From 1834f2be78d7e6bf2baf4eb153a57083ce59e8b9 Mon Sep 17 00:00:00 2001 From: Andrey Date: Tue, 2 Apr 2024 09:00:56 +0300 Subject: [PATCH] lec7 --- lections/OATD_lec_7.pdf | Bin 2526356 -> 2524551 bytes lections/OATD_lec_7.pptx | Bin 3180417 -> 3175853 bytes lections/notebooks/lec7_clustering.ipynb | 657 +++++++++++++++++++---- 3 files changed, 566 insertions(+), 91 deletions(-) diff --git a/lections/OATD_lec_7.pdf b/lections/OATD_lec_7.pdf index 4c890ba97808685c626db3e688bebef31bfd2119..0b6ab80bbf94ae408d0b273261b8371dec98a05b 100644 GIT binary patch delta 281887 zcmc$`Wk6KX)-X(W#}E=jhk!6aN_Te{sI(v@B?vM|cjJ+gMg*igB?So)Q3)wQzyKsv zK*9GgGkSgQ{qf%Kd++l+KW6rveb!!k)n0q8bc>Rzd5|;sq=J0PikrMT^!U9BTFgCh09r4F_Na^}R zab*zlUnoUNh8e)33}Cp;1~9y^B9sIip`buX=I!I#PtTROf6*ipp7`EBB5UsyX|;yNTZwu<)o*YE51W z+fv*QRQwwF?#Pi_Z3L%*qWDq1mJ64hNc{Tof+ta^-T=?q_ZR$U7@!kJ&&WlsOIlZi z#MIT|)o+aaVz&d%eg_VehObwrKcTe3|LKx!AT#1ppmczt3a8r4QCvzWJ)jP%{ z@vCdG{ej02YvPsHN#EnzeT!WiuAJLCu{sfRk6L+kyYu!DEa%tWy4Qj8&X*uw=Gr*Nej&cG($rJJ$k}*4 z^yVFQv&(z8O=g|lom{d{(zJ`jCJ`T=ajbu~^$f5GJ7Em7g`R!?`2OPjm3+0fpWUxs ze~8)>Zu2bXfy%wT?!^377iCk%P)21`UN<=1(xQj5zjSW$EN+I+IC+IIU$i$>tlXef z$Av1Uj%gphw$Crc&Q7xKKTR=upKc-m#T^Wx5`L-jj*83p3~yLkfhY4QNj2%)w&qW-;_R z9wWj|Ud^&Ix6Jin!=+Eht0TdMZc`tpjtM*zKKTuvNvY_Ic{ckr#A6^|7Aas_Za!=I z%vYUFC0; ziRCMe8QyN%^&>v||XEB0r08DoYMOi!Wr@DpMGd>Kcrg zP962Xi1W<3D^!Ep^;51!PgBtw|AywU5%;o})*XH2O{}{6AMK5UX@|ZJB3X#dvsXlt z-V9F){0a#(mmQGO4D@v09;YQ{euuB{WwTgjbuR1{r})FGT@zm(pAjC^&>ki%;iNlF05 z@9-M%B$3U;D|iIBc#@LMl&g5Wgw4op0>4B6{(;~!@i`3%38)kTpb9305=zNHrDW22 z*h~S5j|4i+6TyT(a8We0MQ3ad9$g;Ba}^4_>}(k-TwKRj-AcAoMG0k~b>Zy%7TiX} z#O614!RoDoJ4pi7nehm+7d<}|-+WE@IoMvF=KBTrWdLhfJT>c5?tEJB59fgRv&uOf zBojD&N>Cj;Bl5N>2~k%`g+yasUPr#s%SOiU4)h+SHAoN?mD{tUP(9|wLCFik3h(M@ z#5d0Kn8tF+IVaE{^AO)M*7aR0t{G6=s2XW7gm4AgJ5bXX(eZrV?C?@~rb6Yj;%%>? z7km@n~vuG8}whU$NC<}dNj?=L1J)v?qQhM!sMkJh%>4L3_R7fuLQ z(-F2=?U!x30LyQP$5DzU7op<)L^LGHY|EY8lvm0hmNe4aU~(Ttn0lV)-gP^fspXWY z*>D5>F#W7);p*Aq*w~uiC)(Q zfymdjMJlv#~*&YBpzT9hu1HneM3*cYAD^NQTVaep7BEtGN}$KDPdZ7{)4gf%dKZG z%*I{P$WEW>XRY-Jo@y+Aumr3R=fq|OxTtk!<5*-JT_|&LlSSb~4hBhjZyUp&r(YL6 zr|I*V{)3nj%M8O0>zqQB=MFHRz4JmZ1xm8n8MCi!OhHJ03X)v%<^A?_k4*;)fDp{2*W9=|e7m-qZpwQo4F zrB23@O?m%%CSA+`3g^MnvT#5BtCpWtE~s9dMUFsJT>hMfVf$?M8G$h42NWf>T@Yv7 zbwXLbjn)VHiSrh&@i#`#2yY^>`dNe1~;U6wOek`fJ=O<>S?-Dzf zwr6_YKC;UqXkK4kFQw6dej}GTl6x$`l*RAu-d7JHvp1cy4^SRO&znAntLikSlx3A9 zJb2fMbgK8ijdarFz5c?iV^J=9yKLUqUzc$`@asdNzBu&=?husmt4reXvK3Q!=_!PE zt7CdQG57PuG=Y2SMM77f4pc_=ia;fkN82W|8mGC(Ptx)~szHmIdwzuoA_(D}my7FKzj>}dC3dvJv&bVm6&IZM$ zwCX$R61^IHgwNDE+)C?pDEg?fIyUFz{xzvDrbvGF%g^t$qOzb-0ew-s=`eT{^X+qw zK{U0zH?==Zz#m@xV0%GVYCJGVvRl*@_2QL#-s zT;3DK&ew^9*33&{s7P+_w(e=kP3X;1*gqSX64emDUf}aW;nBu0zql~>#sDF|UUC9) z*Uu+=HcF(S?x^QcnzMJ$;ac41PSf7T^U+UgE76%i5N52})=7aUn8_v1EK z#}mVirPJ=YRKNoUpGqi{atf<2);#sH05Yl%MZNb zVf$pO*yn*8Z;j8@xs$AFuFDT2?!ITJ9heT9SYt_Z6@qPZSsHloQ;Ov=*UtN8OL?bx z6!Qf7`4D%l8YGV-ZEwiWMtf%Ba#)t=nv5iV`S~fm!8MciL4N0gbGtrwN19aO7s1lB z{nniP*QNxh*GHRjp5`dJieslDJp0ZUdQs0eWPjY+&|2)DIZAQVRR0l~_2yjEC#I>d zZ!~YrC%K3>H@Cobc%L zbXYvSOe^o#67xL^KeJbOP4?0p?Ed|({G6uroLU*a%~ce4t)22f$IEuHP27mv)Mc9o zWo6x73J0rA>yUe;4^y62&{f{GrWv}ob%)R1dA_6v8pC4xcLK;p% zACm1EMEJ6XP|d^Hv*Y?CpQHL;t7_!df9q8KIm(o@?k*TBDa(eGr4yDRJ6itqS!*Kc zCbD5Eep|I@ylNx6Q?NTt;_CRJ5@Il{Xj|glc|Eb#^DW9omJ&UxPu+8)e;L5Xrsrfu zxoadXy>0M;H||8x^a3jBaE+I6Z2F9x84X}FQ-V+% z(Y0gmDuAOFD4E-XG?yNod#tBX+|UjX-|l_ z0Nz-_bGXPfL2+)N{0<=**(Ioy1rtirD7(9R_;_D}N~3ddaNd+V7`4Q zH(9JW9b=yJc>c4Ew3pyargz^9pPvbD8FEX!M-JU2{4XTLRV>>#F}KZl8DCahlshkb zRczk>xcMU-S8XI-R?Z5bb>4ijE4pk&d&ViKJ!{9|fx6yVq;gNqh-zK;ClQirvDY;VDx&Bjz>lW=_i7 z6Kmf2*(ch_P!CA3#hn=Aq#iB4diCoU6?Do4M8^|~HRF#H3QqzF!-N!oOg_;d;Q5S@ z_0QTPkc3K0o@P#X(n$15qe8DO2X}i9TNg?)X+XJj4M|pkC{)di6t)d(~fcohv432rP;U4a72XgP&m+Q&RoWwGlOO6 zFEOYXDFviJu1%C^;QcU)%`9QE^ODKk_j;Qcu-Fw_G(hmE;em5#JR?lbW5Dcn#Zuv{ z0RPfk0kPtolpMr}g7F=rHNHbs%T)f6kMeR&DuG#mumWYkmAK)i?~%fIh7%o$MHlu| zD_w7Y_RD@>PM)gY?%sOTa6%GS>Dpd3ujnw={QT4Bo2~Qg_vWkQ?YFyvH$rbLG|e9! zG=HQM)Jds&|Gu}R6`$@{Y?pQX$M>y-xablAvS{w`c#Vv2G1rn~dZ*OIdQgv~Y)v0` z)P=3m*xRYW6y~*Bq~+sHI?EIY?l(RR89dGj;6GDSe`~qmsL*j@&~?qXOr~PoD$ld3 z`aP=l`g#5=o3yp=H=p@ij~|8)aFTHKm@&y9Dh4RIb~b;V%xSE9Mo{r|_|PCF2R-{H z&Yg{Ku()0P=rSbwQ~QMA59KTt_#?tgL$#?2bw7^1+WjCOA!2HaxU(9}n;4yoX)9h+ULV^oS2$OQ5 z?8!r+O=)!z5pFj&xIXvjry-*H-8`v}f9Uwt`9fa07fi(EorhrB+zl@Vtt#yh|G z6D{Dyz0##DuzN!}ax1{3G>eK^s~Yj;HePBzr{cG94#1GYhjqSRULTZS)hNGfNi!U> zy{P#wPmls$ZxQSoH`tN2A_$} zwdSBI_bAtdLC7DfJXa4Gba_(J*7WPuwbGq*=d8w|;O!ZGuOEh_o1iT!7q}9Az3r>2 z74)OKyJ=X)tD={rnq4g`Mq*HkqSGuQlS}ThS#i1<{VvQ|ZQ+y6S@i>FiA!6x@xYOON3m5|kH6c0IOeabzJ=Z)WL`sB~kOszyu#~V*&#I`KE~?7!FW!p0TqWpqYg5`akk*nH*c*Eq zkTSBCH~s$o&y|mTSvxe-UY)im1A&~KNN=&?)q4SbnHD+nn-9~jF4RB$pjOlFPKA;R z4O7VW`4KF8cvIFUJL&8o8EzpB%~eLS7RL_FUN5QK(dN**&Ypu?_v{Om`0qD#?dW;G zxz6UFUxI^Ed);m44cEPg?Oh9bU3msoVy&06aCTGiuinIAqEH~CC-5Eiz3=SOY_oP< zXHF;T8rP^Ao7x?|li?dfzPFXXc=55(phg-FLe~f*lCIgFdmK9E)bztfcILBz{TP$s z(;su6vU!Y~q&ccRf){@cR;`Wn?fCm2oL@XXej0r8;b`k*=g1%BpY!YIn`+IEvm8`U zk6*s2JDZtI39Rpj-b(P*<3?p(p_JUZ6*R;v7M4Ec#fxX2c9zj`nod8p;TwdQNqGfT ze>o1SCy_~{e506R@(lcovt4*}F%c_{k+Mm}{9fkc8WmXr%`=QluL$GE_ysR|*SpO5 zx-@^xIk8M5x>M{tk-!dCrN32`EBy*pl3YpHy|?LJCB_SU+4|MgbVWYLvbgsKBW;sr z0<3qa`a5p=FZ_9ZH5ijz*c> zz0n_C@IdRVi0V$f!FRg(3mUWECSSi0ES836munP=9_5}f)_lm2#9MwnOTmX_;o(k} zvJ#7k)fH8D*poz)S*K72Ieo3F%(?O(9zF3(x;2G7*{LNEowsV2vT!PIgnIWuQ13Ck|0G1gI-P2;19{7a@+)pRp2lA%N_6MJg>R#IT4oJ8?#+L!?qZg z%*4JlWkcs@)mU3vb(W+gW}K@=btd8`<1^0`8;!?4!k>N3i%l|ZawKq2DGC+^`-!Rk z5y-RGe%3oJ6yp2r%WA=^m2J2>|GHOQu z?CTbs&~Y{v;?|naqT#ag<&i825rwQf?@TF^aff}{_;e8pIKDH@TY~$JqMz&Wqs6kM zIQ)@lD@u`r})Nhs(LX&_3E#}UzP3kA{pMES_Vm#c*nJ`tPNpVZ8OAxTh>(g!iGRQYKlp$q3E2;ngv385 zH&(_T+)^~bn(q`3Zpt__&DjNZ($x`=n?1hW_KEQWhu3!{(^L&}mF&r=lON-iW46&u zD*11s>_z9=;d^5T+0Sd1H6>Xo7vC%zvfN74FGc>SUtEc2%JJsnJ9oiB`ekhWx_S5a zL-xRr-wE11P~Sayq&GVCZ*3oS<{imP2400jSZGr2u9+8v+!&;X@W%yvNHbCB-Iasf zvZtqn^%SQ>ywdYF7aWEp?Tg|lIW>swbgMf(*fy=t>-zNFUE^{hBQYr(!7Y_|PuHDl zKh`MQ(7x6YXOTvFwmhSvhf7{I&L$J>V#I8FtWQmW5mX8)=5++=V&wf;61TKpT*!3*c#ih4*9%=p(|SU71q%9y7R_%!BteBj%1u%7hl%gXM_ zvU6*Il_DkT<4--p{Ap;J-_ z;UbHE4!+4Co-W-Pm9Ij&DAnUQm!Qd^!e*Vj>C2N4x=G`% z3qHlF4a~MtB`tbC3!uKDb{dN*S6SZZUAtXoIHeY#-jVpT_sXCT?|$&%yJW zt{vkLl^xT)p1XW275O}s?4++1w$%t!0;tkYPF_wCk`-%|ybO|&O9=|>n$;7RU0`cx zdmgM@HbK^xSClEG&=<|GKsKmt1aJbWFr}RK-4;XBK!XN%$vh>#gHhqTe(A@ zN0!p*oz9-vH9*ykhdtED*_$ppbeQ+|7t#2eC4JlPfAE?lGL-qxM@IAld~ z@D~dytl`|G&h+L%1p*K<=k^=6w%kqPqc`b#gs? zX$dJHk%|n00)x1XmD%WvB3-0Il-C`3d6X%nn?l(rI3=HL-M;(Pz0Qd0iw%Vpq`5-NSF|zfSfd+~tE0cXziw;iYhr z7hiL^#-dg6@KeQ{rUDKpi)G)-K$RF8V&?GrqFQ_>o_9e=WihZ0^&7xhxMJpaS|>nA(eeakhw}MyUxY>Xlz2dcv7 zy1R~l+W7Bn?Tsy>PS!3*KOrvAY$8uNE9V6l9MoXvBIELuJL~WT75Ah&cxe7O=E=&F z&>Pez%TXFsL%no*Nug4`vP*;bD!cX0Kp%;t*%)&tuhK_S{t&{LC!!~p3|o2#E5EF- z_^5WbW`z(cqik*wJmWz=Z4$K7`iv7xNk{fmq2c?yTa5&1wlqVOCuPM4>4^SThE)7% z<1G&ynQ~>9yX`adf*Y}d_S^b27SRra>_g&r3%Zkn-KCTYskc;lQXj|~^?Y!%L+K}R z_O+kLFKS;`yd`Y&PQ-8gQOc#n7SdhhFNW6~y?z_vQdB63=XP?%jyBf44BVxyVf!H^ zOq2HOoVM(d5a9)*(mMA#W&L}v^$XSNGb1j!74r9W=S&pf@v4wc*-P#=s?EP|HF+!0 zsM$}Q1_YP%?(Y}!6k0){jnFG!2?i}cAm5u8PlzvT3|K za7^G7Dfc~1!|=)XoiS_m$=kzWZb9e1?`;Mwz_cE;wyP~3YH*vWG*#7IF>T=_=xH$GQl)! z-VwD)#jNvvnM-WALA2M(Ls(pooI>IwKC_q4b=!Q=QYxED4wtE#+-ri9Q+&)WeZu0G z1(>snj)Y9?`p$}n_}WtOB#K8F7e?aCzQ8ABXU*!(5=oW~d~*2B{Q=aVKq9cMU!K6L z=|bkiXeHG0hFIayjGxH^?lR#QHHy|kponrqJekK>KE9*T5{QYFWDaN-IGd^p)rWnh ziMDs7kXCAl_Pfql9w^wr^vJQnEq+$m^p4`0Anbr&-}Igivb zmIa!-9E59SaefQD#?*wF>94mT4E8cm-;*VMIwVS!ma<5$&bquX_f~4zWS#LeH;qlX z?jCCwQQ-?M_F=)>Z)aXfuaaF;Dovu1m3xb8dHLfE&R&&9u;0A=nJ0m-(_?04>T%sW zolJAAE1c32azZ?dng)hRO<(r?bd}F}dbhMgu#X0&cE#igugt#psQLyCQk$bIeExoT z5^HoPszrm$sd$`hIniNCz59xhEv^hj+L~l{E8G?jxSg$ROq_v~o3p3A@M8Tf3Ex7% zo~CH&ou>7kxO&tG|wtZZ*oDV$2g2j=04%XeRQS&`{-UhUPqeipIe zc(dsRFD#8HM@%Z>f+d{&ooigoy13`2y5HSh8x&83=#6(&;ZPh~iYo)hkNkLguB6w{ ztgqX?Ky*YuZn}_s;P=s6$SjEFc0FhA;)h70nH1)l4fwKt*|Z-UnSNkEORVzAzA!0$ z7qem`io#l?T|Rnld^;8zn95cccd~XDPu(C@^_^=4;;E<3T*?kz->d%Q>!WP%{bU6M z>XK11v3GZ5ycrk`hVqI>Q(EW7*fKjuQ>;aFKJt`aUhDGnQW3IAVI5=1b~vk}GDezr zY@gA2iPylQUZ?$TS>YOKaf9h+QQy=rgRKvB%{FMYdvl@X`ODNj#kKtn@RIj>ev{XA z%Zr69_KXV+RfKoL{1{e;?28+!-$?7$o9+ssUYnSediq84S6JaTn>&+vD7^7|HDh7J z5mviu&ZuPOJ3QlPuz+Z^MexzwYIU_3CD!;MCieE{wBcr@#`O2U3y?Gx+{EU^Hm3V&eNT>_Soc<1fow0Bp*uLsPN52?=G(nE=j_vyW*?x%1!YI zgM{>AxLPXTZ7^)&s~!%LOP2^u12ezwB~h8*Exg?_dcu^11mDR>qo7F-Tq8*)F2i-! z$+P#m6Q9z20gqcv|LO1*A?MPhbNc%7!v?5lknPqwjo#x+eJ|3LhciSD%&r<|DNdQ( zDMv=tQLB+$HP155VkjUDrSugLOD(tgm~OPJW3o{$ICH-O_d`aZ#r1S{+FD;|uA0c3 zAu%T7VpElfa^_V&*E#Keuk^1SLyb!J_D7q|Z&nnpkm?WH-#Fi&T44W9&&_4%6Y6dlc#{)WZncrq~>;| zX;vANOi$87lwLu_JB7p2rQP3K3QbnPwBnY&H*B%Ktbh%%6%CR0;JvJcmATI5;T4-# zZAEAumQ7qFT;Fxxkd142_NsGQDC;_rP1)dngR^ME+axa+HH*SQ<>mXRXT~`1+)+=Z z_&C2Xis8uPbQA=QD(5FKDris4wzso7Ff5HNXU-D!(cE{^EznT<9yvpM@J%NHPi4hF zO!(Q$?CbmRv?D?%O~~AlO-z1b71?xyqRgL~ivUPXqPSOjMTeT78Hn&^(zP zm)-#Cgf49&BVsg>7CK0o6|#6v?lfk^A04ss+{AT?lTtn_KMPp z_jdX4Ds_!vf-+vgcX8^iV^fv)ip0w~s@;(C-|Tjk9GFVXA7v{wy(*Y{S}@!vx>7b- z^y&BQxwiK&sB?E|PLqKR+smXynyw(p5q5J#0A=!lnBOg{a%Bxo>C zTT!(3Y(^n9{p`_DF+rFI8>7cg@p#~y2)*eAG zaIY$c7iqrkMKz8|rIycyFMVp|QdxjujE;YPe6N^0@f zRD}h%EZzoGIkL3lTSUsIRbhTZrFOQ&Hha&`x@SG~Luo}PgfX911@LBnHWBn`tyM(F zn|0N^j5fOEY@d-Kr~aOV`C>pokU)R%<%iT?pM<`tCX_YbQ>ijFqhc#!&1d`0u^Lg{ zbpO*=J_P*A7+1n&)3S-L&ty#%N{3KmzC0w;Gj!5iQ{odZB z%C{Y|K9I+J+r+PY**tN%ZKr?J8}H^t^1yFii-U3-k;zC`j%&I0qM8KIXLU_SqOecC z-Z}h=cMeYHWpf ze{xEnlH=n;NuQA_=4vAy(;y0`AAHyBArTvm%DBmAXm<9zm9sw%;YX3szReGwI;Nc@=R zTRovbGEe}xfYD~tppXTV;Ccexa+!QYHS)lUW8hvw(&tAseZH^XESOlm=44gJy&$S7 zv=gbQ6JEupOsDWUyNdZZCc#>;R?4WhLDOy>nR`+uiEL57e!K&fFyBM5v``R)kxs1g5)p(Riz( z7-yfp@!WFUN;i;BFAxn^YAtxqM#oVsG>}J9^~F-7R0J>4z^Hj7L@Hi4;ktpA(DIr> zw28}B9@(8yFMlz5Sn=J3Pyj)ulj@S7s4w&_nh9nx>qup@Z{#stD%J2bItQ4)3hgTHB97MAD#9Z*t64r;BY~eU!Dzw>a%M-WECPSn}g9@kjp2YP1Jv;t}rDL zYsMo!5#(;N)}j7PRmk8ZShW;)cHBVt>9tsX%U5qa6cmK^C_@$cSVy2AeED-}dJ=`8 zkG6Bxc+$TWaxOh?OC7MP$c{uc;ipqw6J%cY=|kcdSvGd>2GrtJcv;LNIxIKTD|Vu@ zO%#*1eujCH<+%JjWCuK59!`@tb2H!KBfPwxYQRNzchcIrNj7)SFJUrVm_ zRjGCMzN?!k<||*~`#pzy9%LQ|bKMpv(@LM#$?AcwGbzR1RPu6k@Dm)0s%Xuex0aA> z59lzd?-sjuujtzAQ8O3+eNBD{hNpU$lLi_d#R#) zMiD<;XIO{ThL&gF6wjV$tFC$UnjhLo4$OaPJhQcckGdi4_E5{NGF3W&RwQHoB4O(b z0|C~|B)JDUuddvi?0@#=?S9vQNN)TKjh28KfRTL*MD~e7l_SS92GQ=m$^~-2oOf?f%#PbN zgyH^3YioFm+MVKpNu<7*taVBgxXm4&!Z~PfQCwG5Am!nxNcGt|_Fhe>d7Gm89coQD z7(2D!zCI5Lsw{kYJwGRL%awR~TjTkyy9W-q(pe1r&wIT0zh7XicYA+$hVNZCc}(K^ zB!%sw$g$cN2T}+;XkFGbnb6~bRtpFJG9Tf3hpl*5C?udQhlwdpJ zE(m@8aeAf)Fs&iKPwJSRtuVyFO-Zs*MVj^ef|+)fqEh%>Ul@%!6UQYYEBDO&?}rl! z>smub7Il$6K97u}rlQ~R<2#t^UH};K-@cv<$aS#8ue=V2DtT^=r1RJ6@V!X7K&N2% zlEZK%Tobk4h^XXUGi~~8ehF7^lqL85L#hvt$Zj~Ck#d81zvy%e>eahRN_*|helCi% z^_L-}D$?VQ;X#@He0F91N0mM&4cCJjA;u#`mxJ4`?{6&9JjxmTYh=xgJQ2tFS%l3x<6n0O5{ z*Irmzjx#|GZTMd#nKdh&$PcCj9}W#j-7t*of9PhBUB4iiaSUJHcD+{r<<_MTS;!?T zj?J02Gd1b)httw`HXdodCUwt$cRc=Ve|h7w(%Qur?!)?9)4T(p#sjk>zR}Zr^EH@j zht}CewiHFUHGQ>xd}Ad@BFxY>YunJaeQN8DYBz%c8!AzXA6qAU>&Eo3|^;L!$4)=Pej`~I6e{6CG&b?QHD zKA{lqWn@Erm;VB5sqLgrFx==eTpn~~Au@$ji1_vk73S>ReJH3NB{-3>b}l|oZ1A~U z(bk~5n$z{l=*F!*jSq?@><_w+@;jr}dpR!J$$n#-q}oqgIY>+#xoOODaM38rFU{c_ zsieZV#G|LR5>oOsPUT9SC|pk7%P;;>r3C^*$tj}p7bw9G75JfU&R?KOt_JrNi9}ig zIy@;jAeB%1HBApj7o|`@3w};pdho;0tWdzXT`!Cfhlxugr4X>Q;&1_RaRDLln4E{b znvIWxpqea99EK484bg0A4w1q|p~1WO_?1WQU{2$saW*$9;q$6QNENH=>}LJDwEFd0k_c(MeJ zokRi#{=^U@0S9@<@G60T!VwsDC6M4x41p4opb#)~fuzEbSY*;rxFi-p29ySd379x2 z5DeWQnF!b^EXo85gFz8+%s7w$1OodL0YzZ3!H`gd6oyYwjtH!5VNy^emKzWgQUXIT zNH-FMM=MPnio{Y0mw+NAF+_lxL}H~3o_s{A$zXvIP)RKNa3oanw|*s|l2TX|OMyQz zq=CdrNnm@yLpU(;W|NDM3NC;!2(pcfY(5Txj1T}g)0S&gh515P&jBRXtn&?EmqnR z|6f~-CBQ**1Lw1bqWuUU83thjLT4d7_@E$9Mb1HcdLRA9-}&?Bj6gZd0LyGlyg*_& zgaIH72kAcr2c*LxGC+$xs3N9F2m|%$I{Rx7aCa8M%LMC(g(RH<8u%$bU>)qo z#b6m;~^!` zw}Dr25Nd#`7{W^ix)HQ_!4SYsJcNM+JPB>&1eF#CDB~eqARRr~5GbxRaB~8}NQ3co zXsnk&UkAGv3xSY;P6BN&Ky^IGLb5n$3S03I;(s7wPXM*K!N$an2V%XE0O1BgC78JH zU4syxcJ!Tgq=+-|P{Yxl4YWKg0RoAqpi2;T@DAEG|J;cH?|?MPWk8@1ICgpeCIdTo z98|BoS%9a*IYSj4lXHf)F4(ulG51eNK7Fz5_sgqr^zeVk3!D+{Qphlez|ZMI;ebaH zsHg2`pvBZAL5P__50AB4INB#+sY3wWNg%&cK@et;#1~>rjH;Ne;J4T?2gkwD*meDT z^xwpsBL0gQ&^UJzA-t665r5_>NrrHNr_Ir;4^J8a943QOfdNY15W&++vlIvvtzrn~ z2s*g;V0UE%deZ~00iZ4Qq<~+i!~z-jKpSF9g^-;Ab^B)s);cglz&GtLrh-ZqNd@it zLK)-?F&wjDqH)opfB!``0^llz@BxkhxO~{tz;%Tlr|AvhLid4Z-2vQUhy(<4)*Yk| z>)R1%Z38zmAuM$0dw=6ZU|ju$`w%8R^fvWdu79v#{T>DjNb8k8Up5oVV} zqXweVA+(^IMLRFyOpwO8(+&h$fWWQO4xtR}DgiEKKuAe3u>u^41fFL?*iY9|M+W2^ zz@7yPt}O#XCJhP>iIp+t*gbfSwh^p1MUx6g{#Sb8nkhr{Z&>U$12r&aV71n`EVo8vM16OlEMOJY}%Bv#*&XkJ0#wF3}Vd@xSKkO-d0MWYnF|C_|R90)xfdd9z$ z^amV<2B$+~{p&t>Y8P~RJisq-FtC3gLW2uhG3cIviOZm)K1B)0XJSQ9hYi`_zXK6T z89*ryWGfbg0QZNUTcA0WroCzUAfhzbj0BZ<;A`z_qq_E2t8{5Ib6TxT?h>Z#1 z|JN3a=XW?HjSeUybWUsHf`K?@a)&mbE@4gR$R;7I|RQ3!YesO5nwtH}nx0$d;v ze7F=GjfPh0pR7>|ctOL&h0z2Wm0%8b3~)IILIvpNfqPWYY2T0w_>~O0ae$)$WMLo& zLW74Pf(?9q9KuSAKL7JKg&1a7DQTd`1@v4{8xZl;LJ+au z18|;Gcp&5f7*ja=ftTRcPY#?Eg1Ir0zpdhFqGYN z1h@RP)1DuBSnHCN#(H6Ctg*;o7lI6SA^eVWWw3BE7-K<*O8_aQpcQK8gF(rW^(jfk z5QrcqW=Hc3TH+t%SPPTEs#FFJ{K$ozLt!J)KXYI;j7=>N*vR$2ttG*P#NaBQ%?G!( z$t$N(p0o^xG4TQj9k_vk-jNTuRSbr9w+lcIj)9TEGXEOXGN5e@VFWjG5)70;At>1w zSHQpmj?Jy$GC*=Ego6%q{g*j_AxRRb5Y!Q{G;(q{CNF@(Wu!6WHl6~5c>t(maCjL=*GUnC1|R;rE9ompA;%+d zf|z0~5`0jwr-M2FDWZjg5iJ@`<0Hs$BS5wU;sIPJff)Vyf?`uV z1ek|orlB!IDU2q!hxmN9iRa2M5i2zv7;rQk+$ z@D##^CoToNZ2&j82M@swM;QP!q3t>d1D?1vP+JOys~8v=42)747_TA30UIO}2e5bt zLIfn#gL`gn894MG7$qby(CcMj$PAu#wg&e)ury*01T;WI@FZaWKnyrO0%Ns}25`TN zd;}2#1REg{;E0-1Fwr}m7~n7eeP07Sg$0N=LEZz&<=~FiRSF@)&<4Jxi>4o50q#ov zju1$5W-~+$7YM2VAzDv&KQs$q`2h`PUkB0(($5Llwt}&JYaO_6c9(*QA{q*m83@Hm zbL!at5d$D#7$!*CKcrY+odJ0NFrx_G+bQh=smu66cU`EFQ9Cv^L?R*P* zGBD%e!RT726T(1;u9g2S8VnjD%p@2xBU(WbEhT}aPIT1tp%cV53-KmOwTK9l!=SnANkEy3wC7Sul9*}ti znt3j4p#gy@5r74AY`B5W%t2p^1d{te8UMuKMe}ao3-XSx9{lDVg9I4q0?Qz1PXG!a z3A80}k^(O<*+YQYdP*NCLdx#n{A>0>=xNZC{l))pXcz|iUN^`gSX$`mgGd3Nz>DAa zLE2BTA)kQEBL8AmqYq>@_Ous#3;z$hr&EDor@Dqvr^QC( zlGx{02yCqZfqe}0Kh~=MdlUX$PQqyQFMB#IzJTtB2%|NOmSMfWO>p!n=rRI(f2Z3B zEVSew-Tv0eKa1+Oh_J2@LnsD&d+%v}jjrji15y-BR6xNHn8DNZfkh4pOe*zd2%-X9 z?E4E&goB9$a2^J!sm8#8#S3gTLVpPJ8tG(WpQWHbCte_;s)U4=Oew@fpMf zSnY>s6M#>-V1VcdI6`v(0tbRez+^3X0K$QNYJ`xI0rCbRmY}CU_Y`6V$c%t4CF3bX z8uM%MDMSvC7y(y>{SYXxM*>WY^ayPE1%Z8tg#b&|rxVbj`~MQV6!@PAOib+f2q`Hv zz&}?%5MW`2kckVODNB!lYzGa4JpCCYgCTqPv=dzc5dd<>!G#TZ_7@cRrzYUs|FVfn z12%r(z6B=DLPXFKyN;A4nZ;IKPtNB;YO9kusr1^mnbiJ(8ykLG#-FK7hqG5R{| zk$!}QaiZ;S82I1}fs@V-*|q_j0UL6>VhcQ~?R~((TKH!>$)k4o?V#PA4Zv|9_JgR1 zP5a-V$p1cf*y*#=VtCFUyh8>X17(Gjz5<0`+&s;R6J~r?>8Xcl1qV(o%|Jmf6@0>)8j*MO{hi? zh&s#zJfIPRtOf)U=gC9jJbB0?Pad@J6^PA+QLryY{b0j@TE+x%48!5nSeGJ>tAfsu ze<#q@a3>4rUPNN!(16}>E|&jzN%zkKK}%i0?gcbU`W4O+Hwov)7ZZiXMgj7!e+6O; zn<&6`M6$*sfCMYP;&AwP?8j&X$UL?Ipv(fy{;kX^j)KPaf7F8T0tpl`3fjKM)?&sY z|9d_t?3lFJ@4x8==+szKNN^0U4D}6y9m0N19s?G_#cx0^3eUm0>2LvevUi)UatYe{IO$eQ-O1^Amu+7-{sUvUUXak2yh)!+@!P#8}5* z6k2T0KOT!i&5tMMSp`i5|Buo0sOB^oS?)R$Vi-l{O_0I zN18tp7g9&!g5&?X#0`kctU}_<*MD6e+5BMr|GXtwZbXUs2`g-r737Rz`2fDS6c$&s z*v0?DrT}LSd)xxxGQ&T>Sv?p9dverA377wc{3k@<#>aUKey1eS7{8NKCLcnQ$Vo2iDIMxS(?R8-a&JVea!^uf-3q0bEKrJMPHYNa7 zWrD`|;vmU`62Sruj03kt=nqi6GY*(g2oVU>fqglm8p(pWHbznut2Gm?-xQl60@ScIidwI5&{TqMvRi6Dd0r@*3; ze*Cp4Hb}${oC&5`P`msCunX*%Y*5M=sJ%7|EQ!F$BMJx6BTfiwY*f#JHMRa(O*jYQ zIPfXl;StAW5Fl~x0VK{nfW+C&NSqyv#0A)qAi!R`01lJO6c#B!|K)&s=D=C{GcN)8 zH`JpDBNCUW_b*FaS|AdaL4d^NI{q$kaQMGT>5>{x8@uayKGrHWMm#|xZv zY_1Bn7j{unM~cqnH82t3MI8M=`3rD3B?l5`DI%q0pxQM+9=?kJ#Ykvn4LEdK7O^=B zNL-dD5|_aGe=Ko%oXCH>#1R8Fx)1pO(R(gH2|QKY7_Ag%)*_F7qx1KqkMf;>2tU3A zbSFG>ppmIA0fx}B1~6g2^qX{m_xC5LDq8}?f@vo4dv5TLB)Ty*l}aTZGpBX<0_B3Q zVBEqzFpk6y+!k8j06I3VVqynw1j%pyRpF0G-5`PbegVcBy!pGI@E+Xl1QKho|FJya zkN{BQA?7Vis2&IL$v*rlWcz20`~lnxs@wv60jp!l;FJ`cS%8$0j^zMm2;nve*n^C0 zj3WUAQx4&9b0pUN@Ym}9?uQeaICC9|GXzk$3||z^v_s(n@+e$D9);7kQAZjxvQ8*nPb)>sOk14?7mbS3dqzB^rghSMi@Ok36F&+#L&C3GO@mW5vJo9m*p` zT!NZO5u(&M7IC!aK+Jw31S&Ts{h0)H6h}Uy11=&!%0NkDhY~1&7JY*VL5pn#B@-b? zNC6FDmB6F6wV1Zpyd)_~1Rq3242T*eLSZuh6o?VTd|-x0hA9eXeV}kw777;xL>&bI zkDyr+12QyaLcocSb{bR54811)i?lDp0abIHLQq4#$3e?I%mY_q1Uaq`mI{vgXp(@l zEP-QFz|1Cv*r^cG&@+;M?14QEM?Gdq5L5(UmKYXt5*nmJoWive>5ZPmK?QB zBt?)N*)u>5$EuCbsR1e}DgJ~Goufd=93?8s&>*CsynlQ;Mge{f9((RcDFF_1n82Sk z8iWdTg%Uv75kUw+p0tP?P#+~&E++H)1PT`)Md7r16maX)0$v6290z@|aWo$~1cDuV z5e6r>e)qvql%zByK#n*I-6uy#li`>FP&QIPN5oP11%Spf3TMQiaOMOGr^15~phFmf2V$fKFs$Fh zS+S9cDi~mk4xkDsUswvtrv!PItO!7ZWtdtSEN6zMsR38R){@X5#4$Mt$Dv|+Kn^!( zem6>?`KwVarV$_m?c4pLU}QP^n%*#HM!FaaQ_o(YiYCpe%ej97p+fsO~2umIeNV8j=e zgxr}C2gXa6hG$`OA%Ng@gM3&3Bg6*iK!D2(YG(l=826l;2jK!Svi|kFh6f=Bd9orf z#y__IXQB{f!l{w4G-(qt zl2nj3CxVL?NB6jpnAG3p5q|&>FfstBm5HYj%)p}8$p)H8|7kFRaAAP+?b84-kii%i zF(K4}@vWK(0Ga@)tH9A32<3q0z&@JQjsQ?7v7t2zF@R7FLEKlY>(^2Y5b`Xj z0y~4f*O4v;Fe@YU*V1v<(WP)9G%4KOaw**1bSV&|7?lJ|4;KQ{0T(E+!rE3GP}PtS z0(1LI>Td`~_NWxj+WucDAxB}vab6sbapt|$-zARZ|GMQ0aR?*8YmmSTEHTKp5C%7# zze@s4CkY=RAJD%9;sot)2LRUTfNM_x)^mgjRS|$+kow5>w;BXeelc)fh=5Hxf==s7mv!$X)zMxLGcp6c(|BK%T(rik?|z}4vZTta48IMb~N~r2~i1A5iMI+ zI}dv?@EZf*rv?7YYls*8NWArX`!)xsU#N>bjSj4(xn3WAS*hS9wF8Y3#Z?Y6p_4%z zc-G_`_$o9Ve8Coi!NX39yaXDB_p7ZDEe1N}w->zW1AmRW_bo&#US8Tb=wIGVGWn6X zHSDyEuHIDGeNo-c#OAGZKiGQZrOr81?WuT$&*vN1iwPHvz=$5YbvcJ?>u^G|F+bn5tn2;d))y$i_A5W$dou&PCRBZI~^#<&@4?=R;PLf}IW@Kz|j`efoDs@WD9m`*LGLnbIZ}8~s^U%@r zHfxZFp%ZQ-QLMJ;oXw_;>{w*|xw@oS;XY75XIoTLxv9ZvE7-Z`LZNXQLGN*;Fgb=l zKI(P(-J58gtIJEfXP$IjJyChd%((njs*(2u$4@lXz6*tBE`^(MwI^9V$^LArau9`P zDT}=LqnO;)3x2t$;YJ3&g2hzp-_ptovITSOB?|OpQ%yfE@6pdXElU0TE@X4&K#uqB zHmxHfAcaK&7R1ys^8IPqZ;LUd~Yzg=gXi= zw|v}^hd_b@V?sx_R<(n?&JT|8ycEOUCm(rw2;))Dcet*pUf(b<&ANPyf1F2IN7A5^ zN=KxfZSL-SF@mpwEYBluprah*NDhTGQX>LY3-r7a>VFDk@ChyaaQ-OZ{lc}uZwGO) zCCkN>i5^{Qx`lLcvNSyFW}@&k=bM>Z*8c6=`-h?jull}kFJ`%9F1_wgXw>Vh5r5b> zdyPeCE5`GywvB0Ge->=S`ir*5vPqPYYT}-3S8(^9MK<-s?Y*>vxl7(V2g==&l?Hx~ z;iaZV_oplG>o{}~th|PU;$>foG%z$IE++2tCm*XBSCQ)85CiYdj#=7@JIypRB zXSWOzFF6P`yLEmkV$E~#C$KL%1Ff0mtzXgl<*Ik2~+|3dvO67Ec-(5uve3Pf~bjnZ>FwyS}VJHm4`KQf!=Mp4VSy z;<$=>y`T0gC8E=EUJVf@BJVca(K5FvG~w*}x&XZT!Bt_z!Cl>TKPmA|wN#wH1$aaE z_uSQ(VN>>QKcW3*KiDYeR2HnDxA;N^E{G(2h9>#)3fgn0ekPSl{fo?E7N zW@GpA%gUI_oU+SV-Fw4)%UW+@Tw*f!9yG^>5Jwp>IfQ@JOpKk+u396C4dXlwqmW-t zF&DnBSAjb2auylw`tv;dszf<;M(~4c{kwclpL6{+=*jxZ z5X5hdqM3TV^VJu2mm{|9UjOpdlev9+xx6TJ_vb)UeN~O}L58LJo5P$t#SFYp;`R=M zzromlWuXE}=VdZXZ;IQAd!96yiX2m_5xQc@ZJBCL-@8?zz&Kn?7gQ^vrk4E8zg`oITp%qLKvjT=RD4mQ%SmSt~SLzC=x7 zm(p3;;W;Rh!9Dx6!|@$|Dwb5DM$?T4o5e}gGk5OCg^KMm_!O<_w`>KJ#tbqozFYQ6 zq(yVDp#uelNR~5L?zYPyryh)KX-YOQtS4S_FBY>*-m=K>bn_uWPO>=4l8cuQ$h=NW zao%6(dog4=e4am3%AshMu#rvmTxQP9A>j@Fi=vG_#5>9wu42i`;ZvDIeD_VwsMGTA zQAvq>mo@atkZ3z>`&nq6Ijv z$)4L$=}sP!7Ts=1SImm9s5u2pY9QsQeh45sB~w&xb|}~0vSq2bcgM~#>p;cqz^$}&gyL5jY$~_virgH?4|j+{g|lnL()6V z(2Feof-a9$Qu<>R=*)s!5~sqrdW;g3KE!Ixg`n;DG(IaPJI|$Y>+#y2vA(FdP~_4- z_Ic;hSqksl659Oj3K`~W$qXdB%cCP(3hM)hut5c1#<{y{+b*t&88QGPis) z4_Mc0yyz9yp;aSBdU7Y%iSWbbVE_XAU1HZsDIjGSj2J1grzHsf%~0BgJn;hg2#B>GCqEaPdEA?7G&R#wZy!)uAz{v2|JAC5yHAIUC$B zw$AZE<@w<}G9kkvCyU~wL2e=0d{y&;^7l6hCLT5(kJ5ZYH29^I&n#7_)$ppBYhIB{ zcnw;7Jj3Q$)3${!!{>*zsvY*>l1Z7~s;8ZqKKl)-U4LC2ckl6zx9Z%3$4|t%)NImG zBad@k1e_s8E?O13B(7Vua*x6@)Go{B!DB){vP|ksIv~%p<_xJ4$nRfTkYD`~g1F?3 z7O4%9y=PZrI=a_BE=)2_$GU)C>8SH0=|A@xz5io2>gVY5k2T484D;oWQRgh8@~n2N z(X{K7)fac%RCeE%XwdeizpHW5oT)K7Z_t#}pOe=^(GxL9+M8pTTj5x-Q{rR1ud;8r zuf1=%e{NrAUtK;`+bGK+t;C~??>;9#d`p3L3mMVHAC{@7(2ANeQ||R(6GDWNBCdB@ zqCH?14c8uvTo3t`YAy&zT89|(3)4cOEgyMqKJZptp!IE#m@rv=QfX?Dp0BfXc}ags zcgb+cU@mqyW|tmXOXllZ*d(v6UzI!D%jS5gq-@ZLHHAu_1fBDFj>a?lj23Ht2yzTt;%h8?1_z=iKNqjmIl znUlACd0tj&SEcy8*ZP7@nC|GEDcSaes3f}|pRSaZR_3k^g*Jr2<3yzG{0H83J(;L* zzux{#hU=_IzYNk&WAlgl3EuE_CP?PCmWq$5W3zoz_G7Mx)XZnN@2sQ*RQql$bRxxG z7F9n*qE6SduraZ~7{-?Ey7ZMVM|t?7RRUULjmNs^7Hyg~ds;S?q{*Mlkej2*#Z60Z z4v>dmFO3sowKwt6&?G7IkSu{+|8|3Er09{*u&aCZi|b{`(7grond1(da?j@rU-B}T zYD$v7l-rN8Kn=| zeCLFnB)f<1r$<}+-W>m84w(jPdpi194Eq>ec#`*AzO~oo*GpsbTOoOmMo{vjXDrgcx*WC^D$hl(OE&kHdv3^MOy!n;8?-U?SW>!fA zk&(-7VaP?Ye}YGKIb9CYP3d2FjO^5|&NS?k^b{##m|(Y9GnlN}v8xZlR)6lg9tSrJ`QxEu+e6X@^0W zG+#DZj?KntgXL#u`sk7o?VGZCZ@s6lY1|-^46}Wh=AbRt#+cRkdV|cfC<97IKDP=> z;aMiE?leu#N-YTTvieEd;Wlk-lEGs&U7y7fKHjx#{i;>@sY}Hsoo^Crd$i3hbiTjK zjw$n<5EbY+|z0kjt{3c!_ez{L_jbsowf6_n(B?iE@4Bbj#CWvx#{gYI7;4EvEOj zpQWc~!*TDdxu~}p=NRf^d>oRTbaj)4ky4-83fhb8q8=V24@owS4y}F`@VzZb$G%BG zHZ8xfQ%|-mzivD`Pfdi6In+wyL8@@3Qs z3%9x62o7^!bN6~4;*7Y|>M5Y4E~NI^X(qgKXc+bG7-d1KuV%1D8Zsqk*yOwP7$qePC0^n_lw-+RIz9RlbbqejYz5i(+48={7Qx@^U6HY#~i=- zw4M({kTJ$OA5Rx4rI^b^nz>a&D{_IQ0rzhQ24BAFp!kLVVU8dkh(#dz1x?CD| z*2_2xUgdLKIxEjd+-ZTy$P4P~V!G^V>fm9=28}Vyh_m*@K8vDMbq3^csWT&;5tm%HDnCiw^^tRaMb0 zNdhA3?2=yoNpG&S3Ntye&#h_xh|j#>mojq4^YNyCnx`r<>(;!Q_|}tAL$6r!QD>HLK!@SkBBSqeNS@ud$0~^ zo^{tEJGgU4?oL|q$hTuQ&n@cWb*zgrexh&J&ZV5zOQ!Jev&r@8uJ(yvPGZ3FsH#C=NNE_2hDT4Snqnft{RNsmHzn z+JU`4MN3QEn894CEmA7@NeV$oWa#1vH-WZpv#ZTdBZ?NnBQ6xF>^KdQTH3MkXx5ue zJU5ws*8kSHPyb6tz%|jAh-sQ~*#4`AqFa#-29dmasLo~5_r?i}=NES#b>0b-q} zbO~r;zm)ji!7(g-T*lDjZGk1GUONanjKZi~fqhr>4fAg}&z|ItzR% zqUS);4^*tK!WUEuU&HR?R$oTbYfa53yl_iD9pt&grTs~NO;8y9E?$E|b79r{LHW-U z!A4h-)24<|*K+cT`YXcyo(D9NCI`DfIVb#2KUoMmEbq61@tv%_8$9nbkdD@Wl*E%e6T6wlINhxzmMp*bZA z4dXzq>X=80L!zSR+&-BpCb!n7KQuWYgx;F_q)f(KZ-TKUNz&=Ck#AGFndm7Wx2VpuddrTFrNXP~Y~G!Jx0^TX!Zmtc zLddvVVrTW%W!331%|VG6EyGC@5wzmxX5SzBBSgz2HQy)8>f8cG32X5DS@)Q>Z?4#k zsn$hBKb4&HV>+fq)Wc&yIfVC)EZ!cElZ;#ieNLzOL<}*EptrX79+?aK`C-;zzE7EG z^I{26!|)HsEw~yS`GsRr4MQo?jZZab@EfY#d=G2MkiHaZt1B359Rfq@>TBwpYN*iF zS9@a|s;ny*lWHDHr2B%a;Vyr3dOWXk4(yaJOjC!u!JMBwgD=`T5>}KEf2u)?|GL^^ z5#=OUg{~H4{S2nfpQ-Vfs{zLUHX~jT-N4Pyqak)KbXE77x|nvT7Js9Lm`W%me^-Xu zQ%-|W7{7|qhw5Vbp(k~@HN}iW&*@UeSl@%~XUy;_U*X?T>og0s z)cqNg`Us}3>j9-chgoFIa4M(5$aFp8>V=hg`6n_8)vv~;ronFNdPLWAD*N&eqSa{y zl+F09(}UwUH9}Fk7c^*32APE3;IB_7jpe)$YQ=v)oiv71ksQsxmoBRQQvIdIOSO~f z90fFN{Mu?a%|l1irFj~3`2Axi5c~)H4eh!tk0*Hf{bMFb_}@blvi$F3Cz$!EG*?St zSJYQCU{};uD`3g$t2wa4=!s|;$;piE3!zaN(i{z{x_9{+NObosLbo!!FNJz#c&mo) z>%J3$e6KNzqpb^IzUkiPp-t)D`k|`n-o~Mi(!UBRr@^Yyy)TE7q<`gapyD6Wl~fyl zGU3m^^whcv_ANadny}iA$VAUNGZg9~ZI^AH%@A}v}3?`*{^C?V9 z6oU@@p_Z4KF z2y@Dac8K~Pe6nMdrq2HNKIs2$hfH~;qtA6&rGN3^^n4`D6dN|gs%rXJqDofffuZ}X zl2_Bq6jNb~+T!M6F~Z^}nga1{cBX9}=psJAEYmsjv)0pi9`TD-OzklZl5H-Z32ntAJk1&d8quP* z zsRzoTCYf*T3ESPcHdhz(u_rNySI_2+%&T8KFulp&}ZKsud>nZxiEDc0;YxYED6gq+G z#;~du``dMb%o>U6_MdE0cOcDW(M7MaL@J+e!?&4cgfgWDei3)iYZZu9H(#{8I@r_( zC0JVfJf0e-%>&iPF2bfcL{`1!)m!xyN5$S8kt3z)&P2vHj(`cZzxD ztlY4JT=dg4E!*a+&+20qBX8Y9^Hin%q~)nd``P51D(iUM{=RH3uf3eqXKSYENF_@S z@e0W}2TECqA)P$M*`@4_6iKfhq7;2EeIdRE)&xAJ)*n_(4U%1~AzM`pbs6JJ!Ezm< znJd^+iuQBcygt`3 z?7K!PAOA$!*elbO<&}UQBJ)Bfp;zF0jl_fnmZB3);nP;ANNYgL`xEhJL`~ucB}&|% z+XYw;PYtA$x~{Warqq+vgXuA6sx8sfv3^;gv?I46wl=dAL{xj zguI=rMgG)^^AYdee1oQt6*TAk>WcNeTSwEqwAzA|ef-h00m%VewU<^7N%!tmF6$gn zZNs;Tr6~{lYmKsZ=_W<)wFk7{yYyko$jhUb{WyF&#Z-`N&^L^7GE=74kyr4UrF9x-&}X`LGTV#k17= z<})&VcIT(flF5XM6j;x+@4$8xLcA{>^Tm5)N3Fn4!bZS$T&90VO)X<%Jo@zf`IEhU z!-`ym6bB>$B$vxhc*>5s6CA%sQGRw?Zr-o1<@L7*M#g1C1;u?N1#d?v_Kug6lrxu8 zluMLnZBVT&*1F8N3wS%N;G^e-I?Phsh+Xf$r+wq9_^LJ7Q~qv0UO#^SF(U#aJfqZ6 z`rtBt`_zrK6!pG{bL+2|?=KZw!ad47Uq7>|R=Zf5Py4yAx6O1qXrrW!;)OtB-ki~y z2S%Y|v2n2`0_|5!YS#8+Bh_kB=-VdS*5@JFc6VV<;k+wzchyW(Gn!4&O*f{W>@Z~+ zo-oj}NITHynsd5f8Zo2C15F*J@%=9lYm9+ps3MgfJV@1<;!Vy z?U5RqO_YT;%C^}u-_573?UeVer&GIv+T2C!etlklVY{*ZBI9#I+mjt@JDoLiyQ{YX z+_l#Prx$ii+7dqhYGd5^)rNle!+hGKI5|$PclK5C+!yt>+uAwpx3x8rW?qmU2L2G7 z-rfp97IgJGSJm<@XZ%gU$J3EtUFF5=zrF9;Oe-BN?H!aJMBko|JtsEB zU>45w`ij|?z#K;6C=Ht>*^Y8Ur*L^OE;-XcRkO6%pKfUlXLN%ulG0s|X1a%xRW3%J z_tT#_^zOW%svJb^P1lbv{@U!+9#@fxDuEXS@`~eME&{KFGCN;!JEifUarja_n*49 z))T&Buz!q^h7rcxEm4 zvvQei_km+IGkp~4O8iWZC@-#UZghF$?C{4c@&SkYjfYR{id8FuLt~M(j$=wG@bY8E zM6U=9k4+P_1gzh)t<|+6yG)=@U{G73NL0vROejd$96(enQ+qdsGM*#`|CFNGWx_8+ zQz4+Tf{D^G;8Bu1#5*5wQc+x#fq{^ckoeesfWP9E6zUG<8KR$rKF8D* zy;7Jv=x6Y`@yQhJYN;&(<@3n5VVq<(O0xJ|Nm&WYINLNm* zaIFxm$gi-j2(28y!LZG=O}Z>O?nsqE+xw`1$+fUg<}U)@2KCA zyrXzWus||GJc2($IC9LA#FD@gO=O9;i6=rJf+vD6a;%-89j_g~{n#afOL&*?0rLrv z2d_@GsZFcps{K%VzScE`_A8Mbsob#z!rRAOQ}Ax!Z4qqYeG70=l)oXeA~nV~<~k-k zraeYAc6$spW@sgFgQAeAoUxp&oVFbAE2TNLIf*%iIf40cb0Tvxb3A8!kW7HWXTH~R zPcz`m7~Pn)m3$$Uv1UV>6IA8KcnWH9W2C^3JqEGgU}T0wZZJ~(t3Sl(&6?T+#MeW7 z-z!$j6bpU<)gpykM4RtxM-X3kv6Y9t(<_I!T6XhzS89f`b8}6sGtCxW3|#n86EySD zKV_1c+7x!G`ZUng;8C|lN+gYfHsK`pac;T`4*dlC6dyXfh|^}Uwc6LQ^3#VQ4{6U ze3lh_zQnV(w(=h3o!@;Ag?N|F-rVAMioWNJi(ser51q!n#eRM^49mgKPIt_Gd1_k^&tg(&)^nO^lF2j_eYPe1u-Z%EbxQ0= zd&WaMBF8x9N!!}fmB+lMluTXtJ};P@M|7GFm27y3S*%rMXgzhvxrUe-F$YL`GYu? zpydZ_wv+q51n~ROAev6Qu zP9?t8O*I%I`-@{SRprB>ujlJuUf%mlJngPN!EB8u))*G+)Yl0Q)Y{Wlf`dZ5P7010Ccr6~fEre;8!VJl~6khTT z&i*ncN?9Lf&nbf)f4YjV7ObyYo*B60IO-qc*RNP}-0{Now3!O`m_s!2wdu4-wD;XB%ir1A zB3Zh23upH0n%MoF5B#ruj2_uP>%ac}y`NxY_U6l~=1$KPKcioYy>90#n8Y-emq`WL zCok_w#c-)DWT$WLKH1#R9)to#)%|v+LV~wR33RT8)}UjOtMx=|t)P$R_IJ0Kb0}G& z?U!Mh4DazC5J%~wcem!Vvvs;8bURy={PxT4dUoABYa8p=Q+$vax%eSXX{?fw zbW7H3jPm?HT#uZ4WyuapvG@0nV72+?$qrAJ5qcM4Lg8u?i4G=Pi3%s3eTG`!uAHIr z38(7pWSQS46wDfS*Eh2bP1TN3L-+UlNqKJGeJ}A*u<;vnHRqeo_2D+FVBiYiU|IBx zwdy;2KBArGdv~V+_e`(+{f5A{&5wb}O83uO%Qg%=P*M(uE1jI8ne^ZNzG<|OEB}#= zj#27Vm&2{DY#nqO=OfD5Vc))2!KLRpIk!b&U7J)X5T zCHA~2BsSn#J@-j+S4$kXL-`_)}1wt!a793H1 zlEp!EbOOsS5+0)kA9ZMsYWmx2r@Kc^?bR$E`b~$&*AO|b*H|-^d2_Ea!==Bp%v|ITGu(M4Ez z-zF}7V@%xaK)xB+FQI3+?`T-CtbKEC<0mXEU%DW^rda{qGVzM#(9BPs)xc?=>v+*U zd98xRTkbNw)^9nG{u)7Ye&RXEXd><+Q)b3!_57$qA?mELPL}RF{(&k*ET2C(q>TUQ z!85rgahrmXEXXE8>AW5f;hWnW-&aqhyo5(xAiO3sq4bn6AZ}c!Dh`q4af(iu=G%I0 zT(JbuWy-HQplz>Ox|)ole|&t>$+Hz2`rb+9;QM~5r>3=)S5s+c+i6t}ZSdn4`UUUr zWZ(9@64u%y?ZZl?`ygVZ-aFmJ`yjT@b1^_Etn3awIJ?Uyw=eyuSGC(SuN z9#7c##wAi^Z$FBc@jW_P3K4cGP^=<3#Z|G(eizJ@*+|d^#$1LZj?~OeDeE#aj}8d< zj|(3lcsZ;eo$nG)ohK5(UdL5T_36*HZ3LD zyAIu2o;+Wrie`FM9Ksp7`lQwR(ntBcnuAS$eZH zUvZtD_uv}7; zmmP$vYd!Y|Tn44{1!xZNK7<7ZhCTbJ&~@$l)Us;rm>Hvljc6@|PZTNIQSeyht7QN| zqci8OGaGYSz{jt0x1Xz8ksC4JDX@QfrxJa+os{jG$)V4?*XHr{U z^;J?n9!Z@g)-ANfurfB)tI znz}dv#V|(kiyQw#*6ZiyWZ&({eOX`oo-v~4eDU5x`^uRtk;HDOZB}zSI@jAm2R?8j zY#~JXAPHHgAo!LSe#aG&DVPs zoA=CEuD-nAI(h8pBrk37nHY*t)KWq&(&AiNQuQ{f4IUTNeFRewi`f z2A+y1Zys^W*xOBIS+zvmvt79Qnf0y2b~HKC`7`Asnn{Lt?gyh`E^GY_eS5po2F^B> z22_g0w$4S3CM--{RICnCw%DKmi@|ON@Uxd@Y(Ey_yjhy{Kj@9vl#HzW(lKne-raxWffPj{8J8@L)l4=~$-# zN^6VL(fUu`kPPKVe;Ny-tUGh}_M_3Zi6Dhz8}&j&%9Vre28F_>8S5+wq(3$X#P6Es zss7NIQ*xEvI_8o}M%Rc`d&n+aeduiv^He~7x}Pp;H*e^b&QBQ+fnl^8O(E67P2^J3 zYr`t4DxZ=$qaq*q2UcbCh2IRm?q?1TO5T?jGU=pPh@X<_xo^>xO%e6WOyy!ppY*KC z2(d2P&n=h5ov&`7_J?>d+Nl3xC$Thd0$Kwb1d*+>ypc%F&BV zjc~od)hEZ>beGh-^>-qo@twG9uI8%7`IQQuvf_S*b;c4dxW>%}|Y zS*^V_k%ggOK^H^5?zCU2nSUG+yM6x38MJrzVAJUS+=pefUH4b1gB_9n{joOsyyY|R z7kBKISxo)fw+!ABrlH5yJNl}P@pnU+NYY~7>uX#&o$*`>^AU+v()dAlmsF7*zoW_h zy6DXLccYIYm#mc<1Vu0Ez(}AbZ5fsFx5sjFjAh(YE-xp@Ei5VSXRXiO3$wZQW1?0q z?lJGg9oyxaVec9p%8JLyc~1h;9PM{Y9)u*6mVEEM@@pd0r5dd>anKrN*>9OG#K@t~ zI2ilwM)%-&9<$)OoxpCXeR;It#|*OhI{y^M(BuO8XN={g*NgkEd%kY9Uu;z~d-k%F zMKk3E-{TWBR)wc#j**|acb_UHg@7;RLCuIM8(n6aEPV=JK2`ZrLPxNsm+$FzCG|Fv zTQ39&7t~(gf7te899>JpbVss)TKT$3vr}lBuyzj}yJGw7+6kYe?{taU9W-H0*2+B1 zx|`Wos0K`K6{KaldwyHu%#Th8-LP1zU7}xA+j{6+_%gHWeN#Pb%Ga>cJz@8KZ&8Nq zF;;ehR;tPuI}b}LKJ67~c%SF7=J+CHBOB-8!t7dN_GD3Dj-mz~wiA4b($%X||Eg$D zDVJ07l=37LW(guw?Mm>=33r|qgx*B99 zVQ*+mMM*xR6--uwein4SZXnX$5^9Pzo(#-<{Y?SZ|KgtaEpeH)_EoiC2vHu>Aa0R*anVd`2W0IdzyE}5_OL`uqUx&T1{XEjt zSatiAi~Aey80b{dEhBWx_7i&_k6llri0gx;qh)6*Zf9GhtGz&{7(ctX5nhIR?Ht{m zm;Zig&Vcbo>tu3}gPW+J0pSY;X4d@h?dL|* zNpC)ShR*)7I|ON(`k&(RR@TY8Qs=3F$JKr@nuO;KqmV##Dly^XEmBT5x(kks7hdrN zOVY_-%_W@_WO5Xn>Unu%?y|He--|OaZC3JWJ?W?f$^3}Om;5Sd=^%bobCeIi0S8vAB(70aN9Cg3?H5_218Ru-M4D=u6tq&d8! zVBq|8^!8^`X$s#Z!hvSft0`AsEmW{ScH#MoGQNiRSV-j)=hZ9c6_j~41g6$=Kc3K9 zn8xeA1|_!&*Q+sRdU$gs4J;jRB}(;b%h|rXk_zPwlVci_1L9~tjd_xf%dNy_oGjsI zjNh)9j?)uN2k)F0%d4YAA>M!Jl=}&ZWrg5tTS>)#EEJ(ZsO7H=YiBtlX(*jOhWxto z$(-zg!R?8>l^5MMr^uLgPKs>H+hiK}C7`Js!mmu;y#0#&TZXcxmODItNlxXh6Iz4$;^rCsj8lYW@N&Jb&w8TKgKxzTL;DneQBkYjSlwEqu=zQtL`P+sPQFT0 zU9NvAH^XP5U$U-A=_R@B`By@GY3b_WK7O7?D5Cr$esH2m4IKs=S{2Sg`!TxOcaTKYewSiT<3y|rmPC9Q2G2(L}l%Vs$n z=2g4#_SRn6#)e13{N9BrRv)uFy?a0Sze+bGYdHC8ZLE&wo>~j-U*984yu(ZFi%y@A zzWI4VdKKw*efF7Br=-WMlE{A9+!PzJyt+o4I?)0n? zv#+>9v;%|LGphCXG^-oYB11(P0wdj~Hdk}wUJ*oHFcnA)vXetD1_fO6dab`*DKQY@ zaWF_>7yRw>nOC$`#4m4LsGlhE&a$3(F|GUl1@%^tUBK}tC9k)A>vk%A-o5vMOR{B_ zrPXh3zu3Xg*-+R2iB_0%PiomE^t{I};{3X4w57j0`|zYwI4~=T29Hn%UjyaLrLbA2!ZM<)m%LrU&!m#Vz#7Sc)<335$;FttVgr1 zlrQ!r`Yd85&YCV_Z!gC8g>pUWUb>&4XbE%Lvk_*aLIWY~Pr<%Ny^&0r@PCY8y zx?6Uum3Mt>xN4)rw%2GD0#%HbaYdJfA51n*}^MI`+1>)F{c>U~^V+O<1!z3e$Ps@|7Ct$@&xmx^(A(d}} z(oGx>ju#UTsT4_i@CaIz<2$FB6jKm?qkiC~bX#*%vDm>yUUK=(z>s0)irzCwxvsT4 z$gSg@nZ-cR)~dt}TUzIgO7REx46m=heMPeFLup4;r<_EgU7n9NHK!C7ZaK}+Hgz?b zT@6Pv~k(^R{@9L{#7;F(s`-w=x!4b|$ z0b}kB<1^)gD|d5_{C@x~K+?Z5&_>c)KX~on*k?93G;jIzNbTnMpNcXBo18&j2(4T_ zmN@XjUCW2>ec_fR*RN@|n~1wa56}22eC=01c-fT?ZEJKofFFtviInz#1qxg2KH4UW z?BHELy7|C=+&km`aX{$??R3GfRvAO69vzb0K|2F}OWT8LFm;vC_)(#?*e3o` z((^6gOU1UnLNEYV=)j_XI!}NrGx3w^TA*yv0@Qy=xyAQdyelwJycZ+719&f`J0Si_ zX)Ox<{8f!YgqVxpCvLWA>VA+uGP7<`-n^$ zB-H~Owiip>x)xE3GTeoG`-akgZh#yeoH%Hnp+iJ9;% ziWzfOPKH^*J1La(L93whZ>LYCP?S{-rMy!)mn;@%z$H{cr_^ew1po%yyBRU!_C{T1 zLt+01G-3y3bp|DWIV>7ss%|WN6YQlJijZjND+sh*AHnT>`yJu@-?X z>@FA?i`k_6aQs&g1*s@25m^Cko`fcDIZSRV?nxk7nI}o~?vXsXZDBity2Ne-{wv;E z2-u?w_l>gUrBUdih@Td3>-?>>;L+q@n1sHz1-n|^tEzT?)Wo4mTu_W*bIMdx6K*h} ze+gK)aiYe_6291k?-nAp)RP?(J%BfAMNnI$ujH2$MJymUjnYeBpHEFieDSKnq@{ zwX5a<89EX_~9$6wOfx^w?<}xRreny!lM@0 ztpK>JBf8)A!Hw{FB1MqtDU+a9DD?9EVx%{DP+q!o?h zCLbue3z+_zBR#>^%a!m{cc&xe{M?t@me;#~@jtA(?ebLNzH*UJG?!U1*}v>c!C)v{ z8)zQTWU+yK2FjuW%VJlk9KskBV(521Fi#!&Z8{-nWexPw-` zo`(ILNmV?~tsLq)l}CN0+zE{~z!e(oy8Th*CrmVl2=x)wt1lATGn9oDZrU;&P8=M6 zy7|~mCE3|3n!=4Yc3CWi|5cLWa(KOEFucLxchq*|BCcr9r(Qg?|3xUtPd zAFb_jP!;&Vx(BX>QvKY@4WG}qckjGkm+GTXsu{?nCN$q@!X4A~d{SsYKYbEwQ%RxK zn-pGeYjb7aMK-5-rD6tlDvffm>@U=R@L)@}39sj2&tUf5yx#ZHMf~_Biuk2$%mpDS z%gBgF8ApZJ6LOe{F>AE0t6^JF3m{#TulU5}b-u>IdQVM7h`-E4|H)A|pgj25&J}65 zNJD2t7%l8ys(Mm#VYs9fFNS=v-fdkdSL4}Gol^OKWH<$f=ZrnB#Ylt;ieCU^6Fbi~5X2qE8JnLIxNN$DhTR0jN>qK0He%-7Zu$r7f zXw;KQDo7e1IGk0-n)BIY=h?hETtwri@*?61=AwC@(8}T`k{`ww{y{|?Ki{_Xv#Tf zx{frtVu5g##F2$BQlvE+3`FcS0n#{R1V($<=L?xh+OHkTv~a|Kb54(0J+yiLF=B(s zte1rW)_mc8iiY>zj@_hIG>s_}hqc$$ap_rbMlrQ>F3DUGiE!ar+^Gl>*F0G@Sr!ew(^oNrYOT0#$ zBsr-v5KPJtivLZ216wTU4~aDKH~dcoV+;AbVH-`n2YyE|B0|N2Q#vX;H(!R zWIF!@v5GaLcg@E0-`3is#e?dGAUVt3ZUvhHl?viUZeJZ_E|Nzx=jwj8rkY~gpE zvSc<8kSKwVyIh6a8B{kkOA>emyr@#+GWunIsHlXY*k$AblM-c{q>5&cdOQ1bw0>j(rH}rL8t{S|;BKQBcDbSP7N$Ac z8Vma?97ggy{x@g<5pTG{Vqn38g_6$!`|)9|8VXaHI`9(1QY2}0BP-}Z|0gBr8xvZN z{ymJxHy;h!;a@CTtNl`T8(oRvRwN5jo-~DyMi?weO&{JJ6l#CRn4Z zf#bk`Py^Z}Y(N`?4LsV}YM2FoS1edOZp8qHp?yTGRo@G5)z1dC>Sg}c;%->$EY2u) z!Sx*0z&GG+&o%(80W>t!c2&&+X!NTFCJt$ zk=!_*)lYt=q2Jgz?orIF3pBW%%cJ?i>V(dJJQfB{63$ucdoy3#&vm?g2eVhfv5&8XL<9U#3wfdHOq~8Wdc(>KdTCtNkTMDMEZ9w?)Sp^ScR*o9SL9oSKIw*h)nQ>aPbRB6&T zS(Qq%JPy0pM!|d+Chs<;a$woA$}8_&Tlu7;VN3~jDof)% z`<8UBYj%S-Za98NuMlfZT*qkDO2*JqOzP(UkZ6hUD{lYp4NGsE=&)6Frwb2%uUgx_ z_G6X%c-6BQ+E&(U`WDvdX|#29i384WEk4+M;Z5zpGtMgJlm%Ga zZv+&Rd08Mj3-D>NpZH@vI%i-sFGE`c)M4WgVxP%5^`-P^!3q6|mO(edjp$bu6a~Jy zTt++VGCr>7;iv?be)Z(ZQ-Zdq7Tl4X%kSv3wgy^pY>*$sIYOO%B6m6u=U=aW0hcd* z1L0Odh2Np-G5V5ZE~A})dV$_!T+8OQh*Ms;Q1PV~-iXC?l22Y5e#asqIbE@sE-u1B z-q?4~!1`MT!bTg+p8|H;Ro7SFdCO8pE>J8?kn*ZSh2FR9TrTvLjhtR%>!qs;rP? z+XmLEl2!7bUE!z}UH1B|k8DpYZ3>%-rh(-hTR**d{$+G306h+Wfm??*_C(jMnZL96 z4*5TEJkYc(ksGSB2(l0l_@e<$#t~J<4&H6!+!bC`8}9hQjai!ZE~)Omes#TpW-Vsj zvZxuT1ADPwt2!{YLb(j-Kp>_#_dJcqu}O@B8sNmX;`yUHo$&7p({X$RQu}(S5`h(y ztl^sF^4!M0Tw*wXf!DPuZFr(B(biOZI<#sTbaB+o@*!c+FsP=v<$93QbN^HN(*pe4 z>DTx&m8ei>-YC!IH}+W*fdr1V@oi8q)Y(_np3cMhm!mH@n%BQUO^z39K~Ad~T&kk_ z{~`K?A}l0n05X{w+8*+FB9etF+;Nfo!>I-N-*D?cA%C!chPJuGk{c2{i?#3+*uk09 z<8uUUHiEwt%opoG%bL{xiw>NB1$@k8HWCEQ8aatCJXNR=9GYGjo-ype_G{18O=Ekv z4--f+mNgHfr&!J^Y^EbK4FB%6$JQff>fDPI{#2U((aBT%2|?8d**Y2+#jy!~ z0xE$z|Gu?vBn#;p)sX<=@V_wY=vt%w0ze=s|LCr`n)(_+(N@9f^ zPM0aFr8vvffYb}WI^QdCkB_W7c(c=9d--jvR(*VbH2FH>9s>V*bFVAvbub2oB4~>@ zp7!)@QT%(YHqvOO_quDk6P4YyZhxK8fZI58MN7$f6diqeSb)ki>_`&Ro}Og)j?voM zv0K+{qy<@w1`GaOn~Wx-!6MoGVY8W~D+YF73EmGzMOmQx+t)UGyy@PmmXWl@<}Ozq zEkxLV%YzA2ofZml(koyre$;R+7Q?dG_f<|B$h861lSNE4i_WWM(OJqY;xJi6X|gDU zU|33v)G0kcr}O}w(%ETB56~$@dtfrt%Vy&q(o%&8i_{NkEjeWwQvJxBN_uh^Jzu4< z9>r7~D4~(ld8yxm#!lze!Ke(PlAc91{c>i12`zo0$WZbTs$`pqM`^)pN6(@5J$(6= zyVh2wue@*5@a+n14QH*)?jp_EJ2WhN{tj zN!4nEuJ&-H%KahJI6Kpm{CW~cj{(jg4%tBJ1c}snkos>{y=vs2M0kfn)z2R!?Ct(Ayr;KZRUZRWWV+L4KJU0Mm&7Bu`}C);MGa9Wzmc zCevIV_NNXkcMkeHe%o0 zKi2D?>+h>=o$FcFFc@9N5AG>XYE+<#xy^};$`>=I(%NPnI%IH6n{BgyI-Q(H^Y#1Z z@^HqU*13FfPQ#wX*^Ub7KT3Ki>Yqc}rSpIfNs_2m=pay%w6v13A;%%mq>(aa>grvc zD{F=CX`$eI7Yn9p?V)kGC6jPj2=ISd`x59l$}8Pkx_aN2>V4nUt6KYFb<2{wtEHA? zNj8?jl5K2*W0!3S+mK*?za;F-Bq0PF!V8%p=j0`M=Vbddfn>Pbl5bs~Ax?57q3yfu{)vc<(s_ypR``>%NUttQk;NOyCTs404!`l*H zXJJsaVR%z~cEoa|n9@M!Ks6Q^I|9B=5*H~?$=`MVCr>`j zJtcgqytwD2a6fl@?IX4A+@@MlqfW{4ddQ~!2?o4e$b*o3R&Z93Ac&S8OGE)@mODg` z5jhBb=qE0u5z9}10#9?FdP?BomF_<&@T;%YuSe5D|3n^MuB74N1)Z}34=#zMM4TV6 zxD><+gH?jJPUOtxLOOa<2!FWiPvcQ0&;?@FwXji7ki_2+IVDsCVutX_r^%Ro{R zNK!!f-GO9pQzfpjzyKY|o*Kv=3uMpy0x$|Pli>wP_Llj7)lwMY4p!0|ZE9d2)HnWs!01>4 zUSOeaS==VtY1y}dH15WA;O8op&};jB};^*HIGKb7WUq@Cc+*q0Ari5ZS%;tnX zE?M)`w8$8Liy{Rr@}-VTP^3CgQe2cH&y7lfhvycj1RkEt{- zgN}|KSOoINb2s{YBhUz(J(TGIFXtyJBl|3HX;of-vh5$+S&j>{m7Wn{g4NFCW~e(1y~5D3^jj9h|D&xbP0r(}*+ zX80Nwkbpf_t3IqfhTg%S=<`6PEW}n^MS5lv@gjAYP!oP&2ewWJpfuUK^XX}BLKv(B z(n7a^>E>cJCsO`bFB=6(M&2y^;_X-8d<9AbJIxJF2s}8xJ1y{rl5_^t@>gA#Q-u|O z^?&tPfxZUDtypih!Aev5yo!zcym7l)ZI63>aaLu%0v9SD8D-NEw^}Zv04q$csAp3@ zrEocA|LBRq5n>)s)TvTAqknF{5%dU$a!@deD(REsXe)WBZKC>kqvzxUSgA53WK3aV5~jI1Rjo7ofCLC-bkOo*GF726M_?6m#>*8 zS748<#hkd7XUy9wdo$1Mh-XNvmJeP{hy0QXC7o!hECZHi!hod=rPe9T&X{|D(*R(p z>zY}*p1SDPOrothzWkV|L$?x-BOTf%>QFl{&bNj_x9%xG9y_>=LwV~*_CPjsJB7(g zVMyS(-WsscvNO&pY)>7|fM$XlGkUs@+tMrSt#Dg}1#Yr7#I@Dr5v{MLtrBIa0;Rs7RClb9TlIF~ z%_cF~+bi&3n1w9@zjh!;Vx zwbFvJCkFZQeG)S%r9zYM%ClGZpu6It2hA+OPyh167WoWS%f!j`yV9cf>;X35apHAc zX>uRMKmW+iodX94p%2ZaQfw5hf(`HkkG%+Zd@rGao;3S0b^v^FYRKLwF;nC2)i4iN zKVJ3=w^a^uw+eHA<-r^$%y1iPU9~7@s)t4O>AF}HL!*Wl4OqR>kH(D!adGI|`~nXL zpSxAy;qWt@z^}Lf4wve)ckv48vJdPcx1P$I-1Ak!rt~N+Ay-2j&}*C=SPA0=4JXG)j$Pe{ezk4^Y~$skMc~2F(gFrL z-cb*fSH#F4G$f|K{2??K#lFrDp_iyB09)IC2D*6%My)BSW@qy`zh8ss_WZ6~ZtxIV zm$+kR9um@jTP_XW1_*geWhZx&P%G!dgF>0>t~F7#p?r0+;zbEST$AV}2W~6h0tgI8 zsof;-aGdg>z&DNLSgB>#L+}r-SIj?4%0px2v3*G80Srqt1+~uqMD1v?h=^AzelPnv z$}v2K{Nd6VT!zr@3x|o$efzZKxefwaTGptYgdUH7ZRbRZ>)`tP*^J<+j1gLa<>V+~ zSitUZv503&z{g9Fjb^C<^UO{(fQzq>;K>L)9D~&gJQ~FzG7t}wT3OxLf;G)a8;Lnr zO)--P)+A{vhsL61pH@NBawVg*!kkV=z(78(gjFX2v+`FEa>Q)-bvMUGJvIe6NTxFS zk~y}2vbW@=v+JaBF!`IaKCelLSg(nhWA(h0IrfH(dX+pnesq%3W3I@54YcgD#6KeY zG&JOzgt@Qh<2!cfcs-0zT~n@)-2+vuO?OD=0$=e@5bde>$2guldbIr(VQXcQ?SY-<5n?n5&DA`hZfdNbQlQA{Cg# z3+teKsN@Q(7ySXq2W$m}BfxqC#%%l*k`F7854r57W`x&-yY1F$%gseESgnU1ErsBzBT4vd}hjrUL5(DoQQ*5inZFTBW0S@%?vUVznq% z2!Pi&&ciwz^Z-91v}3Tp=u8rd0ts~5jQ z*o9a;uBXL!^g|ZIU13jQ{*#kEd)#LGaQ9myi!<5IgI`%X^yJNHW3WBYo-0KCk?hVo7%aYeRk*cZv#n(>fYPO_YJw}V_|<}TW<2BvuQ7D&icYx zN=*efY#$g}+}a*3ZSM>Y^>#Raowf9aU9sr=#)&((WK_!F^4mLZ4fIwM+i&sraPKYj z7b&GPlT6r#N4)tVR96Dz<0<+dhz-E=c>rbK3%8%!qHv44Z zVYq)|W(>r-^z-4G<1GfW4QC8d?EK~>WFt`Zkgn;>3_SH5pBW3olS?XpK3roQZ}E)C z6rBIV@o}_O+}pLHA)T_=ug4#I(6uK6_^$ZGT+~p z>;vCeZa{$c%_eMr0P@{)YVigoYyj~_T4MvOxpdPNfw0mv5L-AuJP7pv2|)EKv6a}3 zrSu!b7`1qIb7IFu@N$E12+#>x1C*T70Bf*k$QK^1?wo~G+dh%4_N}%CuN6R0gn;xL z2I18=jTrhwQy*Xgj&PobLxlTU8ikh%DQTdq*@ZQ2YdsBrVl?rDY5JZ1tIqv@y}x~7 zs@<-jC>f)ctCE}cjuv-p@P#&&$70*>sQ9EA-J05%bN6i+jY}@zd*20oY)cIcv{9q* zCwzyEhRJF&=&gE_8yF2cG8#8WyCbH7TOORCIwab^_b>fBM8$8IDxSuKTqV_ODW7R zW(5c$yRw&Xg`!ORN_#7Tj6)?OX@yE558Hz|pI-8R$1D=14SP>)Nh#GjlUWA=#2IUb ztJ42ttpX7wqT4jkpa|}aJfnq=dLBG!Y{lb=5(;sL(4SU5$Td91Rc`&tcP!2jC&3KS zNj!&qGi|Y(OtzElB{MnEe)0Y9BX+fm<%I2!pIY>a$_d+Fq~b(~(287LA1fS88ZI`I zAs~}~@#MjVG)$uEDc6_0&@$I0FkR$~s7|i%hGhF709*6X4)O472F<`rO!Udd64Sk_ ztrNLLDb`)9bg=IFu&(u@P-E(7y^tf>PC!u`F^y*t`;`5Non9Aqt)Uah#+D@;D@pou z=%Wu{XdCy6?~3_8@Uu3PKE!9Y*{BhBK8PWIfhy$-Z9v?BJ25o zCN{ClQ4~1l``ASRRy#eK?K_GpMBthXn;yyb9jkjR5DtU&8Wpuis=eDs^Ty2dcqOv! z_Nu?(yM+5z`7UceY0Rg0Y@KrDh7;|hZ5H6v)Fl58aJ@iWL|ivuuEQUqE4Z4o>+Ev? zo7Q|9qfzn*5#WCl)<5~~1<@%)UYx6z{;wrA;3St5x?t-2n>_ht{pdv&ac^T2sQ%sTxGnq6&+|ihpj48>O zf^0*Ol`ZhW-)M;s4uczCPED$tfX4$XfyZB<)DVyOf`OP=1nhLe{pt;4;fo}HC05PC z-ZYV{xjLNqyz~#lo{;Bw!x)4;q3Tt!*8+P&|FZw+-`;lQza8%GJNosb;I-%P+(QSZ zKqwP*7Y|Hv2Sx+r|2h1P`^Pta{M>Eebqu_otloWdU+2!dC&upH-PgHrH>BQ^%ctlc z0qVg{$um-?WUyN;%9>h~HML}a2h}2d)F=$G;U-DcE{SlPald5CF3GBKYTYi$D>q4k zGq2Vp*+T5rZ<74nLSl5d6lsz_tIcgzBx@7X8CcKzceW1HBw3D+-Z?U~y~joV_V#by zQ!$1*!^=aG)t3EM3hh4DHk7p0?tSL?rn~kIT0m^K{9kA12KSys@$)Hv6hA}iUciP+Ow!&<>XOHZEg9(C6)hPJ=!a{Mu~ksh{Z>W2M7pr&(VdC% zrb-*!EzH^~q+UKJQI@=aoa_r5q~45`QS`s#<_ui&T92ZsucCfzTz9(IMaB%G*cwD) z86@#Fh;nU!;%jaKZH978xPVkgORCgZ%wP*tZ8bui%8=`mYQ)QDQs_W6-#F4C&Qhzo z16tWbB$#sQtCU=&RNB1}n={|lA6{(@qr?4uUR^Na)yim+zM1uZnN%v3(weRHy!Y%{ zdw5UxXxu<6)oPU<;&DyCFHo-lnp8<6_8W8K#qp`}PmDh^&NRWY|Az?2js$HOw(nY2 z!L=ipcJk*XKgMQ9sO(T|MQC=|VgW6q`vvkp(Doo|=t62s8WE&62F5FDpV3m<>@RxM zZ<#imc9|AUG=^Y*{~5$dA7g)m4MH7!U4&krhk(~j(Cbanb}8DE{RMAQzr_XnX#yC?J8Hsx8h3}UONiZ}GOjTYST(&nwx zrFe4Y#7uLM0-?6SEd=H!bBH-Ye2(}xjH=a3{+!rH z>;N<$CKkyz&P9@z6ZgSjt>54@92(v?Y%v%t!~0|tcM%gOIKObb+`HpIdHk)J%`>}Z z7H8<}Om=2}TgS_>17q8MQ=YibAUL^)VAP|+vsQEapAjy&_Mv3ktC!4prPYi}{Efea z@K+dIqw@rJ+%NF>LNnulGc(4SzzpCFy4Hb?mw9lt^0wdb;CfDjz&knBLnxS1iF4k{ zKERX-`+Ut!*)6;MsMY+kU6H>{J)`R^|1*aunL_J-PoQj#?}Wh&vE%P_W;Z4iBY9WY ztAuf!D%3UB%;YPJNM`fFA!o|W+VeZ^*)nr-OWUs?61|il5)%L>)}+xGq!d7NH(+}? zSsL>Md@ZD-|H`t}zk5?mE_ZOTjYp-N;01#>C_tYWT-xB@AL&$z62~#*D+JuZ~ zD>9;gt;mRzP)4+?8I=69>oP)^^XddU*WO4O374Va><~KvFJD5f`Cw>)2glk=cAdc6 zIYoPO3Ml0=UM{Y{?p>4OS%+)XA*C^p%-YL)OWu!Tp8XdonkKm5RGJiW)75gSiLC2? z^MJn4XjMaLE3;;u#_;0pbFCP&4{uMq^HprX`Y!>wV_=RXG$J&db0 z&gO=VFnUkPN;Ab>t$g3$Q&xYg{zW?BRX(sS4!Xq zN?lykiku{LJaUpy#WSkWYTifb+Nu11H6JTAr!VKOk&*#EvEfhq8QW9;bsZ z!PI@dM_eSG6AwdhMvl_ZT-Tf)5)zQnERs>NV}<%dkv76E)K>Xlc1<5@D~dLMV0lfg z?1bzGN)yh+7k$gaO$4WCg~69-O>*+@r3E|GDQ?#Py1P=(?BC=K8ueP^frSxq{f zZasF8q=cNm{C;bDqu2%P&1Z;L5T|ZFHUc@da912A-!>lKXmmlA#bS5IrZ;xQST@$R zahf6aFPu1h;_!a8@L=UG?ie?J5_c^K`ympD?CjhGEF*q?aH8J#iuqT-Ss}nVXp!*z z-jvdpIO#$IKd2V?`q29q1b#m^S3#_tn;3-SpXbF3VBCikPU#m#cJiOmf@4Yn#ab`c=#7%`M7;hmRN@MVzrq!?pZkR*!NCwwIQyZOQiz6`Ch7bif{{2P6kbYO>`AS15m_sJ+z!ihLG?; z$vLwZ4dvq-V-dZ^USJM?dZSZB)GhE)&L%@vz$STu4I5Ce>bZXIUxPs=_cgQF-SakQ8aH=;#c@{i|neCroIIlt)1f!B9YL=1m<4s91LhRA+@G4AuDZZk`!8rLw+ zYUCoxG{7D(V6hmIz1p;>>n^Fp6Z8?Zu+V^bScRlrM|fD3n(J<4=IEysX0OfeHOVI) zM@xfJy3L;B@jG4%| zkxVdTC;>j$5F#TXG6;Vy2FXZ}44_W~WF$bw4dm@XG6>-bR3;l241jn!2=_r!0Vg{M zaV6k8$gdzAUkgqQCaOV=tE#Cr_Iydfoy_Oa%3=!tM|0R(d1^L?1<;ASs$!zKpOUeF>*tw)~2Wfjd6hy{^O4z&F3!_i2<5 z3NRfO$H85A9nw2WsRj~|1e!SxBp^q88B0Jrpn?e^&_K(Ug*I&}K zFIM`9B~?&U+Fbanhsw99V!7|(=CBRn_xpnl$N;P7q)3+Kl!mtV+(n_Q4^^m9n0@1NlQH74O`W+ z%iou&O@6mGYNk}ne@yEwT84%goBNi(0O5TZtwm2>Ait`&=w!59tyn%oPRZd;wHm8` zVR-@CwdGUvNtD$V_m*-4N_0V+Cm6>4M92{Vvkk3(4vv{Z*&h zQdN)3rigJdjR*H0OJQ>Y%?gCpYd%O!&OuTHX-tV8OAO-Ech=!`Ew~NMs-QYPDsL~i z0wzj+Qe~u<|6XZ~_>skUmImi1+^6}(lDg+H9*rU90YvoA#@;uf zb&)?Ci)+ompH#{13%a87{ps;;e`1^;*`o7z#G->4pHgSm5A5AAI^XBIeyGZ)h7 zVubn^tyZJUN0V&2*p}UtVZ-h=kIrl}g*_Il&*AN!$bC}F2H1E!5(l(@;sLF`D7O$X zqKDXlXr=b&UnIA|lpy(V$wXNEYJK|I(310z{%FS;=9rX#>gy9B{1H*$QK9s+JU)); zIKzV@rF2u@DtMaJz6+Ljg_s4k;bar_MTigPDP%JacgV=<8M)DAwYrQ1Hi%b93y^MTRmXjdTF{jF@q z-#G#?cEOW77$=b@X2hMfq8Gsv8`QQZyrItO?VEsf~}NhGQCq0z}xII&<$N)vT5U?YnmGy2%?> znP5*R2cGIqxe3^@E{q*~R^{w^k(>jeOon`@WHk8?IaPGxS$3)L1#Oe8_hA%siJR~s zHt{UaE@=y2;I++v0xc%CZYG_eMGZuj8EoBCXV;hn|ynS{cCI4XZI zQAtEVbgA_fVv%Z=`d7@s;aq!e>LY{Yqf@C^jLb4h84cz{W_dQ74Rnr#Bjv7Oste{} zE8v+A1AUJYS>hzBNy>t#=z()?lgS;sNNy|H3Ag2xUa!i3J{o{PUXJAF0!ymXj$_iU zTub7X6w=xiq=8>=ImLr>WLco*GSW?h^8(4w@qs0W>NM{-R^O%z>UZhW5w+okW!+|xge4Ni8ZVNrZx3S8!ndx#VRZ5+epouo}9cmxY*+HU4+(i5eXLP2?Q6fQ@ z$r&)EZ6aqcw5PyV)V<*%IeS(?Oh9AiCbp0_loCCx_`z&3K*qon{DfPlG54HvkbD5mCxB`hN#I2T@<7y3lV*H?cIkv%cg=bH#I zywu(&JH>+w*rreMgv|&pq1AGa^5`mWpsRG39_8V6fJg;M9o=*x2MQ!a1UYc2l<}qc zR9_v7=gKwo-D^td!M9><3B6n{zN7Z(RO4oUeQ@Z8E`P6Ct&0U7%hozQ;p&lb?v`O+ zI_?RCU92-Sw5`LFvz^yyzSZC3PP%pdot~6im+i_u5O$1@ruxGM+0UG;CFRI+1(!~% zwj0e3N>15gy`jWNr_n5qKYrfOyjVvGV`6!ux zJI;m!21fwx-$s3p`Z$=8M7w+@VTK&^5E>xP2Et=X*!5>pOQA#dqs&pMFuSjLI~j09 zN`Hp0A0t&`_pM0CL+V_q8k_n!a3-u4FyZv{hPfnzXCJvV3uSN2_fHpC>R;>9+RIgP zndQ^c`{wzlEfE=-?E{u-H_%gx`7^42#4cg!Wyzm{ha z<$~dCE=awcpX~O@6$-7z=&{obo#~@G*E|iDrrkiAI*IM@S%x)4JNZ{|cQZh67ChMV zz)Mt<7vUafuo838bI2sgl_*w!c$YI&U)_8}Q>|v*wV_*xQ%|E-Q(<9QYPZ7dVOft! z#r$x!Or4Xd%`Q|027?P8JrEN9|4273&;xZ}x%zkihm~ptr+IeStIl$`e*qGG0N8SHFi6 zh0EyJdT;OVz=I)a>g)=PB;*E{#pX6B3SFU%bv1W}!}h{Ldv&YB-I2>V`X}41>#O?e z_mo2m{%!2Y_T)SpINh^b-M^n^$MYC~D>LJtEh z*(Ts~eF;2`1$bTJ-mF&gA-G=|@G@0u=i`Q@@aJ)~(6l$J!TC6UaGII$=cVxA>g9Uf z)R&S|w{cU8)lj^4d~)n?HTr2obVIgnL&6GQC%4k?j4aM%;6HJ^*{&KaS6?V z4vV9l#-Yuz4m`Sl`H5DS*425jHr6RFY;dL95_U-d89i$ZxjJ?aHewwvlPD)59Wd6Z zEKQ|U7O!>rJqGS#B?o?#0M!$)s6C&XI*4MOROh!cSs3epr~o|wo#OMOsQ;{2(}Sae z9Qk0$V$t-(y)u1xvF%yMQs)=+$C%?dFesuz!+K!AO2;{W+MeYdOZv_)@aR|^8x&U- z7D~ z&5_p{-fbWn()ZYNboDj5BhLyi3xpuuL+`E3IJSOn%CUTPL(P$bl03RPeNO?^6?8|C zff%5FmI5u^qpolz$T3Phw*K<=VCkmD@+CC~^@0&OQ`Nq@$=6)x%bF%r}ZX%)Zq!rQZ>q)9R%a`B>fnFmQ*m&6c+S`;jEi1M$Wr4{D7T%z_K&; zAgj=*Qz#_D^Y5Mf1;Y4N?@mkjfr8zVw{Q;>EIZlQgDS*FhBl=*Z3y1YM?Z5A5(NA3 z9{wbwlRSRo*yv)8a(V(K{gqmP_kFJd z+?U0fx!Ar!$t2CuF%gICL9Y6u`8e3ef1$xvwSp+4aiokk5wJx%JwfXfxM>d0qkT5EENlFQ7H z_Ymag3604~i$KoejryWN098P$zXPKeXgCf2XI|hnG=X}v(PF_LV>Jv3`Vl8yB7Y3} zf3Xldfc#{9{st+L5Nkna@|<5ZH;Wp!wN-3~Cy@dxrgtS;Mba7B<=j*1nUdDEoWcyH zEi2_PgZa$R9L}#-ncsDOr^BDz|B9dFA+RJ_lKMKSvG^TMzg0_IjS~~3R)klgj{GV` zvVudjxdfKDjv)5qtjTV*+6@eO6G808e>H+KOq|hBF-#LYUwn9W&GD;7x^vm=SVvV4Vd0+&<<9%dEYL}SJh4ynUtQ$>1~C5CC-f8=w> z9*c%Ja3iS&lD)%cV!rb=1~>W~cDJA*_wFGzMyJ)`H4@C1i9c$2mLkA*e(^;>=8#!7 z&KEU$aFb!_AN-JlXI!jadmiov{2Z|rjDWwC0}R8DPiZtd+YJ7X$NZ8{D~U7s7xTPM za_zEejk~nF$^EL}I5(Z2LgjT8f2HKI>OoEZo5_%~nwN@SusiFU2af8Pp z1KdL0N8C;@f?Jk7Mw}*$dXCcQbw>%wDDo7+@?3Erf#1REz?R}HCJb?|pW}a}4Pajn zs~QLV*T+2~_+Wt<{5N?{>lYrh?=%JzP9n3s!EYBHEPxVpfAFCKCItdXZ(L3qBNiyqo`*k ztE@8`O&q?+;WU72v(0XCiN$GJFG7D_j66Ynh4x?^z`!!rsjNz#ScI7|hFCO-S+z5G z>y(j{`>^&`lPDJ(N_;wLe)xy;Xr6u@hEJY z^5KK@ZFAec7PUP-f3NNFPiT8Ep3Bz6a@kn%7#PV|6ux`$`Ae5j_QE%*5W!%FF*PeT z@mtD=Ij}nA|HKmF2~1!jP{`0{Nz3k#^f!H(aw;r8X>mMw=mdk;^vrZ*iPe}XeF7ypUuBfpQO6+SRkL+h%a zA^eyd)8Xf)M9~ey^X2uJJK0}D`}&PbY)~(sQY~DR++?QL)uixTWg%HDRWe_xJW{S> z!Xbqpct|js>Y*LkSF`TOHXys>&>s=`=JJBQx~V^@_cpt#B#vqvNXk^lSi3h;Z}$ic z`N*EvfB)|v57w?6T@utF(X?_2y<$N<0aho}EBvU>W&(_4rI;aPuAEq)M~5`G*lDAGl+U+aH?nfA=nIw}VMk!=*Rv`0|yTAK0FL(w<${ z*}JjX(R8q_XRO76zj58uH+Sl!fX&`iReY`Fq(#h39V3!3ieMB9CLKH@!UG^P7WpKbdy;xkyhmMy-Cxe|^M}Pgw@YaqX ze)HfLujuebsGGxHjoB%hfml(zGP&Wle+}ssE&gJiuXP2q$b3TSI~WTA(ZDAF1=<3} zLdF^u8psgBB%pyac+He`gkN4k29H|d-RT0l{b`g?BDa8d)D&$R5fH+FsHt`m%LRe@ zvBhQ9od0q;DBP35U=^GXviL3PBk&FhEQj5wdK3|jmM+nDU!B|Y@e}0HR z0t)f?qu_NL@aXZ-hf<%h z8XMyVJ$L$VwwjAi6mPOd!;xsre?}ZAp48~znS@S*H&^_A*dbR9ZoTJMc+IJ*U@&<8 z1-pZCJym@Br8~BCxsOCbw%DkM$$59Jz)P%7xuMN4}NGv(m^fFA&O-`>Qahl~m zPCNG z)R#2xpmbu;?EnlLCuwTJf0k-lR3GU`*GX%kdckLRgB46|5aJzc+M8L6Uxvwun_Jc{ ztTS#PwU(gE;j=IrYK=A4v@o7r)Y4$vLNO%a)B?&x>x>-U)3ze#xcEZJyp~9Nn^$Ct zPjf~c4TA`iI)lLB)m@vqYK^!q)UlxxH<+EA230rdia*N?H`xh+e^sip7ysnS4yW*X z@Ca7da87gagVr_eF+CyF_iXMe{+1IA&~|O`(iw6W?Z;MOkEyn6L@KXeyezahA6mRP zlqU_&8DjMb%+M?}3sM?vh{^tCaX_r{+LwK}&qwz!lfXnCrB^8KkbvanOo|sCB7KTo zH9&x9=20Us*J5Of-6)fNJIoxPsrJQ$CUM0$VU#4z_LkC z>CS9EUq%&02sqE=uJ(h|`#QESiUBZ1@jM^vnds@fYA6<2vVZ8Gc!Q3jbVl7>;7*OZ zd1Z5cyf4YKP_spAOf9Q+=Ev^Zln5_elWf_(D2`vb;*N>5f9R5pMw?&uN{*nz-!huY ztjSj?>Ptc6S+G14A4s{Jeiu}A=q+#Djwt4r zm1j>VDxx2xe=|X_1MrWB8)Dd0I-My+JE8U~G#Y?yg3wqbiM#kR!&@Ap%`LE6tKViv z+k!B~WFkSA9?V8(8u2c48hl{$UN{ac=hOS>1WZp9syTlz1ptJ9jdHnoTRh0}z4e)H4hg&Q>;-0~iQ&_Bg@>6%D@4D9WUPJOtps~F;HU5Kl}^)Za3 zwK%%o0x;2O+7GS=OA-q;grqlB+s_dKxBz1Xqyip~9dnMD)fJ-%0tIBxHh9} ze07iZw2+ank;!fQ~kl zN%H(tDK*-#RxJyOZbJppRZs~c36+#KQ(+-2Nj69x)YB@FC8iU@qnqNl(8O?)H<;e_YiulCxI3Jyj+K-@fOuX~YTT)v^qTbn@k6y5pz>??h{VR^)4+8%#oxf5gk~ zI+fG`EQWVk6BP5z?1ejA{?gVbx-?b==^qw_N|`Pgq@FAh!Si1RaJc;2<^a9g3wn7H z^eU<98Mw#~2@|;Tg1;853d*Sl16{k+zI2xGDGEcll%XR_6i~a_A|+~fnV`|1=FM^v zxef)a+67nV#{TvCZVi-ee3Hh|f4O^gW=Ese8bE%a_7a)G-(|Gkl@A@nca`oG|G8zX zt4c!?YfE=P@77;>hr(zd5IIqVk>hE9+HVL0S!2a9%n)%%@eUncgSBG|z~2Teg!4#W zugM#QmtA;+OAuTQB;7to_CTTrio*auf?`9GM8YRz0ie%H^mUu?W$W4{}W1#jZ& zhOb|-^79*0#KrqHihq@c*v@7*e`$43VM&9I(W0|yWAoa*3vc`Rodd*OkDdSa8o?cM z7_C0psOf828Gx`yw%v%}pp z&kPSYNO)V*s-ASv?Dmsi_q&0VWrina#h0Q(S1pNk*4c`WI_vZBybSd4Yv{b}?(zxV zpFxi+(5pC!nE_5UPR$&)6pwE54;*^0A0ISliP-% z>wB!=wn{D&Lzqp?QYh&62h6lxCY-W+jc6+Vy7;`{_4)ike=|W8e*;!8NwQi74_EyD zykvH_F5CO~+mHFY9^Zv;h!UB;;}?(aT%5IG>bx1yygiI~U>si4hXHbZ7$H|}9L{Ff zrH|+)Duf*>A=iEa1ETX5{N226XL{exR`7wym6)uDl45=mTL+LUd1BbLeImVYc-;)H zSCH$9iLQz0e|Fn;di&puTu}>d)P#auE86%J(l}O?QY>1_GYi)^S+UIMChOH}D zh5^!w%P(rFQ6W^{5^ZGBI<~NxP-`+`83CBp=K_SCf1%kGwrDKj3g+sg)^&PDW?^nv zonCvcX|P@@wt__tXgbH@Keis}eo_{vM~kTR9TRw%JPAVzJ? z>lclLe-^cc7A*?3ktV=5Hs>vvDQC%9J}efQ@^|? z9Tp8RuCwHmoL13pUAHXOUGD_Ez+#aNj9iyZ)$B^-X75s z+StNX3Y8>JgMHPkTK`%A>J%rvNq|Geyb1GWCoHvwBxSFfu&Y}}0iXYc{Oysla9)v5 zf5e;&^Vyh_JdND+yg-1$aZ{DK*vW8ar~o&yS`oT9!v}=PZ^3^=!v_*ToVL=cBCd0E z*qs^I#aj^Ggl@F&GRiaN;?15Ghdb>cZqoqzOtCr^(wh5W@9C$A5b-ATK_`2#`%Aoo zyd8|nkRo>j9Qq6)0lTq_11jZ2>;F49m~^oOAI=UnoCmTzl<)9M=g7MOzbpH?RpEb{;&~aarem0__t5}r87ITz z0ApsREXtUjDO;4QLisc(2jM8-$l-AaM>7D9s)H8$cwSa?+AzSnnieY0%FVwAWNr@(mOr_k1A!M;GG77_l~~@ zk7g7+Iu_{~7|mKEK_^(W1kW*|vs$+Jy*5W(f6h@KA%1VM8zCO$il1-X)s)zr!0*@b(1wt+3K-NEUHXW+ zml_7EJ&ko>o!G6)nr|VbNlA#$5YiNu4AVdg$=f@eLZ;!YGwke0o)u`p2|f$`o#Pyw z`f_TLGfDIZ2qHidN&ez>lj7zgXPgaZ3!tiyJX@GkSDvjLOTzz3f11UzUJ*zb=#+fc zRL(;}DLgE+kvPoo0R3L6dt0vk_SIS#S{BgPYreCmxn=JYyTI0wzz)#v`Oco)6W*Sy zmkjRg2^5=$3cUee_ti@-zDm@tyn9DGdl--d8&|^6WtfV<;f}9i+44 zcTX%B>#e0P{+_Pwf7yWdQSsjOO$#>l#Tk-;Yb*`c*u7{EeW2`_;tVwk)>s9u7gb#U z4TS4Ofa@o$6A;%Mr}%Aj;j*|MmVme(5D`?S0@s(A(5JzAmRgE4CKr-{FUoe0MnnRZ z2LB~e5Cklmt)h`A{+!j(Br<}1`$Ov;@s|ilX6Z#340OaPQ6ap~qXp-OuZGE)> z1xrj8CA{XGO0P$7erO ziPu+eHJge*FZ&WC=5?Hd_rXF`e;f1{J}1}!I<)~JW<_TLamCi*XvjZ9SfHDD?;a1I<3DyJpq>a+O0frBL=R5~t!coRs= z%83B}Uyt2<$5^s);*rDWbXGxkwsd@ouXl#i1w~f2~-uq+xjqOA+a5x7(VL;LeLeW}G)! z<+JH@ux=uIHn`0+q4MI=v04JeqmnM8%tI( zrA|}7hZ6|(i&}W145swLj(cyuV`H*${E=Hub5=8l#9ko5;J59*`|y{RkER{7JpC`_ ze+_y=Y-DfW&}0J~*xR>2UEQePyTqW%rS< zKCygR#zE9f zI;3aOp#lyo+z|lgXE#M>!$XlH!V&X8JeJA?84B(ExlcZ#WiHn#Bxvye+MA@ z9ky=C&hGT;g*7arMY(K^$)U~Zo!>jqLD+8l*&PFBr`y0;-I7VtGp>NMZtd->G$y-X zb{N@32bR}5yiP`MGn*Y|y}{`a`@ir4To0Gtp-%#Q9mn#DJ=s%Oh9IYOLCz1ihYhPG zS|%}D5}qvak*&e=94ELYgzYV0e{|HLRQQzQuk&8=m&j}HXavI2p zeLZex_uf^j_Vs!Q*UkTN_u~AGPaP~~FSCO-Y=8XPj_%ukdgto<3ayy#bx#wWxTItA|6Bz|zEm>0l_7FwYSAywMeGISY7n{rj=;5*$S2GN%~a zmC>L%$hVw@+&otQenBlOD?YOT5YC|_m4`;q;}{^DlGicv>?w~+irfG(0MtHiZS80X znpOkx*6(x&ER06G!rR|Ce{p5~rXvR~*aDB=H87I0*^-M_-d?68_~Z7(!kTw<0NtT* z2zJNshBsR5H%)Zy9V!dhVt4vum{`87YGK2@!Cir1)m{bqp!yrus*C` z@%o&y+p+c^5H2i&e~9U@Bnq*fdAqjHBldR9;J9i&_MCc}`MQb)f4JJr+XYmJhNa4e zW6#ZZTVpcSY4ucvHn8lx=;@4DS}8dBTHF3_U2*keJCe4V1+C3}Yjb#qAn_EX6HUcm z)OIyRB7U2Z^$#pvo7!|_W8&NP%=)gH{+^x)?rhsS(6P0<>cWfoAFg@&9|n5w`qhzx z|M4$-yP`pdu8G8re*ur^GV91BYnGffZA;cS1#=N=$ANF|={&GDV+G6GR3jC>eswmr z?pC5!9j8#c9(s(&e&2tPZC4FnFh?D?Xk`jd&f8hZI3n+v3Qu><5_kcl5 zg?bA;JxdZRZdlc`wZ)||bBx}s|5I;k$ebMBe$}>-%TR==DzF3s-pWlTGzFB37l|6C7)HtNj@>WAem|#E*#n2b=CUekZWku zzOK%LW4Xkte?vqITu~2R`YU+@c@pzswOAW=C)#n1(P!{iF$3nuU!C?iorby@LX)>( z22bo{K80f`Q|j3i`Em+R!B|v=hNiw$iVnRX4J>#8T4yS9OKkl$yU*n2pUt>Eso2Q^ zma0$XQ=~+KdQ#|xf;2!cc%gudHfJsK=2$O=kcy+?e^5q}$WmenAbDF9U58={OWu&a z;?W)cwgov?Bvc)8G`DpIHr=_Qc4Wzx@t??jAvi-&kd)$>Qmu;@2Xr5wZ9jNs@#u-mXTP zpCnIUe~z;D1OGtLet4&>ef*;N+7It^0p0!#E9OaB%V~<=DMi$E%J@kbqLRD{>;=t* z_sg~)TRd*91;z%l0W`M;yhj4dV7p6xtIq&pk-Q57?S1sH;!OoaZ57_ldXr3fj0sd)e_w#b?G0}iPzA-e3P{{@y{)0H16e7T zbsZHk7jZwd*!vnIK;LA6HQDmj`AnUKVD)Am|Eui0(Q0M{mqm04?1f(tR~6r|)~2!^ z{B-gEu!_{p;z#VJ+PzP{|80X!uW@@WnoRcM&ho=LGV!(79@IEjT z4Q7<)VyWwj{>*`;8%{$-#j5_E{^%lGIT`q8D?9QwRNcMdbYWftf1jqKX|AfH>2J_= z%sb$uy8*D1k+NgV5>0l*7wSZ>)#?*(bGSA3vIa${28BfZPm&Ac4wm2psqWf0Se|1s)hJ#+}u?diWqH9vk}O+Cdt4${Vr>?EgH;*CDv#ce@wE06~nn| zf6_0w{7zbLGr0q@&n|e|*SA$K%*J_~s%{=p^Bg@5_FYERhnT}K$gHOh=AX)&Fi&H@ zxyDdO$-#cP6pwGdK4e~zPtu2cOdTR2ZAhgu@$4@5h9(C0+HPZN*O<|1tU?`ftX=BEvN(0mUJL~qyy>ijGl&yjec7>LgD3g zApM;}^mJji=;d`F;lD!%axIHUgrpr2S{UI<{#ysGXVX(Y=RbMJf7Cv|sqb@!>NQ>Xqqr|O(v zWc1-zN?QvYs1KL675p*Xhi$2kA$mDEyAm%8+^yO`z-Q`8Jp6d1(=!Ev6H?ko?FB3G z@X17^6PZ4OlL=|YE$v(_L&!{JSUt!YqsRVq%&>p(1=a0Ke@3eeCKP^-)d%X!3&TMU zcgWxkyK8o#rufi5rVjK4Y2G8-y&~=F*!B4PcX~Y@ofmZ~qV{vCYmraz^c9!%ydx_pl-dj8Wxy-$_*)}?D979ow zXLr`ZYu)U1f0YC)AiexsMq@o%sfPTJPzK;FbofObXeMZyB7ngnTMaLgtmLs;-I9?! z$ylux9Uvf6;f+9NL3>F#5?@D!LW?{(9*f~HYqv^z+#uOx_OM=ZN8FcXWfMW0h|{bA zH@Rc+xJUM&|I;5Cd4?nnyb-s#V=X8-9*?=F&l@?|e-jywC6@XF23xi}d3~s(E$;QT zb+r4zwT^6=^#-(F_q5_wRMp6ZP{_mMau%z^E|qhUb7MSaFd9WqmzdGtGDXltZkJKX z#w2F*r90bPITTo+qs{6fiKo+H(2^Aw#5sH|9Y1u2k-)9VJr{=iN!|&z&UiG2(ngDc z2Jz3ee^^@1d=qlmtc?s#8hw}%3L9i2BTl$F(*>PtBO^{Gv|E>CBl~8$TO^lgKC&Tv z#qY8^GdjZg|I9?NumeDPwWwo|-dnIV{eI$S@S0cXXCVC?q(6w&DlLXVH2seWyGTPk z7MSp8SR2CEGoSo3+6YQ}(2dE2Ck?kt7r@)Ie@Y{yCF0PsfaKq1;#m9*1-78j%CVoI zGa>=ex8eLhW@y(NM2|&uO9q4FffQ@LRw2cwl^Od$@^11eY6Fx|rC1$yr7EQ=aYnUT zF%wvEghC;O>s&&hy{rgHqll}!t{4S?ql7*d1?++_Qu))2Rq2?xlkfpok+J~{JtClI ze@-OShhSMDbX5M*cB!a73uA1jvgT?A7E`jr)%8()PjW_Z+{f9$xQM zn^M&8J-)a82e&_R&jZQayB`R2?OqK2Fn;_{Kb<^16RN9*>bUmVtuS?w4(v}ayG$OU zJFk6q?~#+{>1xAq+@wGD_@e7pRw=6ke>4xju-;x#ITg-js$t)Zs@UMim>qIz7N&#K zmndd~6=w8y30+w-azC!`A^K%Jd;efBRC_ zM`-q{d_I|d|O^|f6i`@4O}paIKZuot!z)a|H7 z%bDhimT`xtc2h|Ny8IH_#YpxnV3pD`kdm@@f069Ds8woS`^=tFb#D2KmthlGRNe$Db)wfHqqAWI zRFDv=^>{AcNVDfE*HOQRWva=rQEh@(6|iWzSQHk`gSpT&fiLO`c3HbBkYSXXF!rc( z=S&;bTdIvJoe!BuAtNd|zsyE;(ZVXmQtEd)!68ZznSQa)F{j)KawnLLBnhgw5uLGhxqjdN*-4C&y%)0{#=e z&f>GCzJ)DTh8*H-0%r7~oH0Yf*J&y~n=tjwwOVOjyfW22+Jsg!Txq%k3Q89^K`tEH88BMj=1Q#o6GHqh?iWPJ1BKT5|Qy1p>P#e|kYx z5pC!u$4}p$Sy4EuCjxooM|yhI<6Djc)sh(tAcZPscApK0DXFXA?9BZ5T&5e#u={L6 z$v_pH&6xS-U7+(@f7p$(T6p46S>o|MuG;EKrHtxWl|5Ln<-zsEPdn?^wC4^4Lj5KC zuL4yU6e**;{d0H#V0{pCln_718n9OsyH~NN*kcYjrf}T}%v}B#6ygy-DdfeBe5ZgE zpgHg)PskH&;Xl^|evUbLCtmZg^I7L#oy1E{@Gnl_bW$}Lf8h*^Mt1C6HIg=q<>g&y z7|SdFOF~dSlbHRCKmD1S@ShXTz|Rwy6W9pl-E+bks!Qm#ch9qwr593G1ynB$3t7oZ zsuPclRj%qPLk?^?Bbyx??bv&(E?H;hc{6yKj<%0B)~$#|7-h{dN%JK=>+6Q^+tvU+ zx#p!qZGzJ;e;GxG6n6Qu{r7*@69{1No)kiJY~F~u?lkY%i! z4Skr<9z&L~*>Jl5L(5pAZpWizi3i52s8{EA!q*K=e_I~dn0R=+;wgLGhQ79qai6_z z{bkMTTSMT(tuNfvTetK3W62#0bir>7e|u{~>w$@V9oMg|tz30O586dvxZ);QTh$Op zloJ07E5qWdWO^Q}hd3yNg~RSRi|P%-L_CO0W5(0X%~aKEc{5sq8Pk};X2>0dY8z`d zo=(85e|c4}CGuwV1YgZIhGv1bxsLD3kfp}&L{+l7v8^iK(nT5NkW=zl7*^D|>A zfs)o{cXN~_r#75j6SYvBOSbzY{j`m0uUX%d7w*^?Lxw+!;aPuW)MkrT`x#~bu{pU( zfAzWoOYr>M61=XI;I)|&yh%mZU%Uiwq7tnC|51W_D%N)8N7~jkq)Xr_3)`%bavx(> zOK?4g119x%@Gi9qj-WYMwz6)K%69ef?T`!Kdjr98Dm$iJBUiugy^%>Ap*f+lO7qAC zFX}|M)#?^?0?=DSZdb^vHya#LpD)L5e=yi{e7>l|0QStdpm@P38Y$W+7{90qKu56T&+-8t=6#(Uk`^eD_(Pw<#QpuV;Cfse>q*dCsAU|h3x50 zls?BTZu!NCzDLKotTq=<1A&&Z+^(RcGZ<`H9(Pza804_qlVvl23LS%XZZJALe`Vwu ziefqAdA}!OXIXp1Ej#%!PRrZ#1mz#`rhSApHXygXebsP3IY{ z!=}4wl{7=jF4`;$w@@a@0VOa4$iu8X%jw9H+1q{Pg$0f`kV7jJb_GZWU4G;n*N^;a zCjSk5owx^+;22-6dUds&!WUs-e^`mvoM3!;#T17Xoq=R1_4EoFxlm$^Lw=4>`U0FM zEKK0nQEU36s5PU0)S9$O7H+0YqC->&zR@UWIqZ;N!tc*VEt>BS7NBFnbe~d$*Y%8! zR9ub;Gev-9IFOfAoHsd=cvB zwDARW&%eHq-e^EgfGp`W8l45Ob-x9v+zMNl#d6YGjnqpgji8SjhO4EmMUC}^=x<9$QDGbWLs<6S)TiWMvEM0vszO++HjBphV_wXNUxPNm;`^VY z16G5JLtiN?JEPeBw7J=HfAB_3xnqa7oM%c)=Y5pAm3P02(jvg9bFaA39y6Q*J&d(K}j~- z{B*Qhnb<&cK8NfU8TuVF_cq0fZkxl$0s7a;Z@xtXlhS--T?Zo5gX{zu{40)lSw{^CvRm06OE%SrlWGy23G1BcxB{S#iz{%;>es*OexZ_fusx%b&y;zEm?2eis(jY4Zpye+3JBokkl2t^|A1WG5ezqjK_jJwxHBNMIcpgQcZW;PK?Mu(YWZ zY>f|z&162T)GOfda|29y3Z@)UQpQjU+JTV#kYK1EK}jkre9OafDzW`|R7SLiN7j0} zW@XVmPMRzpt0N$iG(JL_B(D|1C6fBY#OX<$Nixybm^cHJe?%4&LgKzuIX*$Y^%dU# z62Zdv+x-GbfWML~oaQ+K0zo~=nDhjV{HQKMXA~SC;QPVXl6T?R)P3;%4n?Z+)FP}2 zeLy+0Hx@Mx3aF*%VQdgxcvx-LY28<@lk@dk{;{7U2sOvj!h zF*FlGl6#V5f6paISdf|M8X71^w*Nv=NUjp$4|qgxGEm^Nh}RbmduhQ5TcQnbh3`EB zTVf|{i90X=$J}!yjvs(u3M(anUwR(6vDuFuBiSk7K6bJ1k+>wCZ<0h&B7S1vAn>mY zheF}(kU?;zQmMb=E8yGD;xw@vOTcp71J2P;;MZZMf6T9W=6}s|k+0e4CuHvP8qRJN zsndcLugvlLb0Bs^TEKho74Xd;!7p8jzLfebc^8SL?C?wZ3YNfh%wI^@NZNN|EXME* zE)z_QT%<_GbilgI?~xcUoNo|BQ6PTG3(2=bes3rkRN^rlPCf?yH+3u0awu^Vtpo}s zMxfC3e}ob+im>|F!;mT97@-7ga~((58f(xHNQv@{$kEiQDl3AISC6b-NddFRAvz@^ zQMtIFs#PS;yJf3e(Bqr-;Eo;d{pOb&DLoCPhG6_Tc8o5-@F%?L0WPMJ9Kkt67sJRfi&M=*3A3Y|ssvfy`rUQct1 z)^#ZP5;&Pb2mh*rJ5A5h;ox6QIB4#4f}Wv+QWt7zEBM>=MMfP)xi`TgVg3Qs>%WglM;nF(6elyJ=T%A4m%kJ4 zen+p+qRh)0lofeWQP zZ=_Sg*=Vls6u^&e;jN^>NQ*A1Ww2BfLRAsuv=s_mLwA={wk$3=M4d_TY^Kk#e+R8B zpVL}i-kQTR)_|Oge4Zs!ylm2wAaB{h@i$tRHbqFtPcp~bI2zYqxBq)%2M6;236pqK z5kM#zTybaDrp0wEQ@3Pe_m7qjmWV)Wp*^s6Ho)2$NY_qIPTwmO#h1Sm_rAklP&+v} zRNpHJcs~wnC(e7{N$?BR4&-iYe>$2>8mU#Gsg6=lu)36m5;M0nMVn&uK-IGW!QkBL zkl9i?*ep3M@QS8k9p%}BHb#iHm6f$c1ymbRIBt@Z!DJAeQhcyfLUoDe9(Wa65&_7v z{&k&7ZQz97q}7I43~Qr%_xetj$!}TS{i7Aj)Y=ev*{n;~X?j;fZH{2#JBB2-5f{7(Dh2SboG{MmvNcxj%Sz5>ohV z$`3vukHT3~g*r|N@)UUeq~3Olb-bv`Bv^N zzFxT=Ou3*udku5R>k4+{f zF3TR{TW-Q%Sm-C*ZyLR_49uT=Vg|D8HNKfnf6M5RW!(G;@faP7L`B2>$cF9efAY)O1FfI8v^d za*cEvXXYqef70p!-Mkc=6~7UVSfXg>XqmADWP8A30Lg!vlU5uiZkn;E{vv&rESa0e z^N7aPsdHonS*FZ%J5_06!P`;H68N9N9Kd#*8xBnY+c9eOoWLc=I0sCfOmM>#x_vwW z?_XN#wGZ3yv6E%l z@E5C@!VgWdet(T?3e?05)q;(n3y1ldDNuWi9#O2GD88CdQ#8l(_auCxPFDa8s+l}YxJp0dXE z-Nh_IPXwhG>Mq|IUv_9^k+XHz@{jNmJ;zX;qDwUB1h3udcSwe_^=tau0+Cpu(;xBE z5V=CZX5zDg_DJux_VTr3SGNBcEj@u#IR#V!mr+_`i^eih(1%p)2uzd?LlrD^Eqp#p#7f6CgXtxJjy4BUD}z0K!iO;)c>a&UAY><=~$ zmQ^lq3hH>LRdVojsA)xIPFJNbloO(OmyNRtW=nQRE?l~&y@pZjLU2`x!#fl~xtu6)s zpe%s`U#P@uex0)=ufUT9;H{2e_S+C+Q52jqzpd;6_PO0W(QH7|bUkM{e_M#iKA%)L zEQO){^RNddv>jC7*C(Q-(Nd#pe+ut7jv4(^0Gp_-r7EXD-SPY(+bmOMn5DJAFvn_9 z?h^@^Js;(tOym!tZSk{AlsDHpOJ2Y}T3p*%*Gq5~quD8m@wRK9+ElY~pu)mXG^=B? z;~To0HZLj&_FOgSD~e=EZoAKedktomvPjALKxfvrN5;xdY(BEBnzPz1e~|$1;0<=S z>~9_GY8q+u5)|po#(BSAFS(_xX!0JCs2sf+$^8SVbHr~czp~S1lWK`=n8I5pjZUYr zYzl9C4l@>}s;j9iSlr{%iue?;rbmDa9ZnglVTXd5C6s$IA+4ZL{@Ed6u8Ee^)){BS z!h!u|-UcCUq#%ApCMgtSBxvXr}O@n!aGk)3f z;_*9IMxM1-55=>4JDQw<*y>pGnno{pc-ezjbw#@qUwd@bk|)1=>!x~xSrj~Qs>