From 1b1ba5612fc0cf25a2b9ba644246bc34610fab54 Mon Sep 17 00:00:00 2001 From: Georgia Gkioxari Date: Wed, 29 Sep 2021 19:14:09 -0700 Subject: [PATCH] Note for iou3d Summary: A note for our new algorithm for IoU of oriented 3D boxes. It includes * A description of the algorithm * A comparison with Objectron Reviewed By: nikhilaravi Differential Revision: D31288066 fbshipit-source-id: 0ea8da887bc5810bf4a3e0848223dd3590df1538 --- docs/notes/assets/iou3d.gif | Bin 0 -> 226640 bytes docs/notes/assets/iou3d_comp.png | Bin 0 -> 12389 bytes docs/notes/iou3d.md | 93 +++++++++++++++++++++++++++++++ website/sidebars.json | 2 +- 4 files changed, 94 insertions(+), 1 deletion(-) create mode 100644 docs/notes/assets/iou3d.gif create mode 100644 docs/notes/assets/iou3d_comp.png create mode 100644 docs/notes/iou3d.md diff --git a/docs/notes/assets/iou3d.gif b/docs/notes/assets/iou3d.gif new file mode 100644 index 0000000000000000000000000000000000000000..9225ebf71b9974de28105201cd41e5c2fae5fa36 GIT binary patch literal 226640 zcmd?wWmHt}qc8A*A%>xb5|A2tKw3bQaOjd01QZpN77-97g(+a@lMGR(LC`H*enH-@JM0B!PEzb#rs`@$td?`JvHhJR1Gb zUk)D<5*ivB8yky{jpayIdzkV#B_)L;T??O{o}HbI&&$IX7nhWj0Lt|%D=WcOPpGQR z@YU6HHRg=<795S%T#dGTO%Bb?&4ORwincmSw7TM3TP54x-*0z+*yXL<^{K0?3*XhH z-hyew@nio6See z=3{V0*!j}%g^Jjvnx&y%1Zj$*X;Gyyp4|H&F;<3P5kC&<@P|`&Tzx-D1L9R zb$_z+VCLZ9p!X0r^kZT4XnE{tdFps={`A|~*%|)qY~|R;@QBE$=$P2gaq$U>Ny#axY3Ui6S=l+cdHDr}Ma3nhWnaoGDyyn%YU}D78k?HG zwzRgjcXW1j_w@Gl4-5_skBp9uPfSit&&=ZH<`)*1mRDBS);Bi4ZEf%D?(H8Oe*bZF zd~$mB^ZerS>iXC3n?HB}5X`Dkp3#m5(FvOOm1lMaLb$b3G%B*XLzwP5EcR7o_eMaK zgIP5zbNXXokBiLvD{}|q#a<7jXjbJ7C(FFwTkNmOA5Dj&!E9R91>@NoF@nzrstYIc z^|Q57wQ7o{i%qK>mIi8yXTMl<2D53`mdsVzO%^>LtSw!rbH;BBq-xidEj4+Z?kx@0 zeOYNm0Lj@O)t9ezV(IR@7^<(>=#AvoPJ7f)`E4-a?wjSIhN|t+4CN4ZoyO|j$%4nl zFNPay_Gimq52oof)gCU?zu#XTZmRpS(uOAIU|$R^eNYlwtTYmFrMW$_2$JGn2Ozks z%3uI70)`L!I6eFAvUffg(OZern#XVefB@oSHw4dUxw&TeUEeT@SIi{+O#@J*WB^#K zeyDPDwxG;~ctBD4FgqyvQUe6==QhKxiN6#Bv=Okg;}q3Qax9jRL^((PP<6}^6acO+ z=i=09D^EpoNoK;mNdp)|LP!SG2g1KI@4Oa(6GAuf@|q$7hB5v1mP^E_>Z4VL+s}_P zKmi#?7T};E3upp5a_lus4Bm@nW`KyT^V{Ekl^3;Kb7jNlVi?2E>DXv*nC{MAg+$)H zUdu)5z$*EbnOPIsIqwm|mAC}jOtI9qz7s?M(}7C+e2j&bt$4cOV~3YSOr{_*Feam~ zkaF5N0}wbw1|SNeml5Dpx7zC`P8lH-DnOq-5ESn;j1hWi!{mYB8GPWj?jPWDoZ%KQ zrD(^Q%sv=Y(%wTTQh{z1I$#^r9b8qTHY-oQ zAPG*jhuYSZ(9Uh{!@J+P$(60j01nqtJovHzdXFDak}9lHYk;|dGMK|;v8$RwR00SN ztY1?G3riZPvkBdGJwX!x^6KghnQ~D93tS@J^4#HA2ZC{p6%u{Ei;tYS6oA5RTm+*v{U*skJybJ`k_g(prLhqbM}Dec7^9*F&bdV+%x^9Nb7 z0OclRM_3Twy9_`kwNmpTJ@tAs{%}0RPd+P&eD_yK`#t>cI4tH!7Qk$Ga}%Ra$3vya}-U9rr_i!5sr<(`_y^)9c_>N8B zwc^_kD#E?}$5uFLcUpnskr<#56wKM)L5y-F?3Nw-L*&v*U3&!2yaTx+G6-C0aDYht z=9p}@EdC8q!jR5SLrdJ)o!I(Fm3$25e*;7aGcw5T%0v;CPb0x{t8nT9#BBzHK%wv9 zkk7R6@Uo+?Y*bmHwvzg{XHCoQG#Dc(8ft zfo#T5ID*v|VFxrk_v*0bV2k*#)r?^z{yp3cnPlv=aPj~fEuB4@`>C-|7@dLi%>8__ z!0Rz6%09>P<3QYO(G$t2U2Th&ov3c@InL02U2EDbAOry?KP5wwtvba8mTXc`kRj}^ z*T`ukA;6~@HQcKZ03(cE-g8dZ)#E5^`I!ah-ZV-%;f^sQqMd>rjDTOY`x#2!0*DkC zdfs{k%(=%@uUc80pgmTXLhH0FA$PViKl_H(f6v?8lA7Ply)K1Bq8-hUp~@^`1naE zmrEH6P-1<&H#KzIt}1k=m<0dSMA@8*_QA~o5=^5jK-Hnj#LZ=Q1D$udtjtE^s3=TH zi)_~1@=22{*mO5JYOkg0Ns<^t=J&8XlsZN%r$DO1zB_w)A`Kc=-{q;zjAt@MDxFi; z(G+)j3e`@+H-%F@NnIw%u8(HK4tefkdmt%s3?LuC*|6Zymj$#2{}cSGf-sGfw2?iEO~|{ z?=|i;e)=v{!2CJTvYtwYT@)a8fyGgAW$K=E20eI$n-;n3RU}bYD#qO*yhJ8auw&wd z>{WqmVqJjp%0SIWSe(mTUzovn{=dxt>WDd zw^3e9smidKPE%ibU zi8C6kWFq$?6^hWBbTr#}R}M>6OOi+I@FUcI0?p63dsPHwf}V7DP(-l$c1t1K59I61 z)P3$5P!Si@zK8AvFOg{P%nuC5+|;+{E?NG=&VYj}dEryOFv({iLXd?c>yOKJ*>mi( z?WZZ={I_jO2WAYN&7KnZQiGIIZmKF`b1c%4NiUvR>70J_9;+}$GgMdP_nLoO?|U_D z$eUwt+4~f#Qr1mZ1R`YvP2N0-MJ*jQfrX-0o@_U?u{ep#zgYc&pq6W-wmiXq7G0#S zW0$NzoFUp|6>@eJntk_1BzqpdI5J@rOY@z zeRJaXBdvj_6_h?}I;+S}v>WtiOBtB@BGY7dCpir?$wBxtmtDfK^tr`B6>N-(H+OYhB6>Ht}x7iGVn16KMS} z+>721U3{h+{1Yzb9k}XCB0;c8hzNmjq5VNACT{l(Ke9(?&`N@>%ss7DL8X;TCk30`+@?TeR@FQ?2CXRb*0i9Fu<87o#C2-yd!z4yAF(bFH|?<0eiv(iH{`D3s_zRp z0rbWY+xc2=9bj5m>72d6J2`8uui-BW`rIpG0;41S zk~Mtn;zFJ3{ahGAsa@e?35a?Ax88lWQLZn%)rILmXa^V`ZDj)@tKmdh+@Z*V?tBd6 zybK6~1o7I1tYbwNO~d`2!$nPl(s1z0%QsadF9%FMWZRiXcc=m)IW$j*hY4Sy#=^b@ z+O4nJf{7idvqE?I0(7=*yE;Nfq~0COdXHF=n4WtF>xbe$h6-SC-P z2nB(7R(&F1G7XQTMV`deOcA;`^wOEeIAC&MuIHFr_~fQP{*?$#D8Fe8b{PSH#)Zv1oNubq%*xL0SOxQztA z0#ENa*JKzD)G83v&Kyic7VTS(d~x!!LK!f#7S`QhLB&j^>56G1mHPqnWnkh$n;{yu zL4gf!g8t!OfDx8`$sC2A$_!3nZK0ocL*Eq`9tePBa-@3dQ#OO_&hDFD6sD7&L|+hd ztrep5++>;2+_44THy#Y}hQLWh_RWed2 zX#jCO73bZ1Di@cc=cj!1PvTv-}K*2T4ebKwfr78m5 zdb>*)pE)1s5719-z-%bnP(cgjWJI8VV5O4EKE90b&5JU;z^Ly%FiFad$0(cIi0t&_ z1RUj{_4A$v=b=}%S+T;FD)9{W^6Wicv|}vURRFWo36=w(PftO94(b6@IT%2`?Le*p zm~6{X;e&qk*l}(%8CzXXeuQ;F8(qPoCMsCJz-O*dvLH3F^NmK5Pp^PX$?LStn!@bc zHUd4AoLq_RAKg*q$P4$k=pzL%Ldxx_A)%N6i6?+dAF6*XuMqvI)>`Nu7S!!kvX)gm zqxSq0nZoi;ApYZG*zI*9?XGDPrzk*3D1X!knC|4D7x|;F@9Mis8F)(U5Ee}Ax$b} z{%%`l>jcWFADwlpgz1T}3s&uM74oAki7-S*6zm1}etFLudcTS5Wm^^T&i%V$4;Nx` z)E1Pep^^&dDs?EE$>0OJzvq6<6=N zSCf9I_L7uhza_v3ko0uJi@w&baqzB{mo0vYs1FXY)sGRBk_CB(JRIV#+y7auIA81uitle;6*^p1pT^Lg9@a$1#Q@zVH(PkGwY?UOay4K*% z1Is+VCD-f<7KhKjw0A9pgNquf=3=|w1Lh6oq_P{qP!4r{p3-fS?Cj<-YgukCK35Qd zzM#U|Grwu?ueI4SFX8&iaV?6ba@Iz2;MJC~?3U7RmM4RNF4_{XO-n7h<@BtT0l@G5OBe*86TI zn|Ipj4|wi`w%-)vK~ClE)D!Kz=5nR+AgYoKng#^>M6}pYyM`GRkFz_ON^A7$-Mfef zAM}C0PKndd_ks*brBH<8cgc+8nj(Sk8^|#q$nzN}NEs+<9w=EHDEmE7&N^5rH&|^xSnD%b zpEB6kJlMQA$i3FxrBC{ySqW7_sevH6f(}IMMEelhE#D1IsG2e}2G$x+GZ0~Sk0&&J07lz{9afpTJF+rP)Lia##xFQCo`o&t^)7!{PI`iLkM8qC@ge#zs8fYBDMAq(XGtgg8Y@ zDVZ$B&jC|mZA8Eu@>RnC{j-v6R^imP&pY2fueA}VJ*PGb0~wZ2wIDirWD9aBL?2TY z1;OQ%Qz=cqj-HoK2aZkOTOwbpRyFGyNn;gvel;`iFul4;V5UR;lX&Ry>hxD5d~5vzXP$x#!+Y=F2^2 z{8K{w?%j_}WWK{Qw$6mC078j!k`R4j{#63*3_=YHQvY%iOR>c+Hj=itq}^{9Q=t+( z@8{iOBtMsel7+j|hC%30lOAovh8D!uk)$C|(&unuvsL1^W2F8Wq;8SRdpe{(tE4{V z%LkNXFlWH(_QMCanKU<*2#l0i-Cj-`xY0|hh;5okxWVNy8SC%IXd0co1OVB>X9v(g>t2i9y%@|#h1BfF)#t;I&vQd6Gh-z$o=>SjQ zE4F^Og{=IwY}MV>V&l~yu@#Q9)iCF!?Pg+j9iTLv1S>|W>b$u%M2vwD>FNTFR!LQy zMvQ&Q1b@!^i5v7=HO$4DXJB-nnd%f&Ykt|&*y7Q&QPK42;zC>L1m^G!#S*Bm0yi;l z(hr6Br0;C)eq)dVnE*DqxY&5elQf>k|@NtTQ>2_&Sr^a$e_$kR*+%zI4kM>(Ka7y%nIp?Vh%ck{>e?`zDz| z91uxz5Ap3afW**g9IB#?cW$YYh%BZFwm2Wak0ngBOz3uP>-!8?DgF^%E^ zgnxT&a_ezhfT`8=Q>_nXxiuyn%wn&n)8Iob-efkfNK;svAReDndk!L%Za4r$KJz1?qUa$Z6xS6(kZ7AO*rU%+o_}l5gPjK zK7=$8pjtn`D82PV(dHEe>J|BnH@Fh(78vpUo@Md;JF|4x{P!*lW}r#JwSf(8UvEW& z2o-}ow{}92XvTAc?X>Kz=G_-Vfnw{#2q0R2{o0WL11DH2A!xtBANxK8Nm#54P+bOn zA?r{FZC_-5sDE7?90|0)@^V@NrULE7Ku=f4wcsE%ixEA2kT-N}E0hGIPr_chsiq4| zPbUk*^!rvgE^Rq-%yj~;Y%1cu6WBZUlYVeH|8+tY&bf{;4LEV1w3%d}qzBp=YmdPgVIM~L8e;F;2R@7ao7uhu09exgTV`7% zkV%;8M3@QqfYxbJ&k<{K!qfnWs0Z+aO#m21y-6n)))Xr8W zNI<83x`bf_u%SI36hV->%@IL@v(9a)H<&I0=tZA7%q=euy57Z4nk9|qVq5PdqvpEp z#(uo!5~~&+g_bVC{O{1V^nqn6KS<=}H&|*o=1~%-l6-wzZRsw3?b#^xlLX&hksC@=5Hgk5iLyme(WXS6h@|&d#cZW2irw)T~S4Ms%!_Vxu5i! zdg=ioXe?*=YtzM#)rO|`ivpcx!>ynst)Dd@~@oJ&V;Y_`xcJX3=&;+b3Nr3RFUj}0t;ryh-p&WH0>!EoW})> zou{7mHw@vNsD!EC%Y97F&<#EZ(HLLP-tUZ z{%mSf_$@AChc=kspCA$y)|5EC45h%(jtQI|pXWMV8bs&a&4)mO3FV%Uir-TO z2g>}(o5LDhr35>m)YX*&AQf4dCT4q0a0~D&gKOWs`W4+a_jcYhtqf0aA3yIdbM@Q0 zg#%g<{x4fGoSesHhJhgDgMv(KY#$_w0;)!@%Fmsk7Q|K}f6&j&BY_bVcDG@24tuqf zumL?=cZeucqctSqvW5hKSW}r?v94P3r0@AXE~n_}axl<$wJMBnt80D`lr!;9FB-ch z%1!VX<6%c`N`$EOiNM!QO%w;cQvjndCe(Y^VpqiO;x8=Hj{mD9=7)kIIdDaxjSTnd zv8xoPOd^4_XN<(}J~EnAaV+rGd#)r%tQ`bE2qV!)tfiD3qjK|$409*Zp{&LI)p5h` z9^KiVI)OfiW??x-*a_A6mB!mhcy-6hfiZ!b<=5Pg#^9eDlj{!Zghm*FeuEVYh?$ZHacw&RY^x(V|$>UMJ?>(qpw(%bA~ zB(DzxX&>6oQ%eAA6cWZSOce#RjCcqz&aBE@V`LOLSXxnwJ{2wq4S6gf7l(59)Spv4 zXp{!!{mlFE_DAHyiOgZQo;4L04>)$74FyWwVWV_~lZmqu!c^cGS{WDM9l2NJfk&47 zE#;}-n2)g<=KfZWnfVv1qAxd#mZ6Iu6m;GEUqa;)ITmxJ1mhybZL~v$gFS9}6X+T^ z1V2(pVhR>*Y-cll-+hV49gK)Kr}Q z>V26SS|>oZU^kGc92d0~_7>+ge30k%X+ocoDjEPG)Itz4OKL{s!0$Ka;0ZDa6?VF5 z8V!-^j^W`MT|tuB9UO07Jx*R^#jwiXO;|Z{`P8>cw4kvSXf1t8Gde}Z>vUH#5oRH~ zHMDhWvZ2?>aNXc4kwAfcRmu=+qlzgo1+c<{!u>I{2`q4~*&~`LNR~1MGn_#Vsc9T5 ztUUWGg1YBy_(4Fq`d-Rw;(1SQy#uWTOt~2ZW=W*NgrrT(KvEKkW97xZ31C1IoQ_b^ z$0ZZ-DRu-vrnYper$3AOes!=`Yz01ORyTAkUQbgp=(SZ6hom|{Oh2aL_5N7SRJea|RQGyK9l}J9W|nQ0_7`4ukC!47rb$9f~G-&SaxUr%0Ci6Hc8Y2BzGC zM?9CgRlK9~qo$?2lspGYEGRI=Xi+X~Yj;Q<&LyH_6It$KR70hXiz5uz54|FBAS7b% za#D8D!~dMU_2y>YY8%8VXUK(crX-+H${;7PdkZ;O^7me2306s5yGMAGZFB$ z`jMgSY3DWbT@3~qYfU{^{ZlYAoQI442tW*sLCi7SbfI`C`Zsau9EZ02+}zP0EB*HB`yyjY8gs2RPDeF=T}s+@GhzZ zC~rXxsTppGyA6)!a#QN{eEcPc|B&sTQAR7oBe{XEDfRl~R=VIE zF_6S&__@AK<<5KMxuZ*e{lHgKNX>-MZpFG0*DNYnhO@u6rTwEf^VHul^XPW6S0+Hf z%p2t%GfuJcYiS()M_7A=6d@t@RaX{`3*rqeh_=TP%tJFL%~>A`W+Kue2)U1nS2Ng? zohF!$5UWeFh40hjl4yN!9mzD7#3{F|o79;J@y8@bn| zNIm)Y#3<7`0mKsd>f}!&Z%M~wfyF)A$+IjD4WWv}g4p)15+x@ifCou-u`*>aQwVo~ z4@AiQzTg&|L<~Vd^+!aNrFoTDLhiR<#{!0bZwzJs57BS%Kcy zy~huQ363s{B45fI9gP9mVNWToBENoj$B%kz-ctl{t~MISr1UQjqR#%Vzp&sk0wk>3 zN%W;!&hqtcvX)p9EiJIXq!*uz$J)oh`R%(+dVfxm{jNhoHI7I1f>C#T$POY}e{bvI zuNUxtE=ODcT#VxX{QA2N&x9b9K@gcDNIVdr1O&JqL4iY1T_PZVpK}=`y(#jR2a+iP zdAlCTibJwrBB4wuE*TV$DT>bn1xr8))}w@QD3ME)7!z7T1}$ldmi9o)B%mMEqvddD zg-bM?38N%~Q8C4+d0;dWFk1DPM>ve`B}Sjg-%!Ti$khLdhrelp|I>PZbDaN+OMeTd zfLAgBR;B?q9sza<0S@)}07qPa(`A4&Q=qF%pqpvnM~^^{gg~$QKp$M7?`0r@35$}! zVob3C9$0JwHn<)eio=FqVk4P?qGf_&O@rb*g8oK@N%cV~xS+JlpbVzqEScaO)8IUh z;DUtUqWa(xTyWWCa5+;*rA$b*X-KU{NPR*`V|_?7E~Mo$q>U-GLngG#G_=Pfv@aoa zpgwd67dmnoI>r<>Arm%b8aCq*hD!*WuMbM#B=L1skG;=AuQeqQ#hF zB<{yZn#KJ6^vfj1JZOlKn~PDnih(o7D&3DAq$3d(BcxeIhh` z^4&LR2vFDjY;12$kP&Ml5b)USvsNAfcbg2YKj0-x}4q+x&KDUYxz(ffo zdfulEyMH_W3Y|#ixBflB}pVCy>3Wc7PrbKOcsSDzt&7z z98Y3F;*$jnk`bE8PqW~4WGURRl!&{DIIj3UGL%~3=dAt|)oi%kRmyExO0m7lNKh($ zL5jy!l3I2A@)crLGqqPG;aeeMTQkLEI&t3~F&~t+mz#Ec<+r+K5|ubfR~ zf0_v`N}wO`26w@Ei#&AtKPQo8^r&YEC%F$W69{PeZklD&n`B(rrpqP0P$=?~y`9rv zoiS0E#8u=6cgRtf%#r(o*7LZ^G>pXV15xipN%Qs15B>emI3q1XVJ+16b#lMK&d`0NOMl} zzd{9N7er*_3nvtK2o{Rta;zNkIFs`3%H$gD<)wI`Uq8)?8$hSs&ddd4vK!O*1>>k1 zF>e~v0tNkRgHpEz3N)FD(-VvI`|{oTi;Xl2RDu$0uZt`+3LoAtwuO~EAS-!^Es@$S zd5tZ+J69zBG%)`OJ=RKs4zya+p16iu7^B@l-%y>q`j z2v#O!Z%xL6rEiMZ()zupHit3q@^2Qwh$wY;aXXV4bT0O2><2%)B$XX%$ z3I%Lk!BMSulh3kZ9WzVS^AM1$Z2hYvB4=-qO)&%KLbOyjI){*k zFg1qc1^Sr5M04^Ouv@jX-Q8?&hTLbhdXdCogW&Y!`WH!P&3(IPH27Mt!G;=d@LiUe zLRoYZIeP_5UGZwQ*!{}J5Kyx>Z~vW!RBiA_ub7YC=-xrz$v3j9`d=g3nu`W2W$M4q zx{^8`HRX}FsO(4Uzd>(3lU#aJ>-(mmdmp9wt7hPCE5{h%c~FePGxQZpv-;#$5$DFc z4UN*U`aa3l)%_N;XJ`sXV^IqLtp%aK_LuPcXgWvZ&%14o&NZ;zW(iz-|7PJkmWJBX zHm=04Vs;(ckT=^@_jfED!a_}AN;_o@v=NU`=kZ%%hwY;q{EUGeU_ zz;*J=w9%{gEh1YY9(|1#iqJ?w#SQhb__QQ9ccdPK8~UKcQeM<0^ZLp~JS!Qv_sB({ zsWrD52%?BcXhs$f4X7ond}$638$x~^>H;ma)j9Tl!}fBU4m}xy^d>%n3Uzz~^>OYD z?eO-h#dhdF3J>xbZbiA1$hx!-g~d{!v`XCPg@*fm1}0>N7&W@RdV6ae&aX&M6`L-B(BZT}lG`d;rNtTKaJ(5FG%G-Y~_MjT-8R{Fd zHXrkv9bghBIV=gCNkKBm+t)05(=3IoI8La$jG7WpWYtYHc#JSH4S3IXHQ#HEq6nqC zLEz-Dlpmc0GGxi6*| z7zmim_ZVWvO-FwmJK?X9c^ty3gR~R2kJ$5*Rsrfchwus`AC`DH2>X3Vovy%5cpZ)h z)=eL~lSX@oNV6eNN<0`-{Q}OX$}cBLJto}wCx7zSSjh*62~<$%-~umjSGITEbwUg% zk#V2qS|1@kJfE+!!x1LTGvrVH3dGeu4zXcFRzAnOD9IsehwoHf&QR1Z$R{lj70gv7 z%!09#Q6|&BduOU(xWSu=q>Jgx+4(P}^;Ar=^s}>qWR#lD@?P(iH$~wb*X$SN^vG_sts<{6^u<+Nk_=5x+s208+Iqm@jSXNsE`&cRwt2 zF6VOn*ml)}e~q+YrNCq3rgW<~e~q|rT@uihce(MaciSU=g5GW`&vbigd&k3ehZwY6 z1p0c8sk$`q`v0G>Ho7lPy3fOKo({>H} zW-;kL$>nT8!S=-1n5egC+iBWbYKiyTfekkIDRFWZ*uX z-H%k*_r$u{Z=?rQu*0pgrES~2rTD{z(j!K_gTn2-rQQ>&op0%&lV;n4MD^1HUr^a$ z5MaeyDcuv6j^O(e1p0C|;^gyN7y0K;kjxiP?a{NTYMHygZLh_=)Yk3bws^va*rHbe^St9i)E7 z;PEpt;XEP#TSXWfd#F3%*GUS{Q=p4k3^fUYB%E|(R4ZeILi z`?OG@ciedIym0pX_T@zs>?+Fkrhs%;#N#r7>1X`*4fFC(VY{Ok*tNUuA5Puh{Mf75 zg6p8V^Q-Mku7clTuwSmN7nh_U0+f>P|0voX!iYY(KcQk>O1 zrXpM2k|63+4v$MtWhAvuQOQ~G#z4H7tba)V5VMYjsLk?XqMbUQpB(x-QM_IOrz4638=IDxzO_QnuvP z+j26MQ2711p5@6OwmH{w%l9fk&^PVQA8T5aQgY{@{gKVVsiWP6ew?_C1~UIs0MmzR zdrP~EN_k-ci8ua7c75JD-cK~Xip$RWx`mE?|MaT=4?C5Xt&^!p5O+~QGyBTsaJD*E zBQxKI>je4Fk>xV6iyu2g-Jh=Z_&v5(M?dS1w&*(~xJToNA}YV)WgK4}R54P#f1Af+ zs5<-k)%6EDbL0xIT8v(~-3i8eqTL^Q&rK&G)kboOljJ^&JdMR$;M4jrcP_!%F%R*j zcFRDHG(O9q86y&ImpZcCwcwHyU(dSMMvq9OMxB2r# zr?&<2Kczavr{x8CW;@4p|_&9mE0=ZGm&YPE8o9m|aUAIKb{eVhOH)peVQXigm)glosV9m zsFPs=RpyjDA?N+Q^lGOBMyNsi!%yw)_(U}G|{aVI)H{NCOt z-j=?-ul!u@C*{D0p5Mct6uH0z?)rhoXR1z{4ss@auj^hbue+W5%jhcH%ji{TJj(C! z`7pEnYt8HTvSVw@h2w=>5zj{Y!-qHPY%HJ<3 zcEvltPmgJnn75PO7Aqq;aS9~g<@^P*ZeWvu1pU&_BElDw_%mRRP`sFRc+O=f)V}TS z&nUsVh73&jBas`oa~k#jRPt+qVBZIluW30FlwkH+UfSF*{Wt5QnMG*SrmLQxr1kZN zTp9o$JL=)Vii%6t<&k1*Tqybix#x!wAIvbD>OB4IjM7RLpiLGEseU?LSAHH?Bhhi2 zRGmz;A#a{hI6uEj{hg$+$S()nZ2K~-td&;&sdtlBTnl4OEBW4M*=EDDD!y%5bdOw7 zjUxU?XiKE&9_l?f_jRW;M>l)oXp`Kjz}W%uXwME_)aDj_@-OoZqg!MY-q9g%s1I#a z8iGWSM#_mJw{6viUB^BT(cW%&wNrU?->@$Bj63#k?<7EKDDIVgc2IMlW(|R%-uS#;M6j@*r^O?$sJfwO_EH%V z;uVx@(LKcZa&`1=PF2Zj3Ela`ZMIA&?o6`w4c^SN$Bk({W#a&tWghd$mc`VUMFL0h zBQF}{2(}1Ic}I6)o;=vgDznxKr^fY$qx(Bo9v^{qzi+$QjYlm*+;dI6$;sIX+U@FG zz}tW}6WnOmmTQ^n*bk+N_7?}S{QF=VH)!&+T|D-~Eiv22vxlH;r`6|yo zyq#%Kl;F4Kj#@0$Fuwo3+vy`e3;5k_n}&S*QjZ1Tf=ctxX3WyC#`89!iiOcJ^ z`AX*3w|1(3+=RYZU@qFfX4FGimmoHNF{9Y)b$NB(7S}eeBo|z?kMjQDq<@qgYjZA= z-F1}5Bd|7)Jr})UIQFPxmI=g>etm3T7HmA-8Et&;5lPzd7ovm#M&P8-+VpXGhck-k z64Y}`Bs((RJd%ZlxBF4JtHAB^O(V^#f$lz>!8_CwA#cwCitr$G>!YpbJNNh)MXHh% zk#oWkJY8?Xt3-ypXkdd^BXRJPhmE1z3JXK{XrdRO^qWUJFH!Hf>_w`xHqpt@KqW9Xe4}YlRARTzc`dXx>=)R)$PnhR)dF|YThmMr| z-Pbee8Sf>9!uDUto@Zx&uPHanYK7+qRd?!sOv`81QnXZ`8~gq&JLGuB?imX$)a`Cj zkL#h6_OG$Fo$9*YL##gkUEHSb1sC62$0tN)OGi(-+^>%JJQi4Jw#vGEehmLm-kGOs z{(i4|)W=B&^m{dg>8RK>%n>8I2*HP|WN~~yd>O+-mz-DMbF*ss_953QOY3_7e;xUQb(vE8YLvRndQ;M8M`OF5 z;N93k4mF#Bj=R^y3eV4?XE%GMqm46lBR|W$Z}u&yn{d6l=atDf2X=Z*^Rpx8wM{pN z&Jj(E+qxHx3pf7`Z7)VHT7KR9ZQ3@klImS{{1e))Gmc*N$o@HwjA-8E*Si{c_D^Vg zZ}e)!`_E|x_17JBz3YkOKmQJGO-8S0I(Z=fhD&b&U;Yy=1^xw0_`e%D`CnkRKmi+| zmHU@5qoez4%r0-S)HCV-m1eo@R{vnLSRM~vUS5=7=wEVn=gytKOGpOg#!L1+l|BBW-?e^9hQ!!LMa;9TF zYisK`n}&G1#(!{HqGQuvpO)&{@|UQ6{P^)NQOo_*`Hxa7MECpy)yjhVLqbCSa<$5c z!GE|~UHs^Oh_$Aa@qf@-OXgHgPELF7%wM|JSup#LUh6KI>-#eQ*Rb_hEc`WWRaI60 zld+99uKbm3e;M1?uU{ux*8Ur2o9@{7KX|r+LlIk{!wi!<9q+Ww!f-vYHDh2 zdjB8WhMX<<58k%5@ckd*wzKr(FLK*mIr^{8ZDV8OFLgWIJpB*q_G9Ple`>dr!}I?N z-hLim{WtS=b^hxg_V$l<`Fcm=HbH1BT zq1X>-%P{je1CbN@T;&>~XuS-x0rZWLbj%bFV9AV$uSjn>cQ8-!@R>Rk5=3v=kF%;g zg6;tnht@RpWlZr80@R5g7)IgWOHik>SA%+dB64j{Oo>w^~`3k8hYbs)-#V-Bq3(U8S z_XYlhWmw|&GIdwC>&LgyBnJA>INiuEs#Amr+ovJ`A5&VOdu(94!fp~$vFOFMm@19B zW<_^^rBG!L>jlqI1|78uDpx#$!l2(_7~yKEYc({^E__;z&3#L6Bme;70|+chHn(snhF?84RdD)_*(3q}aR{%>SH`GHN8G@l_B+WD(lU2fpI$qL8IuBM~Hd zd(yY;^AL}^C-~{tu)!<{DJ(swnD8lbQUxwtGfPa9HpZok+tnPs!{VmJq5=^Qz)=xU zei01ZJSOEWfk}e7d?>O&pGj(74IES_OXwfgD${on@-bPpWpLbKqnRY4$;>NgMUUtU zNE@yGK2>v+)TAP(C~D?cJXjE=?&Uu0Qno|yqO)Ft0o{te&hVBjC3>s&>z5;|T9?PR zlAnG8%+uvt%befs0#@!|k5z~fn>3rgGqQc(pDu&kz9p5SpbNDzP)lvE@h)h1BG z>x$nsKsr6oa!{rrV*&+YB78Sb6%}hE3jjj^@FS0vczwh@|i+poKwLH!WTQ3SN+)#Qb?%+Jg4q!^ygS@;;>4q%oH3gzH=O zi27$heG6UzS_C35*Z|bG$+pB!??GO3Jx&~Q+k#t>0iHH?!~qTX*~tv?D(nyBm z`JN`kn{ptHOq?^N0}|-|A($Shsmfd0MutkD)qMv83Gg`(OH=S*%pt03OwzFKuM_@p z5{d90v4Xb@v8fchio{0xk%ktlo{4?fFU|#(7#bo!2x2Rqs@xwLs%OB0Rj=&a&_Tbhw+OB2vg=VdyI zb?xmaPHu6YEfZmeHl(DWJtf)8+hmo%lPDVM;Kn_82R{KCZ{%3;>@u2OmiB2v_(%QR z5BnMV`@#K{{gs4^`EaFxFQ_x|_dFj;;1st70uuB;6ESyHsxb%a3dcbsFfmLNmEtl> z47vehePe*5p>tfVtV&rH(m^QWB~y_A6(fshLbV3r@SMxFZ89^v<5)->OrVr zF<(v1wS6u{A;p$yr>(!d# zBM*pvN08Q<^%F&-ijqZ|u1uyS4UXZ>7lF- zZXt@=6{srS&OnQsgLnMqodb7KZps1{G73#%KBaa@oYJ#N3eQY3wrZhTNX}yHDeyRKw?oxj4aJcDuT!*82D0OeJEdR-Xo&J zEIA8R2dT;qW!%o08~j2t@B(`Q3v348H5&^M}?lhD$eiFk4pSmI9b9%+S2 zX(@;%=6zd4eZRwjf1RC2!=;PsLDue`J9o^#i!q+z_ zJXa?tqDj5YJIvw|$!by!{ZNj=Gq${4Hn^2z;j@Dg1dj`Juw#foZ-3`;Yex$3_~kkh zODQEC$z`z+(KA4ZiCu`Z7+rGQKXwLs>BUP|T<}ssAvG7gtj-X8v^PmR5%m^$@03^b zGsN=DyX7OIqwd|g3FLL8-{)L&h>HHu)?HAKhl>4@gL){fRn6RFar}+a}IX5Tr=@r(2td2FMWkm`IU? z805oc>aR2FKy+*b;D^}iTavik5dr81xxT^Wz*Hk4F9=Z-G(I*SUb^c3dE4N30sfvn zKs;L6^V~-0(r|cILkj=D*t^TGsNeR{`!g^DGvoj>G&m?-0)li5-QC@y0)l`dp`_B% z-Ga1q58d6}-3SN@0&=srzx`d;x~|{8AKXv&T6^7p!{=O|2j}rR-lu@Z^fpfFs1?>J zqi!TNm>VZ`+~KQ_Lx=>d*eL)6WJ)9tg!?N0mJ6g`6?TTd_#=bqT88s&6kAdb6DteL zY8EC6erFB_D1Ego_{Gq;jbrc(2;zRT$qTz<1T@t^O{2rUoxIqxQo)Y;1S=0^l;=hC z&=>ZG05U(!%0D}h#<0g=`C2Otkif8VqIWQVT%_-P5^dsSi3M8Ib6VE``9huiz_Wa? z{%8$Ml*6?E4z7kmMxrGN7jVZm1Qf+_{1m1Q0sP^G(bU-EXh8qOMIp+7=JK#QeISvA z6oZa4E=%+Zc^D80oFot5nt17sRCQ*CeRg82WrXFczihnYw+&ebfaGA)moUbw&|jJ` zMix0D!6-f3sBf^?-;AteWf8t*eg?!K&T3O9UgPlHpmmu@47y0eRjY4E9BQ4AZ;?3h zK@hOT=WTwNKN(g@BuvB>3`6LBSyvR|XOeruj3oi`b)qLqig4h9DrB-^!h)bcEdJam z#EC&|Vkk~Igq)vQ?TR(UUl}%vRVpdCgo%+@57S&VU*^T6+65?LsN!cbF&wK?F43vRG!ssOcF< z6iF&+ow(dpMnX~0pcxIXR+R1uxJ(L`vkFeTTL-_6#C}Q|jL`;_fiU@(#fKo%)6T$0 z?_lBP;FnG?5+-iEE2EJsW$jtV)-NCMG@ufjW=xR~$Y~UzuW~j9^R68W%n4_N;scg1 zjyXu2pDPTL?#+o6(3aFUgvS#DTO4R^TVD^ud%;5B5l1AHbqAHB$o#-!$Pstpg2@F= zd;*mAVF`tC`||)X`e7N9C>3{Dq50ckVR4I_H zmQ?F&Sj;G&DlCT(g%dpr2_JoncQ*zN$%I6!=hEIU+y=t(B0-c1xlf(HI%(wPXF+va z6_P#RslQ3nUrQF@tN`n#d@X1?^#?@|C&8HR8f$fyjmm{ev9tu~`8&xoRRxqbjur^k( zFH~?|S8!2P@(5S*8dW~M^Q;s|sT69g6j`VgyRMX=s*)70k~XT6^{kRlsZwmLQeLQ1 zy{=NHs@4>));6lv^{m!UsWxn^HeRSUy{>@W4}=2cwOT} zRr^}F*43!?jc2WUO07p@t=B^B`|DaCsyaX6x&WiPkDhfwDRm)@bzuv25!ZE*RQ1uq z^|40v@t*aGDfP*X^{ET>>DTp{R1Mj}4LL>)Up*W0QyK~z8;TbizFjwzQ8iWwH&z)n z-g}O^l*Wd}M)X2s^L1k@6}nv*-D!mG_C)ulp!*xqgA3^4YxF2p)3|Wcq*2qfXVYv- z(|lvo;zHB%b<^q{Rr9)V^QKYrwrBHhO7nhW^Wj4C@pbbFRm+)h%ehhg=T?w#E3i_p zMaQ}2s!@!&wMApCrA#3k8`-Mt+X7b3uBHH7hqg+gTIoZQ*~>8JW8LrpZ78}nk{bs6 zRt!RR7+qnTa9bPAO&e({j9j_>sYN?USUX)RtQzXcen|WaH~X=18}}fLyw`^>m6#Jx zoXd-dYBpJ1nHa_1DO5}(iZ++CXU17!)8|cX#L=>ksWfb?Du60MAGYzDsA2boks7?whP7cgrBU`Hs_VlV z#yc8n&ZZhZ6Y3`>HJ-|2+-cMpCN&h{G`8$D$%CWgM3Y7-6H~x3-GRwD=P@HNJb4KGDF0CcM1m9k}lu=XilquCKD z8-n&h(Uhp<8Dyep<>y-wLX7FBMstz3NJodttY1p_JTv@7bHgsP_~Y|W8)wV$-6D?6 zqLz^F(&pobkU!Z6`Pf`j@E2e1R%Q+%!_z8rmkQhIpr+>7D?21HC6$FoA}tQoF?Ry# z(?cYd-Q)?*f10QX}t5+QT*Q>FO__h83FZ&XBiK&HdjRw0KWS;JLE}KW4Fp*QimPvj9GPXQ98jdgWxNiqI4WHusL;y?%s*E7 z(s$}2D&8L-_Cy>G9IZwXY<~P!p?CmhEm z{pRxhV@h}i9AAydYWe#LLHQ5?70qXOYBLexgYp^2vrF23!vtcsyOpxF<1;6o6Q#Ay zN8G!CrbocW)57w7wXt=E)7?|rHK@_|Qo3{1tRJl0KY+L=-%!W%v?)pN&tDz?_?diC zg1V5`SQO^o{qwDqXysz=58TL^%)NSPSUSh%JJ&g zGeX3J$NLzZXNDt@eBXZ^3L?^v;4Y;FCnkrvs1<=bxUV=o{6V1NXG#n;1WPHr*7UNJ z{^G0inJVgBrR{sWV~DXCWzGsb?ExZTMbc*E_v6QiuWE>LaUO^76eTNg)eHnV;crRe zrAHFi{2vg{M-X%wzn@P0${M>?0sed$b^QZ~qwIW-tJ&LM!TavSNhe!qi?~4G1|YZk zSGm*6?6&jUBIfQiQW5d9gD41-I#4JR^iUNn7j>28{7WV3mje)1Ab>Ko>RLsynI1a5 zo*G?~3L;`q&CwrQmkFcbbKIOA+mMSS(euui=&|^WgW%G}nH$e#d&Htu<8Cmqt&;i_ zm(n_M;@OZKFd+TPU^0I|8$?8V9=*S-m9LSj+C)wQk&Z@qsCN}e*@7P#cSYRRPbjKY z7#l!rqNYp6a%}Ml41Y`?o1oS8a_t}Xmaf2AbT*F!)(;Tv!O#?$qRYHdfHaNTGWm=m zS$ZtrtMt^}gPm9!0j-f&e;&S&VBW?+vmyM^Tu!LrN%`lPt4ItREiU8w8iV=A|%J~@Y^}aOeX`%GjBILd=<0nvGWF=Y43nD&M>BT6_tT(e!#c7mO zXYz&Gk^8uEuu$3jZpEVF$~O0jMrg+8);fh6pS*Z|=HhMr-^_;wxv>x9Tz>hG!=@dh0Ze3pO&FWvDd8t98gmBLp5CkR<}x%`iD`U*fsJKn0}9sB)c?2wbN`o z^^~Jkj^_}sKRu<)F}xP_5aE7Cu)6yZ=i_hlJ02eZ1Cv$4PYq>}3lSk5wy(70Qh2eu ztYcX%Ra%24o`FI(<$FV&A7f>a9be<;N(A-3&4nyP)UW?ch-hUEqKirpqe}kHxe(E4 z*LE6i=^yJ8bn*yAwd{Goo#OrGh36wO65eqo{@WtLd_bR78U>lwYF#erQvbxu+9tnA z)QcpmIFs)c1_aWj-I}lf0dr^wX>>5x)l=a>CSzwqU;bpKk==d59LF1YI)(3 z`2CNxG*+`(2*JQYTk&PyZrf*3<;921)VrmRJx2JDn-&zeZs3pj?BSj-9zYPg-TuLm zrY@-yza;FWMUsmGJ*{zy_95*A@3|t+E3)dQ-?Bo-)k8xUrwRAKPeapQ`19I7VkmHH zdlPk{7PYyF5_!(anyeK2Vcwb$_)gKnt=zcCejS?2%%QJ&5VnxLm0srFsjz*f>l7Qj z{dH zmx&sD=`O+~)tDn{^$jQ6N0C_uUy>>mV?T+KW3$STqSyT6q~a|7b6)S<4jCS;Tu+>5 zxm*e&x^erl7-@SElYOk#+oSP$)TU}(ydzp*9nFaxYnkxhSy8%*1<|jcA=j=ZA0Z|+ zwP>={{SpRZE#puGad16^&XmNNb}_KsPSYf$*wf>6)=LKs?YjUeXCORYHMht^A1B{A zzUWKYAyWQYXd0*+lD0k0#@^vEdv|gJSEs_CGPe+v>cxT-cxKz@tFkIr+rANcbENr< z!$wlRt1>@3@Uw1@wV{%CO_G;QiF2=^AzeJ~*A?^&hqejb;rLin_fio2S5U!`~s3X<8B=WT!SMptXTl|tybGHRlS<_@C|> zj`B_KHUbeYa>BN8JQ;-+$h^D2s#`jqA`fcK3&tcKfUQQ1!G#Iwj#ht!2A5ZAUd8Rl zsurW+fdI0q#ZZfPnNJy?=m^;(_tV)2S!G_Qd>O~6YP-V6{Hf>rEJR6o1>C)+u|VY% z@_2wUuG9CUV#Jyj_t#kqUu+|1HKW1Zswy(EcvO%ifl7%qRoqY_XMZ$5M*@fgWES^y z|FZ%|Jjvsri8S5K8awo~PzxoK$)C|;t=s1+zd0(+3ah{6TH3O)*s!F_PM6Fy*jZus zH-9*D^YihRv3T}oa_l`c{nw*{9EsmEdbBt%clwX=@fwt-RD%lH_@0$-Q!YJluF9Tm z`uOs@{E*zAU35nFb0r2Fmb;^2e*aYtUAyb+M_+3SDuj<5*{+hlCFr`VS`HPycycYD zb$n36)=Xr2&5EG$a&K#UblR+IKmMQ;T2b5O7?>Kg@hOgffa7fYjScnst;L0f=S!Ca zcVUK~3y%t+1P><96wy%Z2AN3{&O|a#At6L*PYP$0#{=aZ#+|Urq41@mPoPy2|Eu9w zKQ`y5MGgrp1miRV{Ggy0Fe zv*6_H(Ayqr<0{=+;bCwBPPNSZi5BXe10C8u?4;5?P%muLpy+3rxQV?Hlk(2XYnM?i z`h!WOz%jn#_@oD9Codn|3E%V|$EQC?IMbU!fgtKW*oz4n913-QQ^NW)NOg3qHHVMPpM0m*^>R3$bh9)faL6fYuu=@$Z$88KcK{p>06|s9yOt z$ROHz077Og#POpo0nm=UDS^e>7#9;nV_b@>-5zW%dAMvEr1)D5k|Mgf=}_7}w>?jtpigy2DmZV+fyg8Et1r_-F^m;KMJ% zew3Mj-54G)yi>$W3eGOQVubp+P{Hcj8G-B+pl%Wt@FTQ;^0c#4IY1g1+qrH51f2lr z$ps#>m#f2NJ}0)&Kw25kA2>xxAaSMjjU_dUyXIJ!2-)k2ztovfC{GTNO`(2;L|QV{+o4DUfB*tcFwxxuA1qw*1cE#jq?mKiY^S)9`v3v^{`IoX2)JIAQp)=MRXzROC>D{flAw z#wvF|GyCSs6_;EUmt(up0*V*rLj}Nr^?;#`RF#TLl?8dlwyd6=)QA>1?l=300$1fP zNdt$*1G}BL=u`q`Jhf)(5$?I+FT2Ahu z&((1`)DqNHB%;(`WU0Y#)e*Nr^PpOM4ziuFF&$^MAPEV(HW_CFbsAA(TDL&TuDaDp zkr#WTbW?E@xsZLlIx2k9ulD1%p5vc<)aYfZbzO^;D>Rqd$C(j=(OR0i269~Z6L;6r z;v6#Z=acHg$`fw{Wq}fz$<7+w&!q*^v^w$Bc&qqvmb5+zwgvAeftF%O5R<;|Ky*$% z1HuE`z8W$*?JP9JbZOdh=%GjD3d*?yNxWL57UQZzlZt$itTa>2pmA`Nw)T+rL;L1G z5)-=KD%&{`N@+UIofGRY9pf(9I=JfI>Xhk)j%yBqE{*Q9$*Bn+W$TjBZqW2>-IVQZ zFL4RJYML&V&U7bC*FLS+FfB~$Xc}i~a!5eeIagO6#;@;&XDO_Qx}C0#)O~xQO|7k% zvO4_^f8cw7ZkzFlm$#m4m}EKE%!esGd4}i)Hht|awUbnwcRKop9J+;dx_3co+72a9 zuaemrFI{!M5b3E|jgsj}X64AEsnDY!YK}SGz?skP`f*@&9hndbZv%V$?uc7RK+c?_ z&0Hu_KdnUV;2dImYw-4VDy0dMz+gz@JrO#pl`E=eGc=n=qxo@b=F{bDLE4N|AS7eR zuuydNqr5>W$1J|ed^uQuVFOekx*&Qx2|CrQ@iurff#Dl&RPR>TP;Hck&);-p)N*Uo zif`OTW8BVR+#zb*sbbt^V%+Uu+~aNB8*bc}X53$5JkVr3IAnaEmKr`X9=SCh#WxwF zF&XDDnGiLZR56({F`0HSnejH64L6xfGnp?jS!gm@95Pv2GFd({VO+U2S;aS9qcL6Q zFx?O}-BdB%GBMqDFx~Ms-3>S0OEcZKiS+r~{B{5|{%`2qUo>}tK>TZ){ocy`g>nb~ zot66s%B@LA{F{~g3*`b-O764m|7ztH4GsTtxoFFO=W;{;Gw1$qVlKzC{hzM;|4z(R z#}5B%D;}WD=#UjFDdz}=O)U_EB{vnexPdcZwJ1< zy853K{9i-Ygub_~|04+B*4+G`lCHD8{U1#CPZ_?iyZdh(exZM7@IU(Sqr=1ht*4uw zn)+8yH#al$ucU5iaq(W&{Uvp4D=Yu0>JB%~?qS_uRkypdbKj8vS6Fv=aByFezt713 zg>@(2zyA}H|Hsz-zr^JKZ=!Ygbk6Pnr*r=&=p4P0g3I7vIv2&B8W4-aD%1V37Xx4q z(_|56{ueq2d&v1e=p5w|29!e2m>bSy16q?JjTWIFNcZCD+{v&XzQh6skiN*rMb!gZ zvklw>pg8{%(S`7MXyyWV8(<`G_6EC5(ysPTq|V(Ga3(tUeHLIcYk(}gto!bFprl9V zi06ko3ko5#jAh+X z3(DVFwL@A%!SdS1>jx2RFLHoU!^<3p4)VV<{&0 zbUkTuaOk%;B(Ire}UpOP=C>HU5rx?EG^JF2*K-)iImCP$Tp zw6Fv3xM&u7cLd|zD$5)WismIL?trD+XZ<2@$8;dK2Ctl-&rl3~dc&QPdL97pBoa;0 zBjkW`G{URRGazwQOq1O$XBs31W5|%aYdzC|$5Ls3B)phE^j{$y5-s4&xXHx8*Nn|p zrxS1W>3}IxYU420?L_oRG<+W>+JSh}3hm@jox8)L)FNOfP=)r+w7l7)YE%W9NE&9N zyrjNNFmcxV;G?@{sN^>Zo}h;@nbD!Bn$Gn<*X66(xSS_Fgi(Z$0CN~Hl=IdVp2h56 zA}iZeOBaBM27n&YXNe-ZN{}e^n8M2$iNID%ELd+QR$v*C>LLIbI=;-}1*?eKlJN7j zlH7~0##HcD0H_Jb)3L8gD%@rwiSpMH%rkK(6hc0cpCTc5K%^vbh%y<|`F-sPf`W5~ z_<@KlA%uS7W_%7R-AZwV0OWm+TTM0MWExRb7VM9HNMIQ@@d&5lBd@6itl`o!b=5tJ z-@VWUFKULxT0=m83&$Btda=k+CQw``(iw)gh=1-AMCD%S2Z2i8&l@q=*t0;C^gvl_ zi>Ep&92SKhQcSf$kWZJRpZFG0s0LU8pmi0h(7To(D-kJqmOP0&L)24fk#-KPJEz@kWL{^&bAe6ab#^+B| zU735?&ON|_csb#wb~3WoHTmmX+&CBe`jfM<0{bWx&sRZlR!TVtcRVrG_SiA^^0lWz;;UUYEg zKb!aKBn7zV97%}b`ixe@6@s20OBiDTk`dNHc8H*Cdi6-H%*ZV4t86l9?noK;A_B}P zsnkpLNTWzr)lB9fCbUjBm#J?P1u)m`j=$QlF9aFKA#eLdLc%W}zvYc&LL|6 zF@?P!N~ty(s6o#i7v3K1ck+@}J3H1^m=qJi=(oB<7P@K6-Iyf;0kZ&+9`pfr-fNun7vh z*Hr=~{HhV7kQG4WL=d&>9nwDlu}7RbtsmHq^x-lN5gIT7$eRyiEA_&8^nHoRe~(fI zv=Z?=6n${e9wA2`Gz&0a@IinQ%rv733D2Np-}I4UCi`-fOA_*!nQa(J=Wj$Wc1o}e z$#Q7ri_<*$VMaqDM4hv!bsxUy}(z90Mg|U8I+TTUaMn3vhC|9*0^V2 zBZin^jJ`@K{=yo+H~E#@I&s)fiy~>QBSBB(Ya3>Uz_Oun$gi?)QKC9~{-Y9_3Zr1m z-KUY>9~8PVlKgRTSA{+gdLU1~USyB&cRDj|t}=@WE#dm+>8d1SmCA{Am4i5lv@*WyWj(kvN6eqxRz3rmYM2(m;35YhrR38MJr#&k6+ z1t(v>j|9sB9f)MDQ59S|Nd5p2g)xTos*gg>CzCy8J%L=U!B-}mmr7c1E!uEjZvYPK zkX-TFPKfnSrWj*%3Nu}^Y9+si-oDqM`s6liWN74%HbJUvR7>xg!qgXO$d)M|Bq_zI z`n%R^d&>9Tv940&Ne%u$q9i0_sMTQ7vmwR=)jBnJ)Zi=^-5)`Xz9b5Rk#Or#ECL{Q zW&-LfnPq!|2gu?LUiot@XJfO6U~MKAbsHGRPlhX7*dIm~SnqSa9Yq+CSI3O&dHjd# zT4(G}k}vp0eOxfeP~M<&Gv{^aJ3ZDSCzv5A6J4!6qaG`d9jppwe;Ir46aC+%wzsI#Oq;Pe`rUU76!JJ@_rxHF7+&!@6-(Y0<;I{dI zPcfq_lq%o=GJTjBuQu2h0~iS~A_IWSlxku?rN2D!fqoG8H@LMrnB0MdmVp(dZ}b98 zNAB`)wJ!tYtwFl7uNwf++-$W?Jt#KH{@(9-I)N=^0yk z28SFQjT%i@)n&juqYLA>fktM~LoCyuZ(&NAC;+o23;+hVfh{j#es&+lYdvshJ-&Vc zU|4**M?=^eJRWv1g~;a(5>jU4Mo?cRpI+FIycbl!uVFN_1`>wY)-A z2hfZ+jqeq;M8dMjnH-&9Y%X9^b6676zF`$B7sCu(4*nDe>bRJS?HL#>}= zV8ANy+Fw~J!Hzo;8v_OTLxzb3#O9iVm3OH>+SV`MauDr&g&+rl#(b6eV5Lj|HeDRk zv!n)?+hdS6wsS0uJE>-tzp#hiPazRJrulOx86!(KbRB5#$CCe4(cb_|?hFeqm4bUJ z<6MBtUxx*vGjq1o2hrg;XM^<_VYQ0hBr_k z?a#!h0$6nGyW)7!(Q_=GYQQTb`>?;{{a_WB4xDJK&2Qpf`8`2sL78?QW13-P60Q`9#kKX9Mr(~BqRJdTd@Y?!0wU+43*qymj5 z-(jw5Xq0`B(oKh~K_&F{{e5KhkXYIe^)1v{Eqt&)!0gRfU|%yMowFgTLeL>YR!g4} zYz?R$3>%x9)@H`oo=A#hI zh!N!j1OA5bhVb}*O z(3CHD2W9+`r9GXcAnuCYbsbe+fCf?&9|rQhdk7V+%)SkQ)tRe3w}$iy!m3tNm&dWb z3Bd03S#yvumpxfIVOafWaflmCg~S1$&Y*TZ0Y}3Dq9KZd0Na#(VS9-CNUCOpL=et> z4}U?%TxC#=G9e8}SuBX87v{nRk~#so4G`so5L@G_csSKK|AtMIfZk8Yf3kw5whAhj zRpOoEq^LvV%5YGguzW6POc_+`fao~R*5oCq51UxM0+xq_Mz=z_^cYBhwN7KT1t=Un zAM8RZ(&B5dm*BXhXT8NvYF58`g zc+8UNOjjUZk6wy~el^F*S%rq&Wr9})oAjJP6tNH|U#MAoQXUcR!oF;mQnPjx7N)yn zatCQvd{ahL)pJ+uv+EWBbt{HQE6BJN%c~WV+KPj2#anD8xM_t^w-Jl9!HwHUz1qlA z+bGd()c4r!rVUBm{!pZy-ngC7tDQNuofX~AzSz!r)6PZR!6VYaYuxeFt3x2QLkQg= zve+SZ(;-3KDJjw^ZQLpA)hVCasfg}WUhGu8=~Sog(iG{^Hty2(>e5f`GDLS7FLs&U zbeU6kTZ(jB8+Y4!b=#$Ozd(1}FLpcLbURV^ycX$kHST%i)#IMpnGA1VBGuBt2ZdMH{=f88@AXRanl<~-4`v=7i-)X@70%>+Lw&}|I(aqz8Pqx9&8sG z>@*&{@7njK4)&u52Nws2Zw5!HhsH&QCXI)ty@qB}hvv~ki;F|cH$$t`!|Ni$o5sW2 zUctF zC{EKT-qI++?I?_9tS$_y;DbrpT29PC3U?UelUAZQLQpjo&>8_AlpqisS!eeuJL&6{MXJwCO1*0a@)8+~} z;2KLaHKKEJ<EscyUkrq3Q?BJ742Zf)b$5_+GXYtAQmWGoYfJ-W5RVBj* zLu4H$!?(9&*EGXZH1kfPD?Xn?2O6KMPd-Ek3hxJ^Im8!wj3hvc1^n#`+)#cCr z$ITnUP5n}iR5)V&wC|U$hNuV$`WcotTie!>yf)iTH{q@H}ia)TLawdk;NOc zsM&Dz0>>X}OUGVAQyOmCUWarVf#x2a+qGH~T9NlX*2}amv^~zMwC|R?KSaEo83?<&RTns3SKz`=z zuK$CK73=oCI=Cx8v@G5yI6JgF-0yQlCci%{(>%a@y|!`NHMEReGCdNSKo*;JcYLEx zfnj-_1dGuf*oGbU5ycNve%Gcs9Q-+sV==+%?$+=_qSOj&i2l&OREQVPcPuurh z)x*}P6E8m8Bp5dII|s%Cl5W-R`S;ZDS1{6y(<`wPR@9M|@W4KywdM1W2e@4 z#>X9PXL#Iak5`%)ea}YIkNM148CPJWBiQs0n5Z5Q&mP~OU}~s%3EcMwknjhM^D)cg zXW|c-)(eT$AIr*R5GjcN_(Mz0PyX#e`32<&b_nd82z4R)06b1W1<1IdvpD5^aPeXU zb`a66^qtE2GqJ7N8BF8k+0ALo*e|xzU$T!c^6^h~T5`S2SYNLY2R#mP&b$QCT|QI( z(P(kW!;Sk@{g?5ptFV=yuUaTmUy;PLobrquduC7pTJ%Jse)F6F*lxRjHeW5j{w2VD zB|m!c!rpw9fa>XEc)_bHo5h3zwi}7ha0Mp-MJuLY#{PmXRfiee%H-zj>WQiHW!;^| zt@P>UBeU~tyBmYzv!#|Bg{-~Vk*;Jls^yl+XrASR&t2HBs8m|u`JCsOAASmncLig@ zG+goN^+#7x0Z;^|_3VGqIeYS*{w@JHpJPA}ORJnR$upaEtJC#9HjB%|_1W<)r9^I< z;hg_T=L8uZh7fOst7f7C=e1pVHbzsK#j@=L$LafH*`ic)4X5^XiVdn6Cnre8bjvJk zl6hFCw|W5f=0brU8VpL6&RfH|Ml;9lk44p%wuBSdyPFB)u;e9T9E{>ZRHAvdzIBRnwN~{&!10nt6khA&0ok4CaY{*-szL?TIA=LecxVM z;2B{y^CnayUvTsLtPr_Q%Mo|!vO8AtCfritx64LBOlEcejdh~HaOr0zGgGT&=8D1Z z-Cj1Q&o_awR%te@t_%6!XTI;KnNDy1QGcn{GG22n&;EUp_^|{Ql`DSTGLcn+MJ{ou@cAhBe!z7ZH;$PVW=Z7kJQv=Qtm~;v$!H~kY_p=*Q9FR=@MRbH`T40_ z3IG(%NoDc_Lf_+F>?F^a;%dj2k;+>nKZ9k(%ENH~h?Np2E{19+XKD6$^{}FgV%2vK zJeMJ|f|Mwg!gS4?+BSA46$ODG=P=QWbLxGTIa4+levw;VSJ68r}KPH{vprn;>I5MQ<5ZMcf-J)6?` zCjE9Qe|iZI&j&?|_;E2?oEZk23-VdQm!qKq;j4g|YU z_55%tV}^56i@%F?PKJ^5;Ujzfku;lWnKAvGOZw|ESh6K%BQ?ev12GyT7=E;P`{Woj ztWWrCO&Grl_^{2Kt42w@i%?!>Al5K^PQ1yH#baRgv%dBY^}`xBEL8jH{5N^>pYsQ} ztSQAK;d#2%HHs?z)(8FFkz@oq>+!;l`VX~q_hU3iTWwT!d>R6Z`x&DREt6givv z*b8c_eRdGQz!w&3&M8`^O8#vQNu$ZkOf+}xr@!d<$>^*TAK5M?CMnbNXJ zb~m~rGSBR;eR5ZGT)ew=4a4+N8v_APOJms3dni5OU4-9LR%}zCUwAO+e%OTyFfZeL zD`ox#ep#X?^C}=ugU$s0sl+>~N3l|K0Z&D%qu%w{P>^12O0`=2K|EH_>w=}~!Jnx; zL;H^{b*9)lSyI6Ix-qD=UUZy72UPx=`p8$)yqI_^&3s%Z& zE>lPM6hAuhP6Dfgx-TMM>1}U($>Oz>llaE;xk1vB?guFMF;YqOmT2=^^KS21P8RlN zf4m-Sul;s&B$}y>{+%Vi@1s%apvnf5vHnU4+oST>F^Vp{O|TztZ%%MoLx!t}JBOHY zj&o(KDs3{BuSXkw=$CyPSM$DNS>hi;>iIrskGsr<@UqAR>cbI&Px3;~&%iz#^v?vF zz5+iv~&@DOPPr;-vn(~tt$Gf z7WklpfuSeTxh~}td^v9yI;d)%9 zT*`TG?9x6e?z^i7gyY32&);K|sBSY1R)*7w&Dias&pw_)?=EX*JA?oCM_ zFf^f())cLNEzK@$pmp2uAhEq5ZF}xzXQzk$-H-EFl~BIVQX>dKJ;^sBa$CeU1C?Vz zV>*?azWdf!ds&&p_W57^|B!xc1K*d~9c~234}^zNESze2_B0_(n9< ze$K8CU@OKF%{x7po{9;6THgU=PiSa(upyfeI}xaAnd`cw{*}+EYU|jM{(%1Eo7^{} z1B-W`It-AxZ$-nGC|@syCXZ+TDt4|ubVj{f!G1U1a6R?1OOeS0kg;8J8psy;o2qh( zah9)*M$_~IX#Vu4PWxrx_fU{<4t7uR7pkW!ZXZBK;r(wselna|p_LxNGk67WrJO<^ zxR{c6C5q4C8$%q7lLn{G1BK1Vr4V(h;>RA-pd0dVLW9HD;AE<{irPRI+#Vq$nQ>m=t76}B4ZJ!(G zFJ>ydd0zV=-ld@H>|;8*Pl|MTJciD0s=9uj{h96PCmm5MF-5}}E#DsrDU0+*Qcfiu zSW4;Pw<{brbDvUdpK4+?WzZ?@7X4|@Nh?Z2$d)oK5J$fu2HrYkY5x}5cmqr8NVIb$ zSqQ_gc%6Q8C~MJk&6vkYm{=S89HMEoa>wuM=9Uv@`xKR&xIiPI>28v)^z$1_z;=50=@6=-AG*gdFOwA%UhY* z(L3kr@?4hUf{>{3rK247x)5|%=h@xOVaEC8P#L$1v`T|}L~N$dqRXZK6gABZ!qwc)tp9}Td&$FyMD z6KmBqv$Kagd=VP*K-Ev6SfDL;mz9w~>JlWn0Y3-Mo`b6F6>ss7fEYJp{cfT43ag!9 zXGJ%V!)e5;I*K7}XsR~iN$~k>sFgzNBDqw9y1=nyM-i2zcoM2xy)&*5z3C#UuK-g7 zg^~so3rq^KrN$Z5(d-oAQi-rccI7ZZu}unQbO^^}vG$DsyAuFU9pk(}s*qU*y(<*KZeCEe^CAO#X+LD2 z53hnsV;A9M*PdU`$d8^6?0w<%@-MjM{mHvmJi0gi`(7U^)I9Hs^@60Na%Q7@)4~*T zcqwtL+x=nvE5r&A-v0SApMo%oSIR-Qshr0y3c;(2;Q_t7n%(|Ra>wlom0o@Mv5M7r z9OBep%Tqbuhbcu!DETV)`|*Nnm3!GFgqrQ4EwKt;uEZZk`eJiQQC0SKNDtP#_Lf!+ z9CY+NnCS0Q4(dcJ`y~a6A^jArdy4%AhOL7}iU(X!zL>o}5A_v^rG_T$As_BZukt|n zUKj!IP>@Ie-Fz6NN_)^@jyaZn2qe|KIvKnMQZaeQ6pW|fWT={Dr@BKOhl{6FaY(bD z8ZtGBpkkMtv*wsT91g!!)qLJvXkF68tMy_>aPIk`FRYQ7vd&8 z+^{})GpTktIV3_c7+@}iVOaS z@kWU;SUmzFzEb=+@J1a*qp==96nTHSA=2)osY)6bx*e+~bq%3O3*POd2R3PB+No0S zYIL9F6(YOfLkSgd&4$*|Kl*(M>WYA^FK4crIX>gFe(;h@jR&l{#?P}c9KX%yE#%5q0px1njm?k!!0wZ-lRhh7AIID z<&v46xzs9#P19V7XBNlu#!Yu;P8ZnqPq}n~sdKT{rw>l1Gh4Nu)XNls=*0N+o@weT zO+lS>#Cf6JiG}L!I>>j`I?3uYGl}3D5rpx=%&ocnyReZgi1xC&`mKS6Ki_Aaso*<} zi`dp;cwd-)FnH?SQc!_Q)U%~d!Kqn5pT-A=9vLv13Lo5*VeXHF-W0F!n|gf#LEVJ3 z>GxX@$GkWCi3zap_`u?e~uS5KD!2jTjR@VK34=T77fgwl^G2#37hZ{ zQXMU>rfSs05p*C-+7Ap?W(_B4Oupm_n%bNE$kEK-!mo{6nwwgjTs2-)X};?(37a@F zSut5~=8I`TEMuj~PShE19yPBV;m*A@WpbDtcf(tbGfhCt^+HSzyT*4IrZ$dDnRHC* z%}q`(mZgfLW<^)T7?#%ga4)UQtQpLT>rAgoR2aZ3uba#qbC>p;aGW<+u5uTO%}s%( z!{57tcSX%z5VNP$IM+7jzqC!WR!yNFXF%!WCr#$=xy!#wf_t`By{AmUre;Lbvv~1A z8KM^cxn?0j=A@+K%dunl5f%yF^LL2gx78Nk+$=tFnbQ(X+~fv<3Dz3}C*~a>R=Lk*G+1Rfh=xI6 zjx9f2`FBY&2+XG&yaw#B8)xZFEd+bRBK<-rML$*chbS z7=E)cYPK;RwlP_@F+H|1`(tBHU~55ZYsqPAC1z`_YHMR^YwKwH?7gjBgzfWmTO<_n zU(vtT|B#EvSR{YDfBzc&yU+doZT+><>)!jt83yV5+}{B!>wgyiviN=fM*rT4=Kd}I z{V&K^@So8?AGI$ZHA?R}W3W#7efsad`}fx}Mw!*znVJ1l|BJJ&OL+cY^}l2XbeTiZ z{|Ep&|5pGo>uuXTXH4|Y`QKBi5mYa4A`{#Z(+cW|Bf^MwT$~AoRP6Ns z?+N3t`!?YD_sf3>0O&U;+Z7*P<97ILDnwwI?@H=gOE72In@WcwtvV^5sb^+7?d4)A z7v{-)V5e)#2O&>Cv7%1zoc5?_lbn4LLRlHuvZ|7+*Z@t8IUzvOu;lwPRBHLhyw`s= zgOd3ovqEUPh$(jq$O?G&iKTrd{eUxm0c?p1?{GO4w?7W3<0jCCj#Xs**2aw&gM-?0 z4b44?;sgF<#pBdJ{3zW>d$qQwW(^CGMnxF2`Zkm5;7X+bKkVISP?P_|=ldiiArQa| z2puH!j)3%{2}L@F-lZ!_mm*!dH0jd8&^uBE=~a5~RgfZ}C@3mm$>I0kd+*)7chAm! zX3or+IkQhPnaSi?l1aXKU$4)@LEyv&2dwL|5&vp(g2QWK`36wx%npNeOzEe?Oi$M5 zdLs1X0g{YSEiq;8DhH*}NYesQ)n~2ab6gp#x=AGxKq@yiw`vBCafV^D>TCeW0$Nww$+EjY<;Q8*%+LeMBsG;7>x0`sVBN zKT@jqI8Z;99XLFGVDH|b{623*XW*-tVd7E7f2+|MC*&hoKfq)shw|!Z)zTYgFE}W~ z3BEvojpnL4x1APlns=2G>ij)BcHF8Ip$y@rw+9uVZ?NdjL4^wT%ln^AP7BK7(0|Uf zouRSUNPwdbezlX2Uw|Y8bcOM{8GszGV}F!&hW}15WH(QpQ;zKMkNIq!Vogi`_9P~J7;=pS*?8chFe{2IVAxy-dN!#Gxre zHI?zylxpR?6va`{RvU^Zyh&30GiWii0rJxcocpg9+GqGW0v`g6G3~L0>$0(HA>eAL zVw6KPHM@L$4At9_YYo(Df}9@k`xjuk?j9KHdxI$TbqEJa3&d#`oy4%Hs7;Gf+xLx5 zGI9)oEHDj|l|Q3oAhYo$MLs7R$L9chvDjw?Hw%PwNR|p&hA-Q1$l!f{KrX!rtVP z^Xl5L=BbEs5gnHUq7HekxX^X>RBN?CjDP*8^l<^Yp@*0Lt4I=6KA4u_A$@hA_Y%cd5LvMzfvIB1ywy zJ%wMO%`xvTv;7yILz~e`FwAbeERY2WDJ6PCcdc7CDFVD@1KWOyg^BSZQOY#i;T1{> z-cfpFP^$6w{g|%+4;B?cmlsRTM@mI{-&-Wy`o!r@X7pluTN=*aa)pEB{mpxfQ0m$C zFl-c`g0y{c)QI565>jbEm9K_v&xr#Y7II6RKxM0I$)a|_ZVkk7Es$9?*s9{3^cSdN zo4vT^ot_q$N_sDbfM}wJzZxcC9_f_4pcz)=8U$#%QqYOkwEULad?Qr$DISl*vC_0< zU2oN?7}*#>U!QkDyWTc$NDpxgoY5yE08L)abyVyv)|ae5!OQnQsbh- zI_ti@!B-Jz!x_yx&13FUKS zw^zeCm(|-FK%}%22X{E=*yJRK+2t2vtXi>-&^JxCec5EM{u0W?nbN^qG}ymwn06| zdN=K(AZ$eP#%oC^wM0@1n|?%TS@=s?`<02sZ#8UW=8^dz05 zctrB-3`FCuU!_EKEkSoXWmqF_>>)!#&qAh?2(+0HX2-$a-f`y?)tqfIzIWJ$%Mzh; zf8AqogiCkYe%Nx~M4Z?!tTLsukfQzWi3f5+cXHB#g_WMK+opTjM zUGKhmkKTT+Uy@w?@UG}4y7i=>VH(BD?JW=;87A2Va8NY^BtwXe003fa8y0eD9=?U&BDW_~k1Vkny`DEc%(n zPtwo+o7%T7L(_r{%2|gAcn;o6TBpe~NseIvKW(XnET+m=+?$s2NJ2X`p+iC8jEfuh z3}^?eqw7dp0h0U%6Jjic{JURilqs|TwoRx1xcLzR3!78&hR=|ql3?8coE7g4Nk$Sq z11}FLk+eMMdger4COPtx3yB6MesVFn10d=kxG0SF2lDebuDdS)2d|*fx87W>?nK*H z0V14o*mOn(OA_gF`B*mp6P*Ei_yt}UtUuhT+g0t>b2E;Mo+upDzIN+*QvgikVRi9a9I6-v{ zDR}@-LXQnRR6rD`6D#Jt(R6jK8*uM^coZU{v+N1)InvWHtUKw!6KO{!5sbXJqu=WY z3B%yz-QbQ8-ST+=Z?TMzM_pU5tNrvvc}HKRo({frYW z?>+Dc=0g;cgzQd2=sh7Kp@gGEAQYkog%6BCI0w=6FtEFGcbyLn2Jp_%Ap(04B{`RG zah;qa+tY8Yc>y^H%J(J_Dvj=1kms`q5Y>5NF#IlO4|lR{*j*@y^8~JHOZ=1S`7s^O z&^a=hhZu@A@le!*>XLeh!QXKK9d&}N62O*ZN_`!WB_1!r4W`1mjjI8xeQrtwHC`eK zfYZl?RFu^Ci8rIQdyOiXb{LRt(nG4Isy|FRpa=hoPCQI?j&RpWlly}$rnTgiW=fEP>f_9Q?B4yW-pE*8_&P~}lm;)T~i6Rt2s zl4KtcDXxwmiisuZg)7jcp{&hFu*%PSfDF7FA6&NR0rA8<$Ok0wg8CL3$VJw}Xe4zc zlfsdB&b?w#Tp@@bAfj1xA`&H*p$B14UTA^xY~JL-bkkc26*&>M8FhU!-4Ap7{rCn= zB}3A)tFpuc(sNGi^Z)KNCX-RcfxR?OW^s1@L(L`mQfre znbe-1Cs8CT9goj%fYbN`IUu;NJ3t~OD)G?bTwU8U`Y|X8Of?J?xd+U7LelWS6YDhc z8Lc8J-fMn*{m4W-uvSC`SUrq|(< z%h=|LIsXs(_n$=nx_<<8pXYR6ws-$t>;C&6%Efq=>zO^V$w&?N07eW^>S#|SmW0PT zO&9GwOZ^HZNdM*pi~=Eu3jFDl8d!eQX`j4;f%{NsC=c1yLvGJS`fq-6llk8F^y*mx z3d|w>!M*TVPvRPp0cH7tjH7;k(P$K=7CA%e-UDNgAMgsT>1hJoPc%)^N%REiZfbxT z-3K5uq_PsE^zIOCcL$U^#GIK9!>6EX4Jd+$x~HM*ynr8lpA#9K@KGPpl?A*2MgB(W zeQ@ymMEe|P&5CzWAV@%#9f6sm!N^ave9UR|?m5Jw5LRHs-Gi7JXUzv1fhRwUs2*{{ zlGp%nd>|lzAu9evr)^zPGfv0s*jFD&7jgnlw;1#79f=YF8r_MSs>fVs28nzi^w!FK z<8SGa?j!%9T#WB|6FA`nhH6$%IGT2^()Z(4|BV$7WfsK1ya*%{1XJhfuyb5YhFJat)G?? zRDhjuQCMG1Z4W+oW`+dKVBhf4xwi{rz=d4Qv_i8DBOt3nP^(-Ke2hteFfnT^1;I>1 z**l8g1oReJFiE(~!J_7570hqcv~Na_Hxx{f3C+(b&BL^T&6vPeWZ&v2BldV6w*g3& zhrQ7ZeH_ndDl~7-LMh{z*Or6qPMdfsx@d1XPcySX^}3xeHz03&QPOge-ea-Lsi9Y% z;bMG3M`2!uWr4oF-YUhpJx)JRkil1I)}Ne8X4#`_?d^4GQpJ;{u+wEamKBcBWiWoZ zgGr$`t&doeK6hh9re=lXG%W2;`?KGJ-68tS<8&3B{rR0#@*d`Yg}XXsCRmV1Eq z)^j>7u*>!amTyBwbfI5vMDo+%!{jM#h2_r^)Q>GYVnp0klxaU{FK-2*PAog#;QcXY zG~mDUk;kZC&pV!g`c(aBkds@eKd8XGjv99&4IB-Pu)@UzDlv0;oM~A5beoNWhM{(Z zcXR6=c(w3(KdTN{L}bf)dsR(-hi{T*exj#HWIEhsJIa#w27NeU{k`NQtpY`l+O1s| zwoR?cd93TUzwXvW)sAo%9WJ;Va{Lb4wc~BGce1t{b-Hydw_}<>FA&^ilD``*`o6%W z>vr%vv%LMp`u$DK{dDloM%9Px(4FPDz1tHE_|CxDwS65z7emP34mO3oca9&5>vxAf zeyFV9dmFd!+QsN7*%5t@DSfj&1hlJ9v0u%$-=cZgX0zWEchnX7p(buGW|OJ1wk@xg zxmKqw^!Ok#|8S`HL#yy!5yj!8=t{xZ(d_oeZ1az+^#|$5PrZ{Lm)Q;zoIY)y9>!}P zzh^s+Kz{sea~xLn>5I)#aL&gBoudz;AN}Kwzp{Py`?zN>^yxhGv%ltt{?1jR#~=OH zV7ILyCW2e_ldQv=E%)#+vlGqzN!9_1R_H4jK?e<KRRDWL+rIoU#Y;}q!o9I$q3MmRa8VE+;r2Z!GM3Waz5ysJg%bs=zw4Kj!-?l%Cx{m}D0`oBIfpdsY4H`$!oT#9{T84yg9 zX{V^$77Dw@ZIM}5^umYi#vLa*vdtd^izlNED5*Ca=kc?$%4esLE|Q3R%3;R zukLSLRu~9XT1>$S>WpGLdAmrl#(Ls#gZ@OcgG z;KFmBDfvi8#m?fVmy7o{e_s?u-!39dD17@0!nXRW2&MfA`h6kc?^HT zN$dhlYCu^kL{6g=4q#1^;In)2m2$kR-lJ9h$0WsES zlu2C^_cky|{N-L^V#)8_tVM+RIAa#@!u5`oHbg}Hd{;ki$vV}$M$JKmF}+a+K3-*5 zH|+Go?5*|3Yvu|0c}Z`2llFYpdnP&QINUVTUW<54c`pgdz3b$)WMQbB7Ju|qi%Zt; zmrEt?DNo@O^{DJ|!H!J`xvxzsuY+^};=!6n_`+(?xowj2ps(`kvh##(ywclYizv7G zN0PVx2w^g@3r- zynE^KheCmX>35dh@}*1gZ?^sBnW_@>Dwu97q{T>Rm72!h%-M=1>XIi<>Z5;u^U8HY zJ3lwr%_IQ{I?r^9h|@>5v6jVWC%V#aQs)s>#7~(K zZmIWcBaBVHB5JDFHCx{7olBR%I$`C9GXqTKsYMyWOKJ<{eBVA-aLSuDKFA4}?libd z!0J#jwFE5lH+;+}8c(Xz%GftziJsm`hkX6S5 zWK_&4gfGi275BFEBwR1?@4x&Pc2Xu%A@7;-U9veD-Eo ztIvN966@9(nXR)IJ#tVI=Rc5jTrRlFX`e6FM;eBWFM6sotO%q(3n`klX8l9duMv6I zfBqrxKy$HNRL^I7C+Pm0J2xQuvYypxWK$f2_IbKla~B-> zxdgxK!raJ&xikv)!+|?nC+fyam0VJZMg49Gl($z5((g_`(An}z(b|IQT+jKg<_j50 z^DN|XhgS${g<(@KiYEkS=BM7_Yut8Lxv>w!$HFUb-X<8(0xXwIHls0qmk)PaNBw3N zMQ-Ntd`sld$k0lPEzP#mD-PrTARJg~Aii0wCzxob_gKQ9v;g}++q>eW-94m#+&bU= zT|Um7>%`f+myWs;jZ=JFGy$$@8FG1T4B^++D*l-*VUsTlT9Bp+Hr~ zUDYqO6|4bmnq^KxAS84wHVlWm8KX)i*sDFxFWU)L z+>87Q4%NzZ^D`mMxQ1|j5s-Mx-3`6g*9TA3btf zf#@!;Qr^MV99=jIWW3%_FJ>`2>g&2(Yh3nL6WVa;Rpi#*E!}HoUVY>p+g>+w=O=$$ z5YD^Gb1`zksNJ~0`N`8!w*IIko*fm<2j6!#zJ!fA3^}~g*J?+f>+y7w%{d2EiEThB z_0+vmiRxU$gu8i%8D-#oHZ8f*x= zKjm$FvQ#$WslKO4Pktb$3Vr!$NiK0ym@2 zmLhec|ENmaY>7Jbn_r;ibsnT}P5-{yZbYt~gg%X5$$cMXxKOSg$J(>GM$cx^Sx09j zxz!4dmsOqG%w`HqB_@T9Tc{w{*g#q7;x{%~zXhdj`k5Av{hHDqM;<(6qTeJ?z4_rh z8($iL{M<{Ffp`@je)!wb-+w>qNqr*G>F;>Pr7j0)<=mjd;JfP0#N$tzkzI`O57zsL zEqsPpA+C$X^0#}0S(-at4yPj+?~d$C;u(b9()3Mm;x||Zt2*6gru}j9U+#@~2YsDb zx4rhBdoFu!$tpuGS7Lijsm5mh^Wloc5-ow8M)XWaj7xs&z30V^TYqzqrg0k9FI%Uk z@(f$UwLdHA{W_~YdYsw*R`n6iDT(u*V%ZbM4`F4Cn@aX0H?pfwHsP1@8`Pux7__65W;=>FGsdnU7wdc^2M3r39^$mc|vql^ZUq(##PrX_Mo=#uYsYkoe1? z_`|L@<-GUS5r*<6M&VJ%b%R*Wc#c2jO{Q-IRxfY!o*~-eIOtLJNO{2@RiuR9zY5Xz zqM{)o6y;$_F_=;S;~OTXZwD^Kh0xV8N1b->=*LQSbb2Gj4cKCDT`0vf$cv@M^y`^+^RkS#fcLM1*?XY*7 zN~FAQ8V3&QbA%xBJ7A}Bied9rP4O|!%xQtS3O=a9XStecWSXu6>VjArJ9SFh z-VQ1~jjprkHqO+j2n05MgzM|*05oPWmntq00gWFg%^fc(*Xqx~B#CII2&hdelTHOv z4lBj*?4qd!wM)wf=+L82DU z)?^b4yDTH(I+85FyMbJ(cBUJ@OL>#*T39?s+$CP*2CdkMnkSEHz2Zz%E zmDAiTdXPNrH+4FTTch_prUVw^d0b+7zw6dz;p9gq2qJlLqAH{wWaOt2S_-7I66DV% zpT`hI>i-ziJYE@>^?oj=5F_=6Ua)wE{9@$xgzn1xY{`|Aj8s!+XjGP<(A65~HXucm zJRg@wN#q&4_0`Rt#%T)~+%43<`-dFo9rM&YiPeQgUtythX6Cl|Y&@{At)?q(qi6CW z0Yg4|eejkZ3$^lw;poUL%L0P)d$th`l?ay+Tx@YO7hxDrSuCHTbElR&)nMk9i8neJ3oAKT z#iz2YiV>}ZCz}>etOT%37Tc|sPOM0fktgSw>FcldI%-#2s#APl9F$(IJr=i+AWLUi zE16%lOEzoT8!9x6%W+wIWnlWI)$EP;%2t|wb5cjU#AHh(Y5nn<=MGls4v8p=rp@}=qFGyNOv?9FF{CSDC1XHGBA z4Nf%#k&L)l;yEo79F10Jrn~nLlbx2?^QI@s(iWS0W93luM91|l%enQE=w*d_+k-lZ ztrq*_`h!yvj`bBj0e7_~4z@-lSd-*i zlh#@zyR6A3t;sj7DLz|Y`)dtQ*ic@#p%S*CzGZ{bv7xzVL+ffo7i>eHV8f7a!&qy> z)MdjwX~VKt7o*g)Q54TXtbvj$5{zI<{Q*Y`I-+d4g?u6KwhNZTV|$1-fhn zCvAl`ZCNS)YXtcJlrQ`r!avdfVd~dU;oo+C|L5xOP)+ShFbvnMCTME@Z>qn4M-2Z% z_4hv~eMrGd%yqU7`{nQ|8L{J|B2-9KM00njqCqD0sKG5epiCwRqr?3xpgHN z{>R?0xA%X;7mkmPu8!{ihb`cL@rD2E>Tl`4tN#9-FZ?gz-@o&P|99cv$Nwx}_)q(H z#TWi3^S}QeRDb`$Ui?3N;s005zvBOmFP!(@r8>2Jzt1p7x~xnuZkX=)`V;@ zhCvxx5XpIMqVPjL+3_Jy&dn}t4?cpHR0$^n!k5!tH!TbUSp`=Z6vpK%^MT@pp)go1 zKWVv2!%00X*Bw4Mg2?mHz?71fU*FpN?w-@^CkNWU~d~POH2L+_qhtF!r{P{E>me^uV#YT^JKTC`Ch-5Ij$mEaufzh77ap1p7D7+ zR()FjiMkO*KTuUhv7#~9L0tc}GEwfyr<>DJBopFSzq;)k3KfuN*fJY|-6mR+DKYOv z!zvo0#Yn8^m0WoBC6F`kwI*-{7ZOfz9nBi%Nvo*Fjfw?mo?;o5-@)Nyjw+bna$=Cw|tE4dKSt4MD6k6frYfDfnioVLaBrO&&zb2ZF8mix?XlQ6xX zXGhV7jiv5w-9cRBCvoDI{bJY6nZ(Dg_JeKU^W+N?bwY{1ZK8QvdCxRB!+FI>UcmR* z$1XpOiQ#^IRzg7`9Q4W|h3Zn;D!ljS85_==ln?@(;AmwvNC5vMb8Ixe)L`RUC}|9g z9F6HErM2P6?Eynjk)8U`Z9BFdEYUA`Fvyl-=3XxIjF6zS z4K;D73UeExOciBMZa>h6_9{@3t~q6QJ22R%|5~X({@%8(Z($1}Ep05Lok$|T4*3-o zF3$-e&I>~;LT12-)-6&U5iCqSB-u1x$Pg!IQn~4_F2LQ#CNs`P7Jvh8VE93zNs82t z=Ot9bI_Ss)ELhJZ?C#YOFh44cOW0Oj;QnlEZc}05Eg66vm`#fIDirpQQ4epz=<@o8 zGl*W0 z>8mUxqDQ!@!5Y!t^RS6Wk*yA2JZ zh$z@e_?d&w~q$7`@kZ2B0r*P z3Ul_Dqdv0OHaaY4`b^j-5QLjoO^_Sct7{K6L(H3vA>Q}HhR-x%Cw&+keFZ=uiy*Sn z!(uhC1}jv>qlE-^R&v%piDa_;xJQ?<6^ZASF{IlpBQMk8hr~@g`wgK4a>ES zfGI@NcB5lM1q;o+>7$vq28hGsN&jUQw!!WQ+ZJ>%%Q3`j3iJ- z;Q1P=7u#YM4zA2XRD2i~qk$E-AIRjUQS$`54}{`I-N;9_g-Hs-QLD4plG#6F9xsE! zf0MnwcTUA87iL53)T+<2SzCyyj)OI-yCSMZf212phsodckKA~LnT+L&a`bo!)m3ge zctfhUoq^ttxH1d%#HEwz{xJ(TLBL!z#t0o8NOQoPBYi~{63`(bFShsv)Q)^KAWp(2 ziq%(dsm!gZkXke}J&E#Q#kVIH>TR9=41A_>tZ&aNY5DR zfnvwfyF5_YepBhcI9Nv9aI`Z?-oKC%QtgmeDZ{QDM;ybGTb}0NMl(RW5zC6*%wBpf zKc{tHM-bbC6R>UYLwnHHVQs!oQJDT{ueby`&_JN1DIxGJik8+lILBHl&Up~dD^YIm zAbcLJr#-Dgv?ZD3_f&lllBGn7#LFf&$u`9JG#9?jR(9dpeaCt$x*%^rkR*O<8%Xp` zaC5mb3&Z|p7V_UpdftC!79K3pNh<0>ycV5D3D>J?3eTL$`;VT~k-mx+Y<`Y;V3l4nDOqho>fVD%`tpOmvur>wRV^q>uBD<{_TszrX= zCzWaup7h@c6AVOW2#Tq=UzvqTS7xE_t5--xV!f;@vk<*7Os9v`tqx<$G?Y`Glm~Q{ zM-zx^XcQ4zkqytI_uHlw^*z=BD%>;)1sf59UyW!^7W&cbZc7gni>?1h_P18EU?IKb zFJT?hpqs*oSdJ3&$a8Rp-0zO%@LOK5uH~Xr==KK;g?^;8EutUL4bM6YQNE^wqTH5L zTKa|@^pfY$hTIEROLMW_eTM)k8-xJiS3D2pEHv8DkZ->B-YR#_R9EaJj3Q;&CaO9l zOvVxM5=I`1ELZ%=knY{d16U3LGG0K>cP_&^ujE1lxUQ`gl^YC;{6Wiy^aWmSd6h#c z@lqiYs{T;6r)N?g1W833I)%V+2;FudRMg7-J&A`Z|I-J69-N2a0dQTFU&Il3jd%K* z21w$=P`bfH^};$txVl2M4?p=6q&&Ti3?rY|$BG3bPfby~p2WIPV?44_1kBw7s|-P; zK*8dmkY}|1M@At?j}SN;G}%_O8U>;<0b~aBVFmvPhI&_mp|xh?9JD+mz_=v<(&`Nz zcE#}mx#&m%2OnDkkIMFoz&3QGwzRUwmOXPBG8w~vwi}e;4s_l(hSd|Bpy7TW9L@{? zzMF`0Yh*lz|I`~`O)?r;G^HrGUs!&A0_fnd7iGGD2&}CK z#(44+;(^SO0^g6uI7<89xe5>qL6FdYQHG*ofsTN-$iuc1MJro#5>d^tVSvRknpGO; zH39Bp;>qvp85$Vi}mDp#;W1I37cC_}z*Sb!>!Rp)d?85XD9gU$Ry z8UFB2CicMWF2#k1tKLur{=R?{+eB2`vZt%S3ZJ;%SLij6O4}4Mx zZ;4bQFoY=AON6DEF(4=nc)^~uS(EnO2i(G7PjSF25&kDU$j4G7&`=~w9dM`0xQ>l* ziHhTI35NAL!_wLL_k#H^z&~zk$?!Oe;fY)D$O!kRVo87n2#nqWDh+W=J|>lhF48DI zgEAy=1sWEF-jM*xc|b%XPHt(L!5CdnV_xUHa@_(n{s%Oq>d(v^7SVKp}|79OOXME96g*09-%hy{ZE~L}b7V zpcGr6u%A)}xOAd=6UbZNXD@Kl;q2cP{l1p-TEW~G7l6E;r@xKC`5BQwQao9*76_D0 ztq+iy#UpxcU(4k1+j|FN3^e(G^dvzX&y|Gd6>Q>`TnMUB1zIlvvLk#fyDud_z)u1q zJk*ZW^MTYCV*DOVW+5&zxv+RsJ8msG?w9YB`5(CFLv-^k|6wXggZ47oa7Z@>5?FFx z#j;1S9{f!b&=Upo*t4u;&xYCf8lVf{+g1ZRw+$UKU!1df_DN|dLu1@IMMrb5G{a9T zQb*~4J;n@53Z_j5QX&v!Y$Ux89xXL$x#9JYgcEpgpFBqsIH3(NL_fsP5FM0*G}sMD z06r2NL=gQ@Lke&XNdV)CI37Xs%nHlR06w$wXQUvir1H7`@>J4_JoXClIlk4XvJNp2 z{C>H%L=~<-nqppnRt0v}V)rEm$lnSNmO$7=!0bY9LBU8{%#~e8{1or>=n6DMC%YFS zjAcnyH2Cc>wO19d2|)ZQgWts;xB?BEzrs_tw1d5XM(a!i5Zot;*w?-k-C(20sLwCs zcg|6Vm?5zc0?Nzdog z>Mwx;o&Tsr>elByu2-zAXC}lE5esOcwt~e1giT&36JcP}J0N8cZ%W-wiOM*!)bVnqcG zMKU(H*FL;D|12OS1VlRbK0N)!V5E8H3BKq5@P+^H^M%&n=jXW$Eh11m6Yvf9mS0*7 zNoWX38}z3tc13PF*#pT40{e>qM$%xD;ps$O=m&G)8aY_bdM42Wnehz4E;O4?Y(5#b%X*)}`hey7TOo$>pmo1wBH5aC|K0}$d+UCu(-@%*pMumJ zmkl3LGXOokN>HFv0)eGYHoQeiDYP~{d)IGIvowZ~#E4WhbF~Svszr31cJAP@)1pPK$YyX*T1I+n3#@_ ztt3Ccr_@a-3LhJyU#!vH(ed1o=>iUUcIj<)6Vu1&Eu#uU_g=r> zWu@Hf81Df+>w#bO)|8 zHwa(ogc7HSyN~Q#KZjC&`}XPNyo>IXVrrd&f$Y`fRSpGtd2kSTmZE#M?ffo<;z+=a zf%4kq%i3?*9;a*LXL+FqJ|+_utc+$iCdxui1QY(5=pFg=twHzOko<9`JJZSiaT``9 z*LP#yR!s7*#&9oB9A7bEpN<*d{@%NNR+sy;hw{88{(QjZyo~wkkM{F%-S1`NKbGr1 z6w4pqzI~C*ewsOcJ}>&?<+Y0kH!d~`ek3vP>RNr>^Z5DP`QkYAGK%bScl$D2>(@d3 z&rq#PCD+T-g7YA@C(aS$-RQKbA>XFg@UV+u=9Ft< ze*y^dxV2JrVfT<`<{LQsud9g8gMeneHXLz?-nSYe@_vo5{pH&c@h%ZP@N(#YfF5}@ z6h#6w{;&ALf0lm-V@M!S$FP5vfB!84R8QkGj4hsh{9pJ&w zOGlB>oZOMjzls3!ZVJ7qu8|9;C0OP(>5YJS$FBIo7F7|UpMQ;*RhzO`3)Ppz{BKHl z9L$u^jmzcLolYk?ImCu5TpZ`iN^;lT+mv@2$emjIey?rI=gVu>FZ075R}o;O#L(os z*MAhxQ;_5xnFGj>j=xj}(=|(rW_8sBW>Oqxc3rcgE8+UQyHZWqTwH%Gd%UCEt@rw_ zU8&Bi2xVGxc~Vh+i|SE16_M-{Ih1OcrZ7XmnJD+f{4Y_yFYghDcP<16)Kqe#yuPZZ z+}pXPfk#nJsHG&y>r!&@tR`!S^cN5JZx5`;ND9`;Ka~3nWfmHW)k0hCli| zPNFSgJo^|U%{1yFrGTWlsX$P2cz?6(_PbAC(K0VJz4Ul~7I~GZ_&qX+mxgdTPHQTC zugB`%9X%^E(|VZNhshK8ZU~G-co*v@u6q5$PJ1u?wce%S6tDN4FV}wHiw3DbHGJKH z&gkS_wn=@IMgqxeUX0X|hl&!ew|Z{I-!yiRrFNtJ-Vv{OEx&7R!tKnc3RQqtlmy$oV+gw|)n_^%|{4 zjTV2@91C;094#V}|N3q=XyqpxgL@cJ2+$t+49$pRoI(f2c z?z`H(-1wHu=euwL$q_t%`$POv@%w9^-S)?gA+?)t=;quX*u1{p z+&(HrP~UpGCo|Et`~$i7v-d2}v}>(0M@&w!nDd9~zZZ8s z@@%Y$PN{F3s3ZwxeH$m#)ZNFz_}q*cIafa0b4Y?~DIz+uHmlWq(-$XVq-iYJ+&VI_ zW8`pq(8YfGkANt=}ix`aC#eJKclRmBhVuDxRRb~37tMNJNUu4@p zAafi%qI?@;=9SAHxHvc{4;UHSk9`+M;YI9;pJ$9{W~I~L>07>gXL)3RS%9NYv%da0 z^(S3!#eU-3!ljXE5G$KAUJj+%8_7{`wu|QrY(-LJD+k|A6U*zeEFn>y>SL`3u zxm1aH;?HL3v&`{HP4tCjFH~1?Vf0N>gQ~pJuHdh)DoWdrg$z9XP8MRy@Y>Qkh9~t5K+`nCkYS;uM?0O*}+GQ%FjmH+*vNB~GlQj^2#c zI+m}{bA&VVt=~*Nr{_!Gj(FjM0nMZYhivavUR4r4?ts!JfoO1e9%Bqcs%>hj*hZ|( zORtehAXQ^!_t1#{q8L}poojOy0hSd`u?5WuFLh9}D(Z8T=|tkiQXW~RGnQuFm*C&{ zt!wMb57o zM>l%G+w3!Pn3sKNmX}1M+?ZEM!slQpXid{1`|zWy`f4_Pm#}U&i?H^m*wvlacgiF6 zoIE`t%d{H?l2$^fhcyD!*?m;6I>3;C!&^f3#^ez3-is7B?crs;o!bE$rU@ z&nPIs)j<xxlYu*)>xsx9GVLrxrFQLSs)UZq(~`tZGorl4(f4+#w{5o$l~=k_J&fXO1X1SvYGc73uNt7g_u|f^ z$JDqdgRDyI#8o*5aJ1yHWkg%XhSHPNrl)=(vMdx+u_FQZ5YJEh?|s|4Fihq;Q<~Sx zMKEzsH-3FwL}P1zpv;(hqnS2WC@+bJaAz*k@3c1R_roabEU6-4tsvhf`D;atY}aU; zqiXaY-7_>@B=Kuqy&(`d6 z3)>mm`X*anT{V2tDwjKl%JENix|P{vb^r6@aPG>0&lx>d+`E6XFEZkSGX~7L_bylc zigFTsXV$5evG0u6axA=m`cR?&Navux-QmLBGGI=}ZF}hD-qI~b`F^9% zKSVy>`hpy7J8t>wFrBma@%GW*LH4el`IjZMUi5@8+E-$hMKV8pvRGMqT=PeE+J9d* ztnb9d%2F=92PVH|E;Tl6?I49@@}VS{*f*W<{<^O6$gt#|UnZCaIWFPYK!gxH&8qZV9FQmMYYTKp?m2#DNtUWV9tg!>iFA~;RH<{;W%bw{Ht^Q z_+#mw+2n+;`dRuMVw4u~=yB|nV>c@BHbkIj^E_3WzVADhc6H=7LqHEhY%%9Ua=~3J zL2$YQ)!%b-9V5UQ|I0HQu2s(`&o;D;L7P*)lTrL=+bayM6}O0&9nX%{=n*38hE*u` z<1vN0z5AEgLwBr5G3hnu?2`7LT_Q^Tq<+o7*xb1MkNq|Bf$UVpy^Ybmx8=K4;)Pi2 zmG5Ua9K`g&Zz|DM^x;0m?B8Tk4-}G4OGdA&;cnc3cE*0ucP8=Rn0 z24+-hMBY|k-1^gi<+(_e`5hxM&xlzU)bJ|3@MA8QR_?2i|D(}Y(1(3+b>JnKW0h8| zAE-*b-JgY1?ORd)n4L?1K|^l;!nYWq7RdClSik~Bqq-iWHIUT2B$>bVx`N$cwR;i@UTw}9EVaE{Sj=EQU_+8dmA@Wpx2%);gIqeY*@ z#g$bPd+toysIsq(=6)J=sDB%qsXB=r$#xFQ*&VGwiOrs>hi|FwQffeMjwR-5hRP3d zdm&!$GIutKbfsw&2i{~h7-(OYV;voBh#zZg0(Ixo#4AUKE9bxa^}1hKi;Y7)Ttt1> zV@&#^R^ILiIjVMC`FggNbhwCilh$ZpAlc0L*mW;$wdC=}>TzQ>7EY0L!fXzE*}%lQ z;AofDxTfETa@f_iX4*x&+EJf~I33^0uxl?xXde`#XmA;v=wZGFo%c=ZEFzP0D4GxD z8m#VC<-u=y-f@#p6ko54|Yc)R9CZQoA{Z46Ign$e(eP72tJHXMJPK2H-Uj*j- z<(!fBnB1}NY&FR?u%Bu0)O{f`15H*ZIUEVIpgkFw=?>AI`gF~RjHJYw(H=F+>;j=d z-~B0g?Rp*q)o)!B23_vX=wAlYo2?pg)^8OJ7%sq^)zKgkj%m#6$rhp-zl3KGgg^C;HN zmNn=3m%j78n3*)kX_|$$zD9%M9)qr)u`I{oxDH*MHmUAJ2|6bhC}}`wFK7zQ^RkpK z=8)2q=%5{VO!G(!BW6J~$mjEWn)%jd??}F|Bi@iJlhWdZ}|37A7 z#$X=SglyTj5K>uY?7OjMHa4 zNaGdky{3Hn*Qeqw4C7T!y?IJ!@GXAIugTJ;#`0m#1e>{;veRTxf#r^zd5P5}=b8z% zj`2|Wc>m$Jj*thcQ?IS&rz1{12!_4M=CvRE?%3+Y$&tJ!IUUSW%LYp^V==A|GY(r|ir;S|HX8-fT+`xw25=_+hMWT%4;sJPqMm}-cVzHXv z_7%I`hM@FrdosRe@oQytbd!F4h20lJnU7w`75aBgrgnRNR^KvZj0|VvE#B>2cI5I$ z_9i*bt2x$KnI0uI*wIfs5qbAhQu6Ua{3`vDa+l-Pa7Tz%!?q#qC;KI>i;EQ%j_~G1 z1DsmBVf@Kz+`K350SL$7;1Djz24iqCf4^un#bPe+w9+{9pb*ElC@6gJ23H$VU3G^!SaVG z7qW)+c?G!Oz6-WsAxg(Zjlp@mbVVa;N}%+;*4C2Pm-jloChMp0tWQ=Gf2KBliFY_rUA! zH}ALyCA$YdaKH7${q{@ukdcY7e-1Xc|1a#}AM^0fVDmF}?BC#FxrMFWo6|*#iKJi>o&TK57A+LhtD)s*5fUH>7ac)V*=Y>rL* zNB3y{TRZ$i9VXc}-g79SXop(32q%}!e`_96_M7v4UXXo#0|NsK0|^xE@HcfB8Y&ic z{SS3m8P!Xn4igd*$O#Eg69?*32DwsQzob6Q$jG3qI6uoCEzEuOJZ~&NKfgS`vbo?j z`QgJq;2}eiHN`yaD4V93hfL*mT@`OATh2XIGn6^!KMiDU-9Ufc+ka~wc0B9(Pg~Ca zU=Lp||JNC0Ur&#AZeWjTMbhr6-4a)}-PWDo0PuQ6%F?NI$E_K@};?4brS>mo}@ z$3NIZ>f&icE58DTJ)~OsXzT)9(7>eFeG2;rd)Pr?4~>BN)Zgr(IP8DJ9ujH(!5&&r z*h32ndl=g?#4PlOJ*4}KJ?z#iFoLQfC6W66I&7A3a2lHh=WZ`hyVXhiMoYc%?4vfk z8kA1ayC_~Q0WeWV>1~)KU@Eo;S+g&bn4`lZ+^i`Yp-H)Jm;(gm%Fwh#~>YeF}@UK>a_44Np z&7svNHW(BTZowG3BE?t<60Sqhq?p%tqwoY%T>>#UKI%kWS1I?o_81mpUR|9z2Jm+5 zDZ6XIwC6QwxOpR`bTF{dvs7B-E0_k8&}92Z_3Dg>1NgnDlsl^sHOxR^1!!`K)+Fd% zwvqR_a0xIR#`_MTliCbqq`>oA;EaeM4X{{hSk$!@w6kK^$!Ssy*!mG8JrhK&l)!KU zy)p`QzW3=W0ilk!g3ezCn1$4$9AY&vMwl2yK`=`J+$kS~!CM)0(hY&TB?EmDRJ!Bn zGHPL3yg?wXW`OTZNp!A&2!3!G;Cos@fE1qtPNGq#We%uFOd@!$%`it$1vf0FFj}ye z5cgRh4e#A6)ufAJw#e^7UvujHJ&>GG;S72yivP}92yh_QrN5m6T=>oI5Baa7T@fIg zt`%AX_A1O@A{LFzOGU)08jZ**q(tf*sL zWlYYjI`Q(!sY}R?OREWPWlFVA_Ct55)qJW7H(hlA?m}>+!BTKVU*A*j7TIV<=v`#k zdNwUKCOq+m2_HM0=4E$8M1@+urXc)8-_4hgv;t0Fl+-b%A}JO!l$3&kKBBjxyQ&!k zoIpWV7}5!BIGq?6=A`-EG8b!nf0+dm2W|KvjaTZ917Q7{nwPR+M8h~I;QGs#yaA+r?SZFevzBo#A4|ifkqtEo! zq)KE|a0PSB+i1@5PxkG(gW&D@0));r^qDt>*Ccfc-L*tMSh|kETBFK&>k>K?26;nB zlQi_>@V0$LzGg+3#E79H$m(cdEAbq(|K+zIG2swFRsb6Z83SP9^k@lGAg;1MBmRK3UW1oJ~_s4)51ou8cNqfu)J zn0eZs7*ewjRuZ0sRNggJ6WzJB7mR?I~Sr}(0a<>coi8O{w;_I46A@3qir3% zO`e;{XWEwN5brQ$KLn+gZkcSz#d^GwTaTCo4=3#W!06O@h=cP#fuH)-e>DJX*bBnq zw*0>5C!H@TUE-JE>2rE77k~XWEgQ}3^?YtgSH0VnB>gYy_yX^dK)kV{~u2;-!*4+V;S z$>KJ6Ob~{CP35Zy(z#ZnafL07WbTC8p^9?mo=npOY;d6xJ(i_0fGJ7Iz#Vu>0$JB0 z<8e^v7<9xBK77vR$$m(~iBRjC-tOrjFki^;g<>k{UU$F*mRTZky9m zghSkK;7}T56hH1U(Bx+?-GTxjCNaLxkbYS)q5BYWq|Dj@08C<2k;q>ch+I-^AEdxK=q1QyKLW4p^y^h z`74A0I1mmsW|l`|2_m_QyLme@dA3Oh0%*WX+X#~C4VLz-ToRmbK{i>cO#1^#aK@3K zNKJKbgPnv9IEbbtIjGr)67Hq)-_)msdw*ad4Q7NP|Mx~RM%ku>!p$vJ+;4JLnt1a;w@m)pAyJRYg8)+!NyTw!*f$` z74=UA$WtPagT8Tk{d~SVO<&`0+c14XnS+#z?0})x4JjMnh(dv-C{RKKNEie`1^%`T zCD=jAgbclp43ocMRJ+9#I1n6;FV8&$ z^3tJ~&3@a4#RPc^LMg>IEFvNb!h-0>Xel9H5vZK2=+dWXO3(?7(<;9ZeuJCDmLAXX zcnOvtRi#&#h$2*7f5yQz71deEBHl{X`zf}}=eKH@+gz>dgh25ITpz0{@j-gkQr~Sw zKE`9F=a>cc03{MAY>w?EqUI4_jROf$RZII=nikJX&1wDQLLJn<1)7ILC`nUUt+VBm z1cBO$LK!5rnA%k3)AK$wWO=Hy*jrwyPFp`tUYWz(U8+^urj1{sVHvFBzgRC|TQ79G zUL>zxtgT++ZN1b{z4U*xhyOR&!~fI4X3v&J5G)0qC+f-CxP*|bh8dGU%(dVvq)rpY zuCvuJmCY`Gk`g;H=0YNiEah(GcdOcUk>zVOl~|M#yY=$B-O=jR_$Q+cRmR86CQ3be zc0G#SX-4fm=f)`G&0QA9@CPwHqw2l#PQC8cu&Z1#(2g{X&0Yz{u5jSBiqdPwj;CbS z`XEmx@6Db&c8ovw^&`m!Owpcwmidg`Ka?Wc`|<+2LnL0O%rnNd`)AnoD|5ZRN5_=9 zsnk2u&pg)WnBOm0ppsUsHd`PZvOQo9ZO(H=W=5I zPzX!deD7(lk)n2%ymoz_kP&zMh;iM>)9j92r4cOS=-KlfN1mgWG6N{-emVo>!;s#u z?W`}3LF8(}*3hUOhS+RJpsLBSA0raE2vmlzot%bC=m@9iPmHvW9SnB41A|P%Y`i}~ zGfJ;Mc+!9kPb`uRUY#C3;e7n^+|LsS$HSizhy&F`@r4s>o-Y}dC!)qCs9(IG`pN!l z^ToxV?9dmJW1LgzV?>nwlx#>p((5Ek%@pEGkGj`M`k&xokEsV^BoHa@5X6>`$q*>1vrs4PZN56#y z4tCioPd_V~6c4{4OQNL|j~&X-K2*PLV;sHd#bmk;;0VMN67dzI`=6 zo5t+9jE9*{kvVYGPEadqYN1+~B^o?B)YK_4sWZ&wILu_FL{<0#DgIbqfjB*5L$u7B znK7A`qN*EdpkfmNN^#(TD**RWwMpA(JpHN0V=!R49dH?n-iWY{7UGc$4;s!{d2bzyPYWL(~d#u`}O9j2~Myrn$& z?n~+{CiThOtp*Vz?vgKnKEb*tfAMVI>W0ZAJr(tn@+Ili8tJyhWY728V-pO^@KZm) zpFc5ql0crd^=gYeeZ#=hupUm*8=-Alu|i04Eiw-cwjQqA-CR5DcuUI%E4V)|vQ3M1 z@8Txc!bCVHpU*G-7+ZjM+-Ow(m@zVUB79D~jmF$_{@3LtEO*>X1DY989!qyw+}=<>U5N*8n5!H8gzl4RbrgvqhD!o#F9^ zaioh*o4$ja2fsLhcNm(7B>6g$cf!`Emz+BvVLrTSoTyaeJ41e-w|ZrEST7?VhS8iR zk4kW&nCDeU3}jBJ8-TRxH^$LzQOv5(?XQwwMbVCc@{Jv)6sC2RXU9fd7vBN8Pq*QB zcX>Ltc)oV=-QYAqF-jZ5Rd|HuQA{N6XR{1@Zvz?4ZeUzS8NH02(W`Quepkp*w=ef< zm%Zq#k?Lk=Q4rk^#z3BJJZ=wV^3@l)(~-LE&%-3m^G(nAfR>L$HX;#<4n!CaoKwEj zEx!v$_B*4e}I>_S-*CzzT~XpVQ#LaO*Y;` z-2D=eaM12^BtP~8j`~tCy7N4Bo27^Okugj~8a(3i`8wzK=1~d!UFKn9SS{)q8+nw| z{tS!sU1*BxvyH8dn(d$J9ZydX!7HOj-U-Lg!hfkVjvCY+d8Uv=?lwPo%DHofC5!=R zR$1#H;WQatvjrZip&{=**Hv&r>g*A4G+b8m(a z)Qi!%aAv7)>%WS}-|V5BYhmVte52Cmauvgsd>y2D(F%TS5jCsxu+8*e?4g@-L)x@W zi;pOEw7|Ld$R{c?5%d?cs_hBC*+Yr+X+6nkRx|o|cNq>rQaqkE&uR|1VHf?wPqZJW^K!(%|GUp>Kl0gB zr{1C8y%+Rl`$Lf)pVPZhVo|#%e%vH2-{5CUv3q{vQ$e^N>o3zKLaq9X>~hC%kA%I!*4|o}X$nLmEH#u=7Att4s$te6;!U z{FzFL`?qCls@(E?gkOx<)c1+D?bh?pvmeV=iCun6tJ|WL=w+brc0Rh5e!;WSVAirr zwpMa&azb}!zwr~V6wk$U;Q{F2gfUq|X2`fvBel3;Q>Rnc~b7xHgJ6i0jD^K<+qPwfKU zD~nnM3p!^j_}tVRe<|2j_5B^5Et6?!Bjn=Nzyqd`uXD7Bzyp2*p2anXIqIns>Oq2c z4kqu#X^f0SnG9LIzjZZW=KXt#2i30`^@p-t-9EyC%-*8!bo6ujMR}R$aHpd;v1=B4tqtO(oG;o!*Ay3Ri~OFM*ml#lTc%G5vUzXpgyP<5 zO-XNT^yp{K+Qy^SD|_{>-a7B6pgeYFapb1i{T;2iro3H)OoelM3&6%4f_L^t=Y<=p*{i~*>W{*OZ&ynTttgdPW92_k_H7s*sX*{@@|8i=;SDJ}8 z&sDe@!u`R!e!v0ps=Mu{Q<6&BQ6~Ab#6jtM3^sBX!@l9#^b!?#)x;e)y{I5^a=M2$ zOf;YAyGTy^&Ww>&*EcZzL-Utb%Ga+gQ#l})*VTDmpe!0AM|N^G;gOTDIF)h7vYdnb zPr>olBKiC&#V4x7RcJ!i&FoIt?h<}1<5kq#9z1os(#zsRjK5YgdfePZ80)B0;xlkL zd6=%^Wr0mOVYAG{n5KOgeZ`iWYc<+)rsCUzdjxUC`7|fAyDT>#YyIvq<@n-~(|0|!6l~p?FQoXV12WxO-m=*Ir4HA; zPOAqp164Vn&5cB6ca63|rVl0_eekpVC>Rni9KP4-rkbLze>0F7^Q-EOD1C0e;~mk$ zmF3m9z#*}Rm$~q*u8HVcss1(RMuoAA4L%crR`#t4SYa8rtqejk2luTg%V(l?KylGfl=;kegP!Sk4h2cvnhE(afLTsKI%W}kI)oq z(rG@jwIHoP;IIVYY<_`18-6c-Hjft)G_~ykBIvWuy^i1o5A*cVtZ)0r70d1Vl z*T(%@O=5l(mVHTjIDrvPBj3(_27Bc7)h=6TBy;5^?dyf>ey`$D53|fFdJNy*wRN3s z4Cdlll@MSzu3LOtrr^saB4$4DvD;oFuvd88YxRn|q1UH97SzixvAxGOXV2A{&^-3a zR$X0a=EHNSeJXLkxxGBzdu}WsrbbleWODa~=Yx*)56aaSwC4opc(oZeqtweccwSvA zkqGv~Y3JKLRBWB@u=mb;dwzrd6~#nNzOA zdx7cLlY`;))AS1;_#sN8T`oRnn?tq&Ug3wflk*wwGJPqzexcXjI=}af+uCD0+`yO6 z0KSEv=lP5U-wB=yU3zH%53)gwxXu5cn^&(lxJ?&S2pK$IsW3gLP7f%ORCvy|; z7-wwh`h|=Qo?50lGqrHjm^EN*q+e)$dR&0pz$>J<4Yq`z7p zKk7dU|JWe&)A0ICIv+v&Wpz;d2B*Al*9&qmm&twAY=V-tv%D`-#d`Kt1N=n*$14e2 zm2(3Z2K{K^8Kv(a3cTTubNN+hcHwij3xB*_FO3VM%K;DVpuzre zxsS?Wr_Zs#LHrsZwj4<1NtNDTs=={IGdylSF!pwk+i4@55j35ZQw;lQ^FMzLUI zj+$t-T1lNs4nZOHT8HpaCs~?BT}-J{yt-Zs;(Z@rNTu>;BUWUN|`e2 zmf7vrbwxjGfYW)3nhKmVlTb6S7CrB;91F+rY7h(>W35WmkU5&{s~zmt9eLpA_T8}# z^If_cm{_Y9CAT{54YYLWdJEEvd7zb2N?Iv+E!^>mQ9r7O9#xkndnvJyiU2#|5txTP z{K@I6ivq7xq_u6@*(CZpYdAE5^5Mb$?1opU#IPFm5xpUk+D4n*eu*dATf*2BBLqXV z47haC4m!E7bcyC`k#C&LJp*c2g;x4R^~G;!CU|BY>1j;rt9yLY$p-ab-_7hS?hfeG z&RB(K+Uc4GE1k6yc1hH|Kcj7qz}PCjpk@&cpX~RN=+i0bSLW+|SfS}MpjE6y`#^)m zy*)Osu_QTUAV_W?UPJGU$v}WpuU3R^b)rsk)yA)t$(9?1p0+8GcjT#DgkXy*PC%dJD&&&HM$H< z99^YLqtml8HAekR+%Jj$k)E`~lEr9XGHW$fiqkj&)AVvOI+=vzP>z4+Klb*RKu#r| zs!8I0ftV{vYHR2*@EPPcOg)_%pdr&MY~00`hTG`6E%a z6eXDir?JR6e@cwSaB|0LG6t>A9c&^TXQJDbB67;4XQJ;__w(iXNo3I&-R1kQM0MA{ znVG&w`O-Kh)M3sNJZ$L&%zBQ=$YALcCT$Gy6$ay?kBtsB7|S;;SY%%FM01oWF)GMg zu5D;a4Nqw|;cxm|a*Jv}W=6@|rqGjy9&3{#co3{G)seC(h?%^>%4CEF13CF_V-}>A zasL-*RZ3Ib3f>66#cmUoLZY=m99*iANrPM!8)B_^IT9b zM}901{ib~nn`g-C@bfLA$u@;(-kE7qu>gN&IG4z_G-ryHMYFZ7pJA7Gi*!tq|^``@g z-f{bs>`{8XNQ0VxjrHDGTK?VZ zQDVI`r)ILN>*dRr{}m~uWO^WP!kYznMa93CfF9Lzk<}S#)r8{e zX0Mt!%oAVnr*1w^=l@m`1M3$klgPOZuNxW~C{W^H<2<>sk-5o^VkL$)FIF`Z&OWUdy`uWo6^LIjR*Zu^9i7!{i|Je*Syy_>vdL>8jOCh{J-*L06qa(d@ z^?x-Kb9>kOdwc)%gYA9e5Bon9_J6P#h#&qZsaQI+;W(W7rzLzm^6~GS@X6SxcVnN( zfO+7kvLO3O*KN-A9R?lc{1d2ot55 zDF5X1iyd8tTJv=2*enuNItauTB{0GShXP@y4iRytxlR|LL$nakQi;|f@98+6J9N?X zg61MJI%gR=CPoUQm}pZlKUi!;Y+GBFBIxfKm7v586!nZS>6V{5ON)Zl2<3$_&(*Nv zAlxTjZcVcYkX!C!^T*{6$WU=mg;a(Xv@G|+2hFd2Oz;Om)X_;at?PQ|8rs>VjryVI zL?euwT$`t$hg03AFwrv&zVpi0I3fi^PZJ%Uh{TuGD-(BV`UoMP87l2De;)0FyA zUD{jUq|<0bhmrpLrC;=>tKL|FF&g!$Zi442+8SRk>ws!M;Jj5gE=F@Y-WEHPm%Cs3_(=r}{32FVrct{FbTq+R zCPo33T4jk?i6J3!5x|q|tk3rDbyP;|AncTs!c_nQx?&?-8)|jp#!Zccd6iktaLoFr zIV}4S?RD%0Q+FpzCMgyMCV^Py?jI|US$SKV-QqroSyyQNdHU{&)f?El(FV zVXRxQT@9|HPkv};HmYEEYZHXpY$PTftT;0L{1dj6~cTxBvxB#la2BA3_pWM5KLKxp9ahk#iVC-LUmvay@L_B z{bc2}LY6m}orvM0o$X<=!b8Lp)wrn{wdE}PIYEA(DV-QQ?;67?F37|JTN z55(>IS4~;mQJTt~`@t__2!O=*gi;@=rXIh zIvg9nj9K9|^}FF3B?{=}=(#04IIA8-1TnEhaRXO`6lIH_wk|%o4y|(sKk+OBvpe%H zdrnbPM^K&3EaY9$`PPL{qw&c)yTbWSrvvHh4FZ`gL&$aKKqO^+*>J!rq=*x=YYE)u zw&5+kg(f%0xkP2`0*mai(hQdI;jv)jdJ!F!JJIFWSu{9lxtH&j))>xCgQPEgA1^+bS5V3km&q0vsc;wXLt!^U z!nJ%C{BDtVK(0D5J@uwECZ^PNsQGAN^N2fl!n9x}D4K5!usT%6{#DL!TQ6rur)Lru zh&r@c<}%pWXhnIqCJA{Qh3-cMkU<8lV*wZops`s(x)&7yK(BpA@~odr|6tD4A`zK! z{iGsrza_4qFI-tOzN!zk)1?A-3X~$y3ba_pvSB%h*XYKeL%URGNC^b?#AsZkqat9c z6Akh4Rt*BAiDHff6tYkm!kFY1aT_c{yJ8OFU1hY_0bavn%6t=g(h?A3Nyo%nG(M3= z&Sy|dR9gqhq@WNL8Wl(flAuO^EREPz1b)o;Q#&!x_`weg8E8;LD#FofWr6S z3rjHIWGa(x!YWbX0tw;j&X|^ydW=>;S_5COUZG~dkL;kL4UtE&&ZSoXzN=nROL5ig zp4=jULZ-z%7YG;mBYV!X5Y%O=njSzBeG3R@nB`?$7XhB&#rs5nfrDG)eJD$!*m(l# zY7D^YF7(+I7@qOgW>?dn0kr#3x~-A@SE4V^rmOY`>-S!fy99hXxLBqZ%32gd-9blS zqB|z|!(D(9kOcQ--~~wH9`8Mb3~I5EA<9}E#G8F0)kCy3Fnj{ogT$8M89A>4)O~ls z7zXqjY!IAo0gI=W35Pk|8lNqQJH{gbD^)xe5po3>1mL!#5xnqQRNkf}Yrn1zo_fA9&{voN^cP zM`zaTxKYd8cH2pW@u4PX#Pn|gZ@n{91@kdtS?ag4Uh4uf7ar|gNq(D=yx^j8+MDr< zE`Yr!JcrLF6f@8;-U*6GxjB%!m{epjUwo$-Nhi!f#Y5S z&0xTSNCU=z4QtVb-csd!6a+lEe-fFJ;(sm-Lqf*xk7 zIg)PM(w0Av2vJ{(DCS8>gYwmj&BlvmIUg6ImVN1xO=UC5;laM>Cwp#wSAzj( zqQUuVzy=ZILqI(T!Ju`pAy?$fxzg^|jK$}P)ZrL7FEDydh}j$PI9o%#4b$jDZMX_C zX9M}A1%_=k#-9tosSPj;La8dN-~%>(J!@eiGV;0KYMxb1n?wc=(E!1sg51@DuJw)u-W;(ZYmE;LeI3lJlMAnw3R%HxPb zxhF(k)i3FM4rs^w;N>%q3lVx(fN#EF_g*n;^5NwgXBfgn$PJlgbX3~Gk?irgtry7I= zwq4(%>(6j?CChfn1Q$z*10>LOnky%bv$A|aAPzvg8kTW(2K;oX{kiue$uJ-q9f|Vs zRxbAi6(-P>J3yVHU{s|HXu#&V8)cdpOv+rr3SFVgtlPCO$i{*O^icYxS>8HrnEbQ>@DzsC>Poe2xg`R#v`CU{z0bKpv&|@Oz?NYz#&e$ zPyq;R?SEVb5T^*#V=y`bDDf)eG+QT4s)rO2l1ZYQCn0X_hVgJhA6B7+j=ZD*NNqci z23M`&9Fk{~;-f>Q{SY|@Ax13I5_N#CT8SMPN|zAJVq-ZV(LG%KoTyYJauHy;l?yGZ z5LY@W9hnD7?FON*e7)#LpGtq$YIG>C9Y)2#1vE17+1h*N*KCd|CjigSz4qn;c^Ci< zc(+AyU`+aqwJ5OTojG+OsU`w6q6-8Z1HU$VjLZP=!ppD6Z94|QDajXBEqw&uXSibM zfzaKm%n-^N^+)ohfn(``DBL|r2g4(+j$>&QG?5Nkgv#QoJ%&r9g`p6bdv|bGf4WHE zHUZYw3b;v}%jKYuY#2VslHojHM&BTsZ@w5YoXlTz>b`jhiP|>$!d1;82XCOgS;7D> z>nIGMVS}#BkgG4IS+Bhbbq8)10AGOcj5^`<(^zv5o%YIz-X>zEaNq-^3Bib|HFK?^$hA5Y5@#keYm8j#OR}gXCPJNkI!1t-}c`@ESDI>);hwh9N#dxC1vi#QTo0 z1OFKcj4#m?c>~=a71_3t4~a78_7Gm~v>HPaJooDv`Vp;InzQ>#Q$rHDhv$ZzA#MZ& z{i4In)bj8+^^J2dH5goji@J)`dWRfr{{l3gQPL+EFlMHy_ zZf11!$ar1W4axJ9BhseQ-eE=NQ+H>_FK{lwY5b3-nf9Uoz0uuw6uY+&xqq^if1$&@i;vRE&xXa#j zgO=0a3Pf1Tk$DSjfPM@PH{YRNN#-ByFzCEZbNvEV_Engk10Y+!D3PVXKrt7NYYU~8 z9Lk}wy~&$=>hA|5D&`y<;i;|4yd2wjh4&5`APvSP9Kr(&w|oLr6z0(rp^A0L^gUQZ z?K)hB))EKvTq-#g{y|t~t8tBXU1}E9p<#~0c=w#438$yepiW-|w!G=bdFelebwZpN zh6r?T@SnJ3{7LtKZ6Zwm8q+EkSyoHCPKT22-KioWG)K~^$t1*sS!(*a)F}X2hSxz* zp~mBH{UCa`>)SVs>Ml=_w%Zr3=lxVSs7Muz40njMR;fz8i2#QO+g9Z6 zfKLzoQo9#suZ-_nLD;rIU6>3(sr$I_s)^{+lc#n=sLUSLJT^h4NFyLuS*HpmY)ALJ zRoPzG(($P)XT9O-CxTQzvAL;o?C~N}aFfRX1N$D!7lPwNJ3tNJw{ES#JAe5uyyk6HLL@@Y&6foVw#!&$!LcY`gTO3L2MD%)-Bhizx-)H+N!@ zW{Qyg-0s!M$G?Y*=k`2i>i#PD-tK$Nw+4Krn1$be4;Q0^9p(=x1z+YF_r>``KZ;ps zT<);&BVcp3>Bfh}g(FJA*OMabxOg1A`*G^2`@6-Tw-2`0Mkxi~FUoN7-q#QB-jVNu zAS~W!Fj9_$hBBLbW2ia(Nf`L)3~x1B@kWvw-C2rR$Z&C&qz1>|0-< z>`2>Ot7_V}@obn1w7uT8w{Pp+#d_1ucToPjo&SWzP5Z#N0pIO|-e=x)xb?Z|yFj`qGghG{3bbKsOjg_qW-rK}iYPO89`S6KE-oZ>mTq0US22Q4e{j8_kEiGJxh zF7b>$u$;(nC-zjl2j~6O7(?pA!W7#(UoPjYNuRtNV?I6WHsu`?{Neto9joN4VNzbW zOTG?=tHq~t%bdui80K7;V);4toJ#pN4v&h9xw*?v#E+i8uT`IWzWI7Y>bzIl%2h?~ zW>&wWs}C&ZW-^~6+m1d~Sfu4SJwMw2e4}7F=JD0@2MS7Ox*J|TUVr_OBj|m;;F~y~ zEb+UaZw!YP&-*p2>T))|Z*RXj>}TM&N(QN8AQ-t8T&e@{WY{r5`#yP;z9 z;rA*7Yo--cL|5Cy+_%;e;@zFf)yaB?8=)(q2h&BPD#C9}v=e+@zk2vM_?gzZhl0EB zo#)f{E}0%|6x}Y@|9POUHqX4ZZK`}1-}v;*D+o>t3eO?4*78qu+5P;X%?=hL^1W?X zaEcekM7La*ok?FJQ}KOM>SQHGW-R0OS=Jl7m4UO7>5&Ki_Y{wUV?xeMveVWGbFf)r z1vhH7TeNg?Prh7bm25#nI0)flo>g3vgLZTlk*b;IMO3F|A^-tgH;Nc(!%}Sswylq$ zZY1#bw>U$hND>qM4Cm<0-s=&4H2t}tiCR$Y`a3$DXX-WLxk#EkN9;7G6+kTA&re_H z?@K!YHBF6Agwz^YDGUEtkB~Y8B>TNWwX+0tNo`9 zH>lzj+tm^f{aOMBxNa4$$~=;f2sZx^jFFjCIu#06uB@fbHAshqraivJaEMo9@hOnI z3NqOC9}*HuSE=%kJ>xqIVit%LO1**>*l08b{q*PC@OFbpg&AiTMncb$V5)^S3b-d_#dA>tNX91|+f^lCzGERMHcoLWmO>zo zwkQ;3fh{VEo$WYzc3&pWu#^|=I7In!iUaFLYH~H1qjsEpHPe;Pn0%{hl6wuPHJ@3Q zMq>j!rfd*YS(eR7Sl>Ev`rw~Ry6zpnfQ7ZFl~>tV(p`uWDjx{4oYzc_`g!|ZF!nSH_Y>(z z_s)6S@N?${*hm;PgB94@b3$`XticzL-?53W_OR|hjk^@FVr%$aQ6jl7IhbpSE1MkE zJ568Y6KjwP41#;vvSf7I^PCw__qscXv8noYm+`gFTIp^-$s%*orUaeu)g9@}j2x={ zAMD*{R8!r9`1{a8APJm6=q(6HmEHvmJ@k%r0|HV6sZvA@y+de%2nf;<1QetrozR1T z6cK4E3MwEVsL0LpbLLske`fyc-n(v@HNMuCZ59H z+wlFByP-n)YBA|yZmVxq7KPg1%hsj2Uth%h6xt-JBla8OH7?%jaNSOQp6&u>Y3+gZ z6wAk5bMt(Y_gZKZ(*kW>bwQXYy`0lwstV-0QCe*O=FESnrCZ^1jnxKtRi|2kWzrk) zs;`-%J(I}2pP3LeQyf8GBL6~ZurIVFUsx6Mor!xAFT~-nT(l(N`+nz&t_0PFI59N$ z>Zx1$W!j~d-a~>xnoojOfyMm$Hp2a3kLLN zqgt+)btB6vIq1{fm2(1ph3@LU*)l3=hZYq(WkI^kXyPa4b2YvOm6Dw=lRsQMmECI> zUHGbrXhp0}W?s&{{Z=Ga+57iSd@q#h>(Nl+GR55ff|!Fa`CGDH$GYQa3a<|h)1Bt* zcLMV9;qOB1_C56~S;+n{e_k+lQ(W@wq)Gk74~5{{a&5Z$I|^TJ)us2p z@zd|{N=VOsb7k$5TA2U-Tdk1g%bg<5A?o)F&40>}sr{5}(SKd%#I&3K@u)0Jskkm6 zB|M!=luMBDy~Wj#s=TvZOTDnxmM7)Yn($w@l18##)MH+VdUj2*_EZXWp1!7~EXX{h zfP*8F;xwU-f$buslh~`!m8+eLe95)nUJy7k-!sDLgOX-$B|}sgcA%-lqP^>5t$;%^ zGbh7dw0iGM(w3$w$FHt#gG`#uln))P;TOBxF)G`93_lrD&mAbOJWy*vHNT_C1i?}T zDLeR(u#3>Ryl)7qffO+Z+HYAJ?F&*mrt&EN`m-rk&2rqOMhh5yDHyeeK1V74gm`JN z7<`sVg;MIBSa|wGsAq6h^ZU;XmRT6X&%Ro}p256$Zi-CK*_5NJ1GTN_AwSBqnm#Tz zjZutxHK=!JSCY*&qj67d0;FBtqcs$&bZI9;bR1@tlC` zLn+DQ+&{LZUA3ylZa)Vd%gVjSV^ znxZY6Y}b_HHjcRAkfN^w^{jv^vH3dl{7BLe5!JIQASu5qzjBb<1#al3~xNHRe z`Y@LkRAV_MsVpO#ALge8)m=_0E6B*>Pf00A${bIrEyySkOX)KiUhjV%kx`CJ87b3d|CRFaAi6jvqna~iB88SqNQtK)r8_30ZZ`R)%24<-?Xd)X zHsP@zVBq;emmtO{D`kK+%;0RmX5@LOKCyL#rERP`Pp>5*s-|Puv(u3I#Grdizc#Pa zkTrGgdPe^a^wR)sbI|0lq?UnY2B9hWOJ`CWGPUn|#`tXVx6Y(4PWW&{#`JRX_s*p7 zixe}G#>}2ZZHfkMHik3D<3tC<>+$5yh~!>m>W(4eO8;fNfZPLu9 z>TKu;bH-#l!L%}EVvl1CwrC719B#!Lw`>?aKcG-{&Df8CBDki540Lu52uz++ZB=G9 z*y(Qu@IBWIXeyNFa5TKbc&>`bxHr|@W7K|Z{3_36UskshFmBINIdz5qmd&7^fWE6u z?xQdnuQEUizkJ?ma`uE^GVfu^KsGHKI|O=zna7$lsGGHz&dAk`E1%YjSUu?=&eY|Z z&TqX$tW7rqvvmtZQG&`@k{P4AMH7hFxvI7(3s-<61i6wao1v&+GqAu5MkP~@6k-Qz za=yU=I5BTiG_O6LT?EE3ZmgU>(97CW{N->>Dukk3vVH7SIKRb|PIdf@Pjwz|>@n}gS}q?O zV&DjKfn-Uh%gSA;?sI^(6;zuFdUFuI1VcQmo_o45U*9mhTxAXaXjP9|sP~Jip|G06 zTNyRKJbQ+(_imq}5wFq(VfW~;cJ^gzz6V}V%LB~{P`OdBPIp{UB_QW`JN`3?Ys!AVDaRGW3l&8l>Z zq-=W~ZDiTgVHm7kJB?SsNeN9l|59dk8`^z4>K$&Gs@mjn9`)_yE1g0P?|U3*ZQoSm zWOap1yZn}!qU|6hj#ap~XAhubj%m3vtAq=S&rDT*2PgMM+vLod(e}PR>0kYFN;?xw z_fs4HVJ-;}eLI+(JTK>5R0xoPq2zb4&w3o+gB&T@-tx@0n6f(8fSk5kSKd8cm608g zGl0HJP20Ty{3_IdJzuL^RSV)uJIukeeQ_?}Nd6k@>^yKG;9GLo@i>3?Lil5svvq** z%@J5hO=ka+bW%>oB@O^LH=d4RD|g?1WL*U7t+lbnpXRKWuiEpiuJ#{Nv<2hEhM?pX z*op+~M@46{HRnD*EUG&Z{)CSHHZWl|B-FimU&who?`E~L?lRPi$aLZ$ODenxt5c6?dyX3Z$;c$RM8elaVy3N zPJZWdCSmgn#*r#9P9hJKROFHDo_dFy#_UVl%`fzL=8qXqJYt5n9Kke^rID+0X;*yl z_wIP+b#Kk$ns|OEWPhQ%#f>k#^D)!Ood2eK>ejoj`1dqQpE8U;(G_|o6W)KtZBdea z#Or*@`~A`RUaucGJ;w>CKL4@)3(?)zIics%S0V4hFQ2N7y=ha|<>V6@!Re3E@XzG8 zXo|gGDt?Ty`LGAVB0hRYgLkGCui45&;?L99bpr!mJOhVTi}_u@?QS9OU$3Ftxp##`>xijin->{hKcmW}Kqr=Mrimz~LD)?(vpt3p0V_3PV1DWtO%K1`;G z9wEN!d>+A_^HzJm@;l?3&ex$;x!xkWe!9%fxD-jwjlHzAjVBpDonQ(E3GCh8o5bt< zCtv#&^9|-2r(XFktom}Q`}IP0<88Kv=(djB8EC#It3s8>tmz`tGU4$BJBPc%{Tn5* zzJhFf?Yp)3hEG#I@5IPHG8FqZ6@6~U$l}p%qDQM2lx}c_@Yo4lWTsPnEA&;IY`?9z zxg6?B{WYa4F7w-DB#P%D)|v*x_kOhB7MGl{RXPWFk1Pg4EG zvt*`{jNsqEm2k+5Ood8X+P4>_#lNVXx+t~Jg}SaC)+>`8loP(?=iQhU`X;G< zP`c$;&_GJs2eA!j-Fv<_@MOPSvc8nyFBkv@5XK49pjVbzC%5DnB2ZMbrF1DppW&`5AL-j zyVM8i#D!Xg1$wn?+#ZIC-^fA4fA91QZS_0I$URQ1WQ%L_WL^$@o(83;&v|PdE@d6k z+H+#M_eHwc9jg`g9OvVh@rjo3E?*+NnGjk={}B*!8kG!f22QRdf~9d3eX_T%TZO?g z6O+HwHqif4-VSa=2lSg9p3~hU1OFJDYVK`GDou|lYB;I$3m*%iky5x>L-;X4pOpJB zsgM4)*!Q26xLY$1X-6^C~VJki* zroUFN(Ng=CO;?h?@O% zOp~+AJCML2XkP2FcWx+!T_Ip+YmbkBKc|~1=DE*5nl1dn3_7@5&S$$}Nn0>XL`)PY zhwSfs{3b{&)`(}gKpRvrmaE`a6ExsgF)=c9w!m{CzQBCV_F3%m+T0Wf_<-q;Uo3TdHC zUah?GqzD1GVR^9PxkP~qc`n|$`>p4aFGw@rPZA$hK?A6}hS zi9bV|J&Zq7Po#}M%SiczKif=SNg&6{E==H_tyh~su48!Gi9nunlG6G6Zuw#7^F3?Y z&Oh*JKRI9EKdK~H7`zlFSQPfDP4MCEA18vvk+jM}C9&+`LXQ$f+J#C}m4678W#}sl zm*?1p3s>CtY8S374F4fqRg$DEQeB=OE>crn(=PJ3uKkBdZR4o2XkGJCxagC%Pwk@h zT|a(^HuTb76l)x0za{o`M5IIP*@P1t0OCENr11eQ{GSqiF0L~^J`&MC6A=*=75%%d z8=_o(cJboB+PdYpHLFQU-GBCU|HO3v4d+|^RnoP$w@xB;F>0!ijqM-QDvNB?c|Ng)4^##c%iA!+06tt2YJ_+GF{lnh(l+86( zG?C)FBzXT%a{tHM->)tHC%OOQ?MXS_e`5Q;r9H{m-)(vOC(1k3_HWYuZ(~2*wR+ao z^{2~AGWH~3|3}yVXIlRsT>T$Z{~zkSZzi`qh`Bz~`Tw-^q%`mP+|J$kO5A*9pj{(A@zFyX7eO7e|+@gZ!=E<^GCmq|7qqy|Np*7M8E!ji2i>E(VsQcOBVY#qA$}D zBby?rJ;ba}4l)H^N@$_}5!p2r68cwU*Q`{Z$EQhZ_QG9BDJ{-=%j#*~e?@kMC}YV% zF+*!+BE0`=WYNkdt^6*6xp=|md(zSBD>y{|C`7z0RFegZjQ!i ztUoET`=E7vMl_e(9A6Il6WK)?7FwFVG?anrB2&*h2bqmX^CX%ztKWr@ZOiqB`p9Zs zlnFNy*TV0Tv%L`7q(KNTtPY%;WIZqtiTHk2sJ}9Ke5#=9#D_duaHID>Qa6!79L`>0 zu?*Fy_w&CdsrKx;sZ6|N?*Px$i^!l(VnODJU@NB7RJz7bI!Uz8<|P2YWU!~pIo}X7L{ESWxuLa#c0$qQ5`^7xyZ8=!7J4)z=CCGzY{iw1l z`d6COIs2>`t=OLM#4p$itTo39HaS{|55b-?BTOru06dRmoM$bpG!4zrbPx#`@`mhF z_QjM<;228sddmwc0V5k6*?BAl^BG#Qiw;}HCd*;9wIElc$&ZLE@xz?##;frlUFni& z(X`#D*pu5M6k&`Bf)S>mgD@0}_Za#|0zN4jg@`oJDrQ7rs)Xpu;wW03=|Y6?3L?`e z0n{ut-5&M%--f7o0ykBaBxRyfk0aQOSI}?)Y>td!2}ocR^g<*v40$pi(7{;LUiHhE1WW+di)Xae2^gCm>cNT8{T&tTZahQg5$n0t=| z$W?+|6X<6&Kn;H9MNw@0$P@%;CW(PvP?M$`xgw^3iK`T76G`|*i=#t|4x|*G;UyUxnpj^>!f8>YHrBXJdG^x;=Dayco za$E&P8w>plWqb_Tsx#HvLv<=?A!;N)>soZRrm8lz6D$Tf?lpi$A}S4#G31Fw##W10bSub-gn-7 z>eq2fsEaNF23_Dj3bncVATeoWwhcs2&&yBfz3wU^XNnTpi)ej}a#d+WWaP7V_vx(mO)X z)K_Zia$icQ{T!RxN?Jf^1~YgizQeK4hgwRiB+$amQ_Y7G^|yR9ztEDy-K9!Vb9q&| z3Je&Txp`ihf$b{E9`iU>^>8ka$a^j0ZVD*HcBuFsI*xrUx)W<=-Wo?9Dvy`DD}2^M zZcF)t7Enm<%tP^m(b2;ZE|HiMb4z1FVg1@tH2;ELM*xVLd16b4kA?T5JV8)JJK6hK z-Gj2N$pwB6<~|+C&fX?Krt)*st{Yh!REFbXdldE3Sc|1Llu%5iK?5$$H+7RwU}ScS z_AX%LH9Ix`1q*mz=5FK5s>N~Ek|~NtZpq{o_{Q_18*t~Stp{o8XTJVk8DW;u zuJ-L(%?T|uPm}#FN88re*H?;p0{h{k3^Y=4f*X`crra?!;D(mlCS7f8F<)C@Y>@|E zC`7dkZWU(xobdhEj+#Wl#600sE@5?ByLkrHbZVXtU56=1B<)a-Xg4%N5OsViO9Fxz znS!()U3%q+*;kw|)%-H<)0Z{+_YJnHx}`+NC>ZDHJgrbI4~<6m4_6pMV37KQF>-YM zyx+?UwFXsX5|ouMXQ(vp^?;+X&fzwdmV~b>!4Cb*J6bkK_AXXjGfP>-TQLlT+z;nM zT@3P=eSqZr?H|AJW^w#5e2ZH8huQr*sOU7*mX+G&m#5rk{3MBViC~n1=$O?2muCrK+dK> zZ4apKX7HrKEn=k~l(h1cAy1O5{oe%uKL8XM0p_J*z6t;GO~51vaGQ;w%C&3Kxix+5 z);yXN*`=l?*iLJ!)5Q8*`i3nCxlDm~RMxp8j1-JO0bf}JjtwSQXd|g?HRjdmRL%K@hM03ho9No=X{kfFO$LcfcmBq~LB}un8rIb(dN<0PbsGR z5u%U-_;32qmO!bjvtTGP|1%-LyNY^VGL^1GQ&c-Zh$j07A(gBc^p%kIG3$DspK+WJ zP>mDqKMza-*GJ~vNiADOU10AR(5g;7HV3pkb=@E!2{w1>F!+`Gex>UmFdMB(o`5FW zVqaT#R3ND|&xuzU;1Q5~XB1u8=Q{Xu*sjjUS}J zTxm^{tg{VpHFe&|CKpZs>6;rdzU-}|!rh<;zg=@_21x(x!6pi5q5D89E{t!G1~m(g zKntLnsf(UcXW?noZYGhF!ARxZ(uTYz*y5r-YD75DNCYSP0p}E?ggqS&^o-nEZwy4^ zU?orzCgcFTDG?MbXg{?!V1kt0mB#00f+o-p&#nQJXq|&^KmM^wUa)e)394F=~IPQ$Ll* z4`37vZ3Li0s}T^39s)T^f(MDrWl8Ma zL~vGdt)^Lgjj(D0wl1iJo!1T0Ia+tI1S;3?WJljl%9H|M!#r=tPVAw+1M=ERLf#u? z{-(@MBvMB-jj*Rm8v=VgqTb{bpnX@sb1jDg&M#1DM8sy-t#`r`F_*GhSxI zh>`NT)QXg%C8&X5(h(gQgLWzd4&w$^VnY|zhup-#4xF^k$AiALL-M^tZoh`C4FO9r z@Kf}#R7rm}aR|FS$iNHL+!+>g9yUKq8NR?j(40izDIp{q64;yx8n6*w-VqDK5iZ1F zdddi6$%y^<2x=OpdHsIzIPge?;FrQ+R$EhD3p`dKgcXcba*jcz#(WJ&#SjD+&{%ct zSc)N|XUbTKAk=Jms6T?Sn{%jGWo)dIaj<&WlainaOKJOfWCQ)WrzX<4gz3y<0nz&d#GJ z1-;9)Q}%0PJ>xw`oy;@KJ@lWMyB*vhuz_0^-C{!o!kWKB6P2ds4ow1i`ky9?k#MjW-%(a;f=)n2Y zsa$8GCRcZR=X8EA@s0Ov;o7WXU8gk{yQNWAFL7#Aj8xB^9=kR3bnT^`SI_9j&hx$e5o6TlAAJ2NL&UBW{v~kQuz&SA&I&Q)_@0_;B8gWJ!wtI2CitOSv zHk!@%ezmYST5dmK`uLL=_S zw_6)ixkFW3OX>y<9eLtUTk78Mv=p{{R$2Ns{W_du=E1Lp-;E1l+mO=QWwNJ>cQ~ju zQgUfr7Vq970O#J^PM%^u>q0$z(-QD&1hT℞^GMfnwrnZTW?If4fBk&iibF^wt|1 zhUHtyEA%eQ5go&sr##19ElY1uzq(phPEq4sEgPRv8mDjlAHRiXu9Dv&!usCa<#;>d z487$?^Z5hg+G)#SA!l`HG3O+sjcRMR;YzpEI&ae&moFpF@0Q=GoMcPjD6EEfQHJ#1 zO8CXqL9-3^Ls%0YA~z`}&dvDka|^XEC)yX#aN6Ymy-teSAABYlei1fz0!-321d15+ zzO(>poJK2v{mMFL(L0p-yHlgJKB@Nr?`AIOoqxb4ui5IG&l^2v8!&x@+Y|Mml@V*> zR^FBOMNdoEr$6YNt-Q-g`4IVFy>Bm+{Rbk!c)b)yx_RyP#f_fc^*C+@4Yf@N-;Zs} zD=}kR9lalgq&@~d*@7cBa2=bXPFrFnpLT~o4UKNla&L7-ev(k%zJ-T8R|B5VwL0JV z^i+*;3Ir?meQ%z&ee3bZA#TA!U&d~y^(%MQDttM_ip*5jw!KWjF6iapi(BoDpC8>} zY%-?4E8d#c&EYGKoV)WSv}1TZjs2?{asW+%#)G|qPm8xl+Wo(3W>AUskgEfuR8!;@Xuw4LL$mnT>m94DYov?2;4{LWam%1F2d4xQafzymbKej8nV-j3 z-=CUFf&zY4_ipUVhijA1jo<7J7a^5QcTHAT{e1Vfot|&1ap2WH>ymvFLw#c@*>`>Y z$xebnID zu^QX0&p5)69Z{u&&#xU=J>F|@{*Gxp67!?{Xv7e~)6AECbnyiexUy?cWay^bu`_8B zt3S5+g5>6*jIC!FNjo%KX;QlKeO&qkJ$=k@g)#n0llBz5zzrn#T?!GplcE=&%F>^i zPW{L|LkfOf6<*uc{QAtxn7!@>QeT3i(S)(O{@JxF?EN>8s#D~bE+I#*JPW$av8>8KwPza9}TZTesN*`0Sh{&n9h^1B%Jt*+GRvfasNiO&|i z$37BF2M;sH=z)1kI)0n~mFUx_d09whXpthj%npNneEF%o+By+BqGsCJOy3>I!Phqp z@}&Nq=<{kOA_9dzm=vo^k!yyTZJ9;tt8iz;&IzTV=QPs;C!yuqvZ?ikO$a=V--E`Jey zHG&1qZCrwaezMc=bM~YZn}UEzl#uiTGWkv^xAcbhQ^uA?5=yfzn55JpRonjPO5$m3K|{U%ywBz z0B#2*G^&W?6EWwlo{7CUA5EUwnx>Y-@Tl6OEnsZcZadMSxPsppQ_lIYznd{qusQ8^seR^T*0`~Zr{SvIdibtl83grU0*53a>Cj>M^D?HB|N8{YWSzD ziCrMmO+M~;RgcS`R0h7zXx)`LvP~?CxruUp7@eVR`M~F@oiEG2w5G@7&%52a7v!4l zgWv&KuTN$>?oqLsO-MV2Q|$*X-JIilhOvyS%XQMNWO~*vvRE@$tNPn$e&!nW6JrAE zc*5E&w$1TyEY3_hr&SsLoXO&=ND=ept6a>74VNydUf#Tx%=OCEMwR@+yshmWYddG> zib;7k^WSnt58@A>rsbODTfDFd^pRgH4s=wwtWL3WIB{m#?4vw?%O}Tj3Y2r9WiF@Q zSZ*~snPK-$Xlz&6qtZd0oHfhA3sc+IPJ@5W+!!m8MK|@AAAd2@)3N%pe-wMuvqvfT z#Gzgx-6|BWZ%&MJgigh>q<^|L|6D3u zp6W_=*r5k1cV)5dL%^P9uf$i!orl^B5i%F3Esf!-D(l<*XK^Hz_(I`zU-v0A{HF}V z_Hk3QI-3xU!5U{f7=z|o^fgIMHW`MPHSVjM>b~e;JfqrprUd(96s>H|{Xm6KlveoV zN+*YN8Yw>=RndP$j!=2R>ze$nr`mRH=_IW8hvTCAYb%^Yu)WS?fJ$(nNBm zYdUaW>k?Na(MN96H6qWWtm`jS)#~vv&zmZ_nil@i;DZ2N>R2ru%J%GFoXkHX;7OVLb%u|ISASHcn3%rl zY`>W|iQ#2g&yuUsfICBI|Y5L*4w$t+XpOvVfuCG03>8&Sh87)4V->FVt^95B1X zN_gle?FltoU+mlsR245Lx|7+f&bAL0le=7q4N%tLA9^m%%5Lhz6*M>EZq?!%wtX{V zyI5L>EWw5Ai_L*o;RZXT71+5R_)ufvgVsD6OSSG;*O4=%!6IN0V{tK(b>Zvp&8H(~ zpNih+>x!7mcc}~e2GopJMxDxapA^(vSU%wFe+p^Tul2p_Fa7#6C98Jk={aF|3UcM1 zZm&>49mDj`ReN5!UjHtO;nmgQWtU^2DfncJ@J z!UDK(5k%OFS@idZ`4Y`Gc8Xc1oX9&jIV z7B@%Ol)+cq|7I|X6J9>>*e=fEIJXMm>hWAsEq5Fb(L$YpY~u@ z)x32|dNlRanc(j)zM<*$&kA=e{LUR&eAdT(RCPbbSENq+#jfQ}H~qesI2qs6vxR2GeWr?unG?JANc$eiVG>zS+nUyE_}yUedavs9xMv?Hhl74kZv;)dK%^^#Qv~ z>C1(?fN0}V>hujZGQ4P&Pu~%T>5lx?6 zYt^gX;m^mqu6=q_qv>EH^|oC%du%43Vrh9uL+SFk+DzQVPBx>vuVl{u=BR@TteQHu zmur@gA#BvMOosJ`nbj=nDcI>@#lNV$OcMu9I45-*6^C+10^&Px`=!@#@1*X^C7N6m zO5^cfexXA4a(Lz7vgo13jYk1>ajoy#6V7gb6}=m_*-F% z@j;Ma%r(tTP%pFeNJNtFvMa+-Kd9?=5JG>unyl(yd?Zp8jTciDpIKm|gr1)`Q0;S5O zFBW-DGYZi{Jh^LHlk+}?pl2-4a zuf$@HdlX0L38dA)2GKf?YbyHFH|rkb!&Tc#1}i#q7yx{rL_ZfpWueilU+!NqS?wSeb_(zq-W@QEf5xw z{y?Z%C+L9}lJM|&Aixk&v^AVBqV{AoTx(6FEV9l|43vq{yn@QTf(yIB=8OQVxp`g2vIoqqZ}?Yd9PV9$0^ z0<-D4VV&VLgy#dW>$6m|4Ua^T$xHo$sU2f;TZHihgK<-XAgN>wgJHB{9J48`FC`^< zXRKXlR67u+zop%&JW>ZRW<7w%fH_H0GV8nl4{sV z2-?%by2jF>RJ9N}OBlCreIriteM@#h6p3t1ras_GY45Emrv>#xLm7@g}td!wO|78b;~ z73+;A2UkV@vLstiFp=L#G;p9FaNvI4Y0%Xf=Ya=-0V-=Oj;@%FJT>tIIn_3R;qtHf z$e$oiobpx#gYme}twcQ9fb2xk*b@`d2?B3Tco%mbCK%>R8q(?!Ii;sMW+}i6xJXkn zR4P5k?L?O{!);bQwP}4UB^ekqNqaI*o+o44g+Lb29N>HfzllaX&?02n!;M&8mh?U6h)+r(sbRqiO^~-Y%FGc&DAD ziEvvU-Jm4HAcoFMnif1TfR_PirU5t>q`Ha}uZcm+)t0Pt~Dn|A? zJDTadAuwWb;)I;d$B{$_vId)r!DWDW;fM<^$|IEdTNX${v4CNdNbH%Qzc8!0!>nYL z?%;FTTXy1*hzXy#oV+vm3Hvf4cvv5vW^g)Be>k(lU=`&vzqfh$jfWLREY9D^=00TM zjF>lX{g{#o*Y$GSII(acs2qN`xk=#IOlXS?QciT+TDadjdTk;FPt^pxnf1oTW(ip4 zINA;wz;B*Db-@uQITL_#mEWCCRh3O(DSt~xI|r6r_iRVy zg(Tjt;Mm|XmjctW5u*_J>4n!%-z~LB+VzDlN|bie#wJK^Q8pbezy(qw>)NwY7vflL z(+cg|1>nJ5iG@bef^IlDIS9XBbQC}}x^4er(AJisv!{?o|8YNiaVItFQsinEC?yVx zGaJ6`P*7*z)Vd@wW-|H!XWrFICutV76^RI4A~L;sbb4`1i}rcB^fsp|uoZds#uYTk z1<}HT92F-Q%ikn%c391g{G8Qr#7(axlSK)|(QH|5Xs;AkP1Uk4^V`R-$ zv}hxmb!HD$g)U&1wckETwN@7ct5&Vjz9IvAkg1}u)L_`l!NeQz;UAx|wYzo?R-HmP zoEcu}LE>nX9d($ToSA>G<}O@eE3%K~N?h)8eoH<)m9)0tNXlH>+Ka=UQeF}`7O zh2MAGabPsI!CA1v@$(!LO_7TjGeqXin%I!juT$qJ$eK9!Rl}WE(TXme(mE@i5o@x( z8{VvX!Z$a_tuf;Fu2QdD&hc=%xUvzAl2vN8QloRdkOrWcT{XMoY%aQLJGtuky6WC> z#iY6F6}jp^aW&|6HJo%cT5&c0;%f5S)s)W7jN8pz+|5GG&C=M-%E`^z*X{BhH=8s! z+afo+CvNuLZVr=fjw^0XU)-+zcEi%SJ9E3ch`V1^b9Xg%cXM)g_jSK^$K4~%-LuHu z>xsK}xBK-;cb^q^-!JYre!Kh8UGq;X!h!w`G;aLA02(X)2^ypHYyZ@S|4YsIzoU$Q z9OHjLjHI?O$uW}h!v9YYW7EG7<9{g_|4Y00e+w=?d;07TTzvAZYxLP`QYiRuyIA|Y z_YYru*7AZB3a)D#{ik5;>g*zgf}eJc{}VBi1Y>j06bUi5^b$#x;D0*Cj=>q-A)NkD z)Zdh`i!eh<1d}LZ@8~=!5&U}egTr__sSi9bvG^wuJU%(|pH1WV%nB(H{D(D8y;}WS zHWKI8{xfczd%gJ|eB(vi`l;fNAj};qz8yg!W=(w}Ff3~@~`fmGAD43K8 ze*fv~pGxqD?cKjC!6fdu{dxay@%V>3e%U)9amRyyuLK_+9{(5O@yE&kcjA!*8VCOe zH2!yh#vmiT1k@kUI4$=gW)>!+JtY4x(8wT-{wHW83Z4HKXuM5YGHtBOYbKB(uBd+01JggoM;+&oD-+`Jql+iuE)5Nj8Dz+!uK zgw215ZB~LK^ph}IzQ_TDt6}I&IYFajz)O_t`LZGn1GGxHhdxV;5eY4NzlPwT3Kgz4 z9}xGd)teySy{<6^tm0~l?X(OzLb63Zn3Ps|MzM_n0iPcwhy+bYH7|)IYD~pErLMho zV4j*bR+U6)_5zDWx1)ri?&hbzlg)cUGMkZ=i!QTu)oPB>@1Rs>tJTbKE14U$5+^RgTa$GjI zYUJz${TywWbOQ(U7F4Fs)`fYgg8$0?PJ4TwgLH9ye-y~rWLRio7%(9xtvfJr-quE4 z?=_dFS(|#;FI27KSSX#MRBNwP267gH&;bn~NWfE`TVRbb6z%-JqW@*#`1eKK zB0l7gt@1O!AL{9Rh?C8SES3=(O_u&2q(kre5anV}ky_lP7n>9YUe{*Q2=xS&5@nwR zxr~a9Q`+GbUd`TkA-9@9F-eMO97L0GNJ7Y%=bEaFE+C%M#=d@HEoYxi&fH#Xm;BTn z;IGoNqJZ&eHkFWrLwBQf7YGtgSe&+}AKN8X+Yvv%-d?LU-fD_0I{rfeGKV$PLmUV$ zKot`ui;cgc9I1Hb!a9(W(hvhubf(oiPsbeY1(Fa;pt7RE!5B6Z&Z`j4A`YA6*j(AF zADtT<_#kZ+`WSYNq%W(S6J&-wnW#>pImU=I{wejA!JQCZ6(-eYqtEOd(N<4rA1Suz zX?V4|AgE}fVtTu<45guwm9ka%zbGX?N)xHJt4@dAWWQ!%bIv5c^Fu>*FyrJd&7{j3bRLdn8=lT4hOBmO&Bf$}cF4 zznb(C#b=XE4auN3e{Y0}5#psP+KqmwRO}3HyDIqJCe8v`#_FA5AsFfpRT>gz*k>G; zwVXZ!-_Um9SYH@Ax84+Ib1z&TUtc>l(v`2s4Ksx9ks>MzKSIrduCvie0ZPxE+1W}KAKjbB z$I+ItJYS-Ca9$bkxo#Lm-lkP6K5f>9;HOVsVo?{tEP`SZ3C00VO!yppLQwRoz6@ zUPuV0CYJ#%)S@ugAES})a8Y8Vv8kE_uGgk1kp+GB$*ct4b=SnGh-gdyb2{p{wF`3j zjj+QBi0}(WXA)OT>8pfO;kN- zyNt# zVT4_R0iOl05}x(lTUN1TqtaRs?oAx+(Zts~kDX`wj%1%uKe9LHaiz-iic&;kTOuWY z8K^Kr&Ux727Q!eODBI*fXd^#IsOw5mO^Al1cp58D%#87w*F6gPp8b0r5hMHWUZc@w zHI50I^wK<#Ns8-$d+1~MTO!7WhG-YJ6^3GeHYYjIYwPbJ`vx4=9%nGHCTNjCKIsaf zHC4&L4y^O?vk>^zZab#S@W)Z>MU}at(kjnUwq5yDq7KkGSdY=Yg41*;4ypM?B0D!O zPbnwZs?2|5rhMmakGvE3%PQG;r_cK&Sq?uF}lKVG2{SO_zDTp2?wF|2s% z_?Fr4@6Fq0P#)q|0t^iBTSI!t6H9flDMD8lXuyg_?wXnk0?!$66noeY_dHTIdwA3{(O`mjU9TfCKSnrnwc^|LT=TepHcgdO=~)P@oSK z@{|(6D-?lK@QSgFw4@B=pVtt~RfyUkV_CaHsgCt0hh<(Cnf3$Rm<8oqd@f!VG4%jm z13tgA0kPs3q#2HKFFfuUZXLjUcLAs&qRM=cAmEDeKGg2H5Jf9c|4zLZ2k4@~U<4J< zK_p+xZ8c2PTZOA|K{_-_xX0Ci>mDW zttrsh1G4`RS&T_|bR2RmH=#NjL~fRNg`AAqU;4fWV1)NtFV?)`;y^QP@GviAf8ln2 zNW%JVDiv>9(Ya8579GFXJ7IiYE?Z6%M7Ig|Oo&ZiK!(PZwn> za$*H|gJ>!Jv9e)6)0t^dj+`%K&9=oHpg$rF6~Bc)w?e>El=#<00ogcDVQoO52UIys z#!JlJt-_0)zZt8T1a5I?9Jskoq^@@dM$eHOF$o7;w#>}@i-^*U03`|8ahN1KRPK6l zc67X};;vSO8cqthGn6+>Mq{M!2 z&Jl#YF%Xw<#U*4N6iw2i%B)rtkrCv$5W=d!xGa3-ZC*F$0Mf0SiDoI=vPpzu~VSbh$Z40KeiM@*keliKBXaj?Q;5A8i@;&&Q02_+E z(BCw+v&3j4PY28(aCo1#N`%+SuUv9TCYtgt`g|Q zd5VmZ3b6J@w$$ql59oOHvfdQ}`lai71tdQ@uU9A+6Oy-U=`IY^6^jK30t=v!2U~ub zQJ@K3VDSV{6e(b_02DtNp3{Fs9`a~ivK&t1_C<-7`M$uVV!N9|hDNWFcoy9uB6Q$( z@RB?*Q*2WxOt(nPBf;A>{KKKD!15^S6+EzD4Zi)(=`r~YNMlJ55ZQF*QWD9GVX1(# z%V7jG1f!k_QQ{~|{rJy~7RBsB;mV49RX{M>UUU>B{K}TGAyVp-I+s4s1l+-jh%H-K z(4ZlG=BgL8$XeS02b`BdFgax+NdKiJHA*6$s|H| zt(|=>d>f=8xhRQ-zAAq50*_IPVB1@iT4_)OtRTjd{cJawa+;ilC@0P7=f(i;qm)@j^^eRY) zpeVif-XZiNU7CmpIGq3YHD|hbo`F$@0X0HTP0;EI$^}1%~ zc-!bNPX-`Puau1`fyb06xgz*Z>W0ZMLVnigB=Z~F1Y_mlEYt(k0Gx;uAvVr>JPg8{ zEtR}AbdH_i*B(#MS}Ybkx!4YZS)1XF-H1g@h`CgPb1J+(3nk|ip^SiT&%Sl?btc7Q zp3@V|bd^a$FE+R1n&bh+HK8u;fJ}aYH-HKDZa!|_v!(YY+5aBQ$Os(!(nYwjnq-B zpoy3^BVq`@XFJH>jt78MTuyOrPQB!b`x5GdO-oTeL_s7?y%dD|V*JB~4aCK$!`!RG z)vMx(IyJEcuqhETU;}Bl!FyDb$CO3Rl0{L8#;4GxJX->&lq#8YmuW4So+Xp2S@AxE zI^;kl9?-3Y?AE#I)}!q)knSe{DeQh3UMh>;!47Jk^cS;YVePyrzaDUeDVDs=Wa(MJ+c${`* zQhH?CVr15TWIk(Tv3UfE99g*;S)(1@kRIK#7~Sz7-OU=^Zyr5Fjvn8Pp3sh+NsnDv zj9vPVU1g13H;>&Q$L?;%0CeM+GUM2mPKgFgiDyqq zwoFMcPs!d+$(R{^$jlg7&X@$um}bwIwai#7 z&sbTG&jsNZj+a|&Q`pMPnkCLY9sxPtl0VW0xzNqIw4}JZliLx@J>{A6$eWdXIH!3! z>qj@|0Z{K0#Cv=M47?=^qMLV-nP=&li^?X88JRcZpD)aN8)3PSq)qmAWIkqDTdDfEvblPMq?Tu?Je#;Od-n4!$(PExre$JZ z_ocR@mKWKJsWQlw^4Z9j$a}=dxDg~v@LU`I@}bC62sw|+UUqI-o^By2t;CtT zT_#{$o(fnH!C2Tmg4)K-rN}Ia>#s!Kt{4|C=g6#xudiHLYG1dkW>S-71g!2>u6!I> zQD$5$3P6Hdk$CZBEdkYmacdXLWRRSBqGKR2AvvklEY0Yuo<7o?Zi6n6y!h?xSj+Sr zbmg39!xX+@;J(h^NH*;t5AUi@AeCj+q;TtY*y;Lx_l-oxO~%{p z6zv9q6^+a7-mk;mhK{`-TKiwTc20-CZB*_wb?h8V?^fN>ybK&I z)uFA?8T}kj+i*PcE@!X4iZarGk17I5~gWEj&kmRjT zv73a+rxjY?pmxVKSqmh&unWQ=8Wijo{ZN7S;W;X2mX>dbU=@bGuOvpnP=RL+M=&4W z^AhA4!Q^=jjK89D0Q$C@+J8XCTO`7oCxkZ(vyjy7}^n#6ahhq{90U)9B4zWaVf;`KAl=E|${ zCu7q2>+eg2V>OhuzaAA`caK~(TKwqDzoaZDu50`Gc5KP}^^g@Gt+8`0!^CgXCwMtT z&7Ts63Q#n*ZNC}4e){tL8ft@TydLTpqnSV@ko4zXx2-~*tcRqCZi|_2IZkgosqUgk zf67+lSj*8Yqe%9j;6}9HVF}zd`2T7WKnY?%7m|+zje6HQ1fO%WlFrrSQ$!BY>J*ty zY$&5aqsP|##HMN@qjEgU!^y3GYYtBkbi4BW3pBoUtP72BOB+^!uEWD2s&JqBsa^dd z^;BNR#p$w1M`(j|u~`G>Xegx8>G0vnBLx9Vgc{Op_VBOfFph)~KI12^ZI^Bry#os` z%eJ(~q-1}Z!&Xw@4ff8cp_e?~4{BDb1Ihn1hokxW>~<{P)^2u;+MR%eoT|4*|J59B zF?4aAXO=TeLnSjQC+H`>298ktt2x|O*h*l9+&CNkZ;-w-5f5AXjoGq%KW{xtz-A}$Gr^ySLo)j_q6nDIj3H&T5iH6i+A13 zr$J^Q1d7@x@vE!Vs~W*xpSlX*QpyQYhb4Eg4jgzN-5ef8hQug!Y7OiOVjA*~7hw}5 z6Dm`?Vr$8qxMh{|;`1~yD%R;l3*`Uy5kBj$6UHY|Z}9DgByUICJyr|X0w<|+*So1J z@Qghr5n^_uu|toQl|A{))MVs6k{BVCG*WKj|5SoMzCci0{Cv8e@$k}TUz5Mbfv-%e z`r=#<#XLhpre6eT(UMpy^^Dd~JaM>~B>vqsUHX;!V7Q5%BHJgA$Pw)ujh14d1xBv> z)8pMR$KwhG^M)B|(kH2VEkn(jjH>l6GtW%dJXuUwt@vV|bRkN!PEDP8rnIJ=l{KEX zV+O}*&bu_R#%ex+f4%I4Wc0)=c}`glX+M*r{#-|4ZB#M7ve+>9QTF@H?($%u791={ z`sx^A_(P=Y9ni@aIMiac}Y{KIKTWG;XKEMK3op4Bs~B?8_cYY&{N6s~6FGB09QTNKU`7 zhRQRJscw;~jD2bM{C<_Bh;@TV^#`H8O}_*CbD67y>9l817es=#uY1^NgxC`Cdi;_} z%#VN{Vi1(bPq+sD%B!ierS0^33PW){)!;$k>4}N`>Y~!v>$?c4b-?x1Y;3ncO^^$C2@&4CQ7F z)NPn@6mQHYc5H>rdiJyxnu(*G^}`|^{+;fJR8`cjaytQ%g^H)-xA?!SK+ zR3Apt!J>z1RvP9Fd@Ph$-d6VqC)uFV zp3YSQKK0thFHHl7#^G%Do&@4^69V;9<;dtcUUpy8JX3L&)B^KGM1@37xfv_&ck>!U zk@@k%V%#g0y)QTbDnrJ_BE2g(KbE}w?q zg){aeMsB5zuL`lgUR?jwD8SrUUOaj?^s5;&4gOY_Cb2*QA$5Gpjx!V^qc6U45k`i) zkaw>&F?{;*T8-9KKhTTMcz0+8XGpn1%uY~Fwc7|3?A>Mm5HqP@dW?+7QDdz!(KN(? z^`(*Npt=ceYTrvco~5@cDjg)^3eqOb0a5f4K%w-Rq#2rz#wxdT^&+pDjVx(V3prd) z6LFv3mOR7TL+|}Qik;}R7b_p_WLVv=1T>x6s#X3JU`V{Z;S*jK5{EE-P@DEXt&^whWYu(8qbt;lhK@l`{F&H=TUD7IYZtd%Je+$ zghft`-tw0*m&+jWi!@qdW$U-5VT-^Rg9ezfl;JqD?K8%(mKlO$gaZs#FBsMGP-RJasQVSXs3&3ycGkiU5r z2&`aK&v8H$Dx#iuE!IRfQOY!=LFSE(2%tT|DHm`vnVO?(C3zHA1TYQujAonaP zY0|qopI2Tdky|O2%zb~4Q>RAF87Kd2`c%VWReu>Fr}OYg)SIj zTaM1boGs$wG)l)9zjG#VOItox?O3d>7#jb*R#G(6y6HatC>1I~XGdlIrYuP$&S$dp z^g*|JheznNI`h`-rOl9~mvN_Nqv!taXFe{^xVLpyyKEH70xC4Z0Z6jXYbZ~J36W8s ziRbIgOIvNfZR@;NXvBW0+~WZC>ZZmpbMYN&_n4)rhmCA*Z&*lp$grVv?pX}Nl;5h} zczb5L8?2r?Up(4-tykSJW7!0&Y>zmZebN8V+yiS_Ef%IJP1Af`JZjB)mwEtWy? zbyfP?H1%Z5;dSEtD{r?QgnEfZj^^flkX`cWP^`s%bc2yxna3E20WK}qW#&-vUZhlA zX=};x;T)@9{WC2j>-|-a;jUv)PTaX2TiLJYMNXeoFVFE%S788yuY-58y{D= zfao^=(7eUi7TNe(@c@YNJBXm|>TB+iD;=wO$V#!F@~$OqmRLU$7u&DnVe9)Ml&XpI zylr!gRZ?g<+dk@)-2a?suiOxO-kT;gJ_vT*4|0Lt97P2U|W$^1pwtfim zuHD-UeA!LLc*@Ju9Li|YG-4botL(OtPIBJu9UEwT6?1z%c)c>|ZSgNfUjpypjF+BX1*t8-!Du(nMmF;io zqCO*tPGW3iplOUrKB1hu343Xm`?H$udx4Schi@*gH@M`c>j*wCGEx^xoc<;nC2gO# zY5tzs6w)PgS;$_W5l_t7&cw+)s44cTkob%%eoU(5B2#z=eXcVs*RCgHO(N>oBul3r zF=gLAApV73UKR^m>W!v6vzP2zee4Qp@qQ-a$JATWt=P@CY$uwZug^)(6g%on(YMGY z#E5#76xla#g^wq#9`D;p${-bJxOk~~ei99TG+Auv| zV0v(emUOhfMVazNtxS!wT@jYWwDLYvt5SIsGlZkOT-2QksLrl}{%4=)*PRihkh$N@ z9@G1{NX34*#~~Ij>I3@j8QfUTDxM4OhIKGS5;3$Z_JlAerd26 zq6}Un;a{W@0I3vViBiH=S>pQYoYL!0*5_NK*b~#8yP<+|_E8H7>mNVsIy#RGv*3u) z`W#%L64%@fK(Q@T||YF}{98cM}^4w%Odyz1x<%!;&@F1LY5 zW&8I5nPp=NI$B<;WMM}YaI0mwDQhN%Z^M+U@dir#HFDf22Tn1T=7UWSOP;xDB#mqM z9u8awVN$DMu-Ak-8gZtv48`ydX*z_9vSV>yDHc;}e96*`9qz9;N>{%M;SUP6GEy7d z*G!F6F}>=w3)6U#6z!O(n%E8RaRX!wzBT6H(UxL0YrXFuu0)UzKoUZ`6+vX$ z8L*MbX0p%xEHUrYt-q?z(vGzG56?N!!IvW4^5ju14y>)sBXz^t$q+5MQzp$V(3zq- zubsw*G~QQfvJpL=*t`*;&cR)lsJ$@KZDFw0&45t!(2-Wu@nN!S{b>AJ$7xp2nSb=T zQnCg_Gp=0+Og;M3LTeMLzEzRrYABehHqs#!`FU9PiZ(*eb9i$)=~qP**CFgkSZ^4q zJK_)h0T|EN1s^ddKb=k=PZ_U=jocvdI=~2{V0F>C8G)G zvTosU0!cPm{MPtPhb~R34sE60e&k4{xITCNFf1NCQY2(_5F19KwGDL2+ltu!~T^WTvo;$8j9vF34g}Zib`Q6~yTv zPg166w;}xnW6Z|AQ5lmm4S2*ov69)bqBxAhQbt~hKytNMrR-Q>C4@ygoh)ut%0%A}pMC42Bt$T&U;`i-S7x#SP|ZIe1I7ClgT3hF z$_~e2n!_-Hh=?^H*alz_iGu>J1?{n$rj^d^F!yQ05sD3%fpJE_M8LsGFWgtnz&%Pt znds7iOwoN1-v(e!{>DTmL8Bo`c_u++Cb87B3qgriwJ5!)8Smrdw|S zK+{=V;)xW3s4P}mg>X`1;|Xn>Ah0}fY)_;nYf?5jUqr)%t0gAQFSBTVW10b@%K{VV zNVrLA1hf8z*wS)xX=uSlfK<5BRQ`I{*K zur$suDoY}w9`%!E_KtASWx$-krZy=6fuyPev zJbY?wdh4$7G}U@mZ@DHEczkP}(r7)bX3bEDO?F}gYy><}Uc)}Nn6WXFdi8+7G=w&C zK6(a-rvv68x6vxL_QZNPO#a67WUZaRmY7g}^vZ%EGy;ti-T)R%vdt*(K&PqrGCYkh zS^x%A8;qlvR@n=5R#8$7#vL|mxKpzZadyD|5SBFXH?HwEPwO{J#w0;NzPk;+Dm&Z; zoA&lKc2{Fm%xxt13ARAh+E!1@4UQO*tWCV{9N5ENEFOYdP7O~H```#bRDziFu%cl& zFM2iw7xW%fM6Ys5QaR7yf`*?LhefSL;72Yu43_ylkJtzi!)PVs#rtJ8ukxIlN)V27`bOj@u?V$@G>Eq$3aBpv(BF8x-$A z&hG%o+ijaq;Dt)OdsPDN&cW=24*B815kWi7D^c`0Q4G(;-Pyyq^RS^gkvxq-K9@UB zMDcRF4U1141YPH7^|1T{9mw>s-UK}Ijac^!G^)dP#k3Nb8@i@l=l)eH=I(|$U=(qsW%a`3>khWyF1-(<*M`iEC0jxgA?$?TJ zmJ#mwI&DPF@0LH`Ppgc~J9bej8A+jVt<@PR5p@-4RVX)cjfr2~<#+m=2~d4^Hq5bQ&{2sq9Z3GeE8EKY3Dg8Z+9YHqNXb9mqu2F+;5?RBS^2 zyQ(z9tqHA4v%OmXs8VznGyg>gI*nQU|5BA!#|)xkV$gNWKWR+bM2A0hOmrHvA!Xzb zEd6H}vngv54ND30%v$rO|JlXtD4w-1N&TCba+JAMmzSf;%m3NM?5S9AuZ)6MJ>{x) z`jf`|r!YnH(jf%$eH!1zwlWs2_|J}>{fSi~`ZlQabi_4qK%gcK!Cx1NY zzxOgb(2VqO^XyMD^Pi0Lk0Jd7NYQ$9|LE-e=;zS!zj~Q}^yoiJnSbc$ugl+m$1?x_ zL!_iNWgVLE| zi0hwTD-ooLkU4Y|JNy;JbSa=OR4;{IC{lT~9d;u$)M$7)7R);K8OkZ$MrV*i^8V z;8NI2D)nHZpwIHb{dvF}%%C4kdf0-(0yuiyxiC(FDrI$h*lha-O)?xR9LPa}lN2Gk zdJ-Aj{+)1QJd!`^OIt9lP{xqkju5V(CSbab<}+=-fDw3P`ab&O&R;pL0JY2(T0N`u{W9AOJFF47sz(|H(vLf3ecy-jRJ-KyW#*wlL zDF_4Ph3bf+*3B^10NwhEmSFv^a~4?0-8JP)NR5IDHziWhYS0=x_#PnQV|hsAsisDq zdnh<0&H^JIHgmJ13aU_~xaR9fH#jKX*VMh)sQ*GM8mXHtyl5w}*271iicb`x5Nd>; zwJadPlT%N$wef7C2tb!GG1Y`R<`@Mk4oby6(Iw1vKgOWoln+|ll90wPz`GN9|G~A; zcXs+MyFf-?l|%u}8Q4(&3|(WbE%%EqR2M-0Bu$YU%4!`w09N<%dixxTDHZjA@G2+| zSKE1msi+qi75t%OoB#*p4vUX}>x+X4hEM>W-OFIb5PY>|`Vmp?jgY6iw}CmX!9qnm zaV{_HWur&>aR~UOr@&+)u2kn83_Tq68xj(&yd2Cp%ik+xaO7m-`VeN3Q;(s%{B4IG zQHgVUJ`BQHj)r}O>79@fex1+{!xq(H)bg?N%aVi<5dvn8g%$1Cq2e`D2m)}&c^x20 z1(Y;jL>^hYdAN^Loi>cg(Oc1!#MQX{T;EtY(v7kw3LVglu~z6&G^+e=Ldvq>67bWL zpuoirFLhInbRm}cse8ygd}#*N4lBWbx&o;93|sp#Z9~2RHu}iVsKX!hb@TV*;hFYV zG}is#oJUx1gcVlCx?Th~)jpA6&K!jhufjiGv)WF-)bA4QcWonc3Vr9NZz2W~rI%KD zqnEWu@!(S%SRpQ#W_6EY+^M!yP{E%P zH;G>izcWhgCVx(e#~uz4jdrvtB#(K|si>2C`JwH74p!|=sh}LxSkCk8ek*d@T?NWu z#MqQ@+)FI&sG$S2Il+P3qLlF!LIAY#6T2dghb5j*d%41}z~Rjw?rTB?`E!e((1|G2 z0a^-Zy6-_?KpcJCVlgi?YF3Dd;kqie4RdHL1LsgaVdm%>FXl`m{GQ0z?DQtG`A`5qa&I? zQUHz()G*P0c@6G$_5h6jDR=|@(*F2N6)K{?7no*}kA2*>$3 zn{T+whnH9#1dB?p%ZU&QC#cmKFjo&ck;mR7O7Q79K6X9-Z)g@Gzk{0Mv`2r?YURZlQ6^{R7UwgJgGL5D*yX=XUqMfGzqaljb&b;ZNU zlC-WLh0~r$`6#&nb}%y&36|yY6u)5tCqRz#P+1W_dmMoFCp(l1Z`BXhH}X)eAFSI- z&}K*3N>(T`h-*z4T6f9nm8gRktnA+pZR-zFo_eCS5nTfUT>p%F)~iE{&R%Z#Xk!Ct z`9Z3kpr2>a^OX0uW(k7l0NAy@=+5QQeZWox#Pcj+Inn(dnLciCG@d>Vehpx+BpN%P z=R_200s^3fq4Yp^JYopoG6~(hv{QpN_XCK771?H<5Jx5Nn8rSl2QAJM%&Fm0&Js-U z>x7`@31<1<)ayZqN?&1}J`1TK0PEX6@zjQNBzHyf;dCTF^GUjw;YhncpyB6*ZeE_f z!xMPNs(fN_B%<1D9F<0OA1^NvHv_)21E#}?#$?1FCh@@3Cs-{BOx)oB)jY-SNCd%? za4$5Z{sb@Au**DID8UJ_00?1*aMU|!aF8Kv0Fd7h(^3lkvgW}&E0NL%8b|@e0=SYl zWhhQE@EIWvsyc-=vQGe@7mCoy6Wo|H+;=BnqMZmdBc#1zEeE8024u!yf|~rGO(($k zc4+#5jwzTcV=ANQ-uraH_m19=qQ1Ptf<5ZX$jI^b173LeIwZ+c$`fZm9Z^B{_hv9P zA^}Eq`nYQx=mB*0Ap7_1(1^S+j36u@FwVi_^vj3PmwwRSq5>ow7B+iUoWAnjWEj_d z&<>aqUl*!%!V-Y&N#%C`np|40hq6f0l!zFqTCH_b{d4k_m zga5D(I)ny zupasgc=Cd7qWGO5P6S1X*lCHU7v#yBaz#g3o+MepKE;M`aAokvGHSB&L5g_*D6HM7 zdOxsMgRK4|#XJlY1V~x-gzSb=*L*FPg-5V0P&8ZvThMOM6Vh3O=QSSpp*E*1vO>-l zXRHv4@@4ha`|9hj)i;aP zch}Vbni@>08f^0#;Hw%?W({6b4P>c?@OKTArj|simdw1C;#DnGW-WD7E$vb*{qI^B zO&ya|9gBG#+p9YE%sS4dI_{-9-rxT>iuu16#mvwoXimf{+G{hxXvfq7f@0g>%D3y= zw#O#6L$lh=`rFlr+lgp9h+}cV+~H(MQo`5{Xe_QMHdk3tyYF}h{Imm>)y@>FNfX;C zmEXyw1!T&?GcfHGhIENCc5zvB(P}}dwSdieT>=>G@AZE772WqbxO*-kZzedqzFSgjJmeN zkzLgg%DIZ>pkdIU8)dH6C`D{{u>YtZ@lbc>NMO=v2iI@{Wb~Mp>ZG}8AZswtcBqkS zFwtwcj%zG_eaHbYlJ7d63?DCZZ9lXaPVX272Yd~p9evL@QaCi84WGD!e4(YIrbb^g z^A9J+PLv3YCM}KC!N*`NqumwY5(^qIN_r}qX41s2Gb(1Pp>`|;e?lO8tQlkc^{WX5 z0$Rej&(Z|6N|v8BwQ1FFKk)}lsx;$DBQ57&m6^ zPRAM7phAo8ZPN1wG?*>ZyB;CzwduW<5ijECWwQ~F2s%kD8MG}C-pdRDxApZ|v*!Zy z@~_5hEoSbBXXK>7k0A>fB(qBRxFGH{aOaHjQa3bYLGfS+*$i`(L5N%Qf(+(lHTy+J zU`zgp0Q6Dgay^KE(T@lH(IWWiJp5phsB>O{rrY$Ep_LAiw+!o~LloV@lIaj-M=+2j zQVbtSaE9z(9)>V2D!*FlM|ojV^8>T_U&(qcDmN|lcZ5UuF-&bU{%y!YFRYg_ypdC(Xe|Ei^{HF%k;8UA$I9#6>)8Z1BtciH+18PRb>(9 z+S{-_;)gk_<$7Dh!OMyVt8Mz*fKOn?(>3VmhWQ;78HZ4BrEw#a@vtJXzhmV&hTga% z?yb=H-ATWSCka3uuQ*vjPg@WZ+Pg5nU9P0v*J~i}Ru_=;h*f-hbsSCjC?NTmWHu4v z6}Tx8zb0)p;Y+_K2H*RByRjVb?NjY~z6WW_D9}kB7~N8Dm_viOBaI5geI1XmK0bi$ zy;fM?k0C_Bn-5A(H0XDRn?r z?=X$zp$xKHfq{Eszjwd2ZmF&xty%R9R@Dp0((GE19q8bAG=CQ@-$B%3F!*gN*W#|q zV!b~;EWrN^13+d8S*i$7vAKV%-; zSD(P5L47|2!cXom9oC=jHRzC~*Bs|H6IWU7u$CW{=bvj%V6Wz23lq7u_?T>4%i@Ixd2cy$zq2fmj!dIoVlsW?5* z3jVGLyW|kq*J1eX`MQSuJGD<6nakL*2>cSC>+ECgdVed~RSwq0^5rX{GswYN)RXVp z#3$3)Ka)_nT~;+xywoVGGXm6=uy5+O}uxPslcp ztIg$pgBi#LSFbg#uc3FR*-xsStf@gyw)ORY@U<_gV*D=S{8{XEYH<2PgO7ZiFR2uD zj|Ig*j;J|)U`;-_^7AD8sxbIc*Y?(zft>#J5r)REZ>v9a1+Lb|$QOt-bKCCiqR5`N z-I-!QXJ1OZG#p>cl*>+jWl(j7OpwDgU>m=pSI0G!MM;8j6=j0Yw%XxDxCZqQmJ8oBmR}!s3-oz$JVvr zaI+ocg7-sdwjY6Pm9@3@UyJV_*W7bN>=(QXxbs3`Q(d|vzX-f%DO`H-dCJKB<~jR9 z3EPHZB`bdB!tkcFx8E))(Zu~ABiQblFS$SQiFBMvU zjX}zcoIWv;_`16KdUU*B?NF{`&0fBB_k9fq_ypuoRxOLSIE;>B4o7}QM=^)wvGWVJ ztAvHK%05^r37;xOy!%)s{3vphUmC|+%}$<7eZM$Q$7MQ6VSmw_n}$`%S3QK>Zo(a_ zPckh29`psG7Iv4FGTHLO*@BybhzdP{_GP+VyXtCmXg{2>BCC$sHBi!fLrY7zTF?((&TA(UMPnr_+3}w*=Afl>OK|!2BXBiE4YZvH!?#m2K=7V4`7}d zgpk$yI_}K$Iz7i}eMMjOut_Fu?XR+8%g*GqmZ>v!KRD^QDf*rk2MHTb2*uYu6!>}? zM;j_)QUe%a;Z97a_S$*qoZGTfZ#8i++F;M6L7MN@6o9WdRN>13jeXCUUgI)W_+9)- zn_#J>Z;Qc%WPh{o9ylhXObFY@+w#X(*VWi`MlD=X@iKY|SBL(`3{QbG9#z3`9N-nt zxb@H3fR5Hs8m3zN#5W(4>uqezF7g>9jfyv7^qcrpfQnAe^LCD(Bv{3yNY9E@Y3k6LRM`@%M#)M|KX7>Q&O&luezpI?y_f4_Dnf-l zj}zMxHYimnsdYqCpkxb+I=SfO7TOP?5o;-MFpepXm*h;?eHw>3af6vhgQs$!poA&Y zVp159IzJVf4npqQtd=G&xPDh50P+R_iX7q~`0 z27uK+rubCA`I(6VDKlw!dlA?mvgO{g9xzXnans6{d`-ZiNeQ)3 zVcO0M5~%XQ61E&Is;`3-g^}1$$D>pxXBgtVhTXH-`#ITtzm_TY0psw3C*(<@6-pWL zb=S=6X(I(Nl@q<@q!>4Mde~^TqB$YW{kU*bhAD|Sa~c1o%~>)Kd3zA9MokDcW-Ztl zyD*qk!0xq8$*0d>5~4gb>H5F=GIX`Th&nWp8@(XG4Z6cvzIye=5U~!i2)9=-q4Bos zw<;ys$1g;NnEN*#)ySHu`OJ9J5aEOCFbTO|-r271bzk+zKjgQ1dpK52^-DAqg7+4v z$=EEukgKtxuTUsFPb8MXb$8qM`a5%eps57^{Z9uew_o6{*iMqFE0gAq7qh(I3u{p# zI#KSVPE8y0JQt6@DJ`pa@@b=93^>udCLArUMk)9zNIQ9(ycwRw((Mkz2^M&@PWGXk z$*)3!ggq{D*Oq^2k5ikPD+gO4Q?g#Hf_>T0q!=Q4e$35&wz9edReNt%o=hjv{AUG_H>o5-9dFGBt|g4g3^dmH23I?vGTMX-p2V z2))8fElcSyWGCWg)jj+Gx~|;)oi}^`m96SH_;>ur*SoCf_mTImj(?y39A=+~fIvy>O>y ztnq&NQ2YI3qiKWEavi(MaHoago?cODC(9$}55m*zk%r}8kBFRHSth^Sl$9-9aC;23Q75ZuolFP$OUyX@IP|8db+r|x==lkIaf8L+b zcGkXF!BaQMOD+EHJ)mcax1O%>Sh`Cgb7>VhY@&!+k{F1CXNA2Q@tMhvKU};?Z(ik{ zcyA@tng~%g$?MZfeFtIAi(%?=!E5BGbc|9vq&YGG)urLp2HXGGK*r7~HB?SS8-CTI z{T9)3e?uTT?LZ%di^?#$KdYCd9~Op#(U`GkT<2n>3A_L5oHtE;KeAkl3g`Fzp>MHg z`oDfVj%i)V^~ViVY`mJrD)i&0eNOa3WP2@#?cr#!Ky47G!y`@NcNO0kg&x^u<>1AD z#w@KI^C=5AQ7mRklq>t{bS+f-<3n=EvwCss{+pVly{)_Jh=>SIoMudk>98+nej4se z1O6lfy5ii!=Y`EKD1X zjVne_dfr=fPrdxC-IRji$C(pRqtJ%%BpTkT6vaIXA?U5A|X~<#sw9+rtg#f zdP?jd@*8OAmN~KeUf6!?1O}=4BowuOFQ<7Zi+=(bLDEzTY1X0(VQ)>Y~O5nEid1%)<^0Ic2^V7YaPY%3kWA9N5h^da-%`+qc{gBIj_y7aMbe zCwuU_7}5_u2j1P^Uvu92Rm9uRylG>MzAv}dM-ng@N!Rzt1f{}VUFP6xd0z4+uKtal z?>1J>^(N@sTk_r|srhy(g3M-&!-!c|%H1Y{2@LsV%oZR5ggkh+!9~ztUUz}twmv2Q z^Edb^6hG{|@$O>_epVy^-Vxf-ys*~R-WY>fF1SV`fB33{_$G$rB6^`*Fvh$iib^h1 zU+SI`{%W}(&`9o*t8;ZhwsBWh_&|g)HuAS?E*(;u1pzjCTTcXO#dOO83FC7p30;>f zyvd88MX;c5U&&RAx5+fY4~E*sIOR&!3TqYXSsi4x`$HuFI8)Sc9%(#Oq5J@|u&_T! z_5@4CBFxY^!hEo8SqM+M8NmmUQL<6ezQ9rq>(;lErksibHzR^HyCWKbcKu=6)7?4_ z#R6GTgw4Vd5IG~G9^Z%3PKtlPWMK_ z`#g;L3SM^Ja&>rxsp`G$i(gYQLG(!?l}|z=UqD12U8ueR^s5YG2WzpzQ{duCpXvPcb&#|rmKe{3?F7xa$l zORtE0ccH>Y4QHx}g7GV{;`e50MP*O-V|2!HjR#XUhRA`Gtu^}#x+4pv2T1FHrj4Ou zpiqA$(WESmm{JY4No-+LESYyoPu+xTXz`2?IOa&DoNoFRy$FYtof!*{Jkkq^3Sqy4q|{WTl2hJ7cv zqH2Ig2ZNNqHAW!d+QWB^WgM~WEg=xTbm@^&wUIG5eBmgyjxf%w6z#OU5x0jUsKmtX zb|b#Bt&xnAk%xOi*@KZ--Msk1I`#58n)-?%%uz#G5)EOah(sOHz4}W9u%{9a`Lqr~ zzQ=HFI2JL;kw1!BjN%?1aazqR2Uhh)d!RaZTcsgEgB;;;W=gtTsWqA9_<9Iln%ha#5=d{R-C!(e z@=(7Z$Y5&KW@^+%H$N7OcBVaLdVsR0Q0;CDvo=K|dh_rIT$pwWe>zp#rgie-8{FMov#FU4+(Tf?V zRVql@@~tNineE7&9FNHune5yCv2W%N9;_P$%OnLj>S9(VeMOR?+}-ET)r=KH(Db8445RtGtB3Wqfx2xb<5_TZuJtv z;xloOsBZHaJ@c*xwX~zyua?N9!-@6gxV~`o+nk=IEAycreZ6$Cr$`IdnaMBVkRBY% z8pMN1OWCR7=~3mFLCfU^C5wh}^LgW`Pvnr1%H^q}@Zs`@sD^Q=W!47^anX|mRx2sv z2w%%h8LJMNMZ%GpZE~xSi)dur%9NYs`zwnBa;wsS=#Ax-t{#gbU-Oe&(?fFbHjgzv zx#em$xXRc%MtPZdK@| zg=1o{bp$#JSi>n<=okT^ifv}IS7Ox62!P05?Ny?9<9HwANZ(arQH#oO5U$R;PRr=c zv-J_nIY^rAp7wwP)RyM?gDHM!nF>@mS28XEsFTf#M8~&3TqNA0e znw97w?myki|Ktpl?LMO%92^}TQ=J;qAAfaqbw#JLHG%bE(!s>#aA`lAp{@@D?4LbNTJLn}o45A%Npx}C}v{y;?6ipBqt zMdYiF^{QU_BNAz9J)hMg|0ga{^;7nLieH9)Swp`u{vYYY*w&4|fnq}Y=0E$FDP3D~ z-LDk815n-Ff0$xs?+!YF`8QKs9N76gfr;*477y>C6PSObV%g~4UkS{;KeOJI6Z@#i z$){7a{u^2RA9=-2t#IL4imtLf8qG-W)xxc+#hLDgVob57NLNn;&w;pDVQIN3y+C(7O*g)Qise0ianuo{ME0p2v9OU^j1M7G<(ZUG+8 zW<(Vy!X`=tm~lQx*kBc`DJPjc^^r`;F%$#iFl4%-SRJgzuYpH73@dM!+Z z)`?2+Qa64FZTyC>`Ffm)zzycK_)i71oT+RjO5OC&U{$&S;vbdZZDC*K6|1MC!xVgn zUFs6{F%ut|)gfZ3DEVIqcMi)a(*(oYqZh|18wlMKC1KVW4ioxJl^3>J=10QQ(k+L( z6IixT&LzA7=7S2s8t-v(&VJ8>1eOAmasHf`CYOdKilpaSk#Ij+@j|TgCzLsccWJ9IQK}zF zq9wF_VxA~_O7_HG`sS)@?6luIOj4oz^W9gHT85M_WSK8=Uc$%jUqJ4mmrEKKfFn~; zWCm)JUlqeY>=TJ;#kMQZY_O-`ld`YLhqGT$v5X1;AZr5GszexsP$mt204_uUpsIbu z=vz3$4YEt1DFxtxYkTj{1_8BMuox$5u&I%Hc&?_*kRZH?Z4eWVNW;hA1N%rBllCC$ zMNd4M0TlwsS}9esBADH90sWveFD@wU@Z5$vqW)qH*NqmNKF@R`JyJhWQ%#@f^9e3V zTZ(e*ZsHrj2_w{SCxJ1-1)##MhHs7opd#6dk&#xz3^i^Lv5hx&8>af*O^$8UqYii^ zuEq;nQ#BIEhY_$lWa+IXT;@k7QSK>~e(FnnF|3Uvtd=h~%g^~m=-eJ+9 ziBn``TiPiKMS3<^u2f!|ZLa6M%Zo3Ti6l{2+&W^%~u9S%Gpk{}5ueJY#%=JtCpu z|A)Q1ii)yr_`g3x&Hw`^Da}wym!uLyHw@if(xIpz(jXw6Dj+Q=As`?sF?4tL(2al~ zf&%~Xy6*eBWD(O*N4WR)5s(|ul~ zLxIESIU&!1XR9bzFVAW;;6jbxYVbbPpv<13TQXSoj(HZ!^Ra~Sj>`<$>~sqs4y_1J zm~4ruyqbM`nkl797&x&r#JblTCd+aMN=D=qasQejjYUBA)p?OBHJkGRZdXR+GO2*s z%a%N@Z;=cUjzJnPHA72_a_o$2<0TKa?*TLG>dy}d`68jv5*TRzDV6Mxvg> zdHG%?;pNk|Kf@NVTh2o8@g3bI&`Z}IlX6|tRiZF#}C1=GG1PHv1;wx zCidMmpF?g!lOfr4=v5|?mojRy+%$)3@Z)Q*ux7fQik3TANmB( zWiSb?rvpteLi|5G1uXR6(O$j4K|}H%T+tTN53;mNPcD25`6ao9Me`Y9$@uQYErq2k z@o%#E`-S%;g0b&uf0@ONOAMt8$1Uj%m7%b%4;hxy%B70p_+=b?;b32dGwq?!53V*T z!eTboYk}3EestcwI@}nZfJxifr(?t0BLi>YuJj~QJTPIIje<<$juN1#0SX6Qku+)zMRSFv zjxBqsu%H$atu zZel8+i@A5{9mtg!h$kqf*?BudfxF7l@5L?P8xmV#jf3SLz=D()MFX#cgGAPXZ0bVV zGJHFfgVk>V*Qe}rX#ccoV*C+DtI!9VlMm98Bk{aR7QSl|g9BRe9~5tf;E+b>sW=W8 z`6{FathI^5y-0b*f!kEK+^>V5mL!|uRXKaJJi?VFdGw4c;W02@`INjC;7g36l?_)i z2HJ|SG!KE}LpzquaNK3K8IW^4OE}?(g$RW|z96oj0Pq?~C^{SgEgbN)b__1t=-zacX*E1`3;B9d@(scSkz<8pm5qL?&M7eml%n;NM0Nwoz zOFWWLCm2ugZo)Mj82!PX=>_l<;D=iS6KMCVN@$v#6)q{{GXlV>OI<1nc@pKjvh@sZ z0wfD08@w@iTxfDjTzu+g45KJ0Mak=QS{hS~f@yviqe6caqb7-7R|pmFWLxO6j!YCV z1b<9^l!)JgUvqpLj}*oQ*AuSw!CEHF5KdC6Rl{k)6LR*=!{UbI5e(ckz_Gz1LRjL+ zLit}lLrTQzz4XVaBJrH?zY-u`$CRY`_|-_@0Kr*vgXH}b5l#|Gp|$SCH}7v1>EeVaq-{oKAb{_u>`xQ{|4s$ho50Uuo`)hp=^1HEnHI7k z3LGRFHExrf4!`O~0GG(TDanv!lOf$*HnXYyDs&G$RCEYt8q)%HE#1>d3U^d4IbOC$|w}6w%r+ChfN-Nk+w8^m{#`+KBFuPJT=ylA z2)BIN3$irK#eWA3fkNX~Ks)!fv(X07VQ9y(l!5}7_zN)S^~~RwP^S<-A(!pZIwWlc zQVJ(rhnNjOOC!q5xcOW5~4`&qiA%Ibl^EOV#@^-?LZm zv4IC7PfB-LpS$S?Vdv_*0a4*~MbHsE$eAezA_Ib8ukr;x{zK(0VkUP;ellkYlr{VWLS8 zaZL$f9;|WPjn0|~!dybKY*1d!AwkOp6(DJz%_3+aSzuHAJe;(mpEsBcy;KD5ns6?| zfiHfF#eHuXe`1XOPkFYVnqPg&G{b)OQ;QUlT=Ru5P9y>wg}3?vq$|KRgcOdi2E~*D zC&M~1?O5`6fb0?#SmGn+Xs&DOuow!EUsoOewT=jt7-_g_1y?TaihoSa3O04mM?ZCL z)m(dSArdb6X7mRMiV)&dBwi@!6O{SW9Wco>95z}>oNorK4-*Xp!>ap8k2{={beqe) zntxsZo2XyG@5b61FNpyj%%uLF3=@r!`f7?Ho&K zfs{v~sE$z8MyVZdyotO=K{p#PE8MbBbIdTO3)Ne0#bU3{h{CRz|3xeR2WaKxgf+vY zt<L{LAT~l_Lpu6&Qq2xquQ4lw0N-Nmsy&YKUl1+z{tN1;4!~m z!CYUOc3&2(S`az_%B1F(_Ls$uR>rbdp|Y!J_f?6IRXO4aw#C(|)MXLbMOnU81v+Vi?;(Kci)E_=)SXhrDRboIjG_Wq_v%T~D5 zdUoQbFL?cB(^}f#_G7_~!2PX|F-0dRJ=}8Ch4H9=DPpeW9i04n=p4qZxisX%xJ}r4bg8jO8VKh~7~&s1Ai~-PGi(u) zeLw5p1y+uKYAl-Oz$Kf9?5^RmLqq%fhgX7UKg~~JK4(9(PDy-DJW0^Rt-JmtL%vJ! z@TIffLAcTNkXsIYVU~8j z`>PUh$wYU>2>#KZgWk~Q7QzLt{#fD8ZT6o)Y}-sD6IhK`iM0wJSCZ3-Hgo-_Xyqt- zuNC#(#zK>^4b2Q4{k_;~p=G&eM9gaX5-?V}tUu98OmL|4vaYp6X9u&wjem3YZGLfI zj%-9Lfl|#{N37{Yg~QzBzF9ppp-t8e%nEm6&*#AMm&m;7XQax5cTI16wP}y0WDa<1qB*+QQ7WzoyQ& zSYbeH$K_c(0xJE&@0-V3Pa6OA3qRWXTXav}mx~>|cUZwr=!{=n_<1&be})=w>FI?T z8pglMr@wglu>biOr7v z(a{!#!D3ZdWHP^^SV;OtZr}er8=9LFY|HzFt+Zy8cb>1|xSU;TRR@>p7S?DPZ=dje zuGrUiQ_A_I?k7tMzRyhV7ul^LXFozW+~%Sn2gh+!T8mc{2yV|~&`JfEKkThSp4`aC z!H3gt38bLqcvPHW1=TuQ`@)rDZ$O&+L)kb|&KgKP-Z43YlshCfj5m2l*!0b6)0D_O z%eN^0;&L$@{y zK6P)+(aGD66Xpc-K67aU5|0$`7&Q9N8k_CUY9lo_ANeQW2`I9lwvErbs96o0<=O9}uW1)wMv3D2Ib<3;_`#FZpN#R5 z*ae(BrnldIy#7KSn*uMzdC=G<>$%~!arzTtO5^aBrzTEU1Aui1Yb$jykrf>4E8L&v9PUn{b}+T zE9Y6@K;t>3xWt=msuB68AD8ZbfB62jrhd6*8L>;>X4mublX;7u zJ&_*!+`9gu;Fv2DPTx~Hy8BlT-&FF1GIy%OBMI72u$f}+!cy{U5%Cx6vCTfYP!r!G-x)GSs|6a}JtAd4ex zkD}MAzq3_yfIJ0a0B^;NE_4AF5wZgjjA+BZ*CzaIH$H`I9TIss6vHgHWb+0U%uZqd zoCqZ6oGzA$W+&jFFt>Xe+lu#v9gj&E2U~#1S%qZy5IgVFs$2hy66>ILE&gl#hg_*gY{)a}+w!!N z-tc}NY}uWcTJh5eKvyu&gCgUdw|-JCmJ6%xkDhjdGHYBCYXsim@^GL}A(e1Hg7LMk zPV*^8(4%)ntfI8JGI+^?p8agtjG)+1$#K?Daa+~w$AF6@IEy>vt^4C?F5#V!1Tjr5 zcBa*6sP!oJxIh$Ah9ydYb^`8c4px8VLdW@zAXERTHm8&wkt`&%6#s}z1x`9iAp8J6 z3+H6l_c5H4)HO&N5963IeNA|?xPmzk$MSS1;aWl<7i%8@wRZi+PF+u&nk>olcmtcK z<4r1CD&ih4%4_s~Cz|a}K!UY_!PsD^Q|4zA9#u)5Sw8B5_w3tqPo$l>?K;2T{Z?3h zPus`Lld%d*9T!ToY&T$5ZcslgxaIM~51d|N8?8|j(onMf`r#r06%n-aLBZI_%(Qhp zgEOMF-2KUB<0Nm)s4Dcp*Xiu-CRepTJ){{aT-t#?B@;_f~O5z;!|? z57AJI7uan2U?O*ck1Vb8nh0OqIow-a2gsQUwRMK(_+{S*~pyL!5&Z}vO_e5vu_ zqe~R+TO!(%^z9yGlSRG9FNdKYk2LL+20g1pETvL!4CFdjzMPKDqSJ6mZ`VD}x_f)& z_JW_-gEq!0GB-V$C!HOx@n+#KHo~RIU3;SgW8>dT(%>*m_mdY2+eZbkZ?ZrLQcJ5U z2IrmIg=f^*E#tQYNZ(5r&lVrc=4=#$Ivs;DrMu;Vmyn@njgRC zV8^G5M9+zZ{fUGHDK<)L-|Zvlvx-1xVmcVlNy6?f-*ct!GMp3+k2*}}-CmLul(Bt| z*6bc=o80iMzcmD2TvC2=0}L-$~-h)L`&p-822EET3-*-)qF z@8uN^Lmx#1|I!ufDDZKku?dhM@ucbstanYYS|7Vf_Q}V5LD06Co@>_8uRu|FRX3w_ zMks^ele~v3G`eCIE-yZmGU~w+aYq5C&+k*P+k=GVpGu?OiEB+Jy-QXV&=mRpj~W`Q zUpO(`BHX+)JY?ZmDWCX2ZPn^iGbb+&(+f_xNio@q^eNz1KeK zt53;ewc77}7Cp}1K3kaK(#PW}bt(~>zTZ~-QE~Rk9GXb`YfAX>sm?`W(}4)OxS1te z8M(NicU8w=dc`W(h#uf8X#M$WZLT>cSn9A+=IkC;uU|tZjTF`|NHsSJj&NlK0=H|s z34fgUf;th(lQ2w2Ki7wfvzGo!-SB8P#^`?54|3TcNCR0-1D8Zo3k`yb0&++QJT7Hq zA!S&)o4sAy5^dc4)vM_^v4wC=7%mLCAa5S}Kvw#k!Ao5(ESKpF-g^94X3(SsUl_Gs z*?No?;}K`POpyzXLg2f|akt0~=E+`@(l-&y%X7ChuX-bd*jm;QNdm?xpm_$ORGAwM zZP(mnxZ&b>zi4?=W%$P9zR!`3SEBZ#C52A#nKj~x%MwV!8Aa!t*<<6?ViP8A=VYtP zagD<@O37KnUrQG@DP+ZIowQf{2*Zhy;}mY2z1Q&r{_>4$rhK8aSWQ7iRF#xp>lKYW zyr!)^q($WXrMX+C#z~V*Y8<^Jg@9Y0enX=HPMp60j<_(nNGek^cB^VuoXT-1jX*dh z9hpQ~uEm2!O@;W9WGeo-WGM}}ihYYtLso1wlWZY9w@W8FtgcU$`e{~@l6e8LA7MHk zcj*=G#hR>MsKn;h278cjLalO5aIV12QWnXEurrU(t5U&XejykB+BdbqDIhyRvTJe{ zYP`o9#MbDl(DR6mmY}6W^+GJXpMCSZd*CgJ&0c}auP+bhd&0rEY5K$t4Mm=8s3%#8 zn46IW<8jUnMagA%gHsbD_EfiWGY<=tE&6)q>5^l{)z($IGRr<*?kbjr-`0%ob>EJu zD9bI0QC{Cw0eaN7s1)w$r&ge+emx{P(5|BPj-~T6kEZ<$NvHnvw}tNp!aq0frTW9m>S75i z_IU36Qtsf+C{xgUbx*6#b|AH&-|SqYwtjF>NMq^=b>!P;9VdgS!|Kb&nhCCIk6QXl z00!l~vdz>_hT=GgT-?gOuJr(DS9t#id&rJnxY9kO)->(|W15ce-lAdcZ)8K^ZQ*ze z!%B~bArYSv6l5|X1KY_Rb0400SmP2eAW3j(z7;|zg!wNtBq$6x^f(0<~gqA)*0<>VmE!Ww+OT4X)cdDhpAX zn&Us&kPamXF4r+Oo(Y!q`g;EfzUacDXi3BeLnMPv%VKC((mNGB`uPK&cjC<9l?F&R5*mK(!8R;4ri91Xwc^kz%)(Q334|0fh-lurQ z9p!J`=QMEBU32<6=yK9mbMo#v>!S~;9XR7uWCk(i(Gj(nC-z@LEyi{3OeGE&1V`w_ zHj>3jMMJYk0~;pNI--+m$!Y{l5{$e1Qkk+EOx|?QFq@>Bu0z63I|V3b^W06OpPG=% zJ|B~h<`ZF>wKpwBj964o7Z;Hh)J8|}7)9xrlqo`=P)qO;yXlsdYaHb{I*u}g|Gun_=H&*eDIt6#6873VXM=3n8) zWz$n{b+mgN2zwpkBMo4wBDB>D=9ydb3sEK~!P8w1F9X>Z-mK47oX+ou6aMONu=BBK z7g!iYSTv~2UPnfo&sz{IoW^Eb#J-H1TFS0RTg1{vEIbiO_9|QeA|xd(EH~E8Y8+x$ z_KB7#GjQZ3cApY`I*omQNz}hS*Z{NY6rc0>F;|Z?8-vU}{G@xj9=lvFK3xLiRJ3#f zFJ4T<{OpK9b#$rmQVm=#4MD6+tj)2gp0{e|?I@y0k?5kz`SllCZtiK5Y3MJx=*%DH z5o@Xm3n{tl=-ET-j7saTTZ{5XR^;)76oyd1k@&3NT0x@uhGjhMI*z>q!D1Xqj%Mn} zz;ZjaRo3((*k+j*tjjWKv*&A-GCWgUMi&bdQ;q{-Kt{zic z;%Oy+6G>_lSv$)$r)(kkQVpbRI{;@1d-CtJ9=7Gr_kq)&JQ%5 zt{P*=(w$SOmdilSS>HGAjW}isY`yL@HLKVzGTzP$L@sAx^)6s?=yX{KbSkjO(54R4yjWCpJ&zq@2hTXow zWj=L*kP*OrDCFSTB0o z_RlNpOd;KWg{kb3Z)GFvK~d=yF+G?V^-l>iC${8I4D&Au^G^n|Hf@kH)9PO_%n=NR znUOdCA2QSlOoK{W9EfR9DM~EcN~Zp7P$SFIlgm)~Wp$lpGYS>=F~upk64_HV_iwo= z#=rz>O+VGvzNuTnw5CBHmoO{q4E1)H$`k`&vVOjYF);rGFfsb&Xw&jved%9usZ86G ziMG{$E=&JfR{xIxrbT~(7M{*^W4{j`Rad5Nw@x$(3cTB z;9ar)Kk3WTIG(&hAtEsXO}pou6=)27xuB1sFDL$)zHIzWUrH(djlSF#>dfx{OrG^P9fZ_=CQ@btB+U`jYR zAM_=d^f!GuAB_K-zGSP!5&46@T!Qmq=t~_t_%te?KJ_H1&Lm)(4?mGOSlmr?(bzO2X4m$84RFMIx=FO!anjQ^Rw{Qlq3m&X|Tl8oZNr!P$~ z^rc_hx0?cg(wFG}lD^FUpV61*f2S`2+y6*kiel(Xj%7cl+&}0`iGQLm3vG3pe?=8#8^z+9fpmny*rRdO%P7JC+sdSeb~S+9uCk3Gr}J10Cqvx zGv0xxp+@SCA@pIBOWl<7K3__>Xcg+7A1lb^w{-BAuP|TX)n}z?I@NYQsmC)B5saWc z&WU#GB)#qtl|4r7yIKQdxDuYANi*Qk-=&fOjLT*4B9W6ic;V<$c;hizDv^H;XXu-( z{0X5oo<4~7^5KV0Tt?S-d@j^=mK0U6<5~WQ8MtH9g>20cT2Lvwrt6`IY`P}k3M>Ri zTGpPuekxIzgl6GlQn6jF!Sj6LQi!+hkwtBh=&CTQ_f!TV*c#UpF^@h#Wbl9vE?~Ey z@}I*m&gC308uXdk3A}&c3Bv_KB@hLaa`qtDpd~t}G)6 zTI>ayQ_n{T6wVJJ;5JPp!$E^$l-_gNW#FcZSu)e9+*^~9G6^loyWly+7#)BWNJ`D= z_u9AfA?&^v7$Yu%khld%0 z{}$t6o`&|{@*TwZwr4@OIuNYKCIjrUxFYT{1=fkmM%YLT;hTZEnBnl{KyNZIzKsB8 z(Ht)cSK>R2k>XZR8c@)FACgCyRTqRqD(?b#;eegqgaX+h>qZ5D2L-yLh?j^2%nv2a zZ-?F6^zU&D8@}}fcM~?N@4A%xhliatj+Oh)=qsY1N(CMiv+zdG4YS*f`&13-69bs)IeIWKW@-VBVAggGz~Rry#g)N(kxz3+nO+T0bm7e~cz~UY zm;M2ym&o}UE*M@7V)zV9!PVIGv56#r=gM+00cVXZ&b>_^HVRM*RUSUGkdk2@%m#L4 zTbx2JLUBYCg}}QnkWV-QrbRvzlZCYm6E;@*5{(emUk4Mm2oy4g=r=jAJ?e$}UA!d8 zlhE@L6=UPUXC|_|jc0KIl;oKgBWr}5cmslqX&*} z*-l$!S}HG#M}+xun6;RvX`2bk5IXtcz>QfrBogJ=?H|<3MZtc7hZ|Dvk_QWeLv+qz zJ;Bl?No5nC$)ivpHEW`sJA~P2?BN$wLtOaHxkSB*L~UpSUr<8vQO+0Rio46P1vJ*q zIUKoUQy{`m&+(NkeyLL+_V{{<((1 zpAExwjiYxP$ITiipEOQqHqQRv(U(_0n?dv_EJ+lOISMZT1<67YG@yv)QN+Jc0DTLY zWDA9P3spc1byf>)Lksat1i>ues{TDy9`gM zpTO!xyRk-xs7;4Efey_cJhEbC3!lz+gl5`x|n3U zeD^wOz+F6LUCb?AQhQwtRc(Ge-Q?G@-HLAAa2pse(aV^AAa=gfG?wgc?Aw$wAZ@|xp@(p!$9S)sr>fH>w)q%cqjOfPC zy{5uF$bs99w%Fl2{hdV(!+tsgTXRE!Bg5;igC8`8$rz|9E*tmf`vda^=3V;}s|F`s zN8*_WT@XVZrK8CqqXVU_z;*Uu26%|Kv7yj>_?6927vWfT$QX;}7X$;X^!}HAFU*sp zu{YkswREG^AtMTx!(08(UUNF$fQbsTal`!f^1g}Mqmei2V+IQ&4YH#JU&b6^^g;ul ztYP%`vOjrh(z{E2(r+AhZKN099}Op*m`>_R_}M4FPyeL6{=O!I^1{@kfsrtG2CadQ zF6Ltz42-&s9|IQ{6L>#9(_~Cz_?Q{TXuDANT(e!&g2_9(E@OcyPpWQee)^mDto@gf zh^(nAohdsrXq?6zSa(|eD413qpGPADiZ!iL1w$tKlcTVLO)I>Km>b+FJ`96JdvI0G zBxm21tq=_pCQmC?!ERimK-mI77CxBFtkgWK8#qYp*(C2;>WnLj&OF&_8t@vMjHYkC8UX`G8@hUMC35V2!KY z31R^JAcJsrEee5iNi}Og(F<$I8n>SVaE2`Ir7w`!&MAWPkEDRsSrbF_+*0rZ!%64O zeK-$n_3j7(=pk4)Qjaz`7H?USchQ-35pL)~vB!`C1i!-11K$8WxQ?U0g~n#);}067 zNJN4`*Wbb39)L6ThH~dFk0@>A-r9Ql|n3) zCcR}vk2bKu4I_9^61&(WyK@`4Q(&^4u0{T$f)ZxDsQi7Un;ExO8k+)v9(u7W(6Xa9 z0=<#D8OYe(#k^O0fIH#7*Hy8@m4`O=-YOITX5iRO(vtcf^rO<)wQ!(Q0Dr<`?`;#A zkR_$?ffWM?tbk)>XGy;vcz~O9u;Z~mG=0FHw{PgZCg|*WD6-j>^p!B_U{?zbVj}zM zQHOec*jDis)^d0ixX+}s=0vznVYM45KuZ1f>s!VHN}Wwd?wwYh16?oDo!PH!340XR zEk{mtyRFOkZHvcrg2$6rhom9LWK2US+1=Z@-xyoI?eTp}HQ#c(yVfXsqQpd|^7Sw@ zexIzj^~|kqReDzvr=5qgvr-+)u!51~2W1ZVBc_xaxhI-cuoJ4Y z^>@dgWluI1$y1gd*u1A0{08>mJA2$uM?gZ6M`B%IMR8voeABAbVQ=BKxdnDiaWzs;vNzqJN!)7`)$k9Gd1`Sj6s^%sJe`SiEm3A7?u zt_N!~W1AYBw=sttlhk~sJPGk6$&%sau?W&zv;&VrLIhO^d3DxjCw7f0Z905vBlQN1 zYn;3AD7h5(HJIf}w|HhKxb)xJeB{j%2?1w({7qk)*9&lG#S`&6x{*20b#gLsTR5Lp z$iHR%G-#WfhmB3Yl$%78$9C*I{?_2eMtI7E%XFA4H2Zp4RJ4=X=jA71$Ma+PXeFrN zFGLicJk7^6ey7FxHBFH(+1l3smOZC z6W{HJ2#Q#KJ4E1)We(k_U}@lPPPcz-mq}`uO4>3xj__7GQ&SkCnQaHDD>k&YVM_iW#XUjj{%ID5sL9?N|4`=FcAHr8wO*5Fpnh3r>`BB5bv%1J*RrsB; zHzgGkvtmreV=>XkJ8_ZvlTuPUAx*T8mNUDqR3h5veG83;?|}*Td&)d!C)j@`Q-5KPW;H5 z{bB5>w8<~rYl&^?9hsufci-SHWz+?}uO)=_$@iFVWis3#IPQ+{Z#5l}uL?*U3%hw| z*X?fE(Pp*J%9n$|x=Ec&5d z$B7t`^a(C4+F21jxcCXS3yl}^Ix5Y6G>I6|ZYqEL! z$)na_#rKY{<$-2V$LAX@hn5TKG%(V3DmJvHHOcsL!>Chf*7+gg%dSQHE2kzF%jbby zdMhEx8A32Q!I;rwD-tGUwlhDXK%eO)s-iRmSD?4b!`_f%+V66=8A}c4RacQQ6iNxC zg7Iy~=+0OpwqHdW2~XM$2t-61*`SGzCTwgK_SAwueM>@w>B83;N4iapkk(0ii7d`| z${L|Ap^4`3q?@X@>1hR0b6?rEh|lCvjk+b4#_Hb?Gf`vNuON|o!otfPp=31b2rj$diOp>IWQ}SB(*<7!?W{Jwx>haZCV-`moun{-HRvE+7IgZs=9tN-%J1cW zPsqc~^TIS^V@&-)D^+Q0Rz8t_Uk_N>XV%>1*Vg@;#Qz){%5_(5De3^;olad3Iu=Z(hNf ziCJ?nP}WD9%lazSK*N@dcMOQ7PTscSjNiG$Lx$w1$eyIOpnIb$?<|=|nrXNP9o)Y>f^bexoTw6L7~f1$~m9!Y_YeOjUX3`&ng1-c z{N|BJ7A}QfpR3e)hf&j8Z3|#o7~$ktz-OYBR=Sx zeLwUzB5X1mdD0=bw(Dm!37&n#U%Oqc_qLpwTq(2=9mOvK3@^W@Pc05cqFOXi*(@Ey@Ij~m1_q*a`PLu=QGq}b~Zxs;*B>wY*^yG z7)1=q=nM4TM|V1E_>{I_IqH3&tZZJe%X60!p0e+0E4<@F&wuIqs((hwSgxw(;SC45 zI_ep7!6Tgxo>JSdNfTplp!v_k*ZGoOCVH)l8mxWacg6P~jyv)FWR>qs67oeou0xK4 zVgDc}^_Bebfm5cupIgBDwTbI;vxRzU1~nc0hPj=#kt~!zg_@nu9D$YUD`*A3x8I$b z+)0}+oL9nk`XIw&p$YGtB~}uK3TH*KPRbk`)q;y9Sr@+}%dXc}?fHy0cqJYUm`Rtq zjrpwHoq{xA+keX(>m;6M6B{wh|4M&JzaT_vC2HP@ ztP{%UR^iTtNrOhj*81iO%|mcIK+D1OPB%aDa435RW`lybF;VK?01 zC`4>-NjH6#jR`{t_P1V#e}SFcEd$3&ZK*W-$)YG4V6(xZO+JVK?v^|D@~j$hAjz`I zK1u3WY8tk-ZfjKAg`7v9tO9+(U2`Hro^nz9yUdusfJdgyy1iRYKH$EbES7?z{&O`R zUby`i-gE9|=SY?{h1wF?sg*Wo!nW2~1!t`13*J%#KJ8Yk;nMYCI>G$9^R3wkId(Qq ztD0IF2#%8*j=|%|eP+31?v9*k#SJV)4?P^Gy-q~1lJi=%=KP18t=46i&!77uZKrWO z_msQ>UMmPIr3&OTS&E)*P(eeHqea!|p8X&JAq*A_5 zvWzHe;5w(WcS4`$11eK6T+_ox1I+_n){mImgJ%tEK9A~Zd)2#6G&ozM+3NOUB|nOs zNRy6jV0SHMfZ_$KZAUV-e7+lJ4gJu2jv>Dg;=VS>jvMF91MS-W!B_KI&Jsfzxt%x) zgS@(0zxs#9#|K??>du9s)$|-#yvU4TZ4(p4=JBYDwVVCn$k&O(+B%{PDba~pZ^Xxk zQAlM2@!`@nZMnSRoM1U{TFy_lk?ea~lyNDv=g8M+P2NK3qU4e8Tpc-1t@q+ua{frB z1?1&?ms!aO%UjZ{?HIxZmR-rwRy2}@RJZ0HUe^2wM=z2KmykOyX`YCPB_dD%m+m-Z z?7D_PLg;BPBt}R0lt6?MxHgadN;HfuG%CIyBjKKK;HDSU|DJSSZ+c5_uS9P=YII~4 zF6T=u?@o*x2Lm;#d|)Y8Dk2V0(5ccOX?}-9u*-C6a0z`LKLP3PMU8JD^~+S*=UFDc z2^efxk8E@3m5t~bVJ>n-blO^vcGv4P%(dU>U_5FtIC(tYg3>)59zjsh^0QBl3ryB{ z>7ofoawYVfd`a%X2<@{CKN3wkhm5&O#ksA=2<`*CxY}t|6JGAI-UDKoSG}kG1+o@X zVCSh<97ad?^`1E!`a2LmiHnvIF)DvREwyVz-_oUItZKOcRnSbvqono{nO+Z`xXwXL z@aasrf-!h2DW*aFb}~+!H@W_DDlUzb*1|Zg(wLmS%X_9fnISo-2x9V-A~uaO@TrNL z=BTCv)asJLG@H`3V}{##%7CI<#81;a+BnaEv26}!=qv_!wqA3htjCYh|bP%}S^y=^*Gu3os1IGAlweAh^l0r=RlaJ?RGaROK@ zrG2XMCGKFbT(L0YlS)`sv|Q;>JgK+X9B5dvh$GFmq{-H=i-0Y6Sk{HLA`RlkP8V6r zE!*x{9$#7xOTlI|t;l#S#uF{iF4ZP5@5vBN=ZyyFr_T=ttgwWwDiK!K4l)Zx<2>#Q z;Ki}W288FD=usSWPQ4}m!^yS|p3g6)0?Ukp%cq*rRE#Uf3-c+7)@QQkRZLsH{oULpZAHY; z+InF{EMBi3t4pvtV*2IoBjE=T^j&{y5aYIA5tKsz%K|$m4I{sY0?Bt=v}%r z5u_LC0s=~?(g}hM5J9>k(mNP>Z%Rj{NEJjtKv9GpFYk4&Yu$UT^We;x+2_H|gZu-T z%w&Ffe_mfnNy&f4i{x_gwsNtGiprm(-DF9V%xFgFy!<0+#{N|<{@pD8x02>RBgH?G z=HHPbS<<8r{>^Cqi4GIV*G6*5pRUor;{89n z#{SB802r5pCc!a`2%bJtRDZ((<~kR^l$BB)nA_GKl8`B$HkE(sB&3zJ?~$q zyA@_5p$PsDgAhHnd8SnT2ivez5QrhNidG_VE$6PGb$F~{x~&}j05t?OpQpCMABF=_ zpsLZ_M%=CHk~D*m;p|8{xn%qiy#>EzLs51c>aJeLWkGG3AU%Al>GQVyoEu7{!tCh3 zoJ|`+jx)Wdv^gBpi;as5vreGrKt&?8v4c;s^Rord}TP;sa5Kb>`F~iLDF-532%+rHttC#KN_KnqVZ88 zM+wpY}6-L}3F|lVBUfv7Q zRK_zb{h(BytRlIyA@Y50n0wdxj>ulA5{*`!h_lq6%1A%RFD@y{*Lo4lBUYt;2D^ER zqkz{yU$kCi1P~fvImrReBwg2Loa>LYkLic8i%7Wu5RkJ)WmzKAY0m)3@OKLD$w=qQ zrx}200O0{#G_wlDv$S?F| zSL4l!uzs9_sZgV8!hU_JRULM_l*qSx~Q7E!Ao|=NFdss=8|>Th3DaG z*NdM9X^cI*s{iXlSJuWRET^6CbV)Xq!X{%%$h$VQlQT?FahDRz0;SV5dw7Zbb8i>V z9W2*KCGI#H@3E%L`Nc*}Bzh;oFR}#tgLoHlg+KYu_goGkcTRPd7yzzC4A(51#~(?< zK!}krSdOjI$unEZOF0q2brNs|DX}O4oKiT=p>^5O0-7g*0P_;Ps}z_6rJu@1WEb7V z59B0>ryDR|FX?6;g{N>c5g?SDgkq_0#HEx3?Dx7bL>7_g=JgEiM(X&A;7Zgi;iSo_ z>$=bd2*eNA(FFr=#p9TsqXi6Ok~4%wCPge#-Usy%+ibQ1eZq+K*7yRT@Om#M4%OO?U?L4T8rq(n%?_i`iPG`o zUT}BWz>5t#Mc=jA*6GfEc;*K&F`^^))S~1mafD&4-zUz~$KMMc&&Q@X>zx9PH}TFK z<(v#!p|dmE-xU-mX#&B9U$GwYS5}wo0YBh{8OY3n9&-S(SKInP4-jB2NgU>8Pzex{# z9VIZdX5&kV#Y9Uh0tHWxGLz!S0F6!L8PYjM`Y6*9T`1$TR<9mu-vvDdAQ!s`?~pIY zC;F#rGVtwnUrZ8%2Nf@#Ij-yGAE1ZZPkrPfM6KCyx|+qL3zkD3hg&WPPDY&kI9nZl z0Zy$03)jVkm%TsL!&_iZA;O*GO@mFx>$tv2I?l$1e=rO0!rgUwP7rM`#Kvrk2@4s)54#5?dZ3;euZZJ45s=e24D;R+fbSr}e?P%agV zbQ}*a3B<-MT4cjr^1>~J*SIeswz$A#7=rmDcgRT{YL+39RZ5>$p@r|XeW1!C@vUkhNCOf=|i z0*>y3ml++uX=b8~>W~FPa@dq|MG${C?uVF#MC>!{4yf{sq8QPiX7Plb1z&M*N0!KY zNw&|ZbQialV;8;`i1o>G!-Hob;RA6wki#n~)Ndq>KAUk4l2uZ18%g<{>)1YGDL18I z^3EbzC0&T}gMeJaBC9|ZJ@5}Y`N}am)oHLZZTQlKA}LfPN4g=!PtpRvBoG<&Af!j8 z3u~0G_z5BJ%&0qEUIImS+!oxf#?9Eo(4N;u^#5R~qKc)JWCGteXNOm^FT020EN9+o zdyD*9c;g_uh&A-}w2u@3G#+U=CKO00hmZ)g^iU33=K?wLit`O0N9D@?#r8XDL**kBn+MsURSBm>$fSg$f?wfJMd1Ylwr!}-3# zA0)#d`4M|rp8^oypbZd3b{PoQ;shBsV{A-d%chyRQvo*WVkX$4rL*|8Mj^8`I@;jC zi5l9rIWJ`1mSA1urQJK1ZfYkt2l2s0*={a&kIZt^YL`CUe@S!^{feR#5SI{0!Ay(P zf2aqq;cTK>qC>t`L76F=akELLiJ91h3r5^1y87t&cAf6+n049YAfsaI)dE+A6pgCES|it`6G%;eh?OdHJ_&T7D0xoXk%tiNS>ERMlUI;Fy9goN zKi3xEI6Z?+y%H9Jd~@Bs*@N;>`PvOC3`IdGY{&mD7rLMBx^N}*bEP7cSRiE%94P}J zWQ?GrghW1@4PHRl^j2>>G|l^#Bo&AzTX_#8No`9tz)iui9WFYhgBpP`hpBX|(h62z zhPGY=k-YYmfL|l#j?cL33#mkmfp56;yZXSdG6%;4jFiR|Svbh0GNNAGx85f_xFGx( zh#KN^=ABe1pc19gk9IH<61oZSIsp6gR|A!Jc=NA97toCRw=+#$@@g=Rm&Sp9`YCO#2m}BApmxuJVyDjl1=O?T!H|T(&=H+xE`cTbCKa`o%TY zqr)I!vFSartZPQOMRCX2OPgl_$3k$iXt?`*XK)n7%Pv5Jq{ChYZuuThg2OMsqak8Z zCNcokY6Q8LdwCsw3{cM~10!|bWXp0-9R3p&)xmF7?~?#dNdSk@)IN&OsI@N%0HoHq zzb%5;Mv}I^Cv{W#&7TE?KtdMtv^1&pG1v2)0Zx}2f+Mjn znB3X<0qJ~`yAlw#lXa$twIP5BMOh~xAQ}Xe)4aoCtTlj=kwjZ(!9HhTcto&$o|ffX z1dJ2$vO()1Fagb)oFz%snHnkha>q9_iYRy=D@~j(3dN~5|xm4Ay6S|&3_*- zB73i`kKnDsWsiX}l8K;KC`-K%oB5?Lyuhnmu(!U+owdiu`uF0bfoJsr3~O@zJ~_w4 zoZ>?h@CxmOzrdCRA+bCajHi{v>Vtq}Do*f#F$CQjF5Uw=RYudg{$$=IlPp2Me1kTe z7X0i5R5*Efu-$ zMcX+d$kq+CJy_KzYciOzbG0pw!= z@K(FPFklKVPy{mw23XtW!NNrikzo|cHIH&)0JHHNh&Rkwg4Qwr@nG8%8t)=#7j} zN6r=4Ab~vQX$d$AoFH&Gl0jSc!f*VAt85k$Q$iVrPrw2LuDp-E0JmJK2peERH1e28 z{ZibU%+5CB0M3A#8Nob@A5{?VN*D#T-0TDWJ^gsbhws}XZqN8m7e@c!S0$UXM{&Q+ zS#L-gWe&`9jg~EnPyHeAfgu}?K~rgBLS2DiLONv*VORB9a$U~CVi|ym4dVw=_yJo9 z2rQ?96_HLGQ*qz5qPVev81$^h4e(jzm-b?ovdn~vMfHROFR>BIY5*?@1PP$b(g&`R zbe?7av!ALy^pOt(N|0Sz8^-&``ZQY3fWtGY$`gIy3rWySfY#^`1&V@a8AsND` zz4`8G(+Tr791{Wsyb(iW{l2z;`b+qZ^Q7W(Um?*ox8;)(6tL+_KjA zBeCD~H>`zpXH1aUY|+epY2AOZvu zh-Dt2`sOP{1*#A9`lJfXrKRXvP(uy89ornCJHa2J!QgV*uRe~DoixWcR9*$Zy{Hz{ zXs7o@#jaj%t$_|$j=lSO_kxTQ(}^fwJFk8cgBchWE0?R26)YYpecpGu5llImvgNObAeFZvU19XLh6FbWq$-Fl^s1dQS`%)hJDR#RVo0Lmy6QK`~pD4Ri!qD>kc>j`>6B)C?% zW9*1vY&N128#!|hSjN^kildl*p&H){CfK~A!lQ#msGsT13^>hbr_GeTpQ+!Sp-($k zXEwcZA`a@7nenB3tMB(5Fv)Wf&t=LVi73PZ_0c=vvZ+w+ZcqI^&>rFKNe1wX zWWGLze0Pi1Rp4jzJ$<8X~ zqZ9Z7$djOg6ooa?p%Zi87-s?dBUi~sMWSTy-a-hW=aVClLO*lFOWkX~z zr!`D(D!9?t2+4b0-@CaWSO!fJ1T=X(xwrVMbq08v0_Oc8JP=gT5{y$~WAM7>s+W=L zGA-&kc zr*Y`95gGw`V0{}kOhn%v!eCB^s2OgRcx^rU1?Wh^80oM4@&RT?aE@N<=vL%-KCEJ7 z9ZrET(TBOr7qI7i(&~Uo1<|eQBXfv|b$MFRg56>gwZ_mr;o-+_CnEssEp!=xh)n~& zmZ2Jmm%f5f`9FdA5fuKCy!@B1xD!lJ$Hc$_gjN*oji(99M!clhHA<21O#qnO7`Ke} zy1gk;Wldfwj*p37p4sjjd9#pWL?_?7=kpyS@OuMA7R}^-jOF?_&Fi6JEtzR=p@7tEQu%(ee z8YFbVQ`Ad+h-D_D|0}8qeVSz)&3jSQZBln(*c`(Veg6oU`v-8R2y8*e`0DuXW&)e} zz_i38#$DpOt+a0iIjF!lAf_+$j+cNfQEE?VNRn5(^$A7gfDdHdoedvVx(=Yy( zG&5yy{?#vD&c;Xm$La3-A`UZSza`Cly?l%D-;!pv$A9#TNj#Plo90z6{~>95FAwEg zk|oWiTl-tfvy)%0k^brzr?&r+G#%ef?b!9C@LVpin%;F7cznV0kEEHSn#_B3X76{u z_{#D9%)Z-H`CpRe?C;avH@~dBpZ(@J-x@{BXZ`NG_iss)+%F#bu8rnjF0_9C zG*6lM8K|+|B=?JF@B0~QovYq6)R7qXGt#@bPwp3$8EzUIYG2qlHa0T3X<}-5bKk_w z?*2_v3%BZhQ!C%`n^&xZ_xG>ZL@@Z9U5~$TU}m3c;&1Mlar403IrqN5h3kvz0}J=c zaeqsX#{C0JuXct2E1&)g->m%Jngm?+pS}6*YT(EF0oFkq)!(c`zK%~`3VKfMc*^hK zYUy0)oamH|Ayg!3UYExIyNx0}<c!Zn+nVY+-goo3#hEZyq_+Czhl9h)J>}!+99J4%7RfB(gTrSh zaS^vHDvR<>EpiLcEe#bV=ReHkK7V~jXfwH+CN?W#UCdIfDz)Y?FV6f{V_99Q^$+eE zwEs_!*SiJgpC2UMY4;#~r3-OQx7N!ny>l+>@lFOx`f#Uqw;+VCTTI<;hj?;Kz1pw9 zf!wQ)MFcs&ZC1MN`K;ki?*2$P(1{7Jpe(pY>N@sn}Z$_krKM0`~ z{x`n@`8pRRwemOK5FXZO8$Nb1)sTrz7}p2_`32a^R% z>(Wx?Eh29=s03~|FAaqmPZ@4rK_J>(Lkv2MgGo z*xg%|M*542v&eI_Zc{b)+YASjPGufRL0T4Li4s#8+0*uL7A9UA_MwbSRt-<6-bMbKK zeFs69uoS1b+jaCJ^abPZC7?yKDX#)y!pt^Q;HP7Z>gNV zVO43CF*SP~a;PBvh(%=`8OwqQQQ0(+sa*`poQh`?t1JBYEB*<0AG5n=RFu9FxNDOn zSwUaLz`K^Cyb~$RlRXk%qMY?EkVIKTfLeNBwVT`l_1HGFU3eu{5eU0fL<|qBYJ0%+ z@}4+{q}H>sHxHKBV$_Fi#!P7P9uevcrP!B-(->8m4)aI|(`^u?GnRwOoC2cb%9AJs zf3CVypvb%pvc;-E=t*=6rbRIlbo52>BOaCYc9(l1B&zNsv(;i%v$@`li!W)|u`_?g|SED6BM=Cyk2_@w79{ z?GkdftfnK&*aZgLZ7_Pp?o^v~HTqH&J_h@JqEb{QoI}dx9>H3*tdMKUN@X<5bX6ZA-GQwJa|#uc`NRivr=BpJ)wHe(rg?mGpa+wpnaBS=yC=&F@tG_gi7h9~t-@LPw6 zRksE>KR^>`eO3xp{9q2(w>`GmPAN17B8ATNc-`l^b~&xLw?S4?m!$JS@H|Tw%n>22 zHWMYDGc{8BzD$?yiOct^kNFP?tJ(c3c3P=3e1*rtm>PX5HTC?L>}Kb3O!`@=sFvTn zsc!2#8c2)L0yWtq(x020a(|X-M^`EwF_D>giu^#Yzc$R@plg1bEr!$QjGejHjkZJv zuPfNM-zC%E4BSAUU1odw9{k`%dFg_uy_!hpAVMKhWT*Z=D)qt~krX@KpG{ zT9HRz<9Y69{<;)ARZpy@m)HgRZz#=2Sfd{XuyJ4LDWq&5j!QKEybyP(?}LIiRq7Gh z=jYH6=Fo@SJojs|eBsD|DOB%XjP)FgW*9qfOF>*^!M@t#lUk?#5xVKOCBu16M!i=c z%e!*Rvw~Rgril`*pGwQ8$hN~3hxch8USxleq*fgLRpmEfB`?rF95&_f=9k?U>Yi7a zP($&S)UDt-Jw{&LpDEy*Uss{OIws%L7}R5%5E2f!I{5+A15i+^21W1*hU`7#<8xQ!5~R@ayGGG zR<@8JJ~I1+k*)bOly3WM;(N=u$$mtR<;C;nuit*h=l8U*E+OdT1tPo^M{r8{W-Tko zc;1qGObJT#d5EBM$UP(Rv$8nhG1(W`*GG+KdiqK1ekmtmNVI@e+&9bkb2@Z1o2aF8 z)kUOBb&uM)#PCgxEzbcGm1O)Dt0I$1(})JHz*&wm0lC)SI{gtJfoUDqS1BkWHLtbc z(=cbDXl*M5;I7j2z478&B>p?*M`glgsM4^jd@EC};s`{+hLU6F#gLh5epzcf6VyC2 z>I|lRfTWraS89I*Gk1?X>JU{^kWoETtZed5sU%y8ADZAtR8?5RTq;Rm zUWyaZL3!v4&l{X&tsu>awBq7{K_Y^-}M}Epvrmu#b=JNC_-aTLB}T zB2gZDJuK7RJ&$^C%GbH8BqTLq!sSs#CF;X7iajKC1)zt;MI%eTugpx5=~184KsU=_ zc1tkI5rqtnOvow05Uo(Gtnr}<3H5m?Y4QnPY{?JubBpmdRml83Hh0r z@&TRUnXt<5nr}1XTO%7 zDebE|Tr@)Ot=D9u`=Uot8-)I4jM->HVyY4EBn`~d)EFs-f$@P#xZZHK9zFgtL;h%` z{?G`&I%CS^X0y>3--X1P(6kpY$B{_>O5NI#p;52P-;Gni?+x~ik-J9;r!HU&KE`iq zx9~kF1w9#}R82v?M4ogYPJUK}zafp%QH<7UynO-Ef2;8ZqiIk_eEVW*1eT9V%`@!T z96on7o|-*Tm>t7D_!fUP9z8fnBB(K4NRcoxu82g^siLJBQh0RZYx9h=bc(FZ499!MXj_e{ zKoc)}4Bui+X;TcUai%YAhK=v57SN}tD43qP9e?3w;w7FG3x#;zW~AH=wDo7AE*iO1 zf>gYT)(}oHP>ny|*6@T;Ov*zvcMk=EUbw`FxV`fxnRP@6o}7z|--#d$9PH3zn`?vsKM;oiOCtWwgLD z@ytK4-f6YR&51cT1{Rt5J5dW_^nf+cU^m z%Qt%^VoV7q#mkA6H;GM&ad3u&m!FL$>Sn2^uZGgkHW4Z+ekJ;=T9qxwRrAExd`3^1 z0J-CqtAp_kuq6Fz;y`oU22Xs~e&YO9U}doL3v6z9H)5gg9n#=xfy}i%SgqN6)UpFG zeKoHBLP8%q%~&0LYj)sJS^pe}RIG^j3U*ub(%(+3kh zRA)cEM1&lLGwDaT@}Oqfla5u1TlWzj2@7i5dad8DGTs?Q2wW@HxNGjE&aAi4GG(#k zWdp{%d9FdlacujV@L`E*4qkq(aDIV%rAuHiep8qRDMCC+Lxw37ai%_X*x1 zLJHze&KxYBFGUKfSkF2yfWvHFtX;oAX;%|7w~So`wa&{%tDX0NUfeSHHTbdp2EhLT zA$R-{cP5^~I!TCzcv>x9Wu*&mW&>e6)Ds0RnUuEWLs@I!-pvinq9Pxd=XIC9(vGT_O=3 z4QS$|9?)E!NY*=(;G5-`NBX$#wekz+&@QtYI6=MJzvMCw$uc22W+YtJTM4U)9d0l? z`NZUOJnzujvwAlv7FL=BUiqLofC@aIHY`XAYN2&jOYqy)vKgYbt)Y3R04S=t*juls zGp&Exb~@sBip^X%8FIeo?6Ohk2q|tE#a-8*aC&I7vXSk4ROd9*vnv0yWUV>rUIDGC zOys4qDBIbdDG zf70cRy){AeLjef+9&J+O*3hys245%6JAJnKbOhgQ<#lgV+h|&GwA_MMN;*%iIa7MO z_awPDS(`SO+9&C|e+Jxs&AazVZN7DOPA`o~+)8?Q2N>gZANMe7F5QeRbE&&yb%LaJ zZ`HfeOL@aX&GjzGb<4(`bbMomW=qP%g~uQM{sYaD9&uX4eMRKcY}P`QsK=J*4QR1P zrFGN>4Z1@So_|bp{Q%gO+Ss8)=lZXO_p}rrC)Fhp_Yd6P$gB$dTG{#TcB=l%46kRi z2h<|aZRgR}2h*+PIr+b0s4Y6B}QC~QT@J>#6Xoo@{jKJ-$A}kNGNs~wcZ?VPT9Y+)91xC zp||rXW|>`J_e>}X+qU)zv~%L&eQ;;DW4>xPDQRyDg9$~2?>W>YC9wvioSeUc;*f|5 zDOgzE{=y~e+YV0`Q;iW;r-8o0$j~N8I>l6%?tIMNW$yjjVp9=4^5v3~6Axz3K<30QQhyF#RgH*yNAN4&+{I`5~z+i+(F_TL-|D(@&}tQvz1`PnFZP-RSIQh+ZKZN1 zK>M?AzbyNO{sC_}iCesM;$GiVEkfflGsZOC`q2Wu{eZh$mi@RJV2%{C# zgmvp^VYdUJnJU-GikFYJRtyzvW*OO7Q$#*A1%2E7ym7^Lvd(8;@WzjmZ=#DGai=Au zm;=|XYP6g#l)4{^uMEUKzV*v>N@%P#T|HIg#t+HSZf${Fv;zFX=2V5#TgD7YkENIX z`(s<5e@btUK3BMV`>}}3?o!{wTK3~ziSf39LZeq6&HRR~^@R;%sbA&3Z!dP=^&3ia zT~k|{tn~bHoPGG&s<-8p=ZWI}gPEM4?-EZg5h&g`W?6Mp^E@F?3)W>j?Ce~5Ymd^B z;fxB&e><(cJDO%4#UAwC)*Sl0Hq{NA9>^7^CTo@&D$wwqD?!q`W=?CkGw^JZY>*1p zjgPbFED?{Op1MI)m@)`BOH#nO|8f5vNd}~(CRW+Qb=X<&o>ujSuFfz%P6JJc|D?QEuu-UTQ0}Kt)u`4*Ve(DJVBwl+*GA#m_d!2} z>lWfJiqtQs2a7bUKW`Li{M_(Uq-m$`;`!$Nnc(v+ho2hHzy9^(=XnwZQeLzb#u_5p zMt!bHv>ko%NVEf^Eicx|U>PFT#q8E3*3BM#B-XA>IU zaj4!iWBr7?2Coba4gYOGkZM>K9RXf|9~E!soVYP{rGX){6zc5OC7=gJAnM(ZUV@IfZ6_4tAXTegDGSN*?uVP z|JguZ9N)Y%S@5@kTrt%bGxPHCOwAt&Icc_>j3F1k8~raB@_$IkPZyg1NXUN{0RJt9 zOqP&eZ@m2z{&#<#n*02Xod19Q{B7XN?0@SaldJ#zgYSp`@R0wm{z3m=yvX$N@c*Tc z|4&Q@#&k8ubpA{S45WJ^Rj7GXyAH_ou|8lZ+W>&6{-%#d&I$ZQALA>bU<#-xy?B&H zN+cV}xOnsreJlXIPo|Ii7BJGe1OJsiR{4uQPV0w*JD8pHd;X@6pKAQ3kGXeZCGpLF z(Z?4e{*68+O8%jb-~UA)@5iMJ^l%RTi$2zrcuudvnfh<^F%kYR`gjceK#E?aHQ)I! z`uNT>Q@(iK2mhjveSmZo{Hy<@kMEP|V{_o00X5aP4!8e_KGy#a`Z(%e^s!)F(<#x1 zivLL;bL&1a4|$_2ja26z5^y47v}8DPe$&U?6dST{{?NzBB;owBdjm2Emt1YZ^6zB& zc*%=QAHREa;+rHJ@@+6>5+0@CKdqU0d*rR5io*UR43hn00__0F`Z14Sk&0m7i(3GXErE&>gX8bfRv(kZ8y3kv z-_Dkx*F&OI&fjKW<+O{Sh?F|7OLz1G8M&*OyrVy3^XA?;HeV*+5vhBbC;7rKfkj2O z;!Ne^hx>N+3I`zP;oGlQzkkT5#I}TUdm4jm&fpIoHb;C4QMW?)bh`EIK)Iswrsq$+Dr?P8FC-d~TXep_ zh|?!Z*k)RrJXT3ohP9~+&(*mxVXwU4hlXO8WO|-qhsq$wah#~b+r_7#qm;ti#20#m zk8Ja09S=8c;ytaPv2ZIc@RJyvlBzfM0vieKTc;dGGKi%VqsUR&j!_cbaRT3h9`F;R zxHSeSw!~u)CQM44^h-2P5ClY@R}@_rHMHVXk6@%e2px`N&U;Iud`Ltl=#PL>5;&C{ zr_dM7^|6mWaw?T_Qc&u9V)-7OQPUw`=)RzjJzqxg8boM@b5o!%ONP-8tHX5@+ze)! zdZer1cb!okY_3O!JctUkN1H7jB!%NlMGodVOJyiTb45JkaKM=+?*XW8S=LAP1PC}t z!D>RmcrKpSFyP!%X#MG&y~ltSC5VEBa3#}JjA&)Q3qW?F1wYz{g_m%pQmhr>w9G(; z_Ib9EhM7VRfyJrRc|hc%snS9(5i5#?!l=6;c}|H5p!mDzjF|A>9}-;dP}2@E#R&O0 z#D?iCYUlE6$kOlUJJNGA*Bd@PoF^J59aUlRFwjzr9PkK?D}dCWrhP3(jHH;ig)Lme z!^HWi=v7$eeO;6lOb8cI+!0xCNH`&&5JL}T!S0{KzsYW;0h^XH*>YK2=`&PXzv)2a zjv4lIA=;=UqbR8z_vlhmSk6?IJQSSAvE^4q6NeL_v8ts*F^Q@tH}7MOkM41zu9xS^ zeblbnj&X5`vrsC2P#Wp_Syr^aV31||DHvnkg5c^I$nmQH8x-X+J!>1`&B3IK-7}!6b^fjpzotH_>aFSSX05Y>%ldD#0eHF19J{ zH5@DfVlue`6{BK)otO8nt<@7oph6KcLq9JK|`f_^93~(MvGtjt0-UH~o zd#cm4VcA3qIKaLKp@vLx6IJFSoay1CcXw4voW{1884C^JP2i{V=;Fhl;;qX0+|QwE|1!66A)@2j3|oCTtLN#P zsu5%U2G2C$Qcd4^uE^)jQ*~EX?Z2A{VV%U5pGY|x7#vHaEX!~$@b<9xd`6>#8nB@A=`Iyj?D%kFk9kwY;Zy!&^9-D?lR~vYC+ypXmD5kmW9W*0+g*O?WJ)K6sML zAZ)ZzVZ*Dirj1#tC1UNmfzwi*D9v?SPev7bFF3S3IjAcfB*gF*)Gfs5U=rP=Fw@U- zxI*>j&>-v%wmd0&#WGWNcs2ox>j9qxoV%UG6NtEpD86U+CwR1KzWn#ebZNM zS5mKNP%;JGGPHbvb@sY_p65z&G+>QYFmM7UNgyXLn&V+^yUD!~Dk3=u!ycKW(G?j0+#3x6NY`0JUj%+DUfnYYkm2JCKkdil-8MT3y@?C(0b^WCdNJLV? z)d7D;K{y5hInaiNfl(tyloUu5mSRyq4DRT~#B`fQBN%ms=3SNBDu8Bn1gybS`TD?2 zHh)_ex_O06AB)k5{6!yMa1IL$jNn#}=DOnaFg&`P5(?>1E_Zao$r#P@Y2J@E^EUKY z^@6K90t1HNGvfjqjs{uczv<(vOwsh^IxvlBW>2?)QRgsQrxbIQ_YkC7G(FBB2msvlKPK( ztWVgkbNZ6@+dby`rUD}Vc8`O=6?X9|D;Q5#X&yIy9%1c8Ej4UjuYGo*+FsEZm+9g8^+8%+&}yeD|*Abg9) zf;k{}5d=9zTzbT#i8b0bQSbfZ9+#ys)#JC-5LmK%oPr#v@E|MC>!zU($nLS1FLX2o zZg7v9UR(W-dyIv>^5W)aCMFY59DljT5oN#K<2(~!5ul>D3!WSSNCZ!T1KEsk@cuMV zGU!|yM3G)J1DS$y56~+fQS`#X1C)VT03J^Vf1-~#MHvIepoPBkl!NZK;4W6QU@HkVskBiOX;LIPMleB`tQ=+{%mj+A1!ZmkNZ@ zC!ktUDv~zr1SAy(0x_j%B?0}Cf?;6d!+W6jUO7ijz>28amU4t^cVc}Td{7$Ttm7XR z1x&_rq4>z84?9Ze*ws68h{TtE#4(C zLKaAIQbH45bk_v7uK4oOgC73{AnT9;pi0NEBDi=*_$Jwt?1A9aDW2&ZOk zP;Dnz)b&Z=?L4x@2BrQ9qs?HYR#EtLr0~fhka-s7l&ak31N6*aumcKc%MqD=usp8< zDm=B3D9phokR4x`o(fBdE|hEaWZGsN22t5`u+%(%p*EU;(!c9&pm%nPrCqB;W#=Bl z2;)2%K*l-^q=ya#(bthcS85sOaqw`^{nc&MrwEq8^p_Vgs2)K;h6IXCXMBsG>HyHA z+o)au={ukFn?8;yy=VaQHG{PhkTTmKs{+P%*e74@UKXSvz2AUJKfRL1P(uzt{J0?3 zo!qTl>J=8HUxMY*-stB9Y9?d_Z*T>FMulKwh0tt;$j=H<)=KetMq9bZFUaTfxo;D4xHp{5CXsouH zt+xJIZNpk~{bG&1WsPHSjdMngYh#W3Y>mgy8ZXvbpNqAAmbL!DwSgJ6L5;N`v$c1A z))H9j!Y|fETGmAe*TrPi#WmI?%+@9StRu44-@90!W?BCrxc*T_eR^Yk=4^e|&-!fE zhG!QW@+=z)f*Xo58lE>cl*~4i{%j~?ZLGN1SY_E*6Wmyr(b&+~*fiVN^0Se|+SGQj zsl)RBPxLXDd>gk_8*fM(e`cFtQ=3pp9l3XXMaU3#XE@K+?(Eer9YQU^#&F>XE_2i_ zlMsC|fnId89f#@&BDCAcbSR9rs~@!o5tPez5z-}8I&AcMM;$V3oeg;%SDH?lmvlM< zov%RA#`0a)+)vq-blNv{KvO!L$=96OPMtrZzHZfND1>PzwEGUwxrKDxc&8+t@ci}> z`R{|CTbY>PlaTf(HoChB9kK5)YC1iM@|a{)X9|k$J)u3xycgx&8)((VZ`<+YQ!j#| zFL1LfX`r{D2`G~9dOSeqpFo+v+53vEM{=R_Wz#J({&YQ|Us|l+)T*}#HE=Pf|5`}D z%vi6KcUOB;d!JCBDn++XQ`=}spJI8>zHD13TfY{5kUOOR4I9G@s%wS>XJ zw|$_A^xmdDz>6iq{JVFO^D5f8C`qlwoSP~GmE zgI=~Hhd=w0iNpR21E;Qb1fcpEpPZhTe+~b9nhE`SXS1L7{b<4fNJ+t!rH?JGVa#F^6 z&!KmZ`qgi+(4m`zgjvu28e>ryeyTrM9oByRNu&M^9+QMda$+XP-gpT;!9U1){&RyG z`y^@fZDHdCNo+Fj#big=WY*7d(;JihVq>zu>MRr4^GfRbHphl+r|xe|j&Y912v6~S zo|;G*ziZizyFI=zIv$-d^*Lwy_POaLikT3%nYGc0K)313Y-9ValYZxBeznecoEv(i zz)|t5h8Nu%`I&?8x#l6E_cc3~s8H+U)$a2c8?Rd%g5vBJuKnCJf>fIJ3GPZuz~;TL zskE9voje=y@9(3nc<&zk76_m54(=Lzf~`TL7>ge|aGFS3a&$lw?JF3$B}U@WB&p3((A#rd=N51#RJoePW1Eyz_b)Gbk{Sk{6l z0qRGb$bJ>T+)+K{%Oiat_#qAYV%$g7DBAEncQCw#?SP#})>TCuQ^;T8TY}`ZO zY#O>}){7xqt7Fn{kVEIOK)>_4Juhj9J zh4m(L)<*ZxM$3oQWY8vzbMt2KN@LiDc-ZE663mKCR+??qseiH7WAj4!h7Qe!Dt0T> zdIjaNQCt2=xAfF}%j%b{krj^`#t)x)N>{$?eg2UID|`3Fu75pcXj!Rs3$F*WO!(}J z?1o=r39zOgC%}0`C}XU4EVaK>dGDxEP%^hbu5Gt9Kk1Vks_wYM%9Xssk_7WTnd}z` z-F8RL*X``8;&+Agp^*u@uY`B(`#*CIZ);+{K0)oVd)BO3vqqKDXX!12uL4@My-?aMr@k8~A9;?CdCvD8WsObLFcm4P;JNOsdl?$J>cOceZc1)6c zz2++EFSGi+qR-4;7;eJc;@HW*Q-vL734KK`_W>GwdB1)BK>MUh_=F|?DSg<}1$P^| zsHc6p@n6fl4>d=>e;{{;o?kV!_u^jfYa5_hL@0&5e*}4bPJUXUJI8V$vaQ+rRaO6o zE*JWq=e|Nv4W~JIjygZ-2mLAQBXp}LcGqSv?VdJl)5Ea z$~2)H_yT%eHcX>B$atsgps5}6yw>8~pfaQ4bjl@{qf;KuoT>kdz59-5`)~aHA4DV( z5qoRQ+M{-jCiWJa+G-ayTUyj^%-Tv(lomx%tEI$_z4u-%T1tzmQYY8-xz6>y&i8!3 zzu))#e&=>O|D6AG%OCkCuXkRL+@DKc62CGeD>OE3og8?t|B|5o$oOVzLSjLAX@Zw8 zp~ZuTqg|3uR@l2N5(pX!_#wU}5;9pLmhh5XOQK~VoJffY?5vNv+~6NXeeN9SyIS@0 zuf#;neU*T#bMcTXjd1JjV)k_3NhT{X;W~^kF9gI)l2(d6-mjS5HZjuw-5qXXkx(aQ zmayVi-Tb?RBr`|fuJmL!8v``sMBWqjRxpx3@waf%ny9smrM5n3yU+~G7`;_AeOm0W zv3Q@uJzFJfO5o<@u~h)q-i_s`PN@+Ugo9V+sQ-L}d6De5KpAaDhwbUH0D8JhGhpU&oKd&`g6U`641 zTZi!~e|fbCuld>R@ldnHoTl^&u)>3VDc69Os^i6i2A#|p)5kr9lb&(0_m{7{(q}}> z{dySg6V9jBu4aaWoM{a{cXN@?O{;s4tK_acft z%Ws>!YVm%hH0w%Jz~HN}0x5&>(R&lrCiVV=DqJp(YP5*4=mC4hQ~`s$Fl8AlW` zvIRUb_Bf;*hp`m9FyE6LRUz`J_249_S`hZ>neL(JUa@$RE| zS%H*Ve_(_G<<2T&A2CWI|43fvZZ6L8EW?kVh~u6U3h`Ao3urbTOM7E=FvGO(B{s^y zHe8KI@E4I%%vy?LQQ`ArSzKmxgd0c!Dv}X60P*w_WFO)(D=;sQ+~o1^a>N+%tL-a7G=E0ypcx@xqeE`F*~*;r&Jh?9=Z`n7!;>#$Qb#BMR=76 z4RiwIQjjHYDIA3~$r%wOVKXI(ro=lTSUfQUyx#b?f;P=BC(Wp!bQolPik|bFT7kE` z_@KjKHZhpiBA|j;*sX))oHsd|kBH>ELb(?8F9Sr@PVom7mUBR`Hb?f9{Yxre) zDyZz??mn`&bNLuF#u|Z928OMI8pY*292O%8E?LV`x$o%SS7~}Sml-^&fJPY&{ zRny{&vG%KDtA7&AtsP_Ai`DWMjUbWPN%y{U<*+WQ=?Ym-og0RUtTNiFU@=rDTIlbWnr+8=fZU!-Jk(K@v7*WkiwqG(MKXySbu|gBG!}++#UJ^Zq8`GXQB>axkr zezkPyfa5gcS)mhr50Tt|kdVJP`4!>lOmiJ3)i7wZ^UeMdic4ud*YNZHJKO^$^04$Q zIX9DlLFdUOs!!R}!)T|zM?xhl?4|i7uGhXBtX_HgHVj~fWfGz1^*vwHKd*<~4LvFmvXV#ijoqxW*RWfp+j27;?2;MrwOkZm6}$y)-ar2S zYrrXeB367jq1gL{11T)=#wp{sFaEEGp3A<5PrVcWu=Oj4Wmlg{&ey&QpXvE1{jlKS zuob)a6exb_d0z0W-GEEr7Mdsx_+G@%29+z*9DxB}>86D1b6T_{aU3IV*`##Jktfn@$gBKptfMvOF{fc1h zk>NBw_Vdd>V@qxEZ9~Jf_#Xdyc@{e9|8uI&pq(?nKJ2uClI+ui_DoBLFN-~+RCj4U zpMRPSLpnOVs{Kj(?b}n$t;Z5qKXlp!e47f2oBcO$#gDaq!?pcTxpknEW*u=;o>>VP z0G^nH17N5VW2#C(YYVg;>WQ8Co%}_m?femrx+rT@zGRHNBM#gC3y-5&!jY7>wk+IY zPz7&3M=+TvX%%){9x6;!d}NKr?zNOsEayzF5tFY!icR-|HF1sR#F~S^wn%fywKKbUI~?0g4&J>hzNvTRVLstT=e0}>I6161I#kz#n zb;2>JCV{tV=qtPZWtENkyHWLtaPAvQFf_llnqlQFK_HASS`Dn+6NO5q%gCUH;mj_` zE9WFQA1O1as^~cMSSgTmDD(X}z(v2{!If*u9ac*&@7Q=(h@E68~%>z;kLKxMo_w4~G4EmLl0vw-+g zj&AYE-k-mLN@XO*XL-R2P|b|)E6RX&l?xKooTi3b%xOiQnzhP9?zm{$h6j0VYIB;I z!06-)e0#sDBRJk@sNPh*+s6WAV4;=i**}n@nH{8N$f5~s?a!Oi$~wmPIH;#LQ!<{Z zO?*(WRR9-D4!jJ|s;}+3#tkW?m5LSWESJ>px!VS)`mmQI`+>gyhCt=Aqq)*vhCNIPy!m((j))oZ*M zO6%|bEeO_3l<7#YSuF zqYcuU`)&CKzPFA9tV7&!1E&GX@7G7O*K~heWDVD_L}@DfuuAS4W3ufrM0(FtP}HSE zy>9hmq&%beA&gP*SS)y$L{JaW0QtpAPpN~whv|X@zMZokPjWM~5NCEz0}pfylhhlQ z;0$%pa8ExlZD_?Na3T#cff_eV0{1iRm+zWPl-L`|9L00ygO|RRAC^qKteFrXRB%gJ zF4I!x6Qc~kX5nVd7 zcI3?5&UBTmrt?0n%SV{&CG5_Af*l*rhf1@-=9xj9QD?Z3dS>qB@k}3bKt5?mzai0W zZ_+K)_*+1^y_)$bpUDJbc5u$@k+}GyP>PU`iHb4i?`ozW^$$J1B!}6=-p?;i(VPm+ zG)G<1T^Z?F%mHTQwWsG&#{7f}y&Ej%adWTFrk2Gl+#tFs4HT&-Hzj=ru+GDQPB{k;B)ttID#FXZ#6j>SpU=Ts|Tr)SAd} zK{3#>F?6zWidtiOiHOQ_K#C@L*^+16YC>-Te`%#1N|P>}`qFEeTF&$~1#K@IqOZZ` zsycKzV%$PEV>~%OW#xF8&3$~yrnjYP2*Pi*rD$EBN%E>NbNMp4DQShna`5Jy#=Nth z#uDYs^a_Au;GinWg=rDMZ~Z+m&F3se8I}EoC)wZ2ZoYo$6mR|eWcZfw)A41yEo+nM z(&Qsjdx^Z|MT{ZICj%0xq@ z4lJ2wqxN<*uO{Fw3FkHrqCB%yyfBJbhd-IK-%8ed>m3}t9Lo6Y+2QsVCkgQs8`k@) zEkX8Nu?9r3gYR(DJnH7K`|-@ljtIKxT7aWqn`3_9#%sQH;p&;kUK`%BFdIhecaNbgzk+~1nly-i^wi#P< z$IN@Rv0=+X-$F*jHVU(Td&c%e5sX=JPEi|I1G)U}SvBQ#DH-m*ZDHmly~Z0GC2~jv zUrU#}>jG}X_?1N2=3ZC&qsyFLhW4N7(mE^vKV z?fR(AHDts!bj3C7!1eJT*KoL71iM?Lh+CABTeQAgjICR&x7(92H*B(-Qe1&se6?Fb zn_J?DThfYK@`2maKW-^-_f&TGG!gf7CHD+{_e@*&EN}PhF!yK4?l}eSxz+B^+uZYb zT8Rl2B5XgmhhnhW=|t`TwV( zBs>KDl~Mj{L-|)g`Cq9gqbf80T|kMh_WP@$w62S+ud9Q;Gs}I~SN-lIL02BEUm^g@ z|K*IbRp6u7)yI#7jIyJx?O%=M|Ia1mU%K+YD=EiDMwUl*-Nv%L#&iE2sysVA{m+bEn%-jvg3brvioJsBDfqlY zew7-<-*{+L3XuGOV4xEE;8sXKPaO&H?PW3%XARopC(0Et(PXUYz4CaXoY(Dfm$7yU zuSG*%b`wCAhoUhdF92<%-UvA3;D4q?)lyc=D@P8fhoDu$Nh%_5kF%2EECmQ#lflX? zV`7o}#aIC#4^PvL;;|bIo$;@0XN^SBx z@21F-pjC}{?H~!%V`)sQ8xyHf@8`-&@GH*ZP2*Kp?PL!=tTONt(pE)R1$_ut8C%MA zZKx5j-h2;OO3dQp;Zi3ZU`wj;GZ;~~$Gm-UGvF@cF?#?-rPBAWN2BO#(gBld*M=wi z6V8PYpn~|Su}Lq!A&P0m+f`ZomMp!br8ls5*cI%Xw7_2?E*2DduI886U>eTk87%KHu#)n=9) zk*=R@8%8y*ju?Id`yK>;Dq^V*qDi`yjQ9rG@9fDR8yapvFNsa4(nP2(r!2q9ib|y7 zszJs|KuaBgP$>l}Eg6v9ox$_3i;-b6`z@4IR3IOF1W|&(egNYj(D4m^><)`^buGD3 zy(7bnaq1#;0w`4ueGD-H%bMZBp|{5%Ed0GNSPkD7bQBm#GY@CokrBaGJJngtFfWNE zM!9WL30zDFLH)3d)$6p|jQJ%#SSkuX1b`jrfWI0LS2m!)MZ>t)i;A1oFWA`0 zaZ@3NViu4PDaHl2yBQ-EX4oa_9*LY!A!W-djk}kz$&!9%#Oku1lwk2aKBtxQ`rGC* z19%A}T9TXdg+;QR;{=l1f)>n31t#o!AQRV+q-7{zfgH*eIA6^2aV{!yD8hsY6~R!F z(kmMb2qo51qlB)hQ6g0yF`pGvc}84O2{HrnNXzfYdAPjkmP&t0VyRxKX_#npMroE| zF-}a{Ng?HIh#WC4L01sEPJ16DPcu?ovxekC{2i&WIHrlfy;?aJ}%YL!pf#MgTjeNOvI=-wo<_ zYNSt-F*M*l&z@JEq?key2h~crRdHMv7b2mP0nPhrJn}G{=o%kbmfarh;iP&SvXnar z{@w)~I@SrW??u_yR%%_rfYf%xYG^!FxhVfjWS@l@xp6aS-VfM7YA6i&G`A38PY=jd z{9+7=T#BfN0VD+RlzjpSHMv6M7_taWS=U268HHg58#PG=n~rx{OLTFMaFQ5~MSR>b!_ z6<;wWBgaE*9exQS>RsYFthTPBJ=S_2#TJ|VV#CwZ*&|-|^tbv7xT=2#0dmxVb;L(p zmCBzjdU`yrm_QtAl^}CV^zB(=xc$2hYQI>h_8Lhzyq=T^6O$-Q*#|tGiXbJH2DD~b zlICn@XG}S2(rmE|POzc9nWvtz-i+{NCsd zy-DFTsUZ;rH#PSOlc_w&L>7T?#gD(1Yg|*MOM|M*0jXpn#}=DFalLgrD7e83`MUV~ zC&l=RZm;Vl)7yX}G<=`iRW6(a@wB=7LCBXDNHl3_nz9_Ny>En%g1#laCU>g^;Ly3G z7;kG%~8sh$}(%&yd+$lDUFz1rG&XR1>8y685d5Y+HfEZ7Ue#P z_dA}M0H#KlxVRzAG~?m0BalQTRccZ8%bj9&@I;TkZocTns@t$Pno%i5hdqb0SsG8H zZ5riwOvkaGG|5B}c_eyuGoxesjh?@b3juW1~ zwSctFK#+r@9p^oe@4d9NaL^G&nz|0W_L0N&@O^dJqX%lVPkguo?vGB&APGx)8g`|e zp!?W*h~-0HK`a8F@?f_fA?y=LD;`GDA!0y-sV&yrCKF6?^}p|8`Xt*a zfjW%*$dZmWfNUM;fka%x0JAs2bYd|~XOHa|!ez}L0)rlI`;ezO>NNc%Co^XV=|1ZjZBO&zs4QX&XRLQ+4j)Z%2d(qmMM6naDN>aK z7Y_qkQG}2&8F<8lic21pO^?`lv<*o6lI6`7=Ob^g3W@gFRew5R>YwB0dqj6V&>S9x z^aQO7bJdua)IIPw6);Fa_z~M#Bd^4C2HHfl+ z3>a0;L77ZRA9sY@GXO5Eh9BYFz{iN=eOBj|4+JnGz#5%k8m?!ljMpEV!^P(Sz@n(f zQixZK0AfVY2;lm-CEWj~nr|S&zZ_vg$WE_NLE$tYdpSgclzs983uvYUpQC7&3<3!O z*z=@$ye7g6xR=?jaZ^UZ%edn4Z*43@>{+P*$)}Cbh}G$ou-^4FDPMn;^3{ z#Ou-KCcz{=h7QQbis}Vm4p2*$IbTf*!8Uyq2q^u#ZQ5d%MJx^`X97q8N(~CDN+SW= zw-II)VHJL_$P8h%_JWBu9S+3+sfI7NVxUd@uB9^79BnZ&RJAfX7uLUO|`mly9XNothG z6o7*vrL-dIhNrh_49&Cdo zqj-bJ3=f83fU-ptU5DiDxNsO1MJtZHi?D})wvuw;_8x@z=rqDP6!mIko~XK7=gL_Z z)|00~zi^Wl0UF4tAO?p(+rvn<@rE%K(oQmJOdVpZhP(v>qqgLsiwI^qq#v#Uz3pZ$ z(`m6=e+C1jd!kKd=9oWzX|YLtK}cCw*T^Er?)A1r;aTV#aDdAu`c(ip3|F*01{02E z?z@uzXtGY;DTt870UkW3A8rA45YW>xSl=PkdoA~MQB?qco9Q}GWEa?mA?T8T?N{`R zDHYPdkFOm5*0L5Rv}4x6QKtZ2RE$SNop=Cb%}V{}AkNT`q6`C}uIxavcK-XMa;a0~ zqEn2u>xM#?q;;2cNSAD0*Ui>0g{3Z~i!Kyvx3WUFs&%(|NVjHQw{~l{?ov0Qp~SHE z7%B9aSofHP^jPHe+-~i$Uh1*E=&@(*byVnevhH;W>2=HN^=R$&T4KbLS%veaL2(O<|qP^>UeVoiXG2g>pWDq06Bmjl6m-tp^)J2AlH+ zKeP_EE)BL_4B}XaIu(Yxt%rI;hVXeq1Fb_tOG6_ULu0JN6AHsq*26O)gcyb|(BRhE`d#xj1mqrdQMh;m=zblL$TaTWGjGpCfreP%K9e&no!NjcHHKEYIs*p_g^MmL2TLCMf6@k|sCymrai5g!5N=Z0LZ2 z^8&*ZX~PTK!*pNuCYCQ(YEAAo1Cp0*eV6EL)_kc%mp+Z%B;0y=t+_<3 z!Gu>5eO3e4m!MT^p+qaB!|UNi>qL61Eun&Yij3?dqra2ZV|-W6VQVR=t3O~HDO9Uv zY$KBTOgE}WZYs`g4zFgcukHw~ppuzL^hf0WFl7m^kLGQ?^xay7QJe_R3WYJ#Dh&&c zY!z~BjD214@?xp|zCHYP>s`loukNR&)QzsC%@UjKmi3Je-7W7wEb;||ZX&EcVS^96 zSp(sN1H+5A*;$qU3|JPhy;vSNxMJJs7vCvu{X9doUG#Nl!FM|sHmel2vF-3F%X;Sk zy_+Jmn*+B`hwbeaeTu*M%xk-Kl=}I}(C#0Hz3{vh|LSX%B6yy#W$?u3aG~htHe{j_ zKB&GCB#rfAEFqF@Cv# zHOq%YXAOcH{~F7B&>ulAfH)EWkU&OhblUJoY2Q8&9Z|0y(Y`%wQ*2DEJivDVsqc}n zi5^{RKj5m}2Rxm_Iee$OdP=^Hf(5RT@LxL;5d+>U++jW1kJkOx%ke`1^#dqQk>mrE zdrK_8`a=YLFp~UDMf6DhF+%h0vE1shk^vRU0Dq~(s%m!v^*y_F^OwC zRj?hNNtE?r${Bmdng8gIcO!_HTX=3tR@S$~@z?VYiDKOu8Z6|Giv{xwMyM)@H=o6+;|Jo{1k83&eD2~ zrvKWRF<=HFc~P)>I&t;*LXzsY>b-N6&!y$^$-~j}CaQC_w=~nDe`eoa{$vMjh_LL5 zo_-bmJ#)3`Zr7LI&f-9c*apJ6E&h>I=4HjjL9tXt(M4`gXzF8_q`bH0#y2%mIMkB= zO=EU{!l|Am?mSY$|D8kCTFONVnGfUk0{h~XQY*Lv=7y|jw2 zQF+P2!={gW>0{c6V(5vF@J8(<0B@q$>rG^c{nK04SQDR{x^+TLPm(Fpa<(X*-K#&#&d$k{9FJ|Vy^Ig z74iBvNF;>Yx9IICL1TVgvLlwY-_=X!`_YxHQeL0?toOV3Eg+5RSR)Z#K;^9y)F3yf zyqQ1^r~YmCF*IC0V_1&z+VR`^=P7ezC2w&9x@`!nfN}Arfk#JTVAHeFcMy&nU1j7_ z&j}jyET=&`ay9qMY4Qh@de)?Y!5|H+gfSz7@GpT+YiRSEDV~#oaIcwL7Dt z_l@pz7+Bzaw7S}Cny`4GcTUGD`aZ6LU3L-UWlJG|Bx)hxhdU1i(lviIzXEa84o;qW~_>L)D)zZMqq;b!r z`Jl%9?uqGpMygA?QWH}z(K_=%*8B4#u}-HYjymKRa|^OB2`y)!(EE!WueR=Uueb~v zk~-Y_a$*&*$tkh?wB%(~w+EYiw#~!W#SJSl6Yo+RnIBB;PX`^*F_x;3+3pNH;85X0|id0Lag-f20nXEkiZ?IwFI)%OV1Wcr;X zOF6||CR5ldi{IVk=?bL~xOboKvuJS=&E=OZykO6~{h))fk+D4=wAEiPfnIiLTavyZ zfXVRMw0p>M=!lcyw@S=?!*|u@cHHR+!6vK01{q)PJ)KGVY<%@_@r=_!RN)s@J4=|! zcl{>?`fc;3woT=CVr+iz534FHe+&GQ`&~Iu^u<{J$G3mvan2tl5`TWVU|l|*Zb}Xv zMvFXlF=A^fq%Sz1_V6c>q}gu_#2t!Nn{D1Hd=~$+a_orQzde5Z>OjDPXX{cR3i5L3 z$EU3}N_DM=tIQ6)(y~IJQiS&M9W!zr5S6s>VDOEQiC%M9q6U{vRER#NtH-3g3Flyf_s95@wZ`N^+N!z>?jwlIOmYAj0_O zkMQ+~(P9S{Ia+1C9$z_+C3@O@e9>jU_S1o!&3CWPG~m;|CQ&BIz@}0))ie*u21h5q zi|8i-Jz{AP<&AQWk|^LZ5X@Uo%Od0cLgk^~-QT`8AL4_we+P^kA(ki)Cbl&!M*0%7 zh>H)SHAOW)87bV;H4z;rVZEN5#0j8v@jJA*eutARVfTi!MEeyDUR#YO1Xsk&#&Bo& zkS`6hFqH)R^F-7-(qB$Vh*r*DqS~9ej&tuq|N5e34}2R68KT`(*nOX8vLd0(D&X|7 zA}7=1LV~xhgoatZ1Q?TQWJVUKEt_^o1QJ6L^OnUZ8`llWnSPfKQ;zPQn9sQF8BQcw z774yF5H1mP%-v0!uG!9|9XH?+V+7G4WgLr(I7Ggr6pPi>`98!qPkXaU(n2g}0|=rm zLMk}}C=+i|d**7DkJXlTe|?|f<8%zIMhaTWr;Jltn{saeC(VjzsDy(Oi?zyoboM=F zA!SnBUtyEiZR#tW>Jq9neyOOl8B%of($}ty32L@2%v_nqy5)l8-Hj?z#&5ZG)4B4g z-JzrAx)|;^aQ84|6#g_-62S3N-vTRmq#e~Q&lE%i_G|wpM~4VuO&ogYo2-> z+xThI$v_9v{QV|RZNkz+_U0SHIDuUtWu!fInQid47C!3QRKN-) z95>5OIChYwSmNcc?BJDq=n(M;cbfE?#l_tA)suh0Fo{zxllH|(|#pADS^hNjMKK7zm)U=w%<+L<`q2BI*`uerJ1m5 zQ3_v&%RrymIBk@wmz2cn1j<=QtbGZ4zIn6gT_kG6lwD(F6EuGuD}#y>(R{SMYx^m| z_7Cf=)FS^ycDze);UVywHSf!U(b0PhKk#&{9O|#%PMCLo!DuUJyB{ohSLtVZ%xd%* zc1rAN{|PLCJy+3BrmhK|^{cf- zKlJyaUO<+5{Lju=(GK6(b9J}jglsM3XmTG-^EDDSuSr$4{^)I3)E z8759t5RvuzmX?J<7#1I?tfc_*Yx^^at(l}~d`Z)9EIN?DdMJ;JVZ60a)^f9)YV$LgTK-)5RzUYTwi`p+qb-ys z6^y&sRe=C|x5s*HxO*7lz}Hku^fGV~(Qr*zx4A+uy>Eu_*PGVeZKev8ZeP{iO;Y$S zUfxi^-GZh1vvzA}YWyDSG=8X}9^JtZ(e1d^bII6c?5KYJMHL>WpGt#4b<_>$TKj1$<($I;}iVjG0 zs^@(>*q26|`7%+fuTVYEvHvp{URiFSj1}hdbwI05?az-)uO+oA)8LKu7Hb|9*=j&`qbomJDc$Nm>0?_q%R}7G3g=lIw3v zKBhX+mq{k{n(#f(z*XcuGx&<{k%VR*^Sy6X2(5os834Uir1g+vNV8A=RxFQ!vGYc`VN^uFwOG#u z^SCG-_DXEnAP!=LrX|Ln5v_Rgp6eQ?SQs-WVFYnRbTyGmH6z;-hVnfaie-#68{@q~ z(wi1hqKFAf((C+eCSt-SWOS1c*Q0Nsq7-DupcEv(GE9`GNl&8n1xvFF!(%T)rosaZ zF{Kc8VN-7oN=gB;unbI$2i`0*&b(pDLC!QP$iRns%6c1XvpsE`Y8t~h>T+|!K@FmC zLKi5AP1-WCh@Wzyh;wD5n}bv(l^I%mpSWup=UGL&m{J{uF_TxG^kIwhtxEUeiQBB7 zmZqKw7tXluO?U{P7#DN-iz7hV;5X?4K+fuasyX7!fkWhtPGrNRE9WLyKTG1 zRx(mn4slCH6E;U`@b6Vg_`Ij%l2(Qt{U_VY2i8CpwfL3>%CJz*>8jPkou!-_Yf`kG zM7c2_7EWXq=jCO+eP}yNk@iK;eiUgrMG7H~)tDijQi!mD(my@jP8cnvBoU#0b!k5j zcDM+dqlc_qXR@U&pxpWR!hrOt2}Sy+q;=X?CPq?bpU&<0-Y@U5&5cj5BP^}9NNE_n zQ>mmK5uetJ6~RAB)2Yo;Xzp)pyUlV}r`Po?BZ$m}8Yva>H&l;i5dG^{VqwYVp?P9p zErH~@0uuyK{|Eu7dX_30sI*A0355d8>r??OXQNJ?!YnQmNNJGS@L>@IyR-v zy(s_lQ!%%KEcfJq?HG&QLT}5*wpckO4>l2p1ed+{)0?imqRFuyLIqag!%?xqs~a~YB_$nYOYYw+xssPxR8$OB zd}V?vdxU!ZuleXdMb22m>c3f>rnOh5rUDlAR#sL?R`0HCY@XPbu-d=>7nJio+^sd+ z{U0u8j%N$N2bb^rF~hIo%FmBLa}q{%2|6c%=1h6iMW8wVXP1*byzg~*Hz6o3kL-<# zin@x5BA}cEk@HO~{x6R6ZNk7`9OsL~vj17+{10nVg2>sDKk=W{r2h(W5(v)!%-<}j zU;fv2l;Cgvg>SMo-y!&$qwiM<{^mdN&54g|e}$tr+Wp?O4@lzt|1}w%?%Y)Bdid|~ z&3~0QC;Mkj2jV*hW`_p`{)une4yXJZzB&3I_oC}lUkJ%)=u9aA-~1~U{j_j!wXpD) zx%oeUo6Fyxtv0W(uI{cL7Oc1aznYsL_a?sV?Ga+puCFuyG&jHRpAyW?<8NpGVJ3QV zaz>Ch&rZ*Getz3M`}XzMcLKY4dU5u@Jr@1f?vxOYcKzRQ^#4RS>ZGSNB=lD}nkt2h zKE`vY^)?d1Q42(xOx;BXh~>YBqhkWXe-B6byZ*8`#lkT~(JW0S<*A&&7*a;>^YT&En)M(z<~jzw+TnveOwqxt0)_lTjHx z;X(ZtaF&a?@t4Ip{&$PBAwE~QIW>{9mzsH}oPkF|fKHX@-G63rI#FcZq;={jb^W`= z=}}D2o51_(9~P%KqCyq@=HD#N2!h3Fg;=735-iR)|Cz-(_TMc|sef3UBF(Ln!r21< zW^rcd=3BWrCP|TN)F<(|q;zOWU&|+0oZ);#cV+wkvN+!i3l`>4!(^a(T;%+fQ*|&| zP@wVfN{IOtVdro4cwa`tmW%du&RNj+6m4KkbuwkgU=pO3R;s0t`Tin19_0u75k zm32KC!AOgXAuo?jJ%NdE5MnRnhW6nXQL4e~ioGiCQM=mJo~`SH=qbs_KiO|-P4K@x zQ>gWS*)2RBKba?~3H^BqB|8(53O}M#4Sq?C`T_2|wa>Qopptq%H;=ahIHMCVED-s6 zgFE~NYd0;`T;c0ym=q9JOkV`tx1*5RnZUPUlqzAXl5!m(z^zA?YY_t%*;a_ba+1I> z9n4p)Vv)O{0Ir$B`7-6cYD0eIIEZzO%76y+ytasrR6LgT`)q>s&^MiDxaX)>>+v_Y zpfn5MC(@ipJaVnXEDTzX#5vD!*LhPgMyyy0vTzl)?--Nr%2rk)S7d*M3zK#ebqw>ymp1t43ayKW5Qrhm@bjjHY#kaZ|TzM69aC4LH3pe%_nZh!Zc%dsCisRE7{-W3*AYeR%5ibw_SOez)l>fP6z1AhM2UkY z;;q#jk;!Li*P$B}YN6$fq!9J$nFmVJLYZ7>VLXNiA@>rl`U+6Ei#nL@s)2Jm0D>&g z=MOLuumK`cE%h_|bBqC9IGkj>@U^TM0@fV|BsGlHB+@}hdX7a!It!`imd#{+$iRfy z>Y=vaP5v{QF%zrvSNm@Gnrzlvi!iVJO#`bP3f`HrC-k0xC^EjY?T zsJ!=yvh=Updm-se9L#_+_xUGdh-$)NW}~vGI=T$~kcKfLoJ>Ix6u`liBXPhf zx-A-sg8?+B>CkNsy`uc?O`c~~==#(*9<*C5^W2{`sF%7JKw}-*55JTiKOg;bYW#s) z8js13UT~CK>y=?Qg;CZiM_F%X_!dtIS$SJ~I|V z@Y}@?K;mls((k7L<>SoZhvCHx!#i7?C4Hcrh}U%pI4Rf*nUy>lO!^&5L2n<(^qz-E z;rG_m2*i?=&cwfhfu9s4K;41z~3SXHTY?67U>m;9yZ-yw7`Pdg5+36afiPtFbc_q&VNG=FGtE-YLiCg28xQ4y684U_} z1T6(o-OJ;%NxAE^U>tJ`D>gISA2YW0O{-l9aK;S3PPF+UTKQbrM?ldLSpvN)hGls5 zAW+*mbYWQPmvXB&!cs^eiFLFGEe0Ej42Yz7BzE6u(gG2l>d3U z3#D{RV4TuvhI;EFL5l3*bE;^t)#1TaX;%l(pqx5`$UX#ZRyH1)f&`GI1Uxd;Y7v@h z{SKWESCP2qF+{xun_(~xXz&2nJ~VoO7{vixFo+r)pvooC@8?5sQ()a|M7=q}ozO@g zJ+g}glM#t|V#q)pi zadtpR>2-k}#IQqS;1SXF@K}U}&+zrAn!dnyeLgE|dLQZG_%R1U9O(&wl8RHrD|=2K z-fci3mJpC@R}ApAL!M}Gl%nbbT8pT4WGwds*KEhwcj`dkl*+qUS0xMM1r4q2R~Ej0 z-s@su4T8lPNsOH4-;XscaQvIaX>}GuJFW}li)BG71a*6mo)YKPP^@F1hChi(Yk@Q< znBUw(sJKbq6EgtDS)$R$?mKqf=Y9+dVR*u`r;6yvRI1}atb_{^1g(}+o_k^xaKr*o7$;4>rB{er^*>#}gCYP=iN}-u)*MJUD0U>{*25_x`N)Ap@O8})lG^)^$0#5j z4xTl7F!78zg3BqM5!{_7!sH^(1a}OMi{1c$-$NCj@o1xrzXxgz{^fE4(%AaZ-%lZ& z1ecSFd}zX(*q7pq`r~H=movp5$dLw4O@m76X#M4KqDbHPa0|Jo!~&3_v_UFq1}!e(X6p70f4Fzhq6xbB#>f zQU6g5-=lCyA;uw;4}tfIwCjXgSdtIF=L-wZCrc&w90S9y44)qXvuir#TKMzYgZVow zr61GhzRZz)s9w;-bh9uU^}AO?F!;fsa~dQ9g!*JCVjn|@ACZB80zUvUoEX&`PlzAQ z7y*j7XJ-G6z59NO>RtFX-K3`JK(8h!NdzSch-5(tP0l$-$r&Vz3P{dTGJ=BS43Z@^ zIYSdAXOJveRD@yg?|FBw4~wUsjA@HUWJap^G!A+xy<& zl+&besJjda+7B)Um(n!32iW7Q;ZdQTg&Tq4+b*a2zq*{$pwEA-fn`^6?N&z$tEWLC0v{aVl-8-T)8QEokR}>6ItJc7kdW zs1Z7d#SIqBE)O_jK%Y4QE<4i665mkVXbs|v}2l`mJA`qL}7O6$T2}p zXZ~jl?1VUQV;-=>ZyJH0$t3s2~%&?Xz<3qagG z%Pw`wrPYdTvk~uB2z4omdn-i>#mXX%MgPBBoHHL<=9*d-=3AEj+@3p7 zx2`>J-7sj~dfU4Fp>?;Zb$`C~@K5Uzb=%4Fwljmai??l;AKHF5wO!4(UH@qV(O__e zF!+WTur~&hfq^z-;0qYyD-1x>P9oG!X4rnmyPYDVovOK=W}%(->i-Fj!ds@ZU?p@J zd=BJKGdiu0Iz`!up3{&EmqO6qU1*08i6}Awhc4Nuu2-NghsS)1zvSV(~$hD#kqh|9_mXHLZw7?r@=|4 zL0!qS{qW;{zl9!_)vjW@0jU3gpF?l5;y`&bP}$s*Jw)Q`4K8ySsL$x*HSMWgc>Q&y z%ML#Dv}(|Jp}#U}=sEq6_0^!D<^cb3&!AA(cuEYnz1a0GYLGVb?sjtnxn|I-~W`0mZpDm@v9U_%Y>kM60mS_?0&$9%6Fo?I1-N zB~e+6#3H4F(M0d_sch8L*a!G;?;#aODyrya-pABzK2r}`M$@swwK%sDs9D#M(ForB z(ukTnvq>g;nsb=?sbiCJ<~NMmWX1Dun5u83Y%^UrGx=|)jSs#JR!xfeG@3`>D`o#W z?l3j7I+JNXGnqXVS2pv+adsLt9XsDE`*&(pZ90Z}_JDpaxMX(2e=cZmZd>h}-`=cF z#^kx!jCaZ0U$J@5l94Ro`(J(PIimZc4(^9J*1rc0^xmUOZK-!U>U@(%moQu(1g9S@ zt3MYSgLTZlx%tzR5k*&ORNu5P4Sz7^t1yVQ2?&B=KRaohv-{3@V;E%y0vG{VtcnV7!9IMO6Eqxjs zYudhmZuzF%(x$R6O0~5fAwr{RyajdH5{%nY{0O(_K$(;;qc~_>I8f3t8-h-FGXL&! z;@*@mqKRoVKi+!AEnDO5&_fiGcFUS`xk+qOBMTKLvMuWTojQK|&4;y)c)|y*JNL$R z0!KE6TY#jI?}`W-c4E9jVv^#ewIHW$Ws%i)P20^}d$l4Y!zM&(m79$sJH+(sK5Uz8 zzPqek``xrVUwsEed{@kt_UUQ&N0s+`jJG5F_6f50eg14U;p}tc94wX-Sg;FIDV zhJ2}6ktYwz3Gi`Fxo(c!BUc(+PNmvUIGypM;HULv#|{dIk5rE3;!pFU&KQ5x9T`(c zmy_j>Y(k9y_1J!|k97);rzaoDZg1P@RId0eobDOd5vow@sq87lpYvCq7Z?u7y*!a) zJFYf8RG`PVdU;}m9PoNkL!(0NT|t&ixAv_W<^Sop?7D_!lq$4>O#B)@aP<7E$xn@U zwR|^J37^Qq@2{=z_oe?h*Mgl@9{-Y4`?aM+5`BMAeemqP=!L=<{K0LP^Z2*@)j`Vr zYOQ6e>+&Nxu`?O$Z>9I}yeF6P)E6H=9Vwgsp)Wt>&HiKmqQ-HVO1y$h@&=Ff=Hs9K zPsc6qO5co9%~p`9#`Y{PcTX)>zg4E%{6yxu{CDEhwa937{0pidDi>Cwr%%NG$|Hf* z{{}}bX0WRgVJJrBT-~uXsVGXmXNsO%QJfE!OOWf>FRMvxvy=F|CjN&6-94bm+)~+<`CCC_A zPL&5kACBrrC98ITh+ci3E;p{2+x%CHv-FkFZ+t@voB2l}^x{5Wbhsp%U%z_hYdCw` z;uPR|*}6?)X*NP=JuFPBZ@N*Q@aTip;#}=e?)?{|{5Jx>c@CVTCf1mAHAufrzIcsf zHuhebp*`#$JU>iT#5;T?8l!7+&~kZJ3`IO%jqn?rx*WT8WLY_TsM!~R`=*t}gI9hANLlWQQn(<+l;MuT z+J^We`KO|W!3s}L@k^UX&&i0C*C--6m6{ihY*cSVNy%Z%yyV>w>}opO@R)zYZi2dE z8Wk|A_&C5_VDZ^h_rqt;`D$5UD(CLy^-+<;d2&4WlF(ZA1Ot)=jN%So@ke>4s4`v2 zlk=!UJ+}LgBdS%V%%VNCa~M8J$x5t~7^-TO14*9q!B(4z2L6S7PI_AAY~+US>&ka5I?uCuMStK~^)%R~1G4>-eOEmIX&xl-7{2R@;^5!X{SGh$B>@-4} zXE@pPt%lUA-h+)GbzKFn^1C|Df=kM(rr*ia7Ofipx(mvM-aCp(nuyk(OGydbg*bAZ zr);G+p5Ix>FiIMkIebI>d(xx+@mKv*j_wQWO1!pmB@60S=_SS5o4?b3s~a7?crNUfr{(2jDo1-q?~18>W;*g$dF`elY-Ged=#Tcm zk^akat>bE(6M z`at>slbOVnVK+~XSUfK^6{Rw&2vn(Y(onjt_*NaQWbj(}FTclrncCM_qp6}%(qqM{ zZzJ8?nca(jco_>cy$@ED>z&W~7n(ILst4zd$Ja->Z_XoAI0=1c?ceH}|!llVVT;dW5@;jkV5autx+)gVQ-lQsntum_5FVXw|CB#+P)R)EFl zpi7;uZ_zd!rVxEti7p+U8H%xq8ucr{v-=5dScH))ZOB4s6?OixD4zU-G_(2#B#RYR z3W*PW6I_fts3#$$Tbwe?z|(&oWC3 zXg`kmFd0Kyeb#@W>l*xmn(EQwsf@~Rq!e!k^?f73OwJw>MpDUmURNwFqCnB>OHU%pXJ%jU>)@$i_D>CsOd;-}dD0Q(AMg-L9Nz`+ z3bD#1-8Ix_qx_w2D!(10U!umcIE#tg)%ZvvzWI)cs(CIrk#CYgP3~A?aAj2^FBa!} zkYU6p8`ju7o^HiwFn5h#T^xu>0~Qqo&-e{UOGHrXqhPdts?U4PWW712^QB*t17y5K zP7g^1iiqq{r=&caw zuzPmLsxxX%p+2iMD$R~-qY9ZT>?&&~?m^8wv<;skNMPa{Y_Br8_0|P+#Al~g9EaJ+ zR!*c_UNbU~(*Ie?Nxf)d!3oR(M@kH@-Q|zn%QpDiHKXus`t3aVk$m&~13Xa|j?}Wx zQq+oxtK(bM6wt?{i*HSFy1(&J=VR?kQcZ!-+^MBjL!>VvTtVorz?s@t zZYH8P_B5-KdJ5^s=A5xy57w|WH#HhqCG*$OG-mqb1<^6CV{z+0SD6j)>&n`3UOs1B zQtA;HB+YiQ2@~^g9BS9xSITkfr6D16%ZI|VFi;i@2yx^`n)+;yDe`J7lru$u$^@N_ zFtS1H3##25qVl7{BMV; zuCf>R2~gAcJ+8OwoSM*N7fIL1R}oX2t>D8z`qFitRWe$4N=>W^`8^<{fbu-vJ6`jCcRVS1)z^`V_RVOh); z2gc@2AD>ix0Tva11WUe=yt$02ZJo!ndMW*U@zY1uhNS3iem_?Zm!zB=obou2yJ0Ii z{0%O@_m!L`s26eO1d95FX=2ryV<}bYtL!yh)pu3dWLZeBby+NP$gJG(d|7K- zAxUf3qO7S|`(4FXU4V8xu7c`&@#p5ny!WmjFO2pi>XSO}m-~l>Zl16P|H;wgC>?p{ zyCzNW4AVpxk0{>XV1eAW#5zZO4ynfj6Td%X@}2L+#yi#NVg`7hpAnrj_)jr4GGXJ4OH-`M{^ zhR;_)z0oCYe>&UFPh0;gG)=7I)J=rpSNZ!IF!jwp$6>(WI<#f2wnZF?mYTIXeL&+* zw&k^Bl2__mNm^QXAjmFJ0G{5Z@w_J?Y>KVT;JH|Eq3EAKXuM|h#9;k^1O&Us2Acdz zHq=H_N{QkPqkxytC1R*G+aHiot|`<6UADKbp{Z!X=r>vwy~IOMV#|^2T210Xed34f z;tTe8i|b-i58G~rxkb4o+nL9M4y8~ap=Nh@p{PCu`dp&xjUXP!j6X^iqanmBo+}kbCt67kW8BH zf%Iq29(mq78Cg-!*c&FPSybGmBmH`8*i%YL!z>kR3n!#=Or%U*3jHB6vhq@{Ll8Hi zB)y`Xz_1Pz#fQQUGHG5iiaRj`;t-Eg&Vo*vBCL#PxJ(4gGn0i}2eQ6+I$6He2ww-t z+MXCqhsaHcJ2bS5B)Fu zke{kB$0=LY*Am2D@N!b2du4FCa4?@vWPP1Fl3}QWS0RmtxXm!K2|uOEeW;RCanMh; z4J~`T_aM1z=ytUzmA$j52L5bKwxCdPhe&qJAv$LRKB5Vqt|9M#J3JURJWwb%i0;SN zl)E{kR9pyB>SM>43Me&P%8e8bD|5B4x+8`+N-4YGTkeU2-pXxZBl(2`vo`G$Z`&RH z752Rm2ka3Q8PU7$3C%R49V{wYstRkeqZ}^s7p3r@49Qpq;<_k7Q`@26>@k1Hh%SeS zfAPNGyHXj1V587Omy(^BeX?;0)j0qoi4ohN3Ga7Dc9-_@>ZuTI!WS*VXRl&$^WtQ$ zuon=u_%NBNQhq6RfrufJ-;!!4?8+BSs^Ju4Z|6rdBh?sPl&QLr1dkz0Gy=5eeD}-Z z@et#)6ywgS%AYlaD3nN#EyiyeRD#o_ezA-l9I3KxA`XJa*;mImQ^%h05qAoy+;AU{ z*t;p@P7d&t#mCdAKBd=K(j6BtA`Z~h5U!f|*3c`I325g|{8SBOq#%0J1w27a9&k!a z91~wTtLm~7iEc)bT53L&YZnj@n%>6KVXvW2B^uT21f!G{he>c2CO4dsVwWKKK-@eb zbqNLab}#+>e73YM~%^ zq&sPzl%vgv=U<2e_VQ;m0XYgs$REHWo2FaM@WFl{GYBqN7q5uoTP>%C+hVR`AIKR& z=yVWRsXKtr8^f8Q<0Xy@roi#{x~={MRr%>uaccXOJy2ue)dj*{Y^vVaCTS^WAkdDw zFI}aM_5+Y%;HFAlA-4%^rFOJOw&0#$uc~fN+_!{odR-P?wFY=HIW)y*_V#iigRXMC zk>ZevZbtNdZj;-?SnzbAUfN}S);W`zpI@MqirQOM4Cic~7Hwb|&Qhvu1R~P4Y|enB zmdGo_u6jm>A@aky{(N`{)a3T(0P!--(-qCgcT)2x`RC*yWNs}aE6<=+Ovl3~wmB(m zc-;UYul)oB@EbK(W$AZlQESD;VS?crjti?%hCxRv13t>}N#gl4^FtoegJp?VSB69c zL!)qL52KOmg6brr{8a6Dy72rr$9~(Sx%kSd*~dm-@}|O%7H$?0a?i`gm!-z)H`}9S z7gwj`ekCq$@ZG8MxwF-^uw|6y=oes|3Az(DV=cE30MiaTTHNU-({+}j-Nt>T5$M>c zkcW5?KN|uw0clVNi2pHgLdkDfE=#6WOE8B0wDePzN|AhA*WbPTW;R6p6jw`j1>bYZ zzc$6$!WdUMF;%M$n$^i0q&C{Q2mz;vu<%NIfdOJufPZe4R4*5A8KInDVF~i_f$*>p zC@dIBkuH(>CTClMerSaW4w`~|)neBD6`Y5u%I~^c`VrBY26%x37$I6LytK+GZEQHq zpmcgq6N&j30TcnGbYYHIkoem*3R-RXKtERERO9m(HvtrL&g78C{CG5;qFfxjls04B z{7FpwHLx&$3TJ)9Oo+cp5D^`i&ujg!`Cvntx%=^|yN{v2R|pLIO$@v)$}5aOZ}^!8 z)$-LKX9xnk{N}XlTDX`|PKfl0+j_>RP zTE4U4&0?Pr5y+N_)i;W5Jj094JP%6?CPPbOtFMk$)-hJLAFb@lt?XN^97e1hm#mx) ztzKSRITKsE{D0KqME>^{XT*Pu9k`M-5!w0`xij=ZIj z315;#vbSCT^fjq`y8cOQviUasBO>Yid!P8X+@eU% zK#X8u<3BW#F{qyyy z=T0~G&wihuo!y+BEuZh4pZ~fAn78`!mR_F!`tzUB^IIeN_kSD7|38eRri$E7?*G^; z7hVXGgg#mtBUP4OrASasK0+mcKx9ERNS^q!u~2p6fN=G6(`S-HM0lW;TzjF7C+7b`i%EWQDvD zS7ip7?B1sxeh8zpN-xqZD)@MV&ju>wn3TrPPk;7ZYA}cn^wA64jUa5?l1G<8hgY`0 z3>5<^Vs^Yu`;7LERr|~&t2v=x23>b!>lXB%&9UjQtL}s3o6VF}IX0e!%dAnH$d*_$ zO_dk@NOyk%`o&~Hj6+P;R3a5j=FD7)Mv;CedY9TMhslpA#`1W|&UY}*QUr~#KjYl% z=C~?7@A*AU9j6&jO-}|K*uF}`Zb+wm_MiMbQta*w}+v)mr@BSTBK zKXE^wRSn>3Lj%Y zux(cK>5c4UijnHyrJj#_`vhs71r!y9GQ#^zD8r$4L?xzIW*dzTR1_!LI|&t}kQE8D zP_h0cEB)Aa4B^9qPdkK_;`$sP6Gtw2|5P>``h5)f?#w)xeFK7rI>A7cRf))j!fwhz zXdM1ZIv&M7-kZ4G^*AvB|}!s3E;B%++~$0C+uxCjWu5| z(YdaMKrHpUeWwJ67n23H1nGzE5!*mTyi9*YNzfl8_$LeY&Ur%dpeu|gn+Rm9PU?8w zU{wyzx=}JQo6ziH=o89$9moH%#LbmEOfXD~9mI}^fRN%=9x;FfXu9qKsVtTMqNg@w zDlA7bWd7vik-NJxW<z-iYk(?>vBtcMHYW!6cx z%d5erxQ+Cp>jcj1q(rXbV>ME3f&PYGsf#()Hh$hp1RuF6p=)qWd2Jc~Iic+zJAmXS z6^fsc+V!G|8Bj(i;F_t5uhXD;1Ebt?smR5}pvNVkED*8D5z9v*K-&LO972#(5ULA70#j-)PJ4N1lEMPLJJggf@flQ8v|dIl68L6G^RxD7g<1qchQAQ# zo}+>8TEE-q7D2s!rJOIw%Wn8tz+D@8{3p5;_qY2VR+sJ~@gC~7>t*Jl?Ouy^%?7l_ z%;EAKUc$52etO0J%0us>3PPb9VK1fno-y1iHR4?S!7d0<0MI-0yOV%dfEtuViNlB$ zt7Kr=fBG;!BBNHG7Ozpp{Eupk|5<0X6}ObwM%AWBlo{PFZ`X5P?u`fE+-~S(wYd{A z;hX;0nQZ*_WAxnqbiffG1V2qnobcp{5Hi;`|4Ws495o2v24mxO(v40YGgN?g(Jpl- z5J1-=x4Yefi1G>a=lb8DXX6`3&CJjNxYiRCw5yCIgVn@dy%i@O*|Ge2d*p&v}Frf#mxVr?v zuJAXRW^_563GC1>NbNK^8iE~gOV`e@2z$muoF{!4oFj=qB*PNuCiQ3bvSM5uGRO&p zH4xhtwDC_I!1>$BbVI^Dj!R}nM?#Q%+fBt0y6vWZKRO#FQV$K+=iOH5?R%j`iy9Y{ zC-l>3=OKPTKo0l+a(z^nqrI=`49it-j)7=tft`$uWwfE#H(ddDzt zT1k3?!frp8M@n_6B~MswUW%zkm3R-}+$13F47w+(?2kr1l-F`)YwNg9AZv{LfO^o}{ob z*;qf?Myd(`Ml7z28gD@BAPd=$?)U11TC1} zWW|Q(6h>@rA$cveLV570b|`+_)Oi<4;goa(kLcczt|A7GfENNlMI2iX3xM}6kPw9^ zQ-@!hxQOTi`B>I%3!oj#8gl#5?1Eg!5*y9}QjY+cw7}lWXlp%oA={YwFdJ?i;QQtC zd~P3dR4jo%0mc>Ydc_u^=I+&@b^>8107CUOLwWH*?ypfbp6{*i3Lw-(eRZLf@$q0W zzu(Nj_KJpiB|FC>;Nfd8Jd{6y*gKk#wDkV8q6RH$7U0Ypj2ACs_1&rZ($&ez8!?8{ z?+zweMF?Gl)qRP!2v1z<3+ylCA)qH#nMIzhi8X&?jj#l2zp;{r0tbMe)$J{j{^b1c zNK3)sPCekA>WBQBlNiH>Xem!;Fe(LiOwfh`0(1yUZ;C zUNK@!y6vcfsH;*T?T@R{fNDQ2R+D!WjqFrP|FZEagQ{-<5yZswrc_n3}7T{3Lr!vhVJT{@HV2N*Fwcwd@>8?J08N5)yea}s31oF*+VJ~KVzD%WDxyJg;#}TJys;uY zu_9ud_lLnn61pZYYe}yO6Rpsnd zW&UY=uvZj$HvxCmGsX-rrTxp2TvTHKI|K*DwQY`XdJDu~;*a4x@M{ugOMda8WV$#H zrdC5%Z>hS2+>8qXt1q!(#*Bi>@%lxeb;^G%+xdN8{7 zZJi1k{+}~#sYk(fO|C0c_3DySnKdx@nF3MBmH!{E=QyQK>a(1N>j0)%E2h!gg=TG7iWIrm~3Xkb1%xUVl_u+k5 ziWc)e%Ok}v4;6s3N=E`4O8Gn0+mSfVx%wiMfsa5i+%XtW`oEMp$qJ&wz68SMyb|%I zLBM%a>h|%(%cm3Jqg2AatuFRz6&zzs}|3K6V~}p~8=< zv-LcLR$bfARtjU+ka2Mi4;#bqP2q#%#%Ip>k-FK{WJ9=ILxXFLy^7hi&jE7%bbPf! zdUi@q^AC9btss!iF0~tC6~Q$#0;j`iWdj=aAlFA-#5e{Z)o$h6mpM%}QM*ziwg)%6 zCon4r@0i$7dO-(D7HUcQ7uFc_VEq|w+c>(mx^nO^ew9R1!0G% ze!@TQhj5MDCVh4G0aDvSZ+z|4h*!o(VPTM_)LC}6-@`JSk4N`eNWaF*_sK&OEDp*ybc* zY!-ug9i;3Fq)ZhiHq(r&MyzGe)J-=wW-?!P0%`XFrm=+C7~s=^74eGXmu{lmmbt=A zwqjwiM%Ty~M-DubsNtJ?b8nd@RD3x2r3pFHy>l}F4{S(!2(Eu5NVCJ15X4Tng7Xj? z@`nvb1{!dj@uZ^(PNOHUjQ~X-U~xy_4j23rmW%J4$W{mXY>55duPS&WQIiQF$A!?) z5PQn6r$gL$c9lf17~{m+)!`Gcy$%6-lkk}XxFjxzH`w^&&R3o+xoeZPp@6la&ug9N z^*obs;p^4gVTzwqm?-}@-1jWE**<~*oa<&_$ytZ10Y^d(coK)xVlfKKw&><&4ai_4 zQbn%ayX^oYQ!JI+;xd1&bf3K^qL2aP?cd_!wCo&O$Ho5O@nYV5fZEoPV zZ#LrcIv%Ou-Jl6&YCt-bY!g@k#=jd-Q{>FK8at*BFTUXZ6zIyP9>ZO6`b!N56HDL= zWLAfgn);h;PM2Sp40hl>xG+YQ<0^rQa7{H2wpL@_4>Xjvzp8iSSLN#8=Q5AETdP3NafKP(o9|El) zBNH?%)fdS1BhUpAI?bW-K1!OQKQj9h*Qr8FR))_i%^2IDpEx(bC}imo(FZ}Nuh$y0 zH=M9MKUpF%()UWem_J@d+ngs*_TDv2GB z-4l zqCM*SRw6W`Lakw$9QF)vx9yq-U2MVypBBgW#m-8p-(0-Ax%_nVyY1#``Q{o4T>r0( z}r{P5pK65~&R{8wDlv@4waiPgf)v3XxSqe}k2 zjbs|%%YVf+t+Clsu}nsDXSS0?S{1iO@?U%9mZSMMM)Mbr3ymH>wif4qzFcV!zBQ5y zmoB$)%_r7N3%}g9$MRGPj2C}FV{_&Qyi<^3vb8m&cp8 zan0pxpQ~TzKfW(7-x^6gGG{dIZHyX?PpauG2BvmD5`#Rv-7AN()f|b#c_y7Dh@YPw zNdOYJMv_E<_gIolL(@g-j)D8J6oq-Bi!_ye&9O9%+oX#O?c1~4xMm=ktL%eF-V<4d z1Wi{trVsA7am}1WS9#WwniF~U>Pc4xj;6B{112~9U8{(1M?E70qS zw{gwAnp0(=(@8fKkw0grDrh`%cU5s1-v9$&vi@!$vt(= zBKa4BzfxFmDFD7J5*138aOqbUl=%dlD{%^9pw9I=suzK%E)ux z;SqZnpaB1Cdy!KuN6@^lk#%VU1N%P|34lL zPlFh>DdKg)c2X$(QH=uiQGB$i=8;6jUK_LW{At87!pabfR6WmO%LH@f*YpuP4Lw_v zCqA2-anF}#v+cp)blwcc>0h72!u95=Z}Kzw^>cCwK0d21W^SF!DXjlkx)T=da@ z4>iyAB{KO}ZrBUG=T&u)BEK1G2(;fiweN<^?k9)jOE|UuIr(FouFXMH;r-B;^7sS( z-PgyByCL4p-H)vIj$(dZhi~=siAJ8*hwuKf9_xPa*Xi?@{DREsejU(nB3Ct3^{+7D7Qx<^NXmVr0G9&7TI(SJ~3O}!TCEV8dl4s%6m{3rn z1$<{DILkD9dnmiPx9EuXXr2nsk`z6{2NAtiyR5?Q zd%Ka{58bvq3P_TPw2;YsrgMnA?WSV#?nD6;rx+0=ukHr$Jrs=22Zv5*gnNLMMw-8S+&0yM(aDH(lk1 zj5{oMPqg*8$OQ1UaEv6lXKn&K&r3`h`<}UZC@phNS22k7vgV>S`s>c=p)FJV?{f5# z+%Kx_Gub7s`%5w}z_pLn9^14G5RFj<)zpi#zO;fR%$4)OS=hp)O7w+i!F5cTjm&r0fm8bmtV2uSHYqg;5jVe(9$UC2nN*Uk3(v~cE)P7Z1a8tMBAnkE5t;*jW!*nlnXJ3Q}Rm!IVD?o)~0 z4<6a1A^O18%tBhvG$t(;Dl&^Dk?Dljd-{?_F*+I*cr`$xl;wnn#B4Z82YOv@lNGF) zqeK%76LQxR?~MY@a=ioy=|A?DelKBWuLpmVRpYu)_2JfE4lmB7yim&;vd_FspD+sG zu}k+Mqc8F6lZd~_xXehmrzRLs4_T@@(B9y>_nUW>U%sxE)A3x3qQ6Zfw%x8 zsz|oYDORrrZQ__bOE;zsc@$p}&xi{<;}s8^PDIe)n*GzeJM-DuuhrcV2bC+7TPo^5 zhX_QH%qliFHA|I+3JY zDHAr|(@n23PJadU{baO%Q=vA-75Jkxs(B-@pQ`QUpxMA7o`u zw$7ic3t5&gCpPm~O$nqoTeL1G?(;BR3Z4jAd^}7#dI~-f6#r|!^dqVLsnu_Rj=$!t zqh!5qQSbm^sxjf7OVNC6;RB$xZl;x*UIe4TS_!oDQB+UZiwvOA`8F*?#TC>=BAr-t zKDxD6wUv6OwFhX=JL071Ywny8?T4lHgIX%-+IyYRRJLthsx4Jvt$h@2ltrRlSuItv zqW!v}R6A{*0&Rt1ZT*GMDY(!bCLM*G;{AT@6pz{%d0Q)-JNhZmRQ}>!SsjIaq63(A z3LLREI*FS?3PC9h9F~Y8V~6*Q`&X-?!KE;UAQY!z)SrhiXcwF`3Uv=2CCUIJZichF zqv+wcgX2(Yc6v%hi4yTB8E+_yTYGP6Cs}+)YeQE-nB?G0=bbTe3`lC5v}pOQINYL3 zn;ov{4lNk3Yn%}E*ApRC>ud^>I+`fZy6TW~M=4)PQW``$ybaKIfb$y0i!i`xHDON{ z;Od(3;*+oknvqk*)uX9BWVT(+CY{9;f=ZxhDMb|Hl{5!0Oo*Yk!49QT3Uh|b_)xVB z>q?VxNi~P{7Rz>xQb?mv5-r%?Vr&5)1;S}a$`v>2nRlcj4Z@EB^)5G3!VspmA9dr( zj@sRgj3<3kf7Fhx>?JAcXTN z(k2HRa}{*WqZ7&EUkOFFY$#|sAgVXwJ}X9cPeK#i5t%fo0^Z2r8koLl> zRN2M`xo>_L)Gv8-*R!u-(rxe_Ky0wyZ=jfS_*+;f@Op5zRIcgvw~^P-4ZMG_Dr?wh zsDK~}v4}q;?*LoNjfii;n*|NS>*j%VM2PhM%4VSAbG^0nio27twrEZ#`Mn9D~n;v30<>51x#%;xUtTHTK zr7Tsk62fZHj97pVZ?eM(55#@c2^LgGiBO{@4cLlGrFpvBai9_K6!Y^l*m4(QCj&US zQk`Ca?ROyvGJy-S$mpQ2&0ZsmM_7Vvm69Xn($ukq6)fTE=x7$n{epNSM21vsy2vdx_Bk{UD=Ft5=;$m za-QWI?%2%hzlCw{akx!p8dRq?u{yZ%+9gMYw1wZ|j3V`-^}^3%1J5Jg0Ku`t1%YOf z#!AFte`DRGU=dTy)O3M0EYn*JYQmP2^+$y?7`A#$Xxa!b7Zin54XmO z-#75D*&3TU?>G9D6gr!6v!I>X>KU+LpT6JlYzg*h4T8At92w(?PAb#6mjv|=j>+9b zCOX3EwQ#8W@Jc9jx9QaIvuEp_LwK(|zyEwYCl$42!e5c^Eb~z&V&(|d3#B+tT61n?vk6_Z9gnrBZL@j4sWB2j2PPJKP}a+&S|4a;6*ypmrA%fQN& zA1u0rl$PrG=3{;)ydoy41FFZs8ll)0)%7OA(;`sb$p3QTIL-`_y(MTx6`N$t;b(Ph zvnju1Xc}}S$q1@EB5Kr#Z~aPB5bz+ zKkcm%iuCL8YB`bS8|rK`8(`hTYI~@VLT3H0cAXYYw${LkIAiF?z}PK-{+6461Bfu zNJo7F z4@$b%Ji=-o+e#0?lsIzJ5^BMWbkcIZ^yfAs61c*ZW}(l&)SeUyWABPL>{hkArx@nGux zwiR^qkgs^j5u4?>Z?)eO1FbF(FLye`ZrckGtz&3k=0li2qwRe2;p@Z+gH{nIF?EMb zPE9N?_!@uYcvvpCaoCG>7Q#7+?sF+9B&^VO!SuZ#sW4N)Sb#_E@86|uQMPY2Ic9nJBMuyXwFG_e zH0pI7*$wCh@@>_nn9jLF;7GD@pEV_n^Al~$#~%%G&Prmg4-Fg>=3insPoCcW@gx*N zxJ<+UJrebkjNx5b)66#T%_&xz{O%KXyjS-E50BGb$f5N|^&pp~l~aXZj`a1BTq!X0 zQ#Y|2OXUjK76)&GiJivkj#@8NNH?H*)q(HDscb!Y9KX=>Sg2SZ2wdndHlN$V6v?? ztN)x+_19d?)KpE?^krY|zUW<|TnQve>nB6E&aR560 z%^R<9NenCwqbw&+l>hMZvj4&DgPEw|olPDAH77W#K^_2dbTK>#7{; zej0G&O$vK+0C=8(Kc+?ma#FGyLvf})zmGkSkEOPNdFX3LXr?;UOg>zF_N3FkI2t%5 z3WEq3L$SKUN=rQpR8F7ILossi%LSdZI3r3oGSa^yRmM4WmU#UmKt+#(y5nC~U|`zk zy!1>%{4ms91Mh6>`>HY|bY`TvaIc)H`}o$os2{DdlfGHbMt)XM9zkxr za`JEJ_N~PWcTIgpue^*u_;T_Cb8`VEb^5HF>K7&GfBxYg*3WySi03k)e}r{zD`Z3o+g<^rocEF!VW7VsNG$*u4z_I)LC+@S)mKc?H}(f-G<`5aCbdfIbJ~H(>*~+> zzY#Z9S8`I1LRSa+kt7zaI{U*5hOx9aR@0R>my8oxM66uU#;L&`jCD6ccHM^cidbrb zkTI|E->d~{C2Cc+*DUjuy3GR(y~c8q+1P&0?0Oz%az%>AI=uS?@k=c(`_ol+w;YDy z7?YsmmFAy4c-|N*QWfwdT=jUO<4%T?JMNvK1g1<4kFz&>K}5{1uXH&7OcxUncz;^G z=RKM&*Lv^ahCkc3SZDUz%po&x>n98*&Svw#f412hMl`9tmrEDr>O-89C35BTwJ(>y z#_>tmW5f|xxAmaW_hyh1kB;OiNqP3{XrbQ8>BX!#xbbB*(U=OE=WS39C*L61cYh>I zK}Z0Rw=20e&OJmzlH9x-@Isq!B(SmlLQfM)ZVOw(NR4lt@^Iv8*rddFlqLQ8>ZxZw zoW1RC+x*Tzvj>w^v|9`vJAgJoz$*=8ra$=|L?16rF`TTG&V2^u!m3gicX=n{wWIk$ z&6^=bXB%|{HO(Eaf+P8QHa9LwH^ZAT!$zh!3K9q%#(zaVrd6EbzUymHtawR2s5yC9-xd}cj zggv4=k16M}%3c8kc=ot6PuSSZg{T9$0I8Fh$tD_fzv(=9aKe9Fa zk{4lboYVDXZ(6c#XK!Bfd1P!)^ z&iUi%;gPc&2}_i#2koUFS1*{ggX<@b$Um+=0tHd-equd8?g4VU4(>rJ-+$agG?Aij zh8Z&b-i*Ai!0UK3%HIC(%^3HnsB0+_(*NivF9UY}%Ml1gG-a`|v5AO?C@CrF>FL?n z*bu#BQBhGu9T|cBBU;D^$luJ&%+AgZ5e0N}bNg@A*w@#W!tW=&fA@d6eQszQqGZew z(Dgr|eFUrjKPi2|sNw&@`ETRK|4Zg0nEd|&`K~E-{{`|trH>+j{GhDbtgI{qif@-c zf*|k>|2G03LEYC>R3Kpc{K_T-Y>y!AGwKJc>pSb~>!TWHS{obxXQ&u~(<2c2j*gDV z|3S_pvc%0jQ|Y~%KYM!-s62v=M-+(v%f=(Z!w4RJY;+XCz$3W#mYMyrnf3YE*&i#X z2%sH7v#+kMF0cJY#Dfvw`p*C0)sK&lH~!or(DbXTtLvNp2NJ&+aHwryP;f|S7%V&@ zGAcSIHZDFPF)2AEH7z|OGwWM+PHtX)L19sGNoiSmMP*fWP3`x(`i91)=9bpB_Kwc3 zAKg8@Kl}Oz28V`6M#sh{CZ~Q)&&ECwSDWiurz z1@hnI8_VY^wCioxMj9&?YK(tIP$@K3F4bGllpBmTRjo8T!+(!_Q)sSUYxlZ5S{rSy z+4uoP!Fr|GQj53;5wRMMwS50Q7)Pg&t=L+(JDSF0w?5WdzdxBP8Tm@7t>JK{RK3D* zyshzgq1J3PTdBS2&q|By@%ngs^XW!+5Eiv^N6TkTGtIoi=6{-(6T|T_@mv6u=#w4@ z5XY*w_XnPINT|PDcYdM@ z05QrMA=}~`ivd^ZRwF1^H1T*LmpX!2p@6k@dJz5ulZgT{01?AA%gx(HzAMv4$0r

!sJwWWf^3)!J`Dhd}Aq#$$e5-zbZ z0Vdv%UO6U)z@w#USkT$w7Q}jNiMjBHJ;8R~gthHKepHiAVqv6y8zU%R%yORy4EJpOV5ftMs}j1-5=&ijjxdYs4o-OB{N zKz)(zJ|r*&{&!jrbtSWP*^hw(U$ORpzMaHgc7ZQ$FB9&jB44iE(V5X%H_@cfrFqk2 z{{ACGBSCkt1qQ93oGx63RE7G1CnD&-PzqiM1O#BcaUDk)G920rp^iD8MJhcHK|;li zE1v-`$9xJ;D9ZKPiGJR&Uusk*LD)UCn{Kaou<7jK=S2Hk_E= zec7$}4xJZjp#;bZ(HGIgkTn;Pmkm>XoCQGrpXmBXa+#p^au6vL*_eM2>mR7Oc;b$a z5=a0(6k`WK56+wfqxW=yI#1QveT^2dVPa_0gAQS`pU|q}f=~#6uwd&vnBf7dtY4lm z^3X?em>`HCVJeupa1v7o2DyEGpckH&8_ovnF&A=MT3TxLz1h86ehq*ds)aECaom>MY`z{m_d@#M z*GRSX7|yxwNTBYSkzjPt(qHtWpBfw(-xUyJX<<}ZlCT%X3S^kH$rYdG)&fEN;tdzc z0Bo1-P<>R|_%d{#hmj_3sYzz2$}_N*h?DeO>7iRKr6EfS)1+JY0RkY+vd#0CdC5Dq zO=oZQF$qzfD*{rk_%nsGV&mE>e6z0aZYlTuM#z6SQkVu`v;2I6_DfMBDo-oloFI{` zd_ugoUN;j}jOji3h(t$y#-;uWvLG)55ksy!qfd;itGrsQA)fpjy0~)+VFroSF!^9+ z$?<0x2-h749Ti@lO5q3lp(or}ruwZMvN)X6C?|$oi>Xc?sasW&uUtum20hREK#jC{ zrKib`8am?EH7bo=arKKuizUzQ&gR>3T^#*rOp?LlcH;44NI##Bs!7{nEkwQIH|RB1VPP zbmg^Zk=l`%N;K0KC@W}CI9%-P6AB14yRYi??GG31et#unCFbk)f3b4b4jkrWZ#1554G{>i$5kNMDJUyNVbQTHdS!0{eJy= zbL}jqnVultMtD-V&Ta2SC^r77zo*M&*70>9SEJL{(aijLNz?)?Rj23bWqdPKj#{(; zrw_c8TDl5AckZ_?@^AJ7H&xdw17a5miT^BCd8A-3>_@^#X}9Y*r20vFx`Hvh?jpRUeH@F1H`SG=GaJuq zXo-s9EmokjbG0u$o06U!rN2m)+HLiWGK`4LP)6e`Uo;P=Z-5t-xnK7ETBE$jhZ6rY z8>2f&%Bg9Koi4PL6!n^%Am55f;=#AZc^p5W={2U|Ua*nW(pJ#ZOAIY*JXz%l3i!<= zQ8w(-J0_`WYyzOS`xmC-KN;rV5e8Zt{BkG&LIycc4f=#|X>TR#FEi;NNkSgc9RA!2 zwPARJVW?+JU%Rawdc%w^dp@pM`59||jp+@bO_f*|09$zaf8K{~mY{QJe~B%DvycWu zWL<-zoIMHezSxzZlP(B@co$_HY|dGnMe5PS^>GJL5x&^J2dYrb_XNL-t9R z20oDm_E@^JTGDxt;ScVIIk%Wy=83L_njh`^ISB^c-{{A}K$K8(t5TMr?hn6Qm9~q+ zWe48Y4=C2D2T93>ukySO0ZD!v3j912oTSZ`Qz}#J3BvYZ)))ePC-b&eLGKle>TTh? zkOD9O8dQ8p;8aAIu}w;TFxU%J3(prTW8J%ZGkbeAgXnY^ z7;HR-KX_RMCIsdtH1J0@+!zquYofl!WABUlsFh5+pa;f~|FCH7_aRw}Ir7FsRE5a= z*Y|+iyOfJ0YQ$NRryTWu3qJ}pfoRa&FU-wW9n?a^FSL|!#RyOEItvFpVo?0`2W<4%`&1v< zpFrJZ)-NHs+2L<_LSms10Yl{MX`$>OE}49H*0(!mz{0mW*Kb-{rXkKI$SUkh;4pcC zAVYeFxia*FR*>gDYf3TWSU%`UCCE zUQnJXiB782dz9rUCDQB}o9ti+^`wmE`&kgOPc|1l{Nvc6U8ju_xXoDI+@`uTXD&Z` z`!N4*O1J=nUgEO= zYOm)*5d+YS0dO}G=Ovnp{OcAvxiDdKucHj`8^DgjBKd(o6*CN`YsDj*qQvWcyerL3 z8)J}?AI?v0c9e+;m7V%6J6A9rj`;PUTY(q&MP z)?6M%VqO5YN$KU=s2dd3(?_)t$sFajys|>ISE{v4&b9l$zhjQp(y-FuRe|4PT0es@qs0h(( zKK{gmYD}YyPkSAbhMC`-m|EzdUAMipP`K& zMb{B_#r%9@ZHy)WAW!6jHX^$s&(OHUxKxiscVB`v<2Z#NUHP?L{k>g(eIwX^qcXd^ z6XU8YfTB+ouqy+oOm4`OXF##k*V%y|&!gZgyB}S!o_sDUOl-&f%${VR`*@}6G!tCm z(w&sh-LoL72kqT{`GX!C&ToGC)uEVwLvfVD z38KSE`ok$>xGyQ_*;NOoCGf4ghf^qD`KrH~+pM8H!G8O*<8Kia$tqPxTgXu@T2;cZ z+c~w8K1kgvbG*9&WGa}pi3+WJrNxHX+7TFGJo@a6@>gzj1&S^~m*>+%Q|$$U&{~d9 z>7fz=@!s6@*(rGRdXP5O-v=6>_Aj(%~_9gj$WSRD6)@qL}1bxuIDkN zPE$Y~2M)gTno8Q7Z?m2xy98M`&M@uC|K9X}SRSA!+ffm#_K-rs^*_)bFbnxUA zvv`z&3Ogfc4H|$lJe~jM8qMv<`eomHDpco{0tgGc)O>(UYAsq#R{i^NX9e1|=*`6! zyKo7uJ`lC?JDR^KblDJsnJqt3S^n9S4UBiLybSJcAEMene34rI(!>`owJ{g1r;CCr z8j>URf;~D(AT9}#fVwg$xs%Lml3=`T9tqjj+pRuMjqYYtYBe@~OEQt=pCZ%oLe1CK zS=mo3h?`Hny>BttSydrHg#ryQr372oB7|LVx&}a61$yJCiV>n3nElbN%ft7t+?Ot< z@*ThaU{6l>b-E&ShU;){M{UH)pp!BgKB1lQT) z*G`A7KfnFqXBLoocA(9i6A1i`%-tWj<{xTIoM6%)AfK4u<#aAO>bmwK+Sk{&cC>Yi zp>$!kePNK&q`MWyaU1h_;VrmE8g!D4$!2OXg}aYoUF4I>a7l4{%t71w=Y3)W`SmhU+y#*X+wq!&ASXuVBHo2a)xq})Y2a2jdN#| zwuQiL>P3T*pzsvH9uazXtoqb8hMJxLx!^zjSp;D~-jpVOPjcd#rWKmQ4ZjN3G5I@T z)vIai+4;HP%#eR;o=^sSS-OI$x7I6*1gYf#`W&kOQGL9*z1ZMqx ztZgMRIkl)3uk!a!C09lvKnOYcgB6E&QnUKMhPJoUur3e_&>aCawlxpeHOCPv7tg{U zCql*S?iH^9oGYy5hy@KS1OdrU06PEIpcEwS%~JwexttDfsXlgEXt*tl;fthrnsNy- z+?e+7(GURt_7igMJV=fcz@vXHCTLBTZ#oi3J|jFt&YJ_90NZ-GKxhk@&1jEc=Vo-Q zOxuW=t!H(&%<0IXMMl$qXSPiO=!6)2VgS7g9fz?Aax}%e7v@AI6HdI%pZh9RQxiL2 zFHWxPuEZ5&xxfzDOG~ayjU+-r?(h~+bTA<4PIcz)#8LMI0`G&PMo6 zDwr&6RbvDx4%>CK?0l70=pQc$y+zq~6S`MNiBumQqf>vPNRj9ie#OQgp7&PdKio-d zoAn|I57K4=xRB+o=`3pAlF0`*{wqcIuRZaA25b|w6utvlrYHJ~Ich})1?dlD_yz66 z(a^|7xv8^H=r_xfBL&|w!kxk5`5+op5*1iPur?Z?$f-@=Z?#=0wxJ6BO8BJx?R@4 zHQ10jU$qTUQS@Tr1nnVMTZYp#nc!GiMks?;BT!bpih{)?!qGL8pHcVy#Fh=&rB4*~4_G~AdmD}_GP{fhqQ6%+tki3|!V z^AsoB$0r?Ff7WiP+|N)k?C?H_X@`+5ABQGP)f8FwGl!BEj9xzC1J3sX9DM+;Cb`^p)tqep z!~Q{LUUbd9u+Vp`K$%LEhVh~85Z-M5M5j#T;a!g~&UZJs00bLAR@Ub1B)W2yU^y#!{~Qo4vQ8j|ObB2j+edMq%=DAR0q>ErjIkEQ zPyjF^T#OGNpAda^TyW>Z`$uoCuaJ`*jD;}RO;Nrx*twU?SS$_@jgxsWlLicVLj&Fh z>1slakfG4fh}vx=Qe-IdR0wJj4ggMI4kE&*hf;dwV~gdQ;{GLMCJZpfQeM>QK<7q> z983b5X&-T2?lMWq2>@!_V008gu@_DGL63obLllxl=lAEaziH4OK;m)n;C%B+GP<^; zV%WFn0w15(*%Kq;0PlfC-1d@0B}5g9arY5NMNghxO(SMhD1kV+gI<=5yy=5(9i^;z z;i=3mwF{-O@1Z2V9OJg+Q|-BehiFD$7L@CZ;atGBmP#l=Cx)=`I0>$r%HhozWdkPx zm|(m(Y`JCGS_vqL%5~wH5;{U+8JAiAn1fJpOVLZte`B#!u8=i}P5LZfX5ZMW;3_+# z=xgqx79f#{BKH2!mgm6`|9EW2gH}ptZjQ|_V_ei=bVw}^`{a^@gvsV)=(|}n3n&tH zACj`$`fn_NuS{NRWSX((RAi^cTER+wMtTe;w>_n=NA&o?K7&=E9sn7Cu&(X8 z$~n41-_wUi06c(+CJs%*7Jm*?AV5aFIGdn<*N<>i~Emhmb_ z&(W3jhnwbZoNDJVh1G3}+m<1vYM0c})ji?c)~V=fw-SZ5Bi-A!#qny7=FzpkKDX_g zI5l2_3hNgcw;cycH9iZY>o;w;ooCTCe)|d=56ib*cjGnwx1$@+54S%6+*&9GVwC^# z4pG;s4I~}gL>Ia1!H=m8W>Vb3)Vu2?o2U&H7~8`2z55Bl{SNz}xJ{UO*T<~Ct9;nu~4Delm|ydRQoXR{_W0ZH$DL#9v-TDDg;(w; zye8_iZ^!oEJ>E}3aT{_mlnx|bK1{)s8~(HWO-AJ5S6oa(A(PUfyxzlf+C)RK0AeeV z@54+kZe!^Or6aY>huKo)#&WIkBhB`Qx!Rbz$w&{O-Ap86F@?Z7p7Q5D6)=BhYcIxfE*ktQ_4@akhcG5$1JYi!@L$?wu(jyG5 zHsjMO?Fuu}V>(Z7Z_Ejm8gOL|J^39M$h$AbYTnrH+mJ8A9Umw1^VUDVf6}ts@EyzWzcIIH z?_@CYYaYqIH!5mh%jDEtYRN2S|00(e8Hn|f2rX9 zn5WeF=#BYxy6NjP&(oL9LC$~EBh>JHH@{X=-5Lz2KfQ0Gv>&>l!1V{c_GUk<15O;6 z9wu3UvV@ZWhWBxa-bgCSlvM!px!2Ra-ZVzwHg~|!xd0UFz*T7Aphh6u0iFfm7uXyy zYT?fl#o9 zbD$=(A+g|B4w#|#-4~-FLj!AH8RFFB6j%hY)7dSZ#+&fiM!y z@cE{%I;o)$&Coe?G(3TDCe5&AbkrM5El%{Xl>t}2;)tai==!axcbWsEmOG;dY*xlo zip*?n!J$LItV_@VPtb?63ASMA(!6Mz?&Z)eYnBaj;2I32BZ*!>kZYRJ3zm_*G7;ml zZagVbi$nG^%x2py(fDL$4J{7CcZRAeNDL}y(4@$fy{NzaXt-0cxcErd%TL`*%E)wxlEdCkN zyY6uRo~TA^r%6G>SBC&Z4rDonN~4m1>zwc!%&-h|Xm2s(7D|j#NfgjY5H3r2=uTKl zi8&xnS`kYkGEQRFL6_CRdutQ@$IDRJ29H)Qff$TLrGjF^OSZn4ptO+mEQ|UmmLx-- zVs=k@e2~Zyp7Lak%-oY=q=TfMPGZrTv}0{3wHfPiNa}T;%=|hc13y*!Fkmkv4wow} zKs5~vPB9eD@$4? ziQU>wdt)Q;6a1||JnMHF3a7Wh;_IZX`ftym6i&cfqs$(S+)xiJJE4>CI?iJq-Ss$J z|1@0LG7c4NgOcEt)0>jMlAOaRjq;?8^ak*f(?TC1w=Z2XKrPRCzC(UNh^`Do2x8>6 z@@K9R=N*{m;!Yt6739Lf4nNWjUPUMqm21;yxKps$;S1&3$f*aUCl)USla*(4j@VKy z<^}4glT5|FhDP(H77WPQKa?8qJ*4qz6yQ4-xR~c*vDp7fHyB$|BZCwI%lRcO1^Jda znhynhd}z@g!A9s2M-dSe zr6uzP!6RjFiOZg3^WbV_M>e){!UnHL)F8S@==UW>8F>YoMbjD;Y>oL_C>0XUh2K1q zhtVoocMDtP%i1X_G6#ysiYi%&3vsy$52PyFV}lrf92?S37vCdO#z!rzVdDn{JD^Y)kHp4FPT*M1GH>|vr^7KOqm7djsuKs%wb;PnjW-O~K7X9CH z8e>P=N~4y5g1)MP#(YFos&r*)nmL zum*X%u3|~^M~{Xsiy9;8I>riJ#pW8#n}&AcL~I3(9G2FiB0tMz3#}DBte2XC$GY|H z7AC%Wa-(o{@kd>>)D}U_HdfYJBlq@d3zw`>bN6<=&QW#sN8L;;%df0@lcVZ-BFzI@ zpN*SZ+T1%ulAFJWlpDyjcGz_oCwJBncNp%qHYGQjFmxT;IaTXfl#1w`z0^b%(VJmy z*GbolZdZ>L(ZeHa=kZN}+O=Bj##2E$tVTQaWjetB;w>23n$U{%<~tgQySt9-uCZEg z_PXC_c2@NFh=z1D6m{tDb=F(-ilF7=pY>GE{m{|uZb55v3h8Y?YuDTBswrx7ChlyK z?$Y-7QK`}HT-5b~tXDUsy&A3S?kILtPnSZ}qCHbrCF_%Xlpe3W#onl{&Oh~wOg(=6 zzOUqPJ(GXxkD~$jeirnix;7{3^dhL8Aw8M{y%oD@h?OhYY`u~FU52XzA1ljUEP6VN zdNuccmL&gho@?ux>sPnzE86XqEBa~g=i>P92Sa7I-)`X>MLn;7=2~pJh+%FOg+5f& z!bo&DYjv3Mbwi~_zY^nUp~i?Daq>cWXDQmS%FRHQ#i;2?Z0(q?g?)d9y{_Pi);tSx zTa>P7uREg1W)Xp{EBjBYO0MN+@`wuK@HgT?HR(D975$D?b7gGZ9X5?G zQ4_AOEea}i{!nU!D(X*STU3Zn92{%K*z4zInKz8-T(fCBYoiRIO&lryC@LC^-W?v| zgHOpI)?fAyeYF_=nLHt9`7K|%ZfRIs!e0M=)qE*Sr(0B`B@1~(x^HZBs&I8AGP&lb zq8?_I`LX>pSEu&c>R2stYkpLBj{CH_#`sXtFPWyvScX~kxp9ANUBWSQhBa+@gNbLa zi7~!u{y)>-lE-4MC&s0JNutk3@r}ny*Ma`%^L?4U{HL|@PdjIMHa}!Yo@5THF{R}` zHDxg?$vE-VVnGw_*JQ}t2alP6-385%U#y+;5m>XS7K<9h)7D?cWkYBEcNaC1r)PF& zd3By)QCw!p zDP+xaE!L`YZQj5v>&qI?gAVkI!OuTt893VJe{|Bm8T5ZKt5ni-SkpOvyVfbUvin6N zg-Y`h@jaXQ=-SfLm`-k$!RjBg>n9DQSDMnpW2=oT1z*OTiMNcCYt*I;{&bqb-)d0c zYPNP7V62<1<7_>*3>FZtu1T*6c&uw!EPpFnTb+1JPx-m;z zJJ++3<7sAm+ZGzz+sS*p#XBs9spY%dy9_%VO-;bx{Q`@f-`86_ng_gShr}nb@1TY% zxMpVSwYjg3FfbR|(0+3@?Xm1GRqXEU6YmM|@AFCjF5E3_@E=B}+|_*17Tlq0*kxFV zYgSyXX1a-_Xt>LGKfGS_`zCrzo&n|g0112eL}J9SX~HyxLxVsi9!N(k3)w&HKj7ax zRGUjadKFj9w`D81!aINTjse}UEbiu&ZunortZdVo>`zzKf0>QZa~TeguHh%_p~rm5 zXC&lj8AXRD{rimQC+Z<+aKrO0f1MnPgK3SwuZz#srO!#oQLy3K<;r0X98tP!TD0j% z*RL+1?iKyG`fP8_Fy3ogpP^E3#A1rF0BfgS^$CA9)ypQ;^i+0L=bLl^Kg?n~oalOYCJIu#;{+R(?Fzy09dVEF+M36_8<=E+OM)`QA&3L-)?@{nKAN}dC z?{|+`8Sg5t?}pyL(?50P{(50`qGvjVl6e|S)O`!zzJ0v@_uAvWYVK(R4}=?tOTeIE z`#(WjqCk$g{~ffAQ5F)i$ov0+wj~mU)-?#ww%k;lA}EN6TfaG7J;q4QK#iblm9^#HbqOe7pK-y&lXq#*@euMyRr^bYo&u^BkwRtvz8M>z|(dAk{ z)EZaW3I&t>2ehSQmGsyD443_-S#7Z4_arGZAs(hfEE!=Qe6~E4$XrCs-J1}e!t>h9 z<7hfM2mNyoGA0FceMygMksl^ige`cqKt{ipeuP)`9mzl1hDF)P(A-$1dfR#l+sOGE zW8xwjNwh=NB9joqos#%@2(``cS7xa{(^uQ222=PluNVxI?rr^fW=G0VK*i52h8m$s zz5Q|ON4qPYHs)a;m!8$GZ|bZ*f~dc~`s4h@sG$&N?;_

N5beo3~$YfY8qmeX|p zNa5S|?n-Zh8~R}+hK->)Kq;$3sO`J?$4B=Vjt$WGCr%uqPf@}SZ62MGgH4YoSLZW* zSD^LL#-i=PU$N+%Km6eh7wnTOAJPBm<*_B(?~8dpN|WdYfM|n^)IJ@g=CaS5?8|=G z69uL7L3B#DSg|yl@}vXLr!{GXg}P_LJlVsxBP!h%Uq+T+4Jx2A|C>?8;2P=Iz%|@G zFk|KrzWdE|Z%n_9iHrj#`6AChEEks|v=sjC1jj`@R1J4dTSCVp9Gqn6NQ*e10*M=^ zaZ|zeGGd^^#SGTWTjS{SAQLoKr_e&vY(Ls<%bZAOi=Vjjv))X(IDf*KbIiQIld5sv z*eH=(2P1vTQ{HT~7FBe_JP3@h7K*jD{iIuJ7UuJSYj9oK##}1lA@o`0ei*#+H?=TOW@s^va8Fw@zS=(#eBAnWjLNbh7@{+{uzdttRTlQ2xr$baO z33ZOkBzU8^;^!6pDtoV!-5i;(DSWE>)2*@U%E=-zK6zD&+Mf>6y+{7kz@DfWO7eGa z-`)j>h@p$VWSlvXEH)R7|B}eq%so`-S#X)(I=%F4>Gpq_yDWfK{ ziV>AH#YqyTOulvoBU#L)=3MT{5rs&2m@hv!I{pn+KWVK0aaB9J z(h_>6`t4})`Q^#qW}0JyI1ls&>AmeYZ`bcj>GAxGQS}1EIv^kAPe*gl_|qc59OyVG zGnokKEOmuz5^ z4~fl+f0)9Y+-Tv`EjiacIB%84=*YEFyO66?MP*+U($1+gz zqy7}piv%1w*M36^q8MW_M}LC8G1C& z-EkKV^^6)+1={i9368nXF+LYYBKzcwXmxnmI9v2@Zx5B-(D51Oc1pyw`V`a8TyjAc zzZ%?Z;3_VRS9$Uo*@{`cxy0$;qy-)d7S`11k#JcSyG)v53QU0mS zZ1Vl~pA_}+Bh@FH9`mzL6~;yRtZ;Jd=+NuRi(w0u*gs*JbH2 zTZ7vSidfx7lK!0v;~%9`iTT?VK}wYYe;*?FS#G{}iQBR)V=j$6?|$QUDYXz#c==vF z#>k3rZAq18QvDdYx`$bm8{=N>c1o)*HRaK^sHCnOkh%8PpA&ma5v19vunw0a0vWK^ z_~ca7T~*(99-(mlzcjS{|C`zNqayzgxyS+F`d@NU$baP`LPEm-%0;ZKtpB@Qq^hcl zkc&)BP3`UN5pt2Mt1HN@7hx75RHDGZK+cGU10O8aV zi?wkBqwi52ZSLz}L;TIL_A4%u6k^a4l(IkZ&o@tB&P%ALwf-N^AE}1Y0DwfT*|PWp zdhbsHk*dwKl~9~A;Kn{F?!_lQvy>pDl9CAyILiAjfsFj3L^?RxSsUILLO$&&?Tkej zpX(>>hfs7RVa^cl8zhxJR8-NpU@(xT6&y)S5?BzE@Q<063|Q3e3kSvoP*KpZ#d{-r zD{EH(RRo4c@bN|#mMkXIyBlX%8p%PI+@V1sw^ketl9a|+ zx29YXT+@x28QdsgymDxg%JJ&}^$_hAiI7cO#{g9&&Kc^CzW9iYMVyNc1+U}_O8uM{ z*AMP{p|={0h1WNvhZIcfOy$%}LbK_PB<11Ui^67)I)wM0d)blOtnxevbV(wHAvtDm zFfMf#l{JK9)$ww0Xd+d-w|$B9vLE;Tw>}hYlv*(}d9A^#Nx+^Rb%f<~psrQT>7T@} zb}9qy9{H))fsXU(|B%5cG+Z@E9pv4tgr6~00>IQNAH>SAj1jBWmmDbWHbWHB?zW@b z%RC5wc;9qmyj1MaLzm`t2JAbk`~l=JtY2ct!KapRG2|9jR_cwpbZjr%w3S!w^&Kd0 zrM?cutB5w&%@_*)P1eKpLu;(L)7}|UiqYRC_aX@ZGc!|No(8JtcoQ(=S9?JZapD$F z<~Cy5u|_MXe1L+~iI+zbkd3vAI9lv=$G(@3%(*Dk&P$HGSKNdyHOJH3&4Wm z0<^wBbQB4+nmim0mtF!jPqPQ>uVtW|bI%lP^Zko1sP@MpwYp$2CKOt(Km@%@38d}Y#NyTN1Ki>S_+7-UUM(X1Mzar-ILK>e zlZ5K@V*uMrFD_G1rP7dW5szWpFT#gjjzZw7;TRhP zi9l>>UesuID9FHk0*jd_K#h1>ANDUZ2(~H9)Hf)*u9m)Ge1J;MF%k=P3xI%IX%#OR z?vY=e$A;OwMCQc1m$&$f9>=L7j+EI_ z%H#Ma5lXm=Z{7M*uM0>G+A=Hl3gXpV4+Aj^ej}hIqnhG#1rJ zUM)U@q>qsbzQ{L8qA$SI4PGX&&W0-&TFap{4U?ZUM)!A=3ZX!{-xD}1aavC~!o*aO z$Tmx5rDFu*@dJ>xok6V5uO;%NW-Dp<${JrtsOPW*m*SR!U+f-E5Du`a@r$Rr=G&@x z^91J`UYE){AagZ04bg%$WMXTBk=v|i1>ZEDO&|0$Zy&4N}xIi!+x1aCQenyr>Kwh0%KeT(KVWj*$raUph)QufFn~A=AtD@@eKL6gbXxQVe_UN6 z#iAL|#{d2o@(-Cw&m&aDGVlw*Lem;E@2G-otZ8cP&Z$Jo&<7O?cvF_?IODLfZQ})& zqJSlfN)jMOc#%|wHTe`cr{rDzhcE)9Kr__vt&X)ep|hfl|8iy$2c6UIo^79DW~rCi zLkqQ6b3%c~L@@M|L^`~v^4k|pjePqUE?2F8dma6)ow65t0sOV7uNV|275D1#O{0Us zQ_J%Py^VxkVXtXci9cEzTm_UInOy-iED_b)1=A>l#_NKSUxKryGq~i!iD`w#TUQ# zHM_1!snEZ4TT=gvR)2V_qvI6RV8*cV=sZtzjcfC?K&Fggpk0&xNeIJsa|Jh_XWnh$i|QoE)NR0z|i~q z++#vuK5%)T-qN_gKx)gQ zyTASL##IIWubCH-9j*!WmvdE7d&7Xs%tZWuaQ9wOO+9{}?oLR;P6D_o(!qd*4p9*4 zh9V%KA~rz4s3-`E0THAKNR8Bh)X+lj7g*4FV8fxRi0+U zk!uRRkF4hrH#XP>?cL*@nubEVM<7&-_r+=bn|bZTev*5nspF&~g6 z9W%M(VqvTtuxex(A99WcKa&e&TWCtZhabZSBS%>Buhy_<$cy;k=89l!Wypm!r5p7s zSDqkb0l4gKU=%KEVhoSS3M&pF$ApT`PleshQNC_zFxu<@_TJQ|LH+?bmNmyhdnXQBD`{jaCkPpBosaJ|*JQ?uifAWX=Z!9~^;wBqL~XhhD?snaZ)_w_*j)!iCorMAebUD6)r0u~%tu zLo$*N9Y^U+K$287t};t5z8wyfW5OGBz4Awq`Q6e`V|lWqwu9{BD)`!z*()C3CMK zbAKlD@2^ZimS^Q}Smzpg=NeOUO&W8}W^>Q)<(doUS!m>4w$8iioo7kSvu@0@na#7?%OeWs-_ppp zx6Z%oo$pA^cWTVPKb!BemroKdaMLJow=VGTE_gyM@NO*doh|U&D+mxS4AdwLwk{0y zE+kV6!y5}DXA7hE3Ms-xEGZz~x+u}RD4AMBZ7fQgEy~y{q6rsgYZT{N7w3By7gCFh z8;eV4i_7B1$I8YR`%CAHoq_0$p}Z#a{G874z3F{Z$|@TFX=Za=0}A6MGdSlY8! z(ijfwGJy@4ln!~9jA)d$&BBk8%EqnBD*MY`YanL(%Lctm%Q59=@#W(hrHjTn^e(Ftspm6I4xIvcPf;eLmk0Z`g>QBD3!3y0(nh#MQqi;Ugcv_ z#nI~pyqkb(1iM;EAxJ_;R&n33yYkV80k-Vy~B88K6htUUHdNyL#91HGvLtFgM{UGNabzcfN-Yc$84; z+E^DxD!aUyAK(l=)hs<{TJJOm2A0%C41fxZ>Tu24$dQ^GbNQO7HK9<$^hW-5AJBH7 z!fCG|jL?wd+!%?kvyNzt45+(r(ilc-bjCD=EjJcumInO>!#07c-}RJ{`g@qV>`jn2 zwcf$HJ`!l|-E5*T8n}qfcfy+!G)t45^T!6jQjz?rCNQh1xl^M#meO*A+K`BAvNvf> zB(h$c+&1g(^tU=|mU_wM@05T|zgt&C(ETF$|CE5;n)!c9z~8^~?xdn$V_WPr=&8hp zTe8h*ls2YiV+&=Zg(%xj0ot!RwZ{-!ZHwDuXstFI?a`z*JK2tCpu;-6HI2|AVN;cf zXIKd{y5t&cWILltWs@a&s`DVbO{d^}G)Hru<`#H*KUaSqv^A~MFe`2NjXpD5O z-p}LG!bqFt9g|1Pr?n4aG1uhttV+AL2fCM>F?i9uoAPLFn>^l_j4ZXW5~X_9?h7F`5fl! zfvW1k^5oT@guJc!Utav2MzlNU(g2iFhfpeoxSp}D$V<+YOS_h{D9(p>{xS7 z)BaEyeOSk2C^xdHbN}_D`$M`;BT4wzgpHBH(h()u(bBCNeW%ex!l;5ZqX9pxCfwaf z8a^fbx*ix)wH|JlZ`<1MuOW<_Djrjc9QnRArZhC7Av>=82}p>{`8AI%+8X~ekAE~TT7Jea)Lg1Pc3`&!hbe0t72wUgNfj9U*4 zb?gi)I*qmMv>ksi-b8yNUp$@*O&m9w@|^FN;hbusOzaF!H4)lX_Qt#ElVaWj9V3%c z-V?o)N$FX*FmbvivQ`CCCyX0uS)P{euZ1FJ>WOdU_UP&ZSht~U1wy&t=1j%%8}&Wb zua{w!vVl43%i=PO2j@uPpNg6Xm~)?U$`!D2pR%(#tDB?VoTb7Wv}g06dF8#TBHFaR z#(YzH>rLC#_@S9Ivix%vGnO^R)BS=Eh?fvo|q|akL@(y{hp~ z>~#wHYMO1&N9OKsERq@Xmt~hianr8eOTo)a*2QIM>9YaAf)i$$=}Vh=7+&=)3N?GK z0JK~50N(PSUj#JS4`vkbh_ioeDVWuGIjw;DN4tSu};kI*c&3E2X8&}Wb z-lz6283(+lnY=fQMjTcw*3@}dys@ZozNA3=rD(u-?M8)gKJt zgu>43Q}MMxowZ=QwNSq`a>iPC>ssXETJ+yFiuih*&U(DvdZOQYa>hEfbv%~> z>p5_?&PJ}?M!w%hVa7&r>qhC~M)}_jy7*?L&StgUX06|*XMM(IW9w$~;%4jLO@{bZ zht5`)-Byp^)_+{}v~CS9ZoU4yH6s3LOy|>t-KRHxpQbZD&9;7;U;MQA_tUcY_KME- zs@?VnzwNb*?Tyy$t;Ox_zuP8D!u@Eh5NZBrT ziUn$kc~iFwro#(nSx+PaH##S%+)h-3pEoIfeWvw5xNN#w` z3Tx#!zGIcebE!QaSV%Xk|6@b{`oO?I?%*10ubBRNqkMFeMR=;)&kH?AXP+=s)rN z|G|beGwmAl+2AV!nHT(Zg4E8i*s%WsE*TDR062e6Lfj$$Kj~wD|C!aQWk1eF&*zW9 ztBw->=q_Erb3fq}B>YAO2XcWSGBck-T(bu;nKIUV)8)K{65nO6pO?^R8suswQiF}Mq-69XXyngk( zqydIpeO-|$%**S8_aEi@N^d#XB*NbOl|K;0dwkivJDTs%SJ$ox$7lMOGw~_19by+s z$!!2Ojockbod4uHr8u?)%AlkXl8%}fD3YUYJkGCYOP;uV zeZg4dVArb~ur5iGg#S-|$<+{;fv5WzoBRWC`oifGi+--R%l>&`{7nEj5H$GU=0fmJ z6m449q2>7CNyA)iUylPE+YFo-KHt~Ux%8Cy(O7m z*PbyUHM5o*93d=7?7Ls)55Rk|V+45DX9og&S5E%$=Yv#EU+?Lv8~dU?rx~2tMqr>G zO#RsDy@Ln*C#%GPOXh7SwWYj4s(4_r0NdyLG>o;m&HP^}EzI4QkTovjYhZjf?1+Qk z!RAAMXX%8=5GCN9+#&xFDG=e|_-sUyYkRxvkcdnGyB=xIuloB*5nV+t69j{om&J|L z!cX5S0n#}H0$vMYIL{w3;FGx4Ew}9u{@k&18GNg+(({ZM(|5T8p(}S-@_4vev$Y`m zaYI8q5#iKy4XH}20bt933y~J>Wgp-kd)mWE-!r3+jScmH856jc z(_5+^;MENRlC%750!ZU}m~#|+{OS?(t3#VOi`e~}xuj4sXbmGgJe&iif)%W_O@({k z^nyh*RlqWZ04UwwT(q$2ncKl}`@a437vNhnqpm)4@k^cn@#wJ&y zPc9S!St%oGY6pw6;*V8@Ta)*=@8w75I#~tP4yk{UNYaTRf2e!saG*Q4a7s+U=neV_PC zncQLbgC70>K{!=6s0Us>&!-UVd_!ce27VQ)uznFX%jjCLtF622oiEYnsWcH+Q|tP7USm2L{*F( zOXc*8j|pl72+LnF27Q^#M)P%oc3#sMo*8u@R(mY;rARrYO9lwHB{O0F*et6&v|m1)BHDTA&&TJa zV$bMaO%;B1{bA& zm4N2gc0W2?uXovRN{OjS+C8<(RW;M}+v*yOml6Dt(Ei}WnXZ7s$8&~RkuBW?Cqk)A z&9&2eg_BCsZ)V7^^o+k77VFah@z{x{IX2yW>;dtK!+$=q;r5;{OKW`^`n7tYF_(jO z>ib9E#a_pmf@8Y^Qr;&57CilfX*U4e3D*(r9}|AAP{2v{3p$ANfh0dTNoile_v&(ljKFk#;0yd2Fap4cXPn%ahGa&d`?%nG&%5dXyEflm*Y;zoR^ln;;8YBC&VQ_NIzNT z&%sb|CD1ku$3~IdoD6||4e`!aYk{NAtQ~KDWG9NeEend;14x}!G0tV>U;>KuorEw~ z=I&-Y8w7+(BeE`O;@{joXaN&10Ei^k0Ipk{@hQftX>$DYC;%0b3#?e2cAP|A!IO~; zHb*?+z?0|W@#OsqvT5b>m^J0hdbNZnAkiG*bQ|DiQw#@@16dIpA(6wOIML~d{G3y% zmd4zD&KHvb)>McZfP)ckj?{-HNMAd6f(fMR2YK*Bc7n=cPr{3)uk<{L7%Ys`?}%*v za_M1^KY>haJIqukuvjER2r?Gos z)$+;>s$$zKl+!GZHIz6P?yiT<8ebqQGTyK=)T5F@Wv3 zIl@#rDV~)0{Bn}TeQR>10V}=z)fhcNi-yeHoUCTM&{t!;Nb43&EvC% zh*<*xS$yG~!o?h7m@I2!s$Ai3B>3P%aG6!5pQu0Uox_4kR(Nd(3l= zg=ZJ+WF^sZPW9(#3ujY-T-Sgcec6z7Vy>~Zs4b3-e;Kf#!gPtqBg+5*58k1(2`vLc zbVLvibpn@XA&UxIMwyb}_8Wi#gbd%wy{M6Q#XHYRn1f`Jf7ywJfpZUNpgm;^ysZoJ zmvj6uc~3M7d^8FToY4Lod1Tqb_Ae+^dcJF8{y7|IWnN^lmwlF=pXvnOX23E`@-L9U zIFq6r@1izRv3+roMR9Q+p^(BTw%91<0!k_x3ttdQxQHe78kovGuz91T^9xFjkgpMt z?Lvb)JLO-+=MBo{SpbL}6L=^NX z%VfbpZ@9}c%Dyn;<_^Ou1D&%#vjvPpEhIP6k?Wt@b<|zAFcpwd>yOZs_TtpOR zccQSV(~-d>l)!ax)EXW_tG4K`4qmRdz|_Q0;A|r-hFeP#sZ(@E+iwDQOY$zrRX^PT zAN$k=2GriCVpN;Jr*qX_11}TI>m7WU^$Zxhgn5awaK3#wB9xAFmaTkFXS26PMabpp z62NF|LkJG_ViTJ+R}w1+=E~*8&!HU|C+Q+hAC%!0*PEh9jr^2GS9+t+Z}iLSO?1sB z2DYj0cYUE|W8P+C=fKI1rsi(B#$ZNM8CLW$w#d*l-{yCPeLt-6I(R#vG#HOMvI)${ zfs@W4;d*NmsWpVsn!%`4@R4wO)v9jVnhCUhxi0a|H2;kV`}Q1qH?>XtF8KX-)wG-_ zRW9!~5mYDSFZfhmrGuREdDn<2TL}5WBtO#>L~j9D8<2MkSct%i?Y9R*9fy6VW_IPU19JIiDTA*_z_;9D^EFE!`hC)^LvT5{$4+2l+L4SGh*&t{|LLS=} zzDvkgC4!=Id4GPl+-YJJ3A;pTaAQV8DCLz!=*r+2_b zM}nXUeKGbk4?rt?tD^0o>=0=7XT&*tye7Oakbto7AHC87Ui&nvDaNu|8_@DyW1?@u z@o!G1Plf~R?@V8p!K&-`Q143KgfO~}%Du4{Zl{I!qqgXbw5bnpJUN{?9o{kx1Pw$G zr-B2fo;ZO&=iyfaDgrp)=!>8!w$m>jfU+bw`csXC(*$K?G$^VvLpv{w2ESkiCd%cR z*q{rawgfAHaYM7=%WTdjQ>ENaYH3oUdgDN@74xYfoXKwOtSghNLl-w?ZQ+UnEMH^Ngqq)M9*r26AKGV>7W%Z zPt<(zemeL~0sN>^yLqTFJC_4 zw<75Wk^(BmP3IK-Ky8;5uIQE3GL-EG8*OW@^k%aa2cjnxIZB1i48rb0?7D<}q1T;r zA_(<>3X9^_K*D<|;(Lqm_m>*q+m>UUUVq?P{$Pjss3@N&%eCY)06y}2Zx#K~VRpHz z`HkjZ(0}p6Gx0ndKkzzKrh%U`^jnLjtUYdBQxpFfI0EM)z#q~ZEn0<7Z5LTV?6{_U z2}aJU_3(2#3Ts=Iqy^@*=I8ls*i$!}@tgM6n;GGoUUu&;pIeWjZ9Z_>XmObp+N$$) zL3i1G?1|oRPeUr~Z1|ieJOmq725tT&i-RNZ`Ti$7vFmN8r(a-{o(KDFv_R`^!bI(&PsFs z@5Rp_7hBRB^F?t;>ZhG>^PPYEc8Z!B%YJ{lW4=*&9Cd4?URjw-?Lb7Ja@M6{BtwkxG>2Gnr`PL#?t( zGYc(E$nt!prA$~GM?pE5^fo#V&E&Q$kE`?=Dp z2Zz{gV>l|#RRqYRZpLsNiTEGJ*W5(eBI%doKKe4X=UwXLz<8giF z|7%_U%e%f8ayMQ#H+=gzl4F{AzNPV>&FL!VrPnP@KR+*b{wvh<>)YBmtFGVL^84q` zI~KHUYyIpJPF=m=yXr2Rt&-|Hjme1FFceAexSvv?v z@L@VK$QDisSw`k~wj&hr*@A+LLg8Hp_@s}YEwaxD->?X6gu*~RqBXkoVIyv{)Ig#l zuk407F7Q}$>n}OF&YhyXGFSSBtkf%~8JQ|g^-Z9<&SD2CJ!umD;QXvxs$qI=u+OJ@ ze1a*Nrz|6TyK*akRZ&7&rMSQO#T%comSEZ(rtNQHZW-I39@yu?ipxzd?IL1nr0Tt~ zxGgr}5v=Q((DS0bdG&-n0O_oO>+TVH>u{@QT@$>ZpS>K7>TC094`VXN2_aJp4z zR1XD~l-I9`DtDZI)STBF$merkQNxq=p2>BVRk)MbIqwtkT3Oz<#-La+aI>y{RWpcg z<0p2pEF#TRSMhFdMbRs#)4@M#BN@N-XB2Wc^%l5brN*t%vpjY4))^eTdVzA1B!w{3 ziuWs#2R8dULhIzo89JAu&EJL7t#{?adL$?F>9|F@V-VZh(ICA`mn(|i^n(I5RPtbanadz8v3;+20 zSj;PTN&QpVL2N?v;_RZs!up^!&q{|1_(%4PCcDZ*ulS~~!Jc{SOE1Nau%9+YI%4go{oXvkA71!To{bv)%udm+U`oeik?PzrdwiVL3-MKF=w4ixGTKrPZ5_q=OPQ7B#Y~wJ~&crGQV=- z2d_ts0Vzae>VsluJyme?X#OU-iq&iyz9VOl7cqBsqAF!c8|85-Yt)4Fll$$the~fs zp0_pDHGil{^qp+VbIOKSly-kUveL9C(fC*yqz4f`TQJ zh!1?F^Cq+(9c_I(u2a(t3PwD7UA^tcV5P#E zNca!MTd%Tk^yG`Wcg?4N4&KNxVByek)u8M=JFXMQCd?cxriJ*>e{Iv=moDjat_;&C zc!?2t44;ViLGs_OP-K~dS=a7pF(@Z#C(txA`T8l1uq`3D;P~>E@L0;ZuAOkt=GDoo zB{||MM-`tsT_UJ)|Epmog;~BxeMK8_Ejt@K{7=mVXy;MDzTTI2x)f`^MX_3$uj{AT z$;w=CcK|lPv3X{ok>`BkkLpWhWb9oMB+_gz(E|kAT4&Qjo~Tw=$h%xr`yO(<^d|e} zt57rdhI>opT}-b{?eJEND|AK_!987Y)aGi(peyC4^sX7{te_B&<%Fa_mJsWZK!Qtv z6woR4&8dJ z_iJ-r>`GfKelw-~da)pK6m{+_nRvw{r)pKWNmq zD55K`WhXieR~Jn#KK`B1@hQIk^8BS(k47WOvB-cR;qz07lK~n$=jVK6gFks10~y>{ z&lf*&70Be%0jS5Ae3|TpCubcs1U%<>5GoJDNuG<}R$q7XOTG_Kpm(I1X|+hWv|xqk zcBoRp`mICE(RY{nTrYgQik$ni=yNIe?N1ksj%;$Pk3L@}-womRfEV%6GdD<3%zZRu#Z8*oGWS5K2OD11k`y`z4tpJ?QxsM6c700HnNmy+k;tKdPk24Kf*o@M@AvpCoBfj;3{?;7Ky6iAu#h>N zi--)uv30!z)QOLtTZY{LLw*#5sjJ;8umnFFz|TVLw{XXfFp!~mlmtB_81H-Vr&sPW zd6)fp1}-oPU|-9PdQQ^qzhoGaAMs59le6|LUkx)&Mw^SNH4Oo%$)7mz~?O%6cx=z8g6c|yy7&61J@I|8U z$*1n197s=s0)o?xVgqr0|2&B)qS$ASghWZjT^_l>E`v+@$VHJ%b$Cf}Z za%gexp059#iMiz%N5?s3Fua<2-Qq^#TFI0uN;HiUQF$sTt1yV)E4m3tFhWPw{BSs; z9^Xa}%EToUI5?O+_cvLNZ=_K&841aTcSjwfPrSk&twZnhKHmH%A;l=35fGPxi+%FS z!Qpw3lMIK}4BB(%(S?Ia7`3D>QgRx=a&nKlS%No{y)^D|Fz? zIL$GRka+H+Vzqkc+vTLV<>y^>N97r*YQ|iYduYtjRIVLBkQkj~g?$tDbe7#xqZf2R z-?_;neJeSo*8IZelwX{xowPu-jR1<5;3v*VYFzdQrVSr`N57Oo$En|Uz_C5%fmsqb zc~#uT zBbAMA30DVV<91S`DH%~lc};}EL|kbkCAn%=E7Ll+4j0_!j_&gU56_l@4kf2%G3y@y zo!#7pS`hcVEaq!z{|d)U12|<;p6*y)N98a~0pInPM=qCtw&n=!4{132^5w0UI7W6m zttc3mx9^0$BV1fbyd6&TMn=g0r54oEO4BWw1)Qm9uArg@Ttx^i?cgTev$3q&yiBUA zNX%5>Km@%2a23Jo9!*vJ8(x7IvhSL$TsVq68eSkhaQ_HD#mKPgt6OCS<)zU!PbwS&- zzLkXX!dBYxYXuF|pDrm2a|SW5O5;UN{P1oFqER**8ze4WpgGkxRMuoSVVyM%Z$OPj zC5_vd%3rq-DtnEuNT^(FSujKP7@hgD)~6{zgk7E&c5k<7m_+X|g>^*~_6%@1(8}<1 z<*T#JuNiXuco>g4+e8Fsvt-2Fb=C+D+tL811HR>*PwQH0>qb-S)?DlM@75iWwy&CP z->{kgWkzuN#&23(7QuwkHl8DJU%)6C$QXK?K^AklUnt#&?}c7ES> z!L)Ya=62EfcJcjooM?xnR>u*Wj$^(Z(rF#C%^mXd9g6!Mc+t)iTAeC3ovOZ_YH2JZ zxKnGsQ)j=EAljv;)n#DQW$4>woYrO1++{Z3b$-9gT(sLltNXG|_f_9+%d~Fm=5Cw$ zZoB<%7PGyj)njkdbJzD!k7HVoQ*+P#`5u@39+GIUn^v#8O|OSTX9;>Wa!;>EEAB_$6ZKD;EOoGEL}nqF*^ z=VP*7m5rDxDko2#^j9NlYHDU`UuT{^&D7J=*VkVJlL+GzZKgNO%*>c(W|uBq z(zzVVynLB;N`2BMhI!)#kw{#+>3rx`QQK`#=AApNGkCQMIHH_GT` z$%Kb8O_-UP0PQ}@Dm*Y%WTCwg|bGP}E3 zj-pv_a9r=)g}zXhtaznAoaHO__xI-xtT6`$t`A1X48FcG6w4A9?+hnA7^RkvZMuzT zM2xqv490?qC6>g4=;J_4W0(&2i@DX4lr6g{>dG zpQZ=4=l*R!4(}|E?kr7yS(*Lzp84(D=J!3;h~?5h>nlGt*M5FxDUs{DpSON}VTqAn z_kR2jxsm_XQ9Z~6#?k*f$0h$4;;;WH`o;W@PWk_S{ADQfKK}C6d+!r0?-spJwDDj~ zND@P3J|x>G-usZ^m|ygPdcSu4Ln^69=3|=sn|mMApL{6#nBn_l{bObTN_LGF%A$9gEmxfMpTp8ym;=Ea0L`buCx}ijz zVD5C3YHY=Z^C&Irnk&1n?F4egaPV;mR=pM;)LqizIa8rT;x^Hv_p=5k>o+!>d{=YZ zOREPhPMFKjzc$&B91M3JIet3+dg(FLou;zJMZ4eP>Xv+1qk<)y_N|KbT)mRks>Hys zMiaryCKcC2AHA08zI735`LTkfSA18(`9Yi__owyDPaYOP(0LJG zv`U7XP-V(K9|fN&7kBWd_UYE*H{JBy`R2^tRBcxjO({(PwS;zZ%Rk;%KRS&JDXB3Z zKm%2O@jn}W@VIjfK0Od$SA+QS>F2^)p7!Q(RK>-uW%y89zh2_-21cbNIQv0`%Yh@m zu<-&Dzp%;rIvLd(f=9lVUc?=Fz)6!e2yPsdbv4nY4~W-ne$>5mUl^68CHF4$XY+`9 zGm~^i(pkWMzqC&vw|TKEb;`8DPjJ?h{R=Cm?|rgF58JxC=6NHdt?HQe$j@#M zCrI>{QWuHAnYD!7l7jY!O#Hu!99VKP;pkMMyo!O?Vt#J&ChbA}k(f`d(>o z=7uDye4Z_%zDAAza|@^L+s-vU+F1{~NH%DG>$&_RPxu*I{6OKaYiZdVx;}$6``8x^lwFS{Of>CMPvZudCdihnVo~5<0%?}yA?J8 ze538wkM7A*|Y{Z$u*DqP8ps$VX~^|HQ1j^P(3Sm;pz#kUJ&&mdek^d zw3ENraiPK9tK7QvYZ3%EQVBgf=xCpt+$~SW$D+B2tzk%joUZ~~#ztxpsiS5DUA=&F zKrka^TNjDWzXzPOH-Pw)k0B*5LKl3AR0$eVZGkQN-jADyW0OCe;HqSD+|waud@gcO z;bd@MF#g5{ehE=21I&Mp=uwX>lZA8Fk-@9V)Ivu`pFP6GXaa8z_(e~Joi_Sogg_Nq z=sO7`SOiD%0>aWVK4Y&eLJc~x!bH|$GZ7{%IF5sd+|zT%1c>*!YqOE_k^I@AxgO)d zmVDoth;WLd@g>OU+yU9#vuq)01gd;tzLGR$=q`^v`q~*XF89}XnEXxPKRV?fO{QR% zl}lQ=@2Px#P7!x^$6=yA@L;~acC4+z`5^;T564ZrXuPTT+U5Mv4ioTH{0JQ&IO_IM zX95LrR1RY@D*M+E*-`@bpP6!m<<-h22`5Kxw=qX%s|PLz$+(XUoFPkg6>)?pcnm433%1g$}NZaALCKI5dK{pCgPf7vOYc?ucjSd9j$2>`wdWEB|#B?gYGM2*S; zgR{Kf|L>i0wdMoG3V?+ZMBSdkC2PZU9cRaan&Vq1wf}pkymdQBG!0t)JC1XXx=TW? zOyo%h7s@AtvZaK7cgkzw{vkf8{D+Se@~9f$u8@UF43&HK%}NY}v3C1k>s7~)glh-B znzxGw7owIQCcx+`foh(BrXTpCZF5y>*s$%3LSJH&JQQT@#l&5Ac^Guol-s)S?Y}$a zrJ?v#b=CM5IrBXA>A+Rh0R(y@9vipv`>(oIA2L9X2Rb*TnlyrnEz>oBJ29p+tGOAK zpUIwmL$W}>E%6xHPk(3pPGNgj&fo8k7d6gt8vKLfss+$w48YT+Q8(%fkz)@dr<)G1ETc3~ zfzd9wV3C3&#-|!@a)ky5iM%HncS$Ky!m($rq%!qr|D4c)F0OyQSKtlyTjhNId~DuVH_2_XsVm z!((d*iNAy&dW;T1%5J9|*b#M=Z{%o+fwP!wC0onp#AD^&ETiHLW7r<2|M43;0mSQ<}eOr$G@ zr4QWr=wkV7OMnQS!as!x{o?Sbb0d_P>m%}3rJw@UYGWJL@hYkonX`Q0aISCoe@+DPJPIOLx@#o)z~B07NC9vOe{MYIIK$mS0MJ|Jyi9v^%pB5V zxZA2hrybl;S-~(y@cMEv3<%+<_Yt`0*>3?wUxz_H z!+J=O*+#)T*C5g^`?M7Fh-vKcxSm(}lCtj$<@KH863Qp4Zk_0VqzacX&H$AU7(g$k z)kI%NdoTMTU9o1@0@edK6bPig5pUz4;fL|?AOh4$3_-g3bDKj&g^v!?!^_r4E|%P{ zpl8T-P7f9qk>H|_xUN9HZb@7#1WfKShj3jOvf`OP4vmP7w0FP^Oh;+V|^Gh zxUFK`8EvL)WUjAip)7a#(#hAIsza52x1|9v$=yr}fjSOe5(q`#gqwL{5$)j`Q*gvv z&Of^`a2N)*4lRaa1XEbo=a)=rvEnn(#{jZF1P+~o-Vif}9)^vB&Q&*0`V~qMaO|m|gZ+M=03X zBiuZWJ&Utn4Vt2O*n1|e8NAd`?4YCf0bAE`ir)duJ+9c4!~va%7y z3W^Sr28$jQ6QRQl_Zul(ccs~}7pWQr>~$ox3(ni@BL%@th2g2lb}EcSeR|R^`Yfb$ z)?VRS^Xh$Zqc?}ArxUlZf zJMY5S8);!7P|!6Hb(3rU3DhG19!Y{m1fJTnqx;W72ZXbDt+|nnG}ak9YL>>%t(AC6 z3+1XQ?*MUkX(}yiDwxQ1=*NV0P+$NYRS}|*lz2-h5&f2PzX;&PAu#tKjs6_u+Z@Y# zk)I8@2aP?liBL1qGwduhwUdN?#x+_1CI?{WiO{7z_AA!VH4_gjC*CPugTiVp_Gc+d zlxPs9y&*8ccI3qLgdB5 z2y1RmLGCf4XC)Ex-DMZEh8RT8tZ?YMi3fdzQy?5lHStKdhBB>-Rc{jBUV`2!%N<)a z{_-eg^N}&ATe1^WLOu}yGml`CDAM@&u;G<^KNae7dd#U?+9M0~2?ImLJ{L8(dx)Ns zYEYSp2ftC8hd?>nHPD~H!C6seKUD_*Qsz%6KP5phvL`5+KZ3WPW?wzsZGqvEc!|_~ z`9oIPi5v>CHvR5FzrE-f-O?mksF;$=cAS3TY$9eZbVimH+zI28iX(+VLYOS<&GJfF zXbPXt7F!W%46QLLaH+gl1Bf&C3COLRlML}O`3lb6Qx-y0i3Cd{W+;fPR2Uw{^*ghw z@R3oaTo!t64M3?}r$vBj8A#8xdYy*h#B!%#xaFP~Bc7%E2cVCL6ptI{ap-c+ zJ3%?t;IUM$8^764szbL-Yu8Dfheddm5DCf#ddGq}rK=$$FN1ZGj>bs54_0qbPhZtQ zTB8{F{ecsd0e-*ADK>X6_DVSS+uin8%s4SMiB7Qp+t~uF3IwlRv5HB=?z1m(QFI z);<}3W}Rrj5o?fW6?8r~W^_~k8uM}sD`OO-m&i?r-!5eTc?~#Bd4!=+6d3MV15j-d zz`Di{u}(zYY+ak9vIZhyJFP`N6+G<~2|F0cR~(C$U_Rg*POPL8Jv#;ipwX#xq(29WNf}m??Sxo4UmTdn;(VTulRP1JHXL1oyG|t<@B`#Uow(}FwtDc zxpE=jI0jZp7D_SmNS%L`DcY~$dbT*8tMt2Exe7%44&_`{yht=b>kd%6&Nf6!7Xz4r zBFxz|?qWPx%t&Q-9emY1IPK)b@5(trO7k@B5zgWqCUN%lLer%~Q;Z=^Zqq9FUVc~8 zhE-^7-t;H`@K>$j?>56fe1~__hWDC>_veTI?hgZEBXI2zgzX6G=?IuUf@vAySQz2@ zGXjZ?@@S9p*^cr*9TiL;6>b?7T^JSrGl~-%lhhtNVmo&1>6mo-m~6|K{KA;xpE11H z_zCTC6{hXD>eF$x^l^=rajk`Moj>CQu?aox2?N^+!>1F*=@TX`6J`q&=l@KYi%nW+ zPhPg2y!v#~GJVpzWzuG0((cbBQS8kv?Kk$eZ|**Qj!Mo=Zcc0jT>hXn3*A^ry zB3?1W7mjBwX!I@|t(Zok7iAb>7N(ccH|5c;jzP|Opr-QWxH-~&Dsw@u*&Vd1|` z6ws~V3GUoZk>UQW-xvNAA0FKteihf9+bgaW$Qt2#Jq(2{+9K{1Ek5IrZR02Y749wL zaBbm04i@%3*Dt;n46fEk?iQixifK*Q`zhcZ{uW6d*7A)3Jx&)B4%SPq7bL#bUEUX4 ze$_M{;6-}lgz@E49pYI|7%AS=77iIXp44I97%_g-bsiaW4%CE=+4DW+l=0&~E#GL~ z8AYzsdH>EC?hWWIo#>!(=rMf>HNM(~o*Gq-(rnJ?s4?ay{ouGw8%+1a?Ne8QteRuIae(<`hlnZ4MlJ{?MrY8?dg>w>})TZqPg4>eM0V2A%2IVcrA%;I1AW z!p_gTJ{^#L&&_@vmrifH?dJ+k9;R+?#O@x`{%FxI9@+k6-)9Z~$xh_-N z?jPk2P$r)2_p$EtWaisl=>pR00JX?}&LGP!Q%1bC3S#Vd#dHz!?k|7 z+z-<2^Awt*z93BwTg(a}5)V$u3L)X%P(Hly4D#+8Mez?p?+vw|LvA1>uTci?ASe$| z3jhBg`mRwA?;v*$TPEKiHShA@?e7^6TOFSqqc8+pzzRUo@L3h|$w99;aP&N}=sXsh z5MLbh$}CTh^f;mPS*7yG(FMg41iX{=;ZPGB-%u}a9AG~yPoxZokOaJA15;oK6Z{e% zpYQ~D9BcmqYt(X^Pz7;6_jSJ#EniYMUmSbi_Xbf7e;@dCuM&4(Qae8!iQf>6Uj;j$ zE^<%zgD(<=Us7IA`7Im~ZvO|Fe?)D*+JI zN@;mf(BKOjQ0#DOB`w`Uh!0H!2w)=OMT{9WZsgd}<42GoMUEs{(&R~$DOIjy+0y09 zkrM;Bfmze$O`I@$8SIiXq(FiP3nqNysNqG50WSGu+SKV&s8OX(r3zI6#bH&oZr!@G zU{9_Q1$GfS6iU&fLMSQ-+t%${xN+sqC3z_+UA%ccdM((CF3_?>9l3y@RPSNLi4`wa ztTq4!#*yFhec@LxV4+0Y7-y0YhLlwugX1Kao?*}Ro6XWl&HUFXp=`nK$uPC*ej!V%+i+&JfO(#4M_kJ#?x z^3th;u4WKH#O<8Adq;jW{eArTojNwHpZ9vuu6u!l{xFJ+4qXX$nPC^bl^e?vyJp|3SL_|xZpcE_uDMRl#Q&2=0W87^R=wyt{H?Ttcp&$oB z3~9So=4;VD8;dkjGRGi0GO-iC8m-9`Q)2PB4VSd?%C}0xGB3Vz46O(rms)Ac?}*&; zOf;LyP0TbWoS^ix!ggfP{nLOrd$f(W3>REF|o^;QW% z#1$vXsvAu}4oIC<8bmcTb5~^VqmiOyYwC42SYLS0EmMze_FCqW#MUJWPZLmt0^h3E z)@{p0O-plA>h?4X@iO()bmL_#H(})!Y27DL3^%WF?e#Y?KmYv*-_dq_p-0C06?oyd z9%Xo7gM38|N);s=H@t^4mdaC&H6nO4Fb^)&v-pIh(%OzwerZ*eBO>v(N?(BVG=*EX zStVU>#&NenM@FsYn}Zf9;FOzu!Asisx>UJw$rbu(h_toYRsY*Ybq+|A%XAv*o6%L7 z>e`}RT0Ee+zM0;Z!LAM1ddV(!$gRz0nCOSquFXCFs>M@ojU7(eZrZ-xH@`!(wli+N zx8+!4z-eoj!?F`Em*tF~RSwF*C5&A1WOJ_jAc=1?7-1V}MVa$d>Hha)+KjH)$Z&`? zTvOCpmHJ`UX&c?=BTdD)c22!sIQQ9Ne*H``ap44bPSIwV_z4Rl^v?qsfemry&rHfk zf1yWB=}qS&CVNKx7T9}HrEi;0Vqj~9{6!b<-k=hl6Pwfa|5zS=J}I|%=jgDFQ{jjW z|M=uNc^M69%)#5I908l(84yjX+g9UtBREve2YV8fk^dVgGP879a5oM76fWGyK{N@^ zTq3*;=2Dfv_n~l0&I@6n#4|eXMT&sPk>QrM7cUmV%pk|x)DHj9!z-DuTtO5ak8&8k z>mhMT^23(p#A7^MiBF10^53pei z2G~Y7!pMW@*_Ir`W{|Pr>VbdQU>@JNF8%Iz{FN5o&Sj+B^uL)_(>+V*vP|c9+D!N+mtky z6UJ@5GMxC4$zU4ty-I&b4iRPm(<3{p)U(ZE9NipeO9?gmPuY?g5%*iq#`Q%@lsp(XtVP?Rbs zn;?ytgKjCWW&WX=F;xyC|HRVWP*YwL<*9Aj`O}&@C}!l`);D2U)ZO57Q7@B_!7A{? zjp7liv>E6{x5=PxzVwk>olQgAL86S46my-k6~>Tt>2hdUmasCZ5uPrl_ph0GvHCma_QT} z#C1tPZO&3v_F3fSWv@qKZgbT7f~!6kHsgyfVr&be>M|#+8k=o*b7x}_Sv*qEe(8_z^swh`P8z#?bgN9!aZ)Lh3A~AVltFq&!I4s{~P>aWN)1WO_ z#!*2piz6!|;vS4^THLW#GAto|TK~zpQ2TI^)kG1JI_R}AVlP(R3!A|@StG7cVyrd2%F2<9-$&vFzRS1icb9UzRN-zLr4;lDM zL3RM@a?0IO*M!UdiEyZ2kb)=&Ezz+yiJ3WMrPxlLL<(HVHVW_L$C zEuAS_3DUr8cD+Gz>X|Ia%m48=G0(r9kezQa9Mgonh}`f)UVGEKhJMtmf< z!%xL+DQfu9TjLOcc5^&_pCDhrfW#g-NVd(Klc&eT@auQWky7sa#5_I1mLRrmz7coB z+#qyV)Ux>}ZkylxKgmWD530>Uk!!rnNzee@9jIpf8@{On&z-fqmKYJXmN=gflq1_8eI zZ6x;ru{NwrJgxIQ=NP}Tz=1VDKN&HIzJny{V>iktGKiXB)3n?e!I;~>{-Iph-&+_Hg48a!| z!TX4rT zsYC^AM7_wsb(%qcTa#<4z_Pf+$S62_GQ>NpLh2Dk8z9BJ$h?4(JbxQQRH?)kbj7yV zL3@fsMSH_kQ3gQxLpk(6xG+MB^0|7OKwJq2U=+r%aK?Z_#Wq94T~Wq0V8*A=MvBVA zaa)!L>lkGiMHa-ysZc|d;zcI|#f1UKIY_`QV8@$?mOET1Xl%0)pa?kA7mUtBWafbg}|S3XIgqn*ql&NI*1zNR-e-P8_Dc zW4B>&1As%x0LaLVjF*SJ2~*@Le$=v?%t@5w$@>yTk9>hZbO``Vfu7_fV~n_>)XB9_ z$(CWsTU^JM2uhwx$XKgNt3=9{xxuZ3NsS;zsN%+-6HA>WOXE_?vS><@AV;1mNoTuB zoE%H6jLR%I%aL$Ls2a+6+{?G@OM0wE!2Afi6iNb|JdAM5l#EJj0Z5MoKH=jC!GtQX zv^mLK3k*Qa#hQh`WI?XX2z|_}?}N;Z_{^)M%x0;_rCdg_7|FN7OSW^(ofOS~l*{sC z#Q%qgJ`QNCnq4eQ)vCM-o z14n>0vg*w3j7-BkOz-?gM96^`XacRdP4+v_ljzQeF@Xc<05LF@deSA_q|c1FNg*)G z*A$qfxP&_4g#P3t=mb!WaLwc_7sp7Ybl495?5HGk(3gPF=|q+THITQ7&u8R34c*Z6 zOvw&Kl?la=5T%`PTFnxz3H!vA{kn*7$f=WAP!#&l7!`>b{ggeL#}#SO`Ut~3D$XAD zi63p0++Zpe%^G;wq6SS;?mW@SWRxIH3288#D3u}eq*9ew(lh}$C;bs3bp-oEqW_8n zQ>PHqE0IU+98xGf9RuP~HVsoNEl?~0xQ0}TGo{n)k;OZmikmb60^QB^Ob1Xj5aR_CbEsUVXswV6m& zR;FN9-pEq9xX}xRnlGhRLd{b|^(efX3uAqnHT71!u-4PSR=t4MV-=WRMOUd%SI{8S z#n{qqO&LLz*Tg8wLyb_;aIiQPmop{LhnZG>t%^_`4SW3zcQw^D^3;SCjsJ!9j71F% zV})2$>DGyj3l4RIR+WlNosCA-SWaQfjtvcZeG6SB+5G8Md5PDQ1yyhb*tmFA-pE*l zdd!)fjg_T}mfejydDl-t*q&Y1noUuvAl9qlRZev!R6SasP1=xM31=1BKQ+=%IajHr zji2qbwYZOm-4&Vb+QazTm$=%i;ZmY)lUFla=_tzFI7+3333kgB%NLku}|l16l2xe1+iW3%Z4Tw#;Gdga=SW}>zO!&}S`1c>?JeQS z>tNb&U={{6==~WDj^P%@(Wey+`?cY5E7#K?VIGdP8J3KF4PpSr*X)%H7&c;FYgB_x zj0tAq7#(7MsbMJwP#4CF55D3OjbOb1VlMVK3r=FWsJ}3_)&DFGizPl|gd1A=r4uV= zV=6u2eBBDJmE$`NU#F)MsaRt{4>IiYPv0Z~fz%*kML?P$Y)g zocP~JMpq}!2|m7L)^y~QSY1w@*fd57Lk?x*6k(QtWK*8wm(AglxZ_ps*iirb~US`A1TaBn?XlBzH2IXqL zT?Pi`Y|i5|l?G+*W_cZBDmgfDrra8EW- literal 0 HcmV?d00001 diff --git a/docs/notes/assets/iou3d_comp.png b/docs/notes/assets/iou3d_comp.png new file mode 100644 index 0000000000000000000000000000000000000000..0cb7382c1650150a190e2e9f253f676ff444cbf6 GIT binary patch literal 12389 zcmc(FXINF)mhC2kNKh0c2!(;1qhv(^0Ra&NLEwOZBqiruiU^WavLGNC$sjo@3P_Ti zbIv)3L(fxnyZiR{-F{v7_WR!3Kg#03*?X;;NNz1Df5)uwgsEospC|C7I_74o4ezUfdvt%BW^nCJJqKfYt{sK z>g3aw=23=cu9@luPg1IJ@GBL^@pUvg`p;f1D7IwhPD#}@s<Y;}$7)c7s*fHy*O0!%C;1@s zd@zujfAEXh)Wk&o)7B4@launHOhuL><*+_6r&aaxix)14Z?*8RuC9`jlIoV*Yr%u! zBS;X+jB08l#^mc21A1{xZgix+1mCeEEdzqybWud!ygGFZgmxj*rWN-y1J_xSku zXDG99Uf?gO)8Ubklkff%U1=&_GvS(viHV0hOHPN|3k~#c%Vl$M?3|nzr7KT%hkpM2 zS>d>%ATO^~WFB5o;fAAm2H})RLW}7?rL@C+W`((=+;*2SH`@Hk469q}%gyaH`T73( z^Pyr+cJ@q3H={qUmCW?!b9rc%V~Ch+?IPFJvbnI1*jPHo@A-xe5Oj_2t}?5{>Fg=t zAc_yi&KA7oHq7JE&K437ux9Oa9E0njyCI`Sf8lN$jIQX-hZ;=GBq_dGCUmTzWLKP z(!jzZlR+ax{ZMtLo-12}-N!F5u%)rld8Mc?2i9iP_%@o~M994gX@_`LQaweVsHv&# zBvEnc07mgFuMe2S?=1GPv#_K$1&V&;l9cqE{O<2NFwj3(V#RRza+O(EYH4Yypha)g zbGS#A)?MUrzg=x^)$ZWNR09>Kc34Ej?o1>qN2`#DiAh$fC_UY@If7G=9*y4aQdwA7 zc*taIVj{KOew$f2_P(s0on7er_nn=cKIA69;*=B=_}o1+sz+VsKCV?CadC3493O0n zIWEulX2)~{V0%;kkj}ws_>Q?)e(6VB=MM-spHXDHS6VA-yG+0hZfa{%QBsnKe>XR6r%0H; znN<3)If5k=pOlWp$9d1NRn5zzxG7PgX>Eooaw*cTdP$L;Zvi(}*^izMpd`ibd#Vhr%X}4IexBv| zfm#_K=WXJjnL&HoKpt;ls4{G|#>~vj#MH!v zi+GFXzXfznaAEu>fmRwj%IOvk@_`EOJ&H$ynCfv{gIk#D{VTBjC&0sLRx6GDD5)d8XE862XW$ir+-IgdU(3tO3()27?_WTSg(N8d zuh0Ac*X9y32&^?UG@PAFwX;_T3g;p?9~(vDAl_#Eja=g@{r&ylfBe8BAeft--CgXl z`0jTOp!L1(1>j3P-8lWtm`jncd;!RN^U^mDQs+x--A4;wiO1i z6t08u+^~Tc9E{-5A zH2D=A6!g$H;LV#xedK0g`!($Tk&%(X!Nb8Ki^B+uz8r`7_D@_}gF~20SlbM?`i9Bo z%wStv4(#e^cSTLMNP7jC#^LS?dkGutCZsIHJ0KvStFtp~0#=rsob0$VcyM&oP+u=A zC->UdcXxF}jEgHLIoW7)`sdRe5(Fvabwc9BU2NCKzc%IBt_X>Wx}F^FOw|Wfz!{0H zRffjI(9+SxzJ06jtU`$(l=Z_{boBH&T?^*10zglomQa^G3X)CgFlA$Br@c>uAhTW9 za?MlGmmS{fXH}V0vNNr~~xA)%iKo<}~8fH9P z+?F^AH~2MNsVrv^L{Xzgt$j}sCGq(2P}@f_;RJf%)woyJUMSzad&73xk1wmk^u^1U z@h-E`-@ZwAUDS}OB&GqNzeHVYRko7Z(=(!SR+yD)#al z=qaSXSoA52FySMJS5xEFaV#AC@AdV&Yh$NC5@Up|D5Z5ut-tp5_5H^U^zxs)3JPi! z9&;}=?_pzLU|{^7qg&xi#$eewh#+~7Wa+Vvj*iy)^Xu}A2MUZ+(+Lo7%CC)x1~4(W z%!;%<6o17@(CVB=kceN6h@``!y1l)BNZm9*i2B7Qa^p6G)) zkZ4jz%ls-TD&Y#ogCF2Q&a(LHGtH5}hX+#>sk$_9kekE?)4J`qea{}Ol#Jbb4C0aV z^*gy*NZFv^U`YV1Ix?we`&B+Fk_XBDXK;|(_tez24Z)Yi0H0tBXKBlbh@sZ=ZC=>k zUg%=J7xgwYG)eF`UXKHzYnT%@Lgwb?YIX-L;^N{`v+GUWY0pDc^745%1X34zoqBdf zU?Vr14W9pXdM86x#1!A=lc_!|tf z;0ioD4)3n37Yn%=@MKyL>S{ar4)HjU`h5a z;Hl)epPwHb*SV{*)6>(0jC#%!uli74BYz9Gv*UewZmsq8O#J*^KYz-bQ43q@NK3z1 zIFrc$=%$fb_wAd}MFhE7b?Ja^9n#HlZFFU6Dbvbj{VM@KAKyLohgCoRV6_)6UMwpw zZ~Badc$f2U5|$<>-|QX(uP52-GB6=%N&y;LLgtUuvwraD`;Muq)CC%mMX z9MGs7(eKg{BDr)iJU^6KMMGV^@?bV*?pHiF3(F1H?R2vMh^GhCF1W|*b!4bgYXhh! zNwPs~tgO`hPg@{o2g~eCx+ozRQusCr9}!M0E{dA8(NX*vGVaJ2DAJZ_eis)P?QD&) z{pnDZ4~g&|IAY&n0m}2(On#>ow!9?tS^aZUlY*K$9^(Cqf0Je%;xs8S5jfcw{JSUw zS!`@XsvTFfpFPV;OG`7$1P1hq2jVmMvfFqqR;UKVCox3VI7Go68JWwH?xhf)#l^*k zyP7DEo;$DLo&1DI%&k5&hZKciARwi?pP{ahq>yq2cxyWGRUBuCu`SrQphZOZ!t^gW?exu@e!~-C`zrQcbMhI(7 z813_h<)d_ThA*YSpV@Ycc{_;e8g~DYc`dr_O6xAD|A;LrII)kHw&<+&^~X>6N)r+i z40bNDf&gP;N=;AqtEfYe))%~3;$CQXTT;Z^mxsx_A%tOVV!~h(JS$U?MGulvB0Wro z4@>||BiGXRSWUAvhAuh4qZ8MS0TS;1_io5Pv`GG+eRzwXaJ(Z)uH^ZU<8psKhECTS zeYl1EisCh_^Cc45Id?(~a*&M@QMh&4CU1h6>Oq zK>%K+qXU=0Zt^=3KNUXWEfOu}t*D^z;>8R2b@(m>3$P)mihB^zw{G2n2LOTPw|kBt zQ9)%mH~9EAtM*1|C0y;pcSEGm&P`#gm@Lff0Ve5aYpY#i`7zo8GVs}l?}FptI;o{8 z%iOuck^~GI2qZi{v$+zAj|@Id;XMSomnx6D4hRWFMnXbjhZFF;tgNib`p%s@>gwIF z3J(vD%(TtP9|5|j<8yN+f3Qo0b^!0V3_!M*&jEa({QUeTYgN^A)WB;fKiokoDk>g7 zevGPcR2s7d^M&-XXt%MR8|FHaWhX(rWjn4Z-x?Yi01v=otlFa~T_ba(#0mxfJEMVz z+??XwJ7;ZUW23G8fiD);6BgE;qbmjo4@@7DslB}&+>?eMKf=Sp?!}1@v|!4)&@AaV zoB}Dm_#v zD#d{JBrrvp*#TyrlCiNdjshH?JLdR&1N{Bvm6et6-3$A7#&`B6VMo59T+iu63JSHV zA;>_IqZ>DFMAfJxN|U_T5T&K7lf`SjJL1sMtOy-Rh z?2Xmj0j!wRs~_$(*Y=Tsght&Es(H$qOARgkTx$#!9bF{|0@!nJ_G6WgqD2J-w&1@3 z=~`c3e^hGysZ%Mf3j*cW*w`3^*U->Wk0$DQRx1t%v0SY;9$0t%U(D2=JzG8rwgkG3 zgN^+~d*y0~cmc4W)sc$6{*}%YMU1C)_iia5J1m16RZVy45~dW#d!Y{w=Hf&A{N}sT ze!=r2IUn!t^r4*AMkR!W_e#b*Em}BnI0&%LK1u)~F;?kf2h~zg8Q$~~a4m42T$XyX zp+M)s8vuCO+u6w;Rm<$jd0YZzSSwqDj9&bPpr8Zn8$uE+N8JLWpXigLqwR&z=;#4B zG(SH=h#%NIyl3InVyuW4YVF>5hs%Y(u3WtermRIQ_(Ws=6wLSp1Y|S$b2zj*@zzSN!31+uFeEIqfqRl#rgSd@+bRX1-M z8yR8P;14QPmZAxe)33}ooe@k-*E_lZ8<{r z_;Qe#GM3_>eRLsPgBCdC<;%|vx4h8h;9bp6O%*zCJYoF)0*{#9W4iU3RzHi8*J#p@nQ?#mVnpo%5v7dPYgjV))iCe1ajTA50Sl=%y}Yu)%j z*>f`5GE4_bY;0^)6iWp;ki74I#qi@8!ys`m-NMRB z_Ja)2!k#sj7&do;f>Jk|RVV{qX6+`F6I?tzGl37~_R301tp_h(zm_xX>wR*r7T7re z&luP@zybPF3gH*8r5Ct3o zXAh5K*UWJTA`YcrTtWhhutk%SIr^Cq6)+=hP`XgzF+B?KW_H%bYU(9Hi!?`apB^sd zT8&jpJZ*`>un)7YrvRFf+$c|wBESfxEQd>>=v9NF0!F+HrS8_PuM>5zTPqor=%A&v zkJ8iA16DvvLITzh)Z^#Q&if$NHyf{psIR#I1AUmO;jlWaMaT>51`?oG;h62P)N5Yk z3UvS;zyK2C>C>l~8rgBqlSI(Y^7i%yL@czrA1VudE3_tf22e#lpWR#PTZ4)MCj3yT zjp0rlluU)gGmNlRFxEkVTb!8c>BW&h0lNqb3k#Y{G?MQ7&|Lt^4c?bg#EL0BARv;i zwKiG>-jI2$(cd}@55YjnCjT}tZ~$Zo<*^eU8QBM(559^*LqK7#~^?=+oxr zrg`J}XV0EpxpF0fOV<_L1~~I$Xb7Z!ZpF4fLxXUjY;5w;kA#5du(D>r!qI57v>%95 zxUBl~ZV{fNqS~v)A+ui_JptkaTKNPNA0V{hwt~}gzstYnthK;EXztu1>DV` zfgrJwdzA!5+G5tQjYW1;Ds*U`!{jgclE#CRCp(h#%-VRpp1iV68^ut3dU}@W^2M({ z%ULUq;zdal)H-8lCuw+)sCx!3j0;1{>gpPIMa*vfx9!S*or~*Vtw7W|7wo0|VEv&S z+53*~iYvRX1-uxzFvi8k_CWB^+>$E5RyQdZFV&&qQPh0hC(0is0qo6ev~HX{Ws^fc zWQs{fB*L~;-=}k_JFE?EpFl4REL#jO|DvO%rBz*B?XX~`ik0=Bjb1@C@BPAu>gv-_ z&BMcICMT~{PzrD^)28E9G{nPVfM9?nP+ai2YeqLf6z{pQ@xz8wvGK{tZ>V$T->ZMu z&U5Q->**<4{fKc&{?>fXixakrTc**s1VaIOutGwV4p`VsU;p^)s0f)6@bGThePzXn zpT9$5?0$D}oi9;QX^zP&eIK%_Iq6j7j(+X{&fDpHQbzr0p-*{Q?n60mEc2-U|rgP+J?< zZ@=k-R0O-vAsSi(9rMoox1GT>M{mWS#`2p48#F_Xi8(A9Sy`>k%?aC1H+mfHMq3A2 zRqgbCdqoVbYvXUm3cO~W*MO-$$bf!yx&1rhtV&G9MJH&k4$!#62@y;} zM&{(;@O-4)0n|4L*ZcSH>wj+QG2clFkvs%q6=VMU(>g9ykH{!tD?MxLyopN9939mR zb$NMtX+InSQkEqQXLfKPAtG|wY8AG#wf&s6nweW&P+T1B@6Y>;4g`O8_6m4C2Gb!) z`3w42z|q)TU%vz$YshkNc%U^t01}6Q!JS7+3bjB^PM-H{fG;$+B;vib48w-SK~377jjSVBf^d zj03#bK@%(U{_CID&VxHaa^?(QEI_F);l@&K4cm3VIW;vnX83On6eQ?WgR}op#ID{t zg7LO*%Ll=}aV=dhmffkzDrfs>Q7rv&zLLqwzs?7b$_n>TBL z^wxuc0H3a`Jdfh?Wz>H3X#X2AcWFfhsBDaiU}cpbTRB>*AtNCvDk*WYvvY%%Hnh>< z3_c%=r5u}i!25v^Dg;woMFs3BXK1)%MhxcXZ$SNlkYiC)b7i`AO&of~&@`d}!wY1z z#qbv(^t2kZ)YJ=8Q))Uo&-&By^70M?Nr=V|w&ut#@gzjJ#Jqx2QcaRwkb6yf8D4b= zB^4Dc%W9xNW(*CctEh+w@ZW{U_#`v}hV^HSZ(O}P^^-aNSKeaWwIa%R_)gaxRzr>fq+p9ePqfdjJ!i?m|)^XnkM zEJrJ~_8RJX8Qj-loTwelJW*&?fv@++lBi(E5TzwhI>B|20Gsj?VrAv< zmw@o*j*fg7@c_mHxC&QaNkc2`j5EDk|z+QSs`4UL5!rFf9StQ;FK>=;(lO&)&$I z0zT%pvzWqgG8w=P-i(C9VmI5!y^7HOfdR0J86@5NeVPTN9Q}{brmMd?IyPXgLDF>_ zLzgV5=J)tsV_;Faz!^{EhU zfLz``ICu_Bm5ohdq0Dt>5%?1^BRDI?P#zXzV45VOYoW5LDqMAj;pc05*TxG{#e>dn zZkkYlXJ;{rb+^3b=E03209+_SugEboCpDfY;O16VRsyxd%qhX^r!g6Z!VHwHtE($K zcW^k*;5NV#1qB6|-#+9JeY8T)OvkFL$e%#f00DhhUY_Xe*$dM4i{0`yZ?!!;phdE| zvBApCT~b`ES7vJ*e!254bX4{A^@Aem!6n~z^CO=GvkNF{K~Yh5Uq~Y%)TyQoCA;rj z9pp`N?cwa2;^N}qra*~1-O2SLVg!uB@N_VlrPgb44%?I*r6vgb!|c6wwe#U@X-LzO zlhqg2p{`$~qJnvxBJ^!n*TWRWNFQ=2R*)bWiqwvdj$j6>`>H*701Ot)!KA?QvNDI2 z!G|?^FnTe=eV_2t@qi{uTT3gN{M*;BpMr-jQB!Ad>k)QTxj7k^LZT|XZfUva@j4Ra zc>u)vutO$*av?G)R*?l#x|vDX7>Ky(NO{rAm$#u4U1~EG7Fh$m)(ZG07(Qj>Pavd$ zn(v9V!I^DrZFPBd0Q0u&N)18_Um_<@aPL0D`2PKScMp&7kU=){0~x?N=Iht5Gcj@L zl=27(?LyTodKRFZmbpvL%-wDvQb=yPLJc*VvPdq>`I1CM|kEcjgs2OsF+!i0_ZT zgjqN*^qkjfNlTGMA6s;`{b-q88lb>LIVLJ&XkU@TZHFL{(1w^PxWgG1=Fuf|l0^YN z8GR-6_Atn9WmOkBU%fvWKoj(|H%n_{V*|vO(5hk<2{&$c!RzkLfZ~FJMOZKS6)*&^ zUpL;E`~fUbkSn>M0Arvw8E9OD{lS_JJD|-2M$mATTS@)Zxc2t@C!~4q2b(~tt}8~c zB!TJKgeia9%rf9oMsjE+o-%jdzjf<(NtqAl9R1mJbaXz8Z(487Dyc4M9}|m|DX~+2gHW(7h3H*-R#X0&oawxCfpBkkJ+=ktt<5-=9APK1V@eq1AAy zYSm{TuGUb~fIx}>l?PQJWbh4_fgv6^OOHnd93=>4s0N8vV0(j^2gnOf-4Z}M+%bY1 zW$ElVa*dQh^0?nHB-$}r36pow+}*0DwG!X$Hv~zww?ujF92A!jlX#C^KyAR=s2etu zK)$y3zEguQ+YXoz4_*a~yYNa#c)*Dg5fK&j<$s}Ma zWU&2;RsR&*xew>7>+xVDUW7N6T}sLeXqKg=B{Vs~wqFP3U|)nzgdS`cOcTIxDIgH|((h~wsgUtVG1*5;<`q(3wKLZdkX$_Ox=9$!wNlk_*N6M)`=*b6J+ih^fD8KRbq z8`a5E>@HO_GBJ^plY@~6F;UUaJ&Tx*eqy3@bh5bbH6Q4$wzaiEzY8Vp5r+E=fN<;Ze8R$(P zb~7vP`B`94hY#;hTQ90T5c+mWK;)QQHWYQkA|qiDFq80IJd>Z+k*KTO^TZW+Cl{)k zBi~osnj*po$S6F&%5mibnrVXRZpwpft-@Jo&OUvd1Y<9o_kT}$FlxOGKEvsXl~-Y5 zVW@5}kvMvP3Mg4iTU+ng$DwpSe*V*q5U=gEv9YsDd}NOP^$C@hE$i=+nNntHQ3gWL z;(`HGOBndDbI;@q6tWtvd__!!X(v>yRcCIRl4vtI`cwWn;QkK>3I5J1CH%{??`Vb` Wx;Pz@O@&zmE_oT{J2}$&Fa8Zq^t$r^ literal 0 HcmV?d00001 diff --git a/docs/notes/iou3d.md b/docs/notes/iou3d.md new file mode 100644 index 00000000..8cc176de --- /dev/null +++ b/docs/notes/iou3d.md @@ -0,0 +1,93 @@ +--- +hide_title: true +sidebar_label: IoU3D +--- + +# Intersection Over Union of Oriented 3D Boxes: A New Algorithm + +Author: Georgia Gkioxari + +Implementation: Georgia Gkioxari and Nikhila Ravi + +## Description + +Intersection over union (IoU) of boxes is widely used as an evaluation metric in object detection ([1][pascalvoc], [2][coco]). +In 2D, IoU is commonly applied to axis-aligned boxes, namely boxes with edges parallel to the image axis. +In 3D, boxes are usually not axis aligned and can be oriented in any way in the world. +We introduce a new algorithm which computes the *exact* IoU of two *oriented 3D boxes*. + +Our algorithm is based on the simple observation that the intersection of two oriented boxes, `box1` and `box2`, is a convex n-gon with `n > 2` comprised of connected *planar units*. +In 3D, these planar units are 3D triangular faces. +In 2D, they are 2D edges. +Each planar unit belongs strictly to either `box1` or `box2`. +Our algorithm finds these units by iterating through the sides of each box. + +1. For each 3D triangular face `e` in `box1` we check wether `e` is *inside* `box2`. +2. If `e` is not *inside*, then we discard it. +3. If `e` is *inside* or *partially inside*, then the part of `e` *inside* `box2` is added to the units that comprise the final intersection shape. +4. We repeat for `box2`. + +Below, we show a visualization of our algorithm for the case of 2D oriented boxes. + +

+drawing +

+ +Note that when a box's unit `e` is *partially inside* a `box` then `e` breaks into smaller units. In 2D, `e` is an edge and breaks into smaller edges. In 3D, `e` is a 3D triangular face and is clipped to more and smaller faces by the plane of the `box` it intersects with. +This is the sole fundamental difference between the algorithms for 2D and 3D. + +## Comparison With Other Algorithms + +Current algorithms for 3D box IoU rely on crude approximations or make box assumptions, for example they restrict the orientation of the 3D boxes. +[Objectron][objectron] provides a nice discussion on the limitations of prior works. +[Objectron][objectron] introduces a great algorithm for exact IoU computation of oriented 3D boxes. +Objectron's algorithm computes the intersection points of two boxes using the [Sutherland-Hodgman algorithm][clipalgo]. +The intersection shape is formed by the convex hull from the intersection points, using the [Qhull library][qhull]. + +Our algorithm has several advantages over Objectron's: + +1. Our algorithm also computes the points of intersection, similar to Objectron, but in addition stores the *planar units* the points belong to. This eliminates the need for convex hull computation which is `O(nlogn)` and relies on a third party library which often crashes with nondescript error messages. +2. Objectron's implementation assumes that boxes are a rotation away from axis aligned. Our algorithm and implementation makes no such assumption and works for any 3D boxes. +3. Our implementation supports batching, unlike Objectron which assumes single element inputs for `box1` and `box2`. +4. Our implementation is easily parallelizable and in fact we provide a custom C++/CUDA implementation which is **450 times faster than Objectron**. + +Below we compare the performance for Objectron (in C++) and our algorithm, in C++ and CUDA. We benchmark for a common use case in object detection where `boxes1` hold M predictions and `boxes2` hold N ground truth 3D boxes in an image. We compute the `MxN` IoU matrix and report the time in ms for `M=N=16`. + +

+drawing +

+ +## Usage and Code + +```python +from pytorch3d.ops import box3d_overlap +# Assume inputs: boxes1 (M, 8, 3) and boxes2 (N, 8, 3) +intersection_vol, iou_3d = box3d_overal(boxes1, boxes2) +``` + +For more details, read [iou_box3d.py](https://github.com/facebookresearch/pytorch3d/blob/main/pytorch3d/ops/iou_box3d.py). + +Note that our implementation is not differentiable as of now. We plan to add gradient support soon. + +We also include have extensive [tests](https://github.com/facebookresearch/pytorch3d/blob/main/tests/test_iou_box3d.py) comparing our implementation with Objectron and MeshLab. + + +## Cite + +If you use our 3D IoU algorithm, please cite PyTorch3D + +```bibtex +@article{ravi2020pytorch3d, + author = {Nikhila Ravi and Jeremy Reizenstein and David Novotny and Taylor Gordon + and Wan-Yen Lo and Justin Johnson and Georgia Gkioxari}, + title = {Accelerating 3D Deep Learning with PyTorch3D}, + journal = {arXiv:2007.08501}, + year = {2020}, +} +``` + +[pascalvoc]: http://host.robots.ox.ac.uk/pascal/VOC/ +[coco]: https://cocodataset.org/ +[objectron]: https://arxiv.org/abs/2012.09988 +[qhull]: http://www.qhull.org/ +[clipalgo]: https://en.wikipedia.org/wiki/Sutherland%E2%80%93Hodgman_algorithm diff --git a/website/sidebars.json b/website/sidebars.json index 2534a148..92932fba 100644 --- a/website/sidebars.json +++ b/website/sidebars.json @@ -2,7 +2,7 @@ "docs": { "Introduction": ["why_pytorch3d"], "Data": ["io", "meshes_io", "datasets", "batching"], - "Ops": ["cubify"], + "Ops": ["cubify", "iou3d"], "Visualization": ["visualization"], "Renderer": ["renderer", "renderer_getting_started", "cameras"] }