From 544077f651ef1d93e14026f374014b5aee8218b3 Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Thu, 25 Jul 2024 16:58:34 +0100 Subject: [PATCH 1/3] Creating 10.21105.joss.06800.pdf --- joss.06800/10.21105.joss.06800.pdf | Bin 0 -> 241261 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 joss.06800/10.21105.joss.06800.pdf diff --git a/joss.06800/10.21105.joss.06800.pdf b/joss.06800/10.21105.joss.06800.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c6e6327c7b30433a67b5ea954a76cf878465b448 GIT binary patch literal 241261 zcmaI7b8u{L6eSuPH@1@-+s2J;+sTb>=f<{e+qP}nwqO5drrw)B=1o_1^{MVUr@!;{ zUVE>#_HHtHVNqH}I#w96$)&!5{YxUE+uLn@=J;Sb+T7ADLh z6KCbIL(35QiQ9rG7Dh;lgMh^Y5#_DIM!-~35EJK8)Kl#TR8SNC6+wlK(C@p3&`@4< zwnxLE;_h=)-S#}mdU?)znM&K-dApzTz5YDec7y=3WEYG79i#vxY*20&an+hKmybD#8j#f zvuA)KiX8a?$S;9$`Z&xD=6b}fD{)2!5-4mWHJ$vxh_7Gi@B!@8E7FsZ4QX5$Byxno zH1su78_13$IEQ{}`22td)kpFebw;%o%+oxQ1U2(H*j*`&UYj8)Ec$+^6%GiQ)f&4* z+9+B$d@DjT>d4H;y_(XU%HyBmlw-52vrDtR{#pV0Hz$)IzSt;+l!66%dQQ&Fcv4|e zZL0?H;`UNf6og3bT70Flf2=KMmDW#*q@s_%GUL1CD=uYDNHJ=@KQe;epxA-Bd9DD3 zah`$~(K5#+zdvRLmCQ-OT0Lr>U&MXAFs^@U@brYx0S7X)7!7S^*zn=KLNqGvWW2;| zr57U=(xGWRQ0g*hvEfyrRMDDEb8|Q+%&T_tzQ}jc59TX9%asp}NL!80{XvO?u@Ggs zIRU#=X{wnGTgZf%^|!m=&kTmFQZ*rb*14@R3zxNQ;~Bk;=I73vuaw?0|8I{2s$O*~ zNaYU-ptmci-nlwPi8%@Jx|R~AJXHEz^(*`LFTLlH#9ZGhm=tQC?{}mw8r^X=p!F5tT=$O(Getx{NhBcaE$uYYn~0Ltav($s0dNLC^jXN^ zUXWEF$X$?4e~ep5M?sEI2xxtz-2f*-5ad|IWdEgH%)|g0edhSWkZga(TL@`^U&2A=zwqV*;0TpQu^s$YXK_afV1n~=!6>jK0|#T_ zG$E>jCG%iPA=cqp1^ER=a+zmE%z@hB;ROq331%TN{mU3YmjkEtwNl|d2Z-!gI)BLq zI_{F$A$1~E|HIi0w8Qa&=!V9cCEgP!jt>`)MH7cs3}zvu z6(^q$)c$ig>UhW-?N@Lhp9w#WhY=LfXK&Bhiq^`c4R6C=4ZjlA@eijzYLD;0!cC`> zbsL@_GG?S?@8NFfmFiRXQ{j{I6aEwG8{S_)A9)g*E{ISFgeb5!QC@Ua(3~vuH{7p( z&rD?^o4}n}kUwjUy#dQ_ZN1m7A7#m*Xy>l{b}- zDBG4tSIjM4F7+=7TbfuxF4C3rDv+0Flzmh@EJiH8l;)@q6q7g^wbN%w=}FlZ<`l#* zK*2eRGLQr+jK5~jjbJXwucQ_sRVd^tRM-psnHEkpozyRm)tKg)#5MLw&0`<%gzz2y zhegX=J?&OeR&Z7{wn8&!wbYsSCJ4K9zcRkKUb$55tcO!#U4&PbRnw*Pk@@V1_b<8w zL9Imiq;?ulM}0+-UDCDe8h=Z7%bwS}OQ6fD>&nCIDf@!?sq2yXk@`vQJO+Cf{umPq zjtX8Di${c2-c~tOwP5QsHLuzrHgD3d#UN)dD6UN*at^ydwcukI)u`FN+`h;@yVzK%*`oc7Z2^Cw#q`+J-t=N}eJVTkZ#rZKJ)sAeSf?*Q=$gll7Xqo5r7kzH$Ex`3t+PxMR%S*7>@D zyCa$ljZY13vn_{w?qJR;$8(4G!^?dddmDRvXGVJomomq;G1FR-Rg+8DYBx24m89ws zot+NO4v8&UNFEOS4&Fn@Sm#H{UY!3$>93BD> zEYG{nXAj=z=Evzu6pFp4jzec}f zzdC`E-Xi~!z*|8g!Hhr~hzoGXz>I*AI`|ekJgghKxQm?`-gYUcM}KnL!e4cX7sE4%+wrhcTIUvY=)>WE@3wCXp8tTf^SN5Bn=*jw#);}FD9}u2SHWD@e~?P(v@`6 zsIF#bW@yIn##&|=W)qH^4$a4r5<;Y&j(MBGZFq_h&qPbq4YA%NIO7=!Y8fwd{A@qs z{+j-+xh=Ehc7OH`$bhA~wZgT=b=I3E?bgms{!DbG+~@*ViEGR?&AXY*jmN3@S3K7g zS59kxJz#gRqW#saiPGB8C{$}KH-F9OwM~ymiXaitdQhSwx6K${`+J7)RKUs#QvPbopQ4&yh^&w(z@pO@D0-xPKGw1)!*ExlAlDD zRMSGY?NMi`s`AA)&bG$p?riQn;*xNc(d=6(QPZYyp|qh{qScajeTA?cUBTVu(!6-F zl(Ou*O1A3!*LC;08KU7|Id2fJyC**DFx#`&$al3x&GYtrSI%?T%h-$9)s2mVg(X+6 zXKp8!O)_f?zBJeBPuI>19xWSfhgMouQAjV*T3!i1=?{Y&$D!Q{(sNugfsAh@w5=i=*qD-(Y*fxP-`A(~ zdfHy~kdEuja8B1Y-rANc-Qi~N1Mtbrv)fB%`>y@ot4K@42wfe0lb%cW=JLg&=c8Fk zPRujsOOuX$+x*jWIH0ZPu*vc$~6r?<01Rvhu!x;$H3;ES(nr;G@K6MS@5_6aD~*rUVbS5yA%RIvqwbX_ z?}hV<+u&;;dp>A+3W&$840`3uVay?X_Q1v(R(OeQi7!w=g|3ymyNBF4(+M&?L)9;d?D_tD=^aVwe19P#wtvoI;IV^$BL}QUwt0Ph z-_C^47J!5l-{!i2W>XU7;^QdC;8o7( z;rn<>-Q^FMHvUQN{%o4*`=Iq`eJyOpd_07yv(_w@h+ zsx-NU-sa=g{ChX1`CY`H_Nx3BboZp~EBf_L85ZQZ%2H;;dP=HFi}1GX=QCr6tu@p7 z_Gnuva0Zc8hT5C5fJfC&z$v>!!34zj?SAAd;I)+uvXPL@6~TJ8g(rzE_UE%xj}8Ny zqq*r`{U%rt6uWJuav@RvC>gw-x#MReLlvrPTU(lljvaHcxO49+h?b6W^qibny$mrks@x}^0Tzs8{5)q-e{X)6o^ikf@aQhd#OW@Wz z>ei7jT^sU`QidxPStW)_?+Vrmt&JL%+ZT-gXrVuclY5X1R?*ebM^VZfJUfJ1Xg9$b zyvlJvO$uaJaH4S$kIr>Ik9-)c zNuSej@MrUPuR{ZPREMX#la}x}i#sD+b&}ZgpvjJK+8UwZm*QeNUHC7q!iGBO$A7;z z;4Nl>T88ZnU^ztN@!Dy@k6H(9WkV(kwybK`XGyHqLx7yGB*Qjhzx2O&3K6O!uNtR2 zFe_EMF}%=X<=0wxoxmIw*^a_<<2uk|d0kc`U`G4MN67eYlqlre%`3go;g9&<@Od(!6k6lR4u- zyY1;o`Ptbs9YIchT`ADl7a6wPJoLNp{}ip)2URCH31Z&JY#Iz`qLgl`zixdquGDd` z$zq!d5WiT40q2sWxVaj=2HlUy!bzJQq>)5lDTEJu&^V_^R?;}u7|nmoaxiDaLSfI4 z5PF*u)eWF2Z0KdD0DpRlj64g-n}`?~vZGo!(ENH{RPsl~8Gwh}k#1GS)IQyrQ=jEq_ntxg*QtHFqG4X}m9+r<}GX zHXzQK76j#Nk8`7setuBl)-BCYo@$t-=r1QZCx3op2>uYC=FmF(_U28N9~{TJG(>)f zMITOj8`iH`m#759s`*XKjIitofc{-bgfv?tvtOrZGNeX!mLK>W3MwajUUpBnXht?As zS7_JMOXSzKJL@wP1#y0T*QAM@2L+vOO*}F8i?+k^V?YfEF4adfP~0+}8PYg5Nk;Tk#iR*BNTc{8j6)?Ow~fs6!uy+#Nt8#Z z)LKZ50(0nhp%4i4Uq}~Q%_Tz@`K0*!4OZS>wm-VAz89W&|0s%n#VjCdvL(PXyOc}2 zcyzPxIAcw<#G)K|UH(t&qNcxt^V zP)APnGBK-%^Vq)ED{*RXJ13CMMMr4Q7Vx$yL_*IG(>?ZCYU=`u#D@Gj*orv{8d=;WO&>`1TNRvxdzu~y zZEEm(T~2P~T1@|5SbUKIxPZ-Vk-n?ou|wx_%;;7xw!(GFUjj`g>gU>%{6?Rqf?Slq zjNf*DR*_SIXSO}IrLm5!@%95POZMfnnQSOh{$Wzr_*Cc3hx~Cwwrdn+3%vLE#}k6- zpC{OQm6Yu=amzQy6?q*?XPqvlwqhvmI=;*qj~}2BZ0HC!;lIVWoGd_cU{5EX^E*E( zzVl814FA|>OJHwgOfAa<_bHW_t}e^7(g#csMELjnmxQM2WuJ3YJ~2{5gj$;05m)dF z(1U$7#%Iov2hwH-XA(zaMdcJG71<(v#fE&uuM9OjVq!L`&4qG|m0xu%=#(U= z4zq@2zj00dp`qlRMWWVbexV-v7$DUDF+&ZV+W@{1ryu(j5Z|hlv#q)*A1X5|q>PF? zYXrNilEGJekxo{Cf683aLC;=8^j4e{;TIk-!V?eCiM%2#vFE4sdw6kAy>9cJm|Jjz;El>HFGse6#* z|0cQA5lR%Nj9)JE4|YOl)dFB#BtO1)E^Y}JE6s}2oNS?BNyi(%$zU$wo&?iD4W^nW z=4%O(EUja9uxfAA#TPASP(mvSC*@oI4Hdl5u zyC~d>bCh{VnUoGb>{hzD@k&iF`xe0&g}j*(2f}&5m{n=@Iwx4eg2K1scceYri{nWS zq?fy(DUc6rx7pvV$usg{+!RY;uX8%wvGTQ|KOO{yBuU6N$hriX?oMarxDtLG4T}1M zrk%E_N}7EUr35$wTC%JM!m+R5dlu>WqZjmUR2sqag$Shc*~khVh8#wCfd?yUGdUB zthW)m3rtYqbj@=~<(M_fD&ENZLQ`#N#k*2u6=Gtc+8L}cUO>;}wEq;-qe*0P!T<6} zqf%M8kYW$Vq?NF)@vc-i)uEwRPvsRBHflbF=(F;)A^$Kkm(KcaqX4y1O0r*RtGb!j zX>c9;`4LDrhf$)++1$T>yimZ>wc z3FZK5C+obxEfdsTWi>tFH9nTH%2HS%H%frC> zv`(#VDcTwIYr#A&MaJW3-G;@j;=#7Q#lI_T%dMs5lijeX{?&PWs=|a1cDj=}HpFi( z?nD+LK4Es=CMM$`n#Phyf7~fbzueT&%Q>Ms1X9a-nymQHYC zh2y<$gREnt$Ot96BPp&t#hLzNRe==~GRGc|gbv}=g$*uZKrxWg_289O6C#6cE0Gzs z*Gg0qfb)AOi=2s3V&j;e3&wrRLqS$>%0ex)!zSodwfaTtJTs|wb>2;CkIAY8IYSs)0P78#!Cm1(9MdXFY&~<#^#feIM7|RXB;GfIb`uynrQs) zNVvh(Ms<*PD&ZN}aV8gw#Si_*ZDzcrLM!ahN(-kpHfTY$z?v8p!6sA^{HCL`>eGdp zqs%cXg@x2&aAJ}uEdC9lVMvWz{%0ng~e<@Tq!?nqE6dIZfdwDf#j%qZSz~L z-@tL1*|ftE=I((jLei9~`p%Jg=pd_5@>A^{(}FF#K%)=yf@=D{iDWgBg}2Xtr+w@- zveLB@gyHv*_HOmqxsP!068o?F=uJbhxma*V*RTt%GzlgV1rNd!`Hxnc%>n$CvXHUb z!__Hg7*TtUPgBCQ<+1$Ph3TmaC!7zd8^LMo=No4&4OjOmd)~l3dh{-PCEnB~eeUPLRIRFVd zP9sw54C%t-ExKnV4uP<=9K6mGdu?V_SL=(AMhJw9whG3MGq&snYd0I<+6#xZaBTs6kF6pb{BN1YkmiJd?s0rg^j8dwO+?gpT3({eJQS4@zN(wEptKfUr_5M)~i?N1@Er>Rxp$u z+2Sk6Sc7TEv!|y@Z)k5^zZyjN5mUbw7RH0wOmy+apV$ERFpgL>2a~-G&_XX`5eJ== zNl8UhGO~DD!3wjUpJsq(hf`9t;HfW)V{ zA7x6MoUIenZWp?KUGlMW6fL1Lef~NVRLqkndg_EaX52rs;n>FXliP4|t!=k8h2N*m=d0&DgT8OQy$@DPEjx7 z5)$#$?O`~)O#xd8@uFnOOF1YdeQvk49lv(H$Y-_u9^--h&(CX>@Md`RfHtUH0)1~( zfbxYYK~K#zwSh*TPZlDg%Pc-nr`VLnBFU4QTKgQX5ymcc&q7WKueU69Eno&rqqan|rv%A90fbE>ggvf3FY z_I>bxE>}I~$v~;TjKZZ!`=`vZJ)4GL0mx;f&NkY&989Pt~}bWimLf&;%oB8epwZ?0NFV{D%Bz?eyY?I=Ng z##*>jGmc*{GM*=wvh(er8R){@f)N_1|8VPG9DxUYZL?>vMZ6=IOAViI zRoOxy@4O$g+^dwlEw>zjZ_ShGR{J?tXRdZ8ovRsYvWD1o69^3p?=9-h$qxXYgXL6W zR@-StUE1}z!Zf3UTI3Z{U5?}xOXtSU?auY>0bQR`SmDzynG!qhCIWIlMUfIMFmExC zhZV&kG7u&c@Q4>WE(=xAw@gLq3t+Ai#opHp&frWqS=-69j;DpH!vBZlPq>s1oo?5#A62NKa){h zZwSl!CHO>P7pzVqkY8=vhq^Y7ok z{6X$DO`OLmKd_IWUyJ_-E12znvx1e~?Er%f>T-sbCPq$#^h(Z#PXFT_32Os0zz1p; z#(;qbHdY2gdT|pAGjk_GCKgUYdLauZM|l&6KepC(wl*dw{~r{k=wxxbx;Qvk?sW4e zq5jVk=65P&v$)#Y+UCxj=u)VEL8;TAM~OPRxLmK+ktA`@S5>m{zT-*GIDfPC@J)XJ zPI{kse7~p}pkc;@LkJt0G!4WxWc#nDC;YLP)c+cbJu-<5)q@p51 z#zZD5r=!#10-h*QA}#dhbNA-;I{{kpv^p(27n!<4x+kEVJiL`4B;)mObV6 zRUz?2+2C6m4F%<)T*f$nzd+mOZ5=m{DCNg`!T0-tfQp2I_jb%;sT?f{A%?`(*7lc1 zp8V*M!z>nl+7BUM*K)B&cExdzcXtKIwjPMd$;s#E`JRa1C2qeEGj?}@kf>s^C1*w6 zH44jljTzkmo_2~%D-Tr+Mcj<&#d1}d)2q$|-1NA0{2FPJ8Ri!F*ub9xAEqw(6=Dw})fF?ZYd73e5nLX5-(L=5JwoVJr7dR76NY~FkSfm7NPwtA}1-TZm&1?Q&YoOP!ORZyyCeo9v<&s&sd2k z4{yq3hkEq6=l{hOEZh;~caJFU{Wu`Pc(Rb=hUi^RpL)e3aVtc=2ue;r70Vn?riJou zeYik7{BA&_92+bxE%D8BfX%tGWQ(r!idXb}vo3#qF#SOK?!n%sL`@(@4wg=D1J;lK z_Wr)DS3(;n?x)lHVldpc#%E?~x^0^?#>~OZtu*#gxzz4_;aME%HujT|z-;OSfW^=O zQ&JD@7R!8)Buw};eJu|U&ov~q7fZ~@#P~QipO@R#O<8lZYQbFS(Ei62bIQck?4C1K zTuz*!p`pA$UTS{)zJcmH09>BiwqPv+B6=~k^Pz*KHl={|kTzK^6`|;C7gvx|Y}U)- zeB5?=@ewrAQc(D@e(P|tv#@}HgYQxQce4T=?jB7~zg+E3UnM}&`4V?qP zaQwmTjw|chW)=a|I)g{`TJsu&zx*cr z{rwdb6z1mUdLm4BJ8EkgI5;pz1_Tq-Z8;O5qmCDn%3OEBUGG_)9%G%HFq-WPLAJ=z zOp3pSfxo>N(=%EAjdzS-XspOErsqF67P{zk;;#O7H3^TP*_KJ$KiHX>SRK*X7>F|g zO855m9$VuW3#NsG0L{fULc!ds(c@P?5Swl5?#3Sx6BgcmU0q#`js5itD{`26dd!%~ zou`^zNf?&mzWMQq<=G{U%ni%4Z5%lhj0jI>O<8A{0I-nkLNGTvO{ywYY8C2x(#Yas z|Dw~+%b*KVZn9>}rE|F&pr!T*Pc4jQP;wyQXQrn+mP5ZtzV9#2I{5iZ_wddmnlM4q z!@yC%qIgs&Pz?+W2(2D<;wHg;2@EnL!oz{=aYcQC2iw=I&|!kD*fNF;f#1F8G6*z? z#3l+sL6BjHXC8_y1!?(OaVU5u}voZtvDUbl$?$D)hCQri;avk zsawB8xAjJ|GMBuQk7obDVwUx&+XARSV=@wG~o3|$3~Ij_6Q2CO-jXkX9aQ73cpis$rYU4r`7h9(8I1w zPM$GV2J!TSPVRi1h0iqH|G1{>8CwX06bU(8nvqmzrCMi9P5wh9y$!=vY{``09a{fn zDO-8uk{shZLq1Gk?rm(T+uIX)oQ{sp=4EVYDXFlbql5b!%m(OG>`~DAqSpyo#N*t9 zApoMiVgblR_3)R%3uSveeDQeKeWu88_||@-r2 zbl3h)!x^BE2v!!EH^7auB?opKhjLJ@G&Ta!jVnSAyI($kVjvc?1}kiOMQuK{=<0>l z+?nWBCt?rsrW}w(ogU-)CM5?51KUQ$eyt4*fJy{Cx~re>k?3QC-#_3>9VC|teFW3D z=(!)EQN4TI3uR-Qiu`v+)jA!f_wDP4hA0xoP&WzA(}&sw`k65?h?|BPY}Pmsi!2j!MPtW$jW8C$I3Fa8R26aF^j%!HA7U6urgQT$^H8sC8kJsx8JtnWYFX9n+2 zriJrKHHuseo-H_ovK`2I%mT^%iEiPXA@>lG7(L<+ zWqW&jnvH1gR`NH=d_&qIlz;ZlxlQ@357xMK`P9C}5tAf76&?i_e;AO)Zh=$^9jUy) zFa7m}g@uWU2-y;&60C8zq*dYXFg!p(Mriu`k;8_Er&CzBo!pJzj?dBq;-SyT-L9I} zBcxL+8P}nl)}b8F2^c;+)bqq0)=+xP)0;w?h$WeCl$c6RW|{Wr`ZjR-*WcgY?s~&# zxmenwX+9W=w6wIe3&`Khl=TiBZy`Y-_&QemC9?fTXHqS_!djNmnB(b(T^Jiw8!<#~ zK&@|MMyGwCI!Rkzf2h3%sCb{&5Ud`2?P~D2S;(av(__a#fEPlI{VcGf{tf6?#1-nZ zSmcbA+X}PJZ2kGT@%_o5YRn1$ew*=KzbaKP&wHbU;8Z3Cz!4c3rLZlq7b93musXGJ z&b(2RRy~XzSO$6O1?om(khqN13=6UMkab82%6u`hv5l1O|6)Y3##U_GOlq*@-LkkNdRiR2U?y;{Y21zY0{`RpD zLAo`e*ely!N6pF+uF`A@NCKttgPU)$yheEqi1C~DY^6bmR`&{n-2fu?)PmV$)wn)) z+Np(cS(KMp=1$Ld4kD`JBOOb(rr0pW_nK916VqzUPGOi|n3d9Nr*&Hd7kQSZ+fZ8- z;=zx>UH@bV4hhNObR2#s>=Pc~;}4h?EvPG!!?&aL|rbL&a0Nl zCzH-Aw(iIm+0)%9k=>xKQai3*2TQ;h00}a?U93&7lnqKh8ezM82c{TSN>+e0OgIb_ z8fWuTLaIB~4BGj9hH&fKRSI)e^5MI~2g$9Zdvm55^FLCO#A1-#a0M;&m1E&<;|t5`8j(TZP^(E-pTF z#d6Z`D{mLQ1*lFLf#W- zC34`MP_E9Ywr2b-1-g4ucA0+_EXxtJ2M?`^&~uEF%QU&}!lj^e3D0eRSE^mUb6u`C z(;R^5J1g>sM|hw1vou@7^BYW^CbGd3g2wG}6|FfwnaJF4z6@e5G>H)Gk+_}Q-l+`?>p|z-R@E7%_->VrTJTeU z(3moMi%iL?l7eLY5fZ|mJB^e>B;d31Zl$88{`2P#fkIo<#wUF48*VZem)qk|XxIwt z*9t_;CzJ6bI1u&<)~XwJ^^Q)42q50bW6+9akcwr%%Z}QlYV8li%s*-dvgSdhw2h&w z!%;CzTp^3MhY}D3E}YiIiV9^~|;;ASN%MGg>{_*Y&X&KJ*L zFFOD&-eG;Hx!=I&j^#KNLZ(ZcughgnhYUcyeMY3LA4@j%y{Y<>v+*7 zN3opfJ~+lj9!ef~Rf&G1>|6i8)HSuV9vvO6SoWBARj3)IP4|MN#S_)l_4VO;1mSt^ z2?(Hyj~bO1tqMBQb5DOGlWzw=q`6NMd)x}JJGZx4>Ybj#3J&limi`D^AJn(K1G(Yx zeW&~E9?#BU43KZ_o}vWvxJ-QO$6%hpfkQ&BEG=melrfu4^H_~CuRX%OZ1J3@p=KOa zT(k_=9H;Kg8u<^*^d1LJKoJRvdKcl;BBdf&e)80QD}DJ*u2sL9@WSn z(~?0*mh?=?VD?309p_!mZAl{d#o>tg;#8^^FhEf1uSy7TI!zAEGVZ9CBU*&> zfvp5!PXp3lEx5zp)?1&S)bE71Q#u1dK|vgL8!whD+nw&Lj112oOzRvy--+#;gxrHHzQDZht*?t@q?{YinzfF_|j$4RBb)UIA`VZ6qs-j7CAcF z+Lw;zXey&T5u{BO<;dmKd}z1w_3T_NmP_GQFJQT2dy~6HQUV)L#EuW9oFF5^+P$MP zOIcWqV9jypvpHz2sNx_Q9Ch&VlNz6gbpeUcor4O1>?^JEv0IGhJ~4#Fye9y9&aZ+| z4TIwe?S$ZS0c-KBZR?oryQSc~ZHN%D=75Z>4dL@>a5b&K=Kb}wvb?hp1dRd$3Q8bq zma5vNJ7ZXVf)}<z(2|Z zUQ9S6-~(NNHqQf8(!c+HUC3I#S1qB}uqU$h`TUFgmP}@e^mQ#{t_F5OfP%Vxco+cZ ziJiXf41|EM=ld6p%NY=O!w=1wMt+R|3^X=!tig*VjgIR*Sa>s~@-ez>{L>y|(sg_h z&OYi%n|MN_ct|(o?Y|W&3byszZ#o{o!G!mOWc8Oz#wm(=0A?{PdGAIhqB=84dDo;n zpf0#tCuguN2>v>rP%Bq~VS4U^ci_NHb!A!`d$%?Y(s@G7PtVAi^L^v*dd5QY1*Pd`d8iRXK6DVb z8vsqx!G=PYk;5dbw;c5HWTKVit>&k9dAh#aGA$z8j>Pw^^?I6$)k3=j$=lU==V(`B zEDod%u@2_3Ka;EtQ5hvl!WZEB{RA*^Ql=ph@xihT2Bu7zT}BgPC(L?V_N@*P`^p33 zYp({y>536IYA{Z5`S!F15dmOxBEtcI+G-(~_60QSZ}eTlh&_rZA;R7uo5yK=))3=$ zx|66lC3$mp#x1&b1EDiAcQXRF9|w7LT&mn;?19B)RN&U41^&Nn-Ed3$DUc zKJ32uFQ@y$^CR6?2OL2VKu{GZej!afE99Skas((DHLUdv1%d6_8C!Nuf=};rV7N0) zDFUt66PF9>uKqD~L;GZ+w@4)Yi=HZlNC8p2hZW{b#9SPx#ITY*j0+&zUf|nG046+Z z9l&AKo@bR&e)C~q)D4a2+^5{eZBwn1%{4wU0k3_0=f)5-W&Te<&W-(YaCms%+YXD4 zgOaigASVbf$#cB!JDjR(YDVG?@6a=dNl5AtPZNgQ-a_9<8Fko@iOa0qw;UNz_due?>5Jj+8He(6~KbvIr%WU$tg7;d@QCX{zFZUV+ zkWdPWfBF?5U|+QX;tvWKpY67#pIfpBkhuj=P*D2Tj5G4{^NZzjzRg+my1h7ASW>X^|T~49VoC&XP zs=8oAh=btvC{39{04Op8qkk&?>(TvCY9isb>SPK7zf=zLF6M$wfJfF82F$;|cFXJw zD~Q`*H+E!_j!C2M@*PR{cYxM?-tQEj9O!v|l_f`*sTC?c$pQ$Dwr%Gf#IE?V6^i*W zbe6ln%{km|0m`2lDB2V9m_U_r^Aq&6lFBV7m8x@u`*!+%I|2Zn{l~M(QA;;t5B;zPmhBP1>@p<=Ff?x} zrUIFCR!|3eu`H@n1`zSWCk%j`o&gVSAM@z$i_c=|2~Ps>Cj(32f;{qmtBhP%+jh1l z`)<_&Ft(Yd>Al)y^4`{t97dw?%A9gfKZArc1e>`BcpO{35KZDEh=Vbi(fCq(>&SAB z)pkW$=uR5)|1pu2>qB$aIoA#V>i(eQ2vMLPk(^F*NHgTrJjQR$SSI{$q|Sd~!^hRK zH-ocb3p>fiQ!v=y?x(3zfI3)xZ>(@E-Od#~V*(8(glQ)5fX^=l;{*|raHC{we7Ibt zMZmb)*4oO!$M>CW>pyKw_V(2i?Aj~lU?Zoe_q(&F@`T4?#=TX~yh zkc7`Z?)UC8*Bdt8YaSpShKK2=q zdf=Q}P6`8Z8RX7Y_1G=TWAWW0avV@kbdC+6FJzLbcL^i+p)r}2|Geb!|lOfq=A69dggm(+YzbHj@E>p#1F9Y43EGEay2W0*5G*%?3_w%W z;l^@*WHDp~%#zbE9g;Z4b+Ud>W&f?*{KNiY+JFg?G0Hgovan`Ymn!|6@X6orUkRV@ z_b2EXkNy7O>FFt?4>cQ`YLzN~>@-yp4BfVi2oFJaJeEquq}H?)_Eo;P>a&hT2vG^9VPb4{H=NaA#e zI*0&vP&rDJ+W^q>tAl5@B>%B!#HE`Xl-! zaK8OG9_9@K)(Y=Vrs_qtAI74$0`~7t`FLzz3|1t$m%WHjgv$<8x3eZq4~hNyTv7*u zC(qgS)tdtOX38zl;hiRrwN!G=LcJ&P)PxUiosg=m2}U^tq9>uDp>Gc-J2A%>D>WrW zMZC3qJd~8sHy2Oukj>mUa1ek7R&`&WA)^kd!e)>Hz%BJ2pbBL)1peA+hu&}(#|_(n zI}=c9D^olZB=f6@@#QCt=v*PjrIgIEyg+74MA8JVA5cYkWjmPzjnIf=6$jp_9sikc zvx_RffuUE*p|kQu{6o(!BWh+=!@l$SL0;yjJAU=kMy<_I8e)jW{qz0O^PetH#kg#= zTq-}hWw|`S>-+(w6yxIF-RfxXOrMzt{qceGwFIc&TOG~d3;w$=chFIT1MeAdt6q4Dm4?a?-#01z$$ z@Xmdfv*^2iF~q1lt` zG+tXeS=(`W7vr$krv=_sStz^LG;%JgP8X*I*O!#}%w7@*074xmeBVoFAX*T2xhCS$ z)hz}M4Gm~H>)*xnEUh>FB_SapfO;g&uv>@Jbmr&hchE*7;+q*uSPCmX9c*+vb;K2! z!|Oz|)&XyYwZiL6GLE4K*iIaVwo2IyCi#T!JnS~DC3G9Zr!5xWUr57t2O+MHbG5`3 z_6&^kRL#Jh$HT0a5zA6cX7xtrw+Q>VIex@|K1BmfT^H=hjW_m{uj0sY0JhNG2kJ;} z-+gQm7mTk%+Chm{{6>s@^8^0S6vuapOlVp5@*!>L_D0j+kP!%Xe`fZ9cYy6Z9T*Z4 zfGu)TLhP!-zEQi0tJ^Pba8Am{xU=G>@+}FVx9X-A&pf-J-7_1B6NK0*5d!}YN9W*H zS=&bOnkL&eC)=E+sU}ahZCjHk+qP}nC)+kAyKleW`2)JTI(t9Qz1I4zJ2DSF*z{vk zP8_Nkb+o;z(fwtrTchFmejE>65C22Ig!D2`)1*NKoJ;yJ%cF0WXCq)&UN{7)-^CEL z>SPRHYgf+ydyq|%tOR{XGIvUQFDa#x*f}_?Tj|cRv9X5-2KW&sm%%eNqg-vi)or9E zR5OWEsa^-7x#E?_A_UT6l46&DBr0>&T=nyReKog-BBF$mKt$>F~(NcHy3ox3SBwN{HP?4M% zj5CO#jAv0ljfGZg4aLz=8H6eJN5)?EW6Zk97^4)Zwf}{iu%UKikS@L!W!ULp^^@dY0Aq5y2ze%IwUF^nh4BfQth2?I!7)!`2>Uggj;yC&FqKt(q8!`fyKm zdPe-iRUpzujY&Ld*|&W|RB2j^DD~Q?8zDHz5+p$tX9699_o(QZL(CIiM_#@wPFGS`l@s-pcz!% z>(a~ke#Zeh<)Uwed<<_GsutYYOOHf#Y2WY%BXpa%DH6ge&8~k3%WqQd58fsPfHeme>+HYWXoaC%hvBqLDVeFpWE`VSmy0`sxk`9~m~biPw@*2B>{ z`JS&Z)mYm41^27hwjHgnuWvvvSc+f-C^k0ss`GL4-Kop{){7Y%!G0gsj6}(e-iu(I8kARr_#&Mdye3B>}d3T+ye-dk@3+wR!z*J{EDaXjeO0 zZcCFVJ+yGhdE)VcYP#3dbmp-PQMO_A@aDA>9-!Vejm&t*f-;HPA)}e2@kD;CJ6`onZcu&z=^3;2#w^YemEE%V+5k0a)6~5fom`O zZ5?@Y4-8x43KX-@zGNo|#xgInREC2#>ebKO2oLH&grwOaGWRJexoG9wjclb2f@@=z zVPeb7PX0!C-SN(te^K1oQ)P1H6=l-#12t00+bNQZ0~S{7h+4^0H7T4u>ToL?RSW8h z>Q^=+$OHNz^%yOQUuDMBUT@Fb`$WZhhS&Uoz{N^{g-1=AaAwwG#Qf^peJkG%X3ZBx z`pK-~V?ZSscTn6C`rL58Nk;7hz6hd3Yv~+83#r?GC_@tE+i=*e2{v(BbabT8r}f%_ z9XGPo7b;U^OUa`ozhDl~=;-rFaW;@ADVM8ku;ELN$5T*H@K5krHfr!@ZW8csudedF zG~CBDJ|?u5&-G|+O*?GW`~pmFAW!+K?AcxZO@sQZ5d{ke1FJw<@267xH^m)a`;HJs z_};MQZ_NSCed8JMb?EnN-}WLg+wY8J>U7{oiongISJHfldt}OQlF5bZ5P0av)k9HW zww%!dyE2@!rVK^IA0B=5POODsUr)=cS0(ob9eFK>`^i|o>OHVY3KkwEfG)={HB`;Y&p2M=^sb`J~9XEa-9yZ`;Ciya#ugVCELg8RjyINw3pXwTTHJ znUGo7kV%AFY_VkfSDH8V+eNywve$!BtG@0E4wfbT044)Gg$k?ThVGj42wizSZh0~4 z+(lbpTT<*hDNhnD35lQ9SZiU(V7V4!_b^{`0o$9cv-5rbAsnB_-Esa2ef%f_RKI}V z!{Z}#=BT}LD6w5E61yay9M2z=6m?)YQJI&gfDx$q5!?Plxdm=?Fw$2_xdlqAsgWf5 zi``BUADfII_`AP}S9yK)j5^*`5Bz=8zGtcf>cWU8Q?NJ|plSE$PyR&#hRSD6^x(-H zN04PqFfh;-mAxmOita|F0$@V6Umi#>t^2Uo&cUHB-r==1YpQp0@*+#5ak)0zAw8|) z{Qt^?{MAiyC^hePE-suRiAZU;?6_z|8xETKS9%fCnhE_Dr3BGY?&MANJGb8Q=>MnG zt?B%-KZ$l@HJ*L*qd?FF93k-(Md+dcJOcR{8r|^@CrslfIcLiNV~o!-zs6PZWgz)J zgK1p7V#GTdmt~nVTarO-k3Q1!V&wF=Pw!<`jEocq4)iAsE4&bQGN<5sF3B+8@bEC8 zPj+^8;ISFKa58PzTYyt>X8msc2BF9M7GaZtklkh8!dXH>LQ5-S(BR?z{^ESh>ZtIJ z{jRR^Q9<^WX<)FO_IKb0)t|Ds3iTd3>MGQokU-{cOLxiq!j)U$>nK4yIZ?T792RM8 z7ci1=+g=!m-G~^G-Mi+X4Itd{En#?uDaE*3T*(=ldbgC5@SNyPT?h=@ENha1*()0L zLwuAsZE!5;R;oH3RKsa*m5bGO4roRXB{4p474J1Xo#fj35h2p_OR=*Nu%*IQxoeO8 z2Z3uYXYseA5|-n=IQU4YZA* z?|kKBLC|(5z02{hnfmcsM;}Ybfe~>yu-J>{k?v57`~txR#JwbZLhb}wj@Yt(;ruJg zsi)@Wdqo#JJ@XcKNyo<{EiKETp)iTR#K>l?I3Xr;b8`U{=m{P4;{Sjv?W>mW=s3p~ z)tU|J5y&AnMt2#>UEJ?5`k7BENR*6@j)O9t8!p8s2YH!!xHL5`91%jcSVJ{w3nF{c z9Uy8Ek<|)_=l(VC{kLq}d(G@$Er4wN2(Kr@oss2pg;ihJrh%cRLL@)*lteR@=1RDl zMqY&~!XJ12FS0E87vXzh4`jeLr|dRwFh+rSQ=SsO`l}dTEHISiX5R@K z@K>mMC}?OQv$Azdnzf>n?nNVf6Ue)sJ8<61H0c%-zasRx`Pd@xUmam#eJ`&1>Uxoh z?&BivfQ$r~3hrE5U&?8SyFE2|Ml9Xk-2oaB2r}WZ=*_ZN&WZLAu;QJf!ovLJhMAzA zG!x)(1!vPC0%@hFkwvJBAdM&%ZDjF8ohD>cdk}~#PTSGe2QE;WRhlA?T{pbp1iv=~ z_yyuGg;LzG?~|n13)8aP5uWgh>j$<|b;eiEaNe4_4hZevOaq})OcQ_sq7SxXMnAYgL}+N+SGNCd zkHYsiy$EG+FA6UJ4eF3oJRKkf3~M8;ypS7IdVse|CIdM7wcx{LU03+f7bq^-5rp=K z^aaIjdK`2XG&vE~Bp)YZh^K%#)dzbF2-*pD=Le3N0O&p>0HKM$&lr}%Lo|)Nn@3!? zs#qtyTRh4&WGa2F6njZ8M_zR>?FM0SJTDN$-)n4Jk2xwAIX(C^DJCq7W)^El@_YO< zq8@iq1jnKL3;GN(X#)WcF1i{5Yaf`!-=#3tqVZRH{|z?8O=8v;gOQSIaLXJXvw`RB zSY3zRkO0=AzZ*Ur;yuQa(XMZn(XYq?P_77U%R@m+iP*D22hhhgWR~k319+ho#~SXS z??68Po^ug=Ls<4l*$=y-klm6~IG;fyT1K_QzXXi>ryd6Y2=F(2T?FK^_n&dC1zg4( z8=XUd#LCJ_b3!(cz~9>KjeEVpbZU|}hM9j2!hicN{Xy#EPfAu>VC(Y{OD-NoB;ayB zFgzTU-P64+2*JGtu2+WOm;`Q#p|#V`_-qhzVhUyH4II;g-i`$M}UFw?xQ z%BmYluuYcUS6rbXfTT|>>&GqA9WYvZGJHSZA(IueuOOm`^;j*!Si&mNMNzM6kaf5d&n z+>U(y%QV3!0n!R$H_#iTS#;Sv^xGQ+Ywfq=K=mPwS9UvZKnnYs%<||`pepg_2XGRq z?8|Eiqf!^i#^q zyJ|H&bqG;b@#W0(+ISm5xhLBUR}&AeXv5r+yIP4G0tlS~5$;jDEsPz^)aG9V3L-Gs zBGS44X0v9c?9nwvp=yl*=hX3SmGyne0>GvLIZwhfon7qp3?MY?vTpUCjaM9vS8lyT z$IOzt+GZJm0ebD%Bzlb20KG*Vj$T5`cR6!xn~`+wW5Nz)P@EbHf6YJX?d$r`KQVpW z)&N97x;(0h#r-Bdatz;NKYcybKcq8+CAfoUfDib78-9}j&&d7{SVE)VWK%Wnpy&d@3MBI%jnsY+%3GL8q#*z)r1x&b6Fv{XGo8+y zR_n&oE4IhAJ;76U($|_tcESVu_{{(13}WVrnBGZ#;=tW)>!{S+6rVpy?iShi|Ov&A@> z6z|p{#@Er)97i`6lw@Ca{gA_6*=qe#@ z!E~LJA~>-I1&v=yEHyhOH{8awzQC;Vu>rxop#LCX-UD|+fVj7qUyEI&?!~`Q$t^>8 zJfEac-~RyAb%Z^FWjj0}(<(t2-wRqfU{s|T^?=s>x~{Ikp}qWJQ+9cw#WQuuQ*iud zaJJCx^U?|}VDeyxn?Upa?&N~qS~|PlsQ%R{m`M4~2iuQrIR#(-v$WO#dmASDT-Ect zZquZEm*N684lg0kGql=w5o9WtjpGm@mrK<4H>)FjNCtH@BOHh|Eb8{7>T^lD@;*FEYC!w#J*KP z#&vMac5w8a4@Q*m+BAQ=EAiM`j_o@ao9(hJcrK@OFIW4Q&;2caC2TMCpCM%{UE-i7 z#yi)y@a7w~Lx*;`_`|AgDjE3)ZOaN?s|tR-D!~ed&95Xc3j{&-!HQJh;mN9=Fh-5( zx2*APT;Rg==(kEoG|SH0<5K+DoXPk+Qi=s%FY{7^AJ`-F`8INvYFmFGLdXM_KB90v zndSWZBHG1kzfki$fryn~3>YUaII@qdcFou#x-FLhruHZl;71xI8DERkTR*Y&!R9q; zEcHv`e9-@GiX!A&g~3G|YK#AIG^pMXaM z<_z(3%nwzw`o7%rbK zv6TD^yoosGlq7BDM!tv7XY4ox`mG1%0=u*}rwK@W@2E1nLvQ15@XVCqxum3nu{y`? zvb`LuYP~~mFc@-NsP8NdH|WX2)BMwD=2WO+|mp<=006UJ=&>)*_RFc@bi2u}OGtv}BT z7~Wj8SBw#Pd;&4Sd_h!B^kkfcm{B>+bG-Q|bOyQGj^c-u9^>^y*plNIO(CIGH( zlPfm=y?7yz#VDm;!86f5<^C9zJzfWCAB#+cX-m%IKW0>a(_p%~CE~J2IIjm%vSaeG z3|LXZX*+;7t+`X;ZOoO|umx zquVB_+ZKzfQzT0#S(cqF;OxA!I~lNeiCgFHyO)(8fW<^C;Bn{w{@VR=GhUwD{roTF zs(q?EXA+smG2T=wG@=@EW0Y}37-4${xEI0JAn%$CTv|&qck@+skXljotGVzE(6{{l5eHf2#4UcOHkN2|7{Q9GXM`fd@QldNu z^#~#)TY0~F8pGSDRM4tQkVHDu3a0_ymu!!oLtMWhHdnSU^nvKj^dG_RC%0N-WJKr$ z*PcSEBJ>Uup&kV&g_pnYq6cQ*DKi-|v)q|1e?7 zT9nee*~jm|ocS~2|F+Ga#JQ=8dO11A`~xajcu&l92FD63e6Wj-F=X%Xa%NHH*!Vm$ z66aQGLUI<&O5Fk}-V%$PndI;tfO>KswRe_~uk+pmLwSYk zqFUvC)1pPD^T&D>d5CYTv*lWob@#^$-RNAl??-EC>B)Ml*e}No$+|I&`0PyK;Z&$;K}(){l0z(5+U&2GmXB7V>9jM|Azs;sxoP()tOHH zDt8WA_`9^Aa&{~#ZsD4p;_y#pHethjywY6CS0?LG`z^xOfGV3swc?i5=$k|GpJMR) zZ2uWx+;F5&uUCuZAX=q2m0VBP_HO5Hb6EaN{vp8x6)z(?Tl)hcHjDIL+`~b7BTyf5 zw&fSG4C`73h?Qd2xYunyHSSo=>Im zgkmh9yprPAhX1Nx7a*pNbE7h$*@f5(3;V0>XQ4B{|sgG)-m4OdsR8(!)B^lZ9>d}-qZSc9AvKD zuemH<3f@0(oJH7H7M>vu$-dHBr#8O+wtRuJym`A4#d8UY7X0&ChX|!>P_drRWE}^L zzl%8Hjcq)E@m`(pSKypZOWhT|_UNQKE9)qiv?*ZGZvf11EO z|7CK3)Z&aD*SCM7FHN;Py_86956xd~6_^Y|*;rpc_m7yDST?2QJBbpLk(4>1EO0EA z&D7G;>gepmMF>uAMvflFy#ACj+A)-(K?6Te%1VFv%)I-(d zGKr)|9fD;yDnJo;So{@?NWBr8%{U`Pm%6{HmA7#@$=XUBS@UrVKP?zF5 zcXNGj8azwGs@`g{+h`Iaz8GVwq_rlfH}al?UVE@!cXT`2iAK)ke;>uxt$H_`E0By| ztk(RzSSW9{*=*SClKB{rYle+U$uJ*KiSeK)~S>2w934>mm7^w`DI~d>DgFd-@V2+F_vNC1juyveY91SAfI{9K#>pGd z<>lq$n=@mliVri;rA?%@HmFxa{%0S(%i3y1HegWemcy4kUI%-%Ehm`mD^&6C#Fv+s zFWgXshRKn!7U##5`{Ai5xO4HuLP%sGaRI|S<_{$E^>pSlG%!N0z2DEPggyUQ%bi;n z+MYs)Pt((qfWENlS`%^i=f{$+54f;g7H{L#@k}G1>%jd4G4tO0SfS?lmXKQ4M}1x7 z(O4Rz$;2vwfS37D-yURo_xPHffbZV@o6Hub)ib00>0yF7z9;=Am)(>rQHsG5=1^UssUZ#3`CpkOW0W$!>1F$*; z!vz1u)657xVziA$ECbE3-@;O$-G3BOJW~gHvmSiP%L292UleGGzbKQ(|51;6@IwHl z=XXarg>se3^Zn1h@Y=7z-ea>Nqef2&frI^O z>u6&Xp|t_GPtVT)q8=YE50t+vRl?D~KvRTE4#f05BSJw`P2K2GBsv(+qR)hwelLo(|gw4KYA+J|W$wj{kh zEmt;m#~(DH_18>gd`(Ta7K-hp4=W}YLTnZY>J9K;Y8#zi7ktLkO>{qfo<0KLtF)eb z7P~rjmvpza!2X zOIdetPxQy-KJO`svbbpZXgW)rT zUe&U&-Q=Q2deb@{>uzYP)5o=T`(cIvpZDj7IX)NTYF**U@r-jimntVGBd_mAKA$V6 zT4j3WqBYp#O8o&ol1zuuq-I^E*P|sbw|gu;bQeo>zCH)zn1; z?i&1(7w3M8^N51w$7?o5r4Sd!FmW?hrI2Qw#rQft7xq@I?CZ-|OTV~a4ToKIU8gLc zm)mWYz#^aP!{x^7?Z(hCU$ak_%k%6Bn<Xqg@ zlx^KS!2*_V!Fl^E>wZl#X^6=;y+KY^%-mX*8K9jiL9B;Cinxn4z+;3LygbjUpT0$% zTu;HW!K#>cTh8<9XHvkE6CI%W)8KKRkL)XN=0}Lf&@OBPz$JlM!ml!9e#4dvn`JAk zFD|A|d9ArgWe3sB`iHdup8E1~N=ixzjln|k_4PH-YDPo%`{G5Qj_4zlK%8r$(+`^_ zUG((S;+LaGt&hWy6H2HFt*5VuS%p<36GiZ8em-A6vxiJA!xzVCsrzp>5RS{W^r0R>hXk`|{zbx&m>y>Q1KvzN*!& zzcs?uMTMY7<-B>f(P>HUq~0a*0y51N!`lgozDm%lQqX{5%e#I!!@7}J^R>&j!eR~- z)NI4lVx0Mj-o(d&&sF(!fYosum(Eqp&OzAS4s`%PP*>{FHvnYI=X&1qw4i$HYL)(P zau5|d>VRo=-Fs+rd6b%*Iz#2KI_7}>Oa6O^_k>*ggYww0+?0tl z#DO1E90n=Mvx%7*%?v>>W&;p!zJ!CxAzkVq`dBt1;b^Xhm< zRg%z66HVsd-AB=lBq85biD}=D<@;l+hqIo2`nZ~hZB|^(KD(+fk!;BB50Z5+0VNT& z;PEskXG+ZTWv^qDbSGfdj z)t<#~u6?|X+quQ3)%JecQ>iM|tWCG^VLh0IuU_ALpVHdoGu1^2R=e&5zca{#GYHL=n0TxTthS*q*vYO}@omeeMM z{_k%W*_h9@W~_ME?$d8>c2&Y>#rU z-A43b2y9_zZ;=qZS)`IN&;SQ`-W?k2Im_;Hx)dS3l`(~EophH4-jh7%8%oQKT3gP` zP1mD`3kJ=m_1ef(vPSo_#c?j%552|@tHvr|pgd^a0=>T7o)TtDcUciSJ{0RicM~-{ z*WZ;|a_4q_f$~LRcQV|bF6vn&^zVOwn!m&>j7l<+MI`d!uesDiX?h9hMT8CrzCfi~ zqO1E!DYu@*s_(tHW(mJ#S+?p?@zHa#sx5v)C8tws-g*BZ_gKO0zCRKRD1tb{a{HkD zF6+~{HAhZs4ZE{sO3tq88jWEhA(bwVND}uzR^LM13wzN)Mq4ReCP#3&3f5z1qq81j znV*5ba~K>he6WPbmQWP`J->;ArBxg}Twl9Q98FjKwP9jnDzgJBvMW^%scBxpv*98~ zz_;e<;gQGg6KDyDC7Q_pV72ZTTlIPT$RQz-q?m1zD7C$^U#{CBrSMBYNOC&bbf;Bu`Iy`KBC#BJ^?g_ykMjBc^9l1H}Uj!P~l4qt1GHdm7w=> z2%=*X!>ie6Z~t(WZo5?@TGI0&G8a%~fo9)gYr=aupGXa(7Sypg8{+)fFI5OZu70|g zy{n;|&3L3xze<53-X555H)j=S;f@E1uMHHtRdyS~5o zCV;lK)qz?H@GKY$DJ}sv67*LcM}+5^Q03lznZ`AP^1?-cs$fw+jf;#%*-TzncAPvS z#)LJCAI0!ejXud_FhN%=xSD_kwk^ygbEHBO%Rg$)wLD(ql{cE)HpOQ9KnpJsceWT` z`4-Q0IG?E~Dx#Zbr#IPt9)=M6G-&wNYA|Vcw^{9NPV3xvB*1<+XG6|sBNEw@TAeFf z&xix*888f#z^ekz1_n?zJWjE#A!a^T+TTwHvX;q!#}K(UMz2{{KtPtjsRTv5&^nCC zSpO3z&1VdZ?#5#APw8I$?Jcj^z-V+QrnvBtqmcY2uKmxF|4L|I-s@s;G!Ny|M z(doIa@TywN=i|-&%v+KKkzM)_(BQWdLD6^{)8nRQ++>^g(06_WH-r(;=5p*xpm5ar_T+(sZ!_X5(oyKs zu+WFdJ&NaF2Y?1>Mm=aDD*Ky0>nLLid|FH#t}B3D18_Q#KOxHTQBh|)Js&qaJ+ZN{ zl9H26jg9@0SbSB$zK%I&%9=KW5xmaDkw5lOl8^{js`N9@w%&j;NbC=#fexhMLGSk8 zpm5twut5{;7WoAyqZ{S3&_W*_}*ms6w$G>GDD)Bv~n zP8U8D-BMDzOTTOtx*kCqI+|Oq;$5i`dstldc}DHOk`zJ=P`lLhqVt-K_Rp`jphNoQ z$#58$h^ZX8T<`iAa<+7}+;}!H8ec4zE$DhlP<0zGCq&q3>G}@RmhyczZmmT0*lbpP zhhpSZA!J6}oC>o9_$_zyxmYKO7-$udh6wi&pDQCW^69?p=q&_$IiDSH7#}H#VY&<{U?Kkp?*pbRXuVt2=xTdaphXfbaq2)t6I2pt?(%{Jp96 ziFT8Eh-HBQGGBDq2Lhdtb0@9Ksl3cC(xs>98g}c;?y?=T;Fn#1l{kj7Lcnz-bvTt9 zkStpNDm}RXO-}vk7Z4EaYeTaZH4b%W-%(^FC4aG#nEtTdwAt#kHSpbO1GEGps3~}OaOGrg=V_vC zMjPXMYmn(WOaJVaj@X#a{8*kYlEJ49pb-#vvH>*J20(*?0*OcBh zbL{|T3LN#rOhFDLJbO{~+xnNJq~xz(U#dmG9lm01f1x4&4pz~Np(QP0C$DN7Yx|?I z)FGPNu&7G!qaqx8vl(}y5b(YhV+{uli?yCk%K^Tnhbf!i{pNb7ALyTD@OWEDSST31 z`;1>#iw^5joADju0~9TgCHH;?N3@oVXi{CUtTp-Ux+s6Z0eF~5Gpx=KL7J{VpbHgV z)^;OK04wsXfCVrp0J<2cml6c10=!z?dF$K0eGesdlMbI=eyUpYt`bn62J;Z^FJ6s{ z{J1Y}7(7EXUIR0W;eEMS6X~DA8FLMkX~Si9TY4dEdhV=T%(ha#oL&ro-dgGOynngJ zf4E4WooC-0XG-4e61Wd{431m4SuY&xFz(V%M9MR3CH-0pH~V!oNQsP&EJl6=seqv; z6IecCz)8*23eha367ZJGsQ(08AcTT|)$9cZwT0=Xt)a2%V89jV0s?`e-Db~S$Yiu| zYHpMc>Agpdr|gj&R%8$H3V)o~AOB|`#3?#)&b0zBZUK)6NhWCx{xE-6z)uC_KY_u) zaokZmCN-e5sEPeL3|J8%C(}Bx&qSMpVcA438p^P*V zar*|idqG(OuY=gS8GNpn>EXJnktw5-Db<8697cCboKvrrz(rZ>AO}Q)xqDT|znTF` z0st1zQ}ovZQ9A}=0qSwtXyw)omi+nK9*m3W)WHD9pKgG8bCWdu`fU$biUY9nxA8-) z{j@9gi03K100`DGB}WtP+b5tauuBcSPGl{&1wR{a^j9JR?+6COnVRxNzD%1 z@@IofOLkD$5)d zN(0JofWyh)`F1{cCKlC?N*+D{LAqI5;GCb{UBsIE*o5o7{W)l&Z?wFu>{7&0idXar zqZj}MCm&V-TufgsO&hVyBc(Hs7gc~K^MWUN)Wpn!pRn*K3bg+gNh7A2)boe|61Do0 zb9;Lm@aNBV%?K_-j$Jxfltj8jQ(g>o+CTHh%MHn;j2oOUmLrma;OMEp*JhR~=vGQ5 zba(JMTP)NzO6Q8JwOSo+U#}#Wcz|Hys{6IdxbdNMO7M~HeVX;o4M=}a`;gy4GDB1D zI-AV2uSb}GA7sM3C|PT)n=$K&%5h zZJMmH{tK_QrI2w4qO4JjCwg25)vu;Sp@GgO3%MnZzH-DgoXwkr&W)Q_GX5u4dJ3^; zQ>~Zj)03rwqHo_ly7oAgR)2QyUUxW7-NE#zoL#A|RtvN1>w~t+8Bw|O#lg6y%T-tV z^}{ln5l_ngYSm&~LGyC}9Zf!-InY^sDZA*8wTRR-EMIBc+BTD~4oN zWNeJ*ReJs4X8RoKx!%5Ri*Hs4guLtm0-eSO5BYqyYoEI!Mkg}LPM_wvCAFXKZ6jrI z{}qj%#YR6)q!;D#Qp9#5$R1r!5CG@A!u4ts5)zWTsG_2xq@<*#24y6;^1s7gMMXtJ z1FuC`7H=`)Q0S{!Ue(%EA6i*E92pRB2cJTdLMhueaTrrBi(%dhT{P zT5I;9CHjmtUp6-!lvP^_4cj`AN(Z(>1(F{QaJr?vxTQHfm&S{j$}S6cwcQO42JtMp6O=&JBT1b7|5@2Iu_S)bEH=1%}rcI!;l@ zx_flU56WV57%cRLY031nis>iT-|m_)S}f~35P0kk^6vg?@xBKWk*~I&3DwT~67jj+ z=k8G_U9PsiKUkBbe!c4x@T}75lHMFSG6kJ)bh0t$You@tE44=B3bxcY4@`Y`di)z5 z?VDj_m3k;4$8Dzf{#oxzq$gv%w$(M|_2^r?k;*qXqj17dpo%5|1N-f66BVTb28Om1 zHgr}@3>DmyxILH zF?AEr?+XO>mHfvq)i9R~0L3D}GAJmZC^2xuJ~2?537E#!0U8-O>y%gDj~GHMO&zI;8fN<{sB4h3b3;~UE5ewX6keK-2^}*zeo>zyuaL!Co^RW zcs|^HD_I-nvRU^N5GjqkFunR>riq`f@M6WV^YylcbuV;Jij&~H<$CI1qL71w?`oar z=H>oyc2>3f=Ps|3hH2~!66*?o)x7fxTk>x4C7mwB>d*R&hQatowG{QX-1 zIwBJES_XDJZEU>1J>PEXYbG=q4o5vbJ*{+FU4yLQ;o*&06M9eH0N%MvoQFV}_a%De z6>|^o#7tSYdF&&@>1S!aFn0jV_tO*YV+2nu3=F+1JtmzFwI(ZEur?u9sA7bUvy+p5 znVbP;*)*x@lxbb>>(5buTfeZlxciSen_pd5J#5#c+Sa;rVWm`l&h?!&dJUW3W#kM) zjM!d#b+73SQcppX+h34MF4@r9WDJ^2Q~l4E#A`Qxve=U9>S&dlyu=Nfd@L)9Sc!Qq zoXDR6ggNWe;?u?3xFm)7`4EFTdU(5gQA>`N!WMT#FB*PjgPS(=}WU zHD5%$ocH_I%*Vvs=jLfxDV9#@xty4(wzhW66wN3JGe+Z3fUBkG93dvA^WCw+dFI7* zuIO|`zRiN`S0}&j?x4a0iC_WKHwT}A8NY)2sqCE|V7ray;+*2vY~AxJhcFwM$I|;N zai9b6>ooVyT~Mi(L=gHHJMF zBXMX&aWS+eJ3Bi9BBH|O;D=eTX-`a264p6_xbR%wHjJGxH@#IL_O<=80Tl+`ZG3H8%Th!qQuw7hMY0LImZk^sc=rcc`N2>|-62oNc)!6e5Q0@q zq@ZTi4^rH;NM0ZAU|2#VEl({SZOkA*IrBOmP6&dJLDgnu5jjD0B!cYl14BYYbMu^% zkSEc)11VW5WnFTm{ii9!=8<;+B!r&wzcmXbr%jWamH zx%JXL2L-Q^oI%df&(Ltb9tv*o(O6yQq*$&M#=k$303pfA#UbGRf>HITCt0X4tzvH# zRz+dNF1CBQ!!vSsE?5X>#z;%+@$vS2RaRQ5+1%CWh@XoKnIM|mzkRPM>f!USVtQph zSNX<~dp}dwH7#=PO^hU*qQX$8xbm3+0)A(AI9v&dug4$O4p%l8fM?n5^N#nL>GJw; z0aTA%346vrI> z6M>2+B+lC(mizu}^=a*{i7L*U9qPaUytue{|CB4JS6EXlQ5v_I%`AXB{_*NQ#9Z;y*0nJDBZniXlD?6Z^hx zxNeo=rIH>7+&>KX&6Kr5)4uA?;HKnR8OD-AZkUQ7!eJ(6Wn}>`d0$yY1;VT7;@q5~ zyu4o>EQH{+6(zH-?$%}wcvlNIA2QcAJUO!cAJ-@8%!L*AdZ40NP*BiSW#chhG4VG( zTvHR9gX@TcgTcloYPBPBHZpNPOW+@1< zkTDdvxwW-5;Dme29*w8w;^h3O<@NZtE9T7ZN)Nh4Yz;|ZnVUDb;CLEOJa7R?Jiv#M5oy(^K@W~b zzEUgoHN$-LOktr$Y~j2>3$p336C*_dxzF0~k%I=Y5){_f7vSKLZ7r`fmQNPIeu_ui@QQC$=Iqf{ zNm~ZPgOBIfA4V+2gY-8wqw|D}r9nIGXNNj{b*r`Kw`$)9CvR4vDCv?h=&5)pLifhZ zbZ&o|#aUTfP5*U}lj}(4V`gTir>7?)`x2x#IXM}m0jQ*PfXsUO$&EySOKS{lT9y|H z3kw?&h0y7@2CI@Kjz+p9rfG2PrViPxmM*PVf|%3$Z@vjOVj!0;AL3AY*ve(YK`B7a z>;)4Ap8T8QleZp@xn;q^wlsvYLfJ2kT>sNY$P{9jofk{r~~ z*GJoaEOvc_&Pxb0bi*o6nTb0(y$E%ZC5(@q*Vfjm0x4+cg^<^e zR+DF$hx2Dgys3=SOzO~Y@Z;-Vx2p$DO`HS=OuG9Qe5vlJ;Q|gm|5{y8KUdw zf4B)+r$n}4dc3&>JIddFyUFCr;~=zw$6Dy&iach8j32%6fr6qBN+a`*^Er74(U-V> z5_e;@>=-Rat*%5qqRDBsxgDHdWc!pURrqaoRA=l9MziT3n0-7s<8vbFcx-bhD=WY2 zY{9M<0E-cKYbP%*5-}?)T%GV?g1)!B2|mK6HNAV0W;bwujFIr^!i zk5de2?o8^BN$$44`$dnXF2JOj3F4$_MHcDjD^Hj)ETjk4$ANy3#Y$84*H`sT>w7*X z^@BHJKW@h#CH^ldz%G z;s!YpS86Gy0>LICBL$Iz} zOGm_WG@DiY{Tp~YpBXXS9?p~P$O1IIX02q*x#{#uonDFnUaL3h^z?KXnfRQ(T*k&L zZXxPGYk=&Lqr%tC_AnN&yaM=#8$`g-<`2`TJ8jNxUpP~s+*T)#*1sIu|1sOH>J}yWC!Hs7>QYMG}v&gQ2&9$4jtIB-M-*inY<9sb=t4O5479BK@#{3 z={^_#&m1~LEYR{<$3E)xO6hjj!8yP{s+u$#fF0k}tKEgky4&4s3V6=6(bkN#rn|Et zDF`^sBScoyjv1l6J|AT(*!H(Cf4skTc69WhJL1phR6%2a?3}lJUMtIvZng2QT~ikY zjn07q?o-%{*_griZbtn7H|yi7^lX9FUGG#_DI7o_UbzkRELy7f> zo%59)OY`G4Q2AgEd1JZmO5$J?PRZakO3CgE7k-G<^Do^F{o99T7n^*w99!)@PR|D` z{6Y45kusbOu19 zfXgSq7DJgf)Yr4I->9prn}RZUfS(2Iwglc~bMup({t$o!{BKzZ&`MA%A3(pRDnYLH<*8DWs3! z>_PrKQJ`4bgvvhET2TvWq7ZU^s0%&H6va?G*=Z8*!rEHJ_wqDpPbW7~aUyHhbMu(# z@qQx)xWvlJ2a%SlnR#5Z-tbP9=<6NBh&sX1#6mhXdf+k5B_(EiLy^Fh`PCmV?O23e ztgWr3q~K9Lk7x3Myr8M6DL~3Z>3%yvvhcT^kVif)qiIYA$hHyLrAHR`>dR#b@{WPf zvW80Juk!P)@1`}j-S170r?h51JG%28-S9cRVAF?(hn;-=JLEJnr2KS3S;@)JWfw9= zk}~5;Z18BqNi5oNQN(;I;!T~xO*WEORTxOS%PrbI zFoRc=Ro@{;mb@{trMFAuQc2_w!8X>{*XQMtQHJm7rmv~%eg*2S(&9wz=;e=lhsX6c zJ>$EEnSS8j%%GMB`1DS|y74uRFo=A;9H8RN$}3+cDhmU^yy{Sm- z3zOL~BA}pKPwhh*PilK+Hjs?b(a>srp0Bqr0+Y7Zi=9CU?*_xGrriTc<%vhVe}V1Z zL*z_;RRgE7>A!dK6epAkyAeyR?YbNnc_Q_FjoZ<(+xUrj5~of00>4hDTgymI+NhwJ z%XxL3f3g&}g1ja{TLAFp{yDk5oilSHf!=i%V%6#23q3cUwv9!Pjmk{WnSRu=%HD;1 zii8S`5y5BgI@j@H`sW7~?Uqf(bV@p&V_On57yiWcH|fdznb+~qse-{r-40jlUk2UY zkMyS&wBG?<+9E083npQ$udi=?{Y^>z%K(DGrKplW+4w`sDk=*1^vJN}m!R(OtIE6>3Qc$bv_x5XrUe4P0SFKEU0q#s zH|3CHrYMl4fHx8S*LMD%$AI^rf<{d96XM(me@F}0Na_|8KPY>Ix~8UStc_fux+!fT zco~II$w2CP{76x!Y$gE%={9f8O3OX>Xi`+JwO8zR+?e&J_g!1}Oew=Sg%YdbC zmIM%fFC4^gt>m7i84oGDP6u9K0j*$airE*j>Y_>18WXoQ4FyUgbTtd=_Ii@emQVwJ z=07v4Cj#YhV14p_9JfgS$GF^zE&1$aMics^E7ff>07I);n%aURJd4j{Lh^h1(-uD` zUv!sVg_%Q?!(eyk-dKHjTEULfRz7E0>ifU{_5OE5(@;7ax3uD%GogGh2kB=v2M^;}x>~|fqK|in| z!V7i~t^}mF8S3itxt(j=x+le}?&#eC-`G!3@MDdxM!q9qUZxoOL=qJ4-OW_#OAuq1 z*9a-2O>g*Wr_pRQy=VY$7Zv^c%-k#Kx*!uq+)y3^4Lzh*Aa7pO&SEsf8PZ36OG^MQ z|MT@}4y#FjUkI!iSfrg`;~$e@la4L3l^)OSg}FJWqw(YwmfVt?GG&`#HT_z;%yUbv ztr(Vz#w^3D&cix|Ju?8r?08*K0$uKX`#wR^qL_Lj{vT#CJSjL8tsxe{tJFol@q3`1 z)O{Z%20WRkqbTIyn%z?-8mgo;qeQ-}%5O~azbg#|YRGhoh42i}CLIrd)YF9#iE%!o z)kHR?dXBOK1S^Oq1jCDR{jmKi&Ftoabko~f96s5{4b)U85Z6$0KgWB0AJ^T0RG9I} zNvLUWZ||>a_S7-+5D$yOI&0xv)NXtOL<2@FV!?R2#yx&%dizJC**RmCONrxx?vFbK zO&Ym>dRj_^>T|CiYqF8Pjq%|q>EY5p;>9qLk-2UWAAfbrNlGN5pgrH;`*^5+fwD-jo)WmZD4vleE3R*oWan8$3?9$+^xa!&gEI@#pZX(PQIK=6#fK zGMbUYx)F0!kFD}tZUpBfB_PYqAhK%nm5?@i;Bp(XUGS@itjEkY_-NEFNK0Dw1}?1a zXJ~%V5~lvvQrCPv9K)pj9gcbp92mwPO1{wjNjUGd{XIwJSh#0IB^7!W-_4-2jKl;s zqd$oUEOY43Jf5Dx3cC54(bwHl!2Wm5Pvda+3*=x`%?Wzxic6#X`;`nNrajLL5VO>7 z?;myVnkOkH?$U|v3EeV9|f?IdIr!~l#DqQt>efuo&IcCdE>Iv4=qA5v~zt$o}79yEVrL_ zlqPJYpA^nu6DqEBR_EwdlT%aR_Tu?yIpDK_XTs4WgT_1_9&tBrr;0s8)C=y2zLq;3 z9;6m74y9Ej0xtfuPs8vP%F#w%g16y`!ml0H*Jn5lnHFPBce;5O2hf&cO9^SUS~C{RX1Lj-Bi``OMk1BieDb2u)r-;;4nO-{b} z3KMA=8TABYv8|$jAp9Y&v^7x!+#Vjrm|dV20?c8tAhQi4JNCpU$x+g1G+-)A6={2f zEhJvEQcC!Ub$rhrhnrnkjJhjpYJOOi?gTUjpBX{vtZ<`Ry0rTHcbjcbsgOcvi5ReF zv3iG91S$lUODb#+nzCh)+=09c)5Xa}*Y1ix^7`(VcfI^S9|I_T8*LDtcdMRHasz~+ zs*fb#`aZ*LUuyzBD{Q{EL{5jSvI=!qQw~yEB?>mhU&kx`anYUJ;a;)h&R~M60Ur_N zAtSIkvB!p~#f*@w-5MJ^GsL?(xu8hV^|LjmPJ5!@v5UL-+1g-V1>hD%MMV}xG@BSF zLs>6$ZP#)(6Bp6+0Be2}APm^I)_~K9ZaTSWyn|GZU=9S_2l^lqgT(eEAMi8z3Y9 z$SpAsDevh4bC?2XnRTm>x=J|14_pFrmTpSO7B!_H=O@6nf4)CCWs!%f%B*2(#mxT) zq?2|drV0rO?P=^y<`>Vd^>b)oVnNsiO@QA(Wb2SBBh4z7sM6vDebgH6R#_vC*xr41 zYtej$U+aMVmKQ_a_6~SGN~IS?z0%WibFDc2pjHP7*xga$azeOpnLPSeMySus)Wz7kjbw=2^FsbIrjp8KeKeg_bPG|DW+FdQ+vdCQj zNN?|AyFwCXu=}=QyRvD<&8Iy@j=Fy^EoFGOrep{BGNu`K1SQDZJX*NHoJ6&PxqpKG z_`c(1@wMUymV+O0*g<9Wb@&BVe^g46i@D6eDB6Z)n5o}>-y*P@tjUoEEhXUVj9NY zXC)zwUlX;;q|DFVRs_S_dJqAAQD^ms1YS0YLs?p3AnJ%=llf7vyz9|ApAC@kW9U<>iuQVZ<$W`s&LQ zKKs>4b<`>~g)GEeSqx>p;-)s{D>nG;$?VP)VauTI*%eW3{WTvX7*`UN;Q}tx9|atC z;SHh0V4#E@0#5>Y3wxp8efm~--n}eTXmBb9JrC`Pav4x5bAwCfCmQX~z9m$syOD!z zBSbh`b>o7mE3V#4M-y`$^7|9jAfx_$lxD+j-=h`RnX30#ZA`-kCGlng{%P`snBlkA zC(_e!XX%NVok5GDAQ$L&vXXtCVJP-QB&94Ujwdnr2@sFor1gL6G*$>7-Akq)GB^56 zOib8$u>TDIw|xJrraJk@pe{w{Wy=&07&NZwO0vnR)X4??70rg2r^Fq{0x60}fikXs zp01TxhDFY~-qq0x&Pmn*lPkBBIY+jDCI%RPz)8s}uCDCPh`v_%hZ%c@3SJVw#oIdU zbhs2$UOrZ6*BEt=Zh2u19%LO?k6lcN35Sz*+9WSuYTNL|J zBbQ1;LHgw(fe{RKz_jt_MTh#Sh$0B6zYWr|=wcsrqs*z$~J zqVkZDk(1kVWGUH&8WhD_E;5w&qKz!G-L?S$z(3*0hLB z2v(O*Lpmo$G83BOcat1P43glpj#u>-{o-60Bk}B$$10f59>?eM;+O8nmCx>piW%W| z#iOt;O-a<4R~Y*Dm9wn7)SlA1>_$aMMbKrC<(kz8g8%BbJPs@Vm(;xsMUzbNg)Lx` zAAMggo0hF87&EiVA`sHo8h0K(K|ZC+0yo)>TLqW1I--Q*R}|U`T?teHjo{MCcu%(2mc~5u9hXwx$L( zIJ0PvqK&5UTcR;LU8Z6w!1CUebG5R|+kLOR)y|SH5p|xt7*7Oo8tXRyJ1F(rp5b1@ z1)I8CgyCgNP-h4A%ST$U_D=sA09QhIkpLHbp8#?05g{|6ii37<0RJD%BwKuPGF80n z+YHskR@+wYbfAcZjw-JN@TD~-51(Ss`}+%J>@v_4=wyd1oMcsu8P#);eAXmX(VmX9_*LCfE&e4RtoDzALP{H4o54Mo0@UHCqF-%w-wZ z|FP6)+z)DWZPN4iM8#OHVqWdP<_p|Dd0Aq6?9;o8q6bP~xlGbmY!$tfshgz!eIb{i zkCLO1=!h+LEcDX48HN5m1Kj@bgrSmwH7vGkj2D38ObMtP`(sgs%m3YYRRPIXc&puV zBn2I^Ct{tY{jiZ-dbuHP`_2BWPd`3|uUo z;KQa@a&aaaFGfwG;A@*FAAcJe9^MPUV*_28Sy*6KOwsru@A5={Ns=c;uv5d2>y`;J zI1)PYyYNzC%=NNwdX7s!tx{D_}<+;z3u=I&5>ZL3IvtE0X$QSH%1~$GInk*5A|96sXl)h9{8~jquELG-*Eg;)m6O5 zt!~Rw6MR)#*7p7Q@3hkmyWd!mcUYnYtvF4JiX-BxDNiTR_5K|R=u*{e>j~eyOYQ*H zT%9Gr^rjaEqoj#K%9tJgdBj3ty$qFU)%UP<43C}VG_;>))_?04`|5G&ToY*)7gd1L zhgcEqen03O>w>kWlKZU)O^(u-91S+K&-cRHWEVnoc57-$(S{?~#@-m4S)uv>%E3LS zyY=G8MfCmvG{gM8?NUI9+D=Alb1y7?I z3ntOuCX$Wsnt`(tderjsNZYt4Z^6wv?lU;E|5r%DpY_e*D3Q&ML_@Xuu7(Dr0r%~$ zjm7QQnKcJnhMLmW=X+&;x{Wjc(A}lev68a0xxN`EcXyb*4`zcf^`rY&PcTPFNM22X zq2J?NATJAaJJZm3*vW&5K_{ABaPRbe_VDAJ|KK*PG3rA}+YJ|1Wt1`4gRP!+deX%N zO7(79o}7DDQg^Sft25}Imi0&=6wWoC!kZe}<112F14C*`_2}eEf6tWTDsDh8IvV)S zc#T1Jcxe|!B$KVZS-29* z0btV@aet(UnX^{!qWa=v9cybBef{ zfRfuxUc1FS(E+||r%$s;c2HbKMn>R&SjdX$Wb>=5tpO*^cbokD{Ixv#K<;~B_J*uS zh@iGV`njykTG`t|dW;9v0=zG%Kmx;T62exh=cmG7%#(iRuf|X22)?Kb8&o$B(vey- zyylh;pC1-f{6QU&t}|kDy3v0tEaa9{ly>kVrA%FTVe51RW$PeQ`)XL(*u?gv|F+q< z5{Mb4l4qJHZtbN77-6|d;&tyhY`c}(hJOgCjJ66s8&WEiHDxWBrZ1P%AhR{blE|fe zC|`qUr8O^vUT*y07?YvVtIp~12YY2SE!y6U&nhkWwI&vgv9L;m{4?r6L2_Mph+GNo{q=J~yL!{>;S@T|O~|MD^@2kHDEIC3xkGA8ZyXj@-aYXm4nEPo58O7l38r@~RgXh|$2UP~r z3dORN7#n^m3QlphPH~3UnvTPj4J@}39;;J5COx+_;Zh#JR&$`dHJsgvLwcI42{Ojc zXF>d&7QGeetPpuU#I(xOsCu5|)|6=(*Kj2Xoc1+h3KE%MA}b4)81%4^ee<`R%re^n=H7UyKA{*&JLvhf5{ zjL=Cnt76D5XUMVRG=XNZO4NOc9W;a$aM<*WF%dnn<@wUzhz=lm(o)My1ldMseU{U4* zJIt8c`Q;sHC?jLX`$9~1QPBm90T_R7Z!PJ!TMc z&|KF*+xWigegDG#`$T2V(KL*Ej=w-|;L-Enz0dpqw%*9OANBd@cJfL}N=usTvK!TE zv!tdo+#^!ztjm<<4ZiLaIq6RO^zF}r{-^FvmriKYu~7~Of2R3=kZ2#*H^LG)%K5e( zWl^tH>Lok^W9HBw^<>OH=!JlxCqs@ZacnmfAJ1`iP$Th%C&59%SrJB5R-J&!G(gAu zy>C9@u0&`H?DUue)SN4@5@;d=Twe1#JS-onDRHQ79PdWjaj22KP<+l(XpEy-r%8)E zBH~7@Dwtnf{E17O-=J1X(A5{H73qQw(YYHcNe(^=Q4GEe9ML=%VY?hpW>_dzk}wer zn%MQcef90->5oG*JFVlJ;{#X3%XCCIYZuQVwUv@<_v&Fdw~(W zJI{8rQ(Z`z#H8l?QcGiHdFAH6!?ERy6&9nOue;ZKH<>ux?aq$si%`FF6sJwO>6atL z+)h;_8T*`yh=@8BD}?}=`*mS{u?4hPV^acET z-_a!A`qBRSPxQXJ{yAfM0C~!FFo-Pcs0}txxx1Bz6mkb_RRQCa!IaMa#UW;qk77#B!`7 zlgm>>0C57&4Bi@@Apg((hzrw3JoRKSyYoA%ed>tKr2Q*H3w8~YTBc$!k3wSkCC+AT zW&m-yPKK*ImP;1EkHOiTP0}y+D7nfmas#R>p29DU=Qep6)RzrXd0WTsmwiM{*9>rQ zi}fEk`qS3X-)kWwJ!d6pvKpuDaHUAOvb**1oO(^&Ib`X{ns}d} zJ{V#J!2c2GNP*SINHmw8%_Z~2`kYup6nF);b=0*Dp9```Tv!3enO<7YqWvuAXbPS* zK5rrP{~_tCsJgsQXJbA-76H=bcsI4?$?E$&& zH*5|^ZGDKqk5|9GC6~xHsvluvlcAuL0+4kCPEW5*@d*6*RB!3=_p2}VzHG$z zI$;h%ZMcSqu}JnU7~|ak%~(W&V5H2g8FNrD)kCZAveOP0q@>#~izUFW2ffM$bur@}ZEAB9*Jr%P0vaDIB08O>o zk%%)npugjDL0LqTt$k+ZU&D+rp}aPy-72f5kw?Iah9(>-S~l`adxEi5`cNHJua(oJ z6Pj*6zR%V14nU?5|HOu~5ruD@mrm3I;DHqWJT&n zcnkO$hiYbDj%H}rT*KkHDnNv@W8UjP|D8Dwr4?QV^b5x0DX?g zj?cmH^zyQO5!E!N>FZv27LEv*+nL(t)WZZ%ZKOG5cBmyl<;r(OKa|DBqRf{VLze5Y z@{+2nFYwIaKRQEt0ZQAwm*pSaXyuM>08m3#-%<_xLrl)*B`H)eO7fvtex!G4RD=hiP#FwSJ~YaoDI!x_AB>FEOnt*D}(U@MPrY^GX++K zxx_H5+mUnj!B~_h9A`d)=YL9Cwi5laeiXqupZk;pq%Xy3l2^1e6O_xU zd6|w&e@|XGAINWLCr>DewZZ`PJ5xrADZ}@>|HlsuqJV_*cEH_vm<3uGB2Q{=#LlIL zA6qc+Dz7R!gvU?0!NTR$fC5Et{O4(}WnC#2d$L8P^`+F~C^&4O6)tREi>xicJu=0u zwVr>+o%K3!u`@&EZYid7|N1bDiSc2ew;>?#@Ai8KWb{%3Hoz(hp23SP=*sMiwEsiSwf9`Z*; zr$R+uC;ZDELJhf1F}R(?sKgu{@QqAk|H;MhShi;5#O8oQ=8AsJM5h~ztE;;~WFDsV zU*72w9;^ju8*{=Ylv61~`?5tC!nw-i@u!^hvLK9f ze)-Hl)A!V?gT1i%**pY2oAd|Kn!~z@vs)y(gj(Bvou~beYZjUf^53TED`Mrd7uGiy zebkoUx=Jc>H~T0=Mu=efGe?ro^`~dK{<8AmDiqCcyK2P>Q(!$AX%t<$0B-A$MBKxB zeRz}`2yi~4ZvmVD`u=A>nPR#Nc5ts!R6zX*6S=Z5ztJ#NXdqFGY z9RLd7-2Ak};7g}z?{aaOVf&iB`Vou!S4Lk={##6XOFW-D-7h0V!9>gWAWh0OuVu&j zqtrq=ibiWFcCw5xezskCs$)|wL;5~`m@Hag5E8A`JmzzB79~)?P`;CB)+@>lQsV+d zp^1Kd)EB{&-9%VIz+M9o*rf)54pRx!2yz1dX5tf-s#wpT>o7#r|9^P7vf@#JFPSTe zTr+2FS}_w~kY*Q6=kX%Wu@uLVcT$3!vcPDMA#EOT9VTfwr2xa)<=V}}ZOu96TbZTS z%RVWi!+Wo)W=jPzCd*1%iZjnhN`&8D$xg9IpV|Pg`4?omf7IGnXl6JvYOkzwE657V|Q)Txre zg%QT2>B@RQE!4*^zhl~-Z`j!kRFTM|7H{eSPFa2!%Am4Y1I7gTNiJkOiqhrvf{0x( zuqf~gvfoOKI_5?G`Y;1gNWpy=fy|B4^{S(I~Jx#G34oVAgGkzmSl z1D?@A7QEVQpQxqwM6Kvk``j6=7@aI=>w*5jI2ZUO8%d<|obyEvwm^D(mxT(tMr-sW zElwhlpEw2f!Iy17NA@EeS=)^7VoW@y#12XauHSvO>)4s5iY=oRp%h$S)IQ?io5~hP znZuduOxxRC?H=WsRqTaT$^j4mX3gSRAs))W7|zZqylAms)zDW?SQM9`^{*61BG&A^ zj@e%N`Cij@&N__241oSQcA_F-Aoa%80E7=7pXzpos9Lk0Pko>7aB@=!1K~zB-y3ob z4;l~Iz}Bt*`ZbJ(@bAk}hNo++a8`?&T3GiPv;O`LgJr`|`P>hB!3~6){i8x#yEQwD zma}I>l?Q9iIX=cqmOUr4%apGIC&R6Q7cVO*akY#3aBU}3IMdb9G-O&=6q+@~v4ru0 zUP&Gpjp8N3cf8{^*>h0)(yi`2)&3~LxwxXOp#g;Gouo!=u;kz-b5C_d9vKB-H|Eb* zoo1Yjcl7@f0vfZVYPeU>1)YQSu9nj*5>tqPbydDS(Isk)u0J#|A}IxP<16Wy5OwOZ+T;Ehhxt8o zi?fM6;I?M;c@PC8guZ=#8v6bn!u_XgLi!Ez3mm3KC00Iwx2ZC+n)~P3$8*m=zn9xR za}3q&1I5}{(>G?U5u%bdkQk;tyBi_vx?n!h12N}{WVmF4S$)1eV|C|?nV4@7v(|}M z+@G~_e6MKJ^?*Wq&dJ_OLZ;Z}H7NUrzW@h?oRdnjEtG?DCFpaBfo4(v#|Cf;0c^EY ze8(qu*R9^O`F?qVo8ipLlktR2rgwXLQpVqhvjruk808KU9}7)BZ1)XwLr%ceBJ!_& ztJ4-34TJ3&RY{;~6DQ2A~|S}7?I`9F=(VTOPPjwDE05#2By ziV7fTwWC*z>w4S%%}pI0?|@7OFtPz+NWjY(TA<@m;Jv-1EheJT&fIp{Lwvt>D@oL~ zLw}#;X4&C3%$Fh4TpYo&h~;BYm#@Uw$4{`xc8kj$`)30zNk*+|X|>u$`g#EAXW<%i zM)4QLnY+pgAB^T#HT6((ga_pjs_V(~lY)&I>q7*P(k8IH8Z0>?ebE)3Vv z+dej*h?Os+PM1p++u7}a8=zFkjlDHbEMe1%MEl&}W!3)Gke%d! zK7}^tqey2dO$!SP3BRr3&v2Sbp*<~6{7BnN9J|Y7?F3I>DEw1967Av4&Xlvn5rU4i z%Opjo^eP5;a605jyj}#&JTsD)s+=*}_AS|rN4R>T58BS_z%5@9!+WyTpvyF*X*}L< z0LO`BZz|0}j4zA`w0O~o0kLixeJePK2U$f-GZKT*T$iPL(gpym_Z&r44A|xH*`s;Y z4n?+CtT?=%E#%01y{PGdS;iwIBy`ew8~(*r)XbkOySKV>y|E)2<(&Uju##MVerKzm zbQd_0k6QIUKhcJbyHtk>qh7@8Kbo#J212@c*+Wgg739p>W27bIQhee*$R!Ijd!u&< z^jx5F6X=kXPQ_ux)H`qO;t&jxW<>3cTOuOhg^3OG``-0)d)Gy6l3pQ@1_gYzsL|&R zF{34#CH8m&pKp*TE4(yM5G<5EELJoGR+H0-nPW(lp}Ik>}qw{{5DAn`(T?JBQ&43RKZ=@ z;khSnW_IxRU<45RWM*WDN_}r%th1aV2yZpCbi&?0Exgl328u5rJmEjyDfXEO3GZh7 zIhMLWD;Y>9uM4eni7YQlN#K1Apx-qEqVYF)R7TP&*Y;MX+-Ufed_>`YEiXQcYB{XD zl1d<_BZthLbzF;Am#pUX67!V2>&v)ZSO8P#p~kH!mfNc3-d3;INPDjE@JXPX2M;H3 zw)8%t{SBWmz%?ykn7Lz^x^Uj_%#D_3LboX4CxXh93Yk{=6(F4in*y^^omB0u%VEUQ zVBMbhFB<_Rx?3>X7_*8c_nXTM)cXFM6lEU;zWV_3(5`KtZC+c7b>QD55wq%53^ok0g6T0*8Ow*kVF=wDp>aeZg|j?CA$>?3{tQrWfDmeMjyR+ih(U)7cIN3qddbJ z1zDhBw7SnukDC*Xlz*EN*^1ZNxYqh9;WgPV^W;K!Szl4))PZMqJfU`8)w?$)I0ER$ z0q~jjjn-3=`agYqVXr{#uo-cQ4c^%aZ=hna3lgpmp8ukO?11NH{&wl=CEFD;fL9W8Cj!vY2mi4tq7xd z4oK2PLG|~HvqQ6K5(?Fj>}#g{B>uXbbF<7Svq*|G9e?J#P9!o>7g-T^X6`0V!W~A; zVx@@leWs28$6%r4aLR3o!vSlIyzipf8CR~GGBCFwtOj{8_mHSNTYr6xzdv6; zX~lAJaRIp}p}0PA+4b@QR~m~~1`mU6rGQ36LRX$?hzmK_?U+6MJY4~;6_PS2yjQZ9 zR#tnLT}4eo0@7FrE*rei%4CtuHOwQZ?Z^3oboL<`{oEjH(wy2J-R@eJwFZJ5hOt%d zXl7>)pCx!JgXJD9<4I!%Lw_=%(w2}gJFd?o5V7a^tM=N#)9KJ$^P9wbI|*agTbBMF zw(qPL15PdG{nks`Ub3`PdJIc|LM0TxL>~Y{aH>_R4+|AI4XKO!mmGsK~r6w5Mp6q8&K~+*!TZ7djA+fayb4EvqSnQ1R0qhm5>`LwBv&&yUl=l zLpJ;B4+DHbdvO#wYGStfo{1Ii%!4i*S)gUsX<*AqUPk_7823M)46aM0xH&uA=@$zy z2s8s~^%k~I96~_4=E|*13z)Ake_lZ)9YD_J3y7&JV9+yKas_vDM6F)6UE&BobmEgL zxJ^~a*>u>p>V>vGqvNGym>N?+sz)&g{z=$pkP};>m1QVp|a5t&{J~Yw^PKuC-)A93PYaZd$+!^9^XBjDbU&QAEwF{`JASF|V?y z=;$QZA-l9}qD-Wv98v!sZ=$m2SMkrj0S}2(&OKI-d4l_&2y**!w2o+<#T-w+v(=)h zt08nkWXy>g@4W&tHi)1Ltl! zXrAU|NXvX{{}TnF3Dc5rwWNYCN+%A%EYAwl07ChE@Ng|+(aO_vq;PkVI0@6kFqXRb zuxPRgWP3AXo=64y#&g9Tsh4u18)!0^R}%qvEp){m-=|j7=6@Kwa04``FU+w*CV-rZ zy-F!Z?Fav-%)|qCU!y&Vf&gT*iN8K;%j<~C^y8tsu{Frs**$ejz4Gbm^0Kn3>a*mx z|D)iKE!C*33+AD%6nv2R7#ASJXk+$aR;o66VLVjQok_2i*JllrJgL`xVP%syfe+IX z1g`jIC#u+G;Q^@Q(K5_q1z&L?V?u9KLPbYNYDAOg*vDZ(U=Cc8jHhQ^1V=CqlQ zm;+m+<1t`{1lZL;%XcY{D$8W5+|n(-J=6CnT zXlVCQgR?_FT$DpAHjwsI(EGs(7*bGwPIviaZSTMkWjJVVyfEkBIS*_v=xL3eJZDeu zQuQm9E=~)E?%gMzEyjB@TE#52UGwjc<>idV(h&&$Ku%;MtGOM{GBq)dXt|;sF(=~^ z$b*AoH%{fTfFzmgr-x36-)`p2RdHlVElU($Mjf&4b*~v zVy8mQ$@gBgyatct?H-?&gZ&}>7Kg{{Q~%F9ueWhbZZD6$ zQRYy?YK2@t4C$`_cb@%|^92mRvaPq4`2ky68}CDbJU+0EwjVE} zZ%IasVL`7irH;scXq+DNt|o&P!D zMg)Rx1epD4mCNMm>c+7G2~ zn_UoV%@Tv+zw`0TfI1!8YDI-aky1yD%^15fm`vw?h*tJBlcnhK}1gsJrUDgJ{> z)2SP;jVzRRXdVkXH%DQt7EaL~r&}Dz`@b+y67->qnbVHxWVv%qg}tU$(RgH0Us7z+ zNety^vrUbSDrl^nzmYroaG-4E11K;Wk@3S)7Vx`Y9jUXN6oULz62Q~}Gd-ZyhESu5 z(8OubFL>5)@Qz^Wx;OVz+Oj|rr~%TsmY2I|zA;+&Xl;6ld}^ro=hsiRH)kC)aJ$52 zNL{rk0^p<@$RFNnx1-V3evBI|aT9wcCq_cH`+`U)OejYu7C-h_k0;h$qdoLg^Cv? zW98rg@N~QCh}hR8pcnem*981GYGU6I(Q7f?Y5{dYTOdKcMuolZF36}U%GP*7IYL?P z14DAD%D>d>95y$YoEHnd;I3+L0v52RUR$DjC{{cp?m4{jE=dYa47)!KVAxTOTDxVO zZPG+W!wNdiIcdyW%A+4y&R1Y6}sGaOA4W57_O;x_n3=hh-Ij0kLtum21xw1VN zf2I^kASMhyqU9yxmciFR!^%ZRorOnkb(tVE0F?OVH9an#Er68pJnryC4k9R~B$1K&_1x18t2h{W>{ngwp9-QS0P?e3WPU-+&?U z8?Y3xJ}slYTsU3*EcR^`0=#s&Gq7=?qGV+J1NW&wyzqbjmUr)VD2S^tv;roD-!B`U zrDQ7R<+}mmyk*wTUX+8g!L$yKt8?^)TF^cxDlCF!)I97)JlKs>6u(vUIS2NNkMkWW zlQz_GSVpy{M3+!Us-Sj~Gma4$jYM5mF&jC0(FfTDqf6}mv=&36V99YV2f7dA-le^T zpn~N>(18FnZ&Y;przYcbX;MOYvIl8R=RecO!WG+&@3`*5>+0$rmDSg`O}6%U%O4ko z*GCgeF)=bZ!tlDfrX0`37xO28cfl~KV=F}{l{%*p@QGv8Cj&)obd*FJ=_>?h?WdJ2 zm@EBR^!|^Fp0&UUTAv{@7>gIeF-7Wg!h|w+)nIEM75Lr3tfxW+Ra~+q{`UfxJ+qOI zj$W%U<$NXc;r8khk4_V+8rq81Sd;LXEV`Fmsv^}1_#VNyH4=Zn)W zO~xA}CxbSCgqBiCRZ>ZK!&w0EmcNxIs^Mbn5=@SeD`L=pAy)Pb*D$q%3r#UPBaY*d zRV+PO0%1R*DDP>DLz=C~Jyno$1*QBetO3`J3X9~s=PvsYlTv(`07;xp|1(A1PfKz2 zBVq{VEC93E6x_`cg$IsBc$6D$0=UTAcUA&4$Q}<(zfU#^^^P6HuA1`7=cH*M!){b{tnKqjVo&`;Q@r$}oy7)%isy9D$WF#AM zg+W}b8fFn90DLE`nJq8XgrXLVw3d3JG4w$0DFV!?U50yrL0g?Q<&s~9$VVJypQq?M z5Y?6a5yI)MZ=<^qM&e7dxX#SjbKrjTiYQcLL|Rt<_IDD0*BLU53w+37Q)g>gE6ijh z$3weeY)|e@l4<-;taU%jYiX>5{8L7{wZA_9=6v<91f_O*r zyC-5K+|au>X156}=LHgq963fKoFc#}FL>1bO(NZ8x6WC+Ta>=V-!=ckQ33d~J?L9+ z8V~E-j`>CwkvZIx28k<2D{a5~{Tn;4)@B%2PVq1h{I0$bYNE_~DJx;N9h!O3UdI)e zqx8Klm$W^buyxMV9g)BaMyk?!Ut;h?As}v*f0Uu!v@bCHDb7XaA+ifc96r;{St0hYp)3UwuLv~bVTt=N9Thq4r#B?xb@2&KJ@oQS@WM^|aFN@YqRI8xy?}oh7ay-` z#GeUo&1l9|oeJKa<%J=dewDv^LhIghr&1#wzq8x#Ct0}ixt zxx)`pP0b36tq7h9NVvG=q?%r7lCz2{;~+RIuJ|HwzV~7^2mI$~q)bvA2P)m9%w00h zQ86KE{m$R8?7E)viP}6)~);qHN9UWZDT3a>HK^ zRc;-nxMUbc=1zc?^evh@unrIlwo-a(<$pky!Qt&gVF9HRkZzx;x3=?V(Ei4aR11bl zN`6gEhMWx~(U3niTuhD`&Q=xuk>m<#R9aL~SXd#07DL5X1Xp|mbA~XwfbpVVlpW^c z`2B9QsCGiId(&jjeq<<)(NYuoM_Hz>KULw8!&l5ogKhO7NvR@TO%$^Z1nz2#2`V;j zM?+=7t=7uj25P5EOGX%}7Nh>Q0|3|M01ER_?!W)>O>$;5hH>~qPuW)Ia31=U7X@iT zX@Dm+6i3{^B|P|)V{7F0D@BH82la$;vuWJs-SYW(IhNmwL1>gpBy=-IAID2Lr9*yO z@qj{?XN#cW+4DXh?_Vs#2nuBRsOl4fvnj*k#7dgps7SqRK|3Zhr94_EiB#>)_~1S&X%73#>3m=`P&;t z)`U*kz7xj49sT(g$N8k`H$V(Ah>JecW1Z+SMqL7lB3l~?RRU28NC0po8&S51;$B~E zW!VT~q$x2}2Qj!p#m4gLEWyw+K0~)5@cL|xIT6-k#KYLnG$15IU1p457}+yg$9Yd- z^Gb}@nN=Uq1?#lu=_El7qY_VE9+e>CD1KM>J~zhW+qKDKfmfc|q3qTD4V{;#1pL47 zGW7HW8yhu3p0gn)8x`fw>-?AM+z1qL6YA%lK^K5E(Q-}(D}Iey6dxiLTX;r8w3dGc za~wyWkRCBEZR&B6_3vCuTCo{PY2P#9lso>nq+NIx%058%`eN>LPp3jb)}G$|3fS9e zLnu9!Jhjlh@Rqo?dg+~^hD<33zGvUmn2lnkKeovLVS-1E_So6)gnC4uCxSfK+2M); zBC_u_2%G%BK#w9N_hk0efYV$H8tf5$y2srBVG$_}kjWON#o9Cp#$`7 zK0+;|8nC`Pg<6o9TVW#pS!REP-L;9LKBo;>9CF7O zYxhjkFhx+;O+8=hI$i%{$B@Ev z66qN;CwjW9U*5j>CtM+aw<4pg$K|~>Z2Nq($42%a`vT~+$kSy8--b9SaTAbKrio!5G0EyjNHAk;Gld! zs6}M*lSaGzA4k_5*XP?tv$bX0ty;BgTg$dx%eIYWE!+08wOrq9+wb#x|Jz^Nr}o_U zeXeuPbq=TzfAz$;dv`i)((4bQhpb-Xtoa14-qiv*~2)%b75GuV>3BcgrZSGNR2O zodwOmAUbL>Zo!otV(>32*!WHg*g{Nhw9Ohg8#N`Ys4P>OIS6N=!6B2q7$S_VG^@d^0zhynhc?6$EdEWFDd;U%+w>RrmWgrKsH#b=8^Sa-NK@6v`_~>skStg_Zka{*R<}MzhiKaR?p-k-y z>RU2PD~gPXsq2GyHfCe?Ku3Rfo&K^E!KzyiBe(1iYn-eVdsq@*zcTd~w@CjUzrO6T zSsXJiktgDGGWpCGx#IRbTTUE|f>lw$uHIz#o?cOct%>EkzJ2=nNUiIxq2yP6b=qZ! z-uxuj{e}P2@kqy}S;4(5Y%y&56*7EOsvO#jkzNOuKMj{B;_o8!5yljvU}5pzfmXT_ zsx3@VK7rZ~{d$qiq?ynV=oFBzs~d z&yCXXrQC-S$2I}G27}vRY+2gJZ>Rm^k^7Er0k4apd+RVJ9rwJNe=xh9cbPGF{=%+f z5(Y!i$5DpU4{wqZO8Vxe#eCGu2~;KUY(^=>DSe>?6lf8Q)fZT5>|JM4@%?-o6nwf* z8#ZMdXBHZwdvuM55<>h1lx>8;8acvwAuCpfm6&4lVJC8T^e{cB`BA>mNxZ1G;H^#! zB76Tb~x?NS9ysO zc5&S{S0CU#Wc(6I>#=(MlzvYdMGRnG80 z+3o~Fe1gL9LcPBd6Qc%+E_>9l0jwi@DwMV!Sx0J~%%tI+h=TixdCa+p3=)nJVt&93t z@TXEVMRjlFf>^^r>d{pp+v#%fxF}n#WesrrVh@2h%8Fd{`Jn_lD4V!Dlq?dK>)IXQ z*`yG`%r$@({6zkVHH)S=*X8BLtIy4zckQt~@$A8-+W_thJDDU~GM`ztj@41ub@udK z(P*A*NKr(BGZOtSdMY1EJ>VIFUJk~}+6g3suf_}mk%-4>G#pjCAFP$g7cl$V&DG?- zmJ;EKH>LzH7E%vY6)^~mMyraQfnj2NTqZxhLRGq{WGI`lo+|vMR`_TZU3K83u6qnp zJ)%KoWJM^56z3+o{Xm@hJXt$FiZt5qf3L=ilo!vH1Yt-=rFwfxXN`A zQ*9@=*)+baJ0vTyA@aF1TX}F!dA*3?yKS@>I1b2NN?Ft=yn0Suo$Nqzj<{Uzc-*`_ zT=H$xXSsKF?V+6LZs_%a+}UV)_Br}k9@FO)$k#a8tx~1Ipi4n0$hf+4s9e+*K&G|g z3!Ba%X__0&o|{ZS-fSyD$F8hHW<`^}ml`m*oP3L44i5fvm`C%iP--KlvN;P<8Ng>o4vkbO78^31N`cw>tzZkyVP3I3 zXaM*(g6B4cFwCdphOA1s48a`p1c4XG4OWdfqlJ&DKLgX`d?-Lzmjo@(RU1+f#0nBG zoPBzIg@uBGf`OsKbP^EIhf!Z2Pd8owGeS@w!N#ZAeL;?`&398?} zb+D4orkA5jiGIU4N9}llmOK`fo>uekJO}q%F+?sUuaV6aC0JQr{^a9n=!Wd_VI@ zcrh)9;ii9qgtl2G?X`e4BtXohG5*G0Bz0zj?^;T)D_vrY{uAEh`@qxkKi0QnRgD z_42r@(^mDWPF~U{sDD=3KG}FbsM;CalX6zKD35)K;UQ*wcO9AVGRR%r?+`hBD<|~G z%H+;nbmJB{C)ZkV_dPhQT$Yl(bP4FkmLK?8gmKmOwJq`6J>_^|cCb=#ui@WbC#2I= zUdzpsJWCF8Z2rew2dSTROx_oTwX0jgW}8Y#8+}r`7`!K^+ppC|u^;tzHzC8C`U^2U zg+WWDm$_-Symc1)8O9PQz>i=D#QYA&5_Wj*J55SN1w{#9VtH5KL|2u_!V{ZHUDs1b z{IS}a0p*R1z)8~R>+64F3;zyXhG_~ae6f{OfRQlRCZ&Q^MS~3G9#`&VfsFkoWkp~9 zPYC0ZLdNxWj1oG<;|b;FiqU|2YTIC7@*po?W7){$gYvIGDVn}vVV(aJMztc1U`ud* z1$(dtm}&3zQ(e4P?`t)6InUyNv$w}ZZMtc%U&g0zub zj43DfiWwc|_gZOK-7Sd?gPg;N!5xgrV}X(=s&ZYpJM8Xsv^8<>$FIk+P)A77ue z#1SU$7siB&Zv>K8+GbmLzN=(bXD(JVGj~~i!?8r%jyq5JB4H>eO~$Xy;6ahQR6fZa z2a2O^hhuJA)yrNbFGmCA?~e#QTpFFvHlU;P5A>SQsSnH}0v%@wE*Bmv>`=E~D@5`) zI#;uTR(2=CoM`O3jWlC1jFhFymfPe~qyrm1F!P1O^Tt&1B6Qgl5&VVn;*8#*swvZ- z=nNjcdlmi%Gi`Bi#UBLRzG(`smLKJWNmBw4hyv#l8&C5+Sk-*|+XdA(Bld;e(367 zs$LNO87pi>RGwxVV%EOp+?&0QDkMo4@75W@+~r%1zJMPu$2-Fn@iveo2SytY z$qi1_(*D8C`Hp{E zhVAe`G5ISS*iSs>Y&JphM07?00DF8DOcgt(a4ck<3)TZK0B89O=TI8bD^00k_(a9D zlO-T6uKHv8NA>-{-`m}V!~kQ1g@uJI_VMv1BPSR8nvN_bjY3?=utLYQc|xR^p!EH6 zXE4g*{t!STe10Eqdv(SgD1=p7UU@Hf^VireyHh7a+4Cv?bm^-)c<;;Y?jm5NZkw&c zE)g>v1uRaGm*aeg61Qp-W|L}Y!fYsCP)VT;$Rj{T;2Kapq>SYOfAd(}E`@t>$vp!( zy^5Buf+Bb1HpvxeYKzh@L#AH|H&ZCLLMC7N91fVe3*(SpTwbvSbZ{D8_nzk6Zq)vz zEM;dq%5j{GCNsYe1Bj6b(l__6UV2jeb8X4}hI>O$HY)cfH_V5-6Q2M@2aPSm|5#?5`m#)i^QTw2cKKzI zLSRt*qnHVt5x9{~sP}WuswIo&OGB~DmpveNZQ^CAAek+jv|59K;O)PE|0eJ4UDYyk zeBB7eCmqv*r^;Xj$$Y-WH7}ftpG#0gP2w+E|Ffar@bEeF*a${!7dn+!Iq&#! zU4WwZlkqgvt^xPyV0S_e1$Qbj4kE0_eNl4eCF6%&LhVUXXfVd~AJPXY>M#q=R0{(1 z-QBVKS77A3NJpMjlACnY8Uwy6!wV%-9LhZBA)_%Ej(ei4ptOm{<%~%G2Irz2)rY*i z5~*xqr;nd9IUcR-L4NXvtFW=PMXtt`xTS~tIw>2CDSzme?}SgRvPf~c`i}c1K|Ryv zY!1Bdd8{WCFpLqO1v;Uh^XUWz^l!|br@y`BX;#l;Uw{7R82CL-5svmmrm!a2_A!h9{>dtO5AsFU+x3< zdB?C-$hcKl#_Rus(eDpp?kBZ(4b5tBM%CvDq*}dhatF7~S*n!wqpi=IMVNfc&ytFj zCbzrUHG_0>o!Q9`DGu+?{qVB_z~3U!`l+t^@K~a-)#_?G|G=jQdFVKo)_`tSmw0eb zM#ERSeic5l_vf?2#AUJ90?4d1a7h}4ehRffC?Hg6lPh8^1q2B0nAS4zpY~Al9mjkp z7}S=rB+j$~=f<@|mEElVQzwQU3q|*6UwZ{eDS>b;i!X(Pn)I!-h$MyC7{?bj3jAsB zenNP;ah?{1JbwU1_{sP~4SVA${*a>tc!GaRA%#9p*fTg=c)Ew6*Vfhw{!I2~75=g2 z7ct;^XrY@7X~RV-sBPKD(b*V>JBwaB$kZ0mZ(p% zD!XoiA8c^_w?xe6^aM0*_yMl7%RC8GR3dIRlfLrSbb6W7sl%%EfGX*>?W@|VVQTNs zpZl>tS($VgKQ9dS_T*Mi27Ht3pr$)(%D6#4c4!RLwS8puS~txn9`l<}->G%gP}gwl zt}OTZOZ@G(zMC5a&2XVYn)BUdd$ZQMhxl1N)FU1~9vxzA6wia_4KJSO-V8KkShv%v z=fo_#8ZG|I?r^*41eOGWrMQ#RQ~RyBDG;g4)btvq)LMy-7^a>RiMUYeA#WtVyR*{g zi)S?;7*Q{WX0j09s3dnK0@x9Qb0QXhyK=%owRjd+)_7Nz1PyGg6d#9QrP)};YsVvC z*uec?r`X|4p#&FG9H}?!DM(~p15A4;ZtH={$L$S zoQi4tcU|-4tIyg#%r=+}Kcj)r-#~LiXTLa&r>rz(8B%mErf62MA}MM(Fo2eUpRBOo z>NY5~UvK62>l5aP{l`~}pp8$TpL&v+mY~||_`XWW<9fE)^$Ik#nFHHVt@iedtr3H{ zHN?&*C7K*{xK(wJneFA-CDLms?rrE_V+5vJ!z6vQpb?-){6lzCKp-|8lwxfQ*vQT7Edw z%$9F?ev}w!At-Gt!uQ!Jp*=mB%Hr{R9l9@+h$CBi8@@#4@aYgD`YjAseNgNx8<+iW zFaSF#-u3=uQHwT{S2O1py(jwTSDL0Rthy2S_EqAc(naMLen34ft989LtB; zMuOKmA(cTk_9Dy)awchNH2C)0bc8|t48v|rr*=B}C<0)i1h4qnh*5jKx}`=w_H&95 z3>q*iE}NN}h6rrblmUgonUJ{GPOrM9%0p|}_~QhtE_%-d?Y~Z8LL30-k)4&5ry>4N zs`s$HVPWd#W4SW!L!_+?v6sa7HrT+LV)7B!?VtG>uDb`az#oG8m@U7AD3h z#LpNCzi+hePkGnl)jDlPIF`^vFFVh-K%Q4_OI@|+CA7`l*Y^tV(|pRFkLzdSje2Ts zgFExM-000F4rY6I!Jh4a{Y;_4s{`pDu;jaj`oMk1npcyi<^8-GKm}6!;i;e_jCo7PI5)h#y+7)w z8K|;r5OO@G?fWSu{ldTZo_WP_!*gPp*QlVb(N2ECkkR+Dag|O;rAGdmo6;g>(y3vr zDhZ8sxSyy$46R!x0B66%A&!}=2X4T|#=q7L+G4;+lFv1R`#5z8fpxtJjSTf~nqX&c zsfUl`EhrI6)$LT>+NsI#$@2*#A&4FdR|e;WlBAAmJQ#03z6vLM*!z<2pwat^%EA1m zKrXR!@dKUFsv^#k?x8~3El~{IhKg{uP3kYnE)p1v91Zht82a+V%YpLpFFrI@THeV1 zp=n)1^wuBczqEf%*M6u2`htMR&7bc1}UPuS?H?N@bv2?SPT@`}gl`Y#4JTz_&ak4i47ZiFxc-rgLez8j5`*6( z;OTy{Q1&VEY~NG8QCH$QAFys(VLh$?ySvM7Fki&0TEFM&4EO20%6v+v)1lA3Wjg20 z_hn(UjhN|FfW&@j>IDY23uyFQqLv3sLp?q2d~MlMBjQ%k(|tdG`E@vz^ZxE;L)QQl zdgO5W-o3IOqKEoIB|!2xvh$b*{NQ2ZX#oKXcgU`-z}ylZ4u_rq57y50iWGR+cQ}WO zL={63UKabI0-K+(6&y8||0|;$GGN~BDVB$R>;=MU%zlS*`lhRM0eUQdZNlzqJ#L`39}NHSu62Xb*52!`<7UyA+4>0J1JZg zB4B0@$DD0Kvq}x$ZO(3@7&vkN1#d4U+pTw|C#SyW6Gq{v^vRb~ipeVtrA+HTjRyF5 z0e6(s)lB|7ED8ay?_2M+v5Z>vnLw-ib+H^Z5pQepyzbob)bUmipX*toFW8T{fiToK z0-H#igasyLp9BM3JF`!??z}ves0s{^e zH4LYi>vdw^iI0~z9Lfzf7RWOMAP9z&#CP|fGts#aC3>hCzKD4Y-*jLf(t(@1(t*!} z7)mMY?@FgH@yack?w%z(1?2}^OW$rpE~I<_JDOgDZDn~m9c%tAEV1{MIGJDK+$8-{ zEOwuK*1l$)!Vi}YW@B1vM=Z+LuhL%6Ap1eC3X_o2+K?29oU3wfu>GE`Kg4`bz6>xi z1KTV((Fa545H2$`bm#})zkNFgTu`$=N)D&355GBJLn#$fNh1DpV&x}?Qnf5>Q1k6L zzN^YKzu4%w8zxrI146uY8q(X8xW{lJ=XWz0BWvg3ng-S`^qPm78cL_ZcN^bWX7BAC87j~UIBJBMym^z zh%+xn@(~WNFFbejMB8{EX5lF$hucGVsWTM_Y~%g{QUG!`&_>xbpRbk@Rc+Wqq<^AT z+!Fc?iDXhAeMVF|d<$0A8$f-IekKy8lGXhIRBF-gJf>g?<#!sC|s7adZDP}I>Nl}oB21Trlk4qyt?g3Q(* za$PieZho6T6M0;lS$^OF#FKKbBA(31z5&peAUB8W06AkBD{TRCHZj@zubY8szEr8O zU4xs4mi6A*y3&+l;RQ*H+i&t8zQV^7E<>}t+rh{CFCN$RrQ=?hTrlyar5Zk$qrLan zOoiNV7N65}07W5(7buVaHXyLA0E(*7>+Y}`ZXN4<@@%OBk!hO zves$6RO1JYs<7nOBC+O&K<-#w?-FLv%OVrW5i-j0a3Hq?w%!`RU6d(_APE~HJZlm> zuzRh+fc1wpN*;?c`jN<4>oS((RiSh5$4+hW37F{5#4M(B=-G+ZGGL-LI3(R&hHtQG zGrZ8_;v=;D|L?HuCw1qvYgk%3l!1G^0RwBbI#gR+Py(IMX z>wC;8eTxlkCg*X~v_OZ;HbjQ;{O_rr_lL}D4uP$9Rcd2fGz z|NPuGa7qUyYU1lCj6F)#yBr{_+rK@7(%k~BeNnP+5lyhDEm1fvYPQ3Eq`;EYlRcrh zraqpEsO?T)cKj3t{aCvMJj0Jf-$!IUAsU6?XEtI1BAfIH%kk#{{9M`*kA00YhW+;A zCyotX-iq6s2k9K&@&fI-ijc%EM@7W=B-1Pdh$K!L9 zOv}>rN}c^nK$4|%no7;)&G{zekRMH%NtM&d;y9c? zed3za_6srVsjb6pI#-~>XQ?l~Kp_}fTU3+YyFYD+68E$K zfjgr-2zb8Z1R5dlF0 zAZYshB48MHDHiL|%_8eltt;ZBZ+osY9cUXL^1Wxc=~5!goA76FH-StmRk{>G5(}s3 zh5$tiMie%-GO3MjpN`g6P5`_3V%DVP%w9_~`5~%z|DX@gZ1>OY{+-Sog~lR{sjtlD zbQV3iR&plr<9a#8Qh@ijm&D_2P5aH{tC^l3?{oh~g!ZHTa?|C-v<7S~u*7Mz)lF#a z((QM-wgD?%xvARxSW8! zlswv@_ul8!rM+t%_!|5>Ks$ z&^Z({e%eTp)33xC2-MRGM}X3RM@4X_0Dql}IiT3&fH8mF8|01^^Y(nF$F2 zLuB9|J26lix7W8VPKK+9yU^(}eDn`=GH!6rYUm>3q6)8OV=I|aL?>A5i<7UKEufrg zm)(n%CF1EnUrN;BCpJWm(D3fzg!7@!K0&?nD@BIyOjI$=9^`tiggteSy%x0A}sY z1ql0E?Jky{p6zu(>@aL69Vh|FogzkfI596ag&{fjDQg6DLFC_bP6eJLFIyWT`!f54 zWMHd)rd=wf{_Bg%=A4&GJYoRycc8Z^t=8c5p?7uT(_6>?5w^|y(}vI555COG%gY}G z9bi?Ty}i^MzI1q)ffp7%Ti3RgMRh|*(S6fl8hKi9JJY;Op#JM&9j?NjHo#uYil$kn zLdGc39pBQzQ48~Z1V^e@2ec4N$W!}oGuICW-j_+xrX75_x1MD%AWu2D8TN6P5w|=ZC znl-7ooSA|2Y0$V&XA=yQy|=U^*pcJz5biKO(DSp|Vo#i5y$=k)K+IgwcwAJJNQDb7 z7&0-*?|{8Pm#E0d!1rE(FNL!wS)mJNb0a3_VAEqkpnY0WRU-Z%PTE^Q8NFdm4X;-h zHrc0_64y|X|s>C<$yKClRkFc@}^*hEX8cf zqM;p<6gS`9KGT>>CTYD3F$?oOLr^yvCbbE_e@1Y=lXIt-_(OB@0QG=o zP6y<-Q$tS6dB7c({R$DGU?$C^tShtXJA9 zIWs}Ya-nnX>pVpdSmvHpt$JDSKyQfJsE#GEGH%p#eOMn*XYM_ZV~DsxUYZ240}2B* zbjqWH(d}SlxWic_h%Td$)d8!zy|oqR7hKq*?OL;LhijG48IVbgNkn9q#d4(pXBPdF z3E>nD8%F=5NjZhIZ$-9zhT7pp0iZS<6RiP?0eG%>=^s2|ILW3o_i12uv#i9Dn+x57 z9^E2m59WWi|1zhyQuYu1EWy?R29xZq1O~gHVB2SM@q9(C@APs6aB>Wmp(}=VzeH_u z>F(;U9e$$LVh?eTzre$K1I8v)|A%sZgpi(g8&tV317>qbwY^jUW_A8lLncDP54ij! zxo}`(laqYzR|ZLw^}rbfBzSdO+i%O_#+yHYk00$@3pfuF0@5GpK-=d!*G@^JUPX^l zEC7>bvr)U`6ZEvbq1g5%VxFR^)&rUO8+FVBquiG(|HF$_paY7 zKk2cEah2~4w2^2Zhq~r6QuBr=wN3SdUEvr-eoRMmn_GR_2DtDw=wR6fno3pZKxW?L zxR7{^yyWD@KzAkDFJP~$^m_2)<+SGZa60T=5H0Z!w$2wFcTsXN2?;MxPl!BH1kW!h zj-?p&6kctdhcb(`*_{g^bT*r{K@N*V{9@H742al59qR?i2N~jD+=1d0hut^!e;&;g z7y;zMTq^*;;svuF*RdPd#$NoDx%ks2^q$>z{bY8qe^6{C7sT^B_alPykzTJSBygfg z@uOjok)VgY$EE_dwDo)zjKv}em|;M9_*p?E0cK>POFtoYZN}@ zDd#tvWrEi?*rKSK6JzoO{k%rzVMt2i6v^t5*F>o0A^D~w6NhI$3!=^0h1jcnoqMD7J?iEW{19NXb zcCu0cIIkpJzTSEBqR3{Z8kk?Q=3P0Ak1V;`wQd(=Du}PobTg|ccn{!hk%Rj53Afpk z=DL0Cka`@VJ@$$oTV)5Y%${(vmU^BV`;~{;9tGg2i62qWlO&8Xzn;gk8BRK3^Msd`{-38RghXoAu38hFE_4N4d79S4z3jFwS52TzFGd%<2 z<$sfEz!TaKTUsa(-6IO26#qTDte&~%#5iLccH79~9s9cx^%~+Xz|Irj)v}5B8M?Rg zDF12!LJ2ifFl`0V!s}%Tpv8;`ZP*xf5;SAT?5nDwYaC7sN^s=!fFeR$zwP47uGshW zA6OWFd`j^oq#!8&d_6+?Z+=hT9>8t(nf(nfO7M=gmj z=z(*;#%v;^a5o-wmYZZ(I#e~kv=*3DR61m_>GY@fx@V!8ZZ2+!=9q4dksA2qS{~q2}`L(=qcV@DiJL zK81l1DumV3)av%vq3bQLtwCV*HS(7`4_(&tdu7a2g1rJvmx@A(M2 zpn2|W3Ba7*W;)DzEzkYs_bv6K=M&R>p>K`Z>QOdGl z3f~>?OhLds+k6tV2vu&=*~FPa-if@rx>DeO{zJLsyWJ0szKL5z5gDQvU15}z?(KVE z?l9#L09f!iYIN{JFW0`#;UiqNG>(2PKxC~nv<^a9`z#F>Z9__hB};Glo;GR4Sw$+P zU6iR-u})X&4C=Y}L`R-S+sKEV%rft_PP4KN@@%`&#W;3dcLbd#uzXfE>`0!15C2?NMd`#&K|PP!7eUEF5?$)&jN zN%@@)2kP@HwPpRUj)LbD5yv}!5lwJY_g8kyrcU8eB*gRP{9F1ZcO2&T=2pvw5Mk?V z<d7LS zf*9&6QLK6{Hpo_>2Q(wg<_{44kpaDyDaguPC&fmtQ@&{Rghq%-`O||(I#DyCVI`s= z0=($qjmC3Av~sP@H&W)j6#a@3;8m^v8u~W@GGC{c+8OY7lR~God6*?ZjAyArZdmq* zUope+^p=Q7&g^|@()yN#O0xWD3bP80QYCAnws8t1SWYkU@R3p0#aqre~7F15t zZj+Ou9E;rBJ6=-cy!U@nJ+wWMZJu~rz2^v1Rce-kpIgqk7qP7BEXc*k|u1D zZDvK(kNJt8gv4Mhnf99@I?e=esgchCPkA2Dq&G{EfxL;^+*iDIbM3nC&O^@%kPJ`n z*ub5?9MJ&yPL^VMV^{WOOTgz7-+pWsDj3&%FEJIv?_*f24a~;0w9C=FI znSCmwI<`TwU}Ni$5)|oF0&2MvFqiH+(ZE+zQSx7OfnmsC2T@)Gz5yUX1IVhD;MNq%tw$8OULkMUC{KnIOHX!BH zvr{}#C=pW_syYAzXuHhZkB-z|;cAJONrU za~5n197xrRp#_bmVGp&Wjh8Xo2L}(KGX?|!g_5to=q5iBNazHSt?Xrx*D{N5Gp%)4 zV~1x(DglPCC7>Zxq*n}=u5MBwO}l7z1!(rtAE|7*+w{6zSy@RREYr}qbH)5hD@%l0 z2$>>n%iN+0nd~2PzSZ*ytk}(dWwu>!{Zi#Ri!Ce<><#AtZGl%f#$fN_9BGhj66w!1hwIe8A2=U;5_9EUu- zHDfFd(cTt!6gQ?zFx&kV4Se(Ye19Y@-0lK6^%{a4pQ}FDTKZ+w)$PQWhTHjB;j>$13kW)LMSXdJ5`-IRfBs!4vJ>ixinV`h)vd$>}3|(;)Ua@?jPu>W*?)w71AAT=3=#8?2;& z2dGL|4ix`~`}-f@7BS*MV7A^Lr5m^f$pFRLQoF?6+cm1Wgp{)8&7UhtA^b8xn=bWg z^SW8^S>y438lsqg*W-y>ySb;ZIj6iMhuwzO)o8!-d&G#%mZ2RU8HT{ej-_x*535m{ zad)T<^HQooYYr&$VWjx_B|1})X7AcvxvWvDFwATXX4>oJ?l@KPc$}#RYRKaRnty@W z0p9;fnQeUk2F3y=XRdUiny>0xI2~%PkbFIcwksT`g<8KX@Yp#%NP~U<=ETr(DQkDb zTRR6JvD9zV41t#h%7T^(>Pp039ALaB39(TAFvBm(z$;(g+bcLwO79|eW$Nquu~?z5 zornP>gjlrSP#q)HA!MaUQUv}zbl{XnK{@x85e)VhxFpP(YTagm#p?8Ja?MnA-bU43 z8=sr|nn!{a72*j_n~{Zw2ZGoFD#V|Pf+GG46a}a)$ou&3q8pvtEu^HRU~U0|V9~D< z7BHdx96;CfSi<^7!Y+kead3=-QgIMZDrV)+lz$bW|E}k;BI?y>WSURZYjPm}G@Ctj z(9EqjJwF5V- zcCaKJwh@J*7cTg8{}Z^www=8&Np}Nu#^Pi4f9dhKr1mAMBNa zi1pM-^w%l?f~3sub9E}2D>G?M2nt1=1Yeb5LVsTl*cb>!?(lhabsq81E9q6 z1f6(N5?EzdSJyUF^f40keD|XWFsfZ0b`1<)0iRo#j$MisBQK>kJwj+48ArJ&R`jl!pDYkjfz*ufBRkm6}^?cR( zi{oEUVq8Yyhs@{6OY4AxmIcx_5qmh>XDph-aiLn9im^K;tt)upybT;>V*q33w17Gq zI)njJtynCUNbh^5rlcg~bjTCR0MZMoxwyChmurYi(8BoibXW{>g|WXPgNdxU!z1BZ z6Y!%l^g`C6#E%1N&QL|0mdpX}VQWVRWI_!1hcxGA8_!5cO-`e6G5n;dPivpn4OPhO08t+qTFPe4$Z$9}8 z>babvYfH)fL;Qoo0fcSemw^h@jWn$92znE(v=^(qPodeIfVZ2$?+2e1L*B|jhyRhl zpD^-@62zV`zNQZHHKD|b6K(P_Ez;3XKpaxQdSS7^SkOiS*D9RNYhcNu(812if#)XA zSGzYIPsO!rsHmv8y}2Q2i%zQU?BwO)!9R*-B)*4bEoP;F06cEIp?>pS;yk}jg6Dx! zCl-{jAc69O+nJ^@mBT7VK*IE&x>9g(=q&`G4WwM?4@xj(Fi!yPoc^ndii%=Y%CudF zL|6_h{$#1-22TJpm>n2^j2#*3mAx?t$5k>us{85wE>J8HL;i#XX$T0Zy0&GY!f&HF zT^mK!W57}cIOsQq3geh2<+rEMHG6PsAnWRr%yW-ZZR;3ir`vTMj$@jE$IcztZz9fc zL&fg?2FyF@LRW+n(YZsXE%E>9CNBwL6dA(Cff1o$(20RS=L0b*^bE!pxF>ja<{9l$ z>la)_e!F!}$s_=*@9Y>Ev*A+{T7Y^3YPEO8&696>PhGQGaqNdYv7=e-T32;}!(6UH zcP-J>G-K0zdio^-$WgWxnP)XHI-1G%PgL&8fMWBU zrb3tT_iHq3wsi3vPJeKO5Gz1C9iqKS|91Sj4P9C!5z|s&(XQcf=kjH_UW7r4&P^`1 zfem+p3CB=cqlwcTvt>(|d8)qu9O0bsk5(XUmWAoES+3`ZV^ z)n9s_V(e#Vh^Xn9nuRUXR`_apNu0AnIH*{^Gg;#B*b_4mHrv#GwMm`?6JZW+M-D5Kd#y1N79QZ5(mnLBO3%K^udT8nNDnOueYfzq!bQ(y9fbw(-` zV)^`>5t@8LLBIcmXJCUKJBtPIgZ6wH2@RD1ha4~a*rT{#_^ztRSfair~_Zr|CF}%&8iDXywpkq&(V*kpm9ZrLRASODF@%3w< z6;Z}sJt-w%b;tk1dxH5um8xoMXp66B*J3X;+h9J8f(8cioIj3xB(NAXSj5&2IIa_c;T*(iGiC3) z%S0n{8d$sqH3h5@fdzhpbF#h~Po%&%%Y#WB*2scJ#xkEN2!7L=R($sbfr|bbO5axAVhb1*R89=7H+cxot7Z(@j zzoUWh{Lz zYu981gYfK?2C#-%Q7j@EJz7}}bJ*H$H(r{3+zzLk#`4dxJeQhv`f9B?x!1I`rHSa= z!Qzz8%M&nE8R7%nap@?MphQ5)V`X8Hr6!RUNs%_?EkM{I)7D;dZG#0h0${|pMTH4- zQ)8vu;$pq+_Vlu3gIe+u=Vhtq!<5llDLpwTD5x$75^VqAAcNUQ65tS+Y+YdN;VkUV zL~z+yba5*PJ;=O2jL%1QE4$|ber7a^yqrBz~A*Bseg*~!>4?M@Od_JZ~0v+ff zU?19+DZ0rJdgYp2R|UAL-JKjL$<4?pO*pAd867l}n+U939%!8sDSq~sgKu4(h&(pz z2lv^hU(c`qXp1fA?hnX~a#rgbdTSKxb)#i&-{S!YzwX_sQG|cxp*Da8P%l|c#m7LbBqa9rokV?-Sc^Z>=uReZQ#n>Lj5> ztZH%ptGy$8u4EZ9)FJ%lKgG6hDbh01(xE4&{g3;HhnX7dq=5FRLz=PlVvmwM`A12T z&GyqD*g8GnpHm?Odn~WwFUM;pFFiQ)A60*&*4v?2YWLblVByC!V>G2+@ZUBSRd50J z14flAOE-!5Lm11Euuc8wBZmge;{lk)XT?ifi`1Mi7F!gm>YQ}gZs`P405)6q;>-2y z$Q&lG(lc4oh*-bKwlo?bW5FcwdBAY)MiV8^%lxSU&0 z5#`Puw9pujd1kD5SGg(BfXyb-<#$2==*YNn^BM^NRl)0~7rKtLD>fWF7@ z_#0Z7eYcR!;k4~8w^1KCdj+KFdLjHE>kF`iB4}&Kk}W7vE4s&Vgr)za*0A$ChBe5C z)NIa70+ow$Ji$9+gwl{{(H9vXEe6&V+Wae;$PX;bEF44N z=B!{rheNa&l5J$k2B`zEZXi5e6bVNf8D9#404BP*z#U-Y0hiy^1%(XsqZ|?qRO(#un=@7V=X5zs4Oy&{0NA)+EbjFwCO?N7jDV#I-n>+h_Sr#t zRZa0!znVuXRZ`HnWr8uhFJrtBaijJOx^RPoYI45+K=ZJU(jf0&z3d* zZfOEpSeF3&M$oWyIlul16=Yfl>qbREVWgoEB#j}(1$5oc&d!-&Y76zNHXyV89A|A; z!ERXI)my0?#UC<{Hz(pU*_yo+h#u_48@L%B`S<+#ij9p;-pU4YN`knB>v^e=&m8>2 z%Ee}iB;djRKgzx-ysKhL@P?!Me) zCwnJP^4ojATx-2NW$G%fk}9rf`k=;F^orDZuvR~K4rEzhexR0mk`HVSyBch5@sU*O zB9I5XX=A^w+=vI1U5KsHWgS>DM!J}tV}bIh4vp$4+5*%`(5(rRR01l;IV1+rSt{+_ zt9!xxFr?A6)OZjSKUeiyfTF7(9&kqk1)rdF%i#coi~`vo9}wOd|BkQK)p1H%YSZcq zKDCiDmR6=&C|D4_BJ=~)o}E{{TvjK=2Ks^v1wI|Ko(HG9eDNaa^qbE7B*N)Um8B|J z3p#{4fgc4LvX%OMeO@DMZ)N^=7MZ<9ES1%{T1xr$7`6VtljF-&`JM)(P^XG z8O%5eo##A{^l291u)RQ56KX`(REi2lNdt%+5D@PNhz5_zK&MIfS2Lg3QC7#7NEq5} zj%Z~w0(Vz@2TZN+uA5B`DH;V7tHHwu+y@*F^#Y$&c$O@`;#T8EuHvD^*4?H1PTti! z%=U6orpGi|Uv%mm^N4}=_V!?5Mst?#?(QNXRq%`;w($xQM{~=?{CLEC*v=IQD=@#0 z_At()JRpAi>RU;q4O)C~0P9X&|| zdgtXsXBFJ*S6`_6u$Uitl)YR7IGgoVyQ5y1%{#RA>25i&E4Pr*`#@ zUoM*rp@MBW7pD&}}rYcW+E7xW0%kFcK3NEodTlz0-YvAnNz!*JLM#jAe{%8)d3!ZtE3VYO7RZw1Bl#! zenXp+*~ELk#)b{vhMl9!H3+i}ETLCp`8gXfN74*bj(u7nKN$%ke1a7@Z9M8)uUr;v zwW$-8`$AEU4i)7MTMz@&2m6@33d#R;||?QU!L5 zudd=plUR|2tcZYs=@}Sg@V!uiSD-SZv-g>$TO{#TpkE!Us)1s1z#G&7W_x;!Uq#I4 z0~`DNo-{+-%c(6fC!!+=n!SxQcjbf4Zd3T}i4KIgAZu#3DQWjfEp`&%1drHD5&gusQOH|J+QZ8HBYeW2qxB5n`)N-qwNAgnH&4 ze*?i^K&u{5^Z<(2B%!0{@`t5vHDqqpW$uZm}x>NS2Ak2{<$gx&(7rvb*)CVJx-=7H8J*wxsDOfWSUWZ}@%@<{ZqDyS|g zMXi754O<>JW*EDOH-F2%fG8|Cu}_D_}LnW&Nr*Zhc<(x4$87Hd^k1DYIkaj64~${ zk+ueez;{8EBd9H7P?MU63p28WVPJXg_d_*|{8t}ggLX@$#fZ_l90ENrC>oqTSQ-O1 zI9WNcTy0ZEXE(Xo)0~%{E)+@FOSBVHL(!ZRlWfyOg6bCN@6x)e>6*}7uxA>fli3$~ zf(S(7*FR209$@04kxM|K9Lkzhf`ydw+6`sjdmt<#5oaw9H8{ac&$U9a)F<3K=z zpw35h79_}I*`$HLE;7#%4_z+Pf#a;-QrLPb$=|YR$W=G+E~b<>JD5E< z<*u@_@p-Lm!*3S0yPO2V*lj~U3t*64F`R~kET?o5p#OKvwHV7wdIXdE@$A#TIw(1~ z5_g}adY*oKeXg&Lg6pWI_fgDoL8WYDRWz0St^7f2ozc=jk6#L+X4mbBuQ&~yL)UTq z0r324+$0X;g4_E8EPD)0dfq+r zqQrq_JN>kw;*d=fH+S%a;Lzwjj7ZldPo4_Kjp;LU5~I&f8^Y|*+2Dm!r45-h?yuQy z@gc!|q{M40Jz73r-gZP12l>%*X_@Q^)a>2v7tYc7e z^ZCYAtmGIVeICn+O&d1AEbA6<#6mEHq5t5x*`IzL&o1IVt{RZSK(=^d6LMNb`x z^MZ8{vo5ODT?$TXe4-|=`AouYlENH%cE^{JVFxv~A zn*&yij}%%^K&fBy@6^fJIY@#K?_a>UgGd|r_u&q$r`w${(odb5M~2?@;mW>`cRMF? z78VSaR{<}42z!$zV{XD=hj)Xni3U{O>O+uryrre3x%tulz9_}-ncI1a-;!p^g654A zY&PeYmv$w%`XwL5iy&?gjNRD`jpVmm@}XKQPF0YbSyKuiTD zrxd6k6@$idfhznS+$$@?!!XTZTf!%i^KA^E5lkVGj`ynF*i!^Mc*)-sL;uUIUo5n* z9r7X$6>SS&IGynV8AVMyUmIN)!C%F9UrQirA5Z3C$DAwkfmbQQe>oZ-!Q}|W}`mWoj5Wt_Vx1-r??GMeJt_0- z&QK(1G73bKw4Zs7)~Sv+n}2xT{3a2ZA*xisBmxEkm|((PK!gj>Ntq7kq?I(1G?#Qp znhn*pV{AZr$d|jE97LV9M`l2Gkm%c)0VCqw?GLFyhAM4pZWiB%7Nx~&s(*M<-UzvE!Qlk&hMbj2SwK{Kq;>h|D65J9t?S{<6|dd0Os zYu?S8NKV^HH!r6D`}%*6{cp$rvvC?P97Hzr4*3PDf?Y$M zT!Yx5q7}#lR9P0O^Pm>qz4H+Qx{jLjQQUB?|OY%MJ<5bf^7??Kqv*MFPPN4&d5 zIP~|PhjJ$mOIVpZ@|_|(KPQd&W=K(p!;V)$;C08SrO}M@6X=THl?q10t%hOI6T9O! z5&?m%`v`I^i@Dt|kx2ji`Ew1$iIaf=g-=71f1`g7npW_irJ5u9{+7vak=W3OCtys3 z0y|9r`p4`JlQk-}Y-ONx8Kh#tTU2;MKY8^W951*J!%9ntSj8K@^`|OU5_4X=yR9i= zwqfS>TC-$6PpbENNXK!<%N)8oudSS8Px&l|`zB?@cJSC82a`#TVg(F>dPBJ>vX`u7 zzgZNdy(8gwLTScz+@lX?zcmqs^MIL-8q%g z`uT%Y4obd?BqF`_g2(+bnrdwL4i2>1RFNn&ociY2(HaG#JkZB}E_EIUkA%Ag@Zs*D zg^W4mB7&%?84f{AwLEcYhf#lW6~AT=GaEo~pHy4wilCU~T?AFAhkqF2b%qYt;J3`~ zwH%)zDz2Cg)ss)o_Np~bX5#g&ae)ovnx6weEkjZFT|7j@$kbOGZ4DtIArWk0&OxSO?n$={2HzllAxbb;jv-uuV7vd>;gk>C zarXIH|4OPhlMN??h^_tHgjAHZKvIZ4hSsTcv-_Uep4K@dE!locCa(U2!7hxk zr{!{S9L` z6)v{5VQaR_EF@unjVWogmn}c(8g7N=)VMUc;qj(nCuKR*;DxE6Ym$$@8$Y~PMrd!d zl6Nu-RcsGfP#GEwn%}21Q7^T^HqE5L*I%Q=s(y9Nz%}S&>Ad&Z9MlY@0ue4qH&cs! z5}%Nu9vM#1UqiEZsj93AiI&kI*tyzI-WsI7ZmksZ^VT+?(B!W0KVQcx%=0tz4k%j* zxAtpNnBtp@8wjUP<=AjK`yruAUgu`-u@H)cXw$p7xnfe>f%bp;Yt$DSO;uH8tROda z^VYVd1A2xD*`BTUatH%cQpK5$VXW&Lj%DoQU=%7&cnTrg7o6pWR9E9D^3jYGs!yh`ZD4fDb39ROPn^epXKq}ygCTBB^O?~#Pt*3 zKA&$2q7s-irNh!pSMx9D8RlW;%xPG5Mn(`Are8Tj-|7$Pus*A_;T0z8#r4OC^kr-()#)U(jJMePf6VtRGNgwU}41yBZn?R z_{i<^`=!1*zu@8?Q8^so*?{qbXyAw_-d;#9&hh0iIK8IxFa$BWv~|OTcOsunUqtK< z5@`|f>gviT{CDAKdhqsz+uq2y{fc9?Vqd7-yP#I9X!lFk zT77HWC{`^{isT7eLqff*pKcEx-WV;f8wj^q}eD!iCX;VB8%+4e5>IY zOK4scfiL!`%YkYmO07W2#V))=UXdg-j0XNqT)l8vcbojr5u=UnwJiJzA~!~;#NR~m zm3gP6Mie^~->I5yJ?BnKKE@dTjROue0Iu8H=?n*KC?GHv?z7e8UvJBKw*CW^nSPQ#mlXTB} zWNPHCoDz(#nv+cmO%$9b2l*2FW;F~eHMUW{*y^Jpp6LC9e2`IfUEkY3e98TMIm`i~ z&x}~3l#1W&F0uHJ1ZMP-YL+PB=$<|TZv~=#c|=1InkeWlqd1pSie@NwVo+ui2@8ahlXYF;`*P#}tnU9r~@uaUYY3j=lyWr+7Z< zT0r-fh$S}I6AXB<^%3*>^ZRV7(gyQ|kHkEInzH;5%MpE`cW0oRe()D76s2}$vVr0t zO2djgxw@sf?2iQ|qp+kw#bi-+LN?eOeNi<%qoo70El;IFV91rv>gWJfriKQgLfAk* zHQ(<=BhDT{x=Y8W(2bwoMQfgMZkk4W%-Y*)8+M%8``0wx4fLZ=5Us-=nL9=)>J*Vq zzFRM&W39o=u$}gxzIvN)qD40WXkiN;t13uKchj z#yQujnrX-efJ%LxcP^Y;vp*aklO(*ZSlpx$NJE?`GOf~yKzsD?BHee6?tj|#-2H8J zQbxq%ILi9S24a?PyRAz90Kxh{yG*CcF}i6-SSFD?iH1-?i26T3S6)VM`HkCCMSlaw z$p~%p)(Rib1>kjvxkll)89A}4$bd9XbR5!uHlFnl*CnMA)brm|lwlWy|`K-P78BET{ z4JgN9GFe5q_|YJJj}IHgi%;vThiz&YsTovl-L1}(n>T6?y|6AOSe<53wofX}#(a%I1UxQCY9wsYf*7Y5odf#?VN8*8w z&M{b0!5F99J`yyd^i709;3N9e2)+h(dYh@d#`7B{3U%og;zc-EDcDb&a;mJhuU#wEl z?$mk7(=AJ~1x2Q%TI)XE-qxcOX&WmZKlNo-26^k1eNH4BpBD@!EmFBg;+kn&#(}jr zl?5`|E*`_%mU7U3ubq2y`&cR%DMpDYQo1j8?`L?2#lJ5W%Mk)x04Af^278}Rt?}?E zqqx?*rQmX-TkJSo7_Z$_&#A`u`cQ_$-#UJ^pM{wT{ZS2#;2`MFOx?1n(7P!0FM<|{xzOL^Dw9%E!uy2hGI`4Hj5~FKg!d6EZTSrC?GS+=S z@LPSuw>;Egp|-q=9d2+UrKJA5UBxA(%P+fXzpuTRFtw+#2F>>Y9?0wLa3n!Y!nm^0 znvUzxysg{RDQ7bbe0v!2kZ11ol49&1ujSBbS&>-Ui~9@5a$bNZ#&Anmt@ZH$@;wy6 z(T^^O-QC^8(C1hJQ#te4NnqZ*V~o;nT)Xir?^xm*sz&Sv*Ei5wKT4VRg4pGy$qVr~ z26HFG)Egqwz&zm0>6H2EoUKw|KXOF?+SeEBobj0BK7#Lao^ooLH3)OxluZ_8*rdEl zxh6((KDSh&8yAQj89Qdg)Ynx7*T!8UUCojxnl)}S-8<4!)ocy9uRYE>O&jz=_-M^4 zPUq`8m(bnOo>7==WNa)SXQDAry-@Vlp9BBqzJ5rt97 zFaTIn749k^m);*brr0Gc`&?&A(-%53osSoFj@VQ5oa*=Si;-7(u7PMZ{Q&+V0ADQ} zS(D5og3&Tdk2>k){XKfVZ&SnIdHgwbE2MzBk(|_Yd|=WTvR=5mEyG4Z^8f$Q3il2} z&erdT0JJl8c5wn4+5Wd>Z)}CY#YF}n`)`AnmyAi((*a1vq^V$R1vGIXV^VQ7cKP3T zq->4MK|3@oO;X?&t?kQ>n(}P^5FP*+B(N%O!`^=WCTWN)`;* zGzovL$$Umzfwv1BYURF#v1umG$t%)#>1ZBOA#ToN9uoGM9r)7}{^B zv9WTP1*!-0Ssy*3uW1e8Gex7(UGN4!AnCpEJAk_3tWOzLB6?*OBE@|!lFD6{qh99S zwTk=eSJQ>OSo$ni!}n#tVF=-lTKuD}V{pYkZjM5kksDSmZv4R3A!NMa`dY;cU($sG zXyl+0gDLTc)Q$D1wV!~jbx3>^HNM24G9&@uGmyqI)_R-Jd#8*?+o^S^6o4o`jfES7cjcuas3_G8kryKL%uN)JhMQN+w%(^WM&JX+Ca` zmj&0*LNCWlNDVjJNOi|(FfT9~H@yLzyz~Nm$Ut$Y&r34}*#1{PY(Vh!L-{t#=wKVS z85=6&?m$p>K9ckt82Pw;T zL+TA67H5ElAE#JZrACevS^Yg7bRXS_I&BEQqjxpeC#nPMO^s{5j8N_@Q}CVh{>DlF zlC&@bXJ`9zclUgITTr9BZ(D&zXHKT4X#r&kjGsvZA?=t5Kk-k-?Wx?_`n~gq)H)(N z)h5lH4(FA-3)#<@ht$ufoyp9`g(O@J>g7D6fiW-avFxmejQ7*whA@Y+ZFBQC#!Lf@ zug}GDzz>-}uS63pihOan<1?*D{0c~7IJ(*T>w;OTyhGXPvudwo=g--E{x5yP=J|VS zi%5m7I|&g@Yx!8*Y^n}(@1Xb<7CWx)#rLDfzN)A%^V*G(Qst><5P|0I;EO_l5 zDxWks)>-~=lDfdk!8i36he*(3Vv^`^?_F;cssJ3~7f0C$l#CN$J% z2w-*OMhy=y1`WI-sQ-M$S_l$(COqTrG^B8#8omyQ2yqBYnP9As1>j6g^_@?%iJ*f% z@sl*|8QLzhoaqg2L#vuKggyGpZl0B=kF^e$G|hvM zYQP!n?O9)l7@3uCguj0=d^;Vl50*+lF#WZv!M_s&0JgsgF9 zWk!|GQOfagxyGOe8(YQqKEX`UZO!63Tg5Q|YI}LZcnmSeLuQ9{mNN%dHh7eArSeLS zh4ib->~`C(ig4+%=5%jQWk>+fYAJg4o3%he;O~rn?IFrSZ1p&gZ$bG9=Mxj&dX35a zEBG%AfBr?tQ#Pwb;P$hDn}PI8`A1cHFkDW=r_aj8I(S`7u}1acy2`w^hjpcZxmKOs zQ3!R8C6SG}NP1ZgKUfs$1)k=XoXWHA{`S1bb+I)89qI9J`6(W%l%9S_iu|^P`R0xR z13qg51zPN%7pE}-*XsYa{DK6>?Lwc{= zEgzAo;G!*G!X}rm^r{U65I5faatszd<~%TP8e1ha2c0aAF+!<4bsZWgJ5sq$$(%@_ zz6ldL1T($^1GTzvDDC6oA4(9{bM8p!L$|0`Not_jR8ULNnU^_ z^IxEFTDg6)O$om_(1phGy9?ElSKO@>jV&foVEaA>WTT#AW#gO_)IyG0h!xb`_XV)v zKEmsvdlQ`i*4Z1JF(&+c!iERTG(>%7`c3P_y-K{-6+!P(2@(@LO4<)p>vI-TbPh~0 z9#3)6d+Rj$nN7f?`t1O+x@TtMF1CXoGxlM`7klev^u+&Yx*r;mWTBSHy!r_)qF$*{t7Qh3*w%U@!s2)cJ zL#SbsDeUAe6=g`BA8qd;7w%%{yk#3-<)RUk5;EdR24Kp$5?fKd-b$UcY=$Ho+)#IDA6}0MY3o;zazVG${BO?~K z@`O`>!4j*`FD;pJTFpvBE`P(-O!1BL4+H|KD70m13fjOP;|jF&n=}PNpwd>`&H*>L zs@n<0lGFHbJ@00oN?`wR$lZfWqX9P^!g;Lde01*EXMMP%orGiMztsl>Hm_oVff3cy zN;^@Vytx%5jP^^igg7y5ig6*e%-S*98+fMX_aw6jQ#K+kN-5FnPnC(HVhV{f&n1~ZI|rC4`|tqe8ql1 z5Mxp&Tezi46eB)F?e*?8LQzu0fwGJW7OW62(uCc36mkDG5!Y~Um@nr1S}_|7`YMAD z1r9W3qoGG#S2S@}8hy;Zod?x%&`+VF_z1q>=|P^s$-Qd|g6d~eH9Tia?pZdli5{-0 zl165wuSF{R;Ix>aw3$R}EgyFj6-Ec9Y}6L2c~U_Oo$$Cz=<;{=7x9+B(DnXjX zFU7y26KZmWWzUh9nY`HsLFy{V#e{~RZQZf`<`lb5620TtuHSoJXZ><2KQ8ExS(8_P zyrT1G8pvGBioS2cr9{vzTK4ZVQQ5gVfAjs+M5aO@HodU31vyFzTW4tLL6cL+nac^& z{2ondo$*VdiQ~O7L0BVJbo}qK6r1jgxlzq86B__$2|T%_wf=bNgc1*gjEKM52{qCl%hIXGs zkdWN!J;{J5Kv_t9nnn6INh*|r+!WdpJQzoi*u-DH`84P>K6ydeMqIO-_6XH`WB#C3 zY+A4B84vk~J)|?stmNMj6JtQGV!OPY5!wzmwGiMY8uUj|4@>~a z94^@thFllnMQCXrn(?wW5LJb>X|lu3I=siV`5(O%(XMy8j8If|7!>G;4^psI&Hg{! z&$;-JYbMr+3~9i$=M2DPb;(4je$CorIT2xuPr$4rwaaQ*Gqa-XjcC7{?{bl|Fsp5~ zujCgK3IP16se?I8Qb=9u{K12989b*4FG1HpAUOVecEKk@G4TvCLDb&}f=W-Jp0QuM zzNX%pXz9aQQXK}LQf!xEGu5~T_hpKtl2Ll`lb^i*YHh9w-cA; z&q{Xo?9DuH+@ACmy;6286J*B56V}^z4Fd2F`3@}x;Z%V_=4zFdv}urk3P4b6o>7d? zdmZ$%s6f1riNL5ynN;U3mNTK2dma~!8!2@F5-_wQ{_)BzmI7qp@2xe(6_?SPI%00J z%)VCoM}*_J6-am=l2;_0^d_DRB>C!j5f=dcECdYFE$T_I8+{6^WMV~7xj8rw0T#Pf z^A?iC4ti1|UUZU1FK(+|xH+*N>}rg%+QLMi0fBIT@f z4``(vaC^*l+X94qU%O6-pu!EF61{O}qpRN}2x^9CVZ97nz2`ES5nakimA#+B;KrO~ zzenY1Kw9zjoD>(gn(u;%-k|dw9qbOIrtr!Mu=PzHeXS|%5m|}%T7TGt_pup}pdvxz z$CMFHQ#60Ed?g7tn2^UIQ}%1g#y^I3_4q4Vk_s|D+*$Y`UX0UAh*J!#DW&0!&k_P5 zF^A-szRuF%m@OC9Of(Q_s;`WpmB3Z0)b zB1WhTctcpK7N!&*7#_$Z)3U*GFX-JGJ~$1~{36oPvZjJ#AAK#O3R(mLLE?CQ^kk=6 zHewGkvW1sXRiQ(e_G66LzNGyWf5vFCmlgu{$EQ6OC+I*vWVkX}~c;%+h&jZG`4b3baUO-=cD6A2;T2aYfh%XME&6K`iTEW(v_U#UMlKtjX-6QM%_U zvtmvG!Jdl+%NjliMN#*TGAairg#kd<(5^K$_bwG?pCtm+5hkr^Glv)Qik?amy(s)c zMMw_Ahg@N~=f>0YbLtgMZ2`dbn4?MghMOdeB#q4HAVNtE>IhZhb0fekE1{%?69ozV zHT`HON8?h(+~7fA=CL7+Lf`iS09mG-`UZyp<%E4?XlZ;u*hyTIKTi7djf{3_I4;g% zoC_IK5UFAVW;dY@9n$^<_vSUbX$_&=84Dl;g+Pz4hc214TqXST^D#Ge&j!@t$j(nm z%4yu#G|*&UvAwsOTiEI>UD!aX)E}_m%AO+?4319h_^+IaL^Up!xNX15-^b~u;n(>h zfZt%?!gci0I8vAZWT!-WC70K3TcXmIMLSLV;4#O04&Kh+DFw{T1=8+lq_pFJksklh zDVd@%DJb~2$ONtjJ zpx7$%aH^ZPXXX4XGsvb8n+AtjE#~eNfOa}qHq1_k(YBmxTqu(_v8uDoePhs#p|lZ3 zNkO4wXjpv!mdhgxC0|+hr{oyw6Y^%OQsBYDaV3q&X#D9d40>0O?Eu3zx@2 zcFP{??ONx%rNR0zVbItP1)Orx$kO=JuRy_HBRN|}DCK^T>ZS+|{f`}Icvjy86v6xF zu+b`OFF(9Mb+xt$JxdPmN=72AhEgHrrbdnA`8O}SwjmfGxN{a_=Q2&K zk@)8Rz*1Mzuf2Lv<+MOcBtw3sOD;tteflVEPIDMovWG9Qs3ckLj?ZpWpbDz9zp$2~ z#N3ew=H#>Bck4o}id%5osEv>`)?lyxhALk;4e|TxF({umHEW?(6m-pD;REm1aLS8= zl!JTgZIail*F^q%c#gZlY2s{Hkx^BTj6*km4%j zbZO!(Bd>9f=M77NVcf~tMw2gWKmXAUDCHGX;09mI*C?Icph_{9H&!S&yP6d4dI=e40@nPO5M7?SyvTQ+6y%%XFeY2*q&W)$q^oz!(r^N+1>bK#;rNd2E$YhhJ zI3u6@;hE8Ff|)95Ep`sdfe2AePwDN5!4%TnqBHKe*)FwaX=J%bMr)N-%YxkR*VyP^ z-g(KMYC$ZGM5@1jc7j-=aA_ zu6j*;%dGqA6+greNkz(gdl=PHPtgx%6mS2Dj1=*2@nG|rD4xB#zFRF-;%n9n_2TPH zeU*H{mp&}yC^u#>iTdbehW<%P81Z}8Bs3<#dil7@<2QUdZmk~Tlk-dWv=u8v6`Xjf2ZiU5Yxike@jdBX@7@RMlV7%1=`s2^ z{mI7ufH~1Nut4qr^1tqtTtN`I#>P@yT`ixklJ0c9%5mtpO?PcIgyO$ld>%rgv+@WD zqRe)M)4jM{UAL!;bR%B7H7oy6Grc^Xclo{IkvbtufSSH9^Y3P7;}4H8{?QhN0|QM|&=-;_Kbl;;MNvZSb7W z>vHV_7Y2uuFOLr5kMxH&bdEB~W+acd(^fVE*v`~P3FD@;H0QO8SCY1F@sSq0RVeO$ ze>AGZtr3fZO+uS^MTMfKL^XJ~n!wL6thz{JzWupMW>S=<-i0ii0axoKHjq-UpHtP8 zg`6d&%^2s3RmpFkYfK{)+hGS}b&Zrtx@Bw>1cI_5wG-9~n&#fniu~tZ(Qt%Q`5La_ z4BS#kBfsh&i} z0wT&DlWsnTrpw}Lsc(}_f>RgmGapT`MI-6hFwJiQBJ6+IkE-v!`k#~f_%+Ea93^HB z)kO-&<$KaS_YTUAwXun`iEGQi3eI!IqLZlQ@T|6`$)QQeg33z+uv9oO%A(dzzfB77 zT*)g39DN?G$xwx5?0xSgf4)Yb%K8XBtOz2A3AO5zZ8-5y#QWUvBNC*8vX@0GchcGVGs-o7b7}Fdbqalo+Ppl3$A;7yo;6XJ!=73m+jB|0WwkTc~0KQ<^LtBfM%5aWCDW0Bp} zPtj+^y+=XYC1Zn{eq`j6nY5plmx6FzJnp z^-jVHMYM?N4>@m57Sv%unth5!tAA)QI!B4>62vOCSBeN)oYd0^*vo^14r@e5z2ZaC z-U!VY8J*wm*hHL2Dfyp4eDs!6*@`>OAqV`O5_C9X<4qsvGJ}}{&w3TOCE{kn8~Xm43c zMn|DR(emGkq26h72h|a63?oUwh zYeQTahdG1h3|p*iAn8}(ev|0=QDTmi&rvn3nax%xOt9j4Y%xxuG!zqud|9a<9oO`% z47~o_$^o)}{^GdVNS3gX7#q_<9@mu}boKonOR*x+F zrB`DPJ)diUX?crEtuDxwG`coh#LXJpTe%7|{1n3I!n*HDEATAKKLFNa12B{rX#PhP zL>Z0mO;L#^KP2rPtAs^IMtlFWKX>H$LQv;-9-Q@b>*RKNifYgsV^ZA8yQW|2cMJDchmG;sjK7>SRy6NjOsH|!(A%4`+|#SeppF!GiMf+zJ&y>z@!5+0GF3wli-OjOtJ@3+0+>)Oo`xVT4ln}&d z1r`_`Lt{(w7E_oO6g=)?esaTSL9;-A%+n>9e|1b2HlxvLGhnnG?w(L{NVr*gzmeMH`Q1I^hX4Her^t z!Xsmkz`|N7YJmea4l?dgYVHZ_TL+=55mxL_r{%{X{!o{*R@*o27+fk*IvZx!b47M>#+Jx!h0_ir=FO#tb?2gxtlX5f@s)In@m*Xo z+C?0bB`R34dJ#Kd>541d51-AS7_6$o-;w@kimR2|2#kIP8re`!v2T5{bwG*TZRuqe zu$$L*P^??gJvRK^Tuzkxb1E%y&`#JtxU)?V<1sAC*%_|kHkT-?+Ggt3Lp|6)zSCIH zs4XrDl8P8V_20XN-7(e3#&I7%Wc*B~j>rMHmmIA%Fx4N`N2uz>OiW`V8|}skZXtUN z50Y$;x-B=>S8t?)=2&*6zu&JGSio3zN4b1VR<<+kN20Q_`!(P{_oufnsgq>sqVID& zVphniE?@9BV6mXPz+Hn)svUpWx?vR~XvKZa+BN;z1;Wr}Jw$(Q>s+vy`T8yJ+mO|78v0~2=@G*U%f zQCfkeYJ;Y-nbnmll9w=evB2qhb#S(#I46wv_hNIty`n=d?5IO?wyW^KsYd3EATV}3VXNLIM!}Z{$j&1E5SKLs=)X?|-^htFqETu8#p z#r!|$JHEkK)cwTXj_gx~B$;RwuL@EeItSDnWyBONu)k*t}t2AjBN?Ps9)Sj ze_F_lIt%DC)U}Lty^SiMMYW_-1C(g{l&N-aConAG`N2wx7;(#MtYYYQO#pQ)8~9O&@ml>S!|d@*6;rDj1P28|L6( zbT4P&nL@{MkYKQoFS$M|s<2{8O?p1+{9wHyH1ZkfFsLGnb|=ffL#8{NOX`eW{e}z$ z(?#)q%bm8>`L_#ov@Sv2!#53GTIud`@J>JCS=ku*@rA~4m+$9|I!1R`m!GQ&wm{8D zHz3>t&4YLpn+W{ZQ*q|pId`mw;$40s0_Is_TAFD@667?mR(HLYzwayl+r8-S-(U7v|Ya-7m6DeM-zDObENC{c*ULVmNsS zK;jrnEvJ>KvEMBzld739ypb$ajIK;Lxo9s;V-_vuY}qq_{-TG5&$bZ*@Y@Hknk)@# zG>P`&Qqd(Y-J*ZO_ct{Z);5*LjA2;P~(Ha zWqfZ}VD8Vj9-=zENVV-!U8Mdx>8GVZ5!-LalQ;j&ch5#f*V3QeKL3)I44t>6u-q)R zW_RHPV)jFOWaV@-7py}q!)L)r;|sJb_lla=LNKoK)lPdEhMj}`#KiQAOZjUxME3(C zGXsC{0c(@bur)d&;_xuI1R6lgk1)+o_rzY zKajS=G1>Fv0W;s>4*8Q1=w~=hUFWg7*>NUUJI+Qo1+~X&dTTj3vu^L2PFt(m)91dk z&ymFPs%O+y#Ml@%wg;ukywxqU08(&Ul2~tsU}S}6lZ#|Kq3_u>SoS1F0}Yo9rz8`j z|A(=2>=gy*lJ)l4wr$(CZQHhO+qP}{Y}>YNbI$#8Gs(P}%s=Q4oldV>^;8wL_Lm~E zAvEmvmfN|@%OBy=Fa5~P3{903g-OTq(q{aS1#K`LVUYhG4kPic_KrQL0 zlbRiPrsxxrqx$8YnFdFg$ib$k$8emMR`s)-8n{WPz>Ur5J7ZIr5w>dAgF<&oWWv;d zU#HzXjfMr`(^KONWUKq}=WC&AX1Gh@rU6P-8h-Mh4)eSgt(}UkFp}CTLtt>HD(Uu$K$rfiIFbUrZlF>x*-C~Mi`PSh zz!ee&;8B_ps)xz~7jbk@bu8NjZ})!pyDA0ThIc_A`DcDLGu}sEY4#5d=OCl$0d1*l zorKlT9{uniyHRGhC$ixCHUOt1=xO*j$G_GxlI99C4^SIY;&lfK(!lrGBhZbTE79u*|SyF33~?B>W8&3IS{4q->(lIHcfei7!f)O z{;Wu*BH5T(uQk~{3hwc>sm%&!Aqx^iw?}*QVrH1%`vV}P#Uq}7GyKlTY>0h{ z{PL#5_V-S^AR!_FD)CXQF4#1yG^BEq_%Rea82@^&3(4yf=F1iu!lMBS<$#Gs04e>{ zNxs_l$Thr;09CpJTUJo=X9+kMZA)X5vHTUVm;(@KHTq2>JyOAFCN}-et70=$i(*qS zAXGmt{sl;8Mf;o)lJZGE1Jk^9PUU{$o7gl=6W;i@+N8p(Cb^jsT2BTT7oNMj!&OUgq<%?%3L~UJ3epn+&c*qYg{dT^ zlg;yYRJ*m;V3>xu6>y;v*sJ7Bq`V=eyGxD9v{G!RwU)2vnNvn!iT%z$1YRl)d_ni* z>9(bj4Xhdje?t@1ygG(%QNlp=b*C)sVI0j!S)`TMH~dbm*V5fJ-UENlb8?yB+!w3`qS4$ z*pTi|RD;aKe-^Q&&eK`pKRv)-=-ew6UKXu8s?dTeTj2k`YMhZHaad{$(u0$ritE~JE?fYaZ_QWfk72FRm>z*I+zA)SbV)3K`^oV+FO4Ouz8-3eV0ilnNFQ*;rj3oLVNCGO}Z zq=9V|ZK=vB8Oz8TMxX(WY3#$ISV#kfTw(P|&?8x5$cWzlt3Tr^lK({a+I7u4DK`~T zAU|g~1})&IKgY*Ly9`NZefjdK^nloDaVW=_N`HsI_e_+ea!ZGVxtCl;RYf*)g|9HP z?zmb&55Ik;npp-yS9aBz+kot=l^RCvf+hy--Oc?e|Lv^Y3{j+;y-1;o$&biHw%5kE z-$z=(NC|Q7V(OR#^eeIa?I3yR=vJ*@@m09siFN}z-t_yJ1XP3OX9U@hK5fAh5Ql$T zoLy5xk6#QwK~)B<-{BV(_3k(yQ$W1_x44tV7rO}~6W{i~DdLxRKD>tOY|TMEl95V9{r1wq#qkmq)?J*>aI`8zc; z3XrD7uCB>BVP=+{E5fw_{}mg#_YpE*llcXitcPA16G3>6NKD4+`JNXiUIXE;JN!Fi zxoJz%Tel^;?_*|tfq=T) z_te*TG>O3lAB%E(1J8r_OWOD@)#s{0oqs*{L76dthW^ zv8(`$bnlM)K|)GN-F#iF6Q_kaAzVz-q3R4Z2%0Tk!}NezzNzgK`zP2fzDKQ6ddMw0 zQYnvHf+m?k0aclTwDlW3s&af~bx3&VJW_I|m6<@$WA~jKecdu4uOd#CbVZpK9a_;y za17M$Hi*CJjQl;zGCjPRNVRx)!S*w87T+VOkuG@y2_>+(;pRv$m;T@7+kjL;Qz0vM z4}2YasURE&YZzoZ=p*Ly$gGWsP}xu^&kULcuV z=FmzUlXrQnVZe5z20YYVgf1Z9-n~P_LWu_fMC2w;TXoDRLb2Yb4c?`qwanY~Onp$5 zu%vX8m|*+LuKe=(GE@tOKc-C~_G1a~%M-><|1EvNo7<+j(&(6fQ0sOv+57eFl>#hJ zm2znE7kn2me*_6?T#n#Gsg5kBTd!0iM|{4SI>mY*Ml#rqljJv&`36Gq@6f=5O%JgK z=P30;*ZZ7sDoU!PIHR2aG-vM0pzx(oo85LKS@j0nh?Fl_QTd|9INx?Ei|uo|57H~z zj*gyMUbCTwJ=9mw+wjfE5cB6ST*EmroiFFW=dJU^GVW7nqEksf;F zcRP-Eb`0RaYfcW?XfGhHr0PYAj#4oO%YYWHNx^0cZrQkQJ=l+PX%)AAjE?ByJnL;n zTK}c$!^03<fqu%vV`HI=stRH#>jpMQ-SJD0{1VOkVQ|nAd;^!mr)syMq;>N<;7y{RyR)T@S@capIv^av=MZOfcCFbHUCG&^WA;$9!&-&iWio?5 z(qAX0Cs?Q_RoEo=wi`5*g$ZR40$%Nr!lcE25@;HLHC=DFTQp!wCf8Ojk(X!G&No$m zrinH}KsmGEoeQG3w(4AFb!~vH#rw|IOKUr8phi1wJVjk#Ullrojl|P*YrNqTCsJ&U z6niv;FFiqW(lgU3-vl`~jcyk6C6Yn|ZcZ+)DW-`m7i!#$!_nllRPNNn6Kwvm6=T9h z=o#k5g$mKq%#jMlK(Y#`9#|;#hkbCRJKz4RMIz4H0iG!1%eN$~ zu$1u+CmuX|xJM9C$d)*t$O``b`P`l4dw7xiy%VC9Q+^lPRz_a<&;nO9_xViY^ZQzb zOHgcV{gVBm=A$^BL`xIC`@YBfeJkta`F$MK+wc31@NLcTjjiDI{e3&kIiQI+YH4fR z{bikd&=qz^jz$&e*u3Sl^Xrm2r}pOdR{r_=s4(&+_gnUZ@!qP-8%cjqmi!EzMf&mG zQv%R`6kFA+#x**2ioTZHMEa%JJc2`iw9JbRuQIwW>VM9&3@ieB`WgwYxVBrbXD|w( zzEs3=W-R?e#DrxZNo9zkZk?|z%8XF(A9Q;EdH&aN^j;7QvH=^(1(Tg$4X)r8iG^;U z6e=(Jb+78VLk~&lX@CaqF%xKN>DRXrxbxh>0OPm;S{;MH+YZ`jiIu_j)bx!5Rm&G6 zdlxDV>Kd}pu82}wJQsxG5K_wrj`S|tW)@bh4}~&Sr!RZ#fI9MNj9OH4w{xd)R3tJ&1xp24j>+36Jfbxz~Ii*=}l^Pe`Tbk_G}FNP$ryvQ(h-pxk2Qk#!XgqiMd!-%7NrOaM}^Bp{5HTH~4w z){C?=b4gp7cpoi?m>l{MYv5>{w_^jRrt)KrB?zsoL3q9`aR$&=f06u7X&R$1Gc)r^=1rHac>|3JT(AtwL$Tj z2-ugXf9`j|!qm-pdA3r@S$@m>0;fnKo&mRY-6B@HHN$0NazdHQD_^?haTKy)c2uXO z^{w1LhVRy%dLdjQ*p1>KS5tyLfCj- zJ%t!-nen>hlO{%wcNn`(X^GNRie5gPjc<%GI`pMp~lD_br2KgSYE{^e?tmR zRz$2B^Yy0NYX*-MFo!U+&6cT4q_B4h5?AJ@>N^vYaC)mVu1BHa4(Uu%Jv5ZV`K1ka z8)A%J=1Ma;_S|;pYCZXtqS#C+f_DoUByOjieLdYc1o)Z0?kD4`_H^^yv;+k;P(ij0 zjiDQkI7)!B5a}!&c@}X?RlP?Zq~P8IpXd*_3fYU>0TH}gbAtkt_W0d3o4}a9Jx20$ zbQhA?c0$gvJJv1_(X6zEb>9v7!p)QD#Z#)ss{Yol1pE)NCxdI>u)@zBv-wN;$6e14 z?13L{^9DCCSwH5ypmer(cc~vY5G&e4Me@;&f_or z-)6c%DG@xUN_fcUv-DS|@CFLLv^>WAD3Oon5^d}Z_3@ae1XWn7{7d}}xwUo>k@?-zj)4O1a}W%PznzW zG~X?%b^%QOX~Z>>7+ZbB%{0y$Y%ACP>ESmq1Agl|@t@Ex$1X>`cGZ?-BAg~*_NAl) zN!4}`fOssq5X@f&1%EXKM_bs!@lVxUgU9ecBplSp=l0hk3S@z9Z?*Bsd>c#G?9mqL zmq2`bC9Rh@3OXtNo1t_iK3C`Q77xLQx6(~Ak!9WjcmHAp3ys7hhGlE^e0AeaF0jh|6g?rL6E#9N?) zvk4sYVUt{3N(Q(u16yL*JZc!86~rIw6gDW-BrMp(dMRqY;yXZDY*>JyB>)BX2S*mD z75C+#T7BM<@!BL{7N~Qa>r%a2B9XX;Ag^qoIh!X7LAO)H=z{{|Hhe~yZciXrW}nt& zRU$qXV{+S*P9!9MH?6|cqcp8{va86viDNx@TbbwrkZ=4)!7i;`&P#*ZEW5sz>}BDS zWhIvJ37>UoURtIYP<-2s5aC(^D*Xgoj<~T|=P{WMm*Z&a#fK)amIHwU1qjKcG*S|~ zi&gDGe5E)x3)1m?ss~o==2_l>S!bj1%;wO|EaRL;U&Bl&wEAlKF6uKIpf+pO&zONI}g7wTLQe=khu(In*7p zt>fTzORm`Xag?&sXgBZg>_i}WgMmqtreC_$Z26w{zgL~HqZb}FSn?fjRpk_Ik?5i{ zoFb`=V|6!vaW)FwUV&mhB6;H-oWb>aI4=s>fzI^<5Wtz~^MJr9y15lzk%6VGpfbJ$ z;R4W+Z71BL{zLieqlZ^$PKm%JjxVx}7v(9DUnJjOE zRQMMHvNas!E6l^8GAUNumPur_!5~@2yl}{0wU`zdPdm|Vm+-_3jQh?9!ebKdD6TMk zu`}Cv`k5RMCXZNr>Rdb6dBwfk+^qs-2JzGKYKCRpr5dz6@TPwW3z>)?e|8#8xV5J$ zI`nx|d>GB%p)ft4Eaa6!`R=(zmmj6xY3M^_-0LuRVeKn%n|iAUQ)v54#OL@r^1W7& zy-2dr;4dFo{ASZF71tayfpNYIQxtDIq&k|331KV-wmfj}FG>Pzj_G(Pe0;W3?Mygo zTnLLhzIMTQ%$-~ygm_O053nQkIcaL_VsdWn3Pmm&KApO*iJXEyvXyF=$e2$JFd$T8 zBb*ob`vxMUZuh-zvUluSnmEJH4&1b^yLIu`AVu=hicG4t_<-4O3Ln+F&iY3sOb2B9 zOlRu=R+<)dAB;^1btG1MGjKOCRhh78Y?)atcijoN&~F-fXptL*;5Y7vmuR_vLCHD~ zm^r=dxt*L2OS3i&-nMzUFZkFkOHXFbZVWkVL6C?Lw4oFu+oCrFCn#vJNQ*k59uBDPNvwPWwskC(hTSOQ%)zr|B?fY_g~-9Fc2 z_-s6we=ceP+9LE18mYQZ=bvELTH(le;(mB7t+99`miX#Qe(K*sr0^LrC z0SZFyz3(C@b2^0w#=%2@`Jr-`e2~{X223pWVYJAE>Yo*DU)(BlsLf|{qk~7kUOIk} z_d0Y^Ut&s;ftD!m@{)C3p^Dd5Ne^yTiCfT0N_2zHdFfW*xM}BOEpbhK%epzvO)-Kq zc(!nSL)@eYLfxgY8voGekZLhaS3;0_#gx>Z22LVL*D~nUcegatK6Bg8(r5**7D2n6 zvxgpzG7O$LM0fhhW|R)Rsw6NK4>LbK2$3u;8D31OY`EO>OEQygoslyuq+&Xr8Vfx; zk~z!WNcZZrkOdU4-}gWUl#Q!1T6MWbD$(HjdeF@`req)ROi49>wZ$U-pwLrn=5eQI zt~qqXZLHi8N1}ik;)||a`j)$_!^L3t%eKhSF0*!M*kqAMCM0({S+=%D{7VnJR~U2X zh3DGJEnX)R_cT9>?i)*_3f=PT?4Wk^kA$+`DAglb99Zg!*W-%$uFx5q(=5|8v zo{idJ!~|m!jjH*6E`NR>0xV1-?ho=)44r|rl7;LnIarJ^)9?OR3vK9CXO+;m6RpCL zUtuYdc?RR7OHP|%|D>y~#&_O??d$9Pb>;pN)&hx^V<;Do{8DiL`@x?>c6Zh1MI-ee*C}n<0 zcLdHIrxfQ1az-P9P<#shRAl&d7T-7f3jIXxkNr%{XU_l>pBt6*MV#^? z3Sv?UB;KFRQ*m>M8^>6IBQWZGIx2v7B0t&}07fK&4l0 zw2Om*z@1Fhrq!?9dr#f2GzxCEp(V({%?7#YmHiY!1NK;CtG8O6{D=l!|L$J0L6|!# z@V+vKs_eJV;7G~<(sgaqgC^Vo#O|hiL(a*pbORd4zIfT>HW2jV1YkEqt-D_<=9TWp z?{d)A4=)F-M2z(*=Ci}#E-5$(hajbQHtp~ldG*31DRkS5aJ~L0fqQlspYFN$0l<9~ zEEJ5`dBQ|UN|XxWm2JHR#SF^kg`0tLthZCo*{&Nn=*)!ck^3fcTC-D}HJU7&gs_LZ zbfhx~9UF~L!{dsbX|I{fVTPQ*%*Tsfo490k&L^tGck$mZpE9TE93ru2IB5MmK5c|QAIk6HZt&GjRLKAYy*W_6SXDk_d?1^im4yHU8LeAk6 zCa;@6=X7J&qR>({8S=KuFQVU{=nPqPR}q`RVTAy0d^ibm@n%bi=79N?*~BUL4AY608@F1 z(%Y|m97N)!>753@)px)O(`%(@ z_trv81s@vcrldao5HLl1oF&_|vmfTQi?MpYSvoapgf-7xHHK0}Quv>whaPaVs8?yD zGDoZgYb})S;*ufsR!SGO(=d!ML0{sqp)RE3#}pcvZt2l30kDC!(g*a)J{U0tf1s5A zTxRjDF#o+;~tQ?%>!JN z2M38sYVKbf0={D5BqGDYXGFMih$sCkOsogZ#gL}N=VitgtK183nw{$33swvh?1hA-@vN%-DSS(pRsBf&8iY}{s|`#T_`pUK<{oS$Kx2Fj(Ok338E&22(&zu-7ylG9SlW7{g@k{R== zSch_NwG;UitSVes(h2FgzH}H}7UQ(bak{*f;N^XOoPymT2^g3Jv2s`g7n29Joo)yF zuccXMREp=|nQPZL){6`uyHmitFlHhx@%Q@n?n`g~F%3)KZ1LJ}BFk?ln{lv{`-ac< z_v^6k`Na`*1M>^3ENi7y=0OmUh*ParmA6x=(^wqZ!T5fwu&4yV%YEEQLiWXJM2RhS zU|+d+k^>ngPuz_Z;Gn~CiUjIGgil3&BqvFlf}b*jY*_3Q+Cp=vU0o*!bGDx-F1oirdwe&$H%bCLha64rF7)|synqY0Y(!t78pleBiP{gb`Z zM5x!;T$%8`8!#F{|5YT#?;+*O52Bk^jdTXy2Ge8B7bEhc{J24p(CN^Sczv@$v&z*& z%uPCz`0`%*9qceD`=I_>XIQOi^)qUtQ51&h---HKf4oI;M^lVlfNe?ftySqQ9SdTlv zL#Ibp-o(ujzw@~oO1?jfeLtver+$8)P(Pb=Pds%`Jv7g6&)0H!JKNlkqL}U9A8~fs z`@c-aBlKZ?nj{%0A1{}$*L8T=RQE!jUsW8w0DNzt&_60~ueiRmv&(U}lIw9_&D{}p z{ZM>~(ZP46lTLx(_y7E3qW%9eW`dW<_koN}@D#aBn{oRQUlPJ>UWs6Scx}i4fb!nv z$tF34^AP{ueNN`lUh*J0c3d&tvQytewl+_?L$BSVFx~qB>K&uafkeHf@x`&_XPZjK z`fu^^&9dfq8`^FF(5eB9Ye{Ur6A-n#aOsPsrne#O0y8S$+|oy(B6@7g zOg(UJHlyZJ(3I*NUgVp=1FN~lYwThRDV9h$nzqa$@%n570F4I&S9B_vx8|6)dVS`g=$EZy8<;L zv@0>t&fJdTW5q;CWa>;X5-q*M1hC3eG-}XW(r!MpONIPMOy!8%gSf}HdeCNk1IeE!sYZBFmp-Oo zyi4rMh)()z&o&T5-Dh)9QEuYU2KW;br%g{Dp(XDgQz7)DhJI_Lqw}@KhDvK{oRl6$ z6(whnG=>HnoE!xuW9Vg+hd{p(2b5k?t@AVt^CZ0B$ci5d0}UeMAJsd%A|P5qA9Dqk zhr`bobM`8kPWHM8bghJBLH%1TL72}2Kqw3@cjE~C^PMu>h z%e5YEJT1X?{wtunV3IQQ3w==3AR`_HpVO*QoS?S_7@JGts!<$~XvhLsqC_q*-k-z*`T&lZAlwdxz+NpF zpYZ|@0cfv38hP;tZ|t)ZDKN$spIo4)KiiQ=66o?%mP-!STX1&lqn8Oy2YRkFeJbP! z@-oPz{~HJ@%mU@efJQ+d88T>>ffrNTWn}$6W=Ev*5Ei%xN6BkR)D^(GYMV+77&sa( z?D{SdT{z!Pkp5bb*W6@zt{uG25`@gpJ;S1ux2X-kaX@*!8Z#>gFFLzWkC1n=j{A+? z(c2Sq56zreQ}WV^o8lTMrfxjKsj`$=<)jF4w*zsP#IUE6p0F{)kEg<}lD9P|3brb$ z8Qc6YScTOEoQo5-px`=#jIbxXRSsA`-ImsrphRpd5}y_~Mf4D!ZfS8fx&Mpx0$lsj zGLzUCdKn;Nqqs~oK{#AG9;Ip0w8ejf=M#>C9$H zOIWnQXbU=@D7|iRNKt*vp#dKPtu$cOj4?13mIS~*GotVWqp(71UIX%%k$+I!R5N zERZHLm8d9Uoo#}lUw;u3Na4w%9@#SviU3d?Z@VfP7KELYJ)3>`^PVFRCrF$xz*W_T zAQ(1e514xujUfwoh%3++Ca53;I7!E*fIMb<5IRQ0+jLHmmgP7%W`@-ntR2@cZEFx$ zi2&`LkG49*`wBhe{bi(~a(mvbrt`X|axQvpM7&nnvc*8LATCU=dRtwWU?n#QXUpTy z1HLmxM!CC+xR42G>{6MmfH>C+JYP4G+c9i_iuUN%gI52DfH_rMfX_Fi3?h>3{1joa z-|zQzo!?)w-~QP=J8T^jm(RYp8$0hmCfbLqzn$NoZGFWv;W#CV9{|{z25LAdWZCfH zf8a1z_ovj=`rYCJ2;XVS(y6{MSkc_M^N)iG%cZl=2qw9SXFbFTIH-lew_PfW8OjZ| z0RPBP1ZUQ&GPd(t#;0P-{#n(l#HK@OvXac~IC16T(6=>ui29!VueZyZr%M3ZeWA>meMNLSIy!U0+U{#Lq zDmD}Z?T&!NMsIgaw-1Aaj66ym_m9Fz&fe7qlerT(qmpnCcUkUfO|UhNIp!AN;=Vkj zJ0u8(1A1jWB*@TyhVBr>cp*BXuuW!>pm=KE|3`vIG;iG2-ytkrL02eY50%$f9D8U^ zN*#s@s*X1<&LfM|kR+&{SS&pa6@-@f!5?e=FrShwW_+ zAe|3H(mEt8_+;BYEM5_gDxfL4Am*S@jfltrD>SDurc)SYFxsO=9Bc}t6l9f}$(ijc z0=f=?N))E6!dD;9N|r~~rGCfj%tRyCE3NIgTa|xVPt=rA$lFWruYAC8zcE1ht2XEv zY`Ib$0PY(cC)oPieN^sR9Ij!cK{lV6lY~-WhG*puhPnTdfIDN1(CIwkXEsFU@z?RW z0!~qBqb(6Q&uqJ{eO zln0u{xaYUr>c)zn!=z<9M=wc_Ef=b(drEcpItoh|Tt|4vfFbLRHW8rc{loCU5nS#J zdXJ2VD~PM9+>^Oh%BnMAnO!-aK^=gXc-lK@quf$oE)j6h0I!-2C#1+!Be_-i*Z4xy ztCXceF)eaJ4nYjo{QDb{O5zaRP~ZP9ntmZuTqXpt!Ye4jlKuc=41#J-&GlnYY54CF zGXEw1(Q1uNF^@>a(ecV-09po@*97GswmWCk0IDn2$+Y%6~*CUBHA{GbNs zL-e0uD3=-aLMFtWWEst0u|ES*2v=(ws7@ib>MRiD2S@e)lDwrm;e6uFdB;Y9)^Qn`aQ~dWvJ9 z`i8~nX_d4_j8(l7ls{w?13;e$pS_BKurPJ^tBN7->tRsq$(B!D6hnmTpeicr5-pD> zL<){WB{XEVO1S^pqlP9b#_;&zNIaiSt-)vrj0%sJk1iE-DBfmOId2>WmMV%1#F7?? ztybU-aD2cC2y-xv_zgcIK!#|?7;~~{Ks3oMyh0%RX#tm9VY?(U$yr%aS5HtrsNj;+ zr8a1dzathbsq_KqDAR-u%WgwHk+E0Wp&Tx>*+9w+6RCgmvRU}Y0||8BM12Si7TrQh z%RLd!-d`0e@|yClNTh5WX`as1KtP;$zsSxtxe=(ruE>14$8+miZH+fU2J3}?p_9jZz;ZQH5)MshV)IZc`hkYO9&7lTbKzQ61kHET%X<6ZiAWX-eL- z=7M(!v@S&?c%RQaVp>it%H3@y-id+3x$ByFkGQiH-u9#Fe}46eYvzpYygn$nbN}8& z-QuE1(y9N}W4YvIkhk6)?>l3P86@0AIKLcB(oFryFXtHmSVY0Z|2zVCgHP_cvD}5T z!uUeCW|5g>v_`ADOb=a&x!}`qt``Dp#(Qw|Bwpnx9bvJw+{7k{Wm@vhNRT{05A_s0 zK=%|Dwn(WN!4^@_tv~T?APeBU+*5Byh!;F6?~BQz#o$tNoyHkvw?=o+|6(@Ey1s4y z>5nW^6Io#1%SYg;nArrKj9%*Z@p!0J5F|T>P&;`#+8;{AKVssSON$lg%`uq8=rG~^ zRO_{SCn&p{s$TGPF`4M`(ra}_@*d0JO-R;?e}rWU*@GdF08ta8<9rz0{IRWRxqHqV zTF~|SCTyR#XgLWQlkw>v!02q`t#j{ljb4--DDmA(3Iz&%xuN%!ix%Q54Z^_Kd3*P+# zDfE~5w(9P%;=04c9E+_|M32`2H4dZVk@a+?vxGdGt{coXCDMZI#p>mF%|w1*Jr~2? z-Pg90RnXm3D0(qzuW}yPx!eBC^*PDN1-`TDdI+GH?}DmT&W272LZJq{Hq&8IBh5?g z?2Wi!$_nRxllGuZFRo82!8kH;vWHs7DP1EsjY7QX*5r9>r}G5EK(d&8(sz*DL1p(2=c#&QkUfvaOkT09ajWtR?*lJ(LyUC(dYTba3>O8h@o*c=$wCz!OZLl=5ZmmUhGdj-w&&Hp=d3b;!^K``lZF{pBS}z z=z;r0C$`twCsZycJ8dt>&V`RGo%k-RR838{R$;kTExn4+@nMS}P$-eOWGGXPxuOPN};q_RGPW9HXZjpRw-qWT20W!->wxt+|Rq6 z{&8utHGm||O_Z0AkL7K)k{8MA0>3bX8_x*%2{drWF*{%PbH8M)%C$MzdBksI3WnSG zd9hrpV)W9>IXM(^PPv34T8Ay-PpFAJU6uyv&}qTWT<6-6ERfB}_x>h)@xfi2DDx(F z^pfJq0bU=%JAN;JSd!X-Jh5uQuz=d=yi>6RV2KXUOYPcCll>m_7C10x7!0=-XVquR zE?jXM+>52o4~CsJUWJlpqzO}qDSC;Zh&2*TK54X9kxt#?Q<=tYBOTbteCi0!9{1&? z|M32DcSwzmY~q3?4(RIr@TvZB+5ZocC=0{?RT5=pW&O{R=wz%B*FTG9mqDI?(=qI_dkNpKmyN5yQFL3&VGDwUnMU^3L+8-}@=w^5$Wm-xtj9 zwcL}gspqYd&(HlK-7NY}VK{8I$LArRFF8Sh;Yl|5+maQ$?s^;FkN4+iSn^4z-)!FP z2B2>fYTxkJ5~gS6Sq|M7uxH&D$Ct_~1DJ1MSwp6;h0z@kNGLqkm6k7EOzSfb)`!w# ze&0*f_?!C2Fsk&VSp>S4kbJ?xA(gH*3Q8%}+?^bvciqdX<%4DorPYebiI~S?>hcci z#n$@A)U4mvy_#`YAdhc4xZo%Kq0;e2jN=~g1y8R(n2Cd|6uSZjElwK7c~MM0xv?@0el*m4@9c1p;R-H^yGG4 zGvFG1Eq{`5fL=q0MtU7m)NZVl^u1HNR{Er!#o32#H0j%57oRNO5;Ac|Z$!i>zh0rQ zF}lSE_Il_evyW{_*kII=GHLH8PrF z>F;685u*{N&7DXSA$!>pnu;jwmiNVjgg^;mPD>npQ+HI1B^-$_kVF&1+9*Ykx=e6R zu=ABy%^+!W%Vz}+g|qXoEWw&H=EPWVO;W&QJECvqh=)8cYxA=J)xpD^%=s$G`CMu1 z5_wYTzjk`}-iBo$=zY>x8FPL)(zwh6x};*DCk~swl3tOZGsN1>yE?t92x)zB0gk8W z`HDdyE;o-1WBzpPJe8T7@$nxu>){W?zC06_`Tu?%x-0L}v1p*JgJC_>E>)4uYX#gv ze>-kPWEeH-P-$vNtso;{gLB-X;Rq>5mwhrnM^akHT|2!o{pzs%-du!e;-^_g5^S?* z%tHITrS8a{6Lv3{r$Ylo*NI5V>{5G?Hi%QNr+v}L+=_KbcROGE zjPIHsrqiYQq`MnKZd^f~L!x2}l1MSK!~v#Jl@@R&Y@@BY0Civ%XRT>!eqFV}()^=uiE%2@+Tgw7qNI@n7SMuXY2ukD!Xwd-^3s!?2LlbrNTDY%+qH&}bC(hJv%uqn3rckdLf#iwlFA#O<*%7;i`%=GrpK6aJKu~oC_g-I zh!1cbHtW11N}x*Q&qdO(*3JNqJWM&tm(`XfAo0iH88&WFKLB{PhF?-s0rB!0kG{EMX( zqr#c_#}7F=>9pLuf#jMm>V$v_3(IkKB*LcmZar-~Bf|ap>)Q;VXb^%!Isj|0&{A6B zU!&6M=!av8ZNtVPGlM?Ie=)xPm8u&a75xtPNvJv5SJ7fE)$ds=&q}g&Y9Csv;)Vx` zU?|TzMFHAu=z+0K<+F2XCM=9(5f5A?0Og9;32-cfe|q2#a$$sOzKW%jL2i--m6EMO z66D|+Y=zRSN3K=3zll58W;V6iF1xJ7qdIWcmfXE}uiMVZ_EXWlSCm1Sk{-Ovf&fCi|XWCxZ+D4k6v7?D5nkl~GX0jk*tG*x4|lo&zlI*fcTnNn?5OVU$>fqgO8(z)9e!Z}MEo)QMdq2Q! zXs}lNyL03MX2jP0YFj5*U~vxw%PGkHASd=zM1R%PiZFj2y*X=<&-kJ%<6mouYs;5{ z1Zm1{wh04Jrsk0G!!rGMzFrmNob8TZ=|OXlI6OR3ALuEN@qofOL~pBcs;3(mWDzp1 z=-)7%yJMMBlMw7{k!Q~3`({I z#;?KsG28H<@g1OXMnStKDfWu*RW!vqG(=%uOlT5>B=Q*WrIWh zu@h6}$s$};50oL$r)XY{fvgGB5xOAZqTp9R1MtZ8v)L@z3Ig8^xo6qj zFZAlId=%Mjq;WG#%gr>e=EZ61d?EM4_hNPXK^9!q6oijY zj;;wzmT%Xb($e~4w8_j54B)?1(DH#z!8NUXLRBW)WlL(U(Lo~5c+~%bM6I7GZn*ML zQ)&mwkXp=U%Te46BkkpYED|Ab_j4K_5aRT8q#~ce!bND>+^YUe81m&&pr2?d(J)Q+;i_; zKaj^DTz16SiHh$KlUiexIW=KUydHmdelbk`lZQgqV56L&PQF(;kaKqy`3U(DtnZ3^n>`l*xH*W0wlW3hFZBY@2~Gtzt#ewq^{iScy;@w zNAKQH?_)j}9;Y1JaDWgZD7nT~+?r!wesr$c4Z5N`AZw8~0qF-GAUe)f4yx@)2&wdx z*zv&$;vIWm_H1NxcUGu~$L`EqC)~BFx(-T<3BrWP$#R~K@8%^W=U20wIzl6_XY#6& zf6X&xBZg?;R)$l%9-i6Ul_O3tAN8AEyE} zrykSF;FZ4;z2U)b?O^oYHAOK2oKux|Ka+gw3C(K+k4QD2&3NnPF8u1ejuKIiM4k93 z%fYh=k2O@Ls1&Clg)=RqF7DY$^SHDc1 zRx@YYMxd!r_`tHP=u^!05SFLVb)iR5S9{}M2b}y&_-SNlV!V+%Jhc7u4g1gH6zwVgDVTq{FLyX()I-XB;em}o{2e;>5bGM=7q_qjNsY-NRWaA7^9Q#Cc2a5KT7UaLh%j&el%j?^^2GXzarFXgvFj!ue@hLD<5fFZjh!eY2$b@v1 zJm_+(E{2U$_KoGa7yNxYE)JY4t~I>$h@~6V(P8F|qNX_T`7T?7Zv73l8zgb|t(J){>KQ!HS0Ol z`rBo0-cj%JX1LCiD0`Bf44ZMke)|TS$G$gd`;=Q=xG(z zer@59bFC;-ql@#+l!xbcGMlC9QiX_IZEjPjkZw_)(v(hwbcK9SmkpjKeH$43==Rkv z>!#NZhcBNCi>J$Zl6KYRDZ7<&)4kGDh{z&~P0oYyIrl<>U1>~wyu8@kc$_;g(OZ;e z^oVgMn92q8t5eHgQsFS{vyQFfO?>8gr8P0$?(MrBa9w2fCFRy3j;4OugYW!whKBo- z`E@s3@DEc^Dr&nzToGeYyzXUhY7cjepLhKwsjSQTTvRtQUh?;zQ7uR2G)KB+MVg)M z<`Z=r%DTs&Qdm{}{DUROx*TZN)y9`;&gspSSAAVeFEM&ar0E%@D?9P;c_eG6T4x0p z2^oBt{o1cJlLRf^>mS=zebj%=1)VkM#H$fuB&sRyg0Y9<_8xz(VQYTC_){mRFps@E zDzD3SSJsD$Od(VLXZJGO6!aVS7>qpUL1w%GcixVw;6;(f=3WVoBfDXpdUHMe5&y{^ z7OK(v!M8yk=RWf}?S*@(_lbtqsPP+}tCQOnI3hzp(NW@M*R0l_IY9U9%1yG6_cFKSqAxp+_O=+*r@(paB%{wCX6zA&+i6?3L1QrYe#mDb z!%WA*I6tA>d)}2N-(8a2-ctxQkLIINs35J+y(+mSx|Q?ZgZqie3>$Z`WTcD5iRe%| zvr0d1RhAzK-kCI&^HEm2dh9KMK@AGUW6*y2rsw%qYUoaB*0zzo7?WqJ!+ix6bd{Q^ zZv1xE`}Wb>Y^O^djeuDaqp7v}ve2#e)X$%7)YGYymPRrQsO_nYwk)(?B&`duXQD#^(kE*Ug1h@Hyazwoaj^&y;#s)e{T4J%g&~#=qHI5 zBFE5(10&cZuL|ay zCmsj2$X=5{3~WB23EZY))0s{|b2^ra*Ll2lgJMQ!-xKTHLEjc(Ue3#pQnm{s2AqaS z_C_7K?es9G^<}s}iQ9P!>D2Q*FwU}8x zBa*%#032Bh4&8jBusZda<)q;TVZl&>*f4^+lyzeXg?z+9J{J>&Ro>n>W{`l&y9+6> zOzC}ct4YVglZw(bEYeld)@X7qN9(wrU_n~1gTa|sj~HB)wiudOj=_nnEf0CE3$X>$E9`C||{<+^@XS1bWff`vh`MAWz}FrvJwOpAMNN4@=@1*dt+GH4Hp()+ zFUY#U$>?OBz=;G&VsF}M<=T+f;W;9XSHhD_lTMce8X1(^SIH?;KJVY4Qyc<+A{^1| zbn2YKor{mjo^FVlHl9#o*-n4LM&gZS(Wx~|572_2PJk#{RB7z)5q?4pWu87hPy^_co}F(uFrMQ+aa#OaR1U_Aq>-r0EFQ6L&y z@Yp}tw#+}gn$0jPxvHmE&em}JX?h6Z9oLij2l5Sa_L{j}a~4&(`*KvR*JU%E=c&(6{Pm#iISm8tF6FWwIcve%v zEBgq`1B$v6FVD1|BbuqS2=B9U^@plB-nk%U_9)oF$xJGRiHXEXYmJ*?$~uQvq0zBc zS0>V=kE?SUBsuMM5~WfP?qo_Q=~Pk~L(66BKiD|Xl{d-P>@Om$Byc>szo8`eQtII= zJ+|c(Jt?)J(P%2pHfnB+a-7|s=`Mkd&yV-UUgwC*^4@m-BAdo}`Oqz+krXweGHJsW zT%N(ycS19Z`s`drI!KC%MZ;92_<6)W>)O@$LA+IbP$z43Gd6Ci%FoM6T`Sm9zug|y zhd@vY^ZSgMevBRY@Fwx}R{8B4sCI8n6=b>d;&@n1tKTz|tQ+sk6CB?wooZ&6Y(z;% zT;6Ds5%2kA?_~?}8%?j+h0nA&QAJ)*oaP2AJ@w|BZmL{gF??D6BUk#9PfrY-E*b{-DS@6z!h^U9tG_B;g3B3nf!5QW^ti1WPc(s#Bp>)IM5b=?~Ys2Ha zy}Wj()X>MC*DT$b>Ero;h{T4h%Vx)V7zwHSo9cYFj`Gv@T#sxj-$dvLiSa7DF3nSR zw0tY!?h0}DSV=lMJrm&CsHrp6ilxtEB%@Aj+nnaLx%#1)@A{908|uxy2oHJ)I};|X z>A!P}`u)V3G7%AFScpgI=D?ljt$jgc5nE}pcZ)qbxRz-Hu`e0(16RTx9bdBNCK@FM zPet84H?#2N%0CQXTc>e~nC<1=id&Z~?u&4w2{e;2NxHb7*Ha;p++}cgbaTG>lZ&TX zN}D$GDPw?}4V$=!hFR2WC?}Y^V8O^+xHgi z^xI~BJyt<>;M9Gg6dGr)bl&Ha&tL6$r#FDExa%MBob13mVak$fN#ns6L9g!im`{Wn zBAUc01zi|2wg(Ba9J@f{%Y zZ|MrSf&6qes3oC1ETE-Fa?Gj4>eHLltIo~6IX(BE@I$yQY+FB~D#A$h$Mv~w?rf0q*O9oxfZX~LSn_BP4mLaO|MBglu1uEbO}ZhZv`ZniTwF6m}HPiW6p zcW^teYE@AC8kuo3tw%dvxo9l@-rF3<_=Zej{hE)}szxtc!maX9j`9q8I#t_eUMA!Iok(GWa^kzQ|qSf|M|3r=MQ&+^b0M~$KBA!0v zv8JJ`L;7PRv=6Ovf#tc;%FHUh=3TC14?kX-aH1e|Z2AbV)pu&(?Tx?mzQ5yy_ek$X z(kasvC`VDxqlemU3I)t5&pud!`N?gCEt87w-dqdQyM6a#4Mp}o`haOw|7qSkMJ&{# zT)OQr;k#gdVxckB>g4Fjv}RDT^V`=7W!${4RE9^hdmJk<>ORIn`*t2aQ8D6pKMCBO zS7zYf_G&6YFLk8z=B@)-v;pt)3lriTD_`EqdruR+^L1NA6EoV4#`uHHqmP1%q1pG-z*v!5KlX@zONl$~xRX7#!$?n0;To+613UB=i8+jQ{% z_i?&+X9|@y&2&n#spD7#U1Hrp+Kbx*FNQ;^qIhYn=4563t7gMlSE2XDr6Mz7k*s@HcNWu__3S$a1sI%0v}_& zcP^2@Wz?OXf`o|o{hI8)w3<)mj57N#W$3<8QrLdOY&hcJ?cx2N{D*xvCTrB5iq9W# z)oxUYWm2_Y+waE-EH$&KKyoyLbKjinY1;2Km8x|`U+zt&o=K-;kqarkfq%EH$3#qp z@UF>tzQcV}G-jVfy-L*?ak~8nV>jL)yDo!V zlVJ8bpBn7@uCYU*zp8wrmpy1tt{-9Fsg7nz`a7Rrjk2YTyt_GZiJ<$cUc-6XC%%ZH zWO9=b@E(~9EoYqsqsC zZ)Ut)wcoguPx7GL{c*aoW)WAWxcyHbZoS3{DRQ=kDC+DEctGGxD^}|O3p`#npz~Np z{i1K|9p585T$Y{faKjTM%un6HR%_lG+?C*c+&$*XqtQ+aC!X5KNljF`*|>z^2(#Ta zoz7^@C)UXOSyH8Alp#*Zb5D6kpV4OBIC+<@ZcnNP zlDoOXRd6)QD7}#{?n;@>+A?Y0M6zLnEUEQ5v{T~`b{`Pn>AoKKl5-zJSLyxMYzl@C zjs$OoG8Nxl^cH;T7;4$DCFH7_xxO^}ef{f(PEdm)f|KZb9GKTZn@U{6Yu@>s-eB>r zOhe(CT>9H?E#E-UCdSaCx^C-QnPWNjmFYKBgjpslzV4f$CXzHb)K3*vPI^wno32># zNW)PJyF5*Gg^}Z4BO>um!|P!@dB*eytlHnr)JOZM_r<*3T1i5BUWw-vzisv2m&}F| z;~sV=d9z*{B$$+KaD#~Tl^v>=ubn{T2@R8znme(T5b(dKS2Eo$bDUpXe$;_Zh*YS+_ zY8miN#7fLab`tU#O$ncc^%oyLGkvdlw`q~DQZtv!c5auhJ#|H;DfD}4TeXrmu!!z% z(Nz1eE}g>pW5U1&nqoQ0zWm%zL-!NvbRn|6NJw9gtY2+@LY!?f?*H%P`maVbNN_!X z8HaBw5MA%c9m}guFRuKCf;XKpgw#2@N4{d@UiA!}yRdeg!={w=ZfkZ?wy!l&HdA^z zt~G>=cUoV-@CcP7sbu`zd;e!fxA&?tH%8Y4IBU#=j(jv!WK?G3cuH*Gjk$Cc$QqG) zCOlfC)}zC+yf)-0UM4I-$HJjjh;|GBn51@CBej2%W%Ik{gkc>^d*M$dR)wMJRm0IE!c3cOwg(A&&*lb`QkXF*!Q%sbB=9afnD>b;j!>6Qo|>(wpY+> zNImgq(%6^NDsU#MKdx8hj6#D)WR^$Wv9 z`yU@WIXyb0Nb_)0;7~}~dSzT>u?oM?(k*Un{Z4YrjaMUMIggLEURMhMOTIc;;zst)=3dn!ihb#oIx}t$ z0`3Mp3`l8f>p$tzU{s)f%}+-Pa1KVhy&uVRC+|w`bm{3=%`Zrw#9e3< zyzSU2MYtZi2~HEwu>Y8lhdj|$`IaD|7nz=gd(BfEYXX{%_t!+^54#oi?rnm0nBE8< zEDH$`?I_gSM8l-n-HG)6cy*g3WrJdbl6?eQcZ>mrJ}P3S!{j6`!9whg_;H(|7e{E zKlgEKtS)&>omakgz-_6XeIrp$eVguRCLe=|b6h8+ye2pm)Y`YNW&OncAW52Q$E~_8 zn;V(C@7M-U3Glu3Exe%^Ph59KsKDy!mVwVR+43JpvX#q^W)O`-B~qj&oF>DCoY!+V61$=5)}pe#6Mrw5;Z&DIN%Z+I+r>#~8exgAH^rH<*sZ@6?K(WIZ4uJi}C zR7Aav>+wJRik}AqGZ+vRT^mOAsCGvUsn^!@A=emvDFf~g?lP**+s>5N!AUDlXcP%% z@3g$Vk)szJeyiRXMN{p561_)eS#`WHj=TeJ;@#ZroGi&na`Kb3St$> znJ!IT$$ntkRs6oHK2=i-W`J*`d(5Llsn_>3)d1C?cOX@}738AH_DI4fZ^n#{m;{gO zzCKYZFzLg2c5SPaQ&Yj9Vvchs`hM$nisZojQZY>jsT;((b`P)e>19`^X*`gbm5$7!ZAwte;dHj!5D!c7asDTc*(@}X8K%eH)rrrBs+11$kzTD z&(58RF;)r0&-OpoGPZpX=dU~I_AmuKM9X1Y*tW4lIhPByy=C0zEoX(Nx$SnQtFGBh z!fDO7pEaeFi0TEA(iF-wHXoX38LaYGjki5^f+)kUt65+2z4|u#Q?Rur;Zd%)^sk@Q zF~2q;visawxCLdlvI}r^1qsQi=Z4pi(@h(U}iy%~!z_T`?yo35kjF*f!g_XiavN0jZCD0>iJw9zH9ZI+DHc}wb`)-)XeN9Zn8<~dk z{REyDl+CRu2-A&aLy4cC^0Wj?GYZ^PrG9JWdtBrqxxl2>2|a3ySG#R``UbYzWNy-l zs2bkH>!)@$D#)Jy7E^F)jt0v{=gYeeyp4QS?-f8`30t3`x%bSt{`(gBu4$>94;u<9}}@9d0x_ zGjM|HG_mh(dxChmjUMQ?DRi9g@)fFHPH=SHK_)iGUm%7MM{;c9dKtwF7S6fn7`?Xi zO=^hRd8YRb*_pk42X;m977Ce)+@*6r_w;OkwX_R!O8n)_GS`sL9HS0HjbzYU42L#H zc9PvR@Hw1z_kb45)xFlav7050I;6J~jl0yYf2GSQLMUk|&Q;PS`|8>KuI)qDq9hBd zSr`P(HuQon>kqtqoB}#35Umw0bJ>Y*5T<88)K@W;Na35m7Dz04ver!X@hj(xPaaRxKp(iFxUTGAcxU(<_6sP}b87>p1@G{6 z7mn&AqrzTh0;{L9bGoY|vmNw=y~WJVQLr z-yp{DmVY?uD{G~}pnF97IU8mo1{jB~H#gjsqZ$S7{%cAmO!VOw_wx&xqSoJUC9uD@ zvvhw_kvCHri@0bhEka$}?}ceLQv z`c|v4azZ(9FI}rPlY8 zd%YD;OUozg3XOQIbuHtfcPYuW7E_=R7k6SuI|<*E3M3u`(WpT`oyMSvAeMK=9cuBn zf@UBmvhLH0T{h!Au?1XhSbir(+~V=bc${0QO1jRq(f$WMRFVO3bH`Zg9SE`hY4DGHAe2V5YVuE z&eq_0zLV_%e_b4 zPlzy>O>U|>CxVV$^KqkO*Q3n(M)(F|9f}##@X?!|MNo81mc)DOE$vMju9R)&^3QIm zVbt_Ff_B@tLxwKOZle3xu%~czXiIbDQ`3WB%?t5xQoV!6gM5z09&#-(JCqjHzD7P& zTt{4GYOsgt{^t)@kDPC<7vj~3Ol=e_hvKFhMiDf#LEiKfbpXL~nrNu4?sWqI?y z=sR^u2bCLn{KQuP8_Kp5wYLShLkONlN7&=?b@TG+t|w6q;jHD+Qru$iVY_X z8h@fK;>vSVO5LCDGO4cPJItt2h1cX>68OPli_$kbv>wk~7~Vb^Qq8JhKd4&MakBWF z35=lpW?!;&*Ph@FXH3-93nbFli?LUgntuG~$sU0?*96{ilBXoipi*b5X$(!&Hryk- zw_C#-eMMH}C7N~cxV!hGA~WIb(vw=8>n6ji`RWA9wv)x1x~TS6#wc$CF1CDp`d6ErX?(+Sv^caQ(MuAFx}MNsTln)yRWe$r%%h&`v(^=q5)Hqb#mUM>^BUYBrQ&4HCArOwpOXUAk?xUJ1HwKDj`pg__5dy z-$9uO1;!3*1$8gGwEXy&H?l8ffAIX2XmLnnLZl{Do%*6S8<$G7;7%nyo4oDC5@eK4 zwK1BMGCT>KSEDk;FJ=V=MG$q%A#+Bhb#!)s+zVfZ+uFM3-EL`ea_0zfjPpxmdG2WyW zBXgJvyMEeFwwP%w>{$9o)WqbTaS^e?8E)ap<_Ao)C2?+_3uh+lz+>IPak#4(53d;SN?4?oB*Y(Q!0aEonx7LLPG81TS3yBh= zQP;a$Yblx?&{5(Mf0;~Nub24Rgub$sPNmN=;d2JJd+ndY7l%bfwk^Yt>CJRAcvfni`Eu&S*Q#?cxM0&B_3fk0q6IMNJb4uW!XbAIvWx7c9N zaG2E=0bvJgn6U*M12Te}A&`PJLj}b&AcTn^jV6~oo4mCc+#Dh8godj+DX1AcSs3%0 z&5tp1R1Uw1S zm}4;3d|y*;Zv2P+C~28QtR@`Bme!R+iTKnWHbMwK>^#Ytl zxGa3eVf1&sS{}xHfBvqvy!>C+x3c={uGnBC>;T5i4TDA9m`A||yDkh?f!m;L(Z+BI zJAg*Ce~A{rPZ)N{;*BjB0%3)tGxi%8X#+->{54)cIorPiV*9;N08v=3a{zpYzaMng zXoQW`0s!2T4F-lZ0gm&=^#%#Eg4+NB3%3Cq!E6x5U=Cmi{v~aW!|WE|VTBHfutDKK z*%+I{tzb4_pul$x8#N`f1whNP4Fk3|`)gcmFp|jc;=Ls5?^rHljWOl~L{toghA*H6 z=m+E3zF|zj_$6>1#3_ZpMi4t#Bpfhsqz#~F7QkZ3_SJZT&lmf9h^jbB|24Q-Zv6c) zS3;w#;b@HGUqiE=EA{vAu%hGFtiPP7X5iuF*ji>K)|*zOZ++TLL%5n3Zw)~Nwe<-uyetZ zG7A`B;oz{GgJF$^n<5;9fEtUc&At9+wFQ|~SCJ9=hHAiRhDA^p)%qsvc}C+C35Paz zj#P!8So;2-l5m!kI3moCJU%RDLTYH3wKd#i7UjjC79qPF06UnaEsk?SYJe0i0rBPI z-@-A5Vc=#cw4)FLiGib$Fv}&N7QX*2B$F@Jg^&!=1Oe2<8X5>w5XKx1GC>*JVkc^l zIm`wyli)~@70Ltw3}+J%1_eSOjV*0W;2;c^A_$}z@WK>@w!%SJf)IW)U*RMG#`4S( zv6N-A@4w>ZEa-)iIja@$>n;ZmCsY56{AkH5f#l&P2pC8nhJ=~n?3e#RlmG=TFTbQG zI2l_+9ef#FBo@mF)4UM@*ddDmFRJ)W@GB-y;&Wq6MtsSb!AaX9eE(Xc041{o!ir0j zy1I-w2ryRwc|n)}a)cEfGzbt95X{mNWCurMXImQ(VCI0(a6tO7vS$NAnSx*oqPL_= zKO{&$P4~$lu{N18{QnoPY^>qN0OyRc3J(ToTbzdceVL>&JFNa^9{r9})V#8ommNH@ z`mF>-WnP-aEMYb_OHli#itR6ft+rt zOh2T`ek+>*u%^KxAelMMK4&`pPv$k?htCd{1@q>g8wJZcZ9ouU5#Zn4C;(iXrRMQJ zl^PkqG&X~ym&o3Vi;EJ_GwcjMJ9g$n980kLA<_70v%E2C){X}z`XzY%Qy%<|Q;67? z-hnLPc5usoha10_qEeAjl?RDp<7R*pGaD^mqz-Iwff{@#YWV;FHb}Rq;*W#?zB9PD zsGZ+jUjeaoYfA*yGzKC9rU=XbqTndu2GP7RJZlAi={E>)Ah8|C1_ox00E{^>_b)^c zU?%2(4Y1S{T3JPBZEIvX7x7R4LOZ{QvcrZ~e_BXK=}QkmSP@#%#g!#L%*+f8H^U7i zY&3HTZYwm`{A=XLMw6Fxab?MGghE+J%*Gs+;Pqc1{anwmlRGw&iS6tc|71~Y(;kRz z;xvJc`OooDewra>hq461um3^j;H#zCPJ)oORz_c0>nkfD%cAsOkPUqDBW!GJ;d9gn z*&~2S8wt4Y%Z|L2<%Ts7bXS2P&Hj_}0Q3!n#&!-D9A2!RW_f~r2N=%4TFhM77^~S3 zm^sxo8+%xyDOQ$Wz`#N-LFm6AJ2I-O3JXlaF$4(it+5{NF#BR|p%U|E5fd;>i@A%d!wq{zGKR1cmqysyuOo83F^d1OdmD08+FN z@19%9#AnTt&adnQ1mqho!RMdOKk6!SOCbD6`1q%KlmJQ~7-k{Df|sIU3_}7b8o<T&J0IdF_0eul`AoAsa0McFn;$s6~HV7v;*40EAW8j$IEZ_y$ng3x{ zDByfZtYM6G7HqIgSk`R*ZB>>HkiU+={4UYspQ^a#SMKR;K;P))4{52Nx6CpN2`}w( zR`pBFXS*)V)5PXx@d43(6I)|AT1d_oCM~K4*J1|ErC)%6)OH?LHV^~w5+sMPgM--F z*f|+-K)+O*OK-x#Itq8RN1;t@gl5YuJmQxDRt@Li3qe@9=74>9H(zuigP%_xhPHs4 z07;9sfZzPp>#xge!i`ihfGWdg{mrLr8Uym2@_+!+2lYWAX#ue>WLhR?Me>l8sI{UBhWyaf+eu`L&VY& zHRrgg+hB7TJ5F7~R>wNo@QzdAAYi!=n}&}~%$gk`_<4%6Z}8BjFrHcw- zWtN4Fn}wZA4Z_98#m&dbq4TW{<|bW7x*~J#)g#*%EQKnLl&>>Ji>sk znaA2$0&h+}sCn}1wV1TRNKNOYkj{@eKq0FC73 z`R1p88F3+7TL31n5rhLcWQUW*m=ns)!pUXI&H`gMg0gVKcuXK1yhc!VC^rtz#dQ}0 z{gRG42b7JAmyL@P!otD90cYVf5# z0p^b?23UPC6Jlp&W8>skQU%Ta0c_6%gx(IYcG*}tdHJni7H|~Cl+_Yp1bk%DB<=%V zt*@tn* zeM5%-SN1M#_P6D&5kQ|mNpuz9_F_ObpDmDu1(;_*Di$EcqCob@KjrZdV-ifG@e~ zhWsbutG|K0I&c23{QNjej6Yhz&Uwhc0bA$I|CMIzJRW~ETjy36f69u;EG&GsNW#7| zjQ0&Rez7%+hs7#W=a$P>nYuD52VWUSc!P7Xi2XotZw;zK54tb2Rli!u zSpoI?Usz39kkp^x%KQvTU5v&GF!jH%y0XAjl!YR2%+Lw!1`Pc5$`#YX%V4uoEM6eZ zf5UpRG+BnWKNMB^Ia0g~HY>&H1=9RCIQ`_K0D7AxlGEI5(BhuJhon*YW`yWqCr({{x;y(~5>Wgssg^G9=9 z9)(2xtbC?fSc^x>cP{6B1C3wITRbdQnL1}DuQK&FS^2>moQp;52Lj2fO#R)My4XPd zp&9mPFm*8+E2Vz_@D0OwlKPXfpMC~we}m+ixJKPtG{XY*seQmL?6ocmt_Wz3P{;V~FpTXx&LgjmG)BNI|A+YT0)!tD z+iy1iog&MLJwp4(&&68Q{GTSJ3zYvViTiu!)ddLiH2g;=Vl5&bK7>`?efux~Ak>RX z6Zj_aR(U5mpZWAHDz0$u%be8w4;e2D5b&kuyEo3w4xMG1|CMt0ho-nJXuKcZb-n=M zf8gER<_LTUzmj)z&Hrih-J&Bst2~@d3dNf>f5CyC3nOtc`F~_ZdzFV+^Lqu(U|HoMZYEjPrK`I1%chi7 zImFB#3$<#~%%6~rf0+l4D#lh;h{d;fEG5=Yor4$J1a8*(GE{#}lM8`1>@4-KHi-*? ze3iStI!mq2QeUogShe_9>cqZPIb4;)RXGGMrox|sSFOcWYY}Y>|EGK0S9R&1q)Tx| zuaynV>Q`I**fxK$#gA?B*IE2?lr>rb${PK8${PJb%C7oSxSWRhCFRxC6GvSB!RiXw zO57>B8q@gms24#*wVn7Ub5LRwR5Q`-U3SvQnxY$4}QXqCV;Ku>D z!4||K4TA7MKrG@QOBeV!isUg(12L%K~f+VO%MwP#G(bFp_%XW zV%+dnDi^R{q^iBH?*GCF|W50fk0M^O3%n~dm{P(}7|eGbG4KsE zzA1N$gPj_1v<(7<{Wm!bae=A-JOc5rFm*8+D{b~VxLPf9ey`A%Oc z#8n>tNj$_&Hn{CU?D+Q0(mCkg*&f96>zjoBvL;uhV^RJC&MR2Z4Xd-%>L%7Nfm@t! zfagv9RBf{=hpTcpzeRX1lWkd>1%G1ro{YD}3Jt&Z(#dlnYiw~Kg_Cvla24djjDSzT z?+MDU@(?ccn}kzVdHBa!{42FR=>Nr*q?Oqp^y^9cEB7R=T5+pZ+^QA#yDq4#S^$5N z1+cs>U0oD|;~Y1fUx!DGKRQ%}?Z+}l@cxj4H4AI8pY{)O5|%;ZJ00bpnUnB`9tgZ> zBP`zFT+EFX%1KyVzW%v)UjG(MUC~>j7Do6VzMhTOk5#7P5#x`aQGx9?mcKOmix0iRb@bPrdiCva!7?u056chRqGX_d zGz%_+#!|+AV+nTEvlRQvvs{Lnt4u}x$f+*B$?`0oq4+yZc)!EVh+mWDzhT-eb_sr1 zd>2oq|41h<;~=eoPM*W!Phu)=|MKb{_y6=B_gOPk6lONRg-ihKU}deQWX2~6Y=X5} zcsut}K?!CCw-EwTmlwalWlYY(5{KIuqY>5^VCx>X_Uua)aY>;qKqWq)niU)an}>^k z-qSz&8!tukAJv;Lyjp*r5(nOHPo<>+`%NF2I8w?r_v%>y`GCIBm!ov$<17ZIX5CDOJ zef=0X8u$fFGPpS07}&T10?WaXW*Bo21j5Y@5)zt&zhw@LLsOQ<(SX-bqM~li2~s~v zQWa7|wo@E3=ia7RA$=kn%t8Qp0zF3jz#`?gag5t@Fn5zAk)P~VBGw%z+S=$tfs})Zk z8B2#KK8uKdaQXemQJ149WSJcMVfmjOYfaR5yuYIvQXSbD5UuX#7+*UwRs}mWrUp$*CagvM3^aB>$DI7j?HLmBG!T=5yVJ zuiT$P^WC4fWl#`&%zAFryU{j_>*Bb7(bo6e1}~+zs-M=)?Jf!SZQOK+vl}{-?(}3d zY#YR%ZK{vhv=2P4NPjI8$?GdAF||b_>68rGRI{}&Vt=6DlV?ZUUcgnKYFC+grZp*X zY&$5vm@~h$`q^t{m-dx}k;= z)i=NKWPM;x1XGJw>Tt&yO;G`GtQnP5R3m+)oQ(P?_|6Xf8!^3^(--{N%*Rmfo$&T2 z64W+tYPa30x-(Pj=P6Ye7Q0o9lDLK{?#k8;JkgQ&)}7sZLhI`0PYhN<%Eg{%c%j}? zn;5;O)R{aKl@yLYw>B7;NYrEZxggl)x34+VJjZ;84)^hH&fDb-S3YQX*dTVLi-{zc zZ!n%XI#ZN&c(=HF?%Ea>YnyxP#F3HO{wzaJI+G6fmTjj{-qS6m$fQ91poA`kMn1v4 zuH9aJn@0`RL%joULfv)t0HsJrmHOzMpe|~mC+(Ctu!d=9Fd^_T zZR6HmAnQ-W@W4-9^o`P2_7ZtrCebw2iA%q6d6G3OTmPw_Sp+-d!*l0jjExC?V)!rPAg1+&1N5N_do?H#X^tPks*GfAkFh~BlH^4A2cTMF1LSI?LZYw|81dSP5>P8E>oX~;S$^+hkJ7V??3a>LZrX{*| zlvX$O?qs^?85-p1jnv$3p0b)4lyb z!#0}Fm7zo1DW%pL7NympGF`jjFO;qkGsWKEZcfeAUr)8~(DhwsA}za_r;B#9Xq`i* z?RZ2UWTu?5(Z-ZXKaA77-^<3T22$(AFa4sHGxubH%J$ggf*XpD8PgwlecVyHSVb1hPnqLd$Q80vc~!h>r+u1nm##K3$bc)8q{F+3uwnW z3$HgnkM?}YWqj`g!TDY4r^yfOA+X8u(AV&|S$e_Slt@0@kA_xkh=4=upi>gY+T;G` zlQTlQQxBs^oV2Jemn&%u7`i3B{P^@7nc61fR8m6TvB#g+P%Mqtm7N<3;^Bm_ z0=4w9u+RVy5D#>=ya*DB!h+;w$2|)PEofWZ8?3g~1wptua9<(3kl9}zF5IvFLSbBi zdDT3NG!8NdEQ&&#z|p!`WZ3k<(qI{|81MiAK>%D-;KmpLQBF=yRwxt-g7R{(azNQZ zTwENi++6G+ZZAWpD|fB+cV5Lm<*>t2FY!Rjh9 z*#8*JF&JwbJ}}q>ggR(1%4jSGAnWn;t227&TG8G(KR6T|}gxPJX8`oP)V ztUPQyASe$zD-VD+J3A+UJ~z-E2rHBmAo{(TYKcOt0+tLM zG%GKFuweir1qqrJF0h0HMoJX}*ek&J$9560UI3W};mjFc9uUu5F-ZtJ@GvW4VBmoR z5MNw*z@!0dDHd~unr3f`$-9nGFAnQC|%%BaY+zZ4eo%!76P<~*dn4~ zTc5@H3n9Ny;>$a1FBW=dZDwkXHZub0F7yg44!1)X!&Rh2@i_wFov#M)62b#u17%}p zg#ZXZ*m)P87T$4iExZFtaC|8NJaIwrzi~kqJuQL^*n4>GaC0v_EwlrW5U&J4?JrO4 zZ20Z4v*BX|Xb$|6kVW4(IPkuGQHH!&*3HrFFYQ!bC>Pgqc4{X-p@Z6k2D7fGFGpKX z1zOvO9SpRDl1axh9N4*u?qDdhO2+j|YYqf?9uksBKN5OXrQZA8+2>;$cY5fj3sEH` zFbL6R$4^*Rv3h=f^0FXOev@+B(C5!X)1UO--Z3+MdRfTq=>Y4IH6St#k9EAN6}7dh zLi1q9pw0hUUn? z)<|DUCjByi8}|K8qZ0>Rfkzm)$hIExT~Nqsd!{O+Iw)zn#X+)>7Jc$Y|DLX zb*g-j$8G&?erf1h!uETYs@rv5%O5*UN$Eed=9yyb#3SU|u_Pt)X?3LsR28!C*91yE zlHtmr4c6;cRTQc}^>X5q?waJ&`-2^}2r;&H?DJ8iX=A=c4BzKNynnZkph)0G+IAQ8 z+Prfw#qG$ixX3EhYEA8RRXlL+>I5USQ{{$4p6H9@m)BpW_Eg-fpsmK2M*HLCtNn#k2ub-w{8&b0BR9+=I;6`Oe zRYu!LR42#d#)eH6q3XArk`o&^l3ypkPquB?ni8hVt(&85uf6|Pwsv$Db*7u?$BKuR zYqOOiAJ{3bliwu0`wAN!Ou2N!=E&_xIiB!b5JIxH_IjlZe=t%upBr(k)>uZ7PB0R4 zFj25qt2V%+k)+6UIQ?$%Au+VhNNH$HsGGl#|62d`-q&2srd{{ZD@N@wIMR$@Tc46k zV3k8)We=Y8#8eB7YENaaiyLIsXt+8EWzY?cyucr-k=b&sqV4+NsRtSEmOCDsy??PS z+h@?k{+9Ri?E}0YXq+#2kGQ!oG$D7{zq2(jAc!q~nC5@-;HTz^XwGWUEKU}Es@U@l zBl68$7Tw2Lnn(tbgCccybQjqlA9_rDv6*H3>L7K7fE6NV?`;>4Y+sRPI&E*=M>>ym z4=0Z`_$K$K=q5L6jmHc|WfWPuN;N&Du!?{2DPqlLSy98%J)7w^k8Muco_%m2Fgr=2 zS>GeOIlMk%l&tCP9z=m+aM6C37wuN&1;?%r?z%o4YL4JP+=P@WV6~D`a0`GiT-_rL zl^o!$?hG(EqFMc7f?Bff-5yD?cYEAAoGCY2caWp^l)N+EL|2OV?0;;NHoa^BSQs)< zAm4V~_QU>`!_i|>W{>ULuGI+}OuwV+(qb=>+PA-QqWw{T-D5k}R!1rC{gq)UkTrw3 zAB2>M2R@*NKkXd~7#3=BOZaH(GK4yr>pDc(JII~+dgM6iU4F_T(5dm_jT6)H6K=zT z-32fyq)^7|viDNRdpoTA3nqsI#@^Q0x1H>MN87zO4t3IgqWV=g$&hei=dkwa$5bJ$ z45i&?-5(LU-4I~WWFvcW?0RUS$5!X0+zS?={h@;u3h*#=z=24#ccV?fi^fCI0qq~@ zbP7o$pU7%4Cc%AQ9JeF4fN9<$9$=VGNZR*;{Db`m(ht1T>t2B!gloJ{B<4NJyFhO< zO1{6lx4he2x79LR!#eb|uqU@EoJ(o&+SLo{^+#ClJD+jCq42&d@!}-|Y2(!0E{AiDyj<{KMbZ^+G zF5d<4E6on-?dxBW5ffOSr$4eS^?fWGQ3gcQ-`(ia`jFTirls0S1ZMYW61?d$-Mi`} z-B?+=S#A-rdiu7r=kCoeg+3?YE*Z2Ye7Paz7GYDnwga`nsjyeJ4qN?8y@yFBh>EU{ z6$Y`!MOPE{m`riHZn#~h>_&3zY2(O^VX#{;b-d;Xd}d3L%DZdE2-aiQwzVeToKcA& zXiGdIRm;qG?xOq6sdWS=Uuw>P)`-Rm-#>D!htO{KdXEEpXxin*`+4g*Z98X3 z{p1WU8^x}B;ts?bchOp#DN6FJh2Gu{E4g63!Sd93YmR|ak%siiUWBj6pA(Yats7?h zxHsyw{VOXTqM?%R;k_>I(-n@Rj9P1phAB3k;kp^!M+&oM^elOh`#ITz!Q7oEcT4J- zO0unyAnNQR`?bGwUQLfZr+C!0DJ(n&FdDINA@jE@Oe)#fQ=U6goZ~Ar_hEtCW z*9j1)wxif~9`@emKwi%>;|?SZ5Z&X<+EsGKwuxSS`PlZS+UGnps@>|m&8(57t) zG%`DSk4^;%nXK6(Z6v)p{G9f6zb7D$a%S|daQUu4N0S5E;=4keYL8ILaA?a$l;vsd zVLs4#Uq&MYVM3=Zq7n4I>{uCl#^uY3Ol5i*r!I?aEB89+qqn{|u-Al4TWn*9uMB&h z=k>s&K3DW4RmyeH^m)EKWqiSsI%Q;N-aWFZpk5QfJ(AGCR|h>TX~N&g275Uppm`CN z2WiVplU1_=3(5secD#_446%AcgeK+<(L4GuuwR;F^6;Lc*&%vp!E##eKo>MEV~J}n zS^p)Pj1WIs?vQu6hZR9NfkqjTatCvQW!^y9!(S@I1@iY?;oP&UG+t@z{=4fY#0Qf; zxZAWxANQk_PrIsFcOFBaugG1eT`!Y%t+{t>G;Ng9iKRsn)t)rrm>C!)@u+Td=B1}` zicCVXoL9uVtMf2XePV|bd@t5cW~%roPcgXmqVq+2=n&FOC3{H?J+7bwaxW> zk;1V!RJGWs{FH#J$oZJTQGy70so}Iq?*Ak1Er9D-vMo_tvRIZZw3t~Iv&GC{FRR4h|$eN269_Ymt49An5webk{Vk(RFg`Js1@lCe|f`=1qW3`Bgi zzLh9G+>-;x3N2+4OoYesDQA2j7aqbP3~?aj;~ z<&DV{X@W0_5lgh})|Ybi_Kf z2Wg4;d|~OrCf`=BeRE5Bnp9q;uY>dxhIQn7r_-tVF-S>(x?Xu@{({@>7w6#CQJ5;; zV{yB8_6v6l=!)+tHJ}#pbxlQhZm&hM&v7p7nJK@ijVJiZVKr`A<7=zfkM-@mo-Vm=p^nzw*aGOvs?-;SPshC%En(O^ z{4K^@7fg@s>|p0kzBZ?*^_S@`SHdfX$94#m2$t(5FUB5|*#S34o@g*tswu9V>D6nc zI?>7BZm@azR~;>WK2ARty+wLTLXc?mvh86yR=K6R#a!;Ht1>-C!|KL&q<>0#?r_uL zydaSuOEE!C?$)cWRs>1I*sbDWL@r)emG>bI1Y!&e?H9S1u>0Jc>?)LOK*#P+>B;#r z?>7&#(779Q6@fN*4n0THo!^EZ=I(mQYf}F8L9?HEvJayb`)>aPsGK~mCz9gF+3f~a zLnOZ@#g(|f%rykcxcV3+eHzC@;kxamO!Uz7z_6FiNF7u8cil&*@Ad0g+difoOx2K+ zd(~?WM;h}s3E#i3&(v%(o~J996zf(G-E34o;^^~-&e682=0lXZwl#n#$S>{oD}VXQ zY&%fBbJmGQTaL#hM{K87Tp&DKs8&36O)O#)$80=~10SIvrIb+&vV*K9Y!R0xXI81C zr830On)9LADy1?hjUvM&U&ffBLQU=w=a^O{iGwc$7A`?DCdQaVJXm!4S#*fJLJ&dw z1!xFSN{`>fclscN-_Z88MFdl1*p>u&ARzX$N=ZKyN!!9KGGr`Jc4)Ute)Z7KjBwDj z;dEwB%hG|^EK;*yijo(U?S>=a&e!^#!y<~$41zO3vZ;#~C7$`3zP#Y4a`wLd2I z$|#USlGze2dU-oKgc)&zmhw6PCFvSD@(Y&~&nTH$E2ku-$;gLkS9YNgy~?I8+ord~ zusbZp)yY*F4%cRen>13Uj+IXe6N+SBZOg9omqC03{`ML4ih-MZywCzNCdh@fsN5Ac zuGtZ!aS%DY{^zk;>z=t3E-48Q)}dM^Qq6*DSM*fZC-RmI<4Teo6_M-w(OB~eaOP1P zSDZ1g1&P@fVvwa=9%rDRNYLSm$-Rjt!n5ATr7_6+a%Ded*%!hBlJdZI#6L~LRqTAd z(U>Ibm8Y(gzWGFeKqj7*2|^ZGjuoYlSu1Pc1dc`_2V47DlH6QZ?qST+NvhVAzX(f@ zDoy#js-8`sas?;Pt^cwLF1@*vqp^WOnuKbjlTc8ARY=~CIh+gdK7Wa zETiOQuNVHh&Ou~!3G434zJ>&^V8LtVZ_#)$?cmPMO^5U_CLjS7nYEWT%+|1T>Qf4E zb|sI7oi$eMGjYX8`<^H+?-`*RR7-&tIX_`ZRM3x&nid*-RFJv0B_**eL83qkJmk;G zIsA4jkGDE$U~~~ySx>gP(!V;?(_G#f8*I<%TuioFc`J{7acXXUgLKC1T%7IzTetip zPw>=0CwX^b5TjB+`bMX`(_nm^rB5ShUL#B2B9I2f9E_c0XHCZPT@gxnmSI7bgNhXY zMO{|VrYSE{uQN^&$tnb(lNivE>O&TEha>x~<;2dk26|4G)e5G3;&P%J$#E*P;oS+I z7N#9L1HWW%ZGzu$h7fBgm1&tt@<2|jRu3dFv?Xf;19b*hPjXt^k0D`MZWcZ6%pEBz zs8kr@l`>tSL4RBZ;QV#jv<4mL82)SC>u0OwVb1Bel_ZI*D2f3hIqWbZZcHcn_X@$} zta9TOtXcy3hl%aJL6K^K`%3$S0TL4!%8>)$1}hg76#R8~Vz@gEiyD2s^pV0svIJ-> z=rRg5Sbhf3)rMYt#y9?|D^yguO}(1aHIo!V)_e-|qnZ=bi4^mpr3XlOh1+5j?cqj2 z$j;c}vX3m*{8=}>DW=hMCcX_lS54*fkdenBsR6rkvWqr^<8r>;^y5gu7QR9@D|-!6 z^kT1dJT}!ISrCKNhL|L+xSiOkD^W>fHIcd9Ekan_AmwsMYD6M<)~kDja#LHVkp-Ge zGc~Cs=}k4!L-o*hP^VmX95PFVsFA*7oX})S^;OisOb=l$8T{z+z1GVo+NM>@EQVM> zJ5!@VkvJw@7dKzzn@Qgw6i!=KL&_@HFRNPa)z?C{1Sdy6)O6e-tZc|N%1#ZF2Mg@U zWz8ElFfJ;P};KDyGg(Er2``+b+b+c zw@x5O(Iihz%#@9Yga?5Sbr>rcPIUtg#+AA3(lY-5JA7M6$0yD6{6lk^Z@HFcFA#mb zd;n|tvNFO6UdD~q2jay$4P;&oS|Gl6GRMvV$E4g`w_-@lAmA~O81G{sFy4zHFasr+ zwZl$tDEjE(@Db2YyJ6Ej4#CkrrT~S58^m=)PbdLN@>GMQ`RszHIf9QMv4K!ao+EPk zu9Lot?;z#VXzPIE$_0F40iW6!^3R!Qr12hOaaIro@`*}`j0VNJYdSa+>JA!kM#$`8d6>Gf&Xc(wB`pu2eBsSc2>GbQ;g?csWGYsDw7`gT zap)Ob>Yg@YKCz%ApT-!tJS!kA1)cX(iB;gAsX$34#+kT0-QJJU!^r~%HcY$&>EaJ? z_VZswTa4QO4Crd_c?a^C%RJ53FakKH42%eVbbR+fb4Y1wEn~B0q=u?k)zvDRKV&{_ z#9CLS+y;es?g?_469ovTfe38#59txl0As;Pv=-vtH8Ci)LqZr;q|Kp?}SBO38@CPXm>vy_n4rGwj z^7@+(p8|JB4w9)OxQ5m}dExzf`uY99K<V`b5?B!yJfk9F-{dwSLk)VnePd5CW zFMm-s3^K)H!qeh5MOpABR@>cBvh@}tqh5Z!(utCLVRFUJRwH&SF-vsup8EVf*NMjR z&qk=j2^h&N%%NGK01pDihIxPKzQ96v46@n`6lNxdE8LJywydVudK>h9Bn5rELbFlr zEIbJ4fMBs85y*31Fw#%lcrLlC!W?xKnwmT-4roZIV$oCMIjG&3GkPEU?AUVc+rPoJ zHIG(SJN1?gAv*7r9Swih;}_7Q_>$ge!Kbqw;A?4LqJS^S_O<%>m=$(r4zs1$&iSBM z%eef|3UIFEfBn&}emGt4LJP7*; zm}tj)z|X?&W)9#xke|&014YE>S3a?SVW%S($(5{gt3GToKTEE*wVLd!rfe=W_z@;L zTt2vhQtx}e<_deU92IrBoiI5nS+4jZb~Qi~J|0n752*_&nC#CDw8TcAL7bfIg}N&% zQR|q$p1;HfBnfL-xd8zOf!oRLSs;u8L1%KBfttC&16R{RAoCR^?V(6iyiL1VCR1FQoVb!7S&qRq_;xw${fY-Wk%S^WalzL zBiee$WwzukY*=GEHfOarw@7kS7iKx)S*45DywhggWJBO*5PbbHIB!ZKV>DYeixs@RGK7M*$4@qe-Nl!F5{Aiw- z9)-dT7dbLEfPsdTw~v_!ORhGs1J#WPDKeVj%anNTVbWP?yHTBmmMi;eBMb)iZ?4y zWPBP@Z)cvf3<-1J<64#b9Mf_!(N3WE~0uQ?y5d&{1S)s@_|fL5AK zyBAqgi7C4s2tA42wH^k@-#vB}q?o{kM)_~|?V=FzvyNTRD1w3nVZgy*A)_rY6_mqz zzuP<`FO7?&aapLa5nHJPA34&jgBC^cJE|Z-`-I(2%JCAYf_0zvgT47DMH;-jJ=@FE z&JM5S)DLlDjJ>i|vwc_2A^7mB51kn)A7VVmXyjWKj`_Tb5Fp4V)XnU;2?oTZP&JX6 z$O*UNz`nvn-$e$WWfI3?Gd??&ai?&xFV(!)cKsx_Sge%?7HNw|U6Uo7$UQOg4l3A{ zxwj-MfZ{Ws3N$=M%)_l{cYt%*`bdG39v>>7wRtLQy477 z?@-qMVF4*C8?)GviBE^fQxvHaH2eV7@KD}pCRk*!)Cps8NvBU zY~8`q_2H(gGD-8(IHMJ05FIfAJpnCSj-)~Qx#yfzx(7#IxNi@mv2;SHfo3K$>9uyf zpF+#euKaZNyCtQk0rH;wt-WDJ6CEV*9w-~?$-vc@Lr>UXW!Y+jS8H zUY9JWycRl%=q6V3rqMV(<_Sksm*Qk|G@ruPw_@XB^EB6{j5^F@{^E;K_io=I1IZq%>)>uQOb~o|-t@-yl7ieJl^cAD?I?CbDU1 zKC^4OoKLN1_pX}JGEpBOqpm7t0d|Qb72*Bpr+78akTrvaRY-%HbfA=|q=VAwUL;9< z)2XwSy<}o~BXhzF#hQ0aj37Mu64qVk*5=0D=_w52s>j~axMkd5LAPO>!a?3vXblZwrfj_Q_$$jt-aoxxx% zdX4`*t3%8Ac5chUJxJ6%wkB96^2_Vb(v!+N;e{Pfg~YQf30}=)uq7(D=q0G~Cw8gU zj+>vQN4jI$Q=~A}wgbjG;>7c7Kk3-MUc64)X5i1Y1rJ-@x7y@e=Y-uC-^a$oN4E9Sfj-Dek=V%*jHLPAwA`_7#Oc20xDgJ+xt zQa6f`pCfB>=+y7kO;D+O*&jb5$m3v!B~g2G5KQ^7m|fc;$Y;W0>UXtGq{}B%U@sgv z5@Eb+yk=PMt}*jCP^g1fZj8bivasL0Zy(7VTP)&UBc+?$Dlz7-DltQGxa+o zk8VIMq9s`-nu>2#ElN>^K4D$IRx#=xqee5tvZ2E(@(M0BbmoJV8|5bb)`(tD8R+LS zDc0LCL73R}i0jWAx!i^R^3f)8Tg_;DU%K^?w8FX@V=JV>QbK7dx^AN=tL$T42&65? zQ4eymw9=93r5K90ql+NatCdWM@Ntq2% z_*myViYAr(HAh!bA9c)zE3W2S(G0T;kLY=#r^^S`?aFk6(vCeT1T5kWlNNq*>~x+( zJyJt5tK+4z{`}c&Ln9_}8BH|h70(6o^SU9_;R_{#%*4yZFX=l`V+W)+$Sm#zMMk+R zJ>|fHS}wV`{$E*|5VZ$95z(Zw=`l`nNNjHN?$`1ob|+!;->4;@;vW zn(yL5$z?_taa!m^5f4|EXjc+nXUe$q$#PXV|C{oU2>EVH&$Fl&4CyeLYEQi~w)mP* z(V;K&aK#mwpN-L2@`#;M8+XE$%Iz1MmSh)t0xD#zV>jfqS0v+XigG39u$UEFb84I# zlyXZY&PF*o%b|)0qnukqHpkcudTdHDiW#jR7o~@K^`HY>zT*pmq=P1gl3Drw4(3#0?J2r%d7=WQC>)oRf4_DI--^7;S_X(JjnU zNBsRbi*&}N4+49m6siT=(R`2-vCy^yL5geAm|)43>t&+J4%+!iROW4E?SgbpnGGXu z=XA>9-rHK)qFODCA}IyZ$K%=7V>XQ=N1Bvynq&U>5$|x4`I46-synmL3P7SxJ|OXE zlFduQDyhYa+j`A2^<(%qE~LSpi`%uUD{w}4_xR!h@kGv_g^f{ZXA*BuuZ<<^s+}KZ zCvqndGDlak3I@HaRh5g|6w+sepJoPTD;H*_Sd--j^D}-FYU?u|CtdVV;@KESw9&T6 zlj;^lSb>JCy51J|&44JE?TG0--sp7OUwq3^EwVDqM-Tvf__S z%m;j*H*Bfy$##tnY3Pk=5|uWI*-CwUj$^{id)dn13X|vzq5oJMTA9EJr87s_tq)O` zr-6kL&MNI$VqFsOO)pF(ms4-3g&F1|Z}_Ld1WE6njtOg};KZDcN=*=)JM9#_HB?0& zX(Yxl!7M5G)7Cw~acaOB5Q5~$KzG`~0+m6Q`9qt%fc?93C*F4gKh+F10Oe?`Kqz@vj5g*`ZgEqDUjU>(#lTc zk)QdixV*58g{abx-rL9&Q9Jy+(szdViJ)np}4RE3!P`y7ez&I}ojPlA#t^$tBY`D1ka;vVFY`QU z=s#_Je|1E5!gN^VULJPX_t9Jl2wc1?o?4%hfagLq9Y?R6gx#{Joc6I`H%v9P4l96E7?mU z)@qyw)Epp1hc_~Tepvc8&oNnaLm>>)&va1_R;^49gH1E4U}msix+j~kzQ|K>CYLZ~ z&-tzz(A!hRj}*+Np{}|y>72Ue&J019586kQYS)J3O!o(7s!29J*`yOHIhV?msJYyq zmCX_*GORe;?ipE^6U09hR#akB99&pO3tUx;#rI5#wbEZz*Pq(9(Dm6TN*_qL0krbn1&)`oDs+;QowRlH4e zN;=57be1e;Pt|EkOAR9M6;5MLqP#&rvc-D38ZTZl94lt$_fO`HoEc~K7LQrbH4wD4 z!Z}@H# zwJpbIT0I-Y1f^g)UUopHJs$Grsi1ZC6 zFmq*U8T)=_4y3Ba;cjAGa^KxcWIyCx@o4JJ&<%V80?c~Ur zW9XUG;rb7={0+ht37PgC;Cjk-UH2_?AAzeca>Nv04u$=N?F08z=L``vJ<(X?*G7+0 zCy5I}*>Yh_ahZc3_mJC-oT&>m(kPz!TuX1-v zeM~G4d+wvp zOYx6H+h5rY`qnt~zsK?Xq3flf1;|ZlsHv#|>OX3Lu#Sq`TKi4Z`_`i3)wB@OHPkl% zGy!@$fJX24v0vv<{rPnMLYMYs~B&CZx1wdgOpK94BM2f$_2ZX!#T{*LfwY461)lPsx@6|(pubge&K+)qY zB1#am8ht{OyYnHD3Nd)my+L?ZyUB(a!)EKXTO0JBk|Q$nXp=4n3;R+FM`uc zr)oI$rq9~DPNz&dzDLd>1!r5*HI+;&Lc_IEq4bs0wQsDuE5Cov+u;i{%@S zjbIJ#_6$@7y&wOHM-r`dtBWeA{%xfdl#+#CYi} zETRMYG}{z1he2mv#u>?;LBh#-y{+<9EzCeYPam_Z`uHf-p9K z6a9^aGyI|Te3PU8Y2p9WYya*9SQ@_>AVbH{Odp^})d85Qp^YPj5I`KRX|4N90{i#Y z|J!zTG|g<@23Z5dmNYECb?yM0mo=9&GyIkI^V=lfG_ZdPy5ENVVWfXMFJ583w~M|V zqXjG)VLn-NL18{|O^ZKg_}|X&?E-&U%rw8&J3zUt0GQ`L6u^KB%Q#vCmYJ}bp7}4) zE?{jN0y2^uaY(oUX-&GMI8>5v3i-EpL-NPF0d&gPT3DFqn!YV->bGU|*N6KfLjWLQ zeN&*)18$~<0}#-w0A$+$%{C6xn`V`k{%vbudXv5W{tA#6tKiTvzx4vL1pucpy?yM2&yJ80D#{Zdh^_KYraWQCa?vyg(wv%!49nd0$dR(ojQC9BCdr<$xldJ#*HuZ1-00Pqqo2W zMr5%wBz}Gi5kVADBs8W)M4^(dxI`R3L@C8v@WTZp%}!hQeyokYrbJ`FG_C|}HE@-@ z>@@lH?Iq8)E#=k0bQhI?&n7rk?L?Ge4i>;naUsHgs0_J>TO5h3vL#r@BQ#T{Y;ya& z;&!NFdhI;-v?B9U&xd(o|JYaDJwRolca}Jg^+o9dbz8}w8Ien6Lj3v@+;zg%tGcs7 z!)4==sfZl^4pe4QP?1RPQiV8gbxecqp7+W6ozseS)5i>SSuD1dmn98InJVqEK$~?+tX7? zzjVx>Z*2TZ4@As_oDsC z217d%sUs;4Ec&SSb1};t^_5JV65-p+`=tY%wRU~xx(_8ku{BSRfBHm>r?=33C{gS_ z9W^Xj*eINy?y6@VuHvj0(naZqr|?3I%@VT&Ter>mB-RJ z@6nJL(0#~mRqJ=|cz5Oc)MDWx=oZj^xwUFVM7)wH3jSR` zEsY>|v)Y7YB6!Th! zg8Xn#!Exg$nv_r>0lkisPfW9N9@&4hGqe0PS@O>v@GsldUwjV{0X}{~G4lVt#`Hhx z@&H!7iRQn#Arv&Uj5IhD^nh)K29VbQQ1=7UNB;ChXlUpFZp)v}2qR!~{EIUJ*vJ3g z8KI#DY{!3iBlLjWjemM0bU44asK0LXZ_@ogH?99_bD{(IEq}K;g-WZ5c5{7lX;-i0 zKwR=q5H+QUg`b!a>8YDSykKZup7Y+O{0^V7XSLd4OI2${j4IPLz&L>qrF z+;K!!utyb_k653tp8WGQe6a^W;m2i0fzBHDLkxG4uyh`ldrsYt2u{C9KuH}B#fS$}Wd#XnM{{vUW3Z>#wCJ6FMZOU9uC zqz%4()Ntsi0Zk?*X24f^+TRH`%x`Hu^en&fZQj25T*V_etWeG9S(gGSx)PSt5KW_RLPvx%(Hvbb( z1>m0jWjFW}nwZLcG?AG{sJ_%o}e*RvMuZFTr7JZqgc25Y+n8W2PnFM0=rH;=3cR8kEYj%_qqWM(H3Xuut< zpusqQF@4}u&QsWF<6X*G%GHYVLP^ONp&_G-$DiRbLw+H7 zG02lg9`S;ERr|FjU(Hb|wkNzwYJB?>w{_XE2VIATU46&YY_U~_wJLSXb@ckpt>*b0 zj!@xBcT5LL5**B{s!*BA)7xFou*204k6XP$(braQohS3MLRBuAkW80ImWn!JArl2; z3%?D;_Ukr?$>1n|QyMSXk2wT|yHXI{nNkjw#WRu>$}xibPK9*xQ%615z+c)k_;w&n z2nnr_gi}2yQiT78x$IF}6L;02gsYH4-XUf&i!`QvA)9mrV|eWwW!cD@Oj9XeOL@*a z^DchDSffb3p!uQgBrj;?9ZNZUO1XGaRP!M9$adLkxvY}tIFTGkRX?Wcgvyj!uh_f8 z53e7v?>XEO*1ECRVM|$hH7n_scwh4C`L7hFE_wQ z+ZYC=ihPTgNtrRe27Mfv0yQ%#u_QK~J!P!%AY8Z?Pr zmC0O3SjnOkv&5osQrCkk$S};B*!1&=c)l6oXL!zjH?L;YX?t5vVYf1sf+jf* z@g|{sU@?ta+UQYT>*#91JQ2ZQsg{N(;CpKA$L?tCf}kD#+FY=(2*&1*Le!3>ZWdn4 z2X>hlhxXGmkA}Bd3A^BNY1S$uyL0mC4>1vLW9&OuzTSKtIARJqt$av$P0(E_*qVMs z`sVu!Gqdhi1-ZRI+_oo_Cr=(VU`~y6)FjNtrfYIv?I) zb-;#w2-LgPSK#ulZyi3hyvOm_A3UaGWKN2Yc3T#?Sd`U?;$@Iw0ZJ6XEyk8kL9*kW zI613{H@d}+N%+DDRpU)+aP5uV)w#fRDSZs-5?r=953{`^W#n&Xx$?#Nf=sUOLGnVY z^4(q?%ZLUD#qqg8CWP1re6*h@>|xx36F{KU_2_}}F>V#t{Ak$}3EfBMUSJ?jt%ENf z&*?zQ%o?{Nn#r z6nuBRuV-KA*dpuVYl<&bw)fuV-~=j)PevmzEODn!-NCmj#v2+IgANBs3EueXVN4C` zi9KrjjssvOpU~6>%v^;;>e_A{AdHarqUl?r&LbcnxKu({d|>kJHG&|7$Mq{P?MONF z{Ir7rGT1T}ApliWkH^4ICWAZmx1MEY<@)OMIf3R}U zG1!nIj5fap>oLsUnP_Z0KUE{%K74saefCI#C-561l8%~|{g= zaKo}H<;dFs?ck;-A_m@5#s21<{0S%_`A*TEn&7Pix$nh@im?`zONl8;#cR<@fg+X` z=qPQ%wSMZKMvxDDIuY1$NWu*G0Gge@RoD{?HIMtw%{l)BiZ>WJ3|}tYEdY0oIx?p^ zy0|c^T_((#0%}cdoik^vMzI33ryn+eVx9x5_#Kh~I0fCc6)&bC4n#9ZNZT!VhS|A& zQ}<*$w0KC@yALWE??>brzIoRqpO2z^n=aFHC?Dfnf{oP3z~JQ>tX9hi0gUwJ;uGA8F=Bt!7s^Vit7{02k@Ps8aNKw znZ@f~xV%Cj#9Zdog%R|r>AOI7T?T#0yd#8;K+e-&M^w$HX~*RkZ4bonK`CJfC{u(5 z{BWZ@r@FXkYU|M>Zl_(F?>xSC@6-5Ay2Zn;WciUoS9D5cFlkvZL0Xes;;%1P7EpjxMkP70pCR_s;c0H&@pZUqM0$mUDR{#^FZl zLwC4`GR)P?5M8*owc2M*jMRBowf>5C`f2HEGXWY0s0#XwD9{|dVnUo-eJ+_&6F*83 zc6F9si?7jERm8ybk@TA$`euVC*QUZjLS3)xz;iu1sF~FEM#h%qNU63d&eluctqu($ zxw@72BV5~^J4BNcvo^7>!i48%d)FVfm+ssy|GPs-OZ|VssPaomaw`k`Mm7KZDX9Mh zW~k}uaVY4h0SqcVH6R0>j^SUJRc2}cNBS2q!%X)VF!RRy{0A@t;K%+1Gjufn3TFOy zYLymnlRw?v{|d~||J8l@E7Kx9Y_vs(sVk{hc&X*g8Mehjw0KC*jWFdAVSsXr76-_hpRl zpckZ0R?j6Mo4|bY9hG8Q`_$c&pG4<~ z4v#%LKmtxvT-b#Blp6{&m~b~Q!7Xzc%@quCyJlM{b7@5ECh#Ip8^OT2b2D0hT*GY9E!~-6Ob%JKsm}$4`A+y; zD>wbad;Qm$Kx<4%7^BYfV*G~KeFZ|(Y(*wKf)rxpT$o;D5YgZ)o@@`Dp3IJnef#y8 zM*b_YY%Q$Opq~tNVi+rliPk*_10$F+A!2%oHa5>zWj2hok(yNtB}jhU2@R=>sR^G( zlvWY)TVuYOIj=LyMeC1lxDhK)qQ$$O=%SU?a4#c0zHgR(E&g{K2NW;*ixvFefS&(g z|9^*d{)SckZH@nmb^hC#{U@yRAExrZL7d;q`xk-w8-@VB{y%{@e-fzw3UOEf>?nX_ zrUsN60N@%%rnjREjBntF{`Vm|K!Jicj6(NTKY*F$cZ2b*C;*_+3JwGP8)#vm{zo-} zH!2p;csmLJGQS!CyaOO!>3$CbY$Aa30AwvQEui=b{TpIpqy}ImzzFKMa~YXv-Y8p! zU+4>Pg*PhqH~s=N-q_yXjX!Y_&0pd2{{$D&G6Cw9{F5d53oep}l9JI!ChF@b7oVOp zIj&hEII*jLlAbvRJ9PF3<$~pk2kilY_|q+HHe18(oG*hqNAhLg zpNqxYcgvJ&ot}djiswpp+lXU=d|V)y#PQ$*g6^f;bO`M&mESw^l@C5rIk5cNj zLuxxrq3D`Gv(gD*ssy!%-HoSV(uv}_n?A+>UI-EmcKu!LyX8l$wI z6J~o{KeMFm^!wM(Q4}c0g~r;mdF#-pkjq>Yz_i5>62+ekL%)M zPtOb)5F>uw7y?+(8>iqP)hqd0d-`tuLqn@X>QE$fr+6U^JZ|*G;oe5pp_3U3NC#8z zc655RR7@1J-uqd3#DVg|q%P~wv33TZ3#s~dQfklzAhQePYb?6T9%Ft9lOv&IQT;@6 zu;tLHU0hB_C~TLjzkeeDyw5GX3S%pEcFl0>=fvS%yq~i9!;KMmiyV(`oS($~1*RNU zMX+E&uOtd&G>-8o^3nP83%k?f&mD704cQLlj++lS$XvONLpdMhQpdmsfF%IhPa*uS zOUWugFJWPser5)s^>g1q$R-X$W^+j$pX_#zM;6N#AOjpMPbiN0VR&<4Hbi+A+JsuQ z277>aDOz;&;Gm%OO238LA@I{%My$mE2S$)BL|2*nJCK`r-Uo8Jfe>ppm=a7SAi#$M z2XUE8KFQhFx1y#@hRhPMf>yEDig+*OkV?i}@_UHPwn@M^P<)i9>iXX4Z&(|r?BDCl zro)!}z);C2PR=xMkbzNnXgg}+4pzW?;gh@*$x4R1bWT(afr(=`Z8Jq{7+E4jBprkc zoU=mx{=Hy2E03G=4~ovf&eLd*rcChzB>X-`+fS^YdRD=uIov#I!@gPK*7@WDr*bP) zoA<|M*+xM7_HQ89EQQU2O!g|8Jg=O$29vG~rkD)K>&LgH-mNwj2=sVK!V7hBc+sT^ zWvn(Wa$+brTO8Z`K}L} z&U{nhoLQcroh~}{y|WJ~D{a*!zZT&msQRO}eBNt#ED7ncqb`$zt-^i1= zH@{(d;!o^b+c8SiNH#xC=IBX5D+RDXpsC>wY77bOe(=dCE@YosIy$lau$MbED(riW z#v7_syg)KU^$w%}JrkWRN8YWc#n4veu=68tRT*@8!FO5WDn@5uic~?tuE+}rt8POp zl!%PHEW{5&Q>s`R{y^-wFk9(|I4?XF5CW~z@(7jI0(o{;ibo9(>q4NIO zvq*fUum)+7P1(r)R|R_k?d&d=HAfgqy3x>8IQ2H7r|1C>rA>V50!bS7KJLf@>kb*( zHP1fHz-YS=6G^pBrD%zRFu>I|z?@77MO-Sdr8-I3ZCe2k)c3xxkQn|OL0F#ZKX6JA zI^=~AbWeGbWRyBnCsCUtWm)tBE@$@^l5ojh*xKTDE@YZee#+# zg?l5Ylg)|^dE8TmT*yH`KgPbTIoObjT2LP{`(5zvyQbauBHYllx^X(jhRS_U%V|I< z;M&8)X^C;0^OZ{^4?wp_(EZ08&$+M}Mxl<3Rw4agKMl!W6J3m|9Y7q2c|Zx9m!hwp)t{R=DZrXT6B zH|#ASja|+nS8}edbh5;Rx206jwz2`HSe3kXxnN|C zA7%{$BwNI$&o8H{Gcd?XhnkQTWYBA}xeC?0s7N=@IAyHj*rA_IF(bKlJ&rL_yoFTM zKhU(FVw~IZzrtmW=6Io%W;VHuw{7dtIvPSjdyTtS!#YDel-u1zT}|ueId*8<9Kl^h zD&~Iij&d}6 zWND-1>nw;~*hjQAdzZt@owmJ#7MK}ia>z2K(s6886FGOrDu7o~{s9-SRh@0`x$D(w z?P}(ULnSqP7M0Hw)*v+AG&9U%`_W;oH@}REDfVFa6L;zgH-3L`TuK=H*$>pzo4hYi1#MnZ`sKbXV{8_yO`lJi6`h|4M6_m)6-ZwprML&>`$mBqh z_i>#zvx*_>iz2-v+qJTb1?rn4Ln9+CCu8f2GLyPH5W8a%b&g4lZ-q;E^2^HX3RIZy zqZg0`Tj#T_$(cj;pPsJnX&gInX@HQ+|3?x5fIR-`>;IKRkXbR#=KAD*SH9p3o&!5KD~=}P zm0=A0U06BELKS=TlpwZGO(_=t_4!0F#KH#w(H)y^Y$Pli`;3)y=kgtgW6wUY@*+7X z$4X2nQ{r~i4MTt#REH<5(NoB3tPbn`L=3VcZqX@sGF0anyML$cT1;mle0Hx3nE2iK zvioyltDD&~#m~%S@kQ5%#F#Y>Mw+K0R^zi*6CvaMGCz|b^^7HvAbms*tq_I_Jm%Qi zgVGx>V^aAFE4 zYMeeOi+YA6L=UPME_gs|H)SU4nm?P3=qe?Ocz9wbG_e^xDNIZ!5hGme7=@NLQM-># zl2S4)6xtFRGci&7GBOceuQEiODq(>tp8)F`KtAZ%u1M}m9exdmXJTiipfjkZs+ZAi zm3|aDkzS0Z)0c;6I8nn#N6*Rbf>Me?T>JNBKm({~_@|-#-|!6oVTt?= z&j7%){~lBQWw8Hh!vEu#>VKHZzwr$J45hv)Dc`2_|Ac1%EZn~jrT)V8Z|I%&S2*=o zU=$EJ1z`T)!B0T%+tJ_n9-!_5NVt9v1e6#31NPGa$OZs8@artPUrfdC;dH-rUT<;> zH5`^-e8ca4fUx52LQH^Ct$@;sGyr<@kE_x${kjDc0}DVo#_%=?W&V*$=mE7ZnE=-K*7571=mCt%TfF%f%kowk7SNyvynwe^0BYL)qvKaaM?mly zK-9cV0N^A3nhk(e0W<(%bs8-OPI?9gIRqpNQDnz9ipT}J3oaE4}I z)DTiFR#6Q10WWLBjoRRR!qH=Z5C#{XjxlM=IdC1jqIxdFdEjVcoRhqqZa!Om;@tZ= z{*X>iseh>h6F;2VrpGHX6cs}}w>=PF^1W3iiRo!4Dr#jiGFFV14q=mT1RCawIv!43 zE6O3ng0?t(>tmnz3oh*zwk6%EzFyDTCg;e8#noB38`g7g$U$d=;J^-*nq@fu8FcTn z9|CWkqlLk-dAjRWbuvW?o%_p{s9SuC#_G>}eX4|d4Yy0t-l?cf7h$WUoScdr67?ji z#Ar4`itrzi@d5V4(XX2+T`8$iDaYHFo5vWIRrFNEjt_n}hJ(W*LAis)m(^B5ge-&A z`oyAER#8_uQ&WJ-m$7kYNiuk=3{3HCc!??wcc_Cu_G=c0=gNeWTa9+2a*gMxQt?Y8 zi1y+FqN}ZQSg)W6t+Nb7gG7dNSvF@0b?P@?`CqE>sdVFYc1uRaNaJ=z$yv6~IK~hq zFo@IWVy~zLdxSTS*Y6wA8)sFK&d|=(qeEplQZE-{%=6YsUxQK+hr>fd#RF22S=n#n zD`ERq1Md2sHqkfHx01J<^O+>fH!T|`k=%zLP6(`SNcwvkN7Z`dEY^~)Cvr@q@uDfu zxAkzZtAfI5M_WN6|euG>0dW-GfEmMya{NH5$a8!TTd!OUK>T#LwQ7%ol> z3%j0thJBh6sk=%rHo`*IxA0pc4@R`b#(T8AA_I+ZtKqTJ6;Y!*kXJamyW^FDC&Z^u z2`Ung1)lOcQ$Is;lD3w)fUOE(_jD|K+IP)2b1b@VEM$!8)p}$8Kr98JLm3sAUcyv~ z(;wqqlpIR;>)j8hsbIdp?udTc4gJDd-K|%ZNZ~O+*{}(HhB-&TW^J%N>Y5Jig6M)> zCK%sF>CX9-JtA4x(s&y&X;hQI4TZ?h0WI%6>hQ(*b*Rjdq=oq$gAH5l(Q(H*HyCQ~ zM75E0_!lRmoMZ)X%8`?i2sIYrD7)Fa(AB-WdFrt5pbl-z4vkXFlzVQgpJ^tGjpEBV zAff>hYPr^7IjXMh!G!%-^%FTl!iuwR3H`mIUmchaSU1cPb?ma>a<9_SWbKlFHj9cdDA>JAJr#UC=@ zXau#D#lvX70cmp#V5Ub?noKY~W@53$$QTPEs3qtPB%jqyO8^ykDoU)QjtI~tHH_3< zFd*iFF%%fK`s0;7-r)Wmz&*W3^CM2V=jLL|mf~aY{)vN=R&d47-kB%yl8D>B#G6v{ zjH8W9^1q0C%c#1ZG+!8ZcMGn;-Q9w_ySux)L-6447Th7h-QAr)a0ssNfu6bl?wRg8 zYi8D6?}s|Ow$&*PyAG_MJ-P#qd12(Zp50QMtSrkg&6hD4LH$7UxwC@k5pf$f0@9dL za&hc>R)h=<@}jDwJat;u7(%gk_9ujwY*wg`S>GQE&(-?pj&(jKXM>%EsW8sVX6Yp{ z@R`ISWs;}oBe#QYdR$tpNCu%kT&{i3+0lL%Q(;E$;sd1Dg&D%Ws4e?2TK^)~ zg?eE?=o7SipZ%!z8CMz~Ry!)| zVA`rxL^~dhTcRy0|J_x7E?<;S`1rQG2o(Av-saRywFJ=Zmz9Aaw_n_VxhpcdkVv1= zAzH@pGmzw1dw}>M3stjp%oe?@aFN@SAF}1*$K;U*51o}+4HsqB_NbX*M%aM^PbO_R z2B2P^$1xmuoded78a$AEqnG{7t?LO&O@kzfS2&DAIQw3 zElnDdnvHse6Rla*oBI0ssQiUBTW#X|?-ei@`BbzyVux-;67Dqnw5vc!^OYUJZ$xfx zMpjBs+uw-}gL%u(>c~YqM@m{d9&dV#K^o4f~KF1Yb!d)W*`W;C^F;?Xdh zC5ht~7Q!ikCqsd~^HIYfi<$KNvR+MgsvJm|DW8pBFV00yWCE0pzNtde{wS1nDu`g4 zHLXCVWJt4$!RdRo%ny=Fwo-Q-8`-#{)VCj0br%%hMvt21czux;`;yLSKwSpbgFmVfR;g1e4&=a)quR1*# zR6EE*S*mb@L>^vdc4jy6eX*-GVG#Jd`T&subMVzHPxJGhh^m~$p8*%2yOBha;EPBl z*RBFC!ysEo^q4%n)}Gw&9kgk{cuvu>ea}XwXZ?6z(7j>BF+oRxs~p&e6{~`-Kz-Py zEK0^LT=MIex+&)MNSFkw1WQDz=>OD<&k|P);8@ESMQCgkn`LkG$g`>=$QQuhEjMevTiH5_0zvFG2y zr9bnp6cn3ixSaqK7x+3u;9kyl@gtfARl{e-Uftk5THZ#8ivS`$VnZVr$h#jCFr!8t zubP#s$oIUE=(a+0zNGv2^Fy4_gK47|;#3GANZDNF^oW72TG_HbI`4%xsp=F6o$$Ca z{=6Sgi0Ze~ti-4oKe}b%(5$*qO^He}u%oR4f#$JGiVF@jA$|QK=q$KfjFX6f;`SJc zEN0D}F)n#8R?sbg&CJ{+H5093T7`keRu#g~0xY|VlZ!nNJ??*$591W(ff3O-AR`$x z_{rRy$7_2nWRd=sXZFeZZq_t$*_eg6swq7I3!OYrDXZyzYKfeRRW%^3)?Q}Uk^S$h>w0weATbr%)UIeY`LyGf;57|(y*AZHm_+)x`SC6Rr=xn+!ZARCi#WK zqPkAe7|uA5W03!mzQlrUQi#m0l(11&18T zlDDGT5xhd*O6@xIC@*xSoYLBk{D3tA4~Pe$-a-U}SPO7S?OO7|n!;-6&~u|ba)l4L zurm$Ko6xkY7QaU}g*)*ss9*RFN_E0gIbSi}$R(d|-jcCGD>+S|-aO?ri10_w)%tn( z>vc};ZsS{xQG6RJ!NVAGqw&!&BafT)P2+Yon;S(Po+;a_tU88#h?lSqFKB!3a=!DD zY6BxHb7yXga)>Rn(>;0fa9-g0MPSoFCByHV+p7fxjeLKgM6)Gt=O))jxWuv7ra7qLyni!cawo`aQP z7I1qWfC=54=6#*`I-#GqiEC?d7aD%sDvbd8xv0>Puy}r>Xr5cm;ZgKpKL8(pHi!U2 z5);$dM9hm2u}lzHd}xt1ytSLU29wT)Kpm#6rj^EtWaiV*@jBdbo_8XXPJKo>p$cny zd9cIuM!M^2CI*G2H}xDrsF*!<9+)Ns(jmKHkOzXEXqb=ugF$OL6G{BFluB?4U;aY6Sz$ICT3%#Ohitxe(*otMP?ZNV?_I(FPLHkv_H0w`D8bpm87rDB}P zMcH{1)!Kwz0-xl#`h1cP{AFq#>9|>t5ZevRqP?z3Nk@yCSZsm<%&un}BTaVk zU7c>DEjnd=gDK%2IP8HEMp4SD11HH{_|xaRWRxq_`ELux2Xzjsi{FDz-QwAng(tr3 zCKr#wtHsY-)S{lRQL#A6TU#B?zpdz_xM9;+Z7kSix_aS42biyBa^4+>} zrAw@##5#n!-Pn*tBoZ_-Ybi-K9OH9qMWh8OAkPVagNWL+wo$sN_DdQbZVERwbq*VN5Ig0f7vM+`@*wxtZ01 zP5; zaYCCpoRpR1h~!9;$(|yr=qVVajhh$Ab{C%jFqEPJ6X#4hyu$de8w+fWkRtPLCGU`Y zAv#n{Q#GjqUM1)3pfM*;`JKq70Q;ICQhOsA`Dm0FL5EUuFy5)zrN!07)g|GpZCOMS zdxa#i`1tsC{5Y`eD5ORy4p3qDH{dmvzRu3KEFvDOH#6a;7amh?s{IzuVwH2Hh@{-b zbm|yCcUB`{3nXU4+)3o?6^p3Z9SCO;1~}pLPITd!1s<+-&EIn<-H04MHWKcd(#_qv zgy}UfeV;ppeowO#6v=2MkUKN3#>}xv#OP{hm_bFP=H_Ap!crEG5O!PpB3wL6P%H)X ztQ3`Y(yz)RvsN+oen3&m8RCBPs2wc_iD;Jl25raH(Z25(rcnCixa=Z4*-v-3HbSukP8Evs+1jHbOW2$x8wj zA#+wL<^<-NlWfju2*)^OZOL#yMJrg=0S1;BAr;1rrR9y6} zuuJiNJ%mgTMbMl1`PXGzj80J)(9NgQb0;NN7sVt@u`F3~RH*_{eZsN?W8Cojuxo$U$H*R( zPEy>}IrjGU({+wO#9PfnRiU2{yDFZSYTrP;S#U#Dd_!OGtSQB1%*L!CV5*Q=1&9>*arn3N&l=;H*&Nf$?w?Qazv-f4qt za`_DqO-ZJ9a|F?!<;l^|hZI@BMFK3(RS2Ec0?!n374rqi+|WvQ%+Q7$)dDp6em#Y* zdu7?Ml>q+y-DYth@x3NOAuk+`B5`{d;%*i)E9sNgRat~$l)`e5K*^adBo+kIesO-5 z^n6P=oK#0l+}OSmeDgt z+?3Uf`h>})3uS+XI@_nstmEKoX}y!n*+ybVxWI=ugFSCt$W;e!?slImTEfk9SwGWT zwht89B|b?V~8<&Df01f1d1#uMk6Kr8-YbkbV z>S#`L8Z?U3z&cAiZQ4&Hf1o@Cgb+dKy*v9!J`opy{_>h-@}d`->U0cpZ8Z z7X93EK^dm=6MxzU?M%_+ul8DJ73t&7w^MzL-zaOeC;)$vHR_{Fr{rV}dK)V%Qx8>I zonm~j(o zR4bJXz6Gn}6A0TZ3W=lybtbM`4v8&HUq6DZg~P0Cd#r0;Kl}g!7l`YMK{Gd=!{r-j zv&BC2e+KrM82>vWSy>fHNny$VKlv>H`1~(5vLE>DKXLx{qx1Q;{A*RqZijV5+jH!MsQ;B6w zgpU~9A43FDy^Y{}K`R$Y;_8Mmk3l2u|ALGn9vP4dy2nJ?(Ar5WxbuZd5o9m#0ED*} zD4d>!adL4_5z-tPI0RTR5UjCfO=*tblv9FhVmtDO9$Sie!Jh#0iIM0B9XlDD#VwBZj0ZDncRS3GnlSb{dp zOGf5F*$exz#KO)x1{iTN{3Nue31M3_j;!i31#jhndd1>n1K;pT^s_=J3ISg0Ouke$ z-crxafvTZ%nF3XiZz$w?lims=4tB@o3knw@Aq2YI=^IMN1n6z*|74jl{)=Vy-!~`z zizWEa__Kee)BWJ_{&9``k9E5LVk-ZUKl}L6|EAOZ;JE%@@n?VObOG-OV2uC;w*cJL zhglH7CcSfC|EvLcqz^^zzn%UYbp~)F1Nb0-oe)3{eH0P{D0%;8GW@7H_HQcRcZQ4w zAm0TDem{l)&{2SdU4VQSK*j-XWBZ%@_g%!x2B=2I3eX9&{msJoL6Loo{-Mle0UTuo zO!S>^`u8osT=2K)0**6%3zyw97zVIq z1MIT^wjT{pJ?-!5ECBiTzoWBQ-buiJLTCA?Ln|w*HTjr4T$2+=#F@=Rz|i30XNahWu8}*E8)$>|4## zX3zD}{BiYWwdMTv1n(~2Q??e5<*Rq(;O=icG(5&7yB`yCItKP*JsNl|4!w_{C=url znDNbiaqXIYsq-fMkTK{dOp!VhMrvb5F84Id{E9~S&6+`e3P!J+b`!p}(Lb83eOWp) z^WBFDO7-5%hNWVX_j<)+aP&%lzNr|YH`?R(7dV$DD?{D{88US0$pEs4(hW# z18!rYcU$lMh5@oJj8ZFoSK3_B&M~Fq_Ts6tF5u>-L!TzyCZ(r`u~$X`eKB`O$Q1CH z?b?xloYl&ff^dQ1;o6 zIPe44s-7Fk(A}9#_XAb z>oWK`F-zvgkQK?(LIin;BqEnME|E{g(Ue9b!CaD`3Z%<+ldxR^nM!CVflVYd6c&=; zO{A6;ZoLz{9Bqo(Dk>OqG{sC5f_Q+>OFZ-@srT#--q`qkeQ%!i%lpn5h<~p6gc|ND5u6vEc;Dq^msGs6R*=DX3N5f~qt2kYpHPJFM}9y3?=8dy!SL z>+j5e6C1q5hv<-97QsVU&*S*)22iN)nSibdm3D1@+qwILzjueuGKZj3{u^jc=hQs6 z09v@x+x<&-FNrXm=@PbIZpe2rK`oTHnbb4swoHYb5WXCl9X_BUXkRD|;RbT)+R;7t zS&mp2pKddqWhJ;4YTjpFArK+-?QO#{X=IcDHoUzBdxB5`Lp8xOv;!b#X+xSmP|arj z>&MgVh>7n5JspoLQZksDDyL;0!ya+4G761Xk_u5Zhfuk!7cl}|mrgG`v&t}qFvU{b zQt6VTlB4By>H27NoZSW@SD~X~_ESi)I)9jRUaUp#KqNZ;jM896)nXn45zy7NHY|?ig3yX4iBD8){kELova!=ef#ybY2BYC zYR~-~s$HksNa;eC+{~Dk$Edj)^lblR0?H^8K6`D0LO$$nW^>20xUAsB(3X>FFWWK9 z|Ln&)@3fa2-S>EfN;#B{Tl5^As3>f8>NR6Zcs_It0)()xJkCPgWxS%}Xj}KqAm2mY zO^4Q9$MKs=tuoPJ@HoVn>BjEl1l7eqs{TA(%rn$TtVXbvfte0x;!E658(>qcSt)c4 z!nkPMLF<{rKfi9V3U{c*-dmGAB@MUAJQ;fxd3CWZ9hi0ut_}Ib8V1eKEbuLpxVUAT z6g4PnR#+2L27ceUU6`n7^x-Tp8&Qy!+(M;imFI#IZ>bGsz&K(fqb zD`vxU5SoZ=h4k=3^X%3N#%1%T2Qv}V4evnGN>@&IrYa()WjEUy*aN*+i)i$94^_&B zkhQ4i*VlpIVd|86F4xgS?=0ldaq2I7Hgl-cU#cB%f{H=AbK8$5I%TIylSs=ATp5yF z23N>(`hl(<;FDSqJ0-Q_J;UbxW|A>M*dW|sgIFnY^7&Q{PJ}`%=j&GvLz{NQxDY9i z$!qz|m+UAM*iSaMl#8SOOpL@tJY!QU?i8s3;=I?ujF}0E+zY&p1oCzT?X6!|{>+oy zyMf4VJMn2n<}j5XTiAe6Y=-IFRmFdMFm8{#PJLQkT3U^wNfO^JgnlIy-byAPNkUs* z1aImlyiRs*j9SEYB=APSCmgw=7e+934w@{gVRHvU9S=fm6F(}s${`BUOB3<1mN)kQ zS=8CccoJGO+>^uH4ojD;s?0ujz~0T$^(zrKj{FWJdpGc)WAUDWAg4EV*zX6p5Zkl{ zo+-@G;Fe5-DMdidE>L@pK#Rd|`mSkaa!-b*8?8hOLKWw}MgiC*73l;XQSX6I^A1$n zU{fg+R-TjWjT;pw6J1B7VV|z5 zRk$?`vn2Jn)|cYU!fCB()l3Fy0{I9g=v+* z_)1qxmIcGKU~iCFI^nUFt-^$l0-sehle1{`=$b@!DAVa9&VUV5@iUf;j_*3R#E6)( z>chK2`GH?kY9}tJ6Ujg(Tfy+H+MvRFt>BGm%t05CXLvsYir&tB$TRfD8+mC zP>ldG_aulpqH$0LzFvy?aJ_V=FlwGtu=`!?*G0=H@&@vW&k2*MaqY71_)cxac|6~> z1KlJpY_B3)M4c{qAu9X%ij=e`@h3N8Le2QoK(u=wXAW>-ES)|hmGD08KyOu>N^`(( z;k9Bm5H){kQTpZ2qW6;5vCrB2N#Acb)$iyj`~@C&>@_s4)n(P6qmIKo&_^Qj^_9Nz zREqCa9O(}XKC6uE*O+F$&(EBl~Qq_avX77Ec{yQbQd?62m-+IjftKGw>XF#9e0@h3MIR(P0q;4J@Ba zkABSLRspqHUxc((iH-YeeN$aWEme_S<0tZ;4EiRedYMoYwiojn>T#qa_WdYe)EgQeq>(qS*FJNA@PGcV$y zxhgVfZvjUdmVQJ4CC_k2+l6J#)}XP<3?~OYh+iPrC{H?;JZjrWj#VXP9TE1rf_Ghx6E2)3LK9&kn9wYy z%XB^Rih{!k_)a{e6Xvj;myzdr3v7;L_ppPIGv$|B(wFYDfs8H`9?&ByvdT%qgeii& zk}hah8hYJFVaB(KIk~0$b4Dl11KuEd;4UC?nGj{y{0;~h z>P$W0@Ox%+KrzQn>~pr^zCw6Mdv(2Vai6<&?YF=lJLtIcb)(){%!QZWW!!Dg_iCP$ z#5QVO%2hIx0139VVu_v?cpbO>;m$>tB;5j2xCCaj6^o$AKkb1tp3seVb*M8glZJ`nOaY4MCNY61*q82s8wLC{S4m? zo(aoDM?B7I$-l%OvqKqzVf7GvKaJC`5APn)7|G~T%u*C=?b%qXGIEv6c5XqELEZyd zr<=H~IIlK0WUfqFgOqIT(q@jsmt!Ksdu(vE1{k#ODXHU`!e_R6`?EHJ-IXxyeng4u;j^1$jyk?Ite@38c{~Jsu8jt3va-IU0uH-7*ZEmbnG}Y z1pC)>2`STd5Vu2jPGwYoz3^ID8y7MVl|P*UH-aj83)v>dNOIOCz$53j3i07dBW(2z zG_4}CmK``3xILHNKy0uJWnqQ7HrO=y-F&GqeTGba2$beSp?_Doz_Mo6$RJv*{}r() zwRqBnMfZ@%H-1=DqM;RTXa9~1qW0yKBuKN|3*D{pZ2+g1fKkJqlQly+CL{vAB>tA3 z%BX=;J+mQUG^+1_XN%h&+UZZD3qlQ1-tYwF1O%jHFIlZ28nrC6^6#HcAT;=~n@Tet=r(@>Q!uD;K|KW;D`BpH(MWBeU1L_w5 zIr}h6*-4kDsUb@lZj@Rp)muRQT{u2!Mw;pZB|V-_~1OY%p>c#JKyr zq(TzqL`ssmS$sJv8LhOWoKl%%Jxt`}JdkHoE>tAyh#|D&7a0CeL@nF3S~*wHwvP^w zS(>Sth#m~T6q<9SwVE8oDOkeWU3=P154%c!pRA@759EE4+%NQ!BNrp1oM!xyEy>|MkyI5N zHKYf{w7u=BEN5(w>>0nv)#_025d9AvTDxjaYiG;7Ljk4|x!G zjUX&T`GAj*_+11k6^lodF4WQlZ3n9fxwY4(5ZI46J z5A)3)Rr2{(DSX}f?Z8T<$uo=Jua*R-dwpK0j;aN~+RXouQvfs9K-FG}tiWT_w);Pw zR4o{p4e+gw~d+}=J zNb{&#`?D=Y3CbA=)mDN6etWh~&z`Rw!51Fl+B$)UyPqm4m%t5%c5PdOW#^lPNXr+c zjL+Vwcd%t&tq6?ZZ#_2W2`~BDR;#HyU^lwd&0g!TLsPG|B6CrydD`oN&GvrhVdr7j za+*cTiz%r9U*gkIUWn29uJTsf(U~14)Bi zu3RC#guXIc#FMt7sU(}?Zh|%Pi?8E?bY9V^NZT{Tf;BGQLAu3hK9th&IUJxOTc(mr z9^|V6Ws=npI3E39N zf;FUlu&Bj0KEGfvl*QK$R5SKOh8>Eu!j<5!N(Em6I`6tQ&p1w-b5$P~fHiF(7do%f~rXVk}k$J!&REF~|I2Nnc?8vcFk;Rmeu4+t+nSpOH$ z_kU$U0Q&g`?Hft#<`d_kbW;n3h? zxjZ*}0{^U{#9o-scXP?{sg|XNUt1=v%rxK9PSLQej%;)JPfVFZ_0&5Q_OKhbYu?QBAF_iP_M$&a zs#oV&kP#_N9-KP)(SLHmw61nguOzNt>)niD)J{gF+C9b`6;qDGM&WZF+#)(9%8k~~ z+6H#t99r8aa-xw}S09*pnW2g>jz(2>CcI5du<P~D@6A;GYNZ)hToVM*r1H{U=lj!1?i?twtZq<{uZ*|JZ8uU(M-1aVCFxjsUiq z|7V^ffXU}?pZVY78(9GS%zFdSChyz^6CkAo(0%7N-n*=TNTR=Q0OsVK+xQQMKA4by zyYg=Xe2^*cq{zRMDFFWw`v?00$b5e{CH=*qeE60CMj`-X0=Nhei1I<60IWKI?nj`> zhkNLQG+_mp83Cy$AC@2h2g3@u>z#{X2Cz9FGXm^00Roi(ej>mqf9nGxB0n-(0H^-_ z5bH0xccma?uA6-WFe4ytW<;avm&uoxXf; zy!BjMi4r|LM54j4DogC$4szw@=OI-*v&2%=TRCHi^Z`4T?|78EfedIZIa}jmm)E zzPbyblfoixRZF8$UL`~Y2g;YplcG{Siw622xZVbK3Mz(d`7eo+CP#r;Ey92~#(x1s zynxxUGAji?ra=rpk9pTduhCo(5VfYcuCH{4Aud<*>Ni?V61DRdM>2$Tv40^)ibT`h z5oj$_UC%Y@&I8oH)kg|Vd`&reGdg27h-)5_q)hnS7ikZ|4-2hhhS&o1u(=Wd@S#RHuzp)Av^ zpPay%rW4HHffvKHMoHYeJ9Hf()8zQH@4qaHxP{qvoUyLU@-}Ti`+WbA=3DjpM>J5h zPBaD6hr<8tCzD-mn_XU#t!p!KRamUIZmiewIpa~abkda@`J}%?=6yuWD{qQ`&B5p1 zot?x)EVkYzqXl3mv{ZjzQ)Gp*E?ogWxNNy{XGpdt7;KM9lyU5+4-1 zAla8bTO-BN_O<7zqx^)(^w7Gqj?0eAKW_SP^8REiBOM{vL#Nt}G!(?NXB43=-IWl( zob-3@n5k3yvHJXfn|vcAI{poZ>oY`?XE|+{$^gzl4~AVZ*gbm@ck=}IrIC}C^ zo_oYf&J_u|s_ZzD_d^~qCldMBw+lLFu7Bg0 zTE30&H90!0%Uf6RrtoU1nK1RC40WsY*)v9sh$zrl6ZV#MVLPR1CTG_ZdR2Q!c;I(6 zTTx!&!vf^quuVH0ao@=YdUF&Hr7iUH3OHp5N#b<_Opc_7yExs2%wImBJK|IDHV^EU zc5@i!TNrCFRyUp7UcHT53{c(lZ1RHnyx07jGp;9ki?!;0gWmV z8dP~>3k1c*UFmwh?`qcaD#}oH#NFqOw*{ui0KCWVS)L(W2mVlEQgC6aWvz;ayie#<93o2d#e8V#X!bDPC7)~!!J1w3L0O8 zkbz+3^OC-wR7@4LY|mJ~J+-yj-G$HE9oU6$T77fa^6EXLa^0ele2kH?^AMUx*xL*t z0H#frA((cbZ`E-OeAyzrbG~s_S?LAlh_g^T5&O0}58fz9(15wog8g$WfJoJHl3G|> zo7 z>f3L59hjcRwm-3YXwDBI=RkvhTHscye(jIk(?^qC?@RDgPgAak*BOl!By3u|a}Lfa zofDdOC{T&TTOslF27CS?7tU`+pTjok4Azmb| zW^eezrt0t&qwIGlXUjgDei*2bHo<&t^|3d5RGn8;8M?+Spu77zFFG$pciU$7oEP2Q z-9bSZ$;ARpMf6pzhiiBeF}<`Foi;H>KUl4UZ1NVeC(dre0%>Z7G}{ubYG|Cz&t#Ye(`E!+rk%Ez8yG$7^ zl+xB(+p4e*PC|NWz;-_Db-wlME*gHJ4?Z$!s0o&qfWi6+zg6ZBt^&-dD5t+sQZM6G zCb+m#*{}_0UFXvBL|?2~mUYS@icKEUV<7X1r7P9|>v!7v;_yB3PZ>gs?(|KYx~5|_ zsTwff?=bV(C*yBO<#H^Q`f%37^`#*0mX{xitV((bJ&3Q)v}tgmTeNcpg zNPpI@6{&6@oK7WaX^DOps#m5>5-;s1-R%PvwN52gM5dBc*8d{WlrOD-Q4*4A{o@a4 zXx}e5;(Gi(Y-1u`(!41K%(Nwvz`W?HZi(&FU#G=&z0ih!uhdeS=<6IgZhKA234?^LfipVaIRGy2-N6#tF^XCu`7;5y)pBq`g(HA*Q>Si^fBk1E-Qm<&+B43{?;JdNW{W(&bp8-}~YX%)+ zzZK9ucO$lU&2Y&dB0Kv^bLI77MS*!qlJL!NXB&cWJ?iJ(}Buw;+aA|aXeQh0WkP0CJi}4#l-fN!4Zt-24la{_+Wr<(_qh{ zXcOc*(AR-$*+aSAP(0jOjp^Y`02p=^Tkz&Ug$F z#xwuG(E0w%)eK>oOQT4uAVt>^xoN(M=XKN62MlvEx zrr*@E>aOmdd&`scyt74SfwTEexj^NSj*XsdgDhZ)8U=Uf4kgTKsN+pz~i7bPurcldgVHQ~U!^W|M!KC|gtwZxt#2M1_JK?6Q zR{yqz*^@DhFZD2?QnOQ}ECxlg05qDZwzAp2 ziOvKK3H-NdWTh{1{f|Dk*mN~**9Spa zKj5KgQ~X#JZHXzP%u2LZJLTA2|<$a8&=E=(vqWrk_gjh$sLU@X%*Sg^*4r96|cjj)h-@CBw3ALxT#c1B>jq)_>4Q$_@B@9 z+%kA>nvdL?hGEyI%W@WO=yO)eedcpyZr@NNA`&1KcD_9nuY51Rp@z<;D*Dy0I9mBb zJuHj8wSqKJ@UC{Iu2YH(l6nnRh`6HeXW|nby=jHDgYU7Yi^j3h>A0!!m2IHT=0@fb zgs0g?ka2tM&Ty%y=KQ70@dTHjh_Ma=14&JSCS)Aj}^CI1l#7I2Qr90#MsYNgggx z3%D817JQAV6hq!-k4sYUf^aKfI~r^veE0pOR}an)@73^r_X4RGG%O4YpF??2emsxH zbwtFnJ&a{YKx&G(JIl#!OjnNEf?!r&cXc5;5Leu7^Hip~;W2fo*w#APYpoQ~kNcY| z^*JKztUSekUSR;Z>#ry9e}lRH%ffJlC1Km%}8KnN2+ z$o}2{@aYEz3i#rB&sSmtL}C5g;dfM%`5klp$e0G40}KVwlyd^$)OVryNBgL^1&ECX zj0focb@Trz3iw_PkOd&<{@4Pdt(gH)FN4!pCOFJcP@Vp?Zi>k8T*p6Yfu)2{FoqFd zMug>cnLs7eMj9103W{$+Vo9N8M%2V`D8utf`Jhm*^Nag$E}>tfq#Qq;4NUmO{Oa`C zJe?S0e>&-0)O>PVc&uu?Q)LtvFIFtmO=Tf-cU?o<#HJb*A~wP>)&L280yi@wT|MYA zu0Mh2DmdxiG@Jo%iSZj`fFc3?{{zN=fVD0zwvn~FQLU0 zd>!4zo90;W0^BYz&Ci%*=`c7LH{?onzy`Z3DiFK9B8ox1|D#^G> zxS7|}ZLv+i$`k~cEVoLH&HXAiE~Kd`B+d9!m!RZ0zR-a7XKtCX_7~N%hN_c@r=sLH zvi_3;Gd3+n#W4$2s|hSWKdX&=gXPw!XC;Y&ot#VQp&h%$KN%>jBn$M!G^EaA(uWMk zjuo7&+>4o+hB|TC2H2)y8ChwGW-`MuW5xS*uRt$;V=|Hxx~VANG80T>nlTt2!z&@3 zOutuRGBYwCk3QDES_9$sc`qUT8VzOQXN!h61Ez`V>?5y}ph*p>8Ky~+F;LRLf;F4f z0E;qaR%gi=Hm$|N7&WcuU<>Q4teR1^vYL}N(IfK*=a@<)DSOF6udhG(I-=J&o|n=~ z8b%r>Zb{)%}x3niD#Q zX>$R;1Z0iF%thZb?SJX-gt(nLcu0e>EF>t5aiPLAJ=Lh`Ipz{}kG16#Fi5{sFutbI zfbIi|!$M-!!_cL6$d2C2annC6s>z!Z^(S4WU%iZOzyn2r!}relxo* zIuD1dA#jVZxIjvf)si_iQA8d>dfTXR#1{UN z;P4DEeM;fB;;%#R#r5Vv;U&;DwBJo`+Xst6=ShRLC-td97msa* ztGjRz#5_@IMfuJih_C1M=)1Lb3R;sa!2EsQC;?-Y?5FD6KG!%qbPR3OsjBd>$r#l0 zs0^pP#GZ9dEuHKtZD5s&5!LZCEWZ*uT0SYPOd;}0Y!@?fr~R}hzI}-7FkfXUhLI~I z;wCFHp-i`w(yCob`cYK?GIKKk84)@t_Axt58WhigFZ+1wfC1#3|3o)$UM=3vYSrP) ziR!vrb8T_rZd=>hXDQ3T?d=GXqXu-8poMjdaBN_)71I;j_@U@KM+A4E-C4s$&4sq! z7F>(vxWIBa;irD%j>i8D-l@(!y61++Cxg5(4`e-0_x(oa}CnIjl!+)LN+ypbUnV<(?q%?Ue3-J|4}TI;5c+$x(!r zL5~Pu)=V|%Ro{&!Wzq9tYWS=uUks1>1zv4brBLT%S+^;zsvElz9FWB^a9f5)%-Wa{ z<)>Q0^HA^8^vE^ZV<(W*(Zs~Y>wIZ`0#Mef~;VjVH8D6cl`1S9J$ zgG_u8vAeq|yQJ6h>SJn`eSK}yUJU7})})aqZC_VUjBmS7%@ucX5Z6L{LZs{;I+esL z_^2)X>!;+W7^;cCGwpR!q4gKY^)&W9L!#IUlY2v}h(gwl(q<$Oq9-gWHp-2r>m_~Z z_O^T$V*bTDnv`Xn*})7%pBscB`~Z#z#)DIBj{hy26VXi+ZtvxDOG*4W*>Pqa9pZe? z{PF)++gpHD)in*n($Xs3APv%uba!`39HcuWB}7t6LOMkn>6B3EMjEB0yQTT|IpD3{ z_x(Ko_kZv8Uf0?C>{TzYSCjIk-Al}5Ml$$HqO1s8Wv@sxte5h) zYxW)Npg7Cr59w#LUQjDmu7>{4TWGEHQ_L&8UpyFMT~z8FD?8@Oq@$em%K0c0imTzF zwAs|rho1iCeEzYHx0I2prGOb>`_;VRlOPqo#*0j-4LDOKqVN7Jgby?ZdLKBzJy*vk$1T9X zz-dm2*Z1kX3%qfR)Ju=Nn;4JfPyX7U@mN8)ODQBeSY<6}sqI{-@oXM?`=d+z=b_w3 zoeYczZI~GZZWv5*h4{hg5{EbdA?3{59X95`}rm}d0 zw=KO4k7F5IXVj^e!w8<7>-QaAChAgQz<7y5pFY|Cvd=|mTz|J}S|RRr!uVGP=)Q{_ zp3`|!1sd~{y}kZ3jW5rAi7&VY)p!gRUY@iza_x9q->pwn5K&+A8xZ@nUq|EO?gTSS zle48rlPGG=?~aqdxMEhUg|d)yk-Zwu=o#^q*&D@EBcYLMJpd`0xpLXzwIvg8p@U|o zGg|*P_Yq<%RI){%+Y1^aBQ*nxU>Iax+obmqNR}Vn)MQDjkKdkIjnT@S0D6kI&oR-J zV+Xqgka{Nf^Rw8A?9?X;db!DQ_G%9eKD8EjoFH`@%sdd~u!M;g9)Ho4pvGmci)XC* zT?Ad*?OoTk(e4gw1wy7D4^IwwQ zyJ2W><@>n3!harR80AP8BN#zFKQjc?NaA*B`G6-6ErO7)5Tj1xZcTp}tHO)g810U> zBk_AVJk5EoAT}PEdKY+oIY&OOyBqEi?3_x`bv zYVQzFq(XPs80|tn+O}+od|7#_kUmk*{_^;dzbey3(%D8#u1qjNd z`kF@;JUZ(U5}G_ZbGBO#w6iq|(Wm1|>x0oOQ-WdMCh2(jq204>A%9OOInTX~`Zf9d zj;jNLFZE31);o;yv)%Y&gst%U=;~TI{9R?O#k<58h?oT*-bjNyce6%nOzG@`Sy;vGBd)9OnLBqOVe^Uv6@+k&IUGCJ)u-$XJ+Y1Ao6DqKURO^%(56mZv9svdzH7(ggX*HIn4sFmSS!?JTee)JfWWfV7ivP)E14f6 zYd)v&^`1l~6JG`U?ADJ?0)YzEH-86spHdqhX8DBwf#NM z^H6SRCCPHjyK^;{d#-oF7a6kO2U^iWrQvUbxHi#nKjIuPU*Y4=-KPwPArV*ff*&%5 zW?Y8f{l1;k(lMhnPvx92Cq@$?^Gpm1I^_#dF_cz~<(B1MpO?JR@A1 zcrx3wm&a*Y-v*KTI6w>!;k)SX)=?E35|SV~bvE$NKS*oN`=~N0UT#JuMj;Wp7?{s& zcnn+HJ8MwN;}oD(4kvVxr7McS+N55+Fs*inf0Sz#NePNp&pR#jo46VbmW`rEg-pz@ z+I{DNa|+6YZW_u~BQ?oEU`JMpQ8Tpf%h!YHuU?pWK6=LF zX!lL1o~Q!xIC-C{ro`FpG$mG(Zs7XPmmjv37O&>Z@UH5K37q+bS4O@bn077qaZb0( zSNHJ}dGK7S>B;HiPvkjOuN_{a2S^qD%K^NsfN{>Rx3yo|1h5Lg(Zb%@&hbVcreI_P z0&E~9MAS8I&s$S9vUOr%2Gn)drvFJ@2Y$W1IX;>TP=*1=M}v)qei>5!FB~5YdH4K7 zBLR@`tA77gUkAMW{=2?zC<4&ez1(pR-3|<2$uPVgV@~Ef zd2&2`oRDZ*UJ}wi;G}TcERuTh?As~*Z?Od?#mzdKE}e(^m;0LHX9wB4HS3DU zjr1-gN`f{D!|zr%*Hrna4rR}or z_0Fr>v{mk!f&bwj)me{kyC_gtF-iBhvEev?*X}TLFJ6|_lda8XwS@5~fXj0&XWi19 z;>%+^`GM`>YHHBIy>&{&==CS@oSu~o1EIY|R}x8<{CYcEpT>L7tJEo+2}$iorABK& zZ|hY^;%eBFg)qt=_0j|Sy4iJ1)pM9Z_He^VuSe?5J^c*qT*%7!{TPzSfVM8cQBru0 z21$s15J`>OI4=+r(_iEsj5sNpF)7qS1}AHI>apR9n^-tJyO+o-?7Ah?2!MW!UN7E`=`Amq((6w2Vk!a_C*1X2OC&|OGEMkN^Xt&s!-BV&l zTLSDm3sJKkk{&#Q&U!c{heVexrA84@*R=WRTi^Nhw&JE6vfX z^=Sk&4tLhJd3!Ti*NgXEBc_>|R=dloR1r<(AX%KX(^L1t_Ua0q&6Nx)Gr{bMIzkP; zkkQ5RUQ<59SGswer)*vlr=w3BUkp%@EcU&niMV#&=eHONAIQDPJ%+2p>=|iN;ZJD=r9x_C)8p;*7tYi%E-lk5d^;l&Tq$z>HJY5tG~l~&%S zlS{lP{62j|H|#=2-&>CeRKlp^*Th(&QhWzpv)IOrDp%*srwK|2KCQo`iB+>$Jgl

na zUL*|}N9x&|B;kD3hn7@rO86s>EIB!X&R(3wo`pY9)frg<{A47IXpZn%3LJ49p;q~x z#p_6UOEP3(tIFoR9bvWPsq)v6F3!?WwW6^Bd()T_@>X0^PR?f-(U3`>lDHJIc}FpV z*6lkbji=H;LvG0hl1o&|jl}~gXe-5!5O;@`=awj`UpV@}HHRAZl`hRLbM5aa;3e)K z#2V&abid`M8z`pTkY2Q89c{huAjcz}GMz%5k}2&(m73}tR@n35vHP&8;0(nKl>yFd z63OR*MRX+R)wM&$vn|XpTFrMTa+l_o6C+`&VYy9-oKL3;ELL(y^VjlI&sM)g9{ap_ zaqz~wdpvuc6#IWA-4~? zm=nzOL=BRH!}Tjy_751vHuL3YQURx#Hj0Is(@X*CTS^GumKC}DQEL&Tw*2+7w~WxW z(ki6NaukXEvsn<_=jY+$=Z!o+Jk)EwU!;<{|KZ?+?8m}+DE4>!_1arH1S;sx0+?xx z5${NlQy%K0)%l}8>+sayT&q3z6i5=^cz4iP_T)!`N5kr?B1V`J1C43aPqHR-8KEVO zYWg~{rb`sFNWe~&tj z6N)e0&CV>}9bYzD)e;uN=OA}Z-zn~38&vb4Z~lCIIPaA`Eqk!b*CKl-2>1KWu9_T5 z28bpv=942`U3NW9a5VL2N@~eAX^uS*#Y&IKgO8s~vT}?cbvXL5(^2v9kx7(}I!6BC{{_RXx zp8PwVt=VPvuphr0$B+>(^rtCg1^OW!6VrwWz#exe@*B z#rjl(5z;PIi=p9Z?hM~RAx$Hpd5(T)WwhV2=I3;=NVbM2SVaP+_m(iTcIGV*vFFkV zhOzbSR|O75eeiKA^twC&Ip-P#{S1J zn#7qk$d-{f9ZM9$-QTrn?tN4}{z6)r^-5JQf)$~T#>1KD0Ckgjul1{{VA{pr;{3_` z*r?jh&jrY*U5RVsB~&=V=OmsAKoq7K7_y(Je zHS!9`Z2p51a1AfTiWhhiQbRde$wTcXIgn3JavX`Ilpfxh;l9&&WKADnXzbm}WNt&A zlrqEJ1TBuNGn{*MG5M0yRPd2UgebLB0ixFWU>m&MLfT13h$?SVh6&`_r%8Jw;GD(N)5d zsvMI$NR=6hsuvic#Ea!l^lxGc!XFPpyJgu*(|fHGmA(mpdLzA6yl}sUSYCp#)35PO z^8G_{zYe$`6}Ip3ee7o{W{h+P;kD479lP)yMNhh1UvxfvFcK;oxKxQ^W7NXePANj? zbd2Uoma#;RUN~up>2&#qaPCApisZS@*c9Sn1pxuJ1=0XQ8H^&&>NFYS`V)7#wZi@5 zP@Q`9I%9Ij`=5yfVctneD=xh5E6xu1aVLIQ)Jw?Fl&qY-?potc8`B}Lvf8^DZwavKiubv_u8d3}f(5z$O@W8Qt+s(+!dY3_YN!xgbUH7;SH0~H`i{$mafaB=aPI5y#hp%Qltywk)=9!e35Q%UTvkS9KHo7) zahL7k!{|BcbLiy4C{9{h6%N*x1c{jYSmj82(7493SnK8+JuXB<-dT*8%$DuAehztc z1gUj_nrcdkt^`x0132L=TsqjeSq7sH30kk55BSU#!`ihdC8Q=!I>&2<kuyo( z&Piy`zeQlaOQVLf*X57h3SUFy@wn#9{FB@J-K66W#m*HoY(I>iA?U}cyRdT_X)^Of zVa04GZDOnl$J88jGK)Epd;;2i@s;B$n}~1HND&&bkm3a_Xkf}-oU=y-4WJz9Cgt- zY!cX!fny)u_1N>?V#g0t;#GwXWH~je3@%2gZ%oLL?HuYPF)=15f0$#mtx_ljV{H0> zw?)#}D~L8IX4PNF_?_1*rQ%276zC6|rnas92%EtpUa`G6xe_&HTQ(^{c6HXVFE2Ka z7X4+NH&xRLn-$-%OW=QZnLs>jU91;SnN*{HL1zr)n^3@*ZS42*;kkHir)-GSr*f}d1aBG2T)blg&Z7n(0lZWYkjBW z>$kBke(t) z4%Nebj_F>U?hIri&5R7!{$!(V0@Sg2+O&@A!MyiGyb)=1yQ-MsW(SI`c)^b)$fsT3 zvKX2Rvz}$ZwS{k#B}`m*RMOXk+Ym^gE4d(-NR*ksoC|=@U*@b7_d8P)7P($sDX+*% zL^GFHUL2&s^0X7hf0p0EGt4q}Wk)^={R4Ew>D;Zz7eFwra(Kn5RJjZ1u$c%w3hy-2 zC_W&q!f4(|6!++J)d^35J~x$nSX$-^U0&y1{5V)AgX_=U#d}}!OljRKNtIa6@YY<^ zOKUf+E2E5%6KD?L&iWa3KYO;2eanuD(CV|=wV9X|%1A!gg<3F2dQ8>ZNJ+<0(A{q| zo)Na%t?4`aokhq*_D(xR=^d%NqeG9<>|rWjIR*&AdI}?uyd$bYz+Lh|fQ{@|z&)=@ z=U2$8B$78aW+Lg0=w%VwaLqz}kR$&+-z3K87*248{L}84CBAod$|zi8gZU(XW##>1 zsd~J0r){KS!gZ3kISc3_zvm0u-|?EPvh{&=$hM{6S)x|+VN9#b=3_q9r6+=S&e29` zXYWV7Q0}sfWAkruJys`pcg4_Bl7+4!>Gzd>H`iAIe@ZpUaU(Rz)=)EwFE@q{n?0LQW$RO3n*IA9dA@bXRTiMrIJktu z%=_EYg+DMSmJ{D@Q@r&smSYV^I>{sEVeaAD)_&BUo<(>_`@Gg^Kt;a%jW6dhs&=oH z>$w$U^6MTHH}xwtDVUd+9`cV}`NwJX_Ko14Gdz+1X69iG$78=G=gRjj@*NqYaKXaR zvs|oo{;=vL{CC#W%ol+*#}WF6KX#e|XLmIl^GH5L!nbNLcR6@04&56=QOqD;GTKhf zia#ST?Ll5LHA2@NL>%RmKsU6XggT~xal4=kKRDK7ljfud<6);F6E%k-+4_twc}F*k z(ZJ1YR{xo7>4;XvlzTqzfH?J_-qoOQc6F}OgNZIQXZ!W@XfNL|+wlH}4h85%RoSl% z_rvXQACS2DiRXO?dL`@2u_n%$AK}gzh{l63CE|o`M#$?KTY^gOK((dg78JkC9?4C>j>Fb3qDm-rt+J`ZcO6?v(QkC|UkQxDd8lU7=0c`r=3O(1PHaLbIdw8={SK4Cxn<(8&^lnpHF@DonU5J&4Ff)0=etYW0Dmh5=7%1^ zJZ~^`Hl~G5h+Kbo2_>4Qzur;qq7zx#B}n7J_ACu{C4ZXNj~J)?&4|jGbTwpl;1K%I zgYwZQ^k*O9)#p*!)4Gx#!J7(F;rSX4F*WkBUmEY!m2-E*ZYB1ZQz-eI zhK5JTaJHyiL;=SWKdk3GG-SkjAoM1pgf%Z%|A=8%phGsi%H*NN_oYU=!H+xlXD<+6 zA;ov-+@RMP8wW5k%uFun#wro}vsZ!?A?nD6-K( zjg`HFwZ0R@Ikt^?)J!fZn^Qa&rlS$wv=VlPfTh(Ia)sFtTav_{wR z1?~IJ@yGEDL))*==$XeN^H@5V^Iu+t!rC1*V2AFR@_iKA3+M^vkxjlUrXEjxUd=u6 z4kt9wuwdDEr7~mn$x)gBW^Pj9!z2se{ob!h8%tePrf%bsW1I8``A*&Cq=fCPBkidY zlpC;F!7S2-nHen=6yb!3vzas!YE_?A+yW=yj&l*PhdL!m2L_}W$l5dt8p5M0i*tS) zRy*vU)k>juz0m|I`aIAS5*G_Z_s$G>8f_D83iY@}WZCq)DTY`u9d1rC))dy{*O+hA z3L|gTR))(``K&aNKN_!bj48r%Tz@)mbl4#u+yTb27?)b#ohXxJW9f(|$LD-~-dhhJ zb^5S1J#lD@z*b*+lW;QL%8(~T-y}T{`E+c;rO8YG=$RB7Ny$t7GOMt-KLeCm|qaB<-%2qkJXsIkQTDBRA=;F zWf_=iW1T=5^RrlqCdMaf9GJVj_(_;MkqYtekaX-pb_ z6AJA~!jglhp|sMeAAX)+=m8~O4O_*2MmPm^2X*Rk_eAol+wh8MOUT^}&HWI($ic;p zq$vCSi?!OK!OZ|3W>_1=&hb|P<09o48HZ}n6hiG~g_5gzoM|j?NZwObppKtCJxOsx z@R-C_L0`>-hb5YR&VD>+;AXf#I8sxYN!CzV!Z~OjYHiZsKa^6lE^0T1k)PR|GZU`Owpn)6?F6lREhM=o5Y>jDmjya& z6wx+PyFZw!UOXW6(o9kAHF58nXEzA%6%~<*p zXJQ<}zEi~q%eQh4_C+)`D_aN%$hy)ilTW(~wbo4qF=7;B49Q`9tyk02(2G}=jEF<` zUr(h=rR!UQ&q+>{B`Qj>_Lo-=QVeiDFrGG^)`gOX6%rH;dh=F;K%=DGNYK?e*| z0VfmXl^C6p;4DtzY^a3!6N6Wy=^- zJ{Hb0vF%iIScb|)(t+CZs9^(^-By%AEjNDg3wOPp^ER(&Yg1wTc&~3-Q1;yxs>Pnt zr%MIP8CGGveH>+4cZMXhOwhZ(dW+~IuGOpt5|=NPzV;n>*1P83FFr7d*K5)mZ_@6g z(C%ClF?_+Z|Da`n0ev=&!XF`9cc>>QC55pvBqQ>H1#=WZ9K-7`k_vklObt1kJS&(r zJ9>wws|P_3$PjJKaz{lt)WqUXzl0F+C5LJ3X}pkKtBd-Q)5_43dpT~*bos`Mf_mA5 zrZynJ?jBE0VgRT+jlekvt<=HJTZ|#RCEF2~%85GWLcn(U;y5-8B|A|jPo}6pN0emG z3+7nj^v)JWw7V<@k%Ut+B2-dl*wdo;!#T0mQ2Jxkf)dB)cK56>iv$c*vsj%oUa}x6 zk|Ob2?fO2^Pg89;xj*tYesMVKUWe_NIVvNzb&bQNAL({CN*onJU=3TDwlbG!!CK&I zz01L*&R_ilScFTOGF3G6Iu*UljrhE$PB{7_3sIG7P>gaaETnl zXc4Vqj)$?$Uvp;E$z%)EMiRQ?72{a;FQ&}6^>cKEZntz8yk;3Q=idY@PJ}*O#s_(= zHtQL^GjD{p4iFhaTl|1|H_k9bP?$d94(rDm(}R~+u&YiKWPDF3UA#!CLWdfZZ%-#tHsW(mEQJf{ZL`91ND z=*w3D(I;@yj)Ov%LQ3i8JakWXSYVhm_QdJ;aOkN^x((?i1t^;BP<_a>&NcTB%$4&* zxvU!D6QULyq878se{ipMnjY`+FBvsOy{`^AfBtgze8+xNI2u)yah?3bF(_;5K4pA%H(V_r(|p_{-Xz}(F; zl&~BV+vTD*M&B7DelC+X>HGZz7I|V8VN{aNCOB)A9iP;)jqaR2_)?aXyj`5(#0gc| zXQ(+XMzR2ERJSBj2?~Ko6i#pd=zaiT$zVkH@ylS(=_v^P^n3r|Q&e_?W5yK|BAeye z=Yb^{V!|sSAtIOK#HPdK>t^rnHD&Z}8;#z7ho^XjULJ*1X-qE$@2rc_YKo^RHB*=)`@QP3cyTI=yKY)P~s1m|04jxPI01+&>#&5s^)R0ph? z$&c-odHHH{2tZ}B1lv+|a3tXt$h=+&`$9&3yx>zWOB#mEizQRgqvCmLX!Z&V_L#cY zwW3mj%gFIFuE9~W7Qtykl~nzKU@=*R;D@ghJogzYh)t)+JvexSYI)f!t-p>EkC`%% zJVj;hE-c`dvuL-Z`-EhClB+dx+Ukts{=k`YRqY;GD)wjYCdcqo&E57mSm;_;M)D)C z;X34ZF;cs{OaXivCHpctQEgoc(tZZ@R+q-|nd^q#Bo*leed)5wBfO)}gV75sB+Vim z-?W4kDI=BFzVV7?ihpzVNIBV2#)d9WzJaTXd5!xth1>n&Mbgw43)B#5g*3HqB%0@| z*D%bjo~HlY4#En2C;PXL$^UM_AtNg#tfu;F!xhAW^MWVT=^ z%SuyK)TQnTnW$dpWmuH5J2aS63PZ6UO*8HJvC41IRjrqm_U-5)pKpHol*L82PCd(( zQ08$s?J>L9l<=*Db7*ohr~ikQ;nsE|lb1uvH-o~U+OAK0V z<&A3fZwqbHt}EjQ>va*fwrba9sb9B~YNE~_uFrA>+I6psr#_D=E7soRO4giRQg&b` zEchr`qg%sYuUq_K-R*((JT)PXdXHge6 ztLHDHOGBHNO*HuV18iFNW?RqIu1rQ>yc%}R<{q=fHNT@TOm2P$G>DrdgvTC8HHeY~ zFJo*DPw6LzVnO4Fl0)W)VoK&mXi7$ig4TrcDga(u zAM9pK!7#(n^xI@E;{@7`_KAM~bON`A)$I)eb6CV!Va-8Ur1ZIRT;qgCepFG&IUKPf ztwzlJhf_p~Hq5Ch67b=2isX3Y6@nVdIJWKf7_JHCKZqM=Cr_I!rjQ@=;m>PqZ+|b} z-`VNTopCPwX!k5CBGN?iN5v}FciWMF*^~(!82_se{ZH&o{^RiRZ}uktwq*>`oB!N=|kbseiCU6V~*e2wE$KHhd_krq$$x22~K~AKkOrmx!w$7xSq)f6F zrcQv}17NiQrh)~q*?|1ta)kxhN(Ko7$A&=u0UHYNzy2TN;m?g}e0-!#H)s@HoUJWv z0ZdF17LHENq&KCQ)UT~3xNx4 zRf7;F3>=U02Z=u+K_~=f6>zTKApJ2(-axwL3;^k-K0hh^6Vfg95CS3e`~mj&y>4nZ zU~k%#NfCkFEr)L8>nHIL0lVeNt$;DG|HgEPao3;7A?BulI0}PzO#UHZe{Zor_mM+b z3vt+!2<1Q7b3^%0b2A9#KLa$2UKil=zvmikEPv?HO z0{s&mMDYG`R1+lPPaXg^QMV!t*f0IggP)Kfg#W`OC?xf7kpAjqz#h!sA^pjaTRFS| zdyDdhAGhS*3>CK+f3_s+Z~XXYKm4m3-u9xu_ihNX+Y0^0SHKAFSC0l86@!OE8ZkQ) z232PxM`v2VrVCOL8WRg=5Thf=jKSC%WWmbJ%xZ0F1f<@e{YNU7iL(tYU}1bi%x}q# zc6LAl;CdCzonP@L=0>(pS(#ZlAW&IurSkW5kS#db&B)RICd+MK`IW`e4j6F(lV&z+ zBWGZU1d#llat9Y9TW1iMY!+Zs?VkiV+8Ki!oq_T!Y)%l;Z{_qC{9ieEZgcz{zB4dp zvbusy!0>OH_*ZFgnhh`~ID!-ZUVCQ?Q+FFXQ;@Y2K=qA0{8sX>L}S1c15o^S2Kh4w z7`~;Q6BxkXc@BmSNd~8~+)gQfmUaa>I)Q+qH$wYcnvEr-(CygpTY{avg~<)c_C_XF zz_bdk*WXEZvoNtTH?jek$_^$1KyWh>(13uZaJI0sWn^Y#0SexB;NPQJ!O^$E^;>Q> zFq&H`e~V@ZN8dKbZ_yk;G(^AwQL_hV1S12i${{Te2}7{lwgw~u4F7hTxG4dKd^^3~ zM1WxeHjuwyZ~_rO8RrBt0auF-jOa$f0Q-753mXgPzjrH|-?RR)o&c;W|D{L%$_~&B zc=Uwe{}lsy~*Uf29DX>!eJQ zYO01xViLkEq)cGSZb~XS+L>7ZYs=et=O$9r&eqfdEV|OB09Xq%3y>qgPZdcKTEKm_ zt(o1=0I(qg;1ZZ(d0@O^Qg;IVq?bt^7U$(gSRgoxwK?@XZu_a|hq7{|Xv`pLoGHJ!W>`VrCWw-)w)6QTaWf z1P(w-nSh_H{t7+?KY_rvpODPJ0Xy)`@%LysZ~y`ULK>t91Ro^$v#=OA7ldp`VaO8% zqd7PMQUOTGKMFx;honJn5ZsVLztBMdK@$F`qdFL>(_c6tX^d41LOdN^FJr5IU3p9gTR}ljI5o2 zO;k#1;#!OnF4oo}Mz+8N4InhPa3TeM|Mw*Ql4}--r2i$?Ks|vjZEUIPY(vVV06yaK z_LYzgc$EYmt(^gcOcLNFix|iR=u*IR0kVAxu!w~Xm}UOj|Mbi0#;BI89XS_D(~9Qm z1o6X=tTb_a(qx+{xU;)441=7Vtz`&ZrZ$RC6tO3t&qjU^X@Jskt~Y^MYaKIx`A|@W zLcE(Agms$br52mzm`~Gf;LsH+qCv(RE>7A0!(6=#k({<%n|ODq%@+Y4!w#Ls<21Z# zpL2R!QF$%6HT8j6VyuZf(Q8MtFd>9iX$sS&Q06dk78U^`D7GaSnH+8{?fy^`_?1P> zr$%oY_s2}sySpFn)7_I0MzrD6ZE-+EhYHhEy0eb?*<+^%ipQNMs!!vTR8QoyXjvA1 z??>NlQqqrfi(03jbC6(jD5#(tP}1Nq@qF)+c$4jdf)KPa-y_9;R(hWsNGp3sfPOhX zs0Be%vb#}T^NCp*9!~eg@i~bxW2%w7q_*hAzJq|~`1*-fUL23ja^L#C5oZ%*k-&3tqZG~Hc_oHOJX{5B(j90j>KEgRw%f~Zn-R7uvGT)!rhyR z`q)vWnepiG(jYk7uKiWY#(>EOeB$PEFn1MHuCWBuEQq2w$SC0b+YjJ@Qk{-bbIR9 z=<*dyMebPN`dHLxL?^t{Y|;4CRP4q0`{kZj7wG1+zS7FAPz+hT*bKt>wVlp<8X`%| zoJ0yqUHG;F@C9K-Fx8#!vL+v*!;alA31H74YTtW;SJ#{TCG2%NhsYI7mhiyS*UHO* z+T>sH5*0mPIKG!A&us0_!P~BZfsyrLFUg6O8D=$m+}&M5iVn?!MHE$8%U#P7!)p=A zJqa}zu4cDA-$-I(=51nusYj!Kms*{X*Y#;Yy!~-JyW_BrSC)Qw7++KWuB?_B9|BD8lFY#7pTh zF2&yb&@@J3eyht8{X^~lN0h0ohF<3 zUWyAR=3Zxtqf7rSOm1O|zu+E96LBxxQ8n?@Z9>+HEu6{@L=?!b772UtI_|*d(FbBT2_Bxqw_yQX zb6zp<$l}7$p@d7B)9A~|>R-Y|w&r^X2ZhQ4(68fIhFCV$TO6&ry=RJZkgr%RuJtw6olMpVNa{{{CwO&x=d8oG6S!|H2S zl>EnMl_q&C(>UVK+%^WemM)7$S8a({En^nG_gDorlh5j@Q20iglfcIW#kfe|UK8*v zWZG*jqbzl*Zj@mR(C%m=az0=k=BRG4#wR^m+Xmwm8{4XDLfKmImr3z$7*HQtQfmcSRpl87QGBdE` z18<39Qnl~^rYYbVP;KgxvXHU?7Z9ytX9uY4Zr9Q`>nYY-9TStZ7?6{XU4)rif?0%_ zos$!A`XnmG%EBqm#ltGj!OaQ;IhY0hZ?XWG{@aYg33!kCYeM<$U=pG)vPuy~xbSm7 zPMeUh=&lU&)3ffzHD@2Nyj2NSaW;E|%NCALKoEq-iH)Y3>E51+jrKVF)hh+uS7pqv z17G2F2xG7%X*tXeEGPZ=aD6u8mbP=1;{A(9P7E}4f1hibld?k2d3dp7+m1zL z+`Y)fkmr{lKmsA8r=9hW!YGt;?r6USsdlQVP+e7x$IFusnR1o)#J5Fhsf0axGU?13 zuzCM_Js89$O*k1@^r`$=j1U?rvNmT}FZ}xF9Ul{IU)V%Svd0#agfYQ36V=kDjM7wO ztdYIc`4q1nks?d;c9Dj48plY-N4+)0>v}l3Fq}dZD~i-6t~lY!gBUiO7`{Q=jGol& zzmGQP(tSlCPVpT{6aRtTZgKH&8$r1?t)l9T&{k!fDVDbUSX7lMk+vdd)GJerNx4vI zL|RJq9H|_ES=;yO7xq=f)xjje9itDor>axbqHJ9@7@_LMF=2>y^ z@xEpgmpoSUz>I(SKsPqMZqa5*c|&(Q9YNt{e)*ejD!RgVMQP>smVwBj=8cY7Wn669Jpl+Sbv&`;+#J%icVMHP4!vE!Hr&-Vc)4aK+BmN^Rg?9+uMx*y5b z+@uk+27G%*%Rs{15AKsVcq)n3blzPqj8eImb@;8_8*tHWq;&8UVopbX^cqYp58(Hn z32qQbq4-*V?M8o&P=_wuMIH6yeryvomhe6tdkRb(PsSdpIS;ZORX?KQh}D)&EoqZ3#y^$b`$ TA_0p&HdbyVN=k7>38eo6B Date: Thu, 25 Jul 2024 16:58:35 +0100 Subject: [PATCH 2/3] Creating 10.21105.joss.06800.crossref.xml --- joss.06800/10.21105.joss.06800.crossref.xml | 324 ++++++++++++++++++++ 1 file changed, 324 insertions(+) create mode 100644 joss.06800/10.21105.joss.06800.crossref.xml diff --git a/joss.06800/10.21105.joss.06800.crossref.xml b/joss.06800/10.21105.joss.06800.crossref.xml new file mode 100644 index 0000000000..e3ac4bddf1 --- /dev/null +++ b/joss.06800/10.21105.joss.06800.crossref.xml @@ -0,0 +1,324 @@ + + + + 20240725155751-1387524ca0bdd1c12df22de6144aaed7c7103c5d + 20240725155751 + + JOSS Admin + admin@theoj.org + + The Open Journal + + + + + Journal of Open Source Software + JOSS + 2475-9066 + + 10.21105/joss + https://joss.theoj.org + + + + + 07 + 2024 + + + 9 + + 99 + + + + tidylda: An R Package for Latent Dirichlet Allocation +Using ‘tidyverse’ Conventions + + + + Tommy + Jones + https://orcid.org/0000-0001-6457-2452 + + + + 07 + 25 + 2024 + + + 6800 + + + 10.21105/joss.06800 + + + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + + + + Software archive + 10.5281/zenodo.12809519 + + + GitHub review issue + https://github.com/openjournals/joss-reviews/issues/6800 + + + + 10.21105/joss.06800 + https://joss.theoj.org/papers/10.21105/joss.06800 + + + https://joss.theoj.org/papers/10.21105/joss.06800.pdf + + + + + + Welcome to the tidyverse + Wickham + Journal of Open Source +Software + 43 + 4 + 10.21105/joss.01686 + 2019 + Wickham, H., Averick, M., Bryan, J., +Chang, W., McGowan, L. D., François, R., Grolemund, G., Hayes, A., +Henry, L., Hester, J., Kuhn, M., Pedersen, T. L., Miller, E., Bache, S. +M., Müller, K., Ooms, J., Robinson, D., Seidel, D. P., Spinu, V., … +Yutani, H. (2019). Welcome to the tidyverse. Journal of Open Source +Software, 4(43), 1686. +https://doi.org/10.21105/joss.01686 + + + stm : An R Package for Structural Topic +Models + Roberts + Journal of Statistical +Software + 2 + 91 + 10.18637/jss.v091.i02 + 2019 + Roberts, M. E., Stewart, B. M., & +Tingley, D. (2019). stm : An R Package for Structural Topic Models. +Journal of Statistical Software, 91(2). +https://doi.org/10.18637/jss.v091.i02 + + + Text Mining with R: A Tidy +Approach + Fay + Journal of Statistical +Software + Book Review 1 + 83 + 10.18637/jss.v083.b01 + 2018 + Fay, C. (2018). Text Mining with R: A +Tidy Approach. Journal of Statistical Software, 83(Book Review 1). +https://doi.org/10.18637/jss.v083.b01 + + + quanteda: An R package for the quantitative +analysis of textual data + Benoit + Journal of Open Source +Software + 30 + 3 + 10.21105/joss.00774 + 2018 + Benoit, K., Watanabe, K., Wang, H., +Nulty, P., Obeng, A., Müller, S., & Matsuo, A. (2018). quanteda: An +R package for the quantitative analysis of textual data. Journal of Open +Source Software, 3(30), 774. +https://doi.org/10.21105/joss.00774 + + + tidytext: Text Mining and Analysis Using Tidy +Data Principles in R + Silge + The Journal of Open Source +Software + 3 + 1 + 10.21105/joss.00037 + 2016 + Silge, J., & Robinson, D. (2016). +tidytext: Text Mining and Analysis Using Tidy Data Principles in R. The +Journal of Open Source Software, 1(3), 37. +https://doi.org/10.21105/joss.00037 + + + lda + Chang + 10.32614/CRAN.package.lda + 2015 + Chang, J. (2015). lda. +https://doi.org/10.32614/CRAN.package.lda + + + broom: An R Package for Converting +Statistical Analysis Objects Into Tidy Data Frames + Robinson + arXiv + 10.32614/CRAN.package.broom + 2014 + Robinson, D. (2014). broom: An R +Package for Converting Statistical Analysis Objects Into Tidy Data +Frames. arXiv. +https://doi.org/10.32614/CRAN.package.broom + + + Latent Dirichlet Allocation + Blei + Journal of Machine Learning +Research + 3 + 2003 + Blei, D. M., Ng, A. Y., & Jordan, +M. I. (2003). Latent Dirichlet Allocation. Journal of Machine Learning +Research, 3. + + + Latent Dirichlet Allocation for Natural +Language Statistics + Jones + 2023 + Jones, T. (2023). Latent Dirichlet +Allocation for Natural Language Statistics [PhD thesis]. George Mason +University. + + + Conventions for R Modeling +Packages + Khun + 2019 + Khun, M. (2019). Conventions for R +Modeling Packages. +https://tidymodels.github.io/model-implementation-principles/index.html + + + Tidy data + Wickham + Journal of Statistical +Software + 10 + 59 + 2014 + Wickham, H., & others. (2014). +Tidy data. Journal of Statistical Software, 59(10), +1–23. + + + Tidymodels + Khun + 10.32614/CRAN.package.tidymodels + 2018 + Khun, M., & Wickham, H. (2018). +Tidymodels. +https://doi.org/10.32614/CRAN.package.tidymodels + + + text2vec + Selivanov + 10.32614/CRAN.package.text2vec + 2020 + Selivanov, D., Bickel, M., & +Wang, Q. (2020). text2vec. CRAN. +https://doi.org/10.32614/CRAN.package.text2vec + + + The Structural Topic Model and Applied Social +Science + Roberts + 10.32614/CRAN.package.stm + 2013 + Roberts, M. E., Stewart, B. M., +Tingley, D., & Airoldi, E. M. (2013). The Structural Topic Model and +Applied Social Science. +https://doi.org/10.32614/CRAN.package.stm + + + textmineR: Functions for Text Mining and +Topic Modeling + Jones + 2015 + Jones, T. (2015). textmineR: +Functions for Text Mining and Topic Modeling. +https://CRAN.R-project.org/package=textmineR + + + topicmodels: An R Package for Fitting Topic +Models + Grün + Journal of Statistical +Software + 13 + 40 + 10.32614/CRAN.package.topicmodel + 2011 + Grün, B., & Hornik, K. (2011). +topicmodels: An R Package for Fitting Topic Models. Journal of +Statistical Software, 40(13). +https://doi.org/10.32614/CRAN.package.topicmodel + + + Text Mining Infrastructure in +R + Feinerer + Journal of Statistical +Software + 5 + 25 + 10.32614/CRAN.package.tm + 2008 + Feinerer, I., Hornik, K., & +Meyer, D. (2008). Text Mining Infrastructure in R. Journal of +Statistical Software, 25(5). +https://doi.org/10.32614/CRAN.package.tm + + + A correlated topic model of +Science + Blei + The Annals of Applied +Statistics + 1 + 1 + 10.1214/07-aoas114 + 1932-6157 + 2007 + Blei, D. M., & Lafferty, J. D. +(2007). A correlated topic model of Science. The Annals of Applied +Statistics, 1(1), 17–35. +https://doi.org/10.1214/07-aoas114 + + + WarpLDA: a Cache Efficient O(1) Algorithm for +Latent Dirichlet Allocation + Chen + arXiv + 10.14778/2977797.297780 + 2015 + Chen, J., Li, K., Zhu, J., & +Chen, W. (2015). WarpLDA: a Cache Efficient O(1) Algorithm for Latent +Dirichlet Allocation. arXiv. +https://doi.org/10.14778/2977797.297780 + + + + + + From 89efdc9e22c8c325c957dae4a76577d11102ddf0 Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Thu, 25 Jul 2024 16:58:36 +0100 Subject: [PATCH 3/3] Creating 10.21105.joss.06800.jats --- .../paper.jats/10.21105.joss.06800.jats | 927 ++++++++++++++++++ 1 file changed, 927 insertions(+) create mode 100644 joss.06800/paper.jats/10.21105.joss.06800.jats diff --git a/joss.06800/paper.jats/10.21105.joss.06800.jats b/joss.06800/paper.jats/10.21105.joss.06800.jats new file mode 100644 index 0000000000..c66933e3f2 --- /dev/null +++ b/joss.06800/paper.jats/10.21105.joss.06800.jats @@ -0,0 +1,927 @@ + + +

+ + + + +Journal of Open Source Software +JOSS + +2475-9066 + +Open Journals + + + +6800 +10.21105/joss.06800 + +tidylda: An R Package for Latent Dirichlet Allocation +Using ‘tidyverse’ Conventions + + + +https://orcid.org/0000-0001-6457-2452 + +Jones +Tommy + + + + + +Foundation, USA + + + + +9 +5 +2024 + +9 +99 +6800 + +Authors of papers retain copyright and release the +work under a Creative Commons Attribution 4.0 International License (CC +BY 4.0) +2022 +The article authors + +Authors of papers retain copyright and release the work under +a Creative Commons Attribution 4.0 International License (CC BY +4.0) + + + +R +topic models +LDA +natural language processing +tidy data + + + + + + Summary +

tidylda is a package for a topic model, Latent + Dirichlet Allocation or LDA + (Blei + et al., 2003), that is natively compatible with the + tidyverse + (Wickham + et al., 2019). tidylda’s Gibbs sampler is + written in C++ for performance and offers several novel features, such + as transfer learning for LDA using the tLDA model. It also has methods + for sampling from the posterior of a trained model, for more + traditional Bayesian analyses.

+
+ + Statement of Need +

Packages that implement topic models in R and other languages are + plentiful. Why do we need another? tidylda’s native + compatibility with the tidyverse makes it + significantly more user friendly than other topic modeling packages. + It also enables more traditional Bayesian analyses such as the ability + to set more flexible priors, burn-in iterations, averaging over + segments of the Gibbs sample chain, and sampling from the posterior + that other packages lack. Finally, tidylda implements + a transfer learning algorithm developed in + (Jones, + 2023), unavailable in any other package and described in more + detail in the following section.

+ + The “tidyverse” family of packages for R +

tidylda takes its syntactic cues from an + ecosystem of R packages known as the tidyverse. The + tidyverse’s goal is to “facilitate a conversation between a human + and computer about data” + (Wickham + et al., 2019). Packages in—and adjacent to—the tidyverse + share a common design philosophy and syntax based on “tidy data” + principles + (Wickham + & others, 2014). Tidy data has each variable in a column, + each observation in a row, and each observational unit in a table. + Extensions include the broom package + (Robinson, + 2014) for “tidying” up outputs from statistical models and + the in-development tidymodels ecosystem + (Khun + & Wickham, 2018) which extends the tidyverse philosophy + to statistical modeling and machine learning workflows.

+

Silge and Robinson articulated a “tidy data” framework for text + analyses—the tidytext package + (Silge + & Robinson, 2016). Their approach has “one row per + document per token”. The tidytext package provides + functionality to tokenize a corpus, transform it into this “tidy” + format, and manipulate it in various ways, including preparing data + for input into some of R’s many topic modeling packages. The + tidytext package also provides tidying functions in + the style of the broom package, which harmonizes + outputs from some of R’s topic modeling packages into more usable + formats. tidylda manages inputs and outputs in the + flavor of tidytext but in one self contained + package.

+
+ + Topic modeling software in R +

R has many packages for topic modeling; none are natively “tidy” + though some have wrapper functions available in + tidytext that produce tidy outputs. In almost all + cases these models support only scalar, or “symmetric”, priors for + topics over documents.

+

The textmineR package + (Jones, + 2015) is tidylda’s predecessor, supporting + vector, or “asymmetric”, priors. It supports fitting several topic + models, not just LDA. But textmineR does not + support transfer learning nor is it consistent with the + tidyverse principles.

+

The topicmodels package + (Grün + & Hornik, 2011) supports fitting models for LDA and + correlated topic models + (Blei + & Lafferty, 2007) with both a collapsed Gibbs sampler and + variational expectation maximization (VEM). When using VEM, + + + 𝛂 + may be treated as a free parameter and estimated during fitting. It + only allows users to set symmetric priors. It is designed to be + interoperable with the tm package + (Feinerer + et al., 2008), the oldest framework for text analysis in R. + tidytext provides “tidier” functions to make the + topicmodels package interoperable with other + frameworks, such as quanteda + (Benoit + et al., 2018), text2vec + (Selivanov + et al., 2020), and more.

+

The lda package + (Chang, + 2015) provides a collapsed Gibbs sampler for LDA, and other + less well-known models. Its Gibbs sampler is one of the fastest. It + allows users to set only symmetric priors. Its syntax is esoteric + and it requires text documents as input, but does not offer much + flexibility in the way of pre-processing. It is generally not + interoperable with other packages without significant programming on + the part of its users.

+

The text2vec package + (Selivanov + et al., 2020) is a framework for very fast text + pre-processing and modeling. text2vec implements + LDA using the WarpLDA algorithm + (Chen + et al., 2015), but it only allows symmetric priors. + text2vec also offers other models related to + distributional semantics. Its syntax is also esoteric using R’s + R6 objects that reach back to actively running C++ + code for performance reasons. One of text2vec’s + novel features is that it implements many different coherence + calculations; most packages implement only one or none.

+

The STM package + (Margaret + E. Roberts et al., 2019) implements VEM algorithms for + structural topic models + (Margaret + E. Roberts et al., 2013) and correlated topic models + (Blei + & Lafferty, 2007). STM is well-supported + with interfaces in tidytext. It offers unique + capabilities for model initialization somewhat analogous to transfer + learning. Models may be initialized at random or from an LDA model + that has run for a few iterations. STM does not + offer this as a fully-fledged “transfer learning” paradigm. Instead + it is a flag the user sets at run time. STM then + produces the LDA model to hand off to the STM model internally. STM + has several unique methods for setting priors but the documentation + makes it appear that they are all symmetric.

+
+
+ + Latent Dirichlet Allocation and Notation +

LDA is a Bayesian latent variable model for text + (Blei + et al., 2003). It decomposes a data set of word counts, + + + 𝐗, + whose row/column entries, + + d,v, + represent the number of times word + + v + is found in document + + d, + into two matrices: + + 𝚯 + and + + 𝐁. + The former gives a distribution of (latent) topics over documents and + the latter gives a distribution of words over topics. Formally, LDA + is

+

+ + zdn|𝛉dCategorical(𝛉d)wdn|zk,𝛃k(t)Categorical(𝛃k(t))𝛉dDirichlet(𝛂)𝛃k(t)Dirichlet(𝛈)

+

where random variables + + wdn + and + + zdn + represent the word and topic of the + + n-th + word of the + + d-th + document. The user sets prior values for + + + 𝛂 + and + + 𝛈 + as well as specifying the number of topics, + + + K.

+

Posterior estimates of + + 𝚯 + and + + 𝐁 + along with the data, + + 𝐗, + allow for the calculation of + + 𝚲. + Where + + βk,v + is + + P(wordv|topick), + + + λk,v + is + + P(topick|wordv).

+

One of the common ways of estimating LDA is through collapsed Gibbs + sampling. Gibbs sampling is a Markov chain Monte Carlo method for + estimating parameters of a probability distribution where a closed + form solution does not exist or is computationally intractable. In the + background, the sampler tracks the number of times topics are sampled + with two matrices: + + 𝐂𝐝 + and + + 𝐂𝐯. + The former’s row/column entries, + + d,k, + are the number of times topic + + k + was sampled in document + + d. + The latter’s row/column entries, + + k,v + are the number of times topic + + k + was sampled for word + + v.

+ + Transfer LDA (tLDA) +

Formally, tLDA modifies LDA in the following way:

+

+ + 𝛃k(t)Dirichlet(ωk(t)𝔼[𝛃k(t1)])

+

The above indicates that tLDA places a matrix prior for words + over topics where + + ηk,v(t)=ωk(t)𝔼[βk,v(t1)]=ωk(t)Cvk,v(t1)+ηk,v(t1)v=1VCvk,v(t1). + Because the posterior at time + + t + depends only on data at time + + t + and the state of the model at time + + t1, + tLDA models retain the Markov property. Rather than + + + K + tuning weights, + + ωk(t), + users tune a single parameter, + + a.

+

When + + a(t)=1, + fine tuning is equivalent to adding the data in + + + 𝐗(t) + to + + 𝐗(t1). + In other words, each word occurrence in + + + 𝐗(t) + carries the same weight in the posterior as each word occurrence in + + + 𝐗(t1). + When + + a(t)<1, + then the posterior has recency bias. When + + 1]]> + a(t)>1, + then the posterior has precedent bias. Each word occurrence in + + + 𝐗(t) + carries less weight than each word occurrence in + + + 𝐗(t1).

+

For more details on tLDA see + (Jones, + 2023).

+
+
+ + <italic>tidylda</italic>’s Novel Features + + Model Initialization and Gibbs Sampling +

tidylda’s Gibbs sampler has several unique + features, described below.

+

Non-uniform initialization: Most LDA Gibbs samplers + initialize by assigning words to topics and topics to documents by + sampling from a uniform distribution. This ensures initialization + without incorporating any prior information. + tidylda incorporates the priors in its + initialization. It begins by drawing + + P(topic|document) + and + + P(word|topic) + from Dirichlet distributions with parameters + + + 𝛂 + and + + 𝛈, + respectively. Then tidylda uses the above + probabilities to construct + + P(topic|word,document) + and makes a single run of the Gibbs sampler to initialize two + matrices tracking topics over documents and words over topics, + denoted + + 𝐂𝐝 + and + + 𝐂𝐯, + respectively.

+

This non-uniform initialization powers tLDA, described above, by + starting a Gibbs run near where the previous run left off. For + initial models, it uses the user’s prior information to tune where + sampling starts.

+

Flexible priors: tidylda has + multiple options for setting LDA priors. Users may set scalar values + for + + 𝛂 + and + + 𝛈 + to construct symmetric priors. Users may also choose to construct + vector priors for both + + 𝛂 + and + + 𝛈 + for a full specification of LDA. Additionally, + tidylda allows users to set a matrix prior for + + + 𝛈, + enabled by its implementation of tLDA. This enables users to set + priors over word-topic relationships informed by expert input. The + best practices for encoding expert input in this manner are not yet + well studied. Nevertheless, this capability makes + tidylda unique among LDA implementations.

+

Burn in iterations and posterior averaging: Most LDA + Gibbs samplers construct posterior estimates of + + + 𝚯 + and + + 𝐁 + from + + 𝐂𝐝 + and + + 𝐂𝐯’s + values of the final iteration of sampling, effectively using a + single sample. This is inconsistent with best practices from + Bayesian statistics, which is to average over many samples from a + stable posterior. tidylda enables averaging across + multiple samples of the posterior with the + burnin argument. When + burnin is set to a positive integer, + tidylda averages the posterior across all + iterations larger than burnin. For example, + if iterations is 200 and + burnin is 150, tidylda will + return a posterior estimate that is an average of the last 50 + sampling iterations. This ensures that posterior estimates are more + likely to be representative than any single sample.

+

Transfer learning with tLDA: Finally, and as + discussed previously, tidylda’s Gibbs sampler + enables transfer learning with tLDA.

+
+ + Tidy Methods +

tidylda’s construction follows + Conventions of R Modeling Packages + (Khun, + 2019). In particular, it contains methods for + print, summary, + glance, tidy, and + augment, consistent with other “tidy” + packages. These methods are briefly described below.

+ + +

print, summary, + and glance return various summaries of + the contents of a tidylda object, into which an + LDA model trained with tidylda is stored.

+
+ +

tidy returns the contents of + + + 𝚯, + + + 𝐁, + or + + 𝚲 + (stored as theta, + beta, and lambda + respectively), as specified by the user, formatted as a tidy + tibble, instead of a numeric matrix.

+
+ +

augment appends model outputs to + observational-level data. Taking the cue from + tidytext + (Fay, + 2018), “observational-level” data is one row per word per + document. Therefore, the key statistic used by + augment is + + P(topic|word,document). + tidylda calculates this as + + + 𝚲×P(word|document), + where + + P(word|documentd)=𝐱dv=1Vxd,v.

+
+
+
+ + Posterior Methods +

tidylda enables traditional Bayesian uncertainty + quantification by sampling from the posterior. The posterior + distribution for + + 𝛉d + is + + Dirichlet(𝐂𝐝d+𝛂) + and the posterior distribution for + + 𝛃k + is + + Dirichlet(𝐂𝐯k+𝛈) + (or + + Dirichlet(𝐂𝐯k+𝛈k) + for tLDA). tidylda enables a + posterior method for tidylda + objects, allowing users to sample from the posterior to quantify + uncertainty for estimates of estimated parameters.

+

tidylda uses one of two calculations for + predicting topic distributions (i.e., + + 𝛉̂d) + for new documents. The first, and default, is to run the Gibbs + sampler, constructing a new + + 𝐂𝐝 + for the new documents but without updating topic-word distributions + in + + 𝐁. + The second uses a dot product, + + 𝐗(new)𝚲, + where the rows of + + 𝐗(new) + are normalized to sum to + + 1. + tidylda actually uses the dot product prediction + combined with the non-uniform + initialization—described above—to initialize + + + 𝐂𝐝 + when predicting using the Gibbs sampler.

+
+ + Other Details +

You can install the development version of + tidylda from GitHub + here + or the CRAN release + here. + Instructions for both are in the tidylda + repository’s + README + file.

+

tidylda’s repository and CRAN release contain + several vignettes on usage and background. Most of the vignette + content is included in this paper. One exception is the coherence + calculation used in tidylda. The PDF version of + that vignette is available on CRAN + here.

+
+
+ + Acknowledgements +

Many people over the years have supported the development of + tidylda. But most notably are

+ + +

Wil Doane, for making me a better programmer and giving ample + good advice.

+
+ +

Brendan Knapp, for helping with the C++ code.

+
+ +

Barum Park, whose code formed the basis of the multinomial + sampler in C++.

+
+ +

My PhD committee, without whom tidylda would + be full of “good ideas”, but not peer-reviewed research.

+
+
+
+ + + + + + + + WickhamHadley + AverickMara + BryanJennifer + ChangWinston + McGowanLucy D’Agostino + FrançoisRomain + GrolemundGarrett + HayesAlex + HenryLionel + HesterJim + KuhnMax + PedersenThomas Lin + MillerEvan + BacheStephan Milton + MüllerKirill + OomsJeroen + RobinsonDavid + SeidelDana Paige + SpinuVitalie + TakahashiKohske + VaughanDavis + WilkeClaus + WooKara + YutaniHiroaki + + Welcome to the tidyverse + Journal of Open Source Software + 2019 + 4 + 43 + 10.21105/joss.01686 + 1686 + + + + + + + RobertsMargaret E + StewartBrandon M + TingleyDustin + + stm : An R Package for Structural Topic Models + Journal of Statistical Software + 2019 + 91 + 2 + 10.18637/jss.v091.i02 + + + + + + FayColin + + Text Mining with R: A Tidy Approach + Journal of Statistical Software + 2018 + 83 + Book Review 1 + 10.18637/jss.v083.b01 + + + + + + BenoitKenneth + WatanabeKohei + WangHaiyan + NultyPaul + ObengAdam + MüllerStefan + MatsuoAkitaka + + quanteda: An R package for the quantitative analysis of textual data + Journal of Open Source Software + 2018 + 3 + 30 + 10.21105/joss.00774 + 774 + + + + + + + SilgeJulia + RobinsonDavid + + tidytext: Text Mining and Analysis Using Tidy Data Principles in R + The Journal of Open Source Software + 2016 + 1 + 3 + 10.21105/joss.00037 + 37 + + + + + + + ChangJonathan + + lda + 2015 + https://CRAN.R-project.org/package=lda + 10.32614/CRAN.package.lda + + + + + + RobinsonDavid + + broom: An R Package for Converting Statistical Analysis Objects Into Tidy Data Frames + arXiv + 2014 + 10.32614/CRAN.package.broom + + + + + + BleiDavid M. + NgAndrew Y. + JordanMichael I. + + Latent Dirichlet Allocation + Journal of Machine Learning Research + 2003 + 3 + + + + + + JonesTommy + + Latent Dirichlet Allocation for Natural Language Statistics + George Mason University + 2023 + + + + + + KhunMax + + Conventions for R Modeling Packages + 2019 + 20220412 + https://tidymodels.github.io/model-implementation-principles/index.html + + + + + + WickhamHadley + others + + Tidy data + Journal of Statistical Software + 2014 + 59 + 10 + 1 + 23 + + + + + + KhunMax + WickhamHadley + + Tidymodels + 2018 + 20210101 + https://www.tidymodels.org/ + 10.32614/CRAN.package.tidymodels + + + + + + SelivanovDmitriy + BickelManuel + WangQing + + text2vec + CRAN + 2020 + https://CRAN.R-project.org/package=text2vec + 10.32614/CRAN.package.text2vec + + + + + + RobertsMargaret E. + StewartBrandon M. + TingleyDustin + AiroldiEdoardo M. + + The Structural Topic Model and Applied Social Science + 2013 + 10.32614/CRAN.package.stm + + + + + + JonesTommy + + textmineR: Functions for Text Mining and Topic Modeling + 2015 + https://CRAN.R-project.org/package=textmineR + + + + + + GrünBettina + HornikKurt + + topicmodels: An R Package for Fitting Topic Models + Journal of Statistical Software + 2011 + 40 + 13 + 10.32614/CRAN.package.topicmodel + + + + + + FeinererIngo + HornikKurt + MeyerDavid + + Text Mining Infrastructure in R + Journal of Statistical Software + 2008 + 25 + 5 + 10.32614/CRAN.package.tm + + + + + + BleiDavid M. + LaffertyJohn D. + + A correlated topic model of Science + The Annals of Applied Statistics + 2007 + 1 + 1 + 1932-6157 + 10.1214/07-aoas114 + 17 + 35 + + + + + + ChenJianfei + LiKaiwei + ZhuJun + ChenWenguang + + WarpLDA: a Cache Efficient O(1) Algorithm for Latent Dirichlet Allocation + arXiv + 2015 + 10.14778/2977797.297780 + + + + +