpH0wV>!S@Fep3YVIu#YHUbT^r-# zU*Y9@?^>ALuNRt(lb)>`KG+xfqVbOP*GWPt+2;^FmbTN*EoC-uVSR@(=DMifWgXv# z%5+M$e$#NSP;X`CbeukJCmtnSoE?F#s!pHemvm&zumj%nlN2DmJ0}jnUyDtZr(w^* z8HTl^a(li}Mrp=;>Ptqsk_!jp%iY0;YxdJWvu^c4xuHLj!-lF>Q5J0z**t090K9qZ z6wB@1J1?}fQ8`b~7=PHjU~z`;KijHU#`_&5Bx_V(y^)N0$k*{10KN3teFOy-7%(Y+ zsPb8IdxKXsn1z|3Y@IMJG$^MJFjY$`Q7o-Y%m3UXe0cU+vSFCS8_XG)y;JjjI%B!d z=c%hdXhbKSKXR5XvD3&=nueeHOKO%pZgU@W4IjMI=T#kvN1z5Vb6nvDv{|2#t)DR`b=x zzDuTi7%YgM%g8r*Z-SPOm|_@`&p&+mFxi9o>QdAIt+z=;yA&d$8u)y}G4a%Ex=&R(Z zM+d%fix0PoTIpCwV4WVEfv%Rl@Pqeuqh1KNtY+RUaV-<+O5@hbA=6s^80728AdvQ% z?Js@^B9q741HB}>xdO5-u9mK<%s zSrE;TC54!!wtVef=%B*;(excFCp8EyOuOP3vG&l*XJ)t{P!5UQq@Ij)B5qjvi`$+B zFCpwUC@x>E*^Sf&K&CRT52SSGV(1N#4DI)tZak7e>n@W`b_ZOlVS^wjSnCR*OnQ?a zIOmjQj%_h=&)Z};8?up79{D@JFHVA2g7n3@vGcPxV9q>#iizHwz8i#(v2}4PDK~^9cvpbt94N9t z7>DJjJ-2Gsu@wOy{M_hnRcu!BK5X-K&9uF{Rgx?ie|$PUL0#&z1{dQT0%1r%3vD@{ zFh0elG8pO=W2JsWg(=hY_uL74ob0~EWI$ zCA6RMB^2|>_BYnARBW*TtjoyIB$lO|k;#Ng4Y|YM?BXzs(}G;;_KE%9ZK-pJn9xuhHq8wS~Fn*-4dnat&)%jK06%n$nUZQ0ZSvSs>z**Ka?(WPFqxc zqUr7!Tu&9)Lmf4KOk3aHfhH-yT0mMu1jom)8sm;CdN>2@L(Pzy6jofhz@#xHfgRFu zZhsRuVr7&sDYhmma&Rpk&oUr2ygr|JLXLq1I#@A`4@e}S&4WgY1QXM=qrOfh9QX1n zUgQ02Ih>l3>*S<|Itm<$bksPOC~X(uZ_z-QXE;M2PD=tMTZQdh?c^4o_e$$#3XJPd zl(8mSiR&(>n*vgLgYJwTEJ@H66HRhu+t~v<1)xs*oB5BGtZZ9t%uAVTxLYDJcdd*?~|Cn1wj2~&w4`|-w9g|l; zyE>;i%Fi=4#lPe;ORCAZXj3R$zCWgYh|Ru){y1t=h^M=HEPFt(Z{$JF6w6~On6r?s zrBQ?@_s5bjxLg4k*3MpmGACZwoN+3A0sQbw@-h2|%3xE=)vv=-NAB=~&$bGNe#F>|x!(_&zV230E6ey$Rh}8a8r72zTdq-T9`g@-cCKrjL zA~)nyBt#FD19mxwJssLB^`iUp1ltgdEdzXJQ9Og9mQoV?MU*CR>TvV_m302qD;tcX z)Pi-sU_CGwAB*#L^rBMhxE%7b2a!L(bN9hUtzw~x0s27cM*W_nt{){hdStY<&HU(K zndF~rXTXLsyjnbLauo%5$n;kfTwM~)X8JDu!UuR2o`e~_Uqn^!U$Dk7m;eVVR zBBbRlJlc+gl+e#F?EWD~G^=h9T2W*jp0jw9m}pdZIR@a%$IXZN8o0^T6R9^^AW%q_;ZOfl6l&9R_w85}}VN%Da1!6ZV zBfv=u`%@Ncbo_yoU6W+%^hqz<_j2yUYqwWNtozfPpEfi&AsH!U0|qC=$zk=T{zL!g z%Sz3hoGmfyM9d4LU<4Pd-0CTUa-^R=HIX8IGdPOm<}$GAXHhm+?#2Y1F3k68T`0bX zxZ&XmUrD5GWxihjrqx?oqoxVY$`Nkfj2xZpP|e;GV!YsYU(-v#EFDbWJN|mi1Ly5c zVZ?m7x%g;@Y~k=)f%el2E3Mvu!0iAJWJuc>#>M^12$N^Mzz^T`(k=_wXqVRs!q{;; z6~Yxs!r!uIW-G2Ob`VI*ukUpcp+SG-+ELV6m_Yq{^Slpg{Da>RmFkH+6jn^lLun~g z=bQhvvbusBgX}ie@4fvYFA-$$bS{CtSAf9O>mt{z_RiNjk6gFhJ+nu8C%@>*DNw!ETANLSSfX0>7^T-F7T-O%Nvg{$+Lj@ZuL#ZA(-Qpb~ z6q}n~i%ZKqn^=}>f|iub*Y0G${@EgQmMxI!T9u*}>!?}Tpi?WzkZpd+YvnhK_{{I= zl^2<&SzUBn31*>7MFh)$jQ)%I7-rnrSO)l!&IJSybCn$rsw_$dl$dJNhxINGaQDN~3|ODBgG>Z(3ZrlbVK&CaMjA!_bbrq1zt z+v#l?jNll??YXuO){a$)6%+Q|!KX0^*dh-8717PmV?#5i8bjjYTjExIZB5|2U(n>K zcVc_d3sP)~jmCVKU+)@q_X`e`P99Fr^LKXX0nYVe6DS}dQpB&XDCZ68CRm16Ce?ef z`1m=nuw{Sr*%Lg-wD(@z`sH^(RQe+PY6yxe)X;t2ds01R^$40dc=*<6$!ynA(MB`a zk5W7HfYKh4?H?*?^VQzBc|=7eYydGyLV<(e#Wv7h2hc1KWoxuN3@uQ6BdO;D;{?BV z*Lb@Zxh!Mq2=Ct(iE1k?*hy;SWT#Zf99C=Ok>xWCR0A*s80TZ%B!4&cvdeRjKOO?U zwZyj&mmCC!t==^Cajl2X@N5Lr>$LjarkVj^2?9O01wW^r*VDX>XzUDFq-fohtbTRJ zl>PNG!HX1Vro^k7@N~MZd&vc`CB*l4H3YMd(=Y4}KJrn}BsK5z8bz_OP$ z&H0P))wA5J;N&O5gWXw%V43gkMHw?ERr%oI7d64N=;syP$qnSjE=CG}%9jt1v>Pf( z%Dr}3n_|beg3YOEQ+%hAm|^CVdTq%Q_{Eu`>!Vu_;&Z{eV=6uIA)$6pY>=Rt3_Y>M zg+EiyuUo8A$!Ydg@c}qy@}z^pQ+gIIi1vjSB8%6Zvyt6ne)F#Ae;{NEM5Qq^l#Mo_ zC-Lp&csBC=A+Y_FeZQqQLpxoo;1b$n?}jphh_ylImPD!tSyWk0i~m9$u* zzn^1HWM%_Objw$$5~USW~NabCuW1s76O^H zR9j4C^SgF7o#WS}vgc5*j;t6tD!R{dF1#S$wyk<`T5r9^r2}(aakgGw8?nU-+=d30 zOl>f!5*kB4!byTVX0QO{27-1Jw}7+sL2+#;;Yn>B`cuc&Y(DY|ZKgWrn|y<@^bNkL zfaWc)>^TZ|h^>F9WFMVR4Ad=dN=r?BPJJKy-MD;S_5RvH9iDOd%L}>gU1jK@Xi(tr zXi&&YwD&4pZaKd=g#(R9;!l(`k zC!}{-Q5MMJ|Fb~aTV7XKYZ1_wbu*n3H|t%&5{6K0HZlhp`*zTJj~-lI;n{MXj*B^B zQ_)~Mb;r;lVGQ3vH5g*!A{|gP-7m1Hb`@NGgwwrr{~%*nW^t=7*q?|Ai2Ddh;ZV&n znrrRj*YzmPUA>$;PV#tlbk9ykNsaDovHYU}wKc{Q^DB{}Hj)SH^+|KTc9kV8%r~vo zk(|KsKUCd+n{#_MsLugEbaywjKinke)jVZ;6=&-L{m;(z=+>QABT1<@XykL7%Z4Xg zU(M#OUdrt#oh3jp#H8=*GY@LVKZT?v>8uz#tXJmqv8kCq zP(5ZHxG|oD7IOAV@ zB!l86!oIaxw4%K(XMn)_-e2Om2hSUEy>1zlPiLmSB7%udV)P0cUy`eTby`XE zAi+Yn4&Ob>ie9w%bj1#Xesgh4!ptG!K&(sclZ)e-XHS_#qHUD^%NVB2RJ4)nODju` zpCIj}B?2UKJES!{Dr8go!S_<%ZwWY|iM_m(*MXhoQ7WGw9#Z15cVRFq`KXs1VjC<$i0gooU?1$LzpaV4fA?hF0J~>a z9n%yCtMymj-vbAe`6ycUVV`zI;1(f?wSSu?Vw{;sZc+-nl^lk#N0$!hL^+&4-IVS{ z$@5CW^@Z-xs!1|b^Ns2Od0TmDy5th<=Wl$~mV$YIYAYb1tIDaj))!US6C}Lr=p>1)g8!M z{m$idLCFG6Uhq`OJ(j2G^bh{$&k4B24O)JUqk@t4|4`lG(`vnc3jK$wt6F4*#Puta zNBJ5h27kku_t%pGj%Dd7|7P^#9~b9<674+mb&jvz^m-VqF34o8Fs@BkKbcj$;{jT% zTamvr*$hT8+r^buyLMhS2C`LqUy-N)=F*BuXY^;av4fhrK*0liK=pa%Bf~EpKPI38 z(j%aX=_t-JQru#q3V({Poh$BOmp&jxm+v$A!&U|BLIU|QLnS-HX z%1N}ITpiv5ll5&@3P4nHbw19BonQ4JaC*$lJ5<@NSi zc+{KyXRWWrzW)2?A5mNxYu;Gq1b=|=2PV?IE zMr_meW;MTfNiU;b4h{6F)e?~ZOLH1b6nTxD5I>4Qg8`+X25|wEvr;8P;~#^2<6q(? zV`Ik;*kWgVVh`2B&AIRP$M(hc;95MHuajBksB{{4Ni}2YEgOthgO?vdCh~!R7Y&-a zj_Rpi(1NB)CnwvXXLTYO@Tpo3fX%8lmbVnGq?amynI7ijzPn_1NjvVd_X5x0bY^U3 z$AqCR&m*ARfB<*08^@T|zcK50MH&i$3^LUDVqO&GJLTuDYix?95 z(!8($Xswluf7A+j*|k9V>i;`klr^bNH6?b$gmrm<5;MfVt$xMnNL*BKk4ZDT;e?oC zM}A0k*|&#mS3h*t)o}*i;gu9S=4MLN>Tucrx-zT|*`k6ND2-n`+QK8Q)^a97M_i=p zpJKEfar&0QF?9W&zupn$&fFLMO@Jk#iBG?9Z$c-u%dNqukrPR1&L?)Rcifp-1@E1` z;ygQ~_vxw3-~a9zz&l76`kaQQ*p!^)>|*7w`N`N_9jg$|?V literal 0 HcmV?d00001 diff --git a/docs/static/assets/images/training/vlm-finetuning/textvqa-warning-sign.jpg b/docs/static/assets/images/training/vlm-finetuning/textvqa-warning-sign.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e6a8eb3c75166afb48346d1133872a5edc648cbb GIT binary patch literal 217246 zcmb4qgF)aN z`+MK_4|va>eV%Rix%ZxP?m6e4+CA!i89=3}4p9f--~a$P*cad)4NwK(;r<8zJ@K%B zPl*2?5EBv-5Rwp+l9CXUkdQv0d_YP@K}JGCPEAfhNkv6XMf!k-mWGNJ`&ok&GSLWceI{}b*z0o25}&UoQ?IFA6h)Hrz5IQP8(b^zc%wEn~Q{{jIaJ`pY+ z0Ed`_6g&Qg3V?%$OMpXwPeg!^MHrtE2Nw^YfEqwZ!zHFnMEl6VhE5zFN=(nKVwjTu zw61I7fB~p#OTuX6wsOcL5jHvfkm&lK%d_|4Q+e z`yQZ5TDdfahfvwhv6`E&z124O5PjttNWY-l;8g@}9J?hlMBf9vkv)4u<*!bn?8`Vv zofU%2npXRiHwPG-+dF;N+Sw#5jWTkAT&lWV#Fnpya!dIppl`y@^8Hyju4oGH0a5+a zx1jcTK}61!FCgiPIsYCoFLv}r*1-S_!l#05O!)`+ePxJxC|&FT<}L$al7@rV5)?H^ zf4rrv8T3fK2Vjl@HT0&m{*71SpQY;T!>~(C-2?LMY=b@rtN(GBnio$jw84^MEPW5y zdU%<}PLtt@3zl3D`atk7^c!x<`8VNx%M-W{E{Kw}b(Q9*0sW+Mwv zeO{^$2W8@U*TA>(A{Nf2{wpvb%kzlk@StB0-$;ggTGMi32k#_eCxnG{zA`K6PUIu@ zOzJRq`ma(b+-+O$0oO7wbc4H*Y0s647)_dSHv#_0U%olIKxBAoYWKV(D()U&c{rvm zGVL_?Y9Y67%j+)rHtC1(0Quj(3RP`h%`CdPH|LH(0?PUYOX|kmS(bvc^SS3U)7wnh z!#s}4WF^DOtvZQA?^%4=DYe#ys|?M>EdrjTZW%0`f2^DEPyet^$vs9`Ad#6GQWQp~ zlUjv1!X)W_%2{}PF7Re>F9}?T$Qfbf;s50b1VDGh)iJkvZ1;fbppom^{j<_|+8X1&erHm=%xQng;j z@s;sVp94;ELA`jNffCN(0aEhP=2dPf$ArxwY3#le^{QNW2AxjvXsj20vh0kJdmRe4 z8E$IZT#2Br(&S>C)`;_GxlD%KnRS<^mzkjc%6o<4=FP{nzUhIE7br0bs5FMtxbWxAA&#pIc zBvd!u?blIfa!tV#Gt5dS=EX`hOtYqCf$Xbh-*T3JQtPP+d!2mAo8*EtbIzoD0D=GA zUzvNr%NF*lpdU-K_kc=yr{I%MN2j)h=sv2_mK~(X-?ucmEYm|n1ub_@5=VN&y+LLv zq79#Yy}pcC$a?906?nj3YL1GIjWhTid`LzLB(vB<)8vgPEdx+!0-r5~t0Ku*fr$ za7bxYOoB+4sCZEo;TdAHedA(H9^z(cSF>v$=C3!f`L`kX>i7Qjr=DBKH}YIouLY6! zfG&=EKuc`J*IvIqg4Ux?Zro}j<$K3L{}7E_)|CnA5j3s}rI2xy(K|yEd!FZW_+}Qz z3^)BEGQi76n()Pfzw#Ato+v%*aSy(w#%ji=?OVt7$LY8JtuA`!FFN*Mu>#c7RgX5{ z`_!}fw_=UaBSm4grr^IbKwpc}oM*ew`_?l)`u%t@Aiyd3Q(3b1OyepT)z7i*{e3v) zHcys~_W-kT4=C!BTL)z>PG$p_u7eeVBMA$>jx(5nfLUyvEq`xvx2MQ$qki!G`6Bvs ze&bypjnhWANN`IBmN-ZvU*qT)JybfJO1<*>@mUj6o!{F5_zgFXN;A5H74~N{-n{gm zp>YHNJWb!Sc^PlmL$vd1;bW_4&-~cC6??*;DpA~X|8XdheddP(xaHTQe)RR@#o!&= zxaa;a)fDJ1^ipePgEM8G6Hcp5*^}>4vfSNvoojLHPSc$A@xRH+7SnoHTe`^1>xE z_+b#tFUnVkufD?KD9+SI7|V9uzfU?p{(JYj|MsF|`KTYVYsV?NSVN0dV62QT^gWDy zNs3>T<&496bA>KNvapms#=tqV_C&kzj^q+u<)~iwejm9b8}KSk9_{|Ic@HqbinT0T z*}74m2S@n3jy>B{9VuX$Lw#nRTH?kOjePi~*1+qcgigVmq#H5O2V{E#SW7$O0=@_A z&nH~dpY8#)!z4Fq@*n(Zzs#pUzCp!XCL&(qm z1^Pj^+Zi3XUjm22y+YIJoCR0!0e4)O>*f*ZZNaiv&n)7s-m+pfAh!LPOwZ(UGT?w+ z^!lt9VH;{qll=|wXxUaceLaxD~^?KZet6nym|_Z;54VOd|}RT_L3wsE`gVy9Dp z!8{?f7I<=WvKb#Qfmh5)+kf+b`H`ZC#^2)-bB|Z_w2k{-tPD+9n}hwX(PkjYhDSkr z>Cnws&l!emREIcIoV|&BCQTx!+hZ-_BES3dR;sH2B#%7Z`1x&~EVf)IMD$I+=kqH7 zty>`B1s-=3`{*OYcD*3I2UmKA(AN$F6b1B*<)#*4Q*5r!LgZSR(owS!;Ju^fZITdi zxqi2D3rpZmVz~O&4|{t37<=sw4&DQ_ato^jpVDk)7x#rvhtS-`STkw3!v3d6%R>cS7F}M=TKZF2seWM|jA^8@7C`-HG`8{%F~xK0&7Hk>+c| zA|3V8SH9MZecxdIS#fY1CtDz_u*tq|d5SZ>lvPnHdRl$GzOkW^uoLHbzETFQr&ZQh zi>`>u_|I&=Huq^Kh-CicDLtbR{o4}~eA$e=hG*2ks*GBicD`;5FZR(J?6jBXlMLM! z{FR{s0Ol>V5hGRBh6kY2I!x7JyF5pujIo;c=@q*zoIDx-6Cq1tvI`Epk*+9hx};~A z8kOMo!cS{2#wQpmj$M#J#HTwrIcotfSYKmBxRrA~m%+Nnpg7K9yD~ zD|pNDKieJb$ZziH@6fn=jrFI5cqAV_?$7z@V2ZrFsrw9N+cFo#>9Ztr(R(ekB2_R6 zHQTr?&HrF0k@%yb?nbQV^FJG9g?SgB|DDUn69FUuIIHy~qO&|V*gk2xl0$IUQ6FyI zKWM8&9)ICi{XBCI_@{Mew)57H3qK|bcB^?0$fTQ~ZhWbU&t8}meb)x>Q_k) zaCPMWxQ3`T-ZliEJ_{CdzlNy)E=7~?!{)FAy_jp^cB90_{9r4P(u9nYH({z7(xWWM z`NR!E>puM-s_i;<>DlMoYV2lzyz20xf9^(Dc^Q{o<$kr+P;0b;JMSFm+K|VrZd;gU zBeW2__3@?-RWqr(Y9O!pw&PEP9Y=bK3&BlYU#-UuO$P7G5m8>xWR$Aj>`Bty%iu8j zo4T=G0&F;ufgVTX1$!}&kxtnH>PR|tgVz#&q!)!z2TIDF5{+GL5T=upKWc**)P5ql z2f(d{*=~Kc?g4+W0+nJlOu8x`Ix%q9?lauN+^}Pe(}=(jrjs~7CH*6`2h6=Isri#Q z;`m8A?H*8D^Cu!`IScJRo`CgMHCXV}WZ4q#0kRL6^^I;Ggf(ivpuxJtHde!|S6iQv z4f}Vi9hr=&2})Vy&G^9_Laq|Tx_K_%vO%A|D60~Gn*!rQP;u9>cV_$BUp#AeS%b02 zkhM(!2yi^j@0tf1JW|tHLIPnowGIM(4+!gYSqBtvA9Z9(pZ3Y-zDH;MdvVms{_n%; zO&fgDf=iHq^KK<9qL^sJ_KS2Hba(IZrCqMY)Y;wP7&}3*5MWO&T5i|bdojGyKg_Em zhm=$qQ|-`kgN>B1__E!?blY>^V{ZF`g>d&qvq1p1cC!r+Iw3i3YvE9y9Y59n8a!Foa8v>BpSD_SfUN8NYWjcVKp@VZPAl2I;Jz{6NfjZvl@s3c*< z_PY-5UuBLn`kPu}@ic!n3zS{`?~xGDHiDerTs88$4hs{FLOw1E0)V(SmUJty_L2<(G(xc>5&}oQAx_o;zliZvRd{pbd*JK+A!#_R%uDT}JCU ztbMIy=I&?hNuI$&h31k4N{5Xb>~b5kbbIx}!4i)ztw|g}Tq^6Rw3&UA;?mb{g zULL!<=V_bF*;&$U1eS69ht4>)3s-B_4wCJ8v`(ShQN_5?PTS_e_W=H;K0%Hi)=t;{ znxC}LZ}4A&{icti6D|4L*5Xu6Cb)0S_xrrOb-X`IJKtD3x@;Byn9W zUR*q5WCU({dYBgg&s8xIy<(pIReT}i{B0pyb{7|h;vRrEOHS=*j1=19tFJ7w{D{LL z|6@9B2 zL(Nz_)r{}{<_bNPU290^m5NK3?a5ys=N|e?Au}DUk}g6*V$#mZv0Y8VbI?%i zz?tUiA_5?sJ#M@QXloY+WT_W0Ca_gDtftZxkkmrhoI(E-6vO_lPkertWGT?)nt*cO%Wu4&Y@*lEnrZ{n!h_r? z_W(t0-M4~N_4?`Idj-ZRu6jn%Lc^LKTnrGw`Y6r=Z-tKHT3gvZb6WUnEm(lzw?B3Y z$J5Pt%a;>O8Xx#~fvqegDBL_v?c6mnD?d>#OQFvon0*JJO;dY~%@4H@G!cT#Jdb#^Z z_-C*6LX#>_GSvQhuqAb(MhrzO4*p}Cz}<0Q+t>YdkS}v##UdM>K9E}>%8xm`k8(6= zUB5S`7KmQi8gX$ux!c(iTpXV^ZN|h1)O!(_o@WG(m58NhXO)!@yL`5%n={W?lRRGD zJ?KS^r_U$E#^5a(EW3(5tM^3Vxxl7jw+}Q`=tStC#jhq}n`23P+k~3A{>RLi$zUtJM`*Rt)xtRO{ zd$#Ub6pd+zd%G}EWx=%|sKw`&cQ=nEPyBYig!f)b2Yrwf_1+cM6^t=RVS<2Lct|wA zk%!>Hv=!^4Aj}Da&A3Y%G|4#nhOmQe*jh|_(OLbB9BgJI`8&~sJA(NQ=xL(KZfg^} zAXAEdF1Rd1SSMfOCqG1IvQYpuLnmYs@XGk66#WgVnKe&g^sPU6=mi^WoS}PUk{F1n zm6%^tc!R)x4)j@NrVs&$dsKna}=Ql&;UTU8jix&Hr!AU~E>=shS zcC>}_Yu-mV_1_8uYhc^X?@f3p%V==w&@Phgm`sVp_on{_Prm;Vk4l)|dGky4S@p>A zDNkca$|E(_)_L*^gZE{j+b+7K&*n?t)mOw7^nBL$%j;J8O*O?%krLRDS40mRVBC(Y z`eO86nTK%sa`l-Wzy7v!WX1FhPbpOX2sc{6=0&q2UaT+t^^D5qQSp!fYu9}4J83`Z zw=UMUJP_R{!yZ>*FBnwf;&24Vmx=UZUW?^mMaJ2ZW#cm?JN^{jvY!BdF>n5CSj6~lA2gykM0Z>Hj`F3EV zCDVQbe}Ss!A?wn&C4aw!;Ay%1Tm$sl$U`4z>TJf0zvB{a^!AzQsS9>YW&q^EiezkvBV|Q_i)BE~w zdciNv<++1{1nSHSHkGB=rw10v1&(KvrJ1gpEtb=uQ10?#&!MlI>js3c*m(v}xd(5H{wCM?hC#oUbQ z42~|2vF1qIeqoDo{?7Zj3oyjSNFwW-*t}C;RN3REgE;P$wjy|cll&tD`i8s{&E!pD z#-=ChEU(ThK#FG)z0_-dZP&h2wz-6U{TIW^Fv~spoN6*pr*%iY=eYknIoF5spnMSgzKJkj>{%8yDZEYLZC9w6gFmM!7YD zC)EWr?4th;57G2xADI_exzMnTRA^JCICUy*u@Wv3D`t2tX3IfM6_ zJBMv%bux6gR0hH3P_N%u4AF|lGbBM#Pc9#ZTA}_4|9Gxqp;@S(++pv~KUs(=XO`VY z+XG%8O}Y2#IeR0>O%MzgAt!Oe%X!ZUQf+=o&U=|w3E)n|IFaAv?4Mi49 zj_?#&8_)HJ&E*#!H!1VN!sX<3^XcVRX=jjfqlZ34Cp?fz6PP9My9y+D6tXI|~F$CeKstroc zpY?1#9fj;$B;MJ7px@AlXwmhi;2^(v)oRlxmJFD3tpo_4D=kwBsZ{)FeFiPosGPLb zb?_pfVbbht*^)c&PCsnAP*Z2JZSwM%67b~G2`r$)(HvI^ZAOJjvp4TIlj4|z=Qs2* z0JfbhURi;1vCZl}csSv__DkK`@X)?6VfUJ|5y$=^^nfNnd@|R{5i4QSH%IQ>o>{y$g(! zeG@8LG{!E`0pm>w2e(+D>vG(QCVyk^EyQJuW>seJ@p{U(^^ssaheF0!#YgxN(-IekjiQt)_hp6HlHLUh#Pck{rw*9leF;zS1NNRMi%qMelcKcWlmI{gV8ZA{w&pp02WRKVq-fy2y?f&A*Vmnbccoux z_h{Xm(~$YdR|8Z2p&i_%Vf7Hj= z(lJai4kQ=*J@PGJ3}}}#(zuH(KG3fP%X+rU>=71rUSbGq^IV8a4!3+tG8f^?0zX*AoX zTQK7mWe$7CK-cYnPD2RvPkfv_Y-~H`c1Y>m2PDaeeATt?4kN#^{%xx@N6fiL(0|TB zDfcE42?VA%VNQFi*C4Amu)y8;59|&t+YvU;75?ETORa}UO5R>9zk}dY+rXO+dY31m z=e~Fwe-e8%8*kAk2(r3l*;E*O_7Hw})UTZ4WR}twb=cd*y1*j~bAeC1?G1IM)UvMS ziVVd^!~3O}rUOi6-A4|eDzUI@u(-#6AZa{5?WW;Or@~>>``m=bs)Y{>Npq9Ayj*p# zo&Af~cv}JVn#5Fo-G8CJzk#o@LYT{0k)7_)UvT$;PPrl?L3JMAM zS-T_2B~U{wc*t@Y)V$vcC|84{uaR9+8}EiC|m z2D`iUgl+AhKUpG;xtk0!Mh$diH zFdO05e>8Z4kUV#kl(i%yZ|a8tsGT_E52`|08}t_WW=*AIRC;d2VeLIh+U}&CH^X{9 zKLniQ^(<+JQsgTthMG`rZV3j4Z{BkXV44yg$WtCKu&s3{xH*J27cDJXly3IJ>LRv#uv)A zR;N|WJ40I#OYONrjEVo?JoYbix|`&oH!>@Yn(;XhNoxr&8?e@(+v8N*!)r$4oPdZs zf9qopxfR{8hXsEnjj5C;c({7eGuKzpn_5T|eb;qU3z2*65(Y_N9*`IQ*prg6&40gx zu=6$MQ`hSsnf1_sDR;_BYjb$Vc#$b>2!(gFd4K+GXR-TrYb88e{6@x$jr3uh z@G>JV)PL6H zDWtTH)~RV5%hh(Wt8;EZcm30ywvmO#(JX3|b7HbiFke+;gGRVP9|>xx{lIVtbBH8h zAuGF+uet}8NGvUekZ8UNqgzd#dn_YT2n|&f9la=f{8FQVzi?iB)VEBgn6BaBmqT-l z4nFe$_5R+3%L^M`jypq%pNp!+GknOhUikVy`0TU#?ef-ShAaYHC2YBpQrm{r#R$Uk ztwL;iVq41n8IN$4+H5-yRBf~~gjIL-3~?c>v-|p~zI>(Fo1HFAcs=g;qiYrA?N#S2po>qh9BiUp zp+I!c!#w5VVz$;~72$>+z}frw9*{`V@7kQcCF8^O+KT~nXK7nm>V=-$)#+mTSSery z5J|owyz}=7*8OB><@lNAOX69frJsy$pH|pevOGjDJE=2C&R)pvEb*&v-aVkX)?7(n zQzP8Ws(LZFMot?lXc(rO(m2R+bJ=aFFztr_#i6`0YZIoy05Jy^m9ulocdY_x`)Wo> z<1f=k6pSnEz3BR$kWkMh=Nvk+IFRs}407U(K7l(-{ATLAW@d7>%;Fb3>tI|(eL|B! zYB>}3l$L{8RqZ>sl=V&0i5~R^%ff?YZQUIunV~D_q_ycaP=f8$Q*Doo2%(o2ak~e1 ziIVx5owXakvgl#}-7sgdFnT90sW6 zqn|}KTAtis^PdT!Sw2xerGQp2ORxFv^CN5ybSXW>oCG>@~Si z3Bg6PkY6-o)($$K_=XWHk~xdvnn>UpW9!*e&akPk;^(-X=CkuRn1??eNKp>2L>6m* zq&uTaA$Fs-PH`eT3~-G2Xzo}iUSH+tXCbym<)gwpt=76{5}e5*A4296EC+KW^|&sb zwqX95;QH&@;7s|s#HN5w2&aY4?GuIa4F2CU{;?yEfM;EEG@rBvIc}dw+3x-L;efxn zy_xu4vi8DOHdS}0H1WZ=ini!CpNCXd8Vw4Cvt>-cWwMOcLWJp$Avdk=(aHW2zvcpA zf@$*!ewuWtnW#$8bbl7;pkkfi9@!!wIrnv|whXaXY$?D-vz5w8wVEdCl0qcDoDrecb&v8VGH$ z=PAmNh)O5XB;is*1<@kprJ9Qbw{#H8K|2~^2CH0n|GB`4pvd=&L%fDvf@K304%u~x zYjB#`&i1oOn<_^K!{^Tj9WwIO9&2S!JSGste~k|P<1D2-a;cKH@xAw#$K)Z7S`<6E zRMw$~2y*ze2hY{Qx~yRw>L`3Wpx``lgzNuaN}MF;SL00X1vI5`j-zAb=di zaVO82oyuF>&69Uq#$GeNr6cf44qYVHfHUaMUPY#U_ zHnhG?6>2#cx6n&z?sM2Uw1#01+Yro|aM_OX&VD&I{cpvNPr0H-iR{cV=FRr}85yfD zY&O8SuCa&Cy`(BXLii|8n$<&BTVK0{z|XxopyLIV6xjn zLfX=F*zd74?Z%^`YQS3Fp_jZ_&s5gqB@=TxofXukD7OG?qhI_$c`nctLF5DruzhJz zuc>y?k(0rC^UZzXI zI-cFc<9#v1zmQB%K>F6wqK~2iyiQm^DLml})KtxP&B;Jo-X(a<4ZeE^dD2 zXoHmmU^xOG_r^hODHdUg-9pa78~*!| zO&mZQHhe0o++o--UImkesL6uJ^!w!XX0_PG#MHt=Q1j;H0~SLaq>3M!t%xEdt#9AS z`X#G3Pq%2g@qQqOxO2er*K@T5K_0cpEc?iZnTRz6?v10CopmuV+1bx;B|E<6v%}FV zOYJqWi|y%>wP72|_mU`rok~1t?JAYA&Ooc5T_YEtHE{>eql>8y0heDto+QolB4g(9 zO&Fe`e#gBr&1;`QX^|v5Fxt< z-e3zRG^lx|EMMhH)G6W0dQbGd6N^QO(JA|q__1$&N=8s+wfHMvn6^)kxhfdS+qrw5 zuB7j9SoWUz~;KyrSp{6hUFQr`YsMVNw|YJFMAh__yg-PruJ_w@>)&q_ENuuzrVX*mTU?&nf*=&1?eXb*-ia z9Nf~@)Qra73y1B_3~HV3tzZMZQth{yrvUK$3k*qEbgAre>$+l?==a1tE1hP9_?erbv*>n=JnE=pA8T5Gc?lgg znEOg7}+=ggbgI%oTe@LHWRAjYfX{nXsTEHwdHiOmzoP^9m%h2?}$;JcrwUU_O?86CI zIp5G(@94Uf*@6f9AzijbNe^jfT%nUIk*r-o1iuRi+gmb51+?77?4L>VAJvkv*>1e~+3$oJQ>sN9l0 zpw9Lz@In1>YPzruERxz#nQ>!PIF6QAxQj>=Tu-rP?X$+>p*8sZV}&=f>beGliMtbl zdtlT^EYI*Y!VajBnAd1V=}|=98vKAR@lYn#8{b(PcjMe5SX%^{wwNpl zyj{=9)~iC?icLRQ)H04L)bvmflIh%AVCMnu(B(dX25VVVlR?IT^L49F{{VejlVSe5 zb$5{$0`zACrlB^0J1)?+M26L&eZXWp(aEygQOdHWxX9AiWXc}7ozF=| zNm02pvwGtWjhwk$HLBwtw)AWbsbiY{IhhWwN0Q=u)+uJ!J}ad&`L=X++;XwtUpj96 zl`jBdo{ocioiur8^=nlETi-8wwZrr#zndTo(Vo!Rp}Zw^Gs*`VrjRlWBR|D8%zEtZ z1U>HjGzvm3ZDE4dEQ;H?njE(HtngGsT=%9|7i;8HakK%D&!PxN%Z49%cfU++ z3p3Y2>l)E)IJ!kSKW!R`xo?V}oA>SqHK)#hWq{!Jl6SV>bZcAG%!l_nE^ZU65UX`!4f*)Z zozznFu7J5F^(rb+ENvV^*y;vnBFU(peLpZfI_56?w*eU#Ww1nQ7@JiOEmv~Mat}_V zFYC~}Nfo5~*<@Mt_90D?Ds+}31*bFXJ&rDpQ#o_{!5TxKW(s>H!IpE_vct(g(=dJG zoV@HaPP5Ao@i~P?>>p|TR>ZBsGbGu}m4vbBWfeVT>nCb9ck9O2XovTSNQbr@dHTN&5Xo-4~%7Spt+Oo{O4;E0H;vn>byf zE>|5XRaa2XI#qwJR%oi`L{z_(lclIQ6vvf|^upmYIo{Lrp?qrz6ZKHH2t8xDy6lRS zX~5o;;fopaCR?A!hkJ@6G5T>yJOU%m<0lzeDDu%8KWtXYo7Ctjlc=hzF!M};(gH4> zO4LA{ZNZ2~O%btm@EdnEPO0=#@1c|>7B-c6FhpJ&uqM*Wyjz`>_9}nFG1AKIyJqSt z8yVE4c=UW%zwLcfctj9&SJzzgRz1(Oak|4taU~$Yg>b>n){FBp$TH}L*YG>h`>LNM z$0FLLa+5FziHhRiE+3)e6l;0%@T|a+sR;ptqCXGj*udxM6`JWOZEfpmO=bO}Eb|F7 zCOe)=%dloNixTb-DoIXYS{5>791(83l+$TO)Tfhd)KLZjU~9+n`RnJmpPre+EE@&H zl1mm;77Wz}G>wy8#u?*C{4`k#_JtAy}gV**?R)_rpne0GUj=0Giy7*e$Ldo3^nsS;{O z*x!zux^Ygewm{Tc?eI}=D$(#P(|d?sTSrPC?`*yKZS1+6mrnZkxZ0Iz@oQ3>KLg^k zY&^xdC3IBvMP`eFbwtU~#Cn*WF>Ch2o>Jq-1Vs{=FGY-Bktt2$#sD@2fv?X{8SKrq zA#6$;EL232iX3tlW6#(?Zx8H#mvhNW>q+({XG~rzmw5v)E!otcIj;Frc83} z=x$%p#7L6>_~n|+UdltQ^A9l2PxJ7gG6sR|K|aZ(5N0TRib*bEZ$gvApONvCplfa% zdtv&o_}I*WL6nUzl{IjY2?q@xrkhO zbcPVJ&HO#2hWrz8h0xBQUDt7I(Ty{7v>@-_D}M5kh8ZHr-Al1$5_44Br`**6q?!2` zlRzY{?@lirGkw)S^y9CEFT`OzH9=*Wy;*QxrBR>>cal;-rs@zuWLWR=s>qPJP@_oo z>}_(1erh+EJcHh0c}GO4Be}mUF!#@U$_h(TRk3W&y~)hbzGlLircyZ@dGd=|^Gc70 zd%FX*e0kgPjEnhTh&hd=X*#C74!suA!>gLaGnia7%`LO)tmXc75`@|`5CHnc<5#GR zP0yHPORBzGZmLjm-l_hQ>0$tb=^P9B9u!(T{Y?Io^rq?fmO(eYYyN5-h!cK&h=Oo# zu?G1l51j5zzBT+>@%BNXw(q5(~p&Zdk_7T#p}{_PL2=ljIBh~d2i<*4?- zZpB5DgtOD$$;BA`qvOqJhl1)6|GgX+mmsNamFUKrz^aWznT97rxvra9wtrr1-W=8s zHJ+So*L5P8pA`e+a(`WV_A8Sxwql#@b_lu{@a+6|6FKyiz=(?goX%w8Rwxq5if350 z?%NMBO;1kgNBUc^!4bX3!CLMSH^j@$42YYXK(Q3vRO#A{z`B`AK!!yS$#x>?DIfiD`9pa`E1in9ov0yk3M^c!pBxSD^VGBzLwy7|J!I{W8kKS|Pyq^iE( ztUdru{gNs7bA`vWRvtL3~++f~dznH6NbK1C834Gel7pYHyM%y%LD`%_4=<9iML5(I zSWeLw%bE)P`xCA7j-T~gSBLDOX>a)XS#HGSsD5BA`GG(zxwxFysw7Fc#H4dL{!ZHF z^o{OQw=eS{d+CVo0B)6U8kSm+gZ{9P*PXQR@wF;$_h3s(qo=faP5K@@3Xf9dSJw5k zMYUeTz0BE4hOIRm?156G#x>7;{U~#o`%y*z;FHx97rjMhWUj8ynzlyjNyn!u=g}4c z?@r@(AMN$%^JS9~qI5+kp5J1-6XNy)>LwtY?vocBygwM8{D}4xlnu?xU5xhlwFs$@ zTjd@g*=sv$m`4s1e%vwrU?WR*0PlDbKsQOrj!c=R6mEjp zDG33>?*5r|clRmk3bs|dGD)aub2Ey=N?WfUe5zna{Vv>JW)DOn7jG%~1@(C;N+aR> zNU${D(@}@HR8P=W+KOw4B~{E*@um>VHV8bgS0lJ6y}t? z;TJpqmD(EKGb2k9^F`toPS`%)6jA|$IbyuI z+dwaErq&8dq8Bf!Tqh609CHj4hxxeA6`TRE^e%{EUu`>VMOK+?XTUW>kJ6pZB8F&5%2C(tA@As z8$${<&);5`;V2^~=LA|?X(XHYvTKWhrL^FF7aEOHYb`iA0)x$U+H`1<-30u;wEp!n z*uOVVFC3?BcdYbtyP)4YM+wjH8ntm}{VG++(mh}{hoWy+RVaMZ&!{R@ZI1x4U56<_ z@#aPM&(GD5IzpiN#SlaFf(TqNd*lLab{6+vcB%fG=4eCx8_lN1YnJI<92fDt8lT|g z5c#}}PlD6Qg-ah?3rzkXSy3r{RfD~n=pq=2VO^wLF>Xc}Rl@Tsi%p%Rnrig& z*OwGL+&WW5SyY9cpnE_>ZI*rvLyc~VR(TNvu)gHCJzaWHoMQ)PqKg!0J3Ob$o!4$u z-|E{;C1v}_vvUV(mV-?=V&un$@V=L=* zeh*9i!JyfwZsRl;4XdYHa&@1zVh-Zs{0?LSBEAt-Q$Ky-kc-mX0nep!N>qG*wWy$_ zz^A<)7MP9w3(*YUg8o((tE}O=Ru+X^%oFVwISztGkM#||7+e?KaoGeXKAk+-I)PR> zPV9Ug7X%i?p)AUp%8vTajKlJ>pMO9CtV)NeCnr<=3)G?k=I7iimur$#pXwG;xRl93 zVNG;Cno2DO!=k&;GSOQMG~$yq-A)Fai-O!K>50 z8AIZ$WPYb)>2X&Rldiue{~>-rNk;eV?*)cU3~iCb2^2s(fe@ACH5=B#A>d>s2;=IR z+;QU}4~@qXGU1luk-k${disaZu1REI!oGV#xo`p}?E#-{z`;XJd^gIBNXchBj-X}$ z8&X>{!NsJcM?l3mPiMdGR8es)+VfWj?Gx4KOvP%6hh&~0qSx8GK}O9i31|Jn11|(+ zX~%Mrv`pzZtq6t=OWjjbP(jmUZ-s=#w8qc6@Dlrn@Csdq$$tE%aAT0aF5Ca-MaP6hz?+md?dBb|TU z1HiF5rYtc-)8*3|g7LCE{k)G3ZGolcFI?$dD%l`JX>i23%7RP+vWK}yV!DLYR@K3f zK`1ZZRb7O}z-xl`L+acFMUZC}ByC~Z?UhH~(FsF}a4oF4-k44SXlwj!^LYg2HgoDb z<-|NnUtY3kl8#jrdIQ0S_*=l>48vwypmcMbmd6|M=%i(uY&YTVv6q71(1}VT5=|f8 z5KwahQhf-|y3`lr1h@vK9(p)quRUYoze4b@%@Uj1BEV*`1^X_01R}L4H<~**2YC+@m|($YhJh-BWH3q>F2S_l=qMP$F1pb9U4+#$#~?E-G+u(cQb<{0cY<62#O zO0GP+;BX2m5K&8y?I9+s?ZG&TKrV* z395SI-LTqy=cuw1Ead3o672Zy`>!EmB+8)KPhPtSJpwkDzOeNUp!;GOflG{SpZFgD zy+A_0%SDErkFFN$x!SRpo_SL;4N>UKHeD~qeJ-WMj)(~a>hw??U>9Y5ux0%DmgZ(z zG3qpQ`+S4lR3kXwcGj&a-%WtU#?+XJcjiz`)9 zwbSzrI!AZ!hU6!}JjlKX#rA1QD~TnU3Ao*t0{;MZC6sLl1QEBLy>Xb;tHrlLzBpQ1 z6i=D!wlgRtI)FcxCH@3-k<$Bg80e@aN8yfvu>h-`v5`Pt_P*FjjMi0qY^Tvg;m7fr}J|E8ax95%FIzhPJ*2hZK zq}-8lY&E!^=S-!x(3YA?P=qGQ2^Ip@0>j~PjjCy@Y@O~sK6ubcL9iQn^*GoUeZMh* zZ0uEA1L~9tRb_)7rvf~t&)s#fpgtGlJ@2g^V7B|BvDY$a`1CGLMFN=9^(VuN6b}z(M zaBa60H|m9`6Wx{)<6`|TPp|LBlvgX!m~q;cS8%B-DG7rmF6v1h@CvaT^al*y9f?-M z&lm)v_9?hOEByN4)}JV?F1BK%{Obap0jj-9B}SUc9zq=wVyGykei826bG|jwJ4ng( zklWF#@co)WKF*~nL%kr7P3>!35xKq(<_an+P(6pfTOVrEp=ko?DNt6|_!0BQ*mNpQ zIujJSbv>BS<0nHbAp=8c@&keA>UYChD|9a-7NV*5@})num3u>LY}^al${U+`Vk!GZwyMKO z3M1i+&dCC$L8TM%Tw%+i{Gv-5`zt2Ip_zjt#BJ2d%L`xXysSjx2G)dfwLO9JwRm&N!jg!rb5kgr6<(kXHNrv4J)K_3Mm*xF^V9 zTY=b7)Jk#KRfrpL$i^Rb=dY$a*dJanFs+QqI}iu1JNJDDm!2@>@6+|iVBFf{(+MFX zA~jr}=wlLu-sw*qW35)(Y-C6~+#FJ0xLMwjz~tkuy>#fB9m z28UuH#Obixi(({NBv^&s>9mgY-1tW4p*SQC3 zrZhQDKp{=t3LF%YHo+w;sq)4o17HouI5jcYpDu@5dV5mSS$PR*MP153(nmplyYGYJ z>jYSb!hjp4Lz9993BC5esmDbrAC@W0SD_@A0QAnN0-)mvBk^9>K6n*BHM>ku6CgT} zwFClztQ8&r!yk5@LUA4F4LE#BPS@#%oL4AKKSr39Xp$I8`@ofH1cibKzosUlLr#9p z)GEV$DhCl$0hZHX*#11@LaA&a1uY}HNcx}&Pz9kqUVlTC+Mg$XEjQeIlU<*gRfept7Tm8MFT;{r)1Z$146BGiF$BZwr~ zK#O_b5rfr46on<12G=$t3)$PWT6RvRxiYN@@Yw|^?#7@^x?A$aVuYnMk(Nn9Fm6Yf zGuBF{!Oc|`JI7qJ#afi+`}yyVU>;`enwMR!OR2|F+e53_B>?`m$1(Kr?xeOpN_hHr zC%N&jT5WRQh+}JQCB=r*?=N6IagN1Cz;126H^6BQ$U=P27VD3Zg11N5N$q6xWlE}$ zm9mtqFL7*Q=2@+y-h{KH?``nqN}B8yrWCVeE5zG`ao0)p+YIr`W5skE?t0$i9ntBb zCCSS!qH*+8Dx_7KPNl(m#BJc|jBNNeaixRE8;{Qx^s208KE;;1=ZbtO)53ZjX?HBh zm<38g(A1PF?Y2@h0xe*C_vh0B>22)DeOBH@PFCRN{{WUVOYRF2Rl(eObj9aJrsdky zVu@6i5h0_c=88N?K3z6Ej&MzVo#h$fA#`?l_mV7bdfVk}SLo#UW-G799#QAk<+$2{ zl1Mk+-9MfPF6H@fGJW`e|@k#d1J`q z)Zi6pS?;4vP-QC$Z9eKw=}G=rV@GO1#1^E*ZF)f$)SB~3IeRIoaWUjG0L8nVO`dU?AZAMI5|oiV^|)ej0nt}c1l z>~RVXetwrf>!#)v$yJiI1#GnWD0JTTBllr0Mo!J~1?6SxiU8b`9Y@ml1B^g+B|i-U`_y5J^X;sUCQGrgoiD1S%bE zO1eQxd(*fa0uLKw#WCi{h@z090Vd!o-wTcHx0VXW%v0m;WvxgyASV0Yfxb6gO|8+( zKaWrBk?kp8NDAIxX)AW19N46#Hd#sMZ{7RwC$Rq6s(D^K?7sPF#Y~vw^tR|v-?>pu zxHmhe^4R0a12@&ZquLyJsX!6AJ9=Yj&Q(JxxrmUYyxM}piBZ%Iwm4ADjxuh!DqS8& z6s-D9OzrKaf>SP*(ws;s(uWEZZ^2FW>GB)lmYv)7T2ern4d#Hh;b7SLZ)1M9^ceZw zPVKU+nCWrAl`IdmJKUaiA3{LG3w^pxTxG6QcE#*0dDMB^%Ett|O z8SL1_Vp8W+WxmqQ)Y)mvXgm!*ez>zcIPJn4ObSk9b6kkvrMV5Pq`HqI(%=t{A{cSY z9*g&8(#@L``-xu1)W{jHE=*-Ai(7``ZV&xoBHyp|d>Lj;Sx6-=vap~>fniq`w)Wb_ z-_IX7sr|5Jr@mm_9oxfJ)?Gw1!{Q|+^<+&K9dZEA*kWx1-+#gwUnR=dRyJLFB02VwaK~C zH@*FF^Cz?Z-77gSJ5^^tSX3u7L!srp-V%=Rcv2Q`Yg?}=wSYMEZ6mjQ-cpcisCgt6 z6%{0=!uy{ukIN2yH02dffWz0q7NognsfMJfB`Vf8JMH-lBzBvhBzA5o`I>&2G)LV{ zIz&_pKkW{F#m3det_l>BZf-Xg#b+D0%*~-sE-P=cn-X*n)D8!yt`IwW?cNq(%2bMU zmRLlXIf4w=S}rNIcWtjx+p2BP=g{LN(@rv58_%!C;?x};xTT_|{W3H4Xw1i)wCZ`L zluBDsH_{3BtSkxOo7)?jRf$c(-*A0+!X-Pm9KBK@*l<6e7>2g9Wl`8D+k;Jk z`3}3-{CBtO<%umlro!nK;E#tmqt{ib$L+EH%IS57;?nAL&+SCb4g%{7)>2z!lXlYS zNKv<4L~?O)2b8c>5|MIA#5_tXSL89~?n%e+8;bY_*Vu81D18bVHE?gwTmx;xYbxD0 z>2EwOW`597k?Qb`b)aa~MEf*nSr>Ruz0k-{-wr2WM+zJ4ahk`e(lwSv1#GbrEH(pu z{c+2p=W(ccoz4bRYBHrkk0xX@4fhZf>~$K-_|p za7FBFZ_wKlO?n=r_Oppnf$-k;-x3f_tSyMiBKkn%jBQGeoj}+TwXpW!OYm$e+!Mw& zGWbG;i3KMA0MGQsg&l%H#{%qlxjg(ZpX?3p6Az}qk!}UPIN~1h>AjC0cpe-(Cg&NU z(eEbX&(z_1v2qmKkei*c(NOnx-=*;gN$`TJ*khgdh+4+O&kC#1a!er#^**21>y0hJ zjN8kQlmNF78&SFO07)Moc=P9tXpmBFR7kzH#$oHI?04K>73JxPr1?gd^6d&xbJ{5o z9Pd-5WpR*7hmkhian2#Pk#d_+oQ)EP7AhCH5mH!H?O<+;9tpu@J-){H+>>GtpRMp~ zlJ-q6z_}MBssx_?24=6ei-X)QV0ocncG9pVw1UCDt`6AY0G&V!`P*}gjz+g)acxp%eU>G5nHq-Noa0EQ$f&6a zQscszqd~ukB&j+|hZhFKovnfp^U)6mD!EHA)0Cs9QsSlN!Q7caBw48ZrYDpU_?1U@0Wrh|ZhJVSA{ zx?2e-y~5;%7*z;W6-h)_8*|woG2GCwt2h88YB%K4(c zkF4f7DfCE|9YR8qM|PBvYlCG1Zf-5c8(U*J)8VZR)?n2n72O6@UgqiiH*Ee!-k5Ta z{w$1gbli|(NK#IpON?TjN2eSN2!~V6mr$!vAOZJGN$OEmuYHz;*zvI=8sX-|Ju}#3 z<;vV=Epnwq*3s+xL=vA*>i85}ElD;W>88hgbzpT3KNE`jx7(*@bUK?<+NE$tapWW= zF0`Z`@lSU^8;z_&i5^1ueT^n0=ER5+*pk}qrA;g>5$R*|`QbRpE1_zOdov|_+@GKI z#xM#t+#kystt1{46n4_AVx)1TsA}tpv8~S3pncmYfwhJ?YwkK@6)U?zTF62Gxz)h1 zzW)F%@sQQX?}7e=J~z5|V76A;&?}*BfwM)>cG8ICL0;JlSmkp__&hJc}RblVw~g>C#XOC-{(7KL^U zk3nK91&ESmu$z^5Us1LBu{ZSF7$%=wh2AbTSyC>MX62(=NByLLaA~oBmfs9*umq4l z=Y_40NTF7*<{C=~mZ}10NGWjwJXh>g0!oUBP_P2S^RUL+C2q4an#AdOdP8fH(0zUD z=maT3`cj?BdUI?tIR-n+D|M8p=_t0Jx=qOaF}Jx$O|;tnepshCwZSSb`2xqSDQ&4z z>5}7w+}wn$euo&fnJBM184~ok2^v;~Anng121^Z)d?MebH7Xlqn~M*R7@Ldas$l19 zl%Tt7U|TaQ@yfU(k=sq^Q%Sfo1cf3v2_hAaub!)LlNZMTjTt3(b~lxUmM^{ zG!#Z?rHL}ep>&e^j)CcZF^G*_jKiJ9Q7Jo9so8(P*P*a1n-xq7oH_|R&NJKUWljfL-P3-!1-DvE>$bq1xh z;2Yd5U}>&G?}kbQ>@{=Lx#iHTK)#wj$KX5mZLx3)=QK_~Tp>lqQ;HIbfxYsc?Mh%~=KY*5r{+LI_a` zPNiD+KZk5{7WQXT2(C-Bfj4nSaeMA}2FD!7*GH+9BjYE~VRCyP570b9#Ba_BQpTBW z>lPQ|18kwfd|$_|Cex7W|46%uXQMmS3N#hKO9_uy-FN!&F~tFQDRsvI*#G?hKE{T2|k!c%fdN%xirvG{GzJu%lBYL7o8o!q$xRB19=d{wCdEy_m4JSEX!LRD?g@Hi_@ z&2U6s_C}^%M}f%a-wNn0oVz$(0J&rGd=K^k& zorUexCu`dRbo8c5k8&-^Za6`QKQO5d)O*;_>=fG|>06fJM2#<=&}{>gz7OCe1*x;en(Dl?;cAfq%XZlZr=W@q@>u3Tcx`7-vZoa4zyZ%ptjU4 zpzsG4HtBpMC{2Z#`Il_Va7XNLQ3MIqSV!{zRHsGQ=Lu992dH6eVaGZM&ieuPoz^| zQzEp?NWlniW3{zyz0Xs=4o6zq2}((_cet=Nw>)us4_sWLlG~Cak*E6@WlG~&f-8xB zDT`5uX6Hjux|v?~HajT_JA-RjjxfpfT_xlNOQ$g5-2J0LUmkuR@xpy-fhGA2<{Z51 zQ7Z7#q#;fM8+``lO*lHF@44e^W2l+-phH3)@e2Xh7LHoWQ7HPSKI-LEByS>HySSsjOB(~dfFlew z3T#U4J?ceHIvtH61+}8a#2zj{xjsjcu^5*K!QB@L&R*#i+>fG9WHXcYblLEfPLLX& zqC&5}$7^y3_-}yH{)8DGLA^gSRpSx~P11)492@oD&zxDAVzE-oH5mCfHB0Xc$s&_f zaYUk8NB9mK_+CgGej#Jc@XuV$aj4P-Dl|n@t1b&S1(E{50C?Q!gbqnJ<7`Bu7s0$U zN-KA{<&63CHh(5%>A8|7ePPiJ1x?3!fR#yC1+)--@(#k@cter&d(Li1%WTqS#;AX4 zTK0&EXejq>1ppN7t`IIyCgR5YTOQ}jS#D&Si&>XAzKN62f4jB+0HZ^>;Ry5C_|E$a z3<9QQc6%VsQuCwoOfr`#~sz*SPLnVedBKjJYO01Vy99yT~1dGNb=9BWD( z3TXPVY$-=;_6gjnt&fjS)}=^EN~9@k90K42 z^Xc)n80dNWxYKRMVq1a4*db+V8i(Pvt&gmA4#Ybp%mVdJ&GO8xM1=*@+VKPBU@=Ou=_Fk5B5Kt za+z;7qQ3_<({i{sB zdyYukW6m^|O${qK;nPNOx;)R>m(n{hWmss-^5lo%uysaD!%=M~eHZ55SK|1zApIyei^@k~Dryfggtu6aK$RT$Z1vcc5ye*9uU3+pyPMKrhfwrymiH#v`H%>vP$O}q? z$$Xs&zbZ-Fo(2YXciX%?m6(kdWl85KlbuwM^G8aUlA<*!UTGu?gza;2h03qcbLlZo zS#hkb4xkOrxYZ`qRc=n?AM4KwHGiWY(jJs;E3&M>pq=$J%3T86qym)?f3CP!PhoZ) zZhK;l+kRJlDM-z3w2*8;DY}oxr(etSD8AXEM+$ltbcR6GKygHR*jtm*`+ppK_LG;p zL(7bY^EO(qQ%Y7_ZP`#>Z3SO}M%E|Getj{bR%)ukkL+zOQy|>BBmAoK3MrI_HwAmj$ykoDs5ohB|sDM^5+gYW41iyPl}pgt3ExO!q%mo zBz_(KSQH^BsI|bOJlLe=e4kIFcI3)I5@DcdRg`q7Z}9nH2euy9D0S+mXA4SO2!)&2 zlOeLSd#P-Ml@)Kv>D1dEC#Uw^oC_*)qcKtAUry>e)T{83Yu}rk50l!v6`0ba)!+#s z(h3x!N}D`_g#rpq?YOr~Vpa%7R#r~4EaKpoC)POKqtIjm;);-xzrDx=?R(qP;d~TE zZloy}GPDha&5iHy>5rP7pZzWB&}pntYpC|A5D}q?4kzs&Xbp7w1Eryt0;q@;R>=^dKmMC^)u`ZY`WbW3k@+--C0HoLTF(i214v z+`frOg3F3-LR)-y=|qOs6phKaHy60Qwzk`1%Iw4GA(kt&sH&<<6uRt2gA-8Nk8-e{ z97g`?wmyfE#uMp$D#AT-d2OwaaiP>M)>z-vVQaN2>-ke7RP&P)T#l@|(Wj+m4m0u8xh7Rv)dgJ*y~&@-qM2P8tEo5J1}=3Q8|{xgc5mB(uViXHW|3BnErwzuJM5_%TxD&fB%wp1g}Pjv zSaG{fF0zNiDOy$nfl1YHPeJ+f<&Cmonw2ChJx)2tb~$DW%akf=jwKMXH+wV5dl_FJ0gAfii8-yup$0tJvI_Mn`7Sh-EowJA z-{dW9Hn#E>HgyCY$O;DjxXy6VDn&+Gm6B4wQV*^qp~1o12;He>7jkw?nVs8|>uJl{ zXE@Vo3KAQ>g)~7UWootV2s`0|g(9N;A~dR^5G1~U@{oaKwiY!d1AX*@1^U|ka7rz! z4SUdiHY363!N#&yMUCuwf5#fya^qqzf%V+U11~N+m2g^w`BQ$=a8j4HDQu2Tz4ZB; z4xQLF1%{}MRi4qdEw1RA02)3(vkO(Im+jX~+7ShtBtZD@&;QHSR zn-k>QsPDC}#qr*;)C_AEBw0r1rZ}K;7uBF&%;OSw z`QLBX83VnA?}`;5He$(nTQ@{RJjXzRQE9b@n@pBMw5>kshTM!{BP3<_pf>@?2ufQ( zZ(9VgvtR|mMXX2z2Z1ADYY*t-Jy*Sk_vwRNs;m|`-O#k=P;r<-B{MM9VyUm$tV%Cw zK1WzOhdUf*mh)@~moLDozLHIr*@{-5E2mHgo$NjsVYb&6zBp64I(PlpYa@K1aVy;8 znDddLE;Sz@u4P6_3yP2Ri)lz{3Qn&dQmw*9*Yw29znrrLNH*njB35aRJT;W)ZN#^K zH3j~b!Ry@#kTk^(-sqo~V?-84F;HK+HQ2_M0!1gk3U5g{zA=2B9?az&Zrp^6q zZTezrFM+2e$W_km3kg!JtJn+jdE3t&cy$Ed#H-rpbMnIFOC-M}mmy|~)K#Tj;%z6q zKs`Jw2XBS|Wa@8g5h@d1%{hXRHbTWD}w|Z5pjQq^|m*p6&n*_@x~#s_;@`!<2xGxW95moz{mnDZ;n{;bBvM& zw>GvmB_r1bfv6x2^!~WT#B4{dH|ZDHSe$W5)yV6C0wIJ8<09R*)s5w}-0}P|!q`X~ z4?F;A&;mC7_`zr!gRsW+CxdHaSp@JehhRl9kh7?!}^6g zy|(^_2E|B^?8&hNUi|vvJM_jMA8g7`I}v_xQ@g#can_rUo&_iQ3PR%H*(*bd9J^&C`3v;plYBph$6c}4aM8Ia-=^58<#7ia73r*3*oNP>KOM;m z1H2(B(SD#GE8;`%R$J5D#$k8Z+^Agt01O{26?m=j#vz1~R6xSktQr;Sb?SvFgCXit zq$MfTu*oGt-7Ivltd3t~b|t`3cl^2R@3)3uZ;MuBn(P_Q4L9~=^L5U~L^2LkF@ zemy~_8F_>$E&`PTE(o_@hd36O$xi(eBUPZxNnCjit+DsQg^$A$5hgmeOUPHij0&e^ zm{iDZ#E#LkY14IXPo4gE#`h^v(1O}p(g`HkTl2%yA3&R+iE$tsEjw|)@EGA(KJU+e z--Qa58ld9R#Wrj4lx|AGjer&d`0awRq0}O<5%r4PQ5&g19sLF$Z)Lc(J}5PCEN$h^ zAl6*d0poI@5J~*8r@N|es&Y-n`db3$&-A`4Zr3|RujFb&(pO4M#tA7aK+;CW=D;6J zZG#J*M3*K#MpcU&aw&?^5cNs-R&{DwAnNISa}~6X(WA+EPP&yLMBIe}PW$hEyW^Pp zB;=JJFy#j9`6i@)p2T@#eH1)qp%KrF*aLf8esKVhK-=eu6xnV9&^FO-*vh7I~c%nj6p+MNBC(DCwgA6S+ zQZy8Tp|<;r`4Nv^D`UsX+H}Yj3K@N3WK-PAYh*Yt$>bB%dEXl;)%Fn6j8z&DB(Of! z3nt3m+LPuy$2c;jwAu@fEF>oTt6~So`nD4*PB%Wi4xk%#boi%BjwK+WCjS7a^FCNo zdSy`vr8wM%Na&fE?1d$9>H89+vfR3@w~#((esJ9inGu-jgoYaKwnCc%;^UuRiSzTu zxB-IF9b^SIKsQZ|)3u27-qp}9x{Q6MXWzc}8K*yEI>-oPY8my}%gh;6wdjsVyzLmGTNePLa0T zd2xh#&(>5N%L<7_lD1>kT>EsU%Lz6EQUTm3@wb*G&YFkhOB&9cpP{;ab@pFPGK}AU zHDhfj!qEf`N2E>D7-7q~a-T~u<@G^)+Rb#;Y)&v;dtF2Ui>X zK$E(87dUT@+H{1C3Il!oz~gU;{V*c2mLk^U1UwYXhDdTV?WiTj7kxUAuUnmt$BYPv zohpzdoU2o&nOTQ%AG#njA*<}+C-!#VQf<#0Vw}@@eUG%?lHhHtR^icN_wovq;>b%Z zr**i!>;U?`qhY9x#rErljJK1P%)hRy zQyZ64DYm`)wgEe#9YC?)&f^aa!C}Cri%4-QK}yg_Azq3ESdUCk`)=1IMjHHm5#Z=` zw7!Rs;w%&t+Je$S7x114HyeY+@M0=0r9IM89Xge5g0~kQVEJJu>bd=!IJt47y(22P zbvYfot;$}bsJPhNmTpu_W8J;@+YI$g$wQ;Tk1Wd-2dB0b1&F7-a#o?YcWv$Kx2_^m zwP?~YYi4zx6H6I3qAOj=No7Tnv;`k%x7qh#Z>v_22;YA!1?(lHJ(5|GHEDjh)2=gB zQ-bmvcK#H*uY2jei8dnV1!(zRwN;*s%bW@frqoPW2y*R21A(``=b75qw@eev8CIk1 z&1T%DLp8=5?p|TV6t_^0Ic3{zt4;JPq4d55Sl<5s0O+=!M5%B#G*_W3QqHq$TwI=m z@+RNA1QL|G(xW)oQ!j-fXi_x=rrUxCAl}4Y);Ix`Yn1%W5mPD2dOOk7rl&-BXnrf) zcWVN}uE&J}6b|?&RIbwU+;3~CmlW%kZZu}msmTtT*$t#_qkYY|9O5U*gt!=vGsggohDr@Ik z&n$0s9lG$5upD*5OTC}fGm_Jo^Hk?))uz?nQUrH(3Qc4*zIG4n^4p2OL^*i4l#p(fv;s=zzc!r zZ{hR8)cSp6CsyCi***)h*_N*IyGCmIrs*3eqCBkIQ+BmYnA7TVJMOqHxSEdXkln}t?6ixgf-!fk zOF-ooxwlQdIu0FZ9oOKzNt_=gND{rlp!sor%G&)6KeoA0>hy4!oF^x zRT-$Wo-%Pq*O1x_NQ~*y)mA0$W4e67-M2pCuf2&FYE|O6CE{z%?#T5{!aEwSI2bqqBV? zr%tLdpYn_)OR2?Y*=N9Pgqox)l3Ka9+N6@U)PC_&PRhd_6EM=VB^o_)l{qfKl!COl zY?6WxjSC0dT1c{i-6UAy%QT%hk&mZ@c9G(0pZYW_p~SsI?P@!^P1Eg^)gS@A_iaiS zdGs|;%ab01P?D#X&|8U6NGb66N|HjyntZYE)#eJmc70GX ze3iqarFvx6l8{#M9`kVl8=gMY_(w~eK$k*|*<|6I@~u68Rrg3|FhgW1ZoJA#DVhf> zeX^x$>bA1AtcE5NA`rFi00no%dHqO?T@W-4nt22iEejV)fgFMe zBHnm|UCfl+xXUg{OOHyFu+&Iw4Nu5$@RTR_tAGKy#CP5BTj=rW)n~|Al>Fa7ob+n# zCoo2SG7{^w(G}H6Mel2-#H9w;3nJJSyz83Wl4MMb{W-Cz4M%acx80)L9bA*t?R~NJ zF`5*-pV~kA+|6ypLs^nDRH^;nh*C7!5!R>N=58qEqCB z0u-4MTXO!JgZ*)WQiZ2Rc=}f)(mpt4j?!}uSDz)yeNjy{I9gLFU+o8-ukQ>006bZA ze%?DkZP@L`sHs}XEUX(O4>DD7Eq@U^fsdp$Ud4MLttCsWc4?Mm>IYJnO=uI;oq+P+ z6f(Yz-HPUZ*_ewLC$SqQOr|P4RK!!U<4vfwtG+{PN`WfUP(p=)4X6v-8b>rH_C`5+ zDdXKU%NeJ(>g`LshWz&>IO0^)heEEGFUlL>X&hg#!vwo1`b*{vp2zlbp&@c$A;awb z_lvp*lmqy0=X+z;)eoQt(e6+tBpU1m-%u=76rukBwhj67=rF5P{{TkUXA)FgrRUto z7gg++nqkC^{Ok>d_`{D;jr$MLX1z#Lr~NQ#47c4qO&0_pp>6oCH&u_H7U_X`*SA<% zik|%)YE3>RRx6Rz!-y^=O(8kbBNpB@xsHya zR*_(KKlGc+^K$G;C2`i{)+p?TA2Hq`nGK{_E}#>&#+#?6Eht^NTM z_4N5;$gh0}zLL~wXq5_qPMGQ}5~$Ti{8r#t*r*>P&|!7X#`{~Q=6~$e?3Y;;Mq&xh zQ(y$V=|;pUB?n4Ue2<6@o8Wk{&E1zA+3{@A>Ymp-VMb-i75uLTqTKeUFocz~&?J>K4$=E8MirPr`?XF)S*U{N|xC|&_cP?okGE1zj1}x z#?y%7)Mdu?GwT~YqDXDDD_af~0pSE+i~d&Yiu1LO)S=ggOoqw|y_YyZep^FGQc~Da zNLKd%sHWB%n`6S%-q$ng)~1}yJ>uyVXg<#g0ow+C}}M_rtUj&p_C`y zDpyZi{QSaRg#EV#_h=@qQk8Hp|-R#=RNoLhh%Y@h;F{#9>_ zRf)9rTSH8`+fAfdAt?bM4uB3V#j*3wsq~wRT$>zMTvM#mR$PeV1G{~xAwY>D*1EPf z1aa}UElj)gy313k&90`{54N2TDGDe;)CcV>eb8^emmXMC>71abc>36DZSZ>hNs8xz zG7v#JZ>yXl<*M}gU8rVkpBh>EvWUbwiu^%pG9{%%x4!9Y1eF1PRc(eSXx~X3y8QCY zM;~xHr4*xB@RM&{{utMkdt=IQdrq#_ovpZt_5S6BI9$JUwp$2FZNP0?*o)Yc(O8Id z?ITCl<85hYuGP4==rIzkW_?vF>etf5klL2g+(xt{q+DGmk+rSP_r+q*Y7{aFPGo4> z$r_blt6ulF9#+8m$82!lfmEhNtHct0jpQ`7ID4YCHlUqHkO?54EM&0BGkIr)a#@)t zG^07?=((CCa>P04*BvT1SxDJLi)=LmZ!u%n2hyu^dwdPK>xy5n{M^$$mF3E0H{(1h zu@ePBwTmTfk`y=oX5fQ-KmP!1+hYFI&`y)$DIVzaAbjvo6H=sBJdu=Bu(ek+L!r!# z9;THv)V9=?9=*cfAK-z>T7mG}n;aBvM1Y}t*jy369elA(c88i`RWom9rM~fTnamDJ zd2Og@@WxVG3O;2@1P)0D$YRbJo}b|h)PvO|4Zp9`1hF`z#T<%KX$FUcjko810K|Be z7*mj?MUa(fd2z_#hY{~2gT2ME9lG5)%aJ7l+=IaQ{_G;;s;pX%YPtQ@OiJ3Pt^`QH zs_8<#oGH>awyUWjSGm|?BMVKkr9CYo%eMajrLoZ|7V-YJ-^&_an+`K&=j678CzTVh z{II9mUSo|-?E15qsnQW9O(~CTj+PgxLG-9-Hcs}r0Qrn4#>XjXRyo;5{=0euj%}#( zzn@G*qqQZPTw^))y&-L-$DC4uy3{o&Cfp<&fIP7;fNZOIb@}32r$bKBl0dbs=X`J= zd*oqiE@G1AcAu0$L*g?G)Qf~$xnaUmmbT?ZXi*1%lfM{cCysr0!*S9jE7%_O5)6qC z$(bDz3+N1#y4X-lU~Ykain+cvHAbc~*o@3364Gn}LrDNw4gec%ZalHwUaH*|0_svy zOAM5$S@`ePMk(wEEZ)@qG!eF>CG56FZ492-1;97blL4d)$c4~=ZQ+$|?# ztc!pF=Hqecz8aJC4v+@E)_aW#K+7|rJn~tzWX(ajcY&=**n_u~y5c@jcRi;pMsl*v zF?B+x43HdNom#jA0uJM!EH~J1acdh9j*uH^02?HK9=LtYs)eQVVAWKs5zxw=qKArs z*X*wa6d!`EaDO~+a<&;$Xk8|tb&tBxP)WB0-)v9PI;Zo;U<3C+_+ndL%Blp^GgUU4 zq%|ptfVp$C1f&2ibtr50S2YSkTtO-rxR=V78E~B zZUh~{1aaqxrkw{$keH1m8*G#Tf6E#XL#H%UrkYX;g{+rUFZ$wb6>OZXBFR#P&N@hK zN+Blr1yIWBb}HMa)TTvuN$#8ul>{rHvFG88=#)CGHVRskm}W|NxTUSvkb0Ft>aMLN^!M-7(lm09z20#YDK33Xw`d-652ae>`+ss&|)6^l2Y;Opo7uOI9*< zwE<(!I4x@f`dbTi%BF3A)2>n|vF4Nup|I|iuEyLQy59t$RA#CpE=#Acy;Xw4Y6{S< zqXvmpi8~4D+isZXCdT-Vx{P*+?~>{X^F{vvb~9B*5F>4LYgF$f)T){$ZoF_2KT!N&;z@pFV0Xi_eJo-hmnu>$c7@LhW!Bn3uDB!DmLjY?nwEH}3MV49I} zxE~B@Q$UhW%NC{i2e|~Za6tfEU*d3;+MNZuu285jt%q`@1GW4+_4r%oix0XNH~C>_ zv=QCqT8Z2KuA#q~#{D$ha;A=Mt}%FJsPI)&D>jLW8W2g`>OQ9&!<5+UDpRFlrJZK# zaS9~w&f8;{`fY6aUevuK;~PmKJ|S~|-HG&Q?a7{o-dO_t@Noefq#N5{a8EDqQe@nK zR6l+`TLe>@KB{h_*LsVF^vjgGj z1KHuAi!_ttQ1!L2)XhF3;+SEE(!x@FBm}119fv&ch)|qCKyf$I$m$66^TCMMHdiS- z3-CuIuun=!i7{dwLhA@9*X-6dItlxx`y}4j zhbJGVH4ST98t2uD<^5AbLS$5&R-XazBgsoP@Q;o}_ zQSjs7Jg|2!(dqPuiwI)>7tppmPhP4tm&H~0ha!)ZYoDSkKs ztb z(xo#sg%=~rXppv+KK0Kd%pHj55LnOENK#Xms`R4%V_5<^SRgYk90x9a&@bW#efGk6 zHLX6%SpNXIa6Q#3^qL$WYN$F;RCG4ld`od;YycaQMfT$e^5{8+HF_^=6X|GEanKra z18LOzaYy*K>alz2^7X?eS;}uWF%|msgwClX5RxofjtSWQ5r+CRXUi=sNttmPjN=hG0%Y9YCzl`m~WxwDvf@8e94}W+JkBiMWwcG z%wJXi0JLx(r(w6l4H>&AoWj&@pz~DHcd8S@4wZNx!-WUYEfLu~1Fak+9evJ_PW3eDJN5b2>8`Wx%Si zDV6GJ4b{W2Tc|AO^#gKAq zk24oH<|iJPS*S)s%l3qXrZN@*?wUZ^DI9(xH^ex(T3=~u6%NqgkEu<>N(oia5=DyN zP(CLtZjd%jug(hPNw4I3q;Af0Je9i|LDQCM&yV`kWB&j{b#~GoY+Fy`N2oX{Sp#EN{Jt{IACTUU<=%vn?Yj(_EKVbSJ)1ZHUdccci;}1U8OTO~)R$#u9RE z*C%Xa9Xs$VQ~Ob9jdlsbOIRHX5yre+Q?Y< z5)R=$@{a=8lSu6HkliMs6EUF`$#t|8)nrOQJ^k%uBz?xye+UP|YxBMZb{QI&j?CzD zqP~ffrbZ6b<%E>F{Lyg#0DM*A4kV2#2ZA`U#f*;T*6xakI|6TO;<8pJrGLn=eO0Po z@K=l{&(&(8pY>&CZi#skv<{dyStqK+?Bg@PB zIK65fD3^*-dY>lp2vIr+P&QDt>~`C2$Ilunm3n0gmi=0 zj|F=JjExO3ENqsGqRL6!1sx>nIJ#~Eigb(JUK76?9lkfjYLy-(Vx09ps}ZSjr8HV~ zrv|jGCy+;8e~&xiMu}3WVQJYpmMC>-W<=Da`zjnG z!h+zrAd%i_vAMP%tC^m2^%pX>OG8pB?GPqOaV1gdsXUi0eNJ25XdCcVVb1vZ0)U*g zD=f}sbK0CslOKJ5-XD8o-l=KbD+B_PJ=+UdV1;9L!fU#!BResgjU5r=w%cvCkc74X zNJvh=TY>PlH>Sr@FUK4m{{VIpa?O6HMXEQFbELBTw@Q;ps;?cq$Mk9j)< zfv9hBhT4Tv4I%^e8l0BnMvRi7!fc{2{g-mT)i1qNs?J?fwIwAICpv(W zqWA9ENZGc58v$;Yxx$ppt3S0AH(akfHjfq>lP506Y?R1~_}vp-92Yk5wr&DcLat63 za+YV4RB`;jnPRsKF;kOyETZA5jT3KaVD)W#Tylk65y8dVP}`Fj)1AIO3{&F5sX~6A zQH+T(r69KRPNwKu6f8j=SWkgpPiIA0dpOQ0qqc<_Rblm6AqnCm>gT*j*$Ow-EIsY8 z=8{xEy};Pp&lQJjw1+!VrZ2PF18qohoi;5_e1}$2!%L37@wm!Z+_>U^1aN>#j`qfI zcIohIl1VFEjZ8CC&%?i}N0Cd*%Qr|IW`zf`ar!=r{v^RGNiRd z%*{(_5FU($E=Z17{p_JB1gHkJ6Saps5HVp;B2gewVKtXTf2&l=U5>UCN*rxM;lQ)+ z1#ER2l1}$H98y}vu3DTdT&ZM*(%X%ha^n4?GgBQ@g-eh?a-x+BI>X8U0EZGR2MAJ7 zKo&S{pjY7LDnk{DYTWLg)D(q_I?B>)w$=~2w5SxQd5Ja4D^;}ySYwW(c| zM{_=9_==Y0R%}{qs$c{)CHIyZYDfO9NH)0}C<`6!iC%jR{Vn|#4RbL-ptRU|3y~&D zyQr|)Krc#jq7po}H&NIFxxyP%nORRiueB`8?Aj~wnx@b0g^^1l$&TS&{9uo=ac5vu zlkSW+Q1a_^r(LMdlBv~cDbpfjt?5xo-@9!;;kF1QC!VJGFET88j8~w}VW-%Tg*NL> zjY(QmEK*029O0+ibSAsIu!Y6QRqv|BH|zOd^TZmf8GG2>n^}!d_EyqV>yjF5p&)tc z2mU{n6BC+0)w3dxo8(A(p0%bu8e&Iy^pz^%5SE^=4iHbg0KWv_ubvT-m^1X+uGV!9X$vu_iTK8zV%5H4Pl*PAIEzG0FnE?q) zkO>J6Ar`U<6pI~#tl(0)7-gt^6@HI(MJaFgSw?M2@oHr&WbOXyg{(=#wrHWrs$!o$N%nK0JklsvD^rpSVBNVD z4=(Tx+i$2xyrIp7#yV-FWJ=nZX@;50m3M)%5)j=wYODd$HcL+J{_6Vpwz%cUmphqD zrN=2I(dAm7`Z$}qzNhV3?e|J$(?KBHV|1$CSXi$81iM1XwCS0JuFlsE7MNfi{f*IK={D7aC09i>^{gvYU=oL2z412%vm}-GFu)Fqx}`TbCZ|kP0Ca_jXLYAi1~h`lt^eG4NZ-$V{i!u z{V=Uj`YC-RDa*UvpH7g3ZT;RuPFP!jLWbO({W|05)Ozd>ZF-7TCvjrUp zS{Y1XfD6r)6lqa63b*3i?r~&7 z?ZY}q`!!SpQ5M))kR2fjLD(o8+}zw-&*5x+4yt6FjXer>uaxMIgk4Hhh%B8p^CWG_ z=bPf4%l(A*Ra@;7GPzmEuvJT{GTe$hbue0v>nR9Jt3zo}0Hws0T<$}c;0!g?W0vg^ zE{`NOgpVF(PSPx@Y0Wm6k&uo9_lf*n?Y zOsxjQve*}CY1kW&dfiVXU(*fwd+1FMI^>E)WcG_thWw^` z;K#9{O*EoNDJi%hg>0d>2L6kAzvvN}AX4SdrS_3amgHtu<7~)|SX+f4kdU&g1Hc!s z<9t=(dlM*iFU+@5^nuATlB5|fr9#H(U%Z>#SoId`YaTIP=WO{Vyl1mbs4%)kLMcIu zBqcrL$RSO*RG%0?I&Wfb2Tk!-!1_PusL#+T6s*CP>#kK}u0&?qmZWz|O4~x4aRgra zoC3pRp=5fTtbH23lPx~u>&vXoQc@D1Wt`fRU@QVsZDfu178bU{7Nd?UV0kmmQ%9ux zHtph-nDVSgrB%|+N;3&!pv$VUZS?GZAlt)+hkIRz3zAY@=lO zl%2rgCx0P~-%l6hTspjvT3X=swp8stmHxM@&P`KB&eT3ivpEcg1TfyM25TOk6RUz z-v_^wSAtHS`+p)ZmqDm8KegP#RWS>01u_c^wl_*0R;4W5>=$B@=Woj%cVE&XZB!CN zOtBb{^V=S`!|8Rk?6lz0#zfbtm_2wjw<{NusiK zaFb0Qk@KVSX^P+Fe<6Oqn{h7RC5|+mVzBvR*DFC??%5cl5p~#=emmT4Z#* z%dV8HYG|c)x!U8BE;hfG7juVfZC0|`j+YX&zUp6PE-a?uwFLuyz9DN7WANV@!>5#G zxzRlEadgjA!fnQ)wuhcmj%fvJR^>`NpVy`&T#q4Reep`xY}gT&Py zNRGF9t!hYEPnUoy#P!1fC!sgJw-}?lDeWo@n%-lDCUN$u^G#8tzL12irHue2r=2LzQ%F;O| z-1^~58;V;F85HiAQbd;HFsI$sp|Pn%3)p$%wxqQFpxVQl4T(w_bph~Mgr*RLYPbt6-Adcy2gG1dwAu$RDjAAF z1S@{Nc;HG>Y>*N-xW{+3>^SLwm0FXmR%vkKENYsk5Uq-ULQ|-!!)}9{bA=eTHt09u z<4v#A8r2n-4yCk$r1^|yo24S^CjC!bK&@0oE}H!Et0p=-)dDYYKc63#61K+n7s zQ0Gtcz?)1tK#ENsbv_DXORK*n!Tuot6TT)Y3e}{UaxR{_@wqbDE|xWoX&@2u=i$>E zNxlT%EC@@6=pkvA_k;@#TLXb6CTB%a54TcjaR$Y;x8fu56V%~{T6Gj$6TaSK9f583 zw@gx%0UVk7{{U#-pE3>oF@}nTmG;Oai;Evgoei-08kUAS;C;>C2RbsHU z_YFUB;X+9YC(8Kb3Z%(MN~F@BU=C79B!0Lov>{;X{*F3RV0(hyIKy&Ha4o@-t8k(y zhtTp>zTMe9abI?=pYp_fu`VQ;;fI}XN>b};8}t{ouZulwA%69~7@_`_lu=Ra{I-aW ztR_lUqS9`p_(-`u2KephamOxr#hiV7-aHOS^V^lmeATK$P9fB&n<)wabH_O5Dj3o$ zG`78o$ZWb$Pl;NtK|O7?@yvUY$B{{-&zxCpT^}<*Qcl~COcA5H+2FSl4G|$kOmP&n zl{N;0w}koM4Aw$ZZ@Pkf?IOwP`4oS ze=u;jI!xTZRcf0=bQY(Qd$I{jM*i^f_+pc5V+}FMxbIW0vrh?+6s_rtvQWxR$S0}t z>TmMLadK&>G-uT%xGILqZbNDyu%Ws_4;u^f&lu}3(paaC`AaX!S-RbGl20IX9-VN{ z8NjOpa-cosB>wI$)JC275zf4LN?Qn|%U0$C^h~)a3+i8};H@^1+r=Lp?Tqc@cWSf{+?Io%+ zZl*GOwyDPHlH(WE-UV^ao6~y$Nn`8|p#fw?^js1sel~ zSXsj?%b}|=H90LrKq21sJ=?7=_boV%QsCdiZ!bJIB_(TyAYudpepZsJ@yBw0@{Z5!vt1pouRzj z^`@MGmeA>Sm|G?3$`-PnPbo)GI^T>s)bgbVGg1vAp$#pz*b9v71UBSn1+=)*{_2u{ zb+|Z)tq)v^e^F^mVYVY`DM{}NLXRhaeGgxcLUBE$DIh5-)Cz#$s9S-zUbsZb*_x?I zsWXx@!qTdvx{(5)fDs<9*y=1uL&NVk*4mTJuV z1f1bar}mYc5T~k>+VA5ut0jmH6JQud;A{tv-rC(U+<4QwP?Fr5iw;G~O}HFtBEdt| zLJx(<0kKP0;T)@;F`KX?_CosRQ(2KSBs}3ucW`*7E%)Hc{kIYw-k#l5C{|;af@@g{54f zX+9*VTk^&<=@I0{W^7m6kseAzjJ(pdCDzEgR+SEi(-UM)gGi@8RH;lvXt9&tI_k}m z*ywljCtxw0tuv|>Nv;HB_Jv;T`lAyg=D4e_)@my5vh?(6Z|h`>f+XDilZ}gNR|*%l z`(eK-=56suhA#j##hXjz}M8to&s3OzC_4rQXZ zXcXzqX;nqFU%c-X{uZDvk0WBCV~cMl=6XJDql%3hBbwKxilLl@bP?x5qlkq1o9iX^^uHbww%WsB{Qwtk@F=Zc z9f_HkoaDK1r7#fqhV8wbXdsZbZLl}86?E)IF7FDrNF)umu{P`d4!F`yVpShzc$3ZL zJ{O@1w+dfpRoQv^g$?;sYNCUgj+-4NOG1T!s4#)bz_4`#btGyRBX{~;N}pGQ8mUZ} z%-AxJm!rJWwKnP$E|moipRV08unXSXbOzS3_+pgJELE~+X?bh2T#GJ6I*p&)mm;9c zB|qFtUMC!g6@KYX0!o0m9wiGLX9wKyX0rMT%@#dtH&kX+9m-h=2zsc>k|s}a1yQMK zQ1_R{w=KF*I@p^G2c6l>yqfzN`y#ab?8d?hYUp+19IwSBYH4Kb97!6QHn2Vp4jw2O zevy}{h^0{Bw;n4)QWAh}vUe*|xmmg0N+jH!_`zh0g05|Qk?`sH;B!#f6tTRKxezk# zc9ELsk*oA4#E3JJOKTvdNg$A>)|0wcm0c=H+z@a<_aj7M$&y}ewj-pt^Q$&W5IyB7 zTqF!v*}6O3n!i)+I)t{GrncFanJI2Lp_we8T~b=U$dG_H;5arrfN`E!ZC$UxgPW^* zMp%}V%%sv1tBD9F!u+H6iM7LA3vYA6(z0B=6|KX@T>1cK%(-3dp^9~5FH@qTmzAmr ztWps@1RCUq_R+{Ju%wa_;oPf9;})J)%#_UEMqBqzhW!UYJkJG&;sxtUsReTvsJL_(E%RbSx+9CXzOJuyzt#NB|xd zp9$X9UBxA%&@65*T)7+r7bK7`w?0@z?XgeE?DDgfXh}qj$6tozDm*X(oOVL3;?jN4 zoyl3*I~(AWoupE#t;C6v3Tri4?H3wof`;NG9VK%9^EyqzZ9pwb76X%lxo0RfMqAZd zoU>D|%Ro%Ji>LzN4Vq~`;WQ5k1e3|%33xk@=PheYJ&V1FM5eLXZeNE9Yg5r3M8FY2IL$&_j*=Azm<*l*x^?(Qzzvb)A{!-Kz3YdT25i6GA_AI zpjb;}aqSJKl%1A=r`|}rJbJwnWfiQ+4yhH&TkQKvW_N)t7Jm^@*js~r!4@L>Va`r| zLdO+}Xd&0~y(cr%9HdqmCOei^q^nBWT6ar`SltUr+$*8@;;igSRbRDA5;M+u4#-V5 zrz#C9D)g4Lu%eG?T2r%+n-Xubc>oe{@Y_`$(o~g}WmB@CH%dxW)S9)9*BdFO4Y>E# zEx^W_r7^zD>aXU?OeWjQGxUn&IL#6vtso^cnnHR20$oVlq-y)5;-f7aH@hP&RN9nQ z!+{DGRrL}#H@_qL_~0gK%IM53$CDOHpjF^3y-uFeL0orjW48-JhRZ?ONj_i@%*vQ~ zw7T1kxYLMBt+?3*D?)|RphqBsaCqYYvld}6C8mKxVY-!iOJQwBE?KzfxB>UnH$!(j z3u<58;}E4KEsdq7w-e~u_P3v=RPuccF-@rD_k=9RJ(c&Z!+hL?N58(cq-weM0kOFl zexlInnSP$#Dw7y79kNzQB}!V(>RQxyQqNT#&Jc3t0p7|pG`A`e{j!&w<)%#9ikeD2 zny#-2)CR$aK(cO5h3$V9Ee#3;l_yCXTE}DjJip>Gq}oek98uKUkgu31H8_<6oARN( zQ4Iu2hDb|QIO*TIUz3A=?aqf|vBpa63XbJEEA*ycn^Brn+-gb&nO*8mm8Hc00E7^I z<*ULv6R^R`#Zs9SoUj6nMv($IM*{YX>jFd z&f;wq5>^lQHW8&!&cj2g7I35RD*Ke2C{&fpfRk{3C4ran{Ft&=m@BeTDzhQJ@4P_! zIIUjcmIvV*>T%ivaGjDvKeg}zNvXe>UjxB{eq6`NFEY(4X=l- z0G&!vx$AAu@fhh$YVa)pgZD`r`T>aUduE-r$|B3C)2a05YSQMg+$NA6Q~JSgK^I91 z9N&TFZEN94{JZ|L8Zt9v2b-dhS5K!d=y6IS!b_lTm5bd8*r521`(b0VR?}YX3pmpy zJj9&4m8LK<>@>Jm$^z0$&!+n{ z%u22l7SpYgmsxNdrD$I%P&^U)u#J`T6=SrjhG5E5WGRY%R-CF$LSrdYPF0)$ohjK zx$@h6$EGUW=!ow2!Io=_kW)gWH2W3ePzxT^;2y>wH?h)gMZwXi6KmfLQL}n;l2s2R zKA@DZyPZ%|U$naG!&DsP*B+VbNyc$XTpb4g!Mk76%WOb+M0Ex3#Dj0fM~JT|@GrA#JljFu#|0}jndScgsWRbhbrWv+<%8WpK_9eTxmCT? z`R~Rd#oooHs=bPNVakSN&RLtY+RN`hLdnX6nEm6RuA$!`tOtnkEw=0u0k*4nuWVV( zr6_DS-J~QZPLW^$=l}y@Z_5gDGH8OtN!eyeja8==DH0y>8G%ObHzLEtmGV#B*r$va z%lV2vU}4QI7}H^|xtR^p3gbC$3E@aP6sT;VM_Y_JZmkMFJek+1Nv*WXnUuJ*<1f91 zEgP+eZEO0Zjg+1U^4kj8J2Wq~XtUl@RT7;^sY#_vLt#iWq%cBUDOV|C`~kVK7sDlP zw)+nvi$n;1t0Wb)g>Hrsa0||n!a?ADwg zwGvz(cELkyj5zU6ku~LLd1ofQ2VRj?;JLvLByp3XK;((q{H@lnpbQ zN~g%~!qXA3w5>aER!T*ZdR(4yFy@~FpBn_?$C;VKQ)xojG2_EtjV1=&!5=Pd!#hs|04*p<*52&~2hcu&3B8zg_i!#v8TByE>X##;- zbobPgSnUvb*Xr@h`Kd`t&W0Hg>{|yrKdc zXrV{HvD>`?8d7)ng~u34yqhqWhmhAgs<9{P%0p;&p>0ale(pH9@i<1;@<%7(h3tbz zV^(aHPz`UtH(l6>X?$!gVE$8b+YK;Ne7=I4#W};1uF3yjrkiSQR$Na66w)oSwPw5 zP_PL90C*ofRe9^POpBOnbUNbljV;Tr3DIk;NRcr5tytSB~ z?G#T!f}=sCPIj9xGzxvK_LZf26n6~VTHf&>gKRl_By$+U?pp427Ry04K}D=apD#=b zZyV&72<2BraXaYK*mXw1?#^iq+i~pZQ&vCrNVXNK-$TB@d$*=8fhwHUirsOVlZXix zvE-jY>wH=0thbaxX?4e(EG@v*G2(SOAf6-JtDO^mQUU03J}o*`MdVJeB^r=In1l|d z*guJ9g|D5?!>67ry_Ii!67b@CR_B=VKhX0oX1uzm>-mc?LY~aWnQ}T5full*K`0~d zBSMAux9PU4^a!R%Yr2ctEX^qww1{X?2dKC_anl}`s0Gq0Cc48*TMI~TdJ+jG1KoHI zr8nGjr21l1n$k5QB`pY-Dbxj}DL-b~4-PFug!y$nJn>Jd%XW3OD~R9$T^mQ?!-Y&KcYP3?X{iSjyr81Ad|OYQ5wkm_obT7h$IP0THuTEk@x zg{`pk$FgN*rsOhZt>EQVDof4GShAa1ebA6S)NVl?K{vU<8dXG8V|T%oGV&Fn=1q#5 zaB`ntFnWS9U#g!piCr8xK76O>+uQz7mnN!m$#H}wPdKKhH0pF9T;Iie*dJawIPHwP z+Uu0WRG?%!GMiCvEzT9K8nnCEJjxBr$}!0 zvGD~H!a(YF;9)sAMg!T*=8F9$5|dJ45SeMlkg~#%6jD~Bu~L$?Cc|NCZ-*YLGTp?V z(as-h*zk5^?NQ2rBtPS2Kr>_Zh|+ajc_*a@Rqx6={6KRNQRJ8j_Eqz;;6TndO zJ8m)U3Xf&|o>YT^c1of@-U}?M19vy`AYT=aXrD*!%AbhbdIm^=9&nP=?=B)#*=jgf z+Nh9xAg7?*@G)zs#Xe9zn>ID#$~wE+{KuoMx$@GdqyTh<1eVjtJ8^!1fzCE|YxI?k z32tTC^F*by;f&!YQ3ULTA3N=QUDXev=VG-;r2?5zj;C7yy&9mjsN8$P{1eaR<%ItL z{DM0oqDGMICbeFMqJpJ9?4-Iyy4^#M)M8xmWaX5jpBCp|>*+JxScKVW4I=KjsDctr zu6}!4YzfLezrvyBIby9KCJjl;g;)a9--$$Qbz7VMR>v~`0MR0TWXo*Ib3RIi-YI0q zF;Z{P6`O)cBd+~+z6I9)gPF=glH?xHAU=lF3Ip*L4Tl3`xBRiHcz2DNH`HFLE(bev zqPCD2n6)Wp$pqi?^8Wyq0nY8d3t6V0QJngV3?)fA7HryAYb=Adt*v|Uih?)M{{Xf4 zHRtlw152ns4VL70s*tYjC{Q{DlsDjuj<)9mtN#E;zTaFz)%~1H>QOgSQyW<$rpDac zdwxTV5yOppK`y5|^m_3fsZvzhUPVeWkWv+WcDU*Dz&zdBg+2O1(fy&Ym8mFNtQFzZ z2_G@nraX?EtJ@Y$W-T`|WxBL>-gCNTK{~?MYw1Y@^aPKW!x}Rj?C}mbjW;USAhesM zJ?wRbT#c@6y0$!C;1O&n^s$cRORbYs(e8?Vc85Nh9#uL+Yh_4C3Qs^bx5p7`J)yv1 zmzy$D9YyYiayIMb`?28crP_{dpsnU6ePI$Cj&5FQX$|jUKqFy$?fT(~eWmvZTZUtW z=ToiKtQ(~#jgLd+)0|J~Qg&#%?Ms8(`7QwxG?$~H<|nKL3xG!+hsxfc zyAeDS*wP(FIeRUt#J3oFBW$RJy7EvDmG5(cX%2u3 zr}D$pe%GllLvC{u;<(ev)|0FB^f*~Md9D#lJRh<8sW`%5Je~BAE$4G=OF>aeb^F#E z4mb71L0s*60-s@t4Inm^CBtQ0k}uSsmdf z+Eab(Jp8bg+ID?~n)1VR`cl%H5OovpTWvdR2=(6`JvJ#rBxNI)s>>PTl8)^2eNLAd za@MjCl`C}ukgfhF9LA|NhLHN(a#%x%I#!cwg%98H$1(0VGv_tH`4l%G0g1Gj=zd#m zDDIE_^$oiNnWR*|bsl0017()?g0N`%El2$0mH8fn$qe?O642a zfNpf8{vR#y@s#LhzZ7MPtO?E2TYX<(l_e->*pO|x1RE5Q@xCG!<*)E-D#o-ItTzRV zfhi?P0Ps`={{VP4KRgkPRFaSm;YQ#PFK|75Mk}nfm}(SigIO;+OH;BIQT0ttKzDTp z!cLSqzR#p{e|QUv+Ye>dAtA|f97AoglC>@6l%*)(-0TSVjrw6uSLBO@t(qrQXjF{N zNqUQ2h?!8-5fN$Wllkjt>|??4jDPX<}_hJ?FKM(=xUXYaXNmtz$-uTLKZQ0R}BC4%~+`}b~!Ww%t#3@!varBw= zyi5tRpB%^@LUWZTZ%dI9`SHqDy`lMU(hDQ!fH z9kngzTsl&a2PXFE(|em^8A+|zCsjo%^a_jG)>AYl>aM>fiKYJlVpSDQ6Hsno<~e9? zSJzPRk!4=Q<9!D#RjZXovzB_&iA)mZGL(e{F#vR0zZ>VNJ0|ACt}86B_FcM3?I$r) z=0K%p*bUO?4@(IM?+_DoIFc^PoK4i(C&V_}U~lv~rrXp)#emsX1RgEE*W(u?p;BD2 zW7U(Jx}k>X^;HoHk|-q!c8;?xNk z-PzV&jZdS;%nv+e)$5U1mr$PL!PUC8HVu-Yw{{5{QY<*@d^V-EwQxnnxV`RwJMoPi zdwwgEI5}oorNAF2XDXU1U)Y@RTWc{e*>XIzHWMDO%6X8$;4FWL)$WsW2An;z<8G9I zRl01EeuR1tKaLVJ9$BVl>S3l-l=Dhy!6q!o%h4hmbCqq%a7x3Lt%<7a*Ib8R+ghT$kKR4n;w%!hRj&8QWA!n76~0m{{S)Mo7|oKagJllRE*n4 za*JJ!-^6&Nl9g$3wWQq+Hlex}le$zmKNE$nF!5X(JZ^7WoLmEoMs1KA_%9&krTalJ2TyOduty zyFd8?j~te}EaphdSywYMF5bj2#vIFf#mZsj8EF_fLA znu6)KB0P%nRdwAy;c+dLthd(TN=Z0!s^&VbVxJ=_hF(jgN@_?q5<{ThzSVUVUgX>xgKRk7H@NaH_R$)& zD*BH5T@+PTl)S zzlC5}IN#kSGUZ2PMJ04>HWY`d1=<+!V2 zD0S%)72e92`n5=u>D;Zw^*%ssk+1^`(lP}{Hz~Z=nC32*nB%NJMeY_HO%Q>ye4SFk zv)u@~Qa}LViz()3Yi&JBtHDh^yG;p9_&}1954!Uv{w7y%3c4MYVlktY#aBMepuF3B zdI(OYLafuI(&{l#{8?=lA7#OGtqRzr{{TEC9L)D-O|_TvlhS9yb;QJ=PfeVDYl;U% z2RFHVTFG9)X%{3EoLC{U2~kbP<8GL$^Q|IZYIPbtcQ3?^A|^+vePspdDo{mEY6o_< zn>zs7K`HM|{CjW-#KG#7J`2dStB)gHFD}$-Q`*c~$+rEel2-M3R%>bqcq<4tgo7$f7+=TtVgF; zDUFvUgsVd`85~P#N;|fG@=oYcAoM3*shyxDOvh93^495b^xe1WDZc4!^4k`;D?TM( z!?yTL?aCXOf_7PhPA|BM4OyDaeK8phEflnm5>#(;6l{C3eQ8RKjfO5bjz*Umsn8#3 z*w3Ii%Z(ehv@6{yK33pjq@ts%+cS%9T0J3CGi8TkuAg1XOh;y^Lu|DjjgZ`!rrqRK zk-}5}(thf~Pg82M8E(wp~y9fR9wOPqmVPXh}Z*R;7RYqz|38)~)5 z)fuj3?5GfCCuviZfTkb=y^lq^ZV`J8%B^c)G+I*~l~r7-u=JO5^?B49!>=n^Nhu1k0g_Oo1AK!7Of$tBDg8? z8F>W`HuEa7l0}GBjff*+2;kz>l5~i1a$1;GBD&xSiK{xiSdZDMwNT&G=5l z<9B7Spv1^DUt*Z4z4Syn^tV^3*PJ)jT~{h_9|Etv(0IXmHeGTYhig@N0(D*V>2doM zp_C9l$&~Vh1Gzk??tHKkSXM!+zg0plmnsgIXC*2B0H{ePc_0t)mTlfA?wc#A#A;Qb zrx&kV;B!sAowz*{buhl^Q;5%SmY!h2=HSgrWX4v*i3vT#c9u77 zpm^JrpAwC?0|q}AY^iRx4AE%OsBOB_4m|9Km#$QYm95v@>ZKph0k9lkipX^ZwImRs zqTJuo-EKCwrWJC{MpZgmvTbrg-Io=xs1lqz&58!b{{Zb#Ybn zKv8kDAw?{yfmF0*(*(y+JUm0SmY@uWe#pJ zSuNI*WA|G$S7@?lIU1)(eKD%=uk5Z7;8;Ag;N-Te*pIqwq}YrGpyt2ziyii8o#ZHS zUvd>m;JYusZ0TDptM3bgcYZ^A;Kf?F>{n4sr8b!rH%6wLJ0+IyyRIL)k<+O?FujrK zjdp)M+>EsaF;bBAMw=iu5FT-UH`q4YQcc!@wa{(KP7+=_@)CYq4(!8;9vUgk$3tu( z9nxD$E|8xh4?7cZdAYv(;c+t??ELo?X(btOpYHPAQU3s=lupd8U0Nq(9#Tk2*o-pV zozk!kuWql{B#88dbgZD5k|c0lDA;pzo2%R{`+L z`Ju$WIyq{R+LGf;IGZY3lVv4q9UHg`N_kP|Yh!hCktxU9u2I}dDv=VTpsd*vT0FAh z=z?rP`>FtrpzOMVNTp-@fKNC^OvZ@>fe z!fmHW618j=#%!iJO!~>hJj;Q7!s4wX+7l!FmVwH+wYDR1j1fR?vWMknNU3q@P4_8^ zR0?9We&Q59`5+Z2Z?LuPg!(&8x!Vlf#`>Hvsx-93q&lHyol`>ZCA)2Zz7|HJH2`#{ z7Ev3GCcqKK{PBWS4hf6Z$Qp}Kl}?s2-D%SE+Ewf_h!>X1e(Jh+sRUdPd)^&DpIEA{ z8k?uULL^jWY|BLWQl1p*{E(m2n+@<2w3(k)x@^>suNCjo7t5y*$mTR!)k1Y?`I>S+vtwcx;AvH#marrgG$J(SKHW` znyCxURmx3Dn8OdJD9%*ooN)LgOVChRK^qGss_W>Y0N~-ql~jvZgqe`Z2_&ItShAX3 z?4&4kP&;Edv7^I`)L5*cmRdkU5QNz&1IP?7=0_XK%}UO3-D!p*v|g#SrCBesk?#Z1 z#EuV9;XMdT&tR<^jIyQ2fgN*Yx|Z2tCB>-pNWxcTu%DpBnMkXt)YK;#6IAHHD`7mmMjy zNl_l^RI{Wgkaw^<;InzM*QP2eO?fG~fQ9U@Cv|jW+urH8=WI)fLuf{nikg!x`NR9u ziyJryARrEi7a=3($v7kQ-sMSZTLu|zrdvxap$I}eDMC|VJpk#58H6Red$llK4%6Fm zQ)*~%Hz1VWIb`&5g4lFvsIVPp4)t?`Vdr!wB39l~it z!zJV!dqt1zka{QaE9KPTCB3n?YsA-+B+1M)YIbX@u#`-h9WS=hRd(YgcJQOj+TJct z8w@bbip;pqF!Ogxlca!t2V>BK#sZ;3F31TXDWyKE5C8%zgz^CUiX;nglju#0O`RSD zbv+=EHbPQ?bty#bl#WV?!7fD}0E}1U$f~=Pm~jTB6{I^M?|BGiM#)vb83Wz<{7lAx z#AGd`q^P)cIOCorIIg8%z;yJ&`xN=KnbI>ec{Q4038tKNAkyN1_39^%KcgUOc=M71|1t`UO6|1>Uxm5A^oYi~kWpq;cRR(lKVh1Qf` z$n?^;29TCoDO$``lweikGgTyy37REU>NiM>uG9Z~ujc4+u2 zhd!?qgQzG;3l{6Lg{{sMX}?6~-l){+wEW{yZW04#D%OBX(nk9YhzD!+xaS_7g&@~h zZdg%7M+T$|o47c+@*bGmErm2t{A468i%JEo`a5>DMy~xw3aJ8Bnlc+(YbgT6jmm)1dU4czaqToz zez8w?PTxt=wWwG&e2<#39qL+Qgv*TBT!zlFv+pm=6YJ&27^wA=;z-H#82LwvD*b_W z=zw%k;=bb5sCROLw^zo;j(_8T5Hg=^IbKRAwJfJmNmyE&0P0GB*y+=LE(N`D@7E{A zb+nkkIO2uFV%PckTLYY-5h1#(z&R(lruU{^2Gt#XVJSSc4tsxepXdQXmB~Da#odv5z#3C8xAgf z@zWV$&Z-Y{hIljJ^O;BH8ln|glH=5p;+$Tqmr5<@0O{+FVTP+2H3^E4^*Jpn+H{e7 z0qSjzW2I%9*z?{Pw|0EMX?L>5Q{bk$Rhwd%3Onn+aEi0^5!D zApW@Sg-1&oWy*KHkgz;guuq^LJT*ts09KWBBKGF?u=3xoJrx_>o^0i(Xp!hOV=+sG zDWM)?7At6ti0V=gPCgiFit*rF*jQW0bp3y>i?e8qRKiP3Ek3~tVbl*2dEol~y>XNb z)YUb!4=|AyOIKHUd$#x;P@*`bfYK0<0zd-Rzug-Pe;g{WDGO4@w4-$jd`hea=TqN9jV$Td@Uia&4Tx3tBHb{3 zrRoJXxd)Hl5B2GU$&^XdX^YGmZJ@Un0hI|v_i~f}0O+iAKD&%G&})>+yampT?u{N7 zTX5-H3L6xxA9llg`QN3nTGQOmw_70OW|N~@)->Fv>OK?Ye~0JS6^&6e`5mdoS9=}0 zYV4URakUuE%>MulD=F}m_1~KgrwuMusu`{IQZn3?GYKcVlTxr&gxhpAe|>(o+ol=f zt-_4melDs z*QD+Z@6=(pAkb?xDMm!P3|3bm(ubBOD3I7y!mKtoHa`xy2)eCXC$fycm|uEbA;(gf z6=f$ZmjaY^Nh4)iiAKy+rBUk< zL($w9DHlqSW8qRr-6|Upp~l?xuCiNIeCL^KIY&0sBu=DdIRU1%AS2t(+6;n|;;^-b z+PA(A)iVVA!BSRO$fN8d+$!8O6u9H+ zQk$wHRo2{r_lmkK?w?FV7N0qAX*-(J9!nl9L`P_MX(%YTOJM`T2OD~B0L0*sE?ae4 zQ@4iq(ni2}3tO*IfEhD1K+RDW>RD7dut{#A0o7U9u3F^>%{@Yf#1V#cw2c4|0kzZ= zt?&1ZzCzxfn2eU6k*+AJ*htKj$yo);muOjCal{~nO0QELUv|W_q?W2?D@z#kyh+Zpz= zDq#UiVPsiNxSkwkd?_7wI}w6#)U|+zb!r3x6qBeO_Vm9|zZjU-i&z~Z#YCv|JfG72 zIo}-9lTP0!WD?W20<|}_nsgYFVdtpkjb5jI-kyuNC8(Pr*jD|sYgY*Z>ETwv8f6Br zoaV>OIpvpQ#*VPb0WC&GbF`U zrKwIEE!gdWcaYdmj@*me%NMmCr%$TDVxi3-q!DIkm|bg?sBGWjIC1*jQq?`ZfDa zUni?MW_hNknj}8#DU#oGu0t&}pc-L8Kq;aUZ)*)(6MN$8L!~GxTCTl4PWL-BX z1J@Abu*9gYL7LNYBfgb3^G_pET}d7wLF5s&u}{pY=6sc%=>3UhTD$6|W(coKg*rnk zeflhB$qQu)Ce8wOZ&vMtV|)>P#-R3LC)o1zShf7kH8lg3vQ$Ru71bm-^4vF%O+mGt zeEI$s$B9SCT;Xix%7C>gES8e<4>r9`y4f0%wA+-C!NDgd#$lIcN`1E2j@q4d#}p8hAZ}Ep9uvmo z;-jkl^*K+4;RD8Ydl)Q^6$xx%X z7MWF+RbcYjLD>NzAx(vNoFLl3?{Lwp6s*Tehg_meZd3{Fhoim$1!*_r9nzp~2s?wZ z7{P_9N(u^6t!>lka0uu+TgwVFVN|<2s!GjSYM%7k1m_F&x;$j+TP_{dIx0c2Hr>|8 zygWn2aAmbhK9QtTjJ2g%1nz6gW+|N4}%A zhUW#czF3QwgR@0);wG{FcR28Tn5LLn4VUuDt6Q;+Xm-KO8RU*jj(yuc$(iwUD zu~Kx&t<%^|*9q;l&tU^~B<Z-XVx>O;fy)|Nrfbh>QpwKiQvw-Dtehbj?YWx&(%UugM? ze`=q)Y_YL8sBD~lnPg4PPtjucpoJ*|bnoSWxtA@Rz_`^4WU)@J)7Pp5lzdG% zi}=}I!ASY+K*3hrLx@YwsVhRjDJf7;P$R-ZypGl)<9sYua}7?TQ(jfct|Uxk4{oVA zf~IMSR|4O9K?Lb;Y-?Q+jW|)k_Q6jM0EHZ?)(i={cHjpd=Kk`w)HZo3R-5s_UGq; z>=ELSwaX-Z&YB3d)=hxl5MgBKwMf&XX9gLWKB&-T@DJI?WE-WHPbmpDI>(5sel28f z!70-rJDSy)wY6DQVdvt;kk59wbeB%3$!RW@Z2_TSf`C-q)WGFX1 z zKJ$jjN=NS}fI6MAomQ1kuRvWcrqYWJ*+iv!R)RN5(4p?BHrYdu&i)?lQ?^>KXc=ZD zHnlz9X^lQxWtQCmq_V@MwpOr{Wxk*a)^`JIb;V)C`iW97>T|A|I-jtQXg^5TGd^J% zmYYOFaww8N=n|(?EXB`!9ROIDhSvL_3t+1~zvT?p${cqmPAf@KT3cEiS{83~ok-k( zO}6SW=ckl3+@z^W+?#D{91`r-faPDbDo9G3?i!kzvQr_&A)>2;XyjVqq6Qsar_HEq(9@9b639MpHz zXx`dbuh@)9Ewx{Au(g_-wKrXk%Z!%$idvO;sc9y}Go;*G?-PE57HLM}*H!wBzJJ$D z3a-%AQgMo{K1hjHfvHiYSX)WlwBY;AE2?(rM&M&QUSx+pER$1h6xp=#{{ToveZW1R zuDx6-vOU#~Z*F$On{C=9B^6A8ouS8*mS<0KHj_<^?C5T#-sw#~+Dee5toygH1f8r% zH@&bgvU4)2lIa<*FgV<*{b~zu)E`Q03W@PDl=6fm>`}KH+~Blm?q@fdn<=Lop|(S@ ze|B{O^oJLs6AYQ%HF0;S9w&5+I6X=k#A~kKQFXSC zZ&yl%R`m=cVW!%F{<-HB=6R`4$Wq=8%FJs=ne@Q?%7JXAoaf1_}~M%X&JRHP0Wlf5!9V9A|0KM4&n74L&WYs z2m;)kC|r37$5PlWN25lgFt!r&vR`#&awSMsr(bhmRI6+@wURahz+;u_L`wBJa3v{7 zzLy$t2TP2)ozk?Pib>#%M9Z})qDr#XVRb61M@M+u$reoL<6!c9lsIuc4*U^UCBk0tM2MaVZ!701*ILUx_?!1~P#;J)lHtp&i91Ey+l6 zf(@5YLE&oSLs#H(uDf%$HZ%3S7xIHK(+UbfO}`2@|6v03AsDX+9Sd_=Wf*1+6#iTuOsgsw8U7GuQ%*RW_u%8RmdW z<2a4bv|DSY)+2&0Jn%jqZfS_?jhLBCYQ%C7-Rf;r#f zc*S{IWu^9sP3;wII_(~X4n-~3!mb%{<@nxhAY7$8A!@$_SXm_DL&%sX zO=7rGhtMw`B2{$71Pk2or#9T$!uB3`9}p)d)V`{5T4>YVQsBCxLSnw95?D9cC{gh? zdJDQ0BWVvJe<>{i<~)1z$}7ObgJ`$wl_*emWRwYZPeY6(NuQ?4M}OJHt|TPb$7 zuAh4r0}!uO+5i-9+wv03B3Lzz(<-n<6y|6Pclx%xQFn9epn)1y^Y) zDqBlP_tKy@9Sw-wVkS^q*}j`j&NZl=(~=qzB0(w(L`0};tBsVhlYLg$D#F+)Noxy9 z=mpWCy-d&ZGi_0T!ZRx@!j2T8R~bzY0vsof^llObf|Fyp!|l%iSdN^2U)MLpdYv*Y zS{smNAg#BPrB*&5N!dX16bJ+!gkfQ<&rpj~{=+M}kzGR`&?G2*iH&lQ^S0r8Te}|d z7aLy9)*h@0(hoBsd|CU#`x zip(eLbvHGwnXku$)yYg&Qfv}0xg-#E9mpdF(8IZnNq%c9YL{?ZjIm`&-@>(yLOher z?oXCEP(zejk*!BTTxWt?s5IJcLPxstKZf<$qH9wJ9w;$`f@yqI9E3>gM(ye=HV

nhwC$O-lR5e_STHJ%=LA~$} zs|n27!kH^_JvFo5Az+ZF+)n9Nq5^Y;734VF_(TZ}Cr+CSJe&K6^4rMcl$pw#6GQEWrA9r}hQe$TvDAN*@()|% zl{t%TKFJln_EYIS+ho{Vi>t{!e97YpebmAIwnS#I-ehRANO?(U64Zx=wfn z<5AmFkE|sq7g0O`>-@0pogj}E$O*1T?rfx~GD*?w{{Vceiw{rpabu2!EV_lsmZ9xy z-%>xqBXAMrZV#RXQ6nuGrfphNP6W?wA}@LGX-6ry-M_v%o18R+i&!L^4=u(Vo}LE0 zh!N^ZN*3JJw$staj^@cye;EG&FYY*o^iy14dnE)#XoAycVzM|<^zt7(K&!H5W}0y> zlNLS0q=nkej)$h9zsr0|ocda5Uv;TgLI)~7L)Q`O z;IU4AOKp|7(mTWiox+C({{WsjL2da^TAwv(araSuNft;4@Poe|cx}?w3z{S4xQU`N zDNh84R!f7EsFQM$exm0EW;ll0Qj|h;f=|P*>5X+Jn-SFF_RtE2hT_;8NqR+kD|00! zIyp)}*?b*G<%>#dUA+i53C);HH<_eYi-n|^2#r9^5w1xQ@seHE+VpupDw@El z`zlB|(u^Xug}mE}N^GwHB`3(=sK+pvs%o`Zps7OIyn1c79=lr{$7{mdyF9g$Klq<8 z2r0eB=bTEXDQ(Mb#0^9nfO?PNh>0e~`woK>=)j51l5gU$DHq3wi|$9!%~IU9vh>y` z#ce>T3vB3G6fC44FOM7gj54rLbX*&&d)sl-;kFYMOOgw9I$N!w^du(N@GNz`{V-yk znc%5~yCq)A^8h90m$6Adyj#m2jAdIh%gK*Zv^Ana8T&_+kbrImugLS$3RQ<6tyH5` zp+SB4bmeMsNH*^+&VYHg_rFVGOjaglb*0IPTzYunp|aiT3Gy3W-0X1a4T#BWxk^x! zBm@M6@$mG)P5DTNC6C5F$+UT~CB;L~-b<{xVuf2`E!28%`CkVjg@phHlcvCJ$m8@E z{IHDVS$Sq!>a>~fW6Q@qx?bPgkeQT8atqsnRwA_S>J!6Tj7} z<22r3rPY*kV@mJ6z2#XFP41=^jyshNfE*q1o;{wY!KAlZS0#%zBAr{>!M@|OE)B5KL`8PJRnPaU^$5a}WC6;H?oIhzD zzy+j*$Or8`>mNK8 zt>-BVsH-bwG&MT1qyr(vT(beSTkRfSAd$F7B<;2XWh!#}5s+ilq;*#6)HzBTHyS$m6f#Cwrc^ zz9!UYG-~}iMGCu4OxV%@L#(WX>^B7}9_q%{P#}zSjR-McpC*zT70x)>vsa;}4XDR#pie`=ITU7KX6rgPCGH720? zq<1mfQ%6!`tw32$EbIr}*qdU@?Ee5V((_FUEZS;hGL{qUk|Rm~0IWoPp`~p)IxHRf z1q%^zipK6b<;o&kOSc{dYGW}eu~?_mqBg{6=2#$ zaCX2-T{flK6qwcQ&rfz1Uu8*pn@D{+U6i53i9?|3hL1yYzSyj?16h8v+ooh%+>ELS zZ|f|(2sXCjKOrS4l_ok**|?;U;!=1dE7u-{LRYv>r4^gs%$se0JZU7M9ZTQ+69?RG zFN7>+jH6Owu&nuzlEZcI&~9`$6{bC5g!`PxJ9!AFmT2Uyzq-Zz3`ww4_PdrxrwoG@knk=5#GRtm#c?of% zNsfdL=A_!!p$L*M_iuE$@1%I4CV^(D|9OTs*54rAUta+4EK1L8q`T z{I^Z4gpP?8B}(Bb-0_9Ac3oJjpl1p7u@^lc_s}QC)Tq?Z6aN5H4WHUaQb`V6YEdOu z1Pm6*8A#JyIhwyQ>Xu=swvzm(&=Ks(QbN6*rp5b|3xi>~z0^(|(BUOIfk_72owvX5 zweEcIEq#-;4{K-J<45rma^q8rrIvH6l@9>n}D{JYb~;DM&iT_CuP3S zEB&p=sbxxA>`;bZl4;qJp%wn|Ym%FS%qxN6Q2ziCTc+h86TTEu$^4hTEuZ)c=eRBQ zu^y+{WiLsjuS+%Rs!$wmJ(LzBvJTEYs3f1dfDQNC1#%T#_%5^A?q-c11#*!YA)e$~ zHA)%^sK!LchvE!$l5}Ov}``^m;Tj#*GyLEwr2Mb8@12DkkKt?n&nwGfq~6 zn`!N_CPT30!*s}jP>tb{1@Xg;6URVP!iB1cY*xUzVC&=xs3b%H5Ce}DJmvYr!WmT->o>tMRv=ksy+FrQyw$;!ZS;vSLQ@uD% zh9Tok+j|-;wc?ik#ebvi8Q#yuZzN`RpNW`jbxB!?36P|$N@d~|;95WmTSLO)2fA!{ z#mt)@QbowWPme*r7y+5Gy*D;f8-ppwW4#sB$b~jKf+WIxT!&g$-8=3$P`Dt2h#5;Y zRGpl1W^+q1^CJzZ*4=DcJyDU&hA+4x{x**2Kjk3eaz5wsJZa$D(Bgojr78D{wjO7t zzvqfWCBlg_x7^1oK(qpwZFVj+0?B7`*`rFL|;abv7l!Tii;M(^%c$r(M=ZUXn z%$ZPBdTT50YL&K6yT+*TPYZO5-NAID)bLuTkZ2RK>^#2#g;K>WLF!zXqR&BmZ{DF? zm0tREbXOgwwwOQ6K+N=NrJq{B>j?c9W*Zd6Um)T6qTP03N*lexl_j?QFM zT2^7GRzo?=FWO?&Pzgj8r`?RwddIhgY5U-n9rW1lRm|qTnKbI8B-5+3(h*RBtSdo2 z>#Y;JjIWfaaqgYQD*RP*?9MT%T)6ZTs!}Pn%5<7VRwHs@%WSgq4sMm8^z-E05y7>v zgCjQ7dpfDo`#-3yRjJk27S>gDZlx~18y8zrRCiBwn;!Uk>Hh#XHZ-{rphkLR*-gh` zgclug)dZyo8C}-N0k}$+31g_-(|tk zLgV5rM#lydt-vl0=D-cP+TY993Q}=pMlo>`qUV!DjO{BdV?3W{; zZdRf|Edg|>*llBpaA?&m!#X{8HpVPB9bwviDSM_m&8+MF6!(zfKBs&s=eXb6eD9Vs ztty=LPMO){_vFj=b#C+SBfC;qKp$$hMbxi}K;IUO8PIBQSg2EEwI(E%!;HM$id;e9 zk1jqu-;7&z8#7krUV#~wk2Yh`vj$&zwkwq2uV-7Q?Bq0}3gf-zh1;G|t0-@K&Y@Y0FP%TrLH$&B_ zCi;9lqB3_}xaO4Z5-()|&|iCE!1_UU ztmkN%$?s)((MY9(5()_kNk||m(w+fX8*#7#*r@6G-#JsHDxDeWF(B)3B}sWn8~ff7 zusj@k-98y&hmR-E^?h7(WvP9k9K}g~gI1MFRJJ6lI3!6Cbv3~_qzy$cj_bPz?kPa3>KlQ_r2vO2LHAm0kr}l2zR=?QM5vUM zCg*|8_yCJ@k8ynovftHxpH=eMlsL`4thVr*EA|zkAQR?eJTbrpCQR{}msMrz@91d^O*8{7xIC+Ae zsB>29YeIwU$Z1w}hf}&-Lb@n&Ivv5dHo~1JHC3}!ao?!JgBxV^?a6uX$yH;oyj|%xCK(CN}<(V%(Mv3J|zM5tv#|YD%&O01Hkq=Y;Q0-oRi&U z8GykDOsc9AaM=gM%OLXa-BCLud+soKiZwBcTBxkV1{rLjZ7S*x1z%B7`^8t>pFB9e z-y)QCt%*RJja%<^Tn*1sZPy*H))psjHod>0g=$2nvaHtf#a-pO0m4&Ap6c!kU|dFZ zM_{Cj=~etmNF3ugBuLGK#izcuD8WEIEwvE2d)T(g8-#Kc;OB5UoI0i#N`<_pz?a%) zWPv5rE{RQUEUFAatGPnd6q!#WqO9mjY%URTYic;Mi2!(%I*xka6>fxGg%!-cnDFP) zyma*hfY|7!ln3~09uhu$j7X#AI2CGR)dy5yyAJKnk0D?#8-RF_zLx40!jeH8j5&F5 zM0{T6tmhqvvi!=TntaHmGW7UsjG&j0^KFs}3EJwmk`Bh?96;>ZbMqEjq-T7_8eLka z2@mOH-H6Fpzjn|h^tIK=Bg+z)W=?5&sglrJq&7pbl(ikgj4^+Kq{Qe;w6lc^Nvl6)&R*=sy5`xKQVbBKn|aF+X_o|{W% zn9AA?sps5Qr`~eKPOr^Y+u#QR!x&bmZB}Ch2Ui|bD-K1H*XF&Qyh zVF+aj(3ZgPgxc1(!}IHfIz$nWt1h!4{`Q@iB=_z}SPAZ@t7QcNvRih-!|tpQec^{e zzQ>*jz8u{lQP-iWbS*P4pg*{3;G)d*PD1e)82?^W~aXvgLRk>)Y zRT^=qj3_x068S6t0BYzRcd}7?ByM**1Qk~GM@O6UN$Ni7xITC;kdUEZIvxPOt`K`&a$6M2a;Wl^5?U$^Dd{Yx z??;EYeZ-OOr*xGbslQ$lmc5uYr*tw@UR`zPC{P?CI#r^hAt!{MSwZTf!9R3*?TEDI z(UV<89cc)oIIxO(?li+uKlODUh$q}9jnn0G@Zv**9k`VCkj!@cEup`3ToZ9_Z^^$r z<0(+%&W^Z}T1%}u3KWG4f|Kcmd*~ff)O9XYXe>J_TY;uq1xix9ysggsTdnY>DKlW# z9_cx%Mj2BO8m>fsH)$D>EvQRXOgDoWKNx0buUMyRNjY8ZBA;k8ahLc zk+R(KS3pNwoIVt$*9OM-+Ya<>B(?5nj_Wd`HzqrXTP~wo6qB-tn8J@}RChCEH05Xk zES=bJj)zciTROIE1$xX|2Hg?P_dEyBBIC?FuyQRO(|C*q+SZwJ4IOU0J%_S>;MSN&f(qw!@Fp@)zH+rjtHBP6{24+LAuBdle1rDqg4lqNfOoY^+^hQ+l1 z0Q5m|r_WZC$i{TCtjye6+@{uuBqjK9S8%R2TcGfv#-F-I_dDVH)))Pte#_!L3IxV# z%35lVN?eE1=(4+|two}d_fw|cAG$&6cXS|FgRtDIrM&+DPv?P^dRwnJ)k>bUqI^(8 zYEiOWN8fFKcrWBU9sR}NZmIQIP zq;`a9Ds?HQE*OyeBKCe(qiuZw2}nAA@VPu;*d-v1J6P~KTc@W?3ta{Y=v#JaVI zjEnuJd6%z1PhagIZ)skYo=u%_9U89JOgtcMZN#CjdC)E%(p<+=#1H(<=;DoqMI zHHuRp%u~%ox&4_+)nTu#fj1pR{I7$w_zl8sY8sUL)>G~%f~6|me1PBqwXi)HIgpINeQ@{6~{Wp0z1pA7^z!-QovB{$b_RSoz`0b+JqL zGp#b)Y?_;IcP_&VbuJJ{04KzfI)VY);pK>QDK2JsF{@J}mKb><)}pKK9zjv+dXG#@ zs66D=E|&@IDhWQ&;NQ7P=nvvOJh{f2dJ#Zzs!2A8vQrq7a@iaAMDj-Dq@O!^VSjC| zLcG6Xbw(R8uRvxT4{W+a2yA5TjZl`qWu)lVC-}F0kf^+4! z8Ltp4aefxij#jPq7QmWpHz*IiDdjd>p6`1hNl4PmgzR<~An=1-u&Os*APWvQ6EhrLe%ulI+?K_Xq(#S$d0%w5TZJJh1d>&-x3BTS z{{VEcSvi2PdxWGjZ@i}W@!QB;?bL7OiH_@Wzt||%J5W@Kg)Y9Nl;7^49zt)^_v02M zqMSXJO45X*W|p!@DI5#=k1lw@1e7cX5U`}15O2uy!u@VAnLZh9D{(L!F1nQQVw(Zw za82+>$`s2aSLoM3kpK4 zK?nN2_yw9!re}T%fS#oO5$lf@cIy&lGd3ojR0s=GVQedJ8&@_f^H|`YhCQ1JwLZX=FkRJ;h)(vf z^Br&39!vUBy1~y8!8R>4f)%G>efb#l{x9#6JinGpwwoyjA))dY-Kf}GbtL}%@yrs8 z({3`C5~ZhJM`PC+GzS5o5Z-_s0jM+;VIyC`Sil|LB!0iF;Q)&T#X4qF1Qh`C{Z`I{O^q6 zE>(3%jUQWab_;Nu6@k!tdf}>{1~W0!6_%0^fpDu|r(U@2r!CGGC5>0)J5PDHBedja zLy2$#n+=uC$Ik^L_^g$csY<=9cRqad_+cHkW#z>e>CLJ7dj9}x939)Y-bd@U8|jmw zPmI&iSKhScicR_4cu4tgjpIFBoO8zGx(&xVuB!_hYw?p(?|VR|QUHEyo0}3tU|3yWgj=UwKNEsbvXwFDZbzxKB}kQZ zJoAaVlzH2oARao5MQWC%!W?!~{f-ofap}=pjUALBrthTzJ`ul9)Oq0SQUNGXE?avO za;~D^5I-ze)OyU^wJEAjVw2uQc}YZCip|mmwr$@nhRW;L4>6ritECCC0IuS~*0CSM zZkEN$O0303odjQl5~)sd1nB5>mxYvqoAc;8^S;~RArrGbJ2Wxbd@8%kVnaRaGSt$S zCOboxl6Y3Y*+-7JV6SFosVGEd7&52GIwQqy}fPOS$=|;ROZy4@y67(+?6`LTdhQ!sPp_V z{Sn0NWZu@cs~e7Y^Z9w=uV*$UuMKqCiwS{RgyUjd603`9(w7@o-)%>NIN;*Pfbx*q zR#G-khTIOj{zs2YRGp$Cw6*ym*7Bm}%woTnB_f+#ga~R%Q}%B+{>Aiu*H@LP2 z(lh2_&vGPX8YDqSs8du~u1iwT@*$8&A%G8vs^dvKb>9VZ25*T#X}IWP+Ujz^L?~#! zr^vbi#bhEH}6~1yR8lsEq@4CrXmY^ zp9Zp%tB)nOmNNY}Ez{EimceZ*B~LoFYkAf6TGnhzjgLHB;NsYaQHbR#qY^vuA3~aS zwV)}rrCg@RorkXb^uUT_=(A!qCIjrrjU@qXxX+0XHlcfqbA9$a8{oT6rOg3L)CeN# z`)fQK0ba1(K%)=E-Aq~7+5gS&; z=Tt6Gfn&(JiLe+U*#y|ovh;j`DVJf^vdn*HmkrhKl`U7*6Wja#ws+(xobP++{Hk1F||+;W5U#l?MwS7V7QV(+j%PY6p_!K#9Uhe z$f@?IptsQNKPD+wNLHqwtblE}*rGY|JFIQ6II4R>%vmMg-g4B*b!b0QHr|@z(vqeh zkWcq?NLo&XD#;pd4Yt2bUM%*5l90^PM8c101kU6j$3ns&+!_OM1+*F#}%Uac; zy^%XHWXeWmp+%#|DyBP3S|6iLijalVTtM(GusKbx3Qom02b^V+bCl|g=kk_ojMYCi zQ<@Gw!fqOxz&1>{UXc7;QycAcIlN0XS{ZD?toNJ|hK1f+K@r1(~_2~zn4kT$k0N?m>pMomG8ZXlX_ z!ZVH)Bn2->QMUVl4T;!ZDd!md?pXHPE8 zZfK<(Teq=b=1ku7DuOb$Q;3SDV|^iMVM-}t8+ZQztVvM!QE{;Mmun}ILZv2*{{Ui@ zS#|l-ezVKjmOy^FG_r&$n^0cLm1KYDi@3T@?VBrmn?2=>u}sRaOn69j=bm4EDr3h~ ziEkcUbwqfH+Q4j)#jt5eZc9!@l*@0n>J*i>v}!`qM~Ny2VhFe+$ea#cwXvmlRlo3U zXr*T8QWlk@DJ2THH?@x28~NjVlB2<4$#WiVI}D{udDoU3LJ|ealud_Msweo zZ*)kO2i^BnmNy%MtS237ZU(Zr`1=&I5+znM=3n|iMxn`jEoErZAq$m>PsMni@}Scq z{{Uu#xlg>bT#EoPc)^tpqYgbn1g2#~lG298wLvlQx$z;7gof+AACQFNUOcoMW-Lt}M%3*gRG%Mh}}SCWUEmp)p< z)9Mm8ep{oJDD(sFBzRIb9(YM;sk2!=<-#F6zPdA%N^_ZMag8N$P`FBpoh+%629kg_ z7xLtAc)=9hovcm9{$J0gD|rZavU-cPNUbS(E}-#ta}9!{MUb)zq&9@{8EQT>jnGb@ zEqprFGZh+#N&5DEL7@zUmYi(&o&KTVOF=)hQvT>p3*EA%n7y7= z^Fs`et+L!#YBYzE=xJ?BN_+t-@>jZ~@T8j%cE;|>pvaw-X?gQ7NKEXLF-~t8DZ3*>8|`8>PMNb#I6z zN3xouk{5B3YH~}i=@%49OE)X9;wy)9Z`rL^_f$?UFHBr-c1v2Pt?*chu_0RVu{J;UiWK!zYV=l}el+x>QA21+TaCDp`$kj~Wgz+~HXs}wLiMLoPOwIyVhAGK z+#3MLKsdh|eEcz9 z(A#UWdW3wa;0)yX&jit3Qprs+ONzOK;<`4nZqk*oH%UI}#f4>y-&Wgrw*7gy#m|dG zVv0+CMY`5qp2bi5U6g}qt7%Fl##*$qQ)N6f;onP%xzN9YPTUEiX2o{34KC#AG9u;G zDNIYLsD!-hs5Wvd0B}-5lDBxh!Y+5g+U~vI$Hzlb?DS6$SX?TmnlW4QCa=8hjg1IyX-B=Ct-<kLu<07<;%P01NK&dO+xu2kCc z3)P7aFH_DorC#nX-ty1MDNT|9!7RU?X`e@4&n0Av+iH6@!hPwz*>hSaszS=qC^&6& zZls%!c_kyJJe`~K9Y;3SX4dM`)bzRUDfe7-n-Y3~&<&CYPv7YDy)$yZNb&mawL>12 z$eB=Wb5JSrr8MTn77Y^PkY8-5T4$yZB!E|;A1L~hBZQ>R8@ za$;tRnklW)+ZNF=z({!p)y7NPZ*kRO+%5DyI5M9eF9zhR{F4Y<<*& ze^njNqN-QudauML+v)VL1%_amUL}L7yuP5D{mAF>ok$c%`Dzb&{MUPX5u#sQ@ zNhDs^z0Tur&!0>Vtx_V_Vf!Sm@d`ojnSG_{afe3faR;J@>%q7-!t;6NOggB@(;AN_ zH7TEIWt1HaNs11WEko`k8wDo!zq@{pweBSJY-#O=lICv7bFwusm#Q_CAT-KXZEc}p zOVqAXf|RKw`I`(hP$j~sQKLHtQc%-rVQnwM<4Qt8OKKeyEyrJmJEPJ5uMbF+@sm1c zlPW$g&g7fo1yY+nnK^lnFR)yFcJ}BIb?`%J)vzvTtoH zojd9dcV1+A-rL*bisLuOXZ>d7s*0Zpqd`N=*3gEo(xf;5h3zNED_)RCgs2m-!(hzp z*AgM+NeO-Rpm&d{B%&C-k9ZIGg8LxvalY2UDAXE!T2iSBj+qR+6eN2`h`yzJ>TsT_ zzZ+Yo9Aw~vNlYLUU{X%}A3rXhSkX3}5~mgDGnj4o@)A(%ZU9iUo_DNH*w|ffRm7-Mn*@V{RdsDP}v(RZh;`_qQG;GR&KK8E=?>9aYFShnLZC2X% z{l{atq3aAE#d@h zY)Hd}9+urcFa=9?Q{Xuv=WJYcb{_S%u;@4)Fg`RVGaKotRU+wxj}$m>qI?}jU_4W1V3ACE6TA`WheVqGTvlfWU4!u;po_V(bQdqx51lsNnQ~qn5 zHq|PrgoHH9MftKWBgVd!IDJn*KJomp4S9Bb9#PFO6lPXkO{z#qDMaSS4Wu2D-JjW? z_ks6`6AmgulKc%3<3@)SxUpM947Q%_v>*f|4^QWXjKLv{iYhtWx)Dk4jGDU}3k3fF z=`D_{wSiCG7W>?>Q))44@SC3ndf9gNBV}A06sUAiAc8s(YzEBnW9G(XWW5P`EVj#a zM>!3$t6j1G0IXQ!sz&_ai>J8d!6KU4vjB@;o;1W-68sp7=#>kl*9TRb?4A?x-x6!| zQCDfDwE2xb8-eI@h02+B*17yiAlXBL3BN;#d3I!|PK>QqH9D=YS&a!wZkB~u>(#=9UDE|NnJ0a90a@9M&D`S2xg0&2}QmF>(@|4qcxNGlVH>j4Q4y~WXtvfAVcDBjE+ErDWtRXFg z7L=71-eq3%E~nmYL(CpL`QsBv79f%9{eGB6&FY;KHPE8c9#k~e-f@b9>0OJ6LIFxY z%Co+e@+?PPh4nUI(uU|QnBk1u7EWDlz?e%Rxv~O5w%~@_JZsbi&)v6~7?+nOI%BGn zI3Y8s!7VxhY?o1Q1IZtSLv!SAFj6!~(Bn52D=2N2lcfk80fqeOA-XLo{Lso(?R2Kf z+bI{+lAsG~x7;@bpSxmuTL&vZq^W8_s*ORKdwuJgmbIuQrc=7zUqmDxzI_KL3mH0= z=3A>(B2-Y?U#>}ANecw-qwg|QcT$ioZhR-mV9s7@OqlFeYUu`{A*-n=_alS8gnyS{ zZ_2sjVJ@vrZlxc(D=j#c1+?mH6w=2EPpIS$u6nP_!4O5CT?)}%V=7HJY3BSE>f{oN$)2BFsY+QXmQI*YMhXtd=X zL5nr?sH8lh%2_uX8;g^;I}bcI{aFX<^G^0unCd}CchIF=kDvT;cCqd3D_SMnkVUV( zkMZ-u$7l{biV~3p%@Q1W8VW%!B_NLRNVf_J1mDZ!jj64wiy@4?Ick$J@P4m7WFb8k ze(I74y0|=z_Q6=x^4gUqT9WLi29+!ia38pzA^ZB`7mKz%=8UO~F&YyHj--?ng=+`i zBo7ymV0Pge{-`qP@A<2xXF;H%XR6I@*)nm)3AD@;T)4xJ|QXu59GG!h$UaKqGW;}!T zmH;IL`>6wtyY;ZX4?Kje1T8lNTaK3F15N1j6ru=+DR)`u%ZG)3x=pYCZTjPTk{+7j zjRj!kqLlv_?hqFs>y(%Wc@1qYM?<<|aSdElS6M{+opmlNF)t5GALkDsO#w|fn2fpTg;R7`3MO_x2Wt3zY_ zGA(oHoyPvSBE(G>dGZ$W_ELb@TcE(%aUYWueWhLr*lB z4XWr+y~+Lm0M|?pje@8fB5EkEfb#7fOo0IAyp zYEfOO$Yu7?bVXTlB;M{G3PrjRd>W4PZ#0+MH$sKSo)o`frF?_cB@}h(kf50EE5dJm z3MY@BOl(sorQ>u2IoQ~St z7D-6h@;yFWVY*xiDv zmf9mn3sFka;?g)M9E0g&e?72jC~w)&T3AzMBFD^FZ;F$opRp@^ks~@HA7pg+ZT3WQ zVfTNQJa6=utVETcl$g&4%ycCuLWYvGjxWKnwZ=VXoEv&fB}a{|#|4(8Cvrl07aVhs zAa=?j);mO!>?d1sl(y0mq}#=|;Esmp^v9?1%C$@OJg<~@7_ZzxjFl!j0zp-V_O|1UNv4E*YeCCtCdc83!9?s2 zrSZN4Xk4TrcHfdt*zut1R(%AO*>Tf5pxP4HO_GoWw%XfU=YN(BLs9*qxI7gT&>z>F zSCK1kP?8yv6!Qw*wJBccw_iLSrsoQ4>(Q-fxc~*&Z?*nh{AyXPJN_ONYfY|G)T|F@+ zjH?nu4la6>{O15t6q^_>c-qGJXA@tvi^iVcFy)fv*>Infvt9y=@<88dj z#;Qr~xH)8;UhE?5HfnLz5=%`w%cDY&;M6R3u>6J;q}S_NGN#T{fbu6MXg{^4>`-JlaW$eKviA#=SPK-m4q@;~Z8{WsNkWH>QC*g@m`ao0?!s$kq zvtDQfskEeb8ivKsFfF~lUbsVZFsZ33a%4>iAcpKuc(on?1LgVPbUIA>JwWD(G_Lu# zLGRgY-PTZTWnZZm7xcz)a^umfimQB{gzUbl3T0h$9&zc_dBCDXr_ekgU+mf+aW=KO z;^Bs`vu!I2AwYswEn&sIcq4pK9g#g9`HV_R(4;)xw73*BsTS&Qu-tR=wl3(42Hn%4 zK_kQxd__0pi`X75*KTpsFC>mkO{qHoKL(@O%*QKPUY_jSzWR#iQW+YYimUjfL{0Yp z06ScM9rnQ~9i#sMXdG^n*|OQHO?|YfQ!#t=2-NNhNctGFCh3jt)IYA9Vv^x0WhS(|dc% z^;hE0%dyu6tx0pefmSE&5)ZtMBi?OYQf@apb;p`BchWbs4BuN#R%4M{Q%TUoWH1)n zNg~FS&)@lIG&P~(Y^y&;4PooA>%yr0t)YA-b(0Wh#2Y+j0}oo10&ba6EYZq4#qx z8F^;z*0X}^4z#Uk*Z?nZHXI~h&kuQD={cNVh9Jw5+Mwy5`F7(Na}e%mNZPPDRluoi7IAO z4c)aQ_y|7mSD5SRy|8v*l_jvhQFhZn@d?lpLK2p);ZX_*2_1JMYkA)uM2noz^j6)F6w;26SyHa8L~uHhxUurYxV7at z`f4&<`$UVOJCw99YlHZYQ}EvtE|(Pj8ZN&)ceBuag7(zsXL(iZhV(=#q}<6h2_5>i zE%iLGuJI~OuAAxyZvoqFv2DisN;>6~nzFP~G76;vuosCRFn^2DggSF^r@ z;%!zJzf~acLF9R!2vc*j(t?_QLsHsOLyg~?o25zr059(21o~`KcF|b=LpC+DJ*v;r zLJHEL^&N$HMaO(du@?D@VzunUwn`LE(z8?3A+ow$7s9f=Ef1)*Pho$zd5vBhty-=? z@Oz@e9(i78cCM2GJK?rL(DTFIP#YAXT`orI9C3*gCbKb?ml?wvR4cA4t)vd<`Ff!B zPhIhv=&?u9Qu#cOmV246q!w9p*;M!Lpm=dN;9Pnhn4XT^a#Y5Y#E9|=9Z79rXayxI z79fM~0u6}jG2yCSc2nsw!vYYeEmiDh;r zWbTy?t&lY7=m6`3^lbd83@t$S64_Bp%xVX^Q0Gdzr1A*hTyhR3T?`y_`!vV$lU`M^ z?pb;7AXh2R(&yA!el*6^%gnmbC~+p&O0Vl9fc`69BEsrrT+k!oA`#{fow#6J}}viUoP6eXTEanLnhGSdlV}3FSz2n*)k+L z6#SP@_>QXElf8%C8w^XX45ynZZc*pdqpc1Ut+yL|A;w(>=y3}Bt4Xm3(#LCzc!rbO zQZ)Y7eDm3i3kdX4Z|jQ;UPuWq*g0KA4%$cG}JEhB0 zMYwU1{>DA`?#EtAmCu$u=~K;J?ThBn7nlFQhoy)DvY5M#PSQZV2c`D;Gr={lcjDsf%bjh0E>wVUm352dkg%zlYbDMRoh?e2{LT#!cp z0MX+JbyyiJBp8Dmh(Q znz8-WX2ouW17Nat8`uJR?~g*$zMHui$ZZwa(3oJ~TaoHb zxTI`t;Zfgxxg3mnU1lldekZl@*|Fk_Qf0cD#6HTQKTpguA5LA0(%h!aSuQD*q+G;s z`HmYW-UmtC1Bh8y=>gfUZ>ox2GNkiPhTL!&4R>iFBIE;eW4N&1XORD~itv66K-+sfdi z0Hp)SBW|ST`h1JUt&QQ-;(keByoSt@zm{v8ML>f=Lr3> zE{t1CPz^Eo<*UjNN{WN~bxA5c-Mz&tsJ0Wb$7}h!KS^%7uEH~O)T<@>PmP4Kv?y%z zg~bg@H@Zc(8}n>iR9f|RsFnR~lV{RSqx)$rJV>`ELcSc2iN-R=EN^o~mN{O*w%=*y zTag{qI@`$(HsTG^w4K6|dV)6?jZ&({q_CIW3U$X7rIrvbx18vdj=w#IWR|b_U=`=Bkpc^+YL0zOU%k$TCnT@DqZL41We)}!~^AOZ&|vWC~Q z@@%W0G4b2?V0CVe#cmQ~t>+kdhXc`MH~UELk9BE3oyXn=$D9RYIZ1YR_C5IQoY00+ z`>Y_Ii?Sl0?L9|HSu2baZjG;dz(N^N>l_rq1G}82_G=-&0)Vo;$ zK_wwu5>x=|hMc`NpFW8ST^_<3m`WN>oh1Q25`sD@BovYOfyY#uTU54PDs^&X$X|OV zL%#d2e&m2QNE-kL#{%ZYmzJszS81#`{Wem9>Tuf^T34|4mXp+vzJPp57al9#o4Dx; zcVjTIHbL?>>5As2!XmMI@;$yZ2mhBXnQg(xKN3$*hdhkk(q5 zlK`7PQ)uc<`k|BemC&9OxZLqJUR|Y2qbh)=6x2`vY__X7(t)^fDz?iC@oMJyBlP(b zRu%U^Rn&ev-w>;NyUXUd*ygn)J5Tii4{JEv2PpJ;4WbhQI>W1lr^haQbb}H{@}JdZc-I zZm9NXrm&}?N+8xEAQdd>047UAd#xYp_z>YI|2GXzFr$9@45*En7qY$z+*2FBp< z5HE70#~k5FIXe_pY{hKVHhm8`P$>C(`?1ZgzM6xijV-07!7jF+_T(OTDM=@BhiY^P z^th>m5u%3BPbX58qHd)q{pAyKPp{+(W>i&H1CCVY-l$ZW3`=Q0^*4}i-*eYU;a`ki z_Pwz?F4kPBH0%nKC}OPxOLHTn**7<{t@*URQhII;h$9sIl_08Qn#CcC#B?;bTxI50 z-p7#9ve)137R!vG#+(EctX(Qe7O@AAL9zZkVMbkiWQvRosi|{K zT}y6^&B?Vs%5+8SsZA^Z;#~YHT7ALLgp+OYFn*Y(y`hqsNikOJ>CUD_LP!aH@S6(_!)OO^ zfyfX54x_G&O4)XVAA zooOj4AlRWvJSij)M?;8p`3aRB+6xT_<ynC)H@J%Z|dS>r6RN72ZR2DcQ0Gw2{>c z7fOeh=YbubuqafP@=TzV%%ZlGB|$nwnCE0Zk#n)Ni0Gg}=u1kLmXY2q#GoV<6%|+k z=YE3@O{q{NYj8VRnld7k&5Yx97StM47W__^I%xb!AY3bpb7C>X9moq#LCTo<)xOxhfaq3o%=1J)r3rSHavG)+|{5RaGKMYs{ zpuP6D&lN8o30_=+DD&jCB+)Al12F+bhrqCw*!$M#usz^B!5ba0lm=y6kP*Et3Mi7` zHui!J?I8XTMU<`$tUBNqY5`KIkl--;>C-K#GYn!wt;0vY=A`a`2^@RC5yl+Y_H?q? zid*iqfR5}9I&3tNZkFTo!fQ>@Z@MbYAjmK_F+fR4*@)lx(rXL zR1*ORN*gaobd)l}Pl?5U068b1{IQK|xHOq+klRXaEU857?$4H!bla0)PWU})V)sWFg!WUGx$nA{BGex5stQVWZS%u} zu8Vj`@)z^NP*MT{g03xaN{1ZY{{RlS(;>911T87jZU|7?*5HpWMipral|H{#%Zddw zdSPrOqwly>kgWw@?Ced4J6P?pb+5^d`0Q_!6>{rL=NOG@ZW~LE5&_jElAu(eI%y*5 z8{c!(VVXRaWw6wU?xn_^PNXS3D0*YPAfzOFyKV)6_m|@WA%!Q_?mmDEO zz{ZjSmYy%Vh0r?h#ue*B+6H;H57#M=OpMxHb%&dlu&>$aNjod!djZhzz`^J;*_#y- zSk#oC2}-Z2ByyEsf(^zxi4nN1r~#>KQCp5E_?%JXpX>6#TJ=piY1Zmdkf)5tQo`e; zfL&Pxg@Sg}08uyO3?F*ZgYDd#nb2RP$%NXL9hB0TXdu}|N*3Gmxjt9NGRhi{NM-^M z8*&;F%Z&ql3Ip{7ZVn_uis)CiOi)|vPr5zE(s)4rC$Gb7MXfr;9hYn5p&~Oxz7@l$ z8xlECvr*HTc6*6IX#84iAs>7xeqM3Nl680DmG9DfJMAG zp9yYO+HPxzTXB>%Hp_!b)Or>59C7*Mbm)p9GGi?*zTL}ZLt-tuPnfVcN$sR7*)diq zBv=b!Zi>?0%rzvww3ZuiDTb4}FKyLt#d2@)7@H2RD~%6e3T?EjOYSRuBy3U$_r5%N zVpGr(+er368(SN;dIQG&NF$$>xWK$s2Rsvq1vUqcgA1$)4(12oShW+oOPVe|(MI=I zrsQ08weUd|giF;KgcB(~7aBj|pI=U(MOuCNs!*7+*<*?rVm?Da+4j{MU52adE!cUAV%mdS?K3LMa zbD>6gI%R`&l#^ut0F&Y8>+r))wqW;3giyn6wwBU>k+#>r=YY@6dM#Nr$hIZqcZ&pU z-u4O}exn4FP+?3Lm2j(+sULe+mLaH?b>B=_LC=iOY}QNJlC%dQF{TPu!VCrAUtld%WO16+vv(o<1F zN>s=pq+8z?``dYbxFWr<j$l$MG67PO+FJ@yAwAvfI2-)2%yd+aH0@dO-30J` z-MV9JQ+HBH-^^k=Yq2-6INI6J;#8Dz&e-vlBj_5~Kis9!VxzFy+wYAU3};Y)qCp=U zV^cK}o!sP)x;DoQmYzv2YXtkCYz7*hmuPM(N{a@InDW&c2=0`i;Ifnm@hL;h`D0?c zP(x7%YVfTT! zx0VRfyIiYNV3?Ab65a_3ZNj5_f12Fww@x>{E8wH~aB;v&jlykzKDd>ZxCvp4RYkK$ z?GrA;brl)nRJw}A-F->Ef%s6H><0e;o*k(@u4P%x_YOYncQp7?v}y|S8(;GEJmb#D zP_VyFo>-L)d zP;c_K*bd!(RJV&WBDiWtPKbdf%Ou#TDmNCk`|oUPjhSe2id>OaZ7FR5MJiQ+Hu!mB z12x)8Yroo$Yhg?!VV>u_A>!ZTNaEk+=Mc7hi$t{Uw;X8MeQXg>syK({6x?Y+(#St` zKliZ0mR{}&DPW`ns^M1O0ocrR2OC1!uSY3z!~pQv6Xnm#6H#2HEs%s)7`=c5xSQB= zaZXV)SmyVlc1wjnE=*kNbuiVbI##)m8&#GQ_m~~$&@&EH zpDs-zu_8P2m8sVfcXs@0^XaxNPgBrJ>ExEW8~&7Z{NqTkQ)-pjlBPFNid1B!DokeG zD&3aH-2hl_Zmr415Q%F-w&Q{i1Jf4XWbH#W=E_vcJ#Mt?@Mbz5b(Iv9scF547TAmQ zwkuh*0&e70Sti7!?{9`UlqD9~=t107qisAihWqA*tp*JobEIGz5zBMSDkfIHbHpc30Dk_s?_hm?0bplEEO|8M>Y)FqK-AHZ4 zC?edR0loLYp!i6+I|IHlL&~+(vvb$4!{Lfk{lTOYa!pJ;q&KZPm1Kdv_Sj$b!3JeW zio`E!C-_k-vB0B<@q`ZT@%%?WzjZetP)} zTWoKOIE9vylBU*e-K3rTkH^;zIcs7kjWu*L#+d5LP}PY@Hz$BOH$M)37?S-!tSUTb zl!8erbaK8dtDZI=t`?-!pN@}X1Tqi2KObGl>OXz)sWk+PCicHTFMnPC0ERU0dNKVy z?uN+KLQ&$eT0QM1$-Vk~cKBjTRYD0Nb^zGi^YipLPfbZ^J?d00MS(p>P;bb=DAgDZ zwj~5yTIIBoG?IFg_k4%1IMO+`GRf1|p}I81Hs5~xs?)eg2X{B=KB^Ko8GrrkiW`)MH7yEpHd>GmD+E}ccjWWujMv+bXX0=&C`I_ukJ+?@03B8LTKxsM;NwS{ z3379+IW=t(5@n_gwq8*xC4{iIui$RnX&p5i0-=KGsz0a>^(Z#Ai5q%vu*T2)rgB3n z1+0R@pbh)hn^IIS#fbTQFvZ#DYp@)M^r6}8C1v$aLRm|SXvu9V-E6d1?<4_q-r!sU zcet!mQgoQI;G9*-P`=$=#GzW8PRZ1Dovp#S>Ap2oWxi6xnG#%Ov@Dkrfn~UpU@mzH z_et~Vk4IMXE>()-Q1V(Svy(DAQsd547SfhkSh(*SBf|1XDJ|b+B$KxyqsGf^#6)P7 zS*$h&rCF9#rwz9%)Sd6exC5t^T$zGOE{bW2lZ}q)wt`TRVWbk94(@ z1u8S?TCU=ONiHQVkJ)d3P0lT<4JWd?W>}3ypOPWZO!Yv7^-AoxsjtpQjZLrKNJ_W@ zz-?{@Je`+5mD$HD)0b660tRJsFCoTSjZtxJxdJ+miROYfQPfCs=_DrB@ZT2qVSh-x zkfxZZ!=^3`${8 zc{y34gPXGaX=sgE(*i`u%{XL4?#FiOZaowVM^JChE6=5uWXq>Xi`s5LqP+VEV6|0^ z36!4bAb4CT93ep2RvRb+edCLQu~p1;?7v=s%&0Qzu!`o>+?e5Mhtxq?Mxbt#tsn%d z_6qa96!KMb{dUq_R$?8-S6UYaL?%km8>~*$;_kJ;OLexM~j>F~agHby^&n=;9s#9fCm0-4Y zfTXPd0GNYxjrt4U6CaVCK8<~HdJeJ(jokzq07Z=%I3;AL+6+Ks`vnbZ-ks5aD5#>lzZmXMW1RGzQ zUgQyfEH+K;9m!$ZK#(-4DnrUVp&J5=byB$Bru}gakDO`oT2@u9Mrv$E(z6Of$V$}X z9G2F;3eq;eQHQufM^&Y7*ORdV!8D=DJ4wWiG^;p{XP!<;CbG9*doewLr?Du+w1}YUix~J-DSZw4H-C9ucpKs;k;R=D@hqFO(#+;;miM*7liJ2xgr+Qx`Q7=8dE8m;r$hnnH)}MPZw&+Qa zq=!(_2ulh80FVdWAPXNLF$NVPp!;`9UeU-ZSxDN({{SysVEUPQI@d*wEmCKtYjC?Y z%(W=A7CUZz#)M}aGNDqW6^mG7KPO_vB!xxSNbE^mZQrUH6{p~~Dw+D~E=Ed3vmP+dl6Y5D$a$qOoR zNux&{=uoi-QqJ4kex6$lYNo>M8H!k`)t8;*El(*6j}zHa+bPv#9~IOBk_VlSTzXUJ z^Yl*aPcT-hD(x;*`kS%aGFrT}!Hx!?3RINXl1i>Ln*fqJ;>+!7hxBR5-I~<$_hpnk zy8@`0agzL~(EInyWH^%fORK)xMTz3q^tLj{;VnF!QH(M}T4?gNV5t2ZXztQ#`D?T6 z%?3)sbkn8PgqK}K@878wB?=pagRumXEo=d)R=YZ>)zeUk+1_YzsWlI3mYJ1O>I!%8 zqyz$;?S1zjEPKx@_SM-$JjX|QbbP5wX3ezXs!e)NHRIZSl4zDM_Y`vgwR9#oJ@2(c8DmzEhmMmy!Dm zcB;C>q^*<(8&0K!kV;)p+rl_F^`#HA4$w2JYNFJ8E~`-6?@W55!l50&%X)55iz>=e zuVZg?9C%ul12N_7#ZNTZEkKa+%Zp3>C+Cd1tX8}cw?&?|n=GnIk&>4lgDDC{3E~>2I^wQjEdK!L zt`okS?1i8APeX>o;8DMaPdjnx>Azf4^-kI&ROqioYK0NizZoF4B2US4b(-i&HV4vWP7xFpQ^_e zm6q*xlHX`u%24@_29qf>q0I@oc58RC(w?m+Qi8t`HsE0G3b?AOU5`FEiByJk&5N&A zl6Y|k?>3>jPsAO;!p#e{Dom!3-9nh{H%bx`l=zScHn6Z3>25hV)n3jyQbG|~gn$g z*_H0qKCZJl<(}8_hI*yK%@v7Brb1XR#ihsq zD(N=wUB9R$DB8e<9nKkB?VGdJHLgZsj~zr6C^+(Nk$z2$h96@jc1TY?H|%z4)}%6r z*?kVS@pjn{RSW~k)V|gl#6SHXzp)b=~TH?6SA-QZ7lc^W`=_;~;-se|bI^N>? zjexi}*p7z?6`bqY{ciMK|lJ)?BE^Vd;p<6%VcEw8}?; zIsgSfiPVFvAaXB$Ml1-^7@HNjkl#b>Jb>#?1zb3lZV2<+e?L4&rqkn6V~CLwuY9=T z)Ja>88j!7qrdE&n8rV^>uOw6i^-4iO62Wl`;sDw=8$*;J5{ zrx6KDypRXp0RWOX8=rV!;~A~CqZTT$)Wun)23G~Esc$V@DWAmJtO!xCPT@pxiFC?z zfb#0~VwKNz1py74w;7|qc8l|UwJP2(L2M}aZpSK;CsX6VhY6M`$Zau_fTqe7sVYjk z>g#@Wb;ffc#Hd7e4AvTbhmcU?ZX^_~Cu4u#x9_$Wqp0M$Vhg&HLXy9*b9+v< zm{Ipn2`0qYj1Z|*Wy+SiB@xh>g5J|7WhNqR*UiE&r9T38*sU(?R;q=Zj{Q=WYC+Wy5y}O^RH6-pf|^L9p7y-B^FwTW&$#5KpZNc9SblPJyv? zuQTc7I0K9Xkw#8#Pqx)VjKy!qO-LmUw62m(_+Q{3bvM5_okXh3c}k?#G$yGPH&up| z%5LNb&<_CZsD0D77Q>&C*dm&hvt@FSiJ_{4GK5*MN}Og*xJ|CKEOkPFvWLKp#scM< z!R;EJ-CjgTB2y5(A|i-B(4k@+QU3sEYZQyz+!c9XNG7JU)KEyHX!uE+j){*GN8^%kl>kFd8IiO;*t>LbnV_fZ*@uPKKU0NY|!J) zG}_&L#H1h+wH=a>I-eng=h&Ev+3gNJJ!)jK+*QZWL+-^%Q4fLm(o~|9TID2;cEg2B zke1HS)dHB*BsiyBG9Qq2NPT0(>9xK|17My2^T2kbHXDwoeE>xHc$PsPpPK80xbn z4O1i+7UODLMGfd0mKLBu(mI>)Jut7!O9#b~8PZc0d^t$vMt0Ef3Jih$T>*c~>F zGE&>EsD#v`D^z5KStv>On!jB`Vykn3nQ5D5%G>YBD^sqM7z>7!gxDPb?W_`@vN_Z+ zzlI#XoV1O3az}+xjXoHblc5`j5W593p|X&#A`aLQQGoVj2yre3qsLla zj-@B|j)Stz_s}=nufq^$w&L@|NTuMIG9wkb%1x5{pqpzRdO*|Xr1OT=d%9JBPJ@go zeLc{ZlH7|;o{6#buFbs7n|;1}rGN=f>v8eKYM3>2J4s{QBTMVj4w3jkI~93gMq+YY zO5G$uciDvZixQo^l%~RN6Ki?w71H+WhGrwR8MMb~poAk}2LAx_KDZx_=xcq5bY~1^ zjUqyadlfc81NMyrV6p4a`rjMpN-ZF<90z1LJPqpS)SiRS0&|1z!GM|30#f^LHjwJK z4J51rqvk9(9Y;7TO^jHMm!CSMI*?si+>>p<@*Y?kuOMH7240LP=~W@bq$vcgl_Ypn zf;a&6P3`I|a9UICu)>z%(h@qJzFwygE5)`c&dfT(;-OEVwl1)wjffq79Yyhl7rvhr zilsodUQ%w9qufZhDeJ#D8eeeM&WO|q#tiv=`+eD%vhz1LB|Ma$P)R=nZkRmc(u9>0 zV4EA9MW{z@Y!wwL1+lFwPbedMk6b{a%yPdKxv~(D*#xBk+$jDp+-=hf?(!PujWm=c zHMuh#LWi{P9ZR*;kN_$3w!n{$53NZ`Zc;3fe;_d$bYSy)D7K(Nn@}62Lyz6ZmIqSm z4%eAWstH3V*+nMdF06AIOiIB zor&s?h&olCtGOM;gBfYE(Q5@dH?j4%=rQ9u+EVUttrnZI6*1){AlW0tZSWTV0Ed=6 zv6v~5o})-%N>e~Kr6tDAl!XCspnnka-yRuLjjE|2xbodvoL;95yjM{gw&Tvj9A%nOq1iC77JKw9=fbpg5SY;zm7)2lfm)gK`i zj}5@Fzc$BBpBNS-ld#8pq}-=}OmVd-4hwP({{XK{c$K;IEF{!W08+}7t9fI2X%@DT zYLE6^7*u`2}7Ijy*2HX5CiGje7RHrxw_Z(n- zMpJ;L#5dtWt`}?;G6acBD^ff_axQVHGF?u=)qZ%zX;PL}MZw=yv4GG>8~*^u3-)2U zCPkFsb5o8I0I@!pIUKU;LW=a*?{wb_t)VGUDhdRi2-^p#KiytLml@U@AgFD%x5klI z$rjVJ7L7-fB_TyR5pM`8+@C-AVnV3yD|>V{5CQ=#hc1!CI@(uJskj=`OUbY2Q*n-uC2q`m@0JpKaRa0)cY4c6q(c`W-g$*doDhFM#nfDXdHt2T4kCLSS-+|O^*M0C)qIHXHHyQ|#Cf3K9@bpO2pyiBRnM!yCSgg_RA;M*jdCdj9-d z?V4E7RS1v=ipnCw=cwnNF)^oT%NBB&N>jCh_qU(!#%;4rNv+R5qajt~vR;DgZloJ5 zD&PRlKrz3d`Fwp3IF2&CZX2sJV69!yD=oG)5(SO#&~eT#eA_A=IK-bqWl<$aklRaI z-%gT(EJ~7gQn~~2z7DFHm1&gqJt8aWLN5HJDBW)qf=<3R*c)+&sm3~p@szZq%#P2I zCP%a>KklU|*(u_~%wv0zod`?pq00@Fg(QW8(!-Jn;}0>VQ}eA}OOzak?F_WStjgr~ zL9O;ys~tp*?QcGqvHL!!F;}8JPs~tVTzKv&sBib-G9suS6Due1A9X{K&M8V&Z3(ES zNuG8JSyr7U>$cWA?}DO3R91*y^#vzjQV3-x+ux0LKN0cApsAGFc4(@|rp|3_$EGXU z-H?{_KQJDETF3*;Z{^M!k7pSj<`)nLn`u@`?4(@Z-s#XDzFgt=Rz6nbEmL*q@>_2v zb<%1f8ElzOE)VtrQ<-|C{{VJ{ zr46KNan+v!5;-LF{y3d3u}^&>lNmv{Nl+1 zi1(ExNNl*P^5Ti+{0+dvo>}@QRb~{unsbC02)HU{3u=(>mnO*_I42bIMmrIqy~;*n z7aii$;URX^2sL^j! zwTt*iyT7gRg#)rq&a*_H{tL3gBBfv6DlbAv33PJPNxjstp=BNh{Nhy9w<1!UcB9Mi z5YAd*6$*+kGD=6Yuq=DDTlT6P0)FaG$JYU8!Ezx>p}^}ef?9i`$6dJua7I1E_tBFf z)MFUSs4(-+D*n*8DGv}0)8oG8!rS!3Jmd6m$uwFGLcU$3wGx*V+0V2fT@IxKQjk&= z*MLR%9=M71FfC)6mdNn-r4?)~W5v4saesDYOUZS-vl_8ioa9rM09=L=75(8Zu)72& z@rROy5;}9R!ZPR5T$HJUBV|TtYiziQE+y4jK0t+nrw8E!pG&aS>l#S5JZQ*S^+*k{qxU1?JrXF1HV?~+X)KpX*bq7#q zkWi8himo?MJ8^}k^Q){rrP)rUV4-Lx`n=*ruM?roh#_4{RGWn-sKvpSD}9&La(fh7Z*>kPY_2^K*a?!YbmvzU9omT^-P&JE zYC``24xm6F-npl*==mxg9L>pD%5#$fBfT;`VYHzyl>wthn~m*Ze>{4oPth~8mXz0L z*KfLwk#)n~rhCEUqr!2Y+fVG@j$9(e9yK?V-6D ze!8X8>6uC_RkcrB=UeWFbiCt(-tK{Hlr~8TQ9F%84;j*)=V!Uu{@7^o*#6H~-(`%^ z4l^yGaUII!j2$Z2O!d!zytVs(ZZ|{ricRE zsQ?plF}5uIkN*G@9;c@LU;hA-Jij9~t||d#RwxQk1A7Y#Zh0eoVE%S(*2*4LmXoV* zc?%p7ZVudazB`5VaqZT*K4eNhTyIP#gD)ynwwP0Q@pzC;&rQb1esJka`WI&wS@x{| z0Gs2%WGEoB0iz++sQal&Q2?m%YaTDf&Nr9HK|W4Md}Q2hiV?FMs?>A{w7E5Bf|DQF zTE3T7y9AYp*Ptg+*n%Y=J<6vnf zOAOPRc2<<7MQxXy8{1XL*&RUuZR?LsJ=x6$oe{~h(&Todq^W9CdkYI+ZcUB6@TE}f z_H`AF6JV+b^=ZO7%M(8E+N>WM5vZShZgOjLpoTjd= zF;xV)-7O8%+&c||QdeLHHn%u3RWce=n5kjK-6&IuQ_M1l+5nQEg{UvQ7ua*tdyG0~ zp29N4W)Jqgx=m7ar$Y&0RPv_^(4~Nt0m74}`-^RZPkkQpB{hi-NT4*PQdZlKNz~!f zbHbE*d2@5lHIK-}V@^wR7x1a%YA<58nc6izlS!9fn@pCfdr`a9Ei#)WO1+XaX*LC0 z9roaFgoRTGO+PW6 zQCA~S?~`$+I_+-m)=H9|w>*)Ju)d3(nZb~iCoQ;zAe$2Vpn`A72Hc+iWg8u!Wa9 z8p|1$qUg*km+kb_HUXa6&w4jkc$W6EPQ%n%{Nth>ZaJ%G9$$~kgKk9$J*U@Y(kfDF z4yGH6QYJ=QY^A>AyYU1B>EM6?+;i6gDt)|msVbbBtt&Im5f09_*-hiPE2-?CY36wLq#caBQ>)lQc&s# zI{iHdL4kF6o7tGd23Y;k7W)>=U8LuVoN0B8=`}4l;@OP3FKa4!DAaT#s1~_AZ){wY z?2^3URjYembFIX!KssLV}atB>@+*R5>>D>x~_gWjYfz3T;jd2n0orrkIwL z+06t1bSC~3lWYF~3|h3hB`S|1OsZTaqPscoX_mG{yZ0??tIX~B3{Fm=xjiRN9-nVC zR!@B%q)bMY_OqM*@D`OPr~`lxOL5a3(teK7DYXGpm!B(@2N0D8o075Jhe+9L zPYct24#fG4Tb2kUZKYeAr(&;9-{p;pBqb^Y-u^2cjkzBjXWqz{CqluE`Y9=YMc6e0 zmCfxQzT>2+PC62RS8{A@HUM7UyJHxiMH&+>cdlnzhi{;m7))_jZDpHGjPE7toaOn4EZ#LTkLi7SQRLg6hvn&sAOY)hu-lHm4X^o}X7fqx%@!Cg z1JS!h&yBPgRb{7C03G7vrr?4%upIRHoIuU_lQicnwNlF!8jN3Ls5Dw#qaI!af$Qh?G9 z%_Xs9fqU#pxcF~;Yej!NBfCnoWU#BHM4cr^P0hLMwfDv;PU<7Ur)2N7x_)P$hB73D zSt&^CzwY?rwJ~M#hMUw>usV%uP$!#|r^^LXoU_8+ zSF~mV>Qj9w4F1(@n zB}LK??G|}j&jm-Q#9OS3loco&5|g(-yNqSvTbpURI6oc7=Y*x>R1PbVn!Va4W2rFH z6xWkaDJQ&fk*KVsbRL$SowdNY7RTAM@w+%eCrG>nd=?|}}lq>++z>D*a zoL7%YR@SjMBmw3B04!#Jb+(eErpg<28{C_JT;h{aRYP!1-H!3QQK;zGE);dD_a(F` zHtFYo`QT<{&h?svJJVyri&0=H$TJj@w6e3*fJU^Du}$ou<%QMhKW2ph3Ef}A`u_li zJ3w`0Udjhg-mxGH970Mi=(oi%-dN6c`XIGM_GdWiyU8ytt2p||7gfRVfxt-E00tP| z?G_BgI}W8qOYxpTORW=qXdnv`dFlFL1OgIPY<2+j9)CV@u|69hd!ukKwi`*i1gQrp zd9t9X0wsOlYo)?bR5l2+t07lMe!Gz7fB*v4BwXC#tzD+m)>5Y6I8n-pRgWDA^|mW* z1SBO0E56C!*4F&5jDm)+rRh=W&R@k5Gj91DDNwW122=J5o@6#MW z0VljSZ+-8=cfm>S91jvR>;YA3rAvmk*7cj1l^+Yp9_icfru!c)jyFf`0+}LlpHhnQ z)YFShM%&#e7Phl{c+TSEU@S0%q@_L-C=ifMugUU1!x;B_m1zX-3c74Lxc%5}Defkp zt_NzycY^IkB~qBntjvzBC29jpjHvkASR9VNiU5wc!!mZW8L=7-HHEaPN8 z(QmwOu{!~Nw!%?CB;7z8i+~9N-F_IYvqc&{UYiz66C|zqW#ES0eM_)UjX@yr1=?R?!pMn0lCj6>+PdoBEfjVe8)-8wv`+;(qv^O6&#T1X)%z4RpdUy;`l z*sn#Vg95csYraUkE|m|rK|2sR)DFaa`s2(|`$(_011-&7kzx=50>FA5t^9DkSItxY zyNy_xHP=)U8w*g>mI{yUJi)zzx1XjIdME9c{zfZwk7A{!XOT9i-DwFbX_BC%pb>Ia z=4?pDie+L1Sw@lV%(#^P!1tFReg$8s>FJL!p3y5SZ7jVtXGuHW`o1J#dbgPBDlN!z zd&y-khg<<#d%!vQb=wJaPum;$2;Ru{Gmo`dC59Xx$`6fcQ2Seb(dmA1$j`G$buhI7 z5q1m`Y#LWYU&!3p@sBXX?Ha2RJ8j0E;X<2Fb`!RtZMN%k{{SuV2EW=CVv_;h>Y(FS z(w#t^u6F&{OQMt7%6}n^aF1EbkR&LXQA`D0FC?L#!w<2u80f{rHbhY*ADqDMd^?qEf%Yv(WhhZ;vqL z?$c_~Qrw3oIW6T{>RP-?BK}-j$8MM@UhRi7OM>c{ba-1(NJ__vLtu4r&AxbFqMhmV zTKNoaI;ixGMnZxNc=}7q9vhvKe9!gM9vAJ}fUKq36qqc?anwpeWVTgg_?4)wDYvc2 z^7&zrUAX4hp~po=Ootp!&IKd^Z@M@0+Wk%|tk0P1nZ9Y6R#UQH(g1PS1=5~C2h)Ac zxyPf?;C(ZCp2wTl=Z{krqmi$&{OwhtID{rbkd)XdM&to|U)1B*83wl&WE8C~wpAqS zxI2ZbeJA6&{W0N4xr!_R({%~4TP=jFwnza7sI|Ghuk*!=mwQs51_Ilr)R3lyg_|dP z8;fmizdw#6sp&iW#Mh$hRwbfGuk&=)VP*O9U3D#?wj5Ch6sgl3QoJqQ zO4J8in}9udzsC;QtF`>knCUBlRjE45PJNej*9*1Nb^d?XMA&Vx)J2w(94K#uoi^)Z z&ivcg7lQ-o@#uccdYr$g%B3Gfi0y*il9EDAfhZOu()i{EDoBo^(F0b*>K8X7;f`VH zUd|_#r$@-3FJp1Y`E88RVBjg+=Z=~rr)|1zjF3TH$OhbRj|m@A5h=LT1(ciV-<|s7 zKWG41(WOIjKbA2`@O!;F;{_xsVQB?=IU|AUFyA6uB0_v>)UmMR%>1#Mn{CwhYiyLB zcjp+Pz@c>RJpTZWHm6b805FEG_BEzEO`^=E-?-xhQ{ihX?$i~{g1Y%)P(GV{ajjsf z#G4x=-9U8yt%j=jDbhBjkotK&(CcAxJpC~;I}Nl0U@U+@)4rqd^~RL1!>A6Q3~z1o za1*P*E_}c~xORarX2yb|F6q>!$?>H;gV2xVf^EoWyYGvDq>Eo|y-oiBQHV{vprA-m z>XLnW;yOFOtP+Px3uGOxNGMbc>J6ru}iMEPxKQD|>T(56koT;%s*u(g5Q zz9+#tWFQ4CvYQ7|H`1a%e@tf3HwrB7l?!kB`g#tSl+&dNDh#hpfdHRPw;wzfh*r2a zL941_RO4$(R)eK&s1UZz_#^pkY;Jn2{3Im{30jmuOF)~b{BLo52dlcMvD~RdY>6nk zbzaC&@>ctfdBI9D8V#m=ge}=`AO{xau{8iLHjkI#n5^1aBY{FSqVH}-rR*B>#wdP zt*BF2T4cuW8F4-|C|n-4`0Q~qacYWDl6E9yjJuq&HBISsDRh_8=m51jlH+E^=_Fik z4Xk|jIA^9x%n=xR8zB$RlH%Wx@E1Z|aNR_WfIC`9_sR3$l5cWL~Y zQ^~y6%f(&s8;1ZqEO~hx8iQJ|)FPrxR@o?VH%U{&rvCsUI)W|E2?REv6kA@Bttz^2 zzgr$Jz93JE)eya0gDN;=BfOm*!cv8S$xZ#$+Q)8q#wtm@%@k)H(VNvQ;L=Lg8A^1L zRJQ=IJx<(Uby0cWGR9}wP#Z&POU$il2U5YhNC$AA-+UgUAm(P7pCKivE@^T!O^TOm z*>3*;o0}wXIm22TC@4!!cuIUA5PvU#!70ZZ2*z{dMTwbvM3(chn~N04j7GN3);$V# zxk>45u_0A%)|x+I0uF@}bdpnIPWL@Gx5o{2Di5}}+}N*sJjmDXA4p29NcR>`yo1z# z&l)1;2{In~fx2a@?4+sINd<y9|XdVoraJGAU5mn zmB^Oojn|fetw!8>ByYASPoz>Rkrfi78@*}U5K45Es^dbEPU%uk;E&yWH<}AzSmxEf zO2l@D+nY!QSvo6(4;6}fa5p@EJVMNQ{{Xe>?G~Xyt7Kcns773O)vS0>ut7J!&i*{7?`g@E*P26G_Pz7g{I`1Uy zxIx%oefGq+7s}YEx$wC>d0WUe$XR)sTqX8<@ zV$@R>a>*tzCuW^JQ-5_|pG;SMOMy!hk0*sjP0g(j9SU&rC6!+0+~VY1ETtbMQldl4 z^C(pZA+3q3Lu*utE~UQHF zr-6Hu(+6T@Dibk#fdy)1ML~VxQkJ`momb?M*X4%utZU1VSYip(EMl#tu-PbRn0@H7=gAPlb0E zEZppV?$|q0q|jjo8unDmeqgj%?X;B_2^R|Agz`%G-25>;^~&IH8(SU|?53GeX0jZp zq{5}^Z8BYyf|j*wO@O~E2E51St?UZkg}soD>t%-6 zj>~U6!!i4$whCN3Bnusqt~%|7{LkBNU!9cd6Djf|F0o3AsWg|+@|asLsYwb$g+j_@ zK$5f`s043;RD|}8lj>Cp{GQU}$fn6=(c?OGp@l4sOF^;k995D9_VNdEW9M3TX}R`` zt;rN;q%I7oapTq52Ty*^lO=0uAcvA{q^89n-uv&27j7PRv9s>YXh;!P&F|A|a^mNC zQ598FZ8*247^+Z1h}MxEML|huf)tWJ7UZ3Uu|e&MpEoQX~ttqm#l_2SA_bKR|Tw53(%X>q2 zG@@-!JI8Y@NJCO;O=&`3l(vP?3$39(0J|>txZ{D1C6gTD(t8mYWs6R@Eo|A^6%s6G zGo>-5H&cMtkRzL_T1gg;v1=$^=Klb9eg*MAE@zr_{_im69_e)jrtPqo32q2KaUB$T z7Y^rvwh?LFozrTGSY_D^)15(Vp8a~{18{BlQ@0~^bi_!xDH&>{#S*1fm}5vI>iKDs zQWIc4#lm3o*%0zZj zkmX7`R!U`{C=FKRIyMPV-21o!#z0z6j=L}bZa|QcZOJ5Uw%g(-_CeaqFTjgglH>ps z%kq{Gw5ae>-}#fVD&raBP)~MVOp~q$+IDJ%m|TrrtIF<~2fT?0xI8>rZkyP+1^hdN z`rx)>&a{?j6$ibv_#>$CeuIJct%|CPN2o)btg~0lF89bmR7X~Xlu2Y8X}KQww}>6c z!&mlBQ*EhhtEJSc#>JHBJ8`hN+;N4GCha|n$2nH(aGRORlaQ3Ulq#EJEj&x^wcd~J zYgq&>l-}hECveFP8+jxsY5YVg*Z5$LS&ZdkJM2tuBx-~e0X8z3Ne!s(7MmY&N!%Y> zaxqe+9l0Vhp1Q4zE~`?dW(s@M%AqeX`ga<@T21yK-(>jy zOr=^<;kAlI{q>|0N8uwAi%XZ62H9sQuM}Ew>P}bQZgo|Ku?jnZaN(4VP7%Y7B%2G| z*&Qu&jH~D~-Db5$k|I`Mq^3LNH%q7_U6)7RZC1AY5D!h&sd3$@Lt>#%ks3sK2uqEv zwWt*)+>m%y`-5UQ!6iYdwvv67u%TnJ)w%T?Vkb4LVxw(aLmUkM07jEeRJxM_1FRh~ zW5`E|rJk4j*V@)5;@IC$s79SL>$;3q*l8pCv|`@r-**%(?~%fK0g8@$YLA}j`HpvZ zxQb7(FyU3BvnJ-sK58ex3E3xW-0uFLtXoo2T1rlbq-Qy~11me3Akzfn9roLGw;a+Eh1_e@ zJdKAPdBZ9moaV0efnsc%8=LSr=bQrVCX9^1kn6P43Y6pr7Tv|}w0MErgQ#Ps5|Y5> z4nqpXF18TK9~RY!U7mLLBRXctd1_u0zM}fIW`s|z>6n- z1+V4e>Bji*=0~h1jhm=dbn8iKpv$UOy_Axm2pxDQ^5Em#{t~lwf`UP~+z>p6!>_2u zUmw)VE;i=)J-_OIipA0A$NF`&if^<|-(+Nr-6t(Wp~jq;Xl-sdx0EcUBIPz5TIt`{ zd^&bl+9SQA<>@tt;kOa!(#s2Fwd)qr3VE?N7aVlQle6_{b?ob0tRP?7X1ZHZAxBQF zDfn0<3|qfNI=$vs=t@?Q`wdKP{{ZDW74rc@d->y!rR(RDs&JFo_P$U0cc^^v;^6%0{yO^uA>LgsB2`4%QrYKEKHbyydOc6ytFfE8awn;II%sCH{rf7rJu#+>odoW4_+i{TA3Pv+yHHJzSsUZLG5?7mpd^>`7Kt?JtvsZyBp(UXQhM$- zKOB3#i7hpIAtvhK@1t$Lh?w`*Yd{B}!6)G?F*#iZx$K{K0YtRHhShNmAUgzxDldi%aPYqK?R` zU;>*iGI`v6vO50%06cl8vK*gF&spX^U9GtIitA6hzTrSDX-Oi)k4vBUhE-^X+remZ?$RSVL~7yke&492ACURb6ZUg0h{JX~A!!OX4nrHeLeQFBEBsLZ&c zRU#6~%V6Jq2HLDVx51@-7rQwM1yXA|#nWLW7Cyf2+usytYrUHu%yR^2QRcZO1on)G zuDFdVAR8?Tw#LV=k;XZ4_1!X4o7nH^I)CZ^0GE^L@J6J2Ry3&dBC|Rils?1gON}iA z6e$W91Ruk{p5Az)`#}0c*D_{ys^w_ZI((L(JeJbqidb6i+D+642I{w7o8ZUMqPp!< zv!y|l;@9*$dLpkwv_iJUM*MTD~30J*;7 zaqz_4=Usm-Woou!WwxJo1VzY8M`SF4!5855^0qwV^kvTGkC_*h=Rc-BQ92Q--WSH{ z_+O2@@qPBXpgS_n8!J!MuOxylY(U>@ZErkwblp?U)AuiQcwZ;+5$HZuboJoc6uTeo zmap1fW=%4oPlX)}MK6NZtCe5Z(DRE@rBH)MrpT#OUrP~VHeGdU*(pkIbL-O{YWgTE zR%)p$Q7ZbmSGOCK>__Sk7&-K(&W|-3pONCapd^7VT2iZBAdrOYI-UA)jIedBbnhh2 z&b#38=J|EfVO1Jd2+jWhN-DdP7RFA1#AvOkr7ygIw;f3P*1drJ*T$@;^q$OY&TXv3 z(-R{Vr&W=mN$KGrZhlyk*oR?sTKyF{t2f1Q_FqQ zY`Fex$}ydY; z4oQbm%Q9aI3?(uU3AMM-7CYo+Xpn z@P94w@acM~U|Ymc$$3IfW2Op~LOfQ|PL#HiQLfhUsB}_@-8>6=;f{Y~^!lAWaiuAg zg;w^dGUjSy3vS?$orL{-a0$ghQv^oWEaHGM&xRvIn!$i2tN}5`3m0HHv-)@%cg)Xx#?8=A7;ij4^ zSXnv-O{pS}P^Afs&m_dqwA~BkZQ9!;+z@ZEQR3LyBeMtOI;VsMw1+%MVY?Kze+VS+ zwYS4rdd%R#QSJ|bi^-jQMyk~cvckViMemsyfO zYZCbEGFn$TV_;n!kP_8k7nFz-s$rm zVD#yWeSSq0*(>7lIXIqanb@T2U12Ufxq=zF4tIC%)qC$?cISQu9ckT@%w?kcPRLtJ z9v2Eni6njBJ-Yhwi*GPK%*cz18#m|;dI!Pk`2Jx&(ie0K2F@2$yV%|ze8Ww66-<4prvj$rpOK- zBjiQ)Jw`SAK#s^sR)C?WMaj4Z_W1OV0b(Y z{LU5g2Wd0m*A+&I1rjwRS;Z)W&j1a&W48;*ll{(7=5-ysQcE8Nir@|qzh+B-i-l>w z#9!lla|5Ze*kel1D zOmVU<0=5_99vAF=U{ED)nPR;oI^(p0c^h=~#x@^2D~HwCGBkHw0eX z+xqp!Eubh5A~xI$oM|D!CAJwld()(Zs>NIF@WYC?LBS;{ab-O+*t%soX#KgdH zOorCRq~F9+u6=y(j@V=&vX+#Tl-wPxK49Wn7;s%^co3T(OM%7s^uX@<3S5!fV8Kvo zTSG#&O2HN$iawvm1rZqt)Zl5&0D=wAmCd?&{{TlBDl^Ij3rY%90kW zIwi=Q^(VXuj?mPG^&R*3Nxkjq(|k1l03s$Kmuib9GG0V>&75=sH68X(>A%Ypj$T4Y zdK#9~&G105wXNbFU#=#{L+qqB(i;H@vO;gL=iqo4DA0Ar?cC`$zaWq;{{TE1n1R&w zCP4083vNm`aS9~p8*UF&?Qw#B&FtuL_aFN<#ne=b0oLA!u>Nr4AwXZnm69 zy=!hQeg6O}Z;ey|BDozEN}FxjCe6qDsXSdklc@gUFfI2M$duhGRY~z8OjrG#Cha!k zM^l?zDPsI@?w_79MLvB7`eQonIbAfUshgdYJkxt$%J^VNkdy#4qT_MEx5J=5TyKf( ziAqY4uIvF|Qk9K9XKUM!m!30oceex5ng>Ovt;7c!h>~1Q(BM(A2Z9fm_0t<9Ei~|y zt{TgZ8#2-qb(6N=Er};!Im9ZIxp{I#cIlzDw^4gSBj3P5M3~Jja?Il>!o5j9|aqOOnXgEOLg2L(h;GJ6{e| z+7(Wn6%iSV(qp3JHW77Po$r20Jx&Qe(zZA?kbjh-{8xn3T z0Od;DSarZAY1P_QT1ISDA=I%kArcr)qamc&S+Y@8sbJu~>&kZqYaT`*Sm=cGFsyHK%Z?^X)_r!O5Zj#)t-*pKv-FfIpnGNTk zZNLg#4qOm#y~pl6dSX%x?E~$lZU(_Sb6`%~^uM9OXJ|8Wq_=8RI!n^vNGf)9II@v$ zF7qPR2h9UwFKZl3Zm}acpfQsoAV6~7*H!KXiiohuCq)j z8I?@KhNq^gkoc6exNMH_4V&0*yAo4>bo0o=T^gzNyiaV0Az-6ZZnmV^Z8?3=q2@gL z^NSvjKw^~}J z2Sde|$Ru>bmTU1tSgC6EF9wT?xO@fa(oUnl$EV8?b31+Q9z;m;A55vusw*mC!Kq3j zz^48~l6FrxYGXE1mle3}P}^Ny#g^qyY6`lUg0Q%nQI~8sjVojJ3c}pQX8N)sgb49KxR~BEhR`+=U7+Y3bn%c zHz4_8$~*2dNH0j;Ads>Z$0QC$-_XH~$CKk#3pE;DGCe-82s4tu2H8Dph|IYUypq2FDR8%PO_V;+8KNa0hxq3}+QF z&|@J7yzfd&dI0eYoq+y+xJvA?F2inoT8zMI;ll0K*-1=A8@1gfL-rtS2LjuR?~6v2 zlw;=yezKm^kf==y!;I`@70tHkdBl@+AfI)!x!9Z?uJ%t&tECel)!BnoVE+JhncS%8 zCzPmdtqQk^B=63|VxunHTpzG;StYCRF2`mawd4>e)pX+-RK91tyy%b`cj zQ=FtwDiD!Pj!I@!kWQ5=f3RZy@{it7xC3r+ipM=x_(r|hN;FhC8Z4ujE0pQgCR}ch zAbnXBNF^;Zatok+^%5<96UHoXx#hFt)OB2dN2dP(9q`Fj?4F4#JYz%V9Z+>yNDno-?RGK|e`gK0JPqJl09w4!D1I(-Mw7!Rsb|7N%Ib`7( z;?a+0`4(Mm*)i81YhCj%1tn;8uu!CtxIY{x<><9(nX0RlW=ihpv^28xXv%RbQ`&$x zS-zm!cK}?Cx9Bl%Rr2?FQ$}CQ(qK7ISPGK8%|5F%j_Np9g#&B4;rpmaH$6_kV-<@fn(M^kQj|BV zl^n%W$#W#Qs%;?+Ey>GHnG%w{!$9>&1On&Y7an+hiyej-X%W!VVW0w15C~3@Yg@=% z{Cu#%E3xU((A{p2P>B6~l&igY^d9PZ2^yMMy^<^}gRw~f@q8Z3RGLm=g1Jo*9z!m7 za-uxdos8%^p~36XLuC!Y#+f5IZ4xl3!|p4}trjI_FL2@EgEiD zgHxw5Q>Rqn$%^}7NO3KjAIor|)E&k&)@ZEK64Yi?+==o}cNRJgiq+JWaD)q7sO&6y z;ububt(v!wNmSA^0L~%k)TO37P+l=7x(2VePrl1U``nOMZH>n`YK<12#B@h!B`86% zKql7f>+|RHIFSb-4$ftFQyz=;B~9YBNok!4r^!&YP`u!PFbTaG?}eB+~-)El?OS?1@KoXSx=Gngr6 zftjjwkQ5aTTg)e>$x%{I!k3zxjoC@gBTdyq_N_@b1;W;!50{G`b^1Y4zN+mu zY?P%sDlIiM1gB4nPL*8sH%~n+d8FmK{Ed^i)WnUaUNTpxY>h1+EWxN|k$U!a?)j6>5^^NbMC! zQiiHETK6K?2zRHKhZsT~hYbG!mU=n*pVqwn0{+u`=}rr(cw?lvATSDOWt%B!Rv6BwHRg$rPzs=RQ+u&nsH0GyBO30{#N6 zZW1lz50^}O6X_LOc0NQ+4X0W{s?ri2Q>xIE$3Y5J{O+v-2!BSZZ7M!$nO>+=VIb^(!0U75zDl^dA?Ks*1Tj0KZ6@19UFZ=1gUf)Jm%@ z&2LSBx$rFS{^-Y``wYx2<}S?XF0JnI`f^McE=|%=V4I$IN`@<+r0OX(dKDhM0;2)h zP^79d!X84DT6H9il5PM}ejDRQ(Q3Y9%c|vhE+C1FqM*f;4(KHdACU&c<1U@Yr|UGw zhHvs%=kh-WvdwwJlEL~zBo4@HN=iFxqkF9*wP=0+0Ct23(uLNb zKf*p_TZ?((`}#r_zttsOwTmRX86=K4_}h+{ z^7qnbH_|gMXs1(XlUkUHOjV)Rnov_^#i$aSjfhA{x!-fn6CdoKw4|Uo#!aj}VRE%c zwxM&iug5!_0Hiv`UCb=GU!ba5VK@YcGBvbTQ_2m6(r?q@&Lgbra%PT+Mv>F-pVR#} zL7DYfa_f>#k?Mb=MGfjtW}F&YZSc2mtfYYXh?x7I9mHh%H%=?ric6(o@Ns3m~S@5G&VYq^B zg((Q{1^ERl-{3|)QJ8GaF?+`?T2%NeS_2eJv;~Sb2{Z%wbct%!~c6>~@(d z6jZLGLZ`=<93XC_C6otS1n>%X_@@fKB=tSgx^&+c2hzzv5ALw7?nBNOePQF0J(J8XFRM-}vHkMN6TIE2EQ- z^#*B2(qNqHmnHUbm?-rqDlEjQz>QIgwEe~D9pZVvg?s!Jk4EPl%+7A?8n2le04`k} zVdP)kcHt{Xx2eCtj0^31C7jjR%|3K^p~=)rdlQ)`7b`$%J?amkPX4-aP~<%C9gfWN zeoL0>0GCg8R8*?^bqzXz1ocgb^%!uzk+{Ajg^@?*@y9a%0COC-{w!enD5RXtR3vIh zr>Fw1ge^9|&-B92ZnE5|_QOc%sB?kk~f!%rN znn+3`!(=2B><)lW>QCps2Gw)NXX!F&b!^2=Hd2^=JI)LGrAe{%7Qwn~#;4IK^I9lc zBt~i7NgI$`PX7Qqewgz9dhA2A8MXTEV`4NR3HeXUN|z)gsT-)1Vak6w9R3=2ZN zkA~`9 zE-@H0cd*)2Pt9}-o*Q-u44jS`~XVW>xS zDsDR~3T80(4xkF1xI5iMi(6}Tz8@n>YI{gTSm832aJb7!Dq!DzUVS`V9!EIWJ1nWR zqI^KgXGgneWt^TPPHne`cGPb7VlqygU}gj)8yk{31Esvh-J~u3KDM8s#TOvmWfmwSrIpCTH8-%QGS+2swNA`1s;(aK1Xv)V#=$qa8(0sP6>EKnW@@!{ z`NlIV8zm?&wi2X|CEml6(;kjJEj{S+GRGyWLv=o}k`oyyPGoFoI!>m__Zw_dZEx$Y zIf0G#F1Y9oDgql)c2Mur&*#5Pa~SG@dS-m5)JeU;Kaj^7N!9?~=GHxNiUrfqlfd=H z<}Kd~8z}HjJcH;zf^%zI3J6j(qoKaT5`ooaBx(n!7~pZWTg08LajnNYw?bNQB?|Y2 zzjhxXZabTGo9S$gUT1-gjie`QT-e_mnNtmzI0rkQvy^&CRg=i`8 zdGbf5HzbAeWAN+cY)enoin2?V0zQh(kyP zLw&ge%;RfuT2ee$Ua`46ll^&Mq(<`kKuKQw5-)OpmM4LiR&1qhd+mFVnBx^FUcsyK z1CHWaA*msKKv6wCPo4`h(s2}CjyET02P01;u= z%Wb&C=H}%x*-L3%l98mANj4sSUmsi)>}jgt3kqWoAucniX7TR0^(A?(}7>7vQ?rCv7TeL)};Y&r^eRHz-on-Db3e zy(MYZ%MG@BxZsO~@9!*Mb$^z_5}|vrc`IrFuAe%($F#_nsN{H}wwonQD{C!w*sqTd z09;_z4zoUFg;M5sNSwoZRGa8a$ox&8E0M7`2d5ZnVyTvNg$OFR@f$U<^%vg6^~Y5t zWjeeu8ORc&y3r0bC6-2}RpvbWtadn-t8YV9cDXdNW~WnzPl$92BdxaH!r0C1$(Wmv z-8!8qZ%$YRwp8%}03DX1eb6_zo$&>%{;v4tG*ek!VXG}u5YX;Y$RD*W^RK3!FX@I_ zTbU}K8DP`oNO5ErUv&80QQqdqVY#r{!r)?iZVORwCa(|-H}eieGAFex%BIVAzL-$b zL21$r-3dtdIuX;JFNcV^n=n4w9FIE5S_j%8C;*OAq}$+e2}2}4e00~)mkO*>vv1V# zdu?OJ06fNC%5y%jh?;|x6t}KJ3YG$)ld)PAe-dwh3F7-=bvf-KqLeoso37Sdy4|Q~ zDI4o41q2U<-golCwRIKD;<%MK520zKykt|{eZ59ggPkeiC^jQk&x~t_PNim-y{U1k zY*80)Wo>IpoR#FY--gKGa(2PP1{(@(FX&&o&o}`GsR5s)9%c!)bSYZx;qjZo~rG3$2Zmaw^wgz^0RH)?$smPKZ zF`Pw%8bmY@@Um&`}hhWs(i($CqUQ+o;q$-xU%oP ztarkab6awPI&iYnYPC>GLe*1|b8rG)vsea}`>k^qNft!o@+v z?#y=_v23jU@RB@3aGTuu<2Ruz=L$EAcgW{mL#U3;*CqqrD!8JOFXC7u$Pg{+JvYR*vopY{ z2B_g!R^&NioANxrPv45Foh{6dEWw!%zM{N;y1EXv!dFJtPuw@~sQaS8oG{F))7%0b zB9`3Q@)ApFONPin{{RtcXyLXN~*WZ3@55CbV?L%I#yV1hawzBo^&<(Mp|T*#}I`^g4F z&J$+|8nW zY-SmXHg;nrK=2jC!Sv~be%C9NXjEpaRCzGt)nY!{SedCMQQ9i|QW6E%WRu|{!<-P5 z{XPsdxEl74X%>#lN=nxv_BKG?;PpIp;~3L&)5vkkg z>OPjl#k_LWBU#o(rYoQN88Y0)Y1Ecu(xtW;S`zVmI2Yfnrv2$(Dkq)zzf2fwFuG8a z^^1T5a!{=#0sVEwR@_H26Qn8<-OFz*tOP8q(-x&}Hr%pF-|&()!$hS*r$F}UO}3UT zsVhU;wFO$iHsqdwZf}J3N$O0fIH>87k7;?jr%0nKHqoC6tkQ#MjU~ry8)a$%z`Og% z0>@7Gw%g&eFIEjYI;sY=?3uHYhh|G#n$-HO;l1_=7uXI3u%8l!^+jrzU4W}3EivL1 zTr>#WsC8GLkT`=+?=lpY>62U4LXc0f$Wbcx7j1s&z-|L)eJZ}kW40cz4GHdNr%bzz zY|CxD<0V#bRmY2RRK3;nw)_5=P3;Fa&C850JkVsi^<9NC8EI+I6D6fDPM5$Q;!V!0 zT{~OL8ytQVCY*XuZ7d}hQCC6D>}}5@5F3J=#vFdDOl7)yl2FuReNG^ceSV}JhfCiR zj&g&xYm-csL~o&0=S3e{&CDLrQI^Vk*OcHI5^q$+gMBwsVC=Ae7ZoY(>v_ zO^v-b9S7-(ri!NW)TT1Mai$(*Sv1M6C~9#x@UWxKwBKTV;C%4dw(0R2FTWNeEua#k zt4QPZJOU3>gCFPaECSW z9Vg5i5IlzXm6q!-zPBhfrddsDBSFU$k!IwzzmOH_CoZo0^Q9E~OpQk7+$AF0Avf51T;BM~y*@pD z8%)1elFW$ChvG;>stz#itQM2gZHVB4LBJ{{TAy5}iP2e8RwbvHbvAZ8pm>{7cd;Cf zgl;*+>GN2p#$1J^fDMvT8@i4D>OkC+N_Q%*q8!W-QWqsi zT9X|JCdhn~#-K-oo8PARVy0DCfQJh;#klmh1FyWd4c%E5)PHas0gBQ?Zsp43`O)}n zh_y7f)ls(43z33-$M5&7HeZk+fwmpusyoO_?5UNuunJazbf_K_4^idkzWCQ9+ocjQ zB&|r%T!jtVlIyYRFMCYgEy+S2J=~iMA!|nkN#HA+dEyvJU5Y}90N(1j1IqsZ!{dqd z84RVS+3y-c-MIklN=C$t4GTI>zkhN?w!f#(e0rS~yjz}MT9qOUFLQ*>3irYjPcEePJ))PRK(@<<;WK7Zt~ICTw2+4`UKmsJeE8>WBSddukH zNfhqR1m$eHl-FOnk^m`9kPXK?98*6?Dp92Nol{y+N-8X~EE{d(MwJuOlpmSLrSc^$ zG+dcOq@|+Tqd{mX1X|80YgPXM`fK8x`czU+wPpJ2JB2p%7l|J7f$tMz&>O4z81CzE z>FE_N4+r5sM_MvQmVP$R{4=rNR_yOd3;5Np1{g zm>e6FAP&8D$Bug(qKe;XG#HMi?X@S`)@}D1y3XErNFO|V7O7E*O@S`2IY@1YOt~q` zfnb!4NB3LfY%hq5j3ts>n}1toQ_YK|#CdP&A((!)?FiEtb5j&p%|);`0mTh&So!Xe z@xqNaAZMx3nx9X~)hR4Kjcq#HCe9}N6rV3&*8X0!(mFf(vT8AKR;8BY+WnsvrcUE`rnw3^!G)J1~{oUw>)Ay zF6}7lbNdxlC_-J4~jC)Bs z3x`=YNwT*akLAt&81V0CG)3in_gkSiVeE6YoAt5s~fG3FOG5P{u`*pd#gQn-j8`J+>kA%#{E7V9C>%?O-P9gJJV|MOTXEP?Zt7#4{DC3r3G4V zp+jNkV~<1SFszsxOLOPHq`J3<cV?I4?*B|$0{^a?8c z@j>>^Li=0IBFGn*H@G(YBy;)V<@zm4aAfMWF-@(fSg0mVoJmPqR?z52nt!X}qV0l@ zR*~AaV}30rYmBaFA;#k@g?*ANK>*+7eevgYFqHaCf0O9`GbTJAG1N;^rkU(4zNG&E zXK83Hg{0HtT_=Ehl-wWBkLQmZ_O+82khA3KbRf2&ynU_;#q1hg$VflsRnzhq_ALQq z&}p6MQdF1`%7Vv;64D0#xA}`=yZS`rDH*pXBCkn^d{{Zf-K~X^oFRe=?>^{w4d=4$&rHKCk z;B^wo8ck4?>fihoZTq&xci28t%@m%~X!9yrdZiJBt-|BZM^X?h+J)4jEp6?;n8l^^ zm!Q{c`F4jEhenxDdAfp@v@p)41otEoe1}W|;-;+m4A3;HPE z>P*GC1HOz2xYz`*^1dsNqzC^1b{dneD&J!hS3&y`zx=Um{Tj0UcP~--M-@gr zKUal(-fWIaoL=XoveSjku}4mu>!&erq5lA@7aRIqW5?aFQYPg5(>p77F~k8Q+hM#K z0Zufqblq0o#FVId40{TK(&NzS(H>}}#-T8Upr>@GASFZM73GT0=?U4TLp@U9RPy{) zNvgnfwp$ATyB&KeJM~I{SLcqtv!(A~O>&PT`hVr2(R`Gnk@!imKj_CXxw(>}>k(Uu z8l~t`5>?|p=qXm@*zark0p*B)N-VJSJi$)ROf;gz#>7Wf2fE{AlnwmSPyYZ*hEJo% zXSu&7)+#b{H4*3yKM%S_rxJB9P&U}#=ZkMPWolM+p-G@tnk$baTIn7%tRD)Ku^~Y2 z4ZQJ}PtwaTN!ynvS6lNKx<8xm<98Rc{tCyjPS~>ioVgz@<~ovL%Yc&G4!pf6TUR6| z{Rk$)`&+IgcFo%kTBhZR^hyO;skIsHseoghL6j_6N>aGJjezyVL7F=P?FNG_#M3Fu zti{w++tDqlL#5k0gYdrN<%0d4{U7r+UZ~XE-wo<)CR7x(zHH-`H!0K4TU_G>pQ?;I zI(R)9^j{C&{{T?#s(aV&W%OQ0{{Ri0Rly$0{>O`0ZTr70dh!GCpQBEs%8a=$Pi)3Z zXeY<05J^1+u5ZUUqB}M0uD6o=K&n>O)K;kPnFxl2J9VWBBS5Uyl1=1vIcad4fD7bqCV| z^3H4-wggJ`Mw%lte({zrbd>>a^;h-bCxd&8ZR7spJawusLp5bHM$7VK(q%z?g;bw* zTweqG|ZO@Tt&rx5*=y8 zcWOd_u}>Dl)C|`#RY$Udn_Ge)O8vD)$_%RHAoWw7HF0ki(QM~#`;swlj+ zSYS5c4R~3)i3;=MpG-3r#er{9f!rR4`t!!tWW+>a7&WMMD%_~`zx8YZdomoqExJ2w zDfCP#5t5}6Sg-`&%>wuH-qwgQ>R_ zdujAG;@exx64Y`ulNyw^F&rem-vuO}+75@E$6c{aDQvwG zoTKE?uQOU@F>N8I67T?_M|&#!A4BEy#JU9L6;5d(E~!lp?c1d43r{y5f4>`IRb85- z)E;Rdd(9w?)9QV3qN7rB1K(Oij)J6%Jd&$-t&Qvr{qG`vdtiEGw5~l$iJPfk3K4f(&Psg%GRKF)SCizUxWH}$I|rjQpBY`PmSv_xMp#O z0SFnlH`F8hR61B~wVoEM5`6a`408+=>4}9EF_8c)BdOn@>yBX3pZ1yP{m+lBs9Ngh z%NrA5v9~zYq!g2V@BM9znp%Q_cO;&p9x?O*K@zI zbV%|I6W6uX4}gOv&P_?i}CWr zq`!41!U*2{-qz`e_PzC_SnTkf5&vgKf1~*js+T*OoPyX_uu7A(bTDEwt{1a4qL> zc;oWMn6h1(^6AW}q^$}2N0g8>`B-0bew+*m{t17%F;xYvNsAjoo+85IP;7ahUU9NJ z3Z<*s;wf*iuM@~s?xh{Ir`OYsu`&f7J8Z2DDJ3O($s*;&bSC?gWBpqb+oLvH7fOM* zz31{D*4TC?)tE5zPq3F*kfIimW2*KRyhiAinpo0+Foh$Bf=zpiltO(*K`xvrLdXGF+due z19uOSFTUMLusseY!k0dt<232=TC%@l`kDbQ5zzS^iML-oPmf7kNe!JyLOKow_OKl> zvC2DA5TrbntZ6sYK-$~`^1bmoy;xVXdriu>dbis^HUxX5`tEl4*Zi?SsLrw=?VJn@XKp18&6)fTGyo6UbQnh{F_0@+P((X-QgdsHIKW zNh77Y5OE=jauM&m3U~)lxE}$|2_Y_l(D@zt#A>~mG}hrp z>JDGLFCdN-tv2Kj%Mhy4#ZEKS6d^7bkPFJNDP#kx{{ZhBY!9vaW4d##*A`fzU%Y69 zNPXm$CNb)f_}AA>_7=Ip*coypHqyflAlYTrsY>ywM{-nplW&I}SWoG@e3cgRY(S%C z2jV3ZIf`w$3?L;11HkG(5`3&VP5%Iv4}D_g!6jrb?`g0k+TRRnnUy2dWA`p0w5S`l zq2W_!p$DP30|L9IX+XxzWVGni8GQv-l6s{m19hFQI`iv@b&>w%tysT-jMn?M*8GXC zvMs5_D1l%0Ab9PL90m2kG1UV)^v$3c#7B}!L=+MtWp5C-NeW_P5FTm>Vf7G z2rWg_m6pcV)@(wR=r$j&3@0cd)OUWOP@vql}`jLonRksBxy3+YH=F|$*$SQ)+ zlI02EF=+4fA;p_`0JW68B%6`|x310fip4&w6%ye*!;P$h5}~Dfg~3T1Sc8A%h|p+I z;YUnJw9pU&PykR?uDA8Qj`)Q(g5*i2uSa1a@<@>xR_^3Bec(?;fGiK5-vPC!NJULI zKWt}hQ3^teTfM*sRfYNk$Cd_X23n|4q)_9@bW5qE$7L+O0<|5<-(Z_^PXmqd7yDC} znTXSg0dl0PyF^Eop?%;xg=*O&p(NV{Xpkwaq*ULP7F4&!mmNaVv^UqgO|Ak($Et|L zD0cjxC2H>Yqa2SqAJt7#8dI@erKK@mil=U-$QM3Zg1HLd-_H$<%D%t_`=_1H74nl zsWh5}L29Zn=Xos2NJFk5j{}3v1A77P@q)C%DzlSUslg3LWd8tljHH2ZKgDodf~~HR z&=J(w6RgB$s+Q(LbVaE^A=t8zfJz7+>WAJ!zVQAd0+eGHkMd5L&U*g<0cNYMx>2T6 zZVz-6ufk5;`r6)?#KBpL@GQRSmV!I7n}mWaZV5YEZ{2{jEZG)fUWHR-m{Z~-OqP}c zlegYNt>SOjZf&u~_9nHP)`g`>O(B&Y@m^$OAi&nPJ$b58NQIfKjHEeM&(!9*s%q2Fw)|hHa~m2Cf;^C4^Nf{R;W-a z(b`iT)ERLWl|_`xJ~mV>Z;D9SNwvQ`XGY9SPg3bsn9akfvH)92ZCV~cC+%CkwIgmi z8{Z0TX59-LmK~Wj+PywfR=`4BZDPs_XxT%`-j_eF67p)9XExR%RAw^ZfgqYpGzAvp zv44HLpAxUlg_Cdr!(7K(u1fm8j-)pc1g1>1sN9XmcG(=CHFN|E-yE%Fie%^wGZigH zkpPDwNM!^mm8WfoRFG_>o^EhKtZJXJ%JOc5jnr8QNC9>`SOR~qKb|vkTq$fA&&N}Z zI0#xDXs9S#-9Mimcn6p2pIE8dZC;+lTAWe??1ddJBcrXI?t{mtTu**-<;(i2l-Nt5 zL`aa6sWHK^0G_KOeZF|lwyw=yM%VuU(6^JNKO-|$X%z=lxOAt|X%Lj+)>7T9U0uE5 zs1O17Ml1x(O@-3s)>UAX8}H@lH{Ss&IdU6}M}CT@pv{C7BR+yj2`1`Fx~VGbe~9UV z8Gf}MpqC*^ZOD~4fO||*ZctASCv&N@(2g&?jqvh5;<%HEJZ_n~d{`BTuECuYy2GQy zofaUSt~R(meDJrChm}R8 z&9mIdbtt%ui*BzXqBjEP&k(23U8Fq4b1J-(ErxrySa8`BS>z?d&b!=&@;B+WDh)z9 zU$C9ZR)!C1Qj!uGCryQ|ro*2;mg$If$PHAQZc>Bs--t`hN@m*7=a?k!2o@mojH%VO zYOy}BgwmH~X;UizEv5BJf#8oLvD=(sE~_GAzgE+dq-t09mzAUz+qc~tjb{6NMly_C zWx1rBWfc%MNvhQ|j0m}!y&1;Rm8;nzp*{rZBzKAjeP@3O_kK8bYEsDnHsLBg6YKmq z!i$0YlIrSI*bco*l0xT2LV}A5HU>j?>PNnt@44F8WrbO8Lv6@0(i(6Dw(DySB#wj; z($_ewmiLITwG`C(0Oq-W*_hI^tT6LRhR65DQj$?E0YC(lf$xj>RnN->D5hObGZosC zOGA&RykUX?_Ee}1uho4C9(EjKlBx~Y991bOv>=@l95%Cp`yo4gZhlySORGPXNjQFDlf$c_+6MN|QQrU0lZol`N|0LM^*!^!4kB z4HT%5I47@L-+$8o04xZj*XPf1%06IisFj#v@>yvmNO31%^Im8>@whu27*Kag6Q;t& z79+w>Tlw3qy)o=`mf(3ETl4+RGa|yNL6JV% zw-ye&H%%8Db7?bbbXWpF39?4^76Wa+O|U+@mgrfc8&IqC$kXGr?|O#bNg*q-7u&9% z--)fdn+;1&_6a(Y2|u5gTYT}*ml?Eot9_tH2fa?}0JsoNHI_9f(_0y1>LreP z;VOThV44;~${Aj0pFqoS;YtZ8L#-g{8ij~GcL6u~V7)<@wJ35a^P#sQE66Bul~|={ zK$28bR_e! z02>X>zBlRTz6AdOYck>ysacYel0OvIkPqg6EMVq$$mv(w=IR@2*eIHdBF6s!?|e4K znDHnt6+~s~r@@yAY>(&Z|a{KqO!(;_MIG^ypsN|kN^)J6E| z>M*>n(|bEX`&{{#n;;JfsWgx{+QjX(&NM5v-pW&SyV^cnx4n*gcSSC) zRMw|Vv6PKyQc|J1tVR7d2lV{0+LDW3yGp%z^y)dqUcaQ*U<|1teXLN8hYh+^0y>?6 zy|(IlV?w@^e@E7mPx{ZMo%bkZ(l_WfHs82~uuH2|{*A8g}^c z@y7O7r*ti87q}=q^}oY!-HLI4O5VVm2HE*86q}yr429f{$OIt#aoT>C9fqLkZ!=U~ zzTh`TltQ=PeH$B_Vip+jMJ}dVuGw<6;!c#QH?Thg{a+jpIk+ThN!v)VA1*#0EK`T+ zXV}Joq)E(=sGWi`?4nh0O_SmHZ}G-|`BnB>q@QM{=Qp_*Yb{B?9PT#<;fh$>R7%RO z?71}+i(1=sH@^OTe=c_8825w~D_PTP>`vpQ@8$u;Jbsj!C3=0AC3b}%t4*|Jw}80^ zf_drlD zucLoxsvr=QsiqJJwXS?b4=>}1c)dOa-EH#AfG8mV3t1qj@6?Z8xX)2YH*}3(pQb7i z+c#-%Y|qi3IVfJ>Jt`}D_X5|s0Nk7Z032XDTJ4!dA-|&~c{Vly+QeaUcG%zNy}np$ zAMhua@LWk&kbEUO0ef%!?eOOuDk@MaHUxX8^}Wvn6$kpv?b-H%BK;j5O^)ezF))&w zlhh7v`Fi78^Y79un>W}sH3sAzd6}YZ&}^H7zv?fBu~znh=D$q1MxvCG3dufK@g29f zpywU;iB923PMdB{{+oW7r_OQuOt=)b`y9$_E5%^;Wh4`RE|l1gKQ6e)W-p}!!9_it zqtTDz4W zan+}k1IDXdfO!Dhj8f*Q^rmq-QI@+ojz~T;K0?$v@)jQV%MEl^yGNap>r7{;*?F3> zl#vKiRcK9Ed z$is4}bioJSit{cq{A4Mmf)o{En{~gQJd0`QTpraY9_O-Dhoc~+Eu&i8ASD2so$Pvgq#F<~;oqhpWOU!VG*k%)0TCS3wMTr)=x?xtCX&hRb*7-KMJ{xhwv`7v%w1qaNm8>fKY4gB& zO-_dTEAh2B@^*GIHVbE}5_&9h4;S061JG35Owm(`A@;)`wSg5YI#M)^Who=x)>UvX z$UAR_^89s;+pzfXKb9L$8?VVRtg7FmV^t_`K}6=IAxtS6lC!Wj0{;L4I*;RlGNVj= zVzCgUNQ`x`f;5Gu`=xi|R@U;{0+KzOH#W4oElO4N7oW zn+sUn+<9N76N`uWE-hx>UW}pCqf3ew$TP zy@dQ}aGXm^QqtUq0W*&4@=+A2Vlky|n@P zUz;1_Dx=78g+%WA#W-d& z;uN}iiUK~>V_6{D;10hdd{lDcIExaKcLtZZ)IR9pINAycz3y-=hLx?(km89c zAt@krJmYXTzlAsE_v0GMT2Sf=cq5_yIOnt_yX#HWeInc(9F(>tCO|+ADGl$_d}E>2 zA8OKssXK&Qr>~wcWeB-jt573=k+8(1sgO>E9(cpL-4By=XHepbfI<|2Ne1`7Uy(P& z*vZyQX$_J_lWX7i;Bu0}fN_UbmDqt~-}4ySiJ;kl(#!YRH`sY7AK`~zfZ+rkaL3Yy zUMg{Z<7mGAcJdz_ai%Ji?Niy1g0i*FW-SGCGJm)GE?og>k^q*T5qyR*#6_bC&raIDGGVhq~A`EjmHOmen$M^ zd%Ain#!NQU0{!MxMwNWWUtfkKGgMVfmLUfl0E8{o8z58DY9OpIGS9UY4&AYGVgU{oyjR(_x^l&<8&`&X(fiEEwvM= zUNE9~x``fS{P8iwHzqQfd4-faa;@$a#{U4BJ7Qkka3GsfC*I6YvAI1gm2}(BoxHIl zRMt?k^pzn11zkWS0p?GYyzsc0?$MH3sI*KL?36yRH6r5HKfsTkB%#T*a)+hF35Eu= z#w4V;Z?c>oT-YBy_rj$41AM46tBPi+8N%8kZxL@Y5~qmeM{9(e58uWM(&oETX<8k9 zE;LGBX=?EyT##+gBF5Zb%N%M%^&a&Oq!DH5Qm#LDmrqP-nHr|!?Nnk&X^F@dB%pnu z9HnC0^S3tq@i*vo>@bF2R^`R0>fIqke(~}A@rWeL`7FC&~f2z-0)Aslcp+}`zGOwBm{t#!6->Q+spnqi&)A8X+AFx?sfTNhQ)NMN zh}+AM{Xw-d+YF|}YE6R4k7c65LsAZysEAkn1bGj`y{Q*p3a& z@Hr^0Ad`M$Y9gidgtYRtY@~pa0UsW{PCI=u;4tg5N<%;$OHkvkq1NY%4bAYa12mXn zY}eLe$c~Q^kfj#h1n#EDy~(-o^S_q(of((v(os{XptP1%sw^iCu-4WKa1&y^?gi`z zt|jBIC&7KkEteqdy&Z~9ZK+hMbm=H-F{vts`@klHQg;;v@Ckd5A)03R(*{S5q zdW{LSMOuKn5#J>JspOHkNl~~?++5(hE1#KlHBOYaY3L!hW+6H~qkY?G^Tx%0mp8%0 zQIfcx#M2BWK8*#VeHul<8ff1`7)fR(L0AE zgx%NlB}ri_7X+WgcCv4CjNT_Fcd@T^N5|L~w3v{bsZt(#ONoO?d_7f5P28oG050JN z+}l=-{Oz_ZIK>^yYmSx{z(6TeYDz|u29hnch}c`DuqvHEj|r0z1d^kv#jOEKb!UA_ zCvHa`SHOWznUmk{TafFN2Ueo1AgNGEz0It3HMth$H}b>vA6bN-tYOn+`^GASK%s z3k0P@V|}gZ&p1-;MWXdO3z2G0w&ZCc$th$7Jh+Mds!~U~HvpcZ;BSJ`W;BNxiBFU5 zb0oHvvVh+r3-mbYZTrB6Dqc-rbgJNjRd9CSi`$N$94EO( zb0s|NnCg)I5%+t?W245XYgfGD6UvZEfhZhu2G+s3ONPuy(kb#0HBtts$Y@`_xV^#q zso!-TH^j*)J1R5N9W(^(9JtjgESgmD9!pY?wLHpCej{G)lmHElxxK}&wi_uTjS`z3 zs(*5*p&@Op0^vZ5>MG>?ckAde5)M^MDqP93ns#gA&MxGH3s|KC%X9JE^uVRjB;=Pn z#*53KIIV6p*(y{LNh(qjIc$@-w}+oRRHYXc1jtd8X7V&TchM4qtuGr`YDMlg8=NTi ziz#rSz^l?_w;o$^Qiab^C2TNm7C-~UZ*F+!j2Dv~sLimZB>O>p+A>;ES$OVzJMJxW ztDxNDxY=4$%&p4OlJn2BTT^D`w$MlH$5XM~o^ObXSlzZ>M=a6P5VbL?T|O%;!g;{j ztfZ-GD^rAv>QcEU$o^Ymc##~afayAc7v96quci^0gD)k#h;trS)N5Dwc}m~eNk6i4 z$-Z=`n+`C?EujerLV}kfNwX|A0+!+b04TP=4awrznMF!gnNXIMO#riN@+npNL$nDI z;V!EnF;SG^NCmKyU=y$_xv*DF@ZTHRqBK~FvJ!SBM5#(As*hD~x$?mO0PIUuNba>* zDSgRo_e(!@ASe)&gTd9k_BR}iXru~_HgD85w_SPtDiCHa+GQhu0U+2o1-3r$^CK5I z#!=9oB7C6VdMj@u*~Vg&4)^@Mh$nT|J9WzPMXpb(~Av9K5WmbkYB zUlWdT$M+XCESo@JhcY}wA&BrpEFfu0QY=y}xB~oo_2(JQas^5Ykmpkp^G~Nr(4_2B z^W)Rk12W|Is$xV5?Rza!5DAjbn+GmGXxZw8bUgGtV4RdXnF*&tLR^rr3cl(ZK|b=n zd;z&Q&2I0}uGRaB`DUp;xlyUmrm-b7%1hqPhaOkk%SZr?LyZFZLHpa`;kjuELurOm zHrQMMIoNcz6{>k^Z6acGH4O`Tdr1kD($-V$%maHHk^_L;p=pPuPd7a= z!DD43P)XnP^8UYEdfgJNTOLPsHDUF1NPW^Gv^_muflZ zFjV071=*{0`dt}im+CTAq(0y$+!qP4946$OUfg4`C;2$rUWYOCPwbf7zc)6zQ*(E7 z1N@td+T(4{Kkz%-`X+WNkPFo6)2g+PdtH!4x@rYpUVCC+V4b)#+Vl#f8oepXE@z-f z_G*neMBTM+H2`uNwzO;s!VAx0Ygm-}Naoyim*5At)P3)MPOKEad z?R^vb2niR;a$Nuf-O7}eUff>mxjgP|^Ty`>ik*PAuJii@%ZjqLa%_e48(gn%FI${h z>#9I29CZ*950A;ituN~24Du?I0yq(X=Qep_--q_TJS z$Tmp01AUF~^vMOpMMu$huolvv{{U7L$26Ukr8=UedXlRV(-Rr`HTDXCP@c-@N+5W9 z#*}pVb+!KhObqNxw}>63d0#uxr_|a>{_h?1>o&c@ zc-BR)wf4nRH?(}<-)cR$P?@j3ns!vmf}u!nLUhHDSqd%%Sd+g1n{&1WAIK>yq+5vW zgR+R|DQ~k}tczR?G^T7V$4`~;MID`XeHll%$Qfw{_aF3I8dI>?cztj4#eLbAYZR(4 z(cdU`kJ^rBX_d{VA;~i&+gt9Hs0#${RCMqMOgdyP)N&tb)QJ_mo0wzNBEq|JR6%6N zJCa;VfYLOAK|32CEG-wh8j`wbG{#TL5!}%mDbZU|Izde_o0GTsI`fGMp=I{YhO+%F zAdqZ`ZKu>*Z!$?dJY*Q5uD*0VUkb0kuvDsINWkyDGmYXbd0(fJq)Z%9%@U=nnZ zVm?;CH@{tluZ?O#S9LDj*xYV!$iE#wL5|RkN-84Ox=A}~->>J+3PHi%glQ!S01bxQ z8|*R93P97P1lr_{x3JuO?~XfB3MwdG>PWVcVn^l3=NOeGE4Ji=ea-F%r=A@r$|~I% zr~(L5{Ws`O=yt~xbcCprx`o26ay}k-;(SQ~J>8Diz4tu&Z_hn3*4n|)Nhe|luRMA0 zg+Oscq-!mzz~0xnJloTc-Hoy0A;(*J%dfj6Hj%PH<5j%>0H4nq%7G~gu>fCTayH+e z>wHXxx0z{O(`q_RlnLrQ{DwKYxiyW~Cs#(7b8vLHvgnf+SEj{r=MkiJsO(QY#v~r3#lGs-B9R8`zRcFN>4@B=c^@C(;fh@Ku^C3 zbqYKE`&CL?C`8!fLK1dE$TlUV`Wp)$x!xGw3SDuA#J{$q@~+yilRN$kHyq^ z@^-}8DVH6kcdID?8;}7O<6-B%7wLuEzgcmoTJ9UHyWXYkXa2B%!&UgyFQ=u!9#~Ow zYS>R{B@oR*g3PGMOKDpYBdog9;QgW;7vBAPT|GhhV^dWS<7O1N?TVsOPjG{Dxy_cH z_C@*f>(c~Qw}N$CrpCm8dBVh{ss(L1fo(6ic>*hs6&tjh-(9*Sot3!cVaHUy;G2wH zL}QbeqRNc8@3a)9om#GSC0v3H_9Kvay|0LI>WhNlrPW9>mTetDU-h64+*`&4wGKA8 z+Y*F_)#27wlVUm3`us2wvcO$MisD*v;{_xsAe$5wT#yaHP_@C^%KPAkw|a*vinxp@ zrnfDHrgLaneHvUz-6Vb=hUA<OlTV)MEID*Wc|;YSe$7V1dvJX*C8+{TcHLq| zw%tlf4+N*7z-r?j)Z=fk!;iZSMbO$-KvB{`Pmwk|U#+n5rzg2GdR3tR0JA0Xr=*Yx zO_G8=(Z4>Y5Rol;eQ9D_s4y0*GU>nB9sDXI?)ek*>5k(}k1{iIns9`y3xy}dm32w~ z05Gu@^uW607AM9rHdBVm1dV|kf_CF!w_G@ ze$XgxmE5iirsM?pnJ2HRNCN#vF{R5)*xmwKTSTG8$scB+)8UBqW{lX5K~gSWN}JPv z%GLAQ-J_mX`! z*xw4Yw%SaQC2lrbONBn@AYS$s{eD>bUXf|Sl0G-Adb)`@8w0fXPh4sm9r3oJ6g>{!n9UBPgWg>>>PFaH?jOmxCfC#k!+c;` zQ;QF_-O2{n9FHsX$4EW-)NT@Z7UvR@Ku{qh4=fi&@{TZ4=Jz{oWBaiwxWd}W0E^#i zfPHZhX|tNpLKXqF`j0GbYGX+UT0>+DX+g0+4?Hy6;5a0xFxAxY(mHK>d@-pJ+)ILb zTLB6ipj%dsr}rCUHVPeBen{LKr30s#KDZ>yk#*@)Km^Bs!EEAxDr; zHtDMwLM5kFDpFG9mD=mIf>JgqO}Yr)T4f5&36n_2-3{a@R^-(6z1-ln7OcQ$*hP^H1x>35u$! z4tpIT@Ef+5C0N-$VHfw0=rDP6MDT5_!WE)vaRL^mR2_9rj|*!S@EdZjq;wnLl_Gjw zPqIip&n=DZKHdPrg9=s`##)lbkLyOq0D&a^r=r6w*IO9!7dr<|;-o#$w_d6ay=Z`!pR4J^_ zXg-j(WVS+?k#7=6<52u2+k=hqE5b8wBCq}0OCswDNhyB&Yel&v@R7ebURgIx6=T_r z(k8JMGUQ8`w6M}aSt=l;9e^IB{K+1;U7*`8)TLCa(F}Go1cbZoF1y|q7Iq1HqCwlx zTHd(X3NzECCZ|(rNoK)uqbTaocrGkj#a=^%^MggRC56Q(LYX5<+EPN(V{mVNHa&4F zPaChu^!F*RLBzKhzh!p=Pz75Z#~ld7lBkiHLZ9|j6r0?yNC&4+%;7PF$jeTM>Uqbh zYhIR@q?N_;N{Hn*CdBc^2&zh|@3|V0FbHWSsS^?{$M|g?3cT0CZ;akKH)-r?uWD;@ zHGP;h+{aC-QsBK(PF!EKNkUdomo-=&8(C`u z*9HC-=J-y1#ixn|9S>OEn6Oy6Lx@ouDM`Ao@abW3`eAppNW!&2e=SE##$4i*p)99J z(v<>rE0m*RYy`9iTzpGsmI49aEb2t-%otPr*qlz_vsa-v0m`GBY8q0X@>wsX%S-Ue`N$;eM||ZPz}xp}eS7RuU50maC!G`ZnO|ownZT zz40P0YooaVZqI4hlN(xCaubQx@pq7x$14YIBy{JlB6!|ssW61r6{Uo0)e37Ad7jks zk;~0E!)i{Fy=rd5NINN4AdB(W0XsC60*gmRRg}z#)hbFgwTP+ubP*hwWY+urx{aP?PCEsgc8s}ii+FT{1&l?aNwX-QRzE_X+f3hECx z#VU+kEF~7&$dGVPjuM{blrG>BRCN44VDGm##`$$PEJJ!k&gCsMl3Y=601}k$cK5jB z%#SQAQ|mEVj`AywrkOGmMRG!{8&Y@+Y@c}~+hMpS*q2X=<#t!L&SFat+dti+x`hC- zwVib*rTx^7IXKN?)4ZO=_qF)0L0y+fk3ed6Uz(NuWgsI_(yw_XiNK_!VTTfJ#kHz4)$Ao4u#i1doQ zh|6}Dm|2S&d~jV-@1>{P2X|0UOIqUlbiYR>-gbf)gJ}%Lb4x*6%`h2lI@F~Nw5Of^ z9Q-h&*~5%d>UEfv7xhi3N;9Ln@(NPqRTUJ5Iwb=3Ddd~0f-p&@Cgv#!kmCiKTWbqL zYDr3_C@W6t4E^A^_R}Qk}{p6orfgBreg&i2vgZ2+r zPc(z8s3%YjsjH|1?%w{NJ^9ANJsK9L`;93VI~yfCe1_e6Z-sh2N>UtMCc4WkN?{ty zitw`~z5HoB1Jy&3&LkzbGXsbvm5NJ6D)0lUQim2JhKD!%$I}@sHM?fL=P2p-_yqQC zAr!i;S()o`>671Fh^Z}vAVVrP3?*D3ZEyw2@o;ftB6<(F(}LF6jn(VZYhiA$mm${} zX{Q!gksW>PciSIn9YEhwegfc*ENzTv)yWD`rDh=1YMUui)^B7k#Z~6K?^R9sPRbFOTl z@^;WtY*G>kur|H*ee5-{HRqhu-ziH{H%KJhUz=NuK&sLzuxe_}8GaXgB|s)*P;4h8 zZ*%10M#)#m`Vfs@rAVZT!%EW_D4|-BXHxC#S}EsVqis9irWDf4El6>^ani-k(jBNZ zK}}keQq4{(liWyB)pk;&XA}S)FabUuxG_e6%Wxygi7HEh(1+IhauxQ(q+Mz^@dMCs zKTJ-C9$cxZpHXFK(lp18r1)C|TIvI0tA0R{>wz(vo08pnLKuhs*|u$w2$aecNvdZ-+#cmzTK@po#}%j0xte=_N2)TZ=|Z1e z$!1YcykFEk>u-G;ZE|)$EM4w0i7mL>$V%CH3PRgg3PBbr+mLQXJi4)2)ZB?b=2`%T#XDYZ(cMU)x-{ zPI666)**eOo(oD)U2@(nB|w3DZSloDQ|v!3QvQrhcGfCY1?QIOt!6hXF3eh#pK}A{R-p=y%1~<^#wG76JL}XN+ zdZ7VwQs3H`$aSS9qDR~W+z&y`uxB;oIxlAb07PM)a?=kS$C_!>=yhthv@E))k{tzY z1A7LngeOSodBvYV`X|z;lsw;+Vs?vO8GALxb%ReSK}01u;v6m~fTfK(K|AT|i&Onu zW!b%(G1*mlmnt-LQro3ET=1>N+W;k7d#V-$C;@8>H!I+3KF>e>BKtqc{hRh}+1_RB z?uQDOTBp|OZBu5%Mwg|f#)6hqvG3f3sFQKOOWPYOPP%(&`cADW(zRri01`@kUCM3- z`}nRnIIwbW(Pt;+n&m3FSk0N2GB=miu8Rt*C@wS=^iog&1gBy>MjPGiV=2q7=X}iU ziiwqGnvm`=hwiWCS z&JHOcItJGX3DdE$BKU2sWq#18)sEOR1nk9=8_X3fgz6{Jvew!64Z5<7^b{@3Ich`z@!= zg_bEVDaxXUx5}L$$&o782}_PEa-H^19O8SA(3~4Q-`Y#Po}=g`m!r}grzS&@>Hfxs zl;3;p-R0j_-XN=MD)c;Yk6ci~o1oHC0Rz}08>DF;u}L0Yb{k@{W9X^aBxKal{e*33 zse&C#k{wfR-9bmX8m!*n3yzy{i&>cLvlX@@G?v?rgtXccHVFU(kB}IrB`uKDbfS>@ zV^^vT_D;@5qb#nipK6ilQQ8W!)P*c5U=Jf?B%YVWMV?~z-PvYr?6%|Mdsm(D>&nJb%Xx;WORZO^FsDwUxL>9``fjMM8){k) zMI9sb#G2M#qGo7L(z7KZB~BWh4k?L@rPkJ@?v)g%TH^Nx*Z5&-Yh}Q+dnvBOsj!FA z7q{AkeF~J-MigcrzM>Gef`y3uR!XiccE_LckM=^7*-dXD_L18zbf#3es1m3`7 z2XgjZdajJZ{$8g&RBQx^i-?0F!oXQ%YWN%R!M+=l1q6}j9L1cY(0fsh**!!9xrnQB@P@$yx3N)zPRRueAcTT~4xKjw-nKml@W*9Iu+*ffBVd0H*B12tc+eD*JH&1fdUQTl z{QYr}a0dxCHWpV^4Z7cf{{RdXT$T7UR<)pAAtfTl{SQyioOAYwN{T?S0>Jb6^v6~J zsU;^!HoqVP)b;2wz@fY5zCB46R{(Y zJ6oQZ#@betsUVTDNwFY#4=z83*yw;1R;|K?lt#q=06<{f1*)So-D(F=wZ8XHPnEwc zc7Re;ZD4FHt6!b%>HH2ghaOp0wTq-!0yrf909#|0T1~>izmkc#;FEs0!gkOqMr%%| zNl4PGlX5;bA1^!#uDLdo1m?I!)yaesf`M{}!qgL`enRKox+>5hJJ#nd>Fe)f zIOd2F9B`E#zhJc!x`6jh{6JftW>g+p)?-F)@2_x0?2&(aZax_DRqDS-v*NMo_D0Jy zr{BP1%D}g@Bzo zBHe$6734Qmi6u3Nu7%G?0oMK0NN@d_^#=M?(EM;xJ!!ddMCkH$qQwL&VwDSmljNXw zw>QI@a%)L2YAU2fiq!ZOX7ajMt~#0ahTd5!Q%DBdH6M6t+UInGZZOW(H7N*6R?sQ8 zi&ppZ`1;{mbScvmCo=DIC95rkDMTe3{rhs2bsk(;;$%9yq%z=n0jW{Oi3}ABwtpA< zru!dTdE%YE2MH**sEslc^h%pB;3+-DN!0?4H%m*gQkIjzxCH6rW7iB!(wb?Mr@l(H z4MdT;y?!V7U>um=TA@Yc6eh>Ju(E;tK>3g1jgYEurts=2DU{H@y(9-y)nn9LTzcV2 zIVwZO)L)kdisVnIU-sAmE{RSh4zpvWN;Uyw@R4hI9=J0Wmm9n99Vt?joyZm^Qr5E0ZIdK4<#V=7ryv}=rs$m-W50Q zs@LDs`Qt=qo~1rwN^xGyrCvLVKI*y9eE=RGh6bFXs1x6Q4C{~)6$YmTOKwDDl?4H) z6!T&^BVqYtDjun^(K>rw(~bf5XmF`1>0o@le65X-6-`-<9pW#2L=C|7`TqbBh>W=H z8d_O(cZBHy3+K63`yV8mbJGrW8)$C1 zQDGCMFc76&gn17;o`)I9b#JW0N|L1#H7oG++du_E6Qaka5ikfg1}KDF<1RHJcY&fIZ+dYoCk zuuEyl@K|lzx{##=ByKJ8@QdQDsJMNg6LJzkQBB3{H?TbKef@Ft{SvGy&x-jfdF0Wj z+g%$1Hva%Uzm7SLOtA@RI>Lbl+axQc`T66R?KrnSNtFS?=NlT(7Bz4=BO3SM8`~SB zChh^}>yMv4m4%uiX}VR7$rsq0;y7h(oo)N4l>Y!MNkIxuyW7ueTN3#SG9EUohS3-`C~u{_JJUUDJdTJMEZHS{>TBkU)gm*v-UiP)UEr)3dt2DGDEh$n0tU=#c-u`E%CN$eB z)Ed>NrTo19AIlMqI!sTuX&TzyOF-y+$LEP{wG|Q3EmE7(y^@sQSy20y{9P@A?}6{^ z%_@$|VaHHPY!t5-Q?;$v;f)mbks4y2d9@+AO0ry1u26acKdX6Qj2bJ?7UoTo%1Ad$ zWkE?zx4GYQ`QVx<3zCwDU0|g{WP@Ti-rw=Snp}zQafXq)tdpP>Cw=(y^!;%;1(Ym= zvI>*6ltqW27#PY|Mp{~(XJM1!Qb=0RdIQDBuS=WpiE^s+mQtAPy0;&3KzN(f+aTDL z9Vd^OCf3^n6*i2jZZPB}LqJ-el9H4q0@hFBQTwSIV`g4ZjKHM00}>-6bc1lQ(O~-R zae}mXIdur{Tdkr~&v=}8t4Ue&1Dkmcmc+-YG&$o^B{<8dSJ^z4luLHtowpui%Wbh5 zt6}NA*_2>=zZ1KV0SOi$dEfImoYRgAAz;}l(m*8Y-2VUph;+)09e`t1ONe=!fbWaD zd;zk7>C)*t{BfFJiCTFfgvf4_a0`P_RJ8O?+o1s7=dF(zO$PwlgHKGV#;ih)u-IR#m4%r(+N)eM&i@5b86j4NjgP|0Gk8H z9S2SK#;SzYqB4}-N>jk4w$MCoEbtOKAKljy-OYJ@ZL;JVf3&|Ol(dAYDO!jFP$K(v zB%9cSxWtMRRKzIHsxsU47p_#k_Q+&k+(7c?=D?F}@d>!AWm1;N1Cy;m2QNyE+(;`^ z&FWZCcpcSZc~_YHy5Y_$)S?_yDoQ}naI1sC_?_%;jTHwdRT!cZ^wcCQcpVEG+EC$1 zJqYKYOl_oQl+#w-I=3DnP$~$TRuYHO6MHLbA$B{9{01e-<=@#!EL%PaX>=b7#=wn4 zuX0bHmi=(GRBg$Xn0baACuT*XmA0T2WZdkvG@U*&I-en7d>J{78I{Da%23rM3bM*U zNtbW%(_jd1ZP(X;1{k5{M#6(FH65nX-H?{iq#+<1BG=n)2mG*;c=sJFn_kCM)=^T5 ziB$W&9no|xH&SiD<8Ao0@9Bc=(jMS_$eqEeupwJB;BvN{rNd+m+cHQ4RI`h~_rGU+MqUW}u#O}1J|*-214 z5x<`J7EoOf!K1v6KvnIXgl zDlBs8A%v5CeKj~PH#`Hj7j3QNTgeyW5=Kve=2@@Ji(7>Jce5OyY+_r=?-sRgdzC0` z+R`m#gJZu@iyeqhk*K6v=VFpC*NzW6+SsqE2>SLC;Lc@gYg$c&lW??xQnZnBl>>Vo zmgf=RW-8qzCY4u`3w!rdiBLMCy)WDsfGO z(wuWsgINldr<-n0jxKh+ys%+?{DiJEl=$v6;z~k700lNT09wRzx23R>cwXf+vu=wH zJtemr?-M>cQqdqNIu9HHy^rSy`9dK>R{aU!{;!+(#8U&&Fh#^`{&B6}_R@(c4el9VLx_11N z*wJT8#jVL1+6^*BYNO@_R79FST70IVqjuR-r{72$xLeq%Bi$SGizYN$42X$(9eENM za0Q`lD^gSl=hv?Let1Ntq1bG*7BW(lB__x>u-nDO?yb$wTknAhH9Vr~jXbUTGm2Bn zU@Gd0ReR_b-6xWsM@%_=MWC3siR){U+hQ#>O)WoLCgcHR?|uCL04yYSnM$M1n@N=! zx9U;y{NJo95aXmBO@J&7?Wse=pn=Ve`e1XF#m;cYqD^gXA+-0hZb}#g?02v#;=}W` z@MfCOr!b^Ib^Q)0ODirCwW(IRuhjbSYYa>w*?Oe+Dsy?(g~4FMla*>vTd2gGxiOzl zdfSbt*n&19{CN;}z45yACdoi{LAe7^O~KoJ@lu#oT(>1v3L;*U0rv{zL1{KE8-CHD z=jM(L?hWuwti>XJmgv&cA;&yKm01jeFLmF8sL>vb@|5b(%T#; zQsRnyAks?Ir4Y3^vEy-O*ILNxZO6j`UTJw%=jt@5i*}nO(CnBjq}ioycUnmE7P@6f3|zTPLIY|B<-non1?{%@LG3~MeL?ykbryTf(q^W0N;FpPwX!S$ zQ5%pqR*U$oZ;X+c#O0y9{e zE!PxxTF(VX&&z9KV-GFVKicd|Uv?5333fJsT#FVJ0DCr;`2HTt5et79sj_o8m>uGF)rwV`o0qNKJ=L2h){9zd>1Ub zm3skpb2aD_>k%f^i}TE>Nyub;yZ%ZUd|g($MEU^xS({(U## z<5RI_2@0DtTS!<^8jo>gBn{L-u_`@n#xqrvqLHZEWrXet=s`cn9@j>fX&xV3+_JWA z2?FT4u8^cyTWkI6{#eL30MwvTlXRpFu0Xcd++lw`ROHffHf5^QURzS&QRT{E#BQWG z+e%VT#^4-QU6kkk(JNWbhe4{c)S6q_0-0KMe3C#9ASZds!3O3bzamMVwWaF2oj|RqR1~sb!{t1xwfQ* zTID2aNhBO8MOA{Gx-6t6D_KqKZKNI!-_`DVV{&`Dq^N|I>?}4vGi&d@DQx%KE@#WN zNz|GRE|}}BLCbPj@AUv(smShBl0mpaMTqP0z=_${Ge4gw6s+4Wo$Yy3JydD(WJ61h zMU=~Qmn0!dO0GtoTi)PlByWeMH^}wU;Pe)y>NmMj+UCahJbL+KGo*zs$HEAK1c&9>Uysj5QL;XJsc_;xoWs1u7%u}5C4)_Xy6Oy^sXQGSTG zr6D0M_p78csl;1_0#72?mXh{0DKge&)+He>M0F1!ljCh+Lt|sdHX`3IOl}uJPzt?` z$+_CyKYzy9@@7G;$E9Rkoj|L0lU$UEQ5;zIhZGtG#2o=8WeK_gRk+xVenB~Y3z!E~ zwKCgkD^0It+yZy!=6^GYk*gHf>howZ%tyEayns)3Jcboc@usJ zzTX@H&3&NdY@Q{vS(M^s!=uTrE;>dzO{Cvk*gF& zq_i4Ii#fuQ#W=eg+0^4*<=iD( zStG;+)wr-b;!Q5QL#`#^MykP@V>{hGBfOQC*Z5Qc@RMU}*lcl4p2%xd%Z%mRr>tn<0ryARB|;INC~pC0Dq;uy?TBnVNEVsm7~Peyyi2oeCT#Wj@52 zEjZY7S_{mjDt0<<0t=T}x%lAl70o^eL)u4Y+9xSF#*SH~meVzU)_^0GFF@2zz-qEd z;^UtzqIQ{(XVsXbM9oy^rb>)uGJxT;jp-}6RjqQAsd{g#NGEZ=DR%n}?H;hfR%2?E z(~eT&)81)QQsYWfb!O$Lw#r*bX_YpGX-|miR_AhX+b^-|$?X=iUyC9ORN1wcGXw{e z`@zUkOm682OjLl*%HO=+$+~U61=|(nXs~D*^D5@{X1zeE`)Z&vmz_vqXmh!7DpPJG zEDrGt2~kRubgIVOU~7G^U{#j-mc=$pXkmpYmggw99E9__#fnJVuOk9`BkbES zWO|K8v6w0_WlE`2sgYD8I{SpV8@vm1Q^xjQyXi;?PYD*lT%+`Ihn8#fit=+qt|pUI zn=jeJRu4s4yh!BSkeKQkljd*68twZVd1+A&XVM0w)HjSO8sw@yGLcag7U8K8&a4rN>Qmk6p~H$ z++b`z!P|A6qJL#!SumOr((4FgxZBh9%rn; zez7L1XRU;_X%Q!>3VJev@32#2O2w24jty`UhD7#fb>7$DwMmfu2A3vmhh|Ks#3@=* zhaP4ZwWVWMEvXhg4exw5WQwf%?n|N9YLOEXT~eJMQ|+LFgsn}5Ty!AnxEotm7251u zE;U|NO}dp=*!`h%8Kwu*?5w!tK@q}`2Cdovd&a~P1u zs!2K$;#Fh5{14yjY;YFtEqm!A`gq1}&1m3BH!CSB)OQ1MewV-XY)yw{Fjf=R<9?&z z)1T826sGNa0B%*OCf>H&ukyr}r6!okt5sXoM{MYQ*46fr)NBHjk~~e4KqPLSY(d92 zRGgtm?C9j7J7;-;g~+4IX$xrzQz}XesVYcv*FhuDkao8lafrD)Nui_r%H&EyyQ!|Z ze(=aog<8iq>MyYbd~nwTET*WW)Fc;B!hlqE)$eIMEn?jDw)VyqEQV>4{=K6iZxWE1 zkc*l`l#P;7cuR>K6YmcR>5nf=t4ZogQF7J}SM0QhK-*xU*5AVRI9$qYm^12;WJz(y zQ0kpwBzRL9N;VDLa1Ft?TVd*(PNn9A2dPelz$WW>f;FpPPzRVk_s^bjHlvXt&Ra4f z=wfU`sypX>C&@zoB$2TlaMWB?3Q~-urhqneNh&S?n{T$m*UH>sZEZNta6;dfpu~g* z(H}?Isz@Z=M}o4RFXV9dPhpyaj#7kHqEzGC+FP+&866gtedL?mUw!xB;G~R=OqWem z2U$v+P!~|ydWQ=Ki-TjUrLaOSJe4^{bkMSutx37q0e=wN^7Hh<=3rnkR)bJ+!rXTC zCFG?Z9n_r#WM9GwI~}}0;o>q}iu!WxL8LiQQ2Q03HcRdPBluJX#V4MaFxFIrhFpy6 z2zb4-p=r2P`3Cy|ZLNn0IJ#n))6mXs9Qk`$GsTw2>$;C5u9yDk#gZ7M^GQc6l2@mzTU zz3dO?d^1Q9@~X8Pt^>{h8XKvH71bjCB&hTp8=f#`H8;NkOXL+Q)=xIukB<1Ij!|~T z@+mDMT`HQ}kQ-EVD4=*$En*dY!SXz9>xk9*8?Qupv<0Qbq<}%+S4&^7TsKrAiX*R8 zqwdnj_l9)r;pm~{vB#*ys8NwnN++$p?Jgti(fCJAU*_|`vAB5&<<_*&k(cQ&`wCFX zmR7=w9YW6Oa9-g0o_WUVy(&?Lw3YIL4y1xeBg^k^YY#j#)#9d`uCEP9No^#&+Po=o z03C_wK)DL}9gZ`nA&SFI%~NY>rC6c0{nO@rkNhz7Z>$zYT2P&qD6gWNBKt4}xPB&X@GHkC4!mdbYo-))Zn03&ZaFx4S91RAt55cFgctw8BpU=yVL zuVd30Q=e|M+9xTcp`wtawyt$slWnn4g*{}s+;kpn&oSDLs4z~nNsrzK*;qZ|76NQd z_pt`!k!#@yr@oT5)-;4Ds^Z>T9kFwE>l!G{6t~-ql)e~RO2FMo3b+T%4efp}igu)? zoRUi0N&z=Zx{cLhZ}auO*!q5%eI(C~>tEK9s7GZWcu+wAf|b}GKi2r>HpPb`LtXM5 z2`WB4ZdjFdJ#X>HF{S?JHi!5=L4&KDZ-}5DP9vn-!^Ss97H}J0*znJ!VbrZwvC~{TFSI0>Q%NK2c9=J-+<~G$p-qm?bi_3v67NPcDc2=7}(pYN`cmW zE!6p92uNhxeI0Gc9dRMGT_B5mMgUK8VSPXl9U%U=jQ5ICTvF7e+Upm+{wEj}Ekw58 zJQL-O?I8`Mq^A2@&wpGbt8%#}u_b6WDptc#+>i(KaWB70f{6+?HzQf&JWP`T+pIkzQV>MJ%hf_N{Yh@dB>8Z zfzRXLYkAo5@xe`rgk?xWF&)jSzLGMaWndDLj%DZg)PImZ+BO zB*QUWvY%n43t2}+x3@l~*peeMhU~+RuoG)(aDV~oLAdq4211nNcN>L0B@QT%%fy7G z?@jnszdoK=l;pW7bisha9h2SNMa2ZApCYb6y|}&4mI@V-vpqUxQ3-<{L$aQ0`_rrh z+rS3JN1L7kdA+>O3{y<%n<#QBA-a$>X-mbWHmiH3BpVU(_~VeHE|&=}7{|T2FRxlu zvPc`K^*n*lTw{*HkR&FpN=g$UJE$pEL(T89!0LJ^Z^kC?VwV0v2OE8`M3~ajfPM18 zSiR2oP3`B?8Mq zvQOXy*n(|wVSF_qrRqEs+T;|Qn{oMA{$t^ZZ_z0)G@&}39e&WAD-GYrz5eebdjZgl zL2O8%%L!E1zOPsbX?9D#&PPRs0!nwa`P&4hr?4nE`4gFD&D}*rl2fRp*c+Yy08_ZY ze9Z^zSWBfbt#7YO>SY#5Era*eqj9L(!ovM9VpNyhbu{{Miy~94-9uSJanMG~SqFpV z$?~=)LZp}xil2um$COH>NNq`VPOjJ9)*y5O+Y57r7NG5pwe9H9LYoFmVEZ9Rb+!GY zP9O!gPaxRX4JwB>cJfe zw@Yt{G@9)#QQdw@5X-U8cIyR1uTl3BKM_0IuGmuZ-XNE6XTdwXiw-)ZN_V?yDe)@C z{EnR7`&-QIfH`57vi#Sh&y4GTSv($YL(1hw=R(cKl@0paVaeYNF`zv%OH~@1ealQ6 z$BsepD(1^rJgo2j=p&PY%cDl9w(Mu26-8P}AxW@T{j2Tg@wO%8jz1BoJd08=Wwx7b zFDY*;dw`@{VZih}`S39{ExJ@Ry5jW<5y4%$dh=`#gsPnlZPTi*El?Do+<9sj?#;GC zyY=X;xZ`{fX@@fk)fxlsq5?k7OvE{5I8t{*Hapw_b!-RE8Mv-}8Ya@y>{_ZsamxHW z)eby~Y|<84T2Q;B6%tgohu%=Q)O`)N+YVIuN`0iugD1U1iSRg)u>e>r{s-3v;?dI) z48?D|W;;nrLPGpD18+<5aDF%)BP`9Jx~ioOD3KKXq{s+e(xKICk1>762KXnEGo-;| zloq6JPMs+(DLvwVSGllB{*C@40kgaVm|%)DB^TtCCSsWi&=%Tw)<@kY)&kc(b~tAC z$W=744=)Ilr9R%UrHdjm4g7BljR$LJ_lfku`aVyIO<`<>mz;4$Pe@vBw^l~wT|lt4 zhQh;a4qdI^Bd+SG@G8*i4b~%v7*BGjtL~&Q{eqfU1Q4JJHXRQHSm2kkyxWCc^3)JQ z`>}8WNfthbW3avnRWdY(f9ZM)raeux=qpkWbtxc#TXNkEg^lhu_+wK_VpLY+My5?g zWyKbaG&TL>ygVCk_ICT^07cI@hb5PI@?2MEX#y+AZfzn>9hA#Uvw@D+azJpnpb#TaJqnHA^HVOz+|ZjmO>I_8Z{UFSFXTm)BOS#;3BS3rC8nsZwL6#{1t%Sr-Ld z4wx%Pn=e;$#eb0xv-Trp$gSk}Bli*;OOCXqI92UQCh8$Xc$Pl!C)90+j_f5X)S#3N z$hS+2kKJ$hV7*7PRx5DT9#Yt7qRuqzcmC0(Z{kXT@S7i)z{Zm{g6e3w!PZeLLK}%K zsIIBHs*U_D3tYRn1p@n<@NpA;=eH$BD*~s%)QLtD3XtTo+7gv%P42L4blEn!B%50c zxgr8`vkJ=ePZY0ih*oRrt~eB;LV4o$)y_AId02A347-REHJy zbi}mQsfYks3P?LVIMOeBTwi=0rDSxh$T{*UYBmyfg@U!yMR(Jy{-=4UYG@tV+^$& ztdjgS$B@Ri+aYCM)RIXn)ot7c`iIP1TNZT_F47*7n!Q*>GL>+|VuxHrM3KPW%2l~n z$Z?6)?5&pTRMQRCd#Mec@;s=pl$Tj^fVS49Y(VDw9ym6|Zy4wcQkJnQp)WyM=HhQ*YGB1ss#MaPi_QO$yxXlxX_pcd&az6LNC(EG zfB^%6dsyMxmzd_}`0g{8Tc*cG?MafD%2H!EJ@&=bWh{Cd4UYR^iVSLnIx-@{a+t$y zx80)D^eBz2N|dXUbGbg9a7PQk_hOb#^0mOFRSR5bQ^TlKchX#GWz?uRk}edR9yk1j zusk6k?x08?8=vT#VqIr1&Y`{(in(%|CH2SfY}YgpldSq~^ls<~En zgAw_XXSq~$*Ai4!DaJd6I&OI_cs#A~#aj!seA8CUbXb)G6*-9!fAkZpeNd+Fll_^g@D6_}GLS%WcCq0OHLlUZDe3^3yonb4;E9?5km zD5Ut3FK(RSdcWFdXmkhaIc^qerPd{C%aY;M+k}KS6%`4+!r5`KqMvfgPWr9So)dyV zr*C9l3(C1^=HfK|U8cC)21_vz+pOB#*GbkP7&RGqj z$xVWmc(6zU=YT9RUF00an|`Lx(Q6e1*QezA%<6ne3XU0EpxkitX<8G)fmWS?zQ=1~ zn#?)7GUjg1Yf+Qh9IVF0TeH{e^?=iDr|PNUGS2C@ivs@t+Zmm$)9Z}s|3tMDq1y45GgNi$<`|*J&4^*y?OeDEv zr%J}NWRtL0kQ@1bTVPECHBz%INp(6@zWInV-={paeV9wp&W90W(Ineft@>i1`Zgmm zJ3389rBJB4#EMKL)mWJxV`)WOyef5NQVq+xb%mv{5p6s1fD~@dDmD4;Q}Z5Es67SA z8SY10jyQsHx5_WYt1_r`oGXr9UlhHijEp z5K}2m6ZkYQP5B4Yd}CPcpR>wjDs4tSVuw04O0yn{AByN$ZPz!{p~wjqQR+b!zAKgX zP1*seNUFr9(vu-lXGo9jk0niA$^$Tyts?su(5r*c1Hs11FJyh9MpT;bvD3u=0IssV zU6|8nrNH88$Wmk=t){{eeO>^Orq&*KYIxS-`mC`N+Rjs_QlZbyb-HvF&5T9{{6#xh;H1vhvivIBlxL|`R0bbZ7bXUhVj`fJ{raJoZ~ILE zjx0#GCj;|WWfgkHVysj$-g}iogPNl;7QY#&sC7~cDJV;cRdJV>_oAkwMi`j|Bao`sV=>tukxX1ekn4`jd zRMojENM#6SH1no2#A+mkEEMV4Ndo&~9FL?l^fL8HuFYyoh|DKyh2>Nk1yI0NDKiW*Qrk;fLV^lP zih&7G;ABjfn|J8oY(Dr;}d@ym(xBWW7ZoX%+y24S>H+Ivu$37%dVrS%!rD z0iv`z^XTv;w4Fx5H&bMN*;vrG^qrRI8)~(!Zb1q*z6a#BBnjzyeHz+wO$wqSH z8*^el9A(tqD$`^B=?8Fq4_t0TEhQ;wEhHoW0OM{fKZX`6sFzQ#Lq$AyOx0AR%OySn zwA#cDj*v}{2Tu5Zd#}JX+W!C~+Nvd0-DSw-2yzPh#@rw%YvW1lVm3aTbAmLw>S}E* zD@S!Hk`p0?9}`Od0Q7*eiAz%0 z063AbT6!%WX+NR9H$;e*8bTZBEYoI=dS$0?63w$NN{I@>C^@eg#|ali7zPgByvk06yr$0anlZ73;j zr%mh#vE-vx9DKgYMy@X|rwSVf=c+@%`xQCZiI`Mh;6K5UjNc6C^ zv9`FL{sZlhm3R%cai{}r`VejTU|aaHHA_+m)E1SX!~rW?sVNE5dxOpWFglo|(Ml;& z90_LM-Q6j$2mP7-ZRxfnWoKS?oYa}}1CkGc#d1Lwx_Rl(uGp1ZLLY$oPj`I^(pSeE z?d9o;NxuP0$IPVukS|*>Kn*;gQp&y6ZmX-H>9FS&9C?Y7_je_h?t^_+-);up^@X^@ zUU_l(m1sgllKkBY4=Kg&2q(kjEz{2l!ZV1P;!)j=^#vRJM%>@@-ychcqlHKIJ~OFq zd7OjHPHnc5fPuG?3df%!_~tdmqM-~WFE~l(;eGALo$<^xkhRG8=B@bvbjHZqi<(D< z`&?sRLAN;F6}39*QVySxm+a;TI*vs0~W{ z6a07>QB}xtM{NiI1m6Duna1R3-8)>H8~kyTa2#P>+|)>HC;-~DUs1iRZ_?dxO`0$X z`&7vZ9Dt+`k0%bA9oEDowg3PEp=<7chnL3@NW8GgY!=nJo7G^W^Wb2}jEN7JP}D-( zH+9EfNJ@Obw^4I z>3Kl^0GJ)E(*r@PdIGkDpdC6w6g>9$n{m)$6%V>H-x3^b_iHL>Sd^r1a*@ZD`;mi; zIZms*mWrB<36+3_F%YRz4ZlR+&iDOrVq_{z_FE0DO}QC&X~rO-8dL_ubGIAesObqx z_BAl`V@Zxwt6NdAxF68p65B$YbL>*GLDa1x;Ezx?{*E%E*O1@$TBGuslt^$TrdmoJ z1oR|qs}0AW!*cTT6lg)F8fu{9?)X`b)2*PWr92N0gmovUIG)>VOD4by`!5P=qOga3 zq5l8_Dejb_v*dxz_&%7Im6~->0}-OhQ;0p>q8mEHyd7Zge_zW6sI3%(HmeR?sk&B@ zqcKQI8@|n;1F#kVo15Fv3}-q!&B|`4N~e}(BT;=SmZFE#_*^`La51@oTEO{$nlksHFdwB+Zw4=#_J6!B8LepLV{k5 z`kh+S&cqdOzZcl!BPLyWDuG3b0yIRP?b&R!tE$|#*(C34f^BX<-x>Db_yw2p0jN{` zqcSm4l!Q4zck zQbJUO2HXJ=l6gW8H#f0YTWw*8SWtYpKE((!mTUD8?)Z?ToEVAiR&~LI; zzT<#X@U@A?G+KmNF8yCxdFZu9kW}Ip`jp&|1-r)0#nZ9a?l-=}4dYoi6mrTBeg-J{ zdYI&5>rd26Va)`F8$wp0)5fuGo_=^in?%bmX9Q;ju_|2x6H198{_;CTx72)2p&?gL zNh0eUaxir;VCM-IiQY3sLd$Q-*QLqZdySLBV~+E!_UC4Z^h~oIyC#_sGhl=xxEfNB z1;F$?Tle5mju&r`l-^yv6Ch=bw#r#{C2CW8z;!4_VUAEmwy+^YBwTQMoDqwaDM)-s za=k}+s|5tTEU2h#Rc9JVzWoY#!YZLLk|sSO6b7Zy9yfWG+t%zNc_}A#BXM-}7(DiC zr#Rbi@~n8%>QA93SO7B_qBeEYzl3y8CmG8Uo3*)d%U&|r(b|Boe43Q> ziz$kehq-ME)OFpvB?2t49Xeb_kqSgr#FYBjS^!UoAOWQE z4+I=c%e3eeNaP{a%9SZvPMa9Z zj_ZrMh-DFI%xfzfB>*_Pl_-N@y}w*7GukC3boU*pLR%FURvA?>M^npm-%45^c_ze# za0aXKiIkcnRT)2C=6La>Pk9;|j1UyuCV|~3C*D@V>-h@|LcpWEk$uHYRn3WCCw-ybZO|N9^MaVd|QBrJ_IErOu3QhQZhRUu0Cc!6x zw#Urj3aystwa9CLsd8FnP6Cq5g(S4Jp8}A6=>!fj1{QIz<;UEl=L*bZw%3h{gRE(7 z^a1zEEE46dx86K)V%$5;zdPIsm=A*G?DajR`DFGwiHUL-vdhd$j zBE|ORwYfTy{ZyXr@QY3?v|FIY*p@(E;q#JQmT2jL|T?$g6nk1 z>(?3%s~6Ti*B?pcJ6$M06VlC+YH?-7b}ddSond0mC2ea$hTwzdKdWL?dwW*nc{{(r zWldF9+CZk$lr5x{$bHQ~_0&`kP%dwcfttHWTdlKAWZ2xQF0hb&PQY7x@y+du>J55d zXR2-tscy^5OJ0T~I;9tB#N33g{_|HR$CQf$#tShy&d^A4m8ltPRrQ4wxlp%6@3T8@ zuf6cZybbw24P(^*0B^8WQ|smC_+6~RG3P|0G~^EUEHt-h>eL*0mPNwI)B#q?P)WBK zvuX7T)j}&3I61WvqrYcad6+B&EeiXN-3hK*Vm-m(NNW)|#w;C!S#E#1hG=SS}q**CQ7O)$EMGhsTjU`1| zfVU%mjudKCs+L`-znSv0NOdwtdr_vTdQmFFXIm#^ItJI^foye7uesU-TBvTVG)s4K zBq3T<>VO)VN8tkYQv9|X;8@hWkv-`prSe70REDdSif(Mnlm?|ID!k&GNm&V;Ndd;% z=n8D3te!@ZYmk+p&*+{Ih z+FV3SrM&RVuJ}vDlqyn&%0RIeZ=oaJB-?B^p@x`9ZKMWULPnOr2? z*;?LZYl2N1G(oLXSgOEKay#IVqi{vJN`c%c8-km9^~9HIjkeO4A!uz4c$A{8AtP(w zZMuF~N2yYz<%v?WRS>h>5#CjyyuB!O01~HyzUzrd^RX8k+S{noQ=j9-tum5mEBi?8 zt-T78Mf^(Y5I708=LoOUjc@|)O7fb_S?+d z><2hVgWlx)&p$U*slkeVW?EM{Km1 zk%83n4;$H`ZdxCR{>*w>&Gf2TnSE6{pLXR%#Do{dVbY4!H8(E- zdm}_=AUHBi*sZY=TdI*vl!q1FyrqpxVM;rf2ILd(C*f>8EGQ>RLP0wVowW_FeDE%% zN`YC1xKq=qwcl`Tq@Hyo*w}-(wico0Dx@0geVe~6nblQCOqOP;C;q5O0Z)#OY(U=1 zwe8aaZzJE5f7w*HCT7X-RXM6_a#HMsBsioSk`PUW?e5=wys#WCeiV`v2;D^Ou=4o- z01Onb)8oQwGZBd{IJLU_ing~_c~X=*?QfO?q^S;gh3sxf7Z&s1t?}t})!W$e`m63- zfIX`PNC2HEh+}`*g_hp$vTa_sjBFS`BE0Hr3;66b1 z*y%`ZLf+~?NNoh*e_KpU$sO%Dwpp%KwPmtG3VdgJqc}^8wb+%x*nQqi& zRurQ8t?hCe4Z6EbLZ>@< zA8suwBPp1or&82(r@d9TQ+~>}s5L+?L{85TK*HWnn4M$xDXDIZ;^eEqf$xH^Acu z>}qnp3yjz&N|2J02vIh+!;Sp_#!a}AkXv*SYh5DuzWp}2{sR=-5j$tEEfFe6sMDe* zGt9o?ODXn;gHp;uNH^}(qYz%hZ!Bq`W$w_Zd4`utGb&Nz)@p7_sw>(%=1~z5W4o=p z0vh{f)X5!E;kOtx!E(pkpWwR0#+57CJ*g{ww$kBeyw>7SO_HKL>l;`T<<}jh_{e>6 zQs5F$5~Z{k;z~(2ByRQRq|BRNP*1g#Dt0#bs}?-FgO zxRsj#3VX#Hn*oB9p3N%|k(r&2Vp5&1&{%;T$nu_ja2{=M=^EF%kP_+uBYz65Ym6@% zDLJ=8^RWizzOL|R)_hT=+gJM?Ll zv?jp^yNu#nakX67EGXNkxaSfiXLeid0vG=;SQz|kluxJgjDnp`4aSL6Ny;{nWlA@FXzYz(rCv(0CJ(uV+9MvL~73B$j z-S&-wJ)i(P+Y)ZAfaco|lGncjaFbPJET2-YRN1M!S#p^A8L2-O8?ex{CFa_)Rj4SE z6c?#Cy^fM_!rg%TOQ@s(H?_&PBy){XnQAj-5m;@cl`TXdSZ+xrLj04t^EWujTC~|p zHY45w-7T^GaW3~Xgj`XZr8=~Q4MO%(t_c?0d4D`~f;9JP8djsdk05dJ#|l(_%mAxc zX}9&{dB;jRf<=-Q#{7fLyznJdGbLE=+ENL*u{+!4!SwXTBHDCn7ds@8({o|_v5^5N zD*%CE*PD4;@s)WjvBBuV(;zY1bWI$Rei(R7RymcfU)=OKAY=D!;l%DIjb?wYS7c zIbKADTbR^<-B}9`wIbIItB&v0vIzur=bR0s%!da#R3uA%C^aP|F_xp?TGD}b#{T~R zgph4@T#fC9vsQ+Z6W<`*TElXGqlc|U>^P?-Oc@5S#MT$zC)uU4bV!V{HMX;Dw)cVL zC~dz@#xaqXKDTMb)DTMDNC*j6>}|LyJroEA{&*Evs6>aFBG#S{yB0GgmsEzzlN8*L zrEqkSvA*KK+YM-_q0|MXw~fHtP5xuk%LAU5u%jFMfe_}%jIXO}XGFHrN*)QaBp`k9 z{%a2setctaq^_h4iL9ie-UKLc4OGYZ)Vi(= zkzz+Un9@;HvxrsVo0O5l!RyZ88{=JiI;s#|gtMr;0zyEtiM_|_KTKgmk!a?e=?y;> zHdAAQo9wiIl>USfhr3to7c|XsSbC2oRS3-$#&Clvgz`4o#Dlf`z~|+S>=x?UUu1x&P z2(HC)BdPB@?MUwLy2%_`{{Y9=5U6Wvo|I9hSuZ6wXoIt;7rnpCk;w8*@pRm5SG_(8 z2e$|iqi57eX(&lC5?6n9K;HKkU^=xK=vl%j_ypz`uW@ipU+M?jT6|(&Dru9HnqvI#Hw}7fItS@_=WKh z8-RJlx^D6S-^(5W^l}Xl;?P2ro;o00oMY`WnpljNkBf_R7{s~|f~8u+&m9E1;qQqk zBi+AGju)`M!8L?9--$AvN|njIiN^38P$0~FoBlK9YvKYPy0oc5E9>itC|S}0HywAw zD}_X_V`bEoxa!mehzHN7?!RWx+h_w#u6DJ$kIWn31WAhoFzE?Z ztPQQGU-jPw8Fx+1_9Da66-vo=7WOELXG)uA&c!wfw>Q6^@xZE6Xq8ZM1kHZQ9O_GV zu_J&~d9WN0F^=4t{{VWJkyf7bPl-x5OKISf{4tww5DFa|1`Vtnkx#38;Hsj-dn{kKla~dIVkM&&6Rr5=Nm>xgM9tdQcam`&*^2IR=IX{&%q>Q9nE>(1C5Q`n1a>o_=rHVcS-xb3(~ zWhokp`>XHA3I1DQ+5@p0VWh>fBk4*Ige$^?k+1{$;Ne!A4alo`*WB-+~aO1HYQ7%V7x|t;V&5jl3Qhj=yJ-*VPx?-7a8^A~ia!lkx}H77;Tg0Bln{B9nJ{pVrlg0vcIbjZbKO5c+v&P$T8HMqVC ztTzc4At~v9Tufr(>>QMWlxn0Zgf?VSoS7sg$vFy3&zn z8*}g!4a&jjIrw2p4sOR8sBG9~r8+bSPEMG#GSgs{5_JHs0OIN-n||yqc6Pzbe$hj$ zw)->Zyt&OTK_A{VT-#RxV*96^_Vp=Ar%0$xMSie{8d?Z3AgMMCkM@po3zojzBy2ai z!O8TPRp^R|Ij2Klr$T|!q^q52w&@{Ud@v~JdRMS*PkRhUP<0?C`joB#uq6C>>4}Yn z5J_dw6LJNtdhj{0{&-QQ)+W+qicV?Nq?FnvM%qyNK=)RD;=tS2dwCfRzbiPcQQ;EZ z84eF=l+apLEkKX5Y};hm4NLO49Zn~**-JD~9$NdH>fdPSg(77pBPynsxeeT%YiS>O z0FntC`D`&|)8xgR%Tn2Sw;Ff_A=~&DbIs50+S_AOEwdGr#Dz{$8cSui+CzFkNZQ+V z09ybI8kSF-?D`!w_vvy;T(}Ll<6x3bwgBL7a*Npfut?Fs_3L$N8elo@g<4>wVLlA@N4hk>=K+pPW3Z~+%R4koI zp<2q7Z)q8aE~Qaw$wzcT(gRYH_#H^!k+O#A+ni$`H%pWM07TNMk`7=4OVA!pgB*|! zw^TL=7X&Mk4%a(kJ2J@aEylCM64PY7_Zh6oNRyIKy;CYlNke+HhT2NPl(qRL;>W4I zu`?sdh}3`Vy!wBzRq2c+rN=^wTXm!jDRq-^sR#2NZH>8eFHNKeCCpKgP?A5r$yJaZ zJlFtsNEWa@S2&Yj%Bsw9*&zytIx4%!lNl)vFspBCa*{S6^M#^mI8ghMZ(WDmj-c6b zFUb}b0ZYAww(0rvfZ38$%YwQhtu9Sr4lvwymQbYv4y9`QsY-52i1ZuaGa0(E1xU-4 znj)Oc%1)*tu%cU-jX$?aj>tub3M#dU>xL>0UzH3hp;XfKQa~wn(Wb~jCd{L#K>cle z3#OXgqMuQYdsr7ER3FK4VD^7lr!?D<(4^C(v@Fb~$BROL0@HGAMb9Gl#em&WpbA`P zyGS~2MXYbsjz3%htL6BW+H&Dl8AOqA;z}G!R)vkyv@2o=JA#{A06(-&G3-WD+`g!DhZVRY}9j{@_FxTRuo~mjPi887QTP(!B z?rKerufmX>$vbn_*a4E?YqORZ$@Qf$)i|h{Y~+BJwJOB0<@QQ}J`#3Nw_HexO^27- zH7w6irW%Z&0^C!9C~o9^lSG^8<9AlPGUqB8vUL#s~zsTCed0b&E zONPlz}VsK z3QARSQ*p5Xf=N&O$=eIlQ%|VV-i1<;9mXDLq1KeJLXt-NbQ_)c2lK*nIjMPOy%)2% z73L}~PG?*Nyh^==pll3)={m3n7^~7PYBSL(nb5HZSJ@(ZTNs4P9@OUr_y4E~<=WIa6soh~OfSH_^zVD>2Y^Afh};o@bomq0 zTMxevxxL0f`jVoQl_uQZef*9Wb2AZhavsV^Wh!L>x23($abu|(HErHr#9xk0@UKeE z@)ek+c5c;g+T_7u4mnj&Q7p8fbT+N-x4^SpZncA`tecf6 z`JQiXxF1Q9JJA0CSB`3%A?2#H$kLIOGcR`3_LKe6LNDD;X+M1(5}+@sA2GJUkP8i0 zN_iFodwhRCh5^@_%9XgL4N886Ut3NMooUayv>uAS{#NOQ%(a^iahp@i?oL~=C^8ia zT|u@>YN#zcSpaU>*oCX9*mH)uDb3vpb-3}ZH(_eMHO%a^E(E6HidxpVbILU+$hC+; zKXS*#__!D=m-8CxedRK!({QTM053)xg(mh7Hb}Wbt?E<3#Q5{5QBanUrJgFB!TW^q z&LU+T*B3idB4WkF?1)f%1~Bod!><@yi_N_iZd8ajm3xu{#XqYvmBEJ*wR~~x8K5f z*TbuIOIwbtr&66+Q7#*$HVPyHk!~=3rx2BD2_)RytPQyLk6(s2q$k6u4+yv`-)q}{ zFOS0-Y5WnA6xwvFydg={E=fBTdRa$p?}-p{rdOt_ThMa# zJ+G`(p(@dn{o`7KiB{e%O5ESd*d&!HAp=_VC>3~>;wOT6{o~6SHn2b~_(je4(_l|d zqoudP(D`G#;Lyzyl@q`AT6}bwvOTfjPzqG>N>i-gU~H6uYj8S?;!+|<0Y6~HhMgcb z02^60+h7I2w*uf}jUg_k;9o_C_qF%(>#_KB#>H881YX1wd-!_)0AD-}FTqx3fXWa` z8&FNRH?ly#pPxUTBsQf5sY+QFJByQZy}-9T56cmdyC`@~kGg}=M~-&AjxdHLcT>ZBSvA||0NwtcokaadN8uJPwR!~l?QdlPeE)SOR8c-SgZQ~?_s zY;ApyQaQuZ`wdMuv5|2p3N4EQdEWc+{CeX(Ned+;Z@E7M{Qm%>z5-CQEgG`Avoy(J zMvXaC>Ds_bT9A~bN*C$?BXNoDR3I?(D3dxXE=V?M4m^;j3H&!VS3Lp4(Ek7dt|%e0 z#gLO?t6Yx1(daRf0Z!x}LKFzUL-4|NFSPuRQi)iYjL8N(dKF1@nXb6<5SHIXt+_h| zU&4CW;7(!fj-N%W{aXf{Dl95JB1>}P$V!@VxzmhP1nJn6k*mw51qPP`d68tHNvW5{{Lf0E=o@AY1glE4<6wRzl14oWm*wX_@mf^f^-9iyaFkz`}|b zp+O}o30;z+2?^_LV+*zVAZl#sZjR+lQvH$ycyFqpr=~QerIOhLT8@=zw?T41wgrwv zcM)Xi?-CZG2o|!H&=1}5$4MYux3Wk(So7+Cu5nt_yM4&8Y0XvP#jMm@dYvY!@*zMf zTv+kn?qrw3h$t;NvVq)S{&vrdWZFbZyA;PNDVR%%DUjO@hQnR%wYupE8j>uL$vayH znOzj}q^%9fSr^mgYun!Q+xq7jAT0?AXsDDcWhnIZ{{V(57=5T#Yx(w-^+i$k=yh7I zU0YF$U=YO0beERe$QQX&XghIlUD)$CYIXd*U#!NBmEy~zWydKdr7g*tAMU1|DefBr z#YrS8#DGBJ_QUPA=v~$Q$g+?MKnh6&4lT#8@5aDVpcE2sr&4Xb{$r*nnf<-y#_4ss z#Xl;>dK+y>RWavTbtwyCYGdei&4R;#l>*-cSo4Avj?;TY%2~m5Y{V(fu*ytSssv#3 zGv)}6K3P+VbG?r3(vXy?I#iwRFNfOvuugX^yGYMfX|!4+8R8V?>(5XmeP;qIKtwZE;$Mgc=~|KkN_BXK`(SH%zqCrF7G(bb z?Uhk7a{WEGfsWcjCpy(>aY~&5CzeH&k!$X3FldTfvU~DxXr6|u)!@;gE~izP+*qh7 zO5AsWsYyzB{{S%quQ-)uf|U1U6zo9Xd*5Yx2=W$& zLv<#L1u0TO5CciL?#T;DDp9^0yJ)6niq?3HC{$XbjzelRh;pN}wKkUo)R#ahP)kb< z1)WCsK`FKl+;-ecK1#HUeaURHg*+rS+EReEuTavFZOXidsl*B%V5ep{(qvOYi*Y79 z0YsFnDQ%H`Djb7-u}8Vter%4yCsMN8jy)wi8iHV$||VUPEa~PLOt9 zz+8*pf%)I{IAF^#(zJ=8Yg*eUK?=A@^8VvF0@GEUCozxStC+D^ChD=W~q;%uW94}OcI+7+)WWQUcIPi%jTBpTJ+BH~P zzigfy02__9j<*2gI%|=$6lP?`5+qWbP10Xd)$Lc?a82}rPd!E{$2&oN`BeyuoVV$6 z*;@q*c!aN7NU$f_+& zunG*Qd&zBF8}DP~&5sq#j?-d3>y9x}mKkpT604JLH^0MsVQ(#V!$->%`4r0PTw)bT zN_sq|lr*K{Nm3R`k9terA9koc%s`#BmV%!T|&d|{4rO`?Lv!CLSClS zCMC7mVMuV2v1{B5n;+D5!lr5M71kaTDXaE}VBKw^LcB`7f|3pHE(Vju&t0(L@z2{9 zPnJrl9-N9xEs~`LIH7eY+T@N8@WOs+u1TO(*pEX%57kyu>qQo9f|F-KCdp9J2d>xY zimk5K^5$Wtvn~^oSqc_fJN+wdR=SW$JCJt2&j9lla)o6Wb5tG)x>om!%IF7MjqzCe z1fP&)`9$Nf=?WAW^tkI$nzxq!0NOd;yQ<{%vE#1arXl7jXrdw9#|_Y@SZsH#h4@}a zM61iuT{phlVu7Oe&q%IA5hXO+RTc)B0k?=wt6N$};Xb?`am>e?qQqZvwJbQ|JMAv4 zC@HlIgJH2r^Zc!XKN_`Mn5FX94-|Snoh_G{O!*J9snK!c0VqketZ(_ArvCs8K+JUt zd}zz7Hzl;lh=R6Og#|BReKzWnZE^f@=9&j=5LAa~l}P9=wsf@daFnee`?n+4Yv6@b zK1FIiq^WJKcCaKB1da9|xZ$slihPqVmy?YodM1%tgE59@%b6VxxSNEBHcsb{*X4~> z>ZKKM*6-F#hhu`{MYl$zsBftskRH8p<@zUUk(yiddW19$Pbe~^D#!&&x{?L&Z_d}Z zTuzzVB^gnFyOgx)7x#$-TZ?ix=zOtJ`1s!>%jIO_R9|s3tvxh$>s1*|I`IUCno>fz zv9f&re2f6EcDIzKQJs>?-VZQtfw~skplm_h3tHFU-p2T$A$Gq`ZbXVqsL{($6q}#A zqxXjUUu%vBI189_bpkw_vV@^)O0L=$a0RV>?k|3#!1TvP9)lcZayfJSrb$Mlu_rO- zY5B`C2dB7`Au9?{9^e-S-3dN@E;a)I#ZDQiNNvYK?#V)puc-Wduj_!BeR0*8q)CMO zNO=mnm2e7<_Xnq2{_HKSRS}wGCDkbnmjab^?v#^o3HWXQ06cfpH%o+g?o)K%C9ur; zD~JnHo*?X!l&-`Lx?`9O+!qUI4L*>NkUU9W@;ApZ7Xw;n%6k#h5+SW9bSv`pIE+a? zc-tA|GU!^9eg6O~eEL42s|~akr6t#W;qH&aj-8l>ol9IFUNIb1TIah~HbP%G)bObkQ+0DAub0(U1Jw=}TmSVBU$x`*{_ zYvXiBlVcMRmqeeOzarGpSr5gfC^*(r>+tk*)A*WUcOIwdC;U%2T^9Q^` zZG*kZ7r*s8s0N0Df(k{q*COzON_s)078;LAo=a^l%@ zmigGnx?px(tIl`x%CzpV)nSn7c|Gg2KUvz`vLN|>xz1nnB`LBy88t; zcw2GnelS_w`BZq^xHldzFGIHc4!(HP6UC)!GRul`mx~;;MOG7W#HcYlxs50UE4|aC z9!dO3we~#iiFDHnOmZT`4?Qg@G9dAV3PJ!< zhP{Zrz8hkXjh$-6)U?XnQr4kn&@X?Lw>ZXDajUHsc2fL61h%i%{{YuaZ!EZLWOJ^U zHmhv2Agpmag6s7g`E)D?O-TU2fV8(rG03s9w=mx<{03G%_Y@PPo z9$t30DMhyuvWHqFO{{D}zCCbpuF&gAX3CViq>!Kuf%W|Dg^xBD8j>DvlPsOZo{(;! z`$^N>!B)Tnw%vLS{yu}t0CR3@Pt`LZKN_Ce++yviZIXb$x}k0E0VHCOkDja2R8pC) zAtQCHtbmmH-}qt-jNd8Ob$8`S7u@ZrAHBEkI8(`mZjiC`xs&pH7xqi7M_m<{BD%zd zyq!|tD!Z>b2i_-pbOQSfI7F<>aD^gN1lR=h0{;LX(%o_7ns#TGO^~NpkXu8lx~#A_ zJw^(g@m4`c_oo(C07`Fg695PV*B_dy(1;i=Z`GB`$f+yt5KIqey-};E~VEJ!2bZOAtaKL zZ?Z}9-w)Yuw3wAjTq#WEA{$dEZ3ziVd$zy>K}g`<;@v8`;&o#xks!c&!wjnXx z*m+!z1?_BQM^XOD^tT@Yt{{UwR+oebE3nu>n@V+u#UI@MD(tQSZ8&7lDt><_O zYwfc$sauyIrpInLKfLX}0#*A;W+N(83iGdy?@ilYm9nxe;UlQyZLUr{%ENiuO;}SE zPMU{GO36zrD=4+e2?J7%x?AIkGN`?&&U~hwk!#3h0?A2)vO(&l1F1z-itT+zsl||t_mx@HvzeVzZEF?S z-;RHet?}d-{hW5v^rq!S?E5eWcG65jH6-viAlUKnu)!+6P3>lq)HyXQtyHHbW5PO7 zDLvhn_(uERdv&*-1=sYsD|KaL_}-!p(doLcYLtc&O)j{lEdY=fzW^T}h47P)2r<_B=-RctV!0B z-KlGI@qM`Ct_M_mP@xvfRN9-Wc|@fHQRIVjW4BJdG3R=}WgW6m=ug%wRAj;SK$SS> zw>G2{m26Fp#9rS#9EsSMY}GmxV@IH&)X!-zIU(suLe_$Al%)r70I?+QcJjskzowLR zrbGDtqg@T-wR&9}KS#~eqoQni5&o`}`%71N8XoB#LN_-~*Vy9D9kAtAnrW4&7f?op zh2F-*-}>`7poh_Wx0ytxblOT#s{#!4*x#=kZEIp_`ZjjQN1{uaS~Qj#fWn>*dv){# zjYKPJTGt%lhsfZUjg^z)^TWv(9Y?ktu})A?BK<$Nriei%Ajgg!eo)v)hrJ+tLn)fSkl zdYu0QA!snp}(-JZt(W^RUypImENzAb!BBiXY_t{xm znhGE#DdiyPz0T&|M;PPlu%#(J4RUl@sxVBMTJ3B>uENapV-{SBN`e&Jlz61aUMhaOL`HXCxwNK<0==SjZ?{QNy|j-R1Mb8$g0=h}Kj^pz$u$g%Xl z%hK4wr}RImWeN>WvsmpBhhadBxsEc_6{Tt^1d@|~4b6x2FxSc8ZiN0XJXWN~solQi z+LU)A$D}d)GE}ejW2%80f$MxB$?cgmoWTP%Q=Mu8;g|ydT)N1 zVy1l&D78$pNkqKoREc&Qko;CqfD5Y^I{K)AVdOese3GLo?U(D_1 zxH3c09%RRx4QAy{-(`h?apRr#(zK0H=ib<`BMtw!row2dhV>UO@|oJ@XO z6xxoF&*C!Uih&#_CPRD*cu09_eDSW&kDp4vw5t2&v3#$50%Z8x0d%Z;=Ld83S>UJRP zZ|i`y{@dP}8M=*4rqcAJUNUzI2p0QGbR1aq>BbLdZ=-i-bV}w=q0y=JHyE2Rq4#9W zQj!px5{@pVD*hDl&!!#b{T4eVs84cy>UB~}&XL{+W-h=1V3BKSNKXkH4~{BdClwVX z9!ZDA&Qj9kP+42I8qQmOMG(||rk^e4y%}%WOJT(usT$8hMaDbKeYeZ10SUIyWH`MA z2)?xwu}L4%H`^E2{!1N-ror5fx6lExO+n$~zl3SOkiZH*V!fU-+YyA`QB)WV(*ula zmZx2P@(EEv2KGXE``058AC*$uL38-04fP9uM|zB>tND_hA@KB=Y)4$33e<*NDp2mt zfw=%6LulN1k+QB2 zLw|U0W9V^MMEW`Qdd5p*BD`lg1-kLfI<=)P85h|X17_?(ZTLq#;kii-K|i=rh1v&c zy`HZ%Jw2wg3pr+imZjB9`O8C%xcgsjS^#e1i<*w22ZGkb`I+I!eW63B6i!4MR&uVl zDWu6-jJ8;$cgY$K&5Q7nush<nwmq}K}2f?!T|RTzBk(v zne5jlF;q3B(h{ixsV1nUsnxFXUuU>=L=$2QHcpZ)ZbilL`;rBXdKEhz?K?VWI<#hU z6(I2K6Ugq+C~e7Bc6ph5MXOhGgn1XEV@#lN*zjWQhy4C#>a3DBnPgLHR@4OBonY#pROwAktz_qiVB~Qr{)gP zU1Krj*{h*T?Gm$5mKUuIy%luCHqzF04Na-QM*NZJaJb)R9icTu$|f#QsYtECr6L1O z)Ei<<1O!xET3dLnL2;BCC{T3-l?w}Pk5QQop|bn$wuaNGODb3zKpT_L0oQ-{1H?xb9YvEy>$#T@dqjUYjNbJym!tRBCYBogSX_gdz2`ro#1T=Jr*|0`|G} z#5Hz_m0h7#^Bp3&7NrV|%Ac0Fj+ashL2x9H2qc8;2ORBeJvlvzxN=s^_AQ_4l^N2r zMPi%YNuuT|C$%C=ua^w-Vfk#cvz*xiz5^-6Cvt25GL=15Oa=R{f} zEy#h`FIY(BT{~nSxQ8h@+(a}Po~Yw@GA&?O+2+FQXf-FZFWtP zgdIOT5=7w;qT4L>B$zrAoRGv$0Z7 zOJOKU`yRL`@K4MAjpaPP^)^Izs%|+)RXN5x$H5ne9mX0e7W@vYP`3MdV+Xq@q}4k> ztLI$6waQHIt9_a>UUdzm#Y(?y*g72=%2u0;1t$0ouGO<+H5l1V%$o`>Wqzkkg4-`o zD~;UFj^nJnTuMRIlG=iiZ-K&t{jPR|OS#r7RE8r)$&>02(pIIdvo0+}Mp+8-E47b0 z3W48zHIIGRo>cfnzQ<;H1(&L8MpuM>wI$hTQkJ&Vr8*r}loe@jQ-LZWAOc1Ve`d1V z*@OFHD3s@_&Lkw%10hbYNGTUpyhhg-29%yp$gbhz~w8DuS5M|wkBivU&ws6?&w`=(drFRnBNvq>o|Lxxk>7BZM|y&lSn1W{0Amr6Gc6sLX4SHbbn{M- z#ZlV%eG4g!)gUnI1u46Pmpnd3*FJc0Sl6+4GWtdB7dFsjxe_Fbq-e9{!W97p*U%nI zMIl>u)bVmMad}vIc3c zt}bVx)LCjIL*;WyH5+d zt>5;>#?7BJ^&_2!t~uwHSk|P@$l_VNWQrNjqYr3xH&~oAr7A0EKrKf@4ibPsCs918 zo=;u4wmN(0r=L+Nii$J*G`}9@l_Dy^3L}2KNCMcuX{(c!A8w0OamVQnD?}OYsYPsD zi${F*8~7aCVWjV4g0to=_l+(B%3WH1)nFg9PTpG;8`uw?I97bOYDZh>@HCd4&pYMr z!Lv4Kps_W)+T0{KySUm}Sy(C9q>@2Rjr=_}=NsgG66=$jQYL5Ax~mHhV>>7tgRv)V zv3I!v?6o9SC{c@%oCDk8k9pz+yXN`(U@dX?f^E&PNqLSOm~6FGZ9nU_{evkE;5+_hx&E+y8X-~9!H;u#)3J4d|Wn7Dc z(*+#*CpjgJ5;NSLB_J&ODpjz*0{820nZ?B}fbcCJcx>0tS&Uhm)$=Qkf$1Y#MoQjNgNTe9!G2`bvdV6WH@wqA+(}UvA&Lu zP-_wL^7C`+VoOK3bhMD5=(tm0A2jX{TM#(GrF|4>k8Zr_R8demtc06`W5-+UK6k~u zx>Hl)tW}#!u03UJs}_hp9S4+|U!||=>g@ z52(v8wnJSe7(XbKlm7rlie^@l!>wkSYl|VpB1WX7DHi~T6Vk~b-^*^J1t$FzsS=~O zxY^3Ams}T1mTh2?J>rr)T@Ef-i4T=Zn{uV2N)ScBN8ux_`t&#$?Nu2}nDP{r($)%E z+s74Jcphjr+Q-9V(}my7EtIz!=`cpzqIumvMVh8ps3xlZW=w=Mv8=X*g_KrXSRT8uAOpP(fX_AX~ zWlvoyH`oztpDnOLlh_w$HHhh$_qQq5&WBKBDJ8XqZY^Que_UCS)S8!fDMXe))X^JX ze}3M(SbT8~w1Z1^b;xd^w;OKHrDn)^3BQE?5-x16op!?Rb&Q-+O)jc-cklC$l<(1-aCvCUYPrLuNq*H@@Tp;s?*+#wK$O;C-8nNm5pmZMHWDesNsZevFwqO)gZ2D^(a(C=6Xgyh_4= zP13SH@F%Ar;{K;poT)I~R#v7^5(-;UxW2~sJl_8Rt`U1dlKx>m)fKl?sOfXsB{mhL zHbK_d0C<7h=e9aJdF9lTmd7VmiwlOWD$h4isc5G`h)}=|kfp5bHEuV#^ftKj=K`iJ z={3bEzZh*=eAJ_R-0#OhhkC@3BBGXJK{44=U?Ho6qy*ac{ry4b3zW!fda|`Oy2{8% zxaxQSdiev7d2JSayyJ6Th8lD^#wt{lIxcQN@SFOJ^NwMXH8w+$+f$N46{HIjzt0@T zX|ruB@_cmRSnViU)ujNEdJJ?0&e)kw1iVFo+a4kGP0<`M`6LF`Nc6{D)0(uY2L4vT z^nq=$7$Wim#1$n1%G+!C;U@i$WDe0KAS5*4{{XYjH#ba{@YUf+CxUmuv=pcUn6a~0lK$vEGHg?RfC0HY z;i^N7vXrO0*5iaF4W`3dx?8CD@rdzZOs5ZSZ6UzoLft?Xw_T4yJpTZm8cB)K6}*64 zR;MRDdv!?PfBAm6l-Fl5*JP@q{`R>E7vq1IIA*52#K`Tt71XH&i(l@LE(H& zX}M1K8z$=7=hO7Q3PyUbVH$Qui2|PU$(JGC=_NrbNc_M9k@5Z5lb5n2I-M~xr8y}D z#T^N5zzYMp)of#T|9us=<(gliVKhSwDs66vTml1 z`=BTCmg_XpmjmrdQj`$t-M-?(!G1};!uw$6UF^b-BACu`RyMvNHgwGzi5(DpktVKt6~5Hp3GPx}+rw zWwM(MwE<(t@4na^eWNlOT&)!`yt2l9@_$Wjb|~MbxO^^u71od@;6uS6qh} zlTUS+b0Z}shZ{-orpCxn;Yr%oBcCj7p;gHBUDKIJYsSiH$5r=lKwJf0ct>Liy#^i0(oB-^iGnRP8!4 zln7BI9VXi!p5LwrH7-g@l$eY*gKLptYkv)g^TGuWGstE1(=$4InV=N2AOM!7B_M7E z?3Dq^eq(HLRTp!UhMvQZF+>E354CMmN_H(adNv5MmDg}Fgt|!b_%&Tas%E55kpr|D z9j3`Hy+xN8QW}@xEyqaG3X+d_vZMF!?;G)pW(=1fN|YxRAz&Wy3%9+&zXTC~KRhh3 z^i{?%(-|peKtfvpXbsxd1E96`J901ug-*y|y-H?8x)C>Aa688#dbTfe*#~rm|^E^`=&GouzqC|G2_E>z)eG7P{mAY+a zMfrD1Zj-`pZ)@8by_+QFHGNx_UO)sSy*aNEW457jr0;hK8v(_)w^Ou;@hDW*>5vdx zVXZrbYE}7BQjY2*?oT|QgvY0jC#tszWqEvC4dv{|N6c_U=m+ge)QK!QEb}g0>O+X+ z5N~r}IJNL~5*b30R}molsR`Vkwm%KG_1_iMR+BU91DSHu>0+pmJJhXKW@<+*xIF&= z3b_~RG1GbGR$vLEW$0@~V)`Z}+Z5BlxKVLH*#7{K1LMDz_)DgP@`@VGD0sFK?HVLZ z@XNUZD`9Uv-AR)1B()W`)pV&~TI8LAI{8}$@@8ytYereEwA2d4IfSIJgxwD`os#n> z?;^llTIn|j5vUYKD3MglQXFx`UC9y_ZtJdYONu=D0c!zZ20EIO>?1!7fFZ z%Cxw{n-H{~ZGKXABc>8jUKO!>%gfmF?ac#c1@vum&~@1PUke$^aIVIGBgcrDFIFQd zhuUxjHy$w{DQ*jcZz0Nw9=KGEo$D%?_DymVPv&M)6{)g4pSiugppD80`3dCtZ-%-h zHZ1}wkcSMpvJ@98TEQ!lzr=68kS-FQ03ZxL+J}&L9Nv^^%N2QfFvZCg*PBd06wNN8 z5SGy)Ad(q$eb+|h5wZB~hsLJ(Y;2+~Zdb`S>C?{KZH0-{=rzc1Q>u(I?01u8A|;l{{k?_Mq=XWid*@?o95j|~{fWup z+tBM@tD2hCl<8gDvSqfUNe+10jTv4QEo01sV3W=IfqV(0O_$k;W{pyCy_U%dhdFyH z4b(2vwi~uh%2(3%J6i{G{Sk^Rbu`k~A=wHpNRr~NxVG4y>fo;1`;-4g*g7Z8xwo`I6EX0(|$L# zT8P7G2}5Z}NkA2%g~Qbsy&mWH9^b{yCRmoEmP`F84s5ugy1h2dhEw8 zdAzhUJ5puln4`RtbVrO8;)dPzB!vzhBwVOo!~ij}jasQ?`K;xf)c&&RDW}v*ESX6I z_HJ)r@E5;D1982^8&b=AtsrggfG_(001OPw(3zQ+Doja@9!W7=akNM}TkjH^x2asD zY6;(Nw&{qB+jRIX<8Y0xO?8^Xlbb}IE709gDRIN*#-8(eXmd#3-+3%#Z(!G{y3Wk@PRme%W z@gV!B(BpGu)TKbI?yo)v$Br+9nbqwQVIV09`!{dDs%}0UU;qnHPk@7R2(jbL-yW|_ z?;nxlbxN`{2hR11l?NwRYm~@NN|jB3{DxU+AQdSnz0R$yHYEIUP*Zzp?GdRo%FDS; z`h#lh`8kqQ7Ns=OE+koUf{y^S4wMU@JYCf&ajNub)R_-B+Y_TZ4P`deP~vo}W75Y6 z`Dd|c6gWmC{LxXUtmS3pBsl6@PM9TXQV0nH#*m|8Z^r!F9XgsvI*RrMt^FlwaHywOR_8B;4|8ht)Q%+&n2%|B3e zNp3J{j`v!$o2b}(zN3BcCMRN9QZ$INqE%~gT4o$5Q)5P(-M3K@5D>zoSX_{iVpD64 zjwff%&f3rUk1157%Pmv#^Yb5lw%l7!DNeDWDrsmSp-E8&{8-`lB-a3=>9I>M_Pw9; zg=UABsdUOLDNaSJKUa0`@z&d2K3Z9H$FUmwz(`0u5-)oZh$`)uv<9;6J2tygqdgxr z<(k!QoeDgEw4@k~6}8?gQ7)u_60)G1D3CoZjJet7PRg#pl|iF6)AYy>Q{t;qmY~zF zYj))9r7d6;D4UbMAj#~LBDqG)RJsikEh0{3fhM0KY(~LxEj&nAMfOO!)nEWB=MwVD z>WABpKyveR^Tq)9_ACg6}#616C67X)1Gi8RXh zXtnBv2Pm(!2@FJ=n!09yA;M>ynVl=MR`b?zqt@%y2{}7GB6V7yDoU0nQyyguhg2=4Yu2==FLFW+>;^0h z-$u=pFQeQ@%X+6#uf;U_rA1M-E=ts8w)}*k1AUNGkde_A#f6!2eqPRTBE`(~;Vr0c zrciAztq4v>ABysuEtQ)exi%&oT90MZhMl(z0Hg*-L~?+x&<&t=){WUr}fU75+uFU-jj=ycxw z=5WKQCg0jZ7re}lY1m5&mN--@f~V&#&@~v`@UYd!~t}YMbJL*xB#2mZhbH5 zgq;5XC25beQIzh-vw}0qW!0cbdMc{4`olAmQEj&4rHD>eiK{roll9O0i^i zcaq-A9g$M<48%u`P(>-|Q&kuOlJlMBrCeAjonYS%H&N5@B$04W9Z#R-jx?o&-6cs$ zAOdVb-uoVH)8ufsmn<~KJET+aI~C3oa&1#DS8KGkCeO(f?4#a9ONwnC%Oy@F;um64 zq-nZuu^w0HCvQ$mF;n1x~R;4Dy>^R?l zEM^?tUC~fVf!|Re-<`SWH~g@){^7IqD^dF_%M>@^%>MwSDl_2EjZtoOLScSEayv?C zok}*;gdu83PaEIQ8wX`Qoh=btb1K7mFxr;GC0f)2QdU;-JyNBTs~>cYu+n@Dgzk5^ zCw=^`H#qDS6nK1F4axa!^ZnQo8l}Mn%(<5))#GLVIe4wHO3OBnF97gRz>aP z1?}_1q{6168Y#)9$3#(a?ETt9S0_;#Eo9;fixeE2* z4!@u7$4WW|v=9L$K%YU>ALtAui`i_9fm&6%M&#~K9XIMY$4g2!JCZC^Ik&+4G0|`+ z5pFdCM%LSMFV9Q-G0-kH*(y?!N#H8rA25C!TNECs;YutNpu6K)oNX#nLVzk37ftN1QSiX*fVj=&)}c1* zzR?Y3iD-FbyoW&dR!-#UAf-o?+omK#VO3XKs=kGH2qjU_v+o1LgnT&s@uIUtn8d-D zXp2KLn`|NGTsCTBK>Lm#xedIQUg(zwB9vk69DJ8f$f~w57 zR;d*imntiYMUwMC?h(^cK^NeV0pAm-^%gUfe`#Vg4Bg!PhJ)TNC!BXROSn7$I^ zrYsED-f5DB7=F%}F1>P6!M}xH?p%ORO^zngtFvo!WM$`unH2RYFUxHNHu6(z=pS`n zA*nYZB%5K8bm(R(qA7%_n|Eck3#Qx#0 zjo#Fv)uP2*k73kbZ6teygRnaljW-+;E&<-y$};8A>gmdm)VJcej`BL)Q7%Mmn`pTn zH1ZSFaCpOHdUFgn-5_&vq6fT5-0gz9W8X5SX=+mwBO+WkTXC5P?+~=!${u3>0M|GJ zm|-fgwi=Au6(%cz^eEp$Y5PVB9YV0>nLX29Y#SSrG8*RcbtsMb7 z-9LKWEryts=AyOT4}HQ^wQy9Tc_-!lSYUrob?g=8dRQ`#Qf8qMMF=dr9YMF+QTs+$ zZ*<$C7Eo7EN3J7Qm`z2MQWXct4&sX1MVKo=B{;aB;({H}QN!nKWRM5~{J0nueTk@XzqE88O=X;>Ok z`&a#<2UGZmL&hXjkg13;kd!Don;$D4PpGlSGhHw$n&g=6T1-%0VPRz|Lx6G=Hyw7d zxWZJp~1IpWh*7&$VzbJ}QQFFsA!5+qCgIJz zO{>Xcka#248nab>m?$vgH{VEfXiG={o(=ZvZh-UDU~Xdm(dLSCt>FUK88@?&z!`)h$hpH8f+yMve< za-U0ef8ErQ0T&}nZY%EUJYVy}YN=4-$27WQC}|*BM19alKO5k^eUE6SKHEVW)Y^i3 z#Og@f?+b1(y}bq@WrZ>I8AD4_)ZNgqqDs&}8yoNNK32ipZkb)E!8o2-&NSgq&Q%6k zbt#M;P(W4Bcg4s*ukOOtEv2rg^K6g-bb?3S=zpKj4LzgFLbI(+K_nk&Re99MFG0b-j zao%J&+=bZNjrtE!Z-zOD(q5C}&^Vn;xphaSys-lkpp9C*=$se3k-o@v7(GC(6`C!)Pb9dWr8HEBytw0ra5?zk!= zsr2>6ziCPlaHFvBl0Tz}ai3cfS1_S!L%ti8ZUyky;qYhf#uzl$gNuGq*CEY{fVn{O zP58H57j3sxHLby-_PR&sfe~ME(X9sQJX>MtaXAZhND4@}QSlpd@x{_YZKh==3z6M3 z>F)PWtY5p>C1T>>fw0>4#>n*ttH3h^xfztJM3+kU3cl%Y{KswjVmzsCBp66pdH4J% zY#w*qsPq7J#)@!zF00wy(5TLvsm9Z@XP$5F{_Hf{bY~&T0D{Xc#$l4%ZGsYzqp{?j z&iA>wKDe5Z9@YqLN(na>7aMi+;NUw-1c9#U({!8a1ble67?9Gtv=(JFkz#}cHcK=3kx1=~Qd zx2fj$-wUaX=3`MVT`*ElbdYSP&8!r9gpVQAVnjJIDejnc6&H{ROA-mTq4!d=z*p&n zw%Lu>q1eNa{6>5@%(TISHThE=9u}NfEukCTYXEEjJ9Rc5xK2BXZgm=^DosuNu-mejrZ$kW zbm?)#s@G`-_Xr$co|hcq>NMdQwxUO5HiRT4DM$v^+QVyXIP)WXDV((*xerH>zi&a* zWs-Hgv(B!XKg-4oQR?kU1_eoz9$RATKpq!1_mF=Nr$f^Z?$|!f{Rc%_NefSRZ9{vG zJxTNacoUqK`Y4Z7qoKcRh637kOR|!#geZ0Lx0hT`eq=aJE>q7b46-#TYC9);0qcI9 zNyJD{o~*pxN~*%zYjwqfq}ZhGXIva>=ELsadz@sKvrk0qppNpK#besjE_}qLa%7bi zDQoJ2KI#+EJ6n=2aLj zFm&arT)KDF%V0McBnHA!ZtM;UPd6TYZ+s;5GMaPXCV-NWWfYZNAe8Dh8BT3U{5-bIe%Nr<}ajH~nt!}?D^>>fUc@|U4 z>2bh7I|Pn{5ohJPl`?ws4q9ckyx<>qfvLLVUFq#fTWe% zl`7)heQnc!D`GZdp4@sfu+payCVNVY6%1_YacMeKk5Dd2-~+!*MQ1kAS4>N>lJnDE zbJ-cDgK27iodpMuFRR_;?Sk|ytvN0#vsxkgqv<~8?Zs^F8*Ah@S1Ka@LlWMPxVZUj zh0e@0<+zPxNwHN9bTYLgyih*Wf=au@tMB{PP~;w#;=*MbmaEvR!9<;b--B+q*kDCt zD=}DMwx%gjJhvghJTy!`L6>w(d8Ym_U~v!rJln%O2ih7eTULc+lQYAJo4koLj5_Y(VUO^GX76bT~AQRl9noAuZX zXC`!7R5v8l^tRJU1l!&x$N|c|I-Z9KPtRXvs8pJp#r&!jV5JhLX~6rS0&e4X+fN{Y z$io#5lQS|(kC^i_YHhZZ9jDXEK@roj4!Sqg;n03;|9LGM#*=p8n__r-%ns#5E48mLmHH6k;=vsw-9we+v9p|B&7 zeetzD=d_lT$Wm9rlBdf=8;?{kTXoT}}F#c={nA^{q^l&kz#dKV8w+R6Ct9DrF> z!c?z2ZUO2&dEd^%8O~j|OOr^}RGZ)rmTR%IEJq%W+mYo*J>0l&D$mAoJCry*IxB(= z@J69rjX{Lu*`dJLvRiE)B{-w7LR0sYt^oY@zzpvaH7*!q)p3H{iL4i*LJQQ0NGFl_oIBlC*larDbg4(VL)PN- z7|F^ty68@4eq)sEz{11S;MfaHMBDZY17`xp%f0#Aj33JRr4_*BIdIbstpou!5#&`7LM~;-;$6PkD0Q0@K=mEbN5jQ7P zl+ziC1wkz4nB{MG`<7iwfz=sl9JOEo+nvD}iIA5%xlDteE3E08J{nwRC`FMGr3(-* zxKhe)qkb%rYhkhqiWjVZr~`e8G*d5==E^0Q42 zD`~D%oM|y++^4%joU+Qt_^1Grr23m-lPI+k9$$|sr`ekH_R%Ip!b;U8OBX9rueiCe zA9Py4U`c7#gHzYrW>pN5%S|&<%ahX@y9G*8CoMXRqPus9d=GiGkS;k*ffgfjnP)b} zuBFIRBbYU4V^qirAg!a(NjxnC@UeZiJK{oQIHvYam4R{OH{={weXu_%h!nbwCQC49 zw>b?eZ+Cath*EpdfHzR${y>w7ifz;OIkg1beGc>IyXFO0H zr2T0f$NRvr&#|o^-ctGh00^U^fjo_^W5x&x1nLBypba-sJ8lOj6}wZSQaezaovKbg zX>(a>ks4}}lEf!c03!U^XKweQ79@@<7ndW+Ee&W1)v42(tR}ZskXJ55VxHl*31Ty7 zBTFbAdy=J_l1b@}NO{DmL+v}gI!HIU>Omi^y*9y2(C>Xwic*kt#$Cbja-`eDEpfpc zaBv)@N9s}J%B)O?&Xh=ywBUb!j>Sjr# zNy*T%RW@BhmkyZRc40jRM|Sfa$N{sfa7NpL2shkdGd+o9=HoUJ?PJ^9mnxv;U8%*H ztA0vCUMgAu8dj8#00AHYZSX9V>WO&o*rl3#ea#T^;~A2TLWd1e=q*=g(5!>*RmsWSa*XI*!y{dMH6};tHjQtKZE`?o*mf?q*TAVLR3s@=5HF;z=#{*Cc|HQUMri>|3-2W^AEBgI})3mzd>7n)1?=S;v@G;-P3^x++xKHO+zKH&fv~x_z0b>oY$|Ke(_YQVQp!bzj0&ZO>oNe=KfJwVf$!D&+T;Pd3~0 zzf2mF8#7k=Q@J-OAOcN?Hu!DvzB%5K5>;hb057=P$ls6B_r}yjmgen7a^+iic=ET; zYhp`OiKFmGUp3twT`NeTe4g%NtPQluCxBlz?{I zPnGN*(JqykEOGvCdFhEz~G(+2F=W!n^ES)rBt&;GAzlGJ&lH3 zk^+|aHtxsyhM}?QN1hGe2!1KkW&tHYr9;9=8x4luT`|$p0MhVMfwk|yr->;p7{0jAcDL z8{>>-wMC0UpHNxUV6Nd??XgdLQdXttoBvBwIw z$D5t7+Er^Pj(HdUy)h~P?+TnYCfg|Q`Hzpo9QkI_IqBI`*HYT7E)MA;$ED{~Wcxg8IF&l3cv6I<6)2spYkq#1)0<#0X=|*q%f@Xn zwaAL(bb{zslc^(b5>zdz2KNKuZt}mh)hW?ywGzpc`$FB#`=lg`ofqE6V{^XbbjKpy zYdZb*!89oA$t!AyIkwYElt70eH`2n-3^-5SJ7`tUxDc3aUKst%u+j({8 z8)rp{Dl4&NFozjhN?bydbm=3no)t2KQ>MQNAFmcy>sF;ola@e0Fc?_xDo*=`@ngDhKTauzX222dAB1z z*LsDd-3v!k`>)gPJSgl+ zcsrBE3sY7pUM-ifyy`rwxvelDJI7M0Eiwz9S=-vrd6avkg6qd;;9Kp zRC!9U5}WI*YX=7eb+J(EgK0@ZOHH?62LU^#!;UbcpHbgNj^Imn!INEl}@XgA52OU1Vl={)=P=973hwnb;h{)KxLQy zxO6J3-Z|dNZNtH^yRGy|+i}!-;hQbYVnsD9Hj>lvtjvZ~Zd+LRZKRFC>JQ5sYb~=X z8sexZ_t$MH7X*?m(~Ep?`?mD@E3&IwhL|~yrqgd1Bev?$(NXcD%C?ms`zP|k$|T4OD|KW7NF)v|)5`w< z&mU5qqm+Pa8o0RH;~c@M6{Gh)M2>MP z8b#Hy<6=1&i;2|Xb*swQ@M~k~*)@p;HbbO~izJ*&1XwFp#9wob1+=dB0>{sTjT#m0 z9l}(wi)uF?pv32!TYDrNh=g)87i7m81Dbh->uukNR6vkl7 zk3e5|$PP7o=?3HuHpJCb^=NJxL(Vy}K|2G~tH=&l)OPoifyZ?_!E3JZ)QxRwV{d&3XZp4KWg&83w2x&c}@o;Y~K60-YA+eo4PhxYbw!ViiY2dft#OL9s#w#nhrW zwYKxd`ctBl-P2}RAqPWJ0n&v6cwNrNuKr_;G`}Kh(xH{6JEZ6e7EgdDiyt9vhy3xI z)b=JvD3}{@DzGV8xGCeNF=;N44TvLSw}>ByQ~a(mx#Z7&Cm#z%bCp`3%O{k%^W~6FO$kO$; zDo;{;)5yYm>^iOj$zigO3hb?k1d9$oubw)o(W1*mMFg6-$)#h=hJR61=+9EWI0ErEymK`giDeVf4d^!lqaEZkH}*;cd+2qQy^st z59TB$w_F<05%nfCbsz+!r((6Fd(In!&C}`+tC=Y?7Yq zy98V(!n<_dz>av^&k9++0v&#oihBO9W~kw2r0{!2w!z}vJyv)gSHm4rrrjngP}6F5 zOX}{T$3m{BT=MgHJM5!g> z%(DTG%?4tfM0I_Nw0lZMgsRp}>@Ka&$>f{hS7fM*3WB&Yd(&A;i?f5kq2&*_q7R6s z+YW<%qZ_HL9K||4ez6%%L5pQm;JT2NEnAexcg*i}Bc~^PPp#0Ks=UnTvlR}b6rSc% z5vj!g0K5;p4^VH;+zcyN)i7&T=x}A`^`xOHu;43U&4CB_e+*7S$g;{V2rJy|1-c$T zU9ND4LCp`zamrO)DT`5LDaR0zWIlnmw#oOsdW>m)p!RH#s$5Bqvqf)dG7w1iDG%2DTmd`68$skQu?DD#-6XZn_WsG>rs)pk=)i8$CbA5FL%r38XI!^!l;tlQE` zQ0Og$8x<=1fzXbFk%eZPh?wR&^r|`=4R>qtHk4Yz!^+;CU2qm9N&J|#vdfOtC|A-D zgq6DmME%?Bwytk&%6=PQZDiZ<3+ZlJ2zj!#ci{n73Q~_G`5#VyTvz$J6PceeQtMfM zIG*NHbhx0mbTsqDLhYd5#n6yV&clO@W!GfpDGQ}#scLDhDNLEoFHmVefwONC$U70R z+@CBk)7ytfry`k6VGPHPoh>9Ueg5_NQi%kTPUP=}qqn;+S9fngnjT@JW>`X{O)5&z zwI$f@CrgYtjf-nfLwnn&QG+chhQ;)ayf#-U19R#&^WUE=R~48t{kgoym)vcdqEZs# zT~FD|Yy;qP*L{>X7C6Qhb*ScGs!m;p?DH8;ii_@9ViK-yk@%O*t-#-FVRn@KkSwnr z%rl+fv)U5>0J03UhY=mbN|7+2C`ENQEuaIjaGMg6O_E7Gj2g>%x=N%omUAmegI8g& z5F5X9EkBK~kQYYfKBF3_l;5eL`y3ktgQ_`!W2*HLyvI!}O;V8R z9`Bfa77Jm)ao!+~2;brlOW|z1JrAERW0E9jQiwXXH~uE$oGxZ*V=}4SmjwxM5R}zi za3x5N%B*zQ_)CV#w>o*|*ixkDEWtXhE3@_{Fy(TZ5UF$1V9QJ&b$U7Ph~+-*&G^He zB8du%1XJmd-*do0pQn~chn^_;*(n@P9WCu4UNVZTJ1^MPrQ=Vq>_*;sk}uIM_LNYv#uSJ_RD zR?W3tCv=^~#>CYc1X@)!x_lUcnCbB(F2vueiRww-=X^~aL%FhQscn)eF?Knv7Ln~#5R9X>m3H46>#XF-C@HX4r^ zu*)d7cG3rhDFcsz-uL2Zf4RHn(M3aTfxxMi~HWFgz3N&HvqxADgm(w5!cAfRxYf(f@5^TlUQha7gD zKPyT@aj0o&G9XjZud|T#f}C`x%p3if--Tg9vT`}e;(KsAQ&;_>l$y;ztu)rOnrvqf zLYyaH`-7$ULQez4Y)&9944%)WE>#hwNukPGotpu@-G;09oQ^z>bd6qbu4 zS#+Kd+ClLXz)!~-sBm3i0k(k=%OONOStQv{YPnsv;?@_vuVh(8I#NQn*meE?03VJt$dnh4vpj9&+Cp2+ z&B#um*_3E%k;zAv-u`mwv9IPFaVj3A39wNI~Db zX+v_e$spN1aB$FRYo-c2kmD*5Yq{=9ZrN*1ifzHz{O(Qgt=W~Rbhh#g=sv?xq&8Eb zD!L>wsF5L~%7N8oUvR764ogGnDzkb31tCXt+u_pKGI+X=0gK68xhwZ5GqTk{QrA@y zsVHpw0$v2W9VKH^Dp%h^O|;*8ZN@gCWp{T;y|nI|kS=UbPcA(0#Vs`2rA1A+`d*Pv zNoB^{U+k2$>Iqk=upi4CQ%a_y;ZV_QizJih&Aud$&mOl<{+hGO>LQ*-(6^;)2q;k@ zMIi1hZ^qnXHiFlsC`#0=M%NaxzSjJX8q*ddWU06<0Q>#|Zvz54C_Tw`)+l>(BFVQ~sk*sjBK#~m%V z7_R=78FCcf$g8=p+p3W2Id&Ob1;U=>bZd3ilBGC=Y~Z%QD)za>d7G1&yA16QGu1mL zml8cbfstvos-$|$&rMVP5kI#c*|Xs*K@RK??o|ai<;b)7z4I^m3HMw5uK$i_gOL!kdg}1xC2XMltU!k3)xk>cwFIQ<`xx&wBUr1J=(BjVQ)-SV4Y08v(oGQI7NRbuBVWLA9 zXkc{fnZ$#bqs}M^}UeDBs@IVX(p8g5HYlWP4a$ z&!rb;@T(O{OVA%fbhy(N+|Kc>Go(apDfUo+b)el=N|pdu1A~K|j^`ZTo3oyJjhpDN zQ9iDAjEK~ypF^pNhoYAXlC+C`rP87e>~H0KFGu<>WpvN4qJ4GOD0P89L%&9uual+N^d7X~eJ8VrZHFBw(sSdd8;*)D;4*nsuYTH5T(j-av}Xxl``-eLt0kvi3+)MSU2Lv!k}d7 zbWYr|u281bq)E%7g%dJOVfjma#;Oq8TUyts-2uZPBaS0oLrF*46O+-s(Sc9~fHA^S4S9i+g^ zQ1a8NWq(*ZPN}+^YE3dzCAZD)FTy(V0qKM~S7Cjn3L8}Fy*8UZUTLNX)ya}1q&-WP ziQ(^PYytL{X$Tihm2{`3*z~|&>IqQ2zF+a=Eu{}dxZMmrsEUb$rO}c#XK0~ z?UX{kk6DGs@|AWKW}Qy1Wduu+4pI_Uh0JoJ-=w+#9pV($q^KRjj@)2`f1|sNQtA+@ z6_zC;p;2z7-6aZbBsT1qJCduCoBK|kLyKO=7hT9HSqA=>J7XY77u9bweYyU*!LD!E z*H4XlDvzW7P0pEK1zt{f`o$7uHwGIis7q=?=tNe^04_8FOLn%Bd_-KG&MmEaMuVto z1OaXh`W#?%r@}%-xf}vHBW^}9zLf;4#qn|94(7{O_Yy5OlQCxdcG+SWHa zV{A$Agx26ll9uGjN|wqLY+VW6K_`Mhv9~tg5M)R(qbfmdPLK+K8xQT>g>AUPiBQbLrC({M*Sk6&APW0Ae|oz>y0_cN1GdP}Xu zfuya#91j8%gdp3+ak0NoJVBjDcAVoCngdM<(T0amqC#e}P1c7z&)!PN@T<_A2JFq) zaA{6Zl(5x87%w>4RkgIEWIT(KbSQ&i_f5x^92{^IDC|>Xdk#S73QnGtz~Z$>Q{;gk zGsCP!N7YHyCB+ui9pPoiaC^ydJqXzO9!AF-Wo7ttsp^XRt|8SdJ?#yhE}`M>xRcRC z^5h+k6==>kLd`Q}%no}cUGkP@uXL%>5_^@NgKq&oqss3JTANWTN`OuESoFUhpVy`v zZ90f!-ZwBjEX490`kJnk8mbd^`;lhmBv@;2@c#grB<<=jN9w4rLwOYjn|#Sh4kV;0 zB_vx#k3rK2d5*ghjb27%ipiDSp)5&`(YvoC5=mtvZD`eUI)X=B7mW3DHn5qfn3#08 zhNhOyirhy}D;>Bzanl;h6;pc{EZ5^5$ggJB^5pTBl%-Tb8e%9o6!HRp!gHy$!AktD z4;YaPDpc!Es->8vX$}*nJ0{6WEnu7er_UU7EJRUC=!~--L?;TwmABp%EDh36By+3u z;|!FF({(l%t&<*Hb$4>3DPAU((|^2zH%f-Y9-HA$DvGRO3{Fn+v1(%o$u6?xA+zkV zozS>IY*s<>woeM!f;d-8a#$rnHgRNJ zTcy13xcFiMTuxYU#(lskE?hL?w)R2?x}_dadLD%N8{m9W9?+e>4cVQ6>W^ zon*D|rC=UB&ioyS#>}}P`OsUaOK}c7;I+oc3F7JU9Al|Yih|5o?jQnmxUy|vc>~v{ zz~EEUV`V3j`*Jl?TqD0?;Fgaa;s=-FPr#2XR+lA9l2p`XuksqqvC$@)@k>Z`#>aTt zN`gpO-8xmsKDXQS#5x~&B8ZvKzwHk=n=Qp1)JEHm0pnqg(=n>knj<(B99S(tf|Y`O z(0DiMa5}aZmyqpVoE6;!{{VT5aFnb8@1&iQum`}6k2l3*`;-aD)MG4%l{-e6r!-Vm zbp-eBAxS&WjL0qOGNOj2Mt(A3(7wWpGH;{Jqwqa4n4IF%aYnGrOO`D$^$ zB&3pe9A5hyafmrwA?I9CM~2raJdOR|FmL<)G4)z%2gEmX9%CV>%?4OgX-ZA6uG){D z{{Yt5<}`rN1HEXd@GoFM;>P&q1qiecC3`+Z4sb%62Bj0nmIsbTCPP_C(u9(wZRztp zG4totu$r9>>;~#K1I&5+G1!g`)U|z}H`U3%kj4?(QWRFD1u0g#t?9@7aVZG{^V`b{ z`6u=;L#`z0dcd9u>-~QmNU*lx<64jvwXc4hf6E$@r5BYQD^`SysFA^e$rsH=P z-Lh;(>QLMye@7bv90@FxrAa&bpHqz4OKgn+BEVkO{c#~ATH$H*7s6#FWOgJt&D(G& zAdY(R`ivD!hQn%cL;#W1Rs+`fj0#B5p{R0fHpDoMvg7Wh!k`kb0un(Nzb6)@=v)Qk zq1g{2Q|#HK9Y|>JbLL0z!DYv7^cG!6DOez>N1d!Mfh@T-vu4UxMTi@N{{TF0`plqd zbSbm7i8mgb^&cECrc7<;=;D%kp~lAgqnrhlGsvC$EC*veE8cCS()A_DZo{0_<-~NzpLUxWZyy7 zvJy_4n*)BFdH(EEMt5AA{juz_Qf4?;2q*+SaunB)Bd8n$<%x~S65LHnwy_zOh*W6H zP`Y?M;=I%?vUmg60IJCP{q)6$rA@`lvzA5Fh1}2@@wR$m$T&q+hKb4u1 zg7h^6y)X_CKJK0ioiE1V;l7w6!Hm>6iO|zqjki&~%9KyMqIV|uI6@S$Em^kOt$K1TZ~O!w$Iu$KniH}3fracd|bES9?WiLU=;^zQ^4@G4vF#yn{SCwQFb*e@na@l9t6~;I*C;oO<8Uzi!zH} zx@jQnk$ul9^TFiHX|-L)Teif3$EAlq$81;4Amw!xHr~2nI|L@~M<;86)jnd|blUi7 zi8>SLY53_wsB+3ek~vRJ{P3q8PRUZOn8s=eT2_b7psm1CNd)=)&+)=N1^CbB8ihV< zj5h)c!ODCl)K=MaTU(alN*5-`pNj#I!K6r7Cf!mhIXpJ!Ui3)AS8}6cSrC0uU+Y^x` z$8J_mqweY!9N%zx0|~U6P73DOb)I{~n_#{y`SUt(ozTFi-3EV&X*zS_f&@*s2@ z3t}tO+4*_*DilUT%sfh^K>!4-^Q|6BV737|!$m*98ok1>zD#b&>1^qYY zZN3;0nr1X;@@b67c`|A#Qw#{o((=}{k#wGx1d^g`EI7nbn<>T<5@8c5*HzuK6)6dM z$41@RN!=t|-0%W#f>cT?%}RQ$Q+1ar4!7MYK|TghHx0GqJkI2wOiZz;?o?*y=o{Jd z>`^JKF8UNQT+_sJAO1_?5RnHp3f~hF@)M zJd_p`n=LB<**p+I^ydDUnN34s=y@0a0HY?5G?gZJTWT7TrpVnSZO+E~NopmVsogiw_DF)zsJ$qHJw$4jkx}I&FHM)kc)!TxDk56sal}B?}ydC-9NJ4we8< zi&3!Bpi^1bpFJN>wUMVB}cf5{PWABIq4;k$p?&kT&JLsL9fz z780YH!CA7JQTxNqCie>RBKRX! zsK%r)%2-RUO_ILiEJlDUbw{rL>QV=ZTn~+~H?(SMSfR+x(4xxv-iaAfA~_ntnsAPZlqJDf{uQPveGzS*u% zXROre>6K8axNC`6lHEo*vZFi&hjo4%9`2LxZ+*_wGS*>{?Mcent}8IBjW$%BAF!U# z8@SEJ`wNtE4fz}4v8K?GZPK1n4<~*-NVm@83%#RLV7rs*lhsUWOo(xulMFcFY@$ki z!W$FDovd??RTrfA@j)V88Uda7Wls%<$UMOIbAEU8`u0C#oI!jy}1$=G8FIU<=l zkeYJkI;pI;Mp=KsO@iZ|iP);bfMFrX^#JxayFbm#foRn#NqstTP(2pswNMBnBp= za;C4sfZa&sbi|irJDKFWM5emqbk-d$PL`W}p|zJCm2_7ACH>v}?SZ|s(`pq=rS(M` zSN$a}TS7Z*r&NcMm0iHe`-&<1{EhtZ)st!zTAp8q_FnG2nmc~VSqadl7LYX|Xgj50 zTab6TzZ>G8+ppOvwJzJ>!mE_&wR&4rq_!g_F$#k7151(CfHW<#o(SV^Zf}9qjKcgE z*F(=uvmR?8t(uBcraeKhE?ftG?Z7Xo7q?JthX#~{d&&yGrxq3;*P+FC+QlW@(5hV) zlpL7-I#Md{!fjy!LoJd3TJ7N_SI{qYC~<5?Id4+q*?D83YL7mK7*HL}@3&Esg|$X) zdf`TV0I6#nI_gjOcijo(k#aCgFl5?(Vu%=Z#mA7!!||rGv(en&?NGlv6LHjB9&x^f znBZnOBBe@Nl!YlsT2?IM4ku+c;th&aI3m{a+XOqswc=Ipz!w)Mug?l?-~Rxj)E1ln z0FhoUZj(q*qGree6>u~{5m97SN!dNXCuM9kAd#eRdtkj1gDcvVn5#-bsJ@QrBKJ&I zc`YE@bNH3i`fY^z{8#H)!WMU+Qk`CrG3`U`n=LNahXHK#loT#E+iY(MadshTJrX)A;(d49 z)MM4bv=*bw%~Htd+S-D~lzZ0%Uvi*&dH(4a9)Y>HDp0fDTc~9^^A5R7sx}&w(@rS`#A*unha04P zaTc%H=1RfT~%qd&c>sea1LSZ(TaP)6lSDhW@Kxg!)WXC1NjnG3Pt=2??SLpc{It25S|t08YY zQ7_DV1{+nuNC-u>?k}Wu!_cL>V%IqO*z}{_jrLDD5mPrI(j=xNx27^4Z&6F{C@I2C z{6R`eNe64D_QPzo)1L{Y)cu*yZc5N2JEdXd0dkOo@9oapjCrbGZh7*ho1@fedBTfH zrazu(`B3GDVx?6NW?OBz?1dOow!=-5Jo&*iw5Ec~ zY^4qoJHnI%mD_F4Cu6n!G2v{t+TUnyWZJx%-g}i$k6fkFBuREXVJinTs1FEcw#5@;22x2fx^umg1hPpAS?Y=w|W$D_L# zotV>;DS2};WO>vH6pBm)tG!;fURv8yl-p$8S8P}+=VELxiG8N3EU3J?sz|W{BAG^4 za?x}kwceDAgc1oFypK`nF|aspNL7jVint@=)MH+>lzF`Sv*{ua%=`NT5pr1$t}rE>jbDPT8Y#+Cf>iEHX&yAD%=tG_6Mf@K0R?6 zhkN#$eTMtS)&h{Ba+QJwh$oTz_QvF)*Af9mx?MuoAMzjb!g(T{So?CTt&OSCV0BqG z*xPG=SH@{jJlNO->b1@Q(sNBNt(hvhRtlaIsXNLGNJ>8L$yX$eX(U)|b~|B&!+zz$ z8&3R-^YX%$Xswx1#VK%(B$NcGYFNGY8*Q=qoN!p15(&2!_qV@ah8DX=%~CQpPn((J zKoge?vXICnDe<@wsYjHg5-xrgz8WA$ThSvsDdLx0X$~zRHUUaVCu6@R-y?{5prd6h z5|p%~Eh*Uqn}u$9_36g=;84;OSFo{G_5&N29y(h-C8z*6Rju&bj92+CrC6%=ft%@7 ziLNdc5%$Cgdd1e$$-j8308{}MP58MFQlvw9f&LytRi&NjBpblpgdkV)0U${?L36K%FyCSxG7ekN1+^#TxqG*;L&2Lp;C~T z@sL1u)q)V+&9x|w6Tc^6`=!NZEI92%fYVJyZM23G)rwNphLDmrDYdujh?$NuS3s&V z^u$FAit}Cak{k%sf{}Fn?a14&7?qyoRk3dZQM)=7XbY;UjLW_3hM7yQl=zTYI@n)Ap>D z08w&xQWTSPEb;&y4j+4<+6t7CFV6(}?biz?X=>7oh6p%Zghq4AQ=tPHr&_BQOl8wt zN87O{?;*i^X&&)#cvO>goH53YFvo2&-68PZo$k@$)JFCvdvoiBYI0%GbNu|-HIwy4 zc()0PlgdeLr;?DAAxEPtAcQFF6?B^gCl*L;AXwctJBw~D&p3(X$o|n_gekdy>JS%L zdoNTTr)Jljb}Y9Dr%pmGazQ35sZYA#0O(NJV~_~kWeYB5Jg-w#N|_kHLUvQK6G{rw z^ltE6DJoI2u0cK6wvwxZ(+nBXlruD##+MzprO=)BvED3(mb+WHQQ#>;#2>q4tELZ9 zvke-x08|-$NV|on8hgU?52xR0WAUW?j>KFXRHZc?x%MRpIX}mtcu1E;RLsu`j;O6k zaW2#%sqj0{0o3zp;5(+m*YS1U#|5eK*v!qfQenbrY8~S?)Smc}u~JCb4=*u}voxwr zMwsmz+5M;6kXc({3fU^ysQCe7^S7oU<%-~^tr}iN8(9I44-HL#0Mjk`$DcSttQO6_dap%=vtATf)p$N;KIm z(NNp8xum%!S!9MGNY%QMM=cxg&XaWmVn#N_g~}VcGRd7|okdw<*50H+rmj6f$jOGL zyR|gnvQ&+>1Fs{E#@t~hlbUl?amiU)o?k4*;&h~xJeCg$H}{mASTAi~92`bjgBbm5 zTc|F4k9i9!3P@481p|TzR5&AXb9@?Nt45zrGnrUYLd#Az;Ii9r8z~A&`{3nM0K66a9*%88>mIc-nmz{i|2pq}bgfbe+7h zu>x$OrB&&H_MSmV&~6fw?`lEbebJrT`Wz4GcwRTi}g~jTW!nU%B16zJd;1t`%e>-5L zIFcrm&3zi1Sk&5XHou?8ZhD*-rRrg)TG06iWt78JF)_Q9wz$eIzS@n8OZ-2PxHsQx z9Bj-~nq?28!gsk8#rKIulC4+R^L~e8kE&_Q?LH%Dzb;D)O;ssKODk+! zgeWKGMft}tjC17aHgG^vKpI8dDYzb=&m6+g%GVFU^D`1+1)*hWP3^WLVss6zKbcsL4$kEOW8oksq+f!!z&;uX2_>+#0HD(AXFY_e@{FI-C8f?D3tLPg5euo%TH z6rS)Z?s?zz_+u6t3ArjIN8VTB^!Q_NJKGh%pybJ?bsZ`;Rqg)(AIlN}u^I00?vj(@Nxz?+ z@q>02NFEV;d_4aEOl@eWTS>l?u)$U}Oxqe-%EM0(mEPcVB=L!BklRTm^jsghY<@su z8;$p&Njs6X`T5`a=Njq7$4Z=f>sxoy0I*_rZV);X zeog-XEN^-|n`v-s7bOa8=~77KkNJ#b$UrB%P1VRz-%cbXlXM{fB!I7a!w+yer&dZ- zBh(bONCwVyJ8ih!A6!pzd((-J8Pd#j5*(0|$RBkcX6JL$0_zFyU>M^_aor(0Q+24G zgVW5MXGwB$xX;`Y1^&5 z{{TEDXHU_ab=h%Nh%#6%OKuce8G2fX`8G@e6Wik9CStGvySys2Yo`cT~bgA&_ECr!jRy-~?M(8%Zh&&7Ma3^H7 zUWqLs!)BBeu$_&%U)T6zJjz~@>+yO3+n3%-UhaBsidSr%}^xzIVdZ@g|j7gGr=5^mb}$B0_>v z64CQOCc$TO<$GbOr6w&hFSk6&BoGjW{7Z2}*(pfsqD8$qJ7ZjYs;TWgD=|h&8DxlK2-C(@xaO^hSOY$2A8lz_6Ul5SLPZcmv$cEKspqf zZ5FvVK7enwCEIp~6;6QJrZ`m!Yo)eUv@)eOr%6gwz5!7jSlI341~Ba8ceIqcr;{qA zRuegH>JBN*>=l0yNE{9aK6sf;jB_N`YSR!~f`S(bhXK_gKwLcHdL(_odW(_92-RpZ z9hTj0jUX{pY}>plx*i{eV&hQX;tvN0b3)R?Lzk5Y7>c45U;$chWdo#-h~WHvaXqN* z-F@R~1+s2Q3EJC}()Pc?*TA|Bb*ih6Q{*u0Iq`rpBdmoKr1GR*+MC+?x8~T?uJ<{} zTo`&$LS=epNJ7u|wIuGtY9Dj)ugGZ^+~YTFsL22_*LWt12YBnFg`n9nYbl4M^_6L}4$jU%$At>;a*bO$d zfEL=@SZ%%nu(;Q5d0{+LUxQeMm%rY3F6wA9T0&8cjXUMNhL2^!mEaFwJD*T$;@=t=t2jM}%T zbQj)gp4zQ8poM}69I(oU#bj(%!bPrc!(}K&rNoa89B{-|8w|A40VzT~Pc}On?{kT_ zi=Ioa?#qKby;`N_I4PY^OQ^ETZnmLiFyJ;)7B6t1MXY(X#tp}1B|w4U3JJ0Mqo^a# zbA+me0$`ZD%a)%^YN)t%l1Oe^2Pk&i+sS7UcnCw%z^Xa&;S2MGu#9<{VZ7C|g{3`b( zles*TjH{Gder15DbJzqRCDvVzbUez_x>kZWN`}YRjAyNVtAgW+za_}X%Yk5_#%|&i zO^}hW_;vHb-0>ScOOcjgx=kJw4-*Ruh6qjdm z)9(Oj@+5Y4>M6CE22NU9^h2JaR;UKxcQ2kxLgz~U?!fus>7+99ON_YNfnZpnK|w(7 z4Y)V4-{FCh5Q$B_7525Xr0H?D1=6vw+#ZJH`q*N+r8hhKcQ3N&uS|=V8H$O8P7obZ zT->nAx$bU8qsn(kwf2~<_Ro-#SW;_&#J-&OJj9QG?EO9KNOYSTi^xB-NB*fFc-qQP z(g_#Fr{GM;vmdTym|guINiR>OAY7o^cjJx$JC!%VBWn|EHo=D$I|!$+&}D`j4Ytru z$UqheNaz6mez=z0c9Y;GAr|)%ZZB(oTMLXP+ThV+i(B$UfnKLnDGg=_liGR{h%Oh9 zbfl0xeD0Dr)D4PoA{w2}Gg_=mj9bg>FT8}p(n6*v5JZKij_o8Qp(gjXqtglV;KBa@ zT#3uF5gr~~s6%c^jE4@1)iJ1!@O!B?8z+^4bH**iXb1^Lk`dvx{_U&)PxZ&99MXhs z5eYnxOuc{Dp<1F;=oM$Pc2SM3Z>%b*Oh(C=2HoNb*)M=j{3vXC92jpq&|jjrU57Qt znSFiJYzD}Dy>Hm}e1|V^Qh48iz7I5%sTN8#SdEC}+TYCLtIMuKr*^qluGL>kpw{%o zqRj4sBQpDG0oH-wxT|cl?+`%a3m2NER#&6#9_SR>m$W%wuQroWb+okGNLAW~&GmOE zK4k8-?Q$$O#Co+7rA?l^)sw;zP*DE=00nzBQc8UP01K(Vh0iMkw+&6HV^As5q=1_N zWnb4AOP3A|S7uFhwqr6ixV4`OK-iLgKwHlc^=jDF#ts7OS@DXrc37cB6DslvN?0X`NBBtqf z9L7)C$Cl-bk(^QF5 zQ@#1V7Bf{mWu|3k$|RVO*BOO9Q(^TK#+e-e+^GG>5-t+I`zGUTHmxrp_=vet1f90$ zZoG8D_GNqPmtDya!XI*6fBHeiS!j(NV%{KjQr0e%r~cO%h+eyV8f4PpNYO%&_H}9w zYLv^2QWg^ZJ_G3*)_&{H0m7_2DCy5#n^Ng;C>4~rtJz9X-1R$t>><&m$jA>z%9Ym? zx-#t59-!$72*0}(^>CF7l9vw37D?Q0?&8wQR$kKBYUGvNX#iZ3ejDPZoSnyyMB-{O zsdMbF^F-rp{%VE`9orApSN9twyl=bH>h?DII)tNBh0%EL7yA;c@a zZOAHUh1~eGSX$%w<927tXzhxe8%tuu$Aw-yL}Rl?-|pClvZuDeG@xjk!*p zOKuFMYO%L>VxE8!cDDO}EJJ@Yz+*5$%90y-s*O>HWkrs%fLv`J_XpnRZlD`p*d>_j zsH8BI$Ar0a<*T}f6)UowSlHbC)QzsAu)VgxnH`)&sMBOKSeRX`OnDNOP+$h#WLg72*$!UqH|mKQmYppx(wuR~&%vlFGs#Pd((6TN z-@95sxEzoOz=eGp`ygTsCAoP?gfW-m2#klPIo&EU9WMk(Hv!ZoYAUk!AEp~<8HTKx zXv*2mO|e>Sy==bHG_g@g{{Ru8_f{@7x5%}{#`xIlQnSP6J9imB)+i-Ql9|iBmcZ>lwRs(*)hnrB!mY7ZMKRi2NSd@VjS*ZD zY!qUwg%B-$fG5w;PtYm#DKV#1VMLbvCqwa^Ty!k3?e3LgDJ_Xy%MiP zl!|q3o(PL9w{(_Iyu*m<(zvkMJdMD_R&&U5F{Q4M>p7S#v?$9~qkZh>cm|UnYxka8 z9}%`CWt{lneW+vP5uV}h-Y)P5ur#a@RThh-Ek@e5O)M)yt|hZOAk$)_?J_jq^@METUi&fn{Mi>hUT#)E>4n zO7=Q@XQxPzh8SV8>y9mYQiK6=qI`$)9(X{bO|8%?^7GYksc6cz@Rr(4hm^0XK(Rya zqwcivJKFjzl6?+PXAaVsiJ2D}Oy$F+__3t7WzJYXv~>sFLI|=@c|I>JIy{uhN}7EE z-cu3N8u?4;}e7)8sryZLkJiO0$ylBo5AK4|kC(EtNo1=_~r7A$mv$ zms;PzpSVEP;Ug9WCXCe<3Sh%age_`u=U?5&TvfF=v-gyCzoGH~V5J4AJ^cP4gO2S#06dR$2$rei5SRV6A(ZBM?n4U*GpUD8LU)*y897_W1C;f~ShZb69bN>y+aRsnOm6Wj+& z33L**s5Z4+v<^3W4_DG9Vm|CJT(V6D^hy2pSnKry1cQb zl>50BQ(11iE!SwvT3Do1pIKRKY!ebf{{R)un_8?C07*KA8Dh(;Bq6V=Bd`EUE#DOs z5%*F618ZB4mNaHXE!qV_Jh$Ppg~WBW_w0vS-6SNbJw~lRkOO;STGaIVEwrJna${MU zJ=r3KMLK7!1vu)3#755D;=j$&Ao6`N4x^BZQD8robBe< zY8%+;Qg=Fl9Oap^K# zw*gNQKQCX)4oN3SA#+-vAlO;j1GMETp%vJ5b_i-kD6A>ex}#+1w$3)I5|;+V0#4wJ zN~c7J9k=S4f>S1ZwAs{^>TRa)Zs`N6eE$FuCz}C;dc#!uH)zYxZ!-LvRX!-E)E@w^ z*%q)tT1Qr_r1!S>NVpp-7GrJ2T2NU_OA1c3X(4w>195GNNZb*Ao8qNWTN8=PCF=Ah zH(I9lbfr_=kf(C7QoWtq6)uiRzjm|AqhDmG0$aY5blVf#n!4o0&yh)(X|bIPi625i ze%w5wPXm;v=VP$O8Tte)%}rKQVR~fB32_Uyq(<)6k{nnb@@_0s%D1;0Ov;ti)EZq9 zqaWC6w1l>akuFp;d#HJ}AAN-Z;ZU}dbgIN*x#?RXR9lrv>}t#qDvwHLyO-h^wTNx0 zw%u~w)P~8qVdRf_vwMTFNf#YP20+YJ&d{N(QzHFe7CWJtp>GA3R6XP&N%xR#?+aWX zh{H`vq>5`L^*Eh-K@Nk#6YIxTXA*xUF4?4X{RmUv8|!f#z2ZWMu@*gtdaW z%Od+LZD_Z;v9b8=h1|uQXtQ5kA@m811!#4alc>mZ{hf#1{6~$t-)%8NB;C;f#6Ua0 zIj0E1mm`HWp5c);Lc*lJ5~oVGAX?!dZ~#B96|<&ghf`t7O)3NRN{n?S=1eu|Tz7%+ ztqy&~j+@x^xFlc{5txh7==r{Um{fTMO~83;1;q|f!|n@dRjd%M2u+FAd%H7Eg&hKs zM2^!2{{U{ZfC@)jo~t}>jeIdZQryDlnQ2=KIa-B3J4TC`vwY;f;z3Fxwvd+6KpM4y z%DA}N#Nq5jZZtz0I7(Uw(ohlzwa5a*U@NrQS$0vYP$I49>o%PMy8`(ecg-G;05=EU z8y)O$OY3;m80?~s_>d%|skJ0nB|S+Tq>iaOgXN4Rl38A>*y+WN7~`R>#f+BJxYeoj zr_@UjmbJx)vXdR6uL_&$QDbW#aNKnmcv_SaQlVpFK|MvTJ_5%9>KSFX7;02GLOnt% zi_A*4=~?%}hu%WCQcl)479bp92E3}8oThszW~j%8RBMuyUvRXmsujvlJJ{HaDS5lH zq2RQzIS7ZH1nJLzca$4pwbCy(pq{_DS<`C+O^P?5Os_4pa%n#-)q|q(d5LD9jP&%O4)T9(6lRMB>5kQ z!y4JAp@vFqcil?jp+$NiHL`4UJlzboVoAIa{dUJvl$u!!$QzSB5d8Kzxwyl=SfbNxk@Oq08 zvBZdxTZGvIa(qfE-0J@TmKL)*9;MESRi)jvy0pfUuzV%0?Wi7i;axi6+MdW7c>IEu zXf0Hbx^r(X&I_*UxBwn^xV`w;qxrLFS?WdU^f^O)#AcQ$I2m^lGjsh z$SGtjIGZ?bcpzW*?QcVf)cUHZFCvjr*W9f~*<>sW`S)ueTURzcZHY8zQYq{>+QYr- z0@UJoQ9XY?m>HbViS)A5ODP4$)KmV@Y6Pdu1Liov7k(@y;&F&A&t`_5HhO+9|FDF>sC!qE9{unhm)T&g664`4)gL+qB zw5V;M`B?P^#9~DzT_wmxnGPi`Bx)e+cHYMRdt>Tf;U5cayOABHy{Q4%tv9ExrCi^i zPce>SN47SSL~xLfo&az2$1wDv_@6SzIGGEs=W;m2G0r8$DN0nO8(VI1^M}_mcC8~( zBVoA*8d?f%!s%|{`uMHqjG989R<(FgHv`WS+p*f;1I88ZBPPgL4hs-P{{W$lmOe)I zxW{2X@6L=8(- z+&dd_@EDMgcCq~MuD2a}I%&|Oqzxy^*p<1sO_P40jxiXt7Ih^`)HlBv?mE>h6a|E( z1f@&2C&*%!;r5%rT&1bB3pRmeC~@!y8_Xb56wym+NE&QEL%uU%uI&K`HqmVCnnC23HHJ5w@HleoA`fhO9Lcmtb*`r~_0Q(jr_?%g#i3f59W zq^qhx`=}SS`8b1`+HPCX<3uZXvcCR85O1llEH$2b5ihC|UHNb|#K=7NXSJ)*Wa!I}=wzwLmsemJ9Ia6E| zc+uNps1BDCBH^|?luurEPbBfR@YhFxiepPdZ!P7#vg^;fMyFTRXQlSA91JPbpnXcW z>vJHs;}tgwDbz0sJt^)MgX}s#Q&GpggQrO8eMx=>B5gpuMSb8rU(60L5ETkOUR zy-SqiiLX`^+U2@}7)lgMVx?dbgmqHQ?4^-@ZD26Y%PoS31HcXdxxW1YAJ?7{X_aYt zdP-^4nMy=O5Zqa(a*l~@&)gP#{V>?e;kJZ=yB=@I-)+4&!pN_2FT)7A5-iB(EVKs_ zr07y~Ur;?PKXASivXe=yW*Vkmsp=HkM1-m=H7G4ko7gSHjnsf`WE+8f_`z9|=1Z2U z1qnym3Ie3a0_cQ=Tn$#`!_ge|*bHrZCbEd^yGhp;WLv4H!Mlo4-DQ7_sO~}iF%jF6 z-k7T&jx@=O}H@(e|19OWCpCTWzu+=OyVh}x_+0$mjHz6S&U=D)< zXf%lQ_MJqD0#w1hDD1rb9F;jDoPboeI+eA5 zhUqr+!`tn#JNw7P+!B>7cXGqb0deB7^cV@9+)Szq*>((vQ!cTtJXV=k+bo-Ilfp%} zDmw&|j9kt1hAGU>g{q>dptTY_YX_t`&;iPA;nYvM3B>kN{cY#{DpJEz{m* z_bZjPA=;dR8?bN|W4Fm|uDtH0ed0O`VA|HqrW|TONJGQzHE^MCcHAB}7@cby+x(5k zTiiDtX;VRMs5*^42Li4LweAS#oisy)X{!ap9DyZkX(?ybb;2~l6C+a@x5VD zt~=R7tf>;*n@61Yv%`g~_su$?sV%ln#jD=;H%<29*l^4AnaxU7XD~=@+Qfji+)6h@ zHpwTsYtUF~S1LY&*jggir1ms(Z^MI1vi@M8NM3oS&TeH|QP)(228i<#qo_960_jo! z0V_WC_vwd9CSa##2p?Hdq?ERsrD#yH+H>zAX*;Dt=bw)l)!#@%K&&+bJu>q z&j=l%PEJaNC$w5SG7~wz?lbWkNbcu_C;*oS0>Fzo$OEn=OS<$(PA&^lEGo`rT`>&B zipiT)mc0;QwtsARB}V=PCzUI0xWJhiCCPA2LF&nGGcxgzimE;4-LL_$lgm5l)AxZV zlYDb5FvN7Gvod03Rwpu*zTrtgZ7N2f%Sk(i#n1c1T=Fo;i3tfnAv%@rl5cAR!Sb;m zrY3(+#TNzKTG^*6=HWeW(W`Nj3bw*7^l-AIzLB?l%8$N+Z|ak=7@1nF$tr4tmm3PJ zNKT+!xo#6(UUYf_Ku*O+(|jm)qS;1DnO3I7X?1#H67&a(`=v7Nz|<5hcN=LtD~<1h zeVZ;C^2BPRQ^e_&7SjCb1zsm40c90+1uD99{m`3nz9}fRu8DGzdIQPIR2dW}XmjH& z^vNaXWT{qt$uiO`Y9Fi>bcxYjnBpwm%sGRwLc# zrZSA1boWfsaZy&e7;1Gt?KIPssV^<4?Hv_Kt(_&b>`ZhXjwo!S_Y-~YaBg)5jaH-@ z44Pvrr-b)C%28yY2|gQJa6lIXZ+-Bk*{sTW%CKNlTw4xPkeHL0cv;q^pnafpbEvC( z{p;TQ;n2xlu9cmDwYNXZrXEL5qwD_4#pN4&*tJiuRdO@UQFC;KNuz=qgIro{Qae$4RyH8?-x_fXT$$a@p8?vmDpg*cB9m2Vr=!R~4m7lrt8ZT|jsAF2Ii5#m>S~vm zrMXh1$#6!cNllk5ynV>7Ct|zo5a#54?>sj)Sa^_-M~3Q28>sEK$Bn)iMa{WoIrga; z$`g$=tg7>_u~2a#X!g9K>SV^fcWYgx#L0akYlB*E!`&(MbJ8@-ka`#1}!=ph{ zF%;va)pxJBvG$L+b}L!xP0ygYw%A#7FVu5-+s>kFiY-ZzY7kliiWyM3RD@f^9qNnt zQU?k+W6C*<<|6$vs}NGFP?C`*o}~p6ldyHAe~8gLg>pDMjqS%$sF^{=ExB>%-%_Q) ztj1g#q$Zw-`U)LF(o_iRzw-U~ud?h(_3Yabb$9ps^1tp@Z+^~b! z?|Y|>>>SBfGSrk5Yilw$hb2HLp#Sk#rq@bdHPUZ-H5Fv>FXzsS&CgVAdflrep*txuAjoTWS~Y z8YhJd+V(ah8tOHcvwWYbDX?ZqqPKsnA8orCO9sL+NwCrW(OeO*>w#i-xlc4)X##s3 zbL$MQn#N*Ksn*i!qRen8DREm*iMD`I*jU^sY`bc?+ZIzT#8N`jsEY%20xSXY>3`vb zy7eZt?X2dkqe@~eY9dm~nsvY!n;&bk?w=v=qnC8 zCAaQ=%Rsfs9__9O-uqydF6(kkjCmF%Opn_|301tW9*IamGoGHq&Bkbs_DfBbEz~x@ z@XnpeuVMz1?_tv{)hUj{_n1;SHdu!h_2`=Xly(MQ};O@U80!rdX7_qDy4YV}4$ z=?x*C;f8f48-Dk8l5cyEO3jVP=EB&6SEtk|H5pm2E6$L)63R_RoL=tQnuLHgBcpEs zHdhMaUSg^{Kz7u-v{>P%6fCv?)$S;rHaF^iKc*`crMhNzsCKCpp8ksCDWyqxJE_zm z1l{)A>c~~XhdUJkVUD2G6WRh+^#*Lesgwh9WQUa6-B3HQlhA|VTKF4*he*-jM~a9o zL1C8J0WGwY01^PUz;XPrHQRJMdEKCptIz`olHGC|+gf|%EtU7ETV!lfK->^^^T15S zn)1}jWAsQ3KU$koY{hODa=i{EY0^uEz=Q;-lCMj0aF<`HM(n0rPD2TLkz15lVwu9& zl%P~gBWHdsgir||=GdmJStm1<}jcv^z?AC*hYouI!DGOnm-s;8AXMO!Q+ zINFMV?;J_K%K#@$#nNtfwhQIT?LvB=q}SxV7PAC@d5RTgoo@R+%B^zJkDloy18uNb zN(cm7f}8psU*(E29zudq zQKca5C84l!qIOHk03RibgT0OqP*{l;hZNG1+M~GA9q$`fu<2OTR8`8ZZ@)X+1q#BD zN_8X@+n~7|TYp}-onDbiCmm0aQZrQ<+CvpeI)u+_Doj>VEVo=9@(4a85Pkdmwl~Ib z=rQNhg<1k6f@fTrKFNIWGwka;J?&Jwa)QR)4m*40p%-Wu}O?IK>CEWDK4 zQ!V}7XadBKd;+cQiz`4$)wtNFn^+tGfg!W5esE(76lNk8F^QV87ccD5J$Nu;YZQ_+@S zYIa|IiM`KxrKKgikcW>%sG9(KfO=t@FIJ-0Y3Y*7D~{s|?xe1fllLiDB?JQ);#E%1+}DqGt7Grrf5| zT5=rr7u?i}$XI~j7b(;>acAz4(!}v>7N0IPHY<`PyZ}v;VgiXI*b8-0*a6NGsc2tk z^=Wmggccd1=2;=>PN#pXWT@CF#b3nRm+>ovFLEq)c>H499N(7Q78DrJsgThMB2RMK zNJ2=}aCs*DlX6Y@z7uCv$7hvzIcAQLDxX&_h!B)jdV0c>sD&STHP$>QbQNvk;lWEl z3Q@k2Hyj&V`5u^9t5VK)Qf5Pth^Ct9dYw59_k>9T+JHN$u2P^q>k)~@>+beEwBzB( z%}9Wl45{f71G3&JQ|^O%r~|TmkT?U2d~h>5#X@OI%#qaVRVpJ7N{IUn2OLQVB%?+A zXiyeX4#W%WK*XH4nN4L6!l*_~KC=$SbS+oYbF-}<%*R_eMiI&+P$4b z-uviP{_h3z4rYr=VKLJC9@6r4wxzg`*hl+SD)uS2=5333-brj^vPTpue2ckiGpo$C ze6c8Zbn0r5^e75&D$T2OsGduADzG~tR~%anbQV`UBa1a1Zi<=8Z6rEgc7ecZ(y=zWLIwcSR* zvUpQ!7P7~g3b7W(?;I~z9U#(TCwJ7bbhf36_@+t*C-kf1Z+yVP5 z+T`(YM+D-}%b6yNmf8r0$XmkbQ|q#ptJtdQ@;+Q+I5ed#qU}?=aoH{CS_*YGl%Kg{ zvXke2a3Va1vI3f?PP^H8N)5%3R!ZsDuuCp-OIJ2R_bB&G#f~O*=6UMQd=uPDN>EB2=YBG=WubBNOB|jc0aO(CDv}lguF?4r&Fe4Tv&FyU_;~1uz(2j{MFSs6&A*L8x&lII8+}!E4ywCCE^unG>Lv&h%icHY)kx_MW z;lA~+DX?xwOE{1~De90EFTIFTD$#Rm4AmHI)ImNpq1NoO;!oZkEq*%ea9XuWr`BK? zQc~rK3qqS&LyfE|=~@&wO2Ib-e&TS|N5k?b=k*aWN?|A@+-wNx@jjnFBZQ`d8FsAx zXDpFSoM0P!66YOo6YJ1fr{GL>?nniT9>lfC0{6tsIzjUL(%vVx+K?kE)5 zNk0*>wj3R83uv*X>C^7pds~mo16{dk5|hleFGo&3%T0HyaU=xl)JPzJ0S9hD*x$(E zW~T~yoSe%^iiagfPK8HTgvo0Aja?KjN)JP~QbY;|+2$#ESgGde@bo(!hZU%VC*>TWt=*(zx{sg30drdkMQ#OE*PK*nT9o<_)yrU!_Ldvi z06`n=^23u)$5TPZ-a?vMLfcvt6qO`^K^EHBa!xeRMe5o@<~oa&W-n|+T^K^Uf*TYCu0dVBz8%~ns6rxLQNY?WP1 z4|$h=6JT-_IUP4WP7Fn4$XB&Vy0s*CX}$C$`FwwdA!bNIv_u%hA=VU^QsOyfKw$3GAbnU<59dC*CBzH7fQdGT8xYCJHHnzvFmHz;CIX)?^0?1RH+6hovK)#`S z0e?}yrUcb%O{SMJk5*C>HHgYz7EA5er@TP&7O@=;{c)}07dot}uuY)9`Kbld_jt8?Y$!9KY9w+cx3i}GZK;!u*UKo37WFWjCDw@MD8KqGT=(-GPQw^s6-B@XbT zdx7xANJ)7?Zd@d8gdg5f7j0& zo~k?T9>W0$a$3FOuXVA%iGLp>&KK)JahOclYDjS;C@m*sT=n$hY#E}K7=+mXp7A~5 zSyt{Iq~DXkw@YHzmgLGISP>BpIBB3CaduO#s^GY-!6y9y*bgC%Z#7Va`l=MtfTBLx zqquZ@Ix67rjm*9X(vlRV?QOZ|oBse;#HQRq0Z$%MFKwQ~O!d8Ll#7 zxg}(>QL^Kkmvs~27UYtvi;pZxr^a$zq}A$*T3>Biqej(q#z`LWw#svT&r8^O;bXiA z%*m@M4#vC-uORW_ZJrtV-3tdZ1_DZ-t1+g);uIVJUkbz(=VlQpS z#}R7M(5UL8n8}qYaukHJ6<`y}mb(vd3lc}et}=IairM(HY$<~{vKHIxVv~I?EBsk% zy~}%U5G*dPRcj0~BAWtBNR0a}_cqdm5E2ldKsfyl*ifUFGL&ReDh{N>NwOt2jXl?* z$C3P8jtJb*NYsf51=AHHVx*2$$Au>L^}|Hkgeq$*n<;5SZJt3TWRe0xQ@PZ5 z1AYED9-Or@wXUsH_K4Ed1Cc{_3W$zvZ|e2_;SZ@Vq+&2UdBA~xW7=!n!_ku z=t(a{Aw?QjZbJ65M^V=Hwk39dA}p#ibtfhJT~284Y7$m%qTu_Rdx-#SkS%N{QgaMi z^-?*^$(;(4z)59JLvc*WaGM7ewX`Hyr_AzkVlN>oW%EyGIf|b;Lci-V0S%@`_aR9) zDPH?3!+o%{ym8V?l5*70aWY#T5K^lV_phkiaD4uF$x@KgL#0im19NqFNw~HAfw#)X z0I5|}zT3>nj`I^@keN~6NlUCK1FGWN?{E$G1Fi=xZ)VrkO=a-aA(B%qj@N5FDz4pbF z)a8WVy&&!3SCzWo^7z{Urcx=j7+%9J15U*tAhuIx?4A>StObA;;@eN+T#T*pWuJ(?!AxfOk0;)w*YOV-%;}TboAfmi&RVX zoaBuAm!OI5(ONMQg{?qH{{U(k+hUSP*VLxh*xGs|KbjwYi%gJ&(<7BNQJl%ToZI#+ zE2%aiYa1mg+r)6&4Tczq%owQ=*=4k}hR^^)5(l~mQN6u!oBDFpxhZ+N^lhSMN_A=w zn@oRFZcyS}7E?rWm5xG%?0=T{GSZ~?i|-mLQ=T-1@xP(i8=scP3Ny0A=4xNs9ICW8 zP!|t91_3<99T4KN^aMRMgp8!CIaQvys_QJqGG?%D{86 zrAb-{&BMWxD%9WggCs{{LgQ1Y?iDvRw5L+$ac1v-3J)skcEPN_m?~e(r%E{*Q^@l+zwgGnzE`GZC?3T! zDOpj}f`=@oog3;()4s1!*PLeMU%{eVYW5b6R)i=zJFuWl#>0Qmb?fPc(5Ca;-sNTF z<>*T&Qh^B-7lzhJ{{UiwE>8+J9(Y~K)hf<)om9#5YHqtspvY7@gyf{O^+1z;=_C&T z8c10ikT$jNi&7k5!)R(0MpwZYZKow>xtM=EHACrWlo z&B3@lk5FyL=Zd<41jy|kt=aWKXk#wZn@vI;G`2})9h=d#F?ArH(H*;+N3hDs&g(4g+^%t`?Q*1m| z66Hdf-e^qF4(_+nFIvaRRw-4MvJrcNbM6~p{rH* zI~#G+^u*lLq>4&4$RZ|l%Mz$c%qf!Cirw|J<92xt1N#z--@ND(*5cUeiAa}Go}9~D zjHaKl5TOxd!DU~0es3%hf5HZl)RZRbbT~b;&&(BRXpu^Nmg7?2ZXxa)oDvePY8w}= zaFrg1PAz5DTVN2(H&hZXp7Ci)Z_po7cDGJ(c`>*zA7o>bo2fnk^{lHr)W5YEX=q}& z%Rvi5llBvv7PBu~bN*G0(nvgC8{5z5sYhy?NvEvl7xlJj@(qMVUdmg_{{Ut-Adh>5 z^~8z!jS*RTYu&>U*=(&#TGVWjetj+F<%;Vs)Sk&1rm38&ExQ_-oTLYg#kH;2s!01V z_N|+3VBI8pyI-B27;WSkXXKnwapkHLbZE<3<|=&2t`{atQb1IP4%fFti&-hZgbzLO zr!wU;Re8F-8d0WKVx*!xz%>Fn?w(D&ZK}W&ozrWL`Gl#mBo6VpQdSjZqwTyp3VE;t zes&+n0xFfp=uN0RR`ZI|+<5xF)y1gTB_&65*5};-n_C&_daau3@uX&s&=HzZE|A>l zv_;co7dSbs+3T$lk{R^7eboeWXBzm}Jmk8d7c>hV+8cBui}AJha;CZ6tz(Ut`Vo!CJie zrc!d1IhHj$dreBG<9>JE@eY5KjNPlUDsi_2Z~E$ zl9d~4K;x0YxeSRxrnmGbj#sMo8e7bn`f~fpB9BZ;-SDBdl=8|5@hedv50&}(VSBWL zQ;9*BnAxk zQbyL;-;OuJ^hX@dvym`ECV>@w>sLSgV&YE6{{X}!@;213G0tlwwQAyxWllO)=IoI~ zMMo~e%ynm1Q>xWrw)66xe5s_gy~|Bl*dZs&a&LS!#-c?^fe;{+f|aDW&{BaLa(N&d zVKz!?83t^sr6x1)<>@O^^58I%RSm=MzQS#~PQ^`+B1MiF9?ewdDX6SPnkBU(N@9ja zrAtxwQi0T-zFXebI8$=S?5IXK)it=C+S?K-f{8ku@+rw~a{aCN$|;f}DF?htbno3B z9JdMIrSWA`dzjFp#iWLsh8s__7QhJ&6XCH3acghaoCu)O<)O(nYWt!^N^%2hK>XIX8dsoGgPsG&TrKT?iTZ*8{3yosd*IKr0Gql9+^2ArIrm96 z+W2gfJ}dnr>Mgl&fTV&LX6SG>2qMyAhZK1-jt| z$sRx?+^e9u!las;os_oAQ)D?aEy{F9gxFYAsBf&D3?LJC88)!K=>GtA_GzJ0Y7a>{ zhPad(i^$O10D_n;8-0=wncrHrx!7zl=_Rhp)Zfz;@;r0dq9SBk!dPM}%KreOCA5+n zab$R-D*QRB`U$XD9N%nM2_51&P(0f9x$C!Gt+2i!)#&uf#X0&#S}G()eI*VhdnapH zi*7Bk1a1hwOeNB0R%*G9q1kkrl&4}*(9^Q&YX!MaFrW%!g$;_VcXw-x@_427mi~nP zhTo8-TAZHHTwErec0D!&n%bx~f!-=u1u0u3>{8h#=kFg5;{-DOZhWZ<%UOX9GhB#( zwU&WPGTIvl+4Bc&N#z9ZwT>C1MPZhZ#AKzmn@y60@Q^mQ!*7n~3%UB5CgrJ?FdS+;)%cMJ1 zc}j=uX47NH06i7JH$szr$>Ag$D{VKvF{49%s{2*ivkG9fa{?QL6*52CFQ<5*M&ER7 zH@*|ILLx)$LYJ5-GJ>gbA)%>S8!B!hi;K|gfCZF;sA(kl3NMQ-w*phERmmE*Q0wGR zBF6Xf!m>Sn-E8+JduUeXF9DapfY7qhNoASg5^F# zL?sg#-p)EL_DV?i#jI`N>H|`oNJgMhWNtULuh)IOes?`^kuEIy)mgmxmf|qEH1>U# zD{>R0RGJG{c#^Za1<4Jn+~1IJvHP=3%Y_lvlTS@PI)kov@}41YzM?#24o5af;0y79 z*}gg`NtK@|(^`!x6mq$tX(g$wpcA3MHwqW`27g1#SjmrzW9Jd1*q4ZEd=p zF0kkxCY(k5D+F+P>9H7%T$J>}tiJ?>$dcN-;-uJt{Fm(<$=cMQc6m1VliW~ z5YS6Z*#WQ;ke#$`wXMh=m`|IPB~;&QB^1hx6oW1@)(1l3K`IsX7q+???%9cvw+N08&RthW#ASttriivr9yw)&KI z+T3w$EOuFvpt_f#W|<0puGmw`jNtn2S%}hEX};wN03{<}Ki&B4VT7upS%I9>ofjF|Fd)bFNp7{`5$;J-t)y&KsnVJNOLPJqz!F01yb%p9|D)uFl$p_bTn}h1x8KxpdZX9-!+f4(d zDCxH2&({8D7=N|Tv!Q)ttI;vH1caf+oJ!KPg&|F-6s;$4phd>xaC(Dx*leaoO9)b(CD)xAopE-#K1YjNi+NycwNm_!`@Rd&-de1)RfJ+lVR0%DQkG@J zQtqaWtd%7Ftdy&Wj;>2LaUqjL(GgO#wA>`daFH%$fRI93dk5Pu=lGX|8 z`b>eBopUBW&RwZE7XkYSGW3loS^oe5-y&_`Ue^{$@p8>jsfG}wxRa=ObZ>HPU@g-S z>X718AUg_U4LrlC(zaX|Ngku+&pudL?D@%c7)y4!A=f2Ad2vD(y-HvLY?Yt9s|}ac zBzoa&*0Ft!V?^}Bsb%R;=2#4SN46gFqX7V2X|VCMf7+(P{T2nbJK=$K+H24nn+@iq zvi|_=RD-jI+ilMyj+U{*lV_vwVpvX5cTby%|>J>xa#Y4sQ;j4?tE0xl#1*9m+qOXWn>;B#w;S6VAm)_R5abtQ zDlJi!Xm%#8R=*2u{q~OfRq`VEBI?u;&XRes-rHDzR_o=2RVkW2YI`xea{=_Fx8x`T z?C$%zugGZFU!5wk;`ng#Pf(}fB}1C%j7^B@C$^UykOz7dz50)Zj~D|IyCR(^WvY|@ z*(|5~quRVqHNAs_qQ#EmWoZXvd@?RULR9B^l98~n>GJ+~QmL@})mF0|HYs&b(cP`9 zSyGXz@?oYPFH$4PP5PPHhTpDw*RTMDk!oy+ya<@kYW zi%?3QX$l)fAb@n6?t}O`UgE&p3{a}DY7pC~#F&>`aW@3`blYN;1Ma9ELF>~2>NMAD zdS*8vOgSB0IA$XC|9jz>&rAqM?bR_jYeppe?W?L0H zbfyX#X)fq>&~&K@P}q8>n~Y0~UzbgL>Po7$I-C15_qVj58(4rgSQfvT-_HaDB~%(O zR3oKoaA_?p0+iokK4SaekB>gdesq_hvj}OnLv4Tv1Y4Vu2LAw%`QobWs-CxDB70r? zt;Ryu>KR6&+DG`BM*CQU<_Yq{8&${h{DjaQS(4j^(9}sQLV6*7fS(Gw3j@;}%?N#r zw@{S5+*1y2O^6y!z>h+0>5cktrF)z=Bpt_y3;ZrWt7DkbUXrC1G}DMmx3$LpyOH~`%vXrN$@6y;;EST< z1HG{W6X9&%L%BHlmVJpVB_%dczo0me8|@xa7DkjCBytDy#!7IwuI-!O?<*TaDJdP; zDIId@1=GNn?4Mswiv&NCNy?n6Jz6PZIl3sMIhMR0D zWD|aDpEHg$mB9%biklregVc;jhew}(vy9@Dp{-hg1y<+aJup$41foEesO{M4C2j$@ z=Klbh{IHT@)V-P`$Z1ONTUtoxbNoIyl4J&wqVoJLCs9$@iygY|e|{s*qsODRxdOEg z<8?Qv9b)z$K7TAsqQR%sn@q}wwm8{PTMRbIH?_v4sO^3%1}!Hiu`X&Wb3;w8d(Fv^ zg(Z}mw$-ene-Rv9`EP4_;zxG%IeqLcPO!CI#!9{JL9sn>%^EC3B`9kw$eQv_=a2vw{#d68E)2V>(gIUmT|tDV8%{c*vx!Phq%UEl z`5%Wk$q{QcSx-~xEIfoVN@Tu-gWZ$4LVVZeH@D}EGZHHln&c*(s#P2EiU^?rY#_V zeVI;aH~YHI-hV%iH=fzDtRw+VrA~6f;Dol(wYVICzg{dcJ-5gy$-OMrx|ByEHkxDN zbw%XrY6DFyxu^~G+*v74B%eWvv`S4*Di<*2y5y*8@_u2Eetfk*JON z!Zuv(Rdg9OdYb8Imo}{b0C-+;b_pD%8x6qQZMGOCGq+5~EyXFiO*NhQ?o^_ZEo%a8 z!0IttcDoYQx}wAsdh5Y#oU>0BNk86d3RQvM#1e~h`GdDO5>r>mP)ypp)U?tckd&#m z8C$A~ld@96R<98!p*wnES~hs?hNuc@kmoB>g8s$`3Fs|yIJK-Vh$4^L)_DiM_LtET zK?lEaC~2t(8;$nXka~IHR3p8QOr(pB7DuXAlNPg^s_#Nva9)QBI$4ex3kJ(^Lzf8J z!`$E<@IlH4X7Ibmt5tZ9f=G8r;%sq&FOasD02^>2rTEijspwG}p0?Z11DZHY}KJ zL8SuYMWq_&#|O}w{BlR8~#)CV07xDd=XiQU(fo%~w_HaAh;;9TL_XVJoo77JA>B{Yfg zR21SW5(?2Q54z|!(vok-7acJv#vCE-CA-`OQ~F7n5!qs&lAwZ%A)_hPs04x0BG$LY z-k4OX_O+R7<+BEhNrLleQ%yYzpJy4=ZfrrgQ6k}1zmdh)lPO)8&4}vV%hZSxV!BzI z9${;|Wp?*TCdy5>1RHtawq(!w11HlGx?7ZI>Mp1v3}#+HN|t{6g&^oc2Z=`8jyEF~ z)R&5aqGK#?c}VkxLo(;ey-FxJNBx)mT?TgNvN~xlZ z+{ZH1nsih)G=!llLuj?^0txWjVPI}e@hX|xk7G1Avm2{sIT?bdR^F>U5Y=bw2+)M9 z-DM+WBdFZmotG%TNL-JRDz4M0aB6e1=BgG2SiY6_lu@SJXO!2)N&F1_0)oZ6S=eD=*O!h?OeP5!*y-rPmNm)J^@= zfJUWXU~kR`<`1N9PMaEYl+MnS+?ft*5?44SWm>*Ct(WPi9nCw@YKw;=Rq5iB8!tZyM43im5np2VR+QW& zXgyG%dEDQf@X}(wN%nMP;M)MQyASqUhNzV{A(|7*1*y@|quCuh6tAyzZD3Cp zxjW)D9*-@FGHNxNq=^+7Eu{-}mo%ja=es}x;jnhtf~#MQ9YrdiA(vZ{%a6A9&Itsr z;OtUCH#-ae06b@LhQ_WYy$aHc02V* zKP)=YAS#%bsxzjdWm0C+q@_mMK|f~DKI>xE1Cza3yC8e)1?a%`LU7N5CmSSH8M4HO>Hs@a95O{Bns7fXewTX{+Ag$ox-tZ#5d(rzpO#M%TF=&{t}MN^-fq3Kf=pj?o$o7^A3FJK1N1IU~)p~O6n z`Ca2lB&$}d+sm)%@WPbzw4zjTsnvio+$d*7Si4a(!M*hVQ!OW-9t zE7RoC6F?CVY3gXQBawTLQ_b#4Cg9xqUjU)hsu@k>(z7)8<b zbFW-Chi==5Qm%!M7M==8*Z?{aZ-x{*R;MwVGVsZfmcMJOttAOY~*#b=xA zb9Wo*r0$)$8)1fxNUADgt5u-NXB3v>NB5BpvTjh4cPm%kUrUsYh43FVQzQ0`QWR*4 zEk~j}nNHMDgsDu+2q6u%eTuB2rJcr`CzFN@vzT6$J^Z(sl+0@52vP2koefM#0`9PH zzQmOyl#|qA-lq!o3&vOIHd%C~NRcVG0=y=}!bQ4|E(R;=)VV#J*QohxElE?&=4afG z8XLC^)7-jBoeBfO--~wm-)n9SjV;J=T6yV9X@=09UE_o$AP%Kl*mXEmcP=NiR4%Dh zW!R7`MJCs6=F|#ldwWvE%n z4xhfSA4hk2maj!dRT}moOQ*F5 zwFtQtw5Fexs<7Oi^CC@zxhW)fETfjvZFPZde00UN8MLy>7-572wg5s!fJg$sSa1N~ zTG&r#DMX)7nG-WdT*`$-NOn|&AK5Je?WKhu5(9U-ZEKy*=NqWC`lT9te7l?Em96_V zO{*wr63xG6_uzWR%F7OnQCyQ1q3Uaq&6H_YfTA|O%HHDo^3Hp@cTATzA?xjeJ1lIz^-643<;#S;R+@0bQ+}&Mz^S|%M_kKNN`^?Pw zoteG&S}UR(_{zacenc*3Ly?anLK)C7n;HZJJi-!OZcBCk04OUO4SA%Q8IP%;G)|ngvtMb<{smUNMLXfFosS5GyMg zk*3C6_Ff=D`EiZk(?LleOPTm@mKiO7C?F(YH@6SEs~CInMbm{p`DTA68$qE6>O9p7~*FE*3@E#=y7z~36#9!^=@*W); zrsyRtbTL(x9*fn9F&9q!hRLa6aDlMwo(|Ade>;~&MnNBz+Q3i`XzUYuZ7@UBEmMn_ z*j0gx6?XE`mEU?K14x)kVXZjWNcxP*wbQU99XRgk^15r-wC zsW$O#WfmmD9k?4@x{}gan4H{hI+XdDls2mc-Wo>FzbIf(nStIAKO=JlxNKMA5J@Vt zM&pzFf$*O4(bf--*hCAn0oeJ8-yyhr{ab&iru`_sdb&(aWlgOEy_Q?%?0YQLYF{kf z**#h5T3SCQqEk?KRRf!|S&F}hc?-3zhQE&(-MVA6IO?Wsr|9Khs%Gw0vvwiZ#I61z zigq{ojRTi(&gL^o3iW6rxzZ;L^`8~Six1?rhu|g)AWa8IY`c{>m}_>p+Ct6xFOvXD z{g9@9dEs=yI8En|hM;`9(rTEd1KbFmh z!|}dF`Xd$TA5OO}l^!a?IL@Zdb9yG)ckm!T+iD!=7J z4^)df=>zigfY~@5jLH=itmt-lvjW!J<9S7OaI=nQNWOd^o}(oP*h%#nHrMfTQ6s9K z*rD8jlpa3}_9W#O;WAK~wn*A8NO@CMaWp#&%j1}8$dC71!XuJ^Va?8 zv!|(qD3o$c(TuYbs?MLyKrB`s`&u4V*&l6{9phtcmnzlg_rpWmUF_UZ*3=L9fA^=D zhe#K@(Cit2GEoZRJ%OX+TJeKx4)1^er^YyE$_y+bo2sbbl8+neGKx97HH2xO6&pTK z%^x|^aac05a|n@1i}z{=Njv9MSU{|#IzTL^{JEc#@EWUEHi^slTi za>x$GCGDqUFn95Fetq67l0RXw@a~6>k17=?`-qQ2JRO z&ic6d)Q$J%Kyx2nH_M;|+ru?)3a9)djKwn9ALsFI$#g3*;hd-2QC0V6R{p?{Q|``> z-*_-cHWSJIP}BQmq$?yA?Y0wzRqKy`lZepNzT1t^HA4TLZ*UpHakxrNaXZ2>#3A`;d=Yf-@gzk4=v57!##y@%H{G%E=W+qsgv+ zq%)JX*&|prHS6gl*+4))`T?c=S5B`+dc4u-LP&Nh`(I0F&9+#Q_3Ppk3aMFch93VG z&SrF)@{dce(^U9ycn}JHPf=rJ#6raK9)~zjI-9@O3c$Awi?_YO%0+#lBz4EjuKxfe zq0}g{GlXUiZjH*~x<$!iJjE6N0KglInNxx4pWGJKWG0^|H55*1u=Vqq^dslUac8Ef zqWfkAr!w`!)pLgPz})044Z5HHt4iU^oP@$Us#pp$0>{w6KUOWd`U(Sz_L9hl-+T^U z-h+}lQGP93F<)FGcKH_h`u!9``wCkwRG%ifj)ql%QjdxTB<|iiGx$^;n5b&-4}c}3 zsefD`^Eyc_ivGth9*L?MkOInGBev8Mn=tK{(VtG7x2k?;|9v-~WsujXq%m4~kaFiI zYwTGQ|N8Tti>Bs+Ms+FgMA17%3(8E}#RIa(J+=891lx+6V0Z$P!k7c2Wy$j}NFUqO z4-6B*Ex#66S@M9H1%sbuMBpa2Axj!gt#T^1PIx8tvRG`K4aLXLO7^|?hLKrJ7DRP@ z`2$hR{ZUD{obD~dpHAQ_+X__n#keN;640e9qCd*AUavLtMA8E+|9h-blD(Z^ViEv- zpT&n~!ZVNa9|u_`doNxrjMSMqWrMoQWB`x|(qe;?Kar0k83?u|2lu!1A#WB%YHZ<= z2066S*qOOJn|P9?vUmmRz?l1+PVU^iBpVQ#D?UzqYwt}{CuWT>w(N#}N_C#%P=)9g z2^xal%2h^}dlYbuRnhjAoJe|s^Ab}{Z}?D`5D3!Y-KIOE{s)*bLFnBgz#Whzt6w7f66zTULxG!v9WCxdyY|YEa;`yX6TA zG)pHl0W-^0u(n8R(%HT)Po|||j*55P&=a|E&)}e$?a9q{zfMsEvpWu330#uzJl>n& zA876IJ5Jv-$c$|M*NB)52#A9K3pzvw4p%j-(QE=84+MHjrafw{LYNDX!hPH|mx_~z zc0XO30tD3RnFR{jA{1>UNjFsm2+PX8pWaWtf6IPjHRBb*-p{L&yyYmFI`tmB`szzfR9)y?AH+!ENtt=T7-cA5DJes9fTvM`I^?OcLS z@F&=Kh}Iywqb`*qvn2k9rL2N3DT^K1P6fx$#3gPJc*$5?<_ESM15eA_oCFx)6XE*s_S?bG~1F6HahB4(G|9 z*ej8PojWS!5vK*OM+vblNc!YQ>A@y~pSil?2QBf_xY03G-?CQxeVE#7sk`Q!O@ejw z5t`br49l!+CtVer>g~VlWBTpMm4s}N|D%cgpm?7~0Bz%@qnZC-GltZmn@}o8J0MXW zzxsw=W4svP%VmvANc-okZIjg#j{Y?Ip$Tk7g%&%83 zEPxLLsRRphrEu58DXe{q;TMcfvmrca7WX=0PzJr`EHcooNms+%_a)fkoY*eq<{kGTH7=%cjgMMsjAQgw1}&MoyjM}7U4+c!%n7_OAbBzBY#us$E}^AAuduDipc zgyy^p*d=-k9TKUdvTwVKjV^E5MCU}yejocoyaza}uU=4Be2;7PP2a(V>YiHev(j8h z&H>?66bv$nwKU8|zV-%_l-RC>>M=5!owaexu@YDEn&`1{!lj_5;yic35sb%QhF`Yj z|8zcC`nmzD_QT0zfywM0k>PvZ!%vew!Jz4jA6l{TSli+1%K@*T^cB5CyckrbwzIT4 zudGDAQ*CDJj=JEsRbi1)z1A;2<6p*8RWf*;nJ zz+e+rZpF&}W%!k}Jg>`NS!kb4VXDGiUB@6Jar!*?TrO^CBAhFT$;1N{cHXnYbEF52 z>n08iQ~urWhk<KS0jnColMc9Hf?Ev;tY4v~w*!zvz^O@*HWy7osVW*bdf64YI&M zeD~{)dTyCUS`Iy-T>(Y0C8D|ZAf`gOXFL98iSD-|0wUrRisPEcOtN?^(8Lv1f)zQBV$4Xnm}+Uq}0u zMTyi&TQryus~oR|Np>B@?AI1!xLRAm%O}{E*!WZts8D<=b z`MDm*QomP@&df=ng6_v#@d-%ax49h#^)fDP$~xg>#sxL9;pnl9Z9PeF;ENxT(q8;0>HG&0Kv?8++FFkBbY{TiW-3!Uz()*;n-P-wn;uv1o?zcyMux%q z1lo!oY+x%9DsALcl-go=EqIrBbj<%|?wbHQ5LVqc=vl@yjT*GLH5X8sgduDzZxDGp zwH{LEMVG0SdE3Yl2a?+UF`J3zz)ni#~+-lwdZscT?J=jR=)BM98K-rtAC9o%vn+fO$6nm zIo5a{fJGALNDP3i`)wHxn%t&Hh>ldES0qiV3Qg}fIvY)`nu(Ft2F(wz&G1?)S{+FbM3;Gf^4#89PL%A(=BmbZPTq16t;#uce3`={ikyf8-_l#g1ueZvAvMa zu_pN~wHFc70P75j@FmBUa!7{riz!_&e!bS;gr_C=sj;v4=HaaJ7m8Kbx#; z+Ne}cE{kuZ{BDqVZ}vI=?Enf_e!icrr*b%I_jUD>w~1q&Vn3aN0L4WL*YCv+qmM`5 zmbRlN_S6+k`)SDP{{hHmo1Z;9k_*Xk!qg#M;gl_jqe!t7g=ov)qjtDi{I^(f*OwP> z^)t33Wr-Lu7&g)%`0RRkNh}=z<_^y#n}2{|V#!%9sR#hQW8?PdpEJ(g;bPX=B`alQ z%o=4+wCR4+R^TdNsTik4%3#Wi-TB^h`HZ;%0el^*O%szhr2dHv{~5O zu-4vK8c(`~66!;J$YS+b4lPPEllGQthb2NvEjdFHSA-O;1=Sx&aOurYWkSK$hguSfM2x2b%nbVAXoofY-tK&%?Gs*VrZ7U%r0L#4HfI z-MdN&G{vdWfs&s!t^EU-b2hD8_FVV=qPUJriQLx;gFnW!xQ%&EPHPPhB*y}i@ zG@Kd%?!1=RUCuHR2YY1QHKs+QI}tvy%}(*+IeR15JBc(sOyD9Z^>Z2X=pTC2e=1IW zU4aCmR+Sb*QPwFpp)4T=#T+QiY-6dHlh|asR5oNN>{RDIRRh7fS0ut+v@kQ>hHdHb z&GR0=Ew_2-;41~pjWu+?jL58HRe{Ss6^)s%v;XOP2a{bQ^xkK@Hybii?w8Ttk0A4E zJ;;`c4p%?hZ@3dl*|V4Q9K3cF;3`wIrBK0}L<-AvyWbjs0rv@DG0Zo`TCAE%{{Y&@ zm<|cs#Q%K_rp>#kf7Oe^|J%%^DvyIqpc#1F#t8=pY$U8ZvM~uXY3CxzB2zkEj2u1r z6(LLW)%I+OFMy<{tn_|ojbJ_pw!hp*2}=soF$FkiH(@OB%;x$S4Ctk-0e>?)2ej+6 zX2}?)4bP$@SN+?_m*HrLaU4K=d-TNfYq`$;m4}_Or^;6_w)EF!JHfJ`20u@A5nR_h zlULIod{N=zc3+IdLanY-qFVm2hD~n?;2j-mKj$bcjO8O@1b)~YcbY;&dPIU4FZsNS?743K^#IlmDSoKtd>hU`U7X{}^2MB+cAEuBl z?=6;zX3k_NAzVe7&9oRU_}Y5y+%CQE?|RhBl*XDj0Uu7%Q_u+1!)O`_;A>mki?2_- zO{(gH@XXjQ3|h^j#UGGzO>PKp!!BC1XiY=lpqQg+6Z>V?tt=uA{1}`@5nL+1lwk;j zEYKw%=4JTpnnph7ZMk9YG!J{}uWeEh0VtHM%FyK5hf)1B!QNc#GZ;yr+YKXsFI6cc z^I+(AX^p{zqmsm*>!4P55sY8Lzq;e-Ni}f8NIvx#o>mFeuRwK?-{1Ijo)uX)slI3bWpTGK)XLWq?RZgK>aMT(t^hq|pDyUU`1wV-x0*ohiY zgLZY{hWeexL;K+gaH&};^zP&1mKOpa|3mo%vqq`OVpL&auw>t4xC0okk&hmIan;cZ zbwH;WyhN0rQ>VCK#|52E9{4sZ6$~eltk&w!>b_o$V!3H~YN?dZkjyVhX4B$($IISW zVJEV}q%EIN7ii(L0`8|6hr6>5S6~wySai}j^7?*Lid<@%5SZ2E;H*YOS2{KXDy45t zrPbopYi=>N#8P|w#RzP7BEZqZJk&A9oKHV$RgFJ5sbFPXxYmwl=a7m-<=ONxUWn!w z8JsvI$Oo*sA=4VN$$qtZ1vvC=Zr}JxDu+GxJ8u#6WApuKWoi!Ov2aiST)D_`sq($= z8wx%DX;R~4b&DHSQUaoqimx04^h=Ua{g_oMF=*6UAzj1sY5Lo9f+IvDYw*x&Np5b{0IJ$wekGWlR~%y+QmKl~2f8Gl=VA`fKj& zx@D$k0lgJfWjC zqFnUrW4Fs)$lI(@c-R$+aV#G(L%SK(LZiVUKT1PClOZ0<^2IK?K}<-ep1!0AbKlLX z4PoDl`zmRhjwL$&%pp%HeqHM2kCVLtD@rqls{*kLD6D7^d#3Ch7hoSqmvwPPVFIfV z#dq=eK80EgpCf#B}AydSE~QQ(we~d>s`nK)9qvqdOgb%FO|t}%v-hFkZxP*vPsZ&DYWFn zhI_oB+#s0oH+?`tfB={}nxEd^kAm&zwYSXH;Q3$t3P|+wEp|g1N1($YIW5ouM{chg z%Z8dKi4)GbOFcm((hHL71OX6BMH&$q$)(agx%&CQo)OOw8V@%&OD~^~^dhvSn{Fq1 zAZUQGa)4qdhzVVn!!WDKJ+~uVF66VETn@G?606=wEq*cmtM}QP#5iY`o$o`|#igwP z+dFATiufAq*T^4Coet|XNlviO65_~VM)H^B$Q#mktd2#xCXQ?$mc%I51f(YM`DgdgJ2;cYc;6Cs_O21*oT9fOWBEZ`nc`{d7LlCnD855aTJ8 zp4<{a3`0c;O{VzPg8`1Qf#c*+u`&yEe@K0Khj<1(L3kpX}W&ZE7W5^bt)-gi_Js=V%QJBCnvA!H3|{i2heDey>!Px5E)pLNgx} zmAbwh6ucMPkH%tv3yKsJeWHej-hH>6+br(lLpu7JUG{~biOR-SC1cvnxL@O9u1=C} z13FPy%;VguR(7d2I(eIT#;3a`m1?$?i!>Iv#|#`N{tCnEb#Y;^a}Br1%&naV>ZkgI zk_#qgb;21Dxn#-djC|GyTZMDn)z2t>sdbbsmU3ndkfm4#<)VX=V|_D-qX5lRa!r&U z=Q|A$gHfX&2<5bYB*s{81&y<0H3(b za|e`i)Ayiy;X09YQpx*bBZWkEdf%7ei(Bj~U;!%JPd-F#F-T^xVp)s6;=|`sav!@2 zbkya(Ub>yfuG#rbiZMO!jQRZ_v(WusJ3Q0Enk@6;FLS#3doxm0sprBe#1LrKL$^~` zg!@*JtA5W$2ewp~p;TaWF&1G_PXa-UM@yP<6@MByuM9I-h(*5#Y0?s3GTaN%Ta zZDy8+V)?{sOd42r+>-)lRx^aN$-IJ}f7J@fzX+^e z?8%6vAyi9_^IQ7*Q30*6dq>R2p=eRxBG0d-LM*7%Rc!iC_n@#*3?HCA-{%zXWMScx z{S-d8VIBJBqW*JeDJg}GEAJjQvtq!3j$E9O`o-=icjje*j+D1aakJL&LZf&YHEz|A zAkwCx{#K^kK^7P+(hxV__?990FU63Ib%2pfC{s-+A}+D4jft^`K=TSMTa?h}Q{&Ee z;2V#|{@CSUm#Y9B8v6uZL^sVql!T%I&kTn#t8An_zH4A#2F)`;)_gQKM}LV1@3`ai zxJCfP@;@nKi*twIhDu5DhDVYFyiP_OpG-NsaNV-Mmc#6EPoagf&;+&c*CiGZP8SRT z6f5Q4qujyXAetJv+QOBC*pthv_WmE*@&(iK(Kb5toC1996e`fmcSJLg58oy?L64w; z%|BmVL>81UGAkU-!Y9&v`nCA2^l=(sXivOx?sxZD?F>Or)04U*6CWt`6M6XPLC{58 zYfhG|bL@kmCVmxp)uRrc>V7N+s@O-#x64_j0mE8N*86 zTPnp~f7{ruI`FMM`Mm;;()kB~>PHVpn|xjnV7D*mR0V!IVv#lKJ0Rlo5=5~@v9P%? zq5X}|futdk$=!Ah2fP*d z4w9D_YcEe6TWK?FvGr2rjy*;>%FrX*r2uql(wA?=ke`OmPMD=2nlTgmQEaI%TV>8 zluc3_tQHM+3F}b6a=jNH!cUCY)-2;>qQSNB}es>4^t#QEO{{7z> z1vOSUQ8Kmq83KUDhP1v(du}t!Foj{wzuZv2Bf$Hkr>Eyy`oul~m4*(zrqav`lfxHu zKJ~9uwPhADd^t;j--XCl$5Csq__GJE`9>|cQa=CECv5^vx?R)tQ?hXiQ2vSPUT)b` zYA|q#OhSL&2I7qd|FV>sGf9o#Xker z_C~^#N^EQD%lXUl4ef+o?$)++;y~e3IUGj{swpOi!?>z~n<}DENj>I4mV(|Yx%3Ca zujm*aax2_!h$oL{$7^Nvb1l=j%YhcCntW;hS^xX+*^hw0Pnf&Ajk__Q-AHS9x%kmr za?OJY&-$vzUiBqR!2ktTjApjp>o=T#-%6*LSx&!4e6<@ChT5VavQpt!H^b%(kapBf z!cEm1bNJV3g3}K2>h~?ec=e*nPl@5L@_WdDtV<)8VVG5CxB4Hi`*2Ezp}$s8&d9p) zy4eFs7_=?u34KD|7v{2~+)5Ei3Zw8hpf(F@ghKK;buIJqD4Vrtf9uw%Cp>3(uLHX;$Ns zbiMJa--3Eq^&=Xa*;eg$!v>vZ!7Nk5yV3q#l7KgyW?S#|GjJ4^Y~uKv$Xf4qqa2yQ z{CXm`c=v*{nvy6$Sl@?p|8?{%-?T3JWiLD#0>xu*3n$Dn*g#*V6;9(Ht@iHCs7m-9 zJlA>fQUX5}3w8vXB~{sn%^YJSSoc)>OF3v>wfK(b^`MPyzhVlD9f?m zt)xx|ktsO2*H2u{UY1(p9IAXA70zwgQTV8hp93g=-EG&MVbtcqiOdw@qC0p zwTn1@&!cP~Ms2ixREzQB!{v0_-;xOL!^;(xj#Q}D37y-0JdcB>>v+g^s;rB^_9r%y z5y8e=`3cF-)B9{Fpmx0wf2zR`#9GZluY)2}q@ug*@P3_L?MKJ_ zS4$xycxa`k66e3Ei{*dLm=(}ZX=qglFItL&Gtm;284}wNWrcb@y{|68hHH{(QY)}Z ze{op+Mlh8*#%Ws-cMI&eaZhVejAs9o^Hq-ZAb%`(E77lFWT_3mN_(gSBGeh^Itz(7^YAcI#t<|jR;zW9{fybtO zcafCVX3a+_(?#3`SaAPA@qot*M>Yl@K-0!Vy-KGCbyxo4rnriu^ z1qB=&+aLFl{RF`e0?Zpk;%2G!FPQUqWP_#?- zZmQ-OoXRx{N#3kcfNb*OZwuTeyJ4d~t5DGlPlK-H_VywQeSVO?Ygq~s9&R;;#B7^i zs0v*7M=uw4xGIYk^fV1%>jylsR8};g-JACLFVfoQcUv@(=H)Z*46D=?Rc79y`x<*U z3u{SK|E+UwdS1%P%C#KI_cB23nD({ zz{x%`F)9yG8QSr`2r3OVr$fwNH>aj63IB!}<;3ECNLTiA%=>m(LJqW_?8ieMwCN8g zr6AX!2{@I#*Ll^weQ>-`iy>)DUP+i|^SxMx1ZHmXQu7G$bFk)ifLZ8trtF&A$x$31 zN{#;-wJ4P5w@cjPPX?W?1Y8*xQ6eiyK>uA9#p%?z%?C5p0b(bB`6g^ z&U9vLZs_4B38W8fCKoZFD)vlP#yC%LHaPTY#=+|G{{{cSC5e2!q z=6}V30zlw%>!smw$A}Z&TOQPfKy{ym1=o$YpP|!=Rb1Yz&IyG#RmR(l7F70uTGoG> z6OxiHeh+*g@hc&ouw%&mvWgWfXy*bn$vAt@)BDTi24pc=a(PE)!Nn(0U!pgew;B64 zPu4o2Xkw+%swTo68Vg*UGhv-Z;ota+ZE;!$>uE{?)MX&{LGur*7shyrO5pj`9xch>|2CciQ6zd|FbdH9FIn=go5(eM=)r4&m~V zYp`Q)Sfi?_HIM@oYz0*S6oA`uBr!J!R=+n@IQ7W>1C$G|D3#IL>uZwc zr{LW~u=(vBvS2o*T{WEd*ef(C)w8cLFEuK)oT<$#8KXhP@ielJ4bvP2O@g!4pHL9M z#aqFyOum)zt$L*&7pucDB!$$sB!*5nv9JGB3}uK|x%&uU>tx}hmDpK9k*dKsz-*{$ z)<3{+)DPAHHKW=R4Ug~gWgUaWei|iLNpVDaL=T)jAU>P1CyC=EOwlODRY1$$xg@4I zT_uFGDQKpFKu}ZOpD^u%b#f4mP@fae3=s_Nk@tzD84q-pPxnTk$$>qt)tElFN&6*L z?I_nV$D;3IINV9hIEq&@-9vAq#xA8EZBxo0z&;V!**(&d{)Zr1 z4WTz0aPkakzCwx&zcLB|DApqXPxF+Xg+=Mv(%?vyq*lvJjYM5M9oB|ftQwqzS3VO7w#oLrZ2wgStZ|Cq0?C^WIQN1@CmVHI-nTzD!AK5SJ%4=PciQfeHieX}pL?XPuwiUvyl zTD#bGOZv`>HK@*9gV*Lug}|(^Pxl#qJKN+m*xd>2Bt@(nP0M=09gZkHVAw|{aJ%At zX5Hf2k?c*ErP+wycQh`o+6kEKRY@4UH>as;@}UA?xACHlP9XZ$(YzH*oXyWi!3K#PAeFN#;*Wu+*-M;7`4oId$bOEau&UbA8$3 z8~=BVE(Zy_7Kp;bg47wT@@8e8GAr1O6BbA@M^YK$2Mh~Y3dWlxNZtY^YZpbnU51CQRJkL zd@c|!Y+Jl~LtH|ew$PNld%HKG5Wf+(j5EJ@GaLPF@61NvrE}OdqL#K9qj<=1&%Q^^ z5ac*bbfoif0W1n@?MF9!BiUi?1}h!OW?>RtV*IbimKN}Apf+0-WV08F(VMwtOInRa0XqDql0q78W0t93g|PhHkY;d^ z&CrmJ11OI}VSWPQCiZpX)X7LJjO1&u2qsxP1hy=Za%T4x>E-86hL?6PNc@7x^gix!ma;Q|(@YVquip@R&}x@2VGuU*2BXfmqx z@%^KS&>0EdL0)DHmxLfUN^9QJSsaW_r{Cv6OIYj8kDjPLhrOq z=+G5#i4K4hDBs+z4&yAm&|J!rwV_Ss{Ozt(j+tl)1Qwo9Q57@y?XB!1aHAyT6DgJ4 z3MD-W`dv}_mSH+lak5>ZsUijgFEL*BMD&OPC>f2VicIR!q8Gkc%63yxey=U55K6a? zN=;Tp@kwFt!2g7JvDtE;k(tf~gP4S9e-efQy2IO>f?eC8m@BC}mWJ;8PM;LGNR_PA zCz25$M_I54@QOZTbqb}1qrK#vK>Qb;)TvMWI&{63yZyVZHcuUi6?E?L>x`)1$?mcA zuO9H`zP@LxN;4Nc0uzz}rQw6vZXddr_4#+>G`jrhqtCb!(|4wK28MYIY_;fVPo(1~ zeKM^UhZRKf<8oby9aQ?}KZy14k9!{#@ETBts>!SPss{%{58y3<_Zt}~s@VE6^VksA zKLZLVedF>U$)~(nacNT>-D&P$XS??M4^gw8zrC^iyDr&m!ZP;IEO9QVR01)UE9v_T z$624H(^p3iEJ&$KN}*UopJy#;Yiw~xH*I^pmn6tqDxDmf>P>sxS^s1Z=|mz(A02(_ zr)90ESAlCOwIbs&W@E8sTXg|O`N|TI>nA^~*V67)D9yy{GX_bq93YI6u_K675} zq#P1HzBZA*6Re2Mo*1Y{(<)K6UfF;f5y}ZwmCLFEGg7E(OG9>;6|@({vDvdp|O%UFE*7BhcvFo8Cc zSYz6XoeN?rpdPlqJv;R>vUp(Y)xad?@KMRGtmvQ_#g-_Tb7y89s`5hI*?Q^?@>zUF zwNbU7r>eE2v1B~kYC^vY;yE-=K<*_Y*vVlvWb z?P>`?`JYzy0T(K_{1n#q_?O}9=C5&~GS-Q^3l;BQAPQw{lK-|8zKwOUW$U?#PPPQF5_uzR?>vcQr|01zR2btPcAV5r zCmN#GdF22QsriYFG2Bx{VIOMuGUevCh7?U2c~+}SccvZtlyNO?quaglo@xy{Ja70f zF!g&g%#qT9HS6yy_<(>SJM$b?DSm}y;6Kpw zG1a9le^o;iy*#Gm@`CD0&|0~uEP;tKVX9;JT_nB?Q#Ji<=Js?R3g)JRogn?04@!qH zpA!=O5Y_nZqt9M2%OXhzX@f`8lUWIseF*3Sg`#Os8`)%ERoT&ZTJLoyO|~fcm-e8b zN`y@|%{gZby^(IX4jJIJ54=HGrkooRr5lPDND+}~8#l}ZTOk7NI z6|#S6CU}ms3h5n6$jJ2HD*BGHL}nutk|B(eMss0X!6sceY~{9$gE_0VvntAXQ>_rH zF?dbkyf}SkTax6U&*&9wlC9n*+`>}y4l49r(z*+w%9s!KRQW?*Vy)NQBp^_|y8iGf z`kes;qIQQ3u?4hs`;@CZODMg9ZS$m{AiZNt@jXHt24)R9-03qUq zM|X!sRU3^n9I%0bPL3m-JV*IIrN{tadL#b+|7@*F(tR)aeOTJ>Zx?+30W8?) z?l_#0mo@uIuYZ7SpOk-q8)z;PD%rn4?Mx?8K&M`kP1XMYYVhU%(Et-pnRfmg+1vlG z5bJ?TJhA=h@u>YDpeBjniA;Q8GnF@IdOU{iKI41h&wqf`w&8z(N08b-K&Kh^6EY1E zT$y%QOYkzJDRHLzNEKshC5^0Ya{og-@$=2NPpbVtz`1bf3ocFUm5>jMkkDx@Zj8h} z1o?!{?EQ!stA5(~1X4?Oc%R?xW!cSi&c6JB3^}--*=OI08;#Ncp7koZ$a!ftGxOc^d{8WM{gO3ehY|YBqE__}fT+G9pzbU{ zbMyA5+xzyQgjV+GypZ%jSAKw;O-v=c>`J2sJhVOYrYODVMPW^LF&X{n<&4>1h z$Ey_4FEJwxn=gsQ$N^?`2YmC;_PN}(J&p#l{{cX%|6l#1|JC1O_y>?7nAD7YJ_af~m6C@*2B`5uT}<58)Yo(TAhX#0W3pu}F>g93~C%aR++)k(Z28@Z0% z{j&&X>=QAid!WQ$x~mv8+rxz>Akwr+=Ue1tpEtK(DLyj>C-1l(Z9-)et>G6~FS{50 zv)<15UE_&G&&0k8wbf&pKjQHEkp>`f4YMAj?N=(#3<)d2U%1AS##VL5klX6vwU0^v zf4Z@W;mFrmofP^C_7%BtE&&DwO&96CdzNUvjP8CWZdZ`WmHe~5FsZ3LDGTxV2Y43s zG3x)%0G|LJ?VFdl|29){WPf3>2|%cx>5H`eq8~}EEpt1G-H6)fbaZTdqj#-osZW&U_(amEq%(GN#&h|M$ks=|Mr zu%p$54Y&Z96uY54`&oldt$IYvR-fZTuO6wp^(fbjikGvwHC`gyRt@BmFGIiF7!OHi^5(NlJr-#U z^uT?8vh1U$NJotNWYLMJrgQ%Tw3zLW3Hh5R;3HI1Pybhpie%Jr8UR6%Es#R_R}Y8GMMy(lsm-!J56p2eJ-9@e-ufwEiW<@y9#Y>fh0c#o^r}B^bZez0-(`$ z_rHg)Q%9t!#l#RWXtjmhZ~P`-IN zmDM+Y#9s*=Ly~{lk1m9A4rfrPd_dtCgCkKpRP(3}P{;s3G>o|ecYV!=+PUeKeB<^t zlL(Q?x10SJa;0w~)ZN+2*uTxYfjK3#&{1ERl?fYonnOu*NFcuANYj#PN)}UI{yg0R zO=wD`$k9K*UUv3{n?{jZcDcnaQc$KurIG1^)@`@nX#lvmj1jWT9jk4YO0J4QBksRt zr{9|8F8_B_$ zs@ryn)vtWUO!bpA@)BUhw_};1bnBkW7HE%!(Wc zFz2uMg(7_T1!{?gSx+KR-9O!5b-HNmSZpgbB*ULVub8)tAhj~Z*9~(Zswm82AJSTm zQVl}0IZ%|Qnb5JaW_P9ghN@O}?J^rJQ4H_#*;SuV@PnbNwCB!pO+daI%_4SDUHVaZ zQ(DPFH<99Y0pSdTGHS-Xz5RzUwg;gvkl?Q~*4GdQ8ATuCVbzxWhBCW@%88Z-f-d17 z-?*te9}Io{-HW{3Q7mO*XmB3!LmYl$WrIr3etI+yR3#Gv09y}`a!F;m+b zda>6r2H{Ly*;bs2adi#C$%E#kRJMHjD-Hd*=OcVmW)V4_=F4y~5hRIl>i-E32Jrc5 zEH@4WszY(xPMtmb*S{o_qU4jgB;1|wF01r)&&|}%Wy=-1BwDtVw&GoR;LO&6{hQWo zkVoBGMx^?UvFOZm33S-g)H!C9mX=VIKEX4bX)e|)ReDT{i{nRu_e*Rwy_!KSgJFHm zfl(x%EF3+MW@50THkN%m*EzMn1}*$^1iD;ucE=p^f~0vPFntv}V5w&5^(sDO%Cy=v zrx5dTgVGnF{UA9fyY50e)4jJNgUH>lEd3Q1m){i`GU@d?nYxuWTdp{;ukr$mAbJ6h zMq`-Ta8rtpAHjqx8`Qt-q4Td`S*J7QI<8xVR;9&M_{F3--Z%mkaCZT{(rf`9MB-Lf z>`OJ#GSxPbB2^U+#ERQ41|M}z>PWHDOJM2pxCa+@IgCF^k4~RP&os4a_EakDi!?8F zRB6PH4}9hM^U;MB{T=h{Ox*5qq*QY9BuVb$OJQ%k5h6Gi?=^;rOUc*{K?29m9*oB@ z}g1D1KulAb+}=8~(K^u4{(9dK>Ew$XugzQJ=XaVV!ul}2)!vHj(xyzSi=zKeHu z(nuHH`(pLSFqcV_0zIntGK!yGow{g%7LVaraB2clAzfn4(hO2!Z^9#|U zzeK81pw+3UDTgen#ezQbZl_0$wf*3I2(cHzU-e6!9j7HvKSf01*wlo|d2J)CXX#kdFV=c#E8!w%Hx39uvsTk4Tbj>HwN*?FyqrgF2?$avYL(9#${Bs)M_(n zYmf;HCAVDC+IsSh$rlH14Y7`3>@KNairWs%fXl2ey^STeR+pnW(Z=WjmFry z@ysvNW4i~`O{ysRe`8ttSZUnPP@t*SY&67m(%Zyv;)0tRPbWz5i=J?GU6tl56sB!D z#NPel`SbTV#ix#7mrIUL*rU`=3Xwp6s66n_WPV&4l@dK7XiJjgrbF7Ce1C`&-RVIh zz>s`HpH`N;D9jBqmXRu&odZg2;`q1wpQbHra}HfRCCEcO;lV>^F2Qq^eTayrRp|^Z ziA}tvE!Pr4Mem_WY>=-nJ;CQ=aXTKb#*W(}RWN8kNwcmE?PG5T7vC24IfVLXHKZ1K z##)ypJ67yozf-5lgY}#y{h_6`tq(YrCr~2b=-7`uL&{x=X6gkEifpOWWjxVPQDxV3 z5KkZ$#l9Un99`Jv57Oh)q<^TMt$xa-&dReQ+bB%xaK9gF=G$BFU=CgEH#yLy$xpY? zl?nT}+7RQRQPx#*gpC#`+>w33zn<5oIflAuC8Y`Ho0g)cS7jNXT%vU`M4!IvpZ72d zPhnZfsjXG%m1eD5+A9OVPCcvbS*&#q~m0MygK?K_N$1q2ygjFDxdCA)=TuP?zQj8~WwgSpR_PL0WZ9>C_e-lsM6T_CNaFo^;Jf{e<`-Hm zrd=+@I&58X#CrHVw#C7YVLqM>*eudYiUNz+26clW)J&>TmkBOvjLIK$hR2re@#(XI8%yNXUSwKN;*v0WN*j*jm{=R`U7^x(n4frOq+Drf{C)v{{ZWZd*>X- tZ|d?K3!uV}2CwKH+ZvQr{h`T*{Y<%E_-u0?^2ad$09lYfLx=Z2|Jf_J^pF4m literal 0 HcmV?d00001 diff --git a/docs/training/vlm-finetuning.mdx b/docs/training/vlm-finetuning.mdx new file mode 100644 index 00000000..5547849f --- /dev/null +++ b/docs/training/vlm-finetuning.mdx @@ -0,0 +1,522 @@ +--- +title: "Fine-tuning a VLM on TextVQA" +sidebarTitle: "Example: VLM finetuning" +description: End-to-end fine-tuning of Qwen2.5-VL on a curated TextVQA slice, using LanceDB and Geneva to materialize expensive vision-language features once and train from cached columns. +icon: image +--- + +This example walks through a vision-language model (VLM) fine-tuning pipeline for [TextVQA](https://textvqa.org/), where the task is to answer questions that require reasoning over text _inside an image_. The base model is `Qwen2.5-VL-3B-Instruct`, fine-tuned with the [QLoRA](https://arxiv.org/abs/2305.14314) method. The data backbone is one Lance table that evolves from raw multimodal rows into training-ready features. + +The key idea is simple: in this QLoRA fine-tuning setup, we freeze the VLM's image encoder and train only a small adapter on the language-model side. We call that encoder the **vision tower** in this example: it is the part of the model that turns image pixels into visual hidden states before the language model reads them alongside the text prompt. + +Because the vision tower's weights do not change during fine-tuning, its output for a given image also does not change. That means the pipeline can compute those visual hidden states once, store them as a fixed-size Lance column, and reuse them in every epoch instead of recomputing them in every training step. This also helps the run fit comfortably on a small GPU, because the training job does not need to keep the vision encoder active or pay for its forward pass on every batch. + + + + Run the Colab-sized workflow on a free T4: download the pre-baked Lance subset, explore it, benchmark Lance vs Parquet, fine-tune with QLoRA, and evaluate base vs tuned answers. + + + Full demo repository with the notebook, Geneva UDFs, direct backfill fallback, dataloader, training loop, and evaluation scripts. + + + +The Colab notebook uses a pre-baked subset of the TextVQA dataset: it downloads a curated Lance subset whose expensive feature columns have already been computed. This page explains the complete end-to-end pipeline that produced that subset, then shows how the notebook applies it to produce a fine-tuned model that improves performance on the TextVQA task. + +## What you get + +On the curated `text_dense` TextVQA slice, the demo fine-tunes `Qwen2.5-VL-3B-Instruct` with QLoRA and evaluates on held-out images: + +| Setup | TextVQA accuracy | +|---|---| +| Base model | 0.799 | +| LoRA-tuned model | **0.820** | +| Lift | **+2.1 percentage points** | + +The larger point is not the absolute score, because you could just as well fine-tune a better base model on more data. The main takeaways are the workflow and quality-of-life improvements that you get when you combine LanceDB and Geneva: + +1. **Add expensive features** as new columns without rewriting the raw dataset. +2. **Read fixed-size model features efficiently** for shuffled PyTorch batches. +3. **Iterate quickly** from feature idea to scalable CPU/GPU backfill, using Geneva UDFs. + +## Why LanceDB fits this workflow + +VLM fine-tuning pipelines spend a lot of time between "I have an experiment idea" and "I trained the model." LanceDB shortens that loop in three places. + + + + Lance can append derived columns such as `ocr_token_count`, `dhash`, `vision_tower_hiddens`, and tokenized SFT prompts without rewriting the existing image/question/answer columns or managing sidecar files. + + + Lance is optimized for scans and random access over fixed-size lists, which are common in model training: embeddings, hidden states, token IDs, masks, and labels. + + + Geneva lets AI engineers express feature work as UDFs, run those UDFs across CPU or GPU workers, and materialize the results directly into the same Lance table. + + + +In this pipeline, those three properties combine into the core optimization: compute the VLM vision features once, store them cheaply, then train by reading only the cached columns the model needs. + +## Pipeline overview + +The runnable demo uses the exact Colab subset hosted at [`lance-format/textvqa-lance-colab`](https://huggingface.co/datasets/lance-format/textvqa-lance-colab). It is derived from the Lance-formatted TextVQA corpus and stores inline JPEG bytes, questions, answers, OCR tokens, object classes, CLIP image/question embeddings, and the cached training features used by this example. The full demo pipeline adds three tiers of derived features on top. + + + Cheap CPU columns such as `question_length`, `answer_length`, `question_type`, and `ocr_token_count`. + + + + Image-derived columns such as `dhash`, computed by decoding the JPEG once and storing a perceptual hash. + + + + GPU-heavy columns: `vision_tower_hiddens` plus SFT token fields (`input_ids`, `attention_mask`, `labels`). + + +The Colab notebook's workflow starts after all three tiers have been computed. It downloads a small curated subset and runs the training/evaluation path without needing to run Geneva or the vision-tower backfill on the notebook GPU. + +## 1. Start with a multimodal LanceDB table + +The base schema comes from the TextVQA Lance dataset. One row contains the image bytes, natural-language question, reference answers, OCR tokens, scene tags, and retrieval embeddings. + +```py Python icon=Python +import pyarrow as pa + +BASE_SCHEMA = pa.schema([ + pa.field("id", pa.int64()), + pa.field("image", pa.large_binary()), + pa.field("image_id", pa.string()), + pa.field("question_id", pa.string()), + pa.field("question", pa.string()), + pa.field("answers", pa.list_(pa.string())), + pa.field("answer", pa.string()), + pa.field("image_emb", pa.list_(pa.float32(), 512)), + pa.field("question_emb", pa.list_(pa.float32(), 512)), + pa.field("ocr_tokens", pa.list_(pa.string())), + pa.field("image_classes", pa.list_(pa.string())), + pa.field("set_name", pa.string()), +]) +``` + +Because the raw image, text, OCR, and embedding features live together, the same table supports curation, retrieval, feature engineering, and training. For example, the notebook can run a text-to-image retrieval demo by searching `image_emb` with a question embedding that already exists in the row. + +## 2. Add feature columns with Geneva + +Geneva turns feature engineering into UDF definitions plus backfills. The UDFs can be simple text functions, image-processing functions, or stateful GPU model calls. + +The Tier 1 features are ordinary CPU UDFs: + +```py Python icon=Python +import re +import pyarrow as pa +from geneva.transformer import udf + +_QUESTION_TYPE_PATTERNS = [ + ("how_many", re.compile(r"^\s*how\s+many\b", re.IGNORECASE)), + ("what_brand", re.compile(r"^\s*what\s+(is\s+the\s+)?(brand|company|make)\b", re.IGNORECASE)), + ("what", re.compile(r"^\s*what\b", re.IGNORECASE)), +] + +@udf(data_type=pa.string(), input_columns=["question"]) +def question_type(question: str) -> str: + for label, pattern in _QUESTION_TYPE_PATTERNS: + if pattern.search(question or ""): + return label + return "other" + +@udf(data_type=pa.int32(), input_columns=["ocr_tokens"]) +def ocr_token_count(ocr_tokens: list[str] | None) -> int: + return len(ocr_tokens) if ocr_tokens else 0 +``` + +The Tier 3 feature is heavier: run Qwen2.5-VL's frozen vision tower once, then store the merged visual hidden states as a fixed-size fp16 list. + +```py Python icon=Python +IMAGE_PX = 560 +LLM_TOKENS_PER_IMAGE = 400 +VISION_HIDDEN = 2048 + +@udf( + data_type=pa.list_(pa.float16(), LLM_TOKENS_PER_IMAGE * VISION_HIDDEN), + input_columns=["image"], +) +class VisionTowerEmbedder: + def __init__(self): + self._model = None + self._processor = None + + def _lazy_load(self): + if self._model is not None: + return + import torch + from transformers import AutoProcessor, Qwen2_5_VLForConditionalGeneration + + self._torch = torch + self._model = Qwen2_5_VLForConditionalGeneration.from_pretrained( + "Qwen/Qwen2.5-VL-3B-Instruct", + torch_dtype=torch.bfloat16, + device_map="cuda:0", + ).model.visual.eval() + self._processor = AutoProcessor.from_pretrained("Qwen/Qwen2.5-VL-3B-Instruct") + + def __call__(self, image: bytes) -> list[float]: + self._lazy_load() + # Decode image, resize to IMAGE_PX, run the frozen vision tower, + # and return fp16[400, 2048] flattened as one fixed-size list. + ... +``` + +The fixed shape matters. With `IMAGE_PX = 560`, Qwen2.5-VL produces 400 merged visual tokens, each with hidden size 2048. That becomes one `fp16[400 * 2048]` column per row. Training can scan and randomly access that column without decoding images or running the vision tower in the hot loop, saving GPU compute at training time. + +Run the tiered backfill with Geneva: + +```bash bash icon="terminal" +python -m vlm.backfill_geneva --tier 1 # CPU text columns +python -m vlm.backfill_geneva --tier 2 # image decode + dhash +python -m vlm.backfill_geneva --tier 3 # vision tower + SFT tokens +``` + + +The same Tier 3 work can be done manually by creating PyArrow batches and calling Lance's column-evolution APIs directly. The demo repo includes [`backfill_direct.py`](https://github.com/lancedb/tmls-2026-demo/blob/main/vlm/backfill_direct.py) for that path. Geneva is the preferred abstraction when you want to scale the same feature code across CPU or GPU workers and keep backfills incremental. + + +See the full UDF registry in [`vlm/geneva_udfs.py`](https://github.com/lancedb/tmls-2026-demo/blob/main/vlm/geneva_udfs.py) and the backfill driver in [`vlm/backfill_geneva.py`](https://github.com/lancedb/tmls-2026-demo/blob/main/vlm/backfill_geneva.py). + +## 3. Curate a training slice + +The demo uses a `text_dense` slice: TextVQA examples whose images contain many OCR tokens. The slice was chosen empirically because it gave the clearest LoRA lift over the already-strong base model. + +```py Python icon=Python +TEXT_DENSE_OCR_THRESHOLD = 16 + +def matches_text_dense(row: dict) -> bool: + return len(row.get("ocr_tokens") or []) >= TEXT_DENSE_OCR_THRESHOLD +``` + +The Colab-ready bake ingests a small train split, backfills Tier 3 on that train table, ingests a held-out validation split, and optionally pushes the result to Hugging Face: + +```bash bash icon="terminal" +python -m vlm.colab_prepare \ + --out data/colab \ + --slice text_dense \ + --train-rows 600 \ + --val-rows 400 \ + --hf-repo lance-format/textvqa-lance-colab \ + --push +``` + +The train table contains cached Tier 3 columns because training reads them directly. The validation table keeps raw images because evaluation should run the full VLM on unseen images. + +## 4. Explore the prepared table + +Before training, it helps to look at the actual task. Each row pairs an image with a question whose answer is often visible as text in the image: a product label, phone screen, sign, book spine, or package. + + + + **A:** TWA + + **OCR:** 7h the Finest... 74 1E TWA 8 SALT REESE PEPPER + + + **A:** 12:39 am + + **OCR:** AT&T 12:39 AM TV CS WATCH P PANDORA YouTube Ustream + + + **A:** lego + + **OCR:** LEGO CITY Ages/edades 5-12 POLICE B-403 4473 112 112 pcs + + + **A:** warning + + **OCR:** WARNING Controlled Area Itis unlawf enter thisre without permission nstallation + + + +The notebook downloads the public pre-baked subset: + +```py Python icon=Python +from huggingface_hub import snapshot_download +import lancedb +import os + +local = snapshot_download( + repo_id="lance-format/textvqa-lance-colab", + repo_type="dataset", + local_dir="data/colab", +) + +def open_tbl(path: str): + name = os.path.basename(path).removesuffix(".lance") + return lancedb.connect(os.path.dirname(path)).open_table(name) + +train_tbl = open_tbl(f"{local}/textvqa_colab_train.lance") +val_tbl = open_tbl(f"{local}/textvqa_colab_val.lance") +``` + +Because the table also ships CLIP embeddings, you can run cross-modal retrieval without loading a model: + +```py Python icon=Python +import numpy as np + +seed = ( + train_tbl.search() + .select(["question", "question_emb"]) + .limit(40) + .to_arrow() + .to_pylist()[11] +) + +hits = ( + train_tbl.search( + np.asarray(seed["question_emb"], dtype=np.float32), + vector_column_name="image_emb", + ) + .select(["image", "question", "answer", "_distance"]) + .limit(5) + .to_arrow() + .to_pylist() +) +``` + +This is the same table that later feeds training. There is no separate feature store, image directory, Parquet export, or manifest to keep synchronized. + +## 5. Benchmark Lance vs Parquet-style reads + +Many training pipelines start with Parquet. Parquet is excellent for columnar analytics, but training commonly needs shuffled batches and fixed-size tensor columns. The notebook compares Lance and Parquet on two access patterns: + +| Column group | Why it matters | +|---|---| +| `image`, `question`, `answer` | Raw multimodal rows: the baseline "decode and tokenize during training" path. | +| `vision_tower_hiddens` | Cached fixed-size fp16 VLM features: the optimized training path. | + +The notebook mirrors those column groups to uncompressed Parquet, then measures sequential scans and shuffled random batches: + +```py Python icon=Python +RAW = ["image", "question", "answer"] +VEC = ["vision_tower_hiddens"] +BATCH = 8 + +lance_ds = train_tbl.to_lance() +n = train_tbl.count_rows() + +def seq(ds, cols): + t0 = time.time() + for _ in ds.to_batches(columns=cols, batch_size=BATCH): + pass + return n / (time.time() - t0) + +def shuf(ds, cols, num_batches=20): + batches = [ + sorted(rng.choice(n, BATCH, replace=False).tolist()) + for _ in range(num_batches) + ] + t0 = time.time() + for idx in batches: + ds.take(idx, columns=cols) + return (num_batches * BATCH) / (time.time() - t0) +``` + +One Colab run produced the following throughput: + +| Throughput, rows/s | LanceDB | Parquet | +|---|---:|---:| +| `image` + `question` + `answer`, sequential | 2,603 | 8,311 | +| `image` + `question` + `answer`, shuffled | 2,613 | 352 | +| `vision_tower_hiddens` fp16, sequential | 1,452 | 90 | +| `vision_tower_hiddens` fp16, shuffled | 2,149 | -- | + +The takeaways are workload-specific: + +- For a traditional sequential scan over raw image/question/answer columns, Parquet is faster in this run: 8,311 rows/s vs 2,603 rows/s. +- For shuffled raw multimodal batches, Lance is faster because training reads scattered rows repeatedly instead of streaming the file once. +- For cached fp16 fixed-size arrays, Lance is about 16x faster than Parquet on the sequential scan. This is the training-relevant path in this example: the model reads `vision_tower_hiddens`, token IDs, masks, and labels as fixed-size columns. +- The benchmark intentionally skips the Parquet fp16 shuffled case. Parquet would re-decode whole row groups for each random batch, which is slow enough to distract from the real use case. The sequential fp16 row already shows the layout gap, while Lance shuffled reads remain fast. + +The numbers shown above are central to the example. The Tier 3 feature is only useful if the storage format can read it efficiently in the way a trainer actually needs: projected columns, repeated scans, and shuffled batches. **Lance specializes in exactly that access pattern**, including fixed-size list columns stored on disk. + +## 6. Load cached columns with the Permutation API + +The training DataLoader projects only the columns needed by the cached training loop: + +```py Python icon=Python +from lancedb.permutation import Permutation + +CACHED_COLS = [ + "vision_tower_hiddens", + "input_ids", + "attention_mask", + "labels", +] + +class LancePermutationDataset(torch.utils.data.Dataset): + def __init__(self, uri: str, table_name: str): + self.uri = uri + self.table_name = table_name + self._perm = None + self.length = len(lancedb.connect(uri).open_table(table_name)) + + def __len__(self): + return self.length + + def __getstate__(self): + state = self.__dict__.copy() + state["_perm"] = None + return state + + def _ensure_open(self): + if self._perm is None: + tbl = lancedb.connect(self.uri).open_table(self.table_name) + self._perm = ( + Permutation.identity(tbl) + .select_columns(CACHED_COLS) + .with_format("arrow") + ) + + def __getitems__(self, indices: list[int]): + self._ensure_open() + return self._perm.__getitems__(indices) +``` + +Each worker opens its own `Permutation`, reads Arrow batches directly from Lance, and avoids per-row Python object conversion until the collate function converts arrays into tensors. + +The training batch contains: + +| Field | Shape | +|---|---| +| `vision_hiddens` | `fp16[B, 400, 2048]` | +| `input_ids` | `int64[B, 512]` | +| `attention_mask` | `int64[B, 512]` | +| `labels` | `int64[B, 512]` | + +## 7. Fine-tune without loading the vision tower + +The training process loads the language-model side of Qwen2.5-VL in 4-bit, deletes the vision tower, and wraps the LLM projections with LoRA adapters. + +During the forward pass, the model embeds the token IDs, finds the `<|image_pad|>` positions, and inserts the cached visual hidden states into those positions: + +```py Python icon=Python +def forward_cached(model, batch, image_pad_id: int): + base = model.get_base_model() if hasattr(model, "get_base_model") else model + inner = base.model + + inputs_embeds = inner.get_input_embeddings()(batch.input_ids) + _, _, hidden_dim = inputs_embeds.shape + + mask = ( + (batch.input_ids == image_pad_id) + .unsqueeze(-1) + .expand_as(inputs_embeds) + ) + + vision_flat = batch.vision_hiddens.to(inputs_embeds.dtype).reshape(-1, hidden_dim) + inputs_embeds = inputs_embeds.masked_scatter(mask, vision_flat) + + return model( + inputs_embeds=inputs_embeds, + attention_mask=batch.attention_mask, + labels=batch.labels, + ).loss +``` + +At this point, the LanceDB integration is done. The rest is plain PyTorch: optimizer, gradient accumulation, checkpointing, and saving the LoRA adapter. + +```py Python icon=Python +loader = make_cached_loader( + "data/colab/textvqa_colab_train.lance", + batch_size=2, + shuffle=True, +) + +for batch in loader: + batch = batch.to(device) + loss = forward_cached(model, batch, image_pad_id) + (loss / grad_accum).backward() + ... +``` + +This produces a training log like the following. The loss falls as the adapter learns from the cached features, and peak VRAM stays at 5.3 GB because QLoRA trains without keeping the vision tower active: + +```text +step 10/300 loss=2.6694 5.9 samples/s +step 20/300 loss=2.3133 6.1 samples/s + . + . + . +step 290/300 loss=0.0359 6.3 samples/s +step 300/300 loss=0.4750 6.3 samples/s +saved adapter to runs/colab_lora/lora | peak VRAM 5.3 GB +``` + +The training loop pays zero per-step cost for image decode, vision-tower forward, or prompt tokenization. Those costs were moved into feature engineering, where LanceDB and Geneva make them durable, incremental, and reusable. + +## 8. Evaluate on held-out images + +Evaluation uses the held-out validation table and loads the full VLM, including the vision tower. That is intentional: inference should see raw unseen images, not the cached train features. + +```py Python icon=Python +rows = ( + val_tbl.search() + .select(["image", "question", "answer", "answers"]) + .limit(256) + .to_arrow() + .to_pylist() +) + +base_model, processor = load_model(adapter_dir=None, load_4bit=True) +tuned_model, processor = load_model(adapter_dir="runs/colab_lora/lora", load_4bit=True) + +base_score = score_textvqa(base_model, processor, rows) +tuned_score = score_textvqa(tuned_model, processor, rows) +``` + +In this end-to-end example, the held-out curated validation split produced: + +| Model | TextVQA accuracy | +|---|---:| +| Base `Qwen2.5-VL-3B-Instruct` | 0.799 | +| QLoRA-tuned adapter | **0.820** | +| Lift | **+2.1 percentage points** | + +The tuned adapter is not meant to be a state-of-the-art TextVQA checkpoint. It is the proof point for the pipeline: the same Lance table supports curation, feature engineering, efficient training reads, and evaluation on held-out raw images. + +The notebook renders side-by-side examples: image, question, base answer, tuned answer, and ground truth. This closes the loop from feature idea to trained model while keeping the source data, derived features, training batches, and evaluation split in Lance. + +## Full source + +The complete demo implementation with helper scripts and usage instructions is in [this repo](https://github.com/lancedb/tmls-2026-demo). + + + + The runnable Colab workflow: download, explore, benchmark, train, and evaluate. + + + Tier 1, Tier 2, and Tier 3 feature definitions. + + + Geneva-powered feature materialization. + + + QLoRA training from cached Lance columns. + +