From 5ac156640173e0ee278a9b71cf2940ca73b071ed Mon Sep 17 00:00:00 2001 From: ellen-is Date: Thu, 13 May 2021 22:15:00 +0100 Subject: [PATCH] Add files via upload - Creates figure 2 in "High COVID-19 transmission potential associated with re-opening universities can be mitigated with layered interventions" by Brooks-Pollock et al. - Simulates baseline university model, and interventions. - Contact matrices created on-the-fly by sampling from contact numbers. --- ContactMatrix14.Rdata | Bin 0 -> 53934 bytes ContactMatrix20.Rdata | Bin 0 -> 58724 bytes ContactMatrix24.Rdata | Bin 0 -> 61263 bytes Npop14.Rdata | Bin 0 -> 472 bytes Npop20.Rdata | Bin 0 -> 473 bytes Npop24.Rdata | Bin 0 -> 470 bytes Npopsize.Rdata | Bin 0 -> 568 bytes StochasticModel_revision_github.R | 531 ++++++++++++++++++++++++++++++ ranking.csv | 9 + 9 files changed, 540 insertions(+) create mode 100644 ContactMatrix14.Rdata create mode 100644 ContactMatrix20.Rdata create mode 100644 ContactMatrix24.Rdata create mode 100644 Npop14.Rdata create mode 100644 Npop20.Rdata create mode 100644 Npop24.Rdata create mode 100644 Npopsize.Rdata create mode 100644 StochasticModel_revision_github.R create mode 100644 ranking.csv diff --git a/ContactMatrix14.Rdata b/ContactMatrix14.Rdata new file mode 100644 index 0000000000000000000000000000000000000000..795087b981d3814f5a6a32b662a60d45a33f4dda GIT binary patch literal 53934 zcmXV%dpy(qv~?-K=J$j_kVx8R_g)bM?Kls)QYrp z_wO`5e358xxx-+7$DU)i9?SSWGX^Zx1MV!oJCyYA&d=I+leX-aMI;ku#ZdJ*4*+J%p^M!-}lFT`3nf2`5d4O@`Rd z*R2t1SSUJy)!3SMjgO@%+Fj+)P>jS|LF4NFSkR6@@vv-SGC$QBKq%|-poy#{g7 z{=@y}*sQ>Y(`B@3Go3`js7DB5HaJ7LqIYD&a3QqWWKY>+^4zVSs~1WHdcZVc@wq;v z&?EJy&GR&ODqMA2WmfdCtK%OjokN26G@nWXg|Eh3q;1zM)Iar_Gj?;PSlf2l>2v$=Z z2Flq-_qO`ODebGTO$Mnu1QY1*=$b=A2_VQt|Lf(>BRNr@MEOxeMe};zYWp1ueh*h} zcYQlq9WE&5L9H7eWvL5Ozek$b@XAXMS3a8);WgRv>`1&Sl82NhKEiiXZ;**%6Sb=8!vsD@idG|IH|eMVjuOP0>?wI|if1H*;QQ}e3k(95qu z-s8Pa(8|Mr96!?8N^1UVG;@*6Jxay32JA8dInYS@i;y5)MruLK~z|mh}D(fj_jJrjM z4lwkIW$#f@_PJi1VFULOD+?1WpKTP}Um(;kWTK-Fp*YdE*?BrQF<;jb>a?ujm{5my+UXDV)QnX=}kyX13?s z3cU_$wc|O;M-cJE8#JH4k&>eR^hvbQ_3BIEpIPR6tnrSwgD)>meSQph^Yda~q2tlp zwsmfM66KyCmqXfY=e}b3Y`?lC$wvDZ=J{@;5FGsinsX2@fP>chADkZf74hL zt~*y8FklUEHNM{4rd`iRFhD$4PkDYb6f{RY3@99@C~fGsM4pl=5&lHMIMmzQi)eO050dHD!yXSeB4Q*zV;jIe!9 z|6b2PKKtL`ud?&#_;VmuK3m@<0dZ*jAM+gi$G3fzaH!?f7Izv}U-T^#5%g7AN-CsG z?V4ZVYqY42kG*FhD5kzi%dX#CBd?QC99KVdo(CY z+t2yi1<~rgV{D3F%8d1uh*rafqEUW}?8pyXqoC>Yh?}#|l_*Fh_ExZRERDuGk(^tX zLHm@XO*pv}GH;r49LZg0bir*p9lO4pc}5cTqAIqJRzE;Ylv>9bl)e>p25xNSsa~jm zoc~5xmx@Ej;A%mBnL6G{>P$7x&mP(sG4dhe%p34PPlCK;!PnZj^MSm z>+Ks8kqshAWPiZtZ0Xy<3X#or;T51Z9L4Io{R-_PF^}&31UvqSEWXf|vH&Yo&u7L) ziwt1chNoja4hk(1jg;hL;gn5Al+9OIksW?Q+xKY-@4a@B1jda2V0eh;lM)SzIW~!p$*6I zU{%VbVSyLawYBZ&s znkW?qS@`N-oOUV@^5xC$0VgcvM%~$T7w3z`o4nkiDW2 z6NO1If%kh|ZzxY{#6Y3wv1-Eb)I}5e(nKA0>?C-tz;ro#D3`6u3omsfbzjbHHJZ~#ZCo5{PPi1%qo989EzLh;@4(@Q(A-KOm z1F+-rn%&fhYPQkxp0cgzCuB7BN?_4BH;gU)uITPd3jt`j4B20k;&G6ClD5=7A%T&P zM19!LA^dq~STk&81dv9RyKPkL4}?*=ikf*ghvrciC)&P9W+1J(_dZSg8t)-h@4Zo- zM7jTniC>1QS8MW%Ozevxmz(<+;+9SBK$1Xo^yq=bF^?Jpn zPdMY#47Rks|iJ?nNo3WEi5D8K#N z5AX!`1TfkW5}Cw%d=zjUbwmE(AviU2@5oD#Ioa{*&p(wJh#Vy;oMLCuRl;_ukK!tc z1eNNH%*7fiNH`PU2E9IY657n2&fPKck{Q?Y!QNk0uhebyePKn}Nk*l2gHKam;E&j* zFD0+0yuI7naAG5sU{px@AS_POR{I$hHtJXHZ&ICf(=y&xVuna$L0_hx`|FDv)92nF zpwBvmZm)hAd;A!vIG%s$WPN=BZfrf^!N?azZs!xb)ZEMxj>a+YC-$UI)R>{}_bYCe zy2Y^Cl!`3X;?%RIDG0{c${(2R(G2@pi<-@nIbm9evB<`9Lzy1dR^f>Umps4vkJbd> ztm}%M-0o$nnMH1>UY#{`(SC5}@w$tkPC&~!DJx;Yh%u(Lq?VC?+k^X^TJ_zQSIcEl>Waa`K=TQ=r;4|&5Gld^o4+KgZa z>Ld;l^(Q~w)`^v6ve)iX(TmpWk-q*B8IE@aP4h#bTk@ajFK4IuxDkWvz-=9NdH?ZN z{k42vfmApc-gr9UbfgvZ+`4{Um&Zr@ z__CL4kY<`9Id9Il<%X7uKEG>mv(x+Epxfzx7DIZTMhYwoNs{or^tQN-Q`1$M^ej?Z zxW-1Z$=mXH8I`8!tDN_m#BcB^o4imFFn99H$jY^9Tcvs5#`qRZ$4$o?W$QhEXNd`# zaoLX@*>$%K_)+CL>^Ff5eR=YRBZCn!{2c9U6A8J4 zNYHdo_YapoKE5cP8!-UVs!ObefhQH!?RvN18bQ)X1^D`>hP1$RRUf5cqTE!%gJ?Nv{Wn@ij!aiu9=Am1&Ec1EVAYILxt5o!{R-@*~G$4f#Im2jt@eZ&R1Wi9rx&Pzr z!Jph30XBs z2A?W20oIFz+JPG&L{OD+9uE9EaThmi=Q?0erEXQS5@z6ONsyzD!FytpoNuD~cdOfl zoR?Cg{aBp(T2UDc-6xzrdKh3STQ|l*Pk@Hjy%u29D7@hNKhr(W3S+>J96$nnlB4)! zvY)TdGrbN9nuuHB-}V>spRWaW4(DpO1P7%?PrMH=cn&+qaIc7mhksjcRqfLTUo&Ov z9v=z2EY&Gg>h&00Em9jHBrNM#NaX@E8kS|>N}IcyZjtyTqTO;&zUTOcX48V%KI zm!N{?^Qyd-Py9@VuRA!&&mjt7GiSv1cPqaGkm0=(KT1?ozorLe4W4yPSe}33RhI!c z`BF8y&-%J0WLKb<4VQ||@ z4;gEm@(apO43gTuB9KtqA);*gk zfL&X(=BFB;$v%_HK?k?$-d&31B;N}o&1_%m{i9fhuqrtAbX731lz$wmL9rZseQ(}7a80*FKhX8EZW z(AsC)hZHjrhXnf6ai-TpSSD6BTmxp#*H?92dE^3F=?x$9nONnbFO>0xAD>1~6GQx> z1^YpL3FB0>$Xa%-#)sjqfU?*EaN&l`rh=csk6Uoe_$(2xICF*{{-r41{sR{1!;a%i zM7uFIEr3zJH22oJL(S2b?bAH3*oP7K8%|UB4G<5asaKD&mA14ESwE_!9_ zr7miv`vyP>Lao`6bo{D3AYY==k-eZ^uDr6X|I$Bem{vwEys%Qc=Q0uvGu*#kWNEIc z_-Gk;#mxN==pjD*>I^YSq+!xM%$1l*01Xpg(bq=4b9{T*hcS~?;w(Poq#o?DavQ$> z2Yvv9xbpKb8-U(5meZNY`}ew~yz|%S{$`}waIL7meLk<~x4-gp!}54EfoH*W^^`C4XmQhON7(p1SohO764 z_#l=w%=9kM?y{HfyP5qOQXQ?GE~XBL(z4>g?NqUVLCjwWB`G^*Di%#T!9_AwSbc_9 z_lABVIwtut;rz0DM^?u8M?uPan619NmOybNUSNbzr@7nu32Iy30p+%=ZwT~Ht}t<9 zn~f&^g1zQ;bxR?BRX+iR8i9NJPA9sGO*y{6`($;X^9t*iTYbgW1Zts5tZ{e2CK~e( zh^`k)p*6U;3mIDrLOugkN^!2#w&^tY5$B7uEjQd8`1}Z4E5?dbRisRj-px|N-?Lh7 ztH|u*)h_JVAYpaxtqW*Is5Gm; zg+FoZfquNxwFS;=@FJnyZdsZA!&5kY^e=nxH_v8uE*y#X02yl4~-F( zD|+IO(ZY7u_xFetsB#Iiy9%WoIsHFpd^;=RQvUIGT@EFM3Kd&aFO{w#eS|IMskfV< zvBGH|ocd1ny@7jc&xdQ)x?T-|Uy+jI9GM1gTgu;Z8*kH}IvDN;-E%tEIONxEJb7h% zR-oz@i5w7?8c9_KUUBP2qzt>~#)J=bXWhFSzHUroztBc=FEI8i$AcF?HO1?FGIynG zeBT%R4$~4xx&Pr6`dBx>Q+|%Fcc-=KYhi;N(+R`=KrNRDK-%l3)?*vvC;bKbDbtVd z;luS>^{0u1R_nk1lBh}BJiWl!nsGz!@IT)62i(iHism*4Q2y42O9-7iqyztq(+nwH zeuXGZ?^KX50}Hj+K9?&vj;jt^9D$1e)x!seuDrCLAXo!_*Rx0KjRuD?cD0;6o2Qp9 z$rlhPn88ymlxxw&i34HrU2KnyzecPM%#^b z18Ct5f^z5+dS&7fl!r*KL9{_~QW$o8gVqNG9(=rR`Q^Fx>DiC4buYWaX3`hKhhCu% zA0Bpuu$gC$h2#~I%4{EBcvn#x^alOy1MqgV&^dq8WlR%w`Q1iS>+rq2O4oa({PQ4I z0pd{bA@2R7>$#_LbH)ohK4~SMyhu_2kLUjZ`XIT%?;C3baHf1{8Ba49mT6uZX@^RpljwR??$ZS4GanYJ;FLkeU_YLs2ZW! zt@{ytj+$Y^I8ZqUiqJOO0C++l)w%}jMOwmQ7WAr@56I7%MQDy~-jbiAs=NZ%`nC67 zOv5r}!L_d_NUd7Pl>?fH>&&s~YibAoyL5eM54n_anv}Hc*+%n~DP6a1bSiGubo^&%jSdqy5 zH1ka*((Za!c<{{hA-dQEJXVc&D#9PT7gec#viM1*HVU`A=m($AA7G39vNMf5Z!Nk^ zo&CC!@fuiaIt1$WugNEme!Z6`ME!HqdHWlEYN<6 zrQ-EAW_*F}q=zEQrHuOx>AuEXwH`0iqA&R@fBraNVW(;)ku0&G9`n_ch=tDK%N{#}%MX^vY!Z zyteJZ@b!Z{p%RH$G#h=(W#uf(>x%{S6)yaXr26ftQy89^EDNAOjGu?RK2Mie-xH}R z^;>^xN*_P^b&_`Mrp!pR@XbubG%*vG4$4~WIljdUi_ip{_iUp*44~lolzx+4r%Fm* zZ-F}$`egHAuOOGxDAR`>E7K{{W^cxMmmZ_(2wTT|+x3mr-^?>-ZF_&NayIrQqN50l zbg_nR{xzfYtb793#)oU#KjuXbmP_P~nc_1hGmx@zS_q@n&ARZ-6le8{_^?Wz{qL67 ztG1R@BX$h#sa@PFm;)mEp;1tzYBlPG;Y#lTV2NI((-DVWfQI>Zy0A%;X+KdZWsyBK z98EHht`gL$%gSt6o3Zz_Jhx`B4T9e>^;`9ai0{wRq3eI$LTc5dq~XEszW(`wO0|WE zq#}DZDRAu3yZt51hmSq+FUf%QZ)@D1LMOzG zZSxR7p)6h!;-mdG@m)af!;1Pf88+a(TNmOGRRS4k>e3x?tY`Q^ZVWl>0e4%k9RSxk z;1vSLPd%aZd_=_vr&*WD52Ea%UAB;)K&Qer8@0tR4`JRU4kNA3lZPEqCudHy1F9s{ ze?vNY)yzM5N&Us6hFa29{@w+5j3^4$x}qxT$IKc`4ik&J++OOax^XV|CHqDEBY4eN z3M_42*Ol#aW>j<*fNPi3(`Y$_2+IQLsc*wNcG_nC#g^orC5o!;qxT@2tf8mkd}6Qd zH0|C;9+r9|a#E*m6ZGJ`Jvk*(CX{%m*DOeA*OkE50wK4GaEwznb%y?l?C z75udSt8pLSY5hyf4X^r{x}G^sur=@>-m-5f$$R<~|0~ZeXVqCYP}K81+urF&&0W)p zD{rZ^r_z;$kM0(HZDhPfOiaZ`CW7Tsy*YXhT@FqiT%a{SB7hqSY74(~#EBN5VNdlg zjh75QgwH67qoLkyjqi&6g)=w`c%QasfG%UxxBobkD~TTsb3)qza~v;FX`Q_nbzo;) z6A+gZXzmcqFP+!P?Z0$}h(`gEV2OpK|6-43z^R4!Vwl5#nCnKpFf7kdU)bDjX7v;b zP6vw3u(je<){juG5-Tovs{3#V{J|+uYqUX2z85|`L;QJeTL;MDM-7hva{PlWblo5+ zNc-aDvplrPBf@d+N7+pP^)+s^OGEGAf+bqJDrsTVOxonFPec2y+#95{0`SER*+A{e;SO|6`7|c~VZ}`Ypq+o7^syz&w(4 z4ERl0GS3&agw-)61GYjoDhsQ8BFk-1eB|mM3()}Whk@6F*Ks=fo2-t%CQ&h$!tdln zHYXi|7Mn>U;T!SijnMHZt3tx{>noi@Q9}|Xv*wnBh;5id{KLqgb#q>B$ zx_>mz2^G+I!wuFiKhL6Z;OuQQmlb7<2gh#w+;dd?jVf)-BpQhy#L=>ns2QW7?~Mz%}~Rfv1hWg1jPVBcn%n|*DP6_o^KomkdBzW;9o;bUm@9IhN6KF$hw~5?p8f1Y zraC*hfR^yoJ zKLLW6MUdAEx37jheQRlWq!8Kw-Yn9&gFkxU&Yz#NU3_TUqdI95E_dV@d?mm1$QtvY zrAiS&Z=kGm^bZU!7yN-nNge`0PFxKfFCC{0gR0zN(Ed}#3U%!CsQf9@p>Lk&-RA09 zZ*?9BA_PduXPgFiOtJg}TB(XO~8^(RdCV&3)YRSQXAgeq zvs#u=8Cdr^1jsK-yQy$YyYzv;fh?WUAH`BJ^T*o#V^5l-rycKDSA7sr)yWPsw!9}C z`M2ngM5U2~$a{++8&&%GuWo}R51I3(kW9ja298|fJZ!D;eqp=SU-T|a?&|%iNaF@G zm1t>N@wo$%1#FFDo40Kq_LP*{Xblq|$H-C-xvn9jhiV2)V4nEnT<+eJ0WDZy@a6l> zCQ(On11dimVb9>%Ne!R$kk?p%d`N)m`E*ux=eh6uzog`l==KU0>PlF6lttXX-aDvz z40ndtr*j15p+`c8O4&~w++AGQSSP>-QS@nvumJat)SLjt^fpJ*fEA~+Z_&EXz7{G` zrmfmoUf_UywXM?o@(1zn?eMgWfG=F7aLwho1ef*EC~cdfz3RW&M(}Tr7sE9gqUgzsIV*TyH%WZU;Yt@+; z4;$L}MYf=Bp>6_n_jLA|`NQ!_n~Ev7AU@r)H_4YbAO5yi(IhMgB^Tlcuf*XQU9ZkT z11OdzQwdvmm+KYe{>O%i>$9Gp)NZ4KitB~<|MFf#4>H^{1FuaJ`|mlNVR?zm78!^S zO)Q;0ur{A47vwI~yHM^gWTuIr$#bWAu4<6vjcyjWSFD}VBRqUR*(qt`t*Kaj*?Y*d6QJ5L z%@{qh+MajQrTQb$?cj7I`$d;9O80I+vD$FWng5Ls6Z2E&({ZN%2a`8Ml>#c9E;rchN2po0eVUbmxCmmRH~}3+qd= z0!reCK=@l=309DrV;2Qg9RE)kX?gtAEtkhyrH)Hj9Qe!w1cphnRi1y4^@yPU+b%6N z8v9ADmrKbPs;1E`Gko{HR6+GScy7W3D*%k5b#Y9x61`J#t-5yEJg~&s_d2Jn^ECcA z^Gvu{`{HTOcKc?G8~7JSBn?UYJp%NCe0lQohvJrF)01QW^^Z+=Y2FVHo4r6>CXkya zaLZCxFmmwV?4tN&n$ymaOVz33A~osJNnyd0^PpRT%z?)pH{%+{KYgFP^mg();c=&? z=I|g}*vP$qZ9b#jZRW_lAOokJH?9Nn$BQ zhzx`(T=e=UwM1pS!veY}KI9zc?T=ItrfTgB1BnMM?0qN>3E+o4Dj;oww7(pXQ4h#s z{HOL1RIn9eIR^|%_>4O)Xu3nO3|#bZu_>dEO~v=Z8pDHSqAM4}ZXE{hf@_3_zK==X z9ghQ}S^Es2?cwmn_h0gTaXDgYL9?GbZOMu_2l~L*Cn$c8oI^^xlwNOZg3M2S4=nu? z`O~+#ALGV1A&SEa|1iQ&9=H_;l?^RP8iQ)_+TZ>xqrd38NTnSD9QkN&jB~QIR^;E` zA`I}k=v&a^o}aXjnB$z@e*hX!mXE5aN<8p57P8G-YbMjG z@`%uBk(sd=&{Wxb8B_ajzV^-V^&F(sq#}{bbp)#MPd_VR-@FZL1wHOD#6BMQ% z$le{UL7A4zgT3NX3~r=>*pG3T&` zE4?{LzEiw52XZqy7;B8I*XI0ILGwU0Mg^ zb%7f6zD$0u>?>*i7j&Bp|8)Sb>Z>}d5)yp;Zw17d2 zJ5tLqQ6!7=?CofA@%NE~fjCcJqz^mM9y7ykZ!-iKQJxS-l3vG`^ zqlfa&zLi~p;DEQ{rid^K+LVe`pNYy=ho!n2M8H_D3$EBbun7c63w?i^+>meG{--q` z>a!#@Qr8`F*5C(pLz#5|m_*nLpj0X33&)WsQSWA_p>Jf{W!Y9_e;8Lw;jEwubl!D! zH8L!DOfq_?X;vV623ude< zNqm$csxSZ%8sRy9_L&X43;$N0tym)UUaI%`MRFa&_D~=9{;T@l8z-jDi$T7A zvr)SEmT+g}Tgn=K*7J(E{Za^-T&6BvJg%OK<6DK9&^9X1;=@zw6{|N2z{jC^)}QDJ z=HZEL2HnGXFclt}lRYKw5}|utgg;1ziai-TCHDJ?M-{!~-@G{ihqJYKL@;_1;iA-c zGz6Xvyn)S*c>TExW|$1jeJmj%lGVkTpLr?gS+v37>TFvC%1lt}S z)aV9OP8cmtJcv*!VPV)|&-g}9orVCQ$Dg)(*Mh{Yclt>IN?B4(82tPQPs=5LcJwBMCeSkf9(W7i1**SYBCy+@epnrL`$-mn z_j4}tL-^1N@CE14MT%0W%#B9Tp%8fc$-JsVK6#c{NTjC;-=)_MCR z#j6x0R>RBQ8-LgP1y@F0)7&C_C?DtkqdniJEn5nW>}5@`$~dWrhQ|0j?J5h7mXTt$ zITx;h$~|$z`yYBEKd>2+04JzP-G2Q`=P-cF9_b!l+HS_XrpCe+9rdRYBrv!YUcu%& z;0qYooRfUN0Vjs0v>WnF6%CG72f`x1su3gZmm3nn1_E)D!8{K-lk@UBz3v5**q_QXXKNZ`SSGRof?%2RlbKGX4^s9DM~*eL=@pBIfk4 z>mN`npDy(WG?8M*`0d+p$*OMHTvvLs!Sbv`eC*_4e&U6n3A5EE)^&6YGTdUmgZ6Ll zk5?mrCqu%Dc&Oj?sJ9m)s7tEVF4n^%JtXWBRPRPgKcvI6TRnLyK~lN68wpQWzwLtm zf)Fa9)LOL}MQByq^{iczA@FI-(^8S*-X{y+s~eF6oP9fRjchgrR`AvL0{9;GA^Gy_T6chqnA{@#uCy&qDlr z;3+o-<}P7sZYgTC(1-zu&}9JNwIG()J7B;m#p-TAO}`)t&@(*m=qWR0ofW3IZ;bFz zn;NyJx#2k2Xa~*XPgX}&JMbs81qts*pI6Fx*;8Qot1jehHT)HwI|w*1ys$lTTdr@| zzZlMpn^*CbTcB+SIiDX*6(Fk7{P>zffe!(zBI)(pHBP97ErfnOpL;oud`rE$YIA&?04^s&n zGDx^PVf3>33uw!!CeTqP@yj;)MqCP0fAOm^+00u~%mX?G5Qj*+C`t?Qdr%g%p7iZx zC6KcLSc2hRT=fi`ev|2CV3+kJYDk$JP+2gUO^i4lT9eq%Qv%&mh(!P+CT0H2t4njI zx8CX>Imxaq`^o3eZl$^e7Wp^yU1xdHJZ&G&0!zw!pgb>{_36>J`c_Z7Dtb+}y{@Vj zZ4y-l) zA+N6b?&5!Gt5Dp(I?Q?P|J6%DSkS)S2>hM3Ek=BA5r-f?+2m7F8@yMDcUU*2@S*arT;9E~W!hBW?^S^pghXs_35tFc>cADR zD>)3~oIR-Kc#l_x^*{5@GP z-)Pm>u=fV5zpF7)7`fMsy|pd7EOr{Ex$YHG+;ar&>-GS=0|}%x@Bkia*;R}+z&XW| zn$(Z+^)*3ZtGx0tNY`p*JXBmAeroAlmdMSsLmh&yT>)ujs5A+x{a|8os_6r~#olby z&r73y4J@>ujAD*so~Sap6-dU|hfH?KS@CnKNm=^PqH=LD($PoXTKgFm@z=Q-X(@~S z@dr>^bi_s$bZ?Nx&yIf$2}8snbk+NXz=2@-)-9Q_yQMqfF&uSo4;j(nDvmikdx{Dk z{-&a8sJZ%4XL$08#TA2`yOlVt3FbXG{{74FaAyS-vRUpC;f&t`sbU8Wya_OmG~K4H z#-13UfsP2r+FmW}ay~XC_>K?3X}FczDc&tHdOBkw9~89V5X>xfd3A#y1rw z?cz6!^4$VSk12e=HFbT|<+n63XGzL4G+p0;Ke6Z@*AI~hO1k`qZFHOv_;s9_dm$qT zuoz&FTERCk@=viq`Lthb_@(J8e}_p-79ZPw(804}gYAVVQcH|j*j4jeVWE`MomYJ& zZp2RiC?NTz@cx|-ZSxClW+{4Kz>99hjFvQ*;4KgR3e6~Of*9RxuX53;WSqMSc*LVF7Mjl9mvrb0Ud1T)kk1Gx!qYi-0WzB`VF$oGs;lYZ0a=6oQ37r zisp2D42a^Mf7x9-Py5I%?tKf&57S?|nd=aVaLwGGT*r}n&(vU)J==tp17>VrR>zsZ z--G%t$P?m*@fGu*^icU{Y!8CCy(#e)b}Y_4aF%Vu9`Ly*ASPc3M{L?d#(#KBB~;!H zi(iQ6B3dCGdmUl1LDCxL&Eu!BHygZ9Y%l%f$B>wZ!4fmK5u&(271qMUO0=#Y}h5})m-ApTzWLi^vy9J zs@7%?UzF7MQJo=56l!l}!w@AixOX}S7^NYy5FZAhDSxl4n8F81F9sMXZeE~R0*-~& zMpdXmHS0n8+JkA+ZxnVd(ssY~Iu%#lX&C3@OBPaWAi2KVO$3&7R9ds#~Rz^-t28)g+pSq*Z1P!aIfKQYlwdm#VX zFsK!NVZn$4N6`PYDInpf!J1^I{`8qE!j1@&V$e=k^|kyzm1-4r)t48*`;ad|n_Rwl zmz|G0j)XHL_65{F2%sK7r-%U2ie=wcP1mTE4c{4QT_Cqq5;pVZYXLzP|#7e#u-_(;ia=_@=^-UdiX!Y2Itcf=8YmdK>#sa*@tkhB~Z`Q|d zTE7gG^sOz|zqm%SLVfjfeNP#VP40t0Ll*B4P|DJ%%cWZTMi5_)kSZe-)X7mI-FgSm zE?!4B@6lXJe>j2MW+`|lAeKpwrCehacTydC+&XB#-WstIwPIZ$t z<6d5?y4NkMlG2xNcXElp*9?%oTjZ5;yGcClrmRqnj;qVSHJE_Gjkcjl9mcWpHJNQu z=-HyTG0A84)|HX9Mn2y39aW5AbmmD)^+7cMtyApfJ-!jByj2d*E5E`E%9UsJ8oK>- zVd}N%HUM;S4PaFa4-GaCLbV_&)IbM6BN0Q{g(dY&hJ10IXQL6Mlaw_>602D3<{h!* zyK%Js0qu58sC~`*62*-iD$}k?3`z>(iM?!mMAU1MC9=6v{b;ZS67&ikUo3S)KHEHa z$iCaV{42LsGxyncN6*4|$MQd*(9_wiXo?c8DCGxgXh(ZinsxTp7jW(H6{4jeth!@o za>8pH?O2(Sy1ArYlEK1~z-`_h=#4-Oo*vno_oh6=t>!9vqy&H4g-UdOYJWXsZ9TK5 zCl0+Dg<}VUe?^_CRFBYng^tiI2R-9jg@QDlE2r=E zr+oZ=Nem~tY+}k`?by?O1T&45w!5f9wdMZ}VVobIkH^MqiLZ$I|8ipymNcNTf?cZ~ z?2UK^#aOoTZpud}Ud4ixxk`aGw>h%r*?htL$|}UXxz9J$L6X_|BsYdn3vFma`D$>U zV}1-1k4^Pm=HW(XRxL2NQE}&bGPU&6uXz1HuNRD9LzhdNMJ_K<-=>#Jx!1B=gX9^H zUtsEze^*NJ^*MLC%RJBa+OVQ#*;tRP(%H5@Z7#F`BkUKbJ0U!?F<#G~y#wh&+elWt z+MpI%a~A`f-V(RgxlUZpm!+r5I48#mR>S<@=a%?3t8C4Id-tajsH^ZAd8lGCE}f(~ z3p5r{%&Shi`UgFS%Y-7~V}gIAPNBrr&bl-Oq+K^gPYV!7V33sULk? z81-%5TGw4#_5@<0DeHOf&QOQ6|M=I2b$t_EcC7mE)|ZPpl7gnMPY=&dE=;sVim%y| z3N`*J@CXJ5>J4A_xp?==4cf*@Brpf1K@^wFYMM>)1^>m28}cmZ<)EPEx8ZMyqz2J`BGlPqt zf1$Ptz?^dN5$dy+*D8axf2s2fcdbITM81MqN|x=uaZ~;lH2gin^bp{A)G1JmSaFp? zxihm;Smo(6JFNA*2s#_uyD)Ne^GMAL>0<5rx_x9#iE0FCbNWm+v z&^`bH@w9S&`K#Cr!}=frGqY-;4xTQ49A{~j*Um?- zSGTU3|2B$IYdDeHia&8AJBEHUFYJ}9_{|@N_#j=khs8X$q2e`qFWIaI@_GiWC7zTH ziMQ~um&uJagO-B%|3%@``#`V7-J(T#;V(&Gyoq&=HWzP*I)q2EfbW4j)wepo?PE4r z{UqzyHKqqkPj8t>sBf9`zdRW=v`;TgoJAvl-)c5`N801(BCND5oH#CPp0nNi zD3xBG42Mz82hL{IkZ3h`49uPM9=iUPTI(wqolm4RRRnJ^~iS;HBp`$-upwh->{wD38B;@AlwSwhndxLvWH>Lku= zN~Bfb-jH|%e-Zd1tO>Di8=uwctiY&OdY(KNFBJD}8Jt`x1einoc*`GkC|X?}z;MrN z@#)N0&c3w;$VgKTl{v2RdJ9lAp{d2L(*Na+^;bm{YOJA3j^cVxEssF9d0n0y({sbz zqKnawE2K!?N6Tez3W+CIsC3&H(=;rzDJN9XyTNZy!gVPb3;Bnl`iKU-oF8-PxB*m+ z)7<8DpSII7`n0y8EhhktUWat?XA(AhF=yghc zYDu_b>evmaX$I?8&CsuHOJhM-LewnhaN2>TsGf}+(G<&jx%kD(2XlLuXy;=C@LkUP zpr)_P_k>(?J|SB3;%F6@%bZB?sk2FJG`d#rr|>Uj_H68%{b%aG%m3+XL~3Hc?!KW? z?Vky^{6)(kR99@y)+Vu9UeQTY0?k?Cp3wTh(?}4j6=N+r$u4hUMUH@e{cW-(Slp9I zdAZh5ViSc*`p(O3G@`TvRT?;@W-!RfKE8PevytkR{pP26qMq)?j7Hyjq!-wzR>JjQ z_HJr)cxB8|aYeH222*UqL@l<&euNk@SGzgN{x)ySY7*>WPVP7*)%hPsF#oTwe8<kk0b@Shpv~7hU;Lj3U}r#mk;M;+2}qD@H#2 zI~_>lpgl3gYO#SeN9NIuA$f*xufyon@s;JvjZVMDd8g$V?$hM1BG}?>?nh0RhS3J{ z^o5E7RJQoGe=7bV(J#f9=0`YaiLFS@Y?U((4w|ZZHlcHyf0<6;;)^4p4C@sA;LAB; zaAEW*(ors^+QwPLhMpIA$jkGO@d@cFMnym7hlGSpTZC~=L2l(#xx10~j&1Zk8`+zv z%Y$Qz*}X{k^v$w-u$b}A89pH#*O^UM*%27avG|Y0KAvohP09KYdTqLDQT&PSK_r}W z#6)AooKe0YtJnY%MGlEr$ei%RBCQJ$S;1w%PC!*Mi`4!O}zG z=C>W7hxM^MZo7({pYgxyX{@ewGhQ8Y`KTx+}RK2*Sa-ePt>3ZEaT(c-%JT04C zqyFtfb^l3qwqJE-v|v@2V@eQj&{4Ob4i8gQ{qnxkoKD7Ehzr*=;MQqx33{AdjFy9b z{HbaiT6lW;cLk~-J>+6A}Z~GW7$!~HlVKW#>7ac10E^;czae@#DNT0`dVah zSNoFpjCu3AmIwE0gTLw=s|`7rZL zut}f#80xA~SoHc3>0 zS=K|S>e#AZg*YT6ephqV4?e`#r!+C1PU|fUvNM%9;__D@q3*hT+_f7E2oZ50azdpx z{nxTxh*`{iIz{i8RgIyt*jb11RSj*pPxR}A9X!+iocqgVBMtzTV&766D z3UpAKt0ew%9iG7{kxy)`wlbUkA5Z5V&ve}W|IVw#M456}4y7bZl;yCcljM|2&Q=Pc zLM*4*(g;mfsmNIfITguyj&nZcSWa_3%xN}7fA{%m-?($Z>dfJidWq(u2fx=1#1q^2lfwbu*A9D20JuQ%)PMNDjAJh zf36}Fi=PEZo@dw)j9>_ut4qms=RInwo1HkNkso^ypS?S|C71}BKUVB{q2iuw<8bH* zwp&|U(gGA<-Qazb$|{|kr2i^2iKv5w_qF)oC0zHr3f3xgCI77R9@lqkWG-Hqsu3*Q1(g2a!eYh}?Cs#aifXu?pr_JmPsXTh=G|@0 zu&OfTYc}y`bs}Y@X*itDu}hV$B#q|#miqMd_=qAxFQSHL9J`1dRJZ})4}{q;xq}8D zB96Sc?rZIhPA(E%JQ*`Vk_lEN;?CBai>Mm^JUVcuKJhi-XLNcP)|K7Wai?e?|I#(H zr?%f*G_J*2uXzV7S$Rx-y6!AWw;4Je;mrTFD1y^_nQ*rIHB1@p<|LuJ-86jk5c7J> z-~q0VkaaJ2ATAb>?r&&_aimS3T-Cz50@KXYJ0};RL4n2Hed<$~ratvIFz`-DBZ^(( zQKuT~k*O6;-t8LMsxCRbfl-CbmFCC&>#oGe4IsCnzJiZ2oi!fxZm z$7Uq4q18GJFJ_A3l#l0--Jk#-E3SIOd5>?b3lkA4Wu-9ofYGYUAIDqiIWK8r`Dya- z4ST7ur7FL$s~_)CTVqh)ZBk8i%#R?qOWV-;V-A*$v>;YDTXorj&dx~Jm=!f zZ#;!&4gGU&6$Af)cq#BO=h1~>>NT5rs}+EU!fI7#4$?AG_6u`{P<=D6XCxMBqbsiO zW;$*t8Gc~g>`~Sf2%k2r#{X7vrw%vZ2B^)2eVMe+D0v^-Fx%5n1uU-*S_>pEp{4gp z*{z2rk3sE$IN?_9UV3SBmv0qvxGxwF@&oMCi*XOzQUY8@o();-=v8Da)11r)&*!O0h_WCG*IGvk5FQ?+;NP# zYD=qwe{%iA$o+|wvMyhC{r$XP3YuYe&S6k|9oY5Q zuERgx>*k28jLm#nBSu4S!!u?n`mTaKP#4S)m6Lh82P1q@-}bWz6&$?jB|3znm59IZ zM-`cb=zOH}o7=p+vqO4s8h)2kU9EA}Z`QiYqw4uK+hw@AhM$~h@Xju3drCcHZTA|W ztCtYh#Y0jkz+E(@oY5@lwpkAs(;_iR*5O=_NL zu+T8vA#rc%{0Ot`6mNLx;5_s?|KGDJOrpGe^aKg(-8r>>-AKF|tE4;i<17B{`bGA% zA!&~i`Kary6xE#rnKwqDmjk;n3`hcc3b9oc_y){(*YsFe#ttyByuqBgbs|??M)9lS zYqZY0avgUyzP52~s{3%|W14F269XIg-@(_yG%A=p0{tTaw9dPPT{$vR|6lXby z#kKFwL$IU1Dr#PE5x+W+ABHE#RKxqd^IovO+Esji6oNHU7qZsL-mG2y4r;2KmCu$B z6fXz&{(Ib%k3q5Gd%GHKQW^3K_6xP>COtU!>^kyqLtsyrqM;M<*4$UtPF7GVi3Iu9 zqp)#DeSOa(Y;@kOxzj%sqPkjw1bAg=E1kKNf}AZe)+Pa6H)*zSd^ZF0S0{U6a7fc! z-!kFFHH+Q$or5CB<4U;IDl31k!;^p+evC-H3nOlx;t>Brxz6QPgO56*9t?(LAp%Q| z$FxBB@%32O*|)z&j9cCB^qqqDFQytl_FI5noA0hPwKWZYD}Vk`AD^MN^$<>QQSCKl zQ(3K~k2_gJ)EExQ zs+dep;eI~I3T4<-c?%(Ga6iK$(#0O4F-_jeDkina;M}PmJrNdFW_tDLaW*jmA)rW$ z^JkH6B{V|I)PQa>$tQ6S5Fl1~FabqmEVT1x4(D=^@#q4;875<_{DCwoaGImC==w0r zfDN?Ry4sgBSq=k)>HeB44Y&`WS^d749_EH+IDGK#JRLkaDu?$-%RT0+Zc<$qokOuV z8<+uIuxN`6Bm2T*F1;G}bIG-bY4x7|4$GL%@yTU> zUgCidQhx4B9T2~(s=Gc#@AGYWagg-0g}@0raLJp*O}R| zz+Y+^K}4ynQ(}RhXaEY<<==7GG*U4X>iM5z@XuIWj$%Qr#})Ovb{ie=fith~-rNv1 z@3?)`%?dY`2(95B^@{dQ4J{c9SDKmFpr`iOFC6Ewk!mpf65-i6Iyq7AAWMPyd(ztvTyOz>Iyq zzB>Bq)BNqaj%DLLUb1?JW7vz#BADV)`iM~DpL_Cm`%=-Ox^7qt^SC20b>A%cB;1d& zCsTu2GrIYWKNSic*H1^O9_RcXR)c_tz**!D`~X&IO-U|j@)eEGRS;P}G2#1pd}C1D zyA#+yZqRm)#8;DyU}5;AVedYjo-6x&H+^0O;zTsY+&(EIO1&Bvofm!0hNvNd!dYoH zdp8+9Q_!N|!Xkw?M6ZX2bH&c&sNPFh*PH#n@|mp~cfSE2NWzJ-l?}bj)y-tTO$2`- zIi%^0I94zY98F_xRa_i3tJR-65U$2S$BmV5uYzJ=0IqgV2}sxBu{zV7cfB$Rm# z0(UF-#?35e8ph|Dvhmez&nt@EtPvY`%&6OqziCKhHAHnw7#zjFBi!g+2FLCQh0*+x%Z4l^IG#igys{io5*Y`_jz==PI=V78)|%YjbSiM6%?a8o*OUF2 zTA7O5m?mSyuZo{F#PEYggCR?D+pWcy@m<@OcQB8DzlU%}F46KzVKIbDOvsTUy%%G{+eat9$4`wE!%-hA)cD#{bcU!U zXa?jb#h&A>42<}ssnr{rju$Z@$Phw8;;~7RtyRcHG#Xeq;8)=e{GhNUwE6tkP#lX` zNt^_NISjCJt*3*~drOe3>TyS)B|Ue?%Q#vqrLzugASo@Rku zDldaGJx4>YGc5(Z* zgeIWV$lE^|r5(|5Y>yf)EVBBzxjP6M)Edk^3nZbBKcW7=)z5w&JvKi%WPAhe!AMO| zC9VUX4iPz}Tf{XwJZ2O{1@7MTG)3zxuJ0yvJSm<>r=gW8^~4FfJ4<%EO_o8;?kQ&A zM+{7CB1dA`Rh2|!_1rr$GB#K1>au&jSS9!ToZ!~z zLt-`$1i$ZS^jy5UnS*;Ym>yTVu+OXB^Bsjm2S<@5NDh9~ZSSflx@2-LeX|t+lO(xlR%>ffMEc(9jQ- zoxrgflGTwykGo^eM!O1)LE56W6V5iPSzCr}=}d$&%! z?QHjqxMFghclVlp5&&^7uwSyR`Wsgf6Qe6}?hH-rodauO2rZ7u2kB2M- z?a3I|s0F4A1ZKdZRxOh`HdEGq;B6g*`hcGPAuS-?8aNodqrGYmkO|vy=O%o(A0^%ND10J?LF#$tcK{}cg!V*Mg*0*0DE24)}=f`8U zR@C?aL`hhbe?$E96}^`rGzJ?zzo7;E^BY=W$j5B)Afg=}dl$wU?Q)hVV9(_gHf%(D z)K?yHUSx$bQ{SVt2rd`95+VzWau#An_POWx`}6LY~gO9iCotC>B3rq>5qQ|klm~&Hw-{*EvE?o==GISoxPeK_ z-u}msMZ4c;;GepgpQe6t(Ns1huB@-%ATk%?jpBf_R-PG?0oBm^pIW= znblEC*kn8B6|i@WoSmS5$XsHZM?>vEv)rAZL2CHD3^^hf9Od?;>V0Pp>oyo2St+a= zgA|%SmIG^USeC|#jpLI#2YUEd^&f}s_2qvLeI83>@v&sh!hHBS*vjJPWv^E&R&`m= zdzam}0M7olylV{uGui3ein1?xoMt~>FxU3!0WjI%?Ux{Wp-|1zIU@avRYphD`yz|> zYyoW4P~K5=c3aeMK_};=L8VTcI5z>hkK+cpKuk5?wMV< z!OCK5fZ?30U=jCyC*0DohY!DSBQo)AqLLIhU8&U zOG-)0Oop*emp!?+F86fa=;;270y_-18{B>rtR@`wJ?5U;<%h9|K?ey8y`toc%^C&p zx+f^UZl8Mf)iTOSs~-lN29xk}*AaaU1y5c3WOTz~dHMs~lXGN%qgXCHQA15%?y2H5 zfj|d2EBrjP(jHlw-5ALCEoP!nyt*RBZ{bYVYVZ9|H^33O{rBg=k~P(q@r~J&`wccS z=iK@?D^>$}=AVHtP)Y7;&#)aGdKp~svKolFi)lK`C6uN+;cnOnD5N!j<>6g2@Iiq0 zKIOv&R59ar_S^46ej)yQCh1Bj1FjT`>=*XZW9Q~bbRP=>h?r=fINqpdxtO#xM~F#H1#HQ`fm_ij&lmM!E=AEQs?X{ zFa#S{Cu&*mAISVvnJ?^n6BvZz(97MrvnJZ?lJ0zAJa()vEvs!3Q#fD#Px2G~l2y}! z%(9&e!NP^n6f&Mw`lWVO&a*ROeXooa&t)nZh<3Qs6m3SXlHu1;qeMl3K<0(I-`_|@ zN9fe*V3kH?bs}ibe@L3^aPD6kTxecbXbfk`_Ray17A9sNNHn@4ewY&Tt?$eW7m8^{ z%0&ArRC3t{a4b-|J7*mClcZ@->D6`eJ@ls4llmy7#W|IZfe~JOwT>MhL1+nLk9-ZJ z35rc@wO%-UQGj!193<%~g0g29=+0!@60Z+l)M3~SjT&qnrD=*28!`e}Ldf9qgaUMs z_tC{8NWkahyf-|fGK7`(KpVx-MGiO#dXXw9gu71B{LAb>Ph85)v zpwb=uUGR_{i$&Jku>Yu~R=x2YbzJB>#nQ5dy9(m5iB}0OAvO7T*1%NwR!zm1k5D{l zw+lk!<=)%JL7D5vLa!bqoITf_j~o~mi$#RSxRFg9PLA;`gob5*j$xW8nt(gq5L#d9 zM3+6Z%2T03zha6%Gb;`?lwC*iW|ViMQdoreVGlh!uEQeG zlCzJiRR!uE!IC4PSE>OKw2wX_3vi|Vao>{ch?4q+qIbUKZnwgZK)<4=q}@4xw#Zl#~(OGPsidqH^ zufvOH&8_b&iS3N~a$PNh1@Le`P&HfLMg{UG$jO91Kzipp_GJA=^3H{Bk2T~u3|p)W~GN3Pqf;D%ai zj^gzVwJ&rVOIRWpUAtV9t0Y1C@cB6l*Fe1pYf33HU4xDCep|9nP;Ekz)&R&qZoF>5On|2u!9Gsu+rt5TONNMSyB4=)7mq z_4qJV>jI9nx)8qlr|xvZ;vPUaa29z}&^O3BH9p-`l;uOf5^Nyy;?hSab5$sL?NE@5 zB~=aoxJE1j{v|%(97fHjt~P{*kKBLv5T#!dL*#1V_1v&rQGj;7A+qrasxlk&6X7(t zN=bG!{QXuj2_jtagL=+(p{bU-_30n{ePaO48#$ElVxsCZ*9e9 zw=_#@&bvd$xu%d?^!Epf4KV54lLBAK3yvfrxP2j$B*07wt{ts9CGaXc7+G**3RK2w zd;^)=)vv_5$+Np%`cwN5Z4Z}xiT?{u4xc6ia)(vH0es^8=Oze9J9hYW0vzHVQp2*I z1p9RyBhI{2{5xsOsQDAFSb%c8!je?MXd68PJFz|&L2DH^Ub9az# z&rA6TT>+u({4>)NI!Vrx+tzXKyuv(j3vAcO6?vg zjFU?P(XE#k#63sX0-z-po4Hy|5DlN!lYrsd7$eOiVLo4^dPCvcIkQsW9DJv)b> zH45xmTFmu@p~9jkfIuS5R~9OH)H?eHP3nxC6nGH33pL;N_BDXx??>?IBo!gAHgz4( z{4Kb5m1W7#oVvPZ^~Xam8M)Vr_qQX)!+ln=LgV9IK&Sy~1_WW?fz9EMKgLfx#uiK@ z*9x+8R}tN71*4uIlI0i-2|2j zp^Yt#B1pAr@-Uca#_d7|*OZyAbsa%L*4UCOEZNui*d>Qbje7Se$@8sUIwhu6t#-h< zZYL7#B{Z-)e_N?c?FuN&sH9-X-qIt}a&o@vz#%_4^b7-Yvy8ijU6eP1-HEof;vEL1 zi07jD8#E)GNLFV%x91DHVG9FaNm5*&qp{51V|)Sc;t-z0#gSqj^CledTW_&7zOi0k$T06Ss(PD5{gQwqSE;u*8Dz|2- zyTp|-`q)dyA3(*}0Qw^Zpo62=0e=4i!RN=|>mJyV#kZk!G5i4UA%*(wM>1s8awrPm z#V#kR|2#?AZDE=HbZldKf*}ae=aM))xPhnZL=t0!G7twMkl|koohG0;v9irDAHL|T z%v2Kx@HNu>V2y=p^-+F?cY-v@kr;?`jh_8>KwnEi8z38WQ{l=SFT?hpat@jOwkIL# zRe>L8WV!2e%Hfhf?SDWF-^I&;#&jl&^FIbx&Kwx5dv_{T<|~(M1R)alFN}h?*^0CKHQuY3 z_~E2O029@?evn{4w=r*pSbKWU2->xIY%U*y+`8}3LoV$PsJ=~PHZdwF|Dac)Lv#Db zcL2a94jF0l#q1sU4^PN_BF%8OBF#9p*BOKGD!O^O`_;1Xr%zz(~Jb^GA!Az=*L9^ zjt~y9z07mRmNv(jyIKZpdjubedsX-f_(yMLr;`FV%hZNPTNbjv$PI6tkw?Q-#K|xa z$hm2?VmzET;@#4gIKhi=8)%=0E{d`0C>J)snhCYR14~=&#O+Lz-9}Ld z&AXq~mKb_S!*NI!M5keuDB31KzndW0qE2#k*vNwr@ayMM3k+PX9VxIWCQF>s(=BO2 zpLYd_s#h>r^6>k$D$z?w3DcAvwV3(`{*gsJx}k-i)dE8cp#K>y`15UPuzx@RLBVAP zcrCHNNzvx*cwslo*7Tk68yTe(jT6GZerGP5Beqi zXH|UeOF(h#9-^ko*zA=n9J3t#2`l2{wp>0stUN`O$`1L->2kHKirzo@z#V=G1@POc zAD2By%g|GBf68xkbJz5eoy}FCweZml(o}`rzBdbo7i-f;?*GF-A!6lSFg?z+ST}yw zrPtd|(7-|$rX7eik$(e&{96ZORs2|oKkwKQ#MbIS^iBG+-Je=hMsc^AU}9N5X{s_< zQ;9CKy+WQ!?jrGM;18zT3>v^72UT&Yp#tB$tedyQG~gb9hL0|>336cnSb`8hsig)QV z^Q*ccD(n|EW>3}OcIc}NmxrN->>~5!`;^uP6hx$ZS+}rt6RUr$4+I}CLj>iiY)lH;_ne7StW`OofNXyH|lCKa$kaj zN^=-+eGgjBgGi&bqeUqAJQO^NMHT{E>adnIltp#hWsq|jG32^z)tcos`;}qWgWB{_p5?_NE_Bc^xGwH%%{APBXg_ThsCjW&0cSf<6VUfn6 zJUtyR!cW%xliOgHNAm2nc-%5-{#FeHLK@#-$@b}> zAF59?tKxQf{rN2BbF=rgZ~V<0_7AT3&hTG79A>z4rFeX`JN$Yy@+&jT{Iio|-)yfG znP6V$hK(}ZrHOI6e)x)2NC5@J9wA4`1eym68a;`rxdW8^+@YBDD#Ge^I{o4nlU;T8esY zMx2m$p{HflzlFI*6Vd19TkB-5{3nJs<*P%MVj%PElo7zOu(ywPQ46wMHMgx^CH!Da zs7pG}otfZ_Xr#!uisPsE<(1Y<@oARYrE9c5umxn+!Fq`g_%Yu76T`A?e$C&uq@sy; zl33KR07K5t+NPpF_w?^1T+`$ozdVI!j*Rr3Akp_2%D!SU=3&pSSv&6U@`D<#5^!1FeA(Z30Pa+$T!=ToKok)}#kz<2M&e{}uD2^c_|>@lpaiXny$XIr{cm_|~G` z*q@0rn<*mI%5yVSDjWA2AbEXfqXO}#C!R`W0+M-TO|rSy9efZ^nJ(WR zr8GpY4g}z>R(bnWbG2Cw9i{n%tx-@0!m0rz zJ@_A=)E&Hk*pD(h2V>ksk5`7UdjMAlcOx9Fwf658TDiJAZfte6eX2P=lrN`O<>vvPEBTEzE_w>T!Fsh*01?14@HKJlt zmD*7gS7@3K#9%oNx`us0y_c61|4`bCC-w>8{eAiK&dV=cC=xTE4 zPM+)(-$V5h3_GZ%IB?_W*B795IB9$psUtN&C@_#NJu=0-;%s+%I5q&A!GAf=O_!9t zX~|6PEhJP0*A&;dS(Us6pA1n@Iy5=&QC6yVcysyoG-lsS^C2Vge(R&VVVi5ed+i=H zmkg&|;JolTGdH1NtjD9OqrANP3^~Eyhm=9^&x;GcKp>J&S4(fy0wIF+exy1I?j5?& zs3zYQ{FfD(_aJTM{U9G#hr}C5GU^?`q?Kl7l6u7oTunFYozsNCQ_JZ;1k&zV;|Y0) zOiwLv&I!{;#1^_8zucK^ssQFI$!56K`cQrh_Z1!S!euDM4)rVj8c`29%e1-`|=YhcyNh_qVV z3oj8u*L2`yr)0zAao`YvGkf&?!wv!3?9Ra7bA#z-DA7!jXHFjmj2b8PWl_rX5#$@< zsU%3OK27(+qFp=!wA#`Qwa*DgjRYgf*+vM3@Va@EMDs{YR^Vk^qQ3ac>D4B`7{i?< z&Yxxv3I@gmp!b105yt3wdkT(FOecXGtNVwNbqo`8=chge`ki_A+)T3|{9QizFy~m- zY1jEjQlE`9nm{f>X9?RVyL;3qnMVkIOv?ypM5l zX@98YlkRzwK!GVIy@xd=tpUvdrDC`v?gSdl_a=J=>hhIMo4T~X1pnCD&ruaO>}7ku z1y-9GW1zddGFoZMXr08dac(y&_sZ2v%pKBY$ujO-vYs|T&BM-M9?mHozJ%PzG)Yj; zxYx0vuWBMUN%93|bT;Se@SSfReW7U*|yKFPdc_89J`0OG=zbYjb^idx^#Z_%j(Eg(yVB^$XO z`k>g>-Flq{_Mx;YxB5>2uCI7siD-|oyD99vv9IJ3vH@p|;CHqIo}Nnp{}-*Uxb)Up z4m5KlqJa6!4|+9DuA44^pa6Z4wso9lSwPr!1h~Hsj1#3k68vg`sQL$~qiuLuLK9_3#W%H`W^p70~>j&9Y4GVl$ zcr#d4t%Mu4{v&i^U&)oB@+P?6k0fGi&5WnAMmRVMzzY;kQxS-q`jLbAFk}H(j~LJb zr?W&*`bEgSTPaAGm=&ZZa9ei12gGq2iNDCA%`6^S=QVL)xZ_bx?H4IrWOwh(kE4Ld zB~`}l!Ya{i>)}hn8jcrDKyAdZJByj!`0q|nW%5x^*Pxn|eIQ1pIeznKW-zf_=hf-S zq)^1+5_!D#p^4SY7YS(u68?K)KQRTWCj@$cPaP!%Kb>?yQ;@1$qd> zoQ{EWrmEKtTM&Lfm^Ivi!>*nqygL3E*36K_;8S5^vm1riMS>bF{byX7qBVr z?i}tF+UCg^XSqM&LC)PW6f;BHgAXK@J@>Lwul0{_9D|b8dp&DL2jl8``ZV=s{PM#= z<{{|h7WP<|yyxl+L1MTMOJ|i#ic_2Zvwo?8Yc;)2rfW>c-s)+QKmPCe*ELa>4^97x zN6WjJ44Okmm8^l#zzQp10ei6(*milhk#;XJ{NRV6sW&r0`+Wc1dYKNw-ij;l4(ZvhV{*(F@iPy`7 zLB#YIOiN+^;=>ihYiE1;@zV}Tx!WYMz4K2o3xg~AUs|Dy!Y^UkLUHPUDkG1;Dp=Iu z^Ji*e(5X$+GnnUe>$}~mQXrkv^{ypPm5Po=ReE&t8Qq9D_kzFpk-=k2H)9>wE-O}lO4 zZz#+Kll$nc(Z@4o(kr3X)~EH{&?e)1Quk1pq0vyvy^t+UW4}hEOQp{9R*eT~W99I% zjp5bLTXDX%X7l(B3!P~H(PL}YQ>|aoqE8zk%?uknx|7fzH??B}NDphLf`}gg#U+Xp zZ-P~2D@IaGmZZw7UZQorG3Ef^25Jd#z*d;j4S|$OG0xLRAs-B5iao zoF4?aa&=156i;ku4GN%yfRFHc>8L};z-^X37i2_+M8M6li#&V=k$%k$s|>aYEWZNV zER@Q$)`(oujy zZ(*MC!XG9U+tW-AE(|0%{u$m1qIlKUQ}L~j#2b=W2n1oPEBGYIynP0hGy1tb;~sxg z_5sQmvH>C@8n|zPIhb6W`!p+bb<&lvR7I3GoT#1Z2nB<(g4TF}_Zp5<&7S)=Z5Wzu z@NKlm+M5TlvA~WPA?HVM1!=IOm4>zjdssNI*l6^mKvtP2rGm=h|Dr0a2y7>Jt{)_; zIiyXdfATP#1RUtrd;Gpa*B>R2Oy_o(Wxb(+H+**!^v13>6l4tEgx%$*8s?y-Gar?b zbJQaO!}?-iiM9ivA8jAJ~X$>`4f1*H^DG(V^FK<-S+H_ z_}p!qV@d4rJKd{#<0ZB+{Bpyb$5Y>r!J9-l$2j#2&JJKtZ2q6aE)}$8NM!&+KLMGz zQ%-ei228sgg$whB3Lpu(M>(BTpKahH0TSA#m_!h0c8ktz$(^AmW3dntB zMYsOI4|#XW#{e3$YnQ>-7!bU4Jw=sRq@So-Rr2^BoRRm4C^NZeIiR60uEKKIL6ZdI zw-G97Aw#j7{zDoQ#*+mRbX_^SE~n(Q9$x|>P|;ezfe=Kz3v)vu4abP5QH2W?ZeMJ@ zCqVQh`s9+`)^ek%A2zYFZ-AT3Y_Ck*iLD&Imel%Yi$V0fZVgEZBfeQpsn;*EPmO;i z;NeVP6q+RdR55%7OzI=M+RcK}?fLz=oI8)Ro)P&0A4UUfg_|ILJ(mN|k7fqL$j;^s z1&Sm0i?A8bQlBSo#G^&QuVPbN?eA)sJyPIG;Nb=6=E!OE)4?g!s8{IdzRzhz`>NQi zM;E{4mQUu-vb3B}%mt+X(=B^e$%!`;-(@ZCywLH;ldx3UG!nlDF`;oIu{eNt3|#{( z3U)(LMSku_K%N)(2vFRRmT9$a#}d zgFv0LX)3dQCfRj`8u|LUdt#P8_E^^Owp5PLQp) zzZqsPNLI_XHCT+aS}rJiiSs6nyF}Ul#Kd%(y@WqDUlh}Nh(cy&?XmbQ`042I90t^$p3{-~+oqIt% zkWWDV6w8V6qL?xv_1bp>1g*vYm)bp2BJ~$2>@2k#yF;g}II`;n+3{XNLyHW=icIV! zm;Wv+cGLXve{KlM%?n-BFBc@wvrd8+Z)QJu1QM?k&N^#X)E}NnNw2h6C}Hzn>KR{h zb(x8G5P>{gSp<%={~&{fpT$Rv?7>Ji@p(KAgIP85It2NX(r4hg*s^jkW#Txl+|w2{ zEZcW8acG5|@*pf(V1M8 z?(EhSDMy+dKDe1YHj^I}?X=LW#ut>`7f5qFlK=3`I!tcMoYFkOlDHSUFa-Xs4PJsm z&H0U4@HAH65i;Lm`n)U}*k4psr4~V8Fe5sNHw5Gn(m6uGQLOI|wFpPEcF(LmeSWHU zE|q-Qk>20*Faps{HyQ=&n{JcMJKze%_$SMLE7&bxo!&Rz{myk`NGD&N{h;0klRVrz8AIMMuj)A-J+WaM=UPr*kAOV91 zM*F6;{e_+PtOgc9vO|l9``<68o(F@=1%3|xB();qfyj6!{O)UgvUz^Y19Zpy6UtwJ zY9fPhAcg?;9;!y-#WUu{Ho^uEp!XR1Qi3MSb*_V3cu06KDfbeKYU_ps;0GlJEQ3u% z?=4eXS~R&Oz9j7%e%?Q`q&0@uQ^MZ|&Wfb>;N}0Hjr_}&% z(@C1YcVflE_di=Jj8D%k+ElFuwq6X}%G(6&iNUc=V9)_4;l_WL?3BQn2UTZj>*eJG zz!|5~1lx(IiQYd!su;CikHD6jZY(A(L%KL!M+Tv;hVB<>oWI@R*Ja#G!nOaOGgNRNpz59JElxgn=6Ju5^f+5;q(@CFA8&KVV(QxA`$iV_( zvYyI~yUA*ori`3i9?wJfi^r~~w>`k-wnB{G5P7l{E8d;Gqk)4V>03)qG-nsU=;mv6 z;-0cyEGoV-MF%*NyoAy~WN@_>b8d`%NASO!uK2fBtBw(?HICjo`GNVXrEz?+xygC#2NAxpUanCh*$Fqqjm@1d>I!^b>6rdc%ee)%?tr#!(M zGLJ-DM@2l;hn!ZP|8>EqsSE0nWdzn7d{Sn2 zHWo2vQX8dDi$Vs338gD~So?7u4LVqxcK@IE32=6tK9C(Tcwhms)&i*E^&`jGzN5|y zGT);Rl+o4Adu&)$zVdf2$7XAW;jSrW4f0?4QZdL&>=#0WTO-5}ldAl%H9-xG0*I&q zBkm#3?++V;zqnJJnNR0pBfsrAF^+L6|_1j?C9+pKNGLq{@wO-gjjad%V z&0F`ZQeKcFJ$+~f9UIc{PIg$tGv`-fH{y2Stw%8mSdm}r=l_@u)po)==e4^5a1OF$ z`r#i})eVP7=k2RV94rH}0mhhM-bls#1=Ah4hGXZrA`p|@^AE(?e`L5qtS9>NtN!Xf zj2>TmJ(r+8cN4iUODrv$R3yry-Zs2s85ojoB>qU^7$EjMZopj`czc6>CXV>9gUvaz zqCtQ02_)Vv%tB9KId9{_K%uB`$-^nC)cNZJbufm69>o59AbEsF_#PE-Y3c|1tn&iS zXYfF_9Qg9tRb`$Tz60q4GzDQzb+AfB(~)KPh)Ds7qqZ|fu^OR_5iO4i43}mt-W8?v zMB7_=v;JW&g&ZL_JP8iACV2JokGdMjM2|MG_)HL$pRg6O192`P=Owtk4AePz67uny z*BD5xdP`p4vpzaJc}n23ucQUabj8;Qh4f=qR7k_c0bzB-MiEy_fbz6Xe zLSw{r1sVLnx2dZhIR(NGG6F9n_qhm9dAxlOa4=mcGk}uFD>Lu8+ZmkpBq5cpjImrO$`X@p z%%l-Xk(8YwvP6bTWSPmH?CU5o_BHERX3XOGxbOS-{MV~gmh=36Kg)5v57Nu9Hp&7* zJ_cOO_X8wYtfHc>7ZZTakql5g)4-`{+O$G;9#U4-t9{T{DS}3I;dnu| z)eu?2`Lo}hrSQF%O2}(~f0Vw|YaX(4E(66(Sojvq&>u{C>h74xw@COoa7Sur5ih8! z10w)P%mjUpArqL_m1*PFoCJn6c{dMI30CKQh%diE(1&@AG-3O#I!pcW_Knx7)@KyR_CB93I>^uPKEXu-e@KRG{uCFXihFe{+&PeNY$~ zy|`K4jZ}Z2epM2qIAIe?2703gI5D6+u>7#MtGRrimd5wR6XUsimiB51Wb3pD!3Q*s zEKR}#;U~AIJ1f!Lf$*oWd_0Iaali90Dnw4Yu;hUP$|r=9`-H{@tRkc3=T5+BdoO(D zJ&*Tfo}oN8kJv_iuxA*A7(=)}vu^O*{~#t-diY8rK<&o%KK4E3l9bem`LcJOk<6I> zPbD&Q_D4%r#eqHh(O`l%?q&mKODS&HB69hv-Eo z=YRgAu^W(w^)4v_tKE{7+G2(%U_vN%0^29WQjcTx_=!5ZM1Il;u*Iq{JiaI$7+qYZZjUX;YpJ5{52Lflz4d2TO8dHF{Q4@&6gM4uzmWD~Q}t)1J|~{Wcf^ihOte*8 zRs_|l0C$%))lL(YIY|hGqUtsJ{*CES``;?sq>~<0yPxUn{1{7?9)iE~P1uE0aTv~J z9h5d9GNZ$_rGxZi8`T_1Em8BurG^p73J*_<{@@I7POo{O*bfy-OI_qK82CJsKlRfA?*j^mDdwQo{)?0f$mK?WU!s&KTtX8eKPtxXZxd4XjTUeoLN>2`J3Y2SUv_jbmW zaUO97#LLr#+|Ng6?a;7qHt#Ds8nlq1WGaMhl-iD9o$&Y-DRVRdFmsJ{A{?~N=g z@_*l~VoT8cz4vGc{60&M5&k2_gnduoqI)!q$ov2u?F2pRwPZ+^#}~SElltk} zRiE~+?xFY5uO=E;Ewcwzt)zW@gYgA$hg;T1y_8wh|HTXgHaP8lK;uOSn;`UxS?L~L zZ=8H+t6X7Lf+u~-M9L~dI7X+zy`~@M6F?fzJiBp?4!ootgf}DW!36>$laYKq-XnrZrlGEgTsKY6<(sTT%T~q))70Y(QA?e$k1MiCOip z+r!T1(9T$mV_d>nUFo#UYWK770IzTIj)H`>T_9MEm7K>jydJ>ME z`_q=%Vt%rt=fc{BsR~M(!9J~4l*bO$>{F=9nSTh!I?cav0>7$fe)_;vR-xL*p4U7i(5&rZqDC*+l53}S| zM9&HMIjr=8mvL_<<|#ilLLfaIm+65D=75zx;bu0#;{b;peJzD!TWa}q;9TzO-;E+s zr34g{R1Pah>>}`cyu}h4*G=!83xGK<+vk4WKe`URm=Teap6jvCFFgBHdmHh^>VRMaQ(_VQ|hQV>YY9=rZ7%R3%YjyTO2>N5RRO z-7uF;HBje)2`=FQKxr~Dci4%K940&pnxmjb&)G5N?ESKF9jNurD3`_vfr9O=jgRs# zruGhm2m!e18x!j$%c#z;`mzL8RGo$2%fJA0rlK-A}pbDs`LITpu)RSU|c8I zH*aB@ycY4?XLNqMi<}v_fN_5}frO<5GhnnAY&w8G@cIg@af5ZMHe=2WhXhIToYQ~H z?_ag)RfMoQ#j^y8C4d*IL*@hm?yaqyhrd;xJ2mFk=oTtOdgV1z4OS#}7`#>Jp4Xh3 z5$%1>o$^)&8M?5mm?>9~bQgQCJSDR5!{3UQ$z?FiY&?m}t_Ufe;*bLwPjCtGik&hf z?ZKoR%wfRb@HOrOv!*MPP#Uw^Eg>K#{0RG00x3iWH7Sv_g!O+$Cw9w+mq_->&eq7u z14breboBXVJpi()Iwe{Z(O8}e_wBi`IJptsW<)AC?v|!NHWrwPWaZOf zcxg`rnO65W0XzT)MH{8t-Wl60IIp)XsinybjN;WC%TPlM#b!ECD!ePU*0_pQ#EZax zlpa0qynRhi>d#P#%Zjt4$$T0o+G&i*E+BfYdK7H1yyw-EiW!4qVN|*jE+eS`lG~F- zgg)R&SmpF+w^v)%_>A8{z_e;pmeNUU+Q40Vj_)#pK+{M*29XpcGPAMPsVd4ni8>9F z-q$QZSFz-W{Xv0C`yB~}Y}a(gyxQH*0MewA;D%m|NT{m`(O zw|unyL0s=vdZ?g9{8-tjIk2oz@Tq8z>RvKAj`HxLUx&svqsl@WIvmw`lXFeVmV@1y z{S7CPwPl3da>|WH3E|$W+J1&x-I_Ifx4PgoQJ%exWnWc0<67!FtZ8N|r)!~`f{Jy1 z%|E+m+Dd8z$@S4C2h9Y?h-34NYzGMrWts5Q5Q*`9NYO&*ix&eD_b}eskV z*K%BvyxtEsY;7C6aJ5jKaU6RT7r|J-nObI?Y<49;iJS4{JF9)H~ z^@%!s&*j_wgVAPrUhjGgYe?1U!ONr9l>}DWEX`hG+9vt%l}F&e51!Yg&MzX&F%F++ z<=xU~1zq$x_i#+GN)>8hSqOq`e?L(my6b~$TI^L+l{2xR}@w)T9;Fv*&cv1q?#7oQb3sx+>ch-~-_7GS>Rf%pw9*>l5_ z4Pzq{?MLGjFoTc5HjF7C^EF2r>hqT6`@O|x?SF4xJ|J^uQ1)9}YHz)lh`|7s)_6gi zzq*xD^IYe|rRAF_>KO-6_JF8 zL(xAD$r$g#rvKdE^l-eS{NjDb``9k}ZXaS_15jW$t50BuP!D3+WS#F#zQS|jWg)+e z8Lt41$B8`I<(U6Np06n-KQVCdEam(N@xK83U~k;2nxLCL~AZe}jp_~or9Bs02E2;$2F zOm`){i>=-!xHx@M)Z{Y;`ZGLdAK|=%BQN9#>U7^)Y7K)Vb!67hCAnC0zU0`uOep%Ap<1lM!pMnT&wwI zw7*pE#*}0zuR_(FeA8Yo(J|nVDAopECpHcCh z6>{H+R|*&m6)-~Tjumsvakbj$2?SL?)0-MAGjjf3(|hXAnw~5kE!Uc4`B;TTlC-=R z7{M!$z>=;NYfOmDBIvn{IHhc4iCG)OxTFM7`wzI`&a@39EY-{_%k1FMhl`#ifaV8e zWb!dq)KA}YI>$hZb5NJ$=90#pOlecL}EFF(*WAl&V6wZ$R+XzYKxGm-rX?3;Ur%T5W$zOXJ}e zFz0c{xnvOG1*h{2&8JU8lB>#lLT|nFOj8-5IkyM%JmMysf5s~>Wrh5Ue?_2;)5m59 zlYgV6?14gCK+T?>_M9ga2W-e#oyoPAsz0ir=Eg*biz-AK+W%?eR z?TETBD*X`Xv{fT)3}jHRbkuvbqTsD+jT@i|!~dbNe|o4Jf`+}?AvxFQ!d?PKvh; zk4~Ky$ck%Nmg|0|u9sJuQ#^Z*kw?G^woKMEuQ+b!Y@A#WPfeuiRq;$dFWUk<0{B2~ zsLWb~J|T81tIFOT-&*6R&p`+CG;VHNtV_le#=63x{V2i;gb&KC1u!n_#SmDJ%Zc?r ze|iVcLm;5cO^G1PJtf{)1y8)bBV4d=@Xb@QzYT0+?010{YgT0lQiG~CKO?(U#%W3| zyz=?}8Mk`n35v!WcX3PrPmzJhffZvmQ3bmBovC{rMIGH`<&9 zD4^&DK@rhanilD&O%Y6o3Lo1iz4fQ&r{X=i=#1fpu?73iUP}l60-S|riP=gavVH7$ zy@aZ82CzWg%sK1wIV(nB_c5DE-@HV<)e+!Tj)wZ$^4#13UuG{vP{>n=Bv;95C zYUBQ&OmQJoS6getPfqQq#$oobfb&h92kj=&y~ip-b%BWae{k2Ok-7!C1hvKK1?cpb9v1{@M-{O zV9r#2!;#iD`T4=~ThkC<>dO=bHAo9=sw=W+7C+GQ;m;mymUsT){z3iRQ6rXM;Azy2 zTs~K2SAvgz`X?*&YLuAENN0?qJf7sYeN_P-6gjt--pc)F{S?HtIDL+-U;il~H?E^K z6`u1fUhHlSnzOM$6wX}kIWeYCMvwLoH}e#($qOAw;`IhJu5-l_)n9sq*F(IJr_(bL zc_XLIio1B4ZQQLMM+uiH_ggS2pJp+5rL~-jjZ7Hw?6HCee8J+AorZ9ik5w+;@LLy^jexlNGX>ChAnY z<-iuln*T9&Y0Q+Fx3mZ641GFlB%Pl3-66`}_T+)Y3=UA#e zCtesv{8SSfC424$`_a8w&NSYEubFeufwy|wWrP&9iWRt+3Azb;`>IxZJUbLUf5dT^ z!>cc}{q8sY=U2>-zY#e}xSmyoRfouD6US#CmQx#Vde#MCzO!0Oe=w{+%+85;0ym~u z9VUB;5RA?%$x#SQ+&At#$AV=?AphnymuhQ4(hkl;gQ8M6kXQ53faKiqV-)GgWN3M2 zy$z8B-ALTAQ4{HkkYfZjiKB(IYDQyjBAJL6UsUXz%Xk+?(3YqdcEVBawxLP}`A!}M zQdJ?|7@#lRjAH&v>jLs3t?QVB$)6g8Wk3J8ochFHN;qiCPRzyquts5zR19Vs9)xMu z@>Mm*H-gFaSUIiyo4p}Ex1_H0b=P_+jW_J}Qua?(8FX$!on{v*9x5?|l=%N7bt0Rz zKY<<0_FLTCmr>-$X_NN7M&W0&zFglwge&p+Pqff!{}2ZUbL^7q<|-Os_LP{-X^c##p$1}Z=rQ) zxWH_|FM&YZO1vn=!CKLNk_oZAG2Q{DfhCIJ@F>kiL^>d2(LI*KKvy(TasM?_93AT1 zphC}*PG%;p<4(COhWnB%6|be#p{}^OO7~YyW}PrR=2elT=&-_#Wp|t_K|u)x#Ux~K z8jKz1_0Y&Es@a}Jq~0)C(T)c7m}Boj-4h}t_gLN96eb21@S|gf7gU8eK_1U`_~-%I zPg9dNnRSYMU0DNA6n-;~2gwQNv}7o5wC(gy8Q7A7bP0o8V`iuUdSE0Huc7Z=$LJYg zoKY2?=i)v3;qE~A{eaZMdk8@iSwlZ?Y9sjR`BepsVN(ew^MJo36<@KcEF=t%;lg4I zZp)5<=%gi04EZ)}%^4}!N2p8cp4PZL)4t$j(?sQ(NflQzaQMh6hf&R^U7j!%jSD>0*0ZV7w_{x(7E`vs_ zLGyB|C|YPBbYaTlHvN;8e{5OzdU>~9v;=3H9Ov*-Oz^_g@wO8%w%*LVVu^f+ZzbZ; zhJbacxz{Y2&KY=PYG^qAkhyO7n5&pYkeGa#6nr0YrB_0UrirR7=N7fjo?GY<>Jrr; z7ATgq@`4)^^EF+p43RawrTb?2{Y-<3<^3cFMIg8_4ONgKGbF(Lr`A!q0`Kz+EYn}J z$hJkr=YDog-I;HG(svi}{tgIYeOkQ|V~v)D?ovpVRVDT#TLD!lzr zVh~PxME9{z>9&qimwl5B?5=@*RB$e+lEf?x({)4=p8VBn{s?IOFsPXSj_})ZN$t(Z z1KlhYvKqq8^)93U+6z;VMTBNub|KE$#J8rm1?eUgVBpz&9_9D*VZ-v#q^^&zGyX4j zJNwhN`;(-rda=e z=#69jWFYrtg!BYpYSmsStf~zlRU_y;_UHP!dO07SV?K@l9ZI(TFU`$D zyD2m8u4}>)uhcHFch#7<=t{&?mgRDbK1l9N1WvCeBqDLF_Hq0-Fs7!BR?^Flh+g{H zr~+!GzW?Q(XFuMe`nxo#=F$l#0~#fU{sv5h+cts}YM?>O zNbqswO+(x(Lbq!#L>dRu$kjDHNl_c%k}~=hw;h-dlak!9`h?lbnR$oH*5d0 zpo}8>UCUG0uZHt_t<%nj;PK|mL2f4CZ=A<$v1UQlFT9k|hDp9>_1F>L(PJ=#g`{+t8$NuxckP^Umi)4V zrzt2ohTHAyeJ3$wJ{MGQD|*uHJr{VpI7tBc5M>Z|TB_Nn)?8l63l!z4VGU&8hz&3p)O{2U17{O}F$LyTtnm%odS2PM2a8&4RSi@B%+ zRn69ZS*0dIUuR(jfv5ot%yi6&J(XbHL)ZfN_12K-nMAf zqywDOPqbw*rx)gLg^t=6U7M2wlE2&Q#m{%C5G{IK%ImE8u$)2n>*AD{qe)(#ixuYQ zT-1n0b}Qz)NN*@^_4tu72~MF~eDfO%9lTP<5l5%H+oW!>H!!N=L_L4p#T~nJe}Ycp zsaUSR8Ti8RJ174S(x-{voL-e8Z=BtcGmT$wFrYJ8%Z2TDvy-0hrwOw8IU^}VN}Bpl zRi}0#@vF21rOKx2nSiGBxhz{s+Tr;#SJR5RjQC}5Qg7(sfda>xs>Dlxw=si!((vQ; zdWfA~NFg*+05aeH;p_i`Mw!B+I|x}m7rhP=@#}{@J$J-7)y3+Q1*1V+XRsW~t7;2#(*LO&vH|#k%`i8Ef z4`1MoT)Otvq(8yI+(qu^o=r}3Y8U@c5o(h`d2UAI2x&1=G|`6niMlmv8dOv0 zGWD+J>ri)$bN*CG+#u-Y`fyvB#$Xa8ogDcVM8<8sa#Lt>wO&T>)>_aEj|x{Vn=>?6 zZTe$n7Dxa~S#^1Z4*{Ql-tc4MfZ^K)=8fT-iOX&L?YPXH^I6AYdS(}QMLA?W_J840 zda_0b8*>NSp7u?}-N#SuqWDV}`B3Gk`I&n~8m@`(s@#yO7aZg*YQEUf*PZ$7dyVqy zy9OqIob&NV>ZFVpeuy48{BRMSbG^1e`A5gc!aVxjot!-T(5zn{7QzNi`=dIw#VL8a z(*)Tc9~*2Xru5bvU2MSJ((hU%|3drxteZI$Zhj*AA6D$6P71KfdJ$CBo~xXDn|Owe9UJZ5{c)YVJ`yI!58?lrvl+ew61DR&$Q*FW zePQK|=fc)uaAjVFLgTV2HBhCnRG$U`g(B**imCSw%jaye#&%eUmR4;+EqAobU(k3e z=mXHjv<|v$U586bhn7UYuXXEY!>8cdmTWA4QM- zk8>o2%w^7I&6METP02?MD$A~|V8g>8T3rgHjsMA%ogEGSV=r#A(crB*F1e1PG`0E1AcqnS*Ntwc=$_u}i zTpG-2pRMNIM2*2&>Tu~g>7@I0FE{42;rnavLk91w_Bgh^7J$N@Ri>AosLEM-%e@&0 zSZp5Y?sw*~37g-@m&jfHydP@$WtrBM_sA6q%2y5>Bl3V3HEXS4ERm7rmKajPWtps)kegS@xp`nJr^bKX8EJYtR`;m6BO#eOkD$HNH`8yZ5}4~*(F0t z<4kugG=oS5uo!tMe+%&k)~`=1VGf+1uT&1YijfU>G`5`snyK0baCLFK{bub!03FEp zxgi}!xCu(5-uf%=>E!!7O)@D@h;*%65n(CibHHaMD2y_M&KO5N0B*i`$s}u<=^^C+ zMo8QCD%L%G-n5qp*WAxnu#bu;0e#Z-FxCHIgrFDsPNBAclG_w7{|NI`RhX|?8>fkZ zM{)%4x8N-xrVtfJhMi23f;Tv?OAA@A6@24G`9zT>4Fh#tG-1)I48bk!03 zKGB>jzV%|>Tivep$?}NbbR)aC5}z=^&DM67{+EJ`8zoGmb*7Gbn9b4HSiGum7d2Gp z1l}wPG{bJq#$&lfs}0~(?Aux7ED=dnv4ziAL%(0VeHeKC_Rxz0tw)S~x~wLFx9*&% z0t7=AN+jy|d4LdP`;6&!%i}9{&u_pNR--8m|K7Dhr%JE1YSYk3i(m=F4wvehx>wtl zh86+utRwYrq9!B}r*V?Tkb64a#qo3B=e^sX+g=s(QD$W*Eai3pl}!s&f}}*v$~gbt zt<%aG#UOB=LBcxtv!2w#)Pk6oTk2XCgF-Ukerr=4-{l|AslzMHWz?~gcZSUgdTnny zV5klvew%AkE@@omX?6j@L{NoEZ3a{yF(Ipz~~tu!k4yZ5ngIbeI0Hp@o$zdQato`ujDx=R=(DG!FuM^&hyr1E0>@O zz@>W-Qp;eyJXwc6JZY2uA2^9E#pt4xMc#drtWQMByr2DRkRC$xnFSTkNif-D$-QoUb&WCkzTo4j&KH;6(BZVPK^9QG(+dz(uf zOiWf-4>eg|!)4~RA49$jGy~I+0lrRtpS3=ewVnhiFRgkhxi3I*AI|qhmhM$ zNqe$~UgQQif@FniysEyk;bTGrZZ-qED*e#U{?obdh5kHQp=CbHkyKcNtbbZm8C~%J@9Wu)EwvCtpt5Xw<9)^t~I0%x@VG_$9YzX zo&)I18u~|J!`+we?w&GX~umPu9K!t^tDKHcoMm1WFl2`avk6o zsl)qM$lD{Qt?H_uW5x-;qk`9z3;R)^)f}0y-y)MQD(@!7Ndhbh7LfbeAh&#Ql>}wT zMuYOE6op9m6GeNA7on!rYg_pYj;bqE_tojTbt#eV_%g+kSEQjHbR%xpuR+;c6gfq( z9eht2K^MM#?B*H^o9)Vt^%8Z0zQCLl*QYH>rO$O9-qjbB;xrn8RdiO)YCY)1i^L)i8yxQDiHKC z+fk_iqlmkQfdKE6#=<)yH)b+6E(xki604~OomGL1mYOwn2`%68-aDK!hx32C`ZHLz z#QBLq4O5t>exzh6H}1Hujw9l5~eFew*Urdn<^Ld-(jlO zY+9LflP_qlaA5vjm3=mALlBI;YUp-aye-Qm*Qad4sOK!0E+(udZaK6js1zx=R<8RP zBs%QH%@kD4qRVWdzfNhSm$GIhY6ESj7QhJpzWk2xlF7V+BD}&NJvb7-Cg-z`Po$G| zN;M;p_WbZTX^UZDaXpP`Axa{xoz`YV#74n^8pc$IKs*R~gD@RZWtnU^(s9ys^fm5<{q>pk) z?0XHQkCbuBox}}%P5+45hqHGfYXy^0p&P9N^K+x77>aY0UKvSjdHDBV+8Ucwig6WkFJ$AHb|AKnXK_)w>nm zP+-`*l&^UWA8#;NM-%nfrO?bOS_=loVoUDa0BoNO)G+!!EGkifoh#UYoMjE|2<>3(=sd<(dqAgXq zIHt2E-ghglKSYs(#PwxNqgI&DM-YgMKE@ngN$`BHgZ)DCO*l*zBtgmvYN1HorFvF_ z21k4B$g$bG4_@oQuAc;pGeB|tTt=J|JyBQ+mND6)?zF}+)fj5*Nq2ToaR5R4|R1=BJ>;NVyQrUJ}Mm-IhKSX&sI zdDf*Wj4WaypL`C%S&SKGR7oKa5GPs*rXS%AF81Mm;JzTXqn-nNuD`0@_7x|o4|%2M zLu@s-pBT0+COEyIin9Zk=VZ@oa`2BixK zl*+1r%?a8z%}PxI{S-og!xh8C;mLJhd>;J#C z2!sSomEm&(8n%7N2Z9As`kF*h5LOx%jH$&eX~d%0Bp*$w?AeE~FG%Uk!SpX_h^$gi z5K0Ao(U{^2?v$qkJ>43U@?(vNA6qP4OV@gC|F0I@_?UFg#i@5}yZ(#~_Jfk7v7M)v{GFmoy4rPXH1e2K4jx( zYKVwCzPtv@^{d~xW;_NTmYQQN%Hm(psVqKbnDg%dIVvc;7=;4I>0Cj*<->oR^J{gZhl9tqX|tQ+^Fw!P!loJ8OA{D(~Gc zp>b~RPn-5sp+aEq)m?sug37^aZ=n*i#)wLl8Fv3c^#?El3HI34xjk$TccbB7+`lci z@+3J)QQvgm9vf+^WXZ~{-P5;Fo(l+_V01<;V&*mGPFEOsKNxXNGp037P4Ja+IFeu) z(B<8%KR8DCO;=#n^gN2VD(;o{2dTO}?3Y#)g@N1WDu$KXprLG5sp%~}ucq2jMI7ME zy`C|ZhjPSwY@S+N;SJ)pbo5!%n(m0k3s0C5=-@v59Yzh|^(Be+YZ3@phxteRQ(*HR z2rGocKT)rV__qopgPRXvZ}$-9>{_kgXz0fZ_R&RY*P+mjrU*9JTmD(Wlz$lJ}^mmW^Nolo4ea%S0VL%g)UkY#vPN!DRnMvDOIc>W(nBy++cC~O;2JIzwugZr#L7~jtmlls|OAI5=O6iq?B%cNAFua0Y>QDDp7U&ZqZfWw)kDPmyLMS-e>)cgmn zkI{MieaA^tl`5sxfz>6OPL!6~DJJ;8B<|5+^f{p%L zOj60Hm*thPxU5Szq_W4>a_+Z#(6um)_h`FI*3}Ey&@|lzxrvG+63sdXNMgf=tg11l zCiAbF9kZ3fbOHf`^HChkO zyO}3mhwx^HTrRDg_TIuYKDvoaz9a0U zPER324>Qws=Mi6LHuYY8TB?AdMrDscGc_)E`f6s`Aa;_#_qFicv5gL%6;!Td84nXakzixQmsrLg!t-^ z(&zmKa3S6gA6*G0sLwt4Wz#ucHWRNiigA6m)gR1D0sLK3aQv|Lpo4{6s{0I2-AJiJ z5>W#%HcP6TG4OfU73wOs-sRE+(m)(E!cb=li^)sMgQ!bw;>~|WnY%~Hu+Uc(ra?pG zK1U#jjP89vdI^6EwF@o83n_iFwm0){T<6tZD5~y4LGIyAMBb44w-gyGA5Mc1s0wPR z-)EQ=?8MI<5DB}r7KAv8-nEwB6Sm%YX3+AB%s5h^U|GH;vB@S;t3ZYtHYl#<_-V?E zYbQrb0RO3v@+%z?z9!p}GxL===$ch_D`DdTLj4R+b9`_bCr}eYrGvsyrNRqFY>J;_ zq)k@Rt8~S{Ju_YZnEm8P*-_9PJjHxh+g+(yUv^pJKJ1VucJUbFwJ( z_O=4u>)1*^sZb?#M*APQmuC5Mm)UlC}pjXqo#v7ui za9rAVl=KjC-J0{Z4YZMydwNb>Tw}^#aDcm>xAJepOinFgb=symCGjBJ2SO|Q+EV)) zW|wZ%HBr41wNi?!CeJ;M*!^XF4w?aoA{-^T7L*8~rhsg?w}H|V3B!js>IOE==4K}Fb7EB4(7IeLQ~{@1CEhVi*P1 z$$_CnI(_A5&-x^lib*|6+U4!I{<>!{M|ylX&L#a*$F~}r;6`;rygCt zXh%m!kA(C*r34F{zRw&~Bcb}MAj0~#+(^@%FSMUGextSubB?5QANT)3#Um}C(oGJC zV0RYm*_{P?nG0ci&_=uaWrK$dU)_Po4|H_&>_2Qe&O3yJTdGYKSan@*GCekv*tmwU zIGDlQbuHic!=s1kZ>ahdU2Qw#l@d)|843b)l3!KFjB0`lp9}I-=Ipp~wqzht-L&+cf$56GdXj(d)z6Dgqcn+S@jNEJ9kqdZUwY2I^$(XE$i4dZ zl1m`r{Lj_x0@>NAtBtJag>)w*c#$9rK#+3@=U)JeAk#81go#bMiuH*%4?`dMU!5~8 z=OJE$Va?A$ntLA0D#aVc1qnJ+Z*`;_Fa40KGdb(#K$-mS2JEK&sP1w=(L?)Ho6O>T z?_W8_RP}jrZpUz8z2g!;l2wlipvw)o_U0u_yIc}6iqoUFk2E?%FyuWf@uv1pM96n~ zG|jMDUE$58GUX$RnYaIDRJ4-3b*G*;Y?eY#`7Js%ztuSqLCx}u^q9?xJ4$I}+#fpV z{yK-$rxeutQDH&_6=L*5@sAGfwT<6;d`9032GRWA37zu)jHlc9=Y)t9Jq}N^TGxY? z0OI?(JHc(C$0?Yx3}9#U42(v_%w`-SxxNAsng+VVGN{9v^v}5AsU({c$!gHMA5TFa z#ut1`iBuI{WAAxENx!t+Yc61IE|RCKVP;(_*;kbcO`5J?{K;sDj>&P+*lE)!EyJ>P(jOu>hfwJc{Yz`iBV;W0; z`kYV9er7xQ`73_hHs5=&I9$WD_vYNE?)KQ8v@g%@-oxIs)_3xMch=O;8SgoI#gP%q zT%nGQzFW$AjdF1L_2JZ!u;b(To(nV`jT`5K9YlZ2_cV+Td@#}=;GVwa)<@o~dzJP@ z%@G29N!5GTEBZF}&G?SyP*&`@i`UN$319y_`Ja@;^zvWY&pqSZDGP3+ytAH$O^O;5 z%qw=LajHb_bEL88FgfPT3IFDV87Gc=oH31l)`!Cy2%bUmPGLM}{4n|7r8*`bSpFS{QaBhL)eRc*9|= zpU|2fh@^3#Z&+&Ltz+FSp3*sP*@IsLk(UX$W4QpfA`tfgj7u~Qc(mycO&o;dy| zl|@t@CKn$Tbw1czpL{Ux3lp=L@$1H(jW~Q8mcA$z+FylduXsrlMipT>Wv%k9UNHh48c# zr=kR-n(U~SkiLe`#SU3^Khqk`4cZun8MwQvDn~Gfn2QgWe}<;__?Z+J8BGMfP-)9C zNl2&fVckaJ4;C!yH8Sh3r{|bQPEK6y4zfpmZ870%GnhXETS%`3ne@je^ez{_-)~Ah zt}oPKv?5Sw^`1AC&e9Yj(NC=nPWfLyaGUN&W$kM{A?oxn^Ke#}1bb8SiL><(DD(Rt zZ}Rd^!#eQ_p5`pKJQ%kdun_Qg=frU1cdALwG;bFpC%0 zay$8l=IpfTiM+ClT;PaqYpF{qYk<4nSW7E^R})`N*Us;EF|ds(uGlT=gYAh0EBYQ- z>f6JjX{#&$LUme$uTl&jvyZLGbK9$g6z>bB4V$8jTh~hpi8OW$vUc-R?v>5_-E_R|)~0qNqc6;+ zZIs!s;bHeu2`3vhL}NRvn&lZ)WuIFIJ}+D`nQJ$!%~YF7=N_b8-;45d!rsZc`o_~r zpkgh9Fh14LVb}Wb_JuE{vmQem-{=4X&@x6+PQG zZPuesDD_`Pc1CK!Dd^oBaR*kgXN{z^uv>}3)91U#G(NtV*W?j*B06+$m!}wH-{SGw z63%8F^hk&=>Hj@9z2MT`ap{Ci7igc2haAm+-=v)>@x;zyJ%k%9ke##lt z+`6+?*-Md^5_l&<2gAUpt#Ek77hpf>7t_i@M9{$tZU9jim5<4oa|1~{PYnj{(~;lE zY}H8U(-o}~wI+-r=n72{UPh#AoulBZo0U)p&0@&uLh`5Pl(es^6+W$0g9)QLj?MUB zPK9m&M8H6;q$iUfon^af1F76hmF5vsc}!SJ$b1UAFh1ut0tj)K%_z@guo!APjchrI zQ|rj{>9VHCDdDn9DwmN=1Az61+@(b`+S;oEIW{T{7TA}ii3c$=7Bm<6W!sjTayCzkj$X;*NKFNL?5? zjXrr5K)3vfZ|;E*?p^Natz3kLyhPq^hRBj4o`ZEkA@uPa#xBwOV%x>)RI}kbHQFsy zDp?fTe($!_zwrp75$qpEys-xQ_dX z25d${2KLq5{&CEq8zw(Q#x-deGD3l`?$}wJ*DqT_yF_~FwyicLat_9nnsAN|tp@VB zH?S{gxpJcOD{M=+;O#j{AhP|#utp)yp)N`-r25>RwMREyl3F;oe7`zTzVYs$RfY)A zC7*twd>Z5km5_3SF+#n}s}B1+cR@_k;d#ZS<>FucVSmrXJ6IN4LrAZ>RKY^lZTz%2 zQ#JA8*VT+*vc2#?QpIFb_HLK7Ki*38(<6ZWsHj;VuT?JrbySa9aK(&@jxtWIHgOFa zJQaBKGlv-BTp%Lub?n;au-~FZdpVgwMnYPNw zhTP>Wced|8#Pbu7Hx)Q_)q?}wK+lPskS7Xs>tbs_8x4`|xQzBG(Fy0d6$OZHfJOnd zyHLXnmQjlVlwnt+?(96OOrABddVlxE9>VVYpHv2TJl_2d- zWf6fF$bMJuZ~Ls(OCM*|v*V!Fbc6h=wC;0g(;%7z#?r@uC7a=?&$!4hu}CT2SQ<0_ z8duz6k#Ga@nFB%14xi$v;YxV7T0etk}w8uC|vKKE4$6h7rMETevsr_16FH2G`}_y^Z*S ze@WNsJKV5;Y^fEF%{{L;eOBNKm{pAA6ll6^VpRjM^1E$`aNaK!W3baePC}4SZzlqrrBue_PB6PlIH3hf(zsL=3GnyDeq5I z%vi(jHN#~r=XA_?1H@FIcdISTxh2#*yg3b=MwiL8j6eXW&ECBg)AF8CbS9=~dDT!6 z61=8Xz%C$8B!Pe~Xjw-!TNSl`EO*}aMOd-*`5l6!#&q3cS||pXfphpGOSwA>2*3=9 zxA)jco51#vi1#eY#nh5A6>`R|8)1nFVdv?gGhpzKEdm*7+p;((8CZUtLZtF|#9Pen zxwJRv3cTB4PREI3bcKb1qqGm?+D0=^%nC4SC@g>rQnFma6D1L zD>$Fw56;zsLWNFFhwiFPu!Q1{!hm9RgX>G`;i8it=Lh#Ox;21+2S5Atro$M~2`G~% z&t(+9i<9rK=@(xBpK|t|_yGEHhn$yNu0E17XH%O3r_zKCfdnC|3aha8{3pnG6t@)w z;~{vTc9~(Wgfe~e3^fY^Rgz({VZM_Cps~CyCvp=d#%pGm*2!C2wr|WMu?zKjA)o$Y z0InxC-tI+?y17Y|?wZ5R(F*fSThnVTdoY`2MCv-pYn7~IzI09RCVKj9{Ev@ zQy>xiy&p+2YAG8)G=6&n#;CC)Sz$>+AnO#2c}m>imA^gmeW9K0dLZ)|aba#sLE+t! z-k{x|;kS*eUQfox-FGQ!jbZsoA{f`CEc75$s&#G4`josM81IFh8ScMPLQZk#W=40U z!wh+ECQb-Y`*Xy~I7mxJLq55N`<)N<$@#_rhr2du)^q+h>gv<^!r#2EBkSpZ`9)tI zFuGWWH#9f8zZAvSjV{ zfTqAU@l@&E6n~}r&-pw1V8-v9gf4Vs9WS6OME1DgdD~!WQWw+Ep?zH{KnDLm{GI7u zOBXlqhZT&UHGWed9n-$1QP{g0wMjrf{jcBAS(UOB3+<9km1Q2!Q<>>?KMs>{HN?*us1xX=!tKV?~i#`fvMEmfWvaJh~I z5AbT-$YD><{oMJCDPbFEo}uh$3;UjnQjn$T=VB3sCcyx9*1eM4EKwZan6;3!qC<&?sGDq-Fd&FHs*G7V>b_;bLrgU!yzS6G^5Ee+D4x5Mwph%Af;ERdO}AR zbSEW}*WvONj)IEg*kMrxc^SOc$V&;L%U+b5=tJYC}kmh%JzBr{c=)Bf8M#c4i?~~F$=FP-+$)0`p>Wi!|iFh2CefIOG z-g=4SU@*-WZ=ifIn&#BP-~KT1`19c^vcw_&~*bK{sVMjXU- zkVZUe_KS}Hh5B%nlTUfRqk*|SAE#q0_n#idoZhxwDns3drOx5*mZQxO3J{)ru zxV|=!4l8~?5zlyTHjCnRs$23CZplxo8^Y3vS>Zu-EZ&@rTk{QY>Jg--QFh3v&_Bq^w7eZWL(^BzM+R?BQHe9PqAK0Q1e z&)VJg2P4SgC*~u7TDEN6L^2vnRrXw&Yq)zgR#Yp13>v_~zdH=cWSk#1a}-N7r?Ecu6{jXM4nl3VXd zC~(asNrbK01XZlLj{4+LJe2z*g8e*=8dF=Gdn(%+4G)Bgor8O`%W9tyEI*Tyh0pcT zwzBOb@pGJr-*va!U$%MA!!9FiE7K<3Vb}`I3@uGtBU{IfA|ujYHc~tg&t4oKFyGrO z!vQtB11MioD4S4Jak!uROzz9$t_M4E!w-o?V+p%8DX^W@d8+J`r5^<8=&e1CzYw?^ z;=G+bmVUY%FY<4S}_>hC0r>p_d;&C~z*Q~zA z_dmhe3BjwUe!H_0vKa8~#hzV$wEMI{kP7S0`ux0OhS_czH{wjz>k6wVv!XL4PP}&@ zm!t*k&smLMeFX(!T!sXPsnVpe=#r_G{MxszJTlQ*1XQ`XBqRt@` zBs%ptN~;H@lhCCRGn2Anf&Qz*uL7T30-WVu7*i{V!a* zzKQ0o$CZv8yjw#VCb@%StRVhQKNCDk#VoAMO{OGORG z?Q-)Fn+h1snEmSia6*z*?6g2z6|S>m#ES^$zQ806^4{;-!nVmMi^yN3`PbmS!fX3y zPsdZ-)rt0@lwhc()sB@;w>h|&YZ0{-sJ;=-xE`HQ%Bb3=k@sFN@m=odn(NuLa+*E* zMKk~Q=(xka$NR{wZ)$2O%9%v0gJINv+(FnC zFRuc1emiZH;dTBo4r-JJYBl^w?aEeDEB2ZKCL7W(@^4X*N5Z8mm2F5APe+l`fqhnm^lnK~t$6LM?2S|7Po|{v>E}v6$ieZ=neLs2;hn?pfT4t=%bQw?hV*Y&2zC5@r?&-bem3 z0qi5@=!HM1At>we`dj>zVeFG`P2Zkz)Uz|tZ%&o^9CoYYple@Go$0>!*A%sa(K*I) z;i(b(SKCijQU&tG@ZfH70Ao}5G`+Zw&;~dSQ0)s?-QSJIB>+dZw-tz^PaZmC%q;dH zZ3?sD!r=N}cAMC(Z(3b%M&y86XwT>puUk!?WKd9|z643sY&SH~WNEZkyLBp^*T`?LPYS zu%Vy(k@=@Se}w^tc`3l~9o(st(+CtytFPeuV&5b&n3xnc7xU>RpE zx$a7^VP}h9=f4E>{m%B?)=ck~Y=awCqi+Ycq+PO}*MWLlmQ7xWEyV=XwgFb1m&N|T z*Rk#|NH9hZ%=Y_Bb8!b_Xm53v|0Ed_gYlD)!3; zNO=~fX7(le$94#Fd03#l^Q0Z8PSRI^W24oHl|Brr1V&b$gDkGG!+fLJ|7_r5_aUItASX0CK@K0MNg zd=jn>99$*npiQI83L-xX$nN_Ce%>h9yD?%ikY@y()u@fwI*$NV-Bb@9N#f|p_(*2H z?snAXaIDdnfOB}+waD(WN!ta4Y2mN!XPfEY3R7@CSXTOWCk&cw;?1aAT|zzLm5UUm zn#phU*L@^K1aOELI}W_D&0G?&3&(V{lz{I$MyZ8yr3f+H>DNB!PgoI{B81Rff^O=G ztoh2?R*3a?ohl2p9MK+O7-veB-rm{!P8f(tzH#FUmUud-Ney!_49A$eNR3`W|fBXXtjc zl}vfwUTGiY+RPOhjgz@GZyASSgTCs~maZ)hk0hTg<{CTLG1w`o`GdKxXyaT}X_IvL zsPDU>O%bQTOW!n%V4L9=7v(B|5R3GhDwQ?zFdVkkE?=qZ8Y0JAv*_F0Q z(p6k(_FNTT+Lh)($$~1zuZST$d;ymCYPGH^!j+d_Z~~gZU?5vb~u9<0S-AKHt;bA-BC$-UW0pH+v?) zcG>?GZ)X7eB}Z&{a~6Q?WMoEMObhcCTGMQ{AO6Wk_O9DN(1U8Rguq+IWO}2=qSn;} zbF(hyM{dH?eB3gFb{23N+e?Q*sf=f@XmNWNHdr+?*@0EtTn#rY_^O?{nRqiRr#QOC z=1svfyM(_#01~8B#mLG^RKGRwUg(-UHK2%6KR4pAH?u00zgS z6DmkoY@&HPRGc<0xp-}tVWwKSLG{JnLZC&rb;=(O5>szSl@)F;$QK1I2pW^0+YQTs zD&-GZJ0WAJmse!g?q)1-GgBVIGnx&0i?eHNM$N@f{$NEA)YoTdBKE^X_rNy;jaBbM zmuF?ZuPxB;C)1OF=HeD$-}I{P^*v_l`mS{a)x7c-uFo(4|J*J?Y(`QID_*bzaGd&g z`u5noQF+K#gO(DwF<{2PM|_UPcil_#!6I!^hKksIIxh}WbFvq*_$(@8Ci9B(9%iSz zlyhqtMo% zYc*|L_4S~wg!rOw@t%o9ATrMt`?)wD)0D>KZT+TFuR#LP=EJ7ToLR;t{=jgxstj)- zp!^AxvcnM(zq}Dv!=-Z%7*gp1h`MjUaCF_(C|u2U^gxGC#VniN;ygnVVNC0F04|q6 za7iJ%tVwXE$Gy|4kIzYK2m!dzp`ii;n-U3C4RlWfH2hhZ6(hp5+Gpw`$!SH z>W!~!w_(nDzV5Z23EdGs@JMCwc3&)(wy?VQQElqAA4Pm|XwPBsZWG-KukLu{D;UqW zAzdE6=B4Jv5lS%u!sS12>x2$dF?Dk2&Va~~h#yC+QMP&HWpHW3t@RmBJ?*!SL(;T- z0pyGZ{jZ&?I)9)|i%y~u!C7q*q8(BCkvyn#= zXwn>Tl9SzdlZyxIW2SF`<68a|}?EeEj8ck(k5cpYt zX`D?pwt(5#o(Jksv)R(*ZLWF)UubW@a*~34UbD~6X_P`i8`MJ-a7mEEbl2|WjxIP_3>-Y$EDMr z%h3QBm9a-l>Mhn4RdsAXUYpG?ugciYs?=8h6My0=4&GFB1nA(qZyezEbfZbBGj&v# z4#D32i{9|p>cl0#DF>FhRd;@X#!3GiA=V%S;fg~<>BU1to$&bcGsNc9nO3=uVc=n} zkHDnUpq6#Fotp9^9AA~REuCNaMi4F$$3m{Eu>~Oz;3MvQkPJ!Q1NA*lP%)t zs5O|@y8W!tz#GjVjT*{3E0c-~i&RH6w^F4+ujg8CPeD`N(JqH@Hu6e~$><<-+;!kR zwCNV$%r$<`>}?It=`{W$s_18Fa|>rH^~CJxi>pLIv>>O!mp&1A+mfC$w=ksorFP2l z#gU1EbKa#D5#!(GgJtvGD;d>>q{jwllLnj>kLV^ozFWI#WP05K@-qWRUu&6fmz_L& z%-PzuxK3q#``K~XF4v&wx1=|wxn9ypf48TOYXVmtb_&&gJp(4{(P_`~BKt-j6;VYL zw^t=QMuk8X7XW=g-^?1D4M0HMDgO8~dflA60m&Ca7JL1lax)!O%%$dN!SMw@)Q(Mc zp3s=`{0_Osz=(AswNR6pkQ^50vw)D-M=I&aAn?at2eg+fwwSTLZ)zrA*$8a*YXCY( z?O~`#oV5N5fvhUNz&0V}IksOoI+IlHCEz_L-YJ0g-UK>SE>Jo!mCrhG=t#pwv*lsA z%T6~K7`E2dYdQGltimv_)C-*8W_FT%q259?fWDTvj3T)!$L*}@Vf61#5+B`P?2u%u z3NvXB!^Wl8N51KVD-w)x{0m*3#hfvK_RET4+KZsmUM~x)GEDV5h2ejqMP+7a^&rQQ z*-{D-?cNT^B0J}67Zs35l+Dx74X^(S?gP*c|zo7V?bu94&*<^la}s07KyV2 zIA_esJ6p4V-xPf_c9_s-?jg8KX1SlBS(l`!tld_mArrxCOEqLjx8^{YYW!|An!;WZ zv3ReSg;H^lE>`oN?Rh6)$<#aZq#!O!)2|2lM~G_hHpeUVLK){lzH@7CnVd5mymaPQ z$uXI5>8VGZS5IZCvll5Y-2jm=gdj&} za8oQuZTLEOcEsAr(c!Dlz!#{HzpDO-$-=IcpVtUo(m~--q4q2yH+=Heg#VxmMc|?K z@f{hzFEFSr1B1gi^VHVCP$&I>52xlaB?`ifFk=&4hSY}3JuD) zeyzA1@w))FsbOSvYsnS$T0byunJ3eRi4*>%Uj&Ly2MP@m^`JK+m@oU*QOZ(`tt;nl z>GCQ2F zR;UesReeI`Cq}zU;i&O@F1`Uey}npiY)vQ*MP^$0*)kH)l~!ymUs$u@Q^#~w?I{F@ zA~#Ze+w_2iNbL^OW68I+P-80UE`w1qc)k*|CwId9c1b1QLCa77A*@nT>o5%%W-`nmXXNuil5^^x}- zPilw1{mwn*`?4WK^dVYnjXDEd5HPj{K~u-tBt$ls7nuhwz~!2b;OoYT;Z z!7TY_@=uzmL1TjPd)J8hXMTXdg0pHGm$gk-f38ExOB=6Ai@Q)qL`g}wT2}uq0^!rs zS~<9CjtNqDecLKs3c1;y>?t3yKX}@1e~D*&)n0~J0>WE;csk@Rzo9Tr`+2s8mAJNv zy0S&9MBZy}d0-*G&>9?9F_7~Rh%Ag5zDA#9?){{|#Q^e`E%cAesFz8>H;S}0k43A+6tA_qf9bM*Eh-DKIq>+ye!0zken+`T2qfNsTH9gbSugF&grj{ zoOiSrF@FY9=YAoSJ{9wAynJ8j|0kV2rp*c3VGM@ZLlX!fJoVnP+awOGG-7CC|I}i2N-h8Qh4_sAr zKM@FWu=`b!JWa;qBpM?b(BEO0H8T6K(~9K&Hs2=&8fDo?Wuirq#VeS%MplQWga3`+Xzxkl7;2k2NN?g8(KYsDtI!8Q zUl^HZh&t`52b`j|pMRL{dbcP`JC|B+QfTT>X_`^`VM}nDc=3lx{UWF$PM{{THAnMv z&rFq9ZB@nnB2aOm?%R=}bSrAy*x+xXPqhq73OGkQBOjm?7uqzwc_DBEQ!MfEI@W;Y zRhZjrnJ)S2l3<>1UTg!f8Rm0|lB{FabJ8liYp+scw_)i1NS14U=~;k@HSQm`)V~#) zR(+H!MQq?Bx!-Burl4j%f3jSCJ2birndHrZi(wG>Q}Rm0p|LXS>`EM!YdmHNs|c{l zG-@57yxufZ;Qv6`nfOVn#NV_`Pu-a3wunI<%Y;MVpW%Z9>1bcnW+IBB`|3Xfm5dGB+kmp8Qa>#aPWD5gY@nUzspNB<#W2UCE>it2GaIVFd-=n z^DQJ^ivL%jb+wbv^t~9&w1A#GvUZ}>k!(>S4Ev>O3H=k?{U;cqopbDTtT*X^XRO*W zi7e-m{Ubx!6>op2E!i$(E@Vh_=l^R=iC4N^ZrT@l6tBi9jqgl7erYPI_-9f0w)v88 zz1QeO;J=ig(Ry!jmnW-E1g-M1^sow`nPlmCAc9+d!%_S&`cy!9@pKpb4E~5DO}JzG zF7M=nm!O%%wgz+5^eU))PT=9x$t|5`odvm-Z0aFga+jjEf&xlfFM#b4R=h8D7b)wd zn!wZm-$w?rH%8B1=4L(>pV)xoM4M=zk^=An$d5gtj#Ua3GE*mMe1k1#_*=;pZ%ie3 z$4aaUuV9Y|L}022)A-r90p4VMVA84COduoU9VATcftLGH861gGYvU;U2jcR4(?Yh{ z(?I?x%FTh`S=5t;lEb8!(!|+8S^4xaziFOR*TDvr-?2Zz*nHfEsq6y*YLCet^qGVuKblO?PDbji1Tb520{u+`i`>{p{iS!J<5~*)0Wr zYt?}=X~$L8XjzVK-gv}O|2@=l-;+eItAcq4HM#>5^o5lLCTM14sq#p2X87&x_FIY8 zIR{$mEQ1-WJc%;wXhx8q#?)HgiDi5Y=dZnK_00Q@;=K2{Eaqgu){E{YHZnGwW}|4O zZr2d0`qL!nkJ{N=z<<~+9g0B7|EePslcSm`vsuL18X|tEmd4(NDN-Dob%H1YkHKx! zEXdN2`wcVBx#i8kdv(vu_n(c#*VW$Se_W!Z@Hq5R9#aW^_ zprI$@O)h9b?b!ZFgyhbZMz4>>BhYOp zz~F&2flJs=|8p0&_;$i4D516IUOP8Jdq3=9Bzdn7az4S-F;dH2bJ?Iii~l>TD7H5~ z6KvvSltGL2uc3^xatqVpf_s?NXDs#R1z(tOt@R zTep`CytTh8=JVT0)|bu2T66Jcdb0Ixf~X_-s|my5zae5Tq+p!={mbd^0?(`JrtN;+ zX$y>dS3(0YprW%<#j&{79EDwYRgrNeUV9!Bc_j7%-Ox2SUd@(b;0xx|n}zPbLQLneHr)B{5Bz!8mJd72?0nTdaZ zDuOGK#^!6vX^K6|Z1BV*{g9V`7H$&jT**DUGo0ViB;t)xbBlXS3XiN0}+E+ZB%1Qnvot$^0Ol1j;N)6f8$N zdT^_EVwL0!@r#;tD~9ST`B^D~0>x!=_n6E~YfhwpJpMdPku6{Vxj?T>@>zz?9Gwsoe5sjOBjb#>`57%V3;T)&H>lMCX{ zs!>Z=D{antiTo3s5kj>dBz{YP+_4tfnc0hXGt7UByVYnQemPG(9re59spCncB3a5; zw@oQnWVYrWI1D921MC;=OHnD;fP-}kvza-Of5(6pC`l!cfX;%#l^dHb`AioNwd3UJ ztET};7dBqLi*HlAMkAIeOkLV=as8{7Ga&M}<~$?wGyXjI+fkhOl<|MdywM~OfqdP} zok&U;a2{Bh^g>&0)!H%d-7>z!`miKWvJM>jCZeKAIc!oC3VJM#Gu}LiQnKb%G~4`s zSW8V13@$q%?(p$sUZp zyb6llV>pG%fZ2YYE}WN?n%eL?Io$)axAXTJS*wthEKgGcC&j?Y!O(H&NgVz&<>TsV z@Tk1Q;EN7=5wga;?N|GCiUyM8VSB+euCVAT*Ou*XG?~eLQXzb_5@ZSui4U<^z$^)D z(M}sNp8WeHqi;2Cc{eovj{c#vE0OG%{Y)GrchBUfnfRk0RbL+wyyC7)q-7#gwlkS%dr;>1kZGJ`lEuI3ipxm}K(D#ddZ-}mPgAfb zW?a7JnT5zUT~ESmy7URWZZ;_C9H=F5%0k3zvvXx@dig*{Jo{sC{9gaMs9p~%P26U7 zu0AD7B=i)C`*;(3Vp${WJ=W2BSR}|CS!K}Nuwk-ok91sBN_?=VIJpjEiL#6PmM6tc z{_>nGBt&`j-NTH>xj~yiNbI%%lJvY^ME^1VQykrDC)5XGp+h2R?lKzdR!ZO1oQEs! z+PCOHA}|+A#a^wOh9{0lKd%gMp3JPN3d7S??10dX3o}IPHh(IDveOhkR5B>tXkPZ( z`}Lk^OqR8)+wqy#uzm~S9t#5ZX1O0)h3X$+fephQT8KQaf7mwlCo(9JC|Q=r)*#~Q(dTE+2PbW;>sRi zoRT@UR!m;Pr{88#sf7cv`G^jHw)GCzKPf!uIXH(Z&@wn8RCz@9d25L0@lf#NO@%RX z2lQsva^(SSB;Mk4dzSl^*t}e!3(YUo?h^{*R1%)s%*JgeA%y#nSw~7c^8?064;m}~ z6-SY87B#)vvORVgC+D_WYqCFDQuOfK`s|EymO)~a4m-e#;=-+~Pt`%+yfN!k3LJTv zx4P~hcq`CZgCdM_&g+%a_7so$h3Ms+Mlw`m0_T_5d=Pu8z*~vaJ z$C0>PJURL6(lvq}Pm&9A;?@4AU=MX7(BNXV4AY6r*dvK9M6Z_hdjsL1QD@V&=E``Q zhw{*yi@car4f*nplY6;pkq`JQ%_?86i|%hWWAqVjjZpcr4y;E9Cq*DW6}wL8dpq6p zD%ffHB^fClo5Fd~3+zO>HUyI)i4Qp$XHO}3Rwkh7zB7Lb=9oywp3=3;&r-MVsUR^A zFXJw!A}ak*?sgX6{St@s3m%VnXbzf7#~1N)F{-u6Cu=R3|LCZPOpUZnmnDO^?vdk8 z4ln@KAnrQo)*>S*cv!d^I)@z?XJ!4#T8Yzvf~- z2FybyfeBm;^#<(}XBBGfVv2`L`!Sqmd(A`i902bwqlQ5hYr+tX%-B>ARw^A^Sx zar!rz(|C3)Rlked;~%b%TnB?XE95_QkJ`hR}v28r8Yy zf1J+Ezh%6|>qDTp{b?YbeSzeNx8dl}#t5pff`8XCF;i$&Te&EbIU&0{76rx=YOI@( zxP8nhg_na8(4GfvG%VQ4FW0QS*grgzi?jJnUOnx7np;D7s`ENB`)Xd$5PITm_N?rE z(f2j_H8rFzHG@zY<=yF0pTR>N=If^*rcWD14BS~i7x5{=Tlg^}HG{FOKc$}NsthXe zaG@-UaC%Xs`frhPj4krvPtYq<$V8#({4VPEP0wb*L`iRjzV7VQjt4#0A%9)pci0WB z?&;rU@;Wzx# z6yc+CtlSli3(y7CmdN-dWr^~^?7A_XMILu$^i1Tn7*>0~;Nj2pSiHN|jI(W)xd$(= zX}-TI+k==9Ud+1wk}Jh}`D3ga1J`7D{?v)(?Fq56No6C?xFAcSuq$S?oo2YoCn0O4w_0xKj*UPev)L@{B zFAV$zY}E<$y^1@}nC^M8llr-)2KEJPR73l)E=(6~_tInZLmi|S;@bjX1Cno?(ods* z7x2vzBOk82a9#{#q-UzV4I@kK1OiChu8ZscjPb?5{#Qzlp!~aD0Y%ri&u})w#28)| zXwRCuhZAkqnLE>;rwMhIst1Vs3Z|7U8l1xy)lS8M;? zPjzwfQeVE}ngr%G0is9Yo>`>2(S++6oaiz-XB@aQAe?08jC-(mx(8OdKR< z_QhT2N86Mt1w8Z1?Rxn2R_zUElyush24jolUhz+%;H3;KVA(?gRPOe}(+s`7iyxIc zDk1T$P4phem?7mIm)e|#*N3-Gn&^JyQHGicKvH_a>0?-{5uPnZO}&2cuV49N9;D*H zLqUo@;rEQUBBpCqRrAHp0`_k$E=y!|h^thY|Es0=N96sr-uqgfw$ zIb1dV4pfk4*qCgvTdP^ww;Y+ohx}6+hB@72Li4ugR=<@=JB*~=A$Qd$0pWju#0EGd z6;{!+POeewUHRLC6P>=Y(W8g_FReLtOJ|yBpR2(CqsE33Ibz>8^ud-w*<;+`6%EAi zTsA16(DE=1@U!P&%zy&9E^F~=%*5oqY$qIL#>9Ta8Ar(sBL4)SI zRtrP`s7pu&l%&`zLfvrT%{pbk`a_dPyjrq%xS2)h=~v78g?|B+Dcd^TBD&$Kv$}Y8 zSWtbWQZC_1SL_9~M^8%EciA=@e>Cp$q7t%h15oQeF4>$1_KcaLJ)m6J@H3r$&4PT* z+=eT(_v$ezPva`mtTXz*Kbg;^MEMPm*nR6Z6W26^ZbY?w=dR^wh<;I=-o=azjxLS} z*vkB}cS8C@<8{lWrsKHXCE$L}oJR(a7l7Zs*4yOq1AKLQ2gFX%w#Iy0b&L^=) z!g(I-CHy7+_xcjo7UIwEb!||e9;`f#FmMDfy%7bR3fQi45(Gr^lG(~k$dcPAP?^m0 zLZfEr3A}kxYKQnXMstT4hUty}Po`nLX1L!=k6!&2eB4{e>(JE6O+a)^{Ma43M+7D< zv`ua4;zCvEqZlwfm?gezyHU0?UrDJw!j)Q(hsXDvqdaX!?QC_jWf^FHLA z@s&)g&K12=W-fD7#`k=6HBXdPNqUQWONedeRElG{-|nuu!kyA1znTc0wWubF5xPxN zzRoc+Ps@hDZF3@Dh(8Bc?*A!c7v)@jOrmr3Gx$fUOHC%`89&=60fu{cb^mJVv|*tDh^O(R=gRS53iPP4X3zlyc~`|m@;ovC3I&ktcI%{ zV>|n2h;_;6fR_w#qT~IG%A!n9+x*Droh$plfhw#U1ww2c_3YztMfjj3YmJNA!8rTY zXfPcESYPS#Fqp1>_ND6rf4=h!lQ>A&?DI^S8MOyojCA1Lt@+lpt4oxLdlFCN`N>*3 z;vqe{HEn=uf5W(eb0ey!BeQo9x*ndth$X0)t4oxjGU~uzG{#cG|)A zmYHKALa?gFuN;XA3-i#Wy(xn_vqGQ1BQY2mH&2-zVrvDz_|&{Nj|JR#dM;21jOzE7 z3-dN<*6~lV4n^G5ox^;#v(*)48Sywev=B=%@c} z%=62UFC2N0WV23>TNhnlWv#6Tql(cwv)PA1*t`&T@XE};E1tk~>CA8NtNXD2rE&n{ zvFPBmKrN4A>)a*Dced;B5~Ur)r+|$rlZ(I|DeOfLE>A9@2Gt(0b(%(aIH~9$@fLre z5Q;KFW?W4=N*m^tyo}}t)~+D9(pg@YwiV%XOjqF7b$%_+@8TrE>cV}YuTr&DvlJF+ zi^nC)lg?@L4%33)|Bm4`D*5tG?ON7)ya~Gjp@EJ#jP|b7OI6?1q*AsX`6(6W94!2+ z`ujLFGV&PcW03-OgIY(~%Xk$Evew%sM_Nx^l z&AE?{Sct5rdR%&(pXv)15sFPgsh69`MJnlzq6P8xT#5I;#z27|39)I`i!uvC-xMm& z!Tu1wn!Jbq?tAQ9@E7no)&=z^YXf-L_|l?ClfcE~-80|z+siv996al&}-#trn$JXxD-mJQNl&#_|>!W-~EKY=h?s8F-^O0Micax zdB3W`EcpRiKs2m&&MX9nz8^Z;FXEMn=shO$nKu)LAKHBVoVTeDQe2uFaO+0z{@fa9 z09zbs(v0G!Sw(mvv6bbAXsX#icgYveg&NhD;_;|oE#x^ zLwTrU-9h6&TM}kHgki+D@)d9XdaA1)KM>v ziB)9-qzQa5MTGFdq_iked#~IT0m=@sG0C}5g}%A>ho?bFXBe3~lVdoU$i>Y$6^ zz79%za|Zfp#D}*+08KZ&0^o1b`yHUxU>7Tv41sO^&%9zF(>1h=&J0^FR{2MerPLjB zN*k^QE4J$F0D83IH}yh8GFJ4X>DXU;C(`Ejs#MADDiNmoMrB`%97M40v(wI{hNj`` zUsBsY*`;@Ea7QZcqA2$U?x#qXYus<8A7*Sd#WGKB=Bz&@yo%A>IKC(F5JHg(7Rdsi z_nMp&;ZgT>_2QFcDTK|T``{%b zy6Obsa*o1B$zj7zPz4!s4Lec@;7al4*e?vJbr2KK?|J}yR}ajm$7#6L(onMX^5iC& z*64abtz9ny6QgVLepZ$PXaI)b)&7-0a+(aH*Z}QSkn%N!Xa=u}x21j-(6CE(zOh*4 zRj_D1;$v`M6aa(&neN(HueIp>A9IuTO%48WOJOMt)JJ>!hZypUmoMf2O%UKd#M_5q zM0gx)QN?xd98!&deIm{`gjqN=`7*lJ$OXB1uD}E}n4}lF>!w;9StINrl#t_b!H5|V zTk~W%KF3ho%N5INadiAnckEwzCF^Brou)in2plRGF#0%1QSB!w_omFjVd5fqsZTa*P|5Yqx5BW0jKh(*oM~9aUrc3{uItjlu z-SxaoQFJ@sqA~It$oO{8s)gtd>%HokJM4zl6h03z{|vyPsYl|(b31@0quYEguBK%wK_hoz9?tp7p80JqLG)k4UVm+l|aHh9-7YJjXi zp-A|5eLC2$|Wj z1zPkK+xzwQ|L!V5@pWlCSCp3hu?h=*8p(@(d8FF;6_jON7q|fW1+It&&0$U}XCEI? z+96)F5P1eZ4j;_9dzt$6u;EJWxd%Qey}-jxhj9ORKA2X>y6{5$I|5mU>9V(_g#EBX zJYcm$tcR_JLE1PP zK3(y$@+ge-hy(|96t2iKW2I@!o{1xs*ET(3OQJArc3=bW%2a&c<{UjZv`!k2a%zr_ zQy&^eR2J}1IqgB>fw|IY32hlUWY0L8DbAaVH^@@FY~srl@J3&@*+e|gtl|Z}jGCO< zXoL+9hypK1E;4J+={Fwu2zfVQoKTg)d)m}7iaIsQtF*;H*)^Xw6K`N5^ky(Z*fccY z^S%^CYKh_vdC!H3G2R_fv4mK`v~t_W}sMmqs z@X2KgC%{R99ah06QytjZy6kN~)c#{oHvov3y27;U6D&_+`n1o*e}0xN9b%%??eG8& zmD~huPd!>!eWq^$^CmKs&iL<|vD*AqV#(9S@e(xi0-5d~h+d0x0(@2hzEg`pLxqkM zOQ&;Fz`iYy#Getb{jt|3_5iG@HF*2sgx`d>4f7;__U_%dvHVG54bZe&uC*ep{YGD% z&vkkO_S=drZp>qpLrs77BZOY7dbrZa9edWOlj(1V zzoL_{JLA@D#08qB-)CcGEK1e62EB4KonOU5gV+!yY=masMn*nNeQswl#wZE`Q%^VJ zHX0?I5d%BLuIj+&q?4T=qT!skiMH4rWeR%Hjk4=%?+s3RM1QtJhz~N}SN1FCTZ9Je z1Q`-UmmJIq>$etYVYGS{Y(%u^%u=n=L8j)>9skG2dC1L0v>;84Y#+fB-oR@D!6Kno zhp)$k9Iq1iv!?Nt{3OIJ{5kF)&wN7tSl4qt%6Ou@xh$AnA0NCfTm(UQh4U7z(Myj^ z%=wEc?35XeqeloI7X`JXUET8(ow@RTy^UT?OMo1S1F9fw3cGR-qXh3T-*u&QHU8aY zb6$x5P+xPGBSss|u_|K7nSgmr{VMMi65bx_T5aY47@4hwu^6X}<+gyU_@0kG+OAGs zg$c+Vfq6CoPecOdFbzNW?vO$l-2dZbk(JY>8~RW)t&!rCjvupnFhzRw7B%%)i0lmS zCYC&U{F|SK`};V1_mSXQ|E;3uKF%s3=Hi`|Geuqdy2P8-~b)dlmhwcA9x zHUgEV1>TDDrcNftOup7}DPTvT$L&2(Wdpr)`cgZO_BaN;N!CmBJT)@;iHl(~;`HTx zVKo7;n1eF5yt?Y};=c8w=Pq!rH4^V{Nt2wg%y{{~tmY`vTQz zobIYR{dmk_aST3;n@{{vZUVBlp59xWI)FAGk z3u>V^vt5R5&A@6{c=&YXf7xH4y-l6t)2rXHE33-aHXi)_*c-n=HM6sH^1nUXyTpt5 z-@?_L3Q7z|M7C$o_bvKlZ+~Kv+=Z774#(R0a~0&pj9tpKN(4MaIe_Sec<-rDZf0HY zkbz|R4zR2dc!NqGUai!@1snjXY%LDEg*p zCvU902jLl#dn2NZE-C&vQq`^3}rf&V}wRFD+9Q04Q#{z)0WX_$7;KjS}8 z3)_V(@D|IsV{FtX{Rb_|6p`xx9xLNf~D3K9!_eIJ!AWFfl0QVt!<3 zJ!Uq0Qi3JFeb^iFT=I!t77K)3Y8^4Vy$SG#>@Cp#@m^HfLs$lMBcOK_&L+nkvy4;jv0R8=H$8sOj8kDCTff;?N9r>{O zvwF^c#j%XY#5h%d51-Tw_tsStFgOsM&~YJYv~Y1gNY=~f(X3qJdj2D_09hkS+&$Gv zX5;sXY=j_~&)~g&^tvdk_^Q9723>x6#7z9;H=g%$<;#|7%0RQmj9NsBIvNxErn?UGsGz{^tH^g3PwuHU5JlpBYacH(DFj z3fLD`B<)MDV~pl4JAJ~|E03*V9B6&Q|D zc%duM-mCCL`l$chPq%cqwg-IkSN~#sCZsL)h4@aETG;HtwC40RxoNZ6z+*xjotaXp z+2HQbbMQZAkpF5lb~gnBL^oV`>u&6P()p^uH_&c2S87I*jq^4$eVd1{kz(sO$ zOvlN1L>|AeGSIPj#F=uFgRi$Xw%}}HCSJjSVwUnJ01}Hg`~i z0SzEG(Qg`~^$BBddrt%?EX%fYc7Eg)v0Y{Oon*f@3N(5J%E;eOd;I?$V{Z+4c?V9V#L%zyOh%KXY(c~@9mP&?b8W)OV6F3@t` zOuREwZR!5D@piD%0PO2P^$^AR|D);L0qLg!VF9A`^Y4ih1fvyd~Dn8VI~ci->#_g{bX*khZ$@B6y0*X#AX z98|CSyFG4`i~Z#L!kRXjn)jsL<`C*pW1Zlr?~luU#dir2<~2lGAj5-JIo(&{>o93? z!V}j0HTt^{dv$?+y=8jIV0rSb-kjENq3Uw~KO5!_WxvG74k`CL>JR# zAN|UoaWOUd)2O4M;-dzGvdu)SGb`xTDK4|X!v2yx9LF_i0qyL{d)&okh}>4fkF4Qu zA{+Qzsc9lxE(vbvU+KNe8N59txEwZa{48Qe`l^!!FSYk>9QOt?L-3iG%XJt2Q@WQY znHfLFHS~IQ?_Y=YBp-oo*|2#ScBRIlP)kzP`kliV%89VA)=zPQ7(X6?JGHpn)>geZ zGRCvZd}ue^tsKjZ!DQx>6vY+w0NN6Rv+!u-n0v*@=TO`wsGq z>JTJyHb|P*J|=F+E_(@=j`hW)x$QT`sx3h{$kJE*oWP9b0P`4Ws9qL5h<5EVYp%)r zTT#15ZPHO@c@6lGwa)1ie&CE4311nG77`sDk|)eqypI8??~(d=_LHzb(7ckVar>u& zpG)2)E5mfH2Pa`TJKD)yxR}C*K|1{B?A+IFNsTR$x0n!)FBlk8BD9VzIWlpD9f-G; zI>GP}dE2tF<{vSaX(xwyplQO0=pF1y@AFa5Az>Wc(&r@u_J$D)?$!!6`)uh{^wwe2 zWsF>A7|QO<(ixuZ-KVV(n`*h(WVw`dxIelQI0-_iqu?R}=NvmsYa2lXMo-*CTh|yc zgHGV?xVe}gvfz+XI=NY1hJEIYD)PVQuV|s${C;kE<8E(vubXVPxQOUYE*t*iVarbo zJBF^qMGuRlruY>0i^j6v_-_EVfG)3JesZwTQdczvC8%$Al7*DaKicG*qnyT3s%Xet zIH#a41)Ruq| z<>3O_6io`N#wHHtqT>C&yIg8~v(;`RTN`0g-1QCJRC*wavC2{Ii@A+73bV0pUedU` zTp>dJQ{s%5pVGR=P z)^OfLNu7WmO_<;90OQx)3nMl-EnM)b0J= zIW3SQ1PMP$cog&{NbO{M+RM2G`>5;D`hbg?ltX%m6r(^{b5C0~Wz@Q>``Z9dW*NEcl;nA)^mU(6F-TWlX{xNwnW$Ru}^Jt0(aI!YynVx|h8 zblH_1Eq9j%qtz%jk!fywbVbPl`kCyVs{h8fC%&zW)n?Qz(v?x6`fbRhvdH3tXiPOD z=SEmef=PBpykYWHt=42E-9dTCd5g`nB&iU?AjW`oP;rsH6yPnq)T|2ktvN=lmhsT7gME1}%@Q7%H9CEQ zWjM_1|DOT>dw5K(+od_*Q)Qsq)<_MScT9qJxgBk(jr?uuQJ25_L$~zc+r_qG7VHgj zN4ZHLZHKLR z=Kf$V_?0}KMYbZ32Z4*&L`lBXbk-w5D?$kfR*2jd&;+)Pc&7%G(O<5A3_Z>d;Z%9^ zi(I$+XXjlx3X%!LoAeH)2VZS9U3`&P(cUJbY~3QkWU-Yp)*^%f--RBl)UqKO`Aw*~ z9Svct%*?-xS`@+B;1&ka&ApV|ZYc%vm)nzq_z)R{xFF8~^C9&+=MewK-F+@qXG*)p zW8=#l+G@3m-*^l~IoBi9lDIJ@=g{qX4&T9e^=^dj^4l$ix@^nVq)YS;cd}D$!{lmR zhRNFR4bQ5j5#_TDm~R19DR$X1O~8okBj3<~#U@3bNB^<;>Wk$I!E97QI-H*)P}yaC z^X+7jT@E!+YvxI-;`jnc8oEYQt-#(00JrV4i24yzN@KdV`GqI% zfp|wV`ta7q*CmU@Urgw!doUy|B}zUul(*XUDribwf4@kT>6&#M7M+`!y}Mundt7V+ z^6PHwvt_Yz1WTSVuxtE5*lM^kx294VIT<8dGP`lL=8uQfuN>Qw422hYA#9%(2o&*v z;Aq_bcut}ze>f9O%~>88WL4j_#1|5Id>4d=eWad747aovYet>w!p2-g?g&0?xVY<& zT)W3!5*}CP&z)!Wl4o2e6MLSttS+dA5&bKNo~j7PebaJt#sgX1n8A!(qq#`4DjnJ{ z3x4+LR9CAStvz}A7R`I@2i&9z!+MZhWNxoUZFwUNgAk;&teeEwFQ4d(9OYjm$7fVf z0_M|~#f|Zu#SIFU{|XFNHod0EOZY`U-*Mo^a{ljRo&4`vn&*2RSU4FZZ9PnQXpUZ! znJ?v`i;AXNkM&FDHWo%jMxmZtwqJy=}N7vdUh_cOknGL%1h3vJ9|J3q%l-St*e%BDgoF2tVB`VO|kk{za*lMqw(#n zJj4e6<}K^)qc`IcefIaydNI_z_yK!a^D%ATgzTNvg&_2zD_0f>B=lpzu;Q%HEeTg^ zhy2XGB)jvy&aQyie*)eFu zafr@~JOR2%f(cIy{jC54F0Dn7n z31c$%?5(&fIxQ^3uyAkFg3$dwAILaGks=+#QqugTg70m+p6~^|SHh(k0w03G>ND0O zLTOn_6+J%P>xMnk8K!M{I4BDFZDKjY_+ zu4!a#&&vq}uIe?1+zjo+&meTjag{qPe}>sRObdtNTt@Q?5--YLlja=qtR2Y3&?-iX znlQ&`OZB}CSiA+qR(yDj`K@1Bpjo=8Iho_-Z6o0SOnqwU(CK`YdePhbq2W2J(ze3) z%d>B9cO<(7}}cBL`Q4u07bK8n9~ zKSHIJG*%*^=pMZ}Fy;_~V$u(x-&dVPR2e^wHuwYIInwSrN4RWnUvw1VrF=V}yr)-z zTF3I=1|L|(*7Pi%yfXDT3ET?ivTv$m#cx7|ilhA(76wpDob|!HAnxy1Gbd9_4`#fm z^ReE$9{iQx+N=`cqyCHfAU&T|+5;|=bkvN}l*SQBSoZ@H^F!>*o8e0tT08CfTbwt6 zpiy0Wx=gp`^sn64ilJvdSoucIJBCUJgIK>TWQ;0lfXit&?2#@$Qti{!u;hpzp?y}J znhuOPk9o<-UrY8h-E~+*RbKMwp219Vcv1{wnK8a3hqfP5gzuxyZ__ElXvX7B4gHUzUi4%1IiBPqDo?mY}+5!60QgarvxFlr|b)>oHC>v5}Ue{&c1O(tlb~Cqx8X9xbdi>{#Oectgg)5LTo-~NI zuV-c~FiD@3gMI!m$6C=DUC>^V`NLPnJ7~>gCC`LnJk<6iC6iI5he5VZF_Z_gz0-QZ z!OJ_C@9L>0k^3uolDv*lUi!vnJu%Fdb+rPB(66ubb}Ctn;(@#=@uRTAV8dSdVxpC1 zOCZZ&h%wr5Kyl7-;>=(Eld|{=S;MDu55DnTt-wRB1iT?^-2odQ6!({WYD|v(O z3fh}@3yYW;UeXklXX_7XMOdTWuDGsgFFN}`inS=qh>c}0`^R-SgAYGLTH@K%-De9n zBfeG&r_E+L}96b7Mj@iQ`c~W-xlwuO#Jm zbRc_>SGG@cQfMnarX+K8uuwtyQ?l5xJNoCWdOS95xN_8ZX0#^3pA5u})B}>ar)er> z-Vy!#WB>YX_cyC4htm(S_vh|`lw4a0Ls)cGR_HHck!|Y(V7#IJ0sG|VnGqs3fLXY? zljM6PeQ{XMar$W99xwwToU)mj+uZ8CLvVzBBq&kfbkj7N{$bN8tYuf(D{nb!xD)?M zA8_=WfWXpsJ`%F9j4M}-NLufSs-M0xRl(kox|IoeXLz2{Z#G)9g1ds*b3**ZAJj37 zWNXHy4gF}J9#PEo>9)v9zj-0621)tQJ$b+(_5Ny<%@IC?_=5Tz0Y)LD$)ux=21H-1 zj{KRam=nHQZZG@2znsn%!+!dibaaRijw?HB%l&v@8FIu;6eA*(F+aZXUK?92zig2U zkMdEY->lx7q!dIyR1|l)E9L?Yge7K@j1}XKESlYEbl&Ns?=-yRws;JkFeoOE{c{!0 zsHwudh(PU^jMM1iG+A3na5^p=qJ7ZX22zVRMwGU2ZoEz~`?fm(`N_*T>~=jp%E zscMwpGy9%haniZS+PXB)$0ST=V5WN#QPX#EZk$nkyq+cW^uSSOO{rdD?_ zmSnMe_L~{(T)$OXY?GUG4)7K2*=-U{nXLDh_NGnxttRE3Sj=B5{%qUj*>l?R)U@$} zshs?4obL_JG3>vCgKC96ck)OX$HW&8Z`AR5c>P7*s>Q`U5GcCm?bS!cz7Fsm0J8mTUbofkuqVIr<^yzLgzJAwQ_Ut^X!1WIUoVE(S9!K}C#} zx@Nn2CEw0jhnQ@ZH_};!ctFlDHfBk=;W0{5kvdL*`ziJY`tk-cgnCi9B}plae*18T z%I1hq_8HKZDdtNW*~cw_wHqxQCA>0WO!?db=3p$8NjmMc-WosL|AX+OU!%zNhFD|* zkb+V+zS{QWxRtAZ6G+nFs;F{Tyt{sKk?Jir^m#FyM+81E)}|%ZDDHi=p5pp-=pH}G z3F2s3P=W~sul$UQ`=!byj&eW&lBKoZ?Kx>M_dyuZ45VUYQLk6_W5lT^s!^QJVeeTI zz;A3+3;&mPXocwSjI8WWT+hCI*Wa_EaCw{ezp_EFGb=#En)vF=TnoIzvp{lOC(V%M z!S2!ZRaMYFJMLHI19uL0<|OxcZyG7*m6in)KIsQ>{&~@MO=Po$!_dedSL&AhL0ci8 zKbq~`ld_ob^LepyQo>sAa%96maOpDuo_lq+n;oY7XKB@$VU19pOtQ)4_IM0<*yDvvhC zb>I7q9tH1t)Fa*8XrT93g-3qx5Ea;2Xz*9KeNVQUJlBH?v`6b97aZcwP2W*o%IOAa z!=zhkl=6vyFEyU#IyYkiJYN-oxy4c@V(lx)7c^SC3nYaK=;_rzAWH88s>*O_DZ;66 zyeXJoW@&A4IOZQu3Kb?Lt%NsY$LoH((hEtns_t1Dfk`@goVVx0pp zjXyo|or3$UH=+C7e$gwEkKh#5vPD^2m^yg$X#S5FwuEY6MbnIw=zpL&E4pgdvP(Z( zz@WzHy0rf`d$~Es8B$%wO9W~~Ddq7v_rAu4!Svl}W1mlh4=H9FmAjjO7YLY%F4+T09M}8tU2(Go`6`)} z%BfSmpAaa4D(|6#eZ;qf+%J~|_=@arU>+J2lPN_2;?PA;Sew!?WRBi5g?JDqxn@&a zZQf@D_;Bg8GbMtyHi2@XQvl}k%YCSlYgyfV$C)LmP)!m2R)yc<{G6W*Q5gKHdCZD! z&R27XaPp(m$>0v z1CT>#2yrI(9!Tl{VQ}s`^2V%;Xo#Py*KU<*D%k zX^h0u!D<;9h)4+PvcMpNI=!GU;-W})$vI;3{xERCb;8-py4|bK*?%ss-$_xtC@_fB zA*;Xt11%x%=OS`Jd5+xSP(sC$T)srFDvj*{(!c~+Y^>=AAPdCb`mf*p*ZOuYU8641 zD7#YY70&$WLs#duzKZ0;``4^mzv_#->UPItKJ`4V`C_!FeD_A`I%%UvwW~KhGJfs( zafzo6F;}YJ4P_8&hIsX+f7%GFwV(mhVuwtxA9gDsaeCgmEPr7Fy+crmp^20EpB!D` zKKi2_X{h*rD|M1ITkG9K2Rp)DANeoN>L`D5q&m$Bv=+S&!B+N?`K>|onPS32KIyG* zA{%2i4sm00r+l%pkTP$#G=(GK=UatoD>f~A@ij7@C=)o&{F_0BFLnm%h!mR-obj=f z>ff;@EhL_XW$K{4lNB6f*vl-x5L8_cEIh4pKXM0i5(-mW zty2|}wjh_}-})em;Y`Oq?C)(bAOApUBIEA3+t@0W#8%km&HeL z->{gSlORX<;X#~b>2-2M*VIIHitmw^^Nx)+ebR|`9Ll|v8_Hu!WoTO3aj)K@Oq~QN zkUD>A75;?Im~ZO8v$JC%C~~XMbznp1B;2t86=V2OeWNXtL`isHk$Ab=pTx3+a6xy( zygd8Fg$JjM-jrth<=>==lrn@K69^;RJdh z_k*8N?_t;*vaLEeB`fz=TlB=W=!P#Fc#BYEn3s*v?VL?Ma(%dcXSY}XO5sBmLJVJ3 zU+G*Jx@RLj9|7xIKPpT+le!hIR@Ut>K@=t14h7qqU?e&fR6xHA;VfE2nZ!WJT2GY*o`XApaD>_9fc|~c|jM(qh z=G0H$?d75kYaB93qA~9@VRt26;GQ@HgC2reO#n5b;qUK<0G!gA1Fo+eM|R@&ooiww zT=vk-m|=|pYi?k+2+Run2{?URRp;LigvdGoL?sY1aPGFV9=et%l7qp)1g@!==!FB! zoVwJqDZ^Jhi4mC6oTJF_7K&>jDunA9+X5*AV7+F$2VYlJwO8gI|J1TZ8R8b$OGed;419Uie|huLxu>xt=+S4M-~HmDRBG+ zN}u<>jhKqLY@b{}DvN@;w=|`~EM6U;3PDcbBKf)Rcl@ivd3_Hg>V4P!z-O5k;}n`! zF#4Ji1DUuG)V3OvQykZHRq@`%X#IqxA(Nh_8R(Qbf9T-LsX#m`AAlw zR^IkpSfXXyo^1neqO7?^Nr!4y!xFsvt<}joSZf@itS_L@`rSO;69gE6KV6J(Wu(~& zEKRe=gQT;MBnDxXgXuO$S7*(noojeeFZbtrzFG@d{qh|Qm~Pg0fUI&&KlfX?I@|); z+ccXAJTsyDJca@{#{KHBLCE}`zb)7*f}WO6-8_50Wm=p=g4Zl+c%bj79?OB9GAthgtX z&iwvSNqhC78l~2#X($Nexj(s)eH)}fmhj(VQjUkZM|*<$EGS0l;TO)xz#oW2|H4e! zj_>_b)ki_t&<9{3GmeYbJ1f|YHl=^~Tps)z**C>aI0u=E+xsZ55-Pj_zqUp=V}r&$ zV-sf->mng2NoUTr>lMgs|KZ_)>vBmWN}7|2fpgo& znjpEV$ZAhJYHEa)nW0<1O6Rt0b%*LmHYu3)+fG)j+cMDWi^_{U#jyjohfI=pt|fN| z7(b36@{SV(-n@Zz*A(hFUySS6$kO8mNc=as)z{R3sPslRW0yL`#S=u*b!JyNd6k9u zG3^F_`st+iiADGH5zM#m1yt|k-TJo703VSF^IdVCc zZ;*04_2frO-OHw*z3Cs$_an<|@&C-mF3;~oKc=$K&!k0~TR?zv)FyYcX&by+tNC8Z z^=kZb{Gft2;ZC(rYPkbuWRF4c6+VZ5n%?9?h+qzXuBSK&iDyQ3dIGk{Sjp@2mAS_N z9|=894g_~F+wy-%fL4sVO2@!k3NAn(^;4y*-$~l< zvX3(g0`g|eCC=@8rEQ%rzOuABkAO^z^eUu|0GxP#%->Du*O*ZgFEuAppo@%y$6QU0d#lNG_7K&PN zXE3fz)(E|mpww<&dA?eqJ)iV(+#44vdBu+cDBy$6>Em?vkTDj(9Z+qA`r| zwvhxzQrZ+-rIjX9hetvh!ik?14qhW$`?~BFq>69PC1e5927H^JRliDkB-Cbn8*-g7 zsy_fWP5kR~luN87+1u9S$UP)?@_{igIR$)yGe)l&!8H`WD|a}3cHj>rl5~OI1b?3* zvuCyacB~=iP|>*F9CY6zhdq@N>4tH*{^0YS99WJLpTtF4)lA=f5l~i3YwP+Q>uh@3B+9fhGP&%rXaR08 zn3Y=}COt@4Thxl>)y)vcPz)zIWuKm{BE~ZNr(=EHOtke^ENvHw3^?uc;d-O(yMP7V zuqM?LTQ#fK3FY>TJB-7%p{TMu?d1x#%BLcAQn|96!?4D2kEzN)YMWG(WvkHM#p34+ zzgwaWETafX^qlqgjgpJ}#<6Gcf3U4`#`>7)O~BPG#To7sacW z;zP~5K0du8AVAB~R1{ceyur@-W_MB6s7^FKlMUIiyx#=Rxh_ z&d#TJwRMQ}f%XO2JKAM280{I7S~ehjbu3sAjnDwP#DAZbKh81Rj1WH}FXOp89$hV{ z9oF@={`@ZPuplQeCXMpO>*$P8T-JEJW{kGMV+nGT;Pyu1 z42J4Ndt&8M{-{^n!hG)#1YzF;Ccrg~S<;w)DQPMujS*6PBET{=!c`!Xi2?Rn?X>RgMi)P% zZbc__-HA|s&ubS23LEHOKq8n4$w*+ZXUW}FLof{{Wqe^X;wA6_;}w(kuM?O#=JIyl z4`G5#<WGmuqytCsfD?Relr=-D$=W%@3jj}Uw%(h>bi@z8!?Ua$j?YUsaMb9}lyt~Ygz zq53GCX|vzu8);WRTt9S?bK6WBvD+g-zT0^d2<*+bYA<#-+ll#O1-4Hkcz1cOq2T;u z*dCsG8dnOqg<2yZ7~E{YhDIY$6sX6L^R3QTRvzyc`h1e)3V6sCh&7lQ@pf{F>Q||d zUF-gzn3KSnh*|?yy4ytzwy$)8>2qP4+>(=(M5HL@wU6}otbX+Q>_L~4W3A>6+hs>W zL0+=1AYFS=<+yl}5*q*g;G2vA!s~TsMNUV{xWC|QE89S`Sx#WU-Z0M8Dh~v6-?GI^ zTA{F6-@o#e$Pbw3?rJBd_)qVZqkxx{7UvtGTTJNz6pZN-@V1`*b+1NhH7BoHZ_*7e zbMHt3@&cBhcqS9B07!qFZ}V|cs2qP7({VX*Yj(E#5athO4yejV!p-XXn z4PCxFhH9Z61o3@TOMfe0)!wU5HX;4eb>QT>K4auL7{fX)0Xe>L+K=`h=egDcY>mN` zR*paZ@+{bmfP!%Vs*8i2fyi}WuCH}y!;&rq91bIXAG0V4Qr|TB=44ZyjVQ)FFN8?P znTz*i+nH8Y9@zsKV-Rt`+I_akz@Lb7e?(>+JUc)fn6_fOszJ|xGhnt}M&y!+S0B1g zFC)$^GI*<7SpN*SgGRG?c)T?UK@%*7J(U#bG@7zqH^B|;JT=CZs)YyIfLWtDkor~} z{?2s$F57kBZA8or-^pFSQ!%OW06}7DE5`lZk;vaO0eqq1D`HR#bNv2$^r<*{ehWZV zNO1IG@#<%@cpsPNtw7G4Obw%jFLKO^Cj)qX)Q)A}VZY7rF`9S6Bu)}9=QnrqEtpf- zFXsTO;ty#Ss|5m-hv}O5L7Qc53+V=s@)u(|uFpgad!P#%wZzDg0+j&8eGEa&yrbcF zh+47hi<&8tQjkLDdfT%5V(D$?;;q8zLRi|pLa5nKK;u3)Q7LHZz#iqBt8ZrIj zB#+(J+cXv=ZTPL%VSL5Gw}@1>bKz;S8j$zjOnK40Um&VuS|H}fV41$y_Kde&x&^JDGFMsm zsd0MjUs4n?n_pXQ9p;Nyn;wiG1l(MuHt+y|vth>h;%n;j76=yKGn04`#1v=de0ZY@ z;E1(P-cXz(){2Dts7Iq_j0FZvNL{3u)|mSV*Fn+AtCVbzL`etPLh^+)@QTwKF1yLL zPhGQ1wHGgO>93E+R!VOyv1XjN(+Z=tjX@J?tQ9(=yX+M{r7^}H<4HNR7ax>cKLVZZ zs4b3xftEoSMBWK9U8MVj>)hpeAN4Y%xS#I_#pyG4(=kvL+&*{IT1mI)8_y}hW~yAV zF7IMHu8QXvfdbCV`OSRCMuXAawIuI99PI7il;@V)$CPx#L|?g-4qkQf7S6|b>p-mm zS4egJNt{;fhq@+TLf%Ry0?^WZ6FJ0p6K&9>EqdiccUbTd(p-L*7<|Bz&}J>Ix^D3< zp{+jAq+lZwRK2=GO2^C|y5UMcP5zJ_p+1?uQmk5S@q$Af75uvnAq3fb5~`$D4T&Yi zy;Gbz-@6Uel{}xQCHhYKyU7Q`b=vB^s*zKQWIYRGxsF0RAEkS-zt01ux+>PAs4HjJ zYFVB@?Y!66L~vf!^6!@&(-1SEpL$^U%! za8G>g#fYJve}rCq-d&UK&NA2RBAFi-vf}>$%MRKqJ&UoA0;TNW?cCkDHARVu9i7k; zj+#jkUi11uk~)M~YZN}^b$Y~zU-#u{TLkLhiaxL7wz$|-%o7FSZ6(e!h@3f`hi^%J z@lVW2g4{4J+NZnO>b5Y=aMn-K0Y)`&mu<;yiC=1fU6%j=&U9xbhN)XHV zFRSn9w8j!IkfvC47`BBbj>`$@!eTG&;F+~)?SF78^`6QYcx->d-mr{-S5Ajgs!?nL z_#Pm_kga7J7b;9^S(iZoMrX=)dpYh?rb?8DZi5)yAZ6MRi^;UwOVF@u0#X{z?8R!E z-N9wQ91^kp*{AJU+Qte~6_H1L)L--fJ z@2zDxku?Cb(Q;H6=!72JcxPrhz z;akPLGkntznKK9lB4p{h%~Imn>ePNFBu)%w)t9@Q02~+9a$|-aev&rQiU^FPR%lep zg_$|eYC!lX0G$c$2e4NH|1;G~B^mV~1kB!mCvn*i1e%cBHoTlwIB8Wth6Ogv2Z*Wi z48o)WZr?}B=%CKcH3$~DC>WOlOmM`h<{cOaUOk=_b6M}?RI53`U3Y0y86gUY-e(t;XIq41LNduYb!*SN z7D(uHRk9t)Kc{dV^snti;q zn+n%{*ecS~k>8N?!N*0XwNVsDJ_sV6x}qQ`Us-uOJ^$)%0KoD~dmNrt&W0)pP0oM{(Ll2Zviz6@AsgZB#5SsJl&vzI=RFx7)))mb0AL?1j(2 zaSV1rwy|0V$Wm(D8+d85+t3#peCPG32}aB>1pXr!l{EPj7z8aGw3kc7AN)a@hqsG_te4nWCrQ3tfpoCu*etVP zr7ur@eQ2Xn|23^g7QCwx=AgLc+5a;)19*vR%s~fl?gx9(d6Iq(3Ov#m`it+PA9gt# zpxgaGT&Uh#l6>H^>Py-g+`b&jW1r#75bedH$QkfoizCJlu~oo_Y)40rz>;RdY5#}%upwpTP^PQ9EumeKiYU+UW)wApENn+jJN(&ffXouY>PYl?@hY+wz-{1+)FPenZJ+v8yyS zx5ykTy94S#KzL<(>&#RQZC~!5Fk)lX2@VcuR21u=|Hp^yt<)J+if`L@a@j!7L}UFv z+y8FF*=0&kc9o?A?fvy>Lx8dc-&)4L03@IqU&Q?AY==$Ek0j9Ae+TnG-tn)Y0?ef) z;pw>7G-#3|DG)FTY<^wi?gqjP=zM*CqaS?qj*ak6=kaf=c<3e{6Th@wKeT|9MGKDu zGeiJe2aPg7b%@j2cnum+qs*h@t-ourn2=gh+;-Z@ zzh?FL?k&PYozT(x5Mn}np|#-Zqe!PVLffl(opu!UXzJD!k;@*+qiyKR)$fK0a(RT& zMf=k8i6+aJykk+0j+Yxetu50ApsK$b{kmfk^j3S2v3E@%1CctdTl%kEe`h+CqN|ld z{tgdNo6^{OUw7iGynuW~LH^2n>e#&a#U*9$K&SSNgx^3@YTwlghgo%dM!TV$t9{_B zDgciJt9PZ=oZM$BZgKGqbl;<6Mm(xdgf8wj-c)wtQ^7n1kdT*w_*3?wF9-F_LuJRc zV1{L^DQA9@4r)}hB$5uFTL>`K%pX}Vl(4+)adb!jwFfBenSE6Fagbk|<8J2aPvWA_ z&GBS4sIMkjr$cd(Yc9$gS4SX;7C)<2HKxLUo01K4NLfXygJ5bWx(XSSR+@L5cxSPm zC)fi~E0e-7gX*xNN%DT$>G0WSt4YT}QTP3a-9F`tQv~%FD=&|io=H;*3~-5=HhuCH z)3f*6z|$GMx`2>?XKI=adqfRcLQr$thij*VYZ&1ieJafAv> z^i0G7I0gGFb{yZBHTx-W0{ zRCpct%q<9z>9~#rkOcJG5`X~_n(iQul2}i1_)%KnOv+J_q3CLZgWX^B02;v2M2fHd zo-pXDIYCrbe%slQ33ig{1Sv<*Z%d4kMmsKK6{{358KIBh9bkh`N#ay@nn``N4mdl_ z1KwQoHNMo~+E(wXlOreByb5jgy)-G663S89`r9IN?M?y0}8Z~D-_SiNp7@x{}x zNPej()S$+P+{*81yv~TYYrEb#MZVnOb6g&mBwU4zB=Y_`Sg-*c`d--a#ZXXlCmbnl&6Dzf>OESEaulr8XOudsw`GK_dfoH;qO@d^L@>Z|;yAi}bP%a1RgZ?pu zI7Wf*DJKInaThLHYZRibb=`(ifm$VMxGLO-ejA2wYeF-h<2k z*~%m}ekc-n^?Je zs;oN!ny*(pCKZYMbquyed=IP8-&H?xIu>D%NPhzbaz~ zZ*`QTSg|Hd;P{=RWz;1;m3TH-Lo{7yb?GNB1CKF>Jlg@R<(bnz zoKKI;>mbgK#+6y`2t-vA7~FQA4H+)=$v!5smI0S?}9@4VcH z`L)Xwq^oXiD_+j1n$sVzEm`mGW!d9P2$prEIt2 z-~OZD9Z}75Nl<_`Gyp%ex!4RAf`5YNA$RO^{+>Cvbd&a?qTSBoxeLIz(XH1l*8`iV zWPh7#&*t`nVsXxUbXCj5U?S$-ohuOkk7TW6Cfx@dhQ5fIg9_pegj27J6xnwbT$wm~ z9kf#C3*0H}*z@u64S~q?j)4xZg7T40v!>TYs%8_BKGn%<2P2~x#Es;vVO5o^Jo`GT zd~tt4+2Z;sX5v^s{3gBWzI|GLH|H-2rCcxBrzgLo`5ny^x#J}VtguAh{G1BR8?FSW z1m7OM&&giPh_`$Lyqs33=Ir)U&JC&joSN1+)a$vgyTCqGNuA1FK{4!Y0cxH=1j&E_ zni!yPf#^Id)a;@ax8fCyjE!0k6ut-PVcI9t`0>3GhG1JwukW= zq}ydiq4a)dgRxzNuvb{FW6${%z!`U*6|;cfj90N<+LQ!yS>KW5Te?_*BDTCl`m|d+7)V zZdX#wF30A}sJYLo1(f}U0xAEisawz6%XLc47=68-{0(;?Fy=C7KL86K%ogiE44`d7fNbVmfv*u#k zA8GhquUhJ%2Gb{)`DDc2L*) zq7QxVTLU&!^WJtt84s?0l0H*uFw4d3L;xAKdoB=3>pzbtzkR~=i zV)gS4A<$56W3Gg@NFb~5T!(vml!za4zdY*Hdd2o(S}lYbLVGy>Xc)tT}|>dv*{Fke-*x!5+WjI`m#<({e`!z*e(A-vo8 zPmA2mjNQ$!%F6Z*8oqnR>R7R}1VmeSkm=;34|ceo9M9@xK!7w<_^tkDdM?;36BIr%qd{9!8$z1jAAZK zZzRUo6@uUIJJr#|vqW~}>vo-)%QmOI$OpC8*kiwNCjC6t7$r-^7}j{4%Ma5{GJ~I= zDowzriBJ*93)PG2-p1bo=k_ewcK+nk6(;~AE7H1a=8k&rQf38ISnY2tSIwRMmY=GV zulNSKNLsWa8+E({P_o?d!LOEa@Sadc>h|M8bLWJUUw7mW7zz9xhW{>|G@G9B7NN~t z!>sUeENyJ%GIR`pT-*QVz`+uw{)i73lY6d5Gv+YKl>gY-b;mo9W$>3t#lP_U>qUvw zE^I&&{ZNWwQe)D1cd16ki{FpXzs-uF4PSH3J>^r5%4dZWeODNvqPK`2KkHoau>J|T zz^}TtdS-3>b%y90T=80OZxB|qaLI|yJ(EL{fe&2a7&tE7YIyFXW)iK#kjl<}UPUBwgfYM7|9v_NpZ*0%0pg42e?X6#%PLjJW1>&gpNu(9HL%}lpS&^|nJK)j zyd=5}G1Xr;9|DjWI}gdPs?NbUf-cIpH1Eh9i3DpnfXqe6ILaR@n*L}{?A-XgC{LjE zB<`Z_aebKH9h3QPNgWTWCuBjR^LRf1R?dvKa)1pCm`7NUbT^Dk9=>4C=Z3F2YBMKo z{eSp$UoZh{J24No=xqfPv3+1cVI%f4i~cxP);l=&%j8|>VWGSJwAl^oxF^byk66`} z$q@%`<4DtgRp@io?<_p-v`!&9&2k)$5r)mEC?-3}qu`%J4( zwT*x8(waJdFF6HMIQa9LrO*4xR=NH;CL`*C;0#lkCNg5a+Fk$RU7Y16jFjyDP$hwnPqqQ zj~5p+s!soP<}Kr6fZ(4r5yC0mS?u7!fEWuaQoS3kP&0Vx>J$Ws+4Rfp ziwZ7QDUV;^e&mt&N0vRFql+E!{UPR?MVglviUD{s)9I(_Uts5EpPtqfAtS50!u|;E z$t@o|=5()Ni|yFD6au&J*}*i_{tLJfiAr)7^?5t+;a%VZ3aQM5%aNrZ-~vd*J;Z;4 z&l>&keuF=F31sc~wTTMys||!$_!Unqs1PexFWR?L+k_yBU|PDese4uN!@>3iCBOlc zUmu?Q>jEh|x(zTg;WkgQP~~J#+DQQe4sZn0=TjfKeFNgxUW?SKqyJfFUVZDThc3Xs zkZ*Eb0}X3#vY|Q>4%I)q2-nNNKGK(!-rga}iGNRPp!^)-`V_5HnC!ZCsi0a8(Iu@5 z318Nn#ObBDz^WdKF-Rkj6E3{V(F_qHk1@<~tDFy1Nzm?zkKdJ^hz^i`#eOA=2oL zH9K+ukg#!_7@Uy(b2`#M52E*3>);8>tj_rD7S=hj^$>)KXtOcTzUg&}5)lyS>H$no z!l8T5Hp_6CQ&WB?UjP(3DGMF4WYs>ng>Win&T$3eE#c+_?Whx>o*;6gF_{R_lvM8R zcg+zC)7q4J+3F`!wF`M(VCF*s{?=4!V}9MKuD~oZZzc8QeBUT}r@JJ(qZYm0_e+oT zReA7EKerH0Ij}!&HXSG!$Sg*1@eJz@}2a$W%l7CoU0Hf1u|!lmYsi zU)Kw&bs_m+OXTnTRtZK}@wa8Zqjq*{x@Q0w&aEi9HkyB$G6ZBPpPq?e=PyW#8|bwX zf!Pj>^UN~-vnuk?c+_9W>c@dWyN$=s|E`mwz5&@Z;tYao4%Uco159PGUu-c2@DPa1 z^c~qau;G%3Y4HEmxCh_pgOLCOI@^f-Yn-wsf-(pd#M9~rJIEVSJSg28%J8yJ?8*H4 zwNw+k?YvR*enWoUFKLYo9t`YB7z%%U=3Ite33YP^-0Zl=*;jUN%Y(-Opc5eV83JtBoHoJ=Bze8}YP$Fo+W{85Ak2QY)GJbf6~{ zU?Rhi8!tmI4TsJoU3lv>RXS zFVmsmda#1SXA>KqL)>ao&o`I_K+~=0tHMJtw;q@08|ggqCSWA?{McP# zd$3k>;BOBM4yZrS%?MFpMUB?>m-1Y@epusr;0SX0MjP$(`mpmx-M`Bjm&jXTeG&_1 z|3}lg$20l&fBf6YI$G(ly)=sEJDDY$QcOCDF`A z&N=4LlEdaWXJZZ@vjS;`*8btIB^TyaZ zzW*em@dU5NLpfBqSaSJX%YrOmD|&xiH}lm5H0E5~=JEfgpp;1{+aBUV=8sC2cC79* z4GhtH9dbXa)yz{MBtDJ^q1z~{`7hiz1yR<#GoSVp<#yld6^nD*-n$}?7gEY?f)ebHUN1uwxMX{4yN5(j75QXE{x-U{LKA|EC}b*1&4S1 zOZOwz2=w0SnvyA&U?W88OdnytJ4JBs&N{P&L>H&9>8V!-yRV6J^zWA`pg)WNTH@u2 z?b6IRc3*m#<!!UmuKLuoALm z7WOCSo=~__6-ghsiS&<`>>JRD@cwS`s5=xP-b@@{vm1p;e^TYzyBLVcwwYS02yXx+{uhLYIZUcqml)z69@W>-q zxjI*R@`LC$leq7i-@2-@>~F>d62&B=`xd^gSEvEQ`9Xfq{5A>aR5(Q>hgyQEQm6I} zX~uz#^eqEVe8_%5Fn~fFshL`j1E1S`p%@r?iJI@QZ&#+!HC_rsTP3er-nKut{~d9( z*d^&3*we6@9%$j7z%vf3@#jL!@M6vK|9I{Y9OOqWY^|BnR$646PaO%!llt9$A(YDf ztj$wS7PYDW8Z$e03k3gho}NqVIG@Q@)V1p6{g1mv_GpbZId-;LIb!6385qE_lyH0H|WNL&wtHyD>Wz3ZN{_lV#as7*w)E&25#gxyY@GM z5PXCgip`i%h+3Sqd)6xp(eCEO9m>9R$otPcVWhbud81Yg-ZpU>)nvd+tac?*!yaq>s^mu z?Z0{&Ilh6BVzdF_*=mZjO}hr*K7dq+D2rfh*Etm;Q1)M4sl9lm%#?TZ6g)OU)HoTc z^eolW4srC)m4Ba}QrwJ@asO9iZYmr#`SZd+6YKH%yhY*#A{=So?CLXhYm8R(q0Bp0 z&nn4<7uw4Rk0GQUm(B%8%eLX3q+L@v16B*{s!rrgd)JUWb7|#QeBTQ~dRz>CuYL!^ zNNrzMCg=yt%=!QYJ^dPB?{%xt7fkoDY^q0kW>zrruHpcj2a=BAx!~{duxY?OfP6Sn zqB@uhbq5CjKdWkb(SrolK-jU>6sO_(-G4{${Sz(a`Hxx$!fu-GMoz?TIDp=uY199jukMYB$QH6Njk z?MDtyH?G82ixP9_e}+5FMwy#1|2&s&MqpWa31 zHm85p)5~(fKfWBlbMQt}X}PxnVhJAo^9WoL48aJ*kUnaJ#(~!1teymbHcdGBr`0gaj!P;Z4g-2u|mT-*adZ z<nGND8W@~AF!y(2?x#KrmW-rb zvc3x>O^52-Uf!?we?jcAEoIJ4UL&eIQ@MWT)1!z`AKma6c7%V^T`_S8ln3Zm&=nU( zbn0AzS-jYIqW#Nk!7p^E4#)9hhI^h;T6(eK%=ez+-9p`K9ng{pV}}tLeMI_9i6U z0+4(w##Z|9@$s4=-of$ zY`#DdJ(`_p$GPOck6r3H;9a{3yDEgz;8JuwEI%3S%agkRtNjn=cZN%$dncO*DKY+r zVEfy&-o3054D(+c@O6;hUX9C1#HC8@JsoZdvB`R)1(ImL`ay7^OZW9>)T7&Uul1+u zsaX&dVG~4MAkFbzo+CANcoceF0D1L9QO4p(Es)OVZbN@v_~3}?a!3CXb(ie1O<5qV z#+hJ4gmcsi1iQY?0={?0!*IeYmJqM2PpY0RQ3Oq@E>kR~C2aZCVh(|{AX{0r4SoGl zQ^s@T9rE6~hWDR)Jb^D4!wIdJDFjlf;!L?iA-c(k)z&uFY{Y7KAl=!QmyKN`T-}vO zYJnIQ)T1GzH=NZt+>ZwMw6GAiovU8C!@QWU-!wRFxM%2M`;dz435WLW=bi^cQhOyN+8vZ94r*i_t&TDD>?+V8h@2;immsops8JuybUZBy3 zWNE(9Ou+cr9K%+CEczxphwu~A-mANl7g0ENWO9n=XB%z$h9)av7%Mi7!-JIz zMMgW@qRit0X=wLnNZDOR=%xXxX)?|P0=2RWhn`CltrVL`VZ+GTl~TwA83^Z@h`1*P zahTjDls0xb<4>#9=Au8l84Q2Rajv$gB@1}fzUL8A?&_lC*Ptg|z6fK&u!Gfo8Yba# z7)7zpzMA;iE#ay9$k@eoh$P?_wR~~3`2P;9woW;;I5ytJY#}$#Y27;@D~QVN}U-|oZN;ln!j&b zPa`sV$Z&HPQ>&uT3S~u)10yz10`T0a-8VcMDRDsmelcQGsdkNA|3IfWi(+a-4=wk4 z2sQ__gmjgf6#)>JNma4Ug!4fNGkXHpGHjY9(A>Ypq%SEo#?(BW?e6=S4yYFB#j^Rm ztWb*HrQ3Hv5RXAc1@owh2Tv`vWY!8>{d0>W(O`Znod#Ykx)pVZ%md zU*LPurRrV>JNe2sB%!|1`B-Lqyz1}gwv~t~dVgQu5$oXYhko@5qw0C?-Zry)`o9@W zbpnz&EWh*KRYgC0X;JeVoNkC1Q50L$7UA;-XH%vt1j6n3OQhyTf``w*{EZ%1;o6k> zJ)>c^Tl@$QKq&~VhB_>Lo{suNyPtYDw8`J30^zc`sWf>3JAthj&Mysz*RpJ7W{BV3 zju*L3d04UYX;cI!w0Y*K_6&kphx}BHSi?awHVgKrYJQvkeqm^ zn@L5U_FsbEI#IO0>qv!!I|g}lqu)P8|2*!X&CO`NvHLr3((;ORKD^skux8t)&VHI# zT=VbaJB4tD`-G1{meIQKisX)SaDPl>I6EjUggW~~Fr$dhcNtwU0}_Us!{9o0g?7uQ z+G_<-J+LPvpgd#p$d{fW2ZfZk>D}e`ysC08a;m6PrBT+Vv+MD7oPXXQYvYRSfCgUN z{d7o9_k;TYp}rotZu_f)9ze>${!T^_q$I_6nvR%)>~3a2zwz_=8QW$04oYHYZWR*e zI*`phB0f_+vij3}+7M<{Uv|P$-~Id-K4IHMZkH_@WhZ*;KCxvEQ<(f ziOXArM2yJ^o>Vp1#X9jXM?*OA9yQgVm}WkC71}vZgCGp9PO0MF-?A%>J5;i@LG z;zjk8E;+Xj(0hX`9S^QcJ1^nhFAA#EGtBjbEk*QQ=G7xv)@f$hFR}Y}hl`yTFL%Mb znRD7y%C`TB7}s0YDdL3rj%yI(ygQ>>S2$`5KjBpw(0JSjN%*_u z9i-OvCSz}B8Wk@Vvqyq5H8a}2bl1s{vcAEw$u(_F(+rDtyLhhT&BXK(PjZhSZVXcr z9*k7aoVyC{HDf`^dV^M4^!QH{-?mWEODX(saMz`mDa@$uL?fm5HtLL&3KVYoyL1}! zF@05~gSFSi40BiWq!C8=7x1V>WUXV>RW-N-%q;Ph!_XZ~4j8dU*w(A(ZZnJqie24X z&`nTflC=yzP_0*V?D4aKNH2&)P1m?{csDNHa6m#~Tm#E#5Z+g#7emXy{-V-VhVCNY zd;7|jn2uIGrfc9$tvO^VXQY{JS64N2&V!)!C+pL{b8d^WLYGT!j9WPC|avjz_~Dr(_i8>r61pa#+s2r(dtv9i zx^c9W-MIk%f-%#Y5`KXz4_~| z)Zy%~p;Oamtb^%`NRHJIaK8C=LaWV00Zew;@Z2J(4FC^p6A)!q_uae0>^lW&+DtL% z+Pg-jDR*pX^aH(5@rt|(mjDiuv@hOLY&cn}tJ%pBE+oVj^?M8ERFPflrb-`WL6orO zrdcO-L)Qey(C)cZ!QgfO&u&I(7`$s?Z1nX^s)z(5F8K0;ic7<{%onu);*qhLnG1F) z54#4X2Qc3)7CR*^$biBL33B95f#s02n20Q=owU37s!m5oL*W+v1;HM|s}kt21k z+{PN3R&H0y|~!jCURem!$^OI5kLDR73y>srrVmJsi%t zzd zx<48vU#L4`y)L}cC19*>#RZ6;Cn_UnY`NvIQz|!%g9VG|NAP)n7!p_gOnz?Ynn^8k z&+f}VVBJp*jwXrDb4;lex+sTRj(e9-auGI8OVs4u2XvC{>aJrePYxm|E^uX8t*-(1 z6v!m>XiMjI5Q(YM_lAlXcrgZG_O^!YsJ7r57NkcnzFawzGXHG0YsG8AGad>Gf4*mA z&m8k|L`D@&M68V6$3+f$H<_oOLU-%uKMB*xuCGq+D+fDVTo?CY!&Iq0EZ{!HbFIR) zhp1~<;qOzB>7&FFOjJs*n}>&}KIwB0@}bTVU%8ufegBRv z?k3f0yKZ8Ie>i6cskmfa-S!tcXZuEA@d-uRPx_yovJ*q$n-Ob>#05d?J{8&5!|$&t z?rEWc1Ybf^PdeQU5~Z>*-fcfkN{U+GhsV1|^~SyXqS^1ozruG8 z%&Z-}x7u4;028bp-&9(mrgBX2&RRoPu4*c^AXRf(6^2(rK5$!D zSzN2&draS54LY%;9tLm_B0XMc{2=drFrnUWwwI<_{W1MYJb5QLw|xI0?(>lA$1-3b zl!Z_x>Nl5GvtaFfurvEpjh5^kZ2z%x9Iz_Ev+nM^s+SS~U*(zD`5E#BXZ4JdQ((eU zq1s&kS;Hmx)wCdwnSHm_H__AY##pM5a^K?WG{*DCKD|+U4ykrN77@=ABH8Nd7EWh< zjeauZdnmD>-d1+Egd7gbhk6I0H^1W_n@ag^IWXZNHHH8+f*hzo{H=u($(nfAFPD{) zFGO%wi&J~sEQ*r*<`gH?no6%t^+tN{8<5!2G<~%1$q1Dc73mcdBBT@5_^wRRq^}E!|+Q_VLv?uzsrkkQaEq-lKT}X|E6E4p< zp>fu^?V>EpjsZjaYY|M{_N(is9-bJwqO$fwdkbrNC&w-01X2MtccXe=8MVl=TC4l+ z?vdb94M)GOM<=xFO3$?Xo$UIIIJXvvaOjfRDD6| zUL4$ZQTJC%E}2l@;YhK}VW0w}hfB3|;W#n*OvKP3k z`kIf8v0pFQ-FCaG@Rc>~?Bo4eVLTrzF>xJ3-W?Lyq<6V5BKBPw(&*I<@xh!4@Bil2 z-1|AlBK1!fHMPa*emwfX%;$l;%I?P!?u7xIOf+#tZBrechLWU|6*-#+Y=-C?A+GzNPl@$P$h1J#(a`HRP4sz$w&eS^(17 zVNZ?8QaiiRiYJ7dRRksfri$FNYy50r&G|MkE9M^hTMS`cb^3b$ZS)~|(N(|cJnQwZ z+fL^u6f}Mx(i+X?`@&{-$x-qz4*1GCrxr6$%ad|nzSnc_kz7hmktW_zVf+aiy@}s| zAX&(MB;2`ls*Dyl;B`!Ltq0eCj9CF;m_Cz;9az?*uEd3W!Qz-qx97lh&A(<2(3F^; zHmD&X#auG>gDTy{(MYFVNx@YNz50x^`2y3)5DLp?_LG){)&pr8mJg+{+eK*}d1^ zvVZWZlu!2k+-ENM1EGjTtOD}2DfHKO>2`pFH?w3IeRC@g-{Ic(d}a(i(LPJVODw4r z26GYlnIlTK^2!){%OEn-Z$F6;or`N|AoFP#b!A_#Q@czW-wQ2&yRX8Yd5R?WwRFV$ z`d1r4yKm3PDR0A$P&b2A)X%|SmGQ2z6Xj--_mQUHvGvOpPRYYUm7fesO)v|wBGA-@ z`Nri3D9gQk+XvD__W^I5z!@}uR*F6BV~YEGYN}!Kb?}0irM8)0?XMZHlgwD-Cqk_N z)XS%b94%01X@jPrw;Yf#xa;abOyR77vIYAQI!F9#bns)nQwm4p4@x^3%i0M)#Fr=2 z{*c-Ks4YUb=G&OEmuFvTi+?-RKV_-#s5doCt!XUPv#xx)~v1zT#Irq%*s&7)ud zJ!IMS_ge2+N&CgmV;3sSFK)ei$*>Uy2Mv*EfxFI1mV8N3jXG0FNBA)OPQqI{J&PPa zrTP-$*J0mjBA~(`!%q}Ye*c7{QBg8pt&4jR@bM76vRQwV8jKYsTocZ>47%YyYaE*@ z4AV@RYwri`5t6=~VKZpfqv%yqq`HK&uHUR4ArroZ_xTqInfGSZ6ario{CjRIq($Rk zgc0U}76l0%c@P>{i2N%{B#EPfP!Ct2J%OyWTt-5rf|l&8PQl#pmk&ngKkZr_ zc5OjH@yBiX0Jxu^!5_=6d9k3Xz`fReT)ptLnLlha^7FhEC!Y1|bCuameX_qa?@P^% z!`MHaj{~Tf4bp+G!~+iT`SLp1blea3M>L%f%12=T{@Sn{-kiCblQ~Vm=uu*qUbsut zLN|@z`tF?}*Dp7;tP6pxkrK%T5qm;o+a zyn-QbkBRD*r7i1Ge@Xjr?cLr#RDur^4{?RCKOM^s?MnQA0vvV|nCwZL`e)AEbj4k7 zyc13Rxwl2ZFr#ZH`lY8qV@X@B%|xtO>~;3Q-KMJvtkMUy?~ zv--5{yD!33uMP{S1b?1*e^>90y5QsZxDzUpONyNe^;TD-NTL?YMNGRwc+$UXRGi7! zc>mzpvGTN&x7CR*>5~Sd`4@Zcf7tniax4(kr!HFK&TA1xxkbE`S*GMXdrg=k>MVye zTlboH^Aq~eI?x$iG!<8MrF<`}5c)54@sUTKW>@0_x;T zU{={{2#RDa6Xqw+2{5#7G4E>&vXVb<7hcQSyXX4r&Y?Wbhp>={$kYt<(}dK@u?x#Z zsmDkgeR5~ttgJ>a&3Z6Ct8kuvz~1Y~?4G?+RhTpGqXo`8gV==cG~JyOr~Oe}VY-vs zIkPRts-#Ht66xj&c)zv?k}i5rGKN*_(z$M^OUl}_yV|h4eb6@$W!Km|(2?5)(DedM zKO17!D#o8dUN22~k{vR%jm{g8{0LuW@kX%jaL3*_@ZeiC!c^?C#*pOVJa%S=<4x!> zMf0!VmMFE$Q2Z{vHdb;uhswf`=B{->Fs^~2l<#XZ!!+viFTX<8>{PwLZaqWCu$pIr zURycd;yR97YLIisQvJ|baBI_Ch;!t|8ROYKFGVDENFKY%xWiRd2LojN0utUT>%Cun z^Bqt%PX{#Kf`o-$&QH&>y2!{|evhY0Gas_FjtTdC++!i5kfSjkzUsa%z6zp!k#g>j zrr?m)>A>RB=d{(Ewsav?>T+Q%$L&6Z=szXm%27nBJ*G8t+hHDx-XL%k5|c0oLn*P9 z$lLKd$o23PV7cR4#Ho69hspI`f?UpidMTDRIE`yWf2E@f&HlxyxR*U)=2f@CgItCw zzL0xl-uSn}{1G}`YUiUZb&%wX$u~r_zSiRmA^H9;b@x72l@y2Kr%H2Yy5YCgZv>v+ zM?0#?k!0sx>C7m!w8n>cftROHb7RX{dS)0plHd=Ewsyf4^l0&i`*~e{6PK;|I`X$j|kgYY53i_Q11X195BR{!R@&rH-wC&zazx{HRiO)d~ zHl(p}cHVTdeYZejf4^iZqZ$|sojONA3EyhRzb>FY^=`U@9ZlA(U!}mbfP>YYQ|M(r zc*BQO87qI5&fLsYEt@;#w@hJSg?LI~S@;%$N6x*M>XVmQ@)Nd~u*!bh|6fP64j~`T zndI{6jm>jIGp7C2Tu0y0^c&m8io-ARinqWu*LeiN`iJk_wgU4=veCb36n1?6kj(=9 zYX4ao<*1go<)a&lsWM<76gAuy-FTKxiZH?2oRy0YfT&L6O~JcLa9TXpj4+3*1tL3Ld}&T66+t zT>j&DaM1EneKAXEH5v1qmvrpo*7JLLGwyQORS+*#h48_P*r7*%RN~!>q+o9&+$G zGg$r>Rs1b3?s}@)zMrP=)@BMq==2w3i)i)q&=sM}2=}J!Npf7hB-u=?z zP-0dw>LOf2>=X=(e|cH>Us(Jlp{JaGng?de8oDYiM46Au2xKLhnQkS;Jd}c4IO)Sq zwEci#uVB#fl}`ef94Xa=TZI=XJv&t;bx>x4>XUpQr%b%uaZ;WnLi@~__@-#h?vZz6 zA6f{{hP8pAXUrmU{Z90r?Qp3(OY&_r!`pC*XAc6{Hu8&xeq7*W<^@i$K18quL==*r zO{vy5Kh2#)UrlIH1e)^iyTpcIA~Pi+FgKe%saxS0bC*tnSiWlXQK>6-3c-8sPk|C+ zEOnBCi-=BXCT1)X_ith5bs{v7#T?=(krmVoM zhe1yPyWV6ezx|?^??VIrcP0um=$5 za?-er6^cT8%&Ux~%|#i8n+UByjAgW9z@F$UhoXqUAALA-Svz9V0K{`_ol<+SN^=_r z^jY0Q?#x!l7A3Qf`*K#!QMZh@e|HR-=Yz{SGlgAhqK_(*-ctVME`$BJ0JxGReU4c0 z4S!yQ|0u969M6G?e7%l51{9_fS(@$cCS}H>$iLCuAOP`@D=Av@7ISY0NMJPITAsi6 z!`(S3s_|Y0*>uz5rY{G96KB%ON{sAG?vPU>B&U>Gyi6#gDpTmm({O7{8r6UdVFXUDW>0 zw)VyuDnyP>AgT#E6TOlCO|@?^-?aI$0q)FTn6_|2t3J$#Bf>+kE)>xR;7}g!w0XY} zc%^J7$hJ=PVUUE2^0&Z1R&i;V{851WYsXfEZ{eUl+m-~4H@e;5tu#j zQV=4y%=Bl7nrT?-rAQ3f$n{+2WEz8 zLc=-xLyp6aH?IHqvd3#W;{k>R+Q=V;;rfS5jD=Rgv)WERDhbvbjnxnsOB7K*s77q}kCSEZ67=nt^HyY{ zn)Gf~TGra~o!`oyFDn{ASKAkWQh{Grtng23Kty?_f5S)h60Y4)VIKTrQjm?EnieQk> z$IK%9o*6WDWx{JnF5U6c&vIh!L8d0S^SS3MhV*{i^_fq6Sk<4s z_C{K41YN&)rqg!^HWbKvFN1Htq3gcvi?HW3+)A}ez?2vLSub1O_3bwIyS4F4qzZOB z`e@toWcr_W7<-l%c|4(P+fQCjBEq=L{CP_k>`ufp%6;HUMCyUAn3s# zS7K~Q0cLDswlTT>_X#+WWK|s3%^QbNDl88l{D%L0%Mj{s1 zwBO)%@|wp5LqTJkrVv%b`3K4yf}1^zq}7|$gPUr5=5RE!LY2dq6WczQ8Chs{;oyH0 z&VQpvUi|)SvYEF=VGr-##9UFbiQ?D3{2<-_qYF8?c4@esel~itDv+|M+b=yiQ?q@s z(|O>K9a|b_{#7tgCb|@7_n#oo-S5oYe(EftUAT;lK^b1hFIUby@s*T$cD`f#IhlE8 zCs5)c&$@cc`<*muPW9@# zVR80b9n!~fs;!KL5V?)dP*X%PR*Td*(*wD|KDh*HWBS)|bfIAI4J;8`>7PhHnxF4} z?w4DS4n-Nd_E3KP59^Z>JLDv38vzzF(~ge|_3-r=iL0s-lkUivx;c(W7qb8jK7Iw5 zv{aY8OmF7j#`fJ=?p8Z}n&`sEGeNQ4Tc!SaZgox;AGqt?vnOr2-flJIz2{m+U0=*b zyW#&Fm_>~*XWIQw2x^;h)*rx6 zjFyt=-4E!xqFnVG^HpQLetQ%8_6MB?6$7v8@ABlXU$fWjbd%07JI8g6z>~bz84Y(6m?%*RPPLXX|su zL2)H^#7s<#++pFT-8#ZA(WHi#Y|6*6b{FI| zBeOG+c5bEQD938{u?Z1{<8omI*KaR_R{7v`&|Q6{0|VjA-F>GgQ)YwW&mH!DYSiMQ z^C3^>VxsN4H?Nrvqb-_*-C&=24Do2{lCz)Bq00AEqla;-&jiMbS@p*(UFOf^C!YYm zcDcdyj)>0H?9yM|TKQ89zi>j}(uoyq^GRu3uH;e-C~9U5xVR9XNB@i7nDBYocWY&! zB4XSRRt;&>TTZ|D!3qzhz*(QX^1zZGS96XCKfRMB{oDOicEv}RRwI2h2Gl^^Z^m`(#HT`HHq{JEY`^OFENC)n97c@`L7#PVHU>r~guZX%H&D*zl z0X2+*rvHW>eLb;@|4}#nGqOCtKt=Xlh!2r4J|$3bd&#|QB3wDB(}qeud1X1Pq1>#x zO5C4|e7Etb)j$s}>ZF7s`fJA;^QntL}%7zi&8R!_V^%jR=L&d z%nthX0KU#fr}rAuhU^0!!^NpuCog+E`D<3LJr?uLp2s;5FLqWL$a@=SlpqPZNz5S? zS!2^j20au{CbS>QUoyc9RwyZ2`b6Qz2AznTu0j35kaAOE>^{-F=L-2*mcgXsFP;EQ zw|5AV%L!jBDYwn@@pH#S&e2+jnYC@n2KVYnpI@w0C7~J!6#c`%0-z?~Q46Qz>{nVpA=@_6jGFO0Kx%hd`wQ6QQsP zy*mH5d3HzF&|=ZiifZREoIwgs%H$`@sw~iE`v+ChG(qRZRV|$2M#dbIyiNjPEqgQl zOiI)oMSOp&MR%SG{us=1&T9?)-CJ&S7&MSTkMh|d`t-=QOEu2LZ3iQY7_$K}E{a0L z*juWH-qy`Dm2;N~FGgc&fix818I5BBOcTP)JGu?Xj{Izr(y4m}8@q$+-ffi~?2bsy zN;Y!-JrQMVSNh0NQTjubq_iEU^U9;$<^$De^rHD5(A!qIv;?>kbC@TDg>p<~OrWjVzZ6;FrS*Na=>oK_R#$x>Bg}!@{os?-uo2*&ZeZAA0vP25kt28fA~Oi zYsWq&UHi1V$&eKlt}wV{A)~a*cYF>o=BYi~{R(Wx(M|EDUzkr*!1d(~ivJ`T-nK#0 zw(=zlZxeV0FPR)7mp_nLgogsK*Es{s^WN$;n2xUKmfoVqCAyZf3wmm-Lgjf{%F|!If;;1G}(pO_B)WxxcdNFO7YuQbhbJKhm)p{ZCPBXI@bE zs0QrDI|#9^WT#|5X^iuj|D1Li_1D;X@6V&cQ|raXwEqN-o$k7FJxB+^2{J$1i4rzNmME(UB@eNTs$1+UWK8mIN>-p{G*Kf z4rP|yQqAxRU^jh9y5-p>B2hC+j7!jQI`AdByDSLLe2#<2YPy$Yf<EvLJ9T+2zbwsUDzm#awGA7rTV)&&*!nmkB)86XmSP@EAAIW zBrN#N`?km&oO7!SUxr>F=Rhzaja{$gZ5U@-Q@(<*R+L!4t@+b9{!CyNhrj)N{TY!h zb`)Y|MX#zMrrN!%14>Z=NDDqgQNV{V)9yU8xRU#hS^kd5xkKNZb=J9@(=9c&Y>3DU z(e0s9idsEUP}g-+>1DCUYMW`^pdg|*{wz^GS`RW;wR?H z@V&ZV$b5`~YSdquu$HlSvfCRQ^9tMfp-#k<1 zR%TX@hJz!K4|@;is|&&!5%(fJbAG|_#{?yc`B8^Zzte+*^_Z88=w2tc_dTF%0;Fql zeMAM_W^hn()MB$Dz0aV}rA(o^2Ka3+1VMheiE6f&!9zHHasqxtee@P)?nKQ%9{H6x z0cu!Kd{Ff=Aut=j2%Vx3!P@yfQl4Bg{<}T<`uq!y!u;*o_6+d1Kw!4_-;WhJ`4LyA zJU!;m7TnBBcna_=T7ASVRY@Yp|F&M@VYgegejmsh8+Z5Z--c!x6V?j0U&U^oXz7>t zd}2=&8{3&1t;li*D6sW^OgL}zq~4GH>U}O|P&nXGM~h)@v%oEk1pf`JtPahfg-AI#h*m&aFbvlC2O@x$x)AG;30mo{ zn$(k!{ypeax6Lx_5vD~}et>Xtjq?g`bLHw3`UaoVyaj{e2-kxVf-_8*PGR4BOahYftJsWe*y zIzM0aHB43!L!awN=fSdHL>$OJFxu&9(7c#Z=d}r&I24FXPtOq#xYss+{c+!Wcti#5 zca9~mj=iOb2!c&(UEXNY_xPU)eMgFeUx}T)?`y-9x6=2;(7U};E6ADyX5L1v4ZOsO zA@kL<=3L_D5)dh6diCg-5aT={W3X#B$_iN{OQ~eKm(1R|C}n zSO>JFI?0Pj2n5mkt)ieja*MCzgO<9a zi6ow}hM>Wyf3F~L52Bn_D0GMiyy5?fX(U?u4bOLe4IBymxT7V;@l5ZaMHUb<`I9>F>C3ED>w5AJ zn2wekb3urnd$gn|2&~NyYF#cL>;zYU+UDvTZ|G4ZoA^rdTG8Il(hKCQQy2Vf);X?2 zgJkT2a31*U@MjUJx)ENcOglb;P@tJJc{%4%L_ZcmSSxHxp8XW2-X7e%R~B3m9g2vI z-!pl5km)o(G_)BoG&cNiXGFekkQ$=?6 z|9LOhoWkQs4+Q(9M%vEq@xbOC5+Z9g zmDKk2fc=soPx1TowpI-U0bXy@?O=Lz4<1!~^h+qwws!q>?OcFi0+pLKsk(!uGoEUN zQs|`!9Z=6R!^V&N1Z>IOO`^mSv-Q(G=dTr!SWGaDbCzqhXVcOhJE zsm~+xo+F3Kv?k!tk=~FRKSxdo_)v@415dJqUAkT7EqNIAPLTYXP+wUHuBOwoHTKDM zI^3GggHX`y2XxoS9yNGD*T=M`Z90q1tKM3-e-P=!QVP)#WP?_rnS-FyP2;UytYNk6 zR*?1sbzyMuor16?bSDX~BybL$R1HK4W<7VI@9t@3=*A~p4FJPjJVtshNiEvyo2c|7 z=Q&f%9Y3|!ze$%>>1F<24cN)gb2DK66lLk8<|hhn^n+l%wRNvyME`A@pIvpj`uM92 z-s4vx1CH$|nCU|ae6EA~C4-+T^6B4IrOOiH`tp0X4LViE8Yi3-n7v#jLNG;}s<{t-g0Y?83DVg-{xUFw*|uZq+tGn87@8dri8X!N-;!(ZEN9 zRtYsl$~^-J5wwu%paQgCt7P2u9$a4NEM@u^?xjFFyJ%PSg3kJ(;Uag-( z+y<%;9u1(v)U@#OtRvPg3yA(ngwgv09CUNub{^#>>FD9jLC#k!meBP<| zW{pmY&k@?5g;&eX!ib>XOD2Y7lVsP!B-@JMYrqy5~j@H zOMVKvE@C;X62abacoIRdPfVvE)rAzhN_UxgW5uzB9Hn_{!#zIQpfzyAWi7kvH8PB? z^RS30pZCW}MWx%jZ!6*QghCl5BheV|vY#*xbVLvBSi^S$ ztH?fhJIWpYfJhQrwKERYQ)lHx@M800e-&VDCK08In~G;Na^kw(&cP*0O_fdYA-198 zu8txHf1@vznL(=ZI)80-xQBT^jjc_wxsN!AncRhJ59OR;Kqc3LeD!crdhtDiW2B+0 z6)I8@vw*BeI{G&Zy)<+*iMz@Sp?rhf-%v5!z>&{Q9VWg9Mr_4i?6!g}Rw3#fFPnRc z;E@K5%LUt+chh1_-w0K2v<;LHgWjayyI|C=cS>iMzv+#9v(3DAdqjLe(nx&-&|F2 zp0lvOA<6-VnNlq@8(!)T4e}(X5N&TPhB;9PMF5T>2C2F#0<5_p5+sftVK_-tJ5@nD zvo>oOy4+D(A+`OOAF$Ho5tUxl?ydaDUH}DzVjh2wXOMuTX|dSoaWjWgQy3mIkL}lw zyC#nywr+D!!oeQSSh2^@l>4Ir&P;6HpOp&$l76Tw?bW;B`6pxOT8kKgkP+@{^P`Hu zP)>d=7|h&p)4Y=Swc!K=M0lj~+qWFmtz7I$ekP(okhylrm?_yqF<$K&#L>^8t*qbQ zX9Z+h^ij%a?pz>_qwLzlMJe52D%>d9niV|MQUpNJO5XC0>T@8EpD^}kHAU>%1PK*X zKaZ##_*;4H#FQEJDp(fJ$RDox#6eNZoS$H=V zMo~Q!b#r#}z_)JIzHnpCKg=8e1QQ`xS$%rQ zQ=fM(ynj@&?Rp|c2D61}H=V+xRL4G-P*S}XFGe~Hi+VPXvbKyn*8_}d^DG`#Qqb1u ztbajcj5}wa<=r(@SE$lE#b6eIpNNK7h)VRM?KNPJjk04@XB=lp-=Lhk2R(sC zylFtt8yzh41pzV;WM1`uAsw0r&rDxWaj&clYT1`x03 zWAqc2#Ww|4+mY@>*EV0_XY;XgP+~^r0w`s`JjLF%Q@wy308kHAq@_EoTWd!_;fw z#@xK&-1kxiRxMYkHlJ#xHn&{D^}X%Nd%3j_xiT(r-tGeYDn^LJWr|)m!O4C%0c3mP z$4P4AYRWm2kVF@zr>0qw44B$F_Ih|$J4PW{VRwlU8gmfD2pen`?%ge4xjx6Ova`S9 z%sNeP9{}*6%vfb2v$vb|?k;WFO=>gUrp&mjhCieLsox%QtW9+~-}k5L2%Mi`jsq7b z4<5JG7(DcZCWQL2qm7R-EsoD1HVZ9`z%=FDR`=(8>r$Tkq!MP#i~Os?X5a3Vs_b+u;N|p$0v3~dN z-P1D27xcYy|22XF+qzqcTJ-Iwl%MQ&bcRA!ck?a}?GJj7-3$U^)2=(%|N6fGdliK0 zh4F)O{zCXcsk5M{i%DnU_d2fst3|~pQErcM@OM8BH(Q+r-RsMQF5^r^T`c>U26eHn zUoZ3rc|FBpp+Cs4(|t$Q#ie39y8od5Ag^EP+V$m@Z~TLB)XL*Ez|An9Wa*RPsCDZV z`5?dUS}`0oZ%?{g5=TASmS4>4huYU4OFtQ+^|k+VzjYvHo5Q=Ph>P0#&>^etiSth*t{TEt*qM zf0pzlurAj99XADT#z1dIdEA0e!s|&No8sVNF(>)@x%p?CCQO1kw!AvK|32XW6!<~I z_uDxqk-R$N?QL;0ydL=^MsZNii*@)xniqSBdGUgZ#X-skB@T{Xm;NN1t@C1jPIZ;! z8_yGYshE@K{?1Af2Upngif*63Wq%maAC&WA><`L$ zF~1%z>f+7lU%XV*#Sx+|_AeV*r)*?hosavit(xG>Hl5x~+S>10A6QWa(fwm5^lS5g z`;HXHsVPZ%=X9g#E$5q}S(+C{2M7#Chym^M>R7Hyc1!u(pK2M#K+F|6=O@37@8NA71P; z(RN9%-bwp*m=o-_wwZy&)a%E7=Ll=Jp?51yV5%7U6lN^UwV_Ja2K< zxWMrwH}>6>tNj}A^-X@pbpFu4nCCQktJi(&{4f;uTE-KdI1ZNV)|MnF#Pd{C)Ay?R z0r&8DC~o~?#Zfy~`RmB0ycatlJNMk-QBX8dQ=FLu7cO=^5ID%NZsPMl-#&j5 z-TPf0t-Hm~NtfSM;HWp+hoe^IgZ#Ry?R=ltSFkRYIt#qsQ{hjdnHN8Q;jFATNM}K} ze-(aEQ5Q3AM)H6ab+HmZDEYgzs7uUq2QCuR_H9K^r!`Xkaf2xAH=$t>o-MR zY_AS0&x<`Pm=6lQnF{Mse`~8Z!|M(3gNFMx$_J@Gx3q1C&4W(|^7o1OLEaCYSD~|@ z`+Eu;HP0K|75G8Y*ZY?bmLXnH- z=Z!-bL9sTTy6z7-c%7ZP?SA!Ezfw4WKDdFH5AOYbdBWXJe}ZFQHp`q?D-Pn2uX7CZ z!MxsYEiykK$NcN~C3Q8V9c&$Wuyqs^I!x=mr&=f2i}~R9vn>nj(o!CswOTWBcjWm~ z-X|Z8?Xa!@j?`?CSvmhz$Uz;}Y~O6!4CD|LcbA?(@O`zr4BQO zm>*Dx{v;P0EbSb6bR^_GYq_yQyjB(`FNDPEYx|e^9)Oe8dmXIrHUTmwW~7IVYYQ0} zrLT4VO9AY|@B29VH0=#&eZ{@=XeiG9plch4Xr8;J;k=k|^!b+4_A(qro?j;VuOC2P zxm4c)YZDfvKt5hK2N5@O?v)QWy*VZej+rLZF-@oomtJ$f=vZ$FoF|1bZ4AH;qW0&CwEnW zYk0k+S#dM0BYV`EcPQfp{eG|F?=K7Ml4DKc2bL^p3a2dN;!oM1B-55p!uj0(M9U5! z?Vo)ny&Sy}Oji9txQun(1(6TZy!dQFLyv@p<~mj2s1^Aj6yWuG662dnm%m`&MokG2 zjw8P2_`U00F9!C79E^jP*B31x9<%|95l4MyrM9es5{r%dJkDe9;CU@*<*GfPApG=% z8b3wA$=7oqm>*C$K@;XrhBL@}yJ$`Z&7lzT{hj)Lyv`qPVt$y8e3CO*7gIiZU4zYB zPlK}6mJ5maB+ibQ_ua7;=5V|7q9F6bxiYRlWBr`YwXHg=&b6;N%&FRNrgP=bv_P2U z+$iYoaR2dxohwfs>A2fr6O_GZS>Q*jprG?JA6OQ+quIj`$#8af*RnX*=ooPOlxH4X za!q*g{d*nZo;A;RcCf%^*r!hC%R;}SSgdmh2NcxmW_IexjY|9=`B`xtR$mi-D`DSm zKg7+@eVBBiVyu435b1g4)R7JYV7KLVsBL!r9Zt4gD+{v%pKc>Z_8 znw|?}9&1#ubcfyromqd^U;BBiKf!fNZ2G!9hyP56aG&*BMGC1aCjHu>ULcsTE~WU9 zB5j^1%GWwn2Q*oXOFIOc;H@62&JnA#6g%5F3%yU`R9u&zoi z?iM@K{RG!HCOnRvD+Wy&b=e>Gv>sPA_(k|8%&$m z=Ss`%KHSGhLcN(#pQkp~?C%B#@%xZI?xY)?(AMc^&t5}Wk2(b7U^@C2hhzO@y7}SM z1toPM6|W=Gwcdk#k{tYA6EMEg@e02@NE`D^#w*TA5Qn_wq}+G5&**)L>+h7}e_#3J zaxj0MIIN5Pu3eTb37kLxv?B41{cqgPE4F_cZM7p7Yj6wR=D+=7VvFL)tI;2|0)#Og9Igc~kl^ z@8ev1%L0X+tZ|U`Pxlq7i*J!{RFkKA{&21*oS%3j==kZ6p>*KnslQIS3wQghi^#1~ zi|-%Q|H#F<_FT*pAJ=ZjG9`b>9!tuj`9AG-5T{Z8svsrX1zXF-LV z5quI}PxIm>);-Ix_bt)fsQ5Tng9)<3f5q@x^@a-fVHR-U*I74_xd+Xvg z0!J-QPfa*?aQC4$()0b@MH% zi=|(k)E^}LVBn+sgSzu)ss7Y^TJLZF=H$!}qts)Kz{Xt$&eizcW zbG9N5`k_CGr@+m8W!oR*xhUm(!oOJO+ZlztrihXy=F0d-_NyaYZ>HdXQ9j5%x)=v5 z$S+pu@*C!ZMtlkUrh04n~xL)A{{v_BRWd57PQLA)aXl|3DrGq^-aNQK`U~)XMbQ$BQDbFm${zWF{hpIS8{lPHI z^LJQv`R(=XG~7<5yCvr&s(etyL0&I(SUC<7pJbwekNYygCzIB4|w3_rh|lPp%~ z56-ZSgS_4VM@@P&{9N#hf2)48)L~U_XW&=I^A`nyclqTTeJ@JAWrSA6*5{nXfYij+(cld8SHlhT`%j)T1We)i(6)ToB|lvA~P#DbCw( zVqLt}R*zcF!Fc{9bXX1fbv##mJg-g_2X*_KCi20h!oOJJ*XJvA7DOE6^Xnnvpu`W# ze9%C5i}MS@4{rL`mZFgNvKJM#H-V7FXEt1m!Hn>dgK?2ILNOrwAGv8{ZU@ES)oTQ z`6TrBXb@v~Oqvp6lb@3{zPor{sii1-hue+tIi&grAZURTW?D27s-)E$|HCyxt ziC?VJVWs1B6~8ZuqbA=@@@ZNieB2fO#jMMKIBMSCIE;e|A9vm7MxUng>*CS8I^JI9 zgI_%!N3HWG5jbj&gY@??4jLV|;pYCF%h z3H1m0b;&1LXsgSw>kle)xA=8g7pwGUs4n)!=PJD!>Su%vFPz{!Z!OowVQqd{71XpN z`1#)Het%pH42o&|ww2TfE+YS4Vsj)qUrQb+?4h0R-CqOf7BnOI7oiYp~x@ZV$BD2?<2ec#X*|;m5R?n`J-Y^V(+4=i=_^$vL8hH zgOm@hR`BY?yjZ8RK)#&{y&2w)<|HcwzxW$l-%dF%*44#6jiY>Wlb7mrxBLX3gz93c zKj`gV6^0@=RI0KjBwbUT>3Li)~%Z?<2jLFGXEU^J1F6ex<-sEA(b`+mUZ4 z)x|U?5x58CyqIv*ig~f_@7bw0!{^->^B&clB*IpgpVv!X9nDEdM~&viLVu9^9b1K8 z9pSNPP7>Z@;@tW9UaU7m{9@9hmimJf2c=(~oRjz~;vnUNiLJxiKeuQR^R8lRT*CTCg*Wf-=)}A_!t2rJRrz)j&TkXq!TfCV6D59-=9AQy*s~`q()FCcSD?8=&h478hFJF7Qe4ZQMYJBa) zvPh1DbRP-F{$PxiSI7FbQO!m;y;=1f>v`>5{NA7EJ$svfx3K{){5@;-L@?3s4E;&` zgf73})#-k}G*2en4E>%XFLwT7X_cvbU8;C>gs<3f$fccE<_yMB9};z(#Leu&I2hnP zs9*Ejtaq%`>!LWg1Lwsm{GjC3k&k=g*33Q+9Eb7mJf^Gn)9;mpFdo!|{NfnY-6H%W zoqsxy0U{1&Ag?Z7iyq@&f+)lfQaq;5E#qJu>Tc1zn0R%Bw@g9&V4Q|_{`XMEcT+!) z^#{kgeYdXB3#>nwYoU{vkIP&YM;D)g-3=`Z<2-3zoQ!esh~O8K{@^XFi!0`ieNXE9t}628{g%0w{vjK_xf&rmG?`0k}V!?We=x$GQXJaGuseHP4S2D1o(ZyF7#<4 zKFLnZ2V*cFBz^(%i}~+T91OtgIbQIKcjKHS8t;?o7<=cO&OPB~l4@Dr07>U(cpT~V4rJi( zEbP{6&#f5zAO2oc{9?k3$KjlWuA8v?qg&;ij)lF*C!zS1(c@Ot>fMGynunGUrgC1H zKIb24Lk>lATp`|aT>Kd4>1z&g9HhQ#`0LMas$A9=qA|~mLw<22&igXFS8N-)ygTEy zV>Ma+k*Scp`C+#-VF(S z+cXmPAip;a^T8x5p90bsSMeBga3q*8FUZF0gmCP1ofD4Q^u2{(%=}{FHN+!djE;ly zYZG2qbe)+j^x`RyGp6;D)sb}}e6_ZCa2z~<-|Id_94tYdg>$Rw4z0hu8yr79Fe+u6 z3!IDJGyJ6{)gWierMV6MGKk|G)zPQ$`C*KMKj7yt!FZg3$9>4kKY^cyhIsGUKBrP8 qhsx&D`&1=|N>7{ruQKNIN#_5w_Jg+C5C1*X{{0tXV+a3qDgyv=c=k*H literal 0 HcmV?d00001 diff --git a/ContactMatrix24.Rdata b/ContactMatrix24.Rdata new file mode 100644 index 0000000000000000000000000000000000000000..cacabea78611815afd6d3552c2cc08a2c4c6d0ce GIT binary patch literal 61263 zcmYJacT`gU{|EkVNu^24nM%XbhEkd%RLHE%%$2!CQcF`)#EAfe7fm-gvo#_=1EqAu6atu#*5d^~&c=o6&mr5dRpCKuzr_G%RMhn;83 zRg!rF%}9bdBkt8@qXzfOM-&AQqAVsWASlwx^WLhH24`9XpKpOOc{aP29z-ad;tdKI zJuvRLDxW$Rq#A5Ga+7mK3KRI`Tr~*?-F$Fq!OrD(?xs$IHe}GMKb=3Q`|hoISRgq; z;7;Os)t#-B9f4}Yk11tqX}$UCxUM3PkPl_?bz{zr)g|R_lV5yva`jb_N}XPB7xaA5 zUq?#xr9w8|pTFC>I&JTCQhGbC?K&Zls`h}B@P^gWR8T@5|C+ELJksjD8w4i=o?jkk zmH$D+N|7zz-}L(Hfu6vROcVY7JHdn?>EFH>;DBJOUEdjF4L>ge!Zbvr3YF-#*LI+o`W z&r@;KSk&~DM%b6SBs|pJ2$*Lkn{&6N0{(rXB!G+xJLzC9)A*oq^OVyBb-ksERlFWq zv9r4)VLpy5rgyQsZ!Fm~rr!1DR77Y(P2r1lop8A625RBLYpcMTA?!6{;P-DnZ1|T` zyj_7%H2b4z7&(2670cyd9|1h zp58I*C`)g_1ntin*x6f z*(ASk=kox$=s9fFU1@jEGoCCYO43NABYj5J9O{PI(fQ`x)3;x5UkVLW;zzo87c$=# z?-bnQACI`uzcTkbY@RY)kYAy0vEX?iajNFvmjH4X+SIs?V5xQ2d3?4swnAIa?@7EG zkS(>NfYwzDWu)HF-#4!#l8Fl%`roU8#}* zWAvXGR?`o*5(fSok1it?=zw<>U>kmg3Su0$TGhv5$@bwlsj9@;jGrk5?Iy9bcaL9H zm;Qb#ZbM;>Vp7KsDosNAk~4*bT&8d9d#fq%M<{X%1{iatARU{RQr}Q&wsmb(4(!WY}H0`|t&PDCBL}M&vrx`g4;yxl-xmBGU93 zXJbx7w6pXoO97X4t@dy5ZaDCs`M&1v$n*@n$LrR;R15Y_5%xn{?aboZ%2a+^3avpc zYW(aYmt^3^qJMu7DGj@RyCr9JLT!hlAtq+s30PoUKa!+lUPAdf#?+4UKaFxNaezv% z>LKE3sYZ29CEW?Yc3Q_X(nYGe4_u1Be@)9CqzY1eL}zu9@y_AgXGSor0~Y&gL`2Rz zUqPfQOk=E!ir4w%7O}6K@W^(WFJsn?#Mbey`*{!m{l%)C$|4^tnOm9qLta->UEk#x z3Mn9eB>rTiZLnhf^*5oCMVtG#iVP??)w04@3KfVHdl^i(hb{EUa5F2PLzh+q-L=q@ zLVO*$2YQJATTv7GlN@R$_E617!)NAk1lH>a*}JK>QxaV}Ug9fY)uCc45Ys-U#X|^9>GKL#WIuAUBR%f=klPEE&UK z#q2L)IC!fMv7SnPlj*(vr!4+jf7y|+2?S~{^etbA^-1Ts^&)0xmOA$@?oMyMI#7g< zx|0{RUoE4}R8t|0G(5EHE-03K4>TAsb9g}c4GI(%Yp6Q(-Q$4IO94{Uok}g-!pXyz+BYr534p2A+cHcf%e|z#JcK|gH+Ac z4|~v9bS@)lV`0Tmkq#)nb~KeeH+J(c<}%qLM+`8);ww;Hdg%SsZTfBwcGK=D%!07- zHctHfW|oYfbk^+|+nu4C=M7)GzgTHmmyRR73>Fs${k|5S(URiP3ETSm90#hA_L-pd zdq4C4Dm=PLx)N(z+EYJs;aPUE*XOAW5(-{8@E4Tix8Qv&AD4cZCkP2l{c}mb-MC{l9t%uPTn$d;YPQ(B(vU zk3=Wk0mZK8SJvKAV(&UK0xF>`+;PFV3ixRBAAw^FbVSLs}h0p^f%`t zp?=jiUndc<%F->)#m}>^faa?b6fdycsZ||GGb)(ce9o&Z019NC+3UQw@y zlJQzTw-z~(UaVTQ4R8n@(ga%sNRt1Ik&DRtXFQi28b`!6L;clKh&xmUUhQCV_A3$Q zOWd(!(aSos&jow@mP-Lyn=XCeiFr1oBg6UDbqrH&|-u!E(`EjeMwUeT8;etLAHS`z2-E-y`9a&F5W0MMQD)_1R^I6!_c zu;RLV%^H{YZl=st?QLJ_iF~ZUn@&rOPzckug%sBej2Uf8WYEMAJ^n9Em+-^lV(>&+ zBafNh0I#bM`-#8`=YumIyD4pCC9%M;!y>r*Y>?|3XQ2&g-%g=owukd8yt?L5tw462 z__PbJk1CyAXplO0-b-@ZF>_LO{=k6jQf%C;Ew)WkUJ^Ib4pTk9bkNqp!3}1(7KSxi z^&OrQA1mw`T2ZrOmR_Ob8uJ8o=s!n=L<7Wk{5+{;IcwftkEEz~J~lj_XAo}^qFhfq zqgMQ(&?TpFmE}BJg-w$m??!6N9Cis$ll5L9*&h(a{KaiwSb=+LL&_B~q&V>w^`@)c zwCkTpX&UpNgsx}~O7>I>En*HPZ;U&?(_%)QqRV)#ZK$=@4Yz#Av#wSY19)$3^7yv} zQNXb2!p;5&qeVPAWSHVvy~-|${XHcklEI76J#1dpf{9odli;^prhYc6CcO>a~S z(e*9eayzs>r(99xk^GQ(Z?8s~zyIflR1Ju1jpoFcI@|{4zwB}6CaqTIk;oZ^Y7)W? z8du;VKe2I&6Hhu*pfF5W0!G_frk92sJPyT{?HJMve0NTTx)(MpKPh~4#7XE>{uR3R zlHAA}gJo38d9fmvSqw><-Ypm||V1Bo0CUtYO z8`Z0TVZT$_y!Q1bnYS9i*S(*gu136AFpF=4FVmfGsPXrAj!awbErd#kVim)+ljVq4 zVjC&9aij?YC^FKR%F5b{JXsVlGZUDjG^K*EHDRrGEP2Q`J_xzTZ$}}|J6YRR$h^Lw zn>`~v1OR2lihwwSCn4=-=EPl8#22%@RG(Mfqw8d za{Nq%K^tX_{aNtD0;RhtQ6bFm!T6N4tG8}R={)vOGLQ(N?iTj{BxH@vTR69W0hP&K z>ans|5ju#X&EFZJmn&;bb5Ei_vZ~_N;Ci#_JQ=0@`=Ae(HAMMVy$Y4VukfQeZmeC~k9RNj2wbt6vSVLh(CFTZL_)uJZwKIvRJp9EN*|?X+HFc1?=_8bV{Epv zGPNF^=x}-><}n@*-}~oueZE{_X~)S(o2mfRn`utky!R9;%y~&`9jFm&b>2#~-Bgl^ zh}^Hf#1C=X-zKh}M)elgTBkcVY(CoKoW71Cj0pp-|Mf`zm>iDkU1OY&z!oBFasIj5 zrz<YPxU;Poj zGy3m(%6`j`qL;4)f{uZInr6X1u}U@@u2@`9tkaq^o8BqLUw8uQ_w%kSQ1CT3s2^UB zvshcxIkaE1U&(3OIa^<6cpRZuueD#`!nrqA_zthARz6QDadMkF>L#{riyy^OY?^Xr zsVAahAWzvhEA~8iJ@2?iKLQqx9aJvdU}8(6NNJ+>g1a5Q33yeIa;R!iNDSX65u}AI z>4S)FMu?C_T!c`P^GMtIZ0S{-;JVwo4~pZeOqU0Ek#?5LXiD7$slG7m!OG?R&vH~d zjzcZINcNlS*)2Pc6n%M9P#Z65hD@N;UX6?&Y>TYnxSo>P8dZ~>!MvNt>V?I;WQ$k| zWefK=$e!=;u@-H~=IaK?D}$b~Otp{48#g?6nRE#uD8N)}FEZ3?I;Vp1PG#W`6N zE1!S97ONPSRHyuC56im8|8vNxfBr!L;wg4S3In2BT zSlY)!!9159$<=`kc(E|?>=%UtQTEqL=y)Gzmc_qJUC2=2%Pg5}>1f*Ep1COM=i#h; zzQC=%VsYtZTIj9=9dQn?{M~2#x(Mxo{9=$n)2yP4fGD4!m`cN(e~=Y|ecvk?NL4-I ze5W9+i;3-st3sa}AsEK`pGN;tBT0sRcEp>$$o#nlD8H_JV)qCmr65XECy)CQF+D4W zFkPn`tG1~}J^xJQ{4uWW2|i@+M(|(zBtcGyZXPIoCWI6(N1u` z(K1f#j%j5XN$fl@#0v-9uIY*2c^C7Gk;bo^QJoT`r=)jzlLh)0)&=#hy>69Xo%#>- z5Goz%xrd#9y(Yw&*flJI{pyYxl}(;`_t-1b^C=u(`_}W%Jl5QOYeJ_n3V50SWFXJZ zm6e`X8%aT)kz-btqK4>^$lM?0;c*!I55@v@N(NA=L{zj2PsYsZ`EHtIlvJY&lP7j7b-_ zgggsf8uP=IL~*HLG-WtPZ9IetlAC~%J}zmja$G)P^K?jQBFJl` zv)`s?w+0XcTnNvUl6ms(5%jid}2m$mMsvHS0HxpGw{9P$fA0t-u4_(-sX}I=T+a7#eA{MXdB|n z3Oj#m-|nl!r#rnCyJq(``sTVmCQ|L5mUVDzC^DG%jFh8_#FdRMwsnbr+qD=*I9V6+ z?+a`Iqj_m|_~htnwH(EF$(Q|V1oodxI=_N`ZlnhX`3FjWnxZj$Lb0=5v(WjGfU@RW zG0MNXhYo?fOqq^xJqXLEoRd~!P3&t;b229*pA*7Rb)#m!P-(nKU=U2WRkhJ8E zaIposoW9CN4-T_GDV;Wbo-<1zN-HCWPMd-D8*Ix<-;G9fQz#tybV>(!$4oQc>B89u zRsY;Qg%p@CV~%*J8=46#hs$30cGCl8nLXHDZr8^+0=)1=W%;4W$@oV|*1~bPoTcu$ zrRJc%B#J6-dN=PQ*{At02DNQI(jyHoUj%!poj0#j%jp@+Z&=J1zJuZhMV?p=)o6W+%+; z9=R;lMtY|ZSsmzFoHgIzaxzjBbvxNd&QBTCq-acua#T>fd$q01*A^c zP4g96M6TSq^rcAQc9{GPBoFHRNS2k@3x-mD@qPZ+^IfxkNPp7e+mXnsOF8r;D1@XQO1frBUhP+5&`un%D2St$!IW;(e9>GH6?-27Dhw`~JrM zWaZylZ9!6#6}Rg|_q?Wg8nvP+?;rEjC!D;8yE)65y}l4|Cx12Csq=!gicG%2%!cRE z#)6MlJo)NC)J*9DWFghJPI~=uKs&UQn#9&tG~lQ?SL%g8Jo)@>g^{#EOgwt0TJnZ}{;_{j9;Op{ zV?x&>eFj?rDDmsuo~Y`$4Olm`x3+hQ4-QDZC4f)Zv74uBsC`D)kDM9Xv&$~b2>J^j zBqR}wwgYwsysu9>K6~c%1nl+-kJetM5!`BTu+{%MZs!CT;9TrH|A+$KuevNMf1;h< zi$Bt$ZVB$F{9k+g+N<_(E4P-2gn?(PHa=D$?=XjN#b_&z zcdr(;A+KTmOe!xmaVyPUBNR(6^>E!ng<>@yUpT3E0lUtwiZIg7wWvqP_k*^H{@fih=m-yIiMd|q_$NwP z2Y}iD>-V?|@x`jmydFmk@IK~0#B)*_uthzjq)ja|!vBH#Q+R%N%sb6>RF(uyRyudCFp-n$&}&7uP|YsD89)>nY>Xb{g6vtr19!TgUi$;6^u)+q*OOZN zyv~>=b^!csnRuM$`rbrz7b1|NSa7>rNE;qLBd(k$r}u&NSJi7#dFlD}x16Yateoay z&czktfd8}vaa|%XaOF%$eY(e9GKm;~gn?HtftoDEi5C~OsKVfG&~_N2y#>o-Td0~yEv zOKha=j8r;JhXD#3VB8KsxXd0fk+Gok>3GetHR59ak80 zi6;388^zsdp~4EWUis|$E4!n@eHR{zJ+$05GyCoSxE>svwx}MXc%x_}_WL#YQKIHFu zbL6#h#F9$kpLasG5hqcn87CIC@Y+3qj$D{D1$l;yP0}H2bq<%`M)2Vgbed~GwMuu+ zs&e-90Fm&GiM3n30%}riQ+!>>PZtOgg)7yl!L+8cXC-|-|KuYxu`x>obroB+Ymq}$ z!u#rlVO`UatO&o-h?r!cNsNC(dVfho-BEv?YGLqW?yU_pgk?b+_Kz_`tL={l+(stD z1l$7kfl~MCeTM$X!jr&N9N7iKilPH<7mOu!Mm@XWobeD^)cVzBCz`o4sscmySQ@3C zROHb~)US+eY9Q_3)4Vyuaa@lM@hJKxm{7cI8e8_z&^oSJ?PeC zB!E49Z!~g`ER&XO%L;+LDXC| z@K=-i((es}Et@9w=Dh13_Q@=OH$Kh%@x~tsp&X=|d`eI~B)9=WwZ{viu%4!mX71b% zQ6e=3sCEurg1uBzIO#Ceb5Q$I2ExT(X)dJcyS+SW~J>PO@k1N5n z`_?S#8^u5+Z4JaWi(bn#V7arBt$@t{or?xH0C-Y(GmPN+(K9XMV`mv5c#ukyUiV%=e9Ue2un(NdC@F3DA z*7wDDR~6D#CPDZv&;0`SxZ69I3CF`9W0uM;@yVu5B!j1wT3w9NpJ|w>CKAbYQHESX zlu~0qdMiLT!XoV-=%cPzr*zL&5u)ZQgf{^^-GaJpZ9bTAEKn?~#Ejdj&*E0aUhHdX zfkh8rx*F(r&{c5i%2obmw}1`qnFZ|`X7SZl7wak&YOS8%4$2S#KgOKvWL%`~p}Qyk z?y*>3MpcH%tM;#Jg##wgj{vu$$uN4VU%^JkpO{u$(S@dlhu!k;SDDTXclgSh;4j$I zhz=Fa1OMHBm-@`=lY6~}gO0!O5Ik%KyOP*5aIqV32Ketr*Nj!oxDr==Up= zveo+`#SsuBM}#4V5wL60lAc7v+nFbk!I!7a);;bJ;p0&d%8>M`g&W9lMY%!!48TAL zX%!ftGY4NrE?aH3Hi{>}(u4p4)8Vs(OPh53C~GgE*uVEnBzQ5RMi|Vadln*F>p}q? z`y&yfL?X=gJ#vTR!^q#S6omb|cGpt3K}^ViEN69#6~wSv+W$cIPNwDFZ>Bz9dER4R(%5pM`H$^@TdKA0I zqry@k{a+Lqn_s+K)2mNy0>PZjiT#>QK2b*TK()F@<9{*RKPH-$M=LFHqTnyegQ0~( z#}gAgUrSC6zA%MpXHMV|-h2qMSyiRW-UUBI>f>^$hcB3zmSa_@0koLQ9f>c>Xp(xi z(6?mYi!5)au?9VN(W>WyEjUwKjD|!r*L>1hFleDnx}PUwxz^i}c;m^cf3?@IUj1p3 zunI}M?A6lwxK|_G7^*Z`~ZP>)`tgQ+o8Tv zoET6_GSC+V=i66&w@PGpCcT$^rn;)~Lzv%0YesFjYG`z!FhzRqdA3eG#QEo&Zh*JW zUNKz%XMAT+CTywE*YSin*yRQ%bL+$==z_#I_4IILv&@P`#ib4-rn3s>dIf&T+MS`A zQe`S66A;9h{~|2C#432O-0yh!ppk=*m>!mEgt&(q&^p})8w0n@DD#fZ^1Van5(5)msrIKVe% zds&B2{_j1lLAX2eoseI7LC))U|B^!IDk?NJ?cb~Lp9L6A^KBqeyiNj|529OIXIxXR zj>z4WljPsn(T1;nbs0bv5?R>y~3wc+0ra3G| zxK7tTF#1QsBbnv{*KaNkQ`_bf3;sMn*#&g@#~w$3K9d}eLw{j@crL4n6dte5-PTHn zee#LEh5O;yQcI8Xi4L!7t9J@zB7PAG7pxSI z|7rJnZ&5VIu!$c8-}teOFUUa$p-zeyv^8f4-KRTh71X)~)XX68R+rwNQ%JMkJ31<+C54^^WN z0(;loaf0BoSv{_1=%TpJwf<*;houZCHrsbRxtIW_Vm1eae5V4shPmCvM*?-a$l^PA zx}7dFsFS1&dO;x;{PcXUTGWzcEpALXQkmy@tPY&UD+WZO;NkvTXUIi?j&k|1sVo@O zm4BnG7-j!ukfY$Hk&X;&w>@5+&`e08!TzkyXxmP)^^tyN#8O;(Ac z&fi8z{A$q|d)Cd6b`{Vo$PZPmBmxjB0_|_?JCq~m#IvfTh>$=nG+|Jcu z_E#oibAxb8glIj@0QsFC_BJPA%DWHdz->lq#{wsj6*@H!9Zu%eB#_6oTLpKu84|$ zjO~ONYgr0ydJlfuI(3~DS=6mChQIHc@kWLZBYw3O&>R2c1@UFOACB)+jbhwCrWbH> z!Q;sWE+M|t^T5SE#34Q?^1JVf7G`zUwOw@j*4!>wqMxjt;MY5G4~nSu?&Z2VUPb%S zmmf>yy7?{2JSEo3x<;d$>*Vf%v<`CDtNM!O^~FXOv=Gd?lKnN&ry*9GUl2gN_xz7Z z`}!CSiPJr7`23JrbEPgL6%Dm9_oR1g{xt9}O*JYjYZI_ipsG(wg_TSUcW|PW-YJO^ zS<0Ay6GyJX?sE!=g!J&3qlKSbrd*n{eMc(SKoQ6^ihnO0SY^=)(2xV_`J}@ECr_r} zq7xW`kA?=${$rjuZ}V-h&Nk6+(s1^9c!pxQiHWJvMh~_My&KVVg9`gPGz@F=mL+yg z1iMY2`8H|S)$7|JT_;ivF$pUD9K)aE3jWVBE=ZPK{v5}#Kr=jBEo z3yJ~_e!ZNi`NjYC*Hs&T@E~n8bsRL9@e(C{tF2BMcOP~?1>DRIK-f%7gN7<}v@Emd zXqN@xXSY5z#C&?GwqlycoW{DtVrEo6lU_=aB)9Ukxvv{fzxiDbMxc0>6(N(V4U@LB zCX#{85U7JP`7s6aNAKL?%7?xECVv!O(TKk5{8?pf>`jEu`}w>RFr|WJ7&5jKHTtcv zI!gtSpRH7Eo(K+({BQBbZA8A(49}FzuEW_nNVWA;_xf>%`w@>P)rWEUokF&{Y2m)| zf5m4B+T1O!#yu^MD|GF}JW0Kmw(YN9mfh|7ezSRB-G_r1%oN0<*I?UuEYNpwSpsln z376|TNZtQkHh&AE zLEma-w?y8YPIiT?ERl{gAN4XmG}afz9Dmp00-Ko*RlTOSyXBiRNM>5QKLk5hgs9yWIMY9~PZ$fPB2T@^$2X{7e{m z<(<&xVwEW&EWL5Xc&pRx#t!4+1C zc{Hxt{RM(nSXm$XEPKFnmEXKKvkX0*Da)m2{E_2p0kbCijmoBrY%ZJ$S9NTNYe?dH zaJ=Yh#YxaB+_juAlk1*;JeR91ZXh48*pwFihxf$>ZRRbxEK>p5IkX#V6FGwfYE^%r z!ho~BXL%XTa>^(I+nZIJHA^Tj`2&d$*?wZU5Ev*r} zxO}>Q6zw0tG8@_+KqZDs0U+@MFBo}*ff#}DztIvR^L97-*fsH@CSzhcz~`k`zesFZ zPGK#vmlf2g-I2<-heI|{0rU|R`E9ci)U01Cu(vz}n@K+`UK%RZOYpI9W*g1IsN`6BO=1bG}8jx#zOtPl3vu9PY|+ zO$ATaWjXW+9P&O2j<`V6s&3H^Oh+$vNfyJj)+QE;KOac%O#Dz|O&4c3y$hW~d`wAe z)srp9B`T#7D}Vz3P%;BMETm$@PW-+fs71YxPG%67h;c0PaQa6$pFy2 zMF5Wmk_ad~DBYedegr%uCv29+W&J>!laQkB96JbC?<9f(sNiI~LC6-b{%23E-4-|XH(PkfH#puy|cM( zzf*5!NJHyXD`g`pcH2*qS#(K$qUvO~>WVV<TSYJ# z-48xz<1`CaZjG+aN^W!}HPBzI*c3Bt1f&}Fe`ToTDk0t~>Ye>Z5k=`2gqfMt&fg(P z&Kl7C|KKCmU)Bnv1jzS@vk`(0he%#{_1b)Q&u)Ew`q|07TlDq%Oz2qGtf{7u+sx9^ zj-?+2x*atYcdaFB#>YGps5o(LXWM6Z>K_X{Jo1jv;gL!qh86Si!e{BY*X)Mk_z^r~ z@<)pYCfGW?SocV2d&1{ENOgUc#jmiUg)yfT^D1H1Y*8eCcqVVS5Nxrs%H1EK+=%hC zpZT7Dy}MVW7MNl-GtBIdoVd#GTaof?snqeqRsw1g@40P<=eynJE@wh!j5Xod{kSWE z-2m>>EZS1@n)CB|f>W!|+>bt~g5)+>w(BB;czOfKyrJrtXlTp%T*p=7sz$$%wO-&& z7rOSOX@nb*<~w;uBERq0N%H@Ng}xPX_jHP_gfyvd+10lgkXK$vl;#$H^?0>VBw^9X z`r-@W-E!z}2Ii>3XXq7$7UJ6Aso_do?wZAM;ykMBfDqx2(^iZhh3Gg4dk*MSzs zYm!i%PuL}(@7w-QgM<+V@cZpR=g+_9x7;b9tL|ca)ncQlY0}I*-H3sG&p2lfO;Ej0 zZP<#pi>$D#fm79&xY7`FeY1a&(FFY1!ppfxyyzi;O=!s+Cge`@q2(p=8$bJ;^={Vk zAg0Y@xo)R{pPW@b6>z5~Tv-}r+LweXNtycV*#D9Nua7bG8B~s_K<21AdKZ!gm5*Z* zA&6TTZ=! zs9y7y>=WF0=a`4-4ioE!Pq_y&bGpROq^O>t9@`{dRHkD17qyN`se??U_`gq)UF$v~ znbri{QH*DW3!k+s>X5)+3C~*3(iZj2opZJI=~Fz1)0>h=Jc$Dc2N=z+#5%fcx-FLV z9OpUHY;^{N7hCFboihGy&nTgZ!HHYmi zu5=PFx}M!5tj}^Y)~9!F>|r-fM*7AWgcvcg85YfySD&MSD_r!(A)5Bub$(s0Yu}BJ zFKl%5VsnMoy&>z`ihN})ksZ5Ej~%ZAd2!<~<`?Tv6Z4d|Q2fgi&J$CMh&2CaI~ zL&WU|eN%@KBKVbaMUb(k?#UZ8!mqH%0@3`ek8*m^UFchA(-5hkNRhE+9mx2^MP-fb zn-~>tbT8sg4`Z|?RFXjIZbD z-AMUmpqnI}Zp&7*H`%n4LCNA6+ERQZg4#02c_IiDiPw;-Kza=R(v)cd_=HDHhv#Rn zaLq)>^{V||v(c`Kqbm=#0ctvIElF+^NBDV_Y~5huCv0yLN`V>k1p4>!GVn%~#aTdu z_jJ9le7#e8@oe^zL1T6(DeWx))vFVVb@Je{i7W6}pY@PbuKx0keesCE$3h zbFHZaa-a|N0zGKAw;}t;n-{uqp(Lj&_iBKK0%(u|{s;-?d8v=u9F?!DEB>vBE2)RoNH-RLC0om#S-rxp8pu*_V~Zf~Y-dR8@; ziznw9r40lx@TFJ>ap0lOgem)($gZ)h7e4yr^5==c_9`-A$7@9X?<3{dtRyG6 zOdA=BJwz+J#eCVnX@?iV5pyRGTH`Y`*W1yk-x(c|+~V@`D2;30q!-_=-u5|L?0@=y zq)zB2cWtj4cLM@&>r>yyA3afZf0=yLCn~pEpb4$8=sGD-Bhnc&`zKekAhR)dm|#a% z;ii?8j^It_0$N#voY{xGzJpH#^;1n;&rY$M=w%;cxW>GXRTrQ^vmqduf$cTZXJP+} zH>txS0QFkQ1wwTScS%)dVojDQpJUz{5Yr$gA^yEN9ulRhJp5Sy-b-73gf&g^Cfrdp z#n%vTO5Z!g#Uy_rdWXdy%of-)@HHJQzhd74Pl1ff%c3MnZ)F^|``;-HXwkbz6)AlC z=Y{d@p{>Pj*5^>(?t|Y+E-JgM`acMZDnbh>*gD@uZfX)`x0kz>=i$xGNLmyXu399Y z?Jszmt)w768to$C{wCIHqoQddskF4&nLCQo!XD146AkDO6oiv!=sZ1-X5@MSHwT&GYr=%8>h}JdUGzU`KKa97cEj?iU9zOI{LZA} z%&~u0B5jh7D$8tXcE}tKyHr;shckEozo7He>PCnL97)I(4$hM0L0GJTfMBnmcQbs3M5iQvcZ@SaF=t?j#sRkbSQ#DhbVFn;4Ln?+!*ul#d5mtf{% z1ew?bu$`J?&cOB-(G>GmD;~6SWN+>iNxZmvYpIa@CRgdo|29{nGXDdzi03sA z#vCa^^+Et*iK?>Hq;Arzwa>M_ELSBA;g~T!*z3A8MPFe-TR!c0kz&$+DM6+hkWmY2 z5c-RPd~O9lH{AEPwwMb>@X*wr?9;DPC0p+svf}=kZUUh?5X^>~)x=*US z-gzaOo#0WD)4~Khx4FFNhzBZmOWxdFZ(_f!ra zH2$qOAUF(a@-jGh``rIpuhL(OA?ubQUs!)*dY^IX>W0C^)gw(wE7YVK;6Ar>t4E4* zasBDA^SEnERIaJ!`+v4eHf*T}|7sq)j=eG+B5K&0L@kzM#n!8lm~59WVFj7TRjIs$n-Qq^YLonn#2CFbo* zz8M$dY^B2{`mXO@QhOnGG;H%ltbEC2LOgKrrzKaUyHG>xunx?X3%DR#k~zdNcMl6a6(&7RW}Xq-v2Jasik zIr*=-Cwfl5{}g1~FW}VsERAHKguR5PAc^p2U*)`@?4GMP0haTXrp^iasF~8uxyUlc zRL<@&1NC3sfBHdZ;&Pwb=b>C8*;xO19!Slv8gs>Gf^$tYiYY^}J!Kux%Kmbf*qr26 z`$GVPAMSW7U2Vx!+GKC5yhcGkRqb75A+4)V@LKFM)@}XTN7H3?W814NP~iulMTU*$ z)?g)&hvOr-dMusauJ%K6eCUn>u~T3i$#NM-MmnDXXm2Yr=sesDDYv0NJW;g^6e(Uk zN|xWAFyzL3e+};UCGK8zzvJsG{}1VNI?ncBoPIvLG1Hi>bsHf@XbIfZbanwdP|q-m zBY4r2X|8tzYV!H;KYYWr!LH16_ddVDqE>yT@g^w0@hN{Z=hGPKANxTUz$m#%`(_yV zycV1fcMVY(HspVrGR2jaudU8wIn7n3U``w6&;iYn@f0P=7mpEe)e$=KrRoRh@Z@o} zG^`r{|Nn*-iKN;XANhLuxhp4U;&j}R=R0S9n^Fa;b=kXyi+>u~99583o2dDIu*_?BXhI|7rFkLu`eyWMu|R8c zsW!kl2rd9wJER>ulv%#$f8YMu&adl9HUdt#7iQE7EHthgb} z#6OO?m1^>f5~lToC316dWw3?sZN%fHL&f5ee)SSqk3?<4KLD! zJ1rwFc3v~;bNAsDnkt$CI|#CKn6sAiR6iXbIHqSO4#*iC(&YpdDO#YSr0nnI_rq{r5RBEi9utNcnh; z-(X$u)Jeq^mo~4c$SZnVH9j?zu2r4ReJ~pJ zHfK=8&Kt=GnFL3>ccjbq)QT1|hZ4p0)bPSP@wQ{c**d56sN%fA5^Y7?Kx)At0gJeM z>tN5l*=(ut*>h%PZ?(Do3P~4Ol9y3hnurkh5Y(SZm-Twi{S;CWc918A9G?y^Aja1` z?OT{3;6*kxjz^9sp#Xc$>9WBy5Z7b74stBcw|y>T4;)b6hpxr2JLULj1~wNd zwIx7ksrlGq-3}_*tG1y2uM1X~Jf056&m6XTt7y+V-TC7{gBxH>r4B-Pm8U<$+UoFu z0|ydC(hLbfkMcnV(X2Bw^>wbM^Db0Pq7>UO@;^Oe|L6aP5uf_cixf%SgwBwKS(m7g z7Ikxb?og-C{D8z~iJg?l&7I0hba+1bpUHmV95vehV9rj0q%j_8d&aSpOI2b^wPklokVGSk^x)m@Od~URHI$>#9oaZ-n-Jj46YOT>v zUlirsa`p->DjV3fif{#rCtqW+mly zXzJfBAqaJE6`0t~kvqE!wst*qd7>m0Ek;fM>x`iOzBp`lANp(82q_0_#jzG7dIIX4 zV(lyDv3?1fUpNB9G!>d%vNjzRzfSTEmaRMZe@75A?(d>Prun#(P#v@Zbh*3o`y01O z@H?g5;r||h6z8PjBmPf}AGVIeyOiGHe+qgHMG7f5+8it5;RN}g=5mreGvs4J*aEx$ zk>N9njSrl_t&r1>YxZ$sfLcUwtOVe-8ZTbN3`jTJyBmip)SW&k@s*eT$<_KLT%#SD zS-I*r5<>C(}acne`tF5c&7jV|G!eLgHt+)unHkEhst8MPEWEtXdJn3Pm|gR1}ev^C3CsoKw!sVKb*O%{GK9!_ZsI)`lrJDu5S>TK3>B7ALR{2{A@!KC#_xqO#UZm1vEog7|zp`8N19nORT8pj2}I*g#wW{;BBp za>oqwx{Y|R4+e3ec4SbdAQ!mjpoj;5`REU*#Go&MuLfqlpX$W*oMpUwHG47Aag3X5 zm8W*OjLXSvfRaDlc$kxGe|GAw)sjuag#;+a@+cc(w3nrCjjlLezJB2uxWROf$t>=b ztJc2&m4NSFHdwda0t;)~wo!yVsMLCx+GD@r`V;*V717z5WI*U3v#R68L`ds#=XHMJ zoIkjh^n{pBB8$4)ms7xPm8u&obh;I(o)9dL@rc5rlu%({w;Rn?^?2!@i4dVQl-cd`$&lmKg^fgDqmLI+-oaB9}BPPgJI5w#e5CLiq3jGN=U5Z zk#fj3Z$ik^8S}%%RUj_Uiz9&QEcb3 zk|;^2bFxB#5#`*MUcrgb{Sl_-i~0xeDsk3AdmWK=gU{qvcYvFuS1fZYJLE9skZutV(3Td=(oy)$iRDizWk0wo4lJ$NPg9uA?TG&uTM3Y ztsYaQ9*BOm)UAEr-y4f0A6i#oQorjgd{1WHA&wa{QBP12qhB1GUWMkW{<~U_8w&wC zMG~BYth#-_9a4TnFUUMyIK+#8)NbTa-S7($QMFZFV9zr_6r<=qem5GNQet)qByz^I zev%$@BRuzT{f>(sUpOlI*{A2Z&X@sw9>?`uAmeV2^yIIUS}q$f=L@^b6ZhLL?jINP zCWynuIqjq8+%I1FxK4{$kN|D32|Z~parxX>D_lBys3~mXXbfuEfVVIRhx)qe%h2}j ztkI1iYDUFfU?CvW3n1z+v2{q}WnecuXON5dj7XtkD$Bo9dtb%pR@ce9)MYjuKBO8U zIO=OFpQ9JxA$pt>!p_GyB|k1?N$v1K9hh0X^`bB+< zyeiK()SDAccBX#xim5qCmJW1Bu(J4Y^^K~MvDv>xxx2ymGw!^Hft((o>Y8Uiqf@Fn zi!7Im#bpIYS0FgwLmHBbXR%DR8X-DMfxkf1 znf-~A_64v-qjIAjAhP!v-jwS6XTlUzRK$YnVBq7$|V^_w&t@1%V3}e_kd1$c*JNI9p zb;?^e8D5y&jgX>ggVAK(P(t80f<86cf*rhh8cFd#%h{g_F6r2svx5 zfO~630L@cNF;RX%E2l92AwcYAPhzHbtx2+sKJpBPXJz@j+VepQt`z=@x>26G-cxt7 zT#CLiFMHeeb}AS^V4>dE87{cgTFQjn^1sriVqyLOL1MD(`H`_AEI*g4FZ-j+IxpKh zW)MgaxXV5EpZHBrv&E%{y zOQG028!OI3j=f1mEUJypK6@mI8n(JReeJPc7T@3%ir&bUI-&?ouETcJC06Yvi2LAF z>~-Ni;jw|0hdI@uZIE}ffgl4Gk3@&1W-aMT-HKJ*_Z{`s&z(^+?@L+rFe+BBUsYz| zK(j}~9FU2;bS8%`c0voI|73}pvkFyz;B`B`J5y!nKuceGO{Cz~?TWI|OQ%auaSGF$ zVM}{im=V=s)x1+OCj@ngN{`8U)1-_ZyK*1X zWkwH>efYO71rCOJFpLts$!QHc`mUwtgEFuBnyj2ufc6-_9*b1w-LV`#6$o9fevynW zjV9Hf{8K;WnaJ;nXuPAmDAm7bM(j6tY$68vh`>GGt|`!ItV0?5XuK92Wuj#W`ubqZ zs7YwT<(KE`fToAuM=;1JI&BkP`uEFFi-`4VMbj%TFtZ?Rl(68FUVCfWHMEbq_Q^6jzJkQVzw62WW2Cuk*2+yY7!KFI6Cm6hu!vJbR%2JDG3dGWy>f zO7BZicim%*^=62vi|%mQY1PH1dGTt+G}JD^t(?xHIG1yxzw$(J*ln|7_1p)02es7S zNW5Kr5HbYoYpDVQ;H5n{EblXtfJ=(K8y1`$q@9Jfkdz-W2tUX-U}k0L3^6qCRv+w~ zGDe8dhc38^gOOeFwp8uuV=qCR%b-HUF|>A^>Fg1+I>dR+eB=^Iyfu16=wdqr{A3wd z+=M7S7FFf-xLm<;sxw}%b}AVm4_D*P{~_&6Yo61Mu%zC4e>K1;iD}c=3i4`weK*A+ zICK#xY8UUHD-k@i8XC?}@Hp6JM9uaS+v(9q>qW+We2GF(d!3)5W${AnyMDMLvpr@{7I##Y@|vtR>6G;ovYmen7DYh%fBtTb8}H=Q zsm1tEY6a$^jwb47Za_O;S=H5?1tOX!GSmo0x|N~h>(Vwfi>(ctmY3vkG>^kN=c+lQ zQu5afpUn;4xN-M4rl;-1pQa+D{l;JJ>4RY_*}R3AeK&kn1DWl?#H=*bU=*v8y(B{@9NGhb~Ux`4dO5Locq)jTY?I>Gwt!P)L8fJxWaSv-Q*%S z5jEQW0-o6K33wvHeE$v8jIP|_qVF4>ao?b2?4Y@kq&=?}Dzr09rBiY`zL^2jm=-ia zFU__2KBeCT8Q^8SkQ_1U^l?%rG|7TzY=<9uSM#9m+`pjLk9tqZ62i3PAcx5RC6}9%ILuD-%0P9>sf!) zD#wF{Yl^cn%#geA+d|yd<1YC8Ye|_|+R?pIsFB~NPG2mQ4JasS7r9J@KVMAgSfYNU zqL#2?xfr-+wdt$&i;hu(qjK`OpTJwQav#Cr{*l+QCHs(Oa}%Cx`eI)7#Yocn=jZ}{7hFDDAUv=Z_rk~o&JcfxvaC~rMO-ITPs z9j1QRa?$%%1IL%=Swqz(9FppwUb6Z0f;PD)TkS2bWOm2zQB+!RBPR1xTA{(6$D;Xi zxV9gVy9tD0W2Mgs`=Occow_BM>NsOIrg8B_N|N8#wXbL5`&LJM^W4cT0osY#gV5lI z_nwXM(9TBdQaGA$N7QUOG-4(I4lUSTe>SJp)iC)dz(J2l%#<_4>}rX{Iq z41i;cS~Qn6t4BsP2Trp#_rV1E!BFL;jEKnHX6?kgLY@dL}cs=G}qPWler z!RD%~Zj?}~9{djV_A$=v@b=bMDUL*t%Ug#R!at}&#coWbwe%P)ZUF<@-XxO%TUFoC z%M$Yw@WVkYQlIEK^v5jM0dEH$DW3pG1_)P3p+I|N;?{#cYypkdpVU*A2(=2F1u$P7 z;QJ*YtqV$>z^zn_N~~sw^XEqvx<1)M_T+C)k@ut3Uva}xOtb*`gn&)nPN+^@asl(= z&28vQ;V5P9v(iMI!BpV?9Zy4KP4o0+h((d1jvPzDPegcc|6v*!gxfX40jk5)doUk7 zAKsqi(INdoea#tJdlG;i0t3v>Ql8V?pj1vx#wEGkl#gTCi)gb}f|@{~1B{AxgXOkg0KL1{ zqe?f~hF2EZ_M>I%k>6C^^cv~vAd#(_HS>@QX0gaUg`@z97JW$d_^fckwtDGnxo34dEX;hrukG+*rTlT8bY;rf%LK1iAQ!=LIfJsdDiy6_x_6fb z=whJQYdugIn;=KEMM=VWMcCkmS>5|vRpxh}frioG0azj21`=8&G7Dhq|_=a=CO6}*6oq~~Dy0XleE3oqQN7n&N z=7R3Hl1s7#-U{A54be1yfg^HmA@%}I*!R^vU%`9uKg-#>TcS}R+hL|odn%CSEkIgL__A@xlZgR z6lPj>43FWNUbEBsnYBe3uE}}H#rqsj>j<`{-1W4j*UkhcY@k=tN%)EbrDu2_#=cpZ zR5-8Pm5@8L{8qaq{3rWSOc*dCQ1Fp4-YH(6**UOZee*9?bG-y)c)+8;%uF~2ZZTfH zH?uKv`3)*-Ox8DfLIwYGjQfV)$w+=$S@Sg0#RPK#JA@uXT=^I>P?TI8u<1kHhBAJ-jDCc>)=kFa{(n04teZEaj zS|R2ms`v@JxwO+Fdp5&=7eO4GLL<3_fGlvs_)e)_Xk){cINr%p9uo_Z%icIWj+|`? z&}5L4goGczz~@>oYIfzxmINgK*SJs_lN`@+Q6gULGNpFiZs*)OJZr&KVPVXo;vQ(F zWNSA=-l2*~fE#W=*kN|+?(I-~jLDpMfjT`c9Ee5Ir{ag^O@3^3=cLK6NPsG|W#Vzw zPRfaKvh=J=|KgWq5IP1FTCv=X}r#QUR(S+20>QIf$BaNI_IN zjEnuEY}eg;6U<8$fu)VU1d&ownPn@p*gbDxy{!ftlUie#4_$7}nbaaSNd@ zW57_n(KmJAK}d3+=$sAhjx+>^EAk?ocbscMUX5{(B#zQRd4B{D$(XVzED%`GV)8;? zu)G@ppDj2#%_x+$9TG&=m@jkF)ep&DV`i+w&&`kW+9p|Ny@%hQ;dlFQ)JIa$(&=M$ zS^j^{L9bxWyz_q*sI5}xbYFbu^<~UBp}5U zozrQ*+UN>|Ad(hbt7<@FHS6XaYk^(}O=o6(P>*q!Iq{lruL;d2Yr=5eCZcbu0i&lCV8TxpqUDdL?Zq8>^1j8niX8sG8{{}-tCBq7{+N0rj zHm8TzSB30>Q?f+e?^gL?T)rIP+LQ$dpp^f8Jt4}5xK(VwxVSg)x-C0#9*X8V`BERp zolj68^_kxeb=uZ`W{1@S%E0G9(PtW%ojB|+E_JK<9*+^>_4C2uXHxhx%`A{D4xQ~u zesl?ALJ-F{{`{nKLLc=*F%Yn4lcfq_vz}vh)!=H;jLWXtEPq*ayscy3f|%2ldz&7_ zGpLRoSEGX->rHth34z2*?{hEN6z3vlKW?r6Lci=lE&NMK=&Umz`W_)s`rrjL=PJz( zJ>9}5KEu7Px|kXLq}%s3Hnu>{y6ie^HJ$X1!XBct)l%jT9-csWBOMt4Lb>M`>TcHT z)Y+UeGsoF+6B(STH++lIz5i9^#+p6pYe|L8)YU1ro63Z4y|_d#?$(58b!?n+)+%As}d8cRN9|?uJjR-Sbh6to9 ztB?#SXr(?StGu4Lb$|tNwIlE6om}xC zdRoo*`?5}bvW)%PhghFZ8_I6^o@u5MVd+#nk8U;*8qM|EQ$Oqqj9 zpy%fI#CSgRLF;6ZARvLqkdiQrd~nBBfl?i!{dOWv7cHD>vZb%?xt<@$9!<5Tp^C{g z64B1X0F$~s;Eb2VSY09vdF_;^#}c%zfUs+09h+$#T0m$z5&5<2wd?`Q;!f_XKGExQ zWj`Xd!xyxaw#eCw(}?@doH1bFBV`9Fe_Nnct7rFlJeF)=@kKe8*K6Iw>m70X<#4&| zuzFx!j-Y5yo9ux@x91AW_Np!T%!9fmoI?z3A6X0y3JC1XP#+77m7!TL>J@FAXI=th zglh2JE&88Cz9Z7PahDbef9`3z`8a|p#rgLi9oj6v>D(3hRpQO3N!`)Ds`7YI=x%U~ z!;GV6`O0QzCa4pc(eZ5Itt6LX^^tadX|4ZTKRqVr?r(R&7_uHGRw`Fv$LoxL&^;WB z*O(v5gNDafDIu|RXX_Kk72uoZUZHQB z|KV#BtHRmRZ$ez^{~Hn_>)MnoW+T-*%3ibIFuuO6Q)%&E?0J)2#*7?~c3(6?N3CYH zI#pF~4k!y0G@~TLy&Z)|uG~?aRas1RGN|_dF(t>*Hlu<+*FkCB(E@f%^fQ9-BL2(3 z(|o4;6RDzlyih<*R`dK7j=@ipNzG|l-)RsK+|YIsuDq==+q$kd#HV&XzZF6JO#acb zdnx4Xg*TvO6|BK6o?Y4D7Mw-WheN+xGF|jR{4EX`4yvvLje#isQnFa$KkUBG$v7`u zgr@+#;8+ff47qdW)N0x>Ul|SKr{$owUCYrCsw&MXAN5nq5hzaOCTp-4jBlzCxzi;e zatq((C@_kW^Z=58>imSy{D5F_w=WA;#q0+@zva%<<=su!m(_@`;{(#3b72HMctkSX zP`9=U=F1`DIq4tEFGB3XSDnEHj<6@k)UL$dc@E}t@0?Ge*_8#3(7`+3->f==VwsC~ zS?mZO{oD3paVydz{gbHbMIVC3)bGx>qNAAC9O_e#JYUAf$c4^~de+kaktn*qmQGh| zm}&jDe7w8vQ$szxouabPm)mupwz`9CuLHd?aVz;(lF7Gg zFwaeHiLN&2buv0A&qUk(QkAe&#Qt`!4?#RIPIfeW8|a-|f%kRFPuRD?P_DO4Pf?c| zbSQ1EC{j{L$6Hkv_8LqFGV!CbMe-jcq?DeOHtBX-;@@FYvY z6DPbkkcHU2!RhD;UwpIfCxx?Z3LN32j<@zcZ!;9<&Wu-v!=DR25Lib{h0ui5TkvHwFXE>R@#xut##?l9es?4!D;oFA4oURmft^Iwrm`@US6evt* zA0IV;m^R<2aXA@2nLeAqR{kH+lF2_9-lyABt~ktfN%;8vJok-G91u~QoKS%1UQx}B z3cieZ?kczy-k^~*ifAqA|w&=XkB{nntYqBg#-=O%@L3<<%Z zD^@(l&!pXH(Dr~Vqyo^-lmOS1BG4?F^cS2vg zo{R`jn}|bn6h&lo(wnz^3m$JsJ?2`qU&el3jL{l*)bm!ZCkzm)e?YwGVFTjcdgd|F zlRmiR%7=T*TotU2HDrt{O#ps7SLRYk6V-ryU=0r49_qt!#C!^5NFJbi7qZp$h z@{;hpgf`Eor2V|ouZtinDKiwj@S~JeZx&m8pebZ@3ov;2i)S@`wZ=+1Y#WU5WDXp^ z=VY>w^w(2kV(@XYxe=zG%#|He+@@5`*E{J?|0C7Dd0h*7s}{W04AFad21-EI09YVi zb;yx3=?y0$-G@&lHyi_#i$ExKEVVl#?~>i97KupnrAm8A#1MZ$yWhan-w+BkY=9$Y z9AUnV4?Ycg*<+xw0KUB6|K8=ZA59&Ft4bYnvc<2LlFOtarc?;j26QhlJM%K4IBAFx z#43K+_5KMG0GqbgLU`(JAAtdMeVn_fGV$+61UCc5U0jh=t&OL8C8*+L9OqP>L9Ks_ zq!4W6?xaOC?WiafnIAQgCNfIKhJtbe(8swXng)4*JaKf|T^v%4GL~s^!7IL`WmEg} zLnQU&*VGg7soRez59tb87ZD{H4&I%7C9) zSBHJ2H#O%bL{pya%5A>J9upk7|G7-D3OWsLS-UArLH@Y2l-8!WeX>YQwEhWPK80^i zo;5q@h%CTsr1@^TfcKhj(UT~FLZkWR!t6=l9@{R%abFo!fA=e+cNTcsQ+uP#CVYDkvmA15-bqj&uAM-BV|CFUoujj#DE^AvEh7{(C$p9Qy{ zZB8!|&V81gjl!Gy9-rbkgs-tep9m)`Dc(Wwn_Dwe7w$@zrPQvv!N&KC(9OPyOi z7A3nbuN#2$!d8$nEB)8qp{H(J{EIs3O(lkvO@$`&-QCl*E7TB_0|I=DWG0g@GT4gj z7+T0KoK^P7FI0Q?J&V3{6{RQ7tpWC`)MqLJg};<5F~pxU;t)kSmt50ol2z5c+PzFK zEr7H$T_%a%p^wF6GOO!EbgtiPKA|)Vak7|r-;WDp^~H*2M^kOW1!@1sKOM$j1N~L^M-&GZ%1PlPEWKx^#L`K z@JiNFD80U+fTG2uJS`SuTcMpmYAt^dW;Ohy+AP4!xzJUW@TZ1oI1-B6cw+QWWxPa@ zoauPvm``+v9XL{q4)@jlt;%AX`>vi;J5b@$l6mOv$sAavBEQ--r|j7T37*IfOQ}D4 zK%Y^gI+s*=sOOdUuR{M+c&p6{#9RY2ePCk8MQQ$=FEV9F@PkxIGxvy)$(rMLS?_5->QNuP5g%#WWmu4T-b=ez*McZM>AIO|ytLN3*0w~hZr8xd@=^tpz=|(Zp z5Aw+#A00PcxT~-^<%Ef&zH8#{1~O?m`Jd)rM{95^+m zp7B#@r(%3pW+gq`$~!MGnQE<->lY#?3!W37WB!U#ZzaZxO*cfDg?I<;a$_P)7RZZd zl2N&FpkWCI4hN%-g0oRNtwM5>*bjL+FIu}e$kXQxS>N`_F&I@05~pPPG^6e6&(wgB`6a?v{` zWP5N6Q6KIrxO!p7sD$j96$nV&Hek2m)8o~{kE4_L+83{+1~~f>CEt^`4R250Y^=HQ z4-5^eFj*Deop_ON(4CM7vu3#H%UaKXeyCIPKb+@FKv^TC+5@CUxN-3^eeT$)n^k`u z0uFQXb8kaTOdEKoN;NFkpj)ErI(e+>kV9*Q>Ds3eXSpQ!Zqw7>{ zutO$D-Y@8~6pk3L=I9R+^d5o))id*RXkq<(Yp~ax-8+mnz)_3W3^rU;4Q{hSenO zXzRFO?4A4WA_5kDrN2Byrq}K#AI|=G?AZI7om(HGe*+7N_7CO1cgiQtjkghvW6mX- zpF@~?(@i%MUQ-<9%b6r8il&+M2f@U# zsO}#fc9wh-@4uNU(KMBU%k23BGAmzSLcxfkeDUq@lAeOVF9^8+qAoc)``@k1W0+Od zkt0|9YSK@Er|JVdhFFYxzlxml|2peB!``WF7TbvmFkYfex@M8y>FocXG2)my7#j~9 z*%|o(mBsMgCWzn7FcOZ{qK3$p`t-U3j`D-D01}&hwXYV z``UsQfz)rR#evLdNu5f?pzg8O^OzGaxx^)z@c$`VEe*rXLx)mB;tdZ%+3UaO@9W_z zkCqeYt&ge>ed+fLmF+3n)?mYQyP?m3_crY5x_u~Fw9|Qw)a;%-2{Mz9}&aIYSVRIeJrYmO|w?Xz)hdpD{<9s=zKx;PX5~fgpJhgU()fK9;G`?=%rg78*{T`jGCL%^ z|B3m2>ewDjkj0KEO=LN0m)pWbzvWgwfNx^Swrn2$*~M!;+}I zRP*w8DVn2{{MYLxg?c2bW3H* zH-WX~CU94-V#5iV%#EH%vL53uvu_L?)lfEKZn}GL*q|4U$swIe&10-?aa#4OCnb2J z?*I7I_GDr0MvAMcpe{?tPn$eo@QKu%1ArbIJRIwxVF4s9&@P|odwJb5RxVSKB&~MF-}hs7Z75z7WyaNFa6l*j)1=M2XTKW zS29mcU-Wb3k>zrm+Zj1&H_dbtBKogeS4ag4kF;F5h^cpu+p2u*X8rD;&>MV)7taD_ z2T&BhkGgx^^T02bZBsy^y*_p%D*B0J9#jL)DhOLUJ-fIHant+hcthV}1=5@d^zX3l zcDjwn8iKI^b}9hARI9JfFDh;q+5wU&RH+q5fHEHg-KCg|0JpE9`mRHGuCvo2-=q$* zHBY%4uG}sU`Xxu(C%W21w2`Vg4$FEseUOd1Med_CccGf|$xLZ+2-fj|Tk`FFY{)pR zAemLYI%mFZ_!K0Ugq3+I7CAzeNN``~i}*O+18(~Zy`zpn$gFyURkl{JTS zc+RaR!P{x#^-SAeCTakRUzJkQ3{IWcduj`6@GxWw*H_h`*;1HUi!SKXiBCn-b1}z6 z8I>4#yCg`Vy3eY>Bi^7QVo`fAGUZaQj30gh1uv`aHD0e1+#pjJgP#}{v#pZZtD?&* zb;)8bz{L(`*7~c2Q0wbZ}H6-e8vbYWGJtZ?fR`4rFA(V^0a+N$0@4dyTG z1IY>xt(&8Y7kBO<=Re|;>L8?5$g{k`(qFwoTk{WOj@32o-*aiO+*x(w6f=82Sj%7` zM0hkJ4B}yA&BbjYPp|YwSE8nxhDHahGlZw@WCk9JOJ`nK!qXh}(>`*xAp$LDQEaA;BT|3huR)v}+3yp7>KuvPY%2=0-q7(GwD zxZ9Psr%fp3nLHC}G0liM$#0x9j#$cVU&|zpcK4igjm+yU_}zQ9q$BCw{yEhT)YOQa zi7kR#uYo&$4n@7I-roAeIA!R(Y80k z0>%zJR)c$*`zM zcekv2ISh8UPPT8fH9~|$3eDsndoslFMfgx3W`Px_=9JS58G8q1zW3WF`*2x^n?^4>g zH}brzqO_uVc8|6T0|EuFXH|aK2j|QczH~KKjEaZ?)wa+59IS~A>6+hS+`N#Y0Q43*aS&oyc!Q4E_a37l9@maR)##lPqv1881H0#h%&?g#u{VVq z%CaCt#ymVxnpZK9|5~XoH>9UyPp{AyT+=`>uJFh`{cbJ;HCKKIB(9@{&Ch zM!fn@`E0v8idm4|_zIDo4wPjk*4j8NWj80wo({qC{cCkt$J%@5J(9Qc762tA-5(R9(Khnq=u9?J*0C6*Wx` zvy)pv3=shXyhRpBT&sf=8>VBT^*NfPW&RCx?CGB4{!BnE(nr(G7qaQg!QVr0O|;bk z`y3LMV!yrR5b6?#?o)ariT7Ao-I`&~-_ z=`WrgeE?Je!g!U(xI+@KuIc9Q&s-MEgYr##_jKAlr@<3{mEShM>NlI&5F}7==j(R9 zn%;nbnT=BbFm#f2R$lY$Kw?4<(qFWnSM3EzGo}t()9hR8zr!D>AOlmta+=vl)b4qg z;V&t8o+cU`3e_oaQ9$*dbV3*z6R!14`G0>Q_5_th2buYwCcZ1~3eXkjO_%PvVAYD{ zhHu=~CP!09a3-DMc`P&=aSu=#cHn)#@gxY01x+4K!fkv1W%o-dBc zJ}`gz*3mJI*wS-R3&a7u8kdWHqef3XiCU??eBc*N(l_ZE#n69m&{u97zAzttAQF=~ zIwXyTsU#k+Oo=EYvSos+RCZ{PrQs&mM#L&A=LgI-kf}q^NzTK50$!b(z%YNpJNA-R z|IXEC@uJbzixCe$ibluqUXuKdT6{Ey(>aI&XVns6qrv=?YUY#-Hc?`V4x5Jw>6&I+%LYbz{$rpNt zPr4$r*rhqN44`JfxaVO#feC}@o@NTp@DD9L;|MD+>CRzq@H4oh;l--#IvVGBq+xeo z6!NrH9kLh3X%|W`$F?l!;;en z@Nb9ug2;AD!Bh*uh?^k;TmfaT>Hu(8-Hppc*)4JJ$A1EH9n61r7=<-TN^g?4SPS6? zHy2y0#RJCM_E5!eIZ^Krcw=jg*9vQocR79f|2`OwS!@UJg-N zRBZj)7PiJ(LY@wE`hhcDh?G0Ca_wE*%NpIs#wF$y;I%SN9uZlYu`*{|umY(hQc2%n z9&7fG;c^B@lb)+)DTJSM;%iPUeJxu|PT!WQ)Z|Ktl|M)zOBa2QE=Ls=|INj&>yK+v zZs3Q=2Nq_j1rsqjgcY(F<|-mMQq)RI?Z*FN(CHJrpwzHKRTe-p=p}*66%9RpF^rPE zop9Nm5bKI}Jm|3e*+&1w1tc_R|7UWr_0z4--)*la6{z}tZ^8!kws>q`il2~?y_sas z^G{y>mf@6lEjZhOO}o4(c3Do2O8Al%whCh)Og!8#KVPs;%O@+tP1cY2+nWV^H<)Hf zfTxwEn@{@qeFVA2jtzv4n70hqX*nggU^PavTot%Q=6i`D*FUJ&hhESUGl|v<<-w*+ zIvQ$lGtWaIv*2}iJ_SrS-q!CMp3 zbkDjQ{W7mMuzH`)#dBTH+>?4X5b%K4zeo{?P65GWMiX| zm1n!ekhQOCNT?_>@@qjsy;uPZ`_qW2W5gB?n{HYe4lAIi9c z5&z+b{l*+nv&PO+SN5x*tlM&7<&+0sHfDS5c}6kixBuH!*RXR`vPzFhhu zWWZW%eRTETin0Qq^Q~|>`#cKX-Z9*3r3TDLZ4P7j7r=G|MZDh+!SW#o&)l@_TQGJU ziK0*V$UHUgLN2sFF^^y86rubF&csXn6&qOW&7HiA>U&kWn;ORG+O98dg*ow@24+o` zhf(zoDFX>!KdbPe$1pYgUnvBe1=qK-;n&(A*a{)@D{}LE``+9l<@ZLkQEAVsFSw9p zJsHBfsdF#@5WBXAyj?fHf3NXrQ1a>_z+vO~1h%13G~kW#4$~IRV16zdca@uP2mnmp zj&(uW?tr_xP`U6K$3;n*BqbVG02mOMnn3DneY;?XlW>Uqihf6C{pxMtQ-88rmFeU7 zpnW|X?E6CQEGyO30`yHwG?zHU*5V?^#0(`*B;sr>62epkbsf&b+TTn#uSp~=DnUkorbUmPZEbuEKf92eb3aNuiz{y{*xVJ*8Thk{RanI2K=qYkx zEtXWaCH0NNC|n)1F6f1`4WQYmGM;Joi$qJXz_@2p(dAZel=7z$_oZpU%^;qTtmJb* z|DOJ)i>%xaIxvf6t%5?P6bwq7$EKLLZE~yMq^w4Z<~!`B0BUshRcF=T$R#_gKEp30 zPz8k_3<*wQ8IM59;UMFy|Gx!a>wxJSw}EVycYGQ67EMJv_Vp<(r>*;ioyxac!d85^ zE-7EN`t}fGvP1vt`&{tWM@_e;5ymiStt-d>2k5G%+`YX;nSMvH3LUvg7oYWf=XAkQ zSmtZTQ55`jj9SI;>flN{U3{W06Zt>`+}i?7QbM{|ozJk@icrM#%gTEBkW(qQ%9k#* zJURO+MS{Na4_xUrlLR9K$PO-rJ2NtHUiY-R3by^ZKfRdZ-tGHDcxJ5S=Iuu&pWV7t zdZ$nuL&ZgWLkVR{)uu&n2GX9hW^+FQaRAk%oh+6bgUPrL746`B! ztq}i$hu0;cF3FQuKG0B$T;_h=>Y(lpyMWjkj%W4fOTMvziDMHf+=|M2-p4MyL%N7- zf7PFe*NgXs4Rz}(uSmk72v#&OAiCbK1n{P9C-Gci;LJ=#X8MH&wKy&@i+B+g3za-d z01wLA+>@lm!0Y=Ovbzc@ccDFK3Jp7g;@|=%Ont1h_&K;WUKq)hK7?q_QAf7%<}8QW zTUawrJR4rHXUOWnlbMI77|R(jQn_&x1T4IuZ>g6-`(lgP4xP}aBUkqL1_Y#T=iGWf z_*f^2JM>~bwSnuyG%IrSFP;BL4AWSbsvGLwZt(WnaaIHV0KfX{7;`94MKL;$Gm?pph*bb-wMd_EE9Ss`~LWrH`#(a;WZkYpxgoM+G zU`yuMq56jp11tY7bla+qdelrJtLis)RJqH#cR9IkT2(>TO_in4 z91R*;esIy;3Er(}&?lYj@0hY#aybM2ZZZ89#E=X4Lum-7ciQIP)_@^0jbyQ$h~xCV z0gHqxMjr%^$(m1=Kc|_fF}{BG!R4ToSIHkrbb+tW|JwriE9jB$Jb~C+Yue1J-xlaD-FUiBP|(WFq~T7AY={y$0Lk==5pdaTV+p+(O)8VxlitY z7Su8C8g9bQgX9m5F@_eVeEcsLB)WiEb@}5_5WAQtP2`rj_w61D7aW-;b)g&>%$tws z5A7z=nEbJ>?G-}M59-!9+jj+9N8lvV*y?h+l191ga@wtuJ9jIK{XDB7Aaj zj`>s+kQUtyp-7mOr+KEZv(MHkuo88El=Y%LuZyhY_jyA(xvj?I8SR|e=(<66)XZ@f zrM=Lp@K~CeWa;{Y#+nl}r;LJRwxiurEC~E%3Qs7kWPL!v9kLqV=&WY&qzp zBmRDO^FAG+Yp_2%GEjH`9cGrcP{^h0v4H%4+IG*aKUdFpgloSk|G3&$r1&1OcH!#T zO5@CRwpsvfQtGp|A+{$o*FbD-C_W zb&Y5Lth$e&?S2ANftzfcn61Nz48ux!SQ&G}b5+(jPR2T#`5$PsLIjcs;~(lf2^~pG zA9hT*}nG>7t}+j4ZdH#SzwBtllG&xoN{gJ3Kk#u+Ws5XroZo%wW}y}LRH1d39- zOXT)wP=puLuY{>4vQ%Q{ABMLO;?g!VYvcG9<6@^yvV7A8qM9~q)UV-aYRz#XtW(IC z*_~L#HX3=SHAoU~wx;N1Sue!#Lci+9>lkCyUcq=ecnOCAkB%Mmu~e1EGM;*6A3b-8 z;4$m11oy1lxdMp{K6tYU5_y?023&WOAHV5h<<)7;sj&2-5301=b3WO>m#+9dG%5ol zyvLn0SA+ppnPld0IvOQ0*o+Zcj1ZjMZs3+V(%syoc$WbL1N1;zVb?qXNvIw#BMP1HeBlQH zrGgneDuKi?Yeb)){@4j0e$-=o5k#^OFS$tvscj{n0iKFGJNHBN(x2Vm%ID^En%Fh# z>r)`$2nF{Kct`lEeH1y6Y9I>yD0N_#L0|V@7#p9=4tpvwE$&@TlQ=wb{07$54&ZIu zstB3d2S>hR2jJ3-nO$;#ljcsbYqH>eS&WX|9@*9&t1#=b<+XOAySclYq5BCrb>bow z10;_(l4!bqFf44tcSHt1l#tQWm5Bu~;{y<+dZc}RMnq>>6WU_gVDIHKhGpnsD9@*YbvG^{@@+S zM>Nj$#SJ#7Q=ast=w+wy{+92Gdxb?wGcw5ogxzI}6TxvWp{KYJ$RJah&xDT=uFZAs6s^Z1c*hvH3nNq|sauEmb@N2jp ziu;n?Lf}l+vqW+$&N0L^Pg)8;)m8)N?(rJ)S<_{|#Lcf$>Vpjo;#|iwLEFc%SuN9y z6V=7dDSMEIRj-w%QKdi8?d2UrD9;w+6c?VGcia_r|A%aukXcSF?N_GQ(ey}BEK+K?NV(5JKRwq7zdeKB zO`_JgKYreksXAWuoYN`3&gK>V>IZ`B3u5Zo#_@;G?d$j_kx`RMI#V^x5>gxs1}&e( z;!;91*LVn>V$&3^D(lZ0yg2oc|EA?W000GpE9@c8`QB=k5Gq(iNFo-?e0pABNmRv9 zHmG{Q=H=W4RQPoh?A{@tJgqY8-Ci6v!yjo#y_jL|=TPneg2B~SNAJhA_Zt4Z3tKXz zka|HH=a-HXFar<6qv_uE-;lFOAu#E;9-cx~2_%V^);8Z-;@@husR~%}QNde3=&!~=? z_;D=&2|zXptcZV9$=JB?oD2%d>dXgMW(Ik3Uh01X=0V{V+tJ%jF-oV6;A@fG2jI7Q z8``}g_~6~&W9XYl?=y|3jZ)ab!{xqhGk@0Kl1f!)+ji%BY69JBe-(( z;lUR@AyWu~`oqq@e5glXk>|PIv(S9xKFsjppop38Coz~upJ$=J(K%%yvBxEEMA~lpYY+ic!`+OIV4fLU=<*wizVuz!T{Qn+#KsKzDw>eh zt=17!g?kTc0CZkf?n%f|kga7URYySINcJnOsGbF&*&_F9Rdcwv(lq|z_7Qy9-hElK z3nX2#H%fdji+lRseSW10_3e?y)JV6~`IqcUFHzPhFW!it&CQ5|N9a_szA>YOPWi^ znq`a6zhV%hgg%F}b&Nf40oEMB5>egDQt2T+{SJBBD%fRyMRa%Kf@E5v-eXa8<`)gK zTWz3)y)*2j-#%suL=YH$tEj!i66=YEZ|UWLItRR$2c|Hc*MRjxt?|bP-#FNPYms4X z(y2wc@xaCNRzb$gnsu5M#NwlyCfjkilW2u1_@Y|IkTl)CL^ir1r>$OM1#uzR~(^RKIq1IY`ow)(Z*EL zd-0lTxDq3u>l>Ae-#raI6Pk+jq+11j5|1+0mZE*VYk%jvd=8NJmB`BLzxYJ$#8h=8 zUTjaltG93^<`pme&*@Mc?=845!Jl>MaZ!iY^zZ^b>UqZd>MzoFLjSIw5z#H{%BjEdhgSb@@MzkwPI&(sB4UFWj!9v?MTN|xrlm{r<|^L zzsEQ9oqRrw3U+={Qm#7RE#fJ+hTHy&q`I%XFS1P2cDaDiSo+i99x(Ipg^$qQ*FS?8 zHD2v5oz=BVK`hceUb#2iaRmz=)EoY%gX7sb_Q18^G7SbigTb(C`oijh*Z#Tf616MckN+@#DUa>G_~bsd-ZBHp0* zyjNZ;_R5&VTe=p|wO*Rv@ZT6dJlUd7894aY?jcx3bVmX7!On^kGk5A^C$fI$zD>+c z1D93labkW|qD{g_kf6r6z99{j-mSrx=3HdQ2e!t=rnkZvYrX4ntPA2G_2?A}XZL>F zzyWf*nI|9S!MK?1L2%ZjVKho)*GS$+s*773j&Hq7MBU_}@{h*i9&L?7e{s+M#Itdo zzPqi3ftV4ahS~~1?jwzhCT6)^TIIQ*=1*G~2DsdS{`~D$?QkjbL^B$d8qHtj`qD`S zXmmBmNTg8JSM=PCpSKaUt3B%IyjJJmc}$ zdMI`i-v$4v+y;5fZdM1$ko0XFbIJ-hs#GtV0eLErdfK#>ahAQpHV*`?WodQpU&}J` zdY3<{Cn9>0Vpj+Bvy-cP6A)htlaWu}Av30Nom0hkF`vQf_?@n^3dSu~7y5}+Dev2J z9o7E^Ygb;KXiM4xI*3B#Tjl{P|5<`4C@_89FbK9M`&+q}iSs8f@e|I`UI91^$ASsZ z-QD-)W|f}OL01&=Jze?02_xwS&E5tL6FN$}S}v4PBi1*i4Ss}!K?S)Rt5zb@x$t}f znry9RmAmbXpE;jPt(>!N6V*XblY5Az$_L+2qv*!frpk$Z(^r8r}jeb*L&WuvMUm$oB~)HFcez6)(C+Ltbw#C z?biOy&L0M5&kxG4ec+7T({^e4IvAVu8fK+sGzTT^Q^zry*8{&^~E%Xb>zw(`K9Q)#pR zj!XiQ8HU8(oa1Qjm$h=y8VwqA2vGp(9vJ8p@`I-~nBbtsoNJ1YA{P0!i;MtW8@mjd z@*8KpLOvmKYHGDW8f++=SyEf=^$jrX5^bK(d%ks%m^N_8cahkRG9*$JhjPxcb?+EX z4}XG+ht0e|y!9TCc|Y13YO`N}G z$4yKDH!*YJl?ksxz&?17&C7-)4z88Mrv0~u|9SBUNt}=h+>!|5mR9om`E@G#c12hzi+KcNuwEeoIDV?k zbP+crFZ1h}PV1Pt)H|`kHU{fj^;Eb=Be4;37z^7T#D3hawg|2D7hEKXl22(V-EUR)Rz(3OpD9*; z;GXBLB_=nEkBPJIkh{3B)x>a=o=lsC+EtyvB%}uehAO&WDy2QZd?d9sGAXBjC=~py z?3;eA1@OQ3(8Vj5&yW08{nhi`<5OD+xkfPjVxJ-zgNiK%)i)1E|4(L<;jdNB`?-OQ zahU~8=>BgOfFQSJn~;)($OW`(uR~|(1ke5RacBerktvkMBLUNPNJdIpLO ze3++2F^k<|U=n*5{F^YJrF)4jy8XaL71^MRc=ENJNWbB377qRUslB&pV?Y1XdU(7g zmN1!})+Ht1l&b(?gM{GwDscRf;^1>TEgzz{Z8L0$VbnxKLe? z_s9dlFOZS_7yD z4@HuEt?OdzHN6wbN%1k!UP_>u;k4#oC|mCr2p$v~@e)}898w9c>)^2m@)lm~&Nu~M z!byn6z_x6P=Of1Ta)W02m#O*+Oi~f(eE^tpA-JJ~EZzw3_=EAbdC6_H=gR&jkSm=c zGKh}AMX8$I5~VWRq0;1$hAc4!f*7>GIHS>xJXym!<$9x92Agv$VdVF12ixK{(xEK< zwdRLT{W!n0dz+TX>A*8pU}cCpq_WSe2S5kc1!>oQ@$l${vPf$07lBrzacEb&=ZS|_ zwh>?r$>B?K6K1ZfX4|6`Rv-z-un~$RF`wKP9|nlFwf5E&yQ$CMF10og>G}U?0Hg|K z4tgIXywY1CEvhz7MF}7G69mgReBk2OwgTCHLzX1jxW`k_&-Aw{@Ti7M`$6U>PS6sB ziP_#M;CnpjouIN8?m4pX@wjq7PafthlOrS3B10{12lY-T0 zl<;+|YYE_Ee}{8>(GFKS;5krN#hOv8RkZ z%C+m|j~MD?!)Z9D!Ha&C51p6jauB>I77T}c%XyjxicVvCvpnr4Ox*nX?X_GH+Gl0Y z*RcS^Zd&~NC-S_P1{23Wub&@+HoMIK=iJ)Db;OBZs@cGtt9KQ#7Yy;PzgqoSvsZ3E z5Zt!HI*h$~xFCW(rcQ%Qkogfi-1B$_lrID`YOd7d&jOr7nChq142|sy&i#>B$^U8W z6qP^!*KZ6=2ce8p31uqJ(tM{118W~u?eOWb1-WU_vErdJSm;)?=HWfDfxH1QZDp_L zhcD)esq%fBw+Z&1)p*Z6H5${{FF8$-hYCG%JQN>(x#r6A&yQAKGyzc0TNQDRMr#b< zYC=x>$;;aSHs=sp684$!q#jmUV^?01O-i;a^uw5+jt2;PuGh{w?qXT|O{mFO+A|Cpp zTDPwoj~g#9`$v`UOJXtAXEaA!)8>Q#kf2+NVD$VDRVz2{Rqw93Xzozcn*J1s4>HX=tRg;(L=PJR^ZRMaALS=ncX}r|?Eo)#e>&~ez9puCVnfa5 z9UJ^caz=cs+i_Rn);~Fa&A*?&6B!4Z`6K6;d#{1a;7*Z&s07p^e3%}=B60S-xpLE7 zop89trzh`?Lg!#q)L8LWZmolXKtss9`K`Zgo9N)#rZfCku|gb&+0(*}CBDyZ^u_&7 zX$O-8^*-~L{8ZaSiOW6PPToa4aZ4%2TZy(kr*(U-oitQ~lE>QheLSph{b9i_M>c3R zl40&iz0lDsGS6jARw?g!57oeY&XKnU>$uz81btWa+8LNN0y9oNXP7`x=*)2J4CK5f zx5IhgFZS`a?p#LwwzS$w&~M0gxp+Ha;D8Uwz8_qo4Vn z-cx}vt5q>Dk22D{4(Dm zoZQ!YF;uYtx?Q5g;myO-ZH?47z6=86({&|r2Z0tqiihXj%fnElU{3ta%YzqUh&{QW(-zKpgExn?4M z{{;PA{R#cFkw8vTTZh~*eY2YJO35~-9lxq_L-}PGawQ{NIRg>B-R;JJCVUopT1WU0 z@-{W7cJvpk(b)T^m{b8+$_l#v@0cOvBga6@YpBI>1z|JV zfHDw8PGRyEsXkr`p|B3vEvxKwZH+*5@jVcf*}j-c1tQ;4Jf)m}m~ zxL-OiYirV<4oQ8s9T6Es(CnlZ*DoX7lw4M8&cw=@cq^^#*UML+#&wM5oDdsg*jK9p z7iSPS#eZM64**eEVR;0sLXg?JaAEpv{z!r_WFmJaNm!rRJ|GDQMQv6~>1nSQ7Ee)K zE`o!CFi@-RlBPj4yaCLIE;?;EHbvD8bKtXz82P%X37mbtyb^}fco~wIBlztjY7g8F zJLv^7$DBkU_BGm=0!SdQ91rjtIMt@|4=B*f?%*appF^XX)@3yK17d8~IQPJ+18dL) zzhGgL5c7(kx`CCm=3t*G#7X4+O1Z>9*_itf3LdfdTUX%y)QUlH$Z+Nw{D@x;IE7!| z+FzB>Ib~Ca>NEm3@}*as21s}rXS^+=jH9aZ4w&GDbypYayeStLBekd7kdYOS-v5U0 zu6}%(ELNnoSrf6@6T3~%q}xq~y8%51Eu#j0-O}8JLY5tBGFgdU0jv0yB_msR6L!M! zMsPx^k*K)b`oPRMSuF>onB}I-eGumf55ZeBAHo{%UbdHR11CvcVd=}gFbCU1}$R>y{cO1V3T^WHN~TE z!mwjvbBDE4<;?xs3Aq_Q7r!z^(+01+MgRM8;704s#~>bo7=zl%!moaFm!6d9h3rd| zAI%SE2eKa#x_aLO5ZHECV#OXjn|QHDj9u#I(WZUo14Kq9__^5NS*Hl<4IkO!nT5{7 z2kQ~unc|g#1szuOD0NEuRNED-K?mWHIP(*z5v;>1F$OMGW+Au?3+36?toxrN@|YUN z*od68j^2;nzR!ezDgyflYZGkT@JmKsO3M`|(~pUU35NY`&ZvD>Bm$J&2`U+Crpm7v zHH!6`_%R_+>#^6Ov3R*jCn1N!ymN9URR9yf+j^=^S}_4I?f|;QJ6QGEd&#i-*6^o5 z~(W z=;B00_|Fmzbd{My;`P4%SUGOYIvKukA@+F?Icbm~;3Z!+B;^Q>-aCDIOdiK&DGjxo zh{KNw<4_TT`(5nuq@i!^xE)(s!mk075i+j~kfM+Yp&j6}71O0`56a1asPzi@4%`bq zNucQJ@PeAc^cCO%+<`e`7C8m~0M_?A0bN7*K!u+Ht}X zO5FG!-5+P1B@dJcN^ENiGZzqfHU_pSwn#x1tWc`pUb z@GF>FK5#0Idj!JYsgwYL`ki19g1JugJq&><>FwI?_9G15;-sQ5oo~QM6MmcXyx}*+ zrs#;3e~%6zWxrKLwjJ7oP5QYrjEa z8^_vI{3Oz#ihCK|6TH_D*<|+XyVY>@i(j4fC)%z+RB$soM|{`95av^=Y0T~7A2+a zsEVnM&3As%a;N$8A+NO{hg^f3RDW)@_;&%}%kLST7Y>Tgl?5CLefpbYELq<2wG>im z^(cpj>1h9=ajl%-nR>ks{@Pz=g#-FD?|eM_ehDcgBR`$wSifF^hPy}5N%PmH7BPcc zmit7(9qV!*zN(RlKFmPsok!f!{@R)S9I1M@X8&_@9neZoCJ`MJk(CLoIgx)JjNXb4 z4;m@0u-X`i9$j>=FzycDDdK-2j=%%ojXJKPV-m+TIti~bnC2#lj|OiiXek+5CkTER;x>$bO&z*upk zdzD#Y(AIvho=fvF0cBuPB+gIiC4vW7Xzob|2TAp3ARY!d5fil>O$`FDS>W1(VeB8G zXr{wa?Ak4C&h?H!Ked{aHQ?Z#buNviK=)hElTc?)m$Ox004x&Co-_6%!9f1+SFx>c z!&OB_GknJqEwrx%H@RSAE_F!wp8^DX`Y2Dx#h@ciU~-YcO0xMonP{ku2xpvQl2%hz zAvv%F$I0j8h7bYmnyHyf=JdOCl(5a( z3*nXX7C_a|TlBvPSXCBqkfw~U4h=&1OOAT=bf#>t${lFL#+fCD7=j;`O-;3JJ%MONtT^CbE|&#zlLq6F z2rMqSys$|{|85`Is_#Z`T$h!8Y?cu_XzMAy6$a3zA`}vq#Q@=hk<}GY6H){q)Q#$C zvMiVqk+wQjGKx9rL``#$=92`^j@sL(2yBH7sEcM{jgSfC@#->>f`v2u|M>KjQLjlf z@6t=Av~gTyw!YB~Xe8S-Diq||j#UgqfTp+yct(&mo(Xf_ksnlJ1t43+0w0ync2Mc@ zKwJ3-%QsRi1p+4#9jtv!=X- z_{s!)I5mQ*+jZaXDJ?E*RhL19o+`aJG;P^FzGMlwkuJh5tyQgWhh~Q**J)maA5*_V z)LHwyQSkXW)_Krf;QTB4`PMJ8TfW>=BNLYm`6@nP`@#SIr^=j2;0o=@2c=gk7HaL} zAp(MhV8T^4WV)JRTqy`##sv!l2yyFdn!R-IQ4lLP`Da^QdHc^dJbDGv)@KBayI@4p z6mKlzVflSMg=SpgmE(*D^G=GXL&v6nYa|ofQ#zFWkq%^-(8pyiu!SLs zSp{*rBO*mrvVgsyR%kVGN6< zs+q=3?XCpr5yExXPPNE8XtU!$Aa-nZbGZy$#uhg+7o!0JHCNVzeMA*y5QEHUNEv;( zFeluf-`;x=@Z%>`!BLPQRyK6Q>OewZK8eU6gd(4Kh*AKUC;^N_)t_y9Kyrakch>ov z8~UfNHrDlcL(N{ml8H3Ms6F-@KhWvmX|$3tvbg9ydb&rOL#Y^S5K)y{46fZNf%=wy zuD`nVYA{B5lI zgY;YcZns~W02Z6eyioeOU0QiMeTLX{Ld*#d-IN)B)DC*sv=8j)|i0ve)@AE=p&pq3-rqM=9 z5*JQbP{xz{25a1AX&t51QYuxaZYThAKb)9ZJ-KJ7P6Y7f7*;sMalj-2= zEKL3||gDuj(X@fwwqUPvfyL~<9|%` z0pPpLba9ACt}UxJzCUstzLJ7Fd4KrF``OkLo%2Ovz%Pd;6Y$SrpI2dN!hO-Z-rsXK zo3OzoeQ){nb_U+Wir$!#ZF?1YBm`wZ62J@_nFn3er7r|mDw1?UKIlaK>sHV;auwTc9@3%0ybMlySBqzixkHf82O2l^rhDmtc^onm&vv#)LIEURrFsdQZgUZ!JpxcIlGS z70#8)FEsn%SSXQxf1M4QeoUq=7%%gCR(oAIGw=sw-PaCPYYYkPes;)Hx^ihN3ol;j z*b0l&SgQV?B({tr1BRWTMm(l#R537*PD4K7`T&Yu85N%S?eO09SdET#*vR@f)vJv{ z*;NJ9k;Q(8Hg_|~$DCT-7B7ASh=f9|RR2c=6kl4_J{7#7v0Ra=mC)mbMg2Ym>flITGwSIc-KT8ZbA-&{u#^%y}?l=Cdim~G6 z>5QJRw&}0#{aZn9=*Oc~s;0`RPT)CNl?4Ftrty<^PPf z;BLUdv#Fp~DfiImdj(=+TDRZ$a8KE(la zJM$;OxIX}E>I4dWY>#HkO90Mb@dm3vc{R6R@AsxA+TX(36m_Im;($MT7MiKbcls*; zFCv&1zQ|ge*O#3D>2ffDvEo}z4)l)5m;D2eH&M0Do-s{V(^o8ADKRxk;8n8XrZ0d( zYY!;yXUPJXKdl@wg`s0(wq&=gxPC2L7sj-p60EWN&CPMFrRA*-UUkaW!X|TR8CmdY z?lK4Oj|P7Z&^jv2`moL5ibUY8R-I@AT=3%~GEFY%X^Q*$!>%!ETNH~8#_~*$&)=25 z0|B@*h=`jcN`%kE#I^(WQ`~dyAmo#xL`8i&l;140-DCr&gvQi0#4cy_mJK-hRjPvD z&c1Hh$7@gT=d8d9cRjOO*=}UXeu9mbpX_Yg4!J&h77y0IQ|&f3hwKASn6%pOOoHA&MrCmZ(Ym-7xKnqd$auPD|qTk8a=w zmKMPE*2^$%+@`e}0?>r;;pAE98-RfwWdDT+P`z_b&?%RwW4jvyM_ZlAm^=*JIOt;V zW|aEaQ*Ug8>1JIAfIh(P(*YHd7+W8C*=7;Utz}dnd`FVc{ zhb)N1xNNn+C3XkZFTG~KtIrk%ahFEtJ1eKY9<#~a6G!zv_J{I&^j1h#X2am0WqpQb z!9oUW{D3%I`YiZ<)^7B$3$mOxa010Clpkl{_uNO^>7?zY*#_=WEtd!gNQ3Oo29xFO zfl_Ovw2Aw{mE{_&3ZTJMsIemfCJgLlNp^2>TSW^&n;JG+eM5~^XO-hl?08tv|NU5X zSsVD3&&1Lz{>QA9IC4c5?v#rGy2O+q-D%j zb<6+0L=3NHY)rLHqDjmcX-%5O<`xU!eR`ByzJkX^ReF!P0UM{k<^7lnT0xK7AhF0N zYZV~E3SJ5lULlwO4vXxB+l=n5p=j(yQEvJKaqAoY#+F{4=Axr6m15qBu-lGHP0oD7gvu8YViYldSe9abw*WgN#X>llJ_U*Ac$ zNRXPve(=k0oyL1gf(KeJ2#s*RW@=aJ#)1mD+leC39}Z1#E+0;&L5ej*um&4>pZKm} zJD=X`_*<}9++vvk&W`iSz}RQ>dtKNqu-sv{pS(+a_27(e^djS&YBuPPt9m|IL##K) z7YWj-H6Di8{Ls^B(*}mv&+tt=xTlc->@!rV(|pI0k6=gdX=fl@kn7V}?7ZgsK*VJB zryAIIc7aK0_#>ge&qA0Uc6x)FfInx*p{$)pxn_ZMT>@__tTuh$OxEud6LfJ8rgMJ% zejVyi#ZzLsPM=Y(!)#l&gJ>bYUUIu6UbHZ>_n+tadP~ffjkl)iHrYauE_j8)!X_s) zd`g`Es>4nf(Zer~2U2ej1J@%L`JH-N%kp+0L#U!L~ZMbIz@_3MD2hlTBzX zALuPtClT<0|Mh;Y&n%5h74^+N6(`_W=97bOaXYtJI;{zGyWU)9xdzQK2Vcjxc}_5t z{B?S{hiw9HZ-ZYJfJbQ4+zkFW z$g76kABFmbEPyjsUiGgy<=pD3uQcaaHth&R1WihkW2f`TRcS2wZK3q-KZ8rd!r-~& zfF-|W_UI3Tn_=VZ!f2BV-R6fX369t7mW8Y%RrZSRTK=c5@&mB_`g7z!=-6~wm6U2R z#~?;P&+ywN`pno=+HaO9MinXOopEb~w&;pZ;gpZg*92kHW^6$BK zv%0hTsrKx03)>hV3?|=zm5O_DQcH*Gj^A;w+OPhK^mI$Ch?A;HDAD_{1W|N3H~G5? zZld=|yUG%#CIPR`%i26hf4V%)X^sPxU8f{)I~pQ@H+*};K9QbES#C%;;EgQnIy=z@ zZVF~)>+Qj^PbZ5n&aOHd&j6kl)!;jRecnQii)*>{rCc1Bc2mrB@Dr#p%Js&BArh{sNI(h&>jRvPr8;6$7o+0|9_y2lYvx zh5kJOTAT@}BQ(`i|jO@ENl9LjY~g;Vs&y=P@ILJxJ}FHS~;aLOH$geTLmLRk5ZlASrhVPFR`t9 zRFeCEja0_*I!Ff%n!@{-|a-xq} z8|1t6EC|)@5G6-{hPmyc`dy7Pwf3@|^m4P#C?E~JTbiQH-UYBG~`-?q1%`0 z=ym2=s4#ZLR749|{)O4mn%)FBs%OCe<#&7<^6k>mIy8M$YtNaB;;zEMmh4yB^LYw) zkqs}bgb`VfwT3-;0twA!caC+aQyTSUiwUvH)|@vVpl=p~-L}R3z zoUq(}aQl2~HA>m-i=zpMgE25I?N~^kU(U_tl9CarYD=0A&;E9L)%fAzYhJA=jgtZn z8}wtuA>OS^YY&lxn171XRTiOF9c9?V0`>#!SBDYqUi_mkj%IA){(9lCK9{n=-rxRe06mQYia|-_a6fY-xGY$Z5&k z=5_ASX?0uXg>T-eT{(+Z^o0X-KVjs=!mAhR?Web<*qFFwgw0u55+g2aGjX>T02@A*iDg)q-S1DA2Ecf)sGXwh4cq9}hUrWn7E?G&`O*iy#G1$evG~t`Y zsoBw2)B3B_=|%~|Oiao{ZB^CjM;?&OoDN^$=BmBHl^zN#g|@r&idy?n@z z82JxaPmB$GJ1l>n;)|Q_^ZeQIHuBU~@1~W3^86&GllR7HO8?N|vryww4TgXSknv$af0!2Xnmb;l`6kc~ z_}W|h9XTy04HUJeZ4G85(Rtu2_tHlt!B1_%6gHA`tF)7Ieb7cY2$!wo{c`5PA;?ko z+D0LDMKuFIRi=>|@A7sC^;bowHsn~sarc&|FLW$>Yk4|5g2Jd(f6&FLh=ViS2YpT* z@imp!U;N~R_UN9^Wf#g}7*$_xFG5EXfV)TvL!3{%Ce^t9erh4j-~YJvVDczurwJ=*ul6rl zJvEe%`)4a{%Awz2*H+@;YXK?!-W5;w$wil>*Vo+qp9khWW7RJ=x2o3#&iez4Dj_Xp zQhty&C)nCWdHRXEI&vrduM{AXMD_BQ9&P@TinP8^j%Y>1g!!(FydfU{Exld-{a`t9 zww3kZ>(XF7F)a_wI%2>62maMH&ykUu?PHmCpe-4~L>HG*lyA$O7Z_LUHN@U6lGrt$ zo?FYA*V#oE@kY=Z9RpZxv5|&o>-Z6XLKCa^w#lbcC{`KgBZQKFVB;~tmz(yXg#zQhJ+SJuFOZ?I7&sctszZQN$9WqkSSULR>rLrhukAn0y@{2#oWbZDOye~! z^S?m26jl9osKcNH>2}{BE$<_f^me=K@#*=cpT+F zg5uRX^6;h-;%NMCf9PEsMZJS?Pb{w-{~ypF0AE+!?9m6v!;ptjWdl|dZ7Tgua_xKj zKR_EanXoLCcfdEj{E4Qj2nZ4GI;X$)_ln0Dx1(WL#|Rq#teV8ExmJn@K+M zoeaZ%TtAs2{ZjiNH)-Tso=H{58y$olk(K0w$-_26JSnt{SlF|A0CqlTxewKOM+&b` zQ0}%ZR7*ZyU(o8+^UL%lOzlVeE`$RvAab6WHolx3)CN2$>Du4fYRS3PDemCf6Yp)L z*>PGVX0&_t>0Rm{I5Bg1+OgxY8Qbp$4^=R2iC7 z4`v5qF%#J&3fc=^d5MV%4AsV`x7QMe4vMsfN!U1W++6UnAe01)6eM zk34UG-4*81WQ&R~=9a8Jxl1t>_NB?n1q;7OYo@~f5oDqv zM8R5G1wyeiy%Vw#8Gfu0py-v}yGXE1;$D!0zTc`#-^WU-Z5d%>y;^nrZGuKDe)6Aw zKBF>={nv*q#{UnO7yvtqeLZ@Bw8vfG7~J!(V{psz3GU~dVX*0ZTLu>3-aKH3@%h9a zU9m)7cjx5O;sKEl%JtZej^S}mh38ceJqP5pwv`A>oanr%LG%eBZvy>sDu+rZ9LTZ2kohUgu^P zyd?W%<(xhp!)d(VkS-a_1_q6K;ystIV*Iq~Mu>vM8*+6B`Nt86xSXCoeCW@RjKPLQ ziJm%gH2l5`8U%`NRVDm`?UaT;8ojL}V&X%f5x|`cVBp*CF>zqOM{8FwO`imxnG6>2 z|9#XBQOQ`&=pPvp#VDkeO#(cS6`{S_Y`G@nJyv0w(g%|E^PXBlKwwx@t~=58E4SV7 z9WEPrQ!g9)xMj2E@%Eq6G4sTq87#gD&f-oK8|g9&AutA}*^7;WU8*~^vuH?(uN44G z+8Sd+7Z^(?_nRcME-QE=cTlw!6r6&K_cQA(97TLJb{jn;h z8Qy~jFXxqZGRRF2x1)e7ZnnaWT!FoyeSX`u3nY?anMfVW(Cz}axN^W&1;<58f};MeYE|TS4Heo? zu;_!i08XsBDlwLTn-Q}??!3R@ zEv#i`myO{jUI8KyK2X_Izn&P0h)7wOk2a3n6SE=$%CwVyV4C6_>;lXP?~(7ug=tTh z)w&*gtQNq5llx|A`zy695SHCWTHjLiBMfo@ZXhi(<`jI=OA=gPn=M7atAcF9qmz*( zx)X+DJ$l_RyuAJyf)w+>I^_8=(Zc39lpXl+8wq{%KGO62AFyuo*W#K1S2<8@w36CL{QzmNmUC>sfYl>9$o~sdu-v zGR(Jsz$Dw{vv0}+?i*r$$y~*vfNy*83`QIw;KOd~v2t&DEzb9<@ z;KXj&l^chCpJPWHD%yQh?9tf|HzKaQ{E%7@{`ydULDP{dS8(r|kDzRg57Rh*dY7u= zeR^#&abEUZX79eBZsXqGkzT9ZQQ!3{-==D_tb$YCJ&OE#N6>lka`mfHXtRA16AfQ3 zsXu!Mo)$O2gJGb5FAgWIqH~^Z{{d>}4^id&10FUU?L>Np%-GT8OH3F;J?v8!9z-2a zgO48epX-x2zP8S z-K^d_Kbm|EVY#kLxG$AjC^Oda;=ww>w($jZIvWya#QVS`W=yWm3ZGms^7H6}}`9=?IaEgNR-z0bet?D2hcX>#FY#cPH@13cul!SlQtonP=e z3|*iZ5^JMZ#wjJJ#q9rxwSU}%=5aCgehr)Hrtc@H=lz@x^CnWCaFxbBOcAm#9oBmx zyA%gosz3lN@ZA`j#Nxe%uojH#MPki?KXHSnN#g>U_?CEE+AFwsmC6{3UYCd;xwlcn zEZz1 zG$wLPRLGg;*unW&IgHJ5PMZxo*!H`9AHVO8gc`W8? zOmf(9{QUdHK>^GU?$ozOc1Z0v`!EO)Z;6;^8y5hGN*Yqni32g}O11dvT5zF(cNq}dlyIs5gRU9@1ALZR-=FpGALGtg11dV6y zCkpDzwXL6&n>OG9W`%sD&YZjY8=!h1;7IfI8sNopFhg?SV;EiZ3{lO|kWvJ1?ybFz zhJ_|U)>%!>@`8iv&xoSypCvUWCZ`!dX{?RfMk1CDG*b8zgek(`)?T$;29i0%dJ|VU z%PP)=Uw~;~?7Fq)2+fE=yZwSN0xi(G(<9xJyRKAU>nslb`<_3~7G~Ym(@4|?ra1Bi z^s~|k@*OQ-R!x%%ZNh=?Q6*0A(J3ZrL;^V7NWiYUeM4Oe$|h5)f54&yXZBcu0exZ? zHFIVW0?w^Ku{H%g4_yrX(gPwz*2McJokG-LqC1M>9<2!B%DY+w+JFQ+{4sdM|QiA5OKiuWUmPVk_m`39Pz5LxW1E{y8 zq%bGi5`hVN3=w?u$G?!mN&##SH^_}0X{qp*8n;|!A*77ILGDtg2vEnY(vv|>v>uU` z2K+mSqW}&oBy#Ft>=Wt023gjJbx5#=I}|qk727=dj_G``D`tQ z_G|`n@0;T6yYG{n1c>RdM`lLxK&}LAS2VRXVxT#2Ps`lW!E9l9ON|q_L;3rvxDS4P z^_Gk=uqVJINl#;--~=*r!iTpNn#sBS4f652YOjk+Npxr~ja%}_^7bzU9H3@n&d0l< zr+LEj<^9QD#%(oRBd+-h}TcSpi`X${2q z1kA1iqGz0Me#}b^;3#7&aYY%M+*X~jyba;%;s<_mW5R}|mKkK0C@n(NXfXV8jy>zo zI}FlfKj>hRW;WI$*f5~~Qb zbKg(!H-~-c-AXK)csc!9Su;_LXWbp0!M}+R&8G6ppgQyg2cJ%U898qfGm>!# z^V()RxPdtkuwLr(0I>QHg??xLd2`CyFE-41nnZWJ(&gh*3UyF*J|>q z&voRd6GR^OvZpaW&c?MxU@a|DdYrBh#B}Cr= zW+`}2eiUj?QyKwt;|8J8-_IC)%{%gR4KfF?FcD=IQ=hk1{aF;GD1*vw@^JeGJ%0nC zC>GiVGxR?Gp(noI49TZ+#r8JtJ93@kbD2eE!-Lej z;TAf#OOJrygI2pm(l%zwF22zXD;caNm-TnErTepS!x@f8K?m7H5C*Pw)0ia2&89u5 zzMe*h-_1kkQkB|!%~Lkn!q}qq$~T5vTr7p}S(yGd*savt2?-z1;cc|wKLqAgdxIoE z9*{$iHAUOO3^DHllY|E#)K?iM_{;oW7N6zssxA#Ovy)%3I~5iI=G`gLeM`s#{E0?6 zNXZ(;V8231!@0f6#-YWabqK&3o{Egi?`fdeGoUvS5O9%XybEo;6BScAyEguQ`%Jee z6|n#)p>NnqKOFpV*c@WFgz_;Zge`yU4RgPS{b!`a#L})71IbXi)znOI)%EXo0G>uf zG1bmUNStHbltg>H3{fZv9sry^zSKKm-9|Un(9=OktDKlH0fgzk%04nJN$k) zMwp5}405I#%-?kznx7dm^qz-q_NE23_FCu#N0{8tWgD z#n)$ygp>>q(rt6_9XLdwR>n-KawkH(H4Kz|YBTPL=RA02SOqJ=t3FL;*7rhF{P(ccXbg39w>#a>|dT=Byi3~xij?W{#<*m##!+3iskfybuT z#zFFZC5NP%kRDqu7tPDiuFn>`7b(cIjo`4V#Q*Auw{iiv9;l#34qJBv1H%UJob?h% zY@L}mbBq2PQu_?h8I1oD*1Idbo z@EFPAVsP!4$y?NMlD?GnkQ8Tia@eAH4bQqPsE{a827ly_a0 z2g^_hh+Pv*jJV&lx7dzX<9$2n%g12FgVl{X_IUYGfQo@pr5Qf zCx7Bjk9A&{BHl4SBol^hch&#=;pdJ@ffxS?O<2V0skF|a0lt)PHmzmVm^lBg z$H_4`bgsO+^k|Lmj(Ex~8N~c*%}$8B>o$dw+72hjd&NZxc9COv0tmas6jsk)@C3e; zoloP=MC<_*Jt)xhiNFakK4p-fPtNOfdW2_r)4&TwiSl`FHuof{8xvqMO9o$11bASxL9J7s+I*vsC78**R`&pl-h* zOTK5fmJpG;sLFi^|D^aYxtskiSeB^5`U^N=LYxq_IC`6A_&aM7{N(OmY;6W+tHjSRNk~wid>-l@@wG z6{Vd;=rEr_*0J0C%pfyrV+TZ!0 zlkbF`WKvo#IA*3p`Sbxte@DeTsV0j#@pl+E^--zwDWC^*%@1=c!+AH+qo~;%_}CR#u-3adhaBCEAu`9Kc;K*`VP}1Lg(;|fiUs(o z8l)q26EE#yrMT?3wUI&jHzb0uyO<-PT;4S)9+pHEDl9`vnqL8RYRVI-RgRx&|B4NG zdDuOjfA_5UyWnEgAF7cRjV0KQS<>XOrd1{v53fLA(ls%9dOkLNpGxKbq_3WneEqFB ztbAB`OJR`-u=6cxWa&9B^e2z+b91Rgjy6h~$n7?eta1Zl@!+1MP#YR}i_8V~BxR#zVg5uC5!JsOk zwEe*n=!(%GFu=5}*K0+Zmo_GJD_LQ`ic-*FIdC;upyZn{zfhajw_?GBbRvycO4v8kycKBoC8;atxIF z*4z1nr*U9z<#pa^)gVwS??+SZAKRf@Uf7uHCGV%c;9{u$S2GKszptJ8`V^1+ihSM= zfrdy=FDl2*_sMqMu)KFqRV97`Wd|HBgPzA614`|JKK7xyDpfeCGPl(9es0blY_W8{ zvfQ;lR3l0pjmeR__4CTlu>lFVEEhKU5Ycs<)p79cr3z;*X>773Xzd#6-zcWNq})O! z4rOc?#N7^^-FvyuC+b)9uVlw}%THBK)wL;=-17GFZH3S5gIQ6R<6kcnfw`m5ItQ6x zDWsS%pjpL|7=wU3|IzMZ%DCUhty!D`-%^zq0tDuqka#WsQ_5r}`o~FRWhCvo1?S>L z-L@Zegck4e$F2y-J-HBn$joH?Jl8M#$ho{LH$>mu*wO9)@lj#D4_Np~-Wkk~gn60J zhB&VRDMN-o%q@SpYssW)-#i-h;S;t5>twUwsXb#plGL_P&;GC$mA7;Sjc?3*C&TBj zehm@d9EOA0RbhdJ1=q7A4&<6t9?RS zDIJP3O@V5!KUlk9vEfK!R*l!Fw)cy#q{(20?=&Yzt+{vVGZ3|}HJ0mHIhnqZhv847 zH%*u;q0e)BS;0}mFUS2Z45^{EuNlp7*r)X@OsEdKvBN2L)z}v1=eAjNV4P4DRtDbg zRSE`@-;eEDvj%RRQdQM#B0}yPDpv3Njd@&ZQELF$cBxNGe^&&03vs1q9CM!l5>A~(X|7ajTBAX&0n;`RmmHduR`h5E_;UPLaf#wh<;~`SA=<)) z`=ioT3Ya*yDJaG!vpe7|N2<7&x(kU(=#;`Py4$kRzWdoPlK*`0yP&Jlw(@4Q7px>M*GTh% z-iEgt$efz_@GC`(Rkh#q20H(~ykfO)0n)dcJJ%rjFWEo+o-0@OnBowL4 zkA(|9<;iODzj3=2?IouFxZ9<=8O{pwo+9je-j8{zH0eg&2>ZFAJ}R6Ht!_J60hRx2 zKdf>01?j;sZ*?oUM1MNj+JZ&T&|Q2qHHcc^>+on!a=@T z+jE4LqSZSL_y-|P?x&T(&ob<5LE z+2I17(ysp;%!==>q#4qjN`IWg_)UbCvW7BAZ3*=hW zbXHgm^^~ob6_4U@yyxK}R{yLh$oXiD;ORu_i=Ty3lRgeJpOetb#)$dH5gz*Do&dEC z?S@E?th`gVOH*$c^=DAxHp_6RKik{Ar!Q>@>j5$qjL(aIb6w+;0yBxxmOarkr~ntF z>xA7*_UxG|mEM2FuNq@Rw_ZQELy(fS5TM&gY4;7- zYS+?3d%&NPuDyiM zLGjON9B*E=l&`on+cu!XOEWmr@8f<^@w?Zgxk@k$(Q7!Kpb}7#P_>fI&-YFgpH|k* z3)}E5F98u}U&1bSIckHlUT}Lr%W_%L;lWN9H6+>F${!R`P}6~CZA)%J1p#mVAy;UR zI;Yt^Fih>XNWu7aEZ2&@J?EE16e^ErM^(kj2F%+;45&X3(@jq?u;z`nonM%nuSkED zry#Sqkc7lOcN5QUaUh*WRZpW?lQn0A46J1DW7yOZKDxT`CwG}IE%co-4Aco2-|rT{ zsc8OtkW=9se&hZ^?=Mze^1VsYGQU1-f3^{KPK_~myeZwP@}*w2?;$yU-JgzS9lV=v zS?FxFZ)O!|EUB4#FNO8Nfslk=GFeu1>xZ@cs?zs7u(D1GzZombFkO@MtM`oJir zhnA?>X-<}ts{YvORY0_LKpz>tw0WG6_`dD%rMLc%iGaUteK5IWbQAUH$GJRZTmZsM#twC#(wT5Ds zKPTUsvp?$>gvQb>Cdwu&J+fv!aakj+%o!SJX9p)2k4edN31I;1OG(GuA7Rk$_Ak}( zB&KcIGpw+8I8 znSW*V!>?n*Z(pM)+iGQr|FrxCI~F{B*jooRY$N7Bh>SId3NiA#z~iODZOgzTD2dO9H=#!qb_J{QET^MKpFYtORIq%Tm`0lXUkdwOFasz%fe3iZ+g1|8> zQG2{U?boJ?h582~P+Se-Up`wo#J)A6R5a5E&mTe&;x6gVKo^5sdco-^Y&MK+Yj$P$ z8haXRIe2zD?N#Rzfad(Lzs!h(GUl~YU8&y-=G;rK`@v+f@)en(PkKNx4Z4UN$rE59 zM*xlA#!;nwhzjtK#a%B@f5EuPfjB&kVxl|eTxj0*n8yxmPgc-1fQpPmWq~d+SSXeZ$(PKbwodj~U9W&9&_je6O09s{D!#q}fJhbM6C~d6u zda4P(49qX)um?a~LPawx9LT&|H9e?SpO6yw)ke-bp_Y+sK6Bh#hn4fnGxgBm28<0* zmr_y6fjwgbUi$5_)%%9$??n^-0r1HaGc^z+bxa=Jq#=6j5ij_R`zSm93&PXn#@_0` z$6x)z=*<7E5u~+d5pEQ`2B9uOM)9QCG7BuaT)1&NV*Z`9PVY<}om=Oju(iF{@&p@V zgsZJ9j9xfbSJ-wEr5dDlv!<8c-_Oewy0IJWh9)%}gxG>uv$nSV z0W4!r3a$G#eZZ>|PEzA|$RyGa6vl%NiDNCkW)Doyk?*c=fs6}Qy@Cygf%nAPx*X+ ztKQv2i_~4Ghcr8qd4#i`#wiC4&o>yik^6SEd%X3;FfCwBd)Bx5f$^N004xG|2LJ@c zY*&TzYS59tExl?z%p7;Qo|ZVr(81AeB`gmZL0p&~hgyQQLP?t@f_8yqCA{XUxqrp# zWzQS$I)>JRs0S2QNI3=?1M-m|mz3d`(Yjh))p*TjW0&mb1me&P1oa8fVZknEj?K__ z2xwerw*y!gGLU$`<;T47G)6z001u`cK%Ho5Yw`HkG}wSeGQxXyC-k%yrTef8$Ppt1 z_8h;4t-yp_!IxYcBYc;zZ71&{ubcyj`5Bs82w&(jo!&ciw&na)@HUhmYH#W!Kgx^snJ;8Wlf;bAoG4AO8x~dOs+V&E`osn`yU37hJ1q@E#*&%+^oCWFn z2A-)z-CI229gc^pVAED3@7&*oY>mxS8AFB+7(V3J`qY`<^wbzs;L<(Z3h7W<)xh*( zHh}yDRX3Q&dLEXBZVJ@oQv|hkaFl7E{UbI*S0kbgJS~$SGS_ zl6BR-mR@)2HN(I$X7&~D>7v$D1%Vb_=|g2>`w9s8;GWKwQ84tww9-}Tj}lS#`%~yj z$Js&A+r$^~uLDP|zpCe87W>&D%t_R7+I3kL`}OnMO+rd;NJcPDG~VkXM^)&tC({HScG(pET8b@Lw%AWlXg3P_T9DGk&zdhAPy>! zY2U-;p@Td`gy=xQ@7{}N6{;NE4>n-j2wnoZbFiS6x;u9`TuRb9sSYizV zd-MySd9N=7TwI29D+C_P%0}5u%w_-oB3z|46ZwOst(-@VeS<_&F!zlb9n4~S#V$2L zuYT=7%zKUYljh~QTj(7LA1@vb)gscaA8dV(o2>(O#j%B3l8whY;bU`|J=6_uFR7-C zFTRQsr)29vn7iHURwEXNYQlgAIqw@+WZ>!%M;u;7FoQTYoyn>TTiQf zu54~JX70rx;!IsH1q5CM#L*MvHai4Ql@Jg~{R?ZmOJ5%HMourr^X|_25B(|adAth8 zu{0brAL_K0pQ^IH*avS|_^+z1^%!iyviy(5o{j~Hem`8xcx4u;!u8eJM=C)~?lVS6 z(gBfId&skq){%;yMq?7R!4|B#_v7~JRW=$#6J{ctp{Z!u={j1-IsAY9$0rCB!Uo?M zy#!edH7VN3&9IQ5Hv@trr<}9qx8VK=9Ai};dfXVcXS$g}0y` zI14|W1-TqoceDD}9yw}?qT%r_k~n7&+aKWVY~=LzmFT)xJVxjv(vzCF?GRkuf!ixk zSGpV)-QONI*WhfldDg~U9i>_l>F-#&WB!p|fP}AvwZ%3F+ysR)cXZ0aCTD7H;vUMfJied)dzCX-4aZg) zzwHWBYX-*)6I${&J2J-kLKu8syPPG#xymT3M8yCTUv%=Sdv9dGU_v})Qj)4$Ab7wZ z+TCf0z{N;v^9fh{jXK_b$He;cuB;QPV=+5IGhGPh=RTcusd)WQuZ$%O@jf(h|H|2_ zM9VkOchTJ64Sz(6_B*FP%W(BzsFEe&!T^d|7NxQUEw&95WUeAKQQ$qSJ)7v@EwX>S zbFz*C@?=r>CJ z68d@KEO80HE%e9Kr`aQgZ&~%|qVWDpxIjLGzRLa%^XYvblDFw&<8wm&73UG=EII5= z{W#}~=qHG6e9r^yL;e{56wKgL>K9&6w~9|CC=6E`eXGoMf-d(e%>MIDqdU@lHX8SF zEOc-V-3a+H7~))?R~Ou4o+5qI%%OkB`n-o>H%w@M=8RI`!Fe<6gEMf0etF%G^8wfi z+u<}UFxLuu$g!EKli%gsMz=+uEOCr{!4h6;T&Etr-mBjK4!RusMRhLDPvIu@tHcrX z`rd2*Lwq;!$x^5Hr0=PXUhh-yAq>mRt?$Xpqwt|7jN@yO*ZbWLHTvoE)&Cm~`jTb% OeE$GHwN+F^1pokk7W$=1mMy)4=%;xmFhL&Yn|I!s`F=IJv^C=0@)~1Y#%)@S%j0}B zp7=(ff6^Fts}r<1iFSwXbvti6>~P+%{zdcq`r|0DQ7 zUA+nS;5qq2{IW^m{k!lE-#Gfm4`GnHEOoUfVbKT4=RSpLd=6nA-qI(=d^Y+c`c2@o zhJKkiLtLs0x6z+cpJI;#d~Z~bE(RaIge&CJ=&Q_SH`s$ckI7r~vG6&g{+hZdbCzuO zrhc09RrE8&7QPog_91_Y{{c+nQyLUrQWwIfGARsHntiLxdxkDs7iRwXrqG?}K9S~q z>?At4gl?St6!deh&#MRSGf$DeDdy1cu|DrH*b5WdpE+aHcX8eZ2jBvX&@Zq1aXt*Y zVJDo21?CE}ha8)^2KhbCEp*%T$q;XlFGPf8jT_XX*L&6b-$j>YznIR&c@Az;A0m#T z4_BJ|ALF};Plh_ZC;gpT==DDJ9s;oJ6YB5eDpp22zIA>v-_ZR{xad0Kc~ z7bZXO6VFkvfbOv&e0Ze}`j=1P26+YYp3z-+q4tGY=E>EBMeO^gFl-4O`X176n*4S2 zLF_zsnR>hEPsq=(M~b?)sz(=wPhY}S;#u_7I`c4}p7#-Pn?5#mPRYL^FT|W>hrP+4 z#lMDr4%?>grI&q(pHM#qv(zb%3a`l9q)x>zT&c9ytupT^x5@L+JJ1 zYyTti<1kO2o|E2Fn>qD7^&EoKxx?0b@^&kHZV02)O%vDi-LqQj>HF3H4F`Q$`n%8f M56S8YutWs_0KlC34gdfE literal 0 HcmV?d00001 diff --git a/Npopsize.Rdata b/Npopsize.Rdata new file mode 100644 index 0000000000000000000000000000000000000000..a15a5e1bcf465022dffc67693a2a0757a0245cb3 GIT binary patch literal 568 zcmV-80>}LyiwFP!000001Lc;>P7_fWfDffjghbOvAjY^LN|1Y^=qOl?0VUIxiv&BT zWh#W0PFpFGXe^P9PoPV910TUh;1O7|B7FklssHyUl$C5-lF9eqFK2ot`17mdgR6ta zn0^yCG1H%LqDf>ksfRPh#A8nBbB+PW_}i!wIbOKus(oO;W}{p!w54l~c;41SY`6c} zjk)8VOKffV#G7ljI~s4!2q)kJxQxH*3Clymr}%yRN%VKe_&rAugDxnzl60U)V{F5Je$YD3i_9pFiro6`XA{xP5v9=U!sTT4eG5C zze9eWJ#y6jtntL9;rDalEBpoG4^Nqg`SiTE@LT#=>XgXe$L=#{BVupzpJ0DY{4Bbq zZav99_;;wEg9Yj|MunfqTcl2NMwn`L);(md5^=?2VR)@>p15t@XQ^|aC?F2b6E}tb zG4!zO`??Q5Fi(xXdFIgHvA*v~I1HDyKXazZzl;4A9Dy(368$Q=ANDbL4-UcSu*zHu z>>+0Jtc8CAyCrUoJ|TJre>D&usNN!=cM=460hf}=a7O2)X{tLlly*jCd^Vdz^~`~-s`NV?^nMY5%G<{@YnuE#+s^i zetZ+Vwj9=-kaW)p#=g=25FYigFxE4|c+UtE-6c%kM3_>+?{*>6C4&67d-)gVLtBVv G3jhGJ2`Wth literal 0 HcmV?d00001 diff --git a/StochasticModel_revision_github.R b/StochasticModel_revision_github.R new file mode 100644 index 0000000..0383999 --- /dev/null +++ b/StochasticModel_revision_github.R @@ -0,0 +1,531 @@ +library(Rcpp) +library(tidyverse) +library(gplots) +library(plot3D) +library(socialmixr) + + +####this code creates figure 2 from High COVID-19 transmission potential associated with re-opening universities can be mitigated with layered interventions from Brooks-Pollock et al. + +#change to local directory +create_mixingmatrix = function(cs=24,meanstudy=20,meanextra=4) +{ + #cs = living circle size + load(file=paste("ContactMatrix",cs,".Rdata",sep="")) + load(file=paste("Npop",cs,".Rdata",sep="")) + numgroups = dim(Contactmatrix)[1] + extra1=rnorm(1,mean=meanextra,sd=1) + while(extra1<0){extra1=rnorm(1,mean=meanextra,sd=1)} + extracontacts = matrix(extra1*Npop/sum(Npop),nrow=numgroups,ncol=numgroups,byrow=T) + betamatrix=Contactmatrix + extracontacts + studycontacts=rnorm(1,mean=meanstudy,sd=4) + while(studycontacts<0){studycontacts=rnorm(1,mean=meanstudy,sd=4)} + + diag(betamatrix) = diag(betamatrix) + studycontacts + return(betamatrix) +} +normaliseNGMbaseline = function(NGM,rzero) +{ + #normalised to living circle size = 24 + mev=max(Re(eigen(NGM)$value)) + multiplier = rzero/mev + return(multiplier) +} +normaliseNGM = function(NGM,multiplier) +{ + #normalised to living circle size = 24 + mev=max(Re(eigen(NGM)$value)) + betamat = multiplier*NGM + return(betamat) +} + +params <- list() +params <- within(params, { + + ## set rng state + seed <- 0 + + SIMTIME=300 + iperiod=5.0; + load("Npopsize.Rdata") + years=names(Npop) + nages=length(Npop) + meanextra=4 + meanstudy=20 + cs=24 + NGM = create_mixingmatrix() + rzero=2.26 + fac1=1 + multiplier=normaliseNGMbaseline(NGM,rzero) + betamat = multiplier*NGM + gam_p=1/2; + beta=betamat/(iperiod+1/gam_p) + + gamma=1/iperiod; + sigma=1/(3.2); + gam_a=1/(iperiod+1/gam_p); + gam_h=1/3 + + gam_q=1/14 + testrate=1/2; + #testrate=0; + testrate_a=rep(0,nages) #reactive testing of asymptomatic cases + testrate_a2=0; + testrate_a3=0; + eps=0.5 + eps_q=0.5 + h=0.002 + f=0.75 #fraction asymptomatic + mrate=0.038 + backgroundrate = 1e-4 + #backgroundrate = (rzero/mev)/100 + + ## initial conditions, list within list + ## use within() to modify empty list, as above + + init <- within(list(), { + S=Npop + E=rep(0,nages) + E[sample(1:nages,10)]=1 + A=rep(0,nages) + A[sample(1:nages,10)]=1 + I=rep(0,nages) + I[sample(1:nages,10)]=1 + H=rep(0,nages) + R=rep(0,nages) + R[sample(1:nages,10)]=1 + P=rep(0,nages) + D=rep(0,nages) + Hinc=rep(0,nages) + Q=rep(0,nages) + QA=rep(0,nages) + N=S+E+A+I+H+R+P+Q+QA + }) +}) +studentcolsa=hcl.colors(10, "YlOrRd", rev = FALSE) +studentcols=hcl.colors(10, "YlOrRd", rev = FALSE,alpha=0.1) +set.seed(params$seed) + +sourceCpp('studentmodel_reactive2.cpp') + +nages=params$nages +years=params$years +startofterm=as.Date("28/09/2020",format="%d/%m/%Y") +Xmas=as.Date("21/12/2020",format="%d/%m/%Y")-startofterm + +getdoubling = function(result.rep,statenums) +{ + s1=result.rep[,c('time','nsim')] + for(i in statenums) + { + s1 = cbind(s1,result.rep[,(i*nages+2):((i+1)*nages+1)]) + } + s1$totalcount = rowSums(s1[,3:length(s1[1,])]) + + growthrate=rep(0,max(s1$nsim)) + PT=rep(0,max(s1$nsim)) + for(n1 in 1:max(s1$nsim)) + { + yall=log(s1$totalcount[s1$nsim==n1]) + xmin=1 + peaktime=xmin+20 + y=yall[xmin:peaktime] + x=xmin:peaktime + m1=lm(y~x) + growthrate[n1]=m1$coefficients[2] + PT[n1]=which.max(s1$totalcount[s1$nsim==n1]) + } + timestats=c(mean(growthrate),min(growthrate),max(growthrate), + mean(PT),min(PT),max(PT)) + return(timestats) +} + +getstate = function(result.rep,statenums) +{ + s1=result.rep[,c('time','nsim')] + for(i in statenums) + { + s1 = cbind(s1,result.rep[,(i*nages+2):((i+1)*nages+1)]) + } + s1$totalcount = rowSums(s1[,3:length(s1[1,])]) + s1$year1 = rowSums(s1[c(F,F,rep(years=="1",length(statenums)))]) + s1$year2 = rowSums(s1[c(F,F,rep(years=="2",length(statenums)))]) + s1$year3 = rowSums(s1[c(F,F,rep(years=="3",length(statenums)))]) + s1$year4 = rowSums(s1[c(F,F,rep(years=="4",length(statenums)))]) + s1$yearR = rowSums(s1[c(F,F,rep(years=="R",length(statenums)))]) + s1$yearT = rowSums(s1[c(F,F,rep(years=="T",length(statenums)))]) + + s1 %>% + group_by(time) %>% + summarise(total=mean(totalcount),min=min(totalcount),max=max(totalcount), + my1=mean(year1),my2=mean(year2),my3=mean(year3),my4=mean(year4), + myr=mean(yearR),myt=mean(yearT)) -> meanout + + return(meanout) +} +getstateyears = function(result.rep,years,statenums) +{ + s1=result.rep[,c('time','nsim')] + for(i in statenums) + { + s1y=result.rep[,(i*nages+2):((i+1)*nages+1)] + s1 = cbind(s1,s1y) + + } + s1$total = rowSums(s1[,3:length(s1[1,])]) + s1$year1 = rowSums(s1[c(F,F,rep(years=="1",length(statenums)))]) + s1$year2 = rowSums(s1[c(F,F,rep(years=="2",length(statenums)))]) + s1$year3 = rowSums(s1[c(F,F,rep(years=="3",length(statenums)))]) + s1$year4 = rowSums(s1[c(F,F,rep(years=="4",length(statenums)))]) + s1$yearR = rowSums(s1[c(F,F,rep(years=="R",length(statenums)))]) + s1$yearT = rowSums(s1[c(F,F,rep(years=="T",length(statenums)))]) + return(s1) +} + + + +plotyears = function(meanout,plotlegend=F) +{ + studentcolsa=hcl.colors(10, "YlOrRd", rev = FALSE) + studentcols=hcl.colors(10, "YlOrRd", rev = FALSE,alpha=0.1) + startofterm=as.Date("28/09/2020",format="%d/%m/%Y") + Xmas=as.Date("21/12/2020",format="%d/%m/%Y")-startofterm + days=1:length(meanout$my1) + + studentcolsa=hcl.colors(10, "YlOrRd", rev = FALSE) + studentcols=hcl.colors(10, "YlOrRd", rev = FALSE,alpha=0.1) + + plot(days+startofterm,meanout$my1,type="l",lwd=2,col=studentcolsa[1], + xlab="",cex.axis=1.1,cex.lab=1.3,ylim=c(0,max(meanout$my1)),ylab="# symptomatic") + + lines(days+startofterm,meanout$my2,type="l",lwd=2,col=studentcolsa[2]) + lines(days+startofterm,meanout$my3,type="l",lwd=2,col=studentcolsa[3]) + lines(days+startofterm,meanout$my4,type="l",lwd=2,col=studentcolsa[4]) + lines(days+startofterm,meanout$myt,type="l",lwd=2,col=studentcolsa[5]) + lines(days+startofterm,meanout$myr,type="l",lwd=2,col=studentcolsa[6]) + + if(plotlegend==T)legend('topright',c(paste('year',1:4),"PGT","PGR"),col=studentcolsa,pch=19,cex=1,box.col=NA,bg=NA) + + abline(v=as.Date("21/12/2020",format="%d/%m/%Y"),lty=2) +} + + +plotcases = function(allinf,Infecteds,maxbaseline,stratname,plotlegend=F) +{ + studentcolsa=hcl.colors(10, "YlOrRd", rev = FALSE) + studentcols=hcl.colors(10, "YlOrRd", rev = FALSE,alpha=0.1) + startofterm=as.Date("28/09/2020",format="%d/%m/%Y") + Xmas=as.Date("21/12/2020",format="%d/%m/%Y")-startofterm + n=1 + days=1:length(allinf$total[allinf$nsim==n]) + plot(startofterm+days,allinf$total[allinf$nsim==n],type="l",lwd=2,col=studentcols[2], + xlab="",cex.axis=1.1,cex.lab=1.3, + ylim=c(1,1.0*maxbaseline),ylab="# infected",log="") + + + lines(startofterm+days,Infecteds$total[Infecteds$nsim==n],type="l",lwd=2,col=studentcols[1]) + + for(n in 1:nsim) + { + lines(startofterm+days,Infecteds$total[Infecteds$nsim==n],type="l",lwd=2,col=studentcols[1]) + + lines(startofterm+days,allinf$total[allinf$nsim==n],type="l",lwd=2,col=rgb(0,0.5,0,0.1)) + } + + #lines(startofterm+days,meanout$total,type="l",lwd=2,col="black") + abline(v=as.Date("21/12/2020",format="%d/%m/%Y")) + legend('topright',stratname,box.col = NA) + #mtext(stratname,side=4) +} +plotallcases = function(allinf,maxbaseline,mycolour) +{ + startofterm=as.Date("28/09/2020",format="%d/%m/%Y") + Xmas=as.Date("21/12/2020",format="%d/%m/%Y")-startofterm + n=1 + days=1:length(allinf$total[allinf$nsim==n]) + plot(startofterm+days,allinf$total[allinf$nsim==n],type="l",lwd=2,col=mycolour[1], + xlab="",cex.axis=1.1,cex.lab=1.3, + ylim=c(1,1.0*maxbaseline),ylab="# infected",log="") + + for(n in 1:nsim) + { + lines(startofterm+days,allinf$total[allinf$nsim==n],type="l",lwd=2,col=mycolour[1]) + } + +} + +plotallcases_add = function(allinf,mycolour) +{ + startofterm=as.Date("28/09/2020",format="%d/%m/%Y") + n=1 + days=1:length(allinf$total[allinf$nsim==n]) + for(n in 1:nsim) + { + lines(startofterm+days,allinf$total[allinf$nsim==n],type="l",lwd=2,col=mycolour[1]) + } +} + + + +runplotmodel1 = function(params,stratname,maxbaseline=800) +{ + #jet.colors <-colorRampPalette(c("#00007F", "blue", "#007FFF", "cyan","#7FFF7F", "yellow", "#FF7F00", "red", "#7F0000")) + mycols=jet.col(6,alpha=0.3) + result.rep=c() + for(nn in 1:nsim) + { + set.seed(nn) + NGM = create_mixingmatrix(cs=params$cs,meanstudy = params$meanstudy,meanextra = params$meanstudy) + NGM=normaliseNGM(NGM,params$multiplier) + params$beta=params$fac1*NGM/(params$iperiod+(1/params$gam_p)) + result <- c19uni(params) + result$nsim <- nn + result$time[params$SIMTIME]=(params$SIMTIME-1) + result.rep=rbind(result.rep,result) + + } + #0=S, 1=E, 2=A, 3=I, 4=R, 5=H, 6=P, 7=D, 8=Q, 9=QA, 10=N + + Infecteds=getstateyears(result.rep,years,3) + Asymp=getstateyears(result.rep,years,c(2,6)) + allinf=getstateyears(result.rep,years,c(1,2,3,6)) + symp=getstate(result.rep,c(3)) + asymp1=getstate(result.rep,c(2,6)) + #plotcases(Asymp,Infecteds,maxbaseline,stratname) + maxbaseline=max(allinf$total) + plotallcases(allinf,maxbaseline,mycols[1]) + abline(v=as.Date("21/12/2020",format="%d/%m/%Y"),lty=2) + legend('topright',stratname,box.col = NA,inset=c(0,0.0),bg=NA,pch=19,col=mycols[1],pt.cex=1.5) + legend('topleft','a',box.col = NA,inset=c(-0.1,-0.1),cex=2,bg=NA) + plotyears(symp,plotlegend = T) + legend('topleft','b',box.col=NA,inset=c(-0.1,-0.1),cex=2,bg=NA) + iw=which.max(symp$total) + asymp1=getstate(result.rep,c(2,6)) + modeltimes=getdoubling(result.rep,c(2,3,6)) + + out1=c(as.numeric(symp[84,2:4]),as.numeric(asymp1[84,2:4]),as.numeric(symp[iw,1:4]), + summary(asymp1$total[50:300]/symp$total[50:300])[c(1,3,4,6)], + modeltimes) + return(out1) +} +runplotmodel3 = function(params,params2,params3,stratname,maxbaseline=800,mycols1) +{ + #jet.colors <-colorRampPalette(c("#00007F", "blue", "#007FFF", "cyan","#7FFF7F", "yellow", "#FF7F00", "red", "#7F0000"),alpha=T) + mycols=jet.col(6,alpha=0.3) + result.rep=c() + result.rep2=c() + result.rep3=c() + for(nn in 1:nsim) + { + set.seed(nn) + NGM = create_mixingmatrix(cs=params$cs,meanstudy = params$meanstudy,meanextra = params$meanstudy) + NGM=normaliseNGM(NGM,params$multiplier) + params$beta=params$fac1*NGM/(params$iperiod+(1/params$gam_p)) + + result <- c19uni(params) + result$nsim <- nn + result$time[params$SIMTIME]=(params$SIMTIME-1) + result.rep=rbind(result.rep,result) + + + NGM = create_mixingmatrix(cs=params2$cs,meanstudy = params2$meanstudy,meanextra = params2$meanstudy) + NGM=normaliseNGM(NGM,params2$multiplier) + params2$beta=params$fac1*NGM/(params2$iperiod+(1/params2$gam_p)) + + result2 <- c19uni(params2) + result2$nsim <- nn + result2$time[params$SIMTIME]=(params2$SIMTIME-1) + result.rep2=rbind(result.rep2,result2) + + + NGM = create_mixingmatrix(cs=params3$cs,meanstudy = params3$meanstudy,meanextra = params3$meanstudy) + NGM=normaliseNGM(NGM,params3$multiplier) + params3$beta=params3$fac1*NGM/(params3$iperiod+(1/params3$gam_p)) + + result3 <- c19uni(params3) + result3$nsim <- nn + result3$time[params$SIMTIME]=(params3$SIMTIME-1) + result.rep3=rbind(result.rep3,result3) + + } + #0=S, 1=E, 2=A, 3=I, 4=R, 5=H, 6=P, 7=D, 8=Q, 9=QA, 10=N + + Infecteds=getstateyears(result.rep,years,3) + Asymp=getstateyears(result.rep,years,c(2,6)) + allinf=getstateyears(result.rep,years,c(1,2,3,6)) + allinf2=getstateyears(result.rep2,years,c(1,2,3,6)) + allinf3=getstateyears(result.rep3,years,c(1,2,3,6)) + totalR1=getstate(result.rep,c(1:9)) + totalR2=getstate(result.rep2,c(1:9)) + totalR3=getstate(result.rep3,c(1:9)) + symp=getstate(result.rep2,c(3)) + + #plotcases(Asymp,Infecteds,maxbaseline,stratname) + maxbaseline=max(allinf$total) + plotallcases(allinf,maxbaseline,mycols[1]) + plotallcases_add(allinf2,mycols1[2]) + plotallcases_add(allinf3,mycols1[3]) + abline(v=as.Date("21/12/2020",format="%d/%m/%Y"),lty=2) + legend('topright',c('baseline',stratname),box.col = NA,inset=c(0,0),col=c(mycols[1],mycols1[2:3]),pch=19,bg=NA,pt.cex=1.5) + #plotyears(symp) + + symp1=getstate(result.rep,c(3)) + iw=which.max(symp1$total) + asymp1=getstate(result.rep,c(2,6)) + modeltimes=getdoubling(result.rep,c(2,3,6)) + out1=c(as.numeric(symp1[84,2:4]),as.numeric(asymp1[84,2:4]),as.numeric(symp1[iw,1:4]),summary(asymp1$total[50:300]/symp1$total[50:300])[c(1,3,4,6)], + modeltimes,100*totalR1[84,2:4]/sum(params$Npop),100*totalR1[300,2:4]/sum(params$Npop)) + + symp2=getstate(result.rep2,c(3)) + iw=which.max(symp2$total) + asymp2=getstate(result.rep2,c(2,6)) + modeltimes=getdoubling(result.rep2,c(2,3,6)) + out2=c(as.numeric(symp2[84,2:4]),as.numeric(asymp2[84,2:4]),as.numeric(symp2[iw,1:4]),summary(asymp2$total[50:300]/symp2$total[50:300])[c(1,3,4,6)], + modeltimes,100*totalR2[84,2:4]/sum(params$Npop),100*totalR2[300,2:4]/sum(params$Npop)) + + symp3=getstate(result.rep3,c(3)) + iw=which.max(symp3$total) + asymp3=getstate(result.rep3,c(2,6)) + modeltimes=getdoubling(result.rep3,c(2,3,6)) + out3=c(as.numeric(symp3[84,2:4]), + as.numeric(asymp3[84,2:4]), + as.numeric(symp3[iw,1:4]), + summary(asymp3$total[50:300]/symp3$total[50:300])[c(1,3,4,6)], + modeltimes,100*totalR3[84,2:4]/sum(params$Npop),100*totalR3[300,2:4]/sum(params$Npop)) + + outall=rbind(out1,out2,out3) + + return(outall) +} + + +nsim=10 + +mylabels=c("CS 25%","CS 50%", + "f2f teaching 15","f2f teaching 5", + "Living circles 20","Living circles 14", + "Mass testing 1 week","Mass testing 2 days") +summaryout = matrix(0,nrow=params$SIMTIME,ncol=3*4) + + + +params$eps = 0.5 +par(mar=c(2,5,1,1)) +layout(matrix(c(1,2,3,4,5,6,7,7,7,7), 5, 2, byrow = TRUE)) +####1 baseline +fac1=1 +if(params$eps == 0.1){params$fac1=0.77} +if(params$eps == 0.2){params$fac1=0.9} +if(params$eps == 0.3){params$fac1=1} +if(params$eps == 0.4){params$fac1=1.097} +if(params$eps == 0.5){params$fac1=1.18} +if(params$eps == 0.6){params$fac1=1.26} +if(params$eps == 0.7){params$fac1=1.34} +if(params$eps == 0.8){params$fac1=1.4} +if(params$eps == 0.9){params$fac1=1.46} +if(params$eps == 1){params$fac1=1.52} + +mycols1=rainbow(8,alpha=0.3) +params$beta=fac1*params$beta + +out1=runplotmodel1(params,"baseline",maxbaseline=maxY) +log(2)/out1[15:17] + +#####2. covid security +params2=params +params2$meanstudy=15 +params2$meanextra=3 + +params3=params +params3$meanstudy=10 +params3$meanextra=2 + +OUT=runplotmodel3(params,params2,params3,mylabels[1:2],maxbaseline=maxY,mycols1=mycols1[c(1,1,2)]) +legend('topleft','c',box.col = NA,inset=c(-0.1,-0.1),cex=2,bg=NA) + +#####3. reduced contact +params2=params +params2$meanstudy=15 +params2$meanextra=4 + +params3=params +params3$meanstudy=5 +params3$meanextra=4 + +OUT=rbind(OUT,runplotmodel3(params,params2,params3,mylabels[3:4],maxbaseline=maxY,mycols1=mycols1[c(1,3,4)])) +legend('topleft','d',box.col = NA,inset=c(-0.1,-0.1),cex=2,bg=NA) + +#####4. reduced living circles +params2=params +params2$cs=20 + +params3=params +params3$cs=14 + +OUT=rbind(OUT,runplotmodel3(params,params2,params3,mylabels[5:6],maxbaseline=maxY,mycols=mycols1[c(1,5,6)])) +legend('topleft','e',box.col = NA,inset=c(-0.1,-0.1),cex=2,bg=NA) + +#####5. testing +params2=params +params2['testrate_a2']=1/7 +params3=params +params3['testrate_a2']=1/2 +OUT=rbind(OUT,runplotmodel3(params,params2,params3,mylabels[7:8],maxbaseline=maxY,mycols=mycols1[c(1,7,8)])) +legend('topleft','f',box.col = NA,inset=c(-0.1,-0.1),cex=2,bg=NA) + +colnames(OUT)[1:3]=c("mean_sympxmas","min","max") +colnames(OUT)[4:6]=c("mean_Axmas","min","max") +colnames(OUT)[7:10]=c("peaknumber_time","mean","min","max") +colnames(OUT)[11:14]=c("s/a_min","s/a_med","s/a_mean","s/a_max") +colnames(OUT)[15:17]=c("growthrate","min","max") +colnames(OUT)[18:20]=c("peaktime","min","max") +colnames(OUT)[21:23]=c("R_xmas","min","max") +colnames(OUT)[24:26]=c("R_end","min","max") + + +rank1=read.csv("ranking.csv") + +C1=contact_matrix(polymod, countries = "United Kingdom", age.limits = c(0,5,18, 30, 50, 70),quiet=T) +betamatrix=C1$matrix +X=rowSums(betamatrix) +eps=seq(0.1,1,0.1) +rstudents=eps +r0=2.7 +f1=0.6 +f2=0.25 +for(i in 1:10) +{ + + rs=r0/(f1+(1-f1)*eps[i]) + rstudents[i]=rs*(f2+(1-f2)*eps[i])*(X[3]^2/(mean(X)^2)) +} +rank2=rank1 +rank1[2,]=rank2[1,]#I got them the wrong way round +rank1[1,]=rank2[2,] +rank1[5,]=rank2[6,] +rank1[6,]=rank2[5,] + + +par(mar=c(5.5,9.5,5.5,3.5)) +mycols2=rainbow(8,alpha=1) +order1=c(4,2,3,8,1,7,6,5) + +plot(eps,as.numeric(rank1[4,2:11]),type="o",ylim=c(0,9),col=mycols2[4],yaxt="n",ylab="",xlab="") +mtext(expression(paste("asymptomatic infectiousness, ",epsilon)),side=1,line=2.5,cex=1.1) +for(i in 1:8) +{ + points(eps,as.numeric(rank1[i,2:11]),type="o",col=mycols2[i],lwd=2) + +} + +axis(2,at=1:8,labels=c("f2f teaching 5","COVID security 50%","f2f teaching 15","Mass testing 2 days","COVID security 25%","Mass testing 1 week","Living circles 14","Living circles 20"),las=2) +axis(4,at=1:8,labels=1:8,las=2) +axis(3,at=eps,labels=signif(rstudents,2)) +mtext("Reproduction number",side=3,line=2.5,cex=1.1) + +mtext("g",side=2,at=9.5,las=2,cex=1.5,line=2) + +corners = par("usr") #Gets the four corners of plot area (x1, x2, y1, y2) +par(xpd = TRUE) #Draw outside plot area +text(x = 1.1, y = 5, "Rank", srt = 270,cex=1.5) + diff --git a/ranking.csv b/ranking.csv new file mode 100644 index 0000000..2991a5b --- /dev/null +++ b/ranking.csv @@ -0,0 +1,9 @@ +eps,0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1 +CS_10_2,2,2,2,2,2,2,2,3,3,7 +CS_15_3,5,4,4,4,4,5,5,5,6,6 +f2ft_15,3,6,5,6,6,7,7,6,7,5 +f2ft_5,1,1,1,1,1,1,1,1,2,3 +LC_14,7,5,6,5,5,4,4,5,4,8 +LC_20,8,8,8,8,8,8,8,8,8,2 +T_week,6,7,7,7,7,6,6,4,5,4 +T_2days,4,3,3,3,3,3,3,2,1,1 \ No newline at end of file