From d3ca2193af4218934f0d4b5a0dc38da00a86b0a7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ama=C3=ABl=20Kesteman?= Date: Wed, 17 Dec 2025 22:13:11 +0100 Subject: [PATCH] =?UTF-8?q?Feat:=20Fin=20du=20rapport=20en=20MD=20et=20en?= =?UTF-8?q?=20PDF.=20Fin=20du=20notebook=20(=20am=C3=A9lioration=20possibl?= =?UTF-8?q?e)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- DD_rapport.pdf | Bin 130326 -> 265661 bytes Main.ipynb | 425 +++++++++++++++++++++++----------------- image/max_temps.png | Bin 0 -> 31516 bytes image/min_temps.png | Bin 0 -> 46655 bytes image/moyenne_temps.png | Bin 0 -> 36877 bytes rapport.md | 242 +++++++++++++++++++++++ 6 files changed, 486 insertions(+), 181 deletions(-) create mode 100644 image/max_temps.png create mode 100644 image/min_temps.png create mode 100644 image/moyenne_temps.png diff --git a/DD_rapport.pdf b/DD_rapport.pdf index 860e43844827b43e8db0b2b87c1b27f0c6a40951..e06057337de7f3422df9531f69a52edcfe7249ab 100644 GIT binary patch delta 216471 zcmZU(V~}RSvIW|NHZe}8uf0-T; zqXH2dHxZ*45i=7LD?29h@n) zR-*sU!zd+6q{C~<#lp$WY-+^GV#vhK%wb~8!og+4#=^|T#Ldde&cw;jYiP>N#>xa> z;$~;&G-cs3WHvNrGBq^iFlOgAHezQn;^x;Q;^&8Pc5yN_w1x4=GBz?X*fTdUGBDtR zCRxW8Bs+9t8i%3K5h^la3pdFD!gzxuaWxh!dRD4y1NyTBp75L$KvoEAk-FIWNd z!u(I`_C{7PyuAPTG_*B!CSqgzFB=LDrglQcE|&IoL@X@K|NG9>#m3U^UlB7qcTyyT z4k$A_SJEj20We#deKjyKK!u2z_1{Poi2gG*Mp;uka~BIDW=^*M+o^%Uzc%;I%nb|; z4BBUi#(=;LIAB3(!`}q^1NseTwMr0L${>XbG9Ziqq72MTE_Q~R-u}j7+E!+NgUdU* z1qYZZDQ_Yw+?}?PQo5IuQqy}LGaU7nDL+hSR0mz<^Q&+3{I17T-MvVqbAVP|QagnGvUVP{Tr zs0OA4uye8gAJ%MDWb79Ok$O%wuIBl#+{}LyILn~N!_cEBO@MQ8jh8S>XDvlkO5?p= zPVvLl1k-u0=DhWI`Z{-JZ2K@}2$7>{4yyB%6k*_4pCAQ8_qJT=+^;n=_VhNbK8#+F ziqL1VMPF@De7KjpusKqb-2?6;rqgsaG;JQ+pY%={`?EDqg9}&( z2s0*^U!c8LuceElQ~);8r;*klye8@dv5|N=MmUNpLO4`nWj|>JZp6dA9J|du_N>ca z=jGc?-wt=&QlrVp=<4x_RaU?d*byw_%AF7xnUl@K?Erz4t@DG@+0bE< z>|14)JTRQ$whC|(Gmc(c#_=c*L{-yr8=5{VIu>Wvu7%-&p*m{nknY{+>*|tga2W6r zmK!p7^B&;Gm)7x z6;rSv>S)kN9B2q_O+b>l_w6cqX*w-vA^r>7GSkReV|+d`R8mZgN{o(-m_$lET7gfp32VgmqdW#yCl2f1hacYLq&Wff^Nq$g-Ns(leAndIF z(IZ8pFF6}M2s_(CYx2Zab=<<$k&H{dv*o*3et-?%Ch{V?3oMCs$L^PiF_r0XpuFzx`)jYYhx2 zaRQ~|$_9voLmq>J13}cvN)DIPd+uipxx5)5#8AUwAQ1r2lq)+`uyyY{c(Z}=keFInF@#nGR@0mAKT|EM?fWfcP zk6J;F*dHf|jLabXEdSUYj#zad8C-xj(q3USN>pYVE-KKO#eEv_+z$HZ4dN5f#v17K z4*a*;FC-$;8VH~s)=xwM4QEVTN=^+74cw1ju7+>)lkVw-Sd2siNXYoYOxlCrf2G#j z{HJz5Zl>RJ2b-P2ynnraBQ`WSHr0Jbg@$yZR;CulH1bI5UkGsAk_`2lsuKY?fjDt- zaTyT_fsWvSJkxa=zf%MkH=&;x$v=J{xFdY`$Qw}lAM?P+_r{Q)eL>EzqMreSw6(Vd zefs{CzwSaMWaAqc8s9)LfoiRDk$mHS>A^L8a{37XFmW0Efj2*1>p|DP-#=f*&wK~y z`eL7V0GU6R;acqEt|{orSU&)fw_a&z=sL{4wDe5KzN!9c2m|xeeUQ5zf!Ci~t_s1- zpQU@m-<}dOO#VN+$2~9S0O{w~S-80`bD=ZfAD&d0S6?R~ppIV1?f96?>CdmIub-E; zpULANj$?q>+YjE;Pa_GoyY~m+{QTSY?q>lM-{z|O$M~MV{l@NACl3JUw+lY{v#1LB zbi14aw5ju%`^%Ga?}H(nM|=IJHHM>xg+reRRt=Za`4SK}*?X)FpwH-zA(ceGvU*%y z1~D)*H~tWCx!p9id-3ya>zO_3Rn2=je%qxk#-HxT0N7%Wen5lj>H6=4--dn0wgLBC z-CkM%KfJG^fof{u^#kl~8T{RyzJX-wU=My%P7J~up#R7`*$+V)q`c$agK8H4M0uK_t6eIVMq z-taFzin-6P`0th8Q??J>?#t<)sJ30#6N8TzjGxt??!_t$z>oi}jo`l^ru}{WjS14( z`6=?F-?F@W$JdoI`MdI`wVwy|@<+JFonmE2ekBipamUd32I*63{(|^Qu<%WImmNE} zd*|D!^@Duz#cv4ylYO=Q{1x+v_}BYQ{vU2L&ktyi#yg_f)vam!H|PV9=JvPUkT(gZ zHRjxI|1O|3ad{f`6EV!4;O1X7FYk9K-fi*gC+v4EHix^rqi65rK%|O~C=UtF8J7?W}`MC1~l|~oFS5Eydbu!yy!h-O9 zB!_LgdJSj2@>WZSRM*2hQG2v;H%cn-{YnV(05Ab}Gv_j&?lDLN4Z_@5vX;MF*_iuG z*@6N4^xPk%^aF5jZyYE-GF&d zZLs}EY7d*KwrdW` zz?~5z_y8Bz(cZt2Fer(m?PJw^2 z)!S?nv1Q+HcMA^=00l?ndB0yS&zD)wK|rbZ?L&X_ZNz6aryAuO_2>z)T@)o?WIqyf z7{gkg{_-nWDhE^n!Q$tL z;U0N3&C>ZQ+}Fw zjqA(>S}iO4V16>=Z$V5xGJ5K`S^(2~WI%a4EW#K-{27~=31&CGZTSL zr`Fl~DQH-7X8X3MxbDc?J5Ri58n9zML2%pqtjRS?S%<+*sK>);!q5tYZvoj36ap5O z@}@=Fucp+^JduRMyjKO{+uB-15nnzu9e-hMSiqfCFX9Dg66+uMkQH_NX8{Fi;}Ny@ zZuAk6imFFwW{2(BrLkTxEK>xcYtE#uq~l|Gl4n-}^G2aQ6(ET=AcB^sPCK|BZ@l&mA+FR-n ztAobL?db{`7@x2xeb)sRPk_BS_MkRs0}!ZcC&*bsJp5$**h2;$Rlj+F89Ot8rk|V=d-_%VEcMT~=K+pMg53R(Rn6A# z7Zu;Vc&_FRi>EH;#><5AX(8eFB4sTjOIj>*V(GWxoWO+BuE3&M7{CS7&dWVU(Ek1C z@GM)P78xA{e6z1=tUW&XYzkXbajY6xXvtr3t9jyF@K_~x&dqm^D`>p+sn>roB$N=EN2pE#yrm-PHRcIk>q-^t^rM_zrfbOFcl$;3Z{n;; z1CR7ak)*bu92J>3p@0O2;}?xiqD3#C@@meNcjPiOo?lb*Lv0?NE-s}ws+@~Fho}+X zr4FCl!@oq@6@W{I|d!Lr3Fw*$QE%+7@}kOlZ{QBROp zZ=u2W!|AbGY?GZ@mkKvCt57RDGQ-Q_OLL~SM2|zC8td(LjuPL_I7u{8cdfnOR8tG6 z+O*?_SHIoj)hg5ZisLoME5w@#8i1_15#rz@c-1|1csBPRCKKyYY)HLatYa?uJhnoa z8$wVM;j_c-N(20)0$@KWWYtUB!Zyi5j4m}v74~DQapi-%h?lQk1Q*i@=K#bg~2mvw2YPim3DaNch; z+9F`_M*(OuYGO`~5c6t#P`>U3>QS;T5Z2qK#d=aY8=c(!QcUA~ng!z+F^uH>DHd96kUBpTVxfcpH^`q`qeW$n# z*Pi1??9=bro2`9$tdR(0j~IGIal>$30_v{FL*3n#77ir!+l*9eM1Vi|6p-6&Nl3N_ z@&H>X^36rqC$&vBJB>O5lXuRCRQBk5u0S?-I+@6#U7@r2f9y22mT|$d>cx-iREWRV295={6q`1~bOwoB&woQoc?Mdnh!ic(E>0Dht)eydd+N9kk~1 z?aPO5kz3!D_cjD@#DSx)#4FyKkXZ?c7;A?ZLqbXkb?tyRK1KrE;UE$8TV3)#qz`@% zgo+q9AH~^wexXcroB0T_+BSAj$zV^IHt*sZS1@TvyD{4$WgoOG7M_RcF-*okf&iX5 z*X?^q{?d;ELQqlQnhYwKb55!G>!!?Q8E%#qAo@Qzp|1A)7;C@v>*2X?!0p#z__ z`f_fl>Op`*bTilHpQmaEg6Z1N*8~1?gIU$J*m6cF5W_<&)v4p}o2Xmr>=EKp9W9Y* z2e0vEuOtkc;^Vr&t^>tx9=05Bh2C_`f|JYoXOCP*-xA)#n~|WD%EE~qx@?Vvhzo0h zZyF_JQXwoyRN`@bR5-JqSKdz4u@)b~>503nC3v5jqxO#vvuYykc*`VIJ^@frl{7;2 zjI7mj<&8?vMe%_aW@akKiF@DLqSMSq-R3*Yi=8qf0vJEL#=OO<`B;0@3dz&|puZo* zP?StDSU*?Z!=>TR#P_Gaa(@g}UehYQ*^SLfC&sHghl9kL!9XD^NMD1_+y{>jGDx&+ zjevdnhZ)I1F&f$yO;@arJOA>2DB=#KPo5gRTxmC{E zq_AL4qSE;Lu)5JO2I5zCQM3-?yu7?W#tlzDazZV^_h8oD6@Ye=Yo!bp5{NqjnHY3e z(>B#x=4H)zAahDF#7s&GAQuXFQI-cJZ0DVJnV|Afaw{4=9m<@if&l!A81Rs6zCzMb zI6odxK@Y%S?3n3D^02zg20!oCIA{o5S4l!n5{~RG`F#T1@PF-|J_nMwp16U89xAw) z4K#eI=9`it&X!XTSPw5GiwpGVB5^qNO;-MVo;q#bW1iPpv&y~0HsLh!My}OCBv8yI z$;F+9;tSC5V$>{>K>+GKHRfGKGsD6yDZ|AZ`}IUHgEjqB?<2o$ee)#{M;@5haLC8M zVw0&yloMU~%RH`B4iT zqxw-q+0zxKct#NPE!xHeu?gwZUqJKpBYI1Zp`est+PR5+LoN71TF427B0F7Bi6o)1 zV3!KG&RY+Dadee3Zi6B$F;&rCb?~({?Vm(F5IM>-p}TIBHoVoyB!PZ#)gKV$GGqMJ zkJdo>1E{E4cmtFsy^_*X)NhfUt*Pz-MV$zT2NUxNq=lnsAVJ8QoCEeMz;t!l^eXZc zB0ZqL1@Xn`pu@*l%%_uha%v37Vlwkm9k?vbPO^nYrsrQL9N%z89QdfRdEwkB(63@O zul|_v4TW2uavAdagu%952H`2yw6UHm`-1CD|m;@IMFF%rQ#5R zOw2+Mn^-Y=XDEo0hs*R<&M|_JRk??>n&QB=P;tR+M*n#RJ-r;#6?7>sduEY<3sUmx zVyvvUrUjIUNxI786f9M9_#Mv2+4&(s+`Y7!3CD?cO$@|oId^%~6tc$31^2U_O*bCr z;OPp?rHOdcX-+c~fxw+v6YN*DNk4GM{pK{aB+|@Q<$qBsERL^&QFrYi$1e~pffgLu zoz`4zc>#@PMIF2$o`u3K2c=ByER!ux4O4X|NH{=V`IUM1>y$ufdp37B}U_ z-LQmEk`?O^UoKKh+t;_=bygi&KcQnQWG9s2;&`)=Dzq3NWB_1|^heC^zMZFGB%;c^ z1-hFTHGt|hhX{#@1idF8#6-NlnZl&pD9U%IsW=or3pTiH6acX?oSDvn!&{ z-gc`hXyEHcSgEt%Y$97fa^)fPIYYJ2zD@;HX|t$wl%|v%1@84SU9{9BJDemr?pdhK zP7CNy!Uq&wW#tx6@k>MOf%>_5cCB zfiE#pknQ@8;+~QxN$0jw{C+y12S5=1R3iqrtD1*hk=!_bRn<*nIoamFp0F?=ptN(t z((xw!vtmtA$~2|y7r}8t_j9NGuO=x3dKD>YN>hICExJ9zm!|&+3qdAzzUk~ zWvzEvE8aM#I_VM>T$@lk` zpM4dNeI;e{@hD?7%x&0LH_D0Tm$m|mCi5w+{SwsKS~N@TuJT|1mLN|TaB1eq9FAV% z-LzAENY^F4C5tpy<8xOg?gE-0%x;-R52p;N2r=5SF&2A(nb&>wMUjaij*18cr$ho( z_xaTKY>9&O*9=eTc{G)6o($tLhIYO1GKWT)z*RaEjbbXI78DN;JYNpPk}ofcsI6;P z-epqd_!H$~&2?M})3g?tVz6rH^mc4uu^SMwAgehqF!od<9>@Yq83FI^CUQG|V8`8b z+`8lmTg$Flm1{|h)3s)$`V|6u`369F?29uSK*U2o6h78DV1Pq>@RfaBY zdcr!X3=W%SgtG>}djO&mx{_6YJs4HmQcvZZATEbsKuAMj#GGYYuHaaIP%|SdQC_ZT zhL)rPQPyL;(VX$fW)o8)Mp4lU7Kqz4J4#&3hy-(bloGO3Uc4qAc_>hV6F0tqOKyGb zJ2ug%(nHQ>e8%FjdqjCPc)Qau0#&eW(I)L1{p?XyRZpHeX8`DslYbNv_`cRN`y<)k zobp^^S|3zF{pn1CYz=r4ZTRmh4)Zmm1(_Q3kBcjLM4`zM5sqWTBQM)G`!u(NXw;Z? z(XmXIh_1i4fMp;hdE7u!ZG=>^;@WWLi&9Fa%$ zYBe|WtPvRV@Rb7$uZgZ51)R^>xhfP*pssXXoU85VbATSUDS}PgtorO}ej>{zcTH;> znwIO)h1P>UumlKtffQ8n61Mf$jO#Xi;T-6(4~~olAhxU>49xgTV%P=LiobrE zDLzR1jGejZV0rd!vf7CN3@Y7``z<$7avfArYZ>6I@CX5F5+C&D$jcygDF*}|xuBE4 zvQv>#LO}Q`U5+RgTi99u7M+~Nszs(cUM3n>;~`B~|IVDh!r$NMM`+S|0{GS_zvMtI zEU-o7#72X%{R%n1>x=da_ub>&y2|EGXZry;4b>Jk&W-l2mW;yOGQ_juaxjR zK{e_XInDPk8Hrlp;(Jn04Z}Cb6<#TO9X2IpREqh(bx>_jr#D|cx-S%>)bd68o;4P| zd}IF{W~W2-TKvJ@^>qY)WMlsuMq*+v0oy@najCU~-K%}mr<_!haSW4qKZncdw9kLh z7X#QGd?c%2{979`Ies=-nqaIiqLpZbZ_g|>A+I6~abItXDCGFJH5DjADwS{ z0RirYs2;RPUJs~qc;w?f&1{hbb zZW{QLwIN0mXwgK`DGlRh=77JVS9k!rDit9V3w9kF#J4Rnk-qkXNBYs=SVjrKzNJYW zo!m$&&V6hQFV+cZv-~#;Qr6cES^4Qa81Itkr;IKFyr%RBQDC9bV~3c?P|`L(XQBd# zZU%h33THYfUniciG3g9rt&~GbvShCp=>Y@Oi#kY7KiR+Nox2*&iU3RM&dC1wPu5>N zFpotdg5-oqPt;Kcnv3V_TXi9+WD8b^jRy4>41rgj$8e0E-WWssd$W=PDVC&25| z?+G1-F6qavK|jiQKLR#HwmMk1t4q>B-(Z>dSS753iq*qkVw!RS&|K^o*TsVKEEZ>()6s&c1-Ee`kKan@uo}J6k*Eh-k7%9ntk?jhmVm9 z=)Noo^I!6IC%n_D(#NgbSIm`_`eLM6)p>@)48iQtMgn%@)@wPti$m=(te{+vDFhT) zcwUJxvUrF>W#<}b9zyV9d#Rrj&@JG#km^K7g$)*I_;=fa1@Eq=36Lob<1LZ$hYVws z(L^OG#__|&<=(3AJsE2CdVT?0^S*`InI-p#ABqqRD!nc~k^{w&K_yg5=^8iWPwdm? zV6jr%cLU`2!#bOyj(}|5-#qtSQ7xTomL}0<6Kde6pup@DycGr=V7`K{7zHXSI`n#k zb7cv?8+3MY=xWu+!VIpuYA^OCcB9z#i2HSL{1{7& z&ivkyKUEF0?>*!s#m9H%?QTWdv@KGHS-0BW1OdFi1ii$`K=b)9sXTgj@67AMKL>mb z^a|A|aIVlYBVVXTy+~{*x84rN)Crhl;&g4}j^-NTx^1@!yB}m?OZGUYX%X0r=%N*S zX|;YyXvA4^P?e5EGnvtDx$aIv*XKrQm@!kA2P^3^Vp_Q=-sAES=<-|C&2$%V$GYkZ z1OsxlzYuAV^$j2Rusn0}F#b6BS?_zTYIfBzu)OvnK<18x##M7%!bPII7Vu=Kl|h;Q z2pQUlowTJ!N5FlQdwm%ARvOR$gf|X9KoRMBmk6bIojRpG^SetzGpw8JA$;TYVw3-j zvhVPbiPI+_?})#7ig>Suj)%21VR-%F!vl!-nM{dP$s=h=1epa#3!}e z8)R)s9tBCe2xfzApPW2>ag)a0CFRU|bTn5=j9~s6!#DAF1Pd)cTmIq>kZ0A5#xr@p zw(joB$Jg?KdAOY)+Yd$2+Nf~aiB?$BTiSPK^HOsPpSD?kiPWSL2DW%Mp)8+ZwgPN; zoO+!RbFh%=zO!Iyo`0@6AsTN&#tk0XYzi+KbMY3b*mW8qfOz)X--)-dAjA5ie_2Os zrA zr>T1T>$R~!`h>&D{|f7r;5!NyB*%~aGVLvqcDvGHjwE1i{X4}g{`B26t$K_h-%ZsM z5Prb9a+x=`xCp9j`WrAQ&h0Z{)+EWOiI)8*mY?|d`uX5_aibM-g)%9WQw|^=2)k6t z3^PXx1>_(P&q;cVFiJV_v(T8^xxFU`qLs`B|C_PC7f+fHtWAIyeT8vJuH#hjt$?nY zihjSl1+H(7YwII{;!$8=>e&5RAE!NaFGb$nx--#X3UWF(o;5{R*h#4NY|G7atRQNd85$;VH45gIyfI;uZu>Y@G}Ih{FBl9n|L>JAP_yx zvu{g9BPbWhQ!J%NJHol~NVd+nT%!$>;78>o6$SBPyV_P=RlA-C_udK9zG09>sNb1Q-zXz0i*6{W(rk z993+)7@=5`=*&M(2$TV1C)ARJay7uCz!Rdl>hRVh1E>a*I%Q!`n52o;5sulKVX3=7 zqx@~^NRl7GYw_;u?B_puT|lfGSCfmgZk5t>yiet_dN=^R7H2|hu9$zrFm_l}tp;Hm zSpvT=fF+AiHlWEFXI@C)#zID9Qs+i{1k^JG=HV0~tq(>o4 z%cq30cw%>8iw^kcjJ)6zuQ_@DYiH^UGIimr)hkMX*?fzClAAkp{Trx`n$b1UVF3*t z&g0J2bj2JG&~na~tzJd>gs11b)GjYM34uLe*8_5r5q5;&lU%XUBnel=XD2*BDhW~@ zds5R3a?Ti=qEuJ;>KNk#MtdU7bHJ zE9B5v4w||4R*5S3>RmQW{U9+BIX9Fjd-r-?1D$8SdIiaZHd!1WzDO?yIc)Ie>nFi) zUNaDYeghB*Gep-=d)g_IB=sf^GSbFrRYJ^=Jwjj}^Y5qErwI~!Fwg(xbFDXd;rvpX z&W>kdHZF&9%^Bj`l@_|##0ww0g&O^`LO;Q-3_e?2Y~F@zc{M3n_cp@n(t`;St&&ez z_zZG5nDiXez;B^6t+zaitR;0qJ|OaRTR%;F`~V#E%`7LKJn-y8#KgTqz9lLO3oKXa zcEsG#>#jO#VS|^7mWM+;SrRP?XEaIddv_#2U+a@mfCvxP%g6OZ{uy*c<42SCgIbR3 z@cB{rISpK--WI&Z3|`veOQil;H*?sW0gIh~DkEJfbl;_@^l@)ai(8ftvFm@@!q>|^9hGDjI4E#w%yZxK4<>J zxnP1(Uvxr3cexVeq~DDO4a?a+`?l=CnvBMI?X_Q3_M5;UikjzfZ-)6pFnNI0-_8U2 zlmKI&50n|9!3HPbr#W)F1qo z7mDk@nHlG-0qHI}!au??Eg9o$S#|fnU$~3Y_=K&a7*GbZxo>R?XE|r+%x?X*_zqBu@=H5+mX=gQW&Z zSN&S&W}QVv5s>udgwBJxowGVy$b;&T#5Y{vSd2lmRr%2q=K)}d* zb5rn?MQ_v@OhCE9VUdU_JgpN*9Tf?AeL5UamgmwrnWmQ}`ikUgNT zs5jj6Sq9oT4{^ck`nOH1GCEc$y^+WE1K}l|1m#aWu7~ZOZGu2*3OI6;i9g_)QX~C% zlv?(6fcjycB4RiHLK&Q7P&)+-9`vlNUeNgvT~D35i9Hx>m;H$NSH&tUl0BTA1P@9K z=Z#tREc8L? zboX5)7(zJh>Mi2Hk8vuW@s&7BeB$#Le2bSRJ}&Fv`m}DM&Tt~C35Wsa^PigWuBZV8 z>V;TYA~xcU1cdryFjW}#kCa^MiD>yM#;O{aj2$@SmPdnd`w%b6x-U;yMq2QHz`az+ z_qAhrCSw|^68A(JMHvzzYdSE`?XW*qPl@z#kT`oE@x<4b4x@nAu3ZLg4IRv1$OExBMP3RouB(W z_uZ;5EqRg@O{k%b19o345EWtWQ2rRt&>^G=FFXF(M|Y!fGSkTuszbU~2`b@ONp5t4 z>-Se$pP)oRdygy#)fz=ezw@n@b(CYRsWgjW+-(DkUxWZGuZpd)$loscY=V$70<8o?N`5T#nzQ1nnMK$Qe9}H+(cH z?@{np=j)pLsQQo8o+ZjtIRT-Rz0MAzdtAfV4y>XPmK|o;=8D3=hvy*0a|b(HM3sx?nJ&tq6A&-8nsRc6i3pmu9}V+!wrj@2-E_yxImPb*tv)KZIme+RYi-1oDvZ=i!>@Wb&L)2Q>^Mr&qCFgtu}^vIcR^9_bsl?AVXY$SLa`xp3W zb@*sl$B#v_yv>0VU|?+yI1HpjvgLoE1AcyK}0_xb^$Puj%QT~{%<1DKy0cq>T2D z2Vz>Ly4Vq8@gULa8!d_KJ0FTbu&)64n93MiCkSan zs?@PvFI`$e$p}Shmek0n4%ZKAMsU$FAhTNG0kCNMvp|FZNL>&Q_alvO)9e9~`GC2hMDSN>;}_D;`Ba11(SN{q!uEnbxJKOyi`SL!}z6 zrGStF4ob)J^vei^^bt9npy#j=O%P1>aE^0Vr1ClYJdK1dBp`JL7W}|sXMT0!OKbCh zx;m7^-s$z47_&_ddMWVUL% zrVqA-nmFUK-vG8DjWJk2v(`=(j}&>8^Z1XJPC7qFvtK6HtEVJlt~Q)`;z9cPM*wxk z!;3vp7^9cx>_Nc}aVGlTGRplA8j>8({4*&{80pBB1RT-(9Jt6zN@Si7#`7s2ujBPl z&pDUrC{TCM6BRF0sgkL^$Kug+drNt+2`Mx<-;+T%cz_QQm`O=4s;+3J;Z*0VD#prh z8vgqTX=`2f-0=8?jRxx#rHuY{=QE^1hgpt!?1UPj)~SPNSy)z}8|)jo~J`@`mRDJW4LPSmYylQW7S{z#h(4$rNV z767@|OV!1>9J!$QfX|cku^hc8<=!E2?Ly?hGl0-04q^-bmu3U31 zuHM?dkT~sdVPkozf$c!x`sfLyv^=~fbmruWH$nfqWW&1J3?0*4ky;rUZx_S~=v* zowg>7kir3m2VC|_w%Mj=0R--yIiS?d_)fjnwI?vG8$ALP&(sF@zWB@yB{GKkoCRNG z;gY0MWknwWvST?n_6b=kvX8TkXL%Y-f`9V}XN=0Tz@N#p)K2dD2y@-Lc{4{zW?x{{ zLrzic9p8l_s7ae@?z|q#p*!_-;}vVBqhMDHlbwAl+vr#OmyR2gICe`PIlw|F!WM*Q zE-MJhgU5FHOE3>ewQLeagu7vevk@j9kg*|SqAjU1&zyxcy}c1ZZdhDnnw~oCfuNKe zFVt28q+YLn7`(zdRH}R>uzQogksUS2d)NY7l6aN93U^f-Z3fg#)ua%xL2LQc9zpl0;J7JPHi8Gs2vDq``YVW`+?qe1>O~p6WHQxMQ(z!~N7w1Y@_c42Q1OU$ zBz)bl6O#&-Y58rE=T&xS4dv;6)vPdrC7UzvYe?dI&vCKIAm;3Hn(47WAWk`qJ-o~=U+QM3)1|6(7BV+7qq^S1Ll53qR$W~Tt^TNR zP0F~+rP|IBBqHn`iKo^iA1qJ9+Dg-)0yNA}r6CML3bjQ%nqca2ihAx9F5__gUgbSi zr^@;6TJs(^oYdm@4nWIpo!ud#@ za;di{Wfe=pQIB+BO2pFlo_G^XV0I0n*K1#@GP5MY?!K4HOs)g5_|pH&YXDK%$0-Ig z(be<#lPRCDaWPz?Y*TXwPx8F|HH4x|GzwaGS5Wf^qdH{85kN)d*Qf$O@T*H@Tof8H zqCFW#XOCQx8%@OLtyzH2Xt4GdBr1t^B+2Axb5aEa9`e z{BcK!u9_8gWR?%vpU&cFGDwd!6LD5bPUT`O1|cg!ax!8@ToU$aZ=;{Q(7KB zqi&VmCzQTcDPWhWKWv;1Fhp|j?W;4qAtOziXU6VF6er{%lEqm-fV}gzeUThir=K}K zX_!S!w@$2_ZLUomb4{)o)z{6LCiGJYhm{1C&xy{e(6IPBsm3y=U8baaRyR%)_hGe4 z=vM3edCQx54s8e*TmShp0j1=uI^bxghHiy!b|0j&u#K9tI=56X zxyD!%kq7g=o#-BlYgZ&|qX-hbJYEopoYAm|(wzH&ixWq5se&y=BaLfT&Gc_$EfYHM zfUwoO!r$kCGy%8v z>%{RM3cyXcdakZz8@2y~7nP|?G6;v@b@8lF(5oW3D+q*YOHivQz+dyb4`S3Q)1p@ zBa=~ah42qQ!v?J6E!g8d>3qA2^#I+kP47}~5B~)G{;U!P9vo>;qZ&@JMPgO&SA~9M znPs)&90|k3D;*p^^P~C@lN0m}f!;d8+ca(r*FE+Erf}4;VF5$eR#9}qya7jO60G!m zF2E+l6`91?LMnB7rWM9 z_c1ox7%aqVix$NJuvXTkjjb{e6>QdtIyKOn?H1>xpmSI6UlxqBO^;) zdC9%!yd?DNkI$|P1bId$G`*^``X_+F02c-0y_lZd*o7xD#y_~Rza~Cgl^2jQaH6WxD+8=E_J8OP_WOhNhuhhXzSK@8Oe-EIA#6s13YHrVGVDZ`hM!_oMk!qBV zXiLi|+AQIx#BWT?MudgE+zeWaAOo%U8X?4ZSR~&&@VaHy2x8>faokRCV;t5F%isY8wIW}z3td223lC){Y3)Enb@@FkEsv7y| zv})E7TrH{=h#+=4uYM5yewN^nV?uxjf0?VW(k0t6d7U;A+tN6%#I!7}ZiiUB#EfF9 z3FjPJ*r9QHLxcM8vG@0sJe{ibwg+AqwT|25$ZcID?Om%mF4KKY@wjM=oC2BvqOe+t ze(x6cSLHr&rEFuUET>LIX{#Uj#9WgrK35e*Rh|vP#QC9#=!zhrJTBw@T|+C%e`Aziyg1Ql?|Y%H-QhW&vtrd0OQ4ru5SRS1pKaipL3C zxp|sG$}V_PY5yqpFIn;lCJmcf+RV$x62Z@iAD>Ps_hHFS!tb{cB_BGYe;<38w*>pN z@9r772F1$fToRF7%?`+L>904WjL}YPx6}YfvtwQR2j}~OTvb=Dyd-k(NY3)saJr(# zrjmm8DJzxzE*dx~xQ4^oe+;Ai>AC8`VETf#<*#$j{gK|2pm#i3ob)EhGT|)O><1^} z{js3GbJ=GT%R<8Pnz6&YoW~ov^PN^vX```+l)`$#N+(?6@$UM$_=|ov>kD}iMYKoP zPQmRN#SG#Pg(5o!W7N;`--{%tXx!cRc!e6KFR6l_eE)2#`DWrv>h^&**+u2)5=n- z#;N}JB!i}qcS~dzfT?!P+a32$;+ob%fr8Q7BLR#*^^=Y1W>v~mTFtKMQ7*s#A}gFo4C`8o&}d^Zx+(9BF|HWo~41baG{3Z3<;>WN%_>3N@E+ ztpO($F(5KAI5{9MOl59obZ9alF*G+ZIg{{%6@NA`GC3eVJ_>Vma%Ev{3V582^#xEI z+R_CIBO$>dI0PBo-QC^YAp;EV?(PuW-Q6{~yAwP(!GpU$&bg9vzyGg#uc#VkwXEH% zclRDrLIq`7K_eRjkeH3NBP}Bx0~bJ8R!D=93BbU>Ovk{$1WQV)V&-TG`i~u!R1IYB zV1H&~&GnB6VS5nJ@!ci@bbJq#wXp_BIavZ2nE{M!T#W2o3=9A!1_sXm1lrhh0Yre# zW<~&6I)IdoHOK*$RM^JW&ECw!)bahC|9k~d7*YZlIXT&B{!Rx7T7m4%41v}FS)ijS z$m;z>L!c!<*~ZWejSMH&~h(f~+0hQ=F`gK=y$5(*eqo zG5~p7koCWUW&RaF1Ne7y0E~2u|E2qP_FqJ1)_*4h4GnFqY=PEpX4WPEV>3$-K!09L zhR)H|kp=*?Hu@_NXz5_{o)2^enppx3-UI$F9S9H;R0IIu75-bFgQ2~dt)l~-gPG-D z8tMO{d2h3*wUMxml@-X^(E;|a`b5m^L5A;rcccIJVHfAuYXfW$i@}m zLCeYvpk-oZ1TZo(a{|~|8311Y%cB4^`*$4-e{v|`QI}@@$Utp z1pF_ToXz{>f&dhM23?1NmBH}+gYp0Kxc{B<|8L6wV)=g^^#5Ctn3JXD-+qdJ1^oZ` zfmUXgZvT#WpIj%$_brgMd4Jyp>;D_74*J*X3fWj1{a>G?Bk+9}1g%Xh|Jz102Qf2O zkdcC!qoL`)#^qmj)xQ?a(##s9VB=u+*V6)^Wn^IZKfd?vGPHPqJ{;a>@^2UDeR=-( zNKtD;8>7FrjER*E0JOIUy1_EMj}j9rE5L*CeI1QJu76K4fS%6U#((iW1@JD;3t((x z5Bt}Rva!Ao&R?c~A$9=0@E^nhpcnarI05vc|3&PK0DAF1h#5dH`3JE9=w<$(cTU+q z=$%FWzlehgK(F)%y|XC)K`a1zmH#5ncNXA(5#u`x(D40|{`lW(HTZ+x{f7TVtnWTU z8_V|=|2O}=)AUCFfPe35{&2lFlKx+p{3qbOP~$)FFJ$&7p7}56{11Y^{5DSZ|Hyw2 zG5G`E3o@|>{v(5t;a#oiKj8bdnEeC3S7iPV_}&bQf53M-%YVRk@m7BzAO3gkHvfez@5wg*<9^p-`^WuGX8Zn|VQmRA{?i^7#(#fX?f<81Ebmp@zOT5= zKRW&XlSyy)U-ft*4A5cMAJ@cv%@Nq9f` z58eB#L+@y65BkRiy~}WPvH3^Bdt03T0pC07{EzE?5B~={(>tHr-|&A{(a_2My#W(PIjlc@Qi^p+G!>5qec*V9S&u9HurJ3C}*rjQV!Ks2{!TJF_ z7+hKvfj!R`J5Mz~3&f;z3iPoVy~;-Q4~_$)0*6kcy>-_4@sdxzIyvlPT(9-hHh? zg~_2Cn*>`63lH)JWqgLrL+Bt$3Ukq;q$pY{IHJfHPj8`_uLB8a$5Kn!waimCHnlZ| zb*S$rTz`hNGZP$bsJKlkG;(OEoZX3ql2gxKJp00^pAYMx*t!3L;T};rmth~kKWO22 zqQDfA+81YuA9zE-|FQERQM<0eFbbMLU&Ur@$qnGHuXIRGK-LRFCzCG3lppVkYIh8tsJR zflMI-6#nrFS#W=wz&iHo5+JZ3DJ+j1=X;3Bb@8179@k{UOzCVW+@VpmkWrlHjAYsL zX@8J}o=d1KQdRjBh*(7Aj4`vESv@|#JB)68`l?Hc4ufs6Y7UPlMFm@S1~}YbvZiWLJGB6 zoin+;J=~m*-tWwx5uxS;`7bT?ksW$UWq*Sen(xZsI-}f-mEB6V7P<^JKTq_1<#fWc zjT*dF*dC6lk#n+Npp@ZtGA)go_n#dWnOx3o?NOME&@1-BYW_|D)!jV@`-`?@(p{Bm z;wL_H#lH9LjzpmgW`O&yA{WH`$fq^}#D%R1x`Y{YL)X?ajC^OT7R3H_256K-Jd^;cjPjFQ+E5K5W>R1KKfdzY8rzRZjp1|McU^D1ozZlEF zr`vy6TKJII?kC^><_*2FHgOV_UVqt*1P;j!9!N1tzOqN)m)v7q8-VakUudYF93YZ1 z^nzW&0Uj{=s5D5SgH#gOI*FS1p?`U{EA5%Y_8c{yaGD5j^@_7TQVGDzu65~Enz0(A zOMUDP3c^zRq@6kngY(gb?Z+)nfkCtud`-0ZcF&n_N-A4cBTelAR+Dk!AY)bjG3(XSWj>q8+f>4E~mclxLdcd~$j1AAjM-UOtUbdwAJ~#e_ zOB1(|mJioqT(d=`6o_hH4i{%qT)Bpg=6um#-?oqb}&M20tj$7JL;{y@(YAnsfI)!!DFb8 zFni8-=JfW{^D7wvT6hY`lq@yI3)J$q8v3D*-T>Al?Pw(}5`P}k9N~4Bln#Q6Cl&=k z)C3n(gDxM52WB%-uR#AsZKOi0-|lybO6d0_ct4&YwMBDSJWzxBZQYgV)gKNKX<^#@ zN`U&3PR;KY~AmdB&_V2#?+IH#9#n5z_3&IRexT<+~c)vTy%65O!2+qK`&=OIz z)RU|i^3Apsq<`=dSAhhisnj9bMZ>BcKj@FpN_8X*!5QF9=7;28X&FVImzsto#neSa z_w%{Ros{OS+wMd=Ko(`Th|Bmc%NLsRU1k5U`F8!|IHx2NryFcViu+uOTE_}@k^ol< z`-u%}wATU~HEO}ikCW)596aEw$ZU^x$2s7@l+DFM5P!*#hj+co*(-e8UQRM!lVq2C%Q}hJ zv!pwJz(Jng?YCY23SQ%IlLth2TwcZ$c;+~NrNr;06A8w}WzJpROOz%_#74_MfJto! z&@lVdr6tX-IrL?UV76`kP-%$q^9XT>eCEff)3m-IJ883F~3u?=?v#G-7iV8huvuQ$IFN>WUj zC23=MCZx40zwJ!`h1^_&YD_h41L&>8-X}Zq(g|Lvyu~e2#ljMUua$hWPU7ST{5t21 zKWzf#L)Vj2Eo`?FHJW9E(akTG#>4OKrGJJp4k7Uv_bO5!wYi`woF{RfgZ3i%)x+fO zBV^I3S`ljGpv=xrWsI+k#pdXX`Qh@x#uIFiC&%@H6NEXd2-`wOj=DGQ{yH6)=};Bx z2}<;-_ACX*2gew)k0nVM^I++VVlF)*!$#ZE4k6u-NeIsd=SyIISb@DwCUeJ z_^$h|irsg*$jYn4REs!BrHmEAy3Gny?^W@i|vfkNz%~Yj^9a|;murV9;bcy8C zNh%buVj6k*lLU8>X6uSCdoKj%%75liI(daiB6F%5aSka5@V%UAQV6+3b%LE-s+OYZ ztPO7{ede;#kWoQ$EoSSE&N4@F4%~c1jMO~4M4(qH1D*nhm)HsuZPwlqK=`_ zer$GbEd+2Jkvw)06M>+od4EynE%4y*E{xZW19Ow2BeTcgs!&S(8{idOzKAw*7T-*f z$h8Ho@Z`OeyoC~(Ye2PWI6%J0+T$!8iB>oK&YYKdCORPeO=XNlolXd@Di{_!H3|Vw z!_SP;z2nNBbiqdarRxnycoohYxU^D zs`J%gYiFM1)}FVMa)LjGz6j@zGm0nO231HE`RI6=y^1b}wR8tdsA)$@5|CP7$O$CE zQX@p&A;WY1%xJP#d|Y9dVv)$36#P4q7NEu09{jDkeN969tSar77!a~m*;!yV-|Vo- zWq;O<_{Avg4Wf7KEPoi8)M0ePJ6#77^bmIcLzg1zYz3BU_Y%m|TEIVpy1MESl(V}d zp1qI-El|fbm}^<_IN$)><2YFE6mOkX3pZ}NmipYDyV`kNI4%j!^R?wPikAQMMwgrR z>KNmrxR){sKF|~XZp#LKvB|=T{LCdC`K3D9%@0iMC?#;+wtugI2_LN`zTZodYP|td zNO+3RjXzCZe*_$=oh2FNnQJ?-)IW!Z6R&A6l2DIHbE}TE?kcw%aiq5`dKo} zoGoH8Z2I+^PPV<15#PoI_nldb;1~VQ(=c>c8!`QvR6~m!x%9b+djjjPd5_ME=<}3J zX^B5m<9?A4pCGV3%y_(>K|h!8Z&x+xh&kV={#M6>>wogKJcT87h0-=@m_t4ZGH3HH zL=lFYLtiC|i_^2P6s|jSLuy?m#eF59oF=tyQlA&gkf#SjlSNK-tMnN`o7?xk(z5F~ zDP18jlgtb9BPq%j9#cuDat$aO(0wY~PolggFv|u9cVy8@Pf`P$)3w?S^Hci)7P}(< z6z}I-b$`=NX#!^U+5&q?N(&*SI+&wvT%)4FK1WZ76J!{I5#a}|`XQ9&&XoO(LpG0P z>IfIc{eY8eXS{yP{ME|d`6gZAI*J&9FD?h#z}NM%ZAbsEt!PZ9?|XkXoLhNtS$sgv z^%N`8jFJGohw-tZ@P${o(P%gH@Zzoa(vE%oA%9^tBum>%_Dsx8Tcoi%HC6WjyQzb-tEzg2i(t)gR^^bK^i?vC(iofI3CK>Vpg;w3dVgfa zPLiHC4}sKg3k;==L~vYi;4wy+%Ad|F%X`_XR9$Z5i9{EleDJ2vFOPY}qWgFT338BT zw26XT8PLE!@4UdJ-e`Gv_H|na~H4niwH?xB0{v>>Nm| z&y^pm=C}u6g5TyvjLKyO=iSms0)M7Kr)Dtw5SDyR&-;~IhCBJe-B8r@mO?o*-e{2S zL3gx!IdGkFP#NmzsOpAo_R-U*he2VOk^DZrYBWZ^;5sDSMHP;?DoWj?XtEqVBENmU zPs?OGXnKT+G!V1E-3N$x084euxtmF>3z3aRv&knWq($MA$Zg|y;ekK!Z+}h-Mk>6Z*nQbams(TzeJ$vjB%3V4$SaFoAPsoNg%VM2 zJ%_k8w`1X|x-7fJJeJC6&~G#L3OQj>$!YikERS*Xwe0K!YQAEGVW9~})SS{FvSF`y zUaDdr)M+yfm3rKNAK%^cxPR8K#|?iUZp+Me?QV*jlvUA+ouHTuvIc2FItIr>%8J4m zWaIOj`ME3h#E(&yGuCOcF1s2$8E~E>2wnHN-_O@wu$YM3M!7u4rrX)pa~D}89%>5b zEbK45B?G}kqYACA=PuHmE5oV{XnM8NT+96ZwuX^4g9MsWHtlg`Fn^o7$sY-r$GE;0 z3bG4FduveZ@1=Aq5sUv4RO@%t4HsEALg;KDgjrzl-KO$$+JO4$er@mzv&KKA=F4%p zz2?kGQJq|PO?DIM)eN=?G}z@Zj;aQk=|m`7%#wWP{?+5=ocbhFt=lz~rA_}J+tO086qW7eqnS-fpkJIAPkjsy^IYn)7Ub*Nwj3$Oy5dJYmr1O( zfQUYibTZM(NUl5!UI0?q;g^dvT%nTMW=YS&MA&Ta`IYo)V}I#VGYi*3K=i45k5%J$ z0NfAe$K`r&s}l=YrF_~#pXMF=Hi_C}hoqITm1nKu-HI~054x{Cx|n%9giYwCl;eOt z&vavL3G_0{)nMkIexuqOA?|~S1N4B8#b*JUFU4(1GzUgAAv#xGY&PFgPO9gYx(`}# zM0+{F#OJkwv~%E*Bfvi$8lk9@v$aVHmOP2yNYS6ck$4N^MG-b^ zd*vYP_f-JLL09VQ_NlGicpTkh;LRfRsMuAxwqon@{*>S zZ&nY^QI558*1)E#cb9N3Io{V^5g*`$6hxJ##M85Jxqsb6bjC#odF(xzdJj!j`4qg| zr~;D!Ci6v(vtHbrml`Jl8Ls@)@Nw10A}*qQpeZrl*|X}Zyc zYi*5q41bYK_dvFlJDsYTE%xSlTTixk*6m5$sO3fmx0sEvjuc;d-F7pUCT+*swg&@W z##>#4+S6gwNL`$*s?Lq^lR-J!Ck+-TY4O53;{H?inSJJYT6+v+w+PU=>Ab^IZ&FuYcN)F#-sm1AEo!trB}jy9U1`i*B|v zI-X&m31d3z!ZJt5&Yx53vE40A-I-<$bP_fw`$%resC+NN^nYY>^QSe1M*UPaS4~&{ zAyn6(%GsW~V~aKHx^}zOJv!z~>!JLwjK&r#u)|3z6NR%=LmVRlndfJxg-+d?Ig8G2JFgiaFe9Z6nqTlNxNazIZ_(5mbJxJz1frd!=YORFmvG>o=z))a%F&S`7Xr)wpX zL-tb9Z~|61<9qZqUoV?ol{`~8%r->a&wu;w!PJMD@n~%8$2pmjCn6CfchB3N=M2F` zu@gbR9a`Wgtx6I>IltmrcWiqR^q6DP>*Y5sH3;3+h(iBd0uqfJ(j?gk<6s^7G_1Hv zs(Pg;pCDW(<5oWmNi5TFpFqu%vuH1sEW!fDCQ9i=1v-QgK3O!Y#u$$K%J8A3v(f3YQHuo=>7mN~3N#Xn?nzFyS>uk2nj(?xBf!Vx2 z<3Wj}nZ;8N1roIL)EW|XfSTcXSfWXC5*Pn!^xl2r+UFn2T|_p_M8*S&u>8NPr6#BS z>F`pUy$k(8olz6?0>URYF49!@uUAXGvuYsOpJ=L|Cr7WzyffJ&S7*4vUe!_|7WL1M zt78*QnsX-#x8zTXYz+3f+<&T{9>K0kNu*0ct2*X=i+o4p>_ngjL?dR2O zXy_JX*rG1WMt+Pdg;$G}mB)3z<11R_cYK5LvSJ2f zkpK(jeT*w^mueO_e19>!@Dk0k-8qPjPp;j0y4zhy1$xwQzgJ{bA^hg#S#vp4{io)C zQ*g+m_I3Eq7ICG*L#nPhp;-vaNb2483EAu%NbvuH4H~eF-IMQmf8HihIm|!4vPmAv zjpLAvQm|gu>|Zq29pT$pi$pAK%kWina zvRIfpi`JmKU40vcWJ54=6VC3gdHh6NxlzNGH-82nA|{Qciark6ZMfoleXJoPHEX%< zN6tqx?EcIIXn#39g}rP3LWWexsl6%;r;gO_zayCKnoL~+$NhCRLh)PUj7>Bc+v+9c z(6U1mfXhX$8TS!dcaRgkxqqnfa9bWYdew7$dBPLK`(A7Hc$4#%Bzh5eUtG54AR z662hCj*ZzuVxUQcosiZRNra%1Cghiboa(Q^X*5Ef?th1!dK|TluhXeE{gkCl<5C>B z4xLHfRfFM=n+UmyA=m}U{ef++l)JAeA$%*Yzh5^~>-qaLM+YRRh>`6>B?8iJ+sJ-w zU+x5AVL&UI>RSg^gH6fRsY ziMU@dulDaWhj}CX`Kl*7oW(IEGL?pvtVQe#D}U1wD({+!de-N@^}~Y0BGFMSpV?mk z`Gz}B+i+0n2L-QiSq(71Jkim4CDaymoSAFE2>Kgf?hh|W4>pXn61&6NCG<9Z4!&B@ zf@~=DWXl#~u;+-$xf|Bt^MPz{pEq#ISOF97fDie>`1~o@JyHaf6QF)@V>4yfp(~X> zT7SCPz8~F78>xU^L~zV`39-D^+cmp!vtspHc5VJ~3|5YQ%r*TYFFZ4k{EwTmJ?^GX@-O|rB z-QJy)JX!>LLv{N(+=w1vHW(~bn{5kmmCdfnre`oI-=*`7Zug>~HSkw-T&R+f6V|Nm zbs#~ATW}aPj1AsyQR3UfZonoA_d)yOWy!)4=I@)N%P6Ez|&SA4nf)^^P)hPNAVYXF$|x5mCaS8P?;k# z)^%J~dn>uAI=7$ozg4&H)V8xEPQ46EECM5N$wPRwb&3Y}t5hqP?dIdwIC@z$nZt2b zO9*$^)fM|ZKC;ykz$XL@;C-VU2!HDeO0Fj90#;VEjWsUiGB?&9W0IQ+*zf_$?pS8i zU+7R`v@eN};XF9W7Z1OEp58Vf*@D|>k>&r)jnHK@oSiH&5j_)jxjnRBRf#I1DYwxu zGXrd9K&fR=wpf8t4{buf3iawDwVNsu+vw-|?icG0p2mUJNF>=Txm})(Eq{Sepq?-8 zt-*-=u{@JK$CRX1$lC!U7xPq9}?Il7j$&VTq%1)AX|u-Zt@?AJu}Tg z95lW5kXx#PGSRieW(jH&PKV=~Dj3Jxef76q2^D@Un^yd-1iv}raTw7EizT(b?UEB3{~+e0{Od_GPci(VVCHLfmR1`R7WX;-SwHrs z63B%riv*oS79Zm7;EVnP0%rWfH}9&X!uZ9gj$^^;DzXBN^$;TbNa4h6Q>e^Y>*nR_ z0i1G({N@%sXi2L$3xA_Fql+H;7Ur$cJ;g5w{pfcs3VyP-pYpA4H%G$yD5%65gzr1= z`X)!`WG#gIDZLVHN7>+irR2R~bPa&h$!+#277tl5@+l!~J0T$}M>XOzwWXnKeYI~= zQ~Fl0Hf?qY?V_rUpC&$$Uc+-8lh$WH7n+Z{fUFQlzu`qm(SJ-tZHWTr8Dj`bA8o&b zv0r41_wqxEXCCV<>;tf_3t>ESMM5L7oqu|@H);pPn<*Xo#=X+|pdN~<{re|*tS5{; zFkvPaVffnFaQb+3t3-kNL@AAkFiBF+)&L_hOJXRJ?VH-N#dB}swLREKlH24kI4P9Y z>H|vsx!r@Ub$_l=rOjjZ&pODB69aJ{DUhA)%f{kss?O{YP>38TGNw$_iHpvYa`NSl z@{))qgcqn{M3KSTN|S!70W<6S)F{a*B_LCGyE_tGCb!EC&iyL`l#`CZA&$P_JH->D zNOcc52`)3zN&CHV2>S-XK5+#I!y9%rSDw1K#nwHsB7cO+bp1>MmO35G=&OWaFZx&4 z^l5x(gBEdn%>y)5k|);thg+?XO)L}EuzbF^El}b*VD(FG(cdZcPE0PiY{;0GKow4< z74-KSDfHP?yjmAG4QKd@bC9|mR*nlZOW#gV0K?6gi8(*61yIqTNOFxPc@Tmnro}~( zM3mdiIDbH{eQp;9R&$>=zbf&7R@w$3()Tz!2KA%&cQGvN^**zrYy=5;gdTdaXTa$1 zfQu_}SmJl+O&5J=N5npIW^m<87Rk@tF8JB=)Eptb*!LDT(b(kUb`3--^lc)^^83oJ zTU7T80bbO`dt$+Z_9!CX{w!vhz(US!=muT_7=Nj7Bj=CPsyJ)loqyaHno}JS>lDQBPt1zGh{ck(R{qWtwa?#zXF58sp#nLLpW@M=Rm)=W3z^Ijq(A=#dxHlE_}q zyI{t$e%jTjr^ed)-I?pizWgZDb$hgkoPT5i%Y4}JCVFw7^Q6iLcXjM4nikrL7w)bt zr^axD5d3CtvDgCQHzuWt5}>51F8drtyRXNxFTts?cZo7FN8G+|M7kZ;$(e8^s?oq8 z8uBr^r9dV{K*y=Wl^rvp%|r=}tYX~j3tQCJ4E&o0bR;{G8x}OP>VE&W(7A2JOMix_ zOt+5|v+XuE%-^CG&-5o=KCh$*58or8*y)Juuym2kmG#^;k!})I1mr3{g&pL!3Rmx( z%l?iLs6tC`EuI*Vd^|b`T>yI!U~Ti2uU#qf;RWx#l|MoAd0uF??HyX&*|~|&($|OZ z$MZj@xZa&G#!)HV_%RiTP0M<^(SNu?TIf#{Qrc#%#l|E()~4oP-lt-b$eKw7#!k>xQ2h{^_Hi= zJgd4uD$Sv{?Og7+N#QD%0b=kH8q$CTd9OB%;N7)AWf{Z9U?HlNvs+cEGk;;mEvV%0 zCE`zbXud$sXk4;;;qMX@4iE*73SyU0TTmL1NsBp6 zCeZXyXyHp0HkNRL@Tz)@Xt#$^Ap3Yzr{ud_leF-L7R7OG-@c#Peh}x7gNs?XN7xt7 z0&BCQ$@OB$Cz{CYOX>_{f`2;y)LLtu6eu4gc<^OLZ|YNpLe2!L0Hc@03nE5r&6TIe-=dURgMke7RS_e0g3r~H?Ly;l<94UCw^_e z6=Aq8chu}%+YOaPP`T9Fna9~Q)y#f=sNsm4X2?4KK_~a5AgM5??8(?)BC}z0B&Z*| z@4>>_>Va6)i+}6#1FquFw$QC^+K_?)nUjM-O}^rl-hnoOHD6oAvX~ z-rKXC>E%o1Ja5HKIsaIDSg|@)VMti^?PJCd_M>{# zl%Ff7ebKT%-_>R+kZKnbIUP*@wMPM7%qo7{K+R+)gJWpz%_ojl9=j)Nc1 z`NCr^Qhz}Rdw0J)6aSKU`(>sKWpK=wt7?aPBu|s4cRaY;NAU+Ldk0`saG6_WqrmjZ ztQ;Rz-C{LZ8XSXx3y)4}=}q99Wk}{TX&KQk1~%TitjORzjLYJo6qy7C+dKP^*C4~+ z4lLonDBR9g=E0<#sgH?WGNK8DU1JPJ&;(2{J%0(}MdHALZuPsW&YJSG**{}N-0E?& zf{{+OELJyBAT~5}NOH7%9E@08#8zf9nYq_m_Kr^1+F%MV2|)Wf1<&G=qqkWL@z5ZL zq%HC5^C49*R>Rb8*C^`zMO)Cm$_)hsPu!wr6Un6Z*IyqGqTs?|1V|X`&V~j$({*OJ zlYdKG1!dEH{l9z~j+Bn@W;EZIWuQK^DOYk%OsPWd)5;Jdje6(W`n}0ZVq%YvE zhQ*GjNFbiW5AND$HE~-A(Ma)aXbvkd3|i!h5dD*{M;T5yUT-mS0KxElQw6AP9{VSO6N1#5VQ-7`H za>7ib0WC&uiqpni!w7YdFU3r~3F~DssR>&gyUB2h&(NB9~Bo;vOO-IGR z%j-d7Ke`zF=}_h_($tfvZ^Ym|<9`i4f{OM0b(u7UOv-Ab#^AA#!`1sjzzXbV;xD$- zb?v5};w91Y4eL^ITzojx?{#o@DguWx{y;|W@BVMGQ;wfUw@?c6dTF%d?wy6cg*=e#pf#cYT(GDQS{=(l4&0eS=$boG{FlJ_kTu~<+UKj1V3DF(R(vO$bKXo;T8tMA-Y(91N zi7}|cC0p=tW^;pPi}G4U0wxGuiWJc8 zgukD0VAcB+o+diGbGmQUDK#&y3GDb1ha;jXjZxz{zK~)xBJnCclsV$tuy(`1j1Uqb z{Duu|VRgQp0CzJnB!g74SnNK?O|b9jxgi;-a_fH_F;OaeHB$}k%ztP6y^K)sf$4i^ zLX_cX`^ZFETKUJRg@SCuc|-Ql!i?Hn1V*za<@&%c--x~e+t2N=<58LT%@|>nxsLJ} zIB+uR(fna-b>(Vj1uzp4Ho01h7MsE@P$VUbA_>%k6=)(2owMpW;+-3@QusnY@zf{2 zVec4Pp{}o%ae94k)qjMY_+q~NQx7LGDq8A|doc+&X4deNIag|pTJvLDbZ7`x_cMh} zcOv@&s<$@KXIm+v1T8Rn?}+Ys)Hby_5nad2XiU|a%@YjX(-BJ2q>HUa#GJPqNN@n# z9gP%7c29DV5ydtBAqSUwf>UbrL_Zm1oxJ+}tD%gljSA*U=zoL7a>pQhLBU43CPZJJ zc340qjHCdEa%I}~?a$Z&CJ$5o&ji+czt4I0?Rqz&LOwuAp{@&5D2K+vzIuRt7pK49 z)gtwXEb`;}=Mipkjls3f5By@P^bLvpBwURJTJ^jo-~C77;sBh`_y%tsm}K6b6DDdCfZ zCmQ;Mhh46$ze|8Go((o(hL4F4Scndd9fQv3HZ+xBX`qQakz! zbB5cR10>-WdU3(ubjAcG7z?0Fo-VjcFRzFT7%YP$lQxZNM>htD%3k1rsZ9J_o(J7X zBPi((O$4Ysx&{EonNFPgJG&y55cJfIUsF3-g#}CYEK{xJGv=oL{t0#`4UHAh-hZVs zMMMyyD1*5dd_;zyg_1a8sWnhjGe_AxamT;eT4oND*KUS6i4ux?S+_DT(VcmaF^~^q zK@>~XR1BXV>%&`bcHGmNYtlm0J+>Q3h%gFU8W2Md!)m?`rz z4pQ~Ps*%70)gYNohIDAUU{Za?b#3Sv?bv`wSwS1CFo)L#|5M<=gdVkO({@@Q5iTo9~(+@J8){covuVhE}Z(o0cnO(*1nHJ8m zdE?$N0i+UGqP&+4Y$GL23iZ}O4<5{Gf;Z!1c$UeR2$5eonvOF@tejHr{qj4$E`1b8 zA!}zT!)InPZ16`q`|Vlp(9|urmx-Uq41xG$#Er57vn?wzqUBn{Qh!*k8^KkhF0xb@ zLlBM0Fq*j>Ne~T8E1zO^`VrV^bv$XZ3N#urx#77 z1kWzo4P?%VviL6<3Po+eF#B?Xi9^CkrI2Nd%?Pft-0&$LE zt18t)H-3oD*v$lPDMiaG3Q1R_Gdep8Pbk-=Yn{{tb26|D1(O`raVFqBMm&GF4 zQzJIlOg13UQ}Y`VT-(Ef1G9#nr;ofqqEQLM3ICHOEBX`ndb$IP!N%E70Q_F!@v5?k zX@6c{0R09^Y5Q=lAK_hmOG_KSwXmE_1$%9WN=t7B!89Gj6D3HJIxSghK2_6OzxY$y zrrZ?j-qdlRZzjPnMxIYPmCKL^2X3V-dmA0{T=<&xwkW%+rM}(bnT%FJ4wkLua^s6( z$P1o>d$JRuFgFEbX?u;0!C1MUe-uABN`Eo{c0h^01;Yw#f@*3yCnveerFp>)>U>l+ zy*;m_XO%}gJ_xhw#Pu)jRQb5PoeYI8$*zhjzA6OF2)~KJG@4%DZ)|3MP#Y=r^35C# zj3OcR`doA=auPdDjM-upVa!1`Yi=l#ZTGyQjL(sDm}+6jj21m;iSp1L3Q0l zSl^R(*?fW4REYiI8m7FRK)Ue(@;Cocp~vr!g|s;p20^i7=jk@Cp4uzwl{!?`bjj*)E{TLr0429vq9#i}fZ;9P&=SUf-&3KmBy^rPFIDS?as#96B?LAmO5G^hlU zu8!KW%5{ud?)2KUD03x>tT>2NTzxxh(x^o7MVC z!nb#`smHX_i>qXUH&=EsBCOH=}WO~U<9UZ)2rF$_@gJ>{h@%G zYpUR-#pWjWeIFF=nxz?cXWtX~r&e{!XcT$`4xQBssf;H=17f(Nc*)1CDka7_d$|Uj z$8X8%Z9^Z07BQ`QuRi`pdEi1P?-hA$4{i4X5Wug6d_bLA*#B@eg&014zT>GO2@`m? zb)mD9q35UDR8$o~N!wo+82#2oD`cnRYV!8~0Ek77>NGaxTaWo~D5Xfhx&Gcz)i?}HV8GBh|jH6T7d3UhRFWnpa!c$|#) z1yEgC*9D4V!3j=q4({#}+}+*bV8PuTLXbeP;O+zsE&+nOySuylJ?ZYRlm6eUy0@r; zJ*KTO=NfD64LPx*3cZl2oiR|{&eoZpnSqH1AR?#C%miR!Vr5`rVu2?oSG9Du2L5A) zCszl5Iyza}+4B4mAmRu#at7H%jhsPoa(1==X%}k%Gb@0ZgNK=uhlvTm!oGZc<#m>yx&Bzf502!<;O@OvepbQsVQ=lUN zv^YRTN*17C548O|SoZG#I>0}(0WdQ#|6A^#>|cc}ZU0I(GBL5Uu{W~yu(UM?m|0qX z0|5%+vJB4d&U64HThm{GM%GStpnM}&BTH)|V^F|f%#8rzLP`K5P=o)p=Van&Y47aB z;ACn2t3}3NWk6FFvo#g5v#|l%Iy=Gt;wNh92s8nW-GlM(o&8{I=Vt5m4=}T|H8uOy zgsF=?qnfRyg9}hf^q&xr3I4au9Ow*xU}s`t;^bxp03858cM}W7U*%Oj?16tdnSYr< z9r$?J+t~xmKurLBEX{zRKk!~oMy^1Bv!e^p$LmkWe-S)0Gr-i+#2H`=G`F;c|6Ltq z2AchiL7VSr=?>6g0%?yK!1U|q-zPngyiDzEtv!B+|Fyr2!qUp33No~Rcl@t^PgvN_ z9pFXJ#sr{eVP^s`{}LG|=)vc|WfYAp|Do|mu9U5r9f139wxBWnkFo1N0-*Zma8LvO zTT9*!q*@?=>bJ;snb?_3K);y(KTG|ul>dJU|5fGxP2~TVkhqJr^Y7N}_FWclk_0nmfC=KuIWN6X{`=<09+N%Aij5Oi|>yQG+{ ziJj@MBgVqc0WflOH1dE4Z88Y41H70)XVDbs{+EaWj10DR&Y%HL#`xOYfK>uJ1(jTMgZ^#1b#nck$2y_Bn*8f^TqcF7t(RFfvviu_x)X489K}uu< z{)ad7FRDNrQzIvfKWv~bL4y9%#__9;gA3>y_}2pB1k$gyk&P+nvi@U5&{mrLhM+vN zKOoyL_y@mV!M`Cp>o4f~n=tb)!|yfOe}&t*IR3F3D8T$T1P#;N(df?tOrRBix4{Nd zkA;W51@KS8AlsjR69di2>JJE-^@l$oXa(y(AZXid{%967li!uuL8-Q&%i<3|Xc~6E z$$*mW{^JIT&<$`LCJz*9QJEerC|@eoK%Yl;i||w6XlJp4orJ0A2qWIXkF` zljZL-zy>1kWc?or{!;VrWkIheMrR90;2%l`4aeEd?vDge4VOP4XrEmFfFNdWf2aUblR(Ek%e2IgZ^oKo|n_mjaFtiIwea8G=H1xz7nSseN|ba*}1I4t)M z^w8gier>wzuOHa#@X;s~=oY{?cVngzv(O1&TI5M3`1+>Ac^INy11N=oLbu?W!1eUT zD1^@|@Lc!-mw6+PiAkI5O(*ye{t0`Q_xWdkpR(FB`5$XjsI%5?XnH}fK^*e0#%*8E z&hl_9Sj7y}LaDM-#X3G^uS8QS@m2$Cr-Dit&(_MY7(|Obh-70o*yqlB$@1BxBs#Ze z%lpH113j$nxpNs#)XUVGW7u<*h_{X+=!f@e1Nwx6Lb|wbO!qc!N=t?HG577%@6XDA z+`@$WKd-BD24{czq3oa8?xc_`Art{oaJxC(31>`ttSanEY*QbNtfBh;VRN{>;K_}y zL`syLGJjsKTV|i{qxZbtoM?V0PNlyf)~D-wf0pW2g*z%R#59!U&*W)4i;$!St^M`t z=P$Uzcq*!QIi#LzV4brQ!<)o|&A*Jti+qJ;SRz(HE)DGarcAhvAGAG<6vXyLmOYu^|akeafE68W! zGl*x$;bmFC-c{*jq@Z4H=KE0-N1BCb2Ev-`p+>-hZSqZ1V)RuG{uIw3Ptu{Uh;D_`@z&1p^j z{ao5gzs1=~R`6=szCUbjZDnPuKtGP5z$ItmAr^wcP}Uorgddk&?uvYD%+myy@0~~Q zB*7Mtk$5?h8ykEaWn7r|Sszo>M8MuyreM`bI+s&N|nhi?t^aqrf2+OZF(fW!R}cfGiMj=qV`FXVK>d_Wj_0X*~Zl{GT%T!)hq#-qLWI^F(W>heLUxUS+XphT*Sk`o+ zd=t;^(07YjoiVac_`P7&)x$9{Q*4J;ww>oa+423@ZLdFhS6SP5Kc?II$~udlT}kIE zpxoeDK+0ke*<~+V*ycnW`W;U#^IO=tL{r$}J`axD!1jd|0D(ACQ82cwExXEv8$~hw z;bdh+hJ@!`5%&Rq_WM4{*e$A|=N73a3;Bnd8Luq`G{D;=W=L6AlW7~wH4 zx^T3HFuu=!t~zxL)RIcyq9qPp_G!RM;i)njRs&XkYqNM%FJwupVmiZKt1Q&Gzxy3j z0k(n8h^BfN>bu^{E2XRoBvr-NYuBKxdwAdgU9A1f0&b9_pGDk5L!1lNc}#GmA+5C+ zF6=E(>2@Z@K+x}Rs-ltWxF?Ra`(vAusN zuh(+P5L`f+5-Zl8x;pP%cFSv3j5SNT7A~&R8N#5W&d?C^%=fzQ*91w# z*B)fV?^LsmACtcPP!ITQO=WFf-jTjwJW&?4Ox&&>-%vP|4~TWr|8Sh+WcoSP_O0ia4p^A7+}%8$8GP9cPaM6^sAnaP2;uoTB|)z8 zqCXS&@)VNH zpUz|jhxcH((8+Rd+*o#I7IG;oNk_C78fDO7%T<|UF?NfmH32vm=bgv{aj`A%MTe@F z5xPl|i3xqTN_lBH?RE3q+;PyfHYDKnm)XV2hnM!^FwyWc4VD@cC2DWi&-VSP2!#-T zt?SXpPnZptxLg=6U1(1>=Sdze`FYRi{5<<>#>wIBnk!bb+#&mzlAHojXZmo^G?>NR zM^C2qzODkyUu?ca)w-*DT-Pq3j;E98k$U=Ke=W3kz34znCkXwLd^6Ww#Na5*{fP|I zwn0mzOoaKN%ellj3cwDrkhcNcqd~0&w27 z^?cKpZ$BT8!DGu%o>pmE!ufg%vJ*DD(Sy-TAf4I^xcO=&qLDVYSy@|d6}e}*kF=wlxIcnZ8g7;mA{{v{Xx#IE$j9d& z^*K#m_r})~2|}9%A*SgQXe@_Nu&}wI6T5D83yHrs*tOG zmv55cjIMyCRZgBc(s9gBed^PHy6#3l)^Y&)v{cREBj!ik&S`yAe7J%i5eHWj%Q?Dy zi9DN>32L84mW-sVuH^^URuUXRmYQF4CePh^O-yUoDWc}=qWJNYWieu#j#!1WuSGev zX!NsAwey@()6s8gHJQ=Yz%~I=S~eRC0hTIJ5WadhYj7+DzN}WBz)MDdymoc*O#efw z@ybuz17ECTL)nU4J=jH~Jhg1_#%`~tFf`YVQ`yy}rkxzNxGUx)GCy=j8==<|rv!|j zJ(m}@+N+Q>$<6PJZwH*N&+Jk$j0L^Ec+4Qc5{rlsMR>h4fo0I})2=%@CEQ_pXN$0A zY#(Coq?lw%MnA55Q!z4sl}aJYXWs^e)_`n{j_BR!n_9!Q_rTEKl~_k>Hqz_qQREs# zv~Ex>>{&kWF*EdvMZk5c1r{3O;Iid<_G70exKS=K7tVB^4SeF_M{IMqd14rN*gMW` zaX2kO4;4M%^N>u4rAZ*g!$iRrGyO!s^B;o|Xuh|8;g4=2T9t42Cufo6A# z?ri>&Az7H-2QV5>HN1-wgfkc@TIeLK!dL9`mrpx)>yo-8lchS)cg%?+$;T$_@^{=N z_WUfI(#^upm$goekSF1F=2Tb3?wCq+Z=Lyd$~U-%<0PEA8v=NUl*zdDI4~%}9&9|y zsV!@9!d?6Kt$yBrXcR@rb}0+%6DSKCS+^a!e>cdQ)k^27W|u3hfLh%-S;ROEhe7|` zT!vhW=U4Q|Xq6YT);*t1?6YDRe{v{Fp@Hw;SF$yuq}fOYExB5_i#+5kl~>jR=hrvQ zFt3GwE;wh4S?ZXGVsLe2yA<#f7U_q=)26eK{2O{%B-_M)h_3=~3|6r84MG;pF=A_d zGq8H1d7}&oE60wDWQ0GioN)lV>N=K)D!w$p^T+R5w<+0w3B@hV@tdS>53NhTug$+; zjN*k+!J$OdZ@lK&a)y$wvJyPNa4-EHBu2#~F~B?0gt@5X0P(rFH~xbvW#d@}3U3Bq zj02wS+?Gp!fU~u%2y>if7l3^j_ba@^m)S0diTnV8t%xyCW)T(IcKlpL=1yNiU_XQk z%P<0KsdS>;!a#6>HP!iKEg39f6R=-to6*Kzo?V6$T;mxS?oHjfIJaUHE}2-irrkJM z!R8XB=F`^QwcB}B1dX8v7$+V~)Jixy0J|ri0+)h+ozmJan#{zJA>T8}7prJEB797J zFFZdarHALQ0?m92AibPyLbZ51q@xrnYf+*_za8kS;`riW#14>C)RHKk9^)nChKj=1 zgDM_>rv-);5hBR$AG^FdPK679m-dApA-yxGzF$<*>SGSdrW2+kW}y30BK!`+PyU6m znTm>k?9mTj%NMM>cqtMqNcnabQYtTiG1O+`TjHLnhV{Mm0y&#fCSZapk`#%2uWwpn zPoRLVwqRW70qNp___~|wRVA$5mqukm#2y|kn>^=}v=|vC#JTQgZxREIN9A5-KCLsF z`LM1grXCI!^lp+!6epsV?NXY_IgP_i5ov0Fs6G2U-PG1MXm!;_=_B}0&5~OU_YzC~ zIE_${e1+{F{!CxV)}*CJK90Z<`epFmuH{l|;L7&I3DHecUbh3tiiVgmYcJZ zf=e+0W}`vR9~zVy4pXn6T`B#0Z5YrfhgCLziZ&0;TYEeaVROb|qctmz)jGRJvS&JIlID=nf`&7kTW*cVkD9Z0+4^6vcR$|U= zK}PUU)D5mDcq(^qIHy0+C?Rvh%U%kd=hl1J47DZY=x{1j#A+rKxT=L}>GIA0=kiwP zMeF$K(FB^7Bg#I3==BXxbku@>DIttIio$QOJ=mxsl=+79pX00gN*5_~9JR_&OU88y3Y0PaGwbp)r^T2kzUT{N~ zJ3$CsZ>VoaM3^&6VS6a(B)9vSuymP8i_XZ|;+xDZ==OiXunzvqW zE35^yi#;zR5(dyB_#1YAxsHkK>1D?$`f?v3Ph|}G0fse2);uxJZt@2?Z(v$x4OT&q=ZRkct*kuGAF%YJ=j8!0^56-WgerMx-1 z?Y#FBe`l&LAv;4yyNl(7`Ay;_Z%v=Eq1d6O6RQ6P+#<3Y`P==yHsLqVV9{b{K}6PD zAX-Xl=APV~AiotgpN56umRw61|Lbf{|EuphaP3%KRC?Nf`)gB^CbG|Xp@?I6-@6{w zKB2xn1T*Ysh@{-ucts!HH{m3cEiyNgq$6Kcv+Cc9-#+N>;y&N%PsKqJ;6ftsCd0LR zA1DJvb-MzQBweOBUX{9^$C4=1m00_XdEH4HJ`=HC5~&RFlvo*~9xswNI7@$lVdNjk zR(L&0BXCrIUkUh$Xh^QLE=~oqi9=ZubL4XE%FHoEL>oo}!2n-Lg1b zw@O~AL+V0uYWQl5s9ivn=U8w~{Pf+f{3`;Cie|?$Qx)Gg>Sl{IjTz{GRyMOnanX8< z=tYLP@2U{g`YLb6=?Oz@-F%+u5W=+O8^kcjM8L0qDsB<95Tcad0Bb#ePTicbwoK^4 z*UdQ}zr1Lzvl~Xg6ZbVpb?=A@f>g`!j-b?xt?m67EFp-jHiN<;g`i869K5@9!~ew7 zuWs-N(a%3!z)d5?;pG(asD6UK!c z_@tJ9pZ4HJU4CYc9zKZaFvYWGYDJpgSh0i|W&z{Si;$nz;$(+J-zXRhF9RvT8NEqT z=B+gL5n`w0VH==*;pyZZ66llLB|BZCf*zjF<8M|nZPQZtQ;796dge?8fu-v`&X*aT z@22&0aZl1|x=Y`&2+QyGIzk-edR2c3UdF^~783hg?+gkzSskC(sT3`x8G zq>~}?28X+-2^mdLUx|rHgHL)&RSK@rSz6&!>(J!EhYDO+6fmK^Az!P4JC<)=5>{d7 z4!sNN_zoUbl0nir)0Ot!d{1@1WqC{AxLBhb7J8AYnuZJz=?4AnZjTx>JTh)GL?1(c zp4hRhQ_C}-FF%yxo#R(tAyX+4JVVB?03UdID*!l$r|zKj1@h2yc$y3wF3oU&3_Z^5 zvPQnjwqnF^xloA&Wl$GZ*V4ng?_(1~Vy7%~W0H!T9q%d#kF~Zm`su61`_aVYzRc>S z^a+33$RtAp(>rG&=TmCj+3?+gw9sFFC*0g0I;!-`?Im64^)fB6cN-5T0JD6sJRq`z z<#vo4R`as;9Q5H((Yt)FXs~&V74WH670{xjYOj=7hJlHp5Q zo#vdK)J_kL-ylyebV4WMMW}9n3R*Sf(HmMTMJjS>v=KlH^}0sZCqZa`rx|K(tu0{r zT6uzA-m@#B1>}YrKfp`ZZhpBUo7bqNa6_dEtPc>3{L-=r_Ex(7+T(|yOpYx(U0Zq< z#ggX~KxU{Z6Y2KmKB{{>&+g|FBV?n-uXAQiAGedfQN9EvBx2OVZ3ND#p0c zI!hOxiW)COJ-AP=TX5odAqrB;7d@Kj15XyVVw2mOURgG>bCyN%D(KQfH@-Q;jiNP9 z>bKuY4Lau$nX)jX#x76iw1b+h%^H&`mf3%tuIcU_JD>QfzegHqp;*F;&V9kysAg49 zeZ`#7f{56372Dx9+2?eBUws69*`Drt#GGuh@MZR)R9T+Bw($Uh~@`gJP5V6Q5nssVyD zA7(c+DDiy1a|&=S$tW}fvH)&D!xbE1+b*U~)&*`VSo5?2!tpJC1CpaI#?v!t&3PAC zhHJ&z!322`(Ze`#z<44zg~%$%i%?A@$OnpoZ`QsstOs9j2{0z78lub!a3!kpKgEC8 z!1xx{hA}Am6QxZQ1K*LFuo(->XE&wpkodty2Wg-r%w8YjV4Wlgh@L_tHd<6urKhW< z(W3hSC)O!UxRdUGSV{@0dPMt(S!!)LUWpPf*-ka1hAr3#t;G;-Y(45oJ@7^xj?en? z*3VqBju+8Jg*};s{6W%SNW@wzsD@;+c$CCLIkq-bxOg_*Hvi)@O*}@CRVU)?mmU5{ z>Tice_JgwCm>x(&-6tIUYc9GZWEE5z!Y#`e7eb{J-t$I(g$QyJv|M!zIgAqxjvuZ~ zzim<{E(ZE{5$w8@JC$!wjKi17MAJ2CNek-zt8s+>ZV(A~@{z^N~jk zRxnn6>e#P;_>KtW(w-%HJ^01XtNJsA@X{A1@~cEMFoX<8TxmeKtj4?V!$dX)fCA)> z6KWI}*Tl|qR+j1;$+os^txDhNei4;z*f{sm@kl)utrgDOZM_cp-p$DNhA>td^CWij zR9Pv=!k2*#9KsV7b$sn%jUmoG=FEfSJ(+Q#xer2rxg>hgq4FMt1vY5|aN|t(FO0l# zSWg1xFJ0goB9cvz5eInZ_yq#SDl)|2?eTA*CWt@EFp*hQow9+A z-@gC!CJm;F>YINoqIh$50rYKKqIx-7@qWmzkP!V9ku0U6E5%^eQgAy0wZsYx6~zG( zVMXMBn-}hRwHKkHIAPaP`Og|UrW8etCf^aOd8Eg0&d}bZn(p<$c_~L5 zQhK+RI5+9jmQr}=%_bDoazgt5{4#Z6xXqBnxZs`fv}D)vGOs*nTQpExqP@)HYnn-T zRx#iIQvw_ur)90OylO$Je);WwAqLuGG-wi(oMXQi% z%{+F5pcx_eDOdVpPSsEzT;TR@U_6P(*$FTJ9F_UMI&OY=+AjzhEuy=}RvjA+O#D`p zQRw+P-D052;&-$EgV?%uWqD?oQiIw9#q920)2r|0#|KdxrbJqtT`M=&t60Pv6)L!Y zmPJCE^p&3`p5B6TbS^BsDkz3tV8d5mZZ09OS_@hZt=%I1@w}%EDUFlJ=$Ar*Qqm)6O`(M7EdG?;&V^uv1e%2Yops#JJ2#R>D_&b9mj+l^wPdzChRP=a6|0 z1%>=9wAsml8FLT`=aS z7Yv&>I@4rOKt6ENH>T6_{_07|{;XT$0L(#$n{25EIkFc0lRqn~owQI!@Fk}KV zwwH`I0|m3XhZU%7rAOj+>Ul5@Yo& zIUDGPH98MX$So1zK@VG1zgyMCX)Glus-$OVSYBA2XDZb09rxzD$egam6(+jXs2eZ? z8cu=_aX+K*hH8zd5N9k?CrJs9@M~Mf+-E-D`h-le?G=UOSr!})Vq!CYzOYej@%jc) zxy+zXcXT7OQDGAxDu&>ghCa4XMjxdNgK@B`#m-Xoo<8}V@B@puF}bV~7`lSKt|y(bkp~L4aWYUSrmr#Q{0s=?+n?;J3YQTG&%T_D3%ONDND_gq~|1( z)xQm`6DjVg{Epf}r3)Mq&aFV5-Q6}EHaZ@KYY-m$#;RD`x;IyO%PWoSpt3o#H&u3< zi?e?qr*F}9*IXEC&d`={{ON>lBKeA>F+=!kn71al*o=~*aB_x!9MKm&!bSR+En6@4 zw%Nm-5k}Iv5N`Hy730&LJW3*3+sQ^+ydo;_CmnRZhj_@gP3`csOO3Y>Cmwi(0nc`c)k$Noyv^z zfor!H;<6IYacK1q{fx@nWC(p|W~$H8lc2n}=oL5-6II>s3{!EJ=)N556{Dbaj~Cdf zLxWxs?8EgQT&^G3bd+76aFT-k5y7bUp^6+3~Tg>&H3g?&;N{=IGDrbU_`kA=E@AhMISvL(u@OeaT% zW8?CdHE~&}J|_CzIzym49C!Q3CFN?DEH>>tobY^qw8lQgp1B2nT@b(Ik^?VYGmrRQ zWALL@3bq>;Ag=p){~oQl0_G92UC&d!5Ne?!WnRqrM+WJBrB!^iIE5igc-_!h+q*BY zO*!d7<_WFJ0s1hkUsE%8?~?KZ@Dg42yx7PevW&r1Y>3$XC{OZPW#UVqEC!H?XLTh_ zmJX(W5A69&h#ZBA*oRk-ItvDjeNp&UvKhmkn+Z(>VA11VSX?NDcl6v|iX%<#c?B6o zPCq%4g?f(9guj#B_PBT#WRgH$Hm=)%k9;*ZkB?_b#$22WY%pM(Pp_ve)GW?Z@EHD_ znQ#9(_6=E=Hlp~DL62#+dkqfDLRAHQs%IU11Nd#${ zXSLrEr1GiT)ZjJ^S!BjN^YQNfB3(=l8KtMFA(>p2~bw-9Ou**4}6%mrT#R3 zpXN=M)b5dyBflP7G+j=tV*e^iZrwW-ea+MBFFiK5~O2U$g!=T%L(5qFy z2ZG2c@b+F@hxIkdcoP=)Dl$}$p_$c?*)9<+$8HXHtvPo#3ErHbV07DR=k6&s`i)=X zqqkNqx7<4jNhy^d@f**xb1gFs7|?n$NL(`FA8C{Os-@3wM$qhqW00*eX^3S)W_=5n zt=BPve5n=j-F})dVScvjzZ|B2WcJ+t5QlwqOC3t&^vn>yA4~LZ1)4Pmx{W=L9o+Bp zl64^%<)L70I}|#Knne(VAWF051;=_z+1(GY#}8a0$`WIbio4Ka2bQK{If8z7etdo? z7vhq3QupVS`BSx=QIheFihlB$DX5I)`d`^Hzd2FAY^*x^oiR?+_&oQ22JZ9PI{2tm zH5eBWs-AlE8wedXlPG{eggr5Ga(1#K2GvuEEc;b3rQ$r==fF!dK$k{0L1w(l9r)=t z2a9@faCz!ZDydbTr69IcEOkW6pV% z9CPHR=xhXA`osh!I9_Qe0=-%3kgG9 zC>}#8{#MRzdE=>nf^5v_4BOq{-LM*m4bXRUl^9V!6MaDRy=?fM`Rm)9c^{TtUnAKD z_jCWM44UMHhtFTx@T6|td`d@3D>fkNex~cOeg`bJeZMIqP7-Ctz%);Ln3VzTLS64y>U@RQVb0z1q8GDxf9KMo zlA({qy2J*5;U9Xl@$ZRdR8iUX%7@<%8mul}cLt)OwpuSfV?%fu#tW$th5Oz5rt){8 zoj=KswH~Cb_8G{My2itp#rwr|y0K2{DVA&oGWEoCz4W28HT@Vb<(w$<4I`XqN#8?v zz%b>DP{JD7xOS+5ZD041Jx}B9qq^%R6r|D?)OtmK4G+cAOWgUEU))(D~ z^_wlB#3{AALS#eNb>~KxV+j;-ALRzlgx}Z-VfIAKYN0*Hj)#DJLr@*qDxn>f?*Y3k zt9EyPDbXcU4W|OS;|VpmsfXtIyX_Btf`WdL2=y2c%1R;1&!&WyNLkF^?P#%b?cb+} zzVGiU8iefdh`Lld5qz~T(*J49pmNmDG4CM@C4vh6L1AjyP*Bvgim>CL0((m9GpT@` z595khcPFz*$P8R+!tfI(1g2u$enwgf+#P;@2Zvq`@Z(L%@@5nxCr zT@x$msoenD!P?-Y6B^(mGlCAZ*=tgCe4ial8nSxa*J=YP)zkQ}; zS>4Qq8f&2@ocXLcF(R4s(rxx8kZ&k5*FeWp1O0|L_c5>F^RB=r29mi0j(yXAHoT4K+|Ph11Wu!8D-74&L1bp=|T?EZd#%&UL6s-ldF zO4uo7@jmjCRt;?R;Vkc%iq#W`YcobM?d%VFSFi=keN7xn8m?<0g#1-8f0};94Grkb zY=6I&X8!(fi)w{_Jbd8%wc#7X(Tsso#%nU~QLdKWO!v5TFKL-|<8V}GrXz3Lf9#Sk zClK|9KmZske*=6=;PnlE&{204NWjFN^uHThj)5Ouf^T%WJ@xi~tV|Cy7}kHQ0CxSB z*FCt3gH10U!n5m1Rv${Y>hhoqNx>KpvUD|Nx#$2^j9ap%%S2~KuB(F2jg=0;?(nL( z+>8>t+nNzF89p6J$4KWS=p}v^pxldtD`$UXv&A4|Zs$o%U|&~<5z61IJ)TN87FpXqJ!l|qe%>c{pX!va+FxV z?wWdohUrSA`X={(N7lNe?VEg3j)({&NGLpO{gK0z)>dx65d3vrQWSU>|;;~&Mes*zWGmvMM01_sA zYFDL=b@%EskzkknoLnC zdKRWGUF%y&qx)QIVNAfTBwSs`4~T z;Rn@OIRw`g^noj+9vSWwQMn8)m0Fcw^?1Q@vAip4HWYkPO?0PsBXqzV>GfiHdy`(8 zP|hWj+YWPombPaS|2ba4gf_K#=W2X7OtRtZ!|i5AwV4Elc_8|mpRBDom&@HB(-^ba zB_dMgiw>Ala5C|J`M*MXm4HOA8XrqlDzFXcl)E|-XS(Gki1 zyMn<_{--XIy>#^H;r2;+`0n87SiaYq?!rpT-kQmUa~4p~{mb*FH`=>6AdQqq8iIjF{qH1(wcHo$Yp!>K|$Hsn_{-(zj6u;PgvPFrVx zWriORZ_L1a4H3?^hHu}vQ~!`|U4^=|YCe`^!IQ-ltW~=doU^Ukk2bHxQYQ0UsMP|> znOn@aIA%P~@eiTG4(oX)6e&!~8b~pMoB)fQF3oa>_s8Yjx^5?-e`S4%7E7n-EXbbsgpPS4IK z0g&?1B|jK1{Tw=MA=Bf+#A!KlhRKoqnA?N#binHcA1TUK=ZahTD0RCYeEar)%1~E! zeL}#U7*^h_W~O^S>e>FCDp9J{q#H3K=j*(hsQuGbb4aW%^gS=Ee%9&DA$Ycxz!UT& z9t#YDZKBpmgy5qW=wnG!gmj9m#cn=OmgG)eusDO&2JzMvOPHUr1#*?!WpbqOTo!+7 zHkomIyX$~@%zr;h-N#2x#9DcOBBok2Ce*ky56(7W>H5Y=>0sXLE4TCwHR!X@Go>P4k_ z@ancIw5-~$cGzq|e`OsGi0;&44nAEEgoTuSdL|PWo+B*{B9KUz8I*5v-;~cgdxeY) z_SIup$PhpVC(T%69mz(2XI`4_SFF(3lkaQ#Okn={{DB4AAZP_}H-~XZ>-#M%Xwdb2 zb$9ieXxxE;dNKbUa*<^MmGfEy{M#_&pLw}buKsl)Ozq;Ok8Vb%Rf4i7`g_bpK8=y& z!#%r#$|oLUjG}9vj;OvK(D1F51SlT0J~Vy%%RTr#?U)L$xlnX}^8F-`mbTg6ovtW6 z!*1qsH5Y-50%9aHF>eu>K0Kc6wWlGp>}~2&w$v`wu6!EM5r|tkU)1yzU_9&LLn77% z-kU?Qw6BQrOUZ^uuYAcWQ=XgNV}Vbcg;kh;J8??PLl(;();?2vTO4Kl7-Eh<>ZFhF z_(qQ+pW@gOITj{=?miw9=bg;!u!W+%XKgpxId=h7tQ&8dljXrO z_wU^L@Rv60Z%Oz%L=SDVl%?%=#Mf_3$eP%Ep}|;6U$c^bJ%|tL&xD){tRdIn(S}o7 z6&F)240(j%M%J-30CDb%PC+^rlGD>Qc>`bYXxt)Nfa#zeLnyhwXRL znLkK0Un;!1juqHS&8E%0iHyt{FJaglilq#wj*;zaW2PQD$WQy+G4Ryc+;Uy-mYn`s zT6S;{aDcOaNcd5BQhQ}`b+Qnj5{ELGpRWY&&CkyP3kK&L_Wc`fYaT2(24%X9@s<`x zbc?+QNmJIH`hkxoW1{7IGCwqWh`r0Ay#25d`z0)Dxjx}yrSei%=T=`>Azpo|>CwmX z-u@tnnRB%EU@%&THVEd1qe4TLxvfE%lT5T4qW$52w4b=fq#}xN7*LTql{Y)3%TUcb zr;d6I2hF|vgD6ERu*Jv-BUM-G%uTp0lU*;wyO!JZ=TEj=V7)oD1VZw$@7Fi8px_zmtHD+SW=q8WS3 z!LtW{n4{HKbX~>GrEOidLcN8bLK0+%r{q%Ao~M4~35u&EJ);I{a>6U~&`)TM(4Kuj z6zo{XQrhOee^3JAy~X2kJungC)hZ$|kb4eTCtA^q*TTb`B@6Y0a&y(3DW+FVU))M4 zrf|sw2V?6*Og}rj=a5`sj3|@gkTS|$8{lYvn++iM!ro_fQ|i8QIqPEhxEO-2=lV8c z(y>5reh_C%ZLB6!{)EB4K}08oVVqU=LuN*Vf|BP9)J{z!g&3B4Y9oC|S{AtmVxV;*6ceoS zvul-cftXY?b{^yb3D9%)G@}< zF^#E1cAs-^XMXaGxQGB}iL|_#N?Hhif^wNn@2ivZCghggd58el?&@1Vb6jLIQpZ$% zQ+OuOvTSVIwrx9^*tTsae{9>fHL-2m$;5UhzO&ES_u)L%*Xv8v*G^Y>>wq1%aNkL8{JP$f$7e!JIz8+W#)M|ai1)4T~|?+3WM7f z6av?f65!;&Z=a=&IAN}L+g^U-L*LU!Piy1XT=6U2%=Er@q~$>X_XXHBh9dwi3l|A* z#0U+3WItH?z%?;A1`kD%LCy@!HQmh~&&w^S{UH}i8))&v@!zJ96$r#T@Jc8*a50E7 zPRHF;Zx7HMlr*gt=RzTj{3XhpfPkNrSZ3HW`BwLI+-*=?Q4l4g7HhPu9S%~AK|2W@M*)_Tw5!ggRRZ{kr!ahKpRKzpcdIB| z@#;S`=SSqT2mhK4>i3Fqps$T7ZtLZ)o1T8wTZU=E^SYTwB}r6QD)O`0-`v%o)#w4& zAGeRAWUIjkyi?U|k>B~5XOC0@7G_HN3*lcQiw{2$b{6INrKi&N**kBX8v4sf%E zh1%HbE2=5@htw%diNmq2FAkbQA)2m1JF}BDoIzLSi5w{}SogJzGy}Y^p2RM>e79-$ z$nxK1S=X#Omh6ZitX4wQTqdq(KM~%-#`!?vqqDtNF#$Yb;orHCuv4HB+%>y7KakY(ieKl>brf7=lw#M zu#r&yabaeYHcd!y;zc5|lrwWi+uOa$AKoDN2FQ5gT`ESw;AWoaN*f}`sek28h@S-d z;Df%L1OUi{2nu8)I$mc!ro*Fgg(k9WI&;_furkqU_ieP8UUzNvB|1DrDU%$LCJ;4oy4fnBY+8{etl*1Wq&mh`fZ_YSZ7bgLgqe_ zcf&bt9jl0~3A|8rle6hpgs^}>#$~+>EdQcm^;GO1BaG6xWO$Wubt_C0l3)q>yNo&h z6h50yRN>1OjNTn}1G1QQDHvz^daY5ScMk}J^14K>i)%i{Mi z2LMWx_Yw_sGY~uEsE>_FLrMOiXgjbF6QN1nyUr_@N{GG``@e3vbq03v=@$|L4)e<~ z4`R_$VTQ9YZI1G0V64z<1G@g1Ma}Ukk)2!ne{k<-6s60Wc1k!32?nD?KqdL@{6?D8 zeHb2;2=7DJy78$pJ-GnJ#t=2)E^9p7x;dT0tTvS6)w`;AneD zvL*L8P#dz_`?BmP?7MxhC)89j+ye{Xf*K)Um`&sO^6zYm-e(}vqQp}RQ%<_N1#PBU z_}tndW)sCrg@nyI!u6G|N3~S0)L_WSsZ@(wTcF{zP?Ucwab~&g zR7y}CUrw!|p-k)!pEU{B!hl4nhejltZ8pr4o@EU&f+TZy&nN7sT#wGg^FMz6;>h&5N^wMpZ<+%HZVFF zwU@(CcW~Z11ut*%4Z_E*uubcvJkkk@jNO!utub^XCi873|LU%g7`ALCBY-+wXv`0# z1YyU1HMW^*LNda%;_?Bu5ooJwFCK$3qVjP58p(D=;q#9dfV^J4Vi=Xb3Q5%PWDtA)>>w}wPmN9 z5ps-wk&s~gV7$Bw$r!c;sGOC98slsjyWJprqRKG9yPZUC5YISdDu67)jarqW~zPRZpWdn?w8S`5Y!A@+c_#;T}3jJOF~AqVri7!cx%k zORp8NQ!S@(C|X0aX99MYe|;SsJ(u1B8)vHXS@c|R>kdr#z9q+fo=KZxVxVI2MP$mc zVv(aw@5Ay-H#Q+Z{8yZwz@U&N#7NrHd1BjG(knaW^|lZk>oAI(mN{tbk(ijz<}&F3 zX<3|*Cr8&^o5#yCBtRf{c)1Z1lX0oB>bz|geAC9i#wII}ZTL*Zu{BNHrXo>eOpGuI zl3c$bQfJdN&7C8|kZ71=Bc+O4rEs}2z!u1BCVNnCl`@#J>E;HiXytE~iV{6}Catt@ ze(pKg;a9|z(VpTv_D8RKh=A^_(mLT^lJ8vgJM6) z)WLzvVB1qACY0KVc4%14GQ{MrTJ*!09ON;hmDWD(R$C}mw$sO^M40~!%!6--2yEF- zRqNQ@cj6pymk@tzbD#9|Awh&FVP1`q${ggwO6A~t1OO~4c_dFfx;b%d{KbwmEv=T3 zhbnCcZSvVA$GtgpI@&SI&3i5Kum?wFfIIN$EbWZsq#1|bOwl|I^@>y07sM0KbD>R? zV$4jru0N5bn!$js1)`ZCv~nQIZQ7*n}d#k}%o zqvj%~ZvgNH6aXsZ2O((@r}20XTe7VIEm_!toMa9%&03eyF#>$JoW&D(pW3~cAO?A_ zzC_p$2wdoB(yo&RtT9@SwslGQ%RK?~i>8JG`lGKuY2T%>uB828LX6w|?(IGdsf|y* zU>zd^K^e_ai`g$L6^|?0ap8Tz|CTUZ3!)YmjsSIt)yEEC^v`sZYX(7YM{j6yDE{%F zQy_2)is<|(1%A7{u{q2V{p9<@5Cst2t+BHBvm5Oxr|nqE37*QjqS>VCD`hOpqmO*g zVly+ec){_+CMKghB)+*qJH*rVX>Fu!6*u4B_(IFZjIF!fx&mGF-^xSL9qtGm1qZgz zV}Q`2(K3riT?A@{*)*3?#StH_hNDh>vhc2YIU~Zw!jV@M%y}{n*^irS!M1_^7dW2T z9%HT6-jd4BegNk5ta=6?vL(UdFT^Y!`Rocx)K?}LW$Y5he>VToU&GtD1n^MBH8n?K4oGu0*!z#s^RG}2oEC5P*HA`&UzdR;-+qaETS;b(wkq{vx8Q@u% zg$zwtk*C4x*dOMQL!5>31WU&(8+)i`FxuSAEp9&?6a+ezv7qzQ{R2Ea$R;b_js6<2 za^{3X;SPt{3xWR*q41X|ss~wT_(k|xX#QnhbJj#tEQCY>se+I-lWz8_sv8sc4*_@! z@6<`tNyUv3K-R%=(7v-tBNwSZa6G>Z zV1{x27&x<{+spkXOcH1Ymg*yvDtPv!s%QgNZ6(Vr&-O5~9(-PTyLj3sGmjoFpT*mJ zfW@IDep9CMw!LWx%b8DA>5BpModA}F&17glJBG(cL3<`f;m7!>kIRN+OWoRY-KEQJ zlV=*vfG%qb(IbF+*E5S#*!3`FEc4|^Nm{c#iQ`da)OM&!)I-U~_PBN~k}|t<_=fF!0f)hkw7t9EsTr&tQP7Hls~F==MJ2(MxrE zWn@%7K^(i;F*5SLtTp7TWjZQe$XsX7jVsYDjfEF^ZKiFkrxljQ;I32yPIr8u+=ef668tlc~_%6mj zg`#aa*``4XCJf`1Y18P;fN8%LE(w<{jPBcPJgPNpkl8I`$A-D3(n)g z<)B}d@*i{FJ*j*mUt~$5ws@ENcAqBUGIQK-|>qrM4N{kcWL0+ zqx6eMlFX4ghs@{{eFAj-LBE@k?Cjwy8l`2PIHVVXH0q<8Q1+2&qBTWBvDzM@C@bgm} z68<+?iW2j^#`-F~0+8Qo-$gb*$(B#oLastZBD|+6MXP#&G&FS6_=rqIp2fEk#Y%Nk z9AYfugOmy1O*4rAjdb&SHC$A^*yV~6@briaLS39}&fFUCk}blH;Rf654UZI;1mvGg zmVk#NtSd6=V1U~kSuT1g&boO5W&Zdxc^u)u&QJ&`6zP!&G-7+la^|GCIbH8(25>`t z{J$XFSK^2kA1N&d#P$a51F#6la3KwE?q=qj^~~dEWT?cf3Q3S>P_?fKQrnc1nL3 z7p_4awE1^WB)#)exz@J+@*#ZNzX56&YZJi!TChgB2TdE%Hw~7kc>^;vt>8s99qpoO z5l?xsO4Dw^jcO*J==4o_;PjiZ-YR*XmqDW)@RURdJk)4)Ym@Q!TqFq!$RY4onZ!h* zshsNA@&H%qsmMwurWUXwFWtupOl{&B^4W;d?!6LH0!(AhLeDVD|LjUcQ(VQ*Hz9+b;d4b_oIz?^JMrE; zDO5iwt~_&9JQSy+uiTb}uPYy{FCYZ2%x9;~}Y+bl_Ud-r7H^(C&xg$>lh z33vknS7w+#J{KH;aVb^gRFyN1Ow7-@s`?2}ih&-EFf2za;{uTg7(1{fOq#+x;gIRB z$^dqYKWci{R1%tj`2|G)kNWAEpt(U|K6Zw{oH=UM$%E$9Yy04dxM%3JWz`?FfSMiJ z3)oM^7mBxCgjs$`3&Dc2imgahYO{|t)ud@`#~Y9%^;Csi`i;#Y?Nv+1!H0D2S7&oh zb_e4%F9kaR+(7by-_+3HbQn1RPoRAZP5=+kd2uBscCy3i4)?dRE8x3i^z{1&p6yHw z&VFq;bhSrz8WQUwwWz)YXloJ;hX86pVclrMku0jlcZM?#zcNJ?qV3q(tV%* zEc**$ZqT?g1ncLH6RmoeHfI-^w~83dO1&F+NUka>1&Izdf&E$SM>4TZe@8+alv&(Z zK79!;8?v--3Rf$Pi7MxR9P}6g0TA;_{~DQX-2;3q3%|9m$8+>0vW z3@eMVoA3j|b%Ab`5(ErDJn}w_J?djOiSyL#WH^7Pta7LQu0pu_1 zDmhR-?`Sw#e2MrD=ys1NVRPXOWh#Z;jl`tJ3GhJ!!V%7ipxYa}=(?qV05PM!mD}q6 zhL{O5v|;{KM>6P^kSfd_TF~kKUu2F*)R-~x-M;7Yl1uomzh{h)Aq+O&)q0XC^R)T8 zx`MC{2z=$5t`s~8s17`I5a8jXUQ|>9<>O29 zlu{>AP)T??zXQ~8nu@^8jV6w>Rz3VEWk|-A@=vB*$0yTv2jfCHYKPzx2r5=LpuNk8 z`$kt*;kL{i({u%4;q@4HBpJ4!eaS*fQ44P$e$vBWvI9BCJ4Fs$0KimB`yoRGRDYy{ zcQfvJ<;&km#`>Y_b&eP*>s*aCaxbr|_-G8zYf&HY|Dd@M47BK=^!+_K@{P&9qC!5y zX;$Sf(1SK0G=g(TMLP%gDcXZ%|QyBwyjd;cKdd^c$|*@%R`yQWo4HcqaoMy zQx$tT#P|~?dy>473Hb3f5U>$|ue#lpfchiG)l~t)!_G}7P=iOXP0_qu<}6ckIU>oJ z>QCsIMll$|VpFiZ@#?#=aJ%G<)SENd8l)$p<%w5rsdqvb>|C^=zE02{F`O2gD7utz zP(@F~DHdUVbu`Q|P+4Du37^%R$sIo@?Mo`90Pa2oBG!k_1>hIj-+Ei%rnPoWi{1$$ z$h@3!&G&v0z9`U;W%MCI*Fa%*pUm1H*Ml7;0mjp_GUCHSdLSo#*Tx);!D<8ldu;tM z+|}04B9STyziBZ$B6t7A$IV@AT78y3KMJ24P%k&CH2UI3yR)GwUn^LBHYzis*7PIG zu%!qqmhX9N41m8;2!iA#)S=s?xWQo2$)v@Qc{fX_Fby}}KC@q%tv;VuqfR=W#4irz zy6?w~fj+x_Mu_!bm`RUu)U*vNH$xa8zM8xFu{-=&shMLAYv|hPu>=q#38r6d4=||t z*Zznn4`WRwLGNzZkMuG&v0hVupd8r~a~c$?`K~JJ0%n5}G-&_6^N{tcJV}})MBPOD z5*%Xj5Y=ISa;sKCjH)QzNyE@MnZ1z2N6$RSQBkqhUJ?P+1gsx03nV zyw-*PnX7}%ZZhj#0#oAOvE!jQPcyh!BW+(YO9}oRAI9{6<>f~*UaVb2 zb4NF$fPmyRp}=0Aja^&K6t#HH)NWbmuRtCP0Zg{k8o?x$!h=@TTeADPG^b zf9DyQoOp!8Bj!1d;GkeHr*goYXb|t!dbT1%@FJYx#yW!)N%>k=RFJMVP5WyLmykX1 z(_hsEHrQ;HqmD98x`jgoQX;oRMV>5=nU#nLfd%}11!1`j+MuM+in2IEp(-c<9>mT8 z0mzdfRTklaECc0e#2iD2S?vQcTBdXjuU)n*KR~L)pY(=$y4J?I5{h~l-?BIcp@kaH z#h3LvQo*;CD_t<2)^aT`(dw8^_;FI^@Xys2@?{~wcAwwTMHYbc$S5BRdThh-f$2Kp z?UfAsAkBT6M*tp2Ot1t}$sECvpwc>?0ZchylS*0JU*phC2v$bmOqZHh7fw96i~A7r znk;9AYEZtWmz;iL{IYs?c=(@|5sjMri?q>-C6kZ-rZlq>XPjA=|Aww#TPKvTf$`M- zY9SXwg(<++;@y97eAIcPUrWKV$jg8_Q)@J2BZzl$BJp1V*>^_R+S?d2598=MfHED0 z>O)f-%bC9h?b;Q&#jKCDmsC53OmpR9Ny+W`PfI3txQkJ@-_iI2fiMn%OYeDd9d4meXE2e3gb9fB>$k1N1!P zw;E$vnzr~s$4s-Cff)@F@Qpq2AK-0>A|Ja?SluSDu8_3QTP{X|OZ!uz`V>kzQzw5H zjo4+6R`%vlFaC0up99rJW0iuojp&)6mvWsv28Zy***;lhdd(^|m0D8nFN4J^bl7~A z?vVu0!TRShl3Q^`u89y>z()7B&j%+KIrddJNr%YS9rtI)Y>i%p>cwcF+Ti)i#GIn64?hSQ}0_q2o#Rk zu4WE>-B2I;>Rno)qu5qKJuujKG~z=#XDw(%R|`9t^Ou-vOMbIFAUb}9qDtQ!iA0Vm zBV=>Hc`PJ=!67-P9&9}R2*nsB>Q;_B8)+u&Wz?7aP^%wW(ecq!poymjNzOAZPN}W0 zC_~!vc@$UV_Y*;Un2gzZM#qX-@Nad~k7NirDweb8DDRlOs&vz>WP+ z?`#tMBnmVukq(6w08!uy7`>Wv5B8$NZ5j?$UbMnzoGV-Dxk|<8+B6a%jkf6Hl8Y-I zp$R}G8)C6ABKZ^}BEeHlXtF2qhzI7fIMW{$QnTCOot=-*21)G)azysOGTO|;mawIX-*RO!E zzUvr}G~td+`9NxCC73_y<*h?A?e7gR}2>$+%@ydnZaA z^+*B{t>3x36|rxGO$_;HZz__CbWtdA^J@%>VPPUrrhE9cnD*D9qkhNYTdy91abzlo zY@?yXgJKQ?0Ms1O@iIm!U+8neHNXuSTl!S6BZ5-?Yd6+<#N@FV2h;lp66 zTaZMzb?|6mZ@s($7Nq_I!lSL@Tyt0cSo;@Nw(pBXU*TW%^9n%SNHcGBC)+L|uQ=HD zX3stTcjY-1NLpi8xIfoOp8%nyF)q{gYO4Sv^g|UXK$b(2OPbF5ut60d3De1Zcm7s! zmwgI-j(Xjyq?P#gLx&~o&rQs8o_>v$T~#+1!VRD0bUFv*b9UJlme9x*cfjI7PjYwl z3C-0Y)RJ6TCF1&bGDB*_2wMVjBJn26i{jSa2n){hzUA}h6Cam$S;35|t&u~E@#vLK zX}N|z;8Ru4{L15(D$}gr&zaRrUQhz_&Y^8)a|XdXFn7{1lZG5^b!2SY*$h|GYLeE= zimvv!3(-m0Ei=bdD4HfNMxA3t#i_b|(oMc#&*L#za?Lh*us@s(=6Y?!RGw^mCy_RX zrTlEE$9pO>PgLIb-Nxgagll#xFr7##&P<*rV6`@-BYYxzHqYDBTi2FpFpVw4;uSL~ zwCO_%0X}E@lmm0}N2w||Zf)wRurdFdz#{}P3dMBBgsw>A z?~(cC6ZQoknZ{h7oH{Tw)DJJs)hU+NH*giW_bb7B88SlCmYZKKlPYA;zew9E-MkpV z0P;bHB`1pup2P)(g^!7X#Q`s*;+<({?7&@cWX`SfmEH^*rdH`g%r`0Rs=P8r1Q*M?++L7D&Xu=pVtfN z5gI7NAJVb7$Ql&-9R9mE1jx$XzjS)-iO$+Y)}HBfJt#g0!faryUN1tZwx~FL03ie+ zMp4R~Z!36pEvG?i1nc z@(-w1=;vP-J7bd@^b1)dW6BZg?ZcdSpeSJeY?Q6;*Z8m8$RJ3JFz@@&bgqd6?q8S- z`j@L5nF<3=D*IM$Npw=)7{kqjHt#Wt6UBp@Rs_UP;;#~IsuA4d8Ds$~01T97JAz0S z$ukXPf-27nXX@gyJfyGcm|Ls~Jhb$CknZXaf$#F!OAZjznsl7mI?FG@u2&w4=@3dyaMS8l zbEmsvv@i~Y)HQ=+319F&#C&UI|plna@a`_ z<}5|J2paRg{Yi?lQOg&%ujqtgBg7cZec*Yu&qlS29p&)hZ2{s>mEiHjXjjjp51Pe^ zFX1_#k^%K7s!5a3m)i>Gb%(dbRP{5SYf-W~!40&6divjZkj`VSfcl(}o}fGIH@u-} z{tz!ZP z&I3K`^zR)YU!2QAe&p#?nnhvWJ^E!~L#(~6l4bLyq@J23QRlSg4y|94)4#=PuHvo_ zQ`~uUpEuDl?cTK8%``uh-8Zyx*y()#Q(`=A_G2Mbr@idOV8bWpAzhrooz34m6LVcT84VBBUHmX@~T%y__H zGm7{`yQ}?$7`{PV0p--Bn6W-42McH*$%fQp zB9av_IFd#CF1~tGDsA@Huynus_)AFl)}V?0wc8O5Udh_|!&!vpCK)?Fg}uy3;RNu{ z5mEKlIF|D)W;vwOSj(Wi1WP{Zwmn|nTu;yWJAcAno9C`hdM(6IR zt-q#}tC#q(0c3xU?}&fHl2Fp0bN^yo-)MU^rB6MPw|%Z6jUP+@US(ESygkmM6W}f1 zNR!FZ4gumhDuv>g8FtHX%2a*!CAw$-UNm~x08(jP4aYrDpDCgb|0k)bVtQEm+Ua#-cdz>N~P(kTjW=4*-CHpne@yM zUfb!!v*=vUXay$u(43~=w;79~6h=?15H}j*a3T0-|IY8xMG<(3}H+1l4RYmR?ry&6p$6 zJ#A)F0^&%hiR5D8(a9HUY3sq~ypWRdU%hb#e5Gn=hdw(m}hHMFZWx=Ug9&4bR@mb)MeX;XBIu_{Fs1{l$1sk`S^(my8kgLZdftEl%^ohtzWgN^zb@<- z;tM@9)DhMZv5K(w=Y$Y;g9uWpArrK*GnlyZvD(l_ts@PeUTmcx8tVxAeB& zf70P!uzxoWrk*%#(8i$Kf(HO^{?#O10Wk2W0RFD-PnQt+dbC*ljZJ{6H+(lvfPITm z-&supCZ?PbLUzW~;Lh0G=&)Qs{l#oqX2)xhBAsEw*pHdzk6pwy!y`GYJ4zC^Ogf?i z3Nbwao(%hW0TOx_luefgE@64A^H=#1^8tlG)HZ)6VkxJ!x`=zSO45V5lPrR|En_EF13K|K|nZI z{^u#VJ|MjfTMyXo-wSJcq&YAV7#lMecXFT~CP1Euo0Eu9!phmjm57U#?f;}qT&Do z-5@jwi726YdFtm4xlpM{P-+>=8haYs4wlNt{1Q7s{ew!~G;AK}+I}Ynu*%d-v@}AY zMZNYjRx@T};AuQFmpde5;JC;3?i?;2c@MEbQD_QrF+&|gWnlR?SXjEExWMFcg;o!# zQR)Up{S%jD%HVk}PEyX2Z$o8r&9m;$2j`&++!vho2VffFTzO|g*{dF^k&u<#@gNVk zb4Jd?e9_fmT@jZAHYA7uu#6d|P>cqk=D29mw1pO(tbye$D#XcIrYgjXiz-J74l74Q zbmocYbV@&VHX%jH zHnp2#!u5yv>gc7A>Atp&RQ8g}^q zs_FSksq<^3TxBF(syKg8Wdf56`Ab0uK+Pdmk&nu|4icmT+?Eyxkv8*>+XrMCGH0v& zmNpJto%wPvR3;%()SYWav+gyw2&X*aVrAj34Zk81rrtw_XF}BB+(UA(P;t)0Z-|G( zL!L4cHdxi+#yamc1se*qwdOB+!9M~T{qw=Y)$e@Sa&LVC@E>}bZmh4?fqnOYYj(If zCi#Z@2>5Qm+7py2lzn~*=nM_*%p4>daTsl%f&YD5_f&{FvWCC=V-p$n?!jZb@a z3ViNFI0)kLigfS$4fA%m*cuMPBQgF3x{pr+h&(qAZ5jLkze?e+VpfaEBpNm5%q4q# zX}!t~hoe^Biv>9-n0jRqFWV_BkEL$4HN>Hf%&fKmUSP}cHBIwXxcPHdcZ{{gc2r4b z?G?H_%7`sTfbI|<%RF_B;C$Ym(kT`Ezb*$Jga3dAkdnOalhjZ2$Gr2=WLfFy|5n2< zy1-dzL?tsEn_7B#uj<#O;$~P;h<4VVfg!`gM?G-Lxleaq)n_C2zdbq|Xf7@;=G;F! z&?%?`%q6T3Bw(?EwO<*H-(_Pf`*Vsa`1X7{J6e>`EtW49^c-8eLiI z*FUZaq;xxpd63+e`0jeKtn}c2b^5B*KRy))JYvs@&E_hP3Or5Y^4Qp^XhS=!Y-nbh zZ+KGoM8e-H2giK5+j1q+^xwGWf=gQXcg?0%t7bCe;%0Pvzg*rYp9V~1bBg8|{xrm* zKAN?semL@uH`yx}F;!04S7M%v)3m0vBR{__EL7*`eLw%bUvQDfm3a9A(M^kfY`BI7 zEPLAr)h@Muy3+|hcWU|9y^Qzat9V4DoU?5;?Q#K`c**f!Q#Gra^9BlD)Fdvz3_P}O) zifZJ1LOYcGX+<9#c{#|&_y}0AYp`UTH@gon3h zn6S`2y#HDUh84ueuj7^7YSJDq^TD+9S@}dX86o-7>}9Nv(#kAX^P4@3YFQ&kTbUJU=&-P3_nBDDUg$0I&262F zyF64-)yWeiF{u=EGRWth%&6&W5ccX)1fIdQtu2;rQx6;bm6zxMbtkw8Xe_ z5d46#QT%kB2T&+`TTq88l%_grG}?0LnWPZHXc=B1ARwA+?3t^B;D^Q!%{ zhX2dCEcKE4t399;R>^Us$(1JcvyMN^5c59aL{0_ybKW5`yISGLLpA4%QA1OTSW?M017XIVB>p$ZRwB$XMXrSb{ z34}fY=1k?qIYD&+i1VL|c6*n$_{w|c(6Sc1|IDIWQD$lM`FM=Yl`~iF`knd{KgDM$ zd1> z`g|1Ym)8bP_BslR`c)IE$z<3R^Mic<{UZoeCpOzqS~!HMNqW8?EM#A4-zDg&nwN|2 z#sp)>eP*{yO(G)fRCC$qFC9Vr^u1X|;uVf_E%*Hac>NJ>lP}ZUX>4THJ3l*ZtwURf z?!2=`Q)spYT<%@KAp>U`bPq+*qTr6s_l&8pFCddgbA9O`=>j#?X`DEMgo|N0~{%{9&mWv_zREIsRRk&&DTSHJ`jB)UzJv zHrLh4)LI84OjNg)-(`^r@HMMzeybq`tV}^T|TK-HzUQHs0;}+Cp@n) z*BCBTfr=(z#-<7DIqtVVV`+pn-B64l%mBQxAEpQAmq+oMuIo09v~mbbtJpc7$1=*X zbIv>nfZdu(v1r5sCdcbcO58OhQDEozPEI&lo|}uEwI( z6p&_<+>h0=TFn@XvoKXr8>G3U6?tiGmM#7*fED*Mz21jQ6IWAMlU0wmwfUgWXI8Gh z^_=)%ppKSzGuuLHM>T%5Err(ptnUx*sG1(Oj+D$Fvj)=yg;4gf&_+PoHTI#%C3`{m~bK6UZLReT#zdr z8r2vpou+x{W=fJj8a<70i(|lRG5(0+5SHWJox$=MdoN3ed97M2mNe4anme$Yj5CgJ zCJH2T98S6^uE9`uqUC1JB063zC}xL<2GqdMi$DBA=`=(&ag&i$`)A_R7%Zw7(Y~y= zBdtISGi`LP;U!xjB1q_JDW(xy>V&Jaz~^W8M7~Hvhe5JQt?Q+^?ekK)8o0ur+DNWV z9;5RbJC{l!F!<|WRwmm*Nwkq*3h7Lws6nqYfu^Fp|1kk*;T0jFnLQW?PEi?jhZma`@lX->zE97%UY?y&;H~n9|my z^CDp9DQKwZCP4&9;vyw4%z2>%iS~GVGl{h*<@RCgj47_>S!HMJ*sSVT?me(6z|xxo zKYmbQB<4EAkI?F@G%b?DX2g|O8vr(v1sW8Jm-9`~P)$xJ)sl10W#c!78^UZWE`n$| zY~JzuypSFu)nGYv{Imj%(ARa)mk7T(f@Z>X)R&+hQ^~809wWiVoZ}@kody*Svn6YN z`t=y}tC(D)Uo*2CUbz6Ob?~nC-cBlv8q?d29K9y+YR%tN>*yb`D>X*+HUP$pBE##k zDEbY^mk+64?5c%$=vB%Hu!avYY7mo)+7pO0OsCG$_P?Br0Fwi$$e?OhL8Ix8D z5v@HF4KQ>pdJwjJ_2miaW*4yA#_XKlT>j=1c-$0wM1}NRvjzLQ_B{9IULXWL_#1{_ zVf*x|@7k|`qm=Zc0Ooh35&`5NYue$_C^Wj%4^arF)6vZws~18iRTWd#5ad6tHJc=@ ziM`o}pfw9A`K@d}k$QW|uSu>7gs_VKOshS(m;SCuPHi`=KgXSGz9l{zYktdrl@KeI z5DHFlW$TbS21%agmxNn&fHOFZ8Jpd8{JGNrzHF}LAPE(|^8OQo;Q)T_;oTtwzXdnM zjrc38d1&r?+86KZalvMTbwTe8zS_t0k0SVpiwk5yARA`d)5jdSDeum1zHH2Vo=^Ge zsVTho+*ENrHnSmfbSO5tj!`!!?x}28b-KgjHZuW>k@9oCz8p0|Ofa8!TF$flz4j#E zLc)Y5iEk#}+_5p8U4WC8L?DO%;&kLeW1BA-z^JczFS@fccdNn{Jli&W>o4=a1-h_D z(5UaORWBABBLssB4rZBUvte4(V@5%3dsL13jgE~-ReJ!@yFIN)EIKnEXSWXWJ1v^< zn6*z7R2%3m@t&5~^r*qZZdH%S7tSBx6^r0wA4xF0B6r*Zae!#OqvX^x0~P~jbCG?S zn%r(pP#?87qz$!XFj94S+N1UmH@2aNqrKez;9 z!A5Zz3BB9Geb*23!9M$o>C7=PUw2WVk+OLy`7ZfLCgXMFdG5`3{3lkl`bum}z#g@^hrqS-rlj^!+(mu)8cW(m4Xyd(;A2HDAHBN!gNg>~ z!$GixxaNNe4z~YgE10?2SpGj-@h>3rzib8b|79z7w6x-JIZ^!Q>i11vO2siINIIY( zq^|JCgc620+?#FaAaE+jsy*qjapV#<4EhX|Y%5p7B_;D-gh{d`S2QTAH^QW?%+_gW zV^szU?K?}gT!w{E^OhHYleNbr( z4r48#sL2gWHs^-RQ-@+C7loTL~qO%15Q7Dd*80S!QoNpdbI)$p$v=K&K;GGIKa0qx`8pq`g0oCPwg zvNOpe1B~qY)itoJ)MsCYgfcMK%JR(LxZu%Y;({ zvYQu}W-xdSNk-(K;5ep9h-7DD@R@LUig?z8Sv?)l$GRcna&+G>vK^L>O5gv*pXJ$M zRGXQ77g0E@9IagJ$mr>%ZoEzs7423`)c<^9Zudk*6d}o$5+6L=f9rqo*7sE3-n4|- zv#n`Eh7;yQGLJ64T3);7s9@LEcLJSh0~tuy>PAv;Bo>-6y=uoNl>z{1ZNCxWV2nhcIf-%*$DqH!&CL?He^F&`5d=9``-K-YR&mtFmhD>okIs zsc!8b{>Rh~Z_R5`XlJ48*+ToKG4F(rA0?lmF0JONldhhfi~7saR?sjobr zHn?5fRLSUj;1>q9VNq;FFuT*^_8F9VVQ`C`>^}2f07IF8qH%y!Nw+bDyajR7yw5GkhiBCk!DtXXhdK~C< zY2I3>QGpx?L#RquS)Wob+doXW0l9{`NP4Zs~#i3Lc!DfJ?22;a^=r|f@7^a zlsbafPLE(PySe_jwLNK(FFggzEI$>?Y;pEf)3U#L^5~%Jo$VK@7t;}Ok3BNS1ymA zPL^C*Kjr{4pD!nW&?dQ=60&^TwC66_v7kgq*A0#!7k~+RF~8(@Bj|3AUrJdN;NH%=8pvV8 z)u!YcQE~JLAi)-Aa*x~z0;>vu{9S{92_~ADl)ICE3Zf2QaVoA#KHrgVx>N1C-S3AX z@C2%T_yOck0_#IxFX$n1zH*s59R-i_%f2tqKvLpg>N)kicI0hdd5VJ*=rr8>QDX<# z(t&{MmRH{@+zAdug&)87JJ(25%eroOXDuzOj^(ft>XR)OFqYguU^=q(7}>uJu^ZC2 z<{{Fk2ztFyYE;k!J6_%{ex^agQ*gN)v@uf+`0T%R5zn{v_4?2DW?_glvEer{Z&3C&67wBN{7`={=`(xMh-Q%xouzyRiLI#phG?W>#qzj+HA%EH1y#6+Y_#KOY)U*!5Pa{n)~GW{2s|BEbXPQaA(?A+`O zESwxfTx`q?T--!@M2w0?&Sv(mME}CE|MMTCvYCs6o3n|T3lR%z`augYUb>YNFcpB6 zo%8>83bEQ+$=j{S{;&1xi&M^3Y^1w*6beo1^4z->cs?q14>DCjQddwc;W@{Ri4T`c zn4a+F*OVZ!5c5DdI|iJ8zji$8{UesDiFU=EaP)Whb zIFM&(7Czw(jV%m5!k z)&w0r9*>3oKEYQnBGMU z>oql(CLIc0h|zfUDDthLu4cE|zsnrq>H`b=C*~7?W8D537)+)AN7-9IW%V`f!*n+Y zqO?d#H%NmZl7b@L-Q64-=~9}T?(UY9knWJ~?v(l;^?7`MKJT->Z@p`wi#TWRJu`b| zuDNF4=b#pDFzwL}jAqbCrX?XRT5>a#3YjHNo*B&wJneJjFMw(EL_lY&u4?mFJ;Ki- zfh}{N*Ue{c9NNSllYmX28LQ~#$| za85tw9^Z;CFFj=ETW^|vp|+BLp-|939{VGq4~9*mqNsm$HRIkUInyMxO;_e5)j~b_ z%GiG4CaNW9qzXg&*$9Lac`I>`J1XMCeNT#wmJN;){u4t3p|9W>We^r%g zm5Qud-5OEa<29GA?3=X?k1OxSaCYb78GrA7usCX2d0n`&FRQwo7?iX!ytnG|8nfZ+|Jg~m(Yv=NcHit5LpD$1& zO=e7}gsO0~^ND%r(bMRkL3s7$2Czz2UlsJPi?H+YI3^EotBfFYlW$!vY~s|HK5iYC ztJ%jmI6-D6B?4mMeHKS3bFV)d<0FZnUhQT*xciHky=uXJiQ26Y3AAi^><{N1US;cb z-kT>Gh;);<6E<`&yOwXKCmC<}P-qi$M>SmOY85Zqa zKYVWARHYylb%+#7Qv885+79V8@THlQ=`9qmh8KZ}_btt4OJ>IMEV&oG1JNk7)l$!mcJU)7%f(x$Z#Y%3E8>Pm}nqE_b?=Cs!xu|04 zh-0aM-!a;IN%T3t(d7lJp4L+e-2x`PP|HtT!LU3WG-XnHg#EByKiZR(o?F0s12jut z?AxDN-+es(=H599IKphEaYAcDB9e^dE*6cnaVsIKG=*rdxs;lpbZ^%Q{eY{mu6r_@ zfN05q!_Cf+>~Lt0_;~`kuqzFtte1X|d?)?Imx&bkDx{rAN<_O7UfWa8h0x*Xz11zF zz~~~wWZ^0i1b#g$I`KIcbGv%Q4|X^oLOx1QQs{OEsSao70*xH1;#o2L5|di?CJi@N zuwmU>b5blQHVOuFo&o`v=Lj37_$g%26NMX9MR14oBF8bmu zs-EnDP2Q35%gzDSi zODew)#+T{qhJZd5H@a33T0JY3ep;zBuda$oz6>7=Gs?@Fr7~ap*3ncZR(k-dx;3&2 zA{~v&nEo32naF(E(Tu%cHEm(}rKh1j-bPf>V;6+wue;?HZJ#WBsTwKwdftc>+`ASq zr%rG>=1E-VdP11KLacgB&gkFRfOj{>hlMSKaGlu zEQN9r=JQ+fm_u*Oa&Ow};7~;^O?L`Nd>mS@w>=5JA~sbKGh%+TrfR6bAmOtr^=#2i zE#|A(i>IM^v~pB0;MZ03F*#m~WLKEZzhx{p)JoJdm3{OTheayTKcXwD{5n0 zdrU|&g{mA7QJe5}$!gxZralFMH;{*bxJ4glx?Gr8L&fA2H;POh4lX*aEWE!YA-`hn z8f^tLmNvwgBRu&*7J`Og`l5EL7YD z(<@`QLygnj7OTTd%>LT<*@LR~uPCO|%e7P7?3cCx6d!xx&iW>)Bl?UQ_cQ~a=PyyrI;!kaK!w4yvS z8L&t_$vL#?srXEh@Xom6(6#qvIx=(W!7E5a&Xb0+`~aA)44CI}C_!PTVz8lrCm-BV zkoNpIeI=uW@lY$ODTLuLp}XEdK4|u{;lk5T(4<{>Dsj_`rNWre#%<*hh~~JHyEImw zR)d3Mi*IVeafU=xZm4rGsmeHUhH>UBC|syU2^E%H~7uy4o%GC@*DN zyvh~OSicSve4CW7HD7hRapiaavtfAhC@sw5aRuL!jdn=ht%0+wfGyMPrz? z)l!_5`HaUMk3;#Nb_7wB=Z?wY_5PUgE1_lWVGzR)p7%b>fL{7KGfN=tLWBnou(s;& z4ARxAwjB~1sV#)&9~RU5^Suf5oqe>M{Qc$2j`5V5aG`~93)VpbIAIq7Dm-^Nfs+>Q zJKjLf#+cSyu73SvOmRq6tj^{mzA(OE7#h;J z7d|H$Sc_8HVQZK@!htxqy>bd=K*O=6)VC*U%u}xg)ydzXBf42t9kp$V3;NPbzxE_Y zTHj`0n?tCWigv7}_&fwvksvBpTn_zaRsM?d*hocU4LqQ_VPv9XuI^XTimUL2=2W*N z`l;l#0pollh53rnVi3`42%^1d+o2hi9bJ7_Z+3?QA+|93;FJt2Jd{1*32=k@x*Vg& zMY}&-P)agA`tYTe*ZJEogLuM{%y-&DVQ9p67+o?aLj%_8Ve9XOH=J23dpexjbSar| zCxYGf)EnEd*kh@;xZB{G?$ojxHr&@%cH{6E#5oH24pPiwhcp;PGrRt^@{zYf%e z5q`J)&U?bIwOrdHWWLLI4RvEZidy!aLekFG(c8ieN?aG0vtmvD?d)FP{g1)0hH2Xd zWURLxgFnO`l+ulDw0J$Kw~?z9Q1 zzGOO9bM64T^(a2AGfc{5@3~a`xfx(Ya|@kWN}b#k5A8crQLJ%tIZT`0C0JF@7`$VY zpExmA8XHgPeb-@hP~j-$KT-fbz*b}H6;1vbvCvdsY3;)Y=VRBWlp&u9iZZSHtgbbb z!w^>PrX4JmysNI$5689CnS{O_WfmH*@W^O57MIWi2#0KAJ5BV}SSzUHrn!5&*fMPj zHjs7O_~8jc0USudrA9tlDSkmh8po4Ev&XgEsRBF__xyQH=~KmBL%6T^2kg7)hNRM* zQIyb|1z}XLu7gCQu|uJlR9!HTgldDQ{GZX9tGGfoZ>!Np87!^UGM@_jI0fRDZato? z;^2P)NZ^pfDXi&V`h0mhZ&DqstVAE!qXro5+D(Z;(w?GLSi`ndpxa;%x6=8cQ&Oh|^XA#i1D}m&J&Izg zbHFO}YVWA^^T%g)@@jKJHGVOoGFgfd94yae;5Nj+?7nnREh+9cDoACZUDKji>HQ3C zoU%Edh2Zqc0X>M~q(=6gQ)y2`5X`Aiy4n@fDG~T|!O~N+V;gAZKEi{*wYd6^!H58zRj!M%{6*$3*1<$ zqc7w}V{XG1du2B!z1OYOukoC`m>q+2GqPNpiX*FarRW+gG_TN&&-Emt9z7G{sDOF9 zSJiw-uD2lTkztP8unq^y;ay(pp3u=c5$5Oo&JlgxZoHAf%9p7E zK$eh2YctjNU6>2{wK46td#;|dg)}9>=#_ooslr^?b+xxVM=Zu#c$ICUVR&`)G>9K@ zIF;k!Wf8^DIfJoK%6%kcVZ3QxYCqypyGnL?R~KE0Lx!CNhtv@$nngxzB7p%PB_?dV zD?H4Hk#Lc2uGT|{ueinj{ywHiA_EHd3aD_&(S9F&=clu!{`B2>(+0uY;cmHe#r=zQ zVeVyuWrvi24qXXb8sVETV!(dw>ds;9tF-IYWAjlNdH*A>8LOsUXIxE$q$5!;OG4>{ zzzKb8m!qTGN~c;QlH?u6Ch^D|th5aAvhyjmMYXlY%G^qaEz3+V=2wcUC@{dj1aQWm z*gm>($OjzP2;9K6TpWGo_u$~YKjFTUj&ayQ2tn%5OFp7se5p?q;w|C(5@W3~W)H_B ze~UM?)9i7=lnI>4x=!$Tp7*{<&;93`9XH6UPyJ-ZT872n8qRyqc7qw9_sd>Hd|D<% z_IqJefPlDw0viseZSX3Q*({T6WEgNzKzC;S#&H}2Lm8SMZRLq0+lFhROSivCPSA}x zW~3p{j=^tTZ9I{PPqx&HuV@BQ;&5fPn{8r76V!FDek7Xf&*ZIyEV?2#1#x_RrG7L- zl&}5P$8AX)0piqMo@Pe2SdC=QMfC{UnUpXr)QP=I_W7b)R#a_ybZ83jY!=|iVzR%J zrm!@bCsjgL>hWW7eKQPoJm0ypAB&@@uGhYL+y@m5L3AIuTsE;0k-M>On@(kX?D%Xk z?!@Ey;?zl%bDB$Hc0W!COg()%>uSNOLp|9^w{)}-g(k)pZ0fD!wln zJhek2)r@j0o7#5o!l6TMzbn8vosr}_9$H1|^R2*T`8L!dQ@@N_ldD2gISp&l4z1_? zptDfRSLu5DMW*B;G%W=zdpedZkHvS0x>C_SubALs*?p*N_2I&iWoeOI=JyHx@$y%$ z1 zbJvK-!S|dj&wN4~5iQzxP599}JD<~ZB=>EV!*E?GNI2clA+w6uXTh-UTwB}H4Mv=E zFiKJg`>LeBhTdFar3dZ)LH^b|b7#>R>e9KbvJm;@5Tp`knkpnN=Bt$h^-&V?Ek04h z3-`nqb2J*XD)o>etZq2~FI=+f=q3@B!aaKtk&+ordR4NN(fM`U%P&Wf$HS)<%+9Ik z3)I4^SE3kXH>9uIoXmO8Jj$+w-imz?KP6ceRxy30vLc#8kC2%tg>X@laqAMk(K<>r zNZY~?jbTAxdW>iBlzPrz$V&-@`;iq(Qy(sAcu3^}41p~E*qwhakc_O+`Vyv7D$h$S zorI_e@JR<>YuO~*hO@RqO|S{s>-^w^{tJ6s4iijO@g(*qT?;AE88%nz zIN>7g*V@H|aT@9jDTcIrt`lDCLwx8{~5jDj9@O*p%^$AxQ8 zLYauQj5AxOEpA`01JPAX%-vPbrN2Fw?uiJd`1TmfR8g%UaTqH0Xw!x;u#`Qd>)SoG zQ8jJdQ>o6;V*TFjC?W0Fyd=HpVxKfNQX;jqn6pZ{jBLUXm%gx4*6KdaZRNFm+W~Dj z^B1M?0!r{X+hvY?gt~6;+N7p(@G_X$h{Lod+h4aX(4+%dpQ-K1_BQVkp7g`_ z1;r<(xifnt?v5?d5m0^7t$AsJt{zZ*1MTAT{&>1q(gMzsZYk~)>zo1}={3gLBZ*0Eo!$7X+Kulbm@yfeMbTS#(=tbLUaI5JC)Ty_G6%3+rbXf>Yw za2k27smmShXc1R?1(4GUTWC_x1QZW{p2_!p&_?Iy29V(S4x;Z`Q=~ffP7oFC)@A+<93>sn#_HLGEzixb+RO?n_AzkEjzDLY?LAH)!V5x6s zZ)>1q0e)BOSqNPU{eOdx+&|%CoK-Q{wqRxBWcv#}?i0?0uhkrTv}7#4g2^!m8XuYE z>YkpKblh(xS$i%ERnwW0o*6sKi@VQM1&8fW!d6Q6j&+Ow-ZOZ)5sA z!eAM?F~$8FNOjhVIJ?7YpV!hO?~sOQUqah_Ogl(CSYY03l$+vEvSJKX;^4jAoYz`P z?3TU&<(87^Ps>n?Va8_t*;IxC!PCQOUDb$@n$Nl zw;^bWPv5=kZz9_u3`!Ij@qx^uBdqrZo)4&M1+?|Pc;xuBy=*^ z_Az>r7Gph8Z1fGOu*J{I=6GYeCq1O}O?xjVYDviJ_3-GEBP<8A)8I+J=@@||X5@IO z1Am?m_!r#o052(@@t2&mib{%wiPWv^WG=+zY+h4T3JC`7Jfeg_Vig^)kQ?{p(n8cL z7!fY|hOV9%-@|K#WEM#y-?oBxA=~~H+fu~SR^ys6gZ>8EaDU~QyEAXo0yH&#CSo9)ggp^9r+&*Gt z-pk&lkEwXl;A0~5*!L%KJ-#2{h#2#I?}q*`u&In2{3$ij8)rGn>JrXF{jH>Zi%F1o6;T@pm?#S72h>NT^Q=9loe7Mn~j zJ@R;+6I z<{WJ>(<(b(Za|KEHKSDFV?g<>xzwiip&&IJz!b)bmz+b5ieCsJJxhcm8e$KtIUc`X z=;f{(xTRz=fZ@(3$9Vs&cm~hf?ns&T-Sn`{hO#IClQRxSSDj-W>4LLvV@@H)v#~Upjga^5*Y%1FU1+5Z{9eDoSwxLB&?Xj-6gC){8HUqq! zjs$3s?m0tNY2V(Ms3rlto_91?+q{V(gm@D+csK~EN|8m+shQBSKRrGk%~XIpk#IT~ zVD_}A!s1-esL#kW_I8_`2H!@{tbER&5yV0Ue7vm~d>6Lu`r-jj!ic31HtuFeNNm0{ z&NA;rpJ!?E3;#-xZ zYraWOeUm2mwze-3+9sQHD~(#5<_hC*t5sP#QA9vUEI(kToMQ7iDqt;Dx!{B)uI4WL z0ch9MRL(+Se7iWaayoJrKdnytV_mh{hQe#M>IMJ%-VbpWM$5B<`ty#Hx7in~cG*nd z&lW|Li*jK0?QzM=36O9L$X|pa7&mQD!i8eYzlKdi#GAwYzHrsrMb$HHJ}U+D zJ)B$d>-Pc^p(DKeZ|2A0HU(jZCv&0NLS4Xt?x{9EK?hP(xosBj#RnoC1{vdkAnd6d z{(h@OIvC}r+23bB9{=e7n#2A!WQ*mydlbcPm$+y1%Q^7RMf!DiNyH}+kCqz}NDk<9p-I>UhJ9h^~QM@`Dk`Jtk52;&Kl zvQ&8vWq5j;%=x>yx47E@p`{}b1MgXy@M2f>S9)=I+@nik7%9OLIE=b+gmhFIYWB&c z=bsvBC+0S?KYU^F_9Wxb$vBeJ?$Bcp)!0G=Kb&ruuHHjb8?>~Q;`SM1F8=riaOkw! z#A%~~GUDQNA0k0bpT{itLKVJxW)ePfmNe><^c-)`yq5g(3it4>z$E`rmv-j*@l&Ud zB%jgzdURF!NeiGo#}2C^{F4#&wco_6ALMGfkT~54I;S6g)#k4wv$eH2?1#DdEIHYL z-@HzF8JObOpqx`uicp4N+AyM}3W&GI7!lAeRem3UeGk+9igdQIt(in0eWR`;mGl*w zc{YLgN9n?PE(DaY)Q@N>Hu!yGAqqN1O&G|qsm)mK`VD9THP^kmTX9P9uf(o8Aal-#ZZy%?QvK>2ovLdOE9?d^#ANHt=fg#el(-fzvF< zKnlMU!zZD3SLXT93o{o1M6Zj!l3rE?Z-iRW$cF2CCg%D`^K@5vuZ;0`%qBxek~YS6 z-y!LLPK?X4zH;?v8nXT(-bWBkn(P%|bv@geXa2bj{R(HbS4PY+-j2L-!!r5R4E!tn zC!4a5o2)b}skPTWT^)AIC>#KyM-9M-_is7Bvb=&9|8fi|mnG|KYuz*|hCM$H%=#!r z?$yRkCv|-8oBSd`cVdZD3PrhVL#cAv2{+if?>-FSOUMWhGk*!gRjh5ksB>bB#vyio z&h9=|j{3TQ*f$^@n(X_@Hl%cT5m{UK5rc)zdfAxqfgIFWT@{HaJ>RDKG6$#6uHs;A zCZS7*xUBm37L2yq#rM@o#~J%l`|$YGRK{<;?qG*;rcm3+{EHLLkdsu*vD5$^X{`v3kW>smok z(eB5YiJP07I3hSPg_`9;)Abib zaJ+1=nwpwx?sYotjMD3dvEY_*0bVwy4`pe3-Qg1x6aBa6 zyHl7?Ini(kW@DU(A&;e`q?~8MJJa~dB^7-J`)jQhJul~-h>3}}6Fz_by#Kv6@Qq?D zzwrI_CmNr0S{h&20Rod^}3_|+C>rZ ziy5O-i|I0QCV(kIC3+z$E^g{0_A_m72*2BtCr>JTz>lUK3qIV!a{gEjBppoRVxp%H znInJ`w4CF1-d&9lyx-1EZSUy#O2pB`XEI8eN7!@j_IIZ1?Wi*u znhE4@Zm&0U}iQ4Q`8Rem(ql+k(7FDBQ8KYSKvhwCa>GtZveD zo)rxNB0kSVu*6)_k{-r#<+{U(QR|~1CT3U zEw?cAmWy9fJe4IR5bvMc<+QX2_Or0EW<2;;-yc5QV+L33PL&=mG(R1E!maS`-J?6k zy*#VMFR8%&^%svD?N!l041Z#lgg^}2o=9>mp!GAo^8L+W3qFJD3(cnZ8G=3d*i;@n zswTIc@q7|~*N@i=MA0s}vMH_H7^DJdJS}pm0@_8QBGhS=o(jW(L`IDUFJZ1ZNT>U-fPlbQ zj*PE=nAWp4Y;vTGm&_M%+bc100st*Ny>CJYK7$XQL^Gr5*7LSX?bi+t4uQO(BYX7?T{er!Jk$g7>3OJX%Z zse3Ih4u8kwhmHXwAW1S9O2`)9LC9u^MpJLI`s#<4w-D6x9Y18;Ex^Rh$98qSFYb&8 ziDbhIi5Z=PKtnAEEdt(I7u<0s^H9pl${*s&b6o|g@a@|wjD|=I!><^;#^o2=2)`0> ztB18VqE~@`H9i<d8g&E>Vn)j#lL5A+eGxiH;{-ROxgeSi?ETsa*EP zP?s^PcaJ_Ws#Iiw0mgpA8xA#l_^{3FAf9B&@`d=WW8_p8XctF!H~mir%OQGvGuT#KP3{E0yF>68|5Y%Et_U%$iw z?*C`2-qDEonRotf+*Nw*xvl*PTvnP>B^ui%vyfOu4XFdC@jL~2t9H0}vXs-^W~0xs zv0b*fQ2IuD`3n(2@D_6Vn{dZ!%p4s4>)YYz>}C2L`}qr)iDq(P{1kA)pAfqs+O8Y@ z36YP`(a^}|+W-!p^Bn%R34s`9lO+nG$@y|U#Jf^oU)b9>i|;c^6%xeQ%_fVS#8`|5 ziCm$lvG-EuxW_SYsbwjB&(6;c7P9&9U7ej<&+-*>#Vng-k~k?a33pgGIH?A*-^4jr zQ8!d!zt+}H>*+`zW3{UcFX+3C6#pp-1~ISL0RaXyfZ+%EV!hn%cGx@xdIu?Ri#;wW zCr3a?=fRVnn=3KsX9m>;*}04VAQWl+`WYTd0?$gV^-3ple0W3zHP)-yw^und#|?*wXy+ux zmJVQ8MzUA&kH|e8c|9~e9bbK1%O67N&F^tOp^RQjJqs^{e{einO?_#-RfU$MyD{91 zv9;~GkNhztgwO3_ugYX>X*5Hl(Xk4%B5&%~IwOTS^-<4f$Cf(+Rqiti3;W#J&pn6L z-Awm>IbLLbMP1z$7!SPwh8Hik0H?2ubH2L|P9Kxpl;)L1A}vl%PL{r<-W&RDl(yXa zIBYZ3h*5;`tEj5BSA~SUfyJy}NOH4A0z)@=qN=FKZ)wp`j)#Zmh1<9Oem@?!%L5NJ zsOXuo@0JJUAA^Ffk2)|Dz86rQFU%EQ>gl#sQy;74U2c$gqzEY=up?rU0Qv%nu7X<( zYBgnh`Q;LRWFJpjr9LAdAXvlqu^U-VA)%wA8_qv}6U(ge%y=n-I98>~82i@aVvmq* zv7^H`sT>Sa31XCC{EzVQYfQ!v@C_Zhb*>f9HpR5Gg9S)T(t?|L>h8tm&mZaAGJ*g=!G zc6Rz5Fcp`Sc&>JZfp>_KEHt@P_V~g~Z4IaU#)q#@m1+UG2MX(EQzaI2b>&7w5dBRf zMtLvy2B&TvoFF3GH%1U>ifa|s9iw${*|6mRJFN2q2(`kd=^=!47 z3UObXQ)`4a2GPb$rIGNoPDel#Y1kEJB4g?Mq7OE^lMGicD7k;SdSJkJ+;>iwhhXOO zovw&UeAJDR4X01VLcRB*X%*oGTq@ z?ME;S0YNThPF7au__+Puk8@y6`8yI52=I`6B+*htzE_)pAWuNNdvsjL?SJ866D$;e zT3T9oczAy#AF_{hun9ybJUo_VQn1|=wvjp@To!xeT~uPMw~XjYWX??#bjM3g-90{z zcYorHp4O1|6j1lh7Udc&M{fQu5~u=H`sda1NiEw7-UqPqI)qFIhG$A>gB z$~*+*0^#{`iE_SWbNyas@x3 z?d|jPNATWRT!JcU&p$&cqk9X3=R&ibrFFP)7A!n!q^Xjui*yQ{(Htq)8U0rF)@no-&5`Kiu2Gi zFbsgvr{$ax8OK|`O0=9(+)dY;Asp`C>j`}VFL>l=$=L#>=1_u z{5>$UsgO8S0)8;e&r6?}$&nF!L>P@?8-aY#4te%Rm_Epdgqr%14{kWLPiApLPJ&NP zYljxY>UUEQn6QEm1LiEoOAPEX?hL`9=&33>Frak&%&`i+!`13Ik{7 zy0at;ByeGr0z?n?KnWKMle04Z2%X@cWp!S_$&Rm9vy7CII524v1!sBOTr@N^Fhjq_ zK`BgNGy3vyf5Y!~(FBIMW~ki_%?}?Qzc?L{AO$?YQlu}AX=rdTXVZ5(nb)Df>2RS~ zwR&f^y0D>vmtT;F$7Li#+~RwUKk?m39}_t_c@=+sV`Ic)mX!`nLBHCraN?x+_?|HI z{nuz1#~8YM$P1svtG;1wkpAAU6r&JRQ&TDW!mmxi-wI!mIPKo&@Q+|{>|A*`EB6Bp zb2|770YYTVY;3SxK_5S+?d;`)5S^EoSN~{GI#EA$9 zvPqm4qgk)dCLQ-@;Suz;wXp~YHrLnTzo%oi01x*dW;MRDm)DYprsctibONhE2M~a+)Ujs* zB0^OB7au)hqN8zWxjq$U8Y3dop+%q!_VG!S z7VlYo_edfvjrqY^NLW%H9f#KK;M{pE$$7iJ7R;`SL1g+f}*Pi`GfcXjhm}0N-C;`x;p! zzoIL^ZHa8DE%)Y-VV#9;0{#^9cREoZcZ-Jo8BGO~1DQyC_!+)5#{Y92aQi`UVEhLs zKc(4Lu;{jJ)cWtEYxZht%bl8U96$cN<8vMOudK%(1?Iu1duvG6OK7)53;v}49Q)VM ztEsAd_SY{8RbIZzZusL0#&SPXCb%%b$YiJ$lCucWe8?Dp`nQIDuI$&{xXIYkmiF1(YZ(l|7mfGSxBpx*au8GrfFx7_=E&>BJN0x00X(FT$cLy zPdQBSE)ne_i1|1@emwkO&dthdRns;S7Z(Td>BhZw3HTJCE9}!G`GkaopD6*X;r^Wx zsAQ{hfq*CSy9SZuD7>0)#E}%QWEKosSkpNj-K#5y(y8qyhiY`iJbgB zSQDK*gK_QyVZzW5CKV12&WA?dA4mnvw%1OJ9&z^;bN|c-CMFb~CfJ~aSp+%0{OGKY zJAX?E{3}T>4>Uhkwn2b9l(MlK>gqx`(FvJqWxs-#MuPJRm>%m-U?X_(0qceeOr4-A zDfW@Sl}A037!47QI^UaNyHb;v7ixL>_;Fr(I*Va{Jc#wLK-Q$lVFdC-34G;Wh0 z2l~FyKA!Mu3g&o}W z8w+!w)wCABc+{u#FAob`Ey4cD6l2@U(nI{yQq*0dPAM7Za1WnpFfr3dr)|GpcVL9+HA! zVsEd>_1rYCX{op)5Yrb|_zwOw9dC4E!apH98+=#UnKxbk*ck4{VxyB)Un~Py7RVdz z&s27IcTB%IyySSLq-lSB7%Yv1OZQwHBVFDnJQfbeJufkxwEq~56%dJ!dlCDc6N5~ zA$((F$|dT^T@qG~AY~gF27cc5cOuvX+2}U9rGU8t6wvN?aRg%*O6n^8dfId-|BhuD zYe43!vdHtp`c=L9pW(0~m~|F{LWkmvCN2KQR7z(3{8iM~&+e9$-oGEc_@o%y@y|hg zF2sB;I>moO|L%G$Kca?hge|7ZgEna8WB!7s+9 z=`nfVbZt3WaoU#%IT`;EtDVbpml42Ni-S6&x5Fv=M~#2(mF$SpmOH*a{_ppW1Z1{B zGEOu8S{RtV0I)hZ(v{Og@Alyr-w-=_93T828D{w_q>C^d)(xc(W0i&Z(Vy&Q0&~&% zWJL1G?*UfBx_tTJ4Ni^-^LhUy|DUx2%I(-4@e1)$saLLW7zjNU$hW|~%+G=Z2j=iO za^Tx@p?7=RI}?RJ%?g&uJyFl@Zg1;Qjm^x!$D5RB5G&?LlgH(QaKZU#i2&rVz}mb+ z4J;28nc*I@-#M#A~%?%*%XVUtT zwaDvoLV1fy>MAMOlgwl1da*})FS_{^LiJQ8fUT2B#xI7G>yJ%>_K}l~BiqQjlD1Ms z{o~Fs;4jYZE*I@KMWe?@M-xGIUHwAzZ8KPl@B^t1c1$l`pv7KqWkv|x>{WuyF53Y@ zjvdG$gWQg&<>B9TNMt#vy@x)g7NOCc{oeU`kIs+Sq@GvgO&pGU)16}2LwhuxkTl)d zCKon4d63uPv03qpUr%qiU5k<1O11GD1(7P7(crMvBRo7IWJ5#1kjl^j+?WL;O5CDN zip|d#Bx9ie4PdZM1Hrg-`MYrn}8h&c@DV$DO`3y$A*Dr1z$D@Qi-Q0 zCmBE-7Dm(mZ|TCK6WOx}p`)i?Zte9({OS1Ok@4?>gM(X#!7c#e*zxgk(cyMi1nC2q z-Yehd=jGA3%ScI~6h(uz$a7jSbd81OcGNFJwithInKS^Qiu)yI|st>wlfgfw?)Srv??w!l+iUv*V(Khm}$u?p6!1p*g^fVSW!`dDR2dKfyzNp zbOjtOiyo)@sFOXBl#oJ6PSjrlb;bd!OJ ziOa*iM?4Y+hM@)c;3Nk5(8#`)n}bGBNdMY2YgmaS7QL<@T(u>eF{Z(}mzd`f-W z^>S(?64O_aAMb0uFFM`M&ti_{jz;*p`QCW&XP+#sv-}3f*ed+O9MBvGjmmV_=E z(!!%kM#Td5NRTuI_exR;1Z<}E_AmZKjX}676S#G~U{fx05e@@A6gf61Bn0d$eq-s` z?~fiz6%5>8+t?UA^f@OI^dzFI1JmzgoJLk9xv++MC$O{w#}M%N@hM@fHOY;#$^DZ3 zyR&04f3tP0^D{sufbQ0IS>_ipl_ix?f(?_d9lVbBehR6tg5coxsg72^d)&(-6C5zX0#r+2^X{$w)JMf!*=m!q4G#(uxw5eaq|bz?QP)%JCLBgTyVpr zBiNB~lai6yAI~3a_eZ_EyGws>>*%Q2?8-52b~FhpxGe~TQ#t~a78-ztMm+L5ND+9X zp`4zbNlQwCVYV#*{b_V`w6^OIgdgmj1qB5$GBOhL+7FM8t^^e1g|9Esf*`ZZ>|+hc zZGznf=AZ3TEVkx;P$ac#QxIN$JsU#IG+OX^x3{+^A}R_trsz|{*H0}6eA(74=QM)2 zM)iMFQ~=0PQPxlgpU&Zq%QU^btkUm|9!%jAb@Xq5%4w6?x{jpe;NZxWNkZtY2Mb($ zeEc)__uVJ)@$q2eQ4}G-Heaj76AX#DHz*?M=_Ms#%)E?cP;=a!lo1v6)g*a)`Ry}( z+m&`@v+McK;u}vs@@R7)Ng@!s(Cew~8#+MBCSqN)-WDDMTGvQ1q*|P0_qY8fl zw;uy*TxHZTlDK~`!%xWYsDhfu>!K6TsZeRpev=MioCGc*eXrpVuKb7)}e@!PYn8Cru#>T>e0-n~r?D=}ZVBUq0!2X(sGu{HqjhECK@|SLY z(a+$JX`8PqfiP`3quZgQp8_z1|C3J!(cnq&w`_!@Hb_l<0kYru?R(o8L^Yz{;p-Q* z`jc0c)iKEoZ#?HY<(eMj+MJ4*ti!as3X`vH#qa*j!2ZH_jH5&t+zJu%7xPZvFL^4P zCn1bQ{=o7?GC+*-A47tCsSf(M)Vzrs@10f(|J_LQAVk}<*x02ul}v)<@oAn{{7PG+`c!*jnw8gf0%rbh;M&0)Lbe@R8*ZyA5y+aQp5dE zqCV=rKDSLm-PJ75oBzDA0xQ++ud#ujBtW>EzN%H&Gmt^qn`Hm)=887G@}~pv8(JTS z4DEQR6YrU%^zr^QKlmh---R^TP54bzBqo1XyW^f7BOL_(yD_KFd=_@7TOsdxOV)mF zy5DLCCdmF}N`SkUN4z;A1;$Nvqb&62hWT4cio0cfg4hdQNBljLmVD{gN-p0(W zE6SJ}IR(iY3t;_!Ci%x4;IWzJ2z4m8A75P=BfRrzfWJlck0Z5v*w}hrmYeXt@)uVB z+Yn%l;H9Sw5;iJ>zrxAidj||Qi=l0iyq1W*^ipZMj84w2l9*Q&8p>4R&a^C&tXb zBH-Uf17$9*GkX- zcI5>Bhg*T5`Nn~M77|P!;u0$JsO^6liqXRCcP;r}|0=AZHVd)s1ML2Fvj`y^HjKf7^1 zeK>?)gSmz{O%QL7Hk-!(-&4?h6#5`KDU&7I=I%eY-ZA!%t2xSv)3}KCXv>+S{^x2r zb&RQ`c!DPShsdL|e|Z*Yp;^P4#hq|Cx8R|OO%~2~aNxFuN6}q76$u6SW%xI32G{E) z?B6TY-|GHziuo!iwH`rzWx3!pZ7TLv(M|CYjTp&p_HARoo@d7?fvp7=pR-B**q-jm2CsR#h-Z22eg||DC>XB{>aU8uVv+rV-_gTUl2>X%D$_uLTp@w`*w$+~bk5ZbQ`?qW#i`d;UUB6bP7~ zKgCok+7DuH<#aYX;;5+34Mvgb_v$*KO1zR2*4#Qh%C;e|e0bLPLtFBoNZ(tv>bE}? z@$tZZr9v1ThkI?gdTWrTXl2`XA|Ij5@`lTEp(}dzN>{=Nln6CQ%qTb;2s@^hn(jSV zFyPhO!zDFuwlB%tNIYSlcsHCF+@DVP-_3R5uGV_MvEi})@%y>R&@e>4t0Zn5q7wf?i=F>lak*Z|2E%n*F%{wkNH+WL|ZP%Ymtuj-KILic4+pjN~tS z4h|_j9#ey4Om?nM^;c_3nb3J*k+9#iFd9RVe` z*|n->#wnP{-7S`?@6Q(JoFlvL5|QoM<+UAm#b=UuBMtdJ<4UxCOTYbyOSa*?j~hz0 zg4Yp)c!zp(JoJ9+fcxPTZzR?`pAzZYKZOrM>jgNH9Sp%TeimQ9<}Yi?&trIeYFR!w zUbUslNZYv7^pM@Lqt)r-LpRrd7u=tJk)3>&Dg1lEZlF}c#vZT$N;&N1cRRmiE8EO> zVF^d4W7lW<-1g`)zGW7oK7-Bf_zW+!$S1o`=gYCl8}0ijtrH5t&h!sShI(;c!hVaW zelf)hO&_4y;GsO>5z|8zpT55s#&Mx}TWnY@)1-Gh{P>|KsiwiI=e5!AmwjTWc)_nq z{B^wUMceG;j04lnU(6#UfKseqmBO6Q@uCAy$gQ}h?gXo;-Y=q<6Rt3XKHb$c@QZj_ zMM+ObYD|x+iX7%9rxq!=z|IUTgMVwbdMsIno3F1WNjRT5VUr8+lB9Qf{=%a<7|`-he~6R7fW!Q*}rQReImlg+G-Xd=Ja0bo!$wC#Xe&pX+b2 z+Se|5K;M6SBO2GjY>g;3#g8GIeyJ4U(4pNKE$o|}V4j_Wf;vpKA@w4&t|4901^KU6l0WI3mL)ge=Od*Ttoywh2qs{0hG6;Zm*)nx&C|QhbeZP%uv+|;gN#bp zV!rAiQLF5R65em3wwl4`=jTCDy=QRH_tPh(DrYB<{b70fRJjd0JUQ7I%BlPQeH9>U ze~kQ_rc>J>JIYNKQc$TzIx}-oZ`nkk16Qfbg&-to#o?j1w5@jL=3Y5|>!ZlpgA<<@ z1IgD^|2b@2c+OTT76Yr5W$FNv>93Jsd2Wy1l9z~NH%m%(d!ZT1s3sM~u~q06`+j<) z7i5Supbhm$AnUFH3cr^#lrYwzNtLT#K+yr~HA+*ry-ZYpeR?qt@Q z&ZbLAimLAnO5$c@Z*23xS|2|W2(;v1YcIMieD5u!#x}KE2QgfhL{jm<+q2Tsg9La~ z!E0{Dq3c-O9ljMs#qc^mJLhOJ8?pv<%qWnN8x0{cfP+k)CWw^*u&x9YJ3+D4|8eg6 zrOQc4NrgSkDiGUH?_%3%;uubk&Xc^{vz4^*qLYmZ;>Lxp3N`lC^mM{|3YJ2XwfpbC zjOXsyHj$PLf^mK9!pf77*?vnIWHhYCTG)UqlK4S_krI_4aAP=u4iBGL+N_UZ?DdU? zEQ|z#pUO#0)D;o=l$W;?#;jdxy`msbr6uxKSsre*v3418EQ2Uw9hkgYjrD?}EPFTI za+ab%kv-J?+xXKh&&Lc|(pIXUUy4fkM%Bs|ZT1D?;9+IiTfS6!?KplCq&@5UDSzz2 zaAPW!AuWcOI!x3I4pAK)9f3k{cYi-&m0V>d;<(L#Z>TqHg_~+Zs`qP}{iIYULn_Z2 zDcg^|A~LxSdnK4;sdld;nr7_Bk(Bg%L)v^haSQyTPq>G@vlBiV z(%w|>^8*>1p2;z7X2-)#fdBY3NvE-&KmH1P)!^fRjb~9W#HwG&!1yiYMcw_}iyB3^ zZ%6TFGcT1SZMs3B%O}AW6e7s8o&MR5`0?NayHkU3AeXa-&37Lb(WGS>)q_;SqCu?m z;asT3voxctqM+~wFe^-IrBu$oz(izTTYdv~%`y(Q-Y-j;mpyi$b!~Heb2zj@@JqJUo@Tm+%Pb{*Y6x+z@X=b!*jTys z$^b~b`1|{lJTuk@#XezS^zRxuT4-|D`27jxUjo*#1wZ+8D<>ysR|Rwh#CUi#c@Z&{ zS5$z?&Io{Pq^Hv>ljCG8^ZN$AfnQ-V3$TMw2kW1f-D$%aac9<0|6X!@$S;p>)aRo2 zP^2Oyllc2}@v4|omz3QOhV#oF(?m_`SrXVs@>V1zh}tU9Bm z=kIrE6qJ(-z4auON)Er?^E|?xxc{=IzSsw(Vr`PjrMmt}u3A}HDHtU^8#deFi-)VC z9YC`tJ23&Ms->n$FUfwD4C~SDg9l|g9=hgP6X$KL zI|Fzj!YO5E)+^!XD#A*J4v?V;NEHC%yR8g~u zvU2gDXrdq@n*zUUw!fJn)yk*2%luQ+{W+ zsX*g*z^!-|$+NOG5_Vp^L>?A2SZy7dK!M+z-e;%%@gW;fkEzhGJJ~>1 zpC=LJ6RZOHfeewB$8*d)!SSARG1;ML5HZ>lW!;LY-mV}QVUt)-j0X?f6|g^KQ?q1r zH7_(w>V43L^ZfXdy&I#OT>{CfD&%0EQCzS3Wj}7z-B?*&IvDz{=fu#bvkjNFIFE=t z|2`8ALE{eSOF}MdtathCF72*!jHu?9wM@cGD%iKueJ4=KXjYqI zb#9LzlP7N^^x6~M4Z0){HrYSo0>#p?i^fkz1 zHRVIvQslJ{kZJd^vQ}imXnKQ~vSAb9B2y9!uoB_Wahx*|XSF8&equ zejV&I{vKMkMZAzNV?Kv-pNV#c?g42rbmF6XsU*wslU_8V`lDRHqLS$)V(cu z4hUWT?GpOcXIJ&EhFopzOZjgNwweMP5v7cn{IL~sk3x+2sH1Ddl=;J=SssEUDf5mU zY+P0HWJSC|ayNxO82UB8#s)_@%bY>fFdV-#wh?uc^{#V=K%~ZmaM+yY&w!~#+E1`W zpva@!#uwcG!tx@49A2?}xC{KowgYX<)>$HCE=HUZ@WAcUYP_@aU-tp!1pIRg_F86E zNgLae6||qCIP1SCV+0>et|`Fuok}Hb4TK)0p*6zs!!PLoksI*S>xs~!0%X>q} zk5&vjHkGnXH&5wMhYR5$jnT}R|}GSr<--4Tk8a1A_2Nl zJWu0pO(+Z|j!-aykIW1b^Pp6bz&QgB<1FK(@6oyS&e2w%faL|%+}&m67CFBtu!Xz` zw!_DV`pOr|=y1RG>*5x9$)Mt~z0^BGZ=$W;3mPJR!C1WSaVtcewO+4WrQ?7oiwBTa z&W9juLOr~FVex5Ct7T@l1bc$$+p!HEahbwvT=KMNEtlk71+Dv==^xoTwp|zRB2(=5 z$(|*N=}kFV2KxZ?0}6Ojf4sL68{p#k@#9B0?~&l|O?aM`cOV<-yS7o9N`RMvF}Zj; zNUra_K$f=ww9JWH_Cx-IERJ_-DV@k|!0wU)*m@rm=SnLlD>-X>22V)mjd%ylQ-BC5 z0*|`Ot|IO!&hki&h5@mKz_vYbr&U!|uU_T{=6G#wO;gIw&JH-YR1>MIKiZHF@*Wti ziQ4voSjPSae9q6>%eC#9^~opaYw86q;Y6@|(2L$6`}+ALf0x6{{S*cchVob+HJPw> z$!SilSB9_4P|~jzVwT+V0||x~Hp;e`;v^aGVw7(rX@1eU#7Y(OEj6_ORH#7>Hyz$V+O^Pt8l5iB>TW>#f7B_R3YXP#q8( zdf(|Mkn>|jU0em*;$vcJ6kdq?w=$Db!mkU#=Hrx^O_64MDG1SdY3%O{3JMAfoiWK~ zTbF>uvUW+p!Pc}XEJM7T!bBz1mgrD7v1d}pg}A-vU0f>n|m zjqSF)Yl3pBzoP8YZU5M*J0;Nbwn(;G{Dc1ZO!t5vj2ab3qyJ-G$0nM zFRy=%=pko0{Dg%Pn$tp#;^Pq$!rG|sUYSRB4LaXGGk3FoBamlGK^M(?6<;p)Bh(ME zr@1=zO|RJ?=`xn{`ZTJH3 z;JJFFBvL4m-CxcNUGC;jenu6SiGL^@F$A06tkb<|H!NZ8ZA#bz!22MDq-bmAWMN%Ca4b-(Wyj8;d@X}sk zaYO|1M)4|0Ip}LIR}5+bPws_{Cy#3o&2K`w3Yu!Ko6roE+wTCNT^Fe9R$ZK{pv2r@ zjjlFx-k47;L(=Cp$q4eCBU>dA5h3asW_iPVNyciR)@b6pohoAeBlSW^E1!tH3*9GF z<`ZHQnbm`v)2eQSWo3Dq@y8*>Gq0P!Rr>LQB++ocn?t$Il!JTH-vNuLLNW+ z_oQt4WBB6$x*xm2TZ4s?|HuIP7?QhpL0hjfO59u4=xPFYsqK8aE^g;bat>7PPkz+n zGUe=@t`1uj=m924kVNjnRf-tLUs;IoGmi8GiXXuJ0Yh{|qTjutRgR&)$y82dnc_aX zb98lQz8zrucG!K^h7=wgmYdFj8(p~BMn3EsNH;OgKvGNE!-Tiq zgUm=&jMqg$DD{8*il#Fz$khib>G)%FMk2f#lGy+c48T5R#k5P$Qz0G&IN##lHO-lR zK9j3fsKTrr*dkTdoj|QRA%_r66{j{l5a63!WeSgz3!T(Yb6u)OJH_I5?*Z^jXPZpNkNCB=AC?B7l`vm-2Lo-+7@oH~g3vKLpd{`N%9Q3IDi1Y<;mNN^Rvea>3*kSy6766uo@$vi5OtH zLdUV3@|T}b!?Hg5H))*d>|D2I2RYo@fbFEg>4aF(BnnTIkyi5o@TS#V<0p7|w0Sd7 zWz!&6R)BXN(zm4e^6es2 zAKuKpEjNEV`6d9JK)|iB@1xCPgpem=%r#qLKZ2pLi}1JHX4(FqCa|7ZX11#;{d3#$ zlkNLgZ-mq@qx2|fyo+WxBWuRl5AyT#3kqV@Y4!t7fM~hgaE%viNezav&w3)fW(lwO zqV9K2;~D(9JfJm?vGW?4MH24YZDrfY>d<~t?Km0a?PQ4RXRDQGTpw*Fy*o=2^#HmU z8Lgw*&d! zp(;hsKZy2beiUm)<)T`AycTW~R}!zN4oDV8(QjkL=Ok%|a?>mBC_KH+zA3RK!6220 zU~0zZ#Kl;dn*)uG_RD>A?Ccn3RIQiPS6fC#O2Mxs^{hC7@NMXB2#mR^ph*72vjoCF zV16ZX$oq~{T89p9YxSfT(mr@_OlF?o3hGF`bo7!#?}z?{@lEvq^Hl7y6ykI{N9H5m zopvA_Gv6CMS>r`-2M%y$!PXID^sV2S+L_AeRU|ghj=omowFTdY4Nn0XoyWx+SWroWI%2aiXxdemv zAlSn!s~BtAVw!sxN@<`7r=6AhhX4V>sWSId>;PlZ)rdY7+0i(F7KS@Wv{(fNH_+;8 zfTA>piq9;5=$_b}G)Fb(8ur@>s}Jn=3DAQ~TaaEA3vd+hIo4EE-olAuls;8S5(TT< zwbCtn1mX%#T#*;C-K~#;0-}pt5gXQDuP9m6HE}D{YLWkoK8zO@eI=@76K0aWcJzKn zW!>y(sRLAjotxO=ryA>s#?|syx-&`cvje+0y)&abg5Xd3(GCNFyIet52YSYYdF_}_ z*{ELu#Sw{Jm0hGjO9r=ts=^lEJb#5cN$&<%W#yJEv_|x2Kh3`8$DLTs*R$(fIONJ#TB%WbE27-lGc;v7y1yV9m)%*SU7S?axLzwlb^eYPf_A0=)FZPa($a^LUY(2wHau-d&!oLM;5|@0DGebn|9at2C8fl2FF-S)bYOzhrB@1^V=I;g;yq@$82YKS;xn7-8 zrc&tYRWK37p@Qv6Qby8;?z=u@#NR*`_LTAx?R8N(*(*E`dALta$HuWP5f$S>?Tc{&GBTW7H8nMo zHuc+sY3r=VmpX(glYxJ#c4`TKr`!M%1;@}mJ2un0Z0*biwfLuALsz6f*=G;3^Dclw zufv`?;@)}Abr%yc$Lzgd=%lz(!`aXUzBW4>?&E#Ysz9jpoO5lT)&F2oIMQ2PuWGe= z=E||=F)i%^S}u%8?%TRXP81bV)Gy}dtro}ZnJ4iAI=D=?>o97QdtCLXrN7K5>{ zAo)$mXZ%G)yf8tKg4)g}ZPoNn-X@5_rA|&`Jo>hQIe_6! zXi7yPjZ!`mciFIru{g>)nF>vCEn8X@^e%7B&j>}}efO~Sg>j;b*KUU=hWnIaWZ@e& zW0wr~0+eY1z)4P{dKFKOSF*tH84u8ppxa7-;&8kC7diy@;-O|^fXgf^B~dYp>rMfA+2y$$N}>87U=2#<53pA^1I%qSMm!B zqiuKAz3RK4FrR;^V`_yRedi8R;L`i2s$U zb5t8vs8P+Jjl=3G;1A8lI>CMQFcTPJ#WjN{My;I0mYs)N^>zgjL8iOxeRjm_GRP*Q ztgMU`;ZMRd(#!0tX0BzVzAELWB#nU#BB*-ZbFw4Ln5|Si>C<1lT!zNYW228|#93wjrNt|iK)&@p4-Y#kzya+}1^`^I zsNqxqrsVwi@y5W0#t4k3z=oQv&C@hWhk|8|^S3K`&|86HU~}i-R?&Xp)T2`Lw}{sApACc=MT| zV9H*q`1sT;U*}NZ>(LR#3LG@7_x=^H6Pc6tk838d5x9wD%QeQAKm;`AE`;i`2B5v# zP-4KI%8AOA29?zQ)J;fIm6>uqm!pqGd+JJa`OBX={Z;&n0KC0dyeIhWDjFaP0ZWRE zm{=>c)SG+)rXIx!Vg1ytIW#0I5qW1FYOCn&Q>zW87dyn+$(Cmggn~Z=3m6CHeO?i3 z8CqZe$X4c?iiKP7fhZ5{SR*XUFXqc{vPfWS`aDUbos(&ekJMzx<>fsrtJ~0)X#B() zpIVe`YCdk>vyq^iulrp1xjHBA3}n@UgL)z}cs3IWNhI*{_dut>Mo*#_%7~W_1%_^6 zY`S?7mA$yaX`eb8Y18Xon)ktikKaBjjx0Kfr&CsaA+;%#cH?mYlTYTV+tQ$?X;2m8 zo_rNDw8}K`SdqmFr{-(J zP+F#6yk(ww%jxamc;^70nSJ)0W3_!5M_Kl2cEBUuQC*<`k$6j)0s9 z2*N?P(+toot#WdK0PF+bvvs9YEs-{YH!)cgt#RZ!V)Tt1#w^a7A7dRpep7*%m0Q-a zU9P2A9>EQQ&f!5zW(77&*{-Ef(01u_SpT=Pj>nC`V%v!3NdkNN4k0Je+FPSV?Tde4;H^`UQpS7Ak)-4Oq9Trr+ z5FJ;BFG<~c%f(JDt=G0}U&CT(GA8B3D^x_@>!(RPUtS5P4WBH?U|8wE{mR-T?eH{3 z#f$b^L4n7QBn6eTBZEO3Nyl};hYoT}n)1&0uR=PW_w+|lx%a>IL%rtn_L zNDwB;hRew3k`vAdyD9fi;5$0{J3!{%7DLJ_0dJz&p`=Woct+=!(W^2lhN7zV_cmTc zuPIvU3a&53zNkA2nloHppA2gIFrpGsIhaZz_o%gU|7(v+>e$sZ)=+#_FNI-aIcZ5r zNgL%tjffcKpy79uGe*&aQn_JNz=40KHv^EDJgb&Nw6)DAi57e6est~oW6({{7p20i zAz-|g4S@ZF0w?IZ-rd=mVZ2F3R{5spvJ!f2F_?&=t@yS^yAw9fg&4WuL!@N|UKvs_ ziGi8=$Z2?d9=x9RIC-&RO43_EvY+Iijc3PiC>Z2}WrXg^+uR7of8GH5T5FQ>*1bR@ z5XK|Lxt?Tv9`_wezTuq80F5zX$4VU}eX$7`>+Y-i+OZqUh#Q|zBjavK=S5i1pSZ)@ zdPX%DFN#Jym`1cARpBT+S1;3`EMFk2IQ_tYnodNC(oy-e=V?PP#n|(96_b*>Z4j#n zMRY6G<*Y;vMsIR!ZjDVF9QTfGs{+sENkmIY_w%4hcfEh`5uP*{1W<^P1F4 zc%r;H7-XK^j7xYnB{lOxa5Dwo%13r~vOn_S(3>(L{Twm<{O2i83+9(ax{~MZh&=CQ z%r_^q(Uc9U-jR>rbCotr+8oe|?dPhgfY35M(0n^E91Fg=e*Z>!@7pah#YA_7IVuIh z1%+1%VvfAoZ=`T5pV3~LBb?)<<25g=p4@hi4xtj#6`Bg4%05nfFTSZfxUc>MzZ-E$ zuLCLwKk2N4-sB*d58eb%Z)*)C1@U9gUHXZUZ=PkzO>S*%1+(FXhE6w{xfEFxk=tewmY)+G`eMsKhi@oWI(c9F{)?p065H}^Uwd6^m&&Yv7< zM;;Zn>qW9hn5e!jH7!_LCZv8G5&_Yx8Ry#7WT07^wjT{2F5GQ=nnWxat<@#|)yYBb>d@(O>xzXGE}ZW`d%NK- zhT^=C5rbE8T_=rP@OKq(-hQ|Cy`R{)cp$Kei zMgmZlW*cb3`5pzj?OyQj7S1W}_igs;%EQ8i!(QZ#J3!x9*C%Ozh}q@N>6k9Rcf1_@ zhT^Y$o}fJpT)WKax2=q;jf!n;v;r>uLawx8Jv_%ksw_j92Af$o9Z{I&UMt60-5x?4?1>zImSwA4HS%tcvOcan~ zNdCf3jw>|$WJdErUW}uT{r;VGn2CvUG^up(UAb3&GOuJB zXId!mlkJlE%@fj*PtmVv@|I&MTHO`83ztQP35KPdqKV4q$Hkq;+=t`5p8vHN^ja|lCCiF;^vCrj+ z=HF-p&pm-bJTlQ($Q%x)VUsAcY~5s&jj%ecda zPqz7H-XSEDQj|{=hQe2{+9phI7@aO3-3O;#PZI?OIXos>WZ z>MU#JZ&Tki$#iiLAKJJ3gQZ-0<1t(f0p`tpwGt69+781fTWfhXa64i@#uO4Or)yDK z%a4G*Gf0Qgwnoyv(tlS=tZ8p;uc@nPqipl~-D@pPEeUlAJ1LF?hbmUStWb5_05XmW z^HLJq!AB#ltgU^(;L^yy1c|8^)oya<$zNccHq9qpWSy{!(u=aWnh-v-6DeB&K#61~GS3ef*}zZ{*!neV&4NQGBT@OO!C;Xjt%><%yw z)F{`yG0(lFaRkS;2M8A05}1s&6G@@*@C!JWTP-MT=jNzU5?69z`|evYos;F;7F&hd z$>IAcBH0rdv1;5H`-sdlzNJis8e}*4Kkt@#En}#u?f)vOf$>JKqZ7U=nb7NEv?Yk+ z5Sh2dWBd+kVrZ(`T~kmmdTllAxL=|oCw1owcO1J`RmTB$7F2dN!VVeisoQ28w616{ zRZJ`ll1!e)joZ3QRe|zDc!d{(_pH7>oIFfc~b(80v@!QpMZTCX9Np7J7}&h z`0#;WM`spv_klrbq5l4tb`+s>B{0E_%;9cIfXnjYSji4*M$m(2&lFCVSzx5Xuad9Q z=Gda5;MQrfOdgryKFz1=v@E#d zFn03N4k78bl_liRYr*<5QG?WcLsgM^e|E#k-NTO<14)LGuw@lLC``dVPyHX0lkRdofR65st@+BrPdi^=t~Ms2(4quw?6(9B&3Z7k8A z1ki$3$?rOMk(`DfB|1Fu<&C6kiXW>OPf{(83UvR)wSxeECe%0fh^e&fQ`2U>pK6%I zK{@1takQFqA0$#@?f4(8UR^jo+c;2I%qg^(rVVV!A`{^4O}434r*jrcoT637)&(E| z6mB{m1`|bGc4nS5<@KHNy!4rRXk56+XM0%f3g|<5L3b4o)3E6?E*QTOx;k`sO_n>8 z$wZb*&d6gTm{}~=z2|pZNjGv4y7YQssBb5MkSXX@XgB2x1QnuL(-s@m=cY@PP#U+d zNT-2qFcgwID$8A(^G4?k$Oq80G>MB7TBfTmorHY~` zHa}*sAw(X?7|&WN3(u6f9DaHlW0-QE=@)>WXGG3i;fV=!m&ctZ0HpmJ4sO>~S_xR| zR%A7TT$kG;jDX#QeGfW=z*4TypBJj0C_ZGeES#y3=F zgBMyHG<;BvU4*x;e%?xUD5#2*hzx4Ld=%69h5b>IyEmwRp+IK(aG4UBAH;$5)LRh9 z?CjgGx!$YMP~H%^j5@d|znCT6$wf-tn&G|Wp@jmz$I7o7+uUEtVuu456DsZ7jnvxK zs%C491l=q=jMB{f<5#&|h{ck)18#u69C;o+N0k>prQY{jA) zm6elr<@-bM-nQw`H>7nw9y@o)u=M;Yat)m;A*>(wz?mbyP?T(eKs>88rMDvWxi$uR zgg%$y=A}RM7Go04I=jmOhP1dhX~mBU>yrH5RMPJb`|@^|B6T9nQw&4DZ$wfOdkG+z zevx@tcX*e=j>r9FfNIzcl8cM|^(#DSEE-peuTy0|kc=R>(gP7Ox`dXN{&1mSyskL- z#U;*4KGUTc4Wj~sUo1s76#w$axL9EaY=3-_7c{Z1R5xEZP*0x0J6bj;H=c`7PwpNZ zY|e&Dfb8#Fl>I_v)RFu818UwzVOxJ_Xokx4j)+6r5IX}R&U0GJNyFd#aVWcW9qaZb z1M?IbO1C|NP*Nya64RtLzhyNd&{raJ;}ert=dIOu_(j;W=h%3CkHMF%)9R3D4I1Sfr9$9?uMTiOK5Ncy(9&Y7 zNVr`3sd%wTZSbtO8SBq?V#1#l;J7_xw5kH_*8tupDsWXayGfMipi}aC)k3Arm z)U@)4F`kFFt-CyAoc9Fl9Sq_yI>ly0|9qV!5vTxf6&H-uF>6NNHzYE`0+b~qy1v() zO2Isr46>) zLF-ITDICnk-uFos(&~NVZ>4BwOzivNCvis{4D<8x_L_aJvG-+s@)^h-crHy184W+h zwCbm@Zl%X`y-^`$q42Fm);q=|q|4w3pkQno6H!na71w#rwSoEm^~Yt=jsc){%7Jm2 zxlQEO$=gpk!Mg#kN5#jgmKLooc>a855EE5le&CYUzmivh%U~|MNc9RUpAEd=)$Ojc z$a$@viIw=Y5x#LAzJP0Wg{W8W8<1;zAJRwtcDjRBxv1@6PjsIEr^y%_5p@;%U>;Pr zJ|`z(`FiOgTYSz@1|Qtb#8m)xH#H-9;M;4tNWlqD$LS0UffyaLNVz|kib4t-em>Mr zJ$i$Yk)YsAuf@dW&`&KUfadz4DOPH~<;_~#Au#)IG_HoIb_+c$=a? z_WA{f9!$xanJ!@b`{C#zS%2%qH^fe!m~G&OVc;qqbVL#ot%o2Ti1s3sl7mw&1mlh>GhvCvzMZrDpZ)+E%q&f5JiF-uLC#oBZCdKA8e zCQ0TFY6)Q}hU>sxU{Ws6IUe^G<5SO{2{5HDF?r>Un&jE+yZ>R7b(K=N664b1mgPi) zz*Wf`(fWJ%q*y<<8%Wk<@r-Y)Pgr&k%{Y{}{Qh)_}ecF%_?xRqj1@_lP zw2D!`w<yx!mB17S1Z8_%X|-+mrg=-S`st_Szzz8l@|J(G94$$IP9s4*mHo zmo>%r0YoU5M-!oRm{c75CQh9DkM#7ib63VXD_c9fLWcNhwqCEmEgFn#-+NvdbQ z_WeUXt|n^|%%4<#CNWdX$eb6hE}N%8$b7AT(#>$_8Om0SI1uN)y}s8L7wBbSS$9JY zot%Bk!D77V5UB2(*WZpptSmhZv7B0tgcS(`j&##mqqAQKYW{4Q?Nn!R!Eh&*{e{oC z&e6-z*A-$oAAfQKB4O(XJSVnllR?uog}KwK!ubKL!QD0#_s_Q5;~V1bEDMKGV`EPa zUzp?U3I5O5CyDR&aG9%oc)g*B0gU*>>?|zcGUbon?cK>Ea zra_p*^bjUiCu!p*>BmoOJTb+qcg5XQggl zUwF?NFw-y)JA6wr2yfI$NX+GI9rp6iDI*|ryUTlRec7p;sxb}=p_>}Sj3z0PXK8zQ z8`PvF3#bLM0Yl-5PY!s<1R8nW`q1&@KY5`h50@Ym;3K!4Gr|}wHCaz$>mICv?uC-l zIIVj&N@k8qUPeS+x;#Z1j=m=&pM6;JL0uMW;^rWn;|<#{GXMcQ&|U2L$h}dz@f*m$ zn(|cT9Bt2Axh1tlphsipI*xvQW+b@j_U3pgZevOLr$X%5GDvvnH6B3)~e64!z3I`$ZwGzqyi#<~UPxkaVIi04mT)1ll`Y%6rt zIRplEfAqZ`z2WCc9rX}<;XSa|D)787?Qxfht=|w-)z++BQ@K`{w4?EQyJvMKuUB&E zNX>x8{U-}7h|Tn$GKB!05$c+nB;9{+fMx)xv78%Kq!oN4 z_YS4`X*(?USy`SoZ2hw(m$B+eJwXT|^TsPU5ybm$U?W+$^S84xGlvH&zuttcN2G+Q z5SxfH<|#YD+1P&k5h;ne59=!0&kcmpzgShZsAahRq@1FdYop}Fc_^=U9JEE?lO_*m zof0z`B3o{`9#2#7>%3Y9(&W(-#^>BY3bIxCY!^;q_lU&n8iA?Ayx8Au-l(u1|98Dm z2})RlBYn)X?vG{|Ia@|M{?3nzb%>w2f^#Bfk=&B&hWCD|mlAX0gUkp%!bI%&Mnz`m z^&?8CDkjTziq-fZaLj#6_&RIJH|t*q*ftQ{VDDs#4Gw~^cFJ!Z{n$33MO~cR=;Qw^ zC_v1rj~Q)-OocyAt?vB(^ia9sUXS!Ouv#JV9|I8}KD-80jS+9T$z@oK;yf|umAiTa zc1mv?hzg+f1>!A3q6`W5fz~cde0TQo2ob;QNlhG91%JeJEv8I`_-N+Q9;@ZN1UWgm znb}5?WF#3FPUt^~apOk1TG=zTWKg!Kslnw_>I1VLlf&32>?jvbUcge_Sb^oYtOFXo zRxz^bgW}`VL^ChG&iU;m(=cJ)VnG<%)vI>)_Fx3<6X?N%I55`-4A=+FZ6Q|CVBkDx zNHqtejX{@Nojdkp@QX2Es!)Mf3KA3>Axaehw(qd@aFE6NdAUM^1gcMKm0I%Q>7LYL zUKs*H+kr8%W6!X^fnB;kp@svE7zDP+=V&!-%`}M*+Jmk*ZmY#NM+M4xdSE0_40~R|>Q$ zc=RewBATmzdj*X9Ct=n98lB|uNG47YjFB_yPwOwU-Qcz*+qzU56clu54D#o(9s-Ku zc?w`WXrdTjhC1ZJ%})&c7W)^(Oa3+CKudCON^r$cv zpZSmXb5Z=R=-qZ=rLU)I-4xT6G>`fxC#zITEJl`4Lqow&>hSPHab<$eJTMWorP&X6 zbANBoX_>FPXW+^|DcQ{Wd#NQFNxt;r*uhIG(>=S8RHOov^{$xxRR?O@d53B6qX5sv zu`n?FJDL_-Z2a7TD~1dfHug5yBN}<~$WnFA`|N42Y{20hGPp62<6@ES!fag>4D|&a ztWl)vco5?E!+09hlM>`H+>&G^BC=Is+^T0KgNqW|aInS!#K+GkNtI1}Nk$BHgK?B? zS*UhcQsSEK=9K3jE`#RA=BagQxZ!(CFK96yton1mNLc)lfiLH%!6^&`%&QAC#4qHCMe2 zT0=fuxkkogw+ZHX-M7|KCi6?igEDkJo8tGn{wF7=zU*PMXhfLU#UUv01p=1#b8UT8D8+ver1WWh> z9hE{;@bm3NT;oX#Ga`&$hrqh)6Nsl5bEAN*(*AD|h$Eo}CNZ;W!+fS&kuYCyTd|I` z!Vm`-qCavhK#U3;kdOAy=o=OK#0^n#^l0~EeZ~J4L9Ow?=Y+j}1nD5)^X&o7q1O#~ z3$P>~f6J){YjIN&o~6k5qcU~br;(qrxYw#o_d#^}0{X2j1c+6o48mA|%g&q=p)Pw# zO;9y|T(K+jue%^Dh(+H$u=Bek^9blN3#|n^{}7!f!u-c5P4$hBu>Sx-_Wk7-6rIHe=TDi)|erZQykCh9kH#r^U@*O`TyP3I1)Hn z^$t^taHdqDd-d(tBggz7{KX{0ls=D*2$dt;-&@fkLQ#v`u54#(S?0bRIqxZ2pE*a<~gjZ2G zs{)30aR{&Co#6cI`GG@;Z|b?{wC7H&A_}cW>LJNny8q%cOLJny+WK;6@gdt;RYS?z z7iAygzb?YbiybIRdRBC#!kHiNdMoy5l#3L2fB&&N$6Ha#BjgZ|pf`O6oE49y^|Zpn z2F36HvU`+e;=9LU^w3feurq4!EPSGABA)+skENckyr0KtlLiLG4X5}Td;)FCEdP3u zC{~|*svOG~fcYK@Z9ezEW8_;V1iSn7KT@Rj7L!maIHlpnQ_B;+yglUb|DH^h0`kEs ztN*U&AlmNys-84|Tn+e-|4GUMF`%WVYhFX~BM?2V-3Q^xwDaGjN(998!aj2|!>|0#S3X=;<8c}ta$`u>`dk=_$wC9H^3yPd7_o@54#0`&5 zraSB(VhR663%6d8FGMOHdLXD2HYUF>i@#kW^6wfym*DjoeOupi(G8-6l~0@fN8$Q^ zSo{}<+lsgz(=M|!?^S`EPM7-F^&(SI@TSne%Cx2gPHfPkHAux=S`O5H)`d}n;H|%2 zy+j3gZ=b47fssD^)OBPZ@&C3skeHb!`{R%=o|Tl}`-`^7VBt< z;n7Noa8}J$5x%0C=GvOwr+kx$PYwZg)6e$pei@(|dwr1JNoMzqAz6I5C(fN?77-@< z@*?=Wd+8JQ00YS$)mE3uD)Vnsw6nCoi`N97*9xx++@#)Xqtu`k9kFK|j ziYrb?hrJ%Yl6Ew!Gi~f5VV84ySrO(cXxMpclWn*&b>eGH^$>fNJ7(e@4ci} zQ8lN48#fSe1~<$DbpwDK=^GGk{!g?CJi@|GdOFL@0puoFXyz<|6Ny_#LLQob2O7I3#^=Z8l2*jMLwHfDnViPC^tjF z5hUY9{<{nVKR~hvJBlvw-&p{71OM*cm%O~Z$LHs11&PWam9PJK9O&OGk%R>Me?G2% z0N7Tb=3#w(9T1KPcs%~i)sP6c-|6SDS#8v;G6HNMXTUEjf#S_CI8@Zs4}d7b>1cX_ z|7H}hZ#v%W%Z-Qui0F^k10kS)O}YV}+s?qvt$8m8xDuR}vx6ferGQHj_|i7$VNV!5 z0x(q;7iK)~r`p!)3vh<~D@Hq-_9y-wO)dtY$3cLF>FjlMbQG|&RSEmUJ9(vYT90Q4 zST#xg{CPS6{4bzXOQ2E80qkRNaBvBs{}?ksQ_ys7#rLLbfL{AV1Q=W9D|AyCbKK#O zk?SXNM`FXm!T@!Z8mL@5p7m;r=#Tr@O*F&r5~C9~e_JTgU}-$`KG`fVZ&pnULpy>bhTwO@84pb+y< zGX8_5$J43(Q-uEg`xoG%f1KHZX2uKO;_8$CwUjM_s*Hg*L#I+O8bu~j8_KBH`k2`9 zy0>E65grzn#$qhq2M*)&WX%}RhJA!r0B~;SO4M?p7Z@!!+TUcD+5lZhHo#|{FH+h8VAs>*k&%%g z0Itm+Ph|ZQz~JNwXY#pJ{F(wvNog|yhnbSPDmY+a6m-4Ldn2(O2ShtBtBwQzK~64zW&`x$ z2^lQ{M3KUyC%^70#A;64_3v3;smeV@44}o)qa|5Kt5H`Tdl~{?n z7xov2cX|fsP6;v=273nw64d5)a!i2?2Qw#@&HKP$IlA5Wcy}2I@|^_p&ZzL0fs&-> zH0T851sN7oM~3GB=S9pup#2}{QCn#Bw2iz~KtU!x zqV~9gfYp5d&bvS^kq?;qo(s0PeduAv6GmL|#OLK&X*FcM2n% zY9ftCq%e|1NDr73!0d%nkn>%LT|);AZbk6p%?b25Y<7Z=@Bo7=XQ31MJJsHy34fcB z>t4J@t^PlM?%rNsCTn}mRZS7|p9UZ??0-k_j2yz$~GCNQMNa4;H0%wwe=9UAHfE!T!S$5r^_g`E`N$-FDTOQXg47P94Tl*#GONs|8VV61;C}x^tgsgzwD%8uN{A# z3<8IQHut4H15P2-3iJOadEz@JKyEJ3tp#XOM+#d2!F*XvBmi*>1b+cqtjgVsIMhqK zGyubAv|xJSU}rA?ufCjR4+|7uB=aUbAM63LMT(g0X@#8@veHa&kAeE%H2_|N)+QDDW*`DAYK`qikJ!fiRb%)`?&{aDd56qrv_2ykbe4sLJy z1+sW&NP1gR7L=5fgd@WFJO8Gqk&%%f5ys#aD1v_#aJ?S#43CV2>b(*3It@;h=Ju;V zC!j=GW{Tx&aM$j&0!!ZP_XHg=35kxU{ZzmRmY;qLOx9Sz(B;2|BGN~FIQnsdp~u?b z*KXH~G+u9a8prx{Gk_vSGh!8EDKjFk5U2T{xNG_9XUgKDrW-t+dKoSfB>=U);g|42 zjLkSWat+u}GB7Xz7;Q9Bz}Cn!2cz@_SVC4H-zqIgMu6q1XfMlrLduuZ;^@dnTW664 zxHGV^;8et*PASO^ad=n^!3cz>Pr)>Ze4dBxA z+mQ8hJ(K_!paU83pG+;gs7^_i1C{WAF=rY*kL$sFGH(tK4D9#kl0rcDs_pfU>khmw z#_DGuXcbVx4Gbdg<+4?!fDM_l0HEpm;{{~X4%wCf?AJ&{Z1KrekK=TbiQlAs}4!laFR~Zy3V2!N1a2Zh$SZj5S_0k141fG2$ z$F`ggw4MVtOnt8>lVEhJ_q$4vg&96dIEdSEKP)p-9}u#(wYK{B_{{Qa15bqp1mhsC zO4plxp4KLpvt^EEFHOy)y)@u9Mc{ML9ki@hn;-zcfYVU}@|X){S~r8Go5O@FggMSd9lw`7)Z?w1NE+Bw`@oNL|C66yKH+bFJfXPMx zxjE$le8z`O8~uRnHF}0mlxqSfNpvp62a|4u8{)UsXWMD=>8 zT;#IyE+Z#yzE0?rO3nGQJZozYF{r(aon>53A^Cj5hf_E0hJkBt(3xjC*u>5D+GtzB zq}N_EB)&AcC~8}A!D)eMDpf5NOA{9J+p%rK19AIIo|XuPr2g{a^Ry{JD!W~eIuuAn z0DI@}S~5HG>fp}HFDq5%=J!e4x;p~aO&sI7x}N))JKHjKe^*392OTcFi8?lTy7ve8F4bo6*_{g#VpMsvTrQsgj? z_nj?pMOUBwDrA$1aWd^J1t&CKR=fgf0_|8QVRa-An$sCozfvvd#}Q#k{b=@3mu3xQ zUFht-*xtR9j8ezZ4e+U9)b)#zb&s$alpVsK9|eluB5#c z6cw}6Ow|VFbhw0T_TIMf$zo+R4f~+j=p!*1RH#k*@U2mXL2!9=fqrj`9#er319}u^ zNq>kLUa5?X1Xfof=Uo5!3{zpd%8f0dQ@u3bl9M9>Go9VvN=O%&oyOd&*WsRKcVafr z*<7=(lE%>JYhSGm<9jlMa)7tXrm$2o?uaPbt&O3%9t`EZtBEZ%=4;m?lgscJ+Z~`I z-yN`WudBm~LE(!@lAH@g9i0ubj*tjOJhz>Aa{o-nhhY%`Dc`G$fv22M-7*;c$u*4- z6e*^*fLud1+(-acwHFsO*x;0m{?#F>zdwHGmJ;oc7N1h67&QSlc;N&-irXHL&q&AXDV{$QCh(uV(3|0iz+ zegfQV5$(4+2m1Rum-x>Hb?UBo*v>k0Wn%9hyJlfVv585wTv&k&5QP^$adYs1X5N<- zzNWmdaT=s7`mlVzg!8U7<}%x&@W6T@z>F{k&n}Wmes79EGLqmcQpVdaQ`jX>K*PRX zRLhio&rrJ_*1os_I6<3?jvgEaS1*vHBbH7P^LBG*Bmyd*+XnOh<>;y zo*txt50mGWpsv5c0GtQ3M&p7ar?nb-p z=#!hBim(#2EgdN5_3EVK;8h?&h}c5xTiB-L<5*1P3Az^V_EqBfUZ;%Ue&!)NKc^_8 zu){q9_NAEb7jzW;{c`4qlNtfcp1*_0QL2N`>u`L46UQm1zNp2k>X5Kkn;vi9g}jrY ziANdYK(uD0)*nlieFWnuzu+;W^|!lc_E+Ot@Uo~S#U2oWvWaUFehY1C=s@VCuzY^4 z5et<%Vx;!#-^)R)?U9G@rSHx-pq@;emKz5bgf82|rq*ui>+kAP=$3~HyDu#vIyK=> zT`50k{gBUadMDvAGRqTI*!8eskYVh9^kHOm{wPByyx4qv0{@MPQ+Ym;|F`Bs5uK~z zj10UO#~>3Fp7X?ei7Q@cNKSL}Ma@~3i#{S!g~~5tz3>rHJuORV+aAPE!ID&w!p_(n zybTK(e!;g?=w0xeM@Vqn89~BlWB&nnRb=dkmhfN2us`TuMpPc}bc^c8x36ezM6SKk zm#_a=J@h#+z2$)C3T-9m{B|4uuqlPks8rrTBN+ph7X>9)C4}U(*~(H47g)?wSfmqv z&8D*DmI~Y524XOeSLuN&QJ$WPvdiU(O>nK-jIJG)KPjj@XA_3$unzh>MVSH&WWVES z$7#M#F;eC0O?M$YX6x5>63K&NqC0&>Tw=CQN}ox%%E80K1+u1|rLru*^_>RK*F2|Y zmTIa%+BYcdZcws%3|qWp#AjQuvX3xS*7BRMQu;Z9n)W_}eMzzO+0iPOi`%O#3WCw+ z&C+g<>xJrPu}EJ#&lHC*oEo>$zq%@A>|R#um+z*%w0)ABS`LU7Q%w%kN~roazk&Dx zj#!|018-vU<9{|;;BU4@mhddBq|BtTwy=z`A(Z5h?3|pj6R_0u9Go1aOtL06W=`g$ ztX%(hZ$9f{`M2qJXT2AjA(CVzvXp^0C4Maf7l&SlPD`!|Oss4L=SSmWW%=J{U?t_` zVdjaw^u+{mvGe@jC$n~OR-Lt)+EEP>>&-01H_1|PSPQH zq`E$SPQL8$lG0MJ*RB_y7oH0(^9^1fX*CmqCrf5RW&&1k+?pIwu(ib<)T*LiMHMx% z4RQ?2n8+C@z)`U=DYiEiMZSFlnd72geew$!hG57-{R20PK}rsfiiM3$whdN9Ch(@j zjHAK+XC?T+7S#Y5=9>XAGiE0toP?l1PZPv0aB3@gon4VY-OHtUEFAg-50#~x4Q7T* z2(QTYN!x0^44sAFf&Scun%f*5H}eb>Y{#1 zE7S+}pWpCe*&ncu;$#9~&&LIH_yN!bV9p$5DjZ<2;NXWAZx#|+Z6+Uov*l?bI|_DS zvOYpLvp&c#K~o^LxDBCb(&!*qFbGFs$WBEZTp!6prj1&(amhcsLd?AbHyhI=-_}95 z;Ef-@2OznXa`ZWe3%rMkiS7diRR^lLm1_BgQ3~m!~F?sG{5|a zKH2pZ{)Tqgf%L&P(($wr`pN(KTY3<-X|%jUv`tb!&K}vZ*bdgC$4+j9sYea@q9X;7 z1SjTSJ&mBA1;_vl6;ObOKKgzY^WW~}_mX=lNCFx(>FPUI?g)-$n}n_Eq_%FVJja?O`a>fKp;}$G$hRt&=j@bar zw%uzYE(doBGX!K2tZa?Jn46P~OULTm*kD*N@?|LTitIr=J~g9U3$ik2?=`2@!gwoO zH0L%LAnO&M-=w`Jt)&25Qz8X?huzn=kJA_K3yVVG%W|H4)-0tr!& z-jp4C*c^n+aJPc84g+mI$5z*05juW?bgW)4zzOl=ub7qzbtyi=z;i=&0z z(cWh9y1A>a4tQf34g!2-!4cg*G=J=VJC_k~>&<=_tGUTBT|Y$&4m3nc4fXZRN~&eX zx2TS6QBY_{v_Y4P|B2?ku)_;|hFJ3o$)igJ4QU~ZaG6LEdN+_y^rKwi>i29cyZUj` zwlg@$?zRufq^3>*+R4v`2wAXVxPv8ocR85Tv>`|1pr+G)!D89(qOlT3L3kHSF5$3$Jh;O8(Vv&C?n_oszTZ0Logff3X@%-8oI zLYG+FiM0!`3BNC%gUnSP)iTYJw4>BDN+;hQv4$F>pz%5;ci?P>B}5A1Wds_2%^o;x zRt`q3H!KNp!dQ008HDsu`0tXuS{%fnfOuYZq(;}$yJNwEo|v5xaP%zHhiFe%&Gy~} z?6GFQ*?mDVu%sJ^%Uk(2VXMM1m0rFA3fQbz7Zg9`^(IR#M?Jo?Y_saTQe99`y@GX_ z8@12kQfOE4=uyB9Wlowui3u(?W=+pN%qES z>MRd4q9|4SI><71$2RNBF)t41}7K=aZ7K=Y#Yu`iD?NMZJ`#;bq^? z))~5`4y1pK&@D6vkp5)Y_Rxm_>GFA~zRYNpvZ|%LfuF-o- z&Bt#OZI^TxXN3{d5T-&Te@Yiy^j7>OEK&T@(aJtUjFCUkp~ur^=78)2Wc0v{GieTE z71ByIWE4ZgROwpZ|Htd1`6fz@3!6fGKtL`gwCGMJn#47oD~iu$zlt z$$TrLjRSE?OuauBxjbxSSc{XKmsIxK%ehkRA_b-czO$$5929bKF0vdHr}5W^{LQUD zM$+64c3YFqx4&i;=5o`8fTG>P`%@)FoK+k8&-GSUs+&j*{xHT-<@~Z+&uAtJ9{yuO zAic+PbayN^K~vrS7LcmL&_`w#ZW}8)WtYEsHF({_JS51edo**~W}OT(D+f_NpwG@a zs~Yn9*r8^La&9>mV7=}o6Fvvqvnju=s(TfbcDl{-m$RutSvd`^1Z4k3&>Ria_w(AZ zRJ_C3amx#7)=S~rPz`@oN_8A4iFmse^bKe?usr03FPmyX~*$ zt;k?}YAm)%JZirm?7>YcjJ(WDne>j6pQ9+h9`I_QK{k&IyrSoeBqnR;AmJ}dqmlCs z$`m{xf?C4w#`?LRNI_!p-^>PXGTb(%#4dvvTjjD-m&kA7(p8Ph;%&I zOo9m__Woa8lrQjmcFh)V(96>%7>fqvwPfGfI&3GbFf~9!`D)>+9`czgLWP!VBZyHl zC(DzBpVNh~R}Q=CZKN(ttzTVuHoKpHcY%%9&sS-dpiUqQQetC4 z@zT^7FDaiVnsdRwK`()LezdP7w(RhSQh)A+A00McRB$>$OES{|?G$-JK3UMc8u)y3 zDdK57B(eb|Cg8jj{J%n_ZKd{9jg@?OUMvU24gI=U!R?g zaCsx_vogD&@I)&kp3v}99uM4`i0o$y+KG8MD##J*r}_rZYsyHkD{jx=zt<;eg<|-F z+9DDpDGT1ZNs!D0bU7#;Z(NzJ z{d7$esj*=Hm~8^5B{A~*yCBtZ2hXEQFAGP~G2X(CaBOEN{<4JoF&2L1#2*{6?0=4j zs+$hHCrk7orp$()c-ifPpl{Ha6^kxO5y^-6K*|;kU^}5?>W*~e@azA8nSQ~n&k?`#N?YD~A z3($z?wXvhEDzvi$jG)Zel=U&17W26ybGgLWcZ5QJ8I&)!JSM-?jZTB;68wfA76iMR zcXL|o?h|DS=1E>1v@1d;alc{Cn=(|b%le8xAi$olulaTKNJUIf+{Vu(ysM(>!JOmy->tXqK3wHigx`#QodRhJ5E_~b5<`a@8?2J|kLw=LI3LVdU#?wa zOl#^DeIuV{(W=c%Wj&yRdXfE#h}Rk9HoQ^kBKIice@s0x8xf!w{uzqi2&qY_OjhO< zfeFp0$j*obSS9zZ@b%vOy;%$m6>n zk&xH!zS!LlHxxTLbJCJ6IK}*S7xARX>vEzC$m(nvg^T{Rg(a-r3VI}jgeXz93jM)H(NFu8D-T%Tf?7cdgIB-seZZy2`&gfbrMd_usw$&~?*}LzZ z6dQ0UNr-3-PF$y&SwrxsO|v?p{TQJ_Cly!VQ)F^M3URR|=OmnQ*TXv%CNRq$E`p*o ziB3tO(o~${4~7hz$Cxj8vIhMwWar~R06h#EgBE?=5~C)ElqLIhy) zsxVv4kuWNRJph`#_P!V{sLxUv&}eI(aBcKaH4rRG+aUL&TU}evnKM^^NteL?=UmJl6!t7Uch)>AA)|GD7w`35#N&> zA@^z+Pn-U1`Rh6=fagBvaLqZ3*{NgKyNW3)#?!Z&vR6Xs8iZ%pLg5_yX?nHLx+ zm5me@du7Ua6gQE%`6BSggWeO=vliuVIDBD=%T}u++9PcA3;4t+O)|>gYYBuNsDIc+ zO1n~helBO8_1lrI7Lx!`fI__@1di*T0~kLah=6yOG?-8y`HDnF5uYmAl;PeA7xs;= zUK2&N|CQYkexm-B`JmMx#hzfL4s%_Q>wZWs;{Mh*0m|}t4<7C#G!wVNTP4nv;beKn+gNuY19~! zO3&Y&80u7+L)bupTZ0?A7w~5XtSkygpHbKIr2E+mEtYfrLMg^jQc&Fb;=+F3)800= zjLWK)nxRp=e`Y$*c$Msw&ov<;Ii&8&5SYNe$ujModXy{o+<6W{uppYay?$)SO}UAa zOE98O1aoDroAU~nc)K-Y^<%U}L14_jZv6r&PY&e|F2D=Ah>)nq3nWTBE_xF#i8!^} zO)0NMF{!8Mba;xgitjHTsu_o98q2%z$sCn0xl2hkj(6t5FN##~3^G2GyD+x*Mz;%U z&gTwF>XU5td>r`B<^`AF#7SDh77TSC5l3~W=jErOQ({+AYHBTX zsuD9X1~^`EaLAiYY9Jr9o*_!`+JSbAuh8f$vY+1}KfOJ4HE( zijo20i&-g#E!|o@w|Zabt)SNc5FKZOWxhJPpqzZ9kLEEe3Os!mXxnLLo%yfj>_O~g zl$zR6#aE7HDl}S$egmqt2hJAQNygUHH>YjyBdsM?9sx0?J)cFFnx8MIhWTRi2s3#g zOs&tQ8BjC_1O?j8mV#Op&+pjNpO7EOuXldxUr$9Mu^4%(PQ=m%UX05)CY?iMGptM| z-TNhCz!Qww^bV`V->ut@irPqrsQ&Z{_Lam#ctQM5+npt-$NDuOWEktMS=6WR z(03^PP{R_#af3~*W8(+=pB7V&B8N5TU;5J0xffj}7I2jfy^&1(T<0c{=fyZRE>1U3 zlpdSNzheU61X)mllktAP4qQr`-Vl=NuTz(n^qjP%3D3q+eunW26>rf*Pvs5H(nQig)bVi zD;)OxsaMQS8~$V7JX5ee>>AtP>}-_t8$T-B;ifLu;I*xK7(dy7v=_+z7fAQ+8i@#U z`-j6IIIMW}l$+$-s=*@UFJrc$gmEi@MTGiA(=fi4r`WdTXSPq_l*EJ0JdGQlSc}+8 zYFWY7>;sd^0{S{*6ejfwDYi|U!No_~<_BM{FDC?)Qawwt$vLspw}iGX>g~T>EsGp~10{7+dqm5zAWHx(VdINNJ_C z(5~I-ZIl*1lu0BPhL@p~;$XWcr*?P*6vpJy&w<-xlS>)ZBo{$y$=V^eMO^RN6(u5m z)&A0__YBVa1V?rH+CI)6^@9{ob|bjk+IS(>y1a|dbIhTKA3ay*$_135O{Wj;j!T4N zdLZB|{@vuWL{vL2zoQJ4b)lp$-E?*l8?(#(~f$&ppMgTlkd zJK2vl&dX{6UM~pKTdn@fGtRH`b#E50;c90Kd@*Pam3=5kP>dp}3OTF4ik>cTq=w`K z?mx6i4d0soUqUc-Jpod_IXP(6RYNRC|FMivPBAs! z_R$KCo6DClrf**74i6I5^|-TpcoE7QGv{B`i}#Y$tD7f$Og*&EMVNn<7lwcIlLIZa zoM40wra*3u68vOrIX3o9uI}3$H9Mg{QmbGQVek!PXP=;mgzcm@kd1rFBM6>@wW4+Y zL#N6#C0E`g9&G}uo*WyJipX*%%HV~x;GV~qR4PhnCn=v&$Dw@dL84AuS@%|u`U*K> zaw{x$v*;qj>Iaw+(5r4AhNgEngtR^7$>!Cwijz3PAJJPi-2X0RJ~(WezR=vkUIvR; z_fQQLw!l5t_$eX%Lb9dW<}kdqGRY*qP#B@9zqC?*ZaoBb@Y@OWbG4o}E5H4|-Fio0 zQiuLPW5AtzbF9vdk+l-T+9lteTBIa`*}W-bG@^sf#J!pxpfL-9E(=}kid9z{-WY5& z;5e%5Jj>6GfI#5RzWi1W8B-IT_4A}(^i88exQWwb9rD|N6&d)rYLUs#Sjc2EH_yP! zO!t`a&2%~FDIb0)X2vB()P9Y}ev#=|PxTh@CGfjBuJdYqOJXppKF%j<}z>V z)azKfYk-ht4>EYlhyP%}J!A@h$31?|WNR#*tbJs}s)iMzmTj%qt4$1_c)L_^lx#_- z*BvBxRy1R1;8@5Ga`cits;)jm7Su}mP+GBewQsra-pXYoI$IZCfIEFC{SM(p3DYt?1?gZSnKbWGT)#({(xLK=2gUShy?``Kt8q`Ts9 zEqt#vq7bz_e-Uk+qVFFnQ%L+v{~SfjvkT=K*oIinYK=;jZftI*_iN1MN)7(-JM(MWT}yTSc?m4F-mJ?hc-_&8^;JHs%&{&DH z)xjTtvt|)XGYHek*a(ucJ><6TMq>tO2Ym_D_EDLX5SNC%|A4$hS6NH6djRJHaj`Q0 zp9(BbRXN*SX4JMD`qn_{Gw*&*za+Yl-om(^dNq~u`xKuUF-tITp4*Me4MZvR(h`_S z<5$zy{iV^d$b zlr}Zi?bfMBpT0Bv*bGt+PVul_k05q`xi^liwXx}d|0BF^X-6&Eer@ho+FZUk<&q`k-UN)%9zfv zDY1CZadCF~Oy>H)BY)p$jgsD=7upx9Ls+;Ki@D(%S_sOn7nx}fU17rF?LVJ=Ai=iu zyX7QMTJfbnZFOBGDcAH^c=UgMUed`v(y1CQDLq@fpyxYXaXBf^Uk!5Bvf*Eu|0pl# z-Z^7dfmHNeY|C?6)JdH*tZ`!c!T|w?8=UjCQS>WClwwE^qat@&1-D}3*AO>aHo{-t zh~7Ssct;>!`k9+-2;>=IUttp$^^jAua5INPk1JCHlgqYUwHok;ZsugRJI@v$bld@t4_8C$-VW zx#gQqL;BlOtO5p+I;Xq?Jim=M6_H>P2EIpaha7_f<61^1cO3ezU~vUMtzNL2$)@?Z zD|J%sbZ#Azd{AtQqB(^BK-nr((wGQu&+vy^1bwGU^A29rKV&|o-C*fiKzPHwS2ePY z{oclQbmxP29qP&D;RWZE>chg%daCQwW+b@q$$2~K!M{D}j`C0_LqK>e>F!ez-VKp- zG4hcyEyOK)VQ-<{_L57QmMne(RNs=syY*ujMw)%M2k(p1Is*Q5+yvHpL5@HTK!P*4nbTxQu(fAMUoa`%hCL=~ zJp=WIskPwn;GBt@uHaaV96TJ1tX!O=-0Uoj+&rYZq)dv24kk8Eq&yrzRfIArld_4U zt+Ru%i6bd12TQC1ECB=yXQEv>I5i0P_y4VAh}V>fTyanSHtec~ zrkcwIg-dF)(B31q*PEnwYHV$5Ute!`Wv!fr^ZNXk)*%*1x1+^bYIljmr9lbxH)v!; zng)iO2Mt0Neo2i|;oud_`(C}?iN7{0_T-$_qT?=#e zS`?O;9`Z5QtJSc&q`fQQ`d{*sE;3CwWTE`Q=wtVV106X#657 z<%1`k3-6GAk#sVQ8?&OjM!E}xYy50tg4SC+F2-Z+V3<8b4;(n9>KXSYrc( z(h_xDMr7hX0Ki*J)c5>%;+)gI>LKAly~(m>(G9=2oL;o!uXBC%l(F7f7-A$wD%;g4 z;0XfJ1V2)h6Pi_s8`{%2e#fETmLp_ALxRpOF%qKz1=#o4AF;D3oi01k(9Y6U4wEu% zTh$L+(69|2QjYW2vbGsHB3+;;TBF87M15iArP=F^?xOQH%XEaUoR`bo&={s$m-6*E zY*ub)ka(HT+0K597cct_7}adFw8-`0crnY1AfV z#4Se-5)nJ3$El)mr8i*LEWNB&#@$(D?!c3J+O%OH412hOX=v{taGGLdpgFJ5-`(gp z?gO@($_Q_1f@GVx7r!+B&*q0hFYeLR6}P8gRh5bwGIiA5;ag~u9g}$!3TbD~njA>b z$r~lTstp8%H?-vxLX)zR1CJuIwCjfIzu=R&n_#s!lveb3q`ICVI8 z%s1us#!JqLCR`Ex5>kAl)kk{)#T=^voDr;T4K<3Su->AvMA z3SXR}?_~6)^jYW#_F$$s#+uuSXug}ISmIkiv*NVXo=&LpMppN|@e@|XRiayg)Hu(6 zJKb3xj#w6~Ii&|gs;(i#ol!Pv*PBiH%h(yf1u>AjMV4t0&u?Ks%g^LKdQDABWoKW1 zM^GAJ`b0;dLG}FpdY+4TuO?qv;E|<6Z*uBJOW;oU>>qzuB(oun#d_V1mM{SOV+w~*}<#l3B?g5Nt;$buy>GZ(CnfPwP!zwRW(b~e zeJrK!wL@;C%!P)`0`yqoJ7IT!u`jITFF8fiA98@ZIlrbVO`e=Se$Besz8ullVxugb z^ByTQSh#gxGQ;CSw?FKNd1zls3T5)%4-WEvNl@qt11QmRi_*u zeErAiSAS*jw#IYD6+MC~;q5^ut?mmi_ZVUPiO@XG&|yGuhn65O!rfHzW{6nX-~5^? zI}8cNbrvj}pW1J{txh|N*=$IPt2Z{EV3KEQ2`b#R)HyQ11>{44MR5OfmDz3&^wF}#4LHn3;j*!Ie@!!S zg`CHgoWxB^d9i`Mcno}p@$8y)hWu!D&@aG;vn(yAfOmccwU7JtwoyDge6Cd%Tbq5P zfu<7LrAqZvmqjgPUG4?%9VNnLc7mEK^gY+XLq-b!{y5k8>ys9)XObUnkQRGU<%dVC zcG(#E^YH~ad+dZRZq5Rfe>WjAO}BOd+O%7A74M9<^v>$gf#DM(B)s6Xki{>WBP`c;FRboh4#$$DrHNHD~Em zA^HjqeZ8+8O3N9{XHrhgW9PXg^Bn`1J}>unLoI(&nktC5p==L1C?nz`b}|fR3bvaf z#0rw52T`=wu4eQG5_X~pBW#*ZkuEXQFUM=OnkSe>&%;W|Ct207$8PpL2+*dWQtwa+ zrzf$bY1YZr9IkTa>)QHZKC&oQVr&Nc-*GrOPf^F~C-vrQV#Hut`8-Q3TI^hP_!)t$ zvI~R$q&l)s0$B{E^|iJ~64`4dt^cW@Mf%sL^1mgtT!~wD;F#E~9BluI8i6oU#MZ_M zh$9_IS-AfbX)^u)Mw&pU_x~Gevam4!3pK%65^c-D0m&vO56k~Kn)&08MC{gIomVEw zOj;TgPz1ZxIyj~|M;R@Lg&&=o&6Gv$MN;KOd8=Y=Zm|Ls-Ru2lw;YRW@Ppu|)Tj6{GZ3w=l znu!OJ%UPKIen6!T6BGBntVqtc;H=45kLiW` zz(3|YR6$JvtsE$_MH0*wRWw``6zsHeD|^a%If|zu_}*Jv9p)^mFCV` zfSX=*dQP(K;Q&MX^R zL!%M-AH9HbHddG&hDUR{6-S%~tgEW(ESB*v@+q$3!jX7Gp4oA}n{N+ix1aOUNLH6p zTE5scL9RB^m~PumcTcV|v9YhJ%k1-OcZ84M?%X@tWN5G064j6}%FvN|iolG@MhEO+-FKd z!nnF~cNq^kVUFZrq@z#8GTY3Zo@ACVT!ThFTz<8Zcm#@-=zQge)S&HZSi{N$XQ_S8 z2(r+)BB3A&kM3Xv18gx`*IfShvKKS{(bHL@N=?3)B(1PCp&97()Vvl&w&>n(s4}){ zpQ*m$8=d@hpDu*1M0=qTxuMEfJ}*mEW)9aeN>3DawXv3fkvE#%k6Joiv*tEO)$a6;zkC(>Emp#;eiE95>i!`yDKdX^K&AZMT0ujAWHf#n z){51mM?~?N zlYEHyDUe0G}*C-ddYE?#wS15--xacy%k8F(T0uIIgY(aT!zhE>LKp$?d}-X zp1@U}yW7HlH_6#T<$3ZN+_W>}2l>pqwlOIilFufaeB-q3!=)v=l4=B7-uMJTbShKS zeqTOIqOF}4wMgEc^)X|Th5W4UaQl3kVhOzZdHbCUWOXUHm7Gdl1d2%NE}@u|P5vQD zNc$Kk=*52W6PRyLifAF#vDkBY!vyLr?ft-(;&Bm0mn+DxvKm}rRYHvHlo@{el18t( z45+HIf^|2t^UzF-zg?_+geQdMdqPv8j<9tcx4Jbd6wUsI@!@8LTZcK4(9?=_HSHj> z?XIl7!Ays77PlUb1rc;%&#!cG>6(ha7><<#P6MU!x5QSm{rk70GOd?_W7D>8Ld zQSm8RalTMUHcXNKqVZ70I|b+If_Ijzu|A6)xP`)cpDxmd`=4k=LI{rg_^*c(&|g{_ zJ9>mVk&lA-Wd6{sgb3Y&!Rn4K8_* z7B6y3Qt=u)oZ#MWacXL@YjT*XnU_BHN7B@5^|;RF;k2GmC+DC^QQvX;gkRd(@@yu* zrPw}Jf&OLq=&tKHUlVx#r1(G%2&+d?y{aWR~{p~Y;+*9qaD~sFuUNqmOSjsG&zUB%0hdt4TJhbX{lzSY-xqR;M z3pY8B354eFUp0}M9W7FSV>9+Sc^N>j&#wOr=)gUhO%D>o}Yr!~C#%5)OkX3#V@5Piau!~P~?a&oZ2h4Xp(i{377zPh{thYL|kVt9_N!sX^r zVufR7tJcjR+io4LIdqRB5<*qIOx4w)XMQ0U>oPB{ccIa$a&gJ|hdaa$?vB4&uu|RQ zP=VJJ(8b-ZHIAF&%Kb*Ez*^PNL9`{Pl8ZB@Rg^zF#dgi}E+({ftb@ONOU+QH76U^g z#4L*E+4XVWR+?aOty(%p)hj5NxY?pAPi&0IYEq0v!S0*qJZFmEL`}0;b<#du>=u7a z;9|_&;pgy>GBr!}!FtLasdAiX+#htiGn;YIFz3Kv-i-UgIe9@E+&nw3g1TBqm+JNN zqZ4LM(*|WzRV}fhBozX7Movd^9W8|`=8}=!TRoi_)nf*Ub;5qMz%bNmzJd8$sO_?n$EMk9a^+=fHF~(j zk+i;|Hv2TCllM3# z9}LXna?`iHT!$obiYP)qb!%Lg#tjWO7;NK_2paI&gFDe=ULrdzW^pUa9 z;BA_2nu*huvYG=#&*TMfbp64p>+;Qg$^;QB23jHI6bZe7k+_}$qc>01ZhUyN-|itP zfAX?nNwnOB6i079tlX98-34Dg^4!+6+igs(`t6_Yxw(o#u}1L^M^u^o^=4lYD`j6B zU<^*)n>vXJry_1J@RL+;ppbA=5uQqFQhiuE^~T=aFSR0Ba3oJ4yV%qJXnJ_okuiM@ zSKa>Z(!NS5nlwL>pLugbGU)OgzW|2J%lj@L7TNDD+V@&!>T;M@afWfMr_`m4I(W3V z>s+kCZ^%s&gudilTcNj_xg(;+;dq)evQWHB{)xBd=Cv1=O4SY@8SfvLI(*^{iKKdl zd*>a-!@)fRLDm|oGkJ>3#+@s<*D>)Fid4K6SZRVz*C{##nWW_}e&=YwsCY9Pt)Y4C zu5GZGfWeQ09l`yw5{qN?2TrVlW&?^7TQYST1`=u!$y$`r|Q)lMd}SMv{U>PWGOfk)z`7ez{m4UvuRP4l~o4 z-tIn(u2^iW*VtWoqLE*+8A;ohjp}Ih(4Z%34VHp+!b$1Y-r}cS)GXjJxx0`?sFKI_ z*xxC8J}gzXB+AD5orNHE?W<-HF%=3DRvK}&%&|(CUI*mLu27_V>vdaKM-)wz7``M+2Z=)ZH zy(jV?3dzSSL;Bs6eI6KU#p7p}3a{qzajDg1y>$*Fxcsg?0WbIBC^ptTtGBIn4v{^( z(w*s)%KhQqFZY9T7VlAHz2KKnrYsgq#aHCs3UbTd@SRV2cB%e;_WdZ2W?@)r0{>~9 zh+t+u4qH5nKQpf#*Fk;rHr)}hGK-_<-@R^e!`J0`hqfzvHiR{~tjw;nN=;&8p?Y1ezY_n2)?zy0T+ww)*6xV4Ad*zWe zftVx+ps|5hW3GKy>ldL+*VuXCfiD=;cB#-V1g@rXr{$M!1{|^8p2-P+ib06V=wA zK&#VqqEJ*VGA$)!O@1-Z7`37_pP>P)GU^}lrUVx<3lMFe^a`y2i4XP7-s)cpVQRnqI{eK0lkm4CLu!b1Ol+F%jT z1~WzD;IhAt%t6P4goLmCtq*q90TY*NM77`ZHq-9Wx0e?_Jao3}-_@Y9B6U&Kk}W7< zVn)0R=MUD2}b z%JJnOSLygq;&lSjGTdp+)e;gz7wk6Hy3L`dFCo||wv(F9tDAYQflk7bcb;m-K8t)K zKObC}U3|cWbh%4V6Q01wbG*Zq! z=w+e9#~3W0HPS_YBMn9hZ+;6G{FQC3+mFr5xvr|cyo7$Dcv+<~XLG$7stBsPQhf<1 zqsw{qh$gb>@QqASV>I8AlrzX@x#y!rUAd8o=IxrO@BP6xo1U|uxPE)9^$=yqYJTm{tC@}M+K3aaF=+dmiJ_jcxK2OJH`PM5LYSZlTm)og6^S;OxyW%P(yPbY4C%(UK9{Oui7 zb>GvVq=Z}4yW}7+_W=Pqu9bcbT_?uC#N}-9ioHkULZ+N)A$J&_Gq6l7YI$G!7@-lX zH5EB!Un|n|g}Dt2^Tg{mcTUY7KF$+^WbIy+Y4%I%FWS%s&Eubxuis~;xPIyD(@;vb zC=G^d==6yu`CGBCsA))VgtJvmS*W^q6G3YJzLxb4roVQ_C<+zu)fqOdPj-z`_WN=QW9Q+dr;oc z%)@WvRYPy3)reSz>;np`TCh?BuYYu3CKL8px`RnE-MAOT$w6(bTYXOhQJb4WbtMWq zrhJLhVOxEiOBq;6IiMp|b2rQ3rl2yacxIx7auG9Q@zdq@pl@U{%o7|NM+6`E6>6Yo zN*`C7GcJW+j3;g;Ke=6P9;Bx@f!j=f<0Uf_p?mmI+_zlCpx7X_d>?DW&g+c(;0t1#M524S8gTytnBeNT5NxBdhXd85mKV^jI&CW7gJ znw+Ukm62W_Q`Y@8-DTJBt&*3f+omqw8wt)TDmY?T7`eY$GMno3uy?^Q6m-Usu|U1($E#(YZ_K z%5Iy)EOJ7$S{cOq<^9HV|JF3r`y+5a`kg;z^g1pLsmL!T?bahlS0^@M;n(EO=rsQy znKv z{y+S@7nq)zF|)AH>Ca)qlfU$2G08nFJbb=8J0}MQET?Vk!c&`Dpq7Td(Xp|i#|k!R z;x^)L8gJ7XwXo$C6iSMVfgRuC%8Gu!Jv-ie{iz_%sm@qF@tV}sxh7JXfZb3^uI*5B z_`IouLvHO*x*O`wy?Y}Wa8?B37)S#FnK~5E!8}QCZ&wn(Ik8b$txXAi)xLlKzNY5O#7m2di%mio9vXb4ytJMPq^vj;!y*gi9LY`RlElI4%{6;{Acd5_ciFJqson>j4BZrw)e;F) zHiKWke!Y|SJ&`#aOVbuS!qULr%HYoS_6!9f0l^zF$6Cl`QQa3d{T#80BP|V7uqLWK zfEp75C{r%>CMPE(bXm62?w9KWdB8%i!$+HP?Le=cv_uLz^#aOl`e}4@bU;Gi>9Asi zm{b_!*e7Zd_{RqXU|F$LTYoL(-{zoGfx|5x}&}eb2`+=GcX0@@hdb~020W_?H%fCu8+QJ`|C zIolczlsFUO;_wLUM)KbQIWn?db)?jF4i3y=4BXY(+5R#|;}9F5+U0z5;OxzZm9;vY z2h7_E?QHtqw*YNKPjK(sFPPtxYT!dzKF_W>j9b~;^XGGkQ%WDNU5zZT?oT&#gINA@DWuk*%z^mqmWRsb<|dj#aC)P$ySsa~ecG8P8!zt)(B%x&rc&_{)Z~IA zo5LG6=i8whSaKim3?piR4qv`$Q$0_4GbNXL_3=hkM@L8Om^P4^V&5*z&xZ~U7n7%F zL1Z0vn<0R#>0|&tC2*mBcR}E47+sNNZ_qa`wKrHiC=|-j+hYx1aX3Qe^vTvtiw2tr z@+*Nf_BEiMDNVNze)A0IaS2B-7@7bVc&9McSC@UefgI^Ze?~+j3d^7WiN^lMH)fS- zFZ4u)PN1PS|3=i7gb5NyBf&F9tIye-_F;3v1NI5R!onDYjKb!4=0Oj@y+P-~b?s-f z5i(}5D%Vw<*}8Y{*w?-Q2}LWJ?{fJZbHQ=Lot*@=y4`O?3CHuhhtgA1eIn{dNZfEv zM@npUH%2@V5?%*FRM=-c8m-OEsSny-Xjpp`Q12%Prl3_oY%;pmEth&T79k`92Di_BMkC9py+8gg*P-boah_~6Y&VyJz{M^1uUYu_+K38$^a5>X-|() zrk9r5 zSxK55yu5p^uqRGyqt-?-dC16}Sl_vY5O1O9>X#4*%ZfCM()nSm1fc&E|ZAC>KFMRaXwm^`9 zCL^bTM(S-n)SW?&3wZK3r`GW&nw$t&Of4;OjmOwoOy}~sHfHbzc%`M0$K0hEV3+U2 zw^S)uY|?JjB+~A0`qm$e1KHk04B|KuYpwWO#Li5PflTfj<1dGh^)r(^ghI~Hsnh13 z*hb{xQiKP;zLF9iB;FKE+IH8ejvnL{;tAtgFZwk)Y1GQ#DhPpqCZ4=ZV2g<{JW=H? z=m_WJHfnEM9syx68lrpU$9 z{H%jx$NJk}a$viiJA3esQgUB+TN~NA0MumYL`401dx^V*Dz|ws`glvZ(nSjM3knWT zkH0r$fb7uQQfJ0nngJ|f8WFg-xN=2Z34~myy^xNfd>ZP`Rvq#y^NH@|%Qt@fai>kH zZf@81lg@x*-uTd)Lav_6Qc_X}IkmO56l27r{XlnF z3J3~sZ}VBesSU@Q>Yew#Pu78@e5hlz)dEw;Wo1p?))$aHNzN$`P!ZgK?w;hqRaO1> zLCqA%gMqwGIih_xB7_Z(T282XWOOvgxDJ`X)-aF=13plV`)5E5Flq8=y=+p&3LdK- z?(=<-?BQme{WqY&_|1JXrylv()fL+fM_Aq$l+c#Y-ej3Y3u$f(`1g=>#og86h~qdU z@&(@;prH&ZW~Uuw)1uAsc4U7NVr`}x*9wOgnnKQsVqa-&4TPwi?U9X?TJ>Sr<#spL z)YM>a===&qGE%`fupCpz-|K?W7C}N55)(Vy?h*u&k8JN?9p;5_nIAC;_Z)zJEApQA z{)Q2-=)$uzDswOb%E&+y)yNkncYPd=0+N`JujBFU<>qa;^dT0>G)T7-bx>VqCeN_N zMkI9+m$%s=kPog11!|*mgy5B1o0*wCd{|=DcfqO~h@E!X@e-}^8+&9j#hj&nr&vsApGgTkDeBe{$M0KtKK2>U%UI@XoJ)vkMa^mdA>QH@Hcq$Qga<(j^dvwdenTfS#_yRBAD~C3B;`Af}>S2q4&ZFX}(s?{B?8JXJbA z&Am3fyu94g)3d4D_#JJ9Fw>V^6f2UAP79MGl)9j5!2a6@J0li(u}7neBN^zl6wvVf*hPiR;b!f~)WCuINCpfgG9vJC1cd_XB7Z7Q z&;XgNpNSGN(P%VXA(u7yY-$i11r~>f0%!F6plM-YVNc?9OlZCX_%#`(r<%htpbu@P z;PaX6K3EMVq67p4?^9B~51C%z;82j4pUO)-WR>wY)Y7^T8MCI0wkLjmv7ZldpP0^K zc6OFk>Pcimg26YrXPp>r$XBm8BQSt;_-#0Rkx7M(XEYjZ#Th)Wf(;%U*v$-RL|}yE zz}ynqVGj1?Yp4OY2YQF4d)SV|(uipK{e;tlJ|Sp|`gjC3l{ZC|@2=y|Vf4vLByxws zfb^=ht*xz%4GD{sI5+o)ZmHbdTnPz@$PC@Q`$#0x%hSeYrP^ah`e4exHJlOXTAu>d z@)J(06(Gv4Uu?BCf%pytcZnbAj8Xh&d7z)`lh4(lWH9_83l_`sW_z~c`Sa&MRXsdh z4cKx6xoyx2eEISP%L4-g10>QqfCsF6UcS@>febXE*+D~K-X6(*E)4JFe`dYSSWu(?$q^O_+J}^MU`b zWi8|idp1IO<2KkU^9ci>i2(VUV7oiqgmuBL&3U4ThX;XFW`{E@3`PAc*8a$jE` zJXtz66~&AG$k&RES%*UL(Ze;K>(}YsNQsE%w26p_*pL+F{^EGNGcs=y5`Y>k6vRUu z-0;|x6-_RM)&u4$d8~8Uyg}f)MZ<=4Cy)dcpB%AKPG+H*j|r z!|&%iBB1`U-XVG7+&0|WTqE(Smd$94258uy0FnJo92{jrLP9!gMp2vHzFVwYb?<-` zKtnp{Tbx)(6?8CgJwc_;wZM?Tdja%2LTPp8{Cb4} znVl^#d=jqioC^p7myi0^C3pv$5ee-jY>c@U#DsYqXfwB zX-n7T7~C6IKruuY^Ti9~Dam-nZ=kQI2Lh_My&bRB$x3J^9o8`NwbIo#q=IdmfS8yW z=-Pv>viu9%Z8XfnqN3-ap%stj3B(N0NUA|S0P@5>Xv8WBqP9B2xkhpU@84f=N&~vu zl)?%UYq61$Y!0S-YT@@v?dbO*mg>TDbfO*(AR@(?Gw?zfAHYKg_#WE-=Kj>nD{feu z19YCP_I?M&)tTfJOe8nq^Rly~zfx^yF_#c|!Jg8dUn8GAbsTnpjEU?N`3W;jNC}9- z$MvRs{CM0YSSRE-)(;X=#iX8i`J`HX57=rVqN3MT8^s}UaUfZ}`2s(9vfTLru=5KG zBO2KP=#RRr=!o-`f^7rkJ12n0`T6-baMCJV7C}rtI?qHvx!c6Xh5$%n+jYY)TdI5y z_WLXd8l=;rv9U3L0%lcl(Amu@pKO^aDYbvr;NHMcO1CU-SkYWq}Q6pxcgf0Z&mH@kYoL1B;M! z;vyGUaDoGWDOU)m$;qONe4;B*ga%i2Hc(JdfPjq#2D>6yu&!!6ou{Z&32s;MsT-1K zHQz(S6IM#au85pg0_q?S@$gdMSdHJ61Ra_`E~z|sLqtvCBZscQ%2$HM0uGF$+Vkzt9+pxzKnc&_ zIUl-)cb{0DH2kdRVNqB2C2E(|qPoYgiilJLdxAKU0IAK|`!$|G1pI-@dgk4aIzvN4 zWV6`@Wg7tV&I=rwB2?7Xfx7*Kc(CW_A(iPa}m0W ziwo%S2{hyC>SUUAYHOidvdl{tFV-VINC*iD0c)4GwhSPfO+!O7lO6@@@b6yd8bY49 z>mo}?{t9|3&|D0>W7C-d{g|roM=xMT0%8sXrilp9|DLW6)X5YSIR&T({UV+sJpiY9 z+t{tC$>n=^rz!|FI1y3Qfy3LCx7E)P^Kz(*q{92g_Ym7(1x!B<&@w>(Nl_`Ouo|^? zqz%?QX~sdb@DS3gOlgF7FR+#M7c`25nYJUFl}zAV(1Z2mMn!yswA#OlwrF8S85%%b z_-o6%tl6-nV}n0$DQFEJfHOr5gv5jTvFKijzx`?<#C49<@Yg!JB1 z>~`ci)QgcyG}BX#>N=}OvM?X!R4%$@VgG*I|NQOvrs<8as|J#|YaO2Jw=*}wv~7P! z6VWJT(3)~sV{nrUx!retSU%U+lKzj&p(ZQX;WD6dLFbSX(HIE})m(Ebze`^+f5R;= zi4^tt$$GJkeynEA+b!H*@U5f?iM7hWbAG!mBwRwANyh6oZ47RoU>POa2UH{aYB_hG z{=RBhA?hNZMY0#eLhETx(B6kKhi?QAW&y3I<6Js3GZPa-wIx4)HxS$yWESi)GsH0w zc6;bD7UGefWIWtAXK+A&F!=YjfZ6c7R*?L$R z!3ljApCRcOpoxH=g_5c)L$_D{Y26!S;G3kRZzZAhv;*(PXhTg%7)Ii}w zRX)Ctz{QB3o_;XTn02fhRL^{v{cLPVwX4(Two1v&(%}D$F35O2$L& zze#g)NECV_dv*W6YuZ`LCG=7_`__9}s{8byST7HLq#dU7h4G))x%7`8`MgawK#gky zKa0vLDt>AvmU?=6fGnB8U62qL_hH@Y4Ny^4wH+@n0KS`m=UIEQ{3Q({7*ht47~@aj zP>vqS*?zy`gXLPTpw?uuUx1jpIHS3_`I`OMc!f*wF?asYn#2{L%W><4`9v`n9>j3X z?tlg3numu6Ha2!cLNF;SL6-jk-g}|MI*>8Pi<|+EP5R=R^_Nr_0wv{b*jlcFy2H~_ z7$vzOId!%HJrv=ri)2|)pY3J*m45wb_cxM1w)>cTq@djge20lt_8G$yQg3uefQ9D^ zGJu!T?SyOV4GD8|a{+;YvEW_2AZC$@>%x&60+un;j-cx=1AZxwfjy5xFbQyTSO)Qj zbqunp!n7!#IG7C_=%_*m{Q_9M=@4H` z+@AQWxD!HYeU$%OW60sc!3yW=c`$R{Is=#09^yLc?s5O0MMfZcEmP~6pZ(OhxTDAg zaRG&27yQrlmg5nhCN?>jA&ZSIJb?{h2hs^rI7T8cxTpanHL&^ZPC&&ZCXQFSu7WuR zV2r?4IQQ!~Jvk)vXaHYS_^YY_8xlNVshweCZ7o+m03ZX{B%4=RL3E_%6*f$9b)Z;;`CH)AYzkO^^-z8#gdHwtoZrF%Q)a#9i(guoax7FVLPMhX%(1~AB zfnOG^r7>Bl_;I!-1_`^pPEJ+RRt4!2`W1AZquQ?LRU*FWIxFNIwi%6W$x{NJ zs4|WJ=HOp{jDVFyT+^{?;>S?12{&ixx~E1&`Z9gwmVmEYpnthTflxJuhH zDDzzL;s4yxGiG%s6{mP;qPfPzR;37`oEQJVoUX#mxICqXfcZi~bWw5hSBHwv1z!uGQ3ktVjW zDj(JUTH2pIZuEb8Z0P^qWLLN*qm872EbQ&=?dEuC9j~9{~6RZpKq$Pq#ZDF2I$| zPt0Bt=Vgk=ZZ?r$e`5;tUjsk%T2-7<|rSg8@`fXqLMbq`N+lPU0cKC8;1}T z+5d1FV3%$hF;BD)gaZ#BIvFrn%=FT1X=yQmZ|e4(u+fI#d@)rvy{OxI4zJlJ8p_-O zDfF{v&H)U373BVXK_=IrEEhDc_h^bOW{1Hb35g@HzoQ23Uy}XV;j8@Y@PT_@(}u6Fuh%nQ zU-V{eKRaT^YXQ#=A{G`FKth|IP*}r!ffFcV^;s5>elmW|U%qUwjTV`jn!b4P0vPio zNVwX>+iOUB&TPKe3!-~gmJyL7&0KDqal<%!fcnTY>{oJs_?`<&7H5_6p!?k}v!P9{ zM;l|(y!DEI^q!zEdK*;?N*h47Nx(M=xT=9()qiRE1=x5_;7b$a^B%l7 zfD&fDP*PG_cE^F1xd?dpK|l6}g;KjzAjJ004zL{8IHyeeK~kEToo!LedNGNNsV?8& zo>z4ez*{;{lligR4~(#&7V7!AIax{exU6zm=UGhY%Gw2SSoWvKmDyVZ_g&Lp$izhc z4(%9gIN%>E$aG`RIy-wCY3;FOyqbmxQ2d!|))gjj6M}Pu{Nyuu5tI}Z<&Wtu0+%i8 zhYwwW=OpmrrfYiF0CGB30UWSKfG=aFrlw|KfFuAw*Gy4#uF5m4pdf1R=^>d31g?Kh zy_W(ozxSoI`C${Dv#`a$1vN2 zATk>0UttAVTc-i8`Ut=aVq)S7Dd43<%pf8pDvHg4qtHg#bt{anugDS}a>^p@Wo2ti z*uc5Zb~AtMd^-dL_?Q9yV-5H|fypbMeb{#J&hVk}^qIGb@$mP{m<`C40|k8R-)$Yi z7$wg8cVN(vjL7B(J&Eoqs9s?Z)AcBieq=g4nFMnWfhQ1ycivbF84`8|{{>e$m9f`$1j8`s(&^pMeS7 z_2gZ^?P1^=OJ}C8qT_Gq$a3e>r2xle`5IbOy z@>iFAcrwDrw^(ZU!S--_erDk%tfOf`_2cyT$dBGzJ#zRa@E!Zk`ze_({_1375}}G< zW|gdX#M$xWnSfCxRyrja*(PvqD+c~(9noC3Ghqz~Kskpv1COr#jjHd8ii*OHW7>e- z1-mE%p3K6;#6(Hy0_YCl*F{TP$cSzZ-!_>!qfKNg0xPhk+O?)P)e6=`JSlaohG+gcH*b;o_O!{sIb@ z)|c(&QFl1FA#p@rf)C98E< zf^BqoYxb^#86wN}xzb;^=L@Ux(#v?gnwOyziICQBx-9_i)i1n&h)1G*M{oVmx!&&x|GndabW>7OFG@?F z0_;^$QQ_fAEsiQK7V)6+DG%M@+3HZ`J+vchyB)B7R@(UuQTC3C*f_ zQ80X`7mva3e5&qG{ghh`BOZBDO9FXPD$MpK{6e9!#PPRLG=5aEm-zTr0sFqGi|qEZ z^^^jadockcKoxgaYi|`b*T?OWe;v(`PRf38^}=7g6&MY@yg^*Zh3=r~U;=;6FLAYZ zW@`4#(9s{ZejPF{ODUD&c0csM{Jlb`XC6saXwnrSXWfbzMrV2xcvI=o zKkpTynB4GepT;e^glidKB;~~A8VvPL;)7Z4VQL4yX0m%^03F%!Svog zF8_f`(*&NZw{Nn6oT2Q!neGRBT2j`-PoxSX`9)`eVJV=WwxM7bnIF<4{Tizg@pz=t zR~GQAgzVfo9OJVc{`uix%4l*-l*q`!1I`n=p)4>Xz?k95_7D~wf_i+?&u64Au+*D9#YHj5d7JdXA96`nh(=)$wPy_n)$@3!; zRqnt+8gM3bEG#|tent|I`^MTLC|tCb*4Fr=;1pely?*r*X8?}D&;g8qgNW#b0ijjq zB(5BDSmcxeGUJH&+e3d$FI{GuLr-o2 zJs{wc>iivnTB|T^!tw6sO7?;Z!GW(Q(ed&40-(2OO}lmTrkrG+Q5C0ythe{+^Wlq^ zF3FYd?gG_3WhFQoV#WSz(NYkz`s8B?j5X_=W9C3rom-$Qn`Sy6X8xXKDiMcWw5k6+ zsjQxz-uiwS18{1fpc59#krgBM9ZqKfv2nD!3^mmRFIi93`+{Q0%fnLv<|TlP7Bsfd zrSyA?&wx5Pbn(suw8Gk0iRw7cg9o$j6U|^`8Sq}bLedx3z&H2VQT*HHlyZJXfq^=Y zp)fcEz%C;c#rFUX&iUmdOib94%}h+twqn>Ao8>gf&-%v4tHB5ww0ckL``$+4K*S7I zR#qclzq%}gf#W7Qt+3VSx3PS>&%UzR@9rKPKIlPi=dQOc4?jTqz?L1P^SWQ7m-yF` znf*>pALMsat6}TFuosL|0AXGU8fEaJ**qlx{U5uApK?;tX<5-Lj_9nj*it-N4K#Jx zUj5vdANcq>vz!ec1P1e|IEoaaF-*O&|LIS1LI1d!0GvHD0MfjAx1yYDdOH77wO7Na zwnP2>hV)a$9$#3XOqK#+lh*mz{#QcP#0J!RhT>&|(lCTzbO*pBx(fp#z%YD^6^z3> z)xxK2_QAnZvE|j(2xiGw9x&0Fkpf*vj1?H@z7`XeA8YF9=$c+zZi!9uQ=5DxK!gCi za3Gh5LiWdxs{F0*y!lD8U$_kO;y$BRdUwgJSXUk4Us-RK7fXed-F!| z=1qD=#@Wz$aENwkv?wDvc@iA!0)z$_kD8lqtz?aX_ThXy2K{F~HqkgeH^1nN+C3=@ zHR)F=0|`m8cko@H=^s@9Tpb;33{2L(&!2siR*v>`NnyB?@nViF$$%UwIUi@?cH>RH zN{EUQhE7jF{QF&5URqikuP92L8*G#V$6WxFb^MarF_5Xvz6iFppC5$LgG3(L)7VL9 zR0^$WWh4;L=DPinbv2n0TFfyrOrMJ)_-*0VwX4_(J+B3bBu(MW`gE`UUUrn%GVAOe z^E28O&nWDk@f*?Uw6%ZSxct94?;=X%?EsRZH;2Z7_Z8%-*Car6{GsRHJ~mQHI-*@& z=KExI=}Vxg;N(ZXzrAt5GjW8%hzr&UQBS^x~#l?|EP${Yu5KNVc%qm z469u~>QaqFzr0mWVSk6~1N65d`?47+UAByiqH?tfee!WN{6>Dps7~xSv!U((luZf* zgK0nO8qZ8>?Gsz2lcMw69J6czuD`= z)9Wzv8PN@K=}+?x;QhToT`b7Rv%~R+VV6Tam#;Q8bQPGuRaaUY^Z$-zl+579Uzhw~ zhgDt%7D0sWqk*Pv-)pm-sBQjUM9&{U?3zLY@+2`MCZ2u6nq)+~ti;vqf9oQ+Z05D5 zdZd6jWMmQaeweU{6SA1&HGEzv``K>G=TTSdktn7mBj=tL5_S`Ku+84T++7{>Dao4k zqVIj`#c}UfMs#i^2>bhVub}@fT$suzzya~4rKRcV3sVjL{(gR)-LoqzSt%))9$?fp zzr5U$QO98hQt&t@H)V$7x5|=AQrulb=O;8H(H*Bq>P0EG{=fG)90OtCK=F-ew$30Ni3sC_JD+=Z-8IY#=y8P9pgP_XMV{8>i& z6`ya!4#e(*WJO!z{udhvd;*a2j*l$y(U8H(+qHx7>d#l1o&y zM9v=vfC(>xk$wp98Z`X+;NUCig*?EPIAa2G(zu$FhX)+h0ff?11GDGKfk8j9CjM`>wqG!~~3=*7mD4qkZ z_VahC$jQ;^->2~DUo?!GL=K6cLSQFYO{9J44$hUrLg=q)*wO~^r*@Ww!HlK@4bErGQ)1l9E&-yd^dW&i>%XGw z&+|CO0Fi+~7+X{&__kjHjW>emu4TFX?G}I4pW@SY-uw*X%Mw>xVr`F~b5sds z$3oeSqFKWKD3OeYLjW54!>AYTzL^~0Vp!|ge6nu%&!SHi{nwB7_w50;umQO(%=Zc63I*w^zICkPUlO>*aJUKFh4iuMqpQ51lJ`7KN4j5^ zY!?4fVSW{uv6V{fHEWb_?(H6J4>$ViL#YvMEBTxI5aCCje>@SV1E&dmQqS#Sq1OE9 zJfh3i1n$7DOrV=p_>X#I@BWnpCDK&LxN|`dX*A>+;0ud?a*M|>v-6ME@Yj->uUHVE zMD|R?7CiiPkbv>yfo1dW3(=asPQN7dyat zrTRO0x%4;1naUk}V6u!k%dFXyIn0Z3E zwmdaIR{Ae5>U8$F0jbEc(r|Gy$|Wx;k0z)l#i=F>!vCXj{|N=7=bcsaGkS9nLJ@OG zd>iCPA>i#p_6Gk9sE(C#>R-%3v&r>+0@cpTp!g&CaAoCbzvVWn+QR1TJPf{4e#?ZNm+;lw*Oi6pXYym9w`Uc=5puC z=Xw%5zVi~gmGBWHF2Z$3Zo?9Se}vN9+D7-Nw&no+p?fu;K-S{M{?35>TFB?YgqHBb zmn_@g<95T0=t{d7ddG_Y=hZ*}yGDNu=Cg!Xm^y5K=Z=nDqAMV5lFq*QFTjO)N4#}Z zd&qu~cU{snLT04@Q0XB^*8;qFB(OOTYvz-{eU(?~ME_X*4VH~W7>u+e?@O&}(nz2w zzhKv1%!h4p=wTN`w~92xoWlOjels2;768(}}vRZ&+_ zRt_}_$MOn1moIiPhIW{5*=T@^-`&A=SwBQS|}piiN0X2k>a@l&Fg4^ zjJn&pZ(s5LXNN*R+yAt+j_&T;1_lP&+Af<@4d8Up!v$wo*TKF%U#S|;z3tuIx&BG= z0&w!(0enNN6%3)yc9PFTY=`W?**`F$8GI_9n5D3GjJUIO8%1V;4A|yG4XC~;Fv$7#`&j=SG zkp;+)aYuMf*U9>_Mg%nD_uAv8N7)yL>l3bq>vc!A5qXH$K~E0$2DkEv1Q&Lrm)ipH@6;aXAd{&`%P`ee7kqq7XcjK{pgWt|18bC^JSnk~xvWj?v+`PW3Fo$u6*@{*hVd7@uuYN@5c-V4imIwXQYxA3I-@ z9Kp-Y?UUc$G&{Km0RoK^j=bDH^os)g>zuwE5*ip70F;UN_3O^8IXOA(WV2;7)YNh} zH#Ro>YW@c+o7)|)BFB7gJrCD}VPaQhw z>I93<(uEd1JS3$%ydPbkF1-1nrI4^ok(HU>>7#e>v6{^Fr{4x$pP|Ohs{N*vz&wGjBNm+UvV0p*Uk|Zfw*5t=82~t*lyqhk(C~{*^OFLjc|fi7 zc6H54JAkha0V+mZ0SxHCQ9mpMAc6?JEB&6SbGIomqGl#C{fn|HXKB7ho4{+rA@%S1 zGRqt9lm>%e6xGS@l^q^T`3mNc<~g~`;Dn+Fi&6jhM!>}T^cb!8f%ux+`R9Bvd&$|AG0F`cVq0KQU`1@8TB8}jkv$KX_JD-_d@ z%;NB5u#`b--88Ty20l#72FjRX5OS9DdxNU`j)zjF4W<-pqHmTZ^OF9-9J;!oC!I!N z2~7M>=;7x^%ZRKyoHxq1dS`3Qs&D(NLA$5UA^l{&2E=YmQoXiF<;ad@+zeJ}1m0l< z^D-g(?=%+n>;_!RX#9Nq_zHX#B?10&XNE;FYZ6&2C6zybJcVMw8`x}PHfE&UU%7YW zx63PP;yA_m!ShFLMBL1U>CzY{3k0nbw}qq3f}U6GvzB%hbLV(xOS4`(!m;$lG_iK) z$od><*mmaW^&d52`$x@3Ol~qnXJ&z`S!z^YA_yJj&%cla_*f-TQNIXJb74JjVyH8b z;fnQ_i>I@np?3=4hz;lz#7yeZ5*yXR@$m7drH>8{s!KA-qe+T%n;f3xMY`mf>EVl| z85+!KM3NZHJJt(k)COlo+}jmExOfs3Rne|$q<@R&>f5F@K)+e|9sz8$Cfz5W{6B1c z1zVO|u(lE+NJxp4NC*fb-6bI<-HmjJbk`#--5}lFCEX=0DM(2Ryma?j=-K<)-}Rjz zz{`5pS~F|ro_p^3xO|%1vJ2I=v=)oh2WvX$#&>;ubW3p?%=30_;0L(V+t&O$@eH#PNC=GA(_2*?8f<>`?` z3WKg7!0ti1TB6+qV9y^lY+(Mf_iNOCft3E$Sy~24Etu5Rqpy7npGKsGrdtOs-0C>B zDVQ%Gl%rQe#pH*-bFNS0fQ?kAMxo!+uYaVoxa=}T2Fqv`Ct zy7;YwUBObqrZT2aa5)V0p50|(eJP3v`7l$zWrn9t*D`d`w)FWKxveX2PIlBGTH-Y` z!>yOA#*AOF)%<^cPY5`Pth_29Eps2zlnz|H+P+7e``6wohC0EGfZi7mA@Hks$EFoqPd=l(()l5zie=(qCD^+`Z%bc z)M89*=5D+8H7H3*F+gG%DmQi>F5#5}-=-3uOa4-ZCw>48?I%^Tnr!8NQ7DfuufU35K`T+d zyO{s9@qv9SIehq3dbn;lf3*3Ru+zJMOqFU5JQ=)pd`(e=GWlV{9N=2r^gqg4B_0pOO zy1he)5Bdw;FmKfj-L;Of^4uE4kBM8Xcw{dA3dkw4DyZD!tQiDT z?5>r|1=&(U5nO*-aaBmTLT##OF*l&B4BT)uDrq|UfD7GZx~9kDSC%DDEsJ}~*)@1W ztO9J#w>EVYWTdzC>A?-TD&KFpytW{=aKGL^F7hhcw2+Daen$RJO%ud%WAvia>k73b z$pxyU{_x9F_Wj!yil(K-0vhR~+pgRUcx=?l^zT;0jUf02r&s#7Xi+-7AN6A76?k_H zNBX~4$@+`=E8P_KHBO^o>0%pvG7mrBt_tiX`L`S$(U%fi=Ygo7HiNm?=V@cJF^>&O zPz|q@OiP{T52wOE_8^%*&O&9xiZ7UyVtfByt*qo+}BPAyj74Zppe{Fbyx^&pR zaQ9d_e7laf{bQK7P+B#(x zqUFcI5?Kn)bG6{PES3I5QD^0pTh{7^9uT$qL;Ps`SoWR3uSa7mfa|`A(ZX-u{?SVT z_^gT#H3TUCb%fXXbqri;Qy40>L?C7X^oGHbzNquJZI3K?2Cf?L8_tC6WxwF+GJb`dnz4&-Qw+aAH|U7pYoqsfFv4@CoR6p8*Ywo z$i4jMA*tGDaeXw(*D#Fpnu_ThaY~`3#eJpMjePaNC64+GUy-}wOh@8WOz13Llls~3 zi~G(edHuZT&CHsvZrid`=?m8$BJzC+*fxW2fA0|e(j*-ep>oduZNG$Eu?F@D{R5GyBW_8RjR8~lht;js zK`9z79#Hm^x#+iRaca@g^3byJ=>3*S-o>ur4qdqJ7!_U)@8IfcT2Lipq$vPNw0>vC0Lt1P;{IJc}=KA-?%DbiCUu#H58^pqdK4DLX^Y9+FFcN ziPc2nk~q(hyvqxfEx!jwWlwMsH7wI0=#U)5AD5I|bRqLK68pa&b_rv8s`OPILq3O* zR?`B&UzfajSt4qSRQ~*)n^^2@#^^6S$gN`PRy(Dm?)h^uH8idcf}-w=0{^)IMup@i@syEY=jg-MlP>R*CyRiQbPtkI_MS9gB;Ui{RSr(!P*z9TD{34Nbm< z?+$4x=99}|?6IWu*XB;6`2>I zlSFbtF~Hg9yd6^w96syfln+1swJD*+qn#*)FXU6#klWQcV~PIRz}_?YXwxvJ?;D`O z|E}!}JOJ0twCTHq8pjGbjHLU22}H_CgGYWZ$E&9usJAd{w4(Fn1R@2eUW84p4*D~w zy>xnX%pqx?7oqWmFp@wIPuJLL`d8tyPJrdt1Q?@p^{rV?LnuhK1v(L4dZF$Wy!6k2 z{d(tfLW;mFbWfJ_^3Ly+~P8lX3E65tul&ga_)nB|78Zl=%L0VGP^@k~cm& zm4z{dfG!beV?U0aLvbL=CRP2BGavr}=QwV8-4S~lj0Nl{id8mm_9>#bOjGk|pbOF3 zcH#cf>R7*c9Prq$n#%0HL|I*Mc_8K@v{Wna|7Yu{xNlq1`w59)#Rjh3yUnO4c8mp@ zW8(c%v|3(iGV>QkFv~Zr+^Zb4zED$h51nO7CtpAcumPh94s6#PIM;*V;&%B!d4XJ{ zzvMIUHWHOsc)q^%H>7_tlL?(Yn2Oq-@Lx6jwA(E^5}m2j=u+`9q~oF;{l*onZZ#0u8JjaTM!h;_mW#gGeR3zb<#}U zbpK&;fv6{{zd9L4<`hdpJN?Z617IvYGVj0E`US<^AmL6ErS|@8n`V_zrow-FK6|kC zVk>c>>IRB(ArcJ<<6mDMwpBRZYkcUyxcGy1QktKYmqlvcxRzQbRD+#X@dE^ zE>oJVuHodLn|OUU%{!ERZC!o4DUo^w(IOW-|GfF;9}C}MA4pH6uYi>pxMGdkwx!gU z97p!{eK`!*_|orw>26liPtbNv(9lw0Zcw2ozbLuP?Srfy~V{rBnhc5eEY) zspmTqM!in%&u@chboNAPT)CX1uEl>-WpC%_sZKgqQ*n$h4=|-@J6`sF%rgX`aOvbn zC-vS@^<#wx2PSUt1z}rqe9#a3k?{8%zxpP%Ci?K+HeOpwNmot~J8=kKU$@CTe{AS2H25V0 zZnZG#iFC-)y+alB)#h5S)xi(En@l$VY1lcP^KU?1m%NJ#o*An&n>WMd1wFS!l867p zH2ZIf73gH(g(h;^u5|`rpNE0I05|F*P>~yqXU-jnY)kRD+^(Tv1#!wjv+WlxBpDRf z1l!+Spg=nEOL#vA&66-KcFrSv7-=>e_Ns03*McqVBm#bTc-|ur>-g$0s9!ryTX+0j_$IK?Jg@&l6yr~W&%gaWBn|=($|^zPZ824*3zBi5 z?C~JC1A6QEPj?Tfx`CS9z#!cvr~CQ&IlXpNbTooL(6Z6aqn3S_&s!c=n*4EEYSG3? znWP2nq-u~^zR`4YLru0Hf1#QI)^FY{-~76Far{%uUNiNTaIfE_xxz=PCq~BOc4KDu ziu~#yM?6Vi&+egT+ag@2)m_}A7CRPz%-&PT!T*0U8Lfs0(|{%T8wMMI0H@q?EC;O- zwDWn+fsXtNK;#Dio4}M3Q1y8ir#)y}Syjd3dSb4s`Xw_{AHX{~(#h&ZgrLB?;EbKO z9L1M&EAasH>ssDrG@o%n`PO* zciF!GG^V`f3F92Mvwc|isniW>xZxeYnP_abByOqZv(Op~A^Y6t8PWJ)J7C6rvIw#i zy)&DZ+Z$Kww?LpOoSBkRq%of>Bll56PdfSVr{DQ$Z}3l%cr5whToaDMTAp7ET)^k) zL1`VWf;Fkry)zz^63U9ipIhK?yL9MZYRxxxnp^3L2%>%6-p-uV2}@n)TfnT!T+lr+ zRk+4DU9i<34vM3Xex*>17(oQ?BWPBN1d3Rv089l?OTBqRO94lO3TQ#e)^KeAvt9 zCqzdJmgo)&9&B0`0+>_SjZC%+XENJ$bw~xOB(*maQLmo)Qme_?%kFTVyb7HjtFd!F zEP-`!Y(A*gzq-#~A8zHTW3oh*nyQyddq$k;@Q@4_Ea)#ORY75FXlMtp96%!wAfd zvj@<@fS@35=K}*kb@am^xp{)_uW;-#`}TKT6#6CuqTz5)9u_=%GLmb3)DaQYjm-^S zUi*usy+Y2J462C&INW4?*uh$MnC$FNPw^tpTu!Lb-E8dau;O?2Io+WQIs`|h%YW&? z?d52I7kxPucaSFqbUXhzMz~hx|3Gb}&+^#yIzIztn|)_ZEv-9cL}!;1*vneFA3uNI zNnL?{vP~e4MuZvn1qfAojAy)kw8uAP_Wu1I+pcSUgcWZ6cAPSoB;*m>{&wH(1LnOG zyG;isX(D$!7Da2?pWeiaHB~ButoSsXJ=%QwMa@ptjm`sIH8WKNX(u840crvL?s4D- zfY4v2E2&_#y7?#7XQsce%!B}qD~dZ#XGxXmM6&aFMXOQN(dVzP}aJd&z_YI+iv+deWe$5p4CtpMPLDLWR9F+}a_Ifs64CagV z&}yZ}UC;lC4rjuI(hEa5$F(9qSb(VjNUls)4THG|lt_Z-43rF>*^iirk_+AFCOkFQ zRpt1Wnf!SJkJTmfmS@b=(PV>qQoWYo3KdxqJVF zDuH5X#`KOvn{5W~$_^?;skv+1);yuyg&DsY!E=DY3|W0BNzur?`!|j2s@9mcdcB1t zBdt~+URHZtiT8>#)*7_>%B7N=&u*t^bYX-S9D6Au|NG-ESY6PG?AEh^N61fT8{+p+ zVWyxB#Vs(sg*4jIxhK*(X$XCT-8{N9n=7xKQ(3;9uQbp$FDOyzFqh>;KKZhYmBb!M zTREaGc8(k!Q=+-GzJ@*|qxvU{wAdi?+oeP(8SUydjm~rU5Q?EMdIY*qlAjgj@sEj?QJvWG z9P2qu;b(spzJS$IlKZ)vgbwx$R64C{D9Ou@+Rmw2-s0&Qkbpe za7Z>TqY6-dduDT2arJG05$i^5M97{Qi}KMrr*xt(Lp8F~x|(gau%QuWu zcJ4xQ7S{oFVN4~GrU1TcxZI>v#WQ_dSbT?A0dW&{rtpf^p=tdBpgf#WOtt3W2^}6I z1(jaW$bXd3K>qonMa;-}%8NI<*A+vo%Y487PfLZDJLLWdrleS#&yEdk1Nlf@Pqn>eXYHPwuROc;Wxzmya;#1 z!oC#wO8Gkaz!xtUBUuJET;Qh0+z3y^Pr;uF^ycbGGd2@Wk6a$1h!^CcNAvbPn=|-o zZxA+O&TvRpcW_mJ7Q!#Nk-b5}1O0+rdODY}9c#Dqmc91wG6=w_jp5}T^yss1%@9qG zWPxpZ10rUooctkcY~tMuJUGM^^`388-}hFy4lw?fVNU zlX2tQ+W7Q8ED3wnQg$VGl9^zkI4A_t2|(@yIQgqn{2#|CkzN$0kgA@@>nVjFtlG%& z0kiOqC_#_ny)&n+xeu}^loXLhk7|wg2j)Fs5f;1cVmKj_0C9g`fl~2RYhkh{)Lr%J zp8x$PHFO7oX2UE`5${svKN*J0{sAJW=nZGw>cEhmbF@ba90`lfEnh1QI4A#ApCLvx$mlVKS>j`!qpFee|K!R80SyX>i@1k zIx4Q?xE7|$pZ}B1#-C&g2)d(FJAf2daz04q6lpcTZL<4B_KlsxR8 zyNA*C8Ha8*sn1`n>GlS?(*kh$%`361ptG)ZJX?3;sx6aU|9Sg$brO)(0j`DoH1^f@ zhkl20D!EAa-kO833GM9@8tVRGgOVLxQPUbk`4}By#dl#*xXe_s&GlvYWiow{h4=&z zLNxU9;aP-E#)6MNcCEs7PbL36`U&l$bD5d?NfqVTh6}d8$_=aymgXV_xEWXZ#Wh&f1b`g zsoH)kK!XZQb&rXAVsd$I?bGtxk^&Mb|h?DN9taC+3&Eik~hUW%omg^ag=SO*&&> zhouGJBH^1)&JvjOr&B5cTsJR$IL~C~@(27ek?D}wetD8p?K8OLzIQvrjj=}^$QBwT zSmrIUFNCQW_;57KJIxCx|Hy-(_b-&OajMCCxgWcNG*PC2d-- zSZJ7DR^5?*?dVDeo!+Fl9>6}vCtn+%To1zrhr%&dEJeAagrZYD;!yjQNt!kFUrddv zVj9W}yx&jrhE6&kd7o5GeM$Px#u;6{udY?0`Mhn|PUZRowx}>cWcrjjuR=i3!}59S zw~R2klqw^Mb!M4he$9uk#ApjAc)Hw5x-|Q;q!Ch_M)!nqIB}>{d48wy?zgA$(y>yK zbiP2)F`}`IBm1@(+^scTtxfNPdk++ojh%okW>_M&ytj6@Qu*+} zZj_1lN@j5R(`%Jdk&^1FOht76em!k)@1mL>{6u`;jP!7F_^&UI3Mz+Ou_rZppA!}I zD=v`#q8tXv$-{!pd~mdZdTCaBgf@*_l%*{pc^XIYP~}PR-yNB*gBdC$4bmcW{mb~`YFT1up&vd{nt$adoSzkDa!&IEdw_{NIzR70e>u-S zxgbkfyq(@e+^mN|VF za9#2haJ`tYL!ZTKe&+wQcZ$YeDO}x3uFTNsrVASiZ<`c|xcgn8(@PJ||rp zxDtYBrh=$m1}cWT2eWTkGoj|n>mlx84Ku3n_9X#P7nrz)hAR-219JaKfWhSC{0e*-RxbFH!x{r8RMY7dS;i^nNn0#goA^FiiQ>y z73H}7lNID^qoeXA?q1&BI?k)OKup1k%+PT4KKug;N=o@epm^B&3F!C%!H)NUFcxoH zn~|{ul&m4pW|*0gai{fZInTqWi7q-pY;?G&ZRI#aWhGCf_fDTQ-?FI1b5%43jkM49 z`9Ospeqw=;o!AdzJk!=^^RpJY!hY;=uUWJ1S)+`8|CvTy$U7J9Hm6_EJKi4=x23+> zX{CMB2DVlLhO91mc~Y*=5!6M%sOOWAK=6Z)5Mnb|t+RQtz6CgKr?6=ux;q_bpqsHM z^|hb?MRQ9P6)=yMrh(MU82OR%YTyOyTLJj zr4WBmPa!@>+=D+qYue?IjnIBre18a(%1f<7Khu_D?6|aNa+XXoaKo99#+0Csj0j0Bs8FSKExX_`NM@cwH z6VH{zB$x%Gu1011H%;IWdMHs+p^Ci4JkpI|o?O*qWHmKW{abD>wtjH~P1*0TyZHtntA8H_y4tJ2WmKD43BG;MggYA>prsAXLRg?LsyczUv?KXWvl|gj5{@%ec zn^C(n2@+h~pApJztGEs9P1Jk7>FYd&%E$C_v%Rykn0*;gg>8_3V%whq=#3*$8DLgm zB!l*J)Ms^>OS)#rH_~#u_U+SCB!WZ&AbINuM?M#kEkV(_hqR{ z@o}p~@&{6)x8QOmNxgrgi1+Y@WM@QouO`=Y<{gTO@}`C>nca4dm#68} z1k=I6VH~;u!UBwrA!j{i_|Xowmr}eWV{|*5JK;lXu8FDc{OFj+lf5CdCA>IHhK$d* z!P|DG{RZVryt9{^zl zO51lzUmC9%7{Y&M<>fu3qvYpr$;->DBmTT-!%;w^7S+;}@DrI^|5x?z58*=_;bXAf zCyCFKQh4@Hg>f-9Htfc6nXGyyVliEaJ6d#}im#l?x?*DC%L+A$B|euSNJ)AK@d$8^ zYX;S=y<96UQZ7%{`Z*r{N?uRq-W1B&XK+QUvfA6Hn4iA_f+?WyD9Ihjtpbrdq)W*p zj)<*lO`x8_sNdaqu~`UEHBZ{5qFn8McQ9y18>j)1c$}rz)~++2;8*1?v#oGobhGgz zC*k;J)R1NA$C!29ln6B+K~>vl=W?REF+bRl<7@LGLbyxH1Bpmch&EwXWI{e2iT!>A zdcs_Y0dyf+yA>%+`6Nlu=U1UP!_L_XXyT;2CltIOCZqcJxcS90VU?Q}vO zo@=9Zr=;OGZbLY*mt42`;Q>Je@pX5PJ*0&5bbbjXWpo6T>kMf5F=675zwlTGg3rg@rX`>Q$whUw|K7 z29ddN-^63)yLb{Zk;&bLC>C5R)Ta*_wXijDPy>qWoMOd1R7GVf#U;L4znA&Z$m}Do ziTZ7dxW|lK^Tr5c5YMT4{n|AkIG@zTKrlS(AZySfG2dt$Ji%>YUT^Kl;$?-*{|14{ zw$Dj)KB&FIqvRI}5E)+?hwWMuV`CB&kDv4-xN;dl#I%x2dVq;md*aZp5wk5@)@rhj zJ*^aTV5@B7BQmth_XC`-gA|F%brXV?jzLI)%Ta9_#@G6bF=_Bth$cjzNc1gjg>4A3ux z<)3mJ$f1pR{$2S-1sclUi%LsGX{aE-IG~^)W}G)Me{)El={@C7m5G{9yluJ7YHquR z4?meNSO=UKi1OJu9j5k{xC@fcn0>y7kBe~ijko7oBhm6@l>CwMK;aNJpBlcBknrDK z*Rs7v3oN;qD@By1$>#|mK!G_Q!$wt^)cFGax_WbY+EV0$veljATb3cF#@@K}H@4oZ zD_e5yq=#k4Ib-kR=bDsd4b;)P|3+P-HZ#bpCrKNEo>3LU zW&Su0E;|O0KMK#Ww;23+{g_$tn=-1ftds@T*yrwxq5Y3Yk)rQSA3q5fl6)wjBkL`9 z@#%S;Qk`q#sqA1L)WsH*uJmHBvY9XKf%o6lZ_HCY+QyGUgrl-2g~6RWF)U$Sx{5R5 zQ%s1+FPy}Sdh^bqgm;_fa~?%-?^yGUFg9{>zR@xCZ0$Y5Wc`w9`4G-yC2qH7zyjY; zo}0(PfCqOaB&<38fx_RPpF5g*WT-TewT{2ipa;#kAN-(=dxdv$s>seHxCy;=AKMc{ zbmiKhjvt9R&)S`}mSO7k929^ChY_F6H}2-OJ$4rl2R8-W7y4ZfKmf|pdI zbY*Xi1k1U}W22}vpOnQNQVRbi+Ez%UEJt}CiDixIvrf2i3%5 zFFtxPajjn9I>9zIuexoqY<(?3BHcJNJ3{&U6@^HBD|?!LIw-M2_ZQ%;&gNDcV7srL zSQ|aWhp?A#T> z1Rd}~_)hv-!bhvz=rpJ${!^A2yyGkDpPQi~zc=5)o`biq5~s3m&Guy!7pBvacn5Zg z`-&)<$D2QCj?F`!N2^w)ZHfXFBbrjU`l|0s`_L#lejVe4}7h{ z+Hme;d5T~YJwnS{FU*kYeQI*iKHDH7!1-RLL8^;oy6WDyE@C{p7YZM=Tq$bMdQNY)7cz^|Ze~24JwsQf z3ATL^$vImTk4B{!~+>6q=^M}f;y%987dYcr16AiL#(#Mi}W{vPQ;z$DcI{%#1w z>%8tv|5Z&ASMkj4<27rMuB8HrRCkl!4(7>P{<#uakjU&U#q>=(QucVJG*p0#RHA92UZLB{(=MoFk)&`!d=Og!#7qL^uaB^ zoUo58INikj&5HDH&*nRMzpZp9LO>u^%6sLdkGK@oU#usA|I@<+(a8=s!-aaTJm{PyWW&WD6rN)Kum{(@*_?twlRkJ z^JXAmJiy81UmL1r{dLudR0%@&FZYMmuZZ3rQ|xYHW4ibT+t=V7KFeE9MLx0nUT}E& z{YB_icWQyC&t!0@L|2b6=4A_ci<#Yh6hZ&Y2WJr~DL=4gUW{+I^xLX9#3;&aQKJ04 zpY2h_y{81wStV7Cd5s0Ecl*YJ>HGBd3h$owm3~<+iJce1P?=c7)|rBe^ly3t5VXC! z@m^668G0k|+bVzL`%f$KwQiO%)5rI75+o;r$BRDXN0|fk=TGRMV2}VGU8v+pxo4}0 zQA~CD(IEPex8L>sQYPrCr5|?LzuOYt8x~~<+i$@U>`AcLX}BY+6Zmbr0uc}U8@^O` zMWVCri$vGy)0Gu9lE1%d-pxxbM+=s`SwmG)f;kMiGHFZs)jqA1W}2OXJ3&bOnWH>k zjD@s}!P!`MPCxDxP+T5+P|_U)puVvXg8RPrX<;g|jJh+|A5C#hmxfcmK!1%%;@iQe zimG6KS28Y_oqZSVhV}XCUIVxO?JMN@@v)TmGQDp{&*)pvgapwoZ;-B#W|WY+=J=lP zntcbLRIV#)!p{VYu7w0^#|OfGz^v$fwDQafux$U`4*A!dslW7^w~@~Vui5K)1sVd5 zC?8tn&XYph`Sp2YnUf|+p1gHbd`~!rGvJpo2%iMip3)yXyh&^k3G?phLk3{dUS{|5 z&mI7?33d6GzG?xH$2wHuH2v3NU((%@p4Wb{bS*F`O7nP7EnVr*?+`>C`hHkbIYP*< znpvp#@eh2YS3u$Hh{OOn$#}$bf1PuC`y-@1?8knpDB@36=G6G`*35?wU2D14k11d3 zlkK(8E#!*YP}0$>KA^eM=v?`9&wm_Z*6J3IT(1rR825!MGv zoJmsQlQFnPheD&P}mg0CVVy9_lG#Io|3xE0v zYxG_>30IoXQZcW&zs>x@_1@aSJpdy%$!Gdb=p`BO%($@~(|$55qZzk+n=E8a#tXD4 z471bH-kX?wNlI!2OamZQ7Z+=T@erhQSADdlK-4HJD~pL91+i4y`GGLKAAkjCqb;B(S6=%2uw0jF462g=W;!PV1RZb+Yi(Sew1vp7y?B% zmC}P$><8N~TUb((><0F1FRs37Ek^AM@k&~lE#uElD8!>0o`%`kn>$H^-ea$z=Ko#O zp=O8y)ydvk4*%mpnC^Pb6B;#Akmk2BX{QSXvGRYz1 zL7)=^`szEXX8;_wAp*cKCTAws5|pxBAme}r#I*reC@?T^b#*mqt~KS3^8jQhrIWdE z)wPR@lR4f3vD0H_lt+&iZJzr+5y&qsMN(R{w6G@Qlx|*Jr$b}qeRkY%xm#9gn8qnW)f0Ni{IldJ&7LrTymCJnH zgla=l9P9H6gjGYu1pvwLgs?D-T}qJ81C0tHjerkL03UjbJ1r}g^Hj<_zxek}cqOTE zZ=JO}x?M$aUEOs%(&IMuK&%FF-GChasVK_>{ku&pbCJx&W<}ATVeJkt71l}|J)qFA zQHw$acYz^WMALfqZxtY>qrm?h1HTvezlg}ms6C9++NVqgpF!idQS}54A^O!REMJo_+Me*PB`35W{tOhh6p6> zL#A3F{^|j}^1HcN(hVX->eYdV_CSUrsRYw5?R>0Mhu_#Z<;D_0*U0Duz@uZA$9MG= zC03s7J`s(N;_R0iIqLE;NkjglG{Kt>HJ2OsH}HQLl;u{I^xiED80=U!!Nl8@Ab3y@ z(5HxC?ful{jlOKA$gTnv`WMPD#=~J6b%; zq#rhf1O&0KwNNJE{eX~q9+*ZXH~BzVRCG9n*Y$gvKxy;ECYT8eG;3NfJFu7II^?RG zvr}lW&~UYeCa_L8P#wM)vK4-<`+CR=$MP+FHErrz{CZ5HEhSbP`7y@~8Qd~P^0RT1 z0@7e*kWt9k;#vN+=nMt;g0@r0b_e=!O@|wCb9BR8$`!U>$q)qIo9NawUIFd|8q{j7 z+cc~1yU$@(Y*kV5Oj8`&FP0~~gXU6M*2RgZ#*F)RM%kwLz~jMNI5H}xYEE&x3|`fx z;;t`$4mmV$;uFeYOdhR*RB!K6ZoG8EGk4<2&%ZU>|AznLP@h>gEWaS@aM3StE08Kt z(vO%a)yN^9h*d*Y2JkUrj`#1v+|f-DPutfh;1Cwyg?v?R_iz-2z6c1P(ODZxF@fNM z{28lFfz652cDmr0USij?x@V)xx!He1T`!1B=>bh37ZgBfMqhU97`D*xPWsT6Ngh}D z$O)Q1-)w#_gIPDqy7L5l##KR^9;Sr^>{;S{cV{PCU^|^T4}2&W+!hQS`t$BpkLepL zXOE*%hy2N25c;D+DBGcyqO_=yy@Z*Be2Y|VXDu1KnV-VS>7*hPvBysHgEc^y%RCbW zaj1?O1TeXHW}jZ1CmVA|_XIR=%0j?1d{zs&%jZ?^@_BKoClKS39sq}&qz5tXQuz-u zV_dL&j?$=5RS;_{F4s4Z5~Ui1k8I4|o&`wvz_43WSa`Fyy6}Vf?OcjQKBLd1C!HMk zE)JH162oT#Ushk}{03B-o~Y5;4B5m+B4^#jpOYy@c2i@SL=gY{99zRjKdB4rdR=YUmDJiDcY8Gqjji=bpym^Z! zcHG(>A#qT|3;kq9!HsR~XNPLpToQ(68QSF?YA|79`hii5<%=m>6v6GG`ERve=_g@- zf4{UN#b#8i?t~NH32TzX-KomIYBsDKa{1+*l>y>gQ{(!Z7w@ou+aa$dQ1e(})}}_S ziF=GThvrJAad%nJ%%aC*s1d2<0RDp*`>1HFXoliQ5g#NJM%x>-LI*8L@k?S0=@sQR z^&57oBpL)WLh9qR3|GgmOFo(*x_Ze-W#Y`iMy-0pF$DAF9t-5TcX~`|jLk8qF(H7h z8O;_aOh2&MWBLkxT>>ZjVxQ*uSShQhu3|mV7e2*THyG z3QOeTY`t~iDcsTokCj6rDV9c6E5tNYC3s>^YHrT&gThO`d}hpqS*#vgj~lw7JQcjm z$=*AJvAb-gh}V5aSEd(vc>TU-?1B7DcG)OtN4mdHYvT|)mA)KjODRRs7&4rz%{!-8 zCiC&41v?x89iJcq-098<`l(EWxE!Xqzc!0ga6dMSC`*zP2dEMNj4JWfvp-v7nor6} zuPT_tXj}++@)yNha<-IL=PnYP1#&;A!I!LJJ9OS`q0k>YHdExM ztTK);6mnt*AvSA*6<))Yq$CXVk9C!TH=3myNbf-}>`*b*95Uw9Fsdot^?r&X002uS7I#v%RU?SlS1T62#w~rtkT0TurpA`$lY}pkRnHinMgfuz(TfR? zVsH_<#1g!;%b6aSL9R)hIdlIyrt#OjCJ7?3J>LqOC?t+|Oe}7Je9G;`ilZkg-_Yeb zzrBG4h#h%Y7v`aLbw#mTVk+sU%9+^_Zd9QJ^E^X=@hn}Bz(uOa5Rq{11ND&nm;l>5A8&*R(vzVG?Yhj!`M3(&SU?3mx|fR za+Q%$>k#@UO()B)nyyc;&`s^vxtZ1|ejY+*)Xdm7wn+YcuebDUgv!Z<9Fv|t4j=%K z*6qWY^k?6u_SS%3`<6sdJy=bENuVJ0jhcPVu3oxGdYHHQ3{bZ3&N*|0<*Ww+;~6}y zWlQVgDH9J8!@Hj{{lYo6Ky5Nqfp1N@8kKNO{D?_v>zE{l8AI@1{KgEVC;YF4(0#%B zg9{>*;(BQk}~_;?8Ahy<>`sLl=O^bOj>Ovd^#%^l)}y?F7F z)=&7B$pl1pAr4GZbyh+9X~S-7`t$EHPwtM^Vd5VD!N9SmUV{%){+xD$ZGnxCB=+A` zC+?%389O5-UG&_NsB+-i1TH8_MD}uIp2%4ad+ca4O^unxt;|28CNnq<#YQAkA)icw zQ3`;pwNMiEk7Fw;lmqZK@5Kek-N&7v9|>{^_HqxUDmXvP-cg{Px&)7qo?IQLtIK4hW``6KUdeCESWy zw)iF6r4)R;hvUcR(1RSHIzcT?`8tIB-AMJz&N0o4ST<$IRZO`~0Y-i{LpfrG3T)0@ zKBT8Q4C9<6qx~1C{Gj8byEUtUU?pfTZY*JA-QD^OPXwFFeqd$j=BbnqYgx(y=BR}v z75uxe&xZjk^EVJLjn#VHS{^(`waej&Swn!!*$JQw0k~A4fi}FIa^^IINMdHjaMsFH zgsI>G-LYzNF$yu|aVmaVv*Mz%&&@<1QRMds0XKqqW0Rma(CdIbm&nBjj%CMf(x@(; z`r&TL0zFGf&)vd^=G}1Qo+3)K zT*NcVrH&Ajh;!oHeWON5?AIsD6w7KxP-ULAsFJr*Dx1UUBq~68+I6H&#-(2CXFz1* zehx=ZNyJqx$upz^HZ$nykxpg0V4=+}Cuxc!&`Q-~wd>O%tK5`pcDC01- z8&{E%uRwyXWaw3Kud{rdj`nR{MS52KzW7H4Lw8##{dexR9~3@l5Eg2Eab&m)Ymiv` zHv2<)c|;I9oSz)NQlR5be)X(R>Ag!Y$i` z^Y_yepJLdbm5iWV2~e3dX@BcZO#j}!VDa=OQFn^QK8`mhLRJ$)z3WDw*s+uCrdFsO zk`Bn#j2xPK*KEcAwu4-0jP|--=7DDBjd#%uMkSiJjiivxV8=l*ISPnBiS?h=b>hy+ zIKko-VTtNXsmcM>r)km5XaLq;XzcO>Hf z4&pa`-r^5_Ch?kz#IagCQSwVTm)}@eWPb2Jf@A7j7g8>Vz6e7%Hp~ccmt<%y8^(>@ zDUI}H-od<^zt0!+sO7e4R{RxORcTg`h|HQ3=)Zi^8${C4Inc2h!5c7~blwFxrWEHk zr+6295z>(Kas5UINuM$Q?uc=7l&jc2;2=3!!3EjVThFeDlV!6+00Wnq8z5RY=t z+g>?5&s6?QUTc7aa10yFa(2c^D}R#abr4{U12Djr^JsC zEhDfsuJ!rBdzr_N3pO=SQYVFee-c}YQ{N;~F?bS-MEV=5Fit42#bQBmNEETC$F1M& z?uaiad3@MI`^bW2?|$VM=b_7){+q{CP!n;E6Z>YF6p@d>XO9}V3cB_~t>vIJOiUn) zsVxsLP*h*;+hv9!PFtXY->y;Lni8nUhu-_^Lz2it_u`L5-LYRU)|ADb5PdDm$*(QI zOrSVlJ)Sm%s_|d2%EG0$VX4UC$DFe8zd^eZx>K6O}L5XxIOaMBx5?j}c=~ zu71P(=@-MtU*I`^xP~L9UnV&E7-cGxr(^>nvqef}4`XiuR@K_Hk1L2G-6$xHbf}c1l$5YRN?JuEq(P8e ziXtG=sWeDSNGOe>NO!k1NJ%&RXM2w4J-*-f{jcA-&UKE$-fKN;t!K^LGjq?}svP@A zd(wezUODxpZJx+#avOK|_pJfiN6$*#DH_>FOoImP_7|Ch__!1JT{}#Zl4Wh$yxLBi z*za5F+Trh5E~eCc@nosyy_9YhXCk1-ve(+YPNS;Bu6q7rl0dieq{j|!lUrc+b!x>Y z>F%&^ud|BVIMAF*=R;w5@W9PdOkR3cZ4}nBX7^jwb}8t z7KI&v@>4SQLz*TVw)P|ZzV;~Gm-w`x-e8@od$s=Tbg?O^u*2Dr-RGki_Rqs&jKT;{ zS@X~@b28&aLdKr-21mm+QsrKvv<2UC36cjAq%+jm{sB{bnp)K)y?Q!YdboL>bp^Wt z`TNiE$CQOwLorVaFEPdv5^*D>xjw#b$3)gX4fF#eK?pGoOMTsU!{d+@%)Qu4?rkKV zvkmD)M?a=imrh32513-)kx2IW-Qi-8@xkt4WI2DfT2^NG5(9pHA78SvZ*=)oJIXF{ z$xh44u9wSBK>7WL&G$~lm$x)K2v8{(n^NKwQ}k)%%0yo}w)mGskuFD`pNXV!lDO6_ zM*mezpq~)|aW>I*4yJaIpGiT;le{)eBa}q-ew8P;_z}VAkw84*J5kK$VOpv&|GC%Ic-J#{@R%PS` zI~7f+GRd`>LSWP?x9drIH@+5}wJ~BTk zK=#5(-FfuX^?l!@UeXg0%sc5UWLjt4$#2rLxnZPaT3LAOifPOw)ldW*I`JI6*OU?O z-he_=f*rIrP!np(WL%bFeS&@BQIj7#P0jEPfha@@o^2M+rWj)fS#Q~XpXpDL;dn&3%<9u;L1+{+}emN=xjhPgH{ zKGja!#(|gO>rd;fd)KU5y!dd>u{VH6NAN+Bd5cBQo31RekFutog{@wf;=BXO{HYwP zGyC-P)5}Y=R?4X=Q#D(QrX@U zMS1n8SYpNCuxq!`@Jx%xhd28<+$)0Bj-NCpc~bn5F*S+D>Px|`-qO0W$EB{z2~DQR zv8KfO%5IkrD&f{1YP#Oy$g}(Nd4yENpD@Y^=F*teZJ=0=P2pnjhOsjK6<$|Ec7iR{oV&4%?wY19dC>L8A|d z2(%AJBF;GQ?A*MydCudeZOVCv8mqzcJQ;bpC0n-7JnI2GK$IMQk+f$-y%;&XqAYEH z@g7cPsFGA+6Dh6cbVQ$KH@{%<+9qMBtzN-CyQ&wyT8J`KFHu)~3;2@xBHZ796bgBK z0Yz3z5|rE!!ivM-d%(-U^SmCP!5-5u_JsY3R8Av?u9*6t44q=WMf+2>A#B_-1*9QU z@~v8@8bUQmKigyz-NmW|$!0vlx`xn6O!~!tG>`Tg9o8JY~R$kw-+x zLwb_x>ofl;PWpDCH8HuJSo#VSu_62O^eY1|>?Kr&B@|28LY`$`UvJ!`8(*WmmRHne zxOT1d3ynQHsyy!b5`q0~-UX}YJro6%58nIn9((iZp{mxc_b~4kMDiLcBOg}28<%+T z-oDYA@8ovbZh?AYhC%9>L&`=xNhD~o^i+UM&g-uMJbnvZ_0F+*o|5{nWz0NP^p9S- zC*3s0o2UAI@jIObqaQ9U$*dd^6u?^v7|%$E9&+1R*iuSxO#1AvZ)_y$yhw1~)KZa3 zRI>3GW&C&T3i(&@O5!Xb0fFaqgf_Hc-@0`xJR;%@-nroDXn8A){}iuA<7j$Oudgt3 zasn;UwmJGTh_sMwPGi$}g~kmSY|f2#@5j4+l59GMUAW(zl4^1L1n(R0y#;U577GS< zY8t;cvn>17eo*rUZiArv6@K+a z*LysojND2LdG7nDeKm@_%yNN*dl+>x-$bWo z>#G^LFY*0_fjrggN%!8@TdU=?$S5&(=%Wbwhi)tLX@p8#|B}9}(A0&5W?M=^9l8*E2ss#DzH662P@oU$VX30-)(y-%M`?zKC9`q`E)9c&Z z5Ik(G@#1sM7G~T!#gzuHoLUnn#lx?@#Gw1Fzi$Z);OWMQ*t|m1w$VaU!eYFwA`p8S zz5ltM&ISZ#yS1I2w_*PD9y$4=zO>-CV#F0IV#-9HVund+yAss>%x<4B;|cE*kd#k% z6_O7A81!JBZbTJ9?8Z&WmrxjeyAeW1kO`e_jqt@pL zZa6iIk5}m7+>W`c8mN5#WVC_mOjwDRVt#e!n{O{35K{%*kr$^zu4-f5JJo>8pqxl$ zefP~sWdv#3z|bl0pxKs|mUd2iN5`pm15lxR!~d|viTaxT6tqoWGt$)1fO(oXxnTA? z6`$E$d(z~$0Cf!wP9D=^uLm%r68~~5eNIk}Edyu}=7z_-d6Si(cKbGV6ee2{wxWlJ zSoq}~j_<3=0XeS`PpFVXVC3dj^w9Ed`WK8(d)!xt`!#emqcm@kM;XzCt4+lJtQWX4 z#>%SK#A49Gwfk23z=)!wn%di@ozT#Z>wC6;Raa|pUMIFCUrNvj=Ju&B{p9&-6%pHo zxORz^8|(vLrFaCH|3SH|W8+ytZZzOZZ98x z1d{*l+qZ42e$36`Q474%{ZLfo=;Wj#FMlE^hWBm_lzN8->siP_iTTWzWEKnxP>XJg zD9FnCp~M3X*Y=^37cRu59n1><$lwTKD+v@CFPnbZ)D~r+m08YtZKdG*s|65pQ)tXJ z4qROx_HQeh%ndtshR09T*8)4RMipf5>X;~ale?Jokn^|y_)#kRj9f}M<1{5J_C*a$+cu};nvPEFnHkfVi$&g)9-oSd(8OU*ixfd%2Ph2};GT3=Ya zYBwR%`mhvwQJ^6oD(S4}dVxg&Dy6bI)UvX&ShqW45Syyqts$G0{`bqghS21yIytG{pTMFcWh?eWoAJ&DgOY@d3y zOY)<;*SxmAa%P;qsPPP!>^VW!udb^imIvtHQRyer!MD-9c!^?{ap8Br*9b%!tR+7k z_}#ykV1{b;vVf!hXUURo_bC3eCM5BHSrn`ZnE2oAfmM)=m0D3TTvLN_gcB=egz>Ls z@+P0=ujG_@q(F^(RW<4v9k$m7K3$g5;O*$Awf8<3KN-TA@2e@Q-XrKj(}hao z5cM!yadt{Q8gm^)*qHwHd!TG$Ww66_|L2xj_+n^8pzpyy*U2vf0r7W=2LoXs7DgRPuuk7@Vx~!-vR1HgR!J7_@EM11$yP@X>jeg1^{5 zmR^M=rKNteKU`(?^q|LT4Wy&TLnU^n!a&0733m6TYif*iba#5PG(iXC_R-`ntO8^EWSlDlloHv%JL23^LY|uMVMz4WcC( z%0Tg8lndP0+zfd6@(mmx)|s(s8z%Kyr{KPVrR5?F!}Y;CZ-203XQ8g5(h9>^j@l%S zfdyn{ZeF?8$U#Fx(|u`xgqMKz%lm3#Pn`j-PmYuY)lr& z%+8knWM^;hMOXNssna7M9}IXWOcw2^Su1Q%g&6ak01J$R@JT zm#J)@d^-FmXsHMb3E2*W^>bIpkTzUZtwqc0qG=JJX@0W!VZ#GIyT-=G#BNC}zqxZG z7ZtIFpLM4}*Hu3m6_uhRSx1zS=j$%__O32Bm^Bm=6LWVL2t8=c7p9#ip6VxuYE4&| z=rn$Q3%t0nv{Y%r$L1Hoj%MGKl-b8jj^DKgs7gr`}mqs5;1;9 zM6eS7+!oV^rj;3)H9RwHYn41M%b^eW6?$GeBv>G{qZ*m<5(nWUy;E9H5L!r1rKO## z{}jtiU;2@6Aq{&^zUj@Ic$~;)k9O?L=@U7azCF+1oyB$$dHj=(({@q8x+j|VE{6On zC_w{d#}V{pL1{g?*VNSXi;2{;kiyv-Z`|X(1)kfyyu44o(V2QYe8{2C+5PdZ3s5+K zYz42*`uZ~&B=PC#ruHi^WS-qL?Bz=wJ_A{IyUNqLsP@R4D3s51Nl6K?hhVkD_L-+g z;=elWj>O8xpDaJ41FR0AhtN@&h{5@p^D;sAc+xjeU334D{a0_9hY!f0OF5jN0CQjL zIDe}ZM$fnsouMMm#|sF=rR261fX{tSLqI+GJP8rIF{pJX$DjLkVdwfkgYeyFThMaf z{gIsq)`0Y4kkNM%8VS$l0S6EZQk`cOzPD3iH#z6`q*zk(JVh1Q3J`H|=w)GHk!Dc+ z{KCX6Ru>SF0LZ^x|4F%8yGd0dml#U833Hrd`+T7d@KylZ4@B+lFOvmaTwU!C zsYW|HrL2TK4}=c;exf_rR8E^A(OaVReL(>R zTOt>smvjtS)~O9aqx(@3#|I8Tpdq9YW%axPI`zd0aF5yBRI{IU@_)p%5bKF>oku!T z?dT?(7?bo5OdD@tncBMt{g)Fhan?7buzXq>YP4w{En+ysVFL9VA1ir8r>6uu`TV2 zz*KTAyVW&NvJK(q!*qH)YLK1Hu;ne>{)m`rP}=UNvcN7gT9PDdlYDf z&Qo%+SU{%|4&|MJ=jV99e$xM6j`+WRj{Nm^-;GcF^lWI~Est4QkUl)DpZhsh)>ZhF zB$14@q?;7cDM_aKWLbY8z$U(ZyU{ALf=4T^uc;ZKOX!)Dom~#DLEFed$EZySTLEU~m7O$JC+^Js|4B zwYBjthz~rsr%#`D7riwxG3mauX)DC}<&7UHi}gSOGe1AMy@|0grZw}WYp@8S`4fwN z;?rYb2SBY<(Xl@a6unFj!TKK`theQojC+)9&!;DJntl~`+v4PxBQNT%I@}uC+H%Sz zE1_AIOz|tYioT)ZC*1}?PknX)f?C9Bv0u`02a7LFXaQc7oy|TY=Lqa5v7Vlu&wYJ{ zZc72CFoVz*-OS4-EKH?)3w8xo!WsyIy!~W?0+a||->Bm8`!{cNwX`T4qWs|z)}P)` zAbbjg@NcPCoHa%PA@pZYb2Dey4KPZ@#bsrKjg3FhJ{?BtqY#NhnVhL5s*w12Pe>L( z@4AYl+=DGPyRwoH6$M6n1MWU_Gs|=fqe18`S;4KhDJknPg%BTZ;l^A? zZ*T8NI;JO|{gk}zWtBRR(^y9`)zd+!qhh^P1f0@ansyN2!qq~S}5s4PO9jFvan}9{A^9k$?X5zx~1W4%r_E{tH|4emy>E%sJN{mh_DD|6K{ z3DWVXE8lf^NOwgbtO=U~;TPbiKZR%)7cST6>G9R6|IF5s(y~$lGoX4??acAA} zW{>OqX@6v3`)Nho>Y?)!BAKX~+{w(|P?as#(BtCLEP6w?oD%+AKeS}xT@2AzHD@Ai zW^BK3rc?CJ1?B696#mC}$_3-Zi965fQ1F*mL{n!^oOnVEYRM-~@Ja=< zz|U@A!r*XRG%vKz z2x;M_oSj{pZdz|t2Qy=B%^ju8_9W0HOCz)M=lB;Fgg{>MCN~P&ktw|uDwbzwodIGl zDdSRbCf3={wqE@53NIWRmgnmN`Siqq0Q{IBIAyU}hgUpJ#oB#cI+VUZL}cVQ6A|Xq zE>~oOS?CyM%pskgsu%$_B(H>5L}X}i&=shyp`smvZh-BwHM4KX>4Bg}x|_L;E>dhk zZpA`JcfI^Rklc&z1F3Z)eX&8z4&zl|;L%1GDqAB{%H#md4nI{3KqzRk-iH9I5@rU# z`w)&78h4**cMjBzD=Wng`-frv0S-BPcb<{ag`p5eIo%JI3Mn2dmD@EnH8`t)n8xyq zs$Y_GK!qTXRzjSQFB};WcL|GVE7ARY$L7vPf5sUXleBV#50rcE(cMK{PY~NLwF_8XmX={jxMU|f?N>jqZE-v${B?8$AsnQx;h^x<&R}0B^N}TUOm#Aii#KV*mDG1Kj$Z7;8;9XM#U83M_m_kAh&@$*j<}O zJ9qPhM`9GiXmQQWg;@2T%AW zvdC&EGSX~zXkyCm!6rn<$MC?KBDqo;s&Br&0^=ATPX-8@)fhqim!n&3X31wx$x6@2 z`0SF)n|CmEQih}JE`kQuim@zj_RO+u#;OkAxP!*H0xl^jX#-7wEf_VxEQvT>TM!C6 zZ;b~NWgXKZ2djWzx=^_2KLyiEqoqHmr)7<(bnn6&^$rC&Rdx|8+tCUaKB+gcdHSUc zql(T<#}KBcfY9T}9t70YbDCBg5y>LGnTWb6_zs9x-_qiJt;;p|+|?C!TG~O#!@%rB zQ5|T2SIvFAHlZDPpuS-4LFE#nmq^@cFgGtp80*QKn4y;SG9ewL9y=JBZ8o~dcHe&P zN{8bm#mv=_yL$P>*XDUY=G(p%gw0C0c1otmC3&v>F0OKSku8X5#fdmmtR)~UmhoTp zWbN(k&0H5dQ~jM3q@*w|-hQ+)8b?qCo8rdRQSc+h9~;;CTsO>C)gu&T)dgG5fej&# zYS))^Nc(_Y+d%43=6UG4+Le*Px)+XcoEJAX14R-MhYYJMmdgg}A^xc=1_V_Rh$8sjdugl0h-!a$M zzcBsi)02}E=|v{OA6z?r-rn0@K{>xI_fI&2C!yhF6@SmzcwSwYs5cjdb>(oT-76i@ZFxRRF;| zGYj}Aom-eF%Cs%MXH+qai7Uy}4?4ONh8N3qUV}B4V>8?8Qnss%&U8UHW*uNoOJe3g_CwFW6nIi|5 z{|MVf0*!aKLv(ov`e8;*AY#NPMXdX}s+UaB>F&yCWwA@LwC>(5*m+?WU7!RB+ehpB z>DoL_w>R&9a&;+^`vcmOoG-7-5U$JKn`dE7 zN))YJWW;EE2JT4!1$|U$8zp5(+15fIsv@GL3wkkFZ}8cGl+xlzxgaN}WqmMxp6IcN z;~P;UH9iGzSmvht+_l^gOU|0wc$6fIGSy}Tudci9GR~3$eXH; zOuT+pb|%w$qzt?cCZ}ioR~)>H!hAPRM=0$$H<|=R^ym5e%IJ=}Fd)z+vNAo*Ts8Xa zR;tGcu2P5#4C~07^QWPrVn4qH=nKdF`&ypmxE|{jls7V8Tdw|W>RxTv+qM5(j1$#O zW#t^zq#BN09(qz66P8^Fg*tK;{p+S&NZNQ{#I#Q&k8Y7~r9zab-}{ostI1nhicEE) zkYK1pc4uO|V~11Ds>fJ{fCZ%tO$U9tLYG^a8h}5k_NmXGWo}ZZXW71;@ub+I$71M1 zj(fFi{4l8)bbwTwO_59)4b*&8{oYWSrI~FpLUEKT0odLEf(w_9#}wT9tPNdF;tYwR z^`t~0H=k`lUy+Z`7BkTz^kD=^bS_3A@$uZAieqaVY%wfv4CcGQN=nxsS4y#uUAt!W5S{=)=0q3CEf9}tNYrRY8;vz3MKE8ZzI;yxV$-6$ zccd;qzdwDPdf$bih=;P;ZJYZd!{*AE(MDKkXw7mxWDN%fN29zMK6Y1;fQa`G(U%g$T93$X3EQt^zoo^MwpJCxrkd^T7YJaHb3dS#sAXuI| z69d^?$+a5$qzoQ01L8UqNBgtXAV{Unb)^SA&VKw@)+i8)ja_|G?ss>U#Qu85Y@YGY z57yZ?0`#F~0`Gq3#ewQE2rj+@WTK!3f~1Zpm-N;2oy?J`uv#A-WAjLFH#UnPh|=s*@f^E z!5)F~a_Xl?OM?+<>Z@s?(+UTL`l}qB?{uy%na#^jLE0OfTXG(@PAbRf=qL{ryWPf| z+MD(H@5{1CWH|!5)Nl;VMxUyUqA|+23mm*CS?i}SKw4YOmCVtX1D`J^j#-qF3h}I)Tx?~_;vXwE-8-}^PA(KBzWBbpx>mLIvdRaQ2rAB z+Nov$*(btIyI{=V{2S>be?$GROlxnovL`1e)oGm0{3w{^ zT0N=Je-228vJYmd`g9uCQvL}MMgJYi_$jhA+ir_T4=z96S{#7M+4IJBS_0ZdHVH3R zgedxhPtbGbfA$h>aOwEc(ApaK^5tInIsI}cE(QiKaSBtDt22NQr~*!pA$FYk^e3fm z!>L?C)xUp9G8YgK*aE#hzzec8LhZsZ)xB1yOTPhX5-KVbxZZypo$cp%FvA;5|MdwM z`r`}VAw~Xj-MMil;5KU(dDUdmouiQ7>wr(TUr@Trb&-tB6t_MMd!E4@rhM-NB3)j) zav0C^;nLQa(t|}i>Lx5tx{wg3Lfb9gn4K=~@jn+#hpM<9KlS%9lVl@eJlJbY2eOhj zLUN-Xi`0jmN@?r@P&GHMU-4LN*MJda|M!=P&WebaKYUUt9sKNZ(n8VO`!TmTQ6ONs zD3Mf*6c&<3b@A;$Qb!|OE9X|KA|z5lw4i&G8Im&~wm{CVkzZUKCuDaI@InKPO2gXQ zTMt!66-PZ+Y4_y&jAq_f5!u+-$jR09t%0f@geW%S3)vc3PynA0wOxh>_j?s zR)}_vU6N7rw+f`#UbDElA^Xn}mz|$UCGJpXf|Q6jv>(dIoNDQ}8Z07?>S|v6{=Gd% zPf*w?(R>(4OpW1e%x*%=^N7{ACDya;sABpNkPfFp% zAYRcGu5>qpDt8@mDc!KQA!SP^PN?EV=1}R%$ItafjnK7BHBR}ZwSfESaHpn1s0Pa( zJ!~Yp*!@oLV_=$@6aQYOCwL@B69|A|#}7_#Ts<35_{pfZqPs)g;(^oC`EmQC07{py zWarN-_(+h^3EK}8Ka45~{&vu#ZDihO-jmf6ec6~v4t4cG^W11a<~8zKCrQd1O$~~l3xuL6w|lIRYv?oDAZGLZplI&!ai9_&B^ z{Moi@`yc|O5#&|`qii~H%{3Zg_I6e8JyA!dm>4}C%omD$?c5> zca#*MJiGwU&3j@x6Cx2XBOu}q<&P*HBW_-l<3Ue>iBiMf;PIl&CHS?n&wCilNP!>& zEGJz;pZ#qEm7maJ@wX|3W>(qEPgi326dSiGqEIke4wHXHQsi2H)u@;bUo1D4?+yr>yPOZ0;36_xtf@`LzvdiW7T^a_6~5kl9G}> zeE9IPGGE_)+HhocNQQF6NKfU=E69y7pLML4?nB^7Jo^6WB)tTRiHVMmPFQ#k^5`kt z{w#<6qF_venDD6h<{*U))k6jr#v8AQ#-h=p+ln%EMn$m`%PT89QwaoC?TIHZdS8UB zNMH`oMA)QPS63b5oIKX18eljoq@V##7>G{(=T_e?3D_q*b~1=SoZF|WP4XKK`+S4M z_cEZG4B;ZAs3;85{WSEsk94?Oa>+TgF7V#DE+yr)#m$Fo{pj&0z&HDmR>rn#TI#x2 zo(_qoP_fYKN%Mon+5MN`N(>DRVd;=RaffUzSYuZ1sDnOVYC-GZWI*YmVF1h^{bVQ_ zCvS{wZEU>d>PliQ_S{-LK71#2#Rs4I#+F$j6mnaEj8cCSCZa-Bur?2C#M>f+d(P-S zxD-zJqYzAb&PYq?95v*98h){PMs*51hvui_VGeA@<2+&>uWuDrLjsk{6D9x^Zm%7v z(-GC&YY^!5MkNW9zO%SMS*fQF@Zd7iaa`&n`ubF)=rI}g^ZeWI0z}SI#;zOTzV{qb zU6PtoAXxi~JEag<+bY3>A$6Ox>qaiSsl2U{MOV~Gl^?Ok2ucio>o?N?nbWD;GY9I} zaGuu!2L!KD1d0uNgy?7J$}hkM7hT102{nGbj-tPg?Tyz8^PqU&$9&VCF!8zngFp^;re z_z03reBBThl2^S^OjVSZXKg*Eo&v~&)Jef|(9iM?BmcVj_H`DEu2-5lI0@t-EZ2tD z93PeEXC!?$oJJ_iJgv^u*+I|$2YB(6-|(?rLA^lV)3fVsN+;3ZHy->zn5iswNS(@J zz~!zCk1k3yHBK)NCU_hROdGsg;ZFc{qA{G_xf0uXkQwFD_f`f8iiZ#wmQn?48^6%x}bE9P*G468fk0e0V4rMjY~ZZ zFF@z9ILh%hOVvsb$Q$$Mm$X;9ZG-9acTV6lC&6N6Wt{`k8RU&9$KrzHsX=sw3OJfj z_b`75WuNzjg-8<&9cgJvWmkrQomy$rj(H^|LJf3q^B+hYS8&2!92KBRmsmX4|9q{8 zHzPpxl~D^I%a^UBvTvVk*p{__^JidU`uh2^{U zoYoh_tz{QKS9ct&wJu`2me%=0d@$$V>_zz}MuZZZ8Y-a>(ebnK0M{Vh zu$??YQ8QL_b8)}{Cb$YFuyAoLL8$?2#*d&5Qtxa!63oo96`R2H0E#c{+DBkpQE|e| zr9AK=znV=5JxPyn&R8(c4^#>~4Gd>l`5st%aOnL+l>C%W)Qzc`49flnLn`{C<;;-4 zJl^zyBb;Z2h3oA}((^BakqxH!7E(amkT#4Fev}m#7k3~#v(e73kwGU>I=is&(8|hS ziZW_zbHusx_$J!c_3fsAg&V6g*lxyWEU=X*;4wFZ@Xq>e2zJ9c8^-q<#j42G_W=+QJOzqAl)U^o z0n2mVK?3_wCP!XT@xPpc5!_oVW7U6ozm#%S{OMz6w0(_{s(0(br56w159mMcD`(zKefN0}kz z<@+3XfbzWa@@{34kdRCrC+nYt<6ROvp2LKPWI)Zb{9G+&&i+RmF;ejXY|eN@I+RzO zN4hl+LOZ;3eQICKi;FgfRaSb`RExUbu90w2KLM+lZ>4oK?)6R6?ihwv-w=M4W0eZ-&?f;(2%AiY@eHe{@-YU{^Xd zH3|UO42e^WVDHILGX|3UU|C1>Y)gzbkdL9t){|>61j#aePk7_dX*LKt_4KxvhN3=P z;wB^{bhfk0y#1bGq#MR|_xIo44Mty}@bMfWT%a1Yx)WhK+j6z1)A`He7X+K5Wgm)mZ4L4iQnv3G`J?CX z-~ep{V2=J3lg9QZ-m~j6b&h~(VV-j-^d@-YQkFrMpwz*1bs0?&JAs9T1%_^6XLWL7 zpQMvC1*)Zhm@C|OuUG{*0s9Sx48_I7C~3YCvSY}(*@Vm+4&JR#rAKl8Uc4;z85_%# z*EtG_hqV`tR!6QtUZh@BO$O&CVHB=a#n162z?R@xqhKTuKE4&43}`%NN0e*pd=Hw> zEm=UNEwoy58Au=_!^1@jU+e0+l*6wMNK?~K7kPp#hX;3F!90SGxkWU@! zV2Nbn8t{nO;1OfNBW}H6f5YDAdm5kJ;qoNY)cv0$0Kw|&*S|{1No!_l5Rdgne!Fnt z!n;ay=&OPSki@rj0kHTLY(2G39*w)^@FI7(%0sWfLs&dHh1cm2QY(HdFGavsvg;;@ zdqi^T*dKd-MpmZKrnz)iZVcWe^MOQK{ko-{;0HNRt5!_v;-;!RU{T8~+kxLMaxq=6 zn+Te>w?}z_7XX6j{}E{k_5O;qV4Cs)NNB5}RUcdMnliW5qo~aqf(RQ7+PVChl;t_#I=y;0ZpJ+@9stJWI z47s_vYhiBc=_5yJ%u{jwV2W|{Q3(%z=#`B}NZ3rTaaLUze8-W(Ef5a|=G zt;_Ub{=Yk-2zH(*;F)PK2p=U+JF+sx^8!!O=6{Wk2nJN*5z+J1)a5`E`O%Z@Z+gH4 z2>Pbkk=kjvJ>=9>0S`8MJ^6C*S6z4n#idYgfbr+%SK{YN{F=tZKv_VJ|6wmD&_ZF) z%?bC&=&KlSt*!k4>;an%O8w z7{?=ckRm--7%yAW7IbfOpemFaygE4jeL%uH^o?BE?3 z^Hl(donvOzlXw`v(#?}aA+KY0kM_2@(-JDEv4ifB4FQ0gl_g{m5fNc$|FLq<7FZ9y zzSw)WVD?-vI(V6jDY^&HxWbiUXi5-dDUIo?pko_e)9D0y3VL1*n&OzNyE!?(p9fnan;I z1#tgQavj0;R~rzbpyWOhSt!hQJIk{x?x+tZqC>eq#s4dh{>_+?nIm9H2(AS zZM-X|e|dPy-)j&R@Wi>OY~?!E$Gu)-Asz5pW}VNp^}^s}iQTc=nepc4W?)*RLHZ98 zs6eB+bMIcVQwwA*;YC5TGgLqK_Bug6Wliv91jNaZ{l6oPe%yWm?Rw>z$|_H{w0pO% z)|-nFt2cK6=!6$*=&b^&RXngG)XSZgAU>0oktr!F`(WO6LqGRcCfH^0Ku)U@wGa#q z_V)u9!+Y|J3-OJ$3s*`0t||Cm?tdJ;nm>a4m0C@KEVJR^8yk)VinK}*-J~|oOm4Elk zw;)=SHjpHqT^ig6d|b2u=Q4$>a5Mq_i;9ZM;50BZ)A%9EqZ@mN203ko;DI5(c}Jnd zrhfknaSO)MvF>0;yYV*eX_n8^?wGx2CIM_@;YuxwxVSiYWRTIA*n|WA>v&0)!wRL77rLLXkrh;g1h3v6 zudK!^<%H)o};;IqvK0+q>)AR7)9IURo-91$&++W!5PE+If@i3W?wREB8a*(JW5{Zto-ruW5%lI%cnQ8k61S~;O5?mpKPcX&v ziA0ko&F|NQh}x4fQawiZ44+E>R%+-z7fDwO5_WX`KesUaBk?9{mU%Gaw0WJq8-3wa zSiJb3FC)%Sy_N~#@YD^fz0rk>EjhL(PP*>Dtn}|{nSYHyWbA7>D+}6oR+rh^CR;nV zz~cR@dd6%eBkpS%dhDcf7y65zFY;k+?G*g^ky^|9Qx7%<+FuXyxwweYZ@sN@*1q!R zS?&ouINqc#&h$sVq`M)V+f|Bqe^?#Rs?FR_|LSZmF+Os$zM*}g$`PID{m=W&dS_B+ zs}NaU7*dOQaG<8`E0JD(ah~AMgM9jyCkN_Cu6qNiE619M+c?G_zwh`M@U!Gg_oce) z`|BL~&xaX~_A@?%lm3_WaxGpJTDPk!&S6FQNA{908+6xk?*QbI{OhhG=;GgosdP%m z0nrvdWE)o8bbKDzk5&EGecvm5&+~YB3qgE!qQPYgRlN zFFn7AO#XS>Y(Ekob5>3Nco3eRI5tK>BeOpE?#iD}uS%esYV)T7t$NIhyvN#yeYE-? zGMRn_c07N--rjiu-#Hw+r@j{;S$6K%wIy>V3Y3}uym1$-zKZ&p(=5uk3~uZX)ufyo z5zG+%^C(dP7aq0B4ehDNe0$v27rQlnMPT~RgH%{PHrhxQC_ZZzPS&linqB%z8K^z~ zaX;7yE+uteXdXYl{aeu`Lw)VXBy|rhfg5Au%(Rw8sWbmvw>x^=(wcSkL9tS17(EDheh$&e>_08 z_W`8Gv9|RRInJ(j9`yVQw8rW*e{6$WSE$)^*bJlw)ngv;c<3P|1)8Y;`sR?KAqWgyd|8-xRng-=t<(Knw`KQerLI-O$ zM_e!d*TqCe6(n^aW>pe9T*c;zZEgd4Ro&bFecLL+1L8h9-HLg0dQk4rn&rM|@BjD+ z+1L#!U8x0r?r@f|TAQoxu0dHFoXc`#)c<`V2CIzjtTrb^%8IIV z!eBF(HsZqn{KzT&vx$Ep*v?Ccl+&Bg|8f6I0_N&ETD;;|Q3&^AbziZ}pZ|Sd$nG)9 zMO=Nnf5M{c&lhJJTu~dVowbj65*L@rTq>Ue((K|)4y*E@(-!PFQ6#4h$f~?EoS&QgX4MI<;DNLW_in! zUnbwj=u1(=(y54AwqJ#de}Lk-Q|-alWloPdPDn{NdwR~|;q4=JclQ@QHD_|pXX3OJ1o1K!0cs=l(K zJT6(3bjF1D537Rfa(jLDjnjgzdVJ)ep`OtD=61#_f0{sM5t038#h6H@@-vUorn9!B z-R#mq^}&CvB~rOhP%Y*S*5FvQp3-A7PcAOX13Yt zuyYNBw7P*24e4KEV&d=|0joh@AX>1WIpYI)P=kucA-WG>aI%SF$4Z#jKW^4Hga1d! zzIeKT$A`6%*iWNgx>j?<=V{<7PQg5A1VN6&!^wVh1L39C`~QdZP>4Imx%TyMz|T;y zwNl)DDM~ZIrX}n3dV42o!7th@elDMtiRmp6HG#LC@*Bf`?ESwn>>Ys2$X}Sb2dF^~ zii)nT!aAuz%%fh{PW}bGe5o4*b>CUva2d@1*@AmC$u<0fg1hZ6#0*so4gh{>H_vl$ zWJ7wbJruZ9YU%xt{zSL{a0$b{WgZ5Q`~Mp=Cz^h+9vXazD5EU8GRQYcDT+s`tYVVn z?rXK*%)K37P*@13SBcAW@ixga)A_!pQfn3%w^P+xfRZF{z-LB7Id zT;TT2Bk^~Lv@=2%7XT1cU*AwA>q<`v@bV8 zLL&pE5!HK>CJMW|8XDnKsl-4zno#}=)h1!4)bE$X}iG>fD z9L44{v^KbUa!S_4dC0XFzbr~z*p;|#Ti5#<==*_LgL4 z;A_A`f!YS?+VMy`kQmeceJ*e84l_Q9=f~Hreyr>p_TGbt;ro28lqDG{=8Qt>Eyy54 zeX@cwSHIE~NQ_x!ubwjg4*YNX29I2Z=o(SRT*_<7;{JNUrNe^aUP|;iUKF}-T0K2* zhxR8Ffbt--)N-F}y%a%fn5G zgOhxB?#k)F-zfafmJ}aVi}qb3wHR?AtQNlY3y#yOZ+u`gnaYd6G`awyUt0loLbG9g z+MM#Q%8#*VHtu^CT%& zB6RsJS9mSDev+?bMHLg-UwK*Ke}0JdB+L#1((8>NnnTQI+{WLr*O0%B+5=9eISZoV z%;~IetMNVFI}Wv_zrT<^J3m}n`0LYue|Uy{sy9rpMO!dM)XMO-I`%s2Ol5P=jfPJR zV*fzf=+s~U$3EraZv_HYbMt=r<(F=94n=DB{=HNrm1xC(v^z}z-aApN=ldbG)hRlI zte0V-rsx0tz@ig^vm3NyPK&6;Z#5&**a_>mw)rKf%kF#<4QQJkvZ;m`J0~Kd2Rd8x z{=G+DpKZ8hvN_Zn^#8H;7C>2TZ`>#d5&{y6bV&))DJ7+Zl!yq@A>G|-l=bS&D^WC{~XYPzM@4UF)z1LoQ)w7;ojPK9wI>&)^d#F=@iM=?L zQq0=A_XqUDtXpci?wsGtS|%G9e;_DV$Hgli5{|B#s_K3;Z|Cw{py`>*>#f}fQjxgyC6M+~>ol6gi>yb`9e+^)~U!L?rIy$?xadqdrod(Hn ze~jH6G}IuBbS{V!wInpbj51+o$jT(s+>6;)phBs_T8~wZRyKhpX~6C80UJ{i=0|`z z;a8Hy&-nURL*;8|Yjpmo854_;_=4WQMlP}M+j0Q4+CP3+zFRTBW zxo9ZncfC4g8)V;S^*I%QH4s{}5U0@=Wkq+fmOIZ91DIrhMLak>9KPPokA2=O>K~pI zW0tODEgX3J*o(C2UTkz8n>`2si(#t_K$m4a1ZcOGy@>~Zzo2)TZIkRaIWma=k0V_` zKiRi+iN)eh^h{@zAAnp90sjUhlIRto+>h5Mh;THXc*|F=(TBQV5$9`Jb#V|g7u80O z&qBRJQw@exQc@Ct=xhO?+4UaS!a&8zH)K{!RN8(KTG@ED4$j+%u(IkCb?A=rXJll! zfy`@2NC?0rz6%Z>y8dWTjL+9(%Pg*gZIhTqZR&5t@>-!SrlL;U4*!e$SyU**=R#k^ z6C-T&_7vgT%RSf65;JKc2TSFZY9au$Qc_adjg^8Uqu+<24Uc^I+g-mK>C$!#RA<a7thUc%|ty)Z&^j_5i!Fi4}31U zl4-CuxNSEeUr}P?Eo!e%$&hCes#6#&#Y{rAV_!CoD5k1m46|z`WJ0WbXXNFpdA0TYo5d2m0J~L z94Y(ApRb}OwQbBePdGzsFju6Fel130!J#k?KHcjBhib|Bu1cIWahB68(6$a0*E_^( z+efkcZ@No4uR@kXD==Hk+MsiyQx<81Y#;Q`=?)7L1uGpZ<8Vm|znSuJX5p8b6t+>V zcMZNfS}IO)0CrYfYyU5Y1etfhIG_ih6}#`>VMo1U|6h_Ff8Gx(S?cj%=J2QWJNn9Kt@j9w@$Vy*|GJkl zDL>>W#3$gq|3F<%Qj$)!Z2c+_jQ^}zC(8}){C`2e7gz8n;JsbK|9xiGbgKfk>^v|e zLnp_FS50wjkNxs#f=WNPqjO=5c@mI3k>slZY8~oXUNn_3zzf>Qx78|j+|j9IGaKgs zS}+^C5ODk%hy!WrFjK~d57$=euJZM~fL6joO)VghnD@OE$D$#@<0=)UB}8EqYjjb5 zki`|e=PWKzEGFB?xzI`uFNb-LiOY~i>5-gq>1o~Ng$3AYH_MIWtAfldkNr(xY$O>; z)Bgb=5dh=ND0+Z0BNgO3-gp5DL;=L#3lR3@2yk7|79zVa;U{MvEuoo8HS2sWeNFJr zZ}qKxe&GtnZ;&i*ciag{+DHDCRue_#aoAFeoS}K2<+Z1wbXK+S#(<9B<3_`PSM%M_ zq$^#CazHT#i{?0WW%8u%KZ%kCa*^*g-(9ZGbK<__B|$SMzS|GP+H3G`B#|gs7srC9qJPggYS=ndhqMsh{2-#}mF3l}1 z03`fL#OD@B;R7$T`s4+A^k1#!;6* zYKk#<0f5Q#&l;>FLaO(8wJ;T7!Kgoiw=rS7alqwtN*A^MuVT<&p*7o8h=MsQ_&omf zY+TRjCH8&M{mLpFuPkH$QvK(QSkHSsaO^4AAuVqo<*hcJ%DvkLC&1vvT?(M+0N$+632E z9u_Q5lq1uPK%&F{2^H)ijF_wcuKZth*YKHia~{#l2Pa96@{HQ7I0yJY~(oKC5Cp<)$y>!n}vUs(xiBuo98}pDj)Bz zrop^bqS1xT6t9R5M!~fm*Ea5#ne`jS3ayHVp;=0}kiFatNPYb4O5zmQ0oWnJA@8#& z!9GMP0VK(Ol;^PgQFDnIYAS%IT8c^<%rxp;y|wvDWL=V}Ndf;~_rqbkn71`nID$KS ziTRMimOdKf9sbu)(ADPiD+&*+*UI>gdQVpoZWIq14?(qW*1zu7r!MjA)wAfU2Qr}DKH*6s#lrke+9(mAO z6NvR#oa{f1@Lsv?Fn%IOM#hUc9mMqyC(!6^o(Eo43;Jhpc}JjDBs)+46GxyEQS8Je z{ihusyuFGSnqkb@GNP_TisMz6#Rkm zTK~D4&aHO&1=qqk1ml5GT#VhRjEi>#Z2x(Ly9#aJ_oQ-UHg1rR^<>i{)>ya$c!VKhILJLJ%$cbxny>8nZGJw z_aHyy`OgD{i!3I^N|~(^k5cJ5D{60$3#ZFl|EKzmJ_!|&*k4buNPQHA+3gMIgH2*E^-HCwdY#D)9Jef|)s1%}IXaAXYHK^td&*hCH zb;Ft}c*+_lD@BYWg#X)np0`DI(I#@)r}1}dp4v|tK{XFmF*yHIueTyJq_N-(q^g6p zGd-}-=<8cweYigxl^pNO*5PC0NQJPuq1RlE=cghnU*P@zJ#52J{?>3_yRZ)<-ujz^OWUmN&t0BMvPEU-wno=8wA-o+q9= z49sM{&q~~z#+uCc9*qPSdi&=PlPaUHx;%spW^Pq)fF}2m<=pp2znXM2KV*U9`NNfg zECBT`sRCgUWE5?}5eMSs8bEgk@eyElsDpi1YRwA3g#wC%6VQtT><+OI;@G&jjvau$ z;&1&0SSeu$QI-ZEi^2W={oFV~6_DQp6`2JUX)f6<0Re!fJFplPynH`z1P3=tzX4t3SDR0>ji+XDm1%%iLk*3eDWKt{-30HQy-fiqTDm#!{Cv8R z4|w*+KqzMAnUK&GY_YV{#>NIvHbs#&cQN$!^aL)V0g``Q3-D%TC4smb?Wg^sZ>lV` zS5O{*0$Tm&@s&uNF1$aU)l?7l2y&}_#bN}n(XvRGy#jvE_UAX$(|vGQH?E2dVUnKD z`jLJA@VZzZD8;#~lYjuLrlw|r$kxFDT5uW$f<+{7_3=LOcrO5ATSpe7w94-Il-idR zo5jG8hWmhjc3BdtM+)+paD0E5y_WfTFf&$T3w2ZRC9(jcnm^*G7OPh}EfWxs*si)_ zkb{CT&aU*OIS$YFY%w1~+IlX+A9QC$s6cdvN7Stuc{#a808HI!?|5oyR3rKz(-L1EA3S!WX?S0cvo7 z_-L7xM#;6-ryZw&CL8p@wRjs(&v;`-kX^$U{I<82QoW8 zetuFK^(?N(mb24>oo)b!z4A2&q?!8r`^T&J!NFw2O91Nvi3nE^pdS~jUDdR+M0h%N z4l@)SYhW5D$(ZeK+|Radj%QG43j&c8$o&Dp$W_+1v!n>x8m^6_GbTuKV@o>S2Y!*_~^DVpK`D21qj z3T}vQeot^fB}P%o(Ym~Th(TP!3be&MbVcw3$Av{$MBHT4re&1`3r3x3ykOewL9R2D zLBoC_{Yx6)cR<0=AQr-Fu-(%zm|1`jw*cm`abZufy~YoWLJ~WmLI2(u6(JI7;MHWy zn7!hbi_>Q8%363`dW1G}OJ;h!^p_YYomZt9`0}OC0-(1}Ba0dewCSEbN^CN7VR!1K|j<@xax=BGojT zKBYI>AH{Shy3GbNGaF>(lZN(gC+dW}H|6_Rp+)UE_f@wMyU*`w1q)i7%*F*$zs0kG z1V!~#FZ`<$vLXQb&}mTL)!ufv=#_M2;w zk@tsPZ&@B9f(imR*t)1$+}%m80-382B*}}L2cmGkCO6VNZ`#Gf?l(TDmv7Qx`%v3A zILtA4>rh74U*p>72E>W1t>k;t85hTC&Q5-^t@o^^eT-21xvzB!nm3f3e5GfLn}al= zDO^s!r{IdMW^eBYaM#)b6&i~<9N{ol2(>dC0G&FP)7y`GzXA%O9>TAT|Z;(d{H4{TtIBI+3s$;l1xq!G`B5v!ofTPLzcO0QP_P zGN?f(fy=W1Ng-Zsxa2F}C$Xtig?XfAd$R-)0O0@M5{NzS?}RhpdWAg`(_E_N@|X3J4WOdB?9w{j$(-L4{@3FJ`6-H8Hg3U_*YKr^>(evZ$V(IW-Z<*xL`cAV@`<#R`$FIHR_(T#nMTdf1Pj_3iq%O5#a9660l0Ia>|}ynjxk|T+YmV9x00LFd7)#@Uu$*IfA9&jKPBagXD(2_h z`p-hqpmWllvql@VRx(mep?FwLUsSNLKiGw+yfp6KS^j1O<6EXwXWp?7qh*Ag)VD1@ zT|{loPd_r9T5~cu`0bmm<{^YGyv9Ga=+kL+<&E11j1K+8=T?(9zfrJ~{_;fePG%2dgT(rJa~en$neyOtX_K zXIXORHa`u|`#k4d`G zoG^_Cu4AA-p5bLb(h|{sixKXov{}{j`1r85su}Q|si`Lb_furAPE>0u2j{Q^Reg~$ z-^M<~tj9ueuuhS#`uWTIt>;zemv7}#1k?jHAMo0D@|oXy-!1s|b_i^P%HYJ%xmSJ( z>}E0-KK4(-9_;mdLHo#+=gYO5TXvrc@^4q;EIW)@=*>SX2-4svXXdZk{uEZApBT5` z)M3-oPOwQk3Gu)>=XE0?-rWIkTI&iepIKnKpDB(iX>MNbf;^Dl1_{@j-mp-6Hx9$4 z6xhUBUERjTl&Z_o==XFG9DvB*nCyG)!Rau_ESVN%K7~LmiIn{Pz{&_`^5fX5K9h;M z+DJtihLP0M^w07?vaMe7u97H*jvs+RE%;-PZiSG5*Ln~puiM!2PT-OK3RIX{(MHsKHtPd0~B_@_HPo@DRBmJAYtj$EHF~V-za@g+=RI$M zlCuDgZGaR+3DdwD8<}<(?EgIzT*fX6Ee#J&0n&8rC`^T}?#pw=syTI!)$>Z<1Lg^jloKC;bF1-+h!>FLpmcp?%SFXcb_FYBO&>DG=epKC;24tyld+lOWmEOi;&Q5KCbVV$9V4Ib=!Pw z9b0XNb=#~kzq&)g{nF_Mi;G66<&@;O$Kn#$jI^Hkz-G#~#OrEoW0&jBXfM?TPc~p< z7E8VEe3{1sdS}e;5N!2m$w6ww{?KCmfs1E9jtZfPB9n|ssK%5!oJu0?hCNqos@)c9SdJC`-*B|KYfMtjti=hYDP7Ms&2#|j1w z_bHr{_MeH7E?lgptrT5$Mq?dfYxfA%_190Q_4HxQ zHV#vI!%1~3Y^v4k-Bn#_^ZC@uqCjtyx zU#QlR)T2nxrx!xcJHJ4pPSFc~7RJmPvrc$h+p0hHn!~F*JI;f8FH0SmELk%y$uvKf zFfFKvFtzLXC`V5+s~0jU6W8N+c^Zhw>dNgnXf3Cr)}Z1OhK4V+C;M2!#Mw2cs{ zpZ%2hi6BW;6QpJ2O|>NI{cLWTQ_@=tubu#fmBKWN&$WG#kpP&qnpZcLBc zGZYQ=lx{_oRJiO%CB2o^zu`LyNK>Q(f&nrqPLGqM{(lur>M-y?x zcVm!Hq&<&mC|u`QrsgGx<{rei)0)vVk4p3Ev9FYLd$V)h=^1|~Xu-be**zM>rAw}3 zCe}RmuF_QZu7&RVdLnqM58V6#+zhctC!AA#Yt^aTj=m5bf78pUnfPkqaz}&#Cj^T< zbT&r>Hm790ozv;rgSyT&G^@}N+UTt0)-|`}tRs)C=-#b^u<2rt>GZJa8vlZ`n1VC! z=?x3_k*ss3X4gam*F-$m4ID|snx78N-CM`L(?##6Q{PS3zMKA>Fdg;NB=DG!L(^*# z@$-DM&5O`cA_i5tNW-^If_e)6$RVRnc+Vb)vUfvETsC&Jg zr|}Sh_Y%IzRZw-c|LkGG<2lz;C6d+-2X4ygUYgA{!S1Rp)85C^TSJ+Gst@`c8hPpc|K6yzw@DK%zes-I#{ULf*=3{RLU6u_nOnp4jiEJ@Z4K6Pu6cHw> zJggFbH|~GyEfOQZcTEJ4bCqUs*?r`)OIt7Tj#ySRFHkU_&RFmLtXCEhD%=o29&R9u z8tHb?)|yUnmZ<$+7HOmQ`*wK9QhU9Ieu>-*xQN?fgZ1fb62n3fDE2DCI2b4q4q?QI zyVzMV(7O+x!)5ykdOnQZYFCrECmKN*F%$L%*>nCe73O^&Y{_sgC4Ffsm;14I+jAv+ zpW-l~L_kICY!T@@^j>c)sp7p#Za1nBN`Du(7K*@(m<*c_kRF%#A`u}Uu^#azZjIiH zDwT?s`h<=u_tQmW-MGE!LF${%4vtq5-%mAF7m^`#Z7T_!hnTfNxX6*@U6>L&6&z6~ z;Sy9uwslld61qiOivDC7MQuy!=j6dYXE-s(Q>r-APMQ=&^-?%{0@SR%?4&;@Y9eAf zz5S>b9o2k~ThwuiGj>W5GU0n^1AAvrJbUX0S(CR8Q<=3a{N%-a=!Ua+Y zFNg87l(9+5VuQ09i|-bC#F)wql|Sh!tHo{GU)!1oEte!d@TEO9@md~bw*5-&W_#0Z zUYvKEFZIlD*>%bV0h#yyY>#kBH0y?$hzk_|{jAF{nXaVw<+uZ34a8dmA#EH{yJ_8X zn|XLzKeFF2wx4RTENWwTSz%kx&#U#A@nuq%oMuo2F(rZ`7Vx72rY>{^7RoVmpg9u7NBSzj6zX#4x z`bP>@SNV5BwjHl*og+UQ8LU4wAbDcI9n{0~jL^kBe!0=U--jeENH$_obDS>l2X){C zW1!6k6zehdyIT~2(+?}ZD7~L~O6{nibR-{8`|>A{^<6x+vChU@&c;V>3oVF(6eW29Eg26bSrDi8!QCkSdr|xl zcI~<9@ovtxV$t>i`|R3MBR6&9_vps&N{!_OK6)9AU&}{FFp0n z;<*xCNDCwx9O@920f#+Gi}&{%y$>B=NindlzA4yUy*X*iR;4UGFMrrp1ew} zMpB)#KHPuHeKb0FUXisgL77zNg+Z+BizDge zM*gkh3&W~r@P6B^EceT^$&MTda!bVbKE?BvN+CpCaN0z*&H$1MVR~_yRlt*qNP%)H zoK%wM06~0oHO+)P68Qwf`%$99sbKle&NLy#ilwr8*jJ4z^6H2WmPZ3OXK`DRhQi=)YI_+M%KH-%m($h{4JiWkWJN_>wj6J7#1o5G zGfItLAZ2lwK#dr>hL!1a41(uaT-iuO)J0jw{f}yk68KUG|M%CDtlSg}gym%=t!0coY=xOUm^;{HXjKgDcw?{Q(LQC_b*B*q3w{Ew|yH z3JJU9-Wre85#|KHU`rtf_uw*=QxtZ20c;V8UWy{!^~M0DH*)9=k8#U#%b{qW@d9UVgx1))2A*^PiM)2N2*#KtPx+ZBaFp{@*W=ht(%a-fIuY_2A*dJ1B_TD$~e~sDJ)G zmFmzNREdM3FX_t9<+kUqua;OPwBVb!SBk)u2NOj6gkaqWkj(pdIXO##k;N5Pq83w} z)fA}M1C%9D_E;S)ngd4KAZZty3kdi?61-9!C<&{UB?!3K1IH`{JD^XEN^Z~np1T7KNFb1|BPE0Q7I{M*|uUbCb*QZ=*y8^g2F}Z_- zg8)S;@(Cy)T`Ei`QmlX{0DuM1eI7JNt3yEO?e-IL#b;?P zS7wS`G5tWZ=PL&U|sAtF#5_SOK7j>7K*=&}gG>+pIA z@{rA1DSZh5R9WS)6_E=XT*&VZHa2`>7tr=`Ib27*Et{JO0FsW|GeB$@Fpq$o1haCX z$NT8_?|~=S+p&fd`{QkG7F!?z_QLLDSFg_i00UESm4$$iA3&79KHB&Y3VC^nf>x6Q z>UZ(+L^wD%ym;~O@Lpt48P^lk0=+^2J120-EnenwP55oo{~`TjkEVSpn)Jslx^ z?Noru2PpB}d9AjaE1IlPX!a+ep<8~*I z%O+#df-7!t+FN{k5e_XNQIVr>1J_8f%@ELTMAVUc_NfI3WNNvpmJ%Zsv3ULfUTCjx zx@o1LC89HkM&J0!A~_5=3Gp08!1D~Q6Mz^&8k_oOSa1_cEW?#n8yKzzWrEi8Z9rdY zSf$t)g_z>qWvrq^TB-x?!wf>xzaGbxuw3A+FEq2b-ropzJ@r*+7bEqT7US zen(Vxhn@2%papy=E@o#Cvc_nl$RtJ@+U@}l(6kGTUt(+#Jl5e(jjcrQV1-=CFcsF1 zMt;xj2U0a*IzapnsF4CU+kIdHwg42Yy!1sH+p2AVSd!qy{+%nUJt4NX_X>BRo54Oi zTntx2@xYNoCl_>hWTLl-7*Q1LKPqf!6`Gg!DD3hVS`>-elE7(iM~CMEaBTo@{p9Q{ z=)(()GJ&DjdkgClkAo+Y>Nka>Kvp{Q8*uJKsy}d)xP{!Z&7uRGFwtLQprAZgRMe}} z2B62V+x4CR2^t$qpa6pwyNR%nBT$rmKk9;RAq||X@4f_vK3wGR+AP4TT4)oWqX+FS@L)rQ4X5992KjmT~FeC91E>Ir#J6aj=tHCbh!l!TY%*j~+ z>L4+|3CwmB1-($4AY!1tUMRDpyBmY|QpH@Y^sNaZ(g_O$Q<9f|tF)N>$=kSaBc~^h z*+6_(*u{7m7)IA$hMer&U04qz<9CF^6EQZXe+~Q&Lv#QmtZNl8DuUm=`}S;%A}B*N z8u*hony9FZ1EH{qQj@F_{ouoIB!qoGV&b%oj8I3e><$&u63UBbP*NGY>EG(%Q#CaL z0r~gOA&jDuSRkpP`zlozq?EBAE^IKseGUh7N|sMR8gqUQhx#Rg#irFQ{K?O+i+veH zL#8vN@XXz#)Ya+f>FeWDdc$MWBxw-5eSITx{r>D@Zwgq9!Hc4%XdiULo*)PUJ^cWbyz%%LYs~0LN&vJo3z1B8*Iz;%WN=%Ys z;SGIhZ0u{`YGiB6@n(%pAqQxB0-7W_b#&~rA2Wz=%r^r*CFf7cg#tx1)y# zoZ;gp-NsHm{{V6YJONsHl7B@jxo^=B@hS zQJVm5@xDEeS2x~z@G0bsLFdPFp)6tKcRDF<0tq;TiiU@;2swcxjGgGMn2@WX2b`ic z)%?1niz#_HoL#Q?c&T156cv3^Er7$P8(E0X@yASe10P~mw=@UJKcFqLM zZB5G11>h|g9*dU`CeIUw0d)_(ptZsiYkMkWy~3+C_hZA`|17~*{)WVe8>ql?ZI;|n z4tzsF{_SV@2xa^Z_|_dAp&%%-`h_NhuV3<(jGe{c`1 z?(!($zhAHe`ISOoO9sfnz@Oe23pXn0VoM~L=7}G=9 zv46(EVam7W=9@5nM#k=u5#WV^+A+%s?0hLH5jp_dEi*q~W`N`U+S;1e1@66jz;iMW zbf)j$cY#wXFtr3^I%m-Spy3M4NU%Oe{eA1n$w^?RGc-5|m>^d3ZP+Ih@Pezu`9xpw z*^Bte$?N<2z(Q6E)_i~(qvc)(XBR1jz=8z$C9raFflV2&(;nCtIv;K3r={J9wsdmh zc_UrOd92#j2$)8DfRLbK$m=;HHMssD5oUqImvmGyVTEkSi&#hWDTUaQ^rGh1|KIRD_}Im2G0AG8KBXOFld? z#LmtBhcjYg1fN_J3s&oq>#fj3tdYlcI9&AEh%b;on(|W_s=cR>Bnub}?QNDNzsc*t zpWqgHslFMl7tZi%94DvZ`#p&wYT4~Bm7jStjf5}W&xi9yJwx@?;0_jaI#ipaEq{7H zpq?_Iivt<*}#lfOSbB)lJU9vGlrV2%46aaC(aJU>Zx7d zy{3VR+G%46!fKU#H+R4Jg#Lh{*_}wK_nUJ7{F1tEW~>=vuY?ht3?ahZqF?1+jo2QP*+g_ICmt-Hk~@0V5*`;~tCO2zdzZz{`$`T*C)qcpPYaFKlfkX|0>7+=&$d8{hj^q>;Lt4j=%5o`|mWY z9Dm)A{jdMv_V z339Og`E^(37kV}pcGkLjHsq}AtdVjk#F2g;4qX}w#`o$oN)5iXMwC5-$kA+O zl5bLZ#fx7>j*i=+k#KQtwg?2+AWd!-?Pas5spO^+7Wn>5t zUCJ2O+F7f+5XWdiTo0!=o$|{$=`R+d9u-4vEIsSB`R0ZVvxc3fr~3KhXQNv;8yFAi z@^C#jKa1Q=5Zj)!Gcan{-|aC7D6!{MzJTL=&Cu|!hWwJsL)PmB4OH5mrmQz|4a_%J)J&^Ooiv_>U4pn5Y|a6#LFJQx52(Bx(n72$e~qP{4_ zyzYEg%KT29BXQNu|0JJB?0s_n`%+cGXu;>0s6I=QD|1t5Lbr>m@_zOz*l!OUHb0$n zzGK|wWqM}YOHI`Xse435J1^ytXuQ64dn!osCRr3}`y;ZEoAWaWDVd7Y=JGYQwIL1j zjz$J7(iECPoY|@j9>?LVZ7WTtPj+RaM9w9usT)Y_OVF)KQVCkH+TjvP=KDXcP{X12 zzk^AmiHhsO6=kLSPbZ#PbLrrhl@gI{N&RFNZ&}7WSx(DTfEeE!#lEU7oH-V@3zH1W z(@8FyF8{=+KZF>#_$=S+iQw=~vzieF89t_a`%s&7M1P|})$AlMS&$@xO~|@hQyK3pnakFW?rw`N zM_2BqR0Iw7@Mjgy+J|oi$Qq4aT;Mm9HdQ9*t&1wC&UJmsy0dzw>ZxOcPKZ`6s-QxkW}OQuB!SPXKuU#b)juwP~oM-y~v0yYSzFrWgY{T*dN`> z>FL$JFOhD<$4|>0>~b?brAgYPQnZY4P_Y{b4K8bYesk7Eq_jTTSBhNu<8$nuG#ut6kZ}sm$s>Dn>f39g=${ z36HVlTz8?SySuNt+-MT z@Xj9bK1tlETxy);Ya$wC8@Jot?oz~WWx(tT1ELx-pZi1gnc_}J?ipc6j*F7yr|Fly zeUvC_FR9Ov={SGTi{UNc@)^H+d~h%zliq(R+<}KU!*TBSHgKbH<+3rm@oSO(O*#A7 zQK7dtF4nVAChz<67T>-kXmr{7Y2bDlIwX!_*sqEC@VL&a2JUNOc8i`C6W?7qtRf&wS$ngES3JFS`Kc%8 z^Q!yj1-l<6Kjb2@ALjO<#*PxeH*c6GuEZ=8RKVZ2&drs62PYrX>7L898+Juz-AKk!66nvBB+e7ASZC?gwgl7VG2hAfOF+RX6J{-HgtF7&T zOq5UD+#@^nlMkv;2r0Rl0h+BR<(;D9Bg+yNb_ZD7Ua~k`1}m;dKv0m^p@oA-7)D=z z<7nSKa)V{l+a)J$hNgxX&x_d0;CNlmhvSo?-onwp!3 z5tmVp+ipJ(kGT0@6v6CLkKv3NL8ZQ~9iFA1{epY4uIBRA8|}05;?$y|#Ne9Ld_SLj zg8IQmLX_uNP;`cay+h_r{PDPRJwwBdH%GG;%f^P7=6QIsG9|+PZ){cwvbi3u$-S+=9_Lzn%2O) zq!~?Rq%Vz|zBMNacMmr<+QF)gP_=Zl*U?#S z#JwJEya<3%AjQGZpoF?~A3h8b@^Ba>FH}mTuGid zsQg?L$|x*MY*@joj-Z;c&CD{mAC6qgm=q#x&beQs9_w;Y2{a2dL(Tk$Ucu{mZ| zX!yD6&GXU3%kBsICZ-0vBN42{MF{95Bp3oS_<}S6vB4NK&HF{cG(type)#o57A8y3 z`RtA3-W=WjJ(t2!T2TA@d-F)G_Ny9L&}-0>c zUli;-nWqQFZTn2vy5Umm)$VP+0w;_U677BaC}P zoKAMwS9b9dWk7?JPp?}B+*P2a-z-nq`N?=L-4S>RCU{_xo|x|H zm+*oQtj`c)1wAV-5!~M#97D+GDZP7g-DKhXZ$mC~XP{SOqs{$0UW0WO6QKf^n6R@2 zRK!Yz;8}O3F@ilr)nQ}@{=r+b75y7>JKd2RCLdq)J6+hW+d7GO%Vy@bqfgpa-+4y5 zA*wNfn_i8pM&W#LIy8(zGMtpXe=&CUR8Ygo{*rGpl%OkhrBPD^!wW(zJhsjCM4l?R zJ+%t|YQ`+($M-iCx0w?B15XSw%@J@mF}xN&-AR=?dxp%p&X%mvv9z2vlva!Qo*`_3 zK#x%;Qix{&yZ(8)##c(l$*J!2Md`XblC1;vCkbN3cb$wZSX=p-oIfk&vhf|vg#9$s zz2h;RCfgO^f=cEV*`jg?(KCjO&#U(6e@sIjOTeevCEcQVJU1NvL8Muy#QwaUnpJpp zujVauz5ug98#w7)q-BMj8&~ z{8jTc%h~FBRro@zD`yY?-lY+KxZfX31?V z{lJ`58MCmx_tc;#q;gngHMkQ*QA!oD2 zDf_vSr8DaeI|_Z06;NT*na0I#wZWbDz4{yna&^ZlA;-{DAqGPOAA-};vX6!{;%(Du z;u2qsSo79*jYlwXNpTl_Flan=eg??gTX`oJz9c5)wyGuqLkp*N1h zRG{!d(wFX>jn`h0a*9?fGl527IOWWaEksFAgSD`9iG;4~i$Ang<|=M*qfT%q%Y4IN zdJuKvL}P=DRCkk-Q~p5Pt_hxSK8<&0ua%r&K3nE&BZ!|$?RZ-Bt{bUa$8sZB%Opqr^mFSn zHTX|ms>g0Vyln%86g%3=;TuMpZ}**9d%k=}!}@8S6*+`HJ6%T7AOb7@qq zh72N{YhRpPSMQL1>BnS1F6FRjj#8)h=e;%RTQ^bAf+}Tq7qVD-nhnRI*+34iXP(oEVqaVz>&6`CKlKUmiZ}xQn)0bVH^jr|$&bsevk^ zfGWCxjWW_~x3UQeMJlM+E~ge}9%DvpIJ( zD_16!LD5QmMbv?-u=kiN#6Xh(^K`Zn(0glP`?~$Ll3Vlbn1(***l)e^T7%O1=0|>A z0#148%@sWP3_m<^`817r_?0jO`D^~Cm_ONMP)rPnE9m=-?dCqALsOjf%m z7#$av7-2WDB(SHVhC_$-;)UafW~Sj#%1XuR9O7&^_6LuiPBXU}?AQ~=WMw(uc1780 z{&enxC$+Jd4o%GU_U)5=2zN|Fz_+{`xN%Z&CLed@*^O&1$m~TnyRd3dOu@G){g($w=z~|cGTCc?JzPXGjrWSH2%J$14keRJ>wq2tQ zk=)Ws8pm{k3Vfn%4opc5l{HqmfZn}IxBHiGDY>iqwCW+BZX3&ysgIlXv;{lT-gHlE z`ac0$Jf*{FAYe>&E(xScvPg(q$(Vl0r@GuS1={E%pfpkyE9+vfzEHJ+wEOQW8FY>`-kx+IHuqAK6Xg{G9agv z-_E^+aA%z4b_omw04VU;P2)Z|$lj<|nW!MBrFwHKC6v!AOx>`s23B*9cyA@~P*q8l6#d%yWr8B$kInjETqii3crqIZ_U zH+P6%ehVk0W(3c5`0d|b=U>Br7%Y!5tOh&CGDI{IyTySt;LoMt+^oam9eu&($OwMj zWC8sO(^8M~v6nnL#~z;)sb`5}x;RFoJ~iyC*|S=8+^tmo{ne z*PkG1KjfwgIim}=Vq%B1ktf1qKnr1bIX1m&WbHRl`tQ}L$k0%?kF3VlSb~C2(^TyW zUqozuSovGD-yKJ4y}mnQ^{Q#VbBUGbEGZ@YiQvvRHQZyDI(ICM=i1Qu@l9wWN% ze2Y~H@y;~mB3iB#=+V5ScNr0OHz57bg?fQAGng5hS?bP_#Z?eA`x&nlv1q?mRwpAW! zCT)L;DJuQ2SYu~;G-tw4_1Pnk#k=*^w#NhrMx zRRiPnpI%J#%sbrZk_{DT@P7hJ#CqW-l!@f2zJ1Emcqg0CObWh*ApH@>jb${-Wxv}f zu4j@iJVm%9txO5Zu0y9vea1?h89nQv1!6!U*YrvW{;3M4=4?z3twK@g^N?x0zbb!; zDSi|QgaGh9^Ek4fy8oZlKmirbv9PEd$q+P6aK+xL82EbvN z>^`mQRGzAf(ve*o_xcszr4K=qSmS?qDdn!p*!UzPePVY_4ATbHCzEH)$e_>HV^UC) zJm38lb+J%8N1HC&FqJ{O-;!UBlG~-gX_H7s1TwM`1MYT>gmb2+MqZXVz1LPHrn5KJ z&%f}rOTxq14sAmjGly^1xD#nkL80d|5esl{VQizcecMOIbpA}(zlAA4);528pKKN! zq0$Z1@l4MFPJ)E^0LC`WsZyRqPvOBW>7GJhf(K3&g4tbfJzWap1dW1VBL`tE+#8LD z)(sq2QOO;94)GBXrA|+vP-AgoSK9RXQD6cPm{d+wOdxMSu=lk{e}@=Q74}u#&JJKN zb3;a8{_ajj(f#zGjH){$E>(Z6YUO^BVQFTREtzNnLr=*K*Sm9Gk%>c^vV`hke%6l3& ze@`!Y4rG(?o%H+B*P0CkoG?ccESOZ_qk=~4>KZwDQgn}S?@t?Q2sM_c@v~ynz`cSM zv$<^YNfWAGJyj)2hGT$omTGOcVA{5#%}jf})X@bXbv!)5WIMml`6#}eCOHpaHNmc%k`t7=R3%XqT zQcL}EJcG0Gw1=tp70TqZv@8>*0GeFmhyWVNV1`l2giSdkTY=BFYZyZ(3|BktkrP(x`0FkQ zW_x}~uX&M6zma_?Sgn(1lJ*53Yr6Fnq&C|)a5APDyyEmAJU!@494E2e5lr#&Iwy#p zP&uSGXO}J?f|q~id+r-mvdVTTa&YlHy>Qxo88sEn8(S$F!T1gZfc$`C%&Y6`e<+^x z#M_mcuObdcPz`F0R4yl-r!683EInn&JrV{fJlzQ(7fXfW>}^OJevyN9Q@hVRWlj09 zGC-TTWl`Isb@0JE@urs?Ej z8xawq%q~I-D*5L>kQ;yM!Dm&Az2Jy}Ad1&m(W8Z!l3 z3QmmCmyzk3s8FG36UT76eXb%j;T{7@LsI8&%^hdF`e=0Tfg3~BD)^J?X1&xYpJ zm<6uPM1G?y1yrDawukf4l7g1e349z3r|p`*7fL->R-7P$R_uaeW@8<~ z%EqH;lA%1*KEGiAs$&Q1a^j*O&Z9|Jc}j26p=%8rdIQ)=dnOwYV?fkYnWn{Fy5E@0%o^eR||9TD>};@|>U_`A28m<7}yMp#SL3^^47Y6Ys! z2U9gq)i8A`JTN?`Vj9d8BV)lVr}+EA+l6MaK8b5^!vM#!YONBK>Zgem-!9 zqfI}h%bNxl)0>@qxJwEtSb2#2?>hpcXbzU;muXaRV==$d=j&;*oAZQFhi3_99P@X+ zm$8#e&LoL&E!j9idiQfU)}vlaJd%HLhh0fKzBTi1P*#{p==BXWHu%=KD;`7X`OEBV zEZ|`EZfQMfg@}$Pl038~k)jKjwr~)ptfX)HptL1uj_=tWg&(rKWK!(VsD=Q&Ic|M( z+#k5ayAqb5#u5R^=q_**=c!2+yD;V;a9r}vC^!TOAzXpqT`Y_boF@0A{oQ}yjJ3U+ zd(k0DMMiXH2`wU)ffqra=1A^Ap6j=|hInvUyoKUD#kaLs?=+x)sNhSErAlv?WFJ%c zzN3?6mKf=DqbLaUUk>tM59EIbhBt+$gD}CY&t+{^{gJHqq5~YmF0;Zbbz!q=hP3ZgUDS`Kx`MHM!$4JO0 zBp@dZw@6lVL4p17nE{ys%z&F{df~DYtg*W>zLc;X6yuW9EJ_NL^j3m4`F%ppz{5x4 zq&O36On}NbVGVNQ`dj)t$F|HTVou?)&KPUZQTjD_FuPmAY0RcYmvDbqIGL7U6@f`c zZQgQ%jw?C6Y&$Wq?WOZ11YXT>6GNa3f}Zd2R*OFkEHPr&7O#y&n`^X(86y{eNh1j% z({b_Hmnz^?rBpM#iWADHu#{>`)Z&8c73xpmQBxiftnzm&S8G!5DvSG5MhE+gPBwnm;R#@w(S2&WK!rL*jiLJm1|fVO_4Xtt z>~J3Fci%|4eG!qH{IAtXw~TWnj_G(#8B;1E)dygFeRCdT@XtC6&kK6I#B{|>q_u3a zNgHw~C{lF%ZqiT7|JD zu3>8uD(5q;tmTqsqzK*;Smm02Xe^*_CTGQ_Z8u=Ij=qOqn$r+8XPO%d?u)f~Ceg>g z@baVS*JLaLm9s4kcoCt8aDcxuiM1H*861_OJj5~RbaonvNZ3-Hn>=W$p{ z2Au)HU2h(d;!S@LT|-Cq-9^n?gkX(UTCfh0$OsS+1RK$RnvFz8>*#N4H|d{R zhT>Njyd|*})|67nbGjkPg_A+kh;h3{!9|Rb1cSHEm!FsUZ6_KQyJPZ9Yr)4DG}yr3 z*G&xpqp!}-%Seozwk#a@X$Nq%ZN~`uOEXvw`l5g{6O=`DW=MeMXmt z=X;H3UuwMeDtLJ_Tu<-US~oE#JeO|5c%ME^f?R)o8<{Cs2jQA#e z{l(aD?7wIji`5=DwbauNwXYIf$2OIGPv^t&H4tWD2=gahZw571tCUD}tQXTrTc}V( z>ZX78V8b4CHIAb~Jf#H8CtTZ9RQ6pW^p4nkE{k2ZO(PW1SNZ#TB0>r`***jW(0y9e zdP|bzV-OA31`oL@BU9Imw!%kza@xgEN$Bd(AmrKR4hfw=(~z?P4D!S>#UA(8Msg`s z?DVwvUxl$2e3VGzDY-|U+<`hifOOK6C;opWh*{mnyhAB#*J=;No1ZTxQS&;4;DOF4 z?Vhu4dpxt|AjU;p-)fFE;Z-x?)+NgN(m9Be_K#Rr?>~s`24Fu!)X4NNS zE^T1=q1LVMCq9DzY51@H@dnx--AaE;yHSlA{gsjBpyN4^aTTKIgw=>xc+Sy?%;)`J z4HL0u_NWl#{3)pJry6YNTx4dY^wu&gl2DGQkg-*LX#!}t?Y=L8zX96Sw6ZP0o%vIv z*A|+}Ntxo*HQf8KI1y6Gs{J4`ft&BoVGl8G+QaygdVsKUG@u{p4nP<7pNP*pb`pf7@0v zc~TSfa!4PTUgU#M!#P8dL))aMGS3?HZr#j%bU^$#wPsD$tp4d(nI=Nfw z+tJTKr{!)%ARsKjL)BtEH3^U~b`?WlL z=S^-^gZHN58zMZIws6o@{pOV)5g&8$R*Pu2JXxe3o~J6}!-YE_R#Rv6Z3l<>Q?}Y1 zU;HJYT6)Zl3Y|+*?OlI`$r~nJA3vjc)_ZSgaWvZV-n{mPvgQ{!dIZB*CtkMMPFw z6+FzC0}9)tQwcQm&KtyGM^l5!bweVS-KpEh<_Ap5(F+pqzU6<2r)|jkqG$@m)PB|2 zGeS)I63Q zH14qAv;CImN!``VXt(5LzTvknLkal}#JwW`wA!IO=wzl1-SHzWS~Tn5k&cLVzibUCP-YN0K8*v6b$LceB=A+^zRzS))gmoI9V|>qq7K>o8(p zH6gJ$%~#vF6MBt~M*9K?YIemrHE?+BA8hi{T8)4A-qy9P#C%p%l!nOd?`K| z9;DA)o}$4rGBeC}7MRM;+XQkFX;r+!+FlQJdH3u6$nQKa`Yq>IAwGd1L>k%_-H_om1)PLald@BW zckM-6@u4IKSh&c)+LSY=fd>hECD%s2Cy9=pLy-yT99<>iWl3i|o?UI<&OVAGRLzJ#OfnfyglaQA+Mmppa%a4Vu{pQ^VxP7Lx?+ zPIdSbnrQx@q@O>N`_F;oTh~erEO4sUsUqg<)fQMD7+(xtHrbovH+MmuC!jS9tE>pM z%cbqOdPJY&_VZc$M*yKX!T zwi0G#98C`HDb!Q@3cnPyh`uhk296UA{|xC9LRyNbEE5|V^IrifF>Snb$|$r$#-LWV?S2JmIp+ zn6n&-cIOW?6`M;J?Drz&>aqJ_|Cmn6f~2V2$S+)~mAMqu{aLf2bc)W-FZ^2WbGAABRBaEv z6E4t&5IIiA%wS61lO(HpU^3uoOMzzF8Cto1! zsC>9f0Vx?W{Wjx|xsB;c({;DbV4N9u)dMoz>v;MepByIBJPs=O~sP>>KDe>}GDsXzbs}iv4aWtdnyiZ7=(&{1@xdT#uCss4ReF@W2TWvuxeobB>F#UB zVkjAccY9Z~IM(R_9%*{I2HqFG(dbTzT@yBYPpyYVnk?gXWJxO39p0G4$91>GjlcQP z$QpW|b4K*c)bV(o+}gDyVNfUgrs{tduCIvm=7V~J{ukoOnZ2BR4~ z;4p14pMihWz@_;6&MDkSC=6*AphSo0gnw;F9J>Pu9>!sM!Z99HnV5jlB z_S|&9uFD4RG;VgliCAOuGmZ$=XL|AE$p-S%@)F(nXZ7O3oJ*gep#w8f2&Id1-fa z&6_5M%`%dIX_7WE7qhLOwyM?B!@A(@7H=?;?Td&MI~x)Yb6o3e?U&!m;o-j<#(3!G z+WU)BTJToL=M2o*rel17#;qb3nb7f_piPwJ? zym7}bxspqi?I1xXEdAU;A1+`=RfMFW3la5gP_?C@rA|nnKaHQUT9||JYCV8qT@d6n zqOFVD7bWOHzpXhTH$P#=98m*TSL0qi*AWgE(RvhSN}uq!Ov1k%=aF_d9lSN(3+NGXYVBIVxIdmDJ1bXl@;Lv~)pX zi>Sj$>FUkNe4Ez{f`yToiuSfm=;?up8u#Q@gDG6cuVe@z&^jF&8}4U`yTUhm6hoC$ zt^>YsxC#y9)h4MIru)`)^izKTpELr&L(3_I(havYA!YYpH=jeg>B-@i=H$xyho#*% zRGh168LNq&F^b(9-H8p(H2Io?e&Y&{4EnsO-R`POF3TcPyeUgJ9qnrxcZObtHvFan z=Qn6*mL;R|VYwa(Q2hek8=%M#nDmM=wU6L1M!-b0A-r*$=_P3H6`z09^zKM#JAIaF zLtM8sX7x1`<;EB;*9dw5RjjPps|+-njLn74d!?V)f4Xs+53OV_W*sA=&)AeApE>OC zDGV(G=64A1lAi|vxcAQ0q+olN-NHz zfhEp@h35delQpaPx=VjhKvdj8@sOUuFiFm4%gSn4WR{DzuJ%?=+z+8g+tJ7uUt}lK zUvX6uJ5c^bu|z>0s-&{#qF1gIp=Rn5IDx_;F&3NLt1!KlHS#D;t~N$EcdnYe;DD7j zjT@v@3e28e5!I9YqjG` z$hcUPyWg<%;Bn8Dnmmn^w$Vh=kaVO6vX4V8!g(QNbxHIP3J$cjP{H?Z9@v15VXVEC zo|&vOK-<#=HY)NNzud+u(V>Pja=7Z%=}z!R@M0#E@uP6m}{bv%vE}2K&q39EkNdtmc z$yLC3Ukq;!iSkR14^mXsfyXTS$7WN@y2hvIjKcy9T#=Ujw?Z;g49O z$|a6+NkMVJ2?=eY8VWYA#}sndy*Ny!UgG z%zTsEXxGTyKPyy}pgb1X!i{+%;R zj)J#Ephrp))??Q@J%pxE>19``4E@Wt@RKbwlrKG_JN3X}`-v-K z{sfVR+U!PzxVkt2)}ju#cxdDcb$zEGOJULS=a0<0dQOjYBWp(Tmw z)bA^XY8qDq-CA6Jj|ISmqCB@AMpH}5F{%^a(f#+D3v+Lrdva>9Rg zUfV~pTO+JBcF^+Q(Yky0WHm@G)mUV0eMG|@N}1?SVU;;8SSWPeMQ26txiLZ=hIks% zRBl8rDa1oqwpDM`c&1dNu*qli&M%(WEOZy}gFL=dL?2a1?>E#W0C(ti^7N8|Uc_m< z*X88d!|a0*R#}ggiRX^-bV3ucImdr=mE0+4?7KNYdA0kR#yNEeonF4^3+AZa-gluK z1ee?VbM0710++b^VR}hj1DXlrH0usX(#c*}Xzj3wj*97{E#&pX=ZP0j)PXQ#GEp#p z*d}S%Km2vC>~}2b81b=PrV(~YzE!~Dqc5O|w!x>rb>GoM8HM&JPqDiZ6^wsK{ZsV4 za)DqBCaoM=hzBW8CT4V$8X-CXjJ2lz%W+W*>iHtZwbT8jL#C56;v0-leRGc&kICXP zQLq_?62wwnr8m|3J1~P zeO+z;VUf)vk?lKD9-3`u29STLWN|9BS*LGeB zPchw)yK5v{!9{sQDr?xP@O@?JQnJ%nqru$`i{At$jI8hH5{kSoO>wn7cht$VC$5LZVaHVR!UccZwcw2pwgto2 zLKSri7@#Ub4O@W&QV+vrSEn^K{bXjhOdO#(wQ;l017ZxovnF#OZvi9-SI1OUxa)uTRMs5DW9IVYT0XXPQCz|UZ_4PNo(7fQ){XLu|8cW&y+wIY z5C27$0oyl9rNMkE1L)fQEh#-%??t^q7F17S@i+1M%Ppxsec^-b$dbodLqFo1Cu>dk-7R%k19vyw!jtK@Xt z89S*_5q#xqgeQMko)p4Ev-R`6&5TKymaefa1FXJh(;ezJQg*4Zc}_qois&n~r4StJ zFhVu?L5@X>8H@?CWO=?4nZWUqRWD4vAiOhIhv=h_(Nu&zX7<7XOvPp@*PfhB>)LJM z=>sM6q_f*hvQdA8j+MCCDBKmPlaPT_=5SsahJlwX0=YU~TssR5d!JXpv@LY=;HV5M zoZ6Xrjq3yNgMZ}+_+@ZJ+4VBMOW8?*^rw6rh9doDAgRH2f-%B^dTA5mL3V$1$2h9j zT7+{(2OJSvGZ{8SXX2ctq|Skm&z_-Mmk<)@YM&6m`8$8_(?P=UnpLqG*jlf7ei8H4 z9SfBVrDb^r3_oV&B&1mTvd6*S?9cFpK@2Ssr6XpQVT>1COK_Up?KI5W3(mU zE$E0!SgJ>R5i26RAuJ6rp(zyw<@`cQN$D6oGR8J|qbQ|7D{WhqA^1%_7WHtOlW zX2McjBPWD|#rtN+7T|x0D&Sm?2^+=sv{Qqp8n;w2Y*4fH;_&)CSC(AW!io0w2K-E5 zv@8WjZQEX8pd1i^(IKvqd*ygM9XAb*Ys#Z4SBH9iykAx%WY@#7>T~E5u4T|ho_}2h z?tg!iFoS1{mSx!_SKDxZWZ8hEc{AWJ+ug9h8R8z#;&LsSb_do~-s$&1Q6zuKN%^4n zeT)VDgv1rzf5&@^=*Ie4HmQys#LMf@%t+!}y&2PQayoNy3P%_pnjQ-Wcu|3|_iM%7 zpIFANbSWiiI1d|P9GsBFzYi52W>{*>XkUNQT*1xM=yu(?yhQ>rw-uT@io3{>=iNES zzM0g~VlN()ic3AfXauB+BH}MJd(9(p-sN7 z=p%w`H^BWYY2bLYE z{XM1KJ@^vT-_vL0J16#tS^)q#vHvBw_kOSnC9OODz15 zN#CS0`UI4iy}I;CR8~9cR1AX!KOTQkXUdeydk~$II8VCkM*e4Q#5KSGAtW_ag&#O@L6d~*Bg661IOt%4{raQ!^8KRF`<4(%m-Zl zmJrdgqp!c}-Ac(xb@rv_M!cYd$l8Am%bh{=D-SWo0>!QOM<*6viR54RWL=vZzSNV9b)Ns$ z*H?GuVm#Wrh`folIm(H5W0lGxBX|wtnB1XgXxmYtAtdWOJ#S!+ANT%kXf}z;xjjb> z>T<)O+uyK$PKHTnnIszo(GH_wHB<3rt7*J^4u0Jq^QhgQPKaQ0>j!^fMpX*s?5fUE zArG(!Er+D!j6dnC*+v=+LSC@^(}s}`B?K=tlMN~S64G7 z!wmU?Cj0@{Wxn0S7PA|nMbH$1Y{yhpm+lPG0IV@v6nxpm8*`8s*tX!(OlL92kIIF} z&zwKA(nRdMsJ2Nd{NuqmDz(?>!E$T@%a7r=Fy#)DA~Iw3F} z&#T5Ziq}OnH!@9<*16R`<-12E(phJ|Sd}R}S^vWJxKs}*yYOR0w(@Q*+L|C98a6-X zEAJ}{)|bwK9^)El&D4wIH`4kgqjE68HT5g~7sg}*cixMeY59BD=8HO}+OG#41!M_* zUct>=UvH&N;@^K`PY=7PrLxM+)Cs%n3omOC4x=WNLcY?0ntesnBj zBJ-A+SxhE8^9VNnLQdSA0Egh+q(mfAwKgj{W>{dg<;-)!BwrL^e{1IgOaG|ojxkNt z4%@$FVq9~F(CcnL6mMsEerO$cr^=+;(_Y^^x<65loEZ)bs>n~!vl#A2z6Nhtwvx~^ z*{an;%pQN%EF}gY8Fq*iPG@(c7_3|z?~C0}2-hwaeXw^YL&Hd_;<=<4uR&%59_jc}hSTUqK{A%+ z(Ezw0`rdvbS%*N;NNZB%L0r#!t!LdEY_`FA$_Re+wy-(kiTSp7^5V;H7TDkb(W!s* zaCxQoGlUS=Tt8?gEkXGbleMf+Q2u zGdhc$S1FH?8f|Sxg!|L9qGC0&i~Q(W=U~1Vi9Iw`{L6n=sn1H-)HujHJsZbXvQG)}suuzGMLui73yJ>x z=ceAz!mYnf%I)0rG;FqKALN>DF{`$fjlMO{WnRlo?QXDz)#FiROK*>Rxl&ro zK;ZUJ5r{SoRmP5Y%xfh4^Wpo_GAVM1j1di}Z}_hMQRsot2xyEszC&rYrRCQZIzcW{ z15xB+JR)SxP3qU+jo79Ab64^cnxy|E_BSkXdTN&gT zxSp)Q8fNYOy`iYw+C%F;_Pr@%V7tZ-4Ii?=~duQf~pRZ;kH_ zT-@AS+!b=cvCSA!Tg$f%>1dA5c(p|A$s@D{K*RvQCCyvFjtd=1be;wq$NCY&8$Zw!n~t*hvpu;uII{gmAym)UYFEFc2B&j zMe%%QN?KZUmqJ`HUorN^4SSXZRu9WUg`%4&G8*l}#>GfK=2w3OqA!^(->pPuG9MCK zWBPNm_$+^hq||9M3brN&`f10+J(DGvJ2)b%!8vcS-yW=Sf+y>J0~jcbYR^?%xhWO3 z)C{;(t?R>03TNL-#`u0&F2l8rE3|#|d>9B=Sz**|2hH5sm0a)^hM9gR_EN7f%x4qu zcjZDdSkiegD1Coz(w5QgPSbt>JzOdI8eZoc(o=(GOvVLqkd+5Fsn zdCZ~Ty`FDEgbf68s%izJ#xUy|Vx2ESB(mojO{6whEm($4pi*2(aoDj|!qRL#bAvfz z>c^w`eD_?8n?SvNzw=Q=zzH&-rTIk|m-fdLW64kN`n24SY&Fg=P&O5E3`brUn$esh zLb`&ZEoXmde=0NzE4zpn#natk#G^a2M)V#qF`Yw#vZHGI3KM+H)8{;I!gVH{U4MDN z{U}a`7vS^Rk@YA3Jl%{6=ewR)?lcl5`Yu6I+k2aG#P=_cM@%G-OX7MXS>6~_I~J-V z^b;Hn=)VXeh84U;FWdBfUHT<9E|2jcA=@;B(uc#hfmILGY5B-4%EOA zDt%l;b96SaeC2S(6{YZNkZcspV%y9a-O~ zp)X)4Ra_|WD(?mzdC=vvb8Mo3GT#S$|Q?zl~XoDE%Kzn3@d(#j79wb z$&2v!1jeYTpdlk%DDWw2r@u$~nE+cn#Rh*)v#-1`UqCJggKQC>6AfIp3A9%cd3h@W zXCzyX=85+^@kD3U zaD2WlSX;~-BUogfJpaf^u3ZKe@4gJ_?f_dc491<1cvA^pp8PbNsjNWGa5pR6bFi_S z(c~+L4V-z78~u8r5RP2v6x7xS0uz7U;6#6se(Qd@I(l_u;BHuc()CFNcVCL3Q7;G_ zfDfOB>1h<>F&^Pyj@n5z#XeWD>IXVBr1rb=c|~Uul(2(JTId%^LJMaFsak-qL;!Xm zY2K+*ddy>O>^OqN(}EPOVDBq{ZP$NE)v5`A5L1qQb? zta>A103Clv0%#X{n1tQu@V3!M9j_{@wo5ks7HGox)>EF@>rH_8K$Vb@nJTe7#kXVkG+P&!lOA60*wyteh4IjPk)5aPxCC?kYWN`*KGQB_k1cXQoi>DZFEx9ijZgeUBp~h`21x^AgsUb2Gq8I)5|HNJ{>M;8a8kjRzl$;%y+6`W*64jhvud)EYHEWW zRuiW-4EuGc=QdeHWMA`vE?GG&LYENkkx9JY_gCH#sq7 zVmC5jFf}nYWMeWmIASz1F*GnaGcz?XH$FUJWjQo6FfchaF*jv0IAJkiV=!f5Wj13q zIb&iqGGaMCT_8R_3UhRFWnpa!c${Nm00AaO#tv2nCLn7Eh~%>ek&N>}q)s`AEuy`BD zoJCVX?7}A?l4&2pG$t^~C=DXni$N+~gu&*&1j~kkWi5fe`17>}Y#IY2c_aX=>J^5U Qy8Ho0lYjzfmjV3&6;!y$X8-^I delta 82705 zcmZ5{WmFz9*Ddbu&Vx&FcXuf6P~6=e1}{!=DDD(@DDLj=?of)m+`iwt)?MGd`IXE% zIhnnalUb9U)0v5u`T~nir7R)E$jZctK-K+N@PWX}oq$fr&C1Tg&c+2|mI3L3Sh;z* zL2T@-pl={%B@i1ch*=WE%fZ3U24YqO{j*UAv9j^X6IFsvJxOY0TUihGh=QZ3tm=pV-qtoQ*$0Jb8c=9V=itE9#&3HULgS! zQxhIjHh_zp*Nn^D*p!pgl-rD(orjgj#KeTxoQ2Iy=-a>7MsRg=F*mkH@X9hZF*Dk+ zG%_(V;(;e$r5B;x*Q_0JWobu|kdq3LIg&L>06?nTFcLPT(9wv2vft3GS0Tvl34#04ZG;Jje37&_!gn)r*j;lPA9aq@)X5{g>lT;bu0@)7ThtY@+ z#1V_Cz(RE(#k4zuTZ4meAfgvouh>~QDAV8=c8s$9ZT3W!O75Wr44*Eotq?=$Dupgq zyxWUnU6BWn$B<&2Z}EFjuwo#<=W z_diJgmWr~mi@Advh>PXFhN|YSj_xj||5#v6%ZmUfNt@4yP)o8$K!joA_>V=JaWf=M zLovcMUYeyiByv&~9ClKmIt&2flLmsvbqT{Bntd$M zN4g6qxBX!iHSIw+pk^DBCSx}WOii`)jho3#L1hZyxtZ0ON>kU>x^U5dt-eij;?dAl zpr;TsM<9r_mn>sbFp9bQe&lj5-nZrcsyb3Ys`%Af!P!1{XhKfB)@z5g85|ph5?n9z z3}BSQ)O}03{dWGHOKtNp{!jD$aN+b<0&=W|DKVQlO{8Rs1^g0X%3ya_Aqs-pCR?Lf zZ~bpT*7vR=DI8%x#Y#=OF4@UIBSm;I$-ykwjLE-i@_b<((pmLbe8_plU)WsPyLP1d z8R{78!a}wcZ`OWy1Qv@}iy>ReMXR5g8Y1Wkd>_n}+l`t;JGs_y%4d(IIEjqXQUR-t zvhE3IHS=T`t|0wBQR zvRUZccjY6ghTQ7oUQ6U1QSCit5@Bvfx{c4(%?POlIMQN-8#65wQcFG;o_A*5OCxR?&Z~uNy`FfJ-9KSgfb32GbNB%@1el zw`2a$=za>FmXN10;G^h@ZNUMUYUR$KT*IXJ2^pBb)}EbL#R6Pg`b2_!(0|YvDHYi0 zNW40e@4VPQ-gYx(b!hCuZ~`n2fZ|62B8gbnh*2}D{+8zfzWelQed8h$S% zJtiv;*T22*zah-_pV;SNPhuIw1~}ONh4%jr=hz2mW&QOfXav*V&FrDgP2%8oTgX`P zeFsqtqF^Yv%S)8rO)8P#c7E{STOOCcypOM+<&WhRZI9`uFF#%Xlu&Ce8sW5nWd@n` z#5qh{FxWwW$x^|8^WXv_B&0zkB!ngBY$}P(6g&}jk+87`eneLwuc+)85+pK#^42pI z5KbOS%Ah=;M%vdQS9rlM1RyRtAnfeGP`J20K52u$L4m1?pb{bmVjzl;T)??V7NtV* zd$+G>>$G) zBTM7Yn)dFhPbaher&89L4Wf%3D7U+2=SB$awUrP6jGiru!NI^m0W7a@kTgofSL-TM za0b%K6qUnQ?TOtTBqF7c4CYsH_4h@8@|#`OhQ5xz{l#Zl!aXXtqkXDJ;}0l)o}$5sjX%8giH^rv?D_Qy#Anu(fJ75p4uK9LNw}m;0m|^YZeyz z^k?(QWI?Pg?0ghH14vlUeeGrOW!;CmW{J3juwwtrpnN z&-+4z#%KO`V0DaFHyHd4D1Kck{Vck;engsi?*!cie%==&1!U@@1zzTga+~d2umi6q zpPvGkz|XhO%p2j3w{Db|&qC~w#BrcSJV1N{ z%_0L52 zvF2iB8>0OK@diwL^MmeavLUkx@x<`3GtA=_>T`Uj>hTij`@|=6^~6nUiN2er0y1kp zcZ417(MAx>;#yn5xBy(FrYgjD4=oDCgV7Fty0>f}Et-^^RnOVt{&#R}ri?B=3a`yW zO#$yBTz_-DpO;d0kr%6vtxe#UYI+5_uZ7!5qn7s>n;rwX^Q|Fj(8GK8kd$x(6F*IS z1E!|})<`e%^vK!|ez|6CJ}Yb7)?Ny{ns=VTj-?I@GhLMb(Ex5~L4qlhY{OQPgaNcU zg;Sj4S;M7)?xxg1mOUL;Vwvr~-{Ud_@8zgJGtg&0DZ?9Pw15zbhkz~1Cb6Xcrp&-7 z5z<_!7Z_K+@FA_eooInA)a}HA6Zc(Goep&8e);@&_*;ZEC@k>uC#L-3iM~_OsBhZp zo2xlTr%VrPM}XQG7=doRkJmQK8HUdI0R313Mv{U_X3wjo97ZhEHyOmCIFh-`B=#yM znC?&>Kk$e2cUjmuJ>$x%sR^*0QeW*Qmz|i(y>>JC2+lDobL@>(_*i|w`W}5bJsiR? zBxqSbwP1Uqd8Rq{Eoy@ZX&LGzq2uXForZK$oe%|M8c@nbY~QPrMk27Sb#xLdnf=Q5 z+}~2V$z#BSnd!wWo^il)MX9Vb&i)*JsJ6U%R7b2I*_7v2vPi<Eo|wL zlN!lXk!_sglpVZKxHSyI_m4M|bw%LF$N}L@KGpVnrc!|kVOcGayD|TeTi|w*VYeWL z;R-NZ1rYUjRJ<1WCWs~VjD^Z~PHnB&1q77Vpq0IR>@`Fyw9PnLKXpbzMWjIQ32Lh2ccjvK~7qU#l8Zi$BaQoomFQ0?9 zcNCVatmDjzem358*1jvH3 zflL;vs3XjoSjSf<^BN6BxMd9bG*3pG9UTGc`ds*~poDi3ojb7K-!tDA@=Lz#9V2t_9T?+G79i548)@rRqzh&j_KFBsul4}*S z;+Ki#s?vR&_}++3aqn$f#@Vz6eq|NiK;7U&=apwqFU6 z!e5&j=COkDDH*7dn~2rp3LZL!5eU{WhUFl{=lLj_%4X1lAQ!3@mkdaJA*8w3fsc3; zscj~vj5wV%IRxbUGA}q}JYg$YX;qYFi7$ucSu^8^a0Tn*wW{h2q0LdH_Prz8pg*+rMcWCt zFkusak!Uo=~%g>azY^n#6Bz`58j;r&gY2uFx>h zS*OE$SlV}sy1uLTRfxZI6RTbr=TZ-34`2$0Bbuyh&fD4fH(!j10i5c_B#i+gZ3h7e zCdoL6NKtOdX0Ozi5B#5DEn2&2AA5|}mDAV;I25T2=p%L`yOtEH%4~5J^n4K@Ay6}n~{?+0YGFV?uB5-uP42jieUEjO_gSLyE z5#gzvhn~07M~5j2K=Bv24+NIk;3=3K=}lKABQu7;ao}9}W2%zM3CVm(*@tAq%2o(p zb9rd&NKN+Xe&219dAyT-hPSx0ZM&|MjoM;6@*R>89-DRc<4L6l;25w~GmD*G?o=evB!s)e z{F?6EWx6g!&~7}myik4pt{LlOdGjG4H1?DvN&`1;U}9y9NJW);5cx&-nGLCS{v9oD zot}J-3Tce#NL@b5;zMryNU$M5H!7D{-kSoo2GS_R&=8qskJAsS->rS8T9<4mMizrQ z`cLMY)KvpA08;~1<=Hze@_uen1@{R18?SPvULoy>(2UvboZi;)#-9HVYwRxlmXeE% z=g*~nk;wtV3yrJmk?-62b#59Xd^pv*E}nhIQmEVWGbwLf-LEgJVjok=H44N{`b+$9 zRT<;KDE{Ag9Wq-7(;${VwpcKX%((RjOJmbLV7&v#fB+^20rz7U$eArxln(P1_p7#i z$oFbc7X}v*Q59J?FnXF~HO97&_|qYKR#HbsjlSyCDx!MeO{XKwI^+baJ%K<{_`t;= zDhso=VeI4li|XI_)*2_V;2<1@#i4C)1W!ix4E6SGYWX*&@{6utw@uev21!vXps@aM z?!{m*VCY-^J$}YmgZF^RAI_z8*o=}z7!0;tzU6eRU&lm^5$s*WMw~K%!CkD%i$8dS zJGpqV!A`h4yBmM;A>SbR6y)}+GB!cMw;B|foYliE7}@IqR05$(KwM~(&8LJ#N>UPw2MyLR?Z{hI6`vi88 zYd9_?GtNmYSQFUHzkMz5l5;=f8ZW~~01RMYetrF~phxxJS?MY;eX`eT=bh*|s?m0J zvxq5B4EypSX_YYdjDkhiy|Cg`^oWAgeW`>GWtl%go#c2xFDO*bt8DC`H-Cx^HMoQU z55X!%S}u}EZPoWX1ak1t*r&HhoYu15k9!-0JNVk=FChnUdp36BL4X(5(dG_5FrB=B zhY<+!R!K*zEfz{QdWnrZSxqGmb#`tQ>t%wGj3s0yH&tgUn((-gec3P0pnk{K<@f{cW&;!2z+X$O9snqpB zRm2bWc5dj0)MANiczJ1Xcqg}0tx!Bc217-eR#Ugdgs(bjqPJfJ_|fVs|gt60(S z-M@<}Ff_Dgb8(99v$jIdRbEQj?XVZ+#@cD??%qz;{r=1&K?A%4>ND1v69?@KvIrN4 z15sgq1L@1YY#+}V&+6U@Q^F|&q}D|y>_$-EJcqS zzyQd9Ky_bSgtrP;tmL7-^jSnbrq$_NWB?AxxRa`bZ2m`!Vz2Rv%|IjOQ>W$xw1if$ z4RgaZ3)-*Y*G9aCyZJ`2UrVy$$!&u}jtpm8lc;@QAKcX$GlJ+fiC6wZ49q#_BaNmM z##bCZ^9mU>u*(E5KzywOqGkj8FEGfLGhd!B)qDC=A;%gz1aO)(hd&H#8qE?Vd&e9d zB7JFp&_Vo|eNu##9+6&o?EJ`)GjwLrCi6o_D5Vd+S=FA9Q){*#y>Brc3@t!-P!4u9 z^y|RAI6g7Vr8@%~$K^)&t*y3BwppQzva{OA{v;U(0q0tV1pqI36My`32av%b$YR#E zkGaS5*&fZ{cz3pztWtoz=3Aj zs>_i?fNgGP1xQ;<%pU$CNWs+14qs>Nj8Cv0u3%@0S@L7ZtsRw)B9svBc6shLCBh^9 zJ@r+v@2(L(#oq z72fD2&;3$}ehHW?FV{!4708|#?J03;xZSP&^fs@}*aANJ-BRB26R`&wupc3}i)BkS zeiwcDZbreJBxb?2=9fzQX7+l38ac^7P%eF_eB^pVm>4>YMVDK=JFKe|*&4J> zN?$s4jsalYY|x`OV}AV^Y7kI|U7>tW(cC_Wd@z>g&HH?EHl6pn@u-$R(#-QG?RS!j zkqAMqa?6T`pAx;LT9^Gflk`!k(V3Y{fWhG?B7JV4*Zx+H3@tkBppfLD{m1qe`tZFV z6sgh<8CVbLU9Fm#uF{<2^tGIa5Kpxb65gQp&hKhl>17x57p|(0=l)_$=uyx6 ze(JmmIAZE)-xNOaLiFL zCsq)Rzpx1kMiJZJAOS}~{D}=}e#g_xU@;&BHKY;r@$!BGB@|AVzLtVzEAcHkoB(&a z9hSL6L5oIG*0*lRu-^nodH}%Y z)!3q7tRd#H?%6(6riH@}*u#iFgODVFk{+P(%SYDYLs!XjtvMh`X&s`*-x@ubX1)xK$-H*1MP7b`9|Rr6>M z`5|2Vir+%gtdu=|r;_i$mL>o*BO|nfT;HX<{jelP4HJV3-aV9K{35NrT)kZywX^p zZ^o5+ZnzyT#KL2W;1hCt`QVxCgAWCFjc}M)OjLJ|U7`z{g%2|2uYNOJ`9g4I_=XG3 z8`i}@8q0-1Tnxt17z5-}7w+{aE}tORq+)HD?5V(c`=(h;tw{fn8feMpLquAmcP^4k zagaw;Ai&k6zM__j<+U?T(2$;}FKoN@6uO6vsSkj^`khJ*&m=WhpPRNEG&PQ2r+Gby z0(UDFD;M`%Lw7~u#;NLFiM%WyWpRiX^j$@mp?L~-@e6dC`8*&g8Fb^n_R}hpd20xE zJf&t*^BD!4(D3W|9d7|DS84xy!PeK;%ZTyJ(z0LM*dTs>-I=OLaZuTaB_? z$)L#@-k$Kqu~q`=o1p2-DI245o+E5R8Z#JX_$Q{y=z}?PHhhFe0B#fjB2`P^jxFV}IzaGmLOVtI`^&O(N31%w}Cqabh z-J{ubg%^;S#Sq56T+9u| z#dz(Pl zchgaAu}p;$fFzffY0^mBy9Fe;LkkWPV-{2wZ1=hp^U=N*kT6JmbCx_Fhm zaXd=v7N%I4mAT9M8cReNokP(~+Cr~jc4^FyHz-zz6nGwM26EgxO_gE)G#E5SfizP;ZW&x>g_SQ7%8T?Z#NzVg!*=UH#N+R;^KNqFk;z5 zjo^RrW6UBX#ALLbu4{OMTCl?DlDK17bo;0?GiHgqyz>$bD`F^TOt`jj2G$GMk)Y6 z`ezZUy|NW4@aD_DZSj#z9!-SX?5|S`0itsj4S>fg${slrp`1o*YB>uNaI(UjM5h?M za)Wc5Ku!J(H}!RNman$VC-itZ$qC(lb|!dF&)VGn`-uIM6;^GSZdSAkh_1B5c_+E; z+I@+`=kcFzkfQYYtMYlGf^ztE-yI;g9|`o%3;I@T>d1_LDX4D(D-}>yVbF3;X^j02 zwKJmK_#H)l;VRoh;hSZTSl8Dy5(uB3Rg$K1%Hj_0W<;Cdw7rg&h)86xT^jn*_>0wu zcXp>XpTm{z7DOmPLCRFa-q+`2reLUS#~NOTu?_8E?5e7$%%!V*1rdD>8vroPRw}5s z8;SO)cf>4VBKdoieLdhn2HATxYFQ*6gfS6Ism)lFs+#^H((O+5b9S+R=ERU7dr^1+ z1y+7I;?jPZqQm#QzL1uD_RR61Ty>X%al%|`?L%XuW9I(F&Q&eHxzBr<@*!BExLt^3 z{f5#c`-%_Vs<>BQSqRmT*gTL`G*p}D+6W5|zuNtyklZw5nTPxfm*1g=vB(hinu)RM zcZpysl+ZapDTFVtth|8>Ak7YwsdCsFtF!#eh`?vE?-pvaJc?6;FArwB$K&8lThMQd zX;0QlE0VEY`LZ_I9PyQE>5vh;=eCAkJR9?&F4nJwWw1)f@;n2TR&PMqc3v`7hN0N6 z1^x${+r5T@434b%6!|na{&fN0X(hbDEN4Hs#&#{MJVCd(Z@tzBgtDFQM82Crh;Dy3 zRS1#{%mmjU6<}>HpRu)`{~+wM%Wsmx4_jy#QN|BWJLM^pTq4o`(?E@ez$}KrPE#z% zLpGW=b&Yc6ysDG;@wos*Tzfj(prAH@`DUR;iT8b(581rSDGgG+{!6ps9Iu#kR z$h?(b$iwQ0B`Y-B+q8$s%7ecDa2a83$v>1YRn$7~8BSu*-8^Yy5g+{R_CuM~`9L^gZ!VF~9J{En4MojsXJ_H&*>=j4uNGS|k&yQ+yb zC+!R+=ZJ+>3@AJnp+cjhw}Y+F^c&Bw8?V^o!5~{wVCLgBeAFRZnV{9Tj5VNnGkZ>7 zyS!x2c+i%R{!+EKX^$QMT#;MHR@_D4kzdSPMZ?R#T;~r5XbIh9dy$B-EiyN3IN4%B ziJ_3?Z71+rgHtc=8|mKI=NBWs|Gap;M8T{sV^|4ZTc4w)<+AwJq2>e#9`@k6@fNIl8a?&T(e~zp2>C#HAj@ zBS(pQLLRXNz{WCM^wqW;G6)9MYlZbQpewCo^3o+f6L0wZ-H5eF;{WlxJawQ@7v1aR z3xoI6s{$?3>wZY-K_4e1R1sn-+P`i77ilwvi|v_@{jjwFk@H;DZQOAS&U|9#$jIPP z=>!HerXVz<;zjB2M`Vs<>!z#67hIpQG?yZ+!MxTLU{QL|-|_a&%69CA9ocW%(J%CD zah;?c#G=mEz1hNmZ@&}l#we9UjdZh-qc)LoF$=2fdP2KdTg!zp>5@XzL0#Pk99b~Gg$Ip^kZ&PRbSv7jsKymo{g)}P3M`PBPaO`<<_RtbdiAM4k3F= zfOm2Qba`EeKc@Q$220`6xYEVmV94Sj=tj1Gd9sRkP%DjT)nuP}==>nqv_90d*iqg` zM~0e_xqm~)5>i=nXyry2&20JHsU9Zn9?;gp^uPCEOXoOeNuvQkZK|w&z`Z-bCM-40qPg6*83YEo6^e`XTP^T>ne6HB zF7X^8Dmc=Yr||r-RV|pmo?Uh$*m0GrSGEk>zJ3bQ8k=VnjOWQVEAynvwa&w+@~`Nu zvdI@&c5;VE&V-(OqEM@q+fr*h5WgR6F)4+7gCUc93h~eFd0l@8FKq_>u<>1xN%$w3 zv+uuiK_LGP{q6DVH{$kzQ<}wH>zD%(e^t6O4hfU2EojLyU-=6oU~i`UjaUKxkVSv;M}B4dugQ7 z$q8@UW3~!ms%EZEzxFTImLfKdf~j*n01)|mdzJeMbJZB7a1x1QIXpHO$Co~kWP6tz z-us*^S8V8v!v*6^m^sggOa|=p28q7%VS?`$fw)=;n>U5yI~5Zd*qSx1sDl)i8}g`S-vPxM{Nqtf}w;&u`ex=;HT*^V?JfX)=D zcrvXft2FW1%Z|60`29aEI>}arAme(5$g0u9e?((hME3Dq8-5;$|$--HP%)JXBnAo;}IYWa`MS>N}JLCBT>`k}z|g-J0l)&d1WY@;{-IxhVtBsN&4?6LV_ za6{Yn-OH=Dr*?*)%_dIxi?;V$ysG)+|<+5m3<6IF6fMX85#e9SfjYz~DrG&c`sSb62iPLJP9!62yq`q{tyG zRAU(#&VS-l!s+?_0RM4=a2eY946Cq+VeFc@XFW` zawzcU-u{C8Yw&D-$G8joNv6ut`_$AkH(FSHD>!L|xG6e?>(JA(bF>x9afHjDeIW1K z0&%p#>yk>muXUy~e)heVR)=A;CxHHEw`gNqx1j}9SS0tjIX_s9>n(HR*|V~bqf1Gx zA?;yOa^c)|xCh@=9srQp>T|&@8HK!VP8lxgIClmdSIZys%})FGZ=5KqMNt=MJ*j(Xf`m;o(q^vmEkzp63o>($r4o6&7sy>06YG<(gePEj46)3@x(jpuiGUd zJea|A&OdowTNbd5S_rxNYM{V>U?zY8KLWqv(q3AVQ@bMA^dk6k8|Fg0`faQsUF)b3 zn~a`r1y8y&7uYL!VkRm-?QXPJo}i{n*WsvW5~9oA!AkSYZLX&LLgzG`;K`avUc2}+ zI2_i4MfQ0dNswvU05297gLjZS*(c8}?hK`@W7rULha(0SuRKLbty*aD zn6$g4s?<;_+F#e8W>LDi`6{ly*B8F_Q;5!vQIS|h0^sDN-ZBKwtNrPySCBHqD%h1 zK)BBEg$+~Z01S_PL20${8@xnGJR(!-yC`=G7&7%(D^{x^IH}LX`D*dY#g8th^{zb4 zBT{6id^`qx)6mxfKYnSd9Vzl$v~b*aFF7*=M_?aSL0hS=)`P^pU~7p&_a_le@=TU7 zHdcuDND7~alYP9>WMjh*OT=33!id!oAtSvJ*NoUOY(%)cWbzIH%aH?S{-nH?oHF{m z*)Y?$f{)vo9|pNw!9@{7VK_pMY>{+}t(oba7K`hF@vcoE;oykC{D;=+MIWy=`|k{k zg}|oN6o>nw{iT#(OchxCeReg`*Ux^3tO&6oE#GiE2@;0c%+SC01-vRyrAGb~Qv9t` zbDJvMqzsWFvga3>GgF~LmfJpJ{fk-guV?mO)qF%;?dTeldy1i97W|S&oP}ZBmbbmK zvq>M3w4yrRN79>QFAUKvL$T9_^{_W)WMUn{1P(-lb^3mG;q1DcW^gl2th**PR{ zV=^(Ou0D7A?mkO2b+ar{JQw~-sDAIMwlYG~DSuT;?!!m?Mt137eO_VGeCOZPtUWhY zDq{zd^yTIs1e{Mw)~lNp+*6}9H>p(ivr2=8@_l~hIvi_x>;MWyYMPkfkf<||2OMHO zP%q1VdhrZB>%D!f!(!JM%Rj7XA!Km|4M{APQRlX5v&L+Dd%7Zhw|=@K+x^|~WijIl z%39I*Y>n-xgPk`1dv})s zHAvdST3*i(2+X;T*vd|N@v+iATIDygDK$_X^(cnnl^GaR-Ye&i9-2_P2a(tel&Myb$hR5(}zIQ3_h(3faBY zV?;!R3Z(go_9+h@$O+yaz?*`V(|1aW_<@d%az#Rfi(szL#^+jDeT~p3TSUG*8d@*e zR`Cpp_eGOYRgLSLPON=9&%?u?S0r`~`Pw8Gl#l_=a#h`;A$pK+2!gX|A@svLyYA_v zNVL6wxEKD)O(aIgQgAysW75Z^E;6%4jwrsABk46mk}+h+XS!pW0($Ii;+H$u!ioX5 z?tz?Gq>edc(&R_1a@yysWcX-u!FBw}@}Z4}^jkf&9mbt-Ya7+!hNFfuKUe(@M?bUB z9xE*v{qo)CQ#I~DyQltGp}XtxWZ=JhQ9~EzUw z!a7JONv%zfjhwR=V5nuv~kZP3}F!qcLr_BC_nzTuNtnflMB za0i!D*tf^{2`J!BWxhT5XDN6NZZxOP1V6WOPunu??V|t=3L!Tpx5FGEgq{2zlUFGw zglW$33;aHY&@uw?`C@50r$&6{Ep%}0B7?)C6iN_K+{!alKn$&U^zij}xt#qVA$8c_ zAYMP&_($ZPaer1&H1t#o1I(}JmuNq(^OW)UV5w*o!m6`bv?tAv0Fa6kt;EnqgzSD` zvrW3(3x9El%%7|>dSd?%LiRC#e#F-4y_>IaD8iOD)DqgJG-?piq$rqDD0Q+HXVrWh zJSyh9k1up+fH?syy3HXB7J|+15DGKbFw`B-2znk{wdv1=9M%o5GYyNI^Az8L$W!Go#Yo9H*dAya z<>xeVj=%Ck9(rwezUUq6B2!Z|m$w~dX_Jm1F?*nS0pSzc`UOKU{=gG9A(Is-wQ-Dz zf#KXE-HX)OWwJ0d?`jw0B|F^H`254eJI>9WuE_b+>#-z%k_`Vb{8fm-2hBK~far)m zt|KqmyGHXmNc^$TTBvOOE>xGITS!`n3KPdHB!gTz_9?h%$ zBTtsK@}Tl3{G@LTx{YdTon_}Gg_Fy1VPbDFfM2|(F#t}+n`OOGXt=KIAa`Ft)Bjt( z5s!=#<1aq{(kwq(z`~>awR!~JN&ZGQ>w5Kz(}nML%UYeVqjkyt$6?_u627|>0Ab2< zYrrOoqC@%?ib4do7Qx?d!C+jW4~F?$=&F{nLR+;cOJVHaH>spSTMk-6+B5pFxP%cE z2+p#YoC_bt?3X|hV{k;yqpnBe){U!}E-+GcT>ryEMi&qG2W}v=Di(-Vk*bi#LHg^8 zBivlKL`t4YkrY_1O`CbRtMbM99k|WfrACD3Tu#T$n&FSHgqg3IvCJmWQniDT2kX)! zK({*Nb?}TT?8msLEW6+RL_)01|D7)ZYz?bv4(;nK*kh>`c5WchcfsB=(e9p&p{iru z8(0Y@e=&vTZ&k!k0?KO}V!oc{_Nz@JOW2~wd+w)yR?Q(EU?B+6&eDJ4mvoR^On3_6Y*Bv%iP48nL2%=r6s>~Lp%M?GhJU&TTrAT zJbm89ei*)&q8il9cH);2*P)5y34hc6F?2tn2*Pw!mOy1hHJ(tK7BoxKr`Bd#`kH`d z0Q1xre*Y(wm26dt?ksyVK@J=f;MM#-hc2cNV0*?aeCJlc4?#@U0}EfvDBE>iC@)I; zC-2|&E*-8{tGTq*REpL(djxv;_3tjlKisOabvma_jktswLiJ&qy}*dNyAqa-&Sr3z zLZ%viD^Dm766A?()pqW52G5o;R3>GC#;}D@@hQt`I;KXMDaOyaFkWnE0Ph}N>1BI@ zmlQG5BVYL^s8lJZlmLD%YHv&-gMocNCF|cYkXbl;H#OL*=auC?0t(mW!O|qup^1c) zCdtoBHYS!(bU#f{Ho(#2%}Sn-5v~O&C+QhbrD{CyU@=o^S?SJqG+J~Fn!NB*E)3Tp zTj(?6$ou`x33<*0`+vE^0v`M>iIa~zU!^yQlJcK8xxZ@^)=0G*dR%8RyGRn(G}G{H zp5D~uy(jI-@)gy4ZwRkXBSSfTHT-))?&wCU+m_Jt9T$uC@2rN59^F~zR=>@kb_@u= zr>Cv}pRYv0btSru0!#4Gu-INwuZU~KpJ-~y*9~)=(L=35Pi;Mw&Vbg;5tLG{q+g5Y zkK4-pM`O5sZWu&Ou-^=EHp%5^A?1o%!$i2bg?)+Pqmp#(*ND6I^ml)6f0sI$$0@6} zPjYY|c~;I4oH9$Dotmedks<_mvXSvD#QeN>B19YQw_3d)V>DL1`YW5;7;A5y@0sY< z6%ausQUI)RlTy>|?uW z;6H3-w2P|38nrudt9Tlq6qDLr_;Jtkt3Mz*&$C>sa3r={&^KUP zJ<2DA8|Ym-<=8&6Q_RQo9Kc<-JAk|1@yUZFX_~VVNL6g_g~3poY;I;dK0k0J5XPfQijMp6v}>^n%akTC<%*|T7hm*bvz}lR9Scl3Ul&$acD)WrYm0X+=Kz;Q#QM& z^2D@^s_cBJgjy-g&)M4NbebVcdIub8C3E0?4{~sfaMfcUd>{jq5H|dh6(1b>@|AWQ{Vxoc{Vs<(dffr|LFxkh_xu|ebEov;xca7=lUD@! z`%C+r!mo>9UWVyY-FYilo-kYPeNq5x>r6%ZZ~)+#L%?ut`ql>NqL+u5TY5diBq#}0 z%@+4EHDG765J~+Z?Y2QyQo%3x09|vQ_=vbZt^8{9@$wX3yg~_G)>t}|_{C+O0aCvr zJ(+lvlQ9b-1@VlRmBrL{VJCHBx@X^EFSEkQA_lUP75_8IV=$w4Hs?a;vxFl^=tk+; z+Y4}SlB=TJvyQa2og0-4U0n+DA>xXJvdfBwk251tBZQiEsV?jk&tc%I;qL}r#>}bt zA6dZ0PVa|=Y+{DMN>Hn6N%NI)Y~bXY(;3YS=6VVdZsCmF?-)AS_oR@?w_A8{w})R;E+W$ z%;L)P979o}tqI6;x1D>4A4fDwqS@9gZyXM2D8Pnk!irotj3GAiNnuH|Mi~vEFaj-< ziEJ@GQU+b`Q+QO!Cxs{^GN|@Fvv9cHzAWy>iUHoNKpP2r`z+Q&ds%pk zX`bY5BB>nL0bd=II|m*CmwnY)N8k>Ytb&_G@OIrJ*q;|1)(WwN#gJ=fjJ*qCAq@?R zCOe2PXe*&J+FN9t= z3pk_6ivSwA+q=~%lJ5C0gqL_68!SrFKf;LG)xoH-XW=Pys7=Lm_R4?8PSOa~ZevI;c^H2BCz76Hgl+2>zB$=a{kAKv z)w?>!gAmkssfA#3vr%GtWFRazTJ_6x7B_t6?`V8Eo9DSIyEuO8H{UQ!UL|s~hr?&^ zX1S11T{l}XnD#9{^K@ZA)I?VB8uwphwuj%r5?jOkEumJfP$#rXJxiIUc_qGY5`^67)<=PRc%( z@{6qC9GF={G(wI*eq#`6cBJ_UW)D{WK%EN0o&H1+9kkrt+w18cIRP#&r@$KBEowd4 zaPvwaTlLzs!PG^jKs4Mx=yp)Yz@YOOPaJKKt`5LB5#^7&vC1DTm@Y+V(00BWnOZ~C zy9T&AH?c$Wf^R9pmdTBSV-bsZ0QlqY<|439?L1%>Fh@Y&`=57dkbJvvb`Ul7Lo4AQgVWo$J`#Mr|Hm1}Uww7?rj`xs0r2|Y-6+uZYZU3&1ZtC0e`+D;K z{RFYg^Q$!oTcx-0v6Qdt@U;aO4SqCxWA=WgW`yX2T_`9h09iyEU_U6p{_))VGz@N& zgOVqlG66(v^E~ z%p9y?KlxuW@ys4@1J1jXieW|4PVL{)!4&|%kLS`)F5{9153Zc<$xl1h!qm{RqELqa z16@F(zwO_Y|51vF*nfKfyy@9l0rV{F%m8L)R&D?%I}^b7zvCzYE&tAg>9?=6otZs= z`>%B0>hzzK-Ts~ds=pV68t~t-6ztz77X+aCJ?MH&>`W$aU(El{MCMgsY9spL(jl4E{fQpsl5i=ie4@lk4j8wgvL`Z@XakzkjBhpubjE#NNjAe|6F> zz_(oxwllZ+r;L`)5|$nyQzc6m6N|sbsQw4fkp8q~l+|I<_^p7oLVdnq|AnAtnQ|Itwnb^xRBAELhyCxB7(H{t>?iv5E)nE{NFzY!~dQTjLH z05Hn^M%(~K#eWbN6M#|aH(~)Ws{BT8QB;2;HUOjAKZyG+7vMjL`7I{U5i3 z|3+_mlYbEVo6f}E=B=pz_`lVb(ez*Njm_^^Z>3}WtADM(4c-zp`wjmTH(!UhN5RepWcIrnY|MX4o&KvxY;Q?A zyzQ|4zkdq*_9ikq{sZ6c8b(J~`?qcS@9HwYk^fh*nBT}d|1Rbq2;>I(&4K;R-1+T7 z{O#~|^6zkO*9xPHg%jvs{dl9{;%@&hhqnT{{tLbp(CuH{eKY@8be6Yxo`1ss+BFkb zr?(Qg{COL`E#iOhpU)cz4u5IA`!0;{PQNqGKSREwnM_UZz2wy9 z`hX0RNL`s8^wa4^IB}>Ob#+Ue>RM=-=-KE2ClaJIcG29I^;c zC4bZO(dtopfrYc=ImQ`tI3&<6^n|c9XlEWMv)4B>Xjv1lL^7Xg;eCHavle*kth2=2 z&w2eQQ)6-N#3jSk!6AHijW#+(;VrVCB!j)+UGyzhCM@!s8KJ>^gFqV!(2=c*xMPX0 zWMpDv1n0moP_zVPYbq?(M0t~3Waz*~HGiue2Q9mXvvB&E*)R{@S-E}h8OtlOd^X)F zSg_yP{g3-e3ml8Mx&3|Ie$$k-@vr_upBGt-b6j-0yn!A_ z$L$cDcjvwn6OwkYnYveM+Q$NFlVAixq`+Zj3*szZXrtpy&B6W(v{!2ZaQx!vDSrrA ztI?{TG96yXuRRKxM<&67%LaVA_dkE!*JFX#%rX{+dshCtN9+@sX$PwAc2vQc+ z-0!+yj`}i0jL`%~%jCg>>_e(KD~o`@{G{+)O1#F8=2wNcN`yS)wNu5@pAZgAD@9D> zeWs*KCQm}84BS7-qg0emfJnu}PJfv*N?A1%@;bvAMkg;jWEikG7Aj^5`I6Oe<%fQe z)Cq(*;ZWh0DFh8*W+owS29u@SR(z$z~bac`PZGB9z?L$6R#RU!pN$c5$DS(Cf*`<6r+&M5kMVGKVwt1mZ~&!qrRenkW?jKc~)x zZ*lr+oIdT57bp}*14cJx7!D8GwvN7?=I2)DI@>o4vZXH?VmkDdNnI5wvzp7YNe*?D zh$p#?^*MfOuD1ne^M8s*HO!cw%ZTp-3H*R*6r61N!Fy0q2dmQ^eK2(V&9oyW8WPwh zyR3bz-$!rZXv5Wts9! zTAE>V%!b;>9-;@hLE$$|xC)Ov!?7*@mv=VZ8fgsdjX=QMZq3&_5-{T_k3D8OTRTz{G zf~yNu`n^Y6^P`63#!iyVqQ@`{p`Doh2>q4it~Jg!)pGZKJcAj`sVcGf*Hxc@PU*?$ zn&3pt7}utf4u81qejGHZEl5o1YAUtp6Gt=t=P&o%-`w~u#5)bOsQNwQ!W8b3VW_zA z3iq&0+2{Fk*RObd&!bIHM=wC&FvNM2*eKWhSUa$&lQ|&jS2JL9eSd#l7J=4cn!=nv#={u+05B(} z!x(^XTlJ03K~^58J%iz9)$j(iCn`tV%pXZs)YWeyae@)^5kulTQnP(Go2OND&@%kw;s;<)(v4NoA>*^i7F}~sZX-H> zWK$AG|9|3cVcg*_bTuBuY;Egqvrhq zGCf>NU=h$z8fv#L!PX+71Y~wW+1ePer|X#3PzcMAF)zyGN}!&5OZcmeqGV@-?UK_B{0!~ zpMS8^G!Z_|!V6!2naTFkUX?Qw2bM<{CaBuo=l5;-kw*I)zNZP(C(NwVvpgflyq6iX zOdoa}Nw$>%$kqVN+Oj`+(x~2pBm3TjTS{thxC0x&u{X$UtHa#*P`z}N@eSnW_Lvk7 zRUA`qh*xMhhg{_pTgUm0{m1-Ho(zA;z<)i921yI@v7Z+}A*dmGITzL*`?|^*CCM)a zl(ds@X3DnDAiO)d-D|nn4*S97sR)SlzPO0X_sMoMqW;j$AQnbIz?!qPnMZ8 z50}ykpkwu~PEDHr;oOrUhTXD0qw*S_P|&T0R39*EQUz1W^6PUjdEk?$n4Wy?dw*4K zsl_wp=+?OmC$lTbLW3tgcJ_~nq+3gFn7X0b6SdTsdswpDss#oFwSIO@DdqBbT90&G z6nUILq<&Mfm#;q(5e!@yHPHeWJtsQ+J9=>nVK2+r8kJ?esh9Z2z(O^}T1^F7?D0T{ z%Q|TeONn@vA@m>=A*Fb^SL0ZpvVR*=2PhJb4%ujAIU*&kk)K}1$ltPb!c3-beP08Q zsmZbB7G=#8Sx|md1a7Vas1#;v)#EDZYeBDVPX1X@7p{mZrA?kuYSuPb0?m}`)l$bZ zh-=(aLG)j!?>in{tKd6bX)$bSO|Q4v>JA#cicRF4KPF(^smVa=@<5fjjep}kh3-ZP zYKAM^MapB+G$VaifU-P2ku$qAlbB^J6hz1a8~tLBIzDO$93#$NMcNcObkV=|3es!C zPJ=32`=Y{_;>4DJw10#p|4@{KH3ycqAmQ#mcnV^tjM2aFuhr>P8vEcd2p+SrQ2))T zQgBcy4j3|oGA@@uN&gPN4}X5b1oM4KT*u3T_@?FfdEA8boM-D zHho$nWWZX$s>EHpyS$=WT&0+^O!9~_esk?ZSFkq>++$#y+FEs&r+L5^nZ?{%B4s?Bl{T|=g%{8Wzm6m`+6NK|7z8_2UC=VxQPFYJWc`v zTO;Ik`IF@4pj$%_w4jkH&-xLM49G#Hf3$uG<<5VTJFOHfDtqJypZ2Y;-Qd^y@~eS0 zh?pZ-jG6WJjrm}%L$ZesQW6mCBtP1mH6a4wx!IaoNKR60RDae8LIqlJP%Wa8JHB`w zcj5H}nL)i6-OgiTv#qW3p5?@B}f7&7)M1Oon7)l&+Ex?X6&TV8&_$k>@vq}n( zQo7YE)-y8R*ngTMyK&-grydiGWBi79%N@g)W{)nSj(T{s#96_R&0f5PBT~PmA`M8X zDc}Z@;Ajw|Z&46>yk|DwEj%i7OtwzsPYU}LMGw$nZVijBZ2cjnds>mYEdhMjtm-B- zoo9Ja@4h$fN&0M>`U=rKavFw8?mYa{FHP?q=sx^zMt`3w=5!gJXXgUQ(wr|ig}%D# z9h$wfC7Cs!2`g01)1PBg_R!}H+~wL|YL{%D)`&1`xsrL`nzPz|R4^(H&S%tg5<@R| za;?uxe|dxjE$ORD_5tXFc)MYbxKMBHN_py@hWcFj)iV%G;xIX6&7r53cv!#d}*%zo8s?2LUvI-pCDrzLpR`G3@?(@PV1?S%v@?vpucK~}+9Bt@>g z@8U|)AZwPG^`M1Ov|g5ztEs@xbKYCaCSiQT_LFc-czX%MsT33IYlXDg$U7oCqud9# z157bC81kqop5^{S7_)nR zmpYDZ$HmJ;meRSQfn?vZL`T%pXgq>T`t%=5_L8Wth%B?f!ClyN(vmd5X7z1%!UHvC zz&$?ZB#=_-a4NgzHO);Pf9qGikQw&mN1Tu)cWf=sSyOS>Em3Ald4Ki| z#{nJkGqeVjbjipk9EOZ5n%)+RV?(DyjNwzMhoe?|HLAYTFUK+;y%46H!y@MDw<9*@ zt+3&W)@uB`(&W4yh4sKxrY*>*BYC_ORAuCTcoJ9{WcGd;h$pNAkLxG+Ks~KC={G5> z^G+D^L5T?}HV9fq3CoX4z>j;AqJO7g&8=(G;FSb67^VuRHlo z(cmsQ5*MBqyEQx4=M<;jm+s2Cv^o(o@wtwT@U%@ELI|f@wsv$st>o>*&3~j3Z4ru8 zBnd0kALEL(&9qU8Lr4V_HD^nY)U&<9F2HYcBZn0-!g6ouqydwl6HB-~2pfU=r@itGlYgzeuudpiMjMgr zDL;&NUZJ=2yV(fs3Q*~qnCO}&El#nM=m(+U*inN1-5PYJ0pNOMyx+=P2-H+M$uZ=) zy2O6@H%`iBIcs}|i`9~{A>0Lvc>{~}tauy9>s40e{8CkyqJBI==Dg9uAfHLU9Igk}o!=>;+gevPjokhf|gpy1z5# z8x=`JyYU&|)!zJ!P|;!2DdD|XLWg;izFWWzk4{M^5NvZqkf-D5DD>S3D;x(yH1hii z9Wn>*vd@J&?tZl{%RsUBUE}D^uJ@H;4MD`)aNA_G>UL6HCx5Ssmu-c{rBl?(5;HKl z98i}P#G#s(T@;YGev5zC5D@43fQCxbo~jn;&o-bjr~0+ z`8)nmsgw59@waM)i0@hTM*Wj znzY1y!K%`aLqm5#nrJPC`&l+N%Ejm$&(N0kMInLl5_~mrc&xK2Pde{jerzg`W34Ge z8@P|-{0NTh@lK-43PRSUHaI$e8lyb z7SyAF9-lNbT`9~Go7FJZmB3-$pC7&Yk^2|{(1oYL+Rue8Np$p4laDKB z7d!Wx@Wi{hz$E8%QK!+7&1wrhg#tLWbh8mrBY(kR4ouNBDLGnXgo_>}uVold5y<>R z31f(BH+{2_wgMpKWor0Xx^J24}@nIpXg{l_*6~5!$@XV_dcZo&g#NaOBW}aQ! zG&zE-AK&VTNAjktCs2X(T-gMhYtrtXEJ@e!TTpj-^NV{}xVmnayy@QYk#c*=%bHnj zILu_7JI{|Fq$9`_`upI

Hnh^xsz$gVl8f2K>_ zvUBLd`XJ}0DMst#JZ!2d$x%`5$qZv$iUFg=1|=(5P)*ug^K!_jl>RV zTsTSQatRF|I&p&tlb68{JXTD04t!+QK1k==ByXO(vBzcW5mqqqQ%JWaqitgMaDPWX z{#Wt!R%Vw|EDTX>H+^{4Ncp)lS_6*T#fe*s%)WNwT2+7Pbvd=hZ`eT(ES^F17O?0r zC9{_6~o4sP=@S6`5x6|vIY*AY$k65!Dsc01mSrCe@qC!#@ zuBeaF^f4a8osp6v*^?o`QK;pNZGQq&XaFx;SL`q1O0CAE&N%T4@Wj;&L~uTkbg7rGMlI%0&t=#-NQD+Cr!d*M2XVa6SiUoE}rXh7(%MivC+5RqwRlPAeXnuX~x zrsBkx)6}TM_=gg>nl%SvN#j^V_=jj8pT_#CWfJEz*Hg{* zSkzzdfR)i5eEI%EcRxUApo4-`g3EFX&VW0uo-ZK^Jj8tp21J`fUue_NCX!>Cp5}&r zDzGh53=_xVu<=2c1RLuT$7*(C1wmp{HGa&#=;IhLWBNIQJLiFfxqo49H7m_XI!`o= zgq!b+u;Pu3hl|ooCh09|Jc`YTr{9o1Lxy|@hX>wb*2%YTY~C^z@7hDBHt(|B-xI+| z3N*ayuJ(`=qRX!j4RZ0shF`yG+e%&QjlFZdw7+}CK4+GyPl^yE)0Y3mTW!B#dGweC z%;H~3040)V6i(ddOMlVN(P~Lm1HKQ=!IO+rlDP*}Vs`JDRXxq9c97V!l9=@+!VCVY zlo_84VjxUu@GA%cwa1Jx3W*-uyUWtty<9GKPiuhWS1{Dyj}Ko__+@ZLtxoZRy=bIB zEEt|0Renx1Z^#)d*ibzFW^cU5<5~Im0CrhSCR_BWqHQkVn}7d{rKsYZ@Ff_VfohHd zaE2H?AG^k&1L^77rj|NXbYBW1)Z#=x5qDK%Kfcm6safRx4%=hP*CsDA(Kw?%{-Wi_(nMy1U)bWv9-*T96K`I+l1i9VKtO_JbOC*8QV zeDOnD=F^0%bblJXKqXBTQ`>C$UFlff$4DsTpW$Zu`)(XIm)BT}yxQm*Nl}4H?5Exd z8GhCwb0i}@AquzB%+aHGzRA-g6-s#*MMIFEP2-FL@s&{93fcSX)8#aK8XbcbkWy8t zVHTYkk+m|Ci}c^A6nqV)za&I}Kt>mRnHH%sS98E+Vt=Xk75{*JLi+!`rx0lx=S})Cfgosy`)ImDytD}*oWA1@@IM2|6J- z5JFD({ePP3xp0lf!bKxnYKzt$NWN#QOS2w=Fvv-@ubM^ z3+nCo-U4^=gZ<6|LSUwr+7jC#*v}5Eqs=z;lvlpxN^B`-(!CKbfqjN(GGy8|A2kHA z8T`#^-o3QY0ZJWnj@jN9O?QvS1y`<0TH~|tH-C!3!Dv^jY|@r+qE6$o&hDHrr&Yj2 z+u?=KtysM)jK^<+BtVW=*sU--wjg^}TTT>jSw2YZ`t=UI)&Cws?bgj)H_<(hp2*_E zC8&pX@KsMMOUIAi>-Pr^=$q5GpdX7M8-7pG=PnLtYmgU`25g?;-w!t0vt=# zW`8;|?>b;9CR<7VwW$v+2_UHV4LG__EF7()vqz-vrQ7?xIH?QQJA^!|p-9%!iyn@x z;ZiyH)0Q4pNX8LCL8|SQCFGt2WcMB8^8RvU&<|u8Es};5<4q-#&OlZ!YWk}qZb#3c z$BdwOq4h{8^;;fWzjnpjsmu1OkQSH=27lEhV^|@JU%-@ii>wCt8H_LV?Xi+ujrp1I zrQO=#YaD&GM!gfX#xc(8QrgTkE4GZ0VRgz&0|aR)-*$o$4C;=Q`q}Z7N|%cg-+ytJ z0n(xZ%FdcGHs2dU$?jMNePd(a^O6G024z8AyB?yp(@HYZ$J#;$73&o{?K`$thkrr} zQ)D=VUZpgJPY<_NQm+LKanT9K!az~pBFV+S!Uf{@j z28d_d={_Msr!6gMyLmR>7}=i~jV0E$N0Er4uD(NbwcB1ljfgFp9}G^^WgWt&>!Y%2 zd)?!Wil6ak*-?_v(Dz9H%%gmuOMlsGvTdE@CT{+D@I%0l_5<%1RwS`)guR%2G#?{s zse~*!~(*-`tP{z5WqF2v?!+t5fJDmb!ka_c*KFFMs{2$}&W-Dt)B zb5tjSq2f`z^1bD)BW(QgeB6hmz+i#J>s+?9W`tySGe8F6=`8PnqTT&!ynn&sP?f}h z<+bb!ExgZG;``I2Lo3^}=Xt+yC7sfe*stopvVn6yIgb@GUG_Q*nD@UY)tlt>-Yr`Q z7&UD<{nYs3P$ zdFn|o$@2qKQ(`@Rx3l`alYjLAmc(Q5|Q{_fPEam7PmmKz%4%&Zu zyz1fpD1LQS-;-;keaE}h!#aRkQtFdelm(Smo$eU|p>aAA*db(j?4ysuMxAHnoMtay zGP&4tVZeLY{jMgmO=uVucU$?UGpSHeJNqs{qiNK)VJKED$J0j=a(^fM>4D*wtetva zMh~L8&vJ9v)0H%dGsN&m{yE9dQBHQ82`{iDAIXF`ndW%hhT|@$ce8$#Yh&R~m*y+P zJ;g5J1Sh4{YkxhOf!#cd$s^3>%Ynv8+D{{_(6eVV4g#0Fz@B4aDS^%>L`il8!^D;k zaS!F)yy4Bwp)C3m3V(AK2x2^3kMcf4-=C!_lb)gXD05_N&?rO-xfCl+gh=X?W%jm} zvb{F)C1ENh7rf4bA8-c{u^HHq)9XtwbqS#0ye89DOwjfbKJXljp^SGxgjy7BG8sB{ zf3=A)29XU%h`4bvqL2mZa%HmPItJLbG~0d}rGhP9o1;J(!G9^c_31vlOS|ghCw4O- z?3#2M1Fy{}p;e+4p6)<19wuQ1fHQ_}dz%JZj;kEC4e%4WMK_8V;+>KM?c_ZpaWB*dponPpdZ#{@60eVQaKSVn`gua@{QLN|RV9>~N zQw&|@hkiMUUfm!k*PUw~WT&GfLQvS3Q^1Z`I@TLzo#|X+{R$UCuNVA-~ zLfZC&GCD3FJ3kktJ&4LV>9p@fH-eda&C1!(4DP3fSAPhd_$y)W4S|NMkgFT#uVO4D zk=C7v<+)CWRE~ytN89(JL?Nj2MLB$ik8TH$jG2B;GsP!jClJFlJ!?A{kZUd#?Dxbd z_?V%(2i)kR62a@1veD82ya4|hW?C9-Y&)k~XTv!mY=c%D9S;G;eWPE&gBbA)$eD*6p+UqLPp{SG#`^v}n$?T<$R~s+UN8hN)wg7p;&TtqPu>HMdN!vDtum?_ZLByQm+9Q4m{nmJ^) zRQ(J`Q7KP%xDo>_9?GNBvGcd4tu(#2r9MQ4rc;s$AaT&ylFon@^S-BDU78hdqoV2I z-zF4a8BVGQV&7Ef|t(-@1;4V7VWMA7qVT7pHW>qW0xC+@l2Gt{U* zNTD|z)+~P3(`)!qXVN-Vcz}6TtXj3HPqYmg39Y)>6~6-CAT)Vesu7p%c6(WH*MDo2 zJQ~cA-RpU#W|g_jhD+&5V*W62116?9t*U$0%B6--gdt&ruHQb$ipP>HW+iOIIpil% z8Bajv$ZXwOZbiOz!7fh3xeDcC-6Qz9@B4C>zS>ap(;uf_hJ>Bg(` zHlBt3{l^$N_Xfy<5j%Zka_R66X=NTid<13L+*ZagpZDzw7NWY1(Und_C& z@))d3X?+xZGyWxcHG#U1gxk?)>fg{yeHEBi83j`|e3s{|_j{HEq_Wc&_{6U z7VFUp%9kU{^p9EKV)2Z4kNt_h9=AMk=hgM_J`oCvl#R@2tK?0F1Q@qFHl`b>cM+oK zvVQxKE4~r@oQq((H?VU<*+VjA6#P|>@#7bPoz#Q~6GWbYfwRoK6Jl9wu8+3#eJcG2 zJY-yU^@315Yxpszbqjtv#(xB31||dkqV;iY%|i!HwA^gDc{J#mJVN3a7u2$C3};t3 z1WWp!wotI$xTwZ0FdeBlgbh)r!z8QyunpVai?a`=D&d8?WYK{HgE&?~Bxo6-vhe=? z)}XbY9iKA3s*12#Rj90e2)`Rc-*eSt*BU)XIsk*KOIpNlxI7%V6@SQ7(9CIf&r6sI z{BahG7~veOt$+!B9K1noIxNAiEq1HTg$Wk#J@x?3NC3jrjxi9UGc)VqJ-`}bbCd4r zVg-veMU0DgrYsTlxbc)J*&)GnFf;FSTY41280uRw{De(A)6cFgyHI!)E8{$0IX905 zQz)DjAhW)Gr+doo5r5%yQM&YVAsS~ho<(h6u74&i{I+w=$d%Xh9gMc*>4ECDbh8a$ z@X4C^g3!k>9(PyYBo2wYb5LJUy|B=e-VfbxSL;1OCb>6H&Fgxq_f?@w+n!I$$^r^a zW4%H88B)ILGpxa6Q}V7SH^wHU)vGcjOZ>*dS_Bh@FcxCsi$W2-e%kgc>mOXh zGkpHRf&#N$Q2(wbmX%j4^e%+IO^l*1!k+OpAdY>3(en{1+7gkA`pFA00@otg+WcfH zUvPAsNG=&M`+qe~F_zE%M_)20)TX#kGOK#tz+%UYvj1gL7%qm1A%^y5GNb6gaPJ1x zeDZZNo`=CtomMRRb)597@DSiior#duequ;Zedf6HmwVg~+cIjWtakW%=|qlNQ1Zc7 zA_rOBDdXFS`N(%K3j{)?J9ntVB#WpJ88=3#nmgUo9GqR%XTh9v)uOy9H9{;BkpT^R6)1m@E&r`JqL22 zXv0*Qnn+gL5HpliDz#~Zu88Q|OynvpUyH;AybpqgEgRb*IUsQV4&i1xnKTD8NDzOH zYT|`OYkyzgD3u(sCXBKRL(2|s5vGw{N0L)z)VwS4o#TM*o4dQ71cH_4J#LhaQW z?Lnzi)oW@i<8sm`o*bnIesIb~dDzdXl<2`)nJ6sUH5mSFuzEs$!pE>l!{@-k;J@_*R zw0jg9EIs?B+4bb3A_>lrkx~nja?ssb2*f-UAyVA;!yP*v9^a=*D+s>w3am7KO`YwC zA%F98be5*Bn#hxQ{)P0b?O;q2difYBzyYz*q}j4P{lnq8dE8k)aewB@D=zkyfDufTA&flLvdzum8hpdRZ-yIoaeNHg5 z3@zf={{i?;sH~vFl02;Jgq;~4~nKt|?hC^eIBGXomaHW-3%%XsCStQePSa-q`eXfNhQeU!eB<)42HnM#0 z=jyvTfLhYx0cc3SXZ0UxHzfltM+gkh9df0DnJMof8Y; z-v5yM-VXj_V(NQ@L^Vxx(i!jAi=T%NgEG6_F2}t?>ot@;#tbKXnL$f}Ej?DD;IhM3 zxr|7&I+9T0DF?dg!~9kK!^kgHggPx*5(FYO;^uLz)rMQ9T(qh_3x^t9)WuSrOq zSGDn$RBBCcChq%Obt`^7g9El_VdSZ{7;8Gt#oN5if@d3ptbL-rEa^n5e~xbnpYG05 z4jv7`C2uLS`%FUJdGyxAy+5!SUe8LR;F65o#xN3=ny%>i@ckhDV%n$Ur|^Uf4PMZ`lk$Rhbu0`+xZn155mKDx-xmK3dgl%<@+ z!G@!m9CwL?vz-B33<>*-FxE3+b#D#5G0qtWX7^GLX^& zAk!7TVjFlrjejnWWMNjd?e3KzY;HmI;MXeB$cJpr2Faqtc#Wfce|wwh^u=`4a49cD zqaS{tN5tE#!!+FlYC*l%z_Zv2Y2q68tG!~8l9AVuAw)L@+s!&$E{#zhCtjYY z(ZcP+`s$)b#%a^ZY9GX;yD#r$fW+_)o}WeHwYzIf+&^@4IrWf6yvSUay@;ZGUmUkc163zM2-Kw`wt8+$g-a6hMdN zk41tv`+@oXn;CWHEQTarG2MYzYiPwCGV{%(9*nNcGkcDS>W_!?k7x$q4ne~W75xfZ zRMb7TlGl`9tvA4~R#dC&akNtAt|FcX-SR&zHs=#Uz6x7Pr(W!!ex^?~Cu?{7jpdqVHHGdZnLM!kfwLb_mGTbxYL$t#{2TTu3;v{+7 zYGU3PMQ4$hhOR6Sws+gG>#<;M(X)8yeY~6&jrV_G=7DF}MR=FQ_k;klGga@i;&QG( zr4W)koF&0&&{vrFJ`6&&Cf9kgf3S$t2N(HxYf!N(2^+UbaSE&&z+TJr@3kQ>$$$4Q z8|iR`h=2h978i=yM$1#yKMQ;fj=!h#ToamhmTTp?D{b@=j>uBJuik8(fZgj1IA=@a zndvTgu_=v0h|9pY==jWp+R?Z$rRlG6WVI_czmu6IABf%;A09u}P8fgUDB&=Gr?0Jv z{W)1$7EA4J{;)72r|MSrOu=uT@> z1o)+U`6UPS0){@~*7qnIT{8f( z?p4?$-rvM&5S$hX^s;EoMD6`tW2aHVvSO{f*VyF+238kE{~&11k~KPyn{-7CDD@h5 z%Xpjs3!EapnZ}pjtYvC})qnl0V037G5n*4B$XRzzaNfl@7WL>oOUa@uoqVn#>(7rn zu|3#Y;IV7*{6rcVfK_ORgTM?{-CM>$9Q1yv>pZf4?5VkW!&yOd=r#YM3tXU}!N8l4 zqybB85Q?Rg2l7Gwy!$IFBRaa|7j+Yn*@cCa%|?H2l2FzBR!(nSb$@TqF9-|jIVkUz z#C#h?Z+%}S_YLD-DZ6tVSHL4KTv}>O;?= zQX|-xgm``rLj)c+j)m3hA>`av>uZ%26&?j!RGw&^_%#Vi>VHAO&1H&U(TX&65+pn1 zD6y`yqmi7UrByz~^Bgu4{tKCX)7i^CW^=#ykQmMK?qEw1daUIZaMd@glv!-M4Yg>7 z6NHK=1uQQpHWy9Y8rl`ss${V6^9{e$Mr?&wV0-762)CD}%J2oC7;jgCkrL?%nqr#l zX%V5&^|h9YxPLiquZAQaDrvIhZ}yWhh3g>GozdxnTfECRo zS`{2Ejhch&UAX|4rwSpB5apFW^{rHI$&IdodT#tclUM#K&TXRo1~v@{K6j(AbOOF;8O;pGq%t2s3v93jVTI@EZtYE$bhly)tP(349?e z`}Q&?eD;#KV~7^F;0UDq-V2uEfdAySW7n#*nTxbgh>^Io@dnY2qOXGV!hX?9V#+*- zj-^t)-G6_k7FkywoW3 zqowSjFS;Xmk-c`km$4%Bi=MbYGt-Ik6%9zge-`laQOLyj8=_ZG1 z*Nb$Hj@YM;>c}pro}tWYOx!@#)v+_-e9LeEe1-L}cmr}*lnucBRi8(uliT&>n_b!M z*nEa?>(h|T^sO`U3-n?+MzONy%chY+yz|SIW8%qhbT;fQY&bN-_#*K7!k>_Lu5x9( zMSrXS?jf|)iBOT#jgfdI^y24>STaXt1D!PO;_Wik+VajxyfC&`kVPjdE)(2C*0P2# z6mFRM%qh>|P^a`@ZA$oNvgTgw!3ZA7hsr}<*+uq^J1LSoeKe%y0+9<#^U1y@LDzdRudoPT0dPkTUXKH?4W3pdwE`)n;IdgvWvW}D{k z-etf)u2L+DddaNbauf-w5Dz{*DDn4y+&lw-E1O^ylq8^=|FP}wOi9H9icEJ!l z4Z{PeqUClLcANK$UhbfE5bicR2s7}Fg1=cAYT{_$=5{w}pcu!(Im|@I9HA>Rxcj>f zG`OycxOmiu!;0tV9&nq)_pS2yR(~B0@6U-?cwIJqxPtf5P;`%{pnx*K@8N{JGC)P- z6HZiM?Z+f7b{+vG|D2`CrL#TcyvZ^}aa|C{jD;G$OHurcG()L?**GsA4w31KSN@aJ zf^#hid_D~i(PG&jttbwd=ma&cVmdpb_Ry`E}(7KYwcemA5e< zJYtGowg+P7!f-ohS#_6@8bY#+{mTf}_`$jy7sM=m*zyNpT(bdhWb3yPM%O-0{asd z9kD;uZBo^WYYP5V3$x3R*OKrIT0 zL#?imOOQU14QuC%+WH!g@U7}BD%`ty9BvlH`{@xXZhCxCA_RE4HS=E1f8_=zQWJh6 zt^bfHotqbb3kLUK2H7FXxNaUb-#;YD+Otb@$t=4V-wX3rN;ORu2`fhnpsXX< zm4$Ta|Hqa5u?!P0G(Zb>>R;@e;7zP1I=9_GHG*H zh@FZf7@+6|0&s8vICup)_ypP60i5jY0{=5~bQT0io4eat0aRE4ijH8Q3kr>tqm!4j zosF$4B+dUm0_ZIn02~4We9V8j10)=P&UTjOV1SCbt1Zw0lF`x}1kiM}v;(?&{U-#y zu&t}BlOP*^n}>%7tGR;@0y`7l?-&*b3+jfFuWKDkuX~oq*uKjg|j4U)u+=X^bC8Q8#NXWA z+zw=J0WtWia&v&JggU?+(%?VsxmY^eIk~#9y4Zn!waE4>3}nhOU@Iv{2L~Y7)dl5O zebRQ$KugHjz1aTV>}#;22iWHyU~LDsvi{YCm75crHrVcs8&E;|9}|cO<+scR=nCLr zXJ_Ys6W{^>-vEG~mbPra!fSas0sm5R{1QVt@bhtUbOKmIngIIQSpy+|P<&j>-GKmC zXE&gq&!39_A`}h|fR&x4E5HJ1V+Th09UUSDTK|n9%XhZ(1Q@bIxW@rt|Mm0lCu0b` ztQ^50uixf>?UzkcLseB>gX!;%|J6xKI(h;R5mB;$j8@cVBVHFLXv z%J{=q0c`CE5cs=V$e8|DvHL#+p#SGM7y$o`^~w>#S|EV_H_46IdDtx>zc~IsQ~fWO z|9=es73KepmLIMY292Q2cY5zIRo(jHPr?FeY7fn zKr1^phySZpa5aY;N{|--rXiCife00@&n#BQ5}&!fyo0uJjv0vMc{aknAeI5hVMo-w2Xj^E&oNFkg_Zx^a6o?rxf@lvvam|bFct>6HwQapy4JscA;jGJ56Jxs{t@n%@o&h(^$WWHj?eK+0Q#-}W$x(a z{6{v3fz59S>D|WJ{LcXFkc_s!M*&%=t(TK65d4P)MD}Ncke2NKfRNF={sTfXfc}7x zEjj$rEM%;|BlAF9!H|pnLl2pT7GO$kXZg$5ww0@6ErE3o?i|ZjP=%D+|zneYphw(fn7;@oQOsjG6;7r{C=0 zfjGGU9qj%~HJ)EKK=(h!%MBTV3&`BX_K!f2T7Rd3y#H*jw$8vmNCj!!)x+@*2S^OJ zKOkfW?tef?B_4k;3gYeg2ZV(8fBFMLM(q8&I7lRKp!46U{_}=fx;aB;?E2TY9OQxh zAO7oq79h|QXo<2g>u4zyVqX)|dQ&Aq;=!^rCi0DDM>mCm#b?2}&F$_5;zx$cjG#5= zD~XST-I&W;GW3_?ixiJOhs||};a?KeTkd@yOh0H$?zEuHPvCzY&pVW;f9)efCS}nQ z-}QZbbsS^N~jMdQ!Fvs(MExV z(=<62nKOh`2(Bz-NQ~HLo*2`YSKqKdjXzT;eqciJJBs1T_c2)Ke1ALRy;7#d>C#C= zO=Lhw278G;GD+(rxu2v+e=z4$l)wCS-m_UapW+ibbMi6^ChIq(*?zmVuye}<9EOM>ZS$?zqv zqcEMiKm}Y(=0*39{15Qvp~5~vKP2ynIX3gy*$w#Nd!R>1Pk6F@f4uiAuRnX$zCMjL z2lBu+4t@^ief4b7k$iTRM`X(-W0ny{pOY@r^)6>MmQG!$23S8GT*7v?UXITyUF=1n z9KXpk|D&HepIbq$e`jZ|VldJu$jkm#AeZ$-r(C-wjwe^0a{DNXWpuwja6mFRv{&HD zYJc;pv{cdr@4!*#_N?3^LUQo^h8AB)&bxMvfKQz+s;P1kQ7{G9TQfb#7B7#rB;6?; z8e=hZwM6c=Mmq~0JeW%qq-p5#7gYL`4ur#f7mVkn^LvP@e*(nu-(5BaaMrY`-q1s# zWniwnr^(n|f_-V)HrS~1Guljv2BG5!dk>d8kDUbRpi<<|aR9B{z-(uKP4?DJXcmH2gYw*YcXlZ+=%^ zgygeN{+8r4Mr&_Q1B||W+2vN{cBeE#k)KG5Z=>>A8yHt;#2T z_Og*!cOTw0!o*pln;rm+^QSk1X;fT9BG<5qf0GW zB;~T&P{_%=mgrwZD$#}YaH_I@(@C!2RZyd*2HhXrl{K*>5Ud+^5*|(iM+c*B`iYT< zlt$)gIcaPXEh@dkuN6m#QkmTx{Z-01dkMW)-QrWT!>4%}(^?n{(EGa4ODCTNI>w6D zf5duol@jqS83>2RuQ!a&Y(BY`(~1>uy&v!Wc@IX=I`n8u*lnfGwt8hG)s&t$wy1hF zJ1(BD%jrq6&;N!}*=nj{i^TEJf15*xEqXvwM7;Xv-7zJ5e3yQXqxUWK@$JNQe*jHy zdB@}+p2x=O2B)!ONzWRf!t_y0!FCwKe{DZU(&0oFfk3dH;|0=uk`+?%fEVv|Q0L+* zfJ_#>D1=ZM%%gekL0imn_^qlkOV0bINZ>o6$N*jZHvPzBtHOirtGl{cpKVoaz>5?P zSY>z183#OgyZVAo+5sw+qwfyA;*Gj9VdaE*=fEU7NdRQ6Pz{avbKcWkSjRf1pTg;PN7WnYv|(p`tQ3A=hW{xMB$FQ1<-Adpuh9 zEdnw&sN}Yks#{UC0th#+BN?kJN$R(!!w?6ztU0h`N5q_S8n{|`s)3E)grDEmA{)~W zThgYM$-3XB3^y6zc>`BKXlgj7rxSri(0}n$J-ZTJOYQm6JvjRo1vtbUfA93PNF40^ z);8g;DZvf@M_fp>8578d80i|Qemxs!DsD}{%S9}|re^Lw=}n|Pif3B&X%zRXK`940 zW65@Z40dI#3RAy@Q$U!I&q~P%a$vbS7yiDEj?jEg>uAKc7wFg(s;sJ6>vqho{QRY} zjb_B(SvL%x-u6nrpjYhD4X_6W|C%x zjW!-{&AHV%2&zW>0i^<)Z*=mT3Pk3YLuy-x?f@cz(+gjk-tmnS$&s+{Fb zWc(iMti%~LGXHZ)u=^|N_9zuOJ^^Y4WxFTZ1c`YYk_|A3*9$sae-SxWR<-_ISP6OO zP;E3%^}U1y;gEY+!rRp;&}Z7c`WyY7xjMRqF(}=|iJf5D&d=(iEE>pHN%V4{)w$8Hi?#*$?_E&Lxb z`zEgdS5~IEDrUiXVVX2rwXeP?@x@jmF=?dE9vM34r#}qnU-sb~>%Rf|wN}rQqUA?j z&+CV)-Tg!vlZDon`FwQo6n*whDY$b6Lq3|Wrd|}ZI{_GV-NGr<#zif~ikfB8=&EvTI-OQo*r@{!y9on?gXY`ppI*nm zf5$r5o7BK$J=X8-RpcH_v0+*x>0L1t{weGyrxz9a&_3aW73{{~w{BU{cF(L5`BM2W1J!6iJ!xlV%f$$Y*ge^>L`UB!BWOTs-XFY{(l? zeJeFYxZy||OFg#ad37UD;v~w+r`RI-e|S;v!UlU1*|7e1o zOJ7rGpq~xq(8*x!FZ+4NtmWTkHE`;-AL%|st;SP60hJ{l+nRS zQORQPrmOfSrlCtVxbgM=S@>ULg<{Oet0s<%lqADf&v=2o4PDC=l^>c=L=*Qx9qLXW z!iY;hzx~G08P^b@#s6$E#)+{0@Aep zPSLkdL`pRKmiaQ3O-JPS=^~N~BMQbO0h$OL*MOH7-@ahkz8Eo74^y@+(P!BS^4D~J z@-pWEsHo}770*lvkqf}Ze~=o(6;BfAL*Yk-it_}-udGed6QkT@d=N#=>bo#6f0v;2@@m}@{PB$m zH_MVT*YgZMDac}6eEVsXs{Aw3;OKh_)7yq9q5bfhvGcbdHWi!Pb6(U08ZW;@ zpiQv`P)?YMoMv8D7r=s>D)H7bGVB24s0&@E zLVq5M;0)DR_;Sf?ZUU_DW4~m^t$XOmC-F0a zOl8Wc$e5G)z6omJyzQatYgn_)#*_3dr<*&pa(*|jWoqa1f25U*k8UW|ewJ@~n0UIp z{3#z-jAt_MNNzfhUT8CyL$|wTGwj+4%AaSqtA_S2(N~xPRRa&mWOdq~-b^6iimJz=2o|K%g6%A z>w$uhF9H8En*QaiRBd^m!$G}CL#3P>kEvWb;!XVmN5MUYD_it5>eG76$mSW!I`_M3 zj&g8>>Ake5pA!Ppu62oxfGsuIT~QyjvG}RVt=YWEe^j%a(v=WTDMFq{|6vQ9MJsYdjeOV@K!SuT7TO_8 zNgOjS!{!(BlDxq$wwvPuhSP;^&q$hkgaS(OL?KwcT1v&{deqwSKX^-T;%JX|$9c5q$1t@$mKg|+o$mFH z=k;Z9bez|N-Yx(;N&2D9+-}5Sh<)M8jwtYEmm~J;(!QE3@{*jeWqD2Bo0*^GU>6La zM;ca+MPiywwU5YT<#u}zcflW-larw3c<)hguN!ZQjfAPnACY*%=J(;7zB+LQU?;Dhz6FpRnic6Y& zFFF_X$t#ga_u)_Nm(a;*rxqmk715YVcOyEQTad69u|+PEUghji^Sak)5^L#Wy?ePt zSfQN!%sp0kvL}`fHBNVRblr3NR+hj@M^1T`nQ0H-1+Pr*DR13`t*Q7;T@T#ge-*TC zbRS09?X3ZMnRkeEv8y;5*EJA3E&bEJ%DlL!J%g~Wt=YCpYlP_Y+~>h({|(^!v5vIj zjBoOnFM1e$lZ8^wkpl!@wFV>x_ED_~A7N5*;}g~Vgy18ozO^b{eS10fK`XoQh3xg6 z(H`;RwaIh>EEzE@s!%F&r|)+Se}J@6ZxFh?+cfX9df($j3SFi;*MNnP=gX$|6kHb+ znj?ZG_7+&jOEgWciXRZ!M2B)zpHDK#oOMf&6Mm9~JQVEV_sEPIVeqO+25&+N`e)@e zsy=Fr20XCdyL2P3wfcJYHLM93^H*M{1`zG+W8rG9t;&{HaL;PcyFc!*RAYd<~LU^<3-pazUfEJ z&uDdVL}zIhk4I60mE()uqAK@Qp9qK9ExFqP7@T{%_=X1g<@PGif7EH>MCJD{1k~-(K%W1L^Pu4-p#B;;R}s?UKcw4QD-$SE(0ayAzeMB&Tx5ESi4J4kQ6Rx zaY@XQ>568(8u|EDf6KC@CXYbaO>kE&bWBMWRnKg1My<`h)y`ZHU z<+;?sn>#2Y0o%+YFKi9*rD)NS8~Q#$*?sbTdb$7}f7H3I1;2aA%@XypB4UHQGGeo2 zRx-x)Btx+!Ay8_cEGe3rRNnsd^Vv!L%*f;w#<#^Dgd~zEtu1l;raTrikb1NlzitN^ zf<(W2bYlvPK`rA*TU&hrXL8jEPQ}+fDSe;-+~jwXOoNuEpVSMw^|T&X^g)e*;?W;k zm!MuKe>PrvwTml#2JY&H>iiS`ct zqt>L*Er1=JCFNvnM5KJSqU%y94(qthfdfEqL#@O%PoZQ8h*H`_@ z+|)lfmt?CEN)J7R=gl^Y*7+D-l$DzHETFMxf8#1lT%67u1h;^!n^P)Rc-l|bjrNaS zPyBU6(1%)Smq}uCpKv#8xOCE=@n-d5qPE;+b_FaC_&nF{A^+K)?s>&yuA$Y5`epSt z0^6e7ddv4{XP3ceclE$FZl5oE$G4%m#QKxpva!Cy9bV5DMzz`H@-oim*hqEgJlpeg zf0)l;bjy_w8diNETvNx=1_bNf&28$^k@(m0iSaEfskQ*J0Up7lmAnxjGlA>ilfDz7>yCd1=Jge}_pH z&t-!1!yg$Faf|GG(B?kuibgY(9hy50EBoSkp^x;P@QSXx8BtMJ((6jLuAHAsl+yYx zm=~g|Ofm5{uzqHnYI1&kX;rqxaBNWO%Xn`p_H1n^q`QqCbAglV6K=w200rU_)b!f$ z@PS+D*m;h+H01YFJk?T zprpK3ORn09t(6iV_36GBltB`Ye>Hvlw)lnu^TLTUb|d7;GhAyO{md;x(Jqs$w13U! zCIs`-ajqy)Ug0i9U}UA2^-&U(GIH<2wNA;>`@)K>3rgEk(KVG(j#jLNe>_s_=dZb+ z)g0^h0~+s6T8BRa`#slM&4QwpOA-7XU8cN*^$`Q+4{1{@OQj_{GqB-qroWq^5-%(B z$iRN{tNFbr)DUv|L!s5m0HG?1;w&$W8wDL>cQzLdvR6RbzO z>As;d(e&lHC!ixD^(Tx;eTW9=*M+%id@9cJq49k6__iF&!gO=L8bfBT-f1|<>*;(LaB zG)igN0MUkhEUvcf{%UB+59LM6W<(YePFwd9RW&9&M1Ab3GB0iqgLK($!?Tacw9dZH z>~zEHWf`1Uib@6zBEPKgxe_@K=_oyzyr5|M73=(~T9+>f?-@`&GKcWaU)+B>waX#u zxk>R|qjg@hxS|f!f4jJTNn6lw?rOWQl1~P%YiCSZj(yqs(mHNFc@w$%D_l7B&vF66 ztYsPN@7yJF%&Dz;s4lm6&Wml1sJjzoH?u0-hw^=Dg1a{D_dA|NyihAbkNK{|c@>o^ zH0d7Ms1ajxl)$&XxF*VmhK9)D;k|6!~Lre-6*jipl(yuxy_%GigJb zM$EGDY!FglSPHO{<}hVCnEdc>n)Z0qh`^DF*Wp`xw3{LktW-2;o!kl4G>P5k;id%` zRhY;sAhpvWd$fo3ZS|>N>!LMn+Ne%6yTQc&n=4R8Eu0lGDz} zKtg~^^rrAsrWgY_A4I#!x%A-?>HNJa#**hY4YTj@^QVxLa)MgxqBMc1=4q0hMbr*@ z)w)f|WpF-+Nob1-CGgdtcYn(C(-Rw&GG2e(SEdo$f7c1<>I14yK(3 zSt3iv#oqFaBlFZ6ls?x;sio>r(7_Q>Y!U3^$rK2WcO-jN{MLFbqE19MJCkkhX zdTESE2kunh!m|(A2osv`dQR*433aZ)UhQusorOP+6o;&S{P10EI#UAy3*Vr!S(rCP zvby<$f5EL`Y&4pc`YsVqSK=#wWtE49FqC@T0zl`oKr(iiCH$EiMcQix3mYQJ{VO=> z4{}Jy`=0z735A6#zI+0cSZ{wa0Sv@Y_@7Fg9e=B9652&huCCjIL*WryRdorJjC154A?3(L3 z^%)9$BVIaMZGsDcf8xPWEv+cj_|luh&*HJLXdpmTp#c%wEU2-O+*dH@MGhV3LIvqw zr07M2rLLCvcUC;tc1hKWBDHdXE7GBLrq2RV=OuknOo*Z(QLLSZs?jS8;36hU3(~LZJc>_C$q>C6JxsR@xF$ zlaF#^t&xq)wBu~XfU#+81@Q0_-by|yDt4zFmod3km$W#N@r+U?Y6FOlVBzM-kA5N* zT-!7xIr6%m^yd;Wc9JgGfZT(@e>0O3nV+H7YSYa=pey2~hbz)o3D9LnMTzm@tek0L zAu4f!6(Y7M5d*_>HPTHt*<$c#(+*`On^NVL=U!9PKYydJ-s&-%&XVNYQ8> zm4_wxao!EpG84VY?Bl6f7DP%U4nPsm^IEZnao3WqseH%Sa8*FzHIn&Re@P=N232UG zhpQj6q|{gu0U49c@dKdkj(y+Q#oL3S)Tldz-qL2XgI6di&&9 z>B3|^5hJqfr@}s+U)fW5e{No(6Yo*&I#~-C>hN}}a9tu*78Yq4VKGcl<{u#Rp3ZoU zUkvGyLkGMNVas!l;{N)?jOxLtlUa>>t;FLo`*8k*&pg@W>j^emxEf^b=y%;OlZ=+G z&T|Sge@i^=Nk)QuN@)y)!lJiq?}{&r+eH)4OnSKcI=y9{_|8&bf9cwDDZuzA0Y+>G)ssA}vu?<=*Lcz=jURa?MZqU>vq7aPJHz}@bTCkdEU$G> zuT-y!&E{aZE1J2}e_r~%TgzqglET*8kSsXV8rL@XzVs*u1LJ0xbepj_24wDYL@QVU zhN24#PhDLPhNNV9bnR;eVK2K2(dQn++^83q4KK%NbsnZ`s}rf(0De~)0hm*JX)s&qb~!O79N z5FDMxixF5&Ab0bzyXPvzx)+W-<297$jKYB!GUU`A)_rGdgJs}4N5~&g@J-F564)q= zt#%eG3%2s;8p79ArGo45-oBL$LGUUr{n62sjuWODi!h|$7Ua}Yx(xZoLOwxHaduvny5kN1xBZF0QQJhp;STbRBtCd}K_ zQV9%F-lS3p#JjrGqV;QC5qytZe;_wG8GGKdK3=NEB)4-GYq&tA zzRxc9V>ebQ7%1qHUMi#L$#gs3Dh-6uHi(b#3*UT}y3k;5+)K529a*T2e3Yz+vzTKa$)qa@F%#EanF1GL?7j*E8^jlCMd3*=$2fX5EN$`<$L$sKN-W z8(tkmrw%)^mh+;k4`R3bezCBPuUQe!kPJ;2sc8?=N#A_8K4cfxK=JI06fBcF1cT(U z7chs57TF$x4-C2%q~=e%k96f#r9u?L?Gdv)e{Y##5ej7Ch|X^m?Iw5M++zPE`EEf% zMXB7HCqk%gL*$|Y9>-`@WSptd8pD6dBZbsk5btgC=M&}Q_cmVrT9tP-@myT0rgax^ zh96jcHNG8OLT!~Ih7EZ)(84P5WY@+0P<@;hAl&sEq%xgKjx}P`gtBy;8;a%=Ptj<4 ze^0K!i3jz#^@4$tOE+HjKHi&EnzK24+qFcd=po5ynVhX!9y1MnP^-OR(ju67_54Iu z;v-6?5vI?=0fo-RAvs+=N7Y8-01CGGdi@r@eR>hf5zt~c@@9Gd{OHHV?W-Gt+RyE0 zhO!UExmTaQP*Yq9W>9f#5*k!|BUHw{f7EjLnh>PNKeW9kN=UAGKSQ0QP7$SouZDdd zrS&3U#U$9QQ**PzPt6F6s$SOQHOSn~MVgdbkN2KoNK4O9K?|U$;G$tP$|ZugURDz*Rg0;cL%=l<$tC-ti<5VVJ~7C zI(ck8cGfBc&XIi3vzwxE#}5S~>py)mnq@tO%G1faq^VsrAx3$X;}-nx>8Gt$FI%3e6X4!? z(>}vNm@mi0k}*Sj7>*eMq=q90LlrOW9ZTaGwojGR$za&Asalqr=eTo#RWDHe#>**! z-m2UGG_VjU=OKz>IziQ#Xc*oOke?5OSE_9%M zNgqeN7^qXD+jw0N|avD`N5rfXmM&E;b47-(*kYKncV1o4Sz$W+ID#~ z?5)j(W}}2^PrJ7%yHg)u*$CwSqj36!r1!ivyx>FuwKSA@1_!S*|x zd?5;oV^d5XyLMu~e<08i4A}t(9QdV>&rv6)jDx~ffZrFV~w$p|=h0f0+8%AzFt&85>UlhL?Gx za3xJ>hKT!9)wO6hU0hcU`ApsXrbWRdZLjh&nt$kUpI6^W1C?i*H{NeV)UY)cWlcv* z#7U_;&j;&MFUi)Rl*%c`n%_tvE4yE`fu31gLGoC<_t|jwR_RZ7>SIiwIkgI=Qn02> z7p20Cboo>>fA$L${ZBfh;xQjpO0(#HVyHC1O|=-HmF{xANvAQAKDX*RLe*_$AcG&M zY8rlo67qChDuZoOL`~xjB1DwsylO!ZARjk!-)5_XsTxuo>?asYr|J+PG2&EGCkdI_ zpF+wqYA9c%h8O7f-4ghu^hF^+1bdQ9F5=7l>l2s=e+B_AP2nA-(&g8pM=prPx#tqH z80SpPUx*XKdWNCjo33Sqty(8bL>4&KsGg4Gqdgutl#|2HWtvo{E>v0+?D}OKv2dK7 z6(_62(7|`5y|aMbN%45Pd-U(Dj=My#pzTV{Cdk4~Pq!I}J;%)N`2Y?mQJw8a$}H4l z)Dwe&f3GYT9l5uVNG|!=)pXjS&|S*deF8ux^=yxkf26Ts+L&hYGJlg;Pv60e+DkS4 z4%edGqvhE?bFmc5G(i2Ev1=$Xeg}u=ER1bB4<{Kgo|3aq4l2}%$H;Plg@5$w>}sWV!`_3Tjl=KBZD4PA~m`t7^LLQf0)-IuNOGNY)HPFb&zLR=b+qtmPe$c zsqms475dsHTxh4wEis}%I>{zF)K#c-9gCE&Oz9wHtHH8lx7YVjOIzpm)6X@|+mTsf z0r}+Fp)QVKdVRU<8SG(?$m}N8W$nK?zFaW(9(s&mTuRtonKLV-Tu&$$kvN3LtYZ76 zf7`AulErygRzY!Ovl_S`?a-Jhc&&ws!P0)Czsf%a4QUa1W)P2rUGm`WTc~drYaFwA zQE;Hw;l#~xR09t`fUYtCrg1oq<#Z?6{UGh$7;3f__6>Iynyw-C$z+GHPO!~Ygpt=G zd$SaSRe=Z;4c1nYY)yFC)9|kP^B7K+e_mecG2+d=)1>?mV?^==m$q2ag|ZNz?{oO}}9c~A4xGm{A1^$nc<_!KcxnR5{f_=ATwF#*at9qC=n+)kG9e}ebC z6>N+c_1@b$OynO-J}L#nKQyp`-l>K9T2g3!zp3!Q{$zn}F6w@t&r*wy42FcQ|A8)k`#)t6toND8DD8v`sr~t4`^@N|U>-W@pFy*LrIE#I~vRX3!eh z^(_{!eaIAH2E`Dzzh4u$y+~x~e@P>czofr51rUkm^llyVtcid7p8X0jAG`fif*P#w zHL>PkJr}xV+#A+g~T8Oe*ee?{Bz^1w!sF}6xgt78g}%)c$G&5oKL6)ug+s1e?Eb^MHbEv zN=bLGeu{{%k&JDO{zOuZH@AOg^&7tL;jK*=eKuHsucPZgDR03G7NCgep=^FJLhd8| z?phBjEQM#Pj$Hkc$ik0X)X&pY(h!IG&O}bhf)(CwwJaa)b=CzXx45!SjjIq()BWfE zoqE5NQU_I%m6LBq1dEDGe`{hhYlKX$LFQi8!shKCh{D~=z3jc&87-hC~SL%cQ~a-NRA}+ zg@=vSiURNk3W-Ei6~fHOT+|C&e0_T_sGZdOchl?PbIBOnXE>@0x&6UeNCX7p-5u|O z)jMT(iEH!Nc30Nze>c=BPy15=;t8;?(Do-2#MEqNa+484#X4oiM+;!0>qJ!%XO%kdjJ%2W{5p`IIG-B+ri zt%%wa%zjw!J`Cy%;b*XYu2Js@C{}91T57$)WhWPNqRExhT>Yk;!)fQ}Qh9;@5nnyf z!qO|aIwck>!%n`UO3D2lx zJGY0w3n^1&LI?9CTZH;`*+P?%?CumVp|KtBdw9J{*_p)Z+G7-UqpIW(Jkk*T5Q&p1C>r!XMarXEak-L zAj*PqZoRq#u+u!y!B%r*;Iqdo#mwxBb?@R~f4I1i>G&u{jVUUHcM7GrDM)kRt?20J zMgzQ_E4Lmg|FMZmE&dnzg|kxJ_nR-4oqoJDg(}ttb@dWOZnCLhz){lQ<@5M#%k4hr zRfvP5>CxkSkARV0#^p+b!|RM+3(o`(zI)2RFxtCKQja{Gf7a-~7;1dzy!ldTZvDN! zeiy3cL)<8tJNl$2{a8MuANA~-;KQ?6m3?P)+LlI@ ze#Y0uiV(R9zQGO0$i4UYG-zL=0JE`l5x=VL9}+Qw-;8>ex58Y--vl;UVf?spwz?T7 zNLq!=3PP6v0rvN}(xdOu_8g)DhPGPpf9v6?;e>hY{CP#_Y!wcqCsMqP znzTRVdPAY_tbf;U84ir;6%H5~!?eJucmsz6XRf+)&Vp_vqqw+F!>82DHBuKVuj@yRN=InyKuZ=Oz7ArHtfBYpG z5D5n!%BZF`!UJ5`Dqa`J`Dw8vxuC6~QXhQ!q2!S=;R-_Dgmw$hnBpQjQLvDxjWr`3 zxLKT7cf<mUAK(HOI7p>_ zfI$t(_ttKi0tmObu%NNMoWSOyf5xw)rGRfZcHe!&VS9p=|Kr$-zOucF9-Zp*4*x?m zAx-s+s9IM%qJbBYRE+Sdem0*I`HzZmvva&cc7SfFPYj=jUzq9$npC5N)NaiD|f^AEeNwfnI$GhnFlQ&9trvD;ZS7o40p=-z%4A4 zAHT(R?zd+&AJ}`V>LVoV>vQ@>OPd0_@F0RS=DA*6;(bf8P!#NZP$aJh*t~tP4mYcd zodN|vJ73;+kVm*Xs<0Nvf86owNH8M!OI~|Lk%3DeDdVDevc%wVzw-TLhjNuJmOw}i z*s%8gtvv7B{Y%@HJ+mlecj(*9`;SX`g_3otBFt}0h4Ah$2?k>@F}e}?Qrrgiv^!31 z#QZ;NIu{ZgDI@ z?X@_!B7XEJi4D%~SWyo~>P{+_Hl99)U`}ct8QQ6ynq~R@145$Ojnq;EKMe~Klq~>u zdvOgR9sflpfj;>p3YH%n$mzxbG5N95cWpJqET16M9=#=U4W%Pac5D1;9l2ragcN#Q z{)aDp7~GFCN7Yn;ScmNxr)ZsLqpR=8|uh2^sQK`m^C zV3!}z!<6Hn0K~Ju*fBF42ZwxI9o!QLAJ#6WP?z7w4e!)z7RzkEpk+~h<%gHP zc!wOpKMnOh&)97&n(j%v;~BlN(`xX2MLO; zugeHP@qtsLf1Fx}p0K)y;bSnM(~J#XCVNIau&w}bbxu-#h_ZrLCb)nOPbne7__2VE z@F#PL@Vk8^GJa6Tid_*vhArc{+9LRS3H};IgqF^@O=U-*5`vj#dHK@P)Kt8b8AE+&iJe&@#}p zhecAz6}?(3g^;~cjn4hk1JZYcrSVJJuGTh+;j8VJ9~(?81U6sS@ia}ueEM(@67@l* zdcssvVk46mQK4v-jC7_=rsI^SXwA2VdCrxZnDkvTwGO(W(rAp8eF=?U(qdi(rcUAF z#Pajve@7kh_oaA-I8*SKtt5)(yCF1nxa23XBaHi4SxWar)FH*xSBPoPT{s7zfry!9 z+&%c7t#&)^=KZso77{C3Y9b@z^9aV|PbW63`EO4WN5*K46Z0$x_eX_0XEuDpS(Xty z95KRgw}QHt-@L@fXo+ag>A1u7RG7WT*=G7_e~PnaMcl!E)>?vl!qLpq)H3)kqiRTX z2_4PP>kBGF_P6+qRehZ{P7rU6E+Q#o?T4o`fkwhXH_~z3b`HyMsA>^qP5c5(fmaX1 zx>Clifxi7!$U^3##9ywW)vGm4eprY_p|hzu&^nqzl?`PNK=BE&n#1em;^aB$ zf4}AWp?BHLQh-#|!{Fd1#!2FA6qBX+Bc^6#ud{4Swb%tm$~hS&HT$QST>4-&=XXMX z;H=$UeRSn>Q>OpyAar zus1yFfxSD)eNX^)cbRoO`vB(V-OE7oI84?;{%Iy)*gw$R>Bkb9Fv?a}_T25~pRN17k^bYrpFBXtt{(}1v8 zORJ)X>mqI_Gsd<;=oW3y+D4(qe|h|icNqv$8l^9WwmS0PMSU;TU6#SaZX*uB>yo5y zdatyc3B~heq5qtIj}!zmF~^v0eheR!w`Ge*URXc`s>KU~l|v@`K}SS6Lhx19w{WNH z%S9;d!fsGIpuO*hEVD-hrCf>NoR>hC*7eE8%MqTz&H9HpveL>o?+CuLf5)K&aX(Uq z@Xch!=;P{qI!H6>Kh=lvXv26Bd)lnDTwG=4g6>@`obAOj3sAG>G$v#^J(10~z{e#B z6THQM|yD;2q*z83Zp#?0r^*k$LTPO>(;G3TW1b#Gao9ua>=h)x?}lGczzA#R8^&@thG zY!QaSP<8Iz?Nerca>S}?iaJ@?z)7!{yl`6>bJ~V(EZpgc1lLlpe@z92@Cb(HA_wrF zAzP{PXWv6#Et0r%Px{Y_wkDVI_ggj{V2*Gj&e0L4S^c={&WD%8iZ7m`3L4E&X)cb5 zdBICX!6&W%aNvP@PR7*FlVmo&vj-evExWFtVlFCzA!+rl zgW-Ho(X;<1Pl^GXe=qCfLE%oR;R+o8)Is+&`z?9l2%fb3;(d;Y;P=O&Sln#R1Ao2d z-1vzsuS#`Fw7SQ37d?_sdiUBU^5t+SDhxK5YjI6dv@_<%vf*k!r>&1W)CHbf|DON> z8vf-+LGLJ-HtUm=wmVgR(SpjXC@}IQ9!o~}qjO; z(#8E#8*N-yxdr#1j6k7m@t|#cVHnaJ;d)LEO9jO1=UlUw?=V%UkIH4A?PoQmbzkd= zfRcFQ?G|16e{UROIbTS!Q>f{-tq2zqjLyG_Lza5`#U}W3jyrY^oy!gM;mpF>SFk_E z&=6!rJ;$uvdG!lPJw+BA>KK5@M;?bZ1U*qG)?w7^jZ!ZPIQK)dh}?xn+KHGe_uuDIZ*RE{YnV+#~F#ZkxKThF$q4N zcFG8WraiKPkqdv8s4b=y1wkNwl&SQG2ZA-4om_jN+Rr*yb@C7=Kk>?ZDJutpQ8*7^Bwu7yP!G|a%>NaosbqSMp4PQLsQv)Op4fOZee)^KS_ zYOn>uz2u!?cZsJx7FTIT(Z=#5IlrQ^|aA-Gy zzW!m_!=RpM?2!9Og9>V<2ms`V-p7S`7XM{36Vsq?FzYxXo0ggL|EaU}#pf_yUEq zr3&E?;mo48?*9<>kW%I_I>raffcr_-98qxck*8RvF8eBTzLjdwPCN5`Tl%Uf-z9zh&qEEV#yq=SXO($v=y`Ol`@}8m#7|FM>;{EEx%-iNfq8}5F zS_Z{>OEPKi4`4;^fKJm{Nf2^0nn*Yoy#^Flyh;1+iE+`%)cVQrd(P9{!CgE639+d;@idR!@I9;3KQF ze&;7Ft|ANJG<2nZE1y)pDT}w)K4gfwGkoEV=XhXR$J-+){(uAgHN^vAnZu+q?P!Oj z@!gtH9Wtt|c~$+l&J*f|+~G#u-LZ-sgT3|E!JH>!KauQ=k>P70YwGp=5~vMfN=WdL zWKjv*u!VBc__=uZms*s8okoL&>x>W=)c7SSv62xId2uzczQ1TQ`f?f4Vp|1 z;k2}MGmjC_G#VD)v^!Te_Mt{Rw*4AvM?L5U_^qAL>0y9Ap1CAmttZbYjrsOPA_O$| zlWIobt91(EOvhxl%d6-N&JwLdr=o!G55rAl(b-l zoh4RIkg#Hl$XyZd$5wdCbK7-2V5YWKN1 zU&tvJ!{|*Xu%>+4muT8SXK{lumgdDU{HkC88;S<@w_-@kR=vvY6k!9cXjr$m$~s=+ z{6b~?$mB_rXqjxMK6ReLdU@L{{e$vH+>Ods4G|Jw z>eV6LAlv2Ez2RDcknV@>&1*$u0+&_awhW`8LdFC52sWV?cL)xY<~58L_=^3d(d==# za6fM|{dw6NLeK`Z=Yu=y4!rufI3)vU%@-~}d2Fmsl;STD=0c4^6L%u3$HBUt4fo?n z;ExXPB9F3T4PXc%ydrHxdiU`8-Gp_V{b<6#sZ*pDpNe1Lbxx^ha-H;=Pe&CE_jXt{ z?4NeNqK{{VXcx_OjNY_h0PR31&5UQbWlaf2e8H1o5}M9p&g>Ti z8!bYu`K)Y=`r-(ui&U*ON^JXx#}oq)O>V*gFtrRI z{p%n~m z1gU%SpOwEm()7qGFPKhL_aJNlw_&iJ!|snf<|?m4LNrXmYJdQ_vm&6EoiQP@H2reN zT)O?&Dkn5mMkW9O8cvKWN|)CB6mv=I)FT<)w|~6FB)St`7V=rUpc99+(2SPcH6oH( zK?w|%wO?XNDsYXl5Ib^@O%bA8uYh%a%{U1wuk|IFHC-yKdbMgl_(1_z*x_^emXXKGs68X)aYdom*k&beEEi>dp3=!3@XvX4u z9ziRbYASvq*Ov2_4$s6*ZLT~2Dqt2QwxJv$voJ564>Cn;nenMPqVy_*rqVLF@_U28 z_~G2u=gNO%?uDLelyp%tBQ^9=o@fQy&d{&Nh{iR%yCyZcNW1bCNGbz-OBHfLLqkn1$ z5}Qz`5*IHIicI2`D)c&xQ4isMRURlyE*+2~%aCT}zlj>4pk{D=P!S zZ3^H*9xRg&1we6T)zobh_?}v>nqN=&DFk|I*$p2*mr?M?b3X5P<5VstfhpX*Y=Rx@S z9DpR74rx1cHi~L5f@D9nmPAJNy8CdGS_-FfEm&#CpLUNBb4-Gs`=~|A!Z4UXxn)3 zZ%<^lhxFnrJVio63uqHq)HU{9AL_iuxtDc!CxiBrY6A}ge|*yMLt_Fjx%aBH?D}mY z>V(Xnc&&KgK{t254$||Ss9dvqd}&dae=im!vj|eWSsQJ2 z0;qPxIV6048Ctb#=e{$VR(rbcG>!qcYuvBzC_0?y{ehMudKgQ%XF<#v()=q@lW&K3 zwwf*KNjtAo110@-+9~kk-7winfX#o1cE(XW<$;uCT2EQW8Y# z-Td14&TyaPQbg^3!*>>n6%~DrYAtSaCd1DvtFE?6HBb?Y-fa<#K>GI%)WhhJYzpm5 z&ZF|&3d>ja6YIT9!1a*~KNyUxy@KMr`K5ruyj8awedMh51~DaZfNV0!mA{a|tyT14 z*rar2%UxHN*Ocq!Rb%}IJbC`{|Lqu#dqTxi^9v-+m=-?gQ{@Zj%%#H z?}xzH_H&r+(|w!yE!X$ay!`lG5JvY5~B6vDu zhGY8E3lV`~3%o@Tdq^KJT#qXcByZ_SpgErgym~)H;g_e9GXfVVMbCXNtz)?L zDo?FU6BRyVU4cKPfeOzEfNWKo$8|@iaP$>bc9u0Ig33Bmaq~hg;c}%a@4spD4(-jW zl<90ocX0PS-g~=>%YD!=qr-!-QPq@TJT8lkiz?Ie*!rN>2pVd+y+-V&{m>!U(wt00 zb5JmugMk0buKhBZOMlRk+ydve&ENE{In;2ax@bEOC_&5{x) z7po1z{`goQo#WX|<)Jb`qkax_KNZ!vCirT@ROiN}o4U>1af3QMMGf{mt40>*=?iJC zRWa`h`5J6(j)p)c`@%^PAon;#PhS;6tm-+}dl)?!{@C^lqJa!#q6XItmfrS#`ZO-i|HEzq;AfIoOK;=|iIUC!Gx&KOysu>F! zL937(KO>wVxt9Hb+s7bk(bR%?%Q-=(Y@tb&-H!-+RU67v5;VBVlfPgQ`wkTFHm}ps z9$}T0*^%ls*c&xl>>BYe5nx*Bap*n&+b8(e&S};4#xy^}r z*~$T-3myJ~o5sO%&7LS0KC5L;HBXwU!fXaAEKxb(HAZ3uT+z?>KK5>jRUB-yDqA6E zc|rAOHPkm#_!e_Vx(1@xSq#3GQ6~6h=3q)DltN)eptg#KsTaz3?~1X{mW&sBM5A1U zr^7pUqlW!UV=+R#@rM5T9HH&*v5kN^n?Y2$^dA;rF^mbUCW@r0T-81t@*z-ACiUY? zm8aqx?_Ta3ES%EXe6F-kB)xtQ4bw9AjRj^MPp#1BbaP`mkj z7U=yIVfeP58BhVMmbK@8iC{c6q}n7?{ZE}8dYpD52~~V-c{rPR0)07lb|n*zT-eBk zm^th(Y)hR;)JA-KjWR^@4DMyC5%+&AK%+_n;HsV67BzP5xee4@+{Y8~5Ga1c4=oj> zKG=j~S|9_JxOF+K@P^fDu{2N{wRdN+PjLuxul6c6c}qq@7MJ;+KMyZhQBjKeS!u<|DIkr*M|{nMa*BoaAOsx9YglSKyM-u@aX3kW|x)Q66!a%1Dg&6@|E!t=0Vg5 z3A4P5OJwcFsKdsY9XM~V2pr)o2?j_3UN(Ak?16ctX0j-&st}+qN-Q%!Q&-fCckja^ zPG{ZE$Vfr*HG47|Vqs5*Tbw=2V}*n*f?~#_xMY7yK@6^m$;iShyxI{`dIuOg>2g*C zvdGFKa94M3VevK!i1+0Nh@%yfHo%`?kh<{e6&)3GLEynuy8H%Ng8=ys!$;f?fMGlx zr59yO2BIV?iL%&%!*R6)0siLy&Pmjx6D z{e%dBbsg&5zwunjn^^z*vGFE@o%|r5@m!@+L(g}$s$Z6f;oU!N=>F&o!kVeV=xa+6 zVN#95Ost$?3jzxhx@ajs8O@3T(3kB~d$N9Gc{%d^*3z4xVBSJql=0W`h4U5xA{IeH zRvFeiylGnBn}Oc&F07m>hGcnhvFtS>_iU6sYllYev3NCBv)+w2l;}jn7M!~M51XxN<`b7YdWx~W zEVxK_A0WkL|0#|QUcE-r)W4ULwscHqtk#DP5kWF-RQ)-r%R!#2%y7^RI!t(VPlqf5 zMK=0#xfw&df^g}5+WkEZ=t<-Ov!8J;>W|)bPhxQ>R}p<+iK<5aCV3+zwnR~f-S;I` z1^Q3Psicde6gdv@=qyK!PG3Cojg4Nzm-74h*B{WI91yh8UVK%9Bf3o!Pf|3t+>k6K z+WP@sd+KF`aS(9DDv?z&mGShsZs_y(0)^F`{uo>yZRQ?bHs}d`K%k92tyRIwcIAs- zD#fU$Z8QfUv)#gLbxtH+!w>z;%nd&Bx0`c|mxZ}WQ-q3-KZIu}1@4qwlRK9dl`-0C zF&<+zo(m>onSDUtIwN*j4rrCQ>rg+MzsdI-c=e6HqA(%T^heVS$xHx~|ItxM;DhW> zG5RP^FnLHm$v3hA$gB@XErg|*oV7&h{0aE%_|soK@sDh&##~w((WUZFi+!$0Fk@Kf zp*`2x=qiyELL)AiLW%nE)eu)A0qubSo{&q@7@MphJ}qz1Jv=@t@2w;!5Oa_Bs1 z$3yQWCAp(DnRwhg6Kt>*(2%lmqVqY=fN{*5y4##&-IxLOY$9*s(hmaOTF5gD+yyQ^ zaVE&jKO_310M>^E?WU#6p0~5OY1dHKv%p+z8)XH%$zKkzkRMnEG7%NRlU}c7$_NEI zd4Va(T=}QPI2w7~2L@I6yc7woJOGX{s_47qgtXQ=Mg7G_R(`yc;tVnVM!~GMvDFpy zO#V;grwq{ua);$URfm80GQA6b_Iko@XlDlS z{sg_pr*thi2%?l6m~a2&%c0t~%t4{S!PwaTkDfVH`oD$Dwo+?Q2QV-;_WxRKEeV%+5^ABx&v9>PF1Q%=RC0=cQWqsvF!WUjef&YPbBK=Zae}D3t@X zLd8S1VqxM?kx>xAhG0!ZLb)aA5l}5}lOkP*OoQ5m0b>v$F^q7hBl$hEnofJDIDjcMVxJw^o{Q*cA+C(sUVI6t2GRzYTB6c90XcD=S1bJdf zAkn=oU z!{vFit*uxvbQkL@z$Eh&nBg`E0v>>U9J<#pjE#(laUKEtdqKGYYE&TnmYc3xXU5-D zNd7S{JqGzOx?4|~PV+Ln&>%w|a)gbt$5KuoP+Y!P16l2BHTI&5#l9`cE4TBOB$W4) zO>wf0)=LFvyTFnS?o%vVx`Kf7pWS>hw>P|gn=mj07kv#H@F3RQrdIs`Iqxqua-Y--xLm{#Pp_-ff(~T4fy4 zl4Q8e1D?STPFuX~WUthkcs0)61zCcsr6|fONxoMB!M=!BnEV4e{{9v2{_mZ2-}3e` z$|Vfw?-1zxVjP>G+c7TCW+ov5wgqah7tt)aN8!7MAQ{u(emX_b=^eb)sll!6z;|s+ zXkk?cU82UBaba|EwOV+^mrB8imRohY>^f8NVYPyf&2v54v^5S1S)Lvj{@=Fhb$jg0XjXEZUEOZ-4dg z=xo-yF-OR2s z$%gpj53W}W)O6Q3W)21mo&^kc)uc7ZS!VOBVDrP3Ory=m5bSApAomERHR{%r>r*`P zuW)FzcJ} z!(HKHoNbpVO!#130VUeC+iHqJdB?XdK|1W0&%^_AGn+h6U5+r=mo!7z)YzA6W7rv- zD5HHX{g>pQp+kA*y&fXG2S{vjZjidH1nZD%gyNS;9+r7nK%+n*Lx0l|Z|1QL+%F#e z6ox|BYTHI%S<_h#=amB6M$0q8`rjxOF8?gXbHB+F%no;W0}7#ds)O(h{1>mj;1uKx z#o?xH*E5ocUewEhLtiDS@(3lf`LA`(fD@=B`s?`2MHYfavq(z13J zI3T#z1s7+Wt>H@%oa^>qpX@k!qptE&_>Ze33R6CpN~ZW8mqnSWfzSN2=;&P)#*Wkv zF|Zpt4#<=us*5Q~F_DSWA@xDhW;5W3Ngm&=?k^T9BDV6~wE8^6za-jCzCxef9k}xS0x~(+0&qW6{81)c&hDirII7||M>YdpL0M z44w_rGYJ1$h^sV2A3N?Xvk@v_T3}|5mdZ9n={3?vM9GJMxtb$RV-7cmDF=_hhH0=k ztt<}`l~GVb!G;Iw1qLfjBCoN`!vZNBi}vlJvXBi#w9pwu8lj96q6h3G;}2X8x;_jh zCrcJmPE08k_Lca4Ft-U*I*71S9M^=l)Q;8>K1V2-UcFnkCZmrJ{9FPMDX0Cg_A4!G)jhOUFE?IYvZRs>SDDWj&K;8?KGex14OGq zOC5GzLw>!QZvv?hY*p*n&@ri-p3>#}8q}}e-dc}Ar|IY>s58|^mEPhe^Mjg8bbcep zrGf_CywED9lDUbO1!@%T?)picgO`j9>kK-w3AL@$QcMG|y_PDI+sTe*%f4v4V(H}wz zIk{M#em?DH;p})NJkHQL-UXpkQSi9?@$O|ilRaKt;bt_QjsZ{+gKU|IJwxY(AqU~$)aAz{7gj71Eo{?tBA3xf7x9d}G zM_d}V%pmJ$zkXp_0dfM^Yapq?0cuiWhsYU{=OMl846RM7u1VVG?aZM~mIk zM{0in>9C*o8QS#Ydakzo4p#CVG-r#Y0RgqG9UQc)%OGy>^JGU5c=byiZGN?5@|!~- zTq#i6OkS{5~d-ta9#3Qqu#dAmaLnjBcUe%T*PY+^TA6=K7NY681xUe@o6JZ{997O|MSAe-S;oB zWuja?)ka5X{4)6Td&%YQH<|g!lotwv!QF(IL`3WZP8IZ}h`_DvjF83w@=CQK5o7q| zQF&RHb`7J#%G⪻U9|3Y4A6;_6~%8bDp3%hcD$)XH}AT+7!bIwS*rrYbnW<1Oq@A zuCBQg^z_nS^?jTKcxLqJcaa{LctR1tjI>BN^WF<(r>GF=FA#9@5dSqP4USRHJj7`s zB}d@Rb>y$JZPWd-TSwLZ;BGN@T}5uo&9n~2id$}AZM6|cUTMOqqvQugPjdn_ac(Z^wFEe@w#}7O zW54N4n{j+QBBbVtyLmu$=T$^<5m)$2=>*JpxoECm{}JNXH`QNzbE2rNm2{AfNKw6( ziH3;MFRi#rd%O-VU|c6xFw*m-^)F_Rf9{JRKUL7MEu;W*R2jHpZN^t!3>vy^oPqfG zWHY)TR5JH4A6ibR);Q9J6XFe^V8C^qz-Rru1yf#k6G|SBu1qIgp0aE`%p**QFC3I1 zS;8>#Y9IP5Ad*47NlXJXE<`~BHgN7L}0#F~!Q<37Zy<^WgKbWWqLk}gcKc?%lAq2PRCco;en zz1+_5l5Fp@TJBJ26#Jb;N|rYUwK-@ysGGyaDNolJMbKR6v|8K|7x!{ZP&e0eaF^;l zAFjB7xA$OQgRO%zH}p0x_|Fx)w~l(-LnZb6@YH!UNAjN^p++{0idthURxx&h1G>5uB7i7@6hSx(~ zmF^zzb5vi6@!602i+Sd_X(vZ+J8AagMn$AJoNlLzVOsBN2JOs+N5XRL0OgSc;v;iIu}rsbJhyBYZIhh6JgC_ngtwWuYz$}R<74b;>* z@=DvoG)R0?G*#@^UKCO~5sESDcMc}85Vmy}vOVcFnX5Zd&7p`n&ieRv+@CFFIoo*M z68%k1i8Ke~`H~Z!ScWETMF!j&a&gf$x(mxMf=b9YxrgfOKAHk*d%P3Ml(l_d8KpS4 zEunZk$GL8rX&KajQ<9jxjL-9y_TqV6j-}6Fe>J&#dQW9_w?bI?X5c zA%tzlGPLzs(qUku#5op&JjdK&td&Alt#s@@bPl=;X1b3Fti+M-3Kx!#O6FYgIkV+=H@s;eK}i7N<~vz`9b&yxY5q4 zdwM(vcfXe<0EC3|Bq{wN0+b4#g^iP#nOKFGg^ep+J`$9Qf|G^ypZo|bu|6@AlCg`q zgBvj?^Z(kxq+;&s=lURCCeR_Ll{m--3z!%#AnK?d2z*-^=Uy1<}KS zSQe35z!V|j46?Nb{>1sC6aBoHMh+oic7#wd`*t}q>gVPNZQRKAsIOHvpp>xOc4wH- z8<_e?B9El5Qc6wXy=qC^H0Je*w*bl4S0pN-;HvxL>=C_9ks1BK8WT&Y&AtTTAcTF! z{)@sfZt$gy(BR;MrYa8J!%+7)4N;Ov@OAc}wcySEu054v{nexXw@cZMMVB4|Al&h>e%xn)+Mp`TD&PnfD6q3wax zzEFeG24{~I9KHklBBwBglmN*ek9~mOK2nocRq&^lui%nFCI9(8`~2tdeI%!{3@8o< z$LH>bN6|QWjkAcf*VMvO#wJ$T2(#?Ps6i*z4(G8jTPum6eniF2K9tM3yAOU-| zv2G?aS=$s0A1 zdLVo^Xg`L$4aD91s6i6VOHJDYeg_P7L3jcW=P@-@fRZN*VfpGb3_Ta$;Mhx?{nJ-~ zS6rn1&pXz50Kx|6^=8zlA*CrI9d!>reoNu@6tX_Oq>(hmth8M}?Wd_TraHAF6nlF` zG2ZhY`osh0$Z9EUpsEuzS#dQc*KIGltjsmio(rlhxASs~F#Aaid7)gy3PNyLB`Ri{ z?+s1+vH~f|y~ik*fQoQc(SD70bZ6fnl>n=p7{FT&IJrRmTy5(6wb ztyPo}V9mZr8UuXrw`qQh?g0x$xwr%l{Fm7U>OC5TZlb6XxIOI#(@I_ofkZ>5?159~ zZZspd+jnGLDnD7z3{46#=i!FPgX(_aZqXm4D3+@xW7U}`k{5mQ%dg-F51|I%^MWBg z@sYGw_Y%+O+R(w_sDto;76PaJn9%gM@k}ZKAhH;(h?;||AI5Wp(SD<_>66zvMe|0~ zw(K?2j6)Uv$HINRp_0)aAv0r{bZDc9$Fv1AWU@h7KgU}g=jcHFP^_4}PA=Ld0Z$Ui z*^2cws%ZPc0PF+}eIc+P9lD zK$qz!uVvS08e)#6$^uI;^N|>~VEEPmNPWTKxP$xq6S-FbOmO@L{ZxTgizGMmfaU)2 zwcodhVVc%rqLx8svoA-^7*Dcckqv1J$(RzSo4g5^SniXq)E@3Gc@VE<3k}Sws>I?x zay~YtWh6LP8^hbpXH-lPKdx7mK0W(A;JXMos2Q72n+2b(Q>d6F?^uV>&vGG{$x5`Q*d4#+Xz|<)p@_!Cz+71Qd+=57nJK zeY}zwt)804pUz@JUdC`4ad+PW{DZud4(~G<@7>OXMF+E`%J!<*RK}g8EwGLQpqB#d z`L4|BB$+926k4V06whLCq+C-nfK3+icKhlBjQu}1TDvSbjzXaA`XZkwn-!yHSb-n# zM$jReDAvi6k!WjbTR4ASjE+k8-ktCAg90QI=_ZB3m%`;vHj~uaBz~)H*D6qy4Tys! zl<(}@qN+>}#|IHk+%uMy%l_^ah_;d;g6%DfbK`2fv<;YNJKs|Y9*jaL0BB53i4;`i z6q6ZR%6GtMC->ync|Kt0T(Nm!*V#bedR%ql!|rj*f;NnEy1D-rzAQFrj|dp+r|Aa` z&;N>|564^B$?CA$aVPIq|NqY8oJqv2WJl(_Sc?dGSQJa@; z`b^3S7MK~4$sV{wjycw4oKXQ>aX-GPah9Bkg7<+>)}}x*SVXY;oSSzM%y<@RqVUQg z3yLR)|NVx>8UdSpwALobrFw(!d$87?O16v@$dnL4R*_pCLH_Ft0wFw8Q;5IkjVQOe zZ6^IZ4U`I;g`Fjxz7rfLogp0*5uAmMHQhK4>>K5OE3sftFN_4mZ_7>x&8Guc*jbtX zBejUrlyyAdM(8=weAR%q!oS#C0r6dR(>3x4EV_d5J$o$RwmGOYQc$gKMfcmGu6(MS zLPy?`70I`_qgt2$k(r{hSx}o`s_Tp%lt2>;H8W&B;JH8K_1v5tmv??%#A(%M$;m%0! z6b|=EvAg!RC=BI>lFYQ$x;f3=(Mlq7i99oHqiT7$vsHz8=bX@z+Q~31e>kxa3k8xXX2SA&1!`Z@Hvs3&K*T&B=XL$j`oX@;h zpE~HECjXFJ%GnBY?Lcw;BLR|Fz*}RLfe4ik75+xGG6@S_+cSud8fJhW8vmF%3U*eq zG48Mr%V=Uv9xpu@94IQl`ap)J^)RD*{h_LGy|+P^|Fmu?b&gfGiimHP?3)CGFAbjH z4Cr3gaZZ>aMi3J)UP44i(490CWI>TZ;Yp#}k=y9!mbewe#(O{qCUt~|S5FvNg}(@x z7N$p@LM##N63RIKsMe@Pf)gc2dr7+oMX`JcGMk=_L8H6~{6(k}R?wQUpmD!|eF*|a z43()_xxOfE4bMxDb7CAjLx&n&=&3b84#02C@I+l(E0L2}r={(R8&9xJEqlD{ww6h= zytqs?R!z>{h1#^qfweKR=}?coL;PgBb=_)hp`7MqYg^@@IltNs40uqMNtzz1vlP3T zztf45%CaEMxN&HBgu3?RE@O)hWrF6p*Z`k;8v_k*m{2#S9hcIS{cf>#;1LDq5 zWI@BwO)Bu(gNb9e=;Un=Y6qPzy})*DsJC=z9;q6?`cmmRqS(<0Lm+F8qprXU-HKi5 zoYo@Itl{X;PN9{(3bhp;^PsBh=1?xg(s0#_Tk+q7w5I*5zL=j22el612J`H>Y3Z`; zs1YPuTFCVt>V7fDL-ZsZ@7g#>0XA%=h?AK69|JvHPzl*~5xY|eAGQUOz5{?NHMMz~ zMM)*YFO3Z(k=p?equHIu+8U^J(gv;S14d3K5Kcm$1svhOT_Jvj7PnZ4i3RE6TS&{Q zPi6OVD`_3r%=wekbwUWs=^z4=?L^FkZWi_7k6VGNdm#rQqjb3TuBS+!fO_ObV02Dj z1c?E68SyS0Xk?cFqDC-SxUOBlh>wKW+T3f1c#{btmLE*-n)rd|1a-kw^)jRN`U<@I z)0~(o_$_`dgg#^?k;}CK7F1XU5FocqwW*a4V=6F3{#!-8`msb1#V=4hvw(b2&8ct( zY!l{&NgoS3KbbI;*bw;}@DGDN@-+Nix5y_wep!pV=XXJoh3PRUF^v((7GcNi`h;nu z<^<*NcQ!lqwESk@YBZM%&&-JLF-&qe#)!epHBkXT>fT|9C8*XjA@e^<7)!FH;$fr# z{unO{fvE`&7E~a$Ef|N+yI_1<)MS2%n|_VQ&+4K)&1digvA69t%9)Qn59hz;&bALv zqc;XomI>@$ll`*s5=m6fVPA>sCx?IM%^JGWLG3`%+vtCTR)SLf_x^aU^uTmbymZ2u zf8`?!7YECK{P91ubX}J?Q36ghbK1t(1V+-XT+i?rl*+IQ$QQ7v*`jO7!H71VD8$|_ zesS@%UI=^fBx_ddTmQ_TR>V@w>yh)!=0;3$E9b(}%+|8p`|?`7Y~)^CGj>(B+pZ>G z9jPzaUK?=l-@)n~sPjUX0`^#VN80Ju?KsB9*dN$-IOWmIf8|k$p;S-YcU^3d+(c*y z!V7`P>Z=EBS0g7W1iK->*TVSd=l}h~r})4+3q4aLGQ6-syg{S7UU(G%l6P6q*(qvK zTlGdRv*msyDDG@?1QjuixKBRC3Iw(2_Gp%O8g6|CWSjXuZPwmQ0KS@L--M5*^m^+cR;qopqjn5z=_Fmeo6K`^aCrRhft2^n-|UBdz5R z;Mx+wpJhFwTqp>~vnd1`^|OrNr#ys3cvU3ykA!(B&&eFG=SrjEmu7#Vi5gL6YTm!O z-K(aMjmG(9mC@)s06w0>^A|y9>1F8g1MxnZMG!oJMIrRjse3mb0T6AJ3nXRSnU|;xprV{C=w)+AZN{HjmvRe1SU(2%X@ZPQ9Znn|y2%jgulz1aQBuBav>^FR>63x9HX*$*a0YA(4=7fl_r` zecBjrOhoZAc!MLI9A+CN*0JNE)J7&9|Eg)m_0MQhyadK6f*z4xrAl&#dOh<8@_Vg~usHqcXCH`s{B~ zo#-p!N-rJ8ADoXmDy)LmPUa46kAMl9)qR*y-%19LxChpdpcL02A+sp7G3dwfd7*DN z3-b8*DJm`;$v4<7bw~AR4pY!ymW!hT^?YcycDbE_3gN(8qLnI#F8GA;fPf@T7HMvB zn;5aG`T)$<2?kYo92OF%j)*Dx(Uy2B#32pR>wz3ZX1P{=9AsAbsH^qw22J3noN?GC zVm$khI{PZfDJqh7Zbpfd8a?nh*%Eyx+iKL8Q|h~!Q$kkSOJsQ^EQTOnQH(`U6yWFe?h+0mjPedoUx4*^_LtOc-dTlIGym|dXTBmF%c`w zi3l%hGF+h(RaSTlv)k`3{ljS`v79y(G~>$Xi?-n-HR1o8mGyWtUdTP{VEy) zF5C40=#9Un<4^h^4kMJ=lIO!5#HlGqdc*hNXA21Q`4E5J!d%|6>cpVG`+ zZ9hNQo;vx&!*Oupy+xKLI#zz^g3aCwicavqDhLlu}z(gWP| zY-%f&tfkZFY+x77e57Wm%Ft0D1))}3-Usr-?5Hj)ERk6ZuFW>?!-fxGLy2kR6i0@1 zH+a3X1q3-&JU&^e=ifDAY#?BjtNq1&f0%iP6zz|_K*T~$V$}V61M?EMOYdpGJWDgE z;gF}_CAqai0iGIzEp^1%nz)SABH+(H2QWJcJ%YEeMQn7;WWBV}BHdsr%Q$1VlCcSH zU?_V>BWObL6`;06&9AeYEZ9Hc>@~%j@Z*VPv0-_EJti&OmNzbQyl2od7JYoW1Elfv|JBfT*W?;2gzbX_%@NS5U} zxTcs6x0F3Q@>SxaD_B05mO6CZ*$?rLZ>PlkYgU;Xuf(V?hNsUA?px4aF1H$JunKm( zWQ=*E1;qX(6aL;S%isVbjVl&141u-@=E>)u$WRJw{h6|-_-O!gM2QyqNGgKP8J z?F9|a59S>e%97M~2^qS`3f}JS6nA6oxdZdY5Y;St9v?|Ng4%g7IiEgucTX@bkDd=J zV$q&2#e%o2vJUnZ&!Y{`!LYe{#V|5D>)JFO*e0Dkq)r(j_zet~Pj zfI|M?qx||jiks&;;zB*RJTZ)(z#90xkdCnY21xzm-^4btJ_c7T(|I1XKWR2udz}#*@eG6qKv?%I$aGsy{a-b>kV1_rFsVC-G&jj&J%h%m_@q;@A?6q(czY+iJ z79xu=h0!Ojm(H`_ol1Nat9y8N1cF4&a?+~ZMw{(eY1HK0hNHedy?UCl7t8;q{O*JI z)~vwp7p1H{=?dM-Q=GBdv}862zUz{bP^X^2YnPT#mlC4D{8koFh|ZRB+Phdu=Z;dj z&1d`3oY}282dh1=X9-&aT$D69sFR6!_mEo>(2Xh9pfSe>v9N8;%_Fc2#tov9V6V

k3+`G52k3`TN7}9` zph)}n)5>b5dEQ|Nr)_ny-@iTBKNI^2DR3_xElH@X{Ex=YDLRv|+t#t!>DW#u9ouHd zwrxB4V%xTD+qP}n&dK@rK4a{CcSc=Qt-7hZx5iv^t@(JIFrM^(t%ZtFDsgTl$`2+J z)BPzNn0pI19#OzxH3x)C*BC<`GBtt%Id$NCs`J%>8aFZ83_Q72o=zIrKO{d61za*> zc#R+U-BSnVb6Y7347=TE`}=UIVzt8b)KCV`6r(=DhzeK-;W*ZRo}qVDtr0u+=0#k} z^_ImIXgfG`=ybmz@OdJ}M16tfrs;mzi6#1IX43EpBhwPtd;nCt=3~Mu=KPqA{haXT zAmV1}8$vGlu&uFB0}qR8HqeyQ`^+_3R({iL5yESlQhsqIj)ybg)KUqaem8F)?mZ8q z>)*mU(1Z%0f9nK^0|aaLeJt4&XqY}DbOND}0FIxR>AJ7WRUJX0U|&bsvqFrM-ug(M zE}%*`pbRglf&fyZkEj!(2l$wBvzC=cml>Da(Jgm(VI^Zy#lWOgikA35x(!dZjgKFB z*7fUuo<7!wHu~l;^z=Xe&i{Sj;v%5sx3;!%bRf_mpl4?OFJp-LzYQX0*8i$mnEv}c z+kfs_1aP#1Hr9?mPSKAs^k2Q6|34kT%>Ex807B33|7LXo1T2jIyWKdl+a>!S_!DA9QUYQrBaG~#d)1%Myg zBTl_UdfbVW3CkL-t8^l~Vr7dO+~GA=L7cTe$vuJ9VDU(CT`s9iLfC#&WdQ4DjqH z{fhq;MIdwm$p!UYeWBS@ss5n`)rb&v=*Yr*`^y$^$)Aw!MNVv4YhpV&)j}liBsfX` zRrpU=Pg3r+Ht=u!Jmd|;FQbme&Grt&q2SbV=OXnSm{C`(_N5Z42fRzoP=G;UW$N=$ zteGmR<>gbH6`M_6q@Bk*gF2(8g4eBpb}5=}Iop%kH0=Rl;B-}RAmRNyM z%r|xF+HtbF2sLiEZ8ti9tj-;mSv^@U@W3QL57F8MKbhTH7JtG%oaLeaPbGM3I9{#o zFaFqg7l=;6Wqbb9WN6NxZ7f&~c3SeSqVENzw+(&R(&GjX4n0+wBtC^Pe zf40v#y^X#@o49`M?SVU2zcw~W!CYKm!CVhA9BigOzq-#l&&oDEB=H?4TUo$E<6!)2 zLMxGF`<8}6eFI}t(FrK4%f|ZPbd8M-42_Kgi*sbb+0}r*iGzz}AvpkSewJ3Q-$sOI zKunJA@u8R;otR_mYe0q>l|X+jfzYJ2(P*@dje)2b8K(hoR=BRf`av`VC_Y@od_zkR zCr~nk<`&0SKn#p7?&J5_DnO0&@IHaT!Qo%DE&?96F~z54GT^|Y?qiw%%0zd;9vj>i4l5^R`yv?I4enS zY%F#5wXRp}HVnTCxX3NIFUn0M0>Teu-It*oeDA0s1OiTSQ4!IYMVlze?*5KOwT&U6 zg{3tt)BOXe?{*&g7|@xQ%Iho1Z=9;a$jb7_V?fNGk)eSHR(KQ>PBLcfm`+An^$YxT zR^$)-RLmLZo?gJj#Khzf4A2^=kM+=zWH(Al+dA;KeBB3Hx82QCLwzG?O4lrqyT7FG z&k#gbR1giHPrN_l%=-Oy*thV_-@ia8F|{Z?P^J)dzTYUHQgBS4*xi}kpd;`(lOHVJ ze}Rs+yT7|myQES=Dq5f6BOO>Mh-95;)HyqXfZ|uXcQoYhc}Y7O2R1gRa7^!M!&xy;bZ#PZ54(4;BLP1cN7GNpE-SM6Zh_8C zaLFb>T<2<+7xh=6H`UTr^jl=*=K9=9+Q;}_rRzJOw|VbdIP$PkewcRwK%6t)U1Hmj z%GssG^gVeaGB`UnGy9=KxE1$hcD?=s5n@l}1p3z6PmjL;`IJ{OpqEvm3P5n4-u?bl z^G5ToZfkP;AON2C0Ye)rtG&CIRo~}i?(4qaJKa2g`EsylFuvaXD(Q7%gso#Fy>uZ>##x378*Gl-&54EH;aJ&Y^A!VO0rgB+sIrNI>4n!=&krQVc1 zzIuSc&hci8T+UL5yOBjTA20>*s7NZW<8a=M+c)1u64=U%lu~dH!yy^hrFBO`7pVfM zP8b*Ifob5MlRsfylCU2xCdG^N8#md%OcAq-Tx}{3AAFahBhxsj4E97dEnQ)_AqP(_ zEGh{w=+w5>$k^CWfL-w{_)ZCJkwPfFN~%pHh^0t~#8lz~O-B+@;@hk{Sn?T`QNvm|9l zCr-@qqj{Ndp>To)C(VokG2U2M3r&#%s5bNi{@Ix_P}|&FEF%2I`F#-hK<;C(8y*c< z#LLW?h>R0C(c?|&?iLK&@D&&7rEjihvVu{XsTwKh`Sr@oWv>Jvoh3Fc${^E_FUDrU z8?R<4|2?zu81_ry>#^VJH0cS0-=@!H)0`oDfxdFpx{~x6xjDCNWGyC*9{?{wf7!As zSOX`~5VX1E#v_mC*EB7$#oNibx5VjD3~z(}7vnLTJkLH^v@ir)+3G3pAqo#d(;&#? zFx}W}vm*Vt_K68Vr9d|XCaoNUf$KawZg45dojTao!4^37Oi;;KdG(-7!L0mIL#zzR9h!DWn^j5rcB4E!4po1qz;T;=JRh{GPip8@ zQ0v!i53N^f4_!UN`-hS+nDI`ydPqbfa>mz>chT_PZFva5YiMwx_F&=NhN|O8L;Up= zXizhGC0Y^k(A+oKVT%g1R2`>D(;j^(cQG-vBX8z#e}O)=MlM#BcG>weJlw8UvE7ha zWE>_GO1TeuZ}jFEwTsJi=gZkH7;L(SGn0mnZ;TcM_D zCRoMOws*kjhd}T_kzU9A6PO* zLsBEH$KPuP;Js%?aa_UzGj%DgTi5l@Kk0L*M@LM6dMB7ft5Zb>w-34pwlrfxwgPAi z{SC49mZxYW7ucB}9t&kB?;cbl-P5P8!EA5aA`fD{ZiF4u`IsNZ(>~;WUQZV6(Df`!nKCGs1(aqBhfJx6*nvk z$L|+?&a2p_p9@+JsjX?l&{g6J{3N%&{TjG2Zfw- z&qo&UbH~lxs1*^9dO@U)nhW-@lH^mS7S6#G z1GN$7t3+~2>2ZrOf_?ExG$q#mDaO*7H_jK|ux7R)fL(*{M>T%O|?d zRfD6Z2Mfm`uFy#RLTbJbn53C0_+f)7UalVbY*rRMjuC68)zguywVvV(Pu2ge(bEmL z*ruQQEn9Qy5OUF!h?9S}N;RJl>{_c?b3RX+e;*T)URn_QLMx&I-&H(q*7TrdyP_j} z@R!;Mn@i74ayvEkGY_(vV*)@j#Ipuo0z|A1Q-Zx2%Cx&INeW%X|47jJ|l8A0r&@^f?0zC%Sn+I|W&pT3w}nw0E9LYwZ%OZ?IUec8+X(Qa0VK`S3J6VLvTj^MRHp zaqo&3@Er66$<4AJKy|We`q(5Dc116^EYO(fQCaq6JKuF7i!{ox3`~5s;nL9qDJfU< zf^32~xy^yRZ7-bGf03Z&lk6CU>+WfpI6`~#2hR}J9y*Qm&i(iYE=S%-Xtmjql} zAdwEt?jQ@+QSEwF@(iOmdMbf>j9d}K@q)2zA-56vXhfPbU>S@tC(g#TC`hQpRmF*e zC|bLSM3O}p>$q6LTmnfPh7_tp#_d&62(x-)mYl~mB1dC_^4R6~2ILTQpz9w~>3%8p zpivV2mo26n8g^f>_C)rE-M&+=crE|{?10?ZHrhGK$zIxig6x_c0RQEL7OpjehJO6T z=mzNlkJQly=t8K`A!`12%@A9B_HoCB~EJU#S7{WBcrjwo>N5i82Zrg7Jo5bLH{BN$>zd+ec>`iEnus5Ot?7Q8HI5uN6 zG*>5lLz{}1guH%PdD`hky%1^F3W7y1LQQbFd?SPxAl0LLP!|JrXRT|U*F|1u>yClWR09pAc=?Fk3YOOQq6i6ozLqydLYlfKp(^lG^oB@ z-1})2;8T=Syyx78XcCLgfpcEL2(5&^%a1ALA|cQwzc_bE)ZaHjp+VVufJ@9w>-oIo zrbY&AaPV6QM%Xvg%j7f?D9NVPXDc@t`?IcC`=h0{N^l6R*vd%3R&d;EYeu~_UeWI? z?BxD{h(J8nX3TqBC;6S6J;=i$UaX`t12irha11$LHDqs3=`$eM&3b7?FetMIW!Nx0 zCrXYo>{$UPXA6$FKh*S)R}6$8o^7{Xm~~`HuoJ@UXFF980R+$Gsj)mV>tE&&;^HzV zE7;P-B;|t}jPQk-7t`YXD*zCNaw zi<)fpk`bu#2es^;km}!2Ub3s?_0@Ht;%@JbSN$LW>4$Y0?Z8p=04#J1jvYo{YXP-ba+WZq}Q_b6q%lCu~T^W!;^sRc>P&$_vln!X+W-DdBh0UE)Yqnsyq+-32u z;K&g6*{sEiUfeDX2BJ+h8P4ZnlM(sD>$RRADb+~V71>>1@UmK{hehCZOd_chBeq`Q zUi_(h8IKnq9(aC7dFLp8l)q6LYyUfviKhVIf!v?6b(j ze{1=QyDT%;0Zq)ih?#2$n2UZ1t#U>|!%Ts`Kgw3UI)5p#4lm9*e}uV|dm%5KuJ*!j zXD4Y#^7Glael&n5e?YnkecY9lKdBf~6z2}*%UFD)K{yNJt-15x_8m^^Be^~XOGtyP zN~bSuZ9G(>lFUY!D656hP7Te{^L(J~C#d&-UP=f`Tts+T#h2Iy(0kBkxK~v$iNKW` zLhp4i%Ytu9QG^Juv9UlorOCoYs$hvVV}-XWJQghKDGOte=VAO(+nQ7w5w1WDFqW3A z?f2sLifu2E`B2pHZ|HbZ_&X~LY^>5VgFm^8{jT5FfpjGkA2pY7HQ<#@i4egNlD{O0 zKwzAmQp%tee+x+pKpH4FSdEsk+X$dNbx>GZLiRr8eHoxCJBWI7WGw8URQ%;$W+9LU zWY{d2S(7P@j+h_tDBS+OsAUC8QK_&lh>Pnj{I%G>`;;{$H8nMq=~ z<9#i}q%^rzEYSP6f5FwD^r#f8NIC!_;3z>#AVuGJBK7b$plPyG)01+c*g?W@)SwVq zo9{`J)|+jc1wpf7Dw2xoNjC43O+7BJuB5|4;9rMLp>0^_Z-W49dK`H_;N7*WiftXR zP{E##sQxFV?)kQ7P?GuHw(H^XbPkjG^h(c{f0Sly;3XeT)V+F+9^rH2Ojs|mC;Jbp z>TMT8TzUu@)f+5EvwwFGsxTnXMt)c<7#YX8 zb9+5H@hDkK1k<^D*J)Tdw5)7mr$wh_4~n3O;isXD(t}B*w}i+i%`bP#Y3%VvUajB- zT-AS$6|Chce8N5KwLOm7dF;fVgy{HSiUX18vGqr10*cA}nzmE@d+#aOa`%1>0gj+e z9Uw5T*`uyUURwLGE!>!$4fx{25zJ&zeEZOS(S4y93!Zgl8nJOfJzXue`|R+3rKerE zVAcGi1d}H&Wk?rZ4QAr0#`v8oEV7na66V*L{OOs(K2}9|PVK*kilYN2UeD~@`SEf@ zRmeV_2O#*x%P)JH5`aJQ)nWHw969j#K_R&xM(%I`_HIUug)(r2QyMV@k(;JBjcjrt zeBkhbF%1}bTNn(qAi4Nl1$ z#jC>KPvz3w)JgGE`t47se-s96R~T-aF8!m~Q(*!n+OFj#(wq z0F)23QFGo=j6K@JonNA@b>|V9*5#w|1<&U+xoDml-#}@7a<^$$4dB8chkZyzo=YqJ zjLsC5f~?U~ghIF*()U$u{oQt~c#!Yf^YU0<^%6syCm0J5PG6!hQ7H2gJ&^F-jWouR@U z&Ol5g9sCKsYL;b4J;08kuPO34`!71r70BZdI z2&`tWa2Oha^P}-{ME1!snmt2XdEADgRr#M{aoAc<1KNaP=1hx%U&yeK5g>{}oY0?c zNhIfUT(|i|bPCMlQf|%dk-FoXsuiTax;$?@dHYKkYh|_3SO;h3 zN0eCv-KUM!sYjYHx1F{kZo;U$03JMJRMM^eS+Yovc@bx|U`B|VhjzWn?)+NCh)=;Z zru>VR6hsml0IhQV?*XEeoV)RVM56pk^obzNRAHVJ;D0mOs{fIAzCf8F8Qxo-x`kdF z`|0Ikqiq+E={N9aGVgg!4gk@eoqco!ER5KJ8q)G@2NxSL3an^k^foP{0H8Cl^1sv# zSZWO46+>R(Z+t(5UQOmLr2EGuUWpx*5Ks@2;Hqnd|7hs>{GsX)@C2nzFERa_z4wlc zF7K^Vk;|dSpM{v|Kp1pe&nB3K5gmP(Z?zlglCWj(!7`;5*u|!^3OFdSh_;%cKRO4n za8Q!Dv{8i{vFlqt;AvxI04`awzLXAI6^5p>ckS)F=Q^U8k7{jE`o2Tx5S&xFm>!K# zBTOcMjp2)Xvzg{8dP?c7ND?**NDZ;YJMF&VHQmy%UW`AE9N z{gY(>Il2-MYtp}q4Q?Y|rLijZ0p~-@vY;WiQecGZvRB4#4jMw zeR{41i>J!wEgUXs0%ZO~2E}JRx&P$nyzxacq{Vsc^kU~+!i$mfy8l-7Nn5I%UQcea zFLhLDd;JO?^|rC{Kv|PaLZRCYOVLMSX+r?dG)+7s!OuNY+HJ zwPl#4w%pw;s-Tlv9RwvgU^rsZYJQ$L}#(X)^y7b35mf^4yRuu2f%3i0(*8BDA zi8Lh?uS|RFZvatN8kx3i$3(#+Jda}glP5Xf9VayR6>ep|&e=yx4X#@CtOlMO3{M&; zt_E2UzhY=aedT6@wQWabq)xd0iWf;d?AP){5FA7tT{5r+y> zo-{94B$gIXd- zvyH`dwN{C@on&mO@a*VyZd;?>Vp%;$ZA)E!#0EXy=&9+xjE}B*YKaNQ6q$gD7oe4@ z(j&Nv1OounW3r=CNnlm;hAj>UszjLb`a)^Ctd^>+R=JRn$$Zq;eVtM&sL6zP7C`AB zlE8Lu!y`ZXF%Q}zYV5FzLYtML^4dt~XLMK-{9kT#7YNK#()-AVQGkXoBGyo|VPF59x{q!#a!uOzdoi^D$8t9a# z1FB`qK#kHx+1oj7b*$cIfHR`IkcO>&3&?H6uDDDa(M)rb6#loyp@^xyf>{z#sg7DP zmsfUJbm|6#PXuZktMbQ)3XuNbO}7rZcYs!MNe&p@;Z_VlH*pqjATrkp$3{hq z0f6SyQ8@!d)uvTR$FP}fmFbeCwroUpI7#fHr*i~zn@8zD7!ln4MgT+1(1+hLVI;mu zc^0bqoWWh3Qmbt=kJ*XK)8?fD$+)@UCyTD^f%}0x9g#)Y$6s^mNkKC-+ys^DgOwyj z=xtF<#mjS&%EK*m!Z;g-;dZePJUuQ{1~?!r`rZJOu(}L&#ew-~5vp>M8B3_@`=|4R z58yBSCb(i#LH@hE+sR)Dw&~$4Okvl_2Y&AXy6cZ`x&!{A+*AuvtPoML=L1%bkDgQrxlI>Zx^-)wF$Jadrlog zRO3>@jo(6h5x`#$Gdi>~D1DR?QL(7V#-wNHSEGQv)&B#_4jDTo`luUHaL~tavv3KY{X?S~7Y1alJvw`<1G_-Dv=Zu8npNQpB=#++qgd7H4&8>%gOGAnU;a5PcCHze^u_@4FTM zRM<9?vA0$Sx+i~lVL3=gx^V$wy;5H};z%v`u~SN|eOkC`Kb5d}%*1;_j+wU>Kmecp z&jPY)3Vq2nHL1pRXE)?P>N!~OzEMVhF=W*K$f7?TB?MX@JU+0lEq7Q&9U$PMQMXb) zil*M{L#rn$2W`X!n4FNhj1L4;)s=j2=9Q$L;CvPD#C}S@Sfcg_h5j?Mv+NFBW~{TE zxL2XwYODB#1omF0(_B+^9%AOq(tZYaaURsJvdWhhF)ZBx@#YJPm75~QqSoaUlM3UG zrauLp%nj2Cn)>J0+?_G_lWq9D;?TlX^V8_Ac*r=1nSC=NK$k%ddvIzx+j2+FZJ_~? zLPWC!cSIVMYtfCqae24i+6}zl`2>?>?dbY-C@o_^BLYG%sxp-I_W+F5M+%9j`eK=7 z_JFOsWk@eFdvl|dbojvwtm3Z0-lHUP2(^1ZmKx9{TJ4?Miw zhIMek=wx66(2~$4j?TQQy*=SB@g2VbcI!(2$(okjcnLPS6?M7XP}9;he}yK;wl-Jlxm@ms{Nf_Dt*8LZtnzg}KSv@YtB zB?eZ(RlwdgHJJE_bvC|_MP1K&bso+;+6!Nw1iO_CK&+%3$Jb;t!OETc>yHCLW#A8I zAt|a+qJl(x%TZpIhS$^2=D<}(La?dPl5GIH)#<~ReTTF$zub4quSNNvJ2TO@FUtl6 z#JRZK_2^^)d+26B5yaS(WXGvLI(M0)CQuYjqS$M!`iAatjC6pX=#P>m=JL2GsuOSP>7iYXj6F8wX5GD64| zX%mFhW{NT2V8fwL7t)--xQ6-*a={BcAaG70QBbn}ganp-hO9UMQzbJBQm~+bX-W9j zAi@Ut)mGB6Lb?e1-#EH*qlf0b!=0bgwb{KNfGhGmI$S&9XGy?bCu*Jjl7`!2o-wySph(GGhK5=Jfa`J#puf<4ORJl6-O@%RUD zK&#HwYW9ev=kB#r2vSS2zHT78LR`Db?7*Da8z&@D7Ky+F91!CabiBZAZ%_b+%14oo z<9x^ki-r8k5C!wXG9ER3fWpFhpFT&~U1Bza@l235I(2}9$KLF$+CQfJ@L zUB{Q&3ZpY9c6MynQQ%-BxxPV!#7Q$ZQ_n^>z? ztc$c~9lbDE-DMXeoJZW%Z!N4YebeDF{Z&;x!0pCKcNUoE$Y|mWf0=noZS>K;eEh~?+45XC5{|D*?Rl<`J4NXGG38G9*6CI`MU-_%E3aD_- zFG&|W$TQp&xZ(0gN1x&<*UC6T(^gU7PnfB$S>E2Bj8`;(zWT)?Y##hR-$nM zLwvn+;Co?ESHD2=hZ`|!F=0>^0N`ET4mX@(6v^Jy91>gxPM5WFm={Cx|V;{6n}63N^J; zr`aoT03>#nEj)~qAckdZAsy(Bgv)m=2t6g8fqCsr>T2P2%_?y6OQhXQ0J&|d^?sim zB23L|dcfOv2|mQU3i(sC@&1@7n?m1VPz~&zG6jZ-jl`|=BSOaQX$itJ$y^tMbs{{TrgJ2lmfQXwACAGl<=Fp4jts~UB z2(zWC-jHu-R+=WAf^b^{*2&ux*tM*^|34e{ohBVCtI6U8MwUI4Mj-$N`h>FNf({Pqg=6ca+rwkYo8fV-nr)98pzyt`U;l0=+f))N z*eAM*M2Cwf@vZ2IJe5b8>vti}=L{YZy#x902C6|fcGn1XbGQ}Q2TU&4I0-3)v_Fs@L*}b@Nu~6_2isXmxpnX zT8?kq&8;A96-Jhd0OL6um=Q|^3FFbD^idVOX&yAMeH7!X;j|v-mWsxW0XCZ`=R4VZ zEZwU8XDE99*f0=#$p-#&^C<{hC*OgQfTX zmaZp}(2ck@s?Gqu1O}TyDtDi48)s4!kNaH%Zx2sRQl|#CG-g?Y-CV7{R--kun z|HX5l|5>!y0Tkd}nhfg(N}sJRZ9PD)VWiiYTDTa(5UuU*V3@n{W8b_ip5VETCDHi+>>D551$$1bEE*roKDvbS5TRB{iOJD)_@!0%2PjZ3gOkP3-f^oBHIS;8OhN#o z1C|3V7IK61`onVaQyVk>T=g&3K6?ObpfK=hCWk57>@S>uk1w-^`Urkt2Q#EoZ<@Z^ zi3a`~cK|8V)%2k}jDaWFO5ADj-_$;(lb+{pgpPbS1 zP=APzqOiose?;0C5$9|GbxVH_3=GRm7__e4201n79?Tm|K-WudugYF++HO_6@wpM> zx^$j5ll^*E-1U4fWkw44ATy_r4#b{DhqKU3A_3b-u;k%%Px$PI6__R=I{LD3WYQa? z{04dvO2VuB0G3r+t{eBBT+gX(mo-8BipMuTM{ikW)_dyhnyeE^%ciV8rUDBr-Mw0wX&k1&Ek5HK$a%T#(#!GHf zA)VUUN^CcVn+|Yai=p7y0B*6C*W;i&Wd`%PO}x;TCWOOKx;+p7+1w78Y==`txadMt zqt3^4RF||dY^sstzBeGI-ier+9j!-O7l7OQXkqYQNnlOZuF{=I9}5^muKavYrE$ z|6&5u0bJu4m;6W3}gjcmf(7*;O>Vt4a>bsLiz67xY&Y;D+*E6!o<7PvFAeQ? ztey@~N%8u(f$(JnyF-1IO=7mP1He{&gTj=`xNbDv;LCYk;#vkZ-5T9`d;n+PWMT<) zIrJwG1b+o_JeI2`mtE%V>EiLpbi2wM`+_+2JaZ^31Z_v3s^4AI>USG0+~YdFE25d)4`;f4ytV`)u621x2T~#;GWsIDjq@7#f^7 zG-AkIBJhf03Axd;!*cdt(mb(I!IyQ1B8RVOd_5#xXkru86oLDxr2}P$hvx~D?m0>* z)7TKzCEWTZS08XylSE{Mg$LKRjcSS&3S{b@387jhi0gIY6{ zlhU;$7UIq&^K2T;NG+rn6Ci9P0sf*TS;dUYxiD{H7H*Cq%gv8=LlBS%tY z!E6Mqp`!XIH=}~Zb(SSaXHv+J-1&Jn!Uidymj(%f*y^SUO7~*Cf2|yY`?Xy9IR+ym$ zeoq963Gt)9Xaml{$3n3uu9k9R^F<fvkL%MHxqLRwtZ z-@F*?nh|4{-!i3x=Kx{=PxnS6!9}FW6%Re(3cCoCQM|a=uiSeajn&t*;empR%ygbF zfMp;-f~%yTnZH55@K=+_9SNTd+sWcim!wEyPr`+kXW8}^0PvGSv|%kfU0t!~JQ$o_!#sJ}%A3fy$e9%QTcKjcmfu=(vy~Uz6M7X8R<<6kvS(2SHk92J^Z<5izRvUlkEvvk-Z$nPKTeD(`iZZ9t1sv9y^R! zSI1ncObp}~1{gTSuDx$aVV!Khq#4w#H2bac(^`LiaQR&Sf-_aUIWQz)`p0YkF}H0s zDT36yh_(P)$_9@4YHyn8%gk2d}6iMju9Z?1+dd(-ymYOiAaC zdOyrh^t$6@;J)5>7j^e}7kbulpU&4z#i6k0LhP^I0?=2P73tqD)pnFCyYdp98~+vb z-05utHWL=6esuT{FF~h{_jF0zl++5jRIY1td{foBj8PX=E6%1T1Hqyn$bz5(%aQw%AC0h#j&Ie%4c{E+0=%7qf=9 z&)GX80PxK_tHvDFkg01$Mk#1_5WN7lBJy;}G{TD?(Rusf>6pD>t#s|!HcI$JFwH&9 zAJB8P&RT;O1?rrW>Prc$JAx`$k!8y6T+^JH&YLJ8*c^w8dWn)}E-+vaQY ziIZ782auwY5`iT57?fs0e(OmbHMZjVRv`$n0-6bxY+(~PIa*tdH{!9UvQ;1`rLZvn zS^b0QrOPnn_jg0KORBmX=#@QJsjU<8+!uNn~eJ21p z2w=*h3^quDFEX1@9iPZ?SxL*lk#A=op(K*cq{`0w;2l#Z)sdeYXA)-kRyFS3xYrTk z+TGaPnyaGecFKt!;45wWHWFD4I@IDGft6VwTwDr+Ji2FkCfMu1>?^Bp>@Xyejfa)A zI>zNCyik(v;JtRn@)#W|=Be8dJY(o71JDJq#R?`JI%Krt7Z##uWwiS%_5x0&Fi)O* z5uUUR1Z4S=nx-G_a#+)M7o_1XArdeATa?D_{sAk7$BG;O(rx%Fszz-EK_f5AM*P+) zTKAPtUSFsaRAH;vxIF zQb6RB<`S|PQ1vV${Jfpg7t1_0_zC1oqYe#d_p3JIxG4KKc~ywjX>S*4-J496`ZF zR16>4E}HM6hQkVGtw)>;C+<4H1&B!S0mx^)zG7{*an~&=2ju5P-;_@x(3Tz4t~_{M z)j%R^NED~3QjFKvqR9$9ND%Kbo|WFP$X;dbGL8lf*wM0sx2#C}Z(m6E!IKxK3wP>7 ze#iDz0R3SN*49^DZw3KtgVY|TZK84{`iOq+#Up`2r0x*;Wo|+FuY9w76%gB=`8Pkj z-VKMRb#AQ!y(X@1-P+<2X)iyY6a#($8}BamfY4g~1oX)b##z&NdO7NHQx#*DYVpGk z;{rmcl+xbd%&~fXg+qp1H1IHDuFDnPv~>4Ji1xM(@mU#y@@p&Swe9szvcB0JIc->Ff`aBrAEg!8sOn0p&4s-R;EcPfDl>7dKi+tG&&Mz`AMr zVQaAl;$AHW+>1dB_$1c!iqi{GZYhQ!tFn<{LLG>|3*8SfGe0*`*U$&O80E43IUf!C zBSo7R!oBpe*-vW6@vPDvn57&*ifyp$ZmpPnJl$R?xHeGE0AQKr%>EUcaX?)!ibw}f zDv^sa5=qI`!=4O6ept(bE9;!M=C{FZMV{EAFOZBX``)a+u9 z{4y9se|J}w6kx?zkqCjVWYdJx`A#Fbx%W756a85UJ=twQKu?d88>sGHJ%m-eqo$76$2jTM7B!K&7NO%YWYWHi$k z6AM`}@3MoJ&u~}p$To5J|751areU{*<;Iwi%~m8r7Die5X$>=ur{ z{}$8(9kz+*J$SE?*(a{zREpl<a!QrqTPXsgOj{g3qmoMy0^rcGn z86yol`zxR2PBCZsg_)<-H7;_IE0-d%jO@T()vMqCUiw(CBF=i9zz1a3=xN#C+opBZ zL==mn5(?z$l*9M;^)27mjO9}=2UqPyTVg+PSsxY2I?VMQo3^?OPj3Jk)6HqFfRfCsl1r zQ}QAt#WKBpLS**?eXcH@(*l1q;xzRZD=xRyA%jFSS!|iRf4f0L zH8=o)^hylSv>y!o4s^6y(|kbv9pW5q43u*2$U$q)x}|Z#9?rN4l=ChOt@}uLS zWvM@k0D+-yL!;0oN)q$|!S6i6LY6jYGW{J71=!&l#p<0C8Rz^Uo{r`AEhCE9!Ju@T z>W{uTRAvjKbrgXf27dKq^{`^U>zHoFV`l&o;kf_|MP`!Fw=ge+Do^)verR&m%NauU zWR@0}pTaD~L?<=-c6ngkw4y9Ta6G{`-_|wwsl}=Ng?+xGSfN}EHxt)&O5B=iX+Tox zy??BYz^)qhh-zBSn(NnVELf(KNM`t$rCJ0jBn?A2wk`TS`*P zv?+R#;1t0@WS>-p@0!ck5ge4%24+X4o;vt+*7-mm;FM5f!y>*F1MwDPQ#u86@QLf>Xq=^)mzSK3 z3q254$nE`k(NeGTm-kZ0V5)y<82n%BTD=Q*5}X@L4iQRRo?hq;i`=$W1&uDb*%un7 zj-EFZ-J0H~0(NPQw-nLOoIQEi+kUDhJ!-*z0_iq-FI9?|$N4CSMqH?^L`ILomSnmq z1mf(zd<(dY2!&??Cp)4r^9rYm85cvgjb!wK)Od^@-MExp{;`z2$Ig#$;K+EqjATau z2xqerI9Lxza<(4`e6kA+7y&dr!_P%W$IOtN0|UnQKgv@Wur^@&*j0QGR{H

. . . . k . . .\n",
-       ". . . . . . . .\n",
-       ". . . n . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . p\n",
-       ". P . . . . . .\n",
-       ". . . . B . . .\n",
-       ". . . . K . . .
" - ], - "text/plain": [ - "Board('4k3/8/3n4/8/7p/1P6/4B3/4K3 b - - 0 1')" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Récupération des positions de la tablebase KBNvK\n", - "Récupération des positions de la tablebase KPvK\n", - "Récupération des positions de la tablebase KPvKP\n", - "Récupération des positions de la tablebase KQvK\n", - "Récupération des positions de la tablebase KQvKP\n", - "Récupération des positions de la tablebase KRBvKP\n", - "Récupération des positions de la tablebase KRPvKP\n", - "Récupération des positions de la tablebase KRvK\n", - "Récupération des positions de la tablebase KRvKB\n", - "Récupération des positions de la tablebase KBvK\n", - "Récupération des positions de la tablebase KNvK\n", - "Total positions récupérées: 55000\n", - "Ajoute de toutes les positions des tablebases dans Redis terminé!\n" - ] - } - ], + "outputs": [], "source": [ "def get_250_random_position(tablebases, config):\n", " positions = []\n", @@ -160,6 +115,7 @@ "def add_tablebase_to_redis():\n", " #Connect to Redis server\n", " redis_server = redis.Redis(host='localhost', port=6379, db=0)\n", + " redis_server.flushdb() \n", " \n", " tablebases_path = \"tablebases/\" #Chemin vers les tables bases Syzygy\n", "\n", @@ -185,10 +141,29 @@ " all_positions.extend(position) #Ajout des positions générées à la liste globale\n", " \n", " print(f\"Total positions récupérées: {len(all_positions)}\")\n", - " print(\"Ajoute de toutes les positions des tablebases dans Redis terminé!\")\n", + " \n", + " count = 0\n", + " for position in all_positions:\n", + " try:\n", + " fen = position.fen()\n", + " wdl = tablebases.probe_wdl(position)\n", + " dtz = tablebases.probe_dtz(position)\n", + " pieces = len(position.piece_map())\n", + " \n", + " redis_server.hset(fen, mapping={\n", + " \"wdl\": wdl,\n", + " \"dtz\": dtz,\n", + " \"pieces\": pieces\n", + " })\n", + " count += 1\n", + " except:\n", + " continue\n", + " \n", + " print(f\"✓ {count} positions ajoutées dans Redis DB 0\")\n", + " print(\"Ajout de toutes les positions des tablebases dans Redis terminé!\")\n", "\n", "if __name__ == \"__main__\":\n", - " add_tablebase_to_redis() " + " add_tablebase_to_redis()" ] }, { @@ -207,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "8d49b928-7522-4727-b6d8-224e2bd3a1b7", "metadata": { "ExecuteTime": { @@ -275,103 +250,13 @@ " }\n" ] }, - { - "cell_type": "code", - "execution_count": 4, - "id": "0d955b0d-dc80-4518-954b-7c2df295adca", - "metadata": { - "ExecuteTime": { - "end_time": "2025-12-06T10:18:18.501308Z", - "start_time": "2025-12-06T10:18:18.393765Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "BENCHMARK SYZYGY\n", - "BENCHMARK REDIS\n", - "Redis latency array length: 55000\n", - "Syzygy latency array length: 50113\n", - " test statistic p-value \\\n", - "0 paired t-test 91.572499 0.0 \n", - "1 KS-test 0.697863 0.0 \n", - "\n", - " interpretation \n", - "0 H0: mean latency equal (Redis vs Syzygy) \n", - "1 H0: same latency distribution (Redis vs Syzygy) \n" - ] - } - ], - "source": [ - "def statistical_tests(bench_redis, bench_syzygy):\n", - " redis_lat = np.array(bench_redis[\"latency\"], dtype=np.float64)\n", - " syz_lat = np.array(bench_syzygy[\"latency\"], dtype=np.float64)\n", - " \n", - " min_len = min(len(redis_lat), len(syz_lat))\n", - " redis_lat = redis_lat[:min_len]\n", - " syz_lat = syz_lat[:min_len]\n", - "\n", - " # PAIRED T-Test (Comparaison median)\n", - " t_stat, t_p = stats.ttest_rel(syz_lat, redis_lat)\n", - "\n", - " # KS Test (Comparaison distribution)\n", - " ks_stat, ks_p = stats.ks_2samp(syz_lat, redis_lat)\n", - "\n", - " df_stats = pd.DataFrame({\n", - " \"test\": [\"paired t-test\", \"KS-test\"],\n", - " \"statistic\": [t_stat, ks_stat],\n", - " \"p-value\": [t_p, ks_p],\n", - " \"interpretation\": [\n", - " \"H0: mean latency equal (Redis vs Syzygy)\",\n", - " \"H0: same latency distribution (Redis vs Syzygy)\"\n", - " ]\n", - " })\n", - "\n", - " print(df_stats)\n", - " return df_stats\n", - "\n", - "\n", - "def run_experiment_test_latency():\n", - " redis_server = redis.Redis(host=\"localhost\", port=6379, db=0)\n", - " tablebases = chess.syzygy.open_tablebase(\"tablebases/\")\n", - "\n", - " configs = [\"KBNvK\",\"KPvK\",\"KPvKP\",\"KQvK\",\"KQvKP\",\"KRBvKP\",\"KRPvKP\",\"KRvK\",\"KRvKB\",\"KBvK\",\"KNvK\"]\n", - "\n", - " all_positions = []\n", - " for config in configs:\n", - " all_positions += get_250_random_position(tablebases, config)\n", - "\n", - " # Benchmark Syzygy\n", - " bench_syzygy = benchmark_syzygy(tablebases, all_positions)\n", - " print(\"BENCHMARK SYZYGY\")\n", - " #print(bench_syzygy)\n", - "\n", - " # Benchmark Redis\n", - " bench_redis = benchmark_redis(redis_server, all_positions)\n", - " print(\"BENCHMARK REDIS\")\n", - " #print(bench_redis)\n", - "\n", - " # Length info\n", - " print(f\"Redis latency array length: {len(bench_redis['latency'])}\")\n", - " print(f\"Syzygy latency array length: {len(bench_syzygy['latency'])}\")\n", - "\n", - " return {\n", - " \"bench_syzygy\": bench_syzygy,\n", - " \"bench_redis\": bench_redis\n", - " }\n", - "\n", - "if __name__ == \"__main__\":\n", - " results = run_experiment_test_latency()\n", - " statistical_tests(results[\"bench_redis\"], results[\"bench_syzygy\"])" - ] - }, { "cell_type": "markdown", "id": "37b01080", "metadata": {}, "source": [ + "# Test de l'hypothèse 1\n", + "\n", "Cette partie teste les accès Redis, afin de savoir si le nombre de pièces de la configuration importe sur le temps d'accès : " ] }, @@ -533,19 +418,138 @@ "\"\"\"" ] }, + { + "cell_type": "markdown", + "id": "48b2de71", + "metadata": {}, + "source": [ + "# Test de l'hypothèse 2\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0d955b0d-dc80-4518-954b-7c2df295adca", + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-06T10:18:18.501308Z", + "start_time": "2025-12-06T10:18:18.393765Z" + } + }, + "outputs": [], + "source": [ + "def statistical_tests(bench_redis, bench_syzygy):\n", + " redis_lat = np.array(bench_redis[\"latency\"], dtype=np.float64)\n", + " syz_lat = np.array(bench_syzygy[\"latency\"], dtype=np.float64)\n", + " \n", + " min_len = min(len(redis_lat), len(syz_lat))\n", + " redis_lat = redis_lat[:min_len]\n", + " syz_lat = syz_lat[:min_len]\n", + "\n", + " # PAIRED T-Test (Comparaison median)\n", + " t_stat, t_p = stats.ttest_rel(syz_lat, redis_lat)\n", + "\n", + " # KS Test (Comparaison distribution)\n", + " ks_stat, ks_p = stats.ks_2samp(syz_lat, redis_lat)\n", + "\n", + " df_stats = pd.DataFrame({\n", + " \"test\": [\"paired t-test\", \"KS-test\"],\n", + " \"statistic\": [t_stat, ks_stat],\n", + " \"p-value\": [t_p, ks_p],\n", + " \"interpretation\": [\n", + " \"H0: mean latency equal (Redis vs Syzygy)\",\n", + " \"H0: same latency distribution (Redis vs Syzygy)\"\n", + " ]\n", + " })\n", + "\n", + " print(df_stats)\n", + " return df_stats\n", + "\n", + "\n", + "def run_experiment_test_latency():\n", + " redis_server = redis.Redis(host=\"localhost\", port=6379, db=0)\n", + " tablebases = chess.syzygy.open_tablebase(\"tablebases/\")\n", + "\n", + " configs = [\"KBNvK\",\"KPvK\",\"KPvKP\",\"KQvK\",\"KQvKP\",\"KRBvKP\",\"KRPvKP\",\"KRvK\",\"KRvKB\",\"KBvK\",\"KNvK\"]\n", + "\n", + " all_positions = []\n", + " for config in configs:\n", + " all_positions += get_250_random_position(tablebases, config)\n", + "\n", + " # Benchmark Syzygy\n", + " bench_syzygy = benchmark_syzygy(tablebases, all_positions)\n", + " print(\"BENCHMARK SYZYGY\")\n", + " print(bench_syzygy)\n", + "\n", + " # Benchmark Redis\n", + " bench_redis = benchmark_redis(redis_server, all_positions)\n", + " print(\"BENCHMARK REDIS\")\n", + " print(bench_redis)\n", + "\n", + " # Length info\n", + " print(f\"Redis latency array length: {len(bench_redis['latency'])}\")\n", + " print(f\"Syzygy latency array length: {len(bench_syzygy['latency'])}\")\n", + "\n", + " return {\n", + " \"bench_syzygy\": bench_syzygy,\n", + " \"bench_redis\": bench_redis\n", + " }\n", + "\n", + "if __name__ == \"__main__\":\n", + " results = run_experiment_test_latency()\n", + " statistical_tests(results[\"bench_redis\"], results[\"bench_syzygy\"])" + ] + }, { "cell_type": "markdown", "id": "3d0daed3", "metadata": {}, "source": [ - "# Partie Test 3\n", + "# Test de l'hypothèse 3\n", "\n", "Ici nous allons faire des tests sur les différentes structures de données possible pour stocker les positions.\n", - "Nous allons dans un premier temps peupler Redis avec la version enrichie des positions (c'est à dire avec la FEN, le wdl, le dtz et le nombre de pièces).\n", + "Nous allons dans un premier temps peupler Redis avec la version enrichie des positions (c'est à dire avec la FEN, le wdl, le dtz et le nombre de pièces) que nous allons comparer à Zobrit hash qui est la fonction de haschage de python chess.\n", "Ensuite nous allons créer le benchmark puis faire la comparaison.\n", "\n" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "53baf548", + "metadata": {}, + "outputs": [], + "source": [ + "def benchmark_redis_zobrist(redis_serveur, pos):\n", + " latency = []\n", + " start_time_all = time.perf_counter() \n", + " \n", + " for board in pos:\n", + " key = str(chess.polyglot.zobrist_hash(board))\n", + " start_individual = time.perf_counter()\n", + " result = redis_serveur.hgetall(key)\n", + " latency.append(time.perf_counter() - start_individual)\n", + " \n", + " total_time_all = time.perf_counter() - start_time_all\n", + " latency = np.array(latency)\n", + " \n", + " return {\n", + " \"count\": len(pos),\n", + " \"average_latency\": np.mean(latency),\n", + " \"p50\": np.percentile(latency, 50),\n", + " \"p90\": np.percentile(latency, 90),\n", + " \"p95\": np.percentile(latency, 95),\n", + " \"p99\": np.percentile(latency, 99),\n", + " \"std\": np.std(latency),\n", + " \"min\": np.min(latency),\n", + " \"max\": np.max(latency),\n", + " \"total_time\": total_time_all,\n", + " \"latency\": latency,\n", + " \"rps\": len(latency) / total_time_all,\n", + " }" + ] + }, { "cell_type": "code", "execution_count": null, @@ -557,7 +561,7 @@ " positions = []\n", " tries = 0\n", "\n", - " while len(positions) < 10000 and tries < 500:\n", + " while len(positions) < 10000 and tries < 5000:\n", " board = generate_board_from_config(config)\n", " positions.append(board)\n", " tries += 1\n", @@ -600,12 +604,11 @@ "\n", " return board\n", "\n", - "def add_tablebase_enrichie_to_redis():\n", + "def add_tablebase_zobrist_to_redis():\n", " #Connect to Redis server\n", - " redis_server = redis.Redis(host='localhost', port=6379, db=2)#2 car 1 est utilisé plus bas\n", + " redis_server = redis.Redis(host='localhost', port=6379, db=3)\n", " \n", " tablebases_path = \"tablebases/\" #Chemin vers les tables bases Syzygy\n", - "\n", " tablebases = chess.syzygy.open_tablebase(tablebases_path)\n", "\n", " available_tables = set()\n", @@ -628,58 +631,118 @@ " \n", " for position in all_positions:\n", " try:\n", - " fen = position.fen()\n", + " zobrist_key = str(chess.polyglot.zobrist_hash(position))\n", " wdl = tablebases.probe_wdl(position)\n", " dtz = tablebases.probe_dtz(position)\n", " pieces = len(position.piece_map())\n", " \n", - " redis_server.hset(fen, mapping={\n", + " redis_server.hset(zobrist_key, mapping={\n", " \"wdl\": wdl,\n", " \"dtz\": dtz,\n", " \"pieces\": pieces\n", " })\n", " except:\n", " continue\n", - " print(\"Ajoute de toutes les positions enrichies des tablebases dans Redis terminé!\")\n", + " print(\"Ajoute de toutes les positions hashées des tablebases dans Redis terminé!\")\n", "\n", "if __name__ == \"__main__\":\n", - " add_tablebase_enrichie_to_redis()" + " add_tablebase_zobrist_to_redis()" ] }, { "cell_type": "code", - "execution_count": 5, - "id": "53baf548", + "execution_count": null, + "id": "973deef0", "metadata": {}, "outputs": [], "source": [ - "def benchmark_redis_enrichie(redis_serveur, pos):\n", - " latency = []\n", - " start_time_all = time.perf_counter() \n", + "def statistical_tests(bench_fen, bench_zobrist):\n", + " from scipy import stats\n", + " import pandas as pd\n", " \n", - " for board in pos:\n", - " fen = board.fen()\n", - " start_individual = time.perf_counter()\n", - " result = redis_serveur.hgetall(fen)\n", - " latency.append(time.perf_counter() - start_individual)\n", + " fen_lat = np.array(bench_fen[\"latency\"], dtype=np.float64)\n", + " zobrist_lat = np.array(bench_zobrist[\"latency\"], dtype=np.float64)\n", " \n", - " total_time_all = time.perf_counter() - start_time_all\n", - " latency = np.array(latency)\n", + " min_len = min(len(fen_lat), len(zobrist_lat))\n", + " fen_lat = fen_lat[:min_len]\n", + " zobrist_lat = zobrist_lat[:min_len]\n", + " \n", + " # PAIRED T-Test (Comparaison median)\n", + " t_stat, t_p = stats.ttest_rel(fen_lat, zobrist_lat)\n", + " \n", + " # KS Test (Comparaison distribution)\n", + " ks_stat, ks_p = stats.ks_2samp(fen_lat, zobrist_lat)\n", + " \n", + " df_stats = pd.DataFrame({\n", + " \"test\": [\"paired t-test\", \"KS-test\"],\n", + " \"statistic\": [t_stat, ks_stat],\n", + " \"p-value\": [t_p, ks_p],\n", + " \"interpretation\": [\n", + " \"H0: mean latency equal (FEN vs Zobrist)\",\n", + " \"H0: same latency distribution (FEN vs Zobrist)\"\n", + " ]\n", + " })\n", + " \n", + " print(df_stats)\n", + " return df_stats\n", + "\n", + "def run_experiment():\n", + " redis_server = redis.Redis(host=\"localhost\", port=6379, db=0)\n", + " redis_zobrist = redis.Redis(host=\"localhost\", port=6379, db=3)\n", + " tablebases = chess.syzygy.open_tablebase(\"tablebases/\")\n", + " configs = [\"KBNvK\",\"KPvK\",\"KPvKP\",\"KQvK\",\"KQvKP\",\"KRBvKP\",\"KRPvKP\",\"KRvK\",\"KRvKB\"]\n", + " all_positions = []\n", + " for config in configs:\n", + " all_positions += get_250_random_position(tablebases, config)\n", + " valid_positions = []\n", + " for board in all_positions:\n", + " try:\n", + " tablebases.probe_wdl(board)\n", + " valid_positions.append(board)\n", + " except chess.syzygy.MissingTableError:\n", + " continue\n", + " print(\"BENCHMARK REDIS (FEN)\")\n", + " bench_redis = benchmark_redis(redis_server, valid_positions)\n", + " print(bench_redis)\n", + " print(\"BENCHMARK REDIS (Zobrist)\")\n", + " bench_zobrist = benchmark_redis_zobrist(redis_zobrist, valid_positions)\n", + " print(bench_zobrist)\n", + " print(f\"Redis FEN latency array length: {len(bench_redis['latency'])}\")\n", + " print(f\"Redis Hash latency array length: {len(bench_zobrist['latency'])}\")\n", + " print(\"\\n\" + \"=\" * 60)\n", + " print(\"MEMORY USAGE BY KEY (ESTIMATION)\")\n", + " print(\"=\" * 60)\n", + "\n", + " # Échantillonner 50 clés de chaque base\n", + " sample_fen = [redis_server.randomkey() for _ in range(50)]\n", + " mem_per_key_fen = [redis_server.memory_usage(k) for k in sample_fen if k]\n", + " avg_fen = np.mean(mem_per_key_fen)\n", + "\n", + " sample_zobrist = [redis_zobrist.randomkey() for _ in range(50)]\n", + " mem_per_key_zobrist = [redis_zobrist.memory_usage(k) for k in sample_zobrist if k]\n", + " avg_zobrist = np.mean(mem_per_key_zobrist)\n", + "\n", + " nb_keys = redis_server.dbsize()\n", + " estimated_fen = avg_fen * nb_keys\n", + " estimated_zobrist = avg_zobrist * nb_keys\n", + "\n", + " print(f\"Taille moyenne clé FEN: {avg_fen:.2f} bytes\")\n", + " print(f\"Taille moyenne clé Zobrist: {avg_zobrist:.2f} bytes\")\n", + " print(f\"\\nEstimation pour {nb_keys} clés:\")\n", + " print(f\" FEN: {estimated_fen / (1024*1024):.2f} MB\")\n", + " print(f\" Zobrist: {estimated_zobrist / (1024*1024):.2f} MB\")\n", + " print(f\" Gain: {(1 - avg_zobrist/avg_fen) * 100:.1f}%\")\n", + " print(\"=\" * 60)\n", " \n", " return {\n", - " \"count\": len(pos),\n", - " \"average_latency\": np.mean(latency),\n", - " \"p50\": np.percentile(latency, 50),\n", - " \"p90\": np.percentile(latency, 90),\n", - " \"p95\": np.percentile(latency, 95),\n", - " \"p99\": np.percentile(latency, 99),\n", - " \"std\": np.std(latency),\n", - " \"min\": np.min(latency),\n", - " \"max\": np.max(latency),\n", - " \"total_time\": total_time_all,\n", - " \"latency\": latency,\n", - " \"rps\": len(latency) / total_time_all,\n", - " }" + " \"bench_redis\": bench_redis,\n", + " \"bench_zobrist\": bench_zobrist\n", + " }\n", + "\n", + "if __name__ == \"__main__\":\n", + " results = run_experiment()\n", + " statistical_tests(results[\"bench_redis\"], results[\"bench_zobrist\"])\n", + " " ] }, { @@ -687,7 +750,7 @@ "id": "feb0d3b9", "metadata": {}, "source": [ - "# Partie Test 4\n", + "# Test de l'hypothèse 4\n", "\n", "Les cellules suivantes nous permettents de faire le test concernant les fonctions de Hash.\n", "On doit donc créer le benchmark ainsi que peupler Redis avec les tables hashées." @@ -742,7 +805,7 @@ " positions = []\n", " tries = 0\n", "\n", - " while len(positions) < 250 and tries < 500:\n", + " while len(positions) < 250 and tries < 5000:\n", " board = generate_board_from_config(config)\n", " try:\n", " tablebases.probe_wdl(board)\n", diff --git a/image/max_temps.png b/image/max_temps.png new file mode 100644 index 0000000000000000000000000000000000000000..1d4071c0342ef2d2e7b58955ead586850663cd6a GIT binary patch literal 31516 zcmce;byQaE*DZVliV7-Hf(W7@DIL;a&?zA$64FR_gCY_VN;lFVARsNNlysMLgLF5X zwe|O&bN+bG_s1D$e9st;2j#x^zV;Ps%{Av-+wYmI*flH?EEEcLO+s8)0fj>6M4`}n zE@Q&K5LEIC!T&DUJdsek4F9=a*7JqG-?9}^wNzmsc zS=g>))Cj_dXps*+wbs|MHMTInt7L4ZkFwD*W4g=o@UGsHF4J8$7B7dtZb8kOKq5HQ`u&}p{PLK<><>5Z-dV_mVok*1D!?QnX zQ?uVThiq0x*F@r<$LdLq{W4&VcbA|WVs|^@(zBIrxsVBgdcp_9*2;?C!T~| zp%;Ufj~7<7+Jp_wyG|Q^37*$9##!|D~-h2YtBz;-Zn1j{@~OADq_p}D3783@2nexJ-qTh_VDc)bZ{a!SMHLK8KLhxr@ zUAfzFiFY!A{-?(q zU~t}FlL@{fz(D3tE1DsfI6o6CG=I2|c04CO`%Tnp+yyW&ul{mK3>G?z z%1CsNfg#UKPI}hV2rUohab*>n4zs~LNkuYo(j{`fz6sMT6Z`O1>)K1j&Lt2`+0q zF&xG}{qSjwCaML3f`a<86q_6cVZKuBmIt`Gxu4azyOo%Y?9~chEVG`&5^&zBZEp7a z@;sZ(e6)+OnXqc)wJ@MmnF7{&z`$bZ#{ov?XjYchet)3ywSHoP{L-aM^v}Nt*SMdGi;Fu>vRVr{7Hn*>HGTfHhfgQ*rZ`?tYW(|QRFZHos`?slj-I6XGu>kl9G`b!;HD?uW|ah z{d{)?)t95zd*F27aEvp;oa`F{KsLPn2?=ri`T}3##V)j4vxIYiD^dn7QVJ zty56Tb@L)~)eauUrR&1k{of4QNse}w>R^7BeiuJL)xEzq<3sMQeR8mQ0TXk2W~Qz= zl*Z53SNmXNs&eBeHcr55xQb?yPTl*qXm+0o_v64@>;})W6sT@8YfAfECyU~9V9Hj` zogQxDvbjuVhvs=E&Tzx=sdbFD&mng`fUgYb3dQ@Q2Pv00s)*5S3-Ry~m zaj=*Yyf{|Db>+&Hva&LQAx&lFn`C_Uvs-hm0k_yOEi5dmkJtFl4rYRV{PXTkxb2fs ziUxd!H3}f*!SnoG{2Jq9SeS6^L$iP@J{1*w$b;AU;LtEK2Ey9L6mh!jnUa!{MsZtF z5HV?Jk5@Vk4Gn4Q>o?@SD7}n>Lqkpdey%lAvCu#!T{hn2+j&PkpIU`Iqi$os4_Ik$ zY@(htDWdCl_{Br1Wl)aW?Oe#oNf8T9mroH*O-;==?7VY!w9KqtWF$Z7l)(vDKB zTa$Hk- zeC&H$3@5gTyno+X2$huMOdyxz(NYGo^N5%=XVW4zlNHh=4-O9aH--)mA$nZCe!X#G zBGI@vT?d}%n||wJR}w~r!+JVQ&(6wlsLeu0f%C43;PDFk7o{w8&x(qQ;UkeSMgJRV zweV?zM?AKRAK5(4TpJo1M4H>$ln6xRVOyl|pPy{|C)4`p<>mDhzg7u#vss?&F)5aW zIS9K>#v2u;RbelarIZx{#~{;)gQTIeQ!Y!h>U&5`jEMryvviqQ16KjF-y9d8i3X7x zGqg50%fp#ThtR9v5y#WG^`g|A?)vrXEg$ba-HLmmp%K??Wxq0%glY*Q;|tJV9Vt~o zQL(Z0sP64gcs%fYrLUh>Utdq$T539+jB0^_haDfDYKea65Tx7N+iPiMt}$iEewOqW4-apv z*5 zmnUj!B%E|c`e8QvzdR40Z;yRI64m5mi@j}j^dhp;w;BBsugoF+_)Yx&( z=#~%%&fJ#=7!?#1jUkF97+;W+le@{F`bbHMVD)$L%usmG&U4x7~!9&xbN2TUt&j`G4bD0x+ynXvtTt=pSTl3l-e&XA= zZ_mK@U!>4t(us>TR1A?CE@VARqnmD6wdDls~ zYvCWU-I$!K5*S~Ubft*ld{N0WXRsK`zxVj@V`@8(gQ-hbF)?65IC%`=asLeDw!)^u zvTNg-aNSP&E#P{<(%jr!c{m?C^!qo-J~^)~Eg`)U?GDfR2*e9+k28Kqi+8E08XQ+3 zuXGjYia}8K{-IrFaeMv`k-T8@PAIM2=-Aj&Ul#tSPoMM*43Y}GHkNJnwokPy;7!URaKRh(don-9UYyw`MxIX zg;snQZ!E$sX`)$oR!H>A)vGVR+xqd^{h2i`giGO&>B?)=xW|u_T5R{LXl=ruxfe7% zJj1hg?rzs+M=oJ{z3J;yqF4E9%8&;KEJ3#~TP3)yP5P@=O;AP#4Y~Wly{GT5{%C5t z_GQNl7dp9CFM_$SlNHF>`XTxISko zXJbFdBpwuebkCu}GCX|>PT+`39Fv>*{Q z0hIX#`{)od3X+h7PBy%(1O`)Bh_Axgc0WJecb&1fw`Wq~JHO+{VOVjlJk)8l=5h!} zs=Lx@+jZZmYx4u8ySzJ~TgkLYE%#`yaYwJHDB^*yFJEX^UAz5I+rpv~j)?S{4#1;t zuFF2}-hG4vw=!IK1si*2yHm&z5~xA&`GobkN!32JUb%+^5to*hmTWw)cQP%tmZo86 zLc3z=s|NqWafVfh8s10Cf;G%y0HHKAG`f~|Z6S{Nb_>Og;(B|)_9F$5)Y$L^rKzbI zK*H${Dd$sMob-pAj8Qx`25%$+A>Tn5JuLCC@PIMi7Lm_XE2Q52)9+HxPVZa+(Xe)` z8d8E+fks9zE)kJfp+S3qzV~UsJkyE2ot@jHi`uhfC5=;xmP=}il#*12hK4s8)rBE- z!Tx)YpP-&Anx+taB65qIJaPS{865pinC579!|V7ovZ=6Nq!aj~A;%E5^31lJQXK44 zH8@vQ*JcshxJ-Eyl{xQzY1Uthj*dROQv-(xLilHhwfYbY73{- zvimPwytvsbCuDWFrLTLa<#F18EYP35m0|p1bs1q{;e=23Mda@|`+v({EioO&gQ-3{ zo;Z)GOl*y0?%cjZxX1oyeO(UX;UPeb=3l>l;g8fzw2mGxjk@GaBPafscpz=@8ka?4 z_Upl~u8@yymwLR>Ffc#H#kIY?h@GjJah*msj%7efR(3wObbJ~Rz2VMcH>xdBC=q}R zi|yhw7>(khab~i~Xc?>7@1lDQ3<0rR77Bo$26EIw4Xs{VIi2nfMhkfedR@Yq|MiK| z(aC8Ou+-GzVpPVOFD|7jfDVWTNfr~;^^J|+Agatnj(Z&(9~YX9JQO_LQLL=0%7V2A zP-6fYc4er*3l75e(Q;mIraYzjcx5wy)!`De+gujo9Lqdh#y#&of4&Kht10h+K`&x((`?T=9;zR(#dE-27x47gRf*?8M_vFnYB zrjvJB88<9cgkfJUWV{Ct9#kLB-+t@mWehWffKfl1gvmsYGaU$;W#7MVE$7vs6BC)p z#c=pRDAdu_eF}-iKUYhbNB$d;)|E}mGdGF-(^&_JeZWm&5IpJOpi6pTUJHXTbBo!h zy}!^<4gooS!NFX^`%ok(qx7L%YGlJIOFafOMtyw!7Mrk@wRH==?(yDgIONdSu!hD) z`gmSDg_V^R0vsHixzqg#mE`2)t*X@HaW`z<^-)!98?~)8smQQMO=k%!TU#YSS;>{# z9egd2*SATvszGCza-7yrK5kN3OH`Ls5 zakRX8;LdE(#E-sFMhK45Xu@|PKxVW!1?AGHuDW5xE%8$G(vrIy;2Qqr&;csc*kRveB z`O{sLP(=RhWLqu`BAVn}OE@7PA0L1wm8Fr=yl-yD_My(b8FDIrAH1c7zH@HuZ>3Vc zA7UP!9A!nAbmIyCJd~IB?%ji9GSQR7Ut+yZ%^+t)6kPF-KH&U6u>=sQ5b8leV&Ff- z0wkTk#KM#4?}rILv?u@cXCsA#Bepq0P4H_Hh};tpAhWPo7yI6A94%?`RkJE)fv)N= z2|)%(E>k)8_tSN)^biuL3@6PqV86xWzKoY`f)lhfT3*P%S4}J-6nS-NA%xQHC0lBu zl&IC7jk-FCprBym`liqG^pKcQIvN!fl|mX$2-xub7NMwD_fIvD&j#(-HGgzxx<%F9 z8T{Q=_$C(if6s=r^u@&dgiK{r{F`DmrFSX6q=cG}?{<}@mh`7^xrYxQX7-y%`5@oD zN~aeI8jF5K(LecPbhL!EH5=;r7o`GAVVD)kLhI1J+1Xk6g({TR#Otf9L)+rw zNU_BzV5l4qxFlql)bO_tn%(3GL<%hL|GR$Vzoj$U;ZYBYQx*N$zDvqeaMew=`zr+# zT}WS;)#m0Vq-+3g220Nne(A}`UK{n|$jwT3lRF=BgEo({oG!SHyft$%c)?r5-xkvM zkNc5!C*d&C9!-dkmk}4g9R5J15n!ukmGh^tFuk5esPm9w7am9{S3Ud+J~e;DYla<6 z@6!Uh6W0~;y{7cfTm&0FVm%0R`1YI88a?O8;r8=Cq->&r~;B z<)TZv-D}}UYRv}gHk1A@tcD$=fNVb`)8?oayhS(zh-f`!Rx_8@@|3gZ?y$f#`%5RL z=y#Mqr&X>MSe7RY#|lqo*&n4(u-GQ=8whR^;Wm&m$;r*#KHZX*k>3noVsKCS?0zI`LKY8)pfx==*AT~JgOCH34o6v#Y)E;m-$7)>u>8|UH}0}7 z0Fep^FZ?%e-XM9o@wgs#x8UI{e)ZYWYdG03MD5vMpDNGKj!_7dSgTmaBP8?=4=04M zHwVBXLo|>CB`hY!ZZ$0|nCK^Mc4)cKRcZATXuT?-32sAYiK zOLyM=1B1U1FDsTI8y{eIo5Sc4;I!cy462GAI^q4Iyw?BBY0-ug@x78j`7LK z$(F!8pi5w4ekoSNCgR^uZkG8D2e`|mnAZPE$ydwf!12#4Tz_6Ayu)OP@IH5rNq=r8 z|3cv4553FnY@hE~Qh9^h2s~QoAWLxFlF-HDviqY11v;c-c2yuc0Ik;!4n{%>4E^*8 ztrn(TTuO?PlQSF+ADdCvUBQD%jBka7z@}yZjz8IIWkvz15ol3!8Ua|LJ6+~B9zH$~ zlugFQ#*4PRP~;(G*a0xF5Wx_JGaagDc!W!k<2Bt6^`Yo!n{N2fZBk4s;2ahZa8z+8aCo@6*+hPOU#r@c2N3#wYHDPk!;~Dt+}>h+bph2L!%0a?d)X7>7s-CJOdG;~ z0gYG>5Ds!M6-+e3?LfLm+vro28{0pD^|7+FoCM<907427c&~JI6&KHNMIev(`um5t zGokeiQawE?cO>QcR6nhVQ~fJdzt{eN%WdjY(DN?xDiQsNRBGTp4qSTEWspgQfw@Ax z)X3L(^Acos06<$|BSS;8huX`#&XBj2m6aRGrRe@_-hOEM3o2eH?Dc`=yL$U!0PLV1 zz?`TA_ao!bJ#=(*Zu^y}W-DtCA*<;N-QC?zA%dO&{(5?Px{Nqrtn;^LfNLzboI-~> zoQ1Blql21>DF~QP1ULgCymIwws$z!h&guvebKcuQQZ=;*suO~B|~zIqiXQ0wD8 zv(WCC)YSVkB&5I;0LN$4Bf8cv-%$Lk|A%OMG|pSB=Umi#n0dL}TeZ%uJ^~`yG2vKt zE6MrA#c5E{p#Xl{EOyV|jYf4^6w{eA*x z*J*#uVYu9e22wrpRVcS_LBR%*FzZHeDv1~iz*RFK2T;~y~XwpNARGQbShe;=_p){rIxwV&4mBMp&%zvVOQ_)N5NJ^ z;7QCwvlf_AI3FAX2>B0z2xtc^W@cuP6<$tWjs!Red>j>Ie_**&x{Wq=ccJ=WYUJcl zOqc%g`*#e4UhCaI&tZomRQa0e@|b~-WE10VNSDHwdmH0u#j-}-yfmz2SCH|% zU9y4gN$3NIceCzLG7o>ZdtE(Z(wF&Z;qfO(uXCV*(B=z3s)C(d4`6R=Y;9?&8L;lw z*!-VAEkH0G)JAzjRgo~T64!?2Msgh!gMGx!_jku|&pkr*0tN!6);?u=bQ6^lTVkZb z7;d0BYc|}h@sw;R^JmP|%v<(ya1Qu|!3Y<*{5VLnDK*z3Bv+wZG;coqtCkvXDn;n0 z7=^X*EGmH3(>e_2y67}v(i&GW(}nhVlpi)YB$iK8P$IRFFptAti~G$JoBgCd{A~U} z!`z^oL5oxWl-V%d@1%^OCBgT^(x#oNILF>%S7$C*(e%pw{bC92AG3}S8Ih_4D!O5cG}9%8_l=oRidB5_j`TqgSo5^(iSPK?!~@tI_S2v_4Tt$ne}CCl8iPn+Bpe;=0J?d-b}LwdGo> z;afB)a;0_Ai|aRU2L0l{pG8OSb!XbXu6ftteBv{6cU@;R`=xNn2KX9wRd8@H4kWb{ ziBReW;%GQCJ$EVj0_l#^(YppG>)FW+)wn6P=}vWJsFw1ybXtYQD~`_fzm9k5GjTX) z4dHk|fJQVb$ZH>p64i4XdwUC`lJP*pj&UtJwELR1qtx2HooFsqD`~d$u}xIe1gm-e z=X&PAHC7oTRL|ER`(9IR%ni;bfK)KAll~gi@{nopCzL74Qldw=GT_*Of$RJ7{KM|@ z;O)`{u2Z1!=pb!b0f?xp^Mab%YNqkpjJ?;7TG(9TKqurE7N!6kM8ttIfqVDfRJ$Ed z&(DjdNro?uSMfnOY+QvjS!B|W1wnUobkq@8gEHGC1=gJac>JIKf`yDLJNWYrLASp#;(BvViv<*YpQ{wh5?44#?cZS>3WQ90=*K?2$CqolDo~$t?a7lT z0KOl;bRJraODibgA+-7c zP@THKF-b?Wc|&0U@!rqJ=MsuHJ_r~kU@?cPT#z8q0F@WSJ7D}E#w3Xa-zl<~NC4U} zAL1ae;eL|OUFFz`o?N!_C}p#_;cj^y^;C&)!^8fIHzixm7T;-V>pQh^?=MG_ZF1#& zZ`qqNESucV>4$g;zcS^6co}p@pe5<44^|FTBjln1#AvlUOTB*n{;vRHF=&*r$c-It zFU%|~H07wB3qj$%qyWSUH!!L|rMhl55Fup-(BY_O74~MoOU$rq0XVV}Uv-73)hMh# z{7t{Cyc}Yk1yyuAF-$Ow@t^WD35JD1;nwdZv|;pVensU05X=`4XPZaz^RD4LR_ z+jNq6YISm8#iUW@`QgI{2`78|hXn-%wvg%I0r3b3gtfKr!dfK*_Xo6~z@jaL4g#-< zU}hbuMv)vs?_1a2Ypaw8r9Gv;ImeY%U{%TYO5yVRG6B`xwc|;Dj6pApduxqGGpd<0 z=t%uEJFBN&ba39fy5lSWiSgCh$)OQP%#+ga2Y@a>fn+GX!zM zsieH30>eSf9O{NTD8Ueo6!IxGJ-z=!v)=?fnh>sVn0Zd=+0RbUl~{VdURbwW&x z-HPqYRPs(l|1yT=RY>$DKv?PUYqtDY71kH~ONDt9>q7;UfTua=07(*GBjLEq!9h@b zw6^)`)hl9t$NU0WY3Zx(?(T;r!^tAp2-FTF;mj}TIL6I=D*K1M~`(5CYG6O{O7)L0~-W(g;!fMv$Mib5z4Ib6#@qr!Su4F+-4!_p&7{~ zoI83z^d6Sn!o&O79?P{fQ6mIeI0fJW(54X30#gjS;k)2{X5<7LUpo*tUSr-KxV8B5=I=|CO0lwMP)zBl0mTi~jayw&z_>vKRW@^<93`Mc(HW z(NB9Hv&uk*q+R*X;jA`1ITDROw6#S)Y-YY}Y3k4TmX5H9v`?ARPuhtLDbb>|wJ^xf zD~Vjgp0g<^Vvh0^-v>Ed?QIPrqHh_18EhSs;|RqJKD7u}_EX zU?!R-D!@ScY3@I{S|J+A)x$kNTJBpitrX|@O_ZfBN) zeqr82d-{?YfT&Tx!ran&@q*~gOfkFP(b@T?m@2Fw!+l^U!d@n!b_O5Ce%)py?VfoI zY1w$8KfbbJ`(@}m%)317(VN{f!}i86&|Cz0fq3K>5C{}{{^jJnJq)T-5XdOFxru>U zhk(!k)JEXQcC0%nsRTcM`~Z1lW@_rk=f_^am%X>D0LB>hRw@*9;MkI{a<&5j#dtIU zv}oYvz=D+mmJ8eU@%V!S$C*8Fnt@Bl8#pI(b94UfHg=8gwpmfmVqjlO^L!aDt>iAAM_n;@^O}Mn@#}jd0HsXV+L|>|s1qUYo z(M5_t&LbEDcuJWPIY_U-Tq2nP{!JWQ3kM*AY?&|qJka1p&wiGps#tkY{4 zt?6=!vS300SxFaE3a8((pnO5R2J=g+YRUi0T>Wf;9$@sD!Z(EjZI276x}pINoU^u{ zxB{9jW(tbx7cO18?P2k|hz@kKMqt6#Yt9p<>U=P6+_<6r4XC?EZ&dimgxupm#+zJO zi8Fiwb7};89*70O2^GN$M9bv>~#JS@Fl#dpyUGc zk`Bym&dZ7jpjPk+2}PhFx(pT)h1B|UB`BmCe*AcYkP{h2Yhxautpedrs51C=-Dh%P!RH@eaN)uQz>ai? z`IA4jKHznmpzVHew>&T3pG)(nbxL6~-akc>N))y`Lf26a_)#9MZe+jdi&XJq946c% zVXE=S$vXi$JAxk)Xycvri3wFhkgdVd5(fMW$gCW|===gcZrhCc|CgG+GAA4NiLXy8 zEmm(ywFs|sj7iZ|>@%z!$T|bMS)-7kpS!H@xsIOAxUMVW!?O&nDcbzEmAw+qBVpkS zuLp8;z|{ws5AkpT6BB0P0;zFjtRk|j>lwmXil+R4O$#VnTi=eWDgOUm=5FW_f*m{H z<}rPHFRkg71q(}xs9a9AfMfJiCn^aUT-z_>enI_w)*OelgY0=TYm2fUzA*aRwHO0q zfRi(`y4sGY&tu9dqJjL89|v<^M1uPysdg_XCnt)-7!Pb@Ee;jnNqL~0^UEO?$N;FT zXE1bcKDoT9eZ@HPaCV3v)i}>BUpR9K3eZhzxMfyuAOGB8SXv#D7aNzZIa8ZCc`*>E z>%U%{5Wwqu7;$~MfciCJPxfuty@^_Y&v7OKW zQ+{{r34ABPup3WmRW1om=dI|`FYZde<{*9Ee-v>&tB;mTB2e9JAB!qi`L7nn#?Fqm zRdwq#paYtW5V?)r;eM2~^79{6s}(ncGHvO&CMW=Far5$8pB~wPxh7y=kM6414^L3{ z`1mTskNu7n3B19=6A~HHf6K&h_jzbb(aUwT4U_lpGroIZShKcJe)@a2e9!3ab*q<&A~Lx_4hae9U&oOv zvb!iixk?J~K({G~GeY0c5FZck2>^Sj)YDb+H1AVUMXxx3i{!igsz1P8uu$rQ*VfuE z54IGWvDAviNkSP;aWYG50oq=>7LXtMZ`DF$phhlm+8=WF{w5&E z%AI%V1zh$x%m=~Pv-+DbSGg4emTJMPi$K>Jg41XIsvKa>{Ic6>Tu}wd!f-CuWrD3>p-b67i zYUxTa*vOIq6}f_afggGXI4s8FI)%>T;1GL(YGe(TL!d1JcHP|E5bG)kqPp;~h;&5C zXWv#P0Q5e9D65@C`M&~}0r-soC^)rHQc{A4f}_d!3M49nZNt6C5B1L91}3vG=VEcW zHUT--^u)k`8u90GauOo8#dVbw(QBcD2DiZbVsH&ehB>g!JC#sTQ@;XG7}A9TMeSo$ zlu-^KzE6fOYb9@?BxH3zar`S-0wb^p~QBH8nRW|C60 zv)#|95`8Mgjk@PxZN#Z}ja#|I^qI)BxYIbk-mT0#JXsRr;*;?Xn}hAJfO&IW`Hy1Dk*o@K?SIu zU@GKVv)NlwW74XY2G$q_%6A-?nSm_OjnB-a1y8?mUuJj8ds;ZMs?x3|{E6g;S3NhQ zvHC0Ab*6kLf*Z5H_KNAb=H$GOrH0o)Mn&QA7Y|^`{qbxiOa22WUH#L z?8l#W3_ilTmKJ|N$4T8rm$9&30fuZ`1@|gww_6~cLe1|92px9mloyU5t=|Tc6kZja z9K4cEZJJ8v+IX|Do%!dYI&Uglu4+gOVEWKODAPf!^Sp?Clb|g4AA?LEWQlwc&tY#~ z?Pi?n)!KRn!i1NCV3N?+@(cLuV3_k$&YL@3)&2E2sV-jnyPX>P-h4&B@2^DuE-(qa zV<{976I{@ke@_2rS9;e8?fL2g1DQhkzlIkb(WX3d!zHZ=G#1X0_brcY7)a$0@BL+H z-$m=q>9HOLTM>H_v9EP4H9Xf|)?3PNx%RK}Yn$E1u<`AzmhF!t{b{m`If0V$QTqC? z@{4-hR!mI6e1fXA&Bgc{za?m?M!*dHA5d4_k^lZMKC2rawHO=mqn9}kdX8R64HY(S&wNqF|FPZ?o){=-t^QW;XS+h}p4C>7a_`YaeT%@}Tnef-;1 zluU~-IbZ!!mkNz@x>D6`{x0KKQGqLnU zWHq0B4{`SnzTSbUEp38XeCZ5ja!Bu{@o%*9mqBxwjmQ7RvAEIMV$h{{j<)X{ab4=< z!@mpP%i%vI6H}0#(q>_)8z9Q|l#jSBG5Yi`13rz$G+zCSNK6Pr`^g`&FS`d=Iej;S zBuAzG{Z`NxlWbk={8DamhMB?5DvWU-$zlewh+jT`uUzluYBT*>Hbb-ac^=Kr0;Vq+ zqN=?2F3H@_OAlZw2txin&H2i)A^Gdhyi3~7G1ns_=bMWZ=_vkg>JESfCk*FXKcwS~)zH>X9<%D&+v1yMTI2$3M%bsG2APAEL3HQlBxMd7~OCGEak zr9U-gS4rvBx#>4)^$?gLTn^SMMF%+w02;lf*Xm5FF4*y@@iJ`w*N}4rDk4rLE){SQ zM@5@`udP`R`qAxzad9w^e#tLzNX+6kvnc^qE~8Fj&H@e;fCNqwW7R(pB?pa-u>N%@xy*J$^L)fVG?c8_ay!9`Mn` z?mKuVH$Ad!Bzt=@?rFjZ`;eCU??I<6tmZ$WvRaC?>TK2tX~9T{H9{^Nl8qe6FbN+# zoPw>qb<|}!iL{@eIkn9Ur!s}DLjE3g{SLA*vh)>q@{5b%5kCrZ8$DHE>8bqxGvc`5 z>+ZjVqW$=jT6NxEOEj!&d16G`1oQ!e!Kz3|A4|mcAyF<=;)eL0|8_9 zLhlYK8CjNkF+D!D^j#X7CekSg*|aHN4K(IL>&Veqjt0#B2nt;T_z#;z0rXU*Y~?^6 zn|aIGU${UoA+24ACuZ1sx-8;zNO>NA3$UREh%!n0Jw7K z*7@rjLV?XqHiLbHXRbuQaPD)@gM9N8U$RiCsq`bDi&<^+(?B5rm76N`qM)Y+^NXW*{&V^dAuz~|4rYO?I zPRTs}1Q4{2p4v`K=YEI~4y zehO>?U=ERidw{bK?K5yu9439fpaXAC`H+W1Mg5v>4h5rkv%`HPi5wO#9#C{lR6nAs zN}zKfQ1Yrlg+r&aUz0DKcR=5WU9R}`U?zBCz>Eoyoe_!@^bM%Vq2o^^PqPX!QC+-P zU^(?<=Is9jfmy^HA*D-}>ozy3I$K{sDO!xCZee5pDE|UUC-`>ZeNGUh%Gd3ol?~d% zYN4qCD`#eTxfN_lZMaZU__EzsjBK722xa-)#dvz1?6v(HY60@f6k3N_CJ_W#zD^`R zjgwl6%!&!Et2ce%IE9a-XT_~B#DX218}*ts=gfr@)oU?YUwo|aFF(&n{)H0!5k19A z(!=bxJXLynoW7gm7c>6@Rty@DZU5Lh7_Eb!h{LF>_NNXK zt}Q~=?z6HRV4^53GI}zHpJn!se|zkw&|m`I)|CUb4vGKr0*qA*9t2PotGCzt;WLsV z2BR%uDCSoaMZYt7HIiJTR0_Y#@)LHKLZdT8bLxvwA{9IXI_O?Y_U^)9;eKM(5D9_7 z%NoD-?3%Z^&`6G#7BK3HkQ5?RsWcniKY~$?3j<~*#jY5x7)Y)R{0q-?Se?BRnq8i|&J&08?6G*DlLneW48I;iJ_4VM;&?S}$=rT7+`iP`_q6g>d&E2yp+$2}q#LK<= zKlW?SXfNdp)9J5HPyYmYRT}F#eYp2eFapVI){h6xwWesHSf=I~zZARQ{!&~7>6D{z zyg=6{O&2M6I~K3`t64PrC}uO^oxw@%SdL=ku%N=W+L6zKJMi zynFX5?Faw6Z|yLO-+E#%2DIW3E?C*_ym^dCE_^{xtDa1RSnT4y_bn?O;`dl7m!Aw@ z7`{O8QRH_|#M+CP(HbGFH&5PR8Oz0Jt`BDawgGxbrP{c;bYV8GHgl)0USpS=W6j8h z{t9LgP$)gncKEy0Le9#H6`JuErav&3@J0IiUPz*l!%e9s6Y<;ZV&@7Tm(QJwX<7}U zdi--2J`$nE3jC9`jg6T*II$wJ zk%}td7rm!YCuW9hE#bMfh?p40q$PJ5^p!`m=%52dR>TtlH~2t!NqM6=NDdX{NE`oq zFxdOOnW-$*k6)ZX+f}gp`ig&Sp>LU9T2H{7JlCJ=VoYbZb*Z0M!pkAGsNBQ^pWuB; zN(@i%;n+;pqQ&a^`HHhdl{k}R9cIO8tr!@YbW)Q^Mu#B9%Wj zz6-}k9VF(M@;)p_|IUvrp*>A}&lun|U~N}_L4VcbTH?C;aC{yO+bC>*e7D)gVk&vW3~m_y_1%5APs6GeyU8K#s3w=d*4C0CMN;QB>{ybv z-QTbC3LMro{XcwYHFbnmMN@zHc>j+Ta)WK%#^AnPN8;FoH@iOjpOrCSyIh-(ffryv zkf0=bX^RVQ4*5a+bfF`DwS$U+0?o8HNv5)VNd_gFq2HBX7vEKq*PfM{Ze#kp$PWbb zv%^l0Z(wZy?y%lLeztL`!Upz@Cp`n*Y}TCI6zd)5h57DQH6mxZLcR#`B^MJ7CL&li zcp*eA^rvjJv3Cx|O9>03_q8r-8OZJ3AqjUR4tFOucO#_uGfXCxT9kz}%ptE3u+Udm zk1=}#$JsJhLbJ|gWE?}=Rh_pxava;tmdg3cRVGi^x*O2rSZLf!jkFAYEt|&rH=Jh1 z4*i|2Zq(?f_*TxOz|R?i51yg>U?XpXn4O>B0=qic=WfRz!X(i+nXlTM#Oyzi8Kb(| z$$fRd-Ft(!Lf7x0425XzVDw+@fGv+^GJK|gVzVGr5TNr)owxY=$rW|GQh3B$LEu|w z1zr&Je4D8)`kjdx4O+5AH(w#}@p-clg(tZKr z5h~wkpW^1K+PhxjbW%y06aRDXo15@8x=4)LRr^BwRdv9kLxqMo;J!k>fE!EJB2=H6 zDuLn;i-g}S7bFJwqjsRi|#^K*U0R~5S!_(va5oDoE^#XK8Tded5^}D}j zM)?$4OXBc(3lEXW%!X-zZ@&^=6)|ev$_OmhS1|_e=iU4HI?9$7W1+Y%$w~~?OUX9| z)Oj>*l>sJA^>aK_upw!>Q_6MA_L+wncv;*v9Gnm{<{%t^jLi$3yIpx&LM0Xxng-H3 zI`_Z;k_>9?Fnt@dOgr@D*8vTzT5LiH^-kHCIaHMrnwkj~ZCd9?D%B@j zQh=hGkWb~+oV5Ulyf(77>4-?{(9h`#Ch|(iKW*`RkpM4#ljDjA&vK0aKDim&^H9F& zHF09Zn||H<^(CH!!Tqrw?V;Wd`4EO@7?>sl@9I~L^**j59%BJ(G zT7nrOfZb9d%l(qFYi#9*Rqtn6A%%FMn|g|Sjd2z9{yg<3N|+;_KEJol%OCU zc~w=_a`M$1cz6nQLPO!4d0}b)x$Udm?Xkmvmz+2AHm#*(?{Jkd!Z{N&+O7Jfd3S(^ z__-)dZlcz2E8VM5#u|XB5-}nG`i&TNAJ&h=1&1JXCc7@f8R~%7WcUR$pI$x&OA&}6 z!X_qPETo~{hgec%k>@b^!S|q7YFX=*MTh1qDSrOwPiS1So=3SWK~&bVC*Lv*x;{Tf zwyNvd;R5morTsfmAYnkzh0mn20YlEgen?nkD&1od5aL7 z7;>bA4|+JEp@#BEP-O$qB!GB&vfsqY|MxxcmlSni}q3yb~MhcOVCT097P}vc8wdrv4-!^?3Oe zmlqp*(!|8wFMbf9P9$ASgoWRZ*4UqasMo@?x&@#tFdzHqCzS(a-}?2wK7g$SVU+~w z_hrx~fnq7L8F=$Tvqy*KiX`vJeG0tP0M>w)JP~ozq)hbm^K#L{8^=7)_!`%YD8iro zy>wqC*|w^c_QfQz4ts06MI53ra|eb`k|_Xy?q6PQ9dELEorp165Kvcym3zr8p_C_F zd`>};k^)bUUlS)qB_RECswb1T$Y^XlMrq~MViHI-sR~(HkT=-Y&0K)L z1WB#EFL47Tsj&2S(4P{opVtTMvZIK>%jty6+T{`hS@+BP4tG4c$rF>rTRf~Xa!iZWni;+30qw@q7zM8k+0GxW9Xs>y%f2V|Dol8M|I{Y6jd z#t}{)1`97^VAOA!&kK67ihfFrWN_`Qd4GP9fFpYXs`PgWpGx53WC>Fup8@tIbY6E8g z@x8)9R=QuQnlG`tRZN#fj47z~QFY59fl(IM^_YI)-N% zhqRFG*1g7dn(VkK2wvs^z2oC5A#4SgB909*F^SOyU&ccu#yQO7efohbm&UJ9J8?}5(&Nvg#W~U92V=l- zAP&*k43%mqYSbK3>;L+Xp^THMMh8M!E&gMdSN2H6QNk0OJD0Q5H1`8ON-~-KUw85J zS1s0jr-n>PV%tW^>pe58GB^>+n0@g&7us9>RMJF_gB)z8W9`M2byj~L#P zI_N(zKAB;elv1aDBlHEI@%*3>6J`lPV56 zO;T5XfEt>6?EO}ZntN< zMrjk>-e&ZU?R8vzJ>P28n1I%f+Fx5AJZhIRq7tW$;vK$^HM5^vd4AoSI?NrAvvK^ zFLXW?xXM`*P#@`age=gE1QZSU>L1f#TdCy#!wbIUH}<4t!r)zZHCj3eeaXvDf^^}* zjhCBJ5{@v50Z!5Nv~VK?lXRtW*+< zc(Tz4=mLoEYZ}=*6|CD=_ma*yzAVY_TlB+glx&|j?j8c|EGdh2#~NF1&%GtKmEje! z)L8YT`ze`V2s)UrNCPX96}`0_Uy%bf$0y(;6iU4xhM?88kPL5U^(nO|HG`B!T4`3s z#}k*&yZu$@UySxnysL!h6)j39&O(R53j;NTq%kO>*F$V?D4>H(Kg8aUmv7_KgPu~F zD>^9908+5%Bg`&ggM%9Gb*E2dC|(t8`I+95^v*BP+E4MdBz=inA!wEtiQsZpREQ$5 z2N=@kA&C3z5Hl47X9z0{y{LbFbqChe+!&4l8k<~$=Cjbkjr!*xyNn{JRcTT9t_A1q z57`#Ckm{H(o;hpR zV9Ma-^kNd0KZ1(Ed9Frh_IdZ_% znUV9o`$;Wne^bp{%2SyS{?jq;-h5dD87$#wp;EjfOg4v2I2|x?@cN`ezKk#@#=hKJW97?F1u|2hRb_ z{UN;;_G0y@dZ6uzxuRRcPC))TYSCr3hP>C%3(aHeroUB6tgcK{^LUrlB!h8%G)v@> z$`o*2jqv|s8HtZ>=}OJOi2j{$xBQ9V;37Z2nI71gIHb?NSn5C$;`#U&>nW>nvWd@s z_>J9I?VP(ntqCL|l|8KUBg8Rl-JVo8Dx&eo>Iiv&_r8IZzcrWURfWY;74kSUw|{V@ z@F4Kz8&7b1ig&(t;{c_6)K~$uqK`ub)9oA@IZ4?An)fap;=B6V;Q93OYq0GjPV6PW+`A8Misxhi&RXE8zYvgaGdJ%6;{P}YO(%Q&LnN508T4Fm7ihu|>% zkn+awK?Y;zs~R@xX#Z#S|HC+B&J7?jLMK#1>#8Ft)#Vqj-KEPGj!6T1_><&mMDKE2 z&vOio`y$5vlUB(F={rU^{8Pe==MRpHV*Bz?5KR{D5!Rnu735#d! zAMN%3azn$tvPns;8i!E2u~8~D1+9%y`a3P`aahwv+hfsZi`4HrY4+2K{@aJaAf+~_ zR~Ydgd(Kk_H_cVzwC?f2&C60Id`>{CS z=Y9_BpwJHxS{n*@IhkPMw@~KrNW4_Z1#foeqVc*HZUyHGqtL-JfTIykXQ0r-q@}Tj z#kjXNrQebzt2_DP>=NAVa9fm3HVvY*BzyBHDCMh?jG)n(=jn{zzSQ92gD;JBd%gc3 zO4TQqYm=GZ%^%krTQC>ml%CN|4?7BS=g++V0A1&XXNDFrWYzvbW^~S?R^9i7asuH6 z>a@}RzS=qu20a#k36BwDcrX|hevp^(H6a2#$5Rr>U68bd+>n_>MM7EI(T0T|FDI-d z_tZwn(fO~3!vT|-N-%7C3JO+{RmT+C(K&sxnzu3@{04s3m?fMai!oK?nJfQzrpz31 ziLoYcTU!J|2N>m~E_NEELVl(STWWPAS2OFvdOe@gfAI~c;og=#6Y;ZWBix6ix%5VS)01`S;p}8s z(WRCgw;I)La22HR*pg%9Zf^CSRJldy?Qr*$7#ld+862#depQ4Uhh- zkbX&-9^6R_l)1mYw%|@o65IQ1A{>+doLcvAiS@xQOC($wSR`EE@3tx!bYw!Nb}k_G zrX)q-9EB!Rp>V9fGAokJ543tTTSKb(fdwYiJz;)s{p88^Bi9(8QD&I@q36MNe@_>Y zFxc>%@W$PU$)A$Gfw71?XdmAXXPX&=WWQ*2YR+ggZU(dcR>-@@XX9%cn_XEue3~am z(DGc4!RYM5wEtF^%B5KtSi9gYUCVW~I)5&N4SNm69Nitx>ce{GO^>m7-Fx3Z(z0Fu zZFD{}4}`bw;{N{oUzG+zWO2NDk4lxFgWJ1Eu$J}tcR2sKRFKWgS4eoHLR0$GTON*D zZ;w_}_`f?TSoN+}9xH$sACi+g7)O}Zb^YZ;F~OYjK>q?He06O%4S$tjX{(6NoF4Jo z9^ZMNNmHGQM|aI*1!`Qp<}3V)%S!U!ukjUo_fZPkl`!J|6rWG6ww&2c$vq`#ASf(?7%ZjPPNeGSDLXZomR^Uaf~mPe-&1Ir7Z4pEX* zFrQ1&Qu_XE)`!SR=Q}or72le)Of~$?dNEUYr))3w>(^Y{wyn8hqQmp4<3U$Dix+%? z?Mri7|MJx)`q?IGzlh*H9J&BV}jCBwse*Qx3IoK7$(eE6i67km-^vd zI0N;g16Nj_lvey|Vo}s{tnf`8qRqNnV4N%Bwcf)k#OS%!;36Q9zO?@+LNkrZSs~r| z9tDTBBRp?9I%U7`V9v4T9jIyueXEq?NtL*^(k{KE``swDGz9Mwb*$jW4*eSc9HF*Y zPCUKBa!>RCgVlCuTyMBq8Bw*&M0z`faQM99!l|^tgR^D#O-50f5NZ_jcT zIid{hWqR_~U%xX!tHw_Nxv)Z(66)d0C~g244EfMCNE1W0Ge18ch>dWw$6@apE32>0 z;E3%GLxFvNQzpuYw6Kzf^V5AAFZ4@+3g7gKg;59o(FT$3=FL!Dry3WVyMqkeUoMni z3e8FpwRySxg^T-KdxCtP9hFoZt?y=PmvS#RiX7A+$v%&KRH`x-Scfi zZ*4ReUuo8}w5H2Q|J+XA@8PCUK82A|j@BVg4WXy2m%TVw>7*IU_)?4D@^e@&=~pPREX& z#6L0eOAbxt?MeolauT-bu~iiWqWV?q?^DTRvGOj)4b`~{*KCBUVwP2}YuE`jOKZ5d z`K7e2u51BeH%~l!SX>;CsKfvre^P&eQRfGBK@>is3J*Yd0s@4I0++VCyIM5MW2TBl zwUYCC!k0gV#WmP(+;XrQ`^a!+oTYY#rF8~7GrcgC^*IV}^wY;qz=3B4rDGs&};ALg|&tf-JK-V>+U>Y*Q12@>^#H zo|#nyz8MH{31!#3Hc~Ufe^&mud~Nt%bhhn-%^NOu1eKX%o8i=p<64CW7zpMCmt4Q4 z;q%fH{l*&@)KxZLxW9DF(rc!QCE%956NP#_J#8kfNv^-ydZ%|G#bgfuJxwp$xLR#Fx$BH>PEdnJAFh|@QEt9I*w!KWVR zL)8p~DVSB&M)Ml-t7&duGp%O5Rj)6^m@1N>k7JnF^-((&#oNW_YXvnvhk!*oYzx^i z^U$-OTQ}v|m~ZzAj}Jyry#1Du+qZUO0k??_{cQiUez=zg|8Uc^2{*boCRq8X@v?bx zZkFDBihY&<=Z>pzzEN78+zqz_JgI5CA0)*TLk14f%`RQR?pz_;Al26zNm(Oh6xuBA z|MqBZI?0p}rC`w!63jdCW71A9#9VM9NUUgX$qCq7j!+ktVw$bz1e@?yZz61y+VdNIPxZF8w!={M9e-Bdj=O71u-xY8&c9U1 z`AFJ3S~K{TxsiDa-rnD)r$H&KoL;E}gU<^NnRDiJeZao8lSfUTV{ax=Kht3Slk|OyTkCjn zwBYI&A=~X8#}iwt%&*mmlR^w_7i<-GMU7s~-_r|aCWKRuz7+j&dWy%gjl8FR&7qy& zXhz8PtZh`JgKDJy*6^>euFT>n*bu*`U+JTUD<3N9*F5aZrHF(-9HW>cj(VxO|+1t9U@}$(Wl(MP9+t$oHSa-{}p@E<9Cq3As($ zA8hxPrwq@g;zu*`g!0wj+U0o~(JSn3Qr149dqS(Uu&{Y*#!uFiFY*s={_=KAW>E4U zUI8yTU-C}@A2-QfA359OU;n;&?-TjahPx+?Tz^ICj}(q9*QD^pe>!ZVv9jUx^rD#v zk^bd8uw@xP_okDyU**a1EK8Q>3molBVkBJcI^lCuT_w+Ipma#Z&26_-&PuA9U%*HY zV0A!b*HVm!wr*g|p6)N068@Ba*pkP$)ya=-)<)6G3g=$7s$dr|Z}Xkk?`+oi$1EQC zeuqJ|y=xYqHhK!0=A2f{6BXp9Vh`IZeAnEQa=Iv3@=IyiFL}f&(Ga^8x%=_e7ofU& zS5&7AebpXv$Q+Dmdh}sB5lWL-QYX< z&d)Nwmt@B<2E&c z7^hQVzgkAUqk8)iZlvC}#c`H>%u?9AcC$EYX z9pDMLnbz8eO`~;%C2@z;^Jh9sPm)FN`9LL4IMUt!c6jhKLuYA?vvFpS76}wa50k%3 zJFEkFs8t4w%ya3rjT6?JN5ue2c3tUBb`GGeu%GWjhy`^@6sBXbl>0djhzC(z0@yUk z|KA_ak7QqR;SOTo(Xn%P_1<^@>9p-_7f9``kmbITK}ks4?gt;<`~K1pxLnXCtz8^i z8IttjwJB=;#TfTw#kK-^OzLNGQ)AZ?BQ1^!NAk zKkW$uZmCmLR1?LHZ#nn#vk#>|?yvu@1xK&<1vsRjwQ!1G;l6+Xg`XEtZ0B@LhQ55+ z!E=x5egfKoz4B~kGEOD9DU(<_mn?k8@(iGh!e67<9!j_`Yyt2(K1cC@Q7A#)>Cd!h zGnKOR+`$moIixV(JVqc2Q_Xi{dqMt&ULq$c!rl5YH1xAxR`1k-OPUCx$Sst?4vAn>BD*#yhi=3Q6kTtyu z^h^=UU6E6!-wRDtqv`?4;W`Uidi_F{Nv;rTthP+rT_?z^_CAsEq8G7+V2+>uHaWv~Q({HuN@8G#QnQ3X$a zMv8AvUpP%iXZpiwma71Y55%uGPsTzLKMrUB%ioZCLtkeszzkx5Q7IlM%448>5d#il zJd{0#W2BiJ>p)ssIMwp&AYt31VO>u(3DLnHa~^hfUcl#tLp$yj=!^LT8%;Lp%T1;g zwn?>Y$<{2t2Ru*+YSLe3|K4%pl}b?O3_o1A<=_nV_HLjCZ3W_fOYYL2l*B&0(2bt= zZM%@p*M-48x=aou2O@w%8ZbcyyTqium?XE&MnOaP02gt%@2GfV2u;qD(0VEW=fMvE zzDi!fA-f1f;I8)3^wq}dfTbLeIJJtc4UP{azItTa<~V# zu?0{h=J%*dU{1^l9mK=07sLzQA{SX$>R?DwyPzRdaSmUBkyiW-k-L;Q28swgevbYs z3^W635rda6Uk33uphP+1i!)e&6#4=mbRjKs^?FZThMuEBlgc<%`u)oT*Ho232DH9W3W&Ky#kZ%?z_ZNu`d`j6@)0UN0cz=8G;!s zhA?%jfu_5kS>DX_U`85Mqv8X$YXZ1!J95C0p{6D%ApN(im|e)LHqzA8bnrEB3uEBV z6vYFYX}*BjdJFfVk}ewxPw0*Tk=t+#NNjjQLMxO%T=YVc#;0T6*rE#xI2~ZET}yrZ zu5FhH402zAc4v3dPXg%zfYq(T7>b2~O5pwipm1~7IUFty=+|Cl*h775rsHj(CuR}R6kTE0FRz=$zAAcm;@3J^wzGHnfx zrp7&DY3^54vLy%bp@V25AJ0Jypc|p4H4u5(%JGwyF9l=MLlw>XThy8)*TDnaJ!9yb+5@Dk z!=G=`w0!zUfgSpqRo0{Q_mcnC%Zkc1xS@FSJ9_E@jp+`|hO>c^Oebg+#6<{`bdco0 z_wo3pLA(ELY>Ez!;|PlLpw0Y24-~j;*p$B^NdWD*1eY^BCPv1=p=8MVMO^PJA|M4W zLQ)R^D&{#74Gm$$3bap{%TtRYD)1lfd#;GX8fQ0M4K5N5l#b-$_#Y%p;Efep*@4gR zuXKoOX<48=2DGjHk(aN)c%m4DVH)1sjRrf@UMvosB4cAufXt&gNTSjgKw}d<>(fP@ z!N4~N7Z*F7^d3Tu@VK};fC{!Q)hN;6Mz;v6L7vSMzy|loel-H-Npu4F1K%tnsD{tu zsrM15d17pA449L-3O=Q#dIP&ol_>M)`?G+Z+*<9?04Vezlu)-@z44&wmM2NgH}(9mKK*((iK92Ru|JlYP^Wq>W(Aa*`l^BFBL zvKg3`fZPB~bN0Qii;F1qvs@+yM#4!dD@XpWXB8K(Y+;ZlFeF^)OL|XlQQ`^3wLB=f z4Xc1V1O;f1-_G6r64_JbPbjgKCh2+tG}dRE!YYoPM*feqnOTd<^>+e+<7XH|_XV1=-VG`R!{i|gVCy#o)S22sMuWgi zDQ)q4oF2t%`zL9RXcRQzI`K8H^ic;Vz7SJqzCIIB*`67zdn5Lb$t41M~_ar4f zH-`6iv>^v228d1*pcb|St|V1Mp!Qph0pW}XBK6K(-J3)}i_?SNGi(7BtZh5QaLFuec8r$gLj|4)bSzy6ro0WKKOFdIHUek$WU zDurDC4hZrn19Ww&+TP#3%i@4wYyWzSZI5AM91SQ)1<@rEXjEYX%>o$WSG2Z^Ba&z+ zCD1+rW^#;qZ(Z7F(gMidF$p;PntV?1SVsp|8|W>+W^0OoCuTBG#Dxr@r8=|-0pK(Z zRzXf1^uU2`CTG~f$3Q!)o?4WpBbWq@=R@{ji}R+v_20&vSz z!gD4>cLjGF%|SpYhYz>0iUNPwhp;w1$XzFlk3v`F$_LP&9MHTc1`P?d`J7CSKTiQ@ zcw)c}5Y)gaGR5bt(gfocm>w6IHNxF!hmncD)Q5qT?xH;Y3-Z3yVe}EpS#FIlpjrtq zey|T3IJI3@sG7abQ3w^cK^us!k9Z-;UK4-^x$SNkVUYI-#HH0R!1W6}Q57iL zXr~x~?bLmVO|vSt^z4gbHy}KkI7wqYOq@oH!;bp_l6b@)Fv>aJgs$E4d+b zNMjH)EZ`x~%nGo|C19d9c7D6Ne|IDV(-T0|B4|9=#J6B9;dQDMnY{d!nNXc7Bjg%A zfv5Os??O=Vu@fgqtH+ntdtk;<2Y@HQklz9iwb_NyRgX84Nxlr+xcx^HnB7|>_BIp% zhUC$4ac*5Wv~1+XvGrN)y(XAhPzoOz=7F`TiD{k63vFJ&U?~T|rqal_Of5hFfu`Oe7<+~i z8(yAmW@cv4eQ!s@>NDveIH`b`ieDNhsAxTa{Y=lHm@*^E4iFs>oufkKlR)Tli4^AA zTF(J3Jiw?Rm3bb4X4N5FTW^!WJ%G~#v;1L93adDTcUVUtH9&#hbplw%zf1gI1N>Yt p-^sH88t@00pVYr-jbKfzM=EtKLGva8BqWL literal 0 HcmV?d00001 diff --git a/image/min_temps.png b/image/min_temps.png new file mode 100644 index 0000000000000000000000000000000000000000..2e4c8f84e8c1ac9117ec79deafd9c0ee4d5eae7e GIT binary patch literal 46655 zcmbSz1yogkw=GyGDh8pnii846cZ#5NgS1E=x}{YF6e;OW>Fx#v>Fx#z>F(yOt^e=7 z``!EAc;i0DP~n`t&))kNYt1>=T<5ct#Ea{g1ej=OXxD{bK9@m5JI9QMhTeVo61;*_ z!NCjvU9fy6EO#0HI9}HN1i#~33BIzDHPyAU)wIw-(=#zO)}gi3ve3~nvD7!UT039O z0|!wd2MJi{Xj&PVn%t8!FxEk{)HHr_kB;S@_JY=vdkl08%=hS7IOv!-=;`yl>G{ym z?x6`k=a+jMxjbg4+S_-!zcJ97bB*(HWBg^$zz5-?inXH*IF_Z-Njjs?^9v%B>%~7? zG#Qo_=&Oeq^%$}WKMk6tt-gG4weaH?mGH3CnQ)pX_wVJkIXb)i^78TGsBPuDGtsf; z+EC0Mv&A06s8`<-k)QTVKmhmS&1aYIpEjftmYstiKHl8D$M222L~!v63VE-K>ZKGJ z{P0PL{{sQM|BMOqb}w>ZytLFK&j+GqZg9{BucZC|>uA4NA>=gg4;Pq`3+dxLOt}R= zJWu%d3-*4oUh2;^8p?Cea@YR}$DET&m8&>hOt&s$rJ?bn*Qy^ZMg>mU*1dpzuo+oJTlgG)V z?yr`wq0|&{-2D7*%00#v@W3*DN8q_ct5K!;;oAtGygaT}y_e?3R9%KjvCkvfB(v2~ z_5d!78zeJ*iW-&1AGjv(N?cb%zrQS=-skV{|14X*Qmnh!WUP6iC)wQEI@7x2cT0%5 zMcN3jhlcaP#X{v%o|G@}()8S%t;)95SUVOePiuY$Ps@B)0{W|pxAgGQ-y~yr>XB<` z?=BB*FAezSf^OP$e7n@c6 z9{wc#ktiCnzP_$MkLrvQz~Hc&f9-hENaoA*+W5H^g^RkUkX~4G^z3+dfTTJ9emO)o9Ae7u64l9BN(CFN6B!i%17!r0+V1~ml+JyJMzZ(VeCDIN!Twzi4| z%!NkuFzB}4<>KaMx7&OOV_nzN6M#pne3w$|bbs1+du@XB#*G`W5`~3@b5pK=@$|gQ zsC$ivhiCur(BIFGPg+_!)A8hRCqbjyxv;yz3*WM(x~R6MW`7|$X0XgU-F$F;IM375 zGn7FG^Zxz&C1qvZMaC+4G_T&NXJ_|Om{#uKwFJ{9h)1xLl$SG_{o<2|;&6+nY7Jxb z2&Pq;nw_n8y}{GycJ&UbPiww2?ptzlPpPF|fimsauU{QE>h4e+q@|^Wayzixx^+vx zP&u60PzagtDm~WC9!cJ=Y8RK$(NX=OJo4G=kpvXDp8uqpw~1B-a- z>kE=NgPtU~=4#cE35&_7zRcb&G9fgx38y{$>Kg;W8Ur@Bitj9>-tv}s_3Ca{SC`}A zLNeF-_w#&hXZO@A-hOQ$aqx0Eo+iZ$VYZlgsa$N*R$;d_n6Gz()Or7YTLi1#j}I4% zD{MDsnl4hmnMoXa!lp%{1E5|59M_fp&H?_RJ% zuCcw)e0}F8JxF!yJaN59xWnh?_2H^cwVODClRq#> zXUf;Aro;52BBKYskk(YGcvZZ}6vAsOwJoJ^Trv5AR>j*gBN7!=f1Y^vdW zw8Bau7Rr~dkU5yEh0)a1H1qrSMmy(PXkejk8^L30>M$-lhC5GGe|fWxzn*FQ3d<=5 zmL2R$WG#yZ(@fUg(a`?g97M54%5L%T1*ub@UbLP2$B!2jGL`E--6DG_DysGU9Xg+Q zET`!>SG4`&qcYny33GG$a+{Sm9nswNT(dKCbCxjX(rRjLqE9P7dU#;0RiE*gn3xo9 zo-S#eJ-C1W{ovp$SaEzxO89G4M^7s4ciyaxSK?i7;W}E*hyB86IV<)=txQ|KbYWrP z8Yxd?W8=%&wupvad%S^O)~R zzR|(GM}+MEw+FvN3?{0$-))?YB&hu~es(MV>#IUk&^anj+f}*XCu(VL?d%@u=;(OH zQ#Hc_1|F@JOG@JiUb%i<-u)W>8;hs0t>Mfq`}X}AN|>=+2QvW_2PF3M_Y;-!btw$u z;^IV}J$sgE|FgdSv3=!uCkB4a&eY5;EoJ2%2j$tUC~F3C#syp7oCkOAqzyuOmjvj0%LIiw_J5A?!gC9Nz(q zqPM}Fr|NPaK70s-dAQrNTDFv>JV7Wb7RDfm9(Z=TS6yFFQ}e8@q2UF3pjLy=BN#k# za&ph??Cee0yb+@@F)`Wu`}@5j)zOm<1L=xS6U)kmLrug>qd099;A6#x8MwLC(8d02 z-@OT!>h4^v7Xd5-OFJU4h=M+Sx~!#)LZuBc7#rU)clbI<*+u0|#O~h`@^lMwinNSO zjiQE=b!}X7gxzeIo|yXH>R80qT!*Zxs$+{ogEygvNFqbkYF7e=XFQ$BD4SNeP{Jf+ zvDpC)m%=iW0sF<&WUsRo2+L8nv67Ipl0iSsJDU25pyT#A6JtT0f zmd=sDhB6V`+S{Y#;TeCZAtZE3P*Bi|fVp{w+mMOCetZ5$@r1Ks*H*Oip#c+tci-<> z*y6P}c>VnRUUvtdzjW;$14DP(o{`yP&BfD+vm+NT7&w3b+tc|SF}#vSMl>&ch*Ecy zR6EpH9+=!)4SW0IhUm}u?UrOp`baXVug6+7SUeuC)CJbzj z%h{>&T1#wBPUlP^v+?y_lxvakNIxo_bG77rN*LwsyLTHW&Q5Jf9M}0*OQx|PaNcFo zzbVPJaUqJsx@^IL-F)gJePdbw&Wge1;KRK&)1pWfr-^G>q{;;aqu7)ZXg6=&(k#ky z*j>(@KN#SEKnAm}Rew#lHB^&DQd9Fjt#Uz$CjKr8mJ*;UCS}OuY?8buOfUmTY=${k zR;w>`*-#fP)qRs)xEC&3T~x8;Qc5sy#Ssx>d6I9GD3jV6Y@1M~ERsFI`1(6ql6Zvf zZrS}`bSb_pNVF*}Ep>!I1KDs3;(4Ba*8_!&SDM|j3X1NZYtIe`sxM!=mSH{CO^cBg zldhF*k*%{}+q=GeN5k`C@YJ^@HoBQ=~FZ%=>6#K9!{KBR>ckH zqU(=Wl&Vb>C;oPKcR%+^PEoWv!Fad;{rk|+LGapw?!?6$m-0{b!n3`fgjxWc*iJZw zz-|oEtaWF$vZlc!An+7QNM$zFKG^)dvw8f(6+;$M0pv16v7QAh8l}8%3gheRW)QM| z4(0248yxMfOdqXP7tbq^kdWwxc>2P6&B&l(F&$T3QkIs!)z{aD7i5~ssMnt3d}2Sn zG&S{x=X76-!*P^hm>zL4x35LL8jubL~+|mG;aK?wHg&8XJH8`r%5k_v(A%Uov0rHk~~c{ZdX5hd+UsrnB(B#<-MuHMBrza_M*vH z*#-ou&0)jrF2H06>Nz_-3FEMSOvq}Y4PeU)pV1u-GGFK>cRt>D!E?0C=tIiu1HpD| ze2dt2^hb&L^kAtaB_M(f)l&ZtAI>2urWG3>U%1-&WWGO>5MZ6oK$e>0?vS2XIMYIs zj${Ojx68?r#x(+_PjfLY<0aoXVRfAx?GbL-IXG+~xAPNQva`@ok;Gw{{`lksL8Tfl zC(L`}4o^ixo)jKdD#@+_PP)sWeHjw@R1;;)3_KuA^GBFrWR24Fgs;u#>9oxErQadu zw3z`Q3fqST2M5P5D5wrNz)-O%DHm~DO z4fXxyrD5_hR;@Pw)qK5;~^Hh6qq)-oGN_u{+A0FX zj)z^u&u;eX-4OZMz(hI~vuGwKGTIKTbH@i;&DfG$ac>!Logva;gcZB8uiEJGD``Q53qly!Z5@&+&;nGPBb zE6j-wd#gwa1(2OoU^pOQcd|3!ZCx4$BS8%iP`*GpvpZh!st%<2Whjp5S!;gc*Lr97GTRawjgo6@VD$i%?>Ldi-?vUbDOlBx(V5lI#12ODL zvysPf%gbZHym}S=GA3qTD#<_R$SEqyDkuoS(5JJke0PnzR?f^OmruzaC^SXH8L_X zVpdXIJW;LO29_I#&2l5`W3j9|I5>2`ShZ%j^gHkQ5V61UPp+tl{ESW6ouR}CJQknF zk?rEei~R~}FsXi9XQ%I$cfwxb_9AM*&!5kA+rsOjxgAQDvdTYsdo%mEshI+q0>I;G zK3$({yQU5s>(iGn)8F3%QG2DVs!CLSdPogI0Xb|JatKzTp?49oKr`odNBtM?*};v} z)KsIfvLHwp>+7{QM%If~o@WbKPjM=%Ha>&@I#pPw|E#aw1Q{H`Tqa8ZZTmejr$4(B zMc;?h7r?>*desWtMUMI`!I!5Qq=J1Q{9XpY=5IipLg*S1k7Fq3T1CKl3@k)I&M?e!xAStUZcT zFGTCMoJZBOfK!Gvf5v*II_kS)-%F`h+=o@G=wK!U0RaN4^UG`}emPuv`ch@U*KkBB zxyO95_tCU|?aI{t#x#(ue1|;~NQujSdUqwdcQ-fFWV1!>?ASr~p#;#@uLscBD<*~% z@?6F5HPbJYn2HJtd2o(@K!CRasxTZzF)uH#bvz&_Nbt>@cwuEgii9jiXmpo|2ddBu zmAxS(1FIvJ$ zXGar7j=5Cl38uV-R!Z(?`tlrp3ZhoDfX9xVwf)tbDvM9|`kmn3(f+>KeCK^cXfQX= ztzEnVAwwql2)HglG6sO>2|zt<G!P`~8Zj7qB~4l*9`@zIVd*e0<2{FgQp$J68=I z0~-9^_v;}$dl=+4&{%E&xBLm|si~!fF&K8ohwSXN>n-$@?Ce7iV;Q!4A;5GNMH5tF zB_}dh$_%);$-n#H$s2X{VX+~}b(kmO%9VrkqNZebi_@r?Vhy#IrsM4X>JaAe8QrVPW z8UA2Ga(!EyH;>a{=t^p?oa>VX8ylP1FHfsp1Daqm9>(z&5)c!+c7tmjO~K1E?DyiL zXL@@2klye%@4be+$?*HhOQ}+^`>c^2%OCqImrjW^gWF3vNGy*8Q#2onEGg1!|8-KWMtHJr0uLvYSof^a)G-;KzeRvRY31l?}d*D z7_k3uk&6Z?BAm08W72TL3r@4{mnhK9o6Tsp^nGc@Oe-*+UUxeSVkJhrZtSd$oTUI9(|W=Oi# z^Y&4rkUX4w)g_TW*-0vaXTK)2%x!ZWb7mSyT^@39gl}$IKo(G{cIF0&uzrb5$m>^X za`d^^0AsYZwR5zaZU;ZrP*2Z*Fbfg*&TM;>p_odk1v#jbNR*9@y@&Tyy%pXPe)$sZ z9v4?6%s)Cab=;0UHwbfa^ioQ2FhDhOSP83R<(3;$g6>$vB5&Wap{&459XpF${TETI?%JwqFqkyK&@#3(%$BGU*J`_4J`;; zQzv^9tifU7;hxpiyugg7;K^nV=3*$HJn?yd9^)MIk9I)bFU7>Z!O{UZ$!NE!9iNb3 z$|gJ*_srpgEgjC>`=L-Zc}wmBJ*NRN5b?>Z=b~&kfwh~#-6A+1?hR3A>2pd?eUCv0 zbl#uD$k&1U_cg6P!IPBiP#&0eF1={23PKP1w#LT!hhUxi?wfp;i8`3{F*4>W z41=@>MD6GG76;H+-ojs#L$OSS7J!ehij2bKt*t{Fd21Ve@6%rK%noB(CRWAne12Lw zxk&NxX3c}gLCsV5W5;iuUO3Qis($61z+->TsbJe@-FAM{60!PLIsVp^J<}RiD9_g6=(-r}M@9<SMp5iAF@sTRz*9Z@+2#0PaTwsDK(`AF+$GX?k@fYcf zqcFZ_Xnw`Iq7SKjsK}TQQvMvW^&pV}B!?X0Z6_lui)<2)8>G4*V?wkZ%{l*O>gQ+G z60`Tx2|~G+a}uzEfR!+Um?xOr0|L9Sh{&7a0t3h6jRxQe{!vkFKshe(IXZGVJ3Djj z|8j)@9tB5#4GR;Nk-42L88Zub_8}!D5`qByy_A%kg9W(5kS!#!P~@h3K3Y-X^?`e{ zUjUTE-nhnpc)RyhE$k%5bw;g1H-> z_EsfG1^EzIk#Yd&hx?$KiBsIxpk`wWh0PHC?b}1hBrgG3fg%fBwvo+E8$vG|J3BpS z$q;D-U)_xI8!0t`Q%Wgf9Tf3 zl-!_25vha$RwHhp61`Wwl?AQd=0jPJPGGio@Fo3r?|iyxv^2tuu*kWYi)5PC;a)zu zYc1tI^ZvZuJ19b1D~S*z()Smbi~OSz7B+PQs*oy8ib)ZRSkfQ{w4# zI8sp*_!^t!(~ULLW%%Q4x`p&A+Mwfa>*4nmm$Jfu?wC9H$0lLH+ZzLtyMDI0L}Nh| zatV}YZ`fT7nl{A*=>HzwEChFb>nl~!^y`m;iDrXweAqa+rt?|;@PfRBa;mssMG2y z=R2OQF}$QfB6Wd}WNE4Z&wi|^;DSI%^eW$-GGa|BHRs#t%uXRUGiwVa6k2bwmE7v~ zkKJ$WV_JKCw*c+I+46eB+GuG2;5uI@XDM072qoO7qwC}^Je>B6CZJ~C>khAAX-(}) z*=B8nPndEU{o%d7)|G^QozGld{P2f2mXo7_!K00h4afB#7)%D;KWD<>amH*Xe!s^c z`3{JT#dvsqNG}FIJA%-e!|WFtg1|tPx^UsbI_M`zMReM_QoREJ5kEjusCp*Krz=!I zNUL8;mWX--r5I2lr{?AwrhR$aH>MlB2N)R{kxT`e7`$TvLD6FB=M{{CR{7h#uTmYB zk{}e(M>g26Jl90Sy*VRmiAsmXz)L6izF9Q*B=An{nfUqEwvY<{;9$9c4*$(Xvw|P6 zobf@Xp{J+U&F%=Lcb%;D$Tywffe>N0oZGMu8Le%W7E%ldwpI(>Zou;Z5eWfcLgevT zVF?M{)8m6yIMEg322#ic{EP++1!^Btzkk<(%rI2tgxv5o60T5yPig7tpTB%bFrBDc zo~VuiNw40Q)K}zpNlz=kdrU@>bb2T=jeoUs9tLhwt)#mzsz2wY2Z_K_2)I~j&96;z zqA+Dq_GYsluYym0Gya;=G+zK^LkH>u%cG@R?sh_6cYmOtQ@rypFMzBh_r>pkTpAl2 zUpM)a(`ZyxD2)G)Kt+zp7{~S>RB``t5GG6)WQWUFuaW_<0QoWkcpZb)yi^S$kxo=q z)~yw1Jxob;<(KA1aB=Ht2Y;IAb$)LjzCXc?f$DL}dqWUQ;&a)o7jYmNaN*ld;{ z58osvR$JQfR^a>}<##r-d;cxJU%|9kUVCu`wWu#8ck}#%^9Ktpl{wi-$rM|4&Ltd% z1Z61LOf-|r>OER-K4WvfZX+vhzjKEFakpT32yeL3fz{2;&1z-1FEpuVVGwc$D0+$U z@ikL<*F;1`@mY-SUd5wHv8JV>`UINaPVk;Bz)28P(U`YP;Q;R~OEjb|XxYL2LRpz$ zsXtTeaC-qjof#0_S85uf!cto2A&ec})6kN#T$LfGbsQroQ$}tnPDY960?v4~Zjh`w z$?RNT3M$KEuiBm>Hfq%6?Bp0K-4q6pT@bC|Avt+mS1;F7PR*@6%IacT2 zbF9ZX2(~4qrMWsSc+-CUJA2unFF@6BdS%61Jv+Ii2W}9aROn`d~i6 z7Y)k64ILf6puG9P%0P;QRY$9w2qu+?;b{ZW9svi`)L)?H;TIj<{*~+n5l^;|J<2FC z%ix(e;uGmA0k|OK?C9!*njL82VP<87GIf8JS_{}GL?H!2+4K>haNVs-7#LfCY6AiT ze}b?AneQGbDg3UN@Ew$)Z1O%J02}0!8Bp6UT)eo^%GiPSYjw5#-xDVQbEq1v@9xfS z{%#@Su=>=Ou4s9BYzOH%l+FABHiej(KH*C#Eou<(C98!ISB$sHOibLEUpPBU;>BP1 zQj8w;=-f=K0byZE)U=Svx3{hG55TJ+m8Bv?a_iO)D36%e>H#BFxBHEY{LLRYfBrlo z*YjmgQo?lhXKR>FmgkaQfgz}}7yGacPMe>`e3|e2D+$Z+YOaOJ!qtOfg%an)z7l!g zL)zndlSoPF?An_{!=vnfG}F0AjL zE219=s28?5;6q-}=O4(lv8!QTwZMz*Sz4?#`E!669I*0eR5smX*8V`}U>SatWQM!A zf1&q&3VmcvY9DF=3YhHd?5u4u;o%~{LqLeLS|0ogTqjKRDJ`uIP`Lu5q1&vitPjY@ zlycv=2}c8%0LPA)^EE=WzT$ixy_IlD1TgGs%1h-#bi0j>9mZ^k2c@#ftn$?dz!jj3 zn}1-tJoqC;I^iy>2@xWy0j()1VZ$O~d)*ok8u}8pc8ufZ72dOBM%g4Wgg_dNmUMl~ zNRDw1heSM$WHo7zVna?BTbJ@#YcxK6fvpx}h}4wqVCeP=);-{QB3 zy8S|;@&O1@t+D*Bp-|mGvz%?cPe$env6{d^%Vv3y|Jk#1P#i^?`ia?OZ~@$xojz^85!D8YX+E0*wc$*hD-{wURWh1Y)T-Q0R>RZ1M2kJaV%d? z5-cc-d1e+Pzte`#uUy@N$Qku)N z^7J{G+q0}X=4vZwoA1rQCJ37L5f0^b;elXIC;a8pr;^{>H_n4&2?{jN^L5+2Tz+wi zKtzgKO$SvPHnY)4k@w;vD!>qI5qKe5<`BC_*{wK;p{_)+0RO;dZ(QaEy-as&Zf=fH z<0%w-0JHSu>4<_zES27epd@g-G=$D=G>}q4Wcl^$_3qk)BoKw_X2n&dsaDK8#z^)cz6hoQ$lYDK z*JvPAA)>bEe-%VQXy`%}T0dTk2$)!}Z)X+5^SV%iLAN5=^U2_MD0j1}n%Y8VoNH65 z1pHArd1Bc8?K4@L?l&q-urEMSCr(Dq#q%IDC?sThc2)@LqbMhq{tIueR~?M|lZ!UC zx9ftq1;x@l;}I4LiO82QxAgSP8h-Hfgj=wSzCuu3tv+)GHg)C34OW#bP)(uqQrI08 z6}7U-d(Uw0ak2&&UZE-5DKXQew%eJP~h^%pbyJS6hgFsK>;Vu>T{BMn*+R zr}u%Kq!(4V@epO`2vJFW^zcn)Du$bmTSdu^Al|OZykDE5{9{~r9^f7m>xVFZLnY>9 zu;h@?T~BDb4nh$cbFE~iO0h23Z0aYILA0i`UX&{`o$vwg1N^4l6)y<2D|F^se#8I< zjEV

4SUs-d(|_xO=0R3jmDE(Z~dlx)+%WJ>ch1hk6wtaF}b5`WTFdnVb(7DB*r# zbkBp7fYg(nZn$^Uk5*$Co;tlcPCYz0i0jg)qM}o4SCx`7t1W#3YnHXmj}$*W+FL_{1gw*RRE!2? zyuIF%l9J9$71ko7p=VIjkiu><9?EkA#R8%U@P9;i(`m-hQU>)OtZLu;gv$qBv=VsF zCSiLc+7KFKS(?nMT75ZY@f2B{500a3c5z;ef*}TzOa0%OAqbl@hNM63AxrcaYo?~6 zj-4Bh#`}G;Hhoq%Hk5Y|1swZV%-Jy|_%tZ(?Ce^jxg$WHwfyxRy`rK54Jm0OLcf`{ zbUUp3S5=O7nVaC15&?lCl+!kg-WV)mU`I0prxDx;;>iT$2#Ov0JE-j2?<`*I&G^{A zwBxux=~2(80|$dP9SCX!cw5@*zTCm*uu3s!N(5CDuToJ(iTN0cI4>dSgOz}FtlSo~ zvGGX|{ObFpKvGG9u-O{HdgC3`r=zQ!jyAzU#i-qQ6M;2ZYUOW14n+qPk_0?MEQ$jc zvLV=*hRUp|NnMWV0fSw*$I2Q4dJ19+g=jZe?ZW%CV*Q-c;Wi>K>>7RH=t?o9@K}(( zyxT|Mim>Jy5|X#S(5GE&7kfXGaNFM`AZSJ$X7%2L7_XOU=sx-Qu-Krf!u6aSk5-C7 zi|sE9j))KiuL9I{5d6woaRyph{k!H^sDuH)yL6r4XDGcE)VFlNJooeGPmp>W?H4}f zJWjFO?s~!QuuB7Q>me_13}|2h!NI!A{v39j--NS8f$czK)&y8x0fF=R^XIThF2Tn0 zvV+GLwXk4-)r_b(ot;wZE+^L0v-TkRI&QVG)}uWJo(v3+5hO8(3YQ4{58)`B582!8 z#}tTT`FOIFy>w%u;mlBaeC%SmolQ%AaclAM>2Is6^SWL6OU(lVAz;u+XqTn?O9ftK z;>t@gp4(i?t{&e!1sg&xBr>gVfYt>CfnZWOpM&aq9PO~m4jblGu?cZcvLq!Wb&%VV zC9I1A`>@?8#lx*?CzD!RTa^t!1%CbW(=Aq-r%?6*Dm=Ds|MKN!m12{^qVOG|1i-VE z@vKR_?BLMKY9Nh{rw4N%-P|T;i5M&CdpC{0Qha*qL0XWo^2r$G~-fHe$eAfCf{GBn`p8(Uk`;1Jb@ z*hR!?;{`hlv2Z#aGQma3K==c)jkvL(UV^y2LhP8YSA9Eji3&Jed_I}ZFK#EGAPgw& z{Lhc|IXM&00HkIYN{Y+uJ@lZNyM%m9f{^zV_#?oJi3EEX&(X$D}f{q1_2s= zetyJ1`&>vUoc8JeK!x)&SN>F9&Iuw2*`r6FK@bWB4~24pK0l05moClyF2-Q~4SV zA6hajo51huldk56$&8`e4g$iZ=a-tL0^x}Ad>h-TdNJU3a#Avu;VJ5g&%{^M{BZBB zy