From 43611e4cbc043db6b0664c7617494b276010d634 Mon Sep 17 00:00:00 2001 From: Yiheng Wang Date: Thu, 14 Jul 2022 22:37:24 +0800 Subject: [PATCH 1/8] add tcia dataset tutorial Signed-off-by: Yiheng Wang --- figures/tcia_download_steps.png | Bin 0 -> 84099 bytes modules/tcia_dataset.ipynb | 580 ++++++++++++++++++++++++++++++++ 2 files changed, 580 insertions(+) create mode 100644 figures/tcia_download_steps.png create mode 100644 modules/tcia_dataset.ipynb diff --git a/figures/tcia_download_steps.png b/figures/tcia_download_steps.png new file mode 100644 index 0000000000000000000000000000000000000000..bcbf92cdd9d4fc7441d106d31370638dadae3413 GIT binary patch literal 84099 zcmeFZWmpw!8#YWz!=f7&C7mL}SkDA_VqC%9JWvu6B^gqZj8`D@8F6jD zJA^iH6i8EapuPP%H^l5dGqgKjx(SiwQ#C;mDY?Y-{2VEXUeWFSyDLIquOdsmM*MvYe+Ro!LQ_g!9{8~8DgG3(js0z7KU zPD{^2PgzOG!o`Wh%+kf&iUaEO4Auk=0u=%dovb{}z)&YgXLli}2<=~Y2m!~i)10*6 zzi#nx5TVsmRs&19xLJW8bMSI-(Tbvj!C;7+rL~ZT^pjuBfxkp(Z9P1m32}0IdwX+u zKjLt4v*F|x6cps-;^E}sVF&JDclUAjFoUu?yVL#skl)XdwsN;{vwP-Y=i&^8J=e_K z#nVHCmKOG+KmY#jrxn!hpEo(X{~8uBKu*{dPHqk^&OgrvnnGY_h1BezR*rhoc22c^3w{nwmaROR;i2gIdzZ(Dh;{Vz3uXpPI^UlZIT>pOM zzpngh3E_kd{a;h@_dNe~7MN&JbO`64MH5A5ciaa6(!{hz0&jA_&fmDEb#*F;`yafy&^Tz+d|LkTkl7A>% zk6IpywO7jj?rX3)Q{MmX1sFaLEY3Z_7@7Hs{(s*EOoz??9;h5J9o?tTjcZ=eizEE{ zfTWOAUI{T2sph2(rE?CYvg%G;?Jcx$PmnF9A<4CmqtYv7sA&`^Sn2av4>Rf4TA$WA zSGE0Wyv&Eh6xlqYRz>sYfs5kHqpyT(0&jh1YHbpC7TXM*7hAWm7R;%E>6wofPobB8 zCmw>3A{G?LY}8ywubMj_|Fp007Y>5`@S_1_oIBGR$o}r3I6|(3>D|pGkHa^%5O4{* z&1g;vzl*W_OQz(D>+4d6z?+LJ-YHlIKrA7$iBxE<1N#dtMc<;ZDN_(pu=OfBHs!+} zV7+r*XkOjiv=JP|`m>JLK=)@iJKz54Jw3=7LD*|2$#t!FAOeGU;<4S=cgZ|fgL1_h z1@v58T=S<@U>Ih@quS%i`7MXi*lU~@garN0%9`n|248+{_H;O%!Os=ai~P0D{;9yi zn^5|kW&d7y@KaQ!JW->n_7n!ihxHCqX*E_u3Om!onxyQ(`eyg!Cki~@_GGDhmi>3v zBLzHg2op%J&Ng{C^O5YNTAi)>*0=I(@FiaS?}qJJK>r-5=IQ=mDufFS2?a%Q>03>4&Td>`ELVg)(|_VXJ%sjyd>z1v!EJcG+(Ywm=9Ln^SB`cMJDD9<)HmHLXbo3M!?UHb|b~+eTm#vXv2w4kLT0{b_v;uEW zb@?4Av!#B`6t`5cx$W??O`|^(1&MAy{W)bdkit;Xqnyom`Z}$)7Lk2$owPOeKsA zy1z{q_$5EvH_-r@eJL9Z_eY>g(giagF{Sm*@9*9n!I+i?7e}d6sfs&Wwf0jE7E*udR_3rMD zY5|8Y7dC_gjm>Z621gf%7M;JfTpk0kNo}HXDH(qw4izWl`g|V)Qeykp)NUbxBSrnr zl+f~X7l|8w1A|r(K$qpfq0k?2R5F4nD0WT*EKz_S_(#FD&YPWJp1$I?QT@9|l6b%t zNkL2ewPpTB`+xoqr2)oZEbx8@@Avrs^E#}lxEySM@T}nedGUWAaMA-~!azwi`n?+e zeG9OufC0!ogh>9QUSPxh_h&f*Pz$~*uWJgn%4<-g?a62MwkmLV{FNFg`=cUJ|qWQg=zt{PnDL9Y> zX0Yv<+6==#=l;*TLXv=?M_P9NC1(C}z<=h#ST5N7Jux;*i}Zg^+rMuIrNH%kPEvw~ z|L>8vW5Bj~r-W7df6v^XGye}f|M%dD{uvQq{-2ZF9@Ac?U;BOjgS$>&e)D*~3%G6ivA}Tr)W9nr-sl&%HSrSJmku<8x#p<*}?1>ZSY#Z3jv6>w%PykR<=MQ?15L&_jGmx z9k-3);=;FL&;#)VYB7$3ui@$M`5Y|?rm z>v!gO{D#RzEbvB;i_+NOm5}E<^|w!ab@`lT3G#2#Ud;b%COK&UL9X~9W#M1v@S+6~ z`axpW!z85-z&;uPF)dFJob~xx-uTXDELW%K)AgP(z#X4YR=?jd^@X&m)N5B5>f2A2 z6nIZwrJDp+&u;!30OWw&UF6H(`J<=-9TPl+Hk{2rww=qMnD)~5bX%Vi!=VVEEIKlG z*ZX4n_4cW-hu;8y=%lA}niwmjbFc%3K@CM7ms#li$AGz-v43m}yaPTM+MT3lsQ-=j zbUf(UPUf_)*4d9Qbe&FexsVUb%?hb3@|DJINC>RmgFmWDbt?yft;w#vK9sKdwMdmy zj%~6`|Iv`EW5$sFtL1->0v`UM+EJ*4CGmg2IH5gP#IG#nAq}>zrOYs3_XrlyHRP58 z7E8l?5rDy?-NvP-XWVU{0Hmh{IRB%WgZXh^+q~zGe|Y_G^|KuUfZzwOV6ygU=sYOUC! zr)ra{EQ6~g-x}r`t~cDy2G{&=E)LmGWelS9aQ}Ys6h83cQ>kI>Ka?5hkH8DKn)d8n zK=^GekSrKCIA&(dAy$4yLc^PO!cSqz?D-6A)4?d}K&EPoM>T0ird0k_PwVX!+Wk*{ zBtwARR@DnLAwC3LH$Z%jq$&FZ*&41pIy%x8*T~qoodBAcPYkWtb~>K*r{H`5E}YFx z+zLFn`+KvG!Ys|pI3JXMuOH{bBq2}x(nUa9jM$4k^oCg=rE}>l+AwNv;i z+5N?~(r-_}lMXrKb7zB+(>?WiwC1Q7N%Zn~QK7}j)Rf={o=AXt@LNL*Q-m(@wvjy2pSvW|1fTw&6t2F_c6j1uZof{A)f!P+_!N!jw(r zPe&J#z@eR`Hp3a*C2yV*L~soj$L)!D<<2%sMxZm}KIz-&J~;w5kYb@yChdHIOe~Rn zo@fBuRNL*@+|lj%5}@B(LYM~tT7czps5S(gbU=wN@iplda@? zyPiM4F(;}7NK~8mbh0OK=v9gPp8R;jNl32&I0;@1&N>P9!(=lCy#IstYuJnHO}Ye@bCOLX%}brq0>du_u_>p6&9{jv>-K z3&PV_q?pbz@4fgjphZE?^5bjy7Y{cUp1It^bc$8>V~2+@eIm4BTLkDv9rGW62C%w3 zS`QWd3cNXA1*}u1mjdx|t4Bgco+;hKq<_Y?zuOw@1q^b28!y;yA+8xLqy8T%3uq!h8ci>{Ii7}MB|Y6vU- zFp|wr?EcV~UL&7`jO=kPUC0jxkZ}h=?z@Y7%sd*s;kgU8c2T14@rK7r)l;kQjUDzi zcIYhO{&GdNCIhCD3x)RCZ&S%XBUsR&YOzAQGz~9mG*`qS9n(C{oTY8o;|g%cO|y@M z(VHs5X{rNGz7iy*0B699V1IQ3IDRCR#XXkW;q8__wzVUUI|>kyW{U-VoU{T-A|fJ| zCq&dEs%q4d#FU-%B~qsYAc*p09s}fjQ#2fsCZ!aC{FEbBwbJ1Sb5*7Y@fd-^i=Z!G z?&G1!FSsq9qz(_Xs$}!A7cI?oZioVkLKdbd)Vq3mf641$7hLGY!J8aG_a_1BEr4cH z;DcY$h|M|QTc~whBN>&6>Uaxad*$#)Y{GRl_C8qcogA*u{q6aBQC?t;hb?fQMwO|= zV=Jn~G!QUL%O0}5u$^<_T~jsL&)Ri8sHN1$4P%vumMiUrMig9VrvwTAFt8UUiY?LFj{L=K>s zN)ap(iUfF_i0Y?*b^|nqjg$T~Rvwz%IY)4%U?n{buxLZG!BQr9+LBQj8NKd zZ$!F0tmZf!n<-kwX@Y5oAn{1~3UFwO4=_ny7xu_b#Nu@_RM<_HXur$mw&=wybyy)p z@1W!P_F4jwmHPzd{eHG0DG|y5xOalj@juJwa%pxtCQ^xLaI)2lmrQ{aJS7?DND3|} zI`7w>`uC9C-wRy@&H0Nt!}x}{2S5VI7Nqs5e-oWx+JloV&GmSnivzRAJ=hNZ>XMO$ z24ReaXY_!CZnK)DY*?`(CJY0`#2qy}IK+?LO^3|6&7Wf-fTl+Z+rmcrXlrf{`>0Ec z4{L44(qOJ_Kr?S1xJADPOeQVOoodRonY50V+D`5p!(X!PjXnhil-@?~fRh#C$sSuC zuJ)u2ff8Suzeh&l2O>ih!tmBLuCEVk7u(GfBJ{pK-oj)8eN9&Zm(0Piq7t&Aw0D!Ls$@r z(9qDAQPByHBkep#xw{Z&e@c2=YYTY z5Fa-d-4&&VrMEm2w}k9}8Ffw=k7OtTm)nOb&jSPqo&`K;&R1@Yasi3QxwH~U_LH^s z@>$1ClR<9}% z91XHoGJQcA&;#E!4T8hZ_7)5lu+P`Ept{MM0gh-Hk3=_z(#Ott&tXcU{U_QoGKgn! z&bqB{3EMh^K$2PV#}6yOKTO02eN$32+vTSfTM!ZwlE(9w85D8=0zg2e!1mjzOaB^` zLM+g*!DWeKuE9xDbBUXfDw2~4BuWGA{D}`h;`ug#x3&*`p!oX;(9;@Ad6kGnBr)UP zEWQF9tWTyFL(J*?fzmw1Jf`goU^`0nVqQBLPuU{kv7l3HJ*-5xc;EO=o_~Ne{-xLc zBN`QjRCmsZqy`OHjg970a^=)`7yWd3Hl*FPkGo z55!eL^h$KfOZF1J$4B8%H?V=^0N+0|VBF|npm!(|9LkQYGU4%l0j9`53>fGViOt#X zXrLr0xDSx?!T_0hY;T`A`Xfs;z?a#ep-k(&nuL`zmMaa;zl^kOykKJ65Cr6j{A}n- zCo;@6K_T!=oIP4TX6sBZjl-xU1{n#7$(2ApcUdIH?uwi6+ORR(0boCy0IaqtD$0Op z#9yw+`4qUq7rS$fsy@LLCZCL*mp+!yKIepkkpQ>#!Q$_T&NEQHn16hDv=U&a*}70< zPG2*aPK$nfKoP;nyqZs^1R~1FeTrkIrCM%d{xBj^Os;(m4f>9x`TmA#AbU?6IcVu} zA%)WjzL6x_4`+WMXewdgGJBKW=<7)e16MYEOx|>{Q_Jmg+C270hUYhUiZ$T_uY5U; zF5~^C;sdGDOT9T2W2B3<#1L-~Pwk?9DmHTVZ~ZL#e$`frx11-*LqEo3how@Nj#RPO zM%$4{E%&;EQKB`RQ?+R(4No&}sV%lQ!&)gPEMV!n<3(7f-3mi$-g2D>j_l!1-sxl0V*)QibeHK{L7 z8Na z4p(I+YXFZJGdzLu>*$W2ZUkpuQ%Cea+F=|OZ2VpY;d!=c17^yj%r@CdqZT4_dy&-y zA{H$<_I^XvG4&!WT-Jy1MR*4S+#VM(m6l^4jE>xEm#juBws>65*)AJ8pz;>cETatz zHs1XmvDfRnv?Jxto|mHxq=)C?fU%v?kLDqC*Gbi35aU8>MWPwqecbD?y@BSoeHBDAYK1k- z;bd|x9jeiWx0=&PEf92EHoSP*;=!~u@^vyf2q$GtH&Nl*ZQ=VV#X5W6f|JEX41CSn zFwtb$RIP53U*g{2+4$Ib>Gu+|I6L7MWl{gF*O*3&CVL{S4uW}|Vg)Caf=U_;Do%oh z{8x9AMin1H0yLwZWuJ}m(5sEB&T%d+Ha$FB+eF1z-$T7hJf)goEJ$y{ekX~5_h9foOR0LoZhxjK$Kz}7^U}WW$6~?; z_G4rjQV*Rdiq7!6m6^iq?9h~|jCMG#{m$uWiZ5U~1 z8{ei$p{2q9rdOz%#{n&lOCNYj5wXb(FzNP3sL+=rzKjeQ|NPehq@?E4YrjvKMp!~ybPFg zPe!5D$gR6%kPm%Vb3U)q_4c&kh->#&S9j}vql!xey`1Ij;MGv1u4TF)wS22UAl1~1 zNBk=K;c7Rc%Yx9Wo#O69d=tK#Mim{3r)-`Wd>Whx!>{~Ip*Yyav$|A}kDQr^H6=?? zsZr_7)yH$%T~^Bmbi+MTjxK`r>fnCiBU&TR3!lP%5V7xcNQN(;wPRkPoJ0;sW_{c{ z`4pAKL0wh89KF(B+r5g+uOI!VK)e>@pQdKBLB_Sb=imb%Le@cW0ocC9V$)wrcB`4G2viJ_lHnoj!c}U|nG-QpOM|dE(~l&ycYNueZ2pk^ zQEOA0SfM7#gcL4OFDri(4xeV;7{|OLf=NR_W%bGF)eZr7-IK+q8f@EEpZ< zeV=KjQCuia&eupA_&hS995RZr;b2%QBYOxcRWT7`&P1qr@9u}$p^5Rv2MhOPT%j$l zxPi0lfhh!qee3N7=F?f(hkSX?(P4*dr@qI%h!!lZB0sfO9x>q2g$K9H;&!#*>+ovI zZy6Uf7Gxguw%$xxtueII2nJrtp>liNN3(J+2d}aGNp66--&c{A(XM74DvObI^F;i<(Z=n~)XD;?wuorBU&2ux z8YfB8lftHd5_u2<{po`YQ1;AVi}en}LFI;ha&AF0168LK@0d?T4Y(~wD=(Ho=1dTx z6`u?`nWXN=NPOKJe%3d!)chZtM{f{~oifs5F1$12FT5M7A5e?<(Ce8p#b!huVt#qp zfV=tZc;Iv!x{H8S7OqC2WDgbRToo#-`p06kyE zjq(%a-V6GEB+)^j6C@Ty*oRZiKB57GZ8oVXlXdW+OSTNcw8|RTQr*Ng24*(T!5A;tyl3Zn}7_NLu|| zM4Oz=?3rzALu^nrZ}UjjLZDS3W{Jw+tUG8KVOa=7( zgBE2@SOL<8D&bboPRd?8LpZN4!}&K3S!Ls)HSiA-F?B5L4T7NOxa7oXgV8v44t7{B zlBn6|R3e-fqSSNrov-7$c1dIHra|(Qq=m_A1)cU?QggW^%~wB`wlyZAYzC5z9<5I1 zKI$bO!4P8G6PWP zIZ6@~-E%fu7KC!ZLsPSui4(U8BC>6r<~FcjtA&fyYp^z`+Qd1fW%3&Y&)7ndx-jli zCq9hGH0??v0AX`o62e-rY6u-&j9J7k zlQ{uOUF%$imcbw~hq9<~(A(jOUXN;c#8FMRX&)%R7u(W;!jD!LR6nr_^0&PtR&_MR zO4n{iso?TNv$n%-p-ZbFX$I`AHBk5xzxms=Q5_whp;e!7i6$w(8uI+x<=MBXD7kGJ zZ&%5}rkz-C;Cq3G(sR-ec!$!^}!f zaxL{!hvT51yDF(Bekau0tx9KZ3R?UovAc+oy4&XtPxRx_5~hZAb+d>Z2s`Nr^XO2! z-dJR>p1=8sOFo_(awxEN+2paAKWTSx_gcx1*}?w-;BGa@vWV<_F}qls%xlKefq~}7 zEtp4!aN+lfPkrn`r?TT?NF9y|Wcf#0+8S2;lCb*^>8Y^;W`er$TaXM*!fL_eJDn~bpCe0{qe_NEIi15Ox)}YQ=Of773x0KZG3fk>*o$7jp#pGl}u$nrAL17I&hO z!gV!;G7ol?;<|Dt<5Id>9T%{gZkZgi6<}3PIBt{qi4D8zCO<#rzr77bFjxOE@ww7qGXJ*McbyW=Dd zs@RsIM2_FwisYsuNss6qLN;8wA9<5@O_NZ3N5P!*vFd222Rb%;SXvOb7|eef%+NN$ z(MvQY1o=wyF_d4_f@|^WSlndOcK63jdu{kxCo5HMw>8fBt6mJUdDiF2yCU9Mtw(cd z^4pIFzKEP04)Lv)C-^!394Xl^82kB?=ET0#=J;l7%}_WoxEwVm_}1mqZ9|M*Pg&vU z+Gy5aevZEw9gyEuH)RXNl-C#A{AzrTtwV~K?jnIq(2S>nm+Qm>Y3$io*I2IdhzQ1! z^B7|yu>4N&5e&Xq<=GiR5VJ0v5>&`t9ly>H-u@6VhR{%i!Dcx}RK~lA&lOMDhF0|z zijNNx$jqWGK|Ne;0cz#yp^gL5TPUs|wBTl)t4=PyUZiji}J zL9O82RIY9gcQ$FLh>G5QYk5OvBk}(Au?!{tL_LUZl^5c&NjBDFj}eRPx1ksQd7tdoG1F^l9(DZnTF2kIV zXQf#0^sBum`2zh9ZHQBS{LV&~;y%Mky)3f#raL5RMHv};u^viHoY>Qk|2pB()6RbjH(ODkj;wA^R7itfxHnH}g+joXG=#RvuB%-zgt`E*FOmt}scxa5hNW2pIPeLmB^iI+x^-T;>%_cdUD zqyXswXfkS3aq#=U9eRMs#id!^-{%Ap64i#nP;e%Aed(LSH-7-J;0YejZLNVku}?2q zbybuLWQWyZj_705ZZG4>igMCiJub^)J`CjO(#tysPLT|c(xgMO$ZpxEs6C>s`E^CK zklrLDX5Ov|W6QdI;}414GIj4|l-f^b*&}sX3K8kDZ|Ylg*(b$qBdXxSKHE3&A5Ca^ zF5hr;DNZ^b*q2)8^oh`f&(=nNqZBhn(8fxkeDi5`k@dD3v-0@W33tjn0iNh6p<<2f zue)rWxPx7OSk|0RN`!C+al$ErQ-{OY32vgE$!My6QIa3OZC z7~P_#Cee&G88emuETeLq2#2<=g9qU&g5?h3@?7Md50?cn$NNSe>`xDVC^0C^MY$?U zg4i7u(`GDUhV_{&)>TG+XvfzkUoCXzl6K4RiK!ROdvtpInb0)!B7GLT5pOIg?bElK zL9~EP7W%!%fLM#W+sBhWKR@`cEwZt(f}Doz8gsl|QL&W0x`KI}As)8gPyBt3cX zL2D~w`ttluLE1LxlV@KhyFIn>7FV|<)>zX+#SFvLKAeT11?!>b#N^RF7~^Fo6dQvP zK;Re1Hj(;xbENpVhXn{39|7TjAy^i-cBxJQXuGp|x%`*s7G^TlAmP!=z3v_b$^bBs zJ_9+~B}j_Z7JX?8E#55mo|GUDSx+DQINpIR1k%WrHCr zCCd88?C&JrlQg|++_f9J^XZya+%)8e`}aY!#|wdBxWagg`FcXP zhavthN|TZA-Oe@?adF0NDKkG%3|eAVojKNdzq-sin851T+?P^h8y}1XRL=8q)34kG&V!~!H@tBP5JnG%w)Ks74lYi4|NA6F=*J9uMJ5~<#Q#@RMy5(7(i zm3j>g#3QJhDk1iH1c>x*C}LPL(IP)0cpQG?6v?=K{lxII>V#rwu|Z&(GG|JB{Uh_$ z)pG(f1~3GNw=gr&`QYt|{kOz?C$mU7XmIP$S zj|a;=xAw%Gcpmp7n;2xf5sW6?Xi>JK#If|6@4eZH^w<10u@w9PJ{7x zifNK$qi8;mKtAKz5Uh%dD%RQX_tI&n@NV-FV{tR{{S9tfCh zPDVELOo*Xn(|!KKj1gu}Q-YWa7|Zk@2b_*tSA( zkDC+EdaEV>xUzrg0Bc9r}{oGpNNt$kfIzmZTNk4qaov)qoPL#gXRK+BTt&!6&r%^Fp z*FK$#y^nTSc0z|gy29Yrn0i4U*ndwkyy)AUW6apV?2;|;#E&2!l8eZeu;X>WE(P-A zkfY@l_sFzf>F?tEkjy~kwJW2C5MbiBfJb#uAz*N@8FXLG&~-e^}kU$pd@W>{e;_fnsixpg#B%N zwp>Np3?-Bo!h5J66|SD)TPZTXqF#Z;Dbb0KL1acSXjy5BE13*8klV<)9RZ4y)|A66 zlyM3Wt9T`~3}ie3@ipi=O|URHQVR&)765s3lDHFs!}_ehUDR-B-2@@@@+nMT@Sk&W z8gg|Wup6Q=l2G8IdR*W5Qpwa0gUPL?t%H4|vQ?Y{QKhp)tyT3JU56R>kQ2!4d| zMj(+nU(P;^x#Fy*{il#eE2PcE*utKtCb=scPk(#Ys_V({=hH}V4D+$@sH3*|`!hAE znp9O~Amrj{K~DN@#G2DA{u0tar^%mE5%>PQjfTTm({ zlYl4Sbz)ClNNpPVI{D&{pe5t-Q%xXt~|cnGk{OFIK28Lc(oe zK3!Cd;CCiX=MKG_aSc1gZe%yqKa8RrAe9GK?5|Eed+=T3l1UeHy>Fk;c_4?Y&12-* z@owS<>$X>Zx?@pHgCrtj-~>lvk(cZo09nC(`<}+EdXN6WLXx-=uDJQIPWe-LAQ)%` zB}W$7}$#XbQ^Gts3;t@{@x(@eatiwQSZFt)V8gxv%vF zq&sm9!t|mX=QEy^T7+-&fO40Okkt#{BySn2iuGLD9BE9q6Bv+$Q$qu?ED}rbIRkAg zMHZfPpM+6E*0gicNWP+w0*#@7$@iq41&P`CH7rGz>>Rm~aTB`s6E}1Y(jM z%uy(dIN$!|=4X{SnW(>?;B`4JFCjT(qS=_uW{G!OPGs8!#kAvj&JDefmzJL`#g-2+ z-Fji86-wT{Hs!9R)_0N!_`BJq9Z71EgvXcHF@VI_Y+E{Mi`reWPqInkD9t~>i`^2Gh zvJykwW_49v_7?>!J~7Liy=iotivYi z5mZJ{R)J!g1ZWIDbZ39Auw=8gDf#vAjj-iM(KdCeNSg=p-yB~k(e!cv>G^JCxuaZu ztzS%PX*f6_CT2#gL1xgBG_E`y`O#;~TjS|@q&mp7)taNI4)ELrZoeaa?mz@>Q0B*lvyO z7uwT}d%!u1$M0cf$X%I>94RWp^+uLQ zW1&&gsxNrUMIH5}%HpkVTJC8v>es{V5XS)vV(`}fkT`T_0hReR)}pmk{LTSaw?}vs z8KxvFrg0FcpiaX7Dsb2R%>&K)Q!W31MN)@XbsOj9nlIrB_Ct2&=;F9#9fuhs572Pr zp%SZt9ZjQ)huIt@xjm$FMa2Q(YT^_+pNOBoS`H|Ep{&or<+Pj`!cWx=aeu`W8n7F2 zl{K*T)x)RGg+;ZK_*}@oySKi6w}`(~$|{V7nT9|Zh)ZhZ^E7<1zIBwih}$5W}&;Y#ES*LkyTUuDbrwus@!iV>NSF@-x~BW=K6Uzn_NG_ zPmM$O*w^^W_YgihNX_DP{d29c<23M{**QzV%g<58?Lg3`jHp{Le9N~g{^E`Awm>0c zm*3B#Q;YbFs3EKlm!gx^~pjK1pttZw&8QmjiBji`hyckADvwp+(htU8F|; zfmZ|yWvjIr$asgLFw-jfX$C^vaR!IeSPhajzNLDUK)l^&6OO&&@Q3v09U{EcsL>{q z6wdNOT5Rsj3~c#<-7lqEC8G;KR5V_1{qOms=31=ks7p=WKaWvFsCH>)hS9VO0Jk16Yu8 zG&87O_=D>gqU{fzC(ls(C74ZcQIj*gaA091Ru{$N)6wZ~nn%0JB2yMw6VX5I8&n4a zSi;gzwOysfat|xGMZ{upEl%U`64bG&KFdLnM#V@E9S(;D(aY6FGg!nN`YKC&AsDk# zK#o*f{Aa?vm$zCBHlf5e*O}$op^Wn=#sgI>AMEwI)%>kJ06%wR`GtnH^Sw+184Vp* z?Xg}0cj#+6OoYI^l@BE&6n(nX7*3SmYSl$l*%fnC{l85s z?hrh^JsY(f(}0YFibrU~Jm!G}(Y(B~?d9rdd;#yhoU1S|pd@A6{6_s6NZeHH2t}qd zCawIFHwVL@FG4gWETtVt*^4>Ceg)L>?f`ifPvXfKU`bfkBU$pmmCo;Q+$Vbro6WKr z5&FSMtw}H=%G?pek5f&VT!lRDzA_R~JZqgiKv7xk9zpfB&X$$obH_2-KmvF}+|<^j zqEvi%Txa@VL%P?VWY9KICR)2|JC3{iWr+gG_+~v*csSz%%Q;WsD!=;FHg#$|^MOd| znI@IH+;HvQ1q(xXC+lwc&1qSU-5LqoS!{j9+GX{oRP>#FtlUDz?A#a7coHgF=t7z% zIqhVr4&1Nr0!RhL_(>k@>J+C}e6y!CR!7QBy|u^Gwg^QBH?&_X9m6;7lPOoB%LKdS zeL5_dU_WReBahZucHdtSNzJg2=8m6&up1tCcs39TpSg=R41_rjnNiag@j=@7JPZLd` zclP^F04sXgZIqW7XcwZHkgRmx22}hUxuZIZkBD$ zG)~>;M1GE2Qa428rX0hAN|{!gR8=P*-hB`+XWpF zwu(=u>HnUv2|w05*rkZ!l z5`DDvW+lsSS(K8H3}wHWpRW9QYhK?`A-*SaJ;=L2F|s(SOuK*d>!rYJ_K45@fbjUo z1;4C`bkJ4}6gcqMeg>05pjF=oQx#zq{y>UwD$JJu#4Ux0z)gS=kK~^!&eny|FXRvx zl_H*_8ts^gnfPc9iA`Y9B2bp0?DlH!xVXMyAw1Z%=RilglaM}+I~ISVrjcr1V?00k z)hq?RMtX=T3ND+(JW>g}^_wT@)kacvA`a082Rz|$_~#MRmIfR=*SN*xPWSt>-14bR zo~W)oJm(E<51yB`ldd3s){TCeAn?=S5Ng~UAh8E&eTz4qA!B0HtL=dLbTb~BaURzI z-YYmu^6&_vKW?^tDJzC(La$rH9=mnsjpa&-mNA@P;w0FXD70dSI;OBYQZ)9#K3)x5 zlV4TsdEZm=+$!rXt&{q`JMQovB+#u%Qi^5&bBf4xn%)WC0n2MO%AQfg6!@c zWVXw|#&-RwlGAHxlkPehCKM;=hG^EJ#_j0c#E#VkNZ2T?)<2vnjNLOdOtQTUikYWl@ zZ&9=mMF>k&&TR)Oxh62q*ZT6tj@Y!`CuK>xT(=}Z-xxJ}sAExx`0}nrHV3|k%JPGk zACG?@TY!`nu5`B8`H!0*9YX493}(xaq1MvUBL@>(mY9Rt z_~!yHH={FToz(4kWK?+xm}B%reh-L7@g!ZvCa9D3YN6br3;@k~{FB73FEp7cxAO@B6-c+8=|$f$J{x>5QX11WkZ<5dw8a+9-kr2JQK ztJ$4NmX0T4Qj=OvP;L(4rv4Noqx9!z+1IuapfTV3No|I;uZRBG1Wu&oydV|0L#HTG z`4I)n0OjrPF5p_PJLhm;y`sGrtjdeFZF!v94L}r)6!>-kSk=MJ&CNTY0D$G#MoUWP z04J6hO(6(W-&=K!rxI7yyDd-Mr%TWrbe;^x3AXLySKQ?D-eSbxUX8WX^B0r@H?3Kr-G;mk6kh**ihm6t$w0dozP4)?e5#0(QrmHDs1o8p0=;#kR$U9Xdv0~%1 z*LS{8AV%HT@hT36?;>^t8x90~{@NRhMd;&n3{EbTOzF^SPhv?HHA@%vP^ zp>RkrtLPL6|FYiEioLutr?lBBn|y^1&P9!WMj{QW2Nb$!Enl^_w;yP?YdFh;f!ap} z%$^GkOwS=2^S3~UIwjyZe}JQbavmOv0)3zoyIm6v%qNlp(4ookWlFR+Kj;RR$;i+y z@It0PPUxTgP72MDF`cR~Vv!RGR|^UX+5)O)uIOG$zORjLsaOOu5{t7XFbiPSsKG^e zO+Lqk_Cm%7uqMgp2_e4rvZ2dr5tqiP`{)=f1>)#rxg7E+-dptdB zGx-!4%9-`SeN$)g4I!(JM}P%Xwg}V@M2Jh$O^9+r(^G*w@uq0tdlH6nMOtF_`saY{ z(9H|qUD}72we|l|_1^JR_y7Mmr=yM$$ENJPvRAf4wor)dO-V{N*?WtuB2lTxUWJfN zq$o17q9Kk=qVMCS_xt_%{cg9eKRVZSIbP4#^Z6L}$NheP4n@D~!!r^4{r^Rrq5YV9 z3jP;f-uljwKzD|UYutb7zON&GrcJ=Lx&Kt#>9hA$fXqIs2=Q}qGjQ!V@+-{K7IBNvqZ;MKmmQKto%ecZr|l$u}k zKRDbNQl`4BVLJ4a(LxW_>lb>4_N8Ml)#zI}?;n1FzT?V(>WTuhWgLXOW|?!w{(?-C zYlN_3!M3U6=Z>)7uoBAFn%x`;7aeewL2zHh{fAM)Igv)lO!Nxv#+4Lyf}t-Yv;sXq z@OE68Y-IW1A)SFd(&6u)BE;n6bR8sbGX?3xU=O5*jyyBbMYP>G<2mTw2eWZRMb*>8B@km*v zkViJb0XmuKEC;9}>et<`Pra<&@y%9*?1GUYY?{=x=kB0%ntbQ!;GinPj_t?$_%Ct? z+sVLhhx}o?OpGw|qsbUKKoV>^w**oio$K#hxtIMj&wvX3aOd@3?Qk@4@uhO>bYUyG zp`YlZb)-f^G-Lt zbCFoazSnL|*WEeab8>~9vmEb;qkirU=eyYW=>@vg+1Qb<#7_Lt0quO1N&nukFfYOI z)%HkY0qqO0s*k`Ni3*FIS@*$5uV~tilo(Zk?Tz+*xmumaUsqRGZznk>z#|3a5>Wk_ zb(#jfkMVmhuEV0V*1Kmc9D(l{&_{gvjm(FXzl0a_; z9RA?+lk)l~E_`|`DA3O2&jI=V?tOXRXRm#YQ2B2_!$MZFX(n_DB9Gs3DUb? zm{sEFge^;60LlOPO*DptB;M0%~UzR_X5_ zFYQbLlf>E>8J`do2quhrYe8mPWFK31_0#$F#kW5XPr8r-lc6cS6%dY0y!X-|Gi_JV z^)D?b3YFaJRAYdwlAV^;gJ~Ww_Kavhw^}q=3vommjQ`?eJ_;tuD#+CWZrUwDdy{o<-5Fqaxlqf3QX+s7 z0@~k_WG<~#m0X$YgMYgf0?mph0}jIJ^DS6|H`8eN4B7g;tB%}{M5#rG)Jv>h)iv!* z2QGeKsni!6;f#(;`d4|zdY~}aLx?WDFda2s&$Dh0xDoGlOKrRIH&*!;)Sv<{(pThK z5*MKZs@kYImAB6>c)iYs}r5?T-AEx z|3xK*D1xd`HB9FSu4CxOr}BdM@ja7 zP3hi@v@hue)XeWDs`xKX5+Evkx48$m>Mr{Tu@%R0ieraYG#@$~!iPXBfamo1N|%ODdi{xmTW zyp1CJNRIC(lhF6h5j-TKJ4GC+L2$7E)Kr4-s9CJHciC$mDjb>4v13ZDn=ca=Vte=_ zqg&q`gP(Su%kY^o|2U|2FC!@_v*vAFeL~$c2Tcq8(%7Su3szVe1Xau&MpScWaeole zT8+olXHE&$m;Cn936Lj9&@*SqB9;myl302Ni~C<{vpHiBdHz9g#4DL=pCz47wY`EA zwksL-d+X=(RTC&JHnYbKAdmh|b6P^EO0E0EGyPy^a6mNfb8v8AQu+=8TVP1{xEd@< z3j2djL$0x#kISH91^bhQ0gDO`_?(`4tjWI`={B5_C`d?du1)#N!^c!u#A~4m9wt08 zR6xmK0_xz# z``)A`A{~Z8lJI}6vV+^m@zET}<9-HD#;D<=6i&lR`*Wkt2RREX%#fy6I6Jog8JVcZ zBhl&+*aO@IeQ9rw#FIque*-L*{^?7Zp4f1O=BcOGYJz?BEhn`C+Bnwhd(> z^SF0DA9>Cp-U=uk8bkiJ0JVR}L0mRa$$J}lJ(OXPP)MmpIf7zdorb8+%3hc9FRJ6v zbRyP52m%AiNe9db7a#~_0Z4PMgdFj#VE8?Bc%YoH>2jy&=8ES%`x5y?)WpB6faONT<`7+f2R<(s=ekowf`4yPGIz-9&~Dhn zlTdk5g@G!#2ZXkxx2mAlmK%+jvc6{+5F_ViYkr2fAvKhasfJ*--D1NOIj7k0&_kh@ zw+{khy;gict^O(rGx1OMh-F7X+jSQhdCwXAVoBwIbE4V=4GUC(4H98cKlbcxEO8s; zD?plNd?G!XkALbAE4S5E3bt*nPtl0k!jDg=$cxvz`jF$pMuy7%j`~obZ%30d{DDTz zfkyfIKX(KyEh>9^ygAVKEI>8I1_jm{$xQsnj6f%|>8MG)cOGep#KFQQQ}qz$2{(Qm zfZ+40)H&-fWEYnzk@iO+i@>?7b*?MvXXAa_ek319hk~x>hpwk*#l%jWeaQp`0m@4a(+mRf_0r$Jf0lED;BGs99g-A0*~u^{g8RVBVFBXOI+EU?;<^7>I`HDc z)=4$_C;gsK?EHHXDyV5h-(R1^w|}%^N-6}znk~C?q*6phx4yp@w{0arTrw#(?^(gg zz&oO1S3i~8DEs4Q!i*7boKG))ZLW;vag<-z5i`Csb7bg;?5Nf(#5MKNu(Qok*dfJ$ z?Hmqj5-ti>CBzp;8^p}AiUXuwnO1Cs*LevDX+W_u3^o$luY7*pn|8t!7CI$$H@@q* z@I)r{KV8#NRAB%MQ_15GHtzm=fHY1~2z&?{^0EQ6;P1h&qsOG<`O&Wcq@~dIJm!lF zVrN>Q+M)vR>`8sA>9-C=hwi$=je_aI^Q_0G;g|jQr}Zty?61^n; z7ec|y^7*thxPHQ7s<=kde*>#e^jZ?-94E}CgjESr3>43?;9Q|w7P2mcro`l$80kY{ zH=67JABvxc3Vh3HGF0Bb*KJ#X)Kw;W@0tU5bmD3F9e44wR5Ub>uSHXk-X}BKslSl3)6ZB)bH{S*O@vU4mfBnj6A)V4w7z0G5bizp42vLBbKA`p`P7y^PAE4cZCr`mus~2 z&uN;aK(Fw!CRk1^-5hi7*sZ2_;4J%WTLs&h;h&*=V=hv6q9^ZP97dWs-~xcq`Qn1V z4H7xn2xAbn4j@{+qt7pKhaCPvcxJ>HjHg-tk@W^*i&D1+zssl#y}c)p1Pr)?1g)DI z`ty#L8(Of_B#8z_|Ilz#&4|m8q(p20{_TaP`zn^#SK0ReS<23sqXD9N(xfu{1M(-> zaabulKjwZ07I27itjZ}tFIQ3<5eTKzv{Bapa!w^^TFPJ-mZb#^5&4bl7DI+s1mUhw zb8ZU%S1b(gXJ!;ZI=1jt|BNZkk0L(QCKr=lTq@58AgixhuJt35;Az4jwU>-NK$O7; zgV|z5P!U;yaGt7&X_>gtHC1uQaLQ2g)3=TP8WJJzwjNRLp5g4hebfTSP={U`{j;}W zBBHcAa}1f3D>iAmBbF5PR4R#Yq5Lud8L)tsMkJT|$K;+OsGkl4SqxJbSfPAdSFZqCsrL~$^W!Dnm2gH^Q z(F!Y^S(|$daWY-@hJF3&y&|`Dk1w9mssBBbK;i;hk9V$-z0dx=2M!Gc?FJhKHm&Ro zQ9GRKN2iXLMaXUlm8bLryCNjc_?O!>c&bXBj7ysiTvgQ06231lB{fn9Zi}=O2FN}? z`m>7x3mGNxcgs9SLGyGNaEWxFH2MlXvB1SY;P=H3c!N*9bCn_-P$fNr53}^pd(j0s zv$IpFzk@`nYiO9-oi;1!pK@AUI{UxBb1N~tMma)(=l@E4%>7o#F^>SPy7~P*cW)|t zgbGF<>>|F=uL&J}acnDM(E^oF-|0=rvOit`3Fc)JnB%YVpZH8HO#OoFm|45-?ay(>z>UD^X|LFeS-gxt%`H9)_*TMTfVOc>hEE~DN z4{q>frsk&vu{UEm-De&$;}}ZeTncHxy3856}HbI6Qs5>8PlN z{>;AyOA=0_X0^ezCX7Ho2ugA;o+iz{GhQ2zcxIoSZq^WECp_b`le6bMrvSCsV$UjF z8$bN+4&eY@UmOUyNySUdYxD6BEtGn_q>z+1A*)4#6O& zl4<@p5XA@sqPuAPr?Ze35|oO}IvmF;>`(@Re<-J_T?}s2UJ9kKcgccZ9>*T~6c1mL z{`&B@?o2JYn$IqH3RTj*4QN9crLJULF$HHc1XQ^2^a8iows$ zK#7%?^6tvYsaS=*C8kC|oQ5<#fDF(z6}R0|GJ|C*hBSGhCCI-#$VhGIUAF(U-z6$M z4{G;MWDIL5Oo6NX*6jDdRSBtpJtp+^K1Fk%zh?#=|J&Ef4z9(y($}6HhUi1%PgWaR zkGM(kMYlM%o%wf2c`38Of9(&Dc%N;q=WAyMo5pRS+RvN@DLaTbeITRHdK)Cqr^6WTyYnye{`Ds z)*hC5`)NlJc`Jcw7=ABFwg5jVV*$ks8=AV0?N9pa*RS_#6u`f*^J#}_4P*74R5B4T z+A#f!?cW4%$UDHe_`G#9>BaWUW7j*4CmTfOZhih)(3l3k%y$4qdY=6p0!Jp)n|THn z*J4Ilz3l#kG=%)Uy@eAMs8mR!p3eSFEs-kW30Zx9V zkn{NbeE~qM=&#e`#NL6g-Qf+F6WXoc(KVO&n!f4Y72?OQN65lVVBNKO2TZ4VwVEV= z8YxxQjM%Z2{{EU}GZKuQD+Ux!r>TRqtS?hgknrTgFvDQ{Yj|NI&}#2WiV>v{FE zAN&qg3Ol3j7MWiumB{^D3F^k@7qLdOQt`#lVm~Cw7BQp%!f`n>;=x`oZ$U}NC5%@n z(ZlbWtii<{j$U>hQJu}A$It^<5jtdQ^; zV`bK=nn9wCV7^jY%;7B7FNeSpU4LBjCeHv$#WH})J$#9^UCJ&u2#{eDoF0BWzwGy-EFK6bhTNeknNqMx{XCN)II*{MXno4&Aoio+J`Dh1U5i)GdXDT-^lpT z30zC`-=&DO@m7Xz>@g;Xz;Ex^8PDDG@A01wvJk0LBcec8JqU|(NryM8LV^;8-2}QuyGkBI^DD0%$=$ZX; zXLNH#pue?Y3EsXBrerD!>QKdAnD#HBEKFgGw*UPHO3=(5`;k>gt7G*3$7xg(sTE7JLNl6qGI^1 z7v7M5Fttt42^=|T^C#5h7uY0lK?3^GQ~%|*Aej4S00rVLNA!6>6p0J942f1PrY;Tm zgnGt`67Bw_U`eO^PJvbxRrm4jFdCgbF=Lm|64T9=T*NGz*lTgU`BB~5`3K~Y>&KSa zBXNn$G9LGwNaPvjUv)tDmGK}6UCMW&?G}>TIT=UW9q8I+^G|a1R?$8;Ixc~m(N1_x zd%51DOx*!fh{r~;CH_6V##DHKXVI{n{6@AHD*bLUh2Tl=t1sCV=a8mhW*9B{^)Ubv zkcA22mF4&&12$8u*0^Tw0x%S@pt;)~DI#MNv=+7Q8ipkyq{+u+r^gsF?^2b$R(a{< zVmZPWUnq=vJCO>0(4nblJ93Ee6180vkqoLr=d<&11sz=VrV3AlhUr?6CE3iL+Z5o|m^=SOTkx7atc{F%ieuX`)@UVzgA4 z@uxoi6=@eVn}ACvHhDf->xJeQS}Qax|LgE`2@d(%NBq#y-5GvOM%^_3+|t!g5O!!x z0O-?)rYI+8zI4*YbLI@{I=5d~?rTwv?%?J}3R)+ zxx+=gNo)470`d_(<)p}C}g&N7BO$^?>A2oz+au#j7 z(2-R;z!$qz=pm*c_6}o}18$-Mk=>iIA{toLqI5zTfnOWNS79jh-nFufYsMPwJdkbY zhCS@6cEP5n%AUy29CpH9e(QXG<(R5LLcpSU!0GnvqQsw&Ifgrp2ekW>-yRoF%{wDE z5ka=-{J}c@H^W@)6-u}Y!;rP^RkBtH{_ivCz@UNrte5wirP}SaY2JA(&`8;xFdJ58$_htpm|ic336q&HNE6VkP$Kf4yG$KX)O9daGHdR zoF5)h{Br0$MLXH`_HvrKc4hJG!*dCf0C_Y`G%)KvRvuPTW$8*UNbTvx#ARVOV>5y0 z(y<~?aqX8z@3<>_X%PFFGN$fU_PY$u1=>PlSMP-SSn9IdVq(dpxN2xnUlR!^7}36q znt2q}$=*=dx|EGHVfmN{fhS53H%e!E8Lf96$o8|m-%GGq6prmUp>>mI+n>1vkx3Xw zf1MgB?V+=9pY1i6obfbB45qBTd6_OL)Q(rY#sMUspiYjIq+(BX z!{BFddWNxvrL}&pG?ck+MO?v=D$X3Ox*vAFgsk4VhOg3TC#|BS{+lHGpb3Bf)_ZNG z&92~`sio@Cm8yPW4xFy+z3qor3XkiU-9JwcE3Ao~2}ZMvSt)R2ICSJl(%%#uI=mI@ z&!&pfa0po6S0yu|`i`alu;RaVOT`8w-9!PMF*e$^P-uL?pSLLgrT5P+dBra+@89v- zM5QGGB(Z-ck>Vj;M(W_*pl_ka$nm>R-WNdKF!V{+a?rJ%N1>Tb>kcL6Iz}tjt*STA zmR5&6>>+xUT*#bqnzQ1j)NFIM@5vwCoW;-;92!FXcds+b>BLVui_M1l%&Otyp6fOvXvnABJ1YW5XwcyKv4hJ~`~(>!i2Yyx|UwBy0CcC8NnZRl^s`FkuSl z*n(Scr9L%$3HdvvtYsbet9B5TPRhy7hK^KGK>M9-U#EV~EM!^nTeR(0ntMkRzCviA zc6e}D+#Bu4m@DTjr-oUOLp9wo)7XG=kt;G{pES}0dih`uZk~Y;+>mQ-b%=8JQkdp7 zaoQ2;T;Rn>PS%Sw%!K3emV6f<=Xu<0IFMjGQK?0C#Xj{EW6zo+)p};MQe4I_7~=*) zn-pvlm!gje2S6a2_)fN7&GPEg&86k)q3wB{5<>A(-yb8r%Aa2U{_#A{n7@KGYqL-- zCIDA$P@v=id~qd8s+=!H>>ecd7{&<;_4CX^VDLJ)Hkk0}3AblBx@$kN6fe?*4>y>L z>g3}RbClU<*nqC}x86qDvswW($vG8A*FyZa2UtFNG@IHD?^qHF)`8z^$JW|TuMoV&31ud=er-{+aiHk9ty_z?5n|> zegZ$G{T=$hH9}LlzV+cFbP}s)&i<0M)-mJm(oLndphvS+N{ciuP#J_@7UwCYWWSiA zxNY`ax<)p!ECSUz%3B)rHh!w8Xuq<9o1b=;*z<47Wm{{XaVOziBc;qk713}jpm!X+ zT8yAj`j*$(m!aJocI*UCCZ-ltrq&`tZeN0TtZYu~DsH}0n|{vunf^_3oqk1A=NVQJ zN{m~n9%ZQ|qh>n|n_r>P-`X(3<7gqYSh$q<{4MaPUpnn|wVyuzPxV1vBGdYkTB**> zV_~)7G4KBv1$Y&G`SA$bBY>`;`5LW!b3yAbM{kNkC1a5?m-#3=e_kynkwx+IP(Jnb zZ{_)~$2t#J4N-XviOw z1nB4%`27;?b+sd`oAQ~!6|`OaPO*iX3}O`X8~<|T)B6$4>EL&_GNM8)vL;G^Y z8}c=B+OaI1kdjZ9zetTU+R1SwT-2s)Mwxy(Ja_y^gP~n5C^_|u9;MCBCN9aJZLEcH zJdSD*n!M4?Jbi#p$b))&)GBDLGpF!gO-Ti2Mg>1|(cmoVnVQFpbfj*gIy~5VtRObq!nW(Q3%nwxowcRCm!3-NoFw!jHJ0AH5MfM9jJ!iQ8(5TiY-rCr zAtuSE_a-ni&RPQulXrSwzIrP?Av+hV6R9GH4c%q)+;b@iUcBcMTuq1?Jp{C zaXEuRKjImax)EM6#_3Zu_sH>=r*r9C$3d810o2;OIQDbrZaFS{YKyTOUcmrg^R310 zbgl46H^8e%emdh`K!=+DXVUwV)j>16LP=(#ri#Zpqq6!1L(I|Uga_k0hE|WhOW1P- zhbcZr7_Q^{^W$3=LMCy?SXgQsxm=_BXX6Q0%8wl<^8^fgt1?db^`D!Rg=YiKluXdF zh9S=4V#)xGUDbR~L@m_*_QxG=b6@W9gis;1YTxDJMx+Q(LB7o}0BVRcib5uLuzX%< za=CA81+;gwK8dvKw(~yY^Wq+{jlzZQK7i7*DR42zrAg2oMv1{6?K%&h8@?$WT#!Y< zZ4sJUx5d}QplZZYrqkEB4!2u`*zY|p25k^z9o>ARWbY~AXKUjh2M?ht0gor(L0`mtj#ObN~tJ_G) z0xiW#_O6OhgwTuC)B?w+Qa{@!HOlO_r@KsvGXxfQpI!R*fUr+gZo)U}lk;X$p%@bg z)^IYPT{*9RReMNkj(1u%bgHq3rrf7~@@4{J7Cmw6gFdsznodT>uo}hi_9y)u zHEI(eg&Qyoz<>R8`RbWV(19BS;ciQNOpcYoI!Aqc6hV7}&^+4oUZt_Y(auD^K5UMY zO}u7z?7JR&su%{3+XvJx5O-^5%6EvNxme4G4c~S8dILZyBX){)6CSS`6NF#(Tx*z( z9xrTyvJThESpo7$_@dBtcEViZxS{ROS4BS6xLy3qTn=P%=J(>=*i-hAR$^5?9y-G4|A6OsY1Ecm`Q3hnj?cvAC{`P$x_P7m(7bf=&*qrh{YF z&TjnI;6b$_33h_!&TZ_?#;^w6v+0{-Z{=cKaH)2F3$%kRDwD#4vv88$F`f4GzJzfU zL%|%}`;(m&PJOeivp&|h z_nc%rCS`YEHq;2wIx~Xq$^}euGW^&Pu@8(mws~v?>wSQC9q)Nu;FF---CHUME**zK z$f!xV_0+3Q85kr)ld}JSQlI>Csm@ zjsr{&>cvvt&)F^%Gc*viQc;mi?O)1Y5F#NI=MZ!}BOg!dVnxpG&%NjUEb{^ssyxMsHLz5uUNezlb{cXha`#O=#J5O& zn8SYN<>aE#e?huR4ST32aHVl+5-_^u9yfMMR1UH}daUf_%=lYN1o0j^W*}4YBz&FKVUe&+mQPwy0Z^R z0`t5}jWV+y2XO0%T%tnVm_2C$o6r8Q`kj4;A&31G_Ye98*1?DX*Kfx?|a+rLGW`>F)?_pQh4}Ci2_G_xqu$ogGY9|%W zNSq4W^-WAPHSdGGl8PZ@;p4)wv7i)gP2JxArSz0!!5>&lR=|Usqa9U(jnT&t2JM+F zm4wP|TqMkB-d}C)C#_Vj{NoNp$N8@s9B7?zSo`z`PrRa3JUH=CY`%m`h!!MTN-ozv zd-eTs9+T-kBX*Vp*r%&;h7+&h6S>$Yy_X{KlChm+ z%|Kk6f}putP+!T#EbVS)c8GKiy*h9-ykq*C87o4+AeA75{Rb7xfOa>Xpx-h-E3eh` z9_Bz|1)B7JGx;pnQkbYZWVt^I3?Y-XMw3}DA}$H(d#NP16`sFi-Q0zkMq93+ZYh`( z4^N$)=8tbX5zOP{V{l(?^jh7xbBp@J1FO<w2m=9U+2fdmZ^XFQ#6*(1`STlKf98de<}|zXa>nx)L!{|XLc;wxwE;cAk>TkZ^T->+E6Hv8mT$?!F!TMq&H8KMk za1Y7;{Z^C`AWkDV0%h&*xu@UUx4MOMO4RX>bxhe<(~z3~D{RPBWNdljyDoUpscGr+ zs0{A_$zX@NaPj*ILcNewD2~VM!s0K{n-(A$RXL4K=HNJ*1-;=&`*YrY%oZTcum0ytr9&UEIRw z$I~YPJ7H$xx2Bu?t$nG4w2qPx08l;(LizoM-9!MiY4H%_{dVN!A3wtK>7!{RY9xn^t#E9~dDUiLGuSD}ZRW?Opra-3~oYzpy zc@MC=s|Fl%gXeK=j^5j}T)QXY5>yT!a~QQ}dH*J()Unj>x%^vGIcKw28Ty6$6R^#h zRyQ;vl{N+>_DWrED0lzf0zX##(9X9HK)5i7q$;8o96TvA`R@5RT-x;sxDi1DPvoRK z+lD;bFPn0p#hD4y3UicjV!!R^hDbBG2jb2y%ly)0pBDQ?4F#_Z7H+L-2wX_hYhHE=+pWcBH;#;Rb5WjrZnL_ zxRf;z8k+-tC`{`_t}Z!n2Xs(s?#`P%z(w;suO6kmPOKe=eIscehE-Va;e0cfTEjzc z?Ptfpd22pNW}CXuEZM#_6#L>!q)=`{Y zz}m1R7~e7Oek{97sYW+@Dh(5+rwLo=af%_yZ%SKp4k(X2I74aonSCc`5%$n^tB=6L z>n3Y#CRmb|`_YW$JB`LvtI3{LGV^C^NRhhsd4&2w>VsiN5~rff%akbL8oA^EWny~d z7^@gz5YRx`#(pX`Pp&uBvp4!3z-dle3RHscxvr>Q*>`6=)2&php77hM<5fFau!r6z zXjuAS9crsJ-P;jquqmSE|8Ry4^A-fnr4-|$)4%Zv40jj}yKiQMVb8gew#^W~&#v%G z&C)Be$3#U56uTMYk8=-@vyUUUa*&>7lT#&8IQ^_jXf6@o9W3@i!-gH5O&zudj z{R(r91do@@K4a`(e40+~U;CPE9@{18QtVbG*Zn*qn3PTkLqU6PB$_B9v#jp3z{{NL zirWX{E4{!eQ^Jv&;-Pkvit<)M7!3-hdKovY_C zj?guoi>AW(fjDNcY9Nerr2y^4gZETePaCHi==DEad75CY0aRu44$0~+S9HXMClf)9 z_%nn_NaOe~tZdF0Pu#!(=p9xf$iBd+b8nzG?sW8N!o|bv{tbtlP{;>dlHcT-5wG^d z$mrdUj6E6d?Fx$N;6=p{&$r64rgND{y*F*2ICc73P1=xQ;Ce6bD{2D;vCEU?A6Ug_ z)25Om1<_tCV)p7KymB{%&G+9KA^UWXE%Ynnjz*Os=j7=@#huB9osRWk!!nYv_&9<) z5qdbhr9B;e(-j#Y>yz3ynWsq$ z0)FtX*1dhjbvI{wuwQ-|ij@2cwaVlAKG${paGs$%R%pTZ?Lrhq-rPlA3b=HihrJs9 zpHe)$6w=fu42*e(Z&!WVSswqu+Vz9(r^RoTn_N6rIhImlf_imgCGp(K4$T?~64FoS zWZ?Gdiw5ehv5}_Yv|*)eYV7M;ryScNi)`(s&v!|OOM9s$Q$6&Z^3I}o&va%;&XJpS zuyD}0>P_dzPH9IjWrDkYy?ti#cYDuD&r(X*|1nf??;_ccmBLw4-qy;tVqY{fb`RY8 zF?w6Z+zo-gQ4&`>*w`1f+?UBWzY--=m?>2q$4JL6J!-I|I; z$8(oSF9t{&m*LpNP}}Lk;*w$-a>zSUMXxk%oIhdI9VqkKx504ZEJW^uRhHFf4Nn|O zBJs(wyzH#h`4(bS?e?iVli<=YR#4E zTZb*LIk99&H*Jb%#01amDP8e&JbsC(`vdiq=yG_;*I=bSH_t!N)jV|Ndz!3&1AmOS zqf5ZuQV_>>jM7a0n76=#_b_QzaO)*ZC$o)KhRc^<*Njufwz)2ohRfe68;nfs>v%VR zJg$=)#i*sAm>_8HbkQ8BS#PLwH6qhzVsiw9YFw#j8Dw}9PCIWoyzQeP!s(^JS)CXv zIam$(OB!KVO-|Xn*W@?;HkW%Mh$O+T{f!4y=Qs|UrUo%8vQxSiq__1SxV`DztmaSEzy7inA+EPJ)CXNwt7{?`kj>dL6V>-bq36ovijeA8cx zyZ&&#UmxWfJH4o7!1b?Q9>rlCg;9*x8T(F-#L8H{WjmGhC!*&klvJ;CaI)lZHQJgu z&YfhkUcVwc(p}PyE}p>}>1DojCQ0}#cJ$HJa;a4l3x75GX)w?S!NwP;xbh*@JY6Io zpJCdbu(MHGerLy>iN-K~dk6NO+Z)~A>4ovwHpd?hrX|1%I8?BCkQ!nZbU`MZ_6Mm* z)65;&inq&j%6v7)_!FMrhLQ7z-MO=9>fp`VasEN}x~G(bW=|L^bA6)^Nue1aM^~Vi z0^d3wr*j*?z~x?h$wIlvq0pfxRT!FxVeac09pe;uPBJjX4>XLZsz56fqT9$=Q# zG0gBFeTE=*@v*JuF89B_dD6VMn3wEpGTp|ma7J~AnD-vGt8+1!$$*F!v}{J)X~1g#OirnL1;e{C@mk+^xa_2CGb3#`u-`DWAMN zAOleZcUO0T8CUS%3PY(dp(w-0ul=5eOAPTee3)lpJ#%$+)sz2eA{>os7w-0D?MRi! zoT+P$e2+gmd&hl!NLhGXD3VEr%=uY^n1p=Peq)ZS11%#r?w5kz5<9zp@9ZL@$Y6A) zehpXL2PmpnDK6S%U~0V@3RSt*-?Zsvrxgy%@=lHjFnYBl+`l$Cq=LABOu3vTa;|a#f1eGg3@zx_sQ?b zRo=+bsW%zrLEoexwC3<@w0$^Y&F2><3qa%_&A8N?tGOk7igb*ZjWjMCU{Ov91Rb1f zs+CO(&D+q5?2ybn3x+Ah{yUGylo|>hPdXxqkFhCXoO;!6ELV149u{@0FfWTa5l%bN zEm5uw7)4NQZolxW0qRPIlR3Ab?^?oF{4%~(=VhOjnzrz^wSj~)vP9VQD->=GMYlQb8%B_XElPTo!cKemT=?Z6``?PO`6JFuQLbs5>MazdidI1G)3y5 zvo-64p~7>CQe*uA<1cl!$og(#**dx)zs_R*hV_$)rB@s;gNyvWOFhhml!#wz)Hc&v zKC^GdNhdNy1w0eamNA!bU5q0qYJ09MyKr1K;JrB}Lj={7umJ+}rw-xyXr*B;C8J+{ zuerm-qIJxqsc^@yKOQ3vQjm72er%x_nK4f-IN@HMG#|{mp0smgy4GJLX_36r>%#E( zV4Sf3iN&1)-ycAj+$T1YXL&BOc5$zRBreIm|8mZ&)s~61I1*J;VWLwr50wF=cz>UaHy4$>E4PUt2Ha^IF$Ub<=Xh(Eam}s z3nsib$PQ(sqi14Y2?0jb=U6feCsWu_rN`c?#zH}7=3af?k1V~`E-L@UzQ*r>qTDEz zMUKz}=2>398xrZUF62UdcsyTnt>)skY3^5X=uf@;H%EQh4dpO1%#{G~ahou5eG`7Q zoNhdBOln7)<9?yY_*U|0M6p3?;lg^WTCq@Mi+Oud`{y@mbW<3?*r*r8$DJ12J_Fxl z;{NrVzA>68)}ix$3-F|0W;?HACoQeEXtOsxpn=Igh|AEN-vlR!%nb9Iw)Kr_d-t!#*tioUkby9`iBbthDn?_Fx{?QZ_Anl&iZpAnTcJ zl?UKb^}D6N>a0en?gV-m8(rET^J3Gx@x1$`RKAn5``#FsI8-Qb&t9l0ulzd3bBvYB zJ9tNa(*T08__-O_V;j9Q1MBy&^c@s;Uuox%N1S>-gPHNsz^Pi(xl^TfM0JemWD)5S z#TZZZQ=#40CxjkUt6zHxGXp^8FQGlvLZD*|av#*=Q0q;>2@}pGrmIDz^zuKsH#eX7 znJfF3K{wTN^Ie*0b2#f3$m@~Rk)7+B0;L*iEZt~O@1uVsdwxD~wal=(a$NzpSeqV+ z*OPkj%6>j0dAPYU(vh$7&{MhlOo1aW_GM}Y=7t=*;zMt9d2DGA*5hWJeU;gspRRK_ zOceWhqcs)Y(_i?QZp1*M{+g6>>HLP;rKjUY8~&yn42@tS%wtKdT5Nvxo^(^%JVZw*IQ#!O%W__ zdQZuk;d`6xX@z4a{#hyR4>mW&>?!_qr`Sy20A-eGV<_?hL5EAx9Y%Hq$iYEjBHI9Y zFx+MLVtldGQ067^?aS-eDFu|LuhU4}w2sEMG^|mfqcVBS3eQ(Jb-X3t*c;pB$2RcZ zzm;AdHkJpTvpYWr_!x(^rFX_0wVR5?_9G3SP!@JjsCwSl*T4k0SL%UninFF=ni+8Y zt~ZcgvW$Z*=oCZ1#iu$GXVTNpPeIA$EB^=ohII00-+94WF0=p(O8H>(4qz-Sj0(Ki zh%ByfXcPpYp_ja*arpoVm^GAa+s+Sn^Bzr^KHHjQ*5&!Vj@A0qo^F~IbN~laFYElZlhXN9(fAkOWBoiv`{DSSx=r9ODb0K2cc4fSy?5p;bV$q{XKn%v z(uh=PT(a6#Xhu{{f*FtON0=k^we#A)go{HFY-I_^d5b%p`v^4rsl3SY^pc-?RYYU*06=x2RoBqDIpK|o{vv%?ifSc zx(;(_!*tHAm8prC$9C;uOGLL{pNqV^I##k(rKy4p3mcJP;nDPn4J}R)mRL_lB(BwA z_a@qZ$H;PSzVW6*AtN`>4NX?SRtyqVn)EnX9AXGKq|#0YyN~-#IC{4%r0Y&XboFY(EIq-&u(SS83Nt$5d(bVASlkJ@N0>V-&JN4d(`Fk_(ba2(i11dDqjA+b@q* z7D|1KKJD>MZQK&t$louxlOB+ms>2Y`w8O}x08aG3fnS(0rP zlta~Tpb%*R7fU*CgAlgu)x&h5r?SL%;;%%^BeTU{Gdu>Sfw5zblUBqEdQ1|fW@l3z zb))XP`KCPH) zHw=$fmGy*~g79tAR2jC*NFAN7NiY<>F(_Z&L!BMU1mt0Zo1s#C=C)UX-?-o}z=jr( zLn#!9pB=28SEEog9)9)wkT{Gag@7dv3K>;}pC*1f4D3W?6MtcB z+|GK6o6MJb-bo=!={Q$OoMzwO;UU4$L9SnK8%&j_&YvUAu5{yX3O$N#dT%qv;2BQd zaqufA<9t}@XyVT;!GWIu6yv3mRBU+uF+PRB&Z&a@+GN9x$w4aC z46I}aF|Ra-HmSV#51RT?ACfRj^;RLZz5B>%V?%NV!nnFb2`H50r4zabbnv%oN;Y8; zc8ShYt|AT`7Sm za!*r*IOFCa6_((?hcHql6o%DS$C1B>QE{kX$aUB2AmG?o0MgwokK9?$D)aFMao)&x z9GeSe=yIY9bHE3E8Dx?*7()uul$4!(+Y6|alS;@-xhK(YSPEt4e~vhk4oqMtE&k|v z{slhFz=Q#(qY)VNfr5rq8SG}0sTE|p??6^7N7bke|21DQ+P+LJhKzA8&TuZ=+I!T* z1Dr~dcOL>mu@Tp&V{>ej4_!qK(^BW92JNf=TO()$u#A^q`aP3|j|5~<2zZU$dv+Se zAe@v$IG$Y~WxTTpPan}kpoRd-*vm1uVc4(&kgzAfPWkeX+JY;5S_~`~~S>!fcB)ptqq>E!qz|QRGIJ(lE z%r>U|Uxd_QCTwobk}G~@h{;ey-Ru?)9-yXt0ECFz2|#}>p?_n#p^7Ya1_jD2W{&Fm zjR0Q#+yz?1J5V0VBpTkDpy+dD&V=x94`G;N{@|(c|Ai}91}uyXSu9PSWBD$kh0gYX zjJm&OD*odb=#kY(4bwT0L0L;e-nF`%tKe?Jt5PX@2T22rm{e6I(?R9GL9Bw3KCkPb zcw+ycPDSe(mB94S_9#Zd|G)NevB_M6K&F8S(f zI39ZveHK3cv&dWZ;V>+_ELGmnSvfRlt%Yn30TPsti1=-eJNw+?l6N#UUlNCLQL^2@ zd@P&{@?>Ra&2_|ifCY!0swmfK1!4TFm6y*y=-OkFOe0k^*lbPl zYZp14}k z^DdE>^HRaV8OU`S zNaaG-kV}nnQx7%!EWcb4kp~uPA;Qk@ZD89$(4s(VE&c&CzCmAlyyIH)*2k}fIGt

iZ4vlF>+$1fw{$SYjPQ~k zGuoPnAcO4)a=D)7&G)+CPjq7?RgL@xD3^sDPLAAzQ`(qJu)4F_yptbOh+N)H7}N8v zl!1qzAF}w&fW*)(n7(bxa0)$vnl|rGZzo?Pq#(_Y4aimTX}#$N%K^*MjMLQGus~CH zEj+%nF4TR#BKUex`e!5dgcPOlXAyX27E}Wo7g>d{^it(e@&93nI*OxeuZ*s<*dYQ- zWO6pe=yETu_lJ%Q5+B%5$oM0Iehg~i>Mop>qbpGpcJ$GthArecWFDUL>i;qJ)?rb7 z-xshT${+~C5Yh|{(x`Md0wRiZr_xBbG(!#{s0d0)cQ?Y&0)om=)iXAk~r=2KZa%=qB9IvEa2O; z=!qq&2AN9cr009AC;!yzUH~!l9f#o2@0T-Z4kdWgmX^Y+tw-{IQov=5z#t;&K9or9 ztk-5;H2-9`zoU+om>apbKB>VT@^`Z=1gdbnS<>QW&SEYEh*+|6RT2u&cX;oYX)qbv z8Pwq|PUuirpjT7;D0z2UCi7H`|A(RqD>@FE!dol&Nz=)s@c)jD&^6grfC zzq{a61RnZxC+I0Suc&!*Pk|%+k1H@jeh0jicp~8f-_c!iK!7T7{Gu5le`_}movqG* z2ERRELUNvCy+@~6Hqcr$>0!#DWm}Qi3lNi8vs6Z-J`soKvq#pR<%xyu9zS#f7@`mYtijW zfzWK;JuA3qI5j)^S-KOxBfh#k7@PqCXAMnC3*d2p5PJ6*JkXBv1w5A>bS<4TJ&Z2q^}+1bOEyJ=#7J%jcPYShPbu^_ z*hbnt6}`^Se^*1hpJPE%rS4jo_AH+Jw&AeU0n+vrH-QYW0HmyE>{@vD zN9*{Jrk`_Oq8|ny)(0j(@XPi)jIwYWdE)aPoJi9o0wz2Uw)mYZq)Zry5{I2Z52kMdW5 z&0WO6(i9?j4eiL=SZ` z&f&` zRIZ!u=U1uQH9$|$05ZBdG-Hb88?grZav0Foa;n%DFs-+9a4uGzCBpa#SW+%wyA-}BcfF`tPdZfkQk^N=4-{B?CgN? z+{BaOB(VIsj%aI;bh1A(>GRG^Qo}^)VEV&peS(ChQMt9esdB ze4hS(BQwfjQAePR-pyiI==0Paomdm>;(^lrz66@QvV)O916o=0gvRBGNH6nns~#+8 zInuav5>JB2Ui)*z~)hQa`t8#JtS2VqQE2 zTWd@1D-ewC02Y}e8o~8mM6me$Io#S-UAN}qt904Zu#<+T5Vne?sR2SoMIGg^0XkS9 z`7k~G_}IRDBSPP&2A0Pj121L|1Nw-Q4Yu4+Tq!ox4iX1}jpiLgtmrW4<$BfOhI(;< zRhxtgf)HW=)^Y|=-{y(Jvx?F=3bf5%C*A+>`~OvB#ieKC=RE{ksIXh#W6Ivqk@qtt z>%Uk~o$4caQ>72Xf^V+&r>s^aqe~K|yr--Ga6DlEyVnBTgsVLOUomkc+hE(qYw*fA z+bxe6f#(Wt7p#0MsIaURU$bF7yoISfg=X#9gC2VcQYwbM6`F^OfoaYw5BzRf`Yd9D zuhE4A7Z!*D68>M#fWFEn5b08tpn4R6*Z*xOzWARv3VmfjO$T)wzQ(H@C@VIWqZqR~ zmXkkF{b=G-m{zQX=_tzq!zz`>@b9bZH+K2S3J>F0!$#$wF> z-X(kt%^%&=dUtMQ0zCx`Ahf(pANT+mfU=uirR8^AL`W-e9Hv^J0>=wF45^n1=gguX zPaFiP0xd&)h|(y>dmnG{nmn-R+rNG~I-Eqw0=|$ueq@NoTsb6@`p2^}i{ zr%M}yi#0Pbu=M8YJYfJo3!lOGgtFmgnTNP}6V%;D?2=bNhk%YF;7(;jHz=T(Bv=9H zA{(Uy$a~%IG=JK2XqUF0*n$c*@2i+b4SJ6}#^RrGdHLnl?2g38Z$>(s41AS^gj(MJ zxen-HqJ;*(#7svCrKPS88%NU z!W1V#P(c7V0`~z|A@WK&`z0E);JyYZR`%OZz5ndTf35o0HaNg1+VHZ4&}1v0=7N40zRfC`9p!TX>#Wy zjek8s^oL_5Lzrd00Q!;^sMK#h0^#~~T2Ae&Pp;YHF4K!3E<78rQ4>F7wEq~<{D_*& z794RjW6i!7p?{sW$6ZmbPSyKU@BK znw{Sfppp$(t0FQ8V-y1v)A(E|x&QtT@cNKLK3L>-|NKEl@P_WcUjVQkl23SOg&{R9 zNX>9C!CUAI0DA|e{Gb2ZIAAp)SU>nQfc}G*>ID#5V*G18Ku9PbRZYXL4Z(eoL}A{S z#K}H#4r9~QZyIt~AI?VPt4{eTw&wPE*ve2D0dt709qAfi54sMV=Ja2G^uSgQ#L)cw z2b1<+{h)upeZi7kaCqNOeKLz9_5Xbn9-5B?nkTzxC8eS7(JO^vs%lRpaOn7^X8Q}c zt^j|+O3W*t?W(a$&(9*jUJtVieXfkLj?Hl|a=K zyoiH30wTq&%?ab6`}zR(7u_*7(8kP-H@;Q9_8Zh1VI;v!3YdeS!BYA>USJZtn7Wuw zT>oV^I?b&qqAHUS@;e+-XaFZc$Oo*cm>#?8qL?b{paDJ593Ng&^dU+ zkbnN)jSyff181LJM#J1hY(ISFJX?Y!vFfNmtrg=$3JyP)F{ zl6Ytj0HPnjN1ppbiRZxkXC^(2=2MAiS8Ho&GpLlQmKsKNZ6@CM>FDFZzm$N& z(Z_Y76ZlXp!V}Rgmat+_jF-zeCF_g0Q9G&9nSZdNQdyI*D2)d@<&E|=nw#K#-$dOT z-KO2N1S}P2XfHY+{?A%vQKBISN|O;#@&EhHGZ)6xF(J2xeavq&HpS9`jmbKV)Qp6gAtHS{%6r{qZf_h z4lJ_8rnruI`VO01sDt8A9D{-vCSh9ATcw3x8?U>(t(d}B@VBpd%z_`X5G$llutxYK18~2`S%vnDmV>9PjB>#7J5nsORo^BEQ(}NiN<3-pcwe`h#OjMIW3w>o15B&&uiK* zTU2fVOOQ+EZCOtFB0SPyG@vvWEcqBl_~JJf-%$ATDFwVA;1(w=^SFm<0Kw^OBSiA? z_l)=2pVg&U62ADI_h`-lynkh^2H=72pp6r9VP^rL0fMQ($5%jBaG4%&4B97@YN9fd z3W(=63FGM?dhMs63yf{95vHtSgM?VoeZ^*A8+!ykf9?xSm#bS}715#mZw3PD8w|{H zJWdP`;aC5S?YU5h`Fji29ydjLVs_*+;5BrNu!&lW;v|}>){cdK0!UmW&Hmvw9)a7G_ z-Yb!3N|dO|U@W;gz!_|C9o1nm`X#CzM7i_V++G1Lhhy}P$4&chClQAloi8E8l7|!L zZWy)Ohb1%VTFk>+M$*JUpDWCm2F`bjj;F45z?1f3a}kZ1&|yHFZrMX{@;Pj8r4ykE z4F8G0tn5HKuB)k7K>gpR4${8vhkV4FZL)zWe9|0GVYA3G(KLV{aWJ-RefC(1pTX`? zYE)l*Eq_PAfyh(_=3mK5$3}p5hYyhh%|`NK1+8kJcUrT|D}M0)N0(`8C;w9q42Cm7 zc~Z9oP!dmA2dwZ<*%IwMvYCoEEd>T%yS-|PSPa?i^1ZL`Z0dAB4|c?r4;2TmnIG*k zuTtaxuN!{M|I33|gM&9AE?2Ko43F8_(3ad(GCqzf;IJ*8cVnO#*i-rBXb-3Ph?w!i zi3q22RbfZu^qdCq;fmGAqlVsgdYmrg9hs$p>g>P3cIkQmmY1=bzBpeeTYif95(A5I zPdO9x>iDv&o~_-AHl*dvuZerlyK9@4QgEeyQ z%=&d&YV1W%dZzF1Jn}VJmRA8FvI%DRH{&kb>RS(#OpoJ!?hMCuEDuw@9U)9mK1|Ri5cL^vu$*1Ab7$oGXBsP6a>NUIK#efzDhJM{r@?Q44?;ai++@0Y0cXc$OrI zL;o{)X)mi$zh!AX{4et#2d@ce0)lW}u{#Bf{xP z=3p1J=oY7SjRofLO%m_je)4L9%4D&d8J}n@A@8&SIJ4K(OY zFawlzbmU&WY&j_QVqfrE66rC)pw}bA+aCDi*aiN~vJvMy&fE*1UDQ4#nz}#Acqsk( zo!(=6Hy!p+CUIdNbujq*Tvu8mY3<9-bFL5*Ghqwd(2yg!u6y*)X_C?_k}o&@aQ7el z)h#zgTzD?{JFVbaf4COIP3m`V;kxeN)FHe%o04J*Du>5l6%V}0yhJBbsBxt^L}e-GabfOpEB}|vTj}K zi&r~NV8%|BzY4kO9MIWM;XWCYxFM(EG&swd6WATBJA+r2^D}cybX7scB<7SX8p}3H zUhVuMH=7ojYg+$v&D+%^u_AVJX17;}`RVJ0)uXPuJZBb>ohOBApN}j8-cEuCD|tqb zd}Yr1+~m#4urjxhA!+yxPMpV(+yhTyCDX*H%{_}`gFlbHI1dAH+A5AJ&FL90>ggWH zhyEVz?V^a(@Wz&kBxe_rqLHlY5$wf~NGWq&TQ&Wvi=)j|GkHFuSSI!|`TkVO8H6)p z{^2tpB`g@BuSbAFDa{OkP-PZ>@BWzg2O?BZ*#w*tHcVhWz!B%KegSP8q5`QlI;-BlYhKBi$U(*FdxD*VGIiA+p*JmfRC!<+fGvl-pKin6^Xt6>e z+^Oq^mm42_F4!kK30nMD2Yj288}^T8cXkNuPrmdSHMFK4OtbBz7_ktq?ew;2);Gw{ zZ9Ma7tjL_cq9u5HTj9{zN^Gp%)w?m0CFtH~ji(~Bc%2Ad^79FXYz?zTYs)+4ly-YM zM<@BHJId>d8Jnev`P{#(?>3JOE**CYaFa~#oP9r`^2x!P^G}F-IlFgZ?{V>TibOQ% zYP+y78b|p!^;$*1ebG#z-eztip(O3^GM}zavzN|av5j?m+L1Xi(H-%VtKGSJg)XuA zor|?+?hDFRwXr#|135jp?^v7cmZNuu)My;%u8*UQT9&SEW)TM@qoJVeT?v&OjZ23< z1rx-aKnJOrg`zB1)=?=e>LG_=Zn_HI0BCHC^Ut7l#r)HbG76?&0lk`qk(CzkczAAm zXbTS9BX5r;rhNPwNhv108ycSCQAyn`UP$sW4sAK~nn}^N-zu%=h9|UY8SpE1^%%^q zKx1@srqO9C4Bk&l_xn~)kjgW$BaJXQPJ#s_jELpgVHi9Y)E&a?f08@C-?Gg-k`(5v z1{twCus(5#A^>`h+byW`Y(`R*+C_%nK_q)1{^`xHU@9-a?!Hw#_j*g$DBvF?jvp&u zvuNW3Ygw%CP4nfxvP1wtaC5SY>|SwT@sVTr-JEh-#_PoELH;&sXqvNbAhxg#4z%vc#*0c55Yi$Nmyl@eSww%F}&BX=W8aR<3$> z>pIv;>yAeAmXC{CTBht1sHcY-Qs*}u>NCey_S8aABX8_#lJrFWCd!WLuy4LjuJs*$ zM)y1p+MVyfMEXHJqwnq_XdAm~V~pm%>T^5GuEQu(2V4`ME_8KS#6ibob|)k192}w~ zG!F~8CZl0~+Me2)E|b7-HbUfdKB&DugB^e%F=~ZGs{AOYaGh@Ln67)HxuER#tQE=E ztF0hoPwE#ZEf~*-Ravc03=ag|LN{{S&!1?*ap)2NVe`+pOh@Of&1q0EtQHIw^3i>8 z^6#*iVKiL3Bhtw?IXB)MM^*sDltYX5pks1YP3K29t@`7|?|lze8v1qL|)q7&HcB;_c>?3fIf)s4J{u!_{ z%CPJ9VB0^tVSnB)<{)LP=fK$ex-T6ccX&7nKN{a%fXXdJr20%L+rYJMEV*yY!FCqWrO;!Kjv2RQvEuLF?)yF&^xF$gshjW8$me)po^Tu2CTof&r}oj5 z{(N%||EqI?nW%cb#dG_?dT(z`*NW(BRuTgZbSEJ@Oj6S# zfkmES^gYs`c5#6@HhYj%57km9nf3|STeREpJ*vnP4cdUhnP3ymufrwg&M!8L6&u|{ zuz+@rJG#9l>i7(hVB&Dn_!T!^g8q_6&Z#d|d-esI6ve%RGG$0&PKr@1fAqH55q1OG zATM9%WyFBvco1ihMF*OW(dq@J_lWDaYURRV!6)5=eYWj+F%NB-IAG9lua?3pAT58@dx1GJUYQ* zRzss9yX3|#ESJ@Pn`%%tWt01=cdzrH+6Z$_NUrK-?Kk(za=y%1?|(DnZIsHKNW#%Pft zh&n-GEjicEuM3#NZkUzrPkmSufNp(%u+HY)iGQFBQJCAj)lLyp$_7dJ zqRCaA)>i#J(OY7c)x(}~1ACB7;`+nM;$1F8FUhFpR+%|(i z6NRgH5{sJhR`PMIi}0%ECG$oJm`Kj}lHrhH86lkHNV^TdE@2_YOT@&YW)+@0LE5bu{VBu%2-ptuS5K zAB11etKs^)P-^CH^p#W`3or0$!ndw*x+Q~agKV|#aWueYzLZ8~O?ye{*{;>|AK%P<~`z{N2)XIe}U>Y{&cf?U$QN#N3mG1eJS?fcWcO6EnyAZZXg|b0(zoa8}Ofh|ur|Bw&;&?QFk7?kn+9_p1#MjA)8=g&_US^st#VPE|stNKS+ z<&SQp5Kv!q0yK~vU|G^bq6kxc^iE z#zNH1+Di?H@YQ`?&pIbt0F;u(S`WMh+RUJFC^67-*%?xzO2wC=9*O4337P5z5+wv9n-~;g%xg*r#P))D zaMk_crwX)+h7ayjo2??DNbg3RGy>!=6&m@K!is@?UtaFewX!u~VYHF&4!TEP5B)+B zgbRoDD4H&rw$gdw5LTwbzL#oZDX5rmq&ZXG3U|<+0p`0?HQzT^C?}Pd=uHZaJ_a<)2hVxDnrEYga+Rf%GaJ{-@i>Y8o#UNIVN`8 z6EwRRZ&v%|OVwbA{qFX0RmRSVgk=M^IL%h`S&^~IfQ+iteIURA;(g|xU+4Vd)K6BL1=x945mQgE+?G)o7i#?BcZM_ccjHngqK+Q1a- z^j9Qc{fdnxLE0Hn2*N-&Sn#Ijh2f&+WfeXAYQNiBB&qP3TD1S~E=RGqW0^CQ35I(p zLD$cvT|M^ez1chO5rcKU)eft?RrLwv4(uYAQ)4qkU&M)H2rkGOHoD?VSQkEhe|53t z>(wBYi5+_GG;8mA{P#*=pYp}$(|j{4pTrW~=|=AHlGrJs+MURH{Fil_#a>JFYIhC2 zT1R%$c~8994Q)PbuIvXDJ69Eex0(86N#VMl#XJyauH$9UW}Zb8e|29%mz-}-TiZ%$ z+ex-}O(zA#qA4Q<+&VMbK8i7~ z!ezK}bgt<9yW3Prdnkoa$xXn&U`c?_W$dF7LsdoD!fnTyuuIX6+)S#Z734>#7qAof zoBj%32RSfBoMgC8oP%L-(t-H#k@a*GbRvTyyP~w4=YSG)&_O4S@Kg~I*{RKRumNKN z@SET=Ll*O`0h(1t;-JBGRxQMxW=sc|849r&C^`fVooVY1Xx$tyKQyFJA?Edz^&mfl zBc6jUmY5PQ4O(zg^EpI?BLtgot1%J9L`=flb@EiIe3deaFoL&ZoGEqDn49VlzIYN799*f1*O3N|Pu3m; zyl3VWn8Slea-1E{?HSK?MzmTVpPOi%lBFSE_uuyUb1l@RdTy7&BFz>&^0j9zk72rr zc6LFarbuUSyH`Db@v^||$(LUw{Jt75;QbMA>ZcOZVnDDMWD2qNaGdJU{AHvLX!{B*tI!AhsEnFo ztg;!R-@Ox$q=Kr}_RF{t-feHbfF_}k{NJTN@B4(i+Hsw^QStRc6uO^w*O6nShk8HR zdj|M$&a|-<^!IF3x(C|2pGStNbVGloR+ri`GC#p8jZ4?wlae%D>Gi8Hw!*}QMS4^4 zCYv>}3gQz&5C~ikQEBpF;!F5VcjABpexM;V1nQz4W$OD>VkpQ>#lQDO%y=I%r&3G5 zW)?J=X3PS-MX(q~i;y13A~{g;dq-iLVe>wtSHOxt{$x|USC&ui(3$!c8i@=;hCU_;BY-Y2bOrhAAL=9A>ui~o254Bpp{_!Q%|-SG=y zGaLSsbsZ7HH};T`yTvJr+jZ?wP@tbJn<8uB7-HZ39VfP1f=X^@67CmG0BC##b0u=3)9n&e!@7J@I{0J&x(1Z#C-Fm!c}y*}3TSZlHfu*Zr_LQrHZU zmG8Q}S58Tb_}MJf6f^l8tl^T{dad#UhiKbXqrJ(HYhj;-f*k$1$*Y&=&vd9)stTK> zT;~Qq;#y+O)y&-P>kA^%^-^$Ud_#uGHeDk#M3n!2wCBRNM)+F44pq{5VTiV!Rb|CQ zzf%(-l4%C+ZtEO&OK?fsCxyNd2MZyxFX|!CIj)C|q7TMC0mmJ*_85qU;GNLLm&`C_ z-7t%5K*VJr1?x#2CK#ZE1opj7Q)9drgDmpRJ`+DxPN)`$tW^s z%hggb_$^+IuKq!$>1g&A1K|q|{K@s_YVjsd1WYt(z6~uEW-eKjr0sHAlsydgVG_5| za6F-PL>Z(#Mx|1Gmm}MhDdZZ&>z>=ST#d%)iYOo=qorEI~`hLW0%FUHm(*Px=BE}wzIYWZgZOPhHS#K zTIEQ$>>#{~vg&lkwZL-LG=52WG+3hb(?_TFl`lUD)rIVKoej|Nn^^T5@6xJnNRp&aH|9rEa$(n5 zg67PuQGeQCGeaXSXRIM2&ge z?EdCbvEZ5)HqHY(c9PWUS;3Ye$x2^6HP^-y0G(3qwL8W>(yWCBpw6b*;pr(@nhj;B zk}4tx@&coNNSP{(750>RdW}cmvE%zN=${Iu_qz76aNFBi?(O~VTz~PPQ_mibJw2TE z2>z_25|6^6BP1_3DB8wlq%COZaohRq%e~*_|KVUx_D%U5n|Jlu7?a;!g!mUEGQTp| z+#I4*28}n5Q_N>w@a}bOF+I9>G8L~QM{+{MsnTssay>c5eYPKVm)DB?L>mO>vDQiN zs8}Q6lUSjh>FQ*x^DFnkaLy7meU1-1AaHK&#}Mal#$!1i(Xa2J7=|(1cZ8<%-oKT3 z_dvhUr1$9$uZPw{uQcsI%N)54QTdW~Qm!-Za37I~%wS%L(ujnmsQYlpXT-g8!&`h5 zhw>}gmSa@+oN{oYcVh3#Cyd8G@etQuGqI}$4i+KH)T=Teyy#*#2l*tHPS*_!2jQ2cWvBrueobv!o7!y9KZ`c6}wW9T*x z*7~WTWUt(vF-z0O6lXnUbGH{!jD~;^dacmcr95En+OPc6AI3npTGdo}i!frg_UeYP z_O?P#b&<90Hm94&*7Q(Uf8$xIO%tx5rXw=FV+6-EpH<1VvFvBVF;Xw^Ii~vs4=(B& z1&rOwn7Jj^bR9^vH5#Z&>iuYX>@3FabBLR*{OwE?TR7K8df>XBob~;wTbOHFkf+lebA$e88gZ|-%IuVBmB}I}njH*Zn0ppx(26gRt2quc@3|<2 z6RTO@?MdPiD=i`TC3X1%q8^vNha48CLwZ8Y?~s4;EL8$}1RcnD-&;QJ(T~}6m4v|b zt`*o+ZY^nK$ceJ^{~9QqP&6iH_uw*KSHOGDjy*)8R!SvnszlGgyqNkj-naI#SvJ0s zT$H;0U=L|bGb3Ny#xKQ3g)~kwYK&#VfV?Nd?WIOP$~ZAigs7X4(VYdHw%PpmWSM}s z*}Qw(oQv+ZW7D(HaMj<>TyB7MEYXZgtv%VqX$NWWbf@(1UZ>ACOm3eu#|Ut0WSvJ(dxR{sp`5JBK)uJNXCb8s6LM-+mUjl;-vUb7EQR6(x>2Qx8sdwONc@^0bcy8z3+i;mugFaC?m7RNb%7y#`-|0Dr25LJ7Pnz(tqj6+t zSNLtFrwZZ31(wFKnns8W3L;PHt0y% zdp<(cB?B|SH??==pqQEg-$1HT=sW49Ib_47 zyX$frpRB(M>o8Av_fAx>JJ^uMRLQj)HEUM#>mZNE?AoQ}YLFt?E52;LH~J2P(tG%b z3aboXZmzb^@cO|wAy}h^Zp{mi4@#jI;`P54m}j`UHPosvay9P3R0+F?>4j(rbvPAO zWQO6U4EPtvRX#l*Gmgl5s$7p6y-k%|B1S14#76d*dxk)n6ZoMhM-VdSb{~JAR=GGN zWKIp_^*VoQBFFTfUch(1(A<1Tp=2DWJA7v&>e=`zx_Bqtpg~x1z)IYInq~iC;jl*W z`?d{)J6@z=uuaGGdC_MkebbA9VuJITJf9pl2!~_Wz-hOy*e3hUOmzJDXlL#dI*!tA zrX^pc5Lts*Up|!9?SI9CM8&r+ zk0+W_MQpy{CKT)4L6->rSP>FOI@k5ex52SD3OBZoL+F#;Nd#qvC*<#<+NDDHLq3}n zJwftOvzejH59E1r-;RK)?6GL@1y2?Orjo2FML1VCo$_<@kcm)Y+31>(BX#YpPqG@Lz_vQD%yMdYfb{mMPPG)HN}{k!^enK*6` zHc347cpP3XXcyE4S&|4E=x?;QH%1D4-_pC0@lw-p1OZ#>{9r_uBAIL_h(I*n98oM! z#{+g|8ZKl|f1*NVjAu+EVM|lptOYrx77xi_?8MTf%DUyVDev|S+*g{g;sqlfac26PkM4_-DPCsy82wPQF60mG{ncbS-qEnifMHI&1v$2)eW|KxZQf^Gv0w> zpO>eFaz;W)F48|Q=A@>g<#>UJhVn$Rd9G37_5-(s{(|>0BQ(W}w5r~7HDMjb8ih^$ zx8F`M&bofss4{hBstD$(v{?xWrxaQ`wVfZ0-6BKf&4`wosvL=om`-V?X@uQs{1dG# z_T85BM&C%EW!L8>$su#((y!X9QLt5iY*l>jm(htvT(^N($3_Czv#saM_tv;c ztIGB}20aIZ?I@|B-ilNI3VDDJ_ZK7HOBzm&1s6k>S0_D{7XUGDCHj_5^BE&7W`WP} z0}`tUjJUD~Ud^+U1h`73?$R;zNJ*$Z(h_N*Z6*!7Pb)rcHP?AH&DSq;EhYU;ulrJ! z)Ul9cs03Kzr@`9|r~`~Ef~B>qUyxFRL2=te(oz&eEkx-KNq44q6&H+vYTVb98Da{9 zs6QBQ0y@|<*2uysG)Hz}C)4$0GORxHkCJ`eQJ z8kU~6;a`RHK#l0;5aKx?v|0-sg};NpniAt`g&Q6ZVHX-kOR8v=Y49vlGyQ$sz z8qaO*^7s{+VWNObg$(;kXkC;q2SQD#(3wsaG1H5>#ao8>()&b)kEdI!*hc9XZcN&~ zVn-fvXHM!q!QOHYAjjM*Y@s=XOP_WS!7lXodxg>x1y}1{>Q}&d2c}!gT{fm05#PRj zcLP1UwwL_|r~R#R)cYF%*1ynBHVJrPm~Pk2%OO_cu`L}&GLtyhLcl?q6Uxb{o3z^B z9wS3Ry>N8S6uzf8OskJ{dK2cstK%K5EX36;b}ZU2CTLme?cdw5lLEI9MtCVohsd!= zS9?1f)EwwY-zA_B`?*`+bkO94^NXuL#<}A5m{p-m+2zvhbj_+4BR(kGgrZO0n=c=- zBc2(4q`%JQn>Dz7h21zdNLaI%#ZrF`y>mDf|2$5mXVHLk$TluasncctSy=7DT=S0M z=>{8Z1MI;S+jrO3i1Lilp1tCBjgt5D?<0ue&sNz2EcUNx=Tt-+(^*CX?j(e*1tC5fB7By}6nk@q-fy<7SYEWEfY z9ocApMABX8@n9U#mf4SR>%A9n($ihIRcOcw0;Zw_U~;NTbXrS6vPdu>xQn%f4r-c0 zZ$fn6YeBI}rx`Dvn8WQSv}Ks%b5lfuO~BZtrj=FT@kk3xN6MO;gau0jMcN+(UARbh z2cUX)aXUQ<<7xByjVi3L6`37Y#1$cJu)8ozhU%fPLmC6I(DRn4Wm&JnZZ)I(elH!T zx-72Hmh-`EStW$&huDE*C>}&k!*&JJs-&efJk8H5t&cV7%i0~@aX^4R>1K#M^+-u% z0@7kVV4&KVhKw~<)p3-+$vAg7pWw^KwUh1G;KS`%D;sz1Bq~sJ>1<1u)c`J50nqTI z#{_}o@yJcwrthiGZ=oO|&%5FuzxPO8i@O(^$U=oFnDNMb4S4Hsl>~r^s-Ae9#DRo4 zpWC18@Ar980{?} z(yq_2aRRpkOw+qH?hMw)c!h&eg>)YgI6c1CV`t)80*)nNJRzlz=qo)_#b$Ku_8aot zCXaG|z97!HTYgW+N>%gqbf;>@W_3xfh3(=eGxyCux+7CvU+!W=yr)uz)lNGfW~M!s z-USrF3%=U=x#>OpvF4!#`wF-WKf=RNXBR+qV{T!h$`!BQ=3U)>a4L>%xJ0xhS#KhS zOBk_(dX$ys0ULZGUQP9}e2^fX-E}I{ifk}(PrFu>Ta%x(#vp}emxxgAQAJKhf(aFO zae>L3W$tsZy&Fc}EF{Q08Lv!liMbw}^=wtrG4MT&V8x`*B~w=~Ggct>-lFi{<$RdS zOL6}ghKQipB2nFHI)N!i83dK3XUMBF@Y{ypA?6785fzv-n4`9Iw@R9rVH?~NxTwCE z-Jf>9yDG7o7F5G4&1wg$p8tDvcjUfMRR?0r&miD)DmehUKE50-6w{n#*($xXAF_eU zi$?yy8D!76kXN?X)KYFT#+DN@XNVB+chT?N6_a=s!W0rU;3++xX$Ra zj67oZ3bM|;o@}o}90k?;1n=D0uB02)q*=Rcxa<7{ZSvRBQm{Cp>EMQh69p2gw5mK0 zPfb2I-MWR{SI7CZnX_FTH9uzS6WS07Nr zp}p11o=Kk>=Huqsm^`g>#bDB9pHsQDz?3tNH!XyQ+V^4=6=$MDj$6&Pf&D;u8=a{g z%z@A0XFCrd&!2n=nHIf!vg86+ccZi}^6 z#irNDw#H0FJbUG)sN3Bf_=uz;;iyvo)`As%p zevKT2irUq)NV2oeoRSVd21Pn~OS|r%u1;CGhQd;-D7lYKo#KYpw5kTxkpgUi>K8Wz zI7q$Xx-JRTG-C0~o5JM-mHycovbo>#%Ex&h&N>^8o49klirlYXeJJRg&hzH1mczQb zOyPZL7B(QEN?&N3d6w2L{pG!_SjP_0(qTnjh7iY#;Vd6l;&wrA37o7>-fN*M#E!6!x%;-_zO#0dync%Z&bZIY4Nzm7b4vo4+pu0waa}V8ZyDLd6sVnQ<=J=Vo|4xD^_yoS}4fr2BY$Y0@2DY5rLA zqmZNL4=qO@aRwYNN$YVZSSj&4vF;s;x)$7Y7=5dO$ksHum~9D8{5l{ve2?2-r`W9g z>$8o@txw+^ah@Tm-o)WIr4-_nC2Oa9;9Hu}H4FWTu8-PQ=I8NCVp{q*_9FD_E7rN+ zVM$vrc@JjZ{CS44+cC9YwS-xp3TfZE{i^uF1FJf-|^hJ}8=8LtuZ-ckN7Kb%7Y5Vs$FV17td7$fyMkpwD z#+OqI_$D(k!ZC0ZB{5;S7MN`Mz*#B5sCYF(9nV7O5qS#YObAS~Y46K43h$fO`PB6N z_lJxTYj&d1@6Ymt?Cx)hV9leJ}1QTFxqeLS8Xpz{q%c1 zsC48v59y%F{YW0$-wC|3xAxQttN!(hvW9Ao`b_BI{3i4OBEBV8RR=G zMtFcUBr(!z&GaP^-qp?+c4$Fb6C+YKT#K(<@WwN<1(m(Mu3u%h2Vv?N%ybYVdz8>3 z?mFR9{>rO}=5DdCtQ0TjFEM*2c)&0b{O-o>k~!+7gZM_Dv$NX z+dbYnKhh=q<20MSKvRus@w(w^#c_nMmITk%@7eMpd1;$Vm`e2?bI(4W&t=R!z;#xO)+q!F@LoZZw{ri_51KJS zjPm37$B1BR^I$`h5EARp;qA%j#Q_iPD;cH|p53O!e%_$D4Kx3rcshTdpBlxwH3lMX zxP1dPK2`XGPD)=FasDo0nQ+Fly<>*iGd-`vB9>uy-`VoK532>9j%{de0+GQyVLg!2 zjKJ@Nar|pLAX^Wiio7yY!U4mFQQy6p{=G|(lFnc+@h5*iQTqBGf>tOl0B0CHfQBoe z_3LdVen$mhI1x**=N~5}d3M!+e)Qe~k260)vd%M9lSChz;on~%IYIOskMn}9Jg7?6 z7<;U!#QbEmswkx>gQ$@+a zpRl&dhyVG*!vk&!(@WkrrvNg1g_L+aRj9eX6RkR63&Z%SE7*%aBK(C>Py)BXAW^ZV<5 z+&!H4c)ee*Ydo*#^}IYOuttA37ZEuv@^j+TX1av!_LM7~-aNMNYq~(JGFSoiwMZDCInDF?k`v;@%${|hQ7UtcW9Yh7^v7}hoBvSzB!!LdLW6Mh6l&4>ZevLkWxLJ=!B_) z7QSp_^&8gr);|X58!jXbe&4-14gp!2=o|@L2GTE;DuR8 zn5$_jU}$*Jhw~P`kO)bCch}XuT5yXj(|!fUJ3UP~EpJ44MXsgau(|Ki{xxX_s0J@T z2_;ss2^vePv2TyzA8N?>fe5w~L64Ik5Sjgv^nMfxfRCT^_jL;1*V6(Drwz~xadxfl zWBIQs?;VGD8^4#oN@u?5zcel+Dw!D3=86oyYfdKD?<|4mOvP zZ3PCMbc=cz=N7sIRL|zAb}s#f{Rq#Q(&BoR{oAgT`#QUr4-K~9I`}1oNNX$3)9_lLS`y~*rymHth;qFvdiUR(x3Apr=e0!Wl zbjQQ&(O;X;Mb3r+{htj_1)0FM)^bat2lg$=20CYso7qLyQS?;Z6h0Cnx8mvVma-WK zQ&3el;RqWq^Slr`=Pj@*arf>W%6p{+J>AuFzhX) zE7t`&*bmkhEzMIW`fk4W@|)(oP%{(25S-dN55=h%-k>}`eIOT=&- zz2bqB+yJhgI+`u(G20nxiWn#8C)Sc;b`+$fg8Tz~9WKn#67^+2iL zCbHL>GBuK}m1xaEhyC3ez?6nCo*Ne|oXhJJ%1);ZErP_cP{&TP5~$VIr|qugJZPB# z1~n7(zZMrY(OKZUfB*Wt{?#r|VG7i)#=K?%g{wev*bn+xC9hQsIoM3aUN~Cz5oUEa zieq$)X5_x*8}ruJM^$E%J%1njvy*PI-%|C`_QDPC6Lgj?Z%pyK?&z9~S!fQU|JA&W z450Ja9(w`u_iAr{LQ_WYMD}l(zINTzYc8un3D$Y!q#qm_3HVgvkD;?QlG?rUy^)T( z$fuF|rV!FMw2S&E3{bXt`%|zxW0c;PqfXz_AM3Wvq<_{(GqnkWwE`@DtOiy#KA9ed z(ZI(Jc#OY8MsA%YgQn}P`g0d9#>%UOKTB3dz3!tVKc{Hv&->S)KOp%^?UHa;fr(|$ z<|}8>DA#c$$&GWHm1^N|#Y_t1i6AjyHwe8;-~4`lc|_TKkEFpe36fM>bPpFj`_ZT! zv=esN#%}TqAJVP#gs&XTzWSRIu)#y)>p#NfzUIE1C?BwrKXl%Mch`Fc6zKx*yx!`% zQ4d@ghTZk&-oBvt!-q_t9)q@(a1Pt=3Ul-ZjWD`QmZcCBYR*Qe3N;x=t^VF@QK~;A zm>&@|;JmD&Zpf9_1F|nHap!VeS>f!B!H}#VdwvO!#W<)!!N$Z{;zl{n>PH`tzR@oD zTy2?F><4&FN@TP}wN;Q3-1Bn&!8bII$Zgd`n>%jxn>iiJ1N?UwXpY_*E_h!7}b@q^Gd`JuM&9_Px0bGA3cFDmP(bYW(3yL17P#5p4_~#;$OzOB3%x za(=$Yd)M7+IVfZW+9z+&lEa}`Fs19!R(ozlZ*?!g97{7!9>{lQhm^@h`O$|`A+Ma2 zTR{WVQ%h8tzXN=+q!{dlX-1XV>#r8*Qaz^=_{!LeiY-srqP57HzD2o$_k8O*Kk|qj z&x4GV%qR-r3*{AH2^8v@t~FvDtqlmS_B+ggdUl3PeP3pe_pgtiGc@?dIY+2k#MGL& zaH-G_B&H*8RcYs>LDEFesxwlIX_mM(KPbn(2E(Nf4P3l^QDzKB!{I%C3xk$u8U&Gd z6nLrvEX8OMIthE2_Xqlf8D|L5YHKC6mlV0Oa*tsegvoybm8%I5L?Z{;$>%vYSXNa`5AFz2rF=*lkW6M``->p zBYJ+!&Yat0Re`7M`l%*NhhduAH%Eh(6=+tyLyt`M1A)MXi?=@=n+7H6m*UtO zOo*%?%fuD@u(GATt31dy`TBE4O>1LeJO~3*pjo~v5-2A_H0C^dY@AWDZ7XhSxkukqz*O%H6cE5CX9)}prGuX zHaoYjmVLm-1iVg;`?cp)(}^!tt2L-^mEs#OR;9iJF0wYWkS9) zLdAw)lasFb9H7&D<(ede@}|*oy|`SVi*c_OU8igzs})M{mmp6HVxV+yT)B%n!Tz!q z20V+MrCWV?`#L`|$}qS`8suEl$r?k%gd=lU6G>1$Tz-kl{M4?3gg{gniT|^PZsjA6 z{VHzXIB&6n*=Xo&pdoH7bmN=#Z@KTBXCmYInhJGOy_PYN-T{KcQT-sDS^dGCB{D2) zv6MoE%bQ-(_7>9_!8%DPlbr*?p^BaZBIOP=ieJ$A* zLuM1keWUIMgp4*CG#ZCbssxxkD|~si4OfM)i@+z(^y{5>7aEWdkJWKiboZ^inWA2?)%3WsbW@}t_o*=-fEAkKE$5% zLz6BR-%4X3Iq*&D^G@nBX5yg7fYSjSM) zCuC_toQ@2)OCV&GZT_J)uO``iM=Z$|P5xX+q-8?-7p6_P%^wMk`C8w2Aql{_KC43Z zGcU@8%X(FcDG*22x*jzl({w1yvUq~shW6n8YAI^&I7m`@i)~vf?G&w&fAYTgbh9?k z`Fm+VT{#lSef<9V_pY4S%~uN*PEQ4%577Ip?N@P6t6^-Iav@|`x#IBd=cFGW)!2LY zU5$MPifVk-lL4!m;^}2&vi1`^*?f5MXTKM_x4n%!yTojpCq;T6I#R2&F{U<(lr%=i zGI25~qomzlDd!vFuX84X_-&I%9QB##xK9}Ha^<-g81({?hgdcW-T)@cY# z`2?a4Fo)})^)32ZwZl&F1SYgz4#R2)wU&0vJ$rLKLSY-^zC(4&mmhN5?X${6BC&6{ zHpr#2-~3|u25Pd@i}Fi#`}g9c-sje@mGSF>g_RuJKVG~J~6rMixcmMMNd40W^3R!xVlDE`@t3}#Ml}T_gC*t%@-Mk@}R=}Aecq@3e3Pgs~&MqTy&B6qAkmdkL z1i$=hWO1d#7e2W-kDSUi)x+wIjkZ(=jP8OKq?u`+fx z@b)Z7{V@6(4p%}oOBH798Xt?K-Y8Z}-pq_qC*!vHfP~c@_8;?K6+cLs9*JvCD7X*l zZn)5#5;0%BgheU?y<-~Zu+U93Sxh6jFU@G1W2&b^-4py0$@|x!4Apo&b82l!F>6OM z?n=iNAs`Y@HpRvtQ-xM(wgEv5~*|mHQ+th@~20B=aBm#80ep zH!p{H>r@^bujqdn$|Nh!1o6<@KBnicfL!h&Uqs~ZQ9jlqN>{JE4?Fkg-+B)dV~=H< z#&=cTdwJuungvArNf#+yO*~`YMUk0nrjXt4>-()T96u`FBq{)_J8*=%Dlv6;nx+i& zyA6;3x(QKHO6u2|7eVBitirIH#aNvpp%*Gw-bE4s$?d_d(0WyiJI zM=FcY`rQyQq)wI|x4S5ZNSQnkr1&6b*&>xfVpK`i)H_Eqw?Md<2^UdQZ&0$d{NMAP zdy*K2zk9GX+o-H@OHeN^1arg>@KZ|CdAo@EOE?NqQ?NMNa-CAw(f30|a+p#<{;i z>Ru?HZbZh_V_4dDp*>{Cfbe$O$X#P33v~W%CHRTGK3m{phiH-2z>+(J8<&y63e&y0 znnm~rcUjZUEvcjBQ)~ z-fr&+4ZQ&EluEigH)Q_g-}R8i+n#A<`9HU{L+q#YRup?V2VqqN0^pk;(8FJh{R^BR zAERy!Wq3Hn>fxveVU@X&Z#X$ry7+(AB4uMC>Uwx0nK@Gn_-!VGBe({SaVoeB1Mv!^#)x|paj zvoZX}iJmWB{D*+IBP#)OMtYFwz=X-C@Zzgx#c)=o+VP*){Q=r;=LT`l%E2v=vO4#j z%{+Z3=&|s=4+4Z(g6|G|PJ1QwTZZtuu=g}oaG1;Moq3#*%G|IKQ*Pk_-#VzEn$z?b zIf3WA`T*YUh;E5$43htx1ji#Bmr%rt%4H^w<~2Bq#DvJ%xC{a#3x}%%BL)1ViCQ}d z3uYn=yXt9*IVlgUY5F#qQ1w!Mu`!SZ?{9f@v%rg;)4BvIrmmKAt2qLsL!GC=j3<1l zCKx`SARc((w|$N?doN7qbL@hp*q2Zcw->2GmzHFAk7}o5$g8(kI*Jzs^NUoP!X9(W zbvqU#cl&cVuSUY-3wOV?MIbWRmU6eh?;$fwFzLY$0-2mpFPl*BaLM$#9ZDn zyPa_N9t-kte>R#t>}4m%LgqZ!W`#$5g){Fvh)4AT}tN-Ba-4Y+Tz5 zx+@ITFoG99z&u@Ju%KIP!wN zq5`;()aiZfFi&0S2uuvRVd|LTaTU|qbW~h8`odvheDV}wr{>;-of@n7=!Z43Q+-i` zSDzKsmvo#w0b&v~2nf6c*Elz;IbQ*vK%XQPa^odHko>}!<^4dsSuS(x%hdZ8x7lFK zW!cV$_XsvOT^Lrc;(*6TWHYn*h(dR=A4G#ZYu`V~hcHSBSYpR~ZQf;SMIp=GdyNZM)r)3@-v!vIKe6?p)(=$ z)cUehF-Wt@3ooT>aOQIF5+iQ2a=xTvTp20bA{b6Ps|iIIIJ}BWH0KE+FqnrZSW7eg z;FKuj*vXT;yg7#gftB~Yu=D_@v*M6p%h#R!A8>*R%l5AW6p2dJc?94k_Is)MkX`o~ z+v|-aH5w|YI$>TiXA-_Q1FS0p{r5l5`jLvQ6wq!~Rv0r8EP8)?Q`D|C!UZJ26HN1* zvm4HHL+y@g*_1B)_SUoKwTxar<{6L_sHhR8W1{xEBP$x5gE-9()jtP?&8MHEx3-+I zg!#|mQ?@11bSnYC$RG6IPg+9OF$O`=QIHa(K)mxN;B(9hwT!PmJHaPjpuz$US`W}1 zgCgi{%FH4ow3iYAEOH{PzZoX!>8I}~HA?V*4@d;U>JA%wA4xTGt*L1Eb57Suu2+uv zxqxEj`_NM0aoK<=C5KEDOM7OSXG(qKELfFXePV17qC2XaEF*@<)>T8?ItE{eQYf?q zALSwV8&*+rT9^rr*1gyIrI0p>ZK>`&?2p#&zo%epb=kivN{2Zz8 zArXEq12Kdv1_&-Xf!%tyyV4=jGO3LeRW?C;qXBw!8!BBVuKM}!j|H;@vz}GsK{`?e zW}8gVE%s#L%>{(udzRxKH#L71-=b4>Y9ibyMi#8GcpBTQKM?J2PSF-7cN_pD224`A zUqCtND2y|@wMNS$Z3jG}1`t_C(Ry6neC#sYr&kwX))(4)h~R>AMTs4vpBIsr{yFVz zKIYuLAWpbf>w^r4a~mFY43u5Skr{%@Tp!@Hjgw`vQq!siPdHp5SZ9GW*yU3_k2(Jy z(D#RlNRnY3j&w3qL>@z2{Z?l!{n61w0JP;Y96V}5oW%zI;80NiKcC7CKD(gNthDFP zJNhv47QvW@7VcG;OMW)wggi`0cY%%N2SY20o7-gWlGC06gD0wwN6yvW+W!QTaQ<_$ z+~43pS&xeCIv;rjay(l_kz~am#+FIm1vf1vcAu2r$A}6*ZGJv;f5MT9Rf8)=Ids$# zq7Km`KC$P``JpvhQV1pt*sRUI9fKAN3Q#EhEjfjTXWv$V1HbFmtUy=@F2fUum$6M{ z&ieaUPsuyssP%DOU<4(vw%Dg${mdg!g2m*fKJHU}`>z0-tA-d#8K)m+ghP0RjO}~o zq_%?B8W|wKcSWn-NyekueITTNPkNg0N9IT%@l0Z|@~^=?r~P138zh1BTlESN^L%bD zfEiB`#2eArJHEJf^uNa(g2xoRvpZiyczaK>oAZONiIdtIES{Ndu`5L@CeAdlLe4#} zpZu*%zvqBtY?rb(#+<2g&kygdyEGYCgyUl%)k+4c5Qpv37eBxD9t5}NWV_@n+77i6 zc3n8AFdgWW>o0IVFHVbGE8!;w+~hjF{H<#;&;^f_WD^CxuS>Hb*rzC9$IZuoB@&)2 z3qn}ERE6BR$Z+w|3{sNvqhw{V z0!Od}niD2xS{AZM1OoOw^mu)L2dNQIy$HzscZ)7gh=$SEN4W{NIDn#;x@v;RqcuPc zma$b?$>mEOVzUo1X?fn<0)Su-j;23#-LmE=_YG;1{!@<0_7DluBS5Vql5C5om?`KTzv1j1wP(Dz*I8_a$ zt>ty7zc%%44;DcU$q&XTaUFC2hawWex2JeuM@`rbPs8_NW}%ElJ7FH>lS-lkTQ0ZO z2ai>QK**pHimJrL%FFvcfs}DQlwh94TVlG;^ZNLaA?V*27~1E*#4xev&XWVefQ^S# zj`3yFD#29Q!Krk(RQd1T&eW|u7ZSm<)`L#i2|!US2*}15K6_%*bg6A0|vZ zA_;NkIyoA?fY{L$IB~3aQ%s=f%`{fQT00D*$Gc2~o;p~~`|JbYu!S;ZFe~7Nx&JJ1 zt71vKHoh|>Q0NjIDAMs=;4l4gZ0~ttBc}Ol5dL42O~eOu+x=nogivj3{(Ug3{?OLv zi!@i<*wR+qdVBJ7wLC!!K!ep6jD@ z*~Gm+VF@hKs)Pv+)NqVMv+(B6xg3LN%Q^Ve&z2&0p8wK1Y@b&EnVks>T!IrXHxuW6;7A1g_AP#f zb(cMqajfr(yucq1aQOgSpG_Y7I zE{{q>=8vKRW(osFxHep8U!TC<-P4~UkQcf(%srl|`ETz~5~1P_(~GhlWMWK!o)CV?g+F;9O18ehv?&fubc=2RrASV;<3vF8;NXLLmt=!9d;b^egw1d zL5q$1!Z3IyRS<=#mm097i55P0)h+95GPef7;UYg2gdaNDXEWyze(0=?OpOaIRxNFd zO$E}2^g?tf0Xp9cJ^Eo``iDd0tq5;D98w4IDyu$Bm4-z=!XVCtWP)!dwVkE8r3pR) zxtA?+uWR+ph5zoQ!OjYQL;RYnK&GX593%H@M) zKPGkY)_HF4Gn<7f{|6K`wbcnOJwg~et z&PH~JFfo4>Dm6nWNol2(v!U?ScSb14CW$s2mMA-a%Dg(ob)wl9AEOGom{<2JsL%LLI_NUf2a z`!^sdk{2pzcZ^%JYyYc`%nKCnF#j0K)jkivO)H~!#Xuv z)jM+DWGX~d-sQu&3%-azKY}%lK}zzJk!TUh4`c`~5FPyjsi)BOaXy97)co@h>)XJH zLXQQYt2o;LWvNj9*35BYgzJW+{`FUKQs|H&c-AK+i#FiD2d2r3We0$}^U4LdBEDdy zXRHL;mLbb$V)2@N>;e<`d|_Z$zYO1)dHSsIXGdV(9UyKv)AlREV)C`uEH|GRLkJSU4AQA_^JN(U&1Vl4 zzVQ)+wOIrtp<`aJrWo0m0PXUHTA3KWPTn0R*947bf^h6jfu&JbdqLf=nv z|J(SzE69dPEf(HeOV~kdK64zfB`*TUVeh0su`7_p1>lO?!6K(q3&W0MR{`RoTS9e7 z;meVLbquO0VJg!|CrdvBNF$g7%$%JzIL6A^jNn5rTU30hHPOE|7FpA}@<|r~PhjXb zwGFNN0g>SmQWoqbn^?NDUm=sB#97XQ>MZqbvwyW?b8f@LeY)k^J+A-l=JOm6>dGLJ zL|ozr?hA4-u&M#rZ{~TV1)mQWt56R{wXTDQpI#s-7Pf}GWeMS>Zo~EaVzz+C_auk^ zIKua;bG9#kzc7vzqM zOl|>E9$faxu=?C}K|A!&S6;{gT6RI!-rnF;l@bIivpZU+aozb;?Nu-v1-bGZ+1HkzN+!8BGc-W*b^MhA07G7%T0XkNjK(7fadj=G zso^H@c*wnXzF9X+wnf{THDb_C2;T^+dssKjINzvp>|RiO1=t>cB!}SHwF$0FEJw1L zQDmYBZjbv010##)5nL(w*gMuk93$`iIYHf}oBN&>z=GpWFk~UrhRAIun&dQ2<5E7> zJi9_xL(|8uDa8K{0ue2J{JbkIRQcth>wG{H({X`=w`P0Ud8#r_;yY$aefE?3QJkz~ z3p;hECLUR$H%zGjk-1!4Z+hQVx{{-`!yoj$vjO4hsk^J3VhaNd3fZL)T^uKhYr8OT zSB{aenXf(ouXz(jWi(Gs?b$EO4o3>%GD8_8>IGjIz34WS`U-HaZgI|>Z-oNeJ$ z#LJ3m)s4nccE$*S6GA>KHgYPhJ5(LJJB!{L;q6m#){1Ljg1U)LFb->qxi6gJTjb)u(M#h0GhjbV+{{s)ilzv-#B5973Z85N2bU zsN(oOeojlF=o<__%g;v0%}|w0%x=g0OuXLRqIj|6dT?G6>v2uGCUnFDa@RzhF7}JK zNWiC%(||JXd5Cm5B+6((%N_c+UPzv>6r{$6h(kU}SI_or%xI1hq`nWQ{_0k-L-IIIAMRs}G(^#^?Mc*p3sOg&m^Z-Esh#de<~2<3Rp zm169ufqKZTXsX06q43<>zy?=;Ono*~XsYT56#LZ|4bg%y!Gu0&&Y?jDi!Lh)N`hEVPfF{w<*y}%4~0Fb?So|C>chnRW4Y%Hq~t!SKJ=f z3n{theED~bu|7GRdG+}dT7_7f&Y>IkSCeM1w4v<^V&+TNORTSb!k)J!%LtTpuUGUa zuJ(qKNT~hxKU(_~f`^Tsof8&8H+AAcjOu=9pOvgu`Jt#HL4M+L0TVC7T~NQBaC zXmQ2j4E5K(4TyL>WPw2jk$S}wr+b^i&?~KS>@l|ZOc9tQJWprWNu8Pp{3}^qzuxvz zguZ(4XMCu?`88|fl&bl@t@(<ZJUB9Z~)iaq->PWF5OzG!U0=)c%fAo)S+ z<70|Gw-8YO&-MYJ3cHyCl+Uwu4Nn%3x_B`y&0|ROc@8}$3m1wrNPRHpW#LRcx^$Jh zn^Wr=m7?*shPW@HShD`IIcm)gkzdmszaSUaI64xaHs>{*{f#UfY8cjX3SIagC1a$f zbZO<&KS&LFMr7j=YUu|d8-pJZOSF8t7XRSp0x&gfhYNyT&0DclqR|7wHv3Eb2E<0o z(W<_TDkpWuJm22_3Rq;$#7H$%EXJVl6#AF~!I@3%^9EaO0t2`BHIC_vuT1v} z7OiS?l=5Hs>MIicDY(xOGGA1#E3r_x#w^!C4l7TgbsiqB`lAo^R|J?~sKuI>VBFM7 zz(W{!s`qKW*d*D0HDrp?ds7wR{(r@b7?T;ivujh8WOjUE7Aby5aUtj1`#8beZ1HPm zCE?0=p;Pzm+<)}}7GPrkiSDeJ6VOUkKVipu!>qt9dWmD7Nhdjnic9O zZWW!(4gK05XhMRbY)_s0+uI`c!|i`;Gx)L*s{10p;b`>9An1n?j;J`ZXiI*<*&;41 zg7;v9@lRj^Hs2wmaHUp(n#I>(2;zWXC|PUCnwzAWNTU>q zK?qJU?{|&Yde96N*|J*-P!7M=fbFT}yHq?hTZIG&w(o>+R)^1;{Ik_wh^_9iltU40HJ4#H z7;CCkBe$$Kk4Rgl>hh>m_&Cg~7&~Tw(l$9*1Lld{Az)_T;s8>yOodI=&;VzSW@Agj zZL*aw8TCu-v-sM}hsL+xz1s#<&V%ty@U?L+R}L%3{wLCRyoW{3c^loUvOv>`MNwyw zC^0o~ai8XJx>G!12Bok(9-iFxL$%mrGc=mEW64U`$+0$wgL0C`P&ABvq9ulScejPwXM7DQ-_Yqe>M9lgmXUCmGG}8LYepg z%`7AYY^M)D`~aR@%-Pc|0MFe>R;Fc$NWcwv{T1gZZM-X%bPj)UZSx#-=^ zrI#eeKpwQXPD21fxD4Mw3iUStu7?FB%*e(aUXG9nH|x;TjVWY*$UegCy}i6% zt!j2s50yik6SE@GC23qOZ2dZT&Y<>}vA2UZKJDAD2cmU7DN? zTMJ9Q?3=@jxh&>4s2QSr4Z2|{k&3$vRN0JxpT)<=ki8DD!G=!rpasedL^(go zc8q)4H6OTvXAV{nrq0=J|Iya&lhB8qX zQ@8jUgXWyr*X=vtX>G``Kd4oxH3f&L(vhR%GUj`{InyW>P50|>DU**I@=l|7W&h|% z2oOT`fJ&WObBGRu&D2g(_4SMNDcLq3RAk88KP5!|U}`a`lW zLjgr?6gnAv7S(*KLqIz=dBLRc*`tS$DDEL3?;!U-|MT#$_kV_9A5jT5M|Tt(>d^F- z);Pvl)-g`xQas)N!6u%--a64Vq5j{m?vX4pUc6DWJ|6sbjKAIJXIcJz$myTeo|gYd zwn4%~U4X^E+9KigF(1I54o0y`+B3`DBtuvL#!XMZ%3(;&60{DT)jER;Tde(cvJ(=@ zF8v^Jg$Zuzb^tw?qGLK?wfl@?H?*OBHG({409XJ_OGlZ3g*^1*L)ibm-6b!wvZU0c z8l*^~Tt!_8<>z{kfE}3(&TlJsa5+7{`SaUz!K<_2{0x$Nkh+!LPX$b4z~C-q!@~j# zzk%X?2(h=%%FYRf?o~3u;2c5%#e&10FPn#eRdz-q#^A!#=>K3tY(COF>5i9A7(D2L zyi!=>QgIWVQ_%`Qs6}s_KHRr~hO-ZfjX}(x5sE*8dlbR!wR7|I?Zp#F0YnC>ZwSa` z9QLWy;NSP$Lm~vB#_6m+C=H-j8H*2e+(>Qz`uzKP%|Yk9CNiWkD0nnKSg1rZxcseY z69Ttk{l|p|-krZ<^-8$wiOIV6)>K^9({``DcpbSS5_|a^LUO_}n#&tVODy#z{snjn zdPN{H7S$0`;8GRt=o`!0-v@fYUZnuW3Hn1+E_D+;^_R^jjcG_-t^vSfTBN>m#`en!5N`XYk)vByEU?A^+5Eh@$&sF{?@WM&*;^XYu>UwgQL)=(wZ`uy%n;x1@w^d zRajv6ricS*)wbN|nf*yn4%~$FeInkoKkC?uu3g&MpWUTDV0W|#Ak>V5vPKUS*|s5G z7V|rZAVybTj#fm-7Ti{)CVj7mcmG)gU_`V07_tA|9%bW2ewlh2+q+Dw$@Vi6R%_w^ z>@Tw3hBPE04CXX_^K7u(*<>S7=d^(oIJu7wD#&b9Y{0#~3K_p#8$QhN$oVAvpplx1_ zwd|BY`XZX{AeD8OuX#Dmx3K!2T?nlToCjH_UO!cHf~uNIbD(m!X}8Qo$hBgu^<#JQ z#b)B8R8pSdOV{3Apnpp`nuI<9T#fTJ=7&5D#Pq+{K$T^@rkYpALBD*34Te}{F2N>g zx$xcHj71^8+G^<$i|!VCCcDlEf0C5qMAfMQoqJH@_gIaY4t9sHdG5)A-M9Zqa$+ca ztSyb&vo!XYGRlH9l~8H@rpBix+gN~fZ`cVo-cUoUWVQ`MK`T)qgu||eCSiYV1ji&& zl7%LE_ zlkF#FYm1j2zWjtQ>=XQN;tg zPU(Icf^f6czu2;d=C`*CU?pcFV^n|o)CHbmXQEoaq;vk-JfzWq?qsL199EwJAbV?p z8bgU)LO>q-;GNP@uWwBjmsxLMP*^cV8Fp<MqM1^F$0_3#({92;bqaJ?;8BtsxN7^RX=LBZK0z zEz5c;`#2~lhAUC!br@jSb zDn4N%l01m=PAv+O%a;WxM^!KHm0hbTk_){?HMe?@-s12Q+2W?s-IMLSCl-5ifNNvF=RKi$fhW^ zpiPEBAHCeDoV`}FF)EKgZQ9`&kVuBZ`i?inIbpT3Wha7vDeW$Y&uZNP*s$pqUk?-S zb5q>e!$gx{UZ1z5u0o+*Fv)?To_U8`QFvWKaUMw5;W|4*8Y7t^*jGm1%lh<#?fcO6 ze#;z{IgMJ_&-Hlc;vN!b9@S*!dAmaD&FFnWR7oL@$JuGe(zY6sXtU9`=|iYla~$=J zEsi*Q>PJ%rQOVz&?R9~^%Ym93Zi|A`3hD}4Yd-;jW3A$tb}HBU0^QD(`$><6C^4Rs z_rWifP5E=)*B$fC`2}efqu2_|^k+-O9w^lP^_qs?Apq*Q=QocOimwrq-QKclvkecb z3WJeKB1QQ!PTrdhtmB^D>_?{<$5}>`h5Aw<0dx}?V77*dx~^$IOP9F<=Msi>JFtPa z0WQAq;hvdLvxL)+pBKkThtw8j$}s4pP=DH8iF>U}<4Dbp&uVR}fWuK4OyxIVqKXe4 zXnkjoalzndl>@kMIj*p%+-&^vGwJg-&-YdT%5buqg8)o#R5psUZ2x9ON1A>OpAoXI zSRI1NPv=|qQP$^kKfgeaoc3iS?Yp>57}pbWzbH9%Dz(b$b+NLKH`T?t8{%k6Gx6{& zmxEfp%(8BFcf+XY#2Ph7&Qy<;T$^a>Ov9uFb{3o+G)TQA`U(8&#MC6YpD8k;qS+lS zA{1@VyxL=#0z@#eqt5O#k{<>J@e!nhNMrP@M{+yLibza)Ajs2TYV@0{GfnHo-HRV3 zgIISELQc)+tv8XZ_X0?}Ugtq)qgnppaHIQcegDE1WmyDDlkEw+2MKMW-o8Z*{NQvc zSD34?r{TCPKFQG67Kc_-X{^m3qaHMUm|;R!%&8qpXFN6&oAG2bLrom*hI7YGbA)Fk%kEukxu42DnD;JBkc+jqpON_VhQ*tc1=w z&TWAWwltX46FW`K?cS1H5GV4^ER4(aYP)7(j1c*=Ihj{_Q%iRzb>usmJ=uFpGHHrE zn~q&bb{H-7kStGo{u%)3OSDc2s@FoL`U8krN8`%cO7}}xVei+MiwXWn(DWD+POh$a zCyToif=!}V5wd!=7MN*dHX*AyT9bU^d$Pl~YnPRFlut7aTk7cK_HAK48&@rUGYS8= z!c+IlzeOOv6C=kDV=_@P7iVo8zA5lW)R?R4m##0?M``#7TmQTvJ!8Xoq6Kh)w4eP9e zJO??(&HEXDji(B?C=yFpcbdJ^{cUQVh9BSzL+z)zVWy@Zvdf+-ZRcWd*>))KQ{Z4^ ze(_6V3>Bt~BNZuD2Mvo(Hn|N!+$Yiez0>PM_DhN(2j3AB7FRB(0DA0M_K|nijT#ks zi$a16z(4zezw(3P9#6?B9?B2%RhE<{C|(;at}cAnCs_aK{^&(|N;9Ff*4TASwyyiA z@kq`&IwG8kA|+YE1JZjd4i2;d*BeiDAHw1CWFV6MhVJKY2`7sA2)Y{M;d<{ALN+)> z)a22_TSD~>ioVY^rv{G#4z{})jnh#vHN^MGtJqRC$T0kNfZ&sRStH_R*a9fepg?H; zcVvkDG%icihDoM}^4R-(u(2{Rt{wDCYd5YPQ>i&&zO_$!d!IjjJN?!M`)5Z(!P_0v z{~a7F;*-%m!A;SS4;4_cB^<@?WTY_PF+ZOo$Toe*YUobMFEe(3P$W-1Qp48~*NSj& z??>7Vv5!hO8mg7)>C74LU?s=i`j3&vI@xVCy&^YwX~bZSHIqJa9An5K$@Sa>lWzrO z)#ALySZwH#(707>j6(rcp;jfQ)>&JRz8*U=a;z=;F8kzoY#_Bm`s2Z@xlyBQAUoxt zKaEA-B`19_!y|pE?m->ur(b@&W5#2-cUvQ(Wc=4uy}FI7%GB8&iuI4k>Ul_2=qa6~ zijy87dmT{@`+w-pr{_Y%Xm8xDFRKjCzs3}WY@mwcq9bu(thQvIP8+eQ>EECI62F;_ z^sTS;Px?o$J)*E`-6nfO$%wTEE_=mUvZ)&F6{+!!Y}N*(%lw<>LY8nEGuh+!Z8OwU zbAs%mC24I~MPuGY`{syxr!Ncbo{BnR)p{^zwSy1GF^M{n;Cfc6IDDC_^AXEJFWK|L^SxG30i8Ra1G39eElXz zc#D85^T%?h;|g*^Gr@`~`_Ay~6AHAzvA2fB-NTV$?s15+_0u_Bkv&CBwk%q@J|U%E z!{wXtnhb>%TmUC~Hh|0ZsMbwQUEkZs&&bO%7I$>d^8XFE=f9D4ayZ( z8x~>vGPu*Cw|gIMIBIX=(a)~P)@W=BO`%hh_e6p|E#5yak4O2XxV7`!AjRbwq`5-b zNN#jLj!SEt`PX(p!;FLUgjcO7w+ZezU)loK8_pljsQrE7u8lg1-lElS`{*z8+PfR1 zsW%2U>oBs%^yo)zxl*p9lHwJoy+WFUI%W-iM)Gc~W`?}He1Y&$B9sjeud_qobv02r zXsq>kFCY=mSt!EVBEq;0>b(veLTe87Q9@V!%fk~RK`(g4WI%*OgNoQTNFq?fEf9W*oN(Xken|*N8;n9BIBJ1(v=>{9LHLv-_-|>nFWF9Y>Qwz0xKDs; z43kKP2d0ad%Mmo^#lHt406kje^o zdyY)%-M9LqPv%CaubUn1K^dr>ryu*E)_fbCewjvRsGYi}^-LJHy~Lo=4qZgmY-HBh zrh;#p`Eh*FV4RGjd#py?Thj>V{}r-xjB6q9<5=!Fg!y54QYQ)PH|7yreI>dG|4~0L zEbvAEFW>k+7HjNV)CH+7{#8vnFClWa5b_GNe3K$g(~lFbNsf_IwT=3X?y-((j)zn= zInXM_?m-tmAsOzsFGKe8N6di4G0sFSNbM@^87IYMMYo!o(M4-c6n>gSq&X)3)O+5Z zI8vffRx_Q)%rY(En&_mv&0j8tpV|a63A3+;nz7;&1PYjqOex^Joz`P-MYf53z;S6s zRtiuqQ{E}#@vQlpEmUrnqwr2Zq{^kGt%MV$aXt4H7sc*xYcI-##PMSwY9*BRI@DyG%lg+@;Hg9$2mH3jVmxDj3n|HAC7+ZqhrE2 z(V!L@v)A9@ikLjIU!zqmou?g_t^P>gV>84jG4Q_Rg+O3 zFKAS0ALEO^Ft@)mZg&$=xwOJD<;R7ZoJjl`QxW4h#IK`4etI8oH7T{qmEf!*u&%sK z8SD?<9v|f3D(X>Kn*btG5V4y;(v75_xY;P7S83f@&euKF%%XDGuJ7`~S zYrLQO>^m>G)7!AVwtGn_EsK@K=waPmdn4UG6KU%NOwZU{D*9Gw+tZ+emX&|-VtN+& z_DWY_mPN^ZBzP-O-uGO`s)_L-@ABa0!&a1i?Y^9;`$I491J7f?qBgare^9ZboO-?+ z5EcXy(O?hBO4urioX89C=iT|z!M&_)Y)!T3cEslhHEl8VSqjxJDx&S?w}$ThKu-p=hmi3p4N%Ft znrtvFbz$(dCc88TJLA%b_C2BLgu4C0FJ9*`GzS;kVZkdFL3?INywQACtykf=9 zM9fmZRnnNFSe&KTXoC(Y9Tyxp`Fh(;dL6IrZrOR~&<&O9?WJyC*KutHb9?I6jcsva zj35nf4438hX5(r|M3_v=%pA~^rMp&>&x9={pu{6(0$JHMAKO3nr3>;Xx|(j-v0%OO zL!ZOuy2ADy<%Im%;3A!mM;Ow!LK%AGbyiQTy0ZB2zdpwH zSRlAob%*Q#&3qWQuXwIxc~1Kid7}ufJv)Tnzv+I0+GLxTh4hE!HLDw)wgNA{b3L3+ z6=@RVAntfYA%-u?w$JyC5%FM{&W)&@rumk*s!RLPTkW=5mP&q}torsC={|IRlKH#f z%8)OO;VA4CUR5?`G}Z;Jmfr5@TbomPirjeX>$2q(>PyT1`*vR#R2uDu&?4xE%XCv_ zll~dBNpX=5>K(KL@s(8woUK5`?|RWaE>;8xI>n0Mq)T?+?;Ddd;tK>Cj_58~OSmrC zi>gIcbSt&<7Imo1)6kln&C@v6jipK6d6G2ws%EKt6S3$m_9+MlLOrg7FoK7T_Bi=( zLMqPYBhJ~otV zbs2X=%TF}ul#-u@q*nSn34OjOgyD58l;tCCs1lKPh+6n?v9q)k^33K^+>i`HZUh$P z`3pf@*SSU>G2m66zdy!@Atj2rkD_3F?%o`bg}bb7Vt@9(gy|_s_D){qxuh3jgnxS) zxo_FF?fb=mG2!4|3Fsn;rwS%9YNIl{4q`oV6})WMbJ&&n4&pC!whIGC<81@IP1w{l zJ%{a~4-t4@N}#Zg0Q*qvj3mQ^HE>z!I~XYSQZ>eJImF#_ua)(CAvLb}_~eq?{kvDu zSI?7v2~BJqh*1s~M}NcpX0sWB5sWAWW%6V7CAaI%G6(xY*L_2NaK$zB#Tp)~*1W7H zLxVmO9ogv&jWoLc2b}vTj~_Y4!z1pVPH^sQK5j_sZg;8e=f5GBl*)rlQ*2)G2*V9S zwP#S1DLiR)J@is;m5oE3%S>}_7b&N8f>ggLXY-G0AT~W=(;m4PGO65nND+8eU!QVh zOFpKjV(N>!*=SPDyG*RUPmhDoK3rxzpr~Eonc8!W@26)wepD5X|Ng8sP_q2Mti(W^ zt2%{R)zc=R5TRa%P;`k|JtKR`Z3&cJIOvKYS~RF%B&ThdpYcgc&JcAr>s;KoPO{Ju`-KMj<7brflC(T4X^YR1E5 zq|*QOCvq8{Ckc4bX5ps%DII7_{rDMoZ%xEn56S+OKr+1tnX#}qq_gs-kAnM zxwdhfX-;UfM^RBG43!~HWf~J&9Q$r0G9)cT4AY4sk+KyM9a&mzDchth9g{T?Q|Z_% zOJ!#!MMb^Wt)b32eSAN>A6}mr<{8iZ+{<-e*Z=>!kt#KLO|)|1zS1F1isJ@u3zrG8 z)W#*2j?6s+D7UHb##KxVHs{m|_lmA&%i(y<_1mPq>V*M?OLyshKv|&EbE#Yq$30H!lY8F+myV z6@Etpq7N33MsmB)DTTlZ3f8?gw#Con?k506C?19(b@ll;_ni1oC&6nMPd<&sjT_G@ z7v`!~ZE{d!b89HM27c}ZG6A`Fp{tw$iHWL9ZKrdLVL8w`?3h>XP_R}=sVE8gt5#le zecF*f+=~yizJI*rhqjryJMy3~OO5f~rX4&sCXQJ5qStX_kQA)39|fmHDiXwjKJr$s zY0LNQ#|tfCiWR!Y(k7U3STaO_m_!Z|&%iZhmK<9trKV z_C<~Au}H5$*`z*%!$d^2F_4QIKASK9+w)azR|SImpoI@c`qAvdwu5<#3qy}nknlpVE6#Hm3R_(W_~T#QenCPna6PO&2P$<> z+ftp8HZ&Ww@TtbhB+tyR%l0Q;7^aryu-G0wD8W)Qb<<%QuQ~)JzD=tLh^@q=nD zA`ULtDeb8{&e0W11k+LlBw8hsz-2rJ+4G&-Xu;xE{Kztu{SH-uka4pE*(b#~NHE?f z`Ag`LQ#QnLoJ*)r`e>6;)j7<8u*_60BEM zdG1iQCVYGb7A#4m0#ry@>CM`fcbi%r)KUT(Qr!?h1=@@0tb*Fc*rl>5++UUtlaXvy zZY4_DCdRJcMz@%UKE;OPA zmOF_kqz6?Xt(6ty9S8NvA|xlBY%cpEj)<~0D?JIx>UXt@Xe*#3W;#^)nKn7rMZ+iv zBuCHGLHW1eL!Q)YzxL0RE_n45dTVRVIMiyL)ryi&&p=$WDG{E5=MYpttq&I04x`dZ z9m4f=!Q~@puiUo4LQP*OSnnL%K*1*$A|*OZW~;hYkJ z&TODL$6@mEkrU?DF4fEShht>rzkHb}GZxih#7=Jpp=~)rw6?qW!HDwjkPnfsRt4O9 z9=PGwt&fS~GyggT$j{JeBH$6JQ!KzH0zO0`+pHN1e-emwYqQR2L$#Wi<8mDy;QLzl zkWNZAgR!ClWF=yahK-4`CZZ%BM=9fHc1ndK+Mg5KBWq@FYHq5tM^l~sJI5n4Pt*ol zc<_0wYK50bV}+Faz0?=)LG-qH<=g71Y-`tnZN&|$0r;eiOx?%G?nnc^%4j}_Gjjb8eCxj;((j&3>Sv)5Y>6@3Pw7qoZ8 z-55W7@`daSA%ZuI=_r8+o3uziC1qeqFLwwRY_t_wq3+ud+TIo`zS}p|-#u$jjy^Da z7>6dxs&s1Sm70BW)B16WWr;yAN#j4Z2eRtBFv^_`ZBYAOA;?}{>6I^AcYniO=~Jsb zHINEF7xHj#?Qd&>ui2}Uq*?SnE=#Lv8mtrrnFSUT^2vT?zUxbZO!VhZB4g3v!Qe>w zV~r=E=eG_Fe307WU@cRiqm7TNEns|w=~u8)?LMs7RAr0ktxqO4MpEA@U!tY87I(gB z+OsP;CcvWkyrxKo3C54)2bPd0J*BCu$ars8pWPUB9hqB_wR=p>)Oe&bzJ&@YyqM}m zZam@XAcGiKO-`eQ_i7=u!K*s|4>YJ7&lgz*c9%U7ONhr-0RQ#4)@MYSai+-=p25uW zm+RIW1IB;u`2GEWxUt$_AQ>;QzW`x8Uo}&egP_+V<|*gd*RzM{Cs${noNI5<+LRgE_=>QG8_J@U})?U6vl0v@}`PH!sY+a7U!l3$2~I=Fzm(Prg2=Q?`hY+wNmvpk?(o-blBJO-l*ZPjoU^Z|hyGgp zV7`=zp^R+Pb-kEwQc~tgD8KidkUbf)SZXQ1r3XX{HO|KUEB|ERb_0?`TVEAFGx$D@ zT4634$@qut(^69MH~8RyxueUIV{+npRo(8{Kq`dCb33a0qU5S3=5P=_76XrpZn5l zLGh&{;e|iZ{;cmY);7LiI6ZEDw>K4`mB*JV`Vc`iL^Gi4mNp@Fk2EY#h@UQqD6Z7| z!BY?BNnAU^zrO72^k@aBua*yXO~F*U!Yn>8&e_7CvuZqn;3@(%7`;W)AmG9KE5Kc; z>%D?tDXPcl=Jtakr-HbHcq5q^pSn1J&455I0c)n3>gTxzn( zQz+wXq&dtecJeXX^WMm4>nqafDmYZ8G|9IQRASOx&YRd7?+eD&}3>Hv-HE2Qf-d?ffs< zpedMH8j|kuU*#{5tef1s#g&y(tQnS2P^sWHh)*bvX~0?8DW!qVG10BrU%&z%$S_En zm;~j9LuN%T(B&zZ{+Iht2mwLkTeOv7yf;MA{MHvmSRo<6*9t_Wgmb}ir4+coo~N8Q z;g><5)mRyJ&e}_~FE&f-W3`HBccr9e?2V%^1)RL*uk1o>3VT%y+7g(Gw)7q_J5{TeB;VU#Xrhwk!#(CNN zXxYWBT!>aI!v7rDWE(cODagQM5YSMD#DU6bwy&$@8&O)ohQX{3}1b>Dqi%Vlz(?2xJw5{)8qc0F9X>1JT6rmld+M&4*KDvCF@M^!X% z|JoK|xb!dFnKN}FDQsv@2~yhX#jFj6ykGjMoz!L=&~y;uVF$t^fwmqox|{{mZaO$S?ts;#9Z-1)cq<0Ts9TP(38K}OwJhlnI17OZLU>7p){%Tl zMa5zJPD^$2?8yiUvM^+SJl8w!#SzXvRr)*O$a67Kw4B@l1;XO(dK++Ge*i4f^PCgCX(JuD%PF_Emz>Pw1r zAQqp6WXJd1L$`pK(y?-uH}E`-fJ9)JKOU8Zo$HYq;9BJE)GPSAT*^A z>ZTAy2LzP1>P}uVA{iSo$UP{gjqu00^{RE1=a&L+DvROR;=t_&H=*s^XuTR>7v}~M z_)AR4yq6z)dqpDDv?bj*ITu3F)1bdjIm+kUh=YwA!ew~CKN*5zQDn?RP^^V0PMf-L zwLFCC%Uwy`5OU5ixBZ95Yli{l45i*SLNaLGohCE(^Ag|D+=r{fEJm0^Mc7BNOhoc{ z0dgM|P`s+AE9dBWZZzXh%y+xzdnQPZJ4O(fy@mv5rX zGWbv@<;6H(uGziVbR0Qi>5)f`pr55BGa)Z4s$+^aI&e0K6+e&?{`m6SEiU!Nqyoe% z(1llgSBASPV&rJs#IC>wTwmSszDR~GhHl|I`eJJ$wHw33gZ*7kcbmo3fOT0`8)1tI z_wnpTet#uS;Vhfudr#s%eFmO4Xwx0MyVUp2Kie_5&$A7U)!i5F{%lh{GtZ@1B6IS8 z{SuR9K11>Id3XZ0#h+~UA|&Bu`UQ9~SbiZHasUr6=3>Ay+uA{qZ$HevioWp>SJBDo zp#JT(nYUp1Eif*wxEy`-{(tkJJlHz8b>=UwYe( KbZ=|#J@p^sfYZbP literal 0 HcmV?d00001 diff --git a/modules/tcia_dataset.ipynb b/modules/tcia_dataset.ipynb new file mode 100644 index 0000000000..881c428c28 --- /dev/null +++ b/modules/tcia_dataset.ipynb @@ -0,0 +1,580 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Quick Start With TciaDataset\n", + "\n", + "In this tutorial, we introduce how to use `TciaDataset` to automatically download and extract \n", + "the TCIA datasets, and act as PyTorch datasets to generate training/validation/test data.\n", + "\n", + "We'll cover the following topics in this tutorial:\n", + "* Access a dataset(collection) from TCIA with TciaDataset\n", + "* Visualize images and masks from the dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup environment" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "!python -c \"import monai\" || pip install -q \"monai-weekly[nibabel, pillow, ignite, tqdm]\"\n", + "!python -c \"import matplotlib\" || pip install -q matplotlib\n", + "!python -c \"import matplotlib\" || pip install -q pydicom" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "from monai.transforms import (\n", + " EnsureChannelFirstd,\n", + " Compose,\n", + " LoadImaged,\n", + " ResampleToMatchd,\n", + ")\n", + "import monai\n", + "from monai.data import DataLoader\n", + "from monai.apps.datasets import TciaDataset\n", + "from monai.config import print_config\n", + "import os\n", + "import tempfile\n", + "import shutil" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup imports" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MONAI version: 0+unknown\n", + "Numpy version: 1.23.1\n", + "Pytorch version: 1.12.0+cu102\n", + "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n", + "MONAI rev id: None\n", + "MONAI __file__: /opt/monai/monai/__init__.py\n", + "\n", + "Optional dependencies:\n", + "Pytorch Ignite version: 0.4.9\n", + "Nibabel version: 4.0.1\n", + "scikit-image version: 0.19.3\n", + "Pillow version: 9.2.0\n", + "Tensorboard version: 2.9.1\n", + "gdown version: 4.5.1\n", + "TorchVision version: 0.13.0+cu102\n", + "tqdm version: 4.64.0\n", + "lmdb version: 1.3.0\n", + "psutil version: 5.9.1\n", + "pandas version: 1.4.3\n", + "einops version: 0.4.1\n", + "transformers version: 4.20.1\n", + "mlflow version: 1.27.0\n", + "pynrrd version: 0.4.3\n", + "\n", + "For details about installing the optional dependencies, please visit:\n", + " https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n", + "\n" + ] + } + ], + "source": [ + "# Copyright 2020 MONAI Consortium\n", + "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", + "# you may not use this file except in compliance with the License.\n", + "# You may obtain a copy of the License at\n", + "# http://www.apache.org/licenses/LICENSE-2.0\n", + "# Unless required by applicable law or agreed to in writing, software\n", + "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", + "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", + "# See the License for the specific language governing permissions and\n", + "# limitations under the License.\n", + "\n", + "\n", + "print_config()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup data directory\n", + "\n", + "You can specify a directory with the `MONAI_DATA_DIRECTORY` environment variable. \n", + "This allows you to save results and reuse downloads. \n", + "If not specified a temporary directory will be used." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/tmp/tmpq6c21xuf\n" + ] + } + ], + "source": [ + "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n", + "root_dir = tempfile.mkdtemp() if directory is None else directory\n", + "print(root_dir)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create TciaDataset\n", + "\n", + "There are many collections on the [TCIA website](https://www.cancerimagingarchive.net/collections/). `TciaDataset` inherits from MONAI `CacheDataset` and provides rich parameters to achieve expected behavior. Some of the main parameters include:\n", + "1. **root_dir**: target directory to download and load TCIA dataset.\n", + "1. **collection**: name of collection (dataset)\n", + "1. **download**: whether to download and extract the dataset first.\n", + "1. **download_len**: number of series that will be downloaded. Sometimes only download a few series is enough. If not specified, the whole dataset will be downloaded.\n", + "1. **picked_modality**: modality that is used to do the first step download (two steps download will be introduced bellow)\n", + "1. **modality_tag**: tag of modality.\n", + "1. **ref_series_uid_tag**: tag of referenced Series Instance UID.\n", + "1. **ref_sop_uid_tag**: tag of referenced SOP Instance UID.\n", + "\n", + "After downloading (if specified, all images and \"picked_modality\" data (such as \"SEG\", \"RTSTRUCT\") will be stored locally for further usage.\n", + "\n", + "

\n", + " \"tcia\n", + "

" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# use the `LoadImaged` transform to load data\n", + "\n", + "transform = Compose(\n", + " [\n", + " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"]),\n", + " ]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# Let's take the \"NSCLC-Radiomics\" collection for example\n", + "collection, picked_modality = \"NSCLC-Radiomics\", \"SEG\"\n", + "\n", + "ds = TciaDataset(\n", + " root_dir=root_dir,\n", + " collection=collection,\n", + " section=\"training\",\n", + " download=True,\n", + " download_len=2,\n", + " picked_modality=picked_modality,\n", + " progress=True,\n", + " cache_rate=1.0,\n", + " val_frac=0.0,\n", + " transform=transform,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Detect dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'image': '/tmp/tmpq6c21xuf/NSCLC-Radiomics/LUNG1-005/300/image',\n", + " 'seg': '/tmp/tmpq6c21xuf/NSCLC-Radiomics/LUNG1-005/300/seg'},\n", + " {'image': '/tmp/tmpq6c21xuf/NSCLC-Radiomics/LUNG1-001/300/image',\n", + " 'seg': '/tmp/tmpq6c21xuf/NSCLC-Radiomics/LUNG1-001/300/seg'}]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds.datalist" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ -0.9770, 0.0000, 0.0000, 250.1120],\n", + " [ 0.0000, -0.9770, 0.0000, 250.1120],\n", + " [ 0.0000, 0.0000, -3.0000, 90.6000],\n", + " [ 0.0000, 0.0000, 0.0000, 1.0000]], dtype=torch.float64)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sample = 0\n", + "\n", + "ds[sample][\"image\"].affine" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ -0.9770, 0.0000, 0.0000, 250.1120],\n", + " [ 0.0000, -0.9770, 0.0000, 250.1120],\n", + " [ 0.0000, 0.0000, 3.0000, -179.4000],\n", + " [ 0.0000, 0.0000, 0.0000, 1.0000]], dtype=torch.float64)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds[sample][\"seg\"].affine" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(512, 512, 91) (512, 512, 91, 6)\n" + ] + } + ], + "source": [ + "print(ds[sample][\"image\"].shape, ds[sample][\"seg\"].shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see from the metadata, the affine matrixes between images and segmentations have some differences: the direction of the third spatial dimension is opposite.\n", + "\n", + "We can use the `ResampleToMatchd` transform to unify them.\n", + "In addition, images do not have the channel dimension, and the channel dimension of segmentations can be adjusted into the first dimension. We can use the `EnsureChannelFirstd` to address this issue" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Add pre-processing transforms and reload" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "transform = Compose(\n", + " [\n", + " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"]),\n", + " EnsureChannelFirstd(keys=[\"image\", \"seg\"]),\n", + " ResampleToMatchd(keys=\"image\", key_dst=\"seg\"),\n", + " ]\n", + ")\n", + "\n", + "ds = TciaDataset(\n", + " root_dir=root_dir,\n", + " collection=collection,\n", + " section=\"training\",\n", + " download=False,\n", + " download_len=2,\n", + " picked_modality=picked_modality,\n", + " progress=True,\n", + " cache_rate=1.0,\n", + " val_frac=0.0,\n", + " transform=transform,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ -0.9770, 0.0000, 0.0000, 250.1120],\n", + " [ 0.0000, -0.9770, 0.0000, 250.1120],\n", + " [ 0.0000, 0.0000, 3.0000, -179.4000],\n", + " [ 0.0000, 0.0000, 0.0000, 1.0000]], dtype=torch.float64)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sample = 0\n", + "\n", + "ds[sample][\"image\"].affine" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ -0.9770, 0.0000, 0.0000, 250.1120],\n", + " [ 0.0000, -0.9770, 0.0000, 250.1120],\n", + " [ 0.0000, 0.0000, 3.0000, -179.4000],\n", + " [ 0.0000, 0.0000, 0.0000, 1.0000]], dtype=torch.float64)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds[sample][\"seg\"].affine" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 512, 512, 91) (6, 512, 512, 91)\n" + ] + } + ], + "source": [ + "print(ds[sample][\"image\"].shape, ds[sample][\"seg\"].shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, now the affine matrixes for images and segmentations are identical." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualize and check" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# from W, H, D to D, H, W\n", + "img = ds[sample][\"image\"].numpy().transpose([0, 3, 2, 1])\n", + "seg = ds[sample][\"seg\"].numpy().transpose([0, 3, 2, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'0': 'Esophagus',\n", + " '1': 'GTV-1',\n", + " '2': 'Heart',\n", + " '3': 'Lung-Left',\n", + " '4': 'Lung-Right',\n", + " '5': 'Spinal-Cord'}" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds[sample][\"seg_meta_dict\"][\"labels\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "every_n = 50\n", + "fig_img = monai.visualize.matshow3d(img, show=True, every_n=every_n)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig_seg = monai.visualize.matshow3d(seg[3], show=True, every_n=every_n)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig_seg = monai.visualize.matshow3d(seg[4], show=True, every_n=every_n)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cleanup data directory\n", + "\n", + "Remove directory if a temporary was used." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "if directory is None:\n", + " shutil.rmtree(root_dir)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 951f3c51cdf6e5769bd5b280f54d15916f2010d7 Mon Sep 17 00:00:00 2001 From: Yiheng Wang Date: Mon, 18 Jul 2022 20:47:18 +0800 Subject: [PATCH 2/8] modify arg name and update fig --- figures/tcia_download_steps.png | Bin 84099 -> 85655 bytes modules/tcia_dataset.ipynb | 10 +++++----- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/figures/tcia_download_steps.png b/figures/tcia_download_steps.png index bcbf92cdd9d4fc7441d106d31370638dadae3413..26ea90cbca05742e19597d360d369e65207d0626 100644 GIT binary patch literal 85655 zcmeFZXIN8B7d8rkP(`o+0#fW!qaYw1EPzOp5_&)-lu&~7A|+r)1eGEnMWu((I|;>t z^d3SFB0Y3SD50E<<$2z7&inp8KhEcMCB*E^o|!dk*1GSt*6io{x*BXOyeu>{G;Fst zZy3d@lDua_^H}x9FXZfZOk2W~}hG&1!x)zOx}k93i^Ym2-Gm+*CQJ7_|q=qnF= zbb))`74mg)cJ+|=RXY9a7xKX8gRdc{g?|0S(@E*HsgAzTb)-97NLu2G#HG{9EJ8v; zite^{@&-55|1<~wr*zuE)6-2J0`c+jk?@g{K)TyQF3ZWuK`u!`BqhaxUx<77xq9C9 z6?gSG^ZO=$?{fq0ao^q1&C?O-Ds*t)yZ4Y@o=T@rA9VE3zu)78`#S#HldH#{X#o?2 z99)51mbe7@=iWe5#e;9<^&NfT&ZajUT>$X_eJEd+x+jsNrF|Fhw*KF$8^Q(E%Ue|GsFSN^nAgd9x$KSc3c&cD6|1g*@X2>EBx zlvzG@GnLZNsM6fJp=RVuJ3qqs{@7&S_m%5QIrV|jMG5JtXN$s%JU zW?FEc;6%#`JCb{xvoJO5*+m_CvGw!a0m!8t!S~o(GS#*Nwznx8o6noH?ULiSbYHxq32Mgq5Us!s6)pZa|;D zwpsgcO%J|9nJd%%k87$7tQ=WwW5?>Ij{Nt*(Sk}JGW^eha|!7u)?Wx|JM%vVPLJ3+ z^k3%lYcM=ws;M$zdNhd||5Ylq^h~|0JpW@*^pd6_sxAyEG%}I@U1CfeS(8%#V^B=C z1vIF^L&~(y0{?9}fbWF#TkQYGpg09M^S|$Kyp}>Wq z5CSTTo=e=^cBzKyD%1jnA6cxN77(>4b2cIsbNo@wv`9eF*B{u4{#^ha@Dp}HSHa+& zLWOOhv1z1$(){Mn$c_x&lQJMC+q4j^eC)<(fNSUH(>GuAkJX1^ycY&}DsMaU{ZYzL zUQr|f1~NaRw8xu{asR8@D(Vj^TTzQhL=3hJWILiy=@XkJ6@96H|^w6 zV0^}?rneWW-I+w1+&4yiEPggb6wiGqApV}+*_W#AkK~RXrvE#(#Jjd0=3x6J z?3!+9N&E!1fR9ONc^||t?^&?7OHGsz6Q%}}=kWXc=kxyE0|-cBmFe?Jx_ch^=9Ub|Ii} z_ET1H;_qo`Isl?(4)mA1`bYMf5R@0GZy@c~Tg&V)39G6!g5AJjKy9MzP!G3OD~~eq znmSK3zII%UJp4y6WBq_&1QPk2PW`p3r$9*T$`j$nu1XL4xOlGB^T!TMz`@0!)fI(!u2!H(7U7^xI#r7TEQciujvs!{@twQAv#xTY0 zFkDeM)MQp{2j5GAv;Y3Jrs{zZd=2Ez{uP2XO3q`df^A#v)%u9M#dSd7_s-}8if6K? z>ccE%R&-V-shjoBX1XB`_$!16*NxxHLQ8*|Rm`fY7uQwd*we^*i5r+w<7v>|#tGD* znEU5`or6A5kB$PiLqGFvnA)Gke92*28-(Li&GlUw=PC3ndwwuo?Ns;4=Dd8shJ4M{ zlmD$iG^iP1s_N5U4gPH25Y-!~Fh=&lGMAwPD{zEpfBs;-V(4ES7asSHQ+0vLJI#w8 z3|93cpnE#eQcVy3O6>_#u2prPOF3Wzd5QvMUL164P`58}MxXDt@%A5$l?SBLC0BU- z&wPbA?%1@%in|5@Yj~!nL;FDKMVU8!7@Y@8ghdx*s0VieI=gnz*|VNTwZEOIGoO_A zY;=*=cy*Gel-2n_Fwf#c_N~0f>QL{19Dha(9vPBZUK|LVdYHTx@Fj%SI$^@^_U z%YVo7SMB~!`(KjyKl1zkpZS0Ct}yZPef6&kdt`!j z#?u4}2Hp}Y`iwDZFhA$5>#Zv)dC*MALEQJLz8Ymak{vJHd< zzHXCA*GE+bSHY}Yhs|iu|9LzndS!oRx3s%R>8;BqVV2h;j3s3 zw}9n(MvUg`)85}WP3SvbHIWW1J0B8zq%dEW_^@ZN94WY>WOw=>lb5CgNOf?>^e+wr zY_S?W1G|8;e_C%SU9mqVp(xwMXT;0ojSvRWc=+Vi&N)K9U}3dj&}O}BHDIiNMyi08 z(Db1QLW8_pj?300S4klNj1!6+@yc5h$1HIErN&wM^*aB6GeCp-nf14YykplN{WA2w zt^ErSZ-H}f)}2!=hX6bW3s@+%4J$F2QK|jpuAP zg))SszFpk)kGSaFN_5g#I(=K=ZvP*aky4M`Rpv#~^6(p!D`&pkQL z0AB5KXd2%imw!Mg4UTRuRxgQFG+;tgMC_vypv87N3c&cTLGO(8o0dNK+3?siy@+LN zb+Q-$w~SMy6UzHLYjsy3|7yU!GpZ4T{a6112L}@nW_h^YrEzM>8dwJ?)^{b!uS?qj z2e1osK&>!-Yg2s{4}Lm8!x8bX&uBamBb2#V$c|tvWcidI`i?2F$@Hb)j{CoL(k%f< zXyM8FKUx5I+ZP~4c7c-R!94q9Kf4#Cvl|(p;w9V$%pEDXwzIW1Jv3bDK}YhL@9#2l zRnwvUF{bvdW^0PiqQv1fKI_hz0>%HBME7~s*|3tWLIC>zSpXW424{c8gZppbfHin) z3sY}DA!VoCI7MBbJ@&5s^_iz+5&?1v!~G-d<6~?S{XgwgbAT8`M#4+Ze@|8+Y0L@2~1yEq#AHh8Eb=*OkDGa!tGB zJ!fp*UeNPiE8V$}^6;Kg0OgR`tLI-iHi6FOch)+57~jewVTMqz_V;ph?7@S<6e4R% z-_Ek%o@btArI=o_;^GIFN40&5R-MnLaGEX0FX{_j)@9H*0NO%PE(a7L(Xb8m?*_Gv zt^b#2h{J*+Ox0g)aGht$lxvRxX*dCzp7 z+5m{R+gRz;R*!#Qs$YH2p8Q_%ezFRt9bXQrr*15PhRDCHx2n&n>js3@K<^0 zN5;U*oCn4QzWbX4p!1D$h=~gO_Lc-R*R=7v8VumO2Wphf2|!-+%d!8Ga#f)iP`XwO zi`g0M@oSBVvx+PAjDnAxS4w(xi-B;#(^l5xEQ|6yofKuIOSem11Ow&^fqigPPY4Jf zm{C%XD~{F#Rxb=!N)0?kh->&;uNl{xkw~u-GTyM&*IR%+02d~3ISajUu_ubxD)xYH z9W?>W<#@8it3!W8c$#S@as}9eX0zSt0A)fPiM8PZ6>?uRE3(zh6ouw8#kXfM!)0tB~GIW#twNZlr6c};^Y>cW(&N+Fud+Y7Y2!_@lT-jn4BRnZUy`}UJVSU(RTDIZ{J8Ba$E8zBP1 z()bRt)Pr5syjqnY@4O7hU#bWDMTUr6E?m#^bd>?_3TsI zv{qm*Ly^*t=2ar#w52FbcKA~FFZK8w!BF6bT-%deAC5u`l~6XKAih0lpROSBXs5DT=# zFWT^(tRq`fJIvK5^-jmA-g$zRd=N%gF_@vk-*%Hf*xL73l;If=VRrG<6+0l`2YZ-V ztTW$Q1+cO&XDJJsF2G=#Vl|(YD6VllJDY0plJU?98$Fd>&#{I2Fh&dDD#orY0p-_( z>#VaTSotIY0X;F>*NY?7Pk|Ay^jRPuiwy!SJ!rF|5E+*Y=M< zfFMSOF!1+$Lf~_nTvZ1ugLob<+wTrd+s{at76{!EWa-UW*ZTH?6Lak`%i;$D%LIZ$ z_LsR)ojY(mqc5fZI3A&6EV*XI4RAK$pKcqABN=xp$xOi*#~8U~V$W)}W6*PY`0!lm zo>2NJ4onEB6ad3z80*?m%*ScKb`Agl?5@jDnNArWJ{t=J)~j<8Gbgr~UaDAyl;79uLb*qf+@}RLk_9>AblYM9pplzu6(^1>R`J(Vc-w$Fq2fJqW zbn3QmIG4D4x$fT9bjqSx*!vrZJsOeMdr>VZD#2;S9}_ZZ;sw*#U}|auhxz3z4w-`k z9GSjqrQVK{kO|uH?NPO!;2@gbk3<=7lMHRa8=Znq(A@wvWH<)NVZ{SMn(1k{Yg~| zvrIkx4UCgDtSY$V*qs)Ir&1P3&4G_vwZDD+#%=9fk1}Vwlu^Vcyl`El%Ki>Lho%ti z$nHlCUtzFSiE)FAFIOI@l4X2u1+d28v!35yg39V?Ev>%7If`kH04Nrql@rUZ3*nX_ z;^6`u)e(OdA^x_i+JJS?*0-sS6lC+eh%3Hv4E))~=-7bXT(h3&^f&<>wZZDesuple ziIPeHGarX%PMMN$PJ?q@7{|`dnVs>jYmCK7oEJ z_#Uqcn;j`hX-+flOJQK_2|HA`uFUETF---iV}^#mRTk5z%mJlBwTh%lGWuUZjw;%6 z8_V2MvtX0VVa@l)gn#j;m&NB3z@{VF9^=n1R1sAS6nyWw1!E8F{m;t;_6s}lxtsHk z;-5_oH~+z1cI8BNiXWOL4~C{-nngAz;hsLBS|VHA5#(IQMRU!}W8dw7$=?JRnegiJ zLG%*XG)y;+>Zf`DeM($H)3~_xIlnq7H!S{CC*jIvrD*9yp8d@(A>F^ZQ_Yj8@o(YP z;a{p$PYy>vK&N6P#7Ln<$uTG@pi&jzjQCVGbyMEz$~TSt;2387C7N|0w~{E(>`eCy z3Zm#a`pc0ie2qU7ku?tnigQwCW!dJs3hrK)b;qhlLZG?t_MsUMGrp>2D2mVjiG@Bm z(mA5&UxFl#lJo0Zj_2+IY}#`7A->b3%};43;|()Qe_x)}kkS>?cnS4i#=)0`BP$|P zBJg+2KI$9z%2d{#1CSDXvAg_*z08Rq;dA44ksXhtTzHDJx8U!gIiF5Necz$U4Q{k3 zcl8=51CUj90F=Yz+_9SNIni=WAP_qu?={!^paV!*teH&m0L`Ao1N->ho$e#QrTP3! zfj=3MsOVS3+UeR~aLUc5`Ml#$8Ky;37=XGq%KxxGRIXTRH3~q&lLGRG;UkDT$rvsD zPAIJE0y_L?@ZaeiN1xsj? z`nJGay|GjT=ZouK)wzvvtN93B*gTeNS;!JArO{sUzVyujiOG61 zUR3D6R`-F9GCfFiCifY8_bUi;hMSblr6bI1hPMocA5q8~Kld?p9?*U$xE zyyL5&cIn5ar{d@f&Wp+OMSC4# zTo>PErp5@HOANpxCnLh19v*zr)*_~tr?}`5EEbqMTGUM8A13vgsO%|cPItIzQIitZ z z5`f+)$eO#4vHcrDV-`uxwNPOq3629K&$14heiSfeOP~staUkK-CvH%RFg9V)8Yly} zcsW4%spwzfjvMC=*5~Q@k^8~9)V3!Z{P3mr?UX>t;9MpA?m2Fb2(2@0teF0iR^@H@ z%aQ&deN709Gj?;qkh1nd@cNX~X_Hr$lzhXy(!$wwuvkFngqUEbxSx^@w~mzVbm^6T95 zrX(>EVaGaFMUO&d)J3(Q^!~m{yGRZWz&V~{5#WB85)YdnuKvRC(5=*k zSUs`;J+k!qYvb$}mk!j3>-L=C{@Z!`y`HU~&J%iHt{={<;x4GoT>Ek)Y?ocHiXgKn z|7MneZEo`Rc&c!{k1hFKg-vKgyw}8Zs_uY)UdPx*&$d5x)CILBwY|#xy?5l8wbG20 zrI}0ld*%KFV^?_7?x71Cfgaj?5$@@|$%H#nqXp;qxXm`6;GBE%bSQ0~A-Rs}vEHJn z!HeH|d@jSE{fevZtZ1x}+7bE@Q*DXWW4R3UpK{f`Rj-DRDHN+y9)1XlzRX% zK_8y-<|;Cya8D{6NLzZ;DmaD|F|hGgjA3A+tZ@g8(#}R*A|6%1rgmbbYx{Bg^q$K5 zyN1Jj{IK zO0n{`Be^n#K~!_YRLgp(TuF9UeRBZM7i-_?A4@Jy^G*4JWz=d#SLxe?!zTxy@RMAY zA0>j6C&P_Pj@`z)_tfSk|J>eQjqI>2Kr{|SR%w5$Yi8aXPkd}Wc$=tlpH1{igm0Rh z*cw;izIT@`cUoIYb;yRC!xFr!udt>~qBJE|&qL+YK6R_~8Oq$sb|tJN)5z(5b5v4= z4OW~Iiob7H1CJ}gN`8E-;t?CC7F^eo*R}xvsE#n?3gmJ0j!ldk-q69apDmr1o>t)@ zHt$fDPBz9%1^IA%rEVT83L$&BN?5ri4xPL=Pz1+#Ot&wxb1)3E6fA>&nNr|Q z^K_~KBM`E7W5;EqOgIaYr0icEAQd*T)$WI8?Bap^BDz|O&2 zliV9jc@HeGz7Kph-hglsywZ{}=BWo+W?(_cbQZO_37i$*%%zX`1eEtZWkkp>4v!(e zi3p{I0LCc5(xzNB8FZ^?CHg~oH#)4+kD$&?BVkw~dYi8!I@d!p~k3(y1}7|B>o0bFC$ zA(!nmpzFPF1Bm1OD|P_V-&Yf~#d8R5z>mgDqA- z-~Gr^qJF4;(B9CZUwcmc;ue;Hn;z)*L$3VDcJ9l;Ntho~t?T(*_qf`J*>rez?HdUZ;a8e8)K}p{3~v*auznjlzO5cmUK`L&#!@Mg9q;} zsU+<$|LiB>?-+|4x5Z_*XU0ON_?xW z3qf<*Fi`NSZyk#tH+Y@L==?h16Gx`gwO_m6+V)IJUk$FtrpT54WaSqu%9t1nM+mbFQoHd)YcHY*t1QpJH70 zG@(dU7l>deQ0I#=p0l07#P0hk{S1E~sZdlSXxoa^YpCbN&Yu}1m?-Cw(FO!&0M2e> z{cz=Rz(h-22iR$M-jdIH8->ecHp2~OU6rwP^--n2c(wECC^UNPJ< zz%?(6)#+YHy3Z|JdzwQZYSsT#x%N9>L3SmESlGu(&(GZJ*qNaWW0=FG9M&@U@@3ntH;=Uj zLMY|c9e7;IAr|^VuOM=~d?rjbAG*ZpJ(*RLmomm%>V%`|55`F{%lD0C81T^z5$~R3 zjbmx8S?W=+^j^~$-7yLFRi41k6$jd9Qb)kFnAFti3u_GweL9Pe8Rn}y*H(wrAj|o& zq8i=#-1}UcyD%Dg?5q@d1siD@0o@(W)_wv+l`fpeJv)NkbA)9_6nYT7QXIi&ztE*t zxmaVo$YmMsyg$STJKolg&cvU=X>Uee53OnDjp+3}@^f-2#fx@sY=g|xWpB)V_Kj1p zFWo$N{{W#F=D6|r6lzS5m%Z9}qw9B}&`Y7d$UXHnEzh%3Qnd z+F8aUnlU7u$yU%1lknK(anm}7X{CEQZkIBYx0hRso5Q24=Lck52H#1lIQ%AJ2W)JG zJ4^pV=ja8~AId{4! z$0rOz&SQmr-O+^dBHq$mkY%&&`$c|q=o>oa&2n5XRfpRM`ef=$3X!yJ2!uK(=K|`- z$TA(QZ}#T#e8#Hn>@3D&Fu8Hf4VIJW^V#Ob&Ej;`YtvO{Xgjwj`M^^*{ZDPQnC~h~ zV2HReeCI8nYQN?*=Q(mUeuyyJ5?s&}tn1EG5ShH;+$gUh8Dw8|-_^A6d5faeG`LK9 z?7bv>D5)RN-OHmko`~jNYEi8@6GXvW^$<_h1({VWYF9?>GBKP&q?G1LYU86h`A1hLl;5c3*dTn-#@lC|g2#C%rEzMz zd++a{%7^^c);(ej&_*BKh0xw*K3(UoqP-u-HDSV~nt4_7^qbC(q*2z=gsOudsMojt z#CD_x1u3tBzWvZqX^DJz`D9&i05X9n>$ff zUIso%3N_rkdCKLs*;n3PJ?;YKbp|Ev$Ti*_kD>I@ts{|<@hhCB#dZ+@plHT_Q1YCK z;=^96T^0=}^Im8q3a^Zu@&7kRwG3uCe$fU<4Y{+oQP(-|=4dMxK^8}gi=z)Q( zdk)@%O|U3ko)q3Bt9p~#5>+?iPptDD6;0~S<9u+DrSX#=Wrc+5kRR2>quylI7*?b&oR+Au@VVrj18sEBSd}sddW>LU?>!8*Ai?`Hj!gh*a z9bU*(#PNe_HYl{Y&$ybJ`$57XlMv@;7Q-^paw9CCjPNgHy;!@|gZ2*f8S-7W*J@#u z1#cgJWGIsx+7r}i6y`H>*)@b!9}$m&mASeZM(y2QDxRb|5uf-D5UPYyhqlODMu7ti z8q8_vj^(2aLljr9L<5^kSm8^UGOvx;<#J227odGx2P%@{JS@9hxiWojBRAz7_>@;- zpj)c<3!fmor-aYq&}&M;FU#&jkRM~6!Y4v_e)j}EC>fBx1e&Cbs#k*v_fC>jbk_wyIs`GW#pz+4|u?#CQchR*XCv;Lk3GJ zNMaw7#XV~@CqdFF2JBbTht(40>szSpE9^6qcsB*fPaRi~B9@REEEgrccDIJGhi>hA z2e^p((g%QDV{qsx!tgqwXALf%@2z$l3^oqCVvxA={q=nXj5<{{3fhwWsD8k!!vp=W z+_xwI+6F6atCktq2(MiMJ=Z7_;^ctpFGmC|o##t4RwYqZG$fTc(*he=Sq?I7**nlW zG*3c8nH>qit=%iX?;3brNE7V{=8h@NmHF19$%b5AK|UvlZ)QS~(_F9pe0!9sYUa4i z!5pt<{_OnhR7`@_nN3=Ia95ax#ZqX9vI)yq;g&lK<-tYeoHkIqbfVGGpH)2!{GkTH zYZfV;?V@V#*#|KkKmuFal@t{^1)TOmiA-R!!j8wCAL!tk+TP6h<4n*VpD1(xWRr5W zy*O7;qKr#X9L&EduX2i)3Z#XG?el=r2?}w4kFdS5q!%SK(oWC!CpQhm`_Aj9YjKiB zs>_vtLBiy)5An$%&p$?Hj>7N}`RQLPon17$^of10ZDDHHX408HYCNuh5({5oW{_};>vREDRER_rv~P`b}W%E!`S} z^-#BJiKU}7a3CSb4~=1Xp;iFe>U~FKO&3j;CPuC1}X0mVBcv+E7>s8+4944*H=fhvb zhJU-;rEwfIROV6)924j`uahvrz-(wG1vg)x?fKpuEw_r}yeTX8_n-uz70lo(V@~C+ zBg6NB?1-yPKTyCw7jOW4LON3YE6m zowD!S?y2uc#EJbFHzM-4MReg)A)?Lfrlp-xptr;ng;|7pVTf?t> zKn=R8+<&%PF|WY=9%-JPPNp==-as^O<82;_97_#9!;+InmVo6BlnsgpJtgSH{LHD; zK<2*>VOZ#%o^Z{7^d#YxVSG=MG+fdtrPgdcT{Jk=ycSWPP7_KXvwhlC+{Fb(Sm4|q zy(BLms&yFVKUdBGVjRB zCFbUH=O7m%<2`S>(HT<6(x2=-=m<^I?7k7RK5AX|6sRQPZsbCl!w0fmh5{#I$!-}D zch4P)ex9MN9AQhW)Fmu`qwD!`?idK^3-R{#x|bigAt_5*SxfPugMw@G34n&VWQ{I> zkOd+KVTq;Wm{U{)@ea(bQ|J7a^OhPM|xHc~im7#Px+ zs$Ct?$`cz-!O~V=afmCTl^%myL7WWf;=r;at_$}5h~-b3I^~<9G@0%+jJVbwO*%bC zrI=^>5yquM9Tfy{Bzdq_$vQu5=sd*3NIWG@n15-CQCa#@QfOpTsioYjop+9Y;Iq=2 z7QRD1HYwa`*323ZI`M&PVLIDjMMQ${szJnvCY&dE6OqN* zJvY7e@@;!r6`Zf)4F~T_U7jyhH13U52vlcM%ILZYEg~j#nUT$Dp>k6k*N(1LO8$A~ z(u46ECQrRdeP{Obk{+%$^#KKMMHk1v=;Z$;nW`B_JBj-_Cg|@mCNM`JQ=1;aC)>^i zfz1nu#HHF`Bp>Kq{qg9^0<}F!0RtRZaGVQ^Iif1$|I0Xp>9Ev@3~86sQgzB7Il#k$8b+?hO}9iDLJ_G|z^U_RBf$4kX!+lHLH;u~!Z>9xM2X2{l% zmP-^hCzm6+gW$aHvK%M5@`4aQwc4~JMRjW$@_4;ovo;{=3YS$ep#G|KrKcvcQpm;5 z?b^LEBc}}@xML;!#3V!6p736#E?9Iq*MJSVd*!o^C|#l2=>AY1S?-R-4ER_~L;}P|S$1JxFTPPE<%8P$1S5oNvv04e8*ATA!h{DI zU|p`Mg+-$a<9Zvu-oWZQezM9OufORG%TE*pLqBF*7w8CcAre)!_)+@Cz zSN=A%!Rg7m2f~nw`TgODWa(~l_DkZ}{JmPFQkV3=Q0x3pegUDGg*zUs0 zNedKEJyL}_3!DLK^!X4ZS3CYfRD0mq-&F8H1;z#a0vk1jjbRTAP(YC}Zw_|m7B@eB zF+#sKC{O_?*~K{aWPE=l6}asQoGSZr8PlQ#co~1x`)uoTB+Lh!Wa}@6WC<^e+JvH+ zCw@H0ADHWHx~_d7h}&%Bi6zJyaVgn5K9!|zlQvyZZmpu6^U@lla`z#&s&oqZGsL-n z;;CgrTH=pgJ!zZT&A^X16)L}MOTJ#tA?SYJqJ6F3@QD0E{wGwz=)1iatj+wl$8>f# z>1=T%_?H~l3}OjU&!3uAM^Zx)qkmMnQq6sGft-og5KnYc_Plv82S&40mors<20xgJj!wfTJM7&=@4a9-#u!K6Rnk*BR31!6f)e^c4rgNz=6=@W4|zyU zo5pECtPE*-Rjl_OY%hKLS$XH19ZGd}SrF!iQV3RH$r44cOi%V$ve~w6FjgBxL9RZ_ zX(c=#T}50lQCf{(VN|-Et@t>0gE7jVG<`&(G20JezSK4gsV21H#vGSZJzeeI?`8V8 zvP9=Rwx;RA#)}4Zzb#$UI=-pnWx1PChqWFu32PUAmS2}gOx~PRqkgGwj51iGQW(!W zO@o`?IsxDWf6;h|O)IOad?|pNcPAqyQZ`6&e4#_(cnR@Gx|ZjAfHIYJP)9X&ZZA^R z1CKWvc8Y#*FCw|_~f$Zs^ zc=_=7)R8ouxo;=``XQle=85K*7I>HP%GYCyJ~u`lq*H*Z;40!NWW^5#>UcQBpiT1b z=hwByhPczBLLqgRnQg;gnm6sVw199PJ31NiA9lZ6jw7r@!X+xUCh4#A_cV=$nDxX4 zB3W8>&6f*XhIioP+&UUnI)&jQ6;>*~9Qo+c*=a=fC}Hw4X*4U2H94?$f{(kvuv52O z6>aCVT*i4rxuqIDfFvZ#bhc<=``|xeQd5#~5!tQQY)8{F)IRDyzZ8nA4btiu;e$Ce zBaEVEfOOzxc$o-|JV8MQ{587L->d~~#ckiKJfxhg(g%j`OXo!LMctyiQRxoe7em{? zeGL~zr)vX0w?PM3p`-24(OHzI69>9`x|~YSZ-^iyYbVz*qSz1lUg{ zy1w1^bAo0+uH8D@0chatdvxpLW-f5Y26=RuN zi302*_(AY$(4O($wG>1A6nSVnm9U46PJTNY9g z1*mqU09?O9%>hz1b6U2nzDw(3&U`&k(tB{|7@7~m%||qMor%%~4V?Z2jb$-a8u_eXq5`Q-DK=D;N#14P_Y8A$u&M8~C z$B52#wk!}V?G><*E}rN9sf!c{PTmp1G;_Qsj$Nxp_k^7)w*!Kz59Jf4hs`mS-lE;KyRML8a&wI8T^h8&RN(E-fEDnx^J|7JB zOR}0)WQFK`=m?uTN(wZ~(ald#6r7hAa|^Em&G=^t)66h_7&){QTvMnVu$??$2}bNLQzPpzJwtq|&Y{+JBgN(bO|9#wtHtV!P5L$w4~F0?v*;w-NrP zmS}#ya)}R@nZc^Eoory(;I&-kI(2z($+Vqx+4Tipk#?8wW7orcfZA`glxB3uO`i;y zO^;*hUSq< zjSUN8ftrNbGf`itKbPFLokf0@xi_NMvMt(L{OGv10GfsC`eD6@uQSR>DY9{jQEoZ_ zHFYl-{0(R{BPT$DRcyi2HT=+v$h(ktZ#*xF#weIp`c=v{cEREt<19y7>z?4ad2JEo zz8Ke7(DnNIiLuF7lclbgt$%_!OFQ7$F%!28m~Sxe@@=|+?89ipPJ{ed=2|Lk!j8qR zS6;MPKnYO&k1osgoIdyP66O(cZS-`qeS8$n-OVyjY|i(bqwJH|aHi(o zm%T>E%+fDLqx?&Rij=LcW&yq4IKBnP0AHsaCq_z#>+IHu``3zc5 zA1!4n)A9M_Ms7-dO!!ipo4Nep}-1be^ z(eex9JI@`ZGg70zSJO4EN_4DhTr=8;d-HHQ-HxxmC4-D**!V_@1{+PO)+z$k=C7+S z>dMca1u7Crx%a-kq*m(sMf#Zpe;xKBSY`0K$&UJ-5dxsIYAjcONmKROV%bnGP@zi! z+?3ty{kziuGB&aSDxD>mZFV+S7Td*fL%{i+jcU85H|MT%Q!>J!ampw5cb^Y&2~byqfQ*PqnA5!=#r-qfY4}9^t8m2=;Xt5quwD2npRg(^KU39W z6EJ}RO-iEorAtX?2_~Bl;a2K=orX3t4?7E%_qru9b;c{9=Z4Qn?_TW3yliakJnkHE zd?vC4DG$Tz9u_<#{?Lp~i`%7Vx<&9RWYBB8@V$gl*6sq^6YgQp`Wq<6(rAgR7sH{E znmX{K;{yg%KLgB+!`w~M>1(-=vu8H~*V0X>=4$5f)hE{Pw8E{-JDkkRlC1iae3w%r zfO@DH`Gb1C*|^CTiRxDKa@Qm)rmMPteLW58DiGG!uiFMnPZvt|{4%xz+qc7JgV`Q$+hTZ>aCr$rKO~`^C zG3jpjRAJ!`l16BxMkR2I-L56lAsgzjp^n2O$~JNVb?V&`of!?Yl-bY+d3^Ed+@vU?1`D+e1RM9=ZhKy1^EblqTv%v_V>!08}axYSF4 zv_;=R4`~}ia@8Yv?@;RQ#j6SVES{;=ojrMQ4g!@ckyrK3UY6uxI6}dI@h4aTC`#=CaI-nwLmTXpl0|-e6!DLXffbm_5t=YV;5DPquCE zMqj0jB!xu=|EMBb;id-Rb6?xut?`N_QwTX~X!DYsTWE{cgJ*GY!+bwX0#T`jq@L?l zEHjaOY&#k9pRYeTbc^6pd>K$Ap*|2$(_N$?;P;hR#@PXQ@Pu`4btdo(3*h+@&2Nk& z0^#jBc%b@I207{soI~{LF-Aj6frG4-Kpq3pn*$XGBt9-0}rkrYC*v&o1uLzL`IMr4a*{_e;7^Z9B=p%?o6Tv2V&9+VkbO%E{52=#xNcaivnniUj* z%Cop~|BwCt)Fa9|`AG^Bq_np39%$1l=Bddh+UY<$&%SpSL|KBRnPn6IZat;OO&t^d zk;%>;O$8lL>@F(LB){}jN3mg}*oW+MAOWC?Xux&vx(4(8w|8Rw2?q+z?5ZXMYU=@} zVu0 zB#Zn;=X*~IMrLhZJjE@8-mkSgKJ`D535I$X0<@J@M%QwLE8n|yCr)q0*I)ia6{^=)ZcV5!~lR@(6p zh(QW&d zXUx6F1nhFk*p(}#=Rqf6e01>7xi?F_5;lyJL!&$tRR_-O{`sNp4BGN+-Wp-s4x4cT z>mIn~Zlg&0CO}lj{}1=Ox`1Z6yy8ZVIuWreO7p1-6Fq1&l)(oZkwd3%Ke*{<`iZ*PjcDiT@q#UwAyvr{n!jg>5hS^hUg?Ww49KFadL6?XRyI&)EL$sICPg~JmljO577p-_a{I4i-C+9_f2g7l3VlXZ^|;y+tyj&fZ>$q z3}bl$wqj?Sj(+{;pb_N6z7G82n$1&tkLH?bw97|b8(v%Km3|%8KEl1zPICc$cJUl! zzAiP37k=PwAwUYYjD$-K(ZBIneXNs#d^pJLmB{a-QmYNRZ?6^hs+MclK8lbFzQf8Q za(*=}+$~X%$+W>W>-;YDe%>O#$Vdqoh{7bv}dD$Nwe9(vjZn2Kp}Pnh=`A0A|G2ATv5KvQw#)oM!A4G z^Br_mPr4)D{x@B2sNaL{tB6?qz8P%dAwzKoIs}n?9 zfTW%O2iAu50{mAH+39aA!|xl8Y7XIaOcb%xf&tk_?5G&Z#ht`NFkCo9%T|*fwewCr z;erdU4-T&nlitEjvZa*pZjyusr*8pmU(9`8&H7~qCpF4{!O~T6ZHfPH zr&`XThLm&n@WR$>?j1}J zFKhazOOp@QWReQfnTm`{GREC|WQ=M&7I{mKldUfj_uURFYm`0NPd4|1h-oeiMNqSk z1%SKJ_o9ZQJ&lH*)t5d#xdP&NHG*6~ z>9@Sc?uK7dO!M*psfeohO=2XT3v%L3zh91=hW^Kge~V77oVjjpZBgU#rIqdcUI_+l zqFTtM-{G5hq}+u{X8~Mbt8|067N2?||J#Sj37CQn;r#G$JISmNl(qb7X0ZMGJeo?0 zIf^|N_4KEdD(nqYcEcE51Z63SJ%S}^(ZWH2jzf-(R~y1szzfSl{kcZ*o#gv;Am(2B z(bRq7gJhEhcdyyX(f(Q$NSSK`Uj}^m7Lk1!9ixoHKW%H9ACP34D(zbU`bhp-9K)$+ z-zCl(4#?vLsiA7xbL65urS^fs@BHnIOOva!;k+Nx$Z=^uFSpq}>x04o) zs$48;=U?8@*zQAwusCV-#QooV`n|y)?U)}P+|7sBKw2z8(EoIf<_rBVK_`>ftcOd! zK+@|nQ8zrE9RL;qdS;gr8;7gkBaTObE3m#4Y5#QQmnMTX#T@g&_w%2dKz^TvO&8`N z`RLHt2^8IG)!mubS3FB){r8MFW?GsiZ(d;}=8AZ)VLF~zFcMdTDI^U)IYm-Yc~6Qa zgSKl|;VLXJF1fieW}dj3f^$xk^#)Qr<jJk4Voqu-2QI8>K8-ndJx|NDs6mnb01K@CZDQ8d>}L*E%(Ng z%xYbULL8}p-)|##V&7EOBl~;lA{Zi!9^$)$Q-+-!CPtzO9V4|W@#B$|smL;|%^vwf zum^Erd9b}SC(Dx@5I!sqfr`P2+ZJiBnA1=!);ar%$TAsfSTWsWv3CGO2K!)Yurilq zRSAkb;Rok^xStB!aVOc`{Vx+bt#zXZiN!G!GmMiEfoM43@g)FJToS0`;O$G)ZcC-DnF(z0r_Y3S{85F z&&BFYwBrxz6wUuOgDn1du=@{9@nJa9UGf&*&Fla(rOQvMgBgO-%Co!RlQzC_C(DNL z&d+{>%mDvF^< z%3w2t&^A0UxQwKi+c^J<^HaH_>fDbk$o>-J#m!{(l>Sa!mLwKs4(|DaD`T}%dnSYOD0(=?2`0nD$W7xf*?h~A6YX9}Ok zAV)_`;vNMxJUAmT&9fKO@6{_G;T!bj{p-0qN)J&qu7=qD**4N%4kz1Gg#@vp zxcuvFD<&DtUsP7FW{-&ljcE9q4qZAq(R@hij*s@?*nj%LiUPPkc9897I^YQ*(&ktO zLJ)q_je_+-t;Gij7VnNK6WSeWm>!EQRy#+>z@Uwz4bqG>>Fyh3B47>1rW}b_#`$?c zeVyse`NKJ_;i|~^CF}5$F`MCZ1KWoOKT)NmJ=ydI7)=z_1qGLL-vuEC+CgOd(yaw5TqBLny2tknWut00Ybo$s zoVk74e5Y{|V{(#(+c@LPQDv-A|2F{WgLwC&(5$Xv?POaPICK+5J_Y=DwrSpgg@HH) zrN}&}?4-~iegrh9Hs=Q(i1ACa0`Aj~>z2MPp8fB%Svr#htaxjl45_+_6*e@^en~h? zLa2LZ&#n`&q8-cD)oli;)dca6_uCs{pWO&g%5GxSNx2~VpZi|>GAjT2`$~`s4jUZj zfLd+`!T>YKVuklz${xa-2EsAfCFU|_U*Xta3R_#Mh%FAn`BJB!H8dVEcqmW~Hs(5R z)D6)jF}>4=5Xv|xn2@yQmc9Zxp8=#rIYjy=<3-G|4y>9H=c@7BNRR@=iXrx=(f}8q zxt7j8s{?ydmk{ykNdbu{PyfA6zA9tTNzQoX=(#a=}H)Is|x}pM0f`Uc%mCNW& zMfg~pBYHRBYF^8Yo9db`PHc8!@lY^Z?!)#77!6VWNX4M#9ZC0l{=)cLeBpt(&!qO) z_k&gs#|iB`OLE~_xhpe28(cn;GogRG(CQk0k(2^#Cge1OPZy(`5*Tng!k=14LJ=j} z7ZP_fWcGe#W@DWZj2m*Ki)twm7hm2|z~U2voudOJ)psYY@~(}-Em6%f_r3J?)181Z z?^yEx`9x5OE5VqENq#?nVr^%E27e(@#AlPwdv#3AZ3>5I+Dkj%xW9t^(L#vWUm{5! zkaqjKrMEPGgF=7oshTb2vroUp{k_AgAbJVux%vNCIZ+_#N#NC_lXqAYNMAM~r$vO< zJUZ!tooaVrQSGf^%#ctvMt%xTmSRLG{G352)@aUj#w2NAvSq52=-f~ysA5+Or#^Ll ze)Qp}2A0#wfFMin|24nD5+JeLZ&Vp1Ocme=Qe8>}y3Ni&8S4aO_?8F}(KKDwIJn|; zW*Nqc)xWeFz{!uiQ4BwI%Dh1TUCg*!6M4`$HeU?)iS)m79M*vgN`1}w@o4rhdN}c5 z+=obiotxH~8N{7N=f^%tl>R)(r0l1C2%z?Mo06BM}pLX5%ic|Y7oi0fQ$Iy44B*?P!)u6u4#y8js&W5Zwp-ilDae)8}Qx?PAHS0XQ_x-r&3cn5Q?wK2(MhWu?WHr=#5Q}tDk+Nz_%- z{~C|n*B%|oi(<_E$58R4)itpeYy5Axot;75CX zP>3Ss%{BOQ>;;tE;h%(j#oC)KB!g+ENNT~G*Fwx$LyYR3)&Z_i?uGFyF~zF?oeMk^ zHDY>+vp#!r!pu`kxJ?DhZ1?Glc`g}<4|PL<*A-b((o*fI$a0ZKJv{pNj+{ky>`#GF z{e4e3JJUp6#w6@>yY_|O_7Wv~zaJL)-*1f-g3rFt>O0GY?3)nUq520^bwU#OCoFOk{#J`>9Z3SNkmywCYs>WCgY3taA|`r- z*FA3tybDgI_y6ZFils&)h#=rk?-whl;p!L$!;=DB5GvBm{yYH~Fhn5Exy~@;*?YrC zRw9)LDeMH~kG6pI*8G$2De$Pa>AU^5tmPwH>_0*e@1U!>&v;FGW!P3WfEwcr-x-XT zguvwCm6;8caVi~tT)57k4ZfmrMp2{E&JX6hk^xpZo5Yn)>QbJCs`>2<_bx=SA0r;= zU$9``dW>A~e- z?NSaYG(@0Aa=FWLC}NIuxfyWwaexc=Z9Vu@KwedHQ@M6JjBzY595E?NBt=N-9t{wdV_N1q64cjU^}Mr9Hbr~RR}H&I z{_@!0B)_~ReS1fTg8=tlr638%ofYbvT!w z0S?5G0XgScQ0mB5V6{FGyx~+Z8eqo={)~qDVo4p$I+VQZ-KbHx1&O&bt*XqlAhQlQ zKJ?xy^Lu8}kGSoP*Hj>oIcv!Qj*p>&*!R997rIvyM^`=Y-pUn@dc<3~7PoTeef@ku zTh!bOg1m&hH7Eaz`9@2CypA`P0fI#?X+&t9#A`CMlMCeobyQ%UWYNp&fFH`$5JlI# z%sqO2>b@&TrL${lYi@Xhb%iNFg@=Y??gcxluUCf4+RCjqJ5t2okEVg~V)f4-LbKhk z{Uq#~!pOlau;D{Z#5n7M|^z^ks|`O=UMI`q4gm| zDcOft`Kj`2ny;+R#^??YBX&E_nR-9OJoC*zG@SAWf$?g!O=9mqZsX!~Qi?m1NUD|( zD?_be?*J*;uT)uG`)5pUOd0eH9e?~q%Ykp=(v^Z$(#0;mW+9FY z9yp@Q0*}^T$@HVfi}j}06CMvHW>+kIF7m}?kNT_+%dQ+5d$<~>7@GcQOhPR(C3 z&Rf2HEd9?Fa?%z6Lg$ZGwiXsmJZ&muvXB3UYSl$r>Y(l!Ot!E!80;(Eviq75!ZqU8vDJs|{z(cqX8ItPG-UHH8JG zsVq6Rf+Yp_T8FgJ!fAn5TX*G^pO^Ih?EtuQ85IL|*eV(X6-VEng5;>)0M8wg?g7MF zq!6zVmFjp7tHJQ1#!R8%0T_UE(_S_R)b_s0HLAD&E*tl1$IK+Lqx}z2S8pi^nJYMj z6H0;+o)E~QArMz^yY~AC{daEgt6|tXR0_$6V;Zfr!OlCDUtng&0#|o{OFtM`NfPv* zN)@^lcKF-sxD*11n(b}ZG{=0N7d-EIimE>ozTE!Uow8J-4Q{MVwO96mee2vF%UU!U z#b49ztlc>Q;FF8xLGb`d5FL%-EW28oH4)NXrjq5UaAv@ls{Zx*2+mIVi-g&RNvX^NdkrAvw?t1^nTN! zbT3b7{;<3H>7lL3Z;{MeJg`Sdz~ zxmX)xLyk|l(|36&!^QRb@9&x6Aad^}B*Z)_V;M&Y?WP6icWfF|=3HgvidZCaklURi z@b(T7%PhD`=yt~GM_F(TSoGb)HK&?j$xOZ- zcH=PL!m$9~{?EVDa!=`n*kY;ku_gQ$xSO^hFBBo<^L$gHohIvYm%-fqtLW-B5~U({ zCXdXU0%OAah*>tKcj@Na< zf7p-EXiHC5=JtdHr;`NcUt%}b0t35`+;0>$lPlp0a)1AvDSwb8Z%O)B_2Hpm>~^wU zD)BSz*n~0KI%c^5zs4V)vxjS&odV*76a8R&q+-W;>$%alg@O0#YY(^unNzbrz<2E5?Vq~3p-Pd6i^leXXaw_``10Wo7kZfY*ed4t=~AL7noRlGD0*ODC(4~G6= z?NLlFIQzLU5gvUugUi7r^^+~BL4)D&E5{UZSFauNQZzpK*<#TGmvb&haOBcYYwy2$(EYlmi6QmxUny^Gxa|hYddBV6?Bss?HvOH1ICb5I z(^g}VWLR_E%z=Zilk2YLV&^@VAd(k>#-j0wbI{X4YA?x51FF1qL4NR)Gkx2D1^rtf zQEBW-5%1x7HS7hEjjEby;@@FA7T5Yl=~+Lg8_#b9U6dIhYKF?nSyl&=%C!=InBwhLfbdLih|7N&$!Azy(f6=2+-_ ziZyQy)6IA_#~MX>HD{gRR&buMV}%Jzd!|^XR_zrYGzmGrlT9%S3lR5$jBMdOi~;KT zZzR%4%jv9iUZkD*wp3Mv6(B~Va`tla;Dy}u-*&P0paB1O3JTvS!9-C5EY;1ftMaEMFt6?*rRjsu0*v`p1)Py(W zw@Cc+>EBQha`Dmc^V8~R2R1vW-oUepxHE5(!O=B5(Y$$+wXQUMC6Y5e_lISk$)V4{ zX^zIOOF9@cT+F;utip(CL-eb1|KwIPx(Syp>y~?U{-5(KM=yF^fvQ{scU7s1`Sn6m z(MpmAr{7J^Hy=??Zg_pJl{n8;dPX6g3wgh1zw%uEd%p-QZswF<2F9;2255xsVqZ^| z0ZA|(v98V{t}C9m~=!YP%>yKQXd zJSphw^!w&Jm8{m^EGR0BXLnWqlPZ_G;_Z@<_p8)1Z{B)xh6YBA#4A{~ok7;F4He2K zF7EkrMrPja&ktVEw7ynZDfe!FpmN!Xw;Z9LKCC^#hc-@KqIw|O38c-}-(lZO4q zi^v?!=(tK46Dk&b{Z|T(!hOv7$wLzBjRZ2f`|zf_Au-0^Xbo|~F+gBIDvxoyJm+H{ z`BY^TH~)A(`P4`EofcEW9u%1WF7+BSqG+3U$KpA7mcKB*FZyh+U3cHaZl!rMy!oc} zvTvNjQ7M;e31MKPiYDV7<;E-V1@h4u5tS=QN0I~n5aM58GtS|t)pvh~HIhNXT9tNZ z^ey)HJyLy*t$mgU{0;(J$7_FH9jZJwbrr> zG2$Qzj2~1Bj@pjnukmllz3h=Yu8Z0ph%8GnA`UvO9LU%Lm~UG`dCq8i7I%E5l6E8o zKU$9hpP7u+M%Tf@ckcOw_FC?{)J+o8%8hS5iejnZNVW00{R(g=*c?cGvY+HU-$AmZ_(ey=I-Q@T`bTdpnrU7<**di#B*hYQO+KA&U z#)%m6boz8COwFH#zu!_uiezhYu5*J0CO=bsW{4Zq7%+FX-h@W9T^tUks|zDM>qNpD zTYyp1O)0Pg=^{!9Gga2Mep+^yYa=l>CFa&snE?cF8J;-Xx?H5ps+j=@jx()SENA0*NrU5VDHtf6&MXzx z9)#-Ktm6}R;I3WaW&Fj$f$gy*t6%}6PuJTJUiy!JsQ6GkLbE0@M2mZs>OJ8b@OX|s z?>nnvn9pXSKkplQTWpeU|4m8{XaumIloFdwReZw(D4=^yNO2S9On?JkwG0Z+VwYMo{wymhzP}(HWn%UaZj>(VZs< z^#*Xt0(E|SNdog?2u7B%z z&XJ88-So-8Ag9+1gVNDfM$ zi+et-Bp2f8Vg$Q2p_KYyn)o$vrQPOu%^ zw=&o%?R~zQpD8$!U^Qug(P(dnr8_cuEt)~3wTfmxn26b@G1*xWETx$;MH#js`IXat zVHRG@RSm|`ey6p}h$Ihzr&$AFkc2*-z41h#gv~SiK1BMfHJw$Z{6OE;7ZJ(>+j7gnjSG*H4Poa zK}r~>Gh=AGw@sP`3co{Pm>khQ*E*h1htSK_)Tv7Y>4jaKSbf|_l%J0p`yC~I&BkIb zEUs$D>&MGPCZl&Suv}CqoA|J2EtHgo+Cz8FZp&ox&hnCEL2>-dFZz*7#~3$$dVZ3l z?2jD}`9>5mK(|rAJJu?ypn3w4;VT|u_+trp3rn%G2pmO=q$G`;^Y^lvym z4Eb~2Nd@`wp`@x2KpA&t#ODa1Ot;ZL{)qH7JQ* z{nO?2%aV=kmcDPTjX z1B<&N%e$@((zD*~=&O6yldEA}eo^;qIegbi-L0!QUb4YcK0aYN zTH7Uv6HQ_kN~Ok$R_e>{9o91o#Zh1cX9-+W0j}xU|7YzrS?lepin|*RmI~W8+nw zzf8T)Bthanm|6IzCva(Y$sRBHzhrG3wIJJIm{3ApEOk^E;|{^;vK2e_b01sW!q9Z! zg>?vfTxCUv;BK=*UFMYdtyVH|AZBQH#~WYJ*x8t&N|SCk3G1h`slIia)l|4%RM~lV z?77A@4}<@G7IG^yqu3lp)?VeeImF;me$HV)nCNSVTaaQtQ2cj!t+M920tVL|Z*t}- z7i~FG=G5lbQTY1Z8Wt|sZS=?EqX*g@3f&nmpO8lk19Y(0!~9^Gy4IvqJtFXuW7EuyCwCn!Ph&9m@z?rPfRHf=RrkNpXzl|b7=}vDv{y`r^w99F zg;Zw*XL_#*c($E)?@BbvJw*1V0$Qh28)&d6 z4KfB7|1uv%@i13GSJek5vr%MZ@1u3vGZI5z+19|}n)4`;=X&?(s~dKKh4{puXct2R zO<3UWvs^H&r$!;8iVriYM*ydG?%mYBtE@T@R*id^4dxm0Xb&LXlaV=mRM8`gR%o3* znLpnYSD`}Y2KTzV__#*`TmUcE;bUN%;6x=Mcop~Ev=Il!pg3@!=#2CdxeYr+?Y}i9 zl*X39rT30kOK%rA@r!zW^Mstw|L^ldaNn`mj7obq!$JkD1C<0khh1p}(%0n6D|(80 zMEC}V2(-xvXZt>sOzXbl2b4qO46WB%Id9<|l&FlM>{KNj_(EB7A2L$aO6Q7xBZ}YW z`%3-PP8&n}f_AU3S#ppmWgkl#QU2fgomGbU-ArYy(7@1=pdPH%SLFja%B8sO<(?1VFLVvOKY`jvdA{Mo~^+!2n{^EhpfYGRTlcMvBqA&I1Lqlf=&kG`L}hu zTSpkCc&?#}0pR=q#HL!H+Pqco>3@wCBbc_85i-fciw9BKO5q?C9>-&Z)Q)I!S1L!l zS71Evs$aL%y61m$SK7;E?ER)0k$edSrQ5T_UT(XkZKOrM<;m2Sq?U^x zRS}lj<@n6q8nkxCy>joCq$XuZWM%7o&a*&B#Y&j5OLC4@?ig;W zT5vqu_dP8(J!h=8`8P;szJGT8DkhyRbK3W5Nr7K&S~{(!%J z^aMgxPJ;u9m12DHuwy(`I|l9JrZ`O@)aj3*tUoIqGA-I!|3#jNX_h6-IVD>mJsmUD zR8Lz$sI0S39Mq*U1s%2ApheA}Su6TTIC%zN!&cQrv(2(8jqh&!Y*HQv+;5F$2-YU!Z) z2#$x!Sw+VO3vwUdXXECSS0D;rf;#1#&Q=(KLJc%bmDRQPk#Y8e3?p+n&gH}0*}nkM z-&dgjOdtQUoic!`1(Fxb$}OLE*6`{!<_BGARc=!Bg{qS!kE@|ENM`$@o8(v0APwXs zIQQC@zkp1CKDe7w=Y>s4%F0lb&pA&k3%DTC@i6IXQ@4|N3(Q5TlR0Se6(A0XR}5s0 zk1d5-!B#-o^mnR*w0JzSduO+K9nV8JrGeIXeo83gYK;h&nFk)Ylu4TLkHcAMCYJeub_yXS}e1el`sYyc$WBjeB7JVx5see zZ*3#}l8zWydTBP3Z!mEPe5#i+QUyIn{l!q-X=tD}e8l{jwkEbDwi_MUtusNvAlyt- zA7J}SJ7E2m_#XbSRxR*gSMJ;g{^x-|nLmN+1LAfSHScztkuQ?ACJ^;C-iD~urIl@N z0nQz!hxktisVC|-1e5G@RO|f9wP1w*CdT`rUt+a8l+n`LkYeX^0dC&mCB6kG&GAadi4J{O~B2>Guz5G>KsdOEIXwqyM zWmBQjcg_JQW$q8<97A}rSkU}`b7P-G{~;l=;Tq*?02A}Jh=Cy==Zy4J0Y6eh6lVG$r{H z#u9FAo<6IPWE)}_Tiz5-`B%UuH}C;o#On7-1T6YATjM&1%TBTSr|>)| z?5;w|`mA~im5?(PO8F5UbAWNodU414)n~%eUAW!>;M>b#WueGssoVUBhcb}OA!^<{ zXTTo4n>uV?@Qcs%G!naUsNg*{xe5H%qqmv=a;%`lF!6Z-syLgYy4@L0ob-Dx06+uv zdb{CaS7t{v`I16lh`2Lb5dPn4v=OOFZ>jkk1;U0H-vTmX#!wP#jARYu0u4twnK7FJ z+8gFAx5VBx5+vc?zD#SJ`4rRRSp}CtfVV+T^ve>#c$&}8r%sJ>B_9Rcp}+qwl~g|D>eCcyPBNZh_l!)tv#25Z z^a*PpE=7E2HIBb%4jp;P=I~}#5>_2OOnP3$+HLg;c?505Zc{aWoPu^peKMpz9bHLGHXUB@wNpeWkw7WHy}x;cW9X>-;(0Od#04i*)XQ5jlC2FoKP`iQ{`^b2 z7)j37GaK?G`UMn-ty+6z#dPY!*c*1`yECQ3vO@pNJxb$W`B|6p&SjUri%~bqKNC3# z?a{qqIfqcvsrM$E;F-Qrjh5vvp_A%x!(UJUo^hH_nbW|=e7LwK9D�sIU7bw75}* ziTc6ydcL)Ru$ds-ngm2{SypuW;ZYoP(tX8ZuL6b3H{cWhhAo)y?&AL}G&APAHcr*^ zB4X?IDwL)+T{(1rA?RaC_~xh&JDsc+Gz707bcVLlb!j?27sCq2ppiuCH(Lz&D*U_U z`rDpe&W%!f9T%4{Iql_O3Ez4bGu5ySY89UfX3lEg&+qerqOjrp4Z+)?_+S~liEUZq z$|F(LT0A`nI^Vpzq8mXZAB4bL%rW=!YsbegsD$`=Q$Xh>L^uG zm#Lu5?s@zBP^D4Q|Mdd+#iMI=bFJqmab2-QV~?0o++$HCr!-wcnhiC(qQ4OZyh)n! z>+B!)T;zkxfqmCKNMO=MR1_NbV55LN+V6r@*#FE7w7Wj!h8d+3xT4Yj?_llW@m6!O^R13z)iC*y;z#RZ zBN+9L6jh94pQH+&nWPkRsvvqo=2_%n$xlAUm8MBCv7ASgv*NP2X;xD6#+4W5e$Kxl z`sEov=={{b44P539ktP-T!=+m9^nc2RsXZe0qYar$j?-l;sv-6SjZIZvm5w|N#u4k zi{>p=MRJ?j0+n=n?w1#6P>DKZ6$}DLXJBt(g6i0CD4|q+UrVL$BzO0LcJbi(#g1#d zr>a>vv96jc4DXM8&~N|QxAFAUKme;O2C^*Sq8ptg^mo5R={4)-1eIWeZ31BZ$>2YL zjKQbhS?h22PKM}?$!JW1z2o4B(kM;gLTaj=PrG6Ky=f7ImAB`M`3Bcso9j=>K*8<2 zxRUAn(@dX#1A5dzW2`szk5sj>p7P63mlaa=@TfnyU6WJ6YxiaPgA%=$vc235T zmAi>!MUhfw_U-WjmpQacigRy^B~3VTpC(TzH-Gja9hW!r!#?QU6Y`W|&wt7HzLO@D zBdVh7uQpYpNE^sKr(W=eKdRDG>D^R3Wzw-uhB55SQcL+jFYJ^&%RYT{&)UXf=+Oo9 zhOdhE7}c*m(CN5$enc(}=aN%af(ReV@ILh#vL+gQqe%1@_{dTL zKczgEI8xI8T-kQ$XJl8%%G1pMk=Kn0Vp9#A6jyPQ|0ujk!xI8@GbxOIFzY`uPrGOD z_}m*FdpqqmmGQDGtVs6Lb^l~(*JkW~T6)=BU<(shEw}pP-O~l4-PgCvxqC)o+1w3h z@_L~i62{gCi1|*k{tF9T>HM%)J3PO{BuLn=t511;SElpTJ;T9={@^S^${1l5Tw2*3 zL!Nss=3qwEtPvW3rON C~!I?FumZ{QKQRO013FK%NE_nJ2i82DS!BMc8H7ScznX z&*m6buZz4weWp?-tvscI(~F7X|9JT<6+OMT2=5E56x)8wgA}`cj+X%X{GjIKqvOvy zJ_~#{FX&rWtxcvdiZz$KaC?lZqwWLydgf~}XVck2_7E=r*+TlfF@SgXSr`f^e9Rm^ zQEIp-3h3;aLvz{yx(GvqwjHt9pE?)Yg4D8~knN|ll;Foj&jpcNHSUM`3khG`4Vnuw zL@uihY~wXH%k=ezwy*TZlQtoSD*ZE`tW>{fpsOdR-h>b_OQ#bD{P-u+IuNKUL---7 zUE^~9?|79)1Ir8dxE6PQ?ZOVqI)#F~d!1dSWLLiVR>On3;_@j;`u+<&AEQ5p%qn_1 zT-BnjIzC)`=zq8156S7*QrYa(AdsV)e8CgbE{*Z$x-Z&Cw|%Pi+Q zg+8QRU=aUQc2~<-xtD5-7-LnNYh1ah%MfG^fR0-EC#CY>oXM#TWVody;E~&=QD#=Pe+#36OO*@$SwOD-L`}Q^#gZkaCGe55eYw^<2Ukbc` z)=(fIZ_x5V;rqCsf-})}Mg@`WhoAjLoXbk3GZ$!~e!3}J(4yRT(>>4`y`oq_=0%k~ zMaFOkpICE!=0#lF6w+bOH8M<&Kg3fa+PH@@pgeS+soD9JYsB67%*~mR5mXQ(<10qg zGA+EX5_@c~5}$02Uxbq4!GPmZXc8 zyq0wmrRVe#Snz4f&qnf_?|$AKj>pIuY$ozqt`p!9cQfjaw8eH0g?Ib7w&z5VUfyq} zcpu??zK{l`aHErI>WQ3dnJ$6b;q>ulUVc%>--;Xh_g;t9<}TTi=HVo^oH+ z)ZwNCV(|W8X&hasOXW2?;xoPdcaHW{TIwG~K+gs=eF z8)D?+#qf6RjwX`2pS$4bF1$fOsXA3?%qx@<(LDc^iMrdx;>F5!3z$lY_vPgvdVCNd51Hf|c**m?DttaS6Rn=EtddS;KNv%UnM4xd8050xOB(&Let zPiCsrsKpSx5Nw*<(QcDaFDYfOQcu*7dt6fJmpOAc@5Bv8*)JX z$&FDb#~s4?(5Ah*ozA89p38n)OslR=Op?x-ysl%&`lppcjj6@IXkRv8ufLt6C(W2J zItT*1_+*dkxz)OymF9)AnUx;Htvmh?8unn&p7=XU?`HC3FmzV0$p1l?kNqtMU3 zavTd!1pTx=qkbNUoB`+dFUswfy#I&aHgKzRNC;q#7)P|C`?T=0WH-jtm3Qt_Mc z4K3!Qi$2qWwA5SoqKa1n3(GF4%k$E=#!h1LJ)zn0k|ne*mcCAHRJ<9+JE6?{oSRwV z53#6|i;ZL5qwtNNd}h1k=GA^fBH|b4oPAinl0tCcf#C(~5XzpL_S8XF@U#WVnYgcX z8M@zQYjovn+ND1oc_oC1ElgvkgpS!aA^BI%;9_)O0cG#Mo+*tuFRjm8Uem|xV9qI=8bd~GDhKNP3V zUhJtZe&bpUOMnO{W_GI$-_*3cI~$A`(d?Y|<7p4Qq&qcvQ#UqTXoAGlOU-YY_h&}G zgZ_yB-1F--0FX>3&jqchCL=og?>U#gTmvtSU+U)ZerGs7yVgdpM;3;ArTmj}ouD5` zN5BOeszy4RHQv$>n{u6QY+<4;TLIk3XP0smu>Mq2-idVB99gUb1A}5Ib=cyW*^gNN zSY2&ld?;NcyCwFkBH05Yex2nPAp!;lW=^xAwlA*!v89NR`+CVu)$gDS^M<%{e}P!y zIl@*0R_$!nh+mSb(KgnQKmq^GUQlmefAc9&s-SeP4hVkZ4nO`7sfU-F|& z-Cg$Sv!KBckt4U_5W1oo$9P9zy-TELxAZ`0Yt4-zfd2F)8|OCAe)Zn2r=w7B`s`V} z0T}gDvV0YJ8}ZdRCQ+nfP=akFWpOEX;y@IC{`UgMj(Vcr-n|k*rN)k4H~NWBDj*)5 z^b+9tkF>uXJYxEvk5LQ$epIY!wE7@7Gf-68O0Ab3 zOj*yb9*L0QP;w5~I;Oq8?{S_rmKT#%o^h56+R0C25~=7wn6k5E_$=KfMafs?1`F=O zZL-o0kMh7@%0iEW{(<+w7{HixL62}{nT2M8O!JSLSD<-PUi2{(o4d2~Ts`R-r( zyI0M8o0N-Rdu`2=z8`}#);D1lDGs=_DcgIb}!? zFr?(BA9Dt!B*twMEM`qrbOJ?DO+Adeb1qNTpe(k$PFf-8A+(R5+Y`>-HO*ru4(d}4 z+{eS1(!wt}WLarM8{UhR@-&@E|Q znjUkesF31Pv4R8TFP-7HfW1lsc5cDajX%344YOlXU(D#0I))>IneX041)L@IpJ zXdl7bL!tsUT@M+1F@{pE>6(iMKB@+q3fMAgtPqPpz=w;C0)e%yxwp3B zt@5Q=_@7z&M>tln=#zReXArJ~#}WUDMktHlx_mQ@7#Rl#uhA(kJ3gO;KhQzB2ACxm zS7oVEZM^5@`E;92(Z(N!wrxT{0aYo!Tq!)g$eCn5^YLi!PPn*+#Cn{yJu1&ge=e*l zGo)owOnUiWaTCQ>h-dYA;xm>=K! zwq!sWC+Rln4U5^fseRx?sh<>7)C4ny_&uhpWz6f?Xh)_q4VUbl?RCKQM7cYA_@9yY zV+wrBF5#=30*e23SJr@!j40o$lxIeK0F$R1TFv=&|Lx0A+y=WF$UJ@C5Cr3whMv^D zoYC~kl2BE3U2GC51yBL*gkDVS^+;*0v8r2g*+USko3S{pUL82!%-hj>pagA8$5_M9 z$ER747@Vzeesqfb;9|oW!R2IaOBBmQ@Pxs_f`qR_R0n)eEIq#dH;QwYxgMvt%uE4T zODCT~f5n*^MNI7jWT7#z>P>c&V)RKSR*!O({vuig917{UT1lh4CkognRK-aLrLt<7 z33){)!+x@&E(PI6s4Ff7)ttKoCzc9(V7zN{1obLd+S~)sbK5vQ{fvCdcPmoQkFiv{ z2>-}ap3QItENSY-DKoV%ccjPSu8TT^2U1tSN7w4-QxN~3#j1{!>Nw=&9aCY`EkJ$6Fa6NIYiKmiF@P|6!YI;kV&holcsAfdTH!{fl#30bf?80yuz>P0 zgAWtn>i_dH?LL6N-#)mG!$YQ%7Bdwj2@a-d9MP-;=r1JDZbV|R)b?6hT@F`F{uS8p z?F!g}yq24@ARPS5sCF*QN_v#l1CC{D`3o@0WT@<%GrEif(P!aL|MzutnlTYMd^ZCP z>)}Vqj~bCOE!f}uMC7O94|bd;?=pMo{R1toj3E)T}nDmz|lzVVpdBKvshY0l(E^6=0 zy$8onyVOczo^PjEW8Yxf_pplEbv6H&An{BBir&`_Xmjut(tlCM3TL|swR(e5Ny#cO z?%gN-ww{Qz=z@I50yNJSFm?6Ewor2={o9zQ2~YK74a`f#>aqwJ@`5^VZWn>RpbdG% z$ZoZL;r|&tpa-3UwV?c@cnRJ)5bvt+O_)*jZ!i0tJ_Ao>49FjI{bc}VdoYT-{9(ET zf*7e^>5s;y!&z1-WOr})_GHg58s`5vkFQ_zL(`x<#{t34I8-1LeL$UDorUmGV@WVC zd~hFs&qLP5dca zBY7tL>O)|Ny8!I^k(lcl0e0Zs4x!M?CXEqsd^uPDKdQbutg3GNTJRts0*40aRuK@8knUDMM38PI4k_K;-I5ZL z(%sTX8FV*FcgMH3_xIlSe$V4S@^B7&uf6tMbB;O2n2moqO7~H`!GVA7B7Id9BnjGn z&nZ9~!!%eJtS$LX0f-Owp+u|>e7j9{>L(nnX-i0PE25G^fYTO<)B0{>XzSHz38q%h%SsOb%WG6%?$Y(nsv78vL9 zW*#(m$*GN%rsE$gGnh3Jg7uU}!0OJ$UKW9`rrJeII`)nUUM1&<$4Bl9YXh43RUlQ} zH6BP>gn0XqlhDAR$~5#bJDBtlA4p^8<#6qovH*LWG(0c?+&PUkps>^fjPomA!g5cf zBfRzxF26JjkZHzNNcOT{gFDY|0KP5~rB5M|5P1fmX7G$btO;oam^1~0&eRcq?S{$^ zn!kK`iO@{rt996})U8Vf-^z|$rvVWx4ED$r)?3Js8i)QA4st|H5 zdL@pKNkbtA`yL6tz$G^!8^rN_ULmmiZ zf;bPqO{6)_O)?oKA3WBmvB=V@h8iso#O|0A1*!i%62$;p(r58=v!5_KZ5d#5G_Ytj z)G?+zwPSESU9LvgVrkF)drX@w?d57_uL`**bM;M8CGq;sc5NY-ov#P zq*UV46Iu?FUD#SBKy=%(`3oyK@D4gVkcg}z*cFYlJAqUn`8M5{;$iZn0sh$p`3!Kq zNJbY9IDV*+LGC#7!;@#XsgBk(LcbsW_gt-cAhpd5i@`*a9LJ>Kp8%s@dm$sOG?$Hn zzA^D?DR4K>CGTWxL7GOupK#cTQ+_40oNoDU{J#N@4*BeLG|Dxgwj3JX>)ghXB8xWA zDWicHPqt6-tZ1!vsdcsu44?K791@0`0-9>70C9Jb)TW;>&0l*Xhywtc`fJ8Rsmb|C zV{KcFVylOUbuQ4T~W`8aWu(vW@mK;LnfOxf}TmsvR=&h>?$?SO&Qw|L&(Xm7VGnnGLakAE8|X0Cd9T~KTqflee(6?K#pTwct5Bykvf6ZBNW)0Oi&r7Wbw5B=LceyUd1 z264+=huJOe9a{uqkv9n$$yCey?It_poB_2axeOCf<}Z`>$w>!XW!0#H&b`jXU$zbK z8%hJTs9+4UP_UGb!|$y00V?3uWt)2ozq#_ohr)ePsy}dOu$Sxg@wj^<1ff7?eu11> zG$x?MOyT6ZqA9KcQa@=&7-T)seD#srY6lYBO1F1fzs6-_3yVY53P{{-*enqwdDpP~ z>4u&W`Rw}~=+a_IAb{5wl<5BfZ#una_6on2Sv*|&KFn#d*GdB5evjMbJro6_!TM&*_xa)gj8km~ z4mCYCa+N@cK$HV-V_AbTXYKhaZyY&DAwCUMbh3pqyd}_z2i1s*+B z8`-?EQ)s#!KLCrhbPpn9U0bh?>_n@xf?|T5Y7dYudEzcW^^fQ8pYbFp%3*gAk5}80qpnYTyr27qKqlK&X-0`6z znQsOvpxUGt4uimj^VQyNnSGd%ggysflG{*>T&VM5;#|A zBmD$4`HUGKn19GqSk0V^xzHidVqxHd@WTGUJA{C#0oY<(4i6-A%mR~}#nSlvHO1ji zS;~L+AC-~P4VgP{Y0cf?;NL zkLsCj+Z~0RXDd57v9G>)Q51zjStb!OJh~}!3(PlyW~h?x00I z{s8LZ5@5Nu10LcjD}n929Q}WmQp#(yAB9MB!4WzF(xm$aClHl`Tpl7x7Tw}@;G+Ji zzaC+MjY^36jW+-;jSF*Hps|^NYLrib6dQo#7)NKC{E-@#h0`V!LtP8SaT%tpS~Hoy zKmrfif)d!-mkp4MA*fvIte?E}RR@BFuQG3l{$2(2cf8{u+P!Q#7pFQJ{sScZkk+e% z&}k4o+ZcK>oYt3-?Odh<4Kel){oOF@gXm) zCopylZxE;IfzXey*gI~Ke{&`!>#aD#_?k7p_PH-G@#esuchgn@aax2skV>$O7dq3;=OAaw2TDq|X^);JY7*!W^a%+_j@`HR?ekMX;#!I?s&O%*Z{8cU_+OUnuM+ z#OwcKLotd$9YqT{TH8J%C>O{F+bzNf2npiokU?}k3}jq{j#aQ#HPN1pv;qS%OAsd!z7MN>Lp{#)sCaepLDJalla-lbwR#zM`TBs6RpKJ!v zo=tdm1;{vn>>=HpRC3!*sBsKr+T;Wep>7=;$#t5`!aX_8nZ#4mKDlrxFO_5() zE82t{3avcsF9AKX4qmny5v0Cu=&q;18tf>gJ~_XuQWdni{_msE>bXJT zMX=bO?ti`#{5K>y!g2a9|M_A?~^8m#=xQdj6K2=oW;8xtk~*g2mXj;IA^i`#Z$nE!s8 zR++9hG`sh3ls}-eJR_ic6@!a_@ZYrrz`bta6fm)6DwrdkEW;Sb#4eW;!q1verJHY*7Ev00Fpbj^BzhjbI<)wyghBbgfaOWxl+Sfi#XNARTAhFzBmb;9$OyGyE6OPi>#vwW>hym6cer+L;`i&Y8xWuwrN}!I7;Z#oWt$hvmRUeKhF5kJP7GLO z=0CFhGq7*ZL8>?dtU9lr^cv^`bDtLN&!Ag281U5(9d8CC%DWS_0B7}}y!1Ut$}!## z(mYw_Fzkh&0zzUVs8pscKmLC^6(sMU^NmK{fPJByzY0*aw8vE`?ggXXK80#be>C@=)U4@_zK5MSkiPsq$fxxp;xgy0q!0V%Wx`TeEJAzr46 z8<1894+NTkDF+KgUl|iVw%m!5)%_LgAi@7%=# zfH4nYTt<^~0211>{P^#a1FxYpHB4Tq$WQ`j=MC$%fTc3teBe!=GX-k+fl^5Jm7M`5_?=9rJFk({ zf}C6Wg)!jf;+pP)lm)Je>CH>*1K}wkpx36E1G;v{TW_zr+zdj1@j3wD@-P$}$+j6D z7X^GEoz?;f;9sm3naDN;nqMH`y-jrVzfoS4Di=y?U+2k%|Ig_L^NwRMqb6jgQru6) zM5UwcxBB<_)SqWOvt6uva5eInhR&q6(uLfr8}VxWbMmCIJ!0 zGz36K@}`SZ5Y?v9wgC4C!x!mG)mYGiz}NqYuL7`~{Flvkp9%l%se-2r$aAU4 zXsU0r-N3}IZK&%K8we2u7(3O$VFfvMxo(yBH2Hg{)c~D;9oT2Xgm!7*Af6vgeenxA zTJ+voAcyb)Lyz~R6ah&A#gKq}1_FdqY}(No&tT^JQ%Atht5aip9E7N66_^<4$QURQ zz%eD&n)yE<&c91%>J18RQ=5mQ=>J_zsxEj?Lda*eWkvvAL8p!*@RzR#RlwyKNHhCf zM?}8?133Dh*}%W-@*E%^0u@kniawu6hK5ON0i{9uj26IW=OHiS%g5<;<-z?Hp7>w7 z$Y-R*hH#He0pyBh`;lio)$Z!~Tn4Zo7q;2a?KpN>WH_{VTt=BrW*P_O% zY12ip19q4-h^!t?v1|W*zR=@;4Fl3XEv3?Od4h}1B!dHZ)!f*OOM4MTfK2$E`Iu547;AGwCN|Jal5AF3hG+tU46aF&4s~2 zh>`D%!M7!u?4tCb2cyY}*@7aM?WXxfmoK(p65 zTK4g(tl(wZ#)+KCM^^v4Dd^CVo7CFn_)dITU$Exrm+mhbvue}~?3%EmcT7Le;6SGP z4YP|;Nq95yV)zeP;+tvxNI6^ODQJd)B$wWDXG5xFxA=XcAM)&}Jv1913$KZQ1{3m> zPPzcg1QdI{6csEcWnVdRMNts!;P( z=X(8#XR$xi`nvjClq?*zCYR_Q%dV-_AEf#TYb+_t{fGC_2B4rKUrpEnUOLdS+A68WUG{V(PFN7 zo1|00yPvN*t)L7Z?oU$hxEeuSwN{jzC+KAn0w-#_e2{CX2l9mfIA&GF; zje@+3*YIY5Id~dI0y#AA<}I-F)C3qGzle4zaNx~ibF=x{MWckv@gIJ@XeJ$w6L2qv zRJm2Gmd8&aM?thq$fkIyS4VZv_rM zisrM~5JZ_TRQz%noz2eUPpQ+TMx1Z%w$8Zzx>x@&-mF1vgF;)nIzgT@()}Wn@ls)? zHJfia(+-zwX^ndJ`gA8C+sZNAjC`e^{$hTUV?&VJs%ys2UgfFAkF=lpq2{9t#HwbS zF`r%p$a_vV^DjEjOHTcI{C>Cy5B1Eb#2g!Cyox>doA|}|)5S=pUfJU zDSW$8a+)c!+cZYcA&%7=2rMD$6ea2I4u_EphRdMixm`15#-v(prg937mJ5z4Flo&Z z%nOhjvIMm=IW{pYBppCdt}(d!2LLiUz^1kE9WX-k|;;rH( z@k*wrSYG=xDw(x#4zYG4$aL+8g))xs!YAPakRWhTqV#@*dbF;$pk?dzNyN$P+JaQ4 zvuU8%q;d6T%BjKWgj{>)vCf;pQ7VZ;0cbnk(}0mcdujGJ0|CA^!o6H(BfXw=a~~y! zKsepmwufqj+7G5bm>gpWGP2BwS|8Js_k9nz(pALW5Y-+ysJH|eQ0Vl?n~rCej8*I` z$Xr=PJowf5FY<2LIjPQE8Y*(XHAEV_Eev7yhAdH;dTLcpXx;7*>}*DTuh@bl$rcq{_-gxaxO19qPV?W+vSI=l#J84E*s}mlu z6Ev$)AHbQylQ3?1)-lU|^iZlf8XqG8naI0Q%^o)HPe<9zPI^nLVR)aKlW|C z)bQLCE+aSBZ%*e%vHU$`I!R--PXcF)E?Rb~y0vCoI8PjVwq0YUYu>y#ou-s)*5}f0 zteJEn9o8!gcm9jig$v7q)0wwdrdRn*S~-&G6aYb?ZY7@uyxj&QtS-k-(JS=twkK?Z z|7debJXxVFRIbUk$bH%az%=C`6h8GJ(!7F`%sQD4caOXU0PZ zn>U@Iy?&zN7!*oOS4}c0^_SHrGmLz=C_4th}QOxHM6JUr^1&lC7WM=Ajh{Cw$g1r zj@WgTIVmlRn7#3ORkB-feZ9W_E8X$Bv1v`QIm4~3;0B&=IiG&uqDRg$e5~8^wHo7f zO^?lKL-wiJrebb}{T|9r&RyOM7h~pY>cSSjDS?GV$C5W4v#vk0Z-;hqRU|RM!T}Q! zdJcxnD4PJf)ec`y3QNdV*&HPDorzpO78S?9Azh1AS_>*wm)mhrez|t#7ofFY>gSaW za!orG-Nmo}{0%el9Hhszq5cvhuc=|rJnEg=^;F<;{K^blI;0foy*1)UlkyeM`AI;p zdUKnWs#&Rz;r@k0MGa`&jW9Ap^9U#jn?UEt*~l{Mx(ak&0qXMvO;`~So4RAG%;DHJYm*L?H@7ph!Me85cfiFd!mJV>Ppe?5z8*Q)eDU~Q_uI(cyy zgNWrrzUR3>Stc39W)%WRT?bCGethdn(O(sdk@vVHmQe!jNT;qV-VysMl6W?w$T zq+Q-UrH(I&x8(zu?|167I92(09B7VTn5hJ9jC%JNuVxAz6@8EwYVXP0t->=$+9JL| z3)(I|c{AV;HglmsN@DghbuP#J?3v}|fy!*OYn3hK?X#I{Vw%LgEc&VK={c2|n%5(O zRqJ7&*Bb=0caB3ehDNan9KxQ&YNR}B^7!RaOMPbjiW_D9eRs^R<}A5`V|>5L{zl)I znYZcU5rsTz3m;ny2U#r_zoA&>g^X$qervqfnzBC{?0IjV*;=RGvc5>WJV4cI-M-Fk z#F6TZWdNg?Bj2R9u<>%&(4tYT+ZUhn;39nU?mf-<&J=RJ*r?+66IN%o-d1bZ?26P`*bM%f|K+p$?6%eFl}8um$Ab{QDoZ=n%5NoIqkg@i zxldLr=fzYowm5?9zlLIC42^p2EAYMf8ej8e>%!xsk*{K&nHEzPq&y@E5mtv+JM2gk z8_RT9XlZ}u|INO|S=%;uhgB3m9}-1j2Q0ep1$5me2p9Cn6==@8HI zgOtHvkXu)Tf`?BE21VF8MBM_t=b$^Sm}*N+K*EpJNJ?u4=2Y&wf8T$M?K*N$u>)F7 z`>aTq*l+5?+S@Q@k=ZMND56Ch$c>cHouUK#hJlxITjWIB-Bj^}s3bxsZ#y?!9zh^f ztC@=CIRr{-TL8Ct8frC>c+>*d4t{Pxg3lj>P&`lS9t<9gUc;?`Jx^>@*wdbFTZh8eeaD5FtYZer6_{iBaT^{_I$wTio8%2S09e_ z_7}|-hMtwR&)CyElqj=R-&1xrp&;5$@<9Dx^Q6aA$qm((U-v!j%5O0LDtg=Ppdt}R zQnG21rM~(Ym}>0LyM8;&^1+tT+_!{E#fmg3Gd2<4WwM7HdmOXeG z5q{UA62@Y~@X)36Qn}lo`yM>k^WHjU$+|(6C}MwN{*+)0pvgt|p{$=eGv!O@S}6sL39;)dk|wB8yvfD5J`*)vely$D;qCw%{Ps z+K{EgC)bnyo@_U*VWA`Taf{jx%}8v^BfpQ^wQ|D5S!KRqbty)pFD%N z-czb?fEUfFO8pJ`7S7)1>!rNmnexk2xCGbh&+pPYX8Z%M$MJ#}4-?0^lmeacm#ui8 zN`LFDr+#JnA%HRWMQJ%jHJ%5>I>q&oxAePjzN;vKT081vku4r}L-P*;@_SqkmaJTC zJCtX~H0TM76@KN7l z`=uA^Eo0zlCJ(}f!vD(X}r}K9D84L7^&(A3|5+R1Uv?qkVGjIF?h6-YyXcQJC_xd}k zqT?Ppmo}eF1+{LP=B2$I8Qeb}{>a(SROr+OIaXXZfYE=(l^l-}x_?vsO=+Hsdqtzd ztAFJwL>@&%la_lMwL{t`Rk6B*6cHcUfJuX29AFIPu1&;~XkMjq(WL`dq;eiG;Rn@* z%k(E*1~D$D36B#Js%bA;3}}mgEqapy;KozXqj%9KeocUFZ$Xw%s*lAKnCjyo@>4X2 z1SfbK+ub{p!8ATP9bUDD;R#@k^B;^?CsCahp!t{n9V51yY}{?mlsjj`8u5e#AiI*XhKPG0mm%$+8qXvtRT5n(HM80c#-{6DvpOn zW!}$3&)c+8oLs&4?OH#G<+U!?_T2QD-zrhNBJvzow#R!k0Y?l}#GBi7fhp&kVZtQW2AQ31ld*<9 zolz?-)&rEi%TmDPT5C=76AKDnOKhr8Oc~DIR+q8Zsw2JIkEj>BopC5SuB|^&CFe-! z5?y|ZtQ^iRUoBUDvp&}tsrknX!1+x)+$+Dv3ah13O;LE~Ko>Y0v?XcP}q1>3$Dw)WPO9cu22~%TM(`BZWqxVDB&5?bkkuh-o;<|Sr{>rjz zo7g?scl_$kPAk3{Ok$T*R?O1R0yct$CviRMYT2EWW7^h0|K^oi+@b)P5ZQxpdc69- zyAo&rh>Fc_0ni7SsPRJ#yP{i*%b2AXv+t=T$Y4Q9w9 z`xoJKRNc*r9OGli%dz0;4u40`s@dZBL3)KWxZ4< zHpzbyW+lvX21!k!CBGEDpS4pZ{4VSxUVCGvII}%8_Xr1twRP8t*tZLe3L?M%OI(R; z-dnuKSl~V)3rPHS0K^`dZ}K(LuGg8i{K+YyGlJ=fWs5SrI%*yCa}IifP6KlcfYRTm zePo8tWi=IxjORN9dRhXQKDy?e07}=)$#~U!z%AvP3oXccp}(ZQdz~LRKcPRIeYfJU zQ2MJ$s~ZjRN1>+`0}paiqN~O!?Ctyvx2BHVO6$lje?&9m5yo4`|y z;mFHBhh9ya+p0EA*A9KSMP4<`3u_m{z9o1%OvjPUKWKvij z;Fn8r@^C5cvm6kjlmpoH-L2=oX{9Qk^|1YEjh)FU ztt(cWp%4%62Ir$thJCE(Q3rz#8PVt=erp*v-T401P{e&52G4Xn6?1BJ8n8^EkD>G zSpB}{RR$BXgaxS%;if;+eA9QPiq@pV0&~x{$6rtFvt1XK`K}$Vw92ul6o0GF<_}Su z&0|X2(VFfDc0Kgv0U*=NvG48Xr6|pp%8yzLlctSnv?;2nTzG!;+@Tg|#!p~xAH&u~{F7eKURXpI!%w z6xEg(Dc{JPnb8}R=`ymm2r4poQdGtx;E4Yg`}{o}^XC3l6%nEdEesPs1laft_P$2b zq&0m<`L=p$7jM(xE+2U)P^k}IMplG14}(dHKvoa0K=zi+Lt(Tt8q!$+?8W?rodgtDtd><$PwafrtSkUivL(uqT5k z;}&MP{SD-vVUK5@w@bBY%XTR%5Z(O19q-+94LHeO^0mP1Nq#we2-9;Szb}SN!&wYl zz4-M>Z!Cx#za%P512^ri&wU+vWR%%CZ?kCOX0QhRkEnu2y$gRW?YS^(t}~c47OBs{ z?X|=)->=@DjrSik(!VRzi|ds9`Fgk}xAwT>;>)WPOVeAWA15U48KotYmbd$2t6wZr zeE2#JQpR39_Yu0UEZyyqA+*%c>K?3tJ3*_4U-fbtl?x-Ps&gpbA-Mh9Mmqnkxk6NB z7(#?6;z5u*n&C*@XDrEZSvNfRy3;(38}$(S7K2O1RZb(5qQ*Ms(0kigemO=Nw^!zm z+xE-&slLVcT|~Iy=6hh`1=P*kT-`0%eSEF8?mKj{ihEs9?Vgs2AgZ@ywhW>%eLP?F zD&Z$d*L#botwCw^8okDHh0Gg1s;9q0~r7>*Xcv*Na!LX9U3(V>mCds2k>n-I!N zd39-dVost9B0ql$3O+cM>iPzEl$OQtI7E9>_s9+J$oP9r&bG3=TO+H1?zi8;nF^d8%gtP3o@aD(CSbD{F*h<Y}_vP`=JVcENo+~N`+;v6q5m#Ew zf5Rn*=z}|8;1{~BF=uQ-9g|r3==b+SQE6xQP#BF_2VLsRRgc{*PJ840^vlcXuYqfH zPM0~M?Xx)yu83gACzKv0#BT*TiEAQp6P=~^cC2(ZCZl}&{cfOL7HjVso z**o_p=(gMGJ}tSAKbWT3b2qzhf5N@$DTLfZY%;HP3KeCw$+-N7hh;CT+~vj(GbwlV zgz{WSTpn7TnZCMwuVF^33lmclNt_aR4dgrf)Ly5IdUL5B)N7IP=uCzNA!iboI)>D9 z{dLy3vTr`?WsN;0*53pJ&@8qJ`B`J>>}uPlPwI8+gnGmX`cZ$@0M(Kpn>rY5n2O^a z)ymZ*FegHl)uBgc;-t0ZmV`DeHyh=aZ(7c)8zivJP)|(RYZA2XWT>}gv&`JX$5_s) zyS&}g0Jh(Xe?H(I4}RlR9_uz|WKBH$HRfbbrye+X4~OBb!^m-lEwt^~aTQ`3ci;=w z%g}q?hDswbbs^6pdnV@IKA``tKV30j8CP-E%l?#K>FVUtc)CK|$X4BoPSGNneOg>6 zb{QwF71eKSmU50z;+ZnG*k>i~pAMlqKGe5<1&#;-Wof}6YPp)O2IfDvOPsAvS;WT& zxr3!cl0Wqa@96b@cgHV*UHi@~by&Ob>$*lZP2*WF`@*dAnK7n5lh;mPRs5uUI+T%X z&Xv)VI#gSYWSgS5H+;{dT?kcd`74%?vfxol=PUSk=irGPg=yG2E!S_)`k$-K*C=C1 z`5jUygcxp4O4b_FjkB)^93y6#D<1qf|FF<1cW(XtEq+gV-|u4i+=_Sv7kl_MOV(4y zy-$OW!-8@j(7C-bJBl|~ts}23A|$zKWucP6LxB}a)O*Gc)ilxnk|?UwE;BF}75+K* zaKdke@QM|apQ%4#1vHiHn09J~oDP=f5<2*;cLnyN{hag_*zCX3DNHT1F=ufpz>A{b zz0#0SbH!9Oj{_5lw1RZko99=VB5(=u06sFtD|${mjuzyfX~OA06_c4MN{>I=Z?KqT zH(7~~*8o(+L1S9m@aMt!kNimR?bPml*qxg#@+se-Uc{TLdc+|!;_pM~&oWo*v_AFh z!YMG4KHPxv{_?f~?D-fxlK()uiN+(X;8HD9D_@f2K*5$RNTb+Ok>;161!?;#-dpt` z(vW4osQmhqW}p0_KBD;{DeY5vpGP47gU9Jc?SRZP$JrmX-H)TI%~HN_37xPT zl4HL{>+KWKFD<WN$CX~J~T_VL2kJsJrM88hZ*gF7X76yJ=MzY02;Wfy-IklJy6Q}+5P%VH9~=j$R`) zjbixOcgwh{sA>-5fxT&4UQ0bIrovq>OwXZ$W(SLl2s5s+S6;hpvZi|?j}fbf2kzC& zYhw|B3Noufx2jzfZDTsQKu>a<4u(ZTalYZFzB?V?<;cf>?vv)wQjGFU?aSSj%3+) zm>(^GOmwI~~i9@{(NuD!8 z(e^s9zRnBi*mryR8t}0}_*zo4(G=~>uJZ@=*u|74sD*ArHRI@P5 zp(D6+`gw@@$3>~W;81yEeD$q@v^wu$PQ=FVsVULWoAmaNwg3R# zxKUW-rpK>n_j*KM#CHQ98JescM&?Dw54o81Lw4kk@ImVdlC1(z?YWpvIYy?tWY#3h=XNW=D%2ST26aLbT476EWK|@uiEfpi^;#{2ny(zsI-+(M z`8vE)+y(9Iwdr8}*tSG>Fo{lkmh_~hl1rJP)sXGd!ZdEh@lFhxmEIDND}^3(OKHjb zu<{?ibWX{rd1ymXlOGhQ0>m0u8-VaO=1EjM0D4`t^XAf1K=Uxg@G=%iu169+u(S0t z%at8}XFTNzc#CI_{Il9IQ$9TW?Q!J|Q42&9wx=Q7+*j|yomTvLUvChzY3yj)dl%iPy1p&S zbWG`nveMssy8(4SDg{qgNVK~F2m|8@h?{(SG+3(BKW}2i`U*8Iib+NBxGbIu`(~9xSGJN!kk_M_?`tiTvO+mqV_fJVf ze=GERHk*2CemtHb5PY!N=0l|5u#Ijt-UN{gslovFOz-(~R@hHC622Rp_)-4Bl6_JD zJRcDDrC{Kp5mJ{e5zvW@;wcz<5@RKHY19C5?G6}ldI*?4*CUKceu~feU~-QF4)Bm; zZeL2v23%!pR(`rH_U&ZefaW;4A28!bLBbXU^<#z;)T;1jU93h*W1{UM&&7Df8a`E2 zSAeO_kE3RV!C-ZPKOy=gF{G>Ox07H9TuR|-c&jnH!lwb**JzK$O>^QxWFJ2NX(4S2 zFUa{RT>1R{E2S*wpFuPP;jjI~1K7olZ!fj3$If?MQ(bpojMty0FFFfl*bPyP0ZX{u zsdej&>m8G7(DMZZ)0C(MNATJtW$3C#*XyFu$x1Rew`LB~J6x|Yg-ac>dX(p- zM4^`s>*804TH4QVT#`fvDco*zh$XG=TX$+RG#=pDAA{02Dii-`ee1aW9Z6(7cUcN= zB-&f@aU+U&$zqZBgp$F#7#5tu z-sL%4t9D6Qe0P60IXRN=>t1pL!naYhUzPI3gr&!&3pXLF$8p&Hl9FZnp;2;}5$nc| zY)U>;<0IuPc}c=`i4*C7NTyiCb=i@Id7KUARl~vhgWd1BJKs65__^bLILjV#Sae=; zH}++@2-<~k_9cDaEIlp~oh*2H`rdMJu5vO>sL{PEl(04;JhGO%HNy~(iu&o?i1u9-6)R|hoing@A&ML+7Dk+=#Q zjkr6%Y^QO`RS}_c>yhPNX_(OO(S5I7=wyB~s$VOmfs1d@$j_EmZy|@N_?@H!=Xy%) zezU08%0r&hg}D}{osTWlwEah)YfJ38DU*aT771&>4ks4TK+xa zpWjRSo4+uEXbZey2>B^{Ff*s&c;URl%;fE~?{T8%t=THMl!aX!i!#nIs z_*__woC1S;cj)1keS~yn#KQcRZxBL>&UJc+_d3K5yA7-yFP-}lw_*f_PtPoR7i#ua z?>DM^h>WHUa8^*5aEVT^`7^%wkgxhYIT_}ZX(3e${Vv#oTICx&)HH1V z^sJ;t;{~}UW+jLCY^mq%@Oa`b<5dS^lUQc!$?s1Ap3f%RtA2%6mF1Q+Hb!uj6ufWO zAzCyl2n`x5v-)xQ!g%STK7B7*{bO$212E#}$9|lLc`_$+MSxEPHF3O6$d(U z76NCrd7#7pB4M}$abA!8BO~}vSqRTY{%sTH;o()V1BjtIfhS#>`F4{@<8=3zTV86rj4+FiJ>fg6O12emosH;EEM_X$I{J?&nY5bZTLjn# zVS0u?-ab`fGoUFq+uxy+L6TVf&cY}pvD(b2hy>Z-t@pz9v`(vf{7;p`E1M7E zj-CnX4&pe=K=ojuHI>+}uGizN2VtP6T^{2Y!^i+~WMkJyWkX)X>ua$SOe2as)t>hKV z+crE1P+*Dw#Riu6OdNNMwiDji5m^hUd zI+d*fwKrz(ODk=2)N#Jfq_Xhfm9jXhtmfdTk_V$!;2GVb^=7|S^+C&_LZWc(iiB_8 zWpGsDLfpryXrTMQ3v-sHie@(}9dLS+6kM=3bfv%e+|}qL^i@t*3NGtNEC&Ox>}cDm zoppDPyp#3P?)lf5+S!#iK~+JbPQF|v(L(P&6?{{>#`SiBFMN(^H9fEkXx%HS)cIET z^~m?7#$NE@I(^E-C1%gETcH>T74~3$J(qpYTLC!(WJs}p7`YO?Kq26g!-j6J1?{oF z%gGJHrO!^NNo0CAWGS#n(GhDe)9oik%I>CwV`=_2pZv!-C-?Qs6@!O6bG9HKRC>La0vuu;x7@DX(Sdy9vkbH9i4=zYLlQJl-C?zb4aQINA z0E-D~Yxl=MfL?74;LsQ8w6*{j z;ZcejR1@~Eae^q37%)?w>G`|_v&(8MXU#xcw+e%`={pc%61K+XGvI(3kI+BwDw>5a z*k`T&f8X7ImevzZI)9LIh&L3i)4vVi?*pxCLuuxK15!)rd1ckT4CI^|z=oh$ED+1) zMdA~j|9lq`jc1bTwX4 z{IY)$X~SM3xr|}QfLD^JAN~hooi7A5+Axt6OrOI|Gl5)h$_mg4+&SKT!PO;HW%w*Z=~@C=D}H$gTPou&6=RtVm;*w zjH&P|%9AJs384Y#>PotOpW`gNF>`r-c#z*}$Q*`b;eeGxyVKQj0%_YvM&S_k`Xk-D zATfCxIUsHEd`+CjXJ4Sb9hg%>2OQ{ZmqGgC&pE-s!&LH9Q~l+YB~Z~%tD*a07Wyai zVD*{`xk06>@UekM|8U01eEautJS)&>qXh~a6Zf8OWzT}7fQfDQ!V%fJBq@An39-EuCN2?gcTPAIoleiLEvr{X z8R%RL!sNfSdwEobo3LkiEzSJrDgt>;-)SO(K+dOU0@HSmi=C!EO%i4a3e7K&)@Z7n z+?hjKIF)UoG*AfC{G z23Yv<*uLKRm>Sd?EuBl!=!JK1Xa#9xE$IgiwLtN<*TEy_aIHXpZMB1T($~7sD%vLA z=m|}wW$yX6+TLAnf;m)Q*p7<8^u9SDhd9$Dm{>E3-l8U~1(~Vm_fMjoXL{N=AD>dI zr4IFs3d5)3_ld}(0zA%wdT1MP1P_W zj|<}_#6@6aQZ^_8$s{bszTAZthaKgn$$~N9Rpud9;TW?>+`V?dtLV;~N9r_+F^QTB z#IRpo0ih~e?%2(r-zIQR;xou(LeI{TtrDeG0>hFh^Miv``*#42EL6Q%ZCw2;Q zrO$&_;?l6~nB~VZ!c<{A>+PCVm46&AQ=~X5_-n^)2dY2zP>vKokUTIBVRpJht4`1J z%Ot($>I0!0{1c}qjLG8Cu?Gbz`x!*wWm6QI2}nm87i7J;%l>0x*GBpgt$yT!0?{DQ zapuDptpR>31pc+Kq%FvYaV;IQeQc+{ux#p^9QXp3NYk8>l9<3Z2nu%4%quB(APF)d z_nq~rdELNHeH%&AWk;Ty>afIf&|l`%kE0iM$b|&4ISALKLWj)uc0RL04^v$DL3Az> zOK)+Bqc!*0XE1}Mb%qbx4s5%DfKp=4K~d5B#GT^20T`_ot7WDV>LwAVS#xCELhGqp zbjvY#L%I|Nqm#{G#f0o?%3{^mqVyk1$*k_dY&h58ufwVFY; z`&L1gYC3=KxO)*!QsbF+eWkvgB>USl-z0RH?rJGyjl*ofcy1FM^BO3wNXn|J$2T_#MDcU6ub5x4I!q4TxG6lc>SMOJAA#8cH$e-dii{sz?Z3sZyyqzlt+A=RFbu_AF!6k-Xb zaE#Q;oh*yns_0!tz12a^uxeTi>SBx(gK#L>1#S+(WbYxdM&3T_*cJ*l^m}Hd15-}Z zN~n(yA^12?@8YPl=M7V;A=)jf{xDPj+lC&JAB91ed>r@-nHM3)OFV=p_Qs@)N!f@7 z8SSYN;6(6N!T!@cbnlr7b8KOD6h(|RX@u-jm#mOMe0ppgT6q;{t32WoP~%Iit}yRp z(l{Hje&4!RE?o>Lrc>+AWkn**094(x?(c$h$DICG7d zv{w|rf-gA+d}IdHT@K2?F`X+X9J|!4aOaXOLoVR=C!s#S3OWwdS;xve(P!Q zAk~rKcR1k3qzWO;2kEQuPDe|KK9V+PVP@tg>`M{7*fTSdba=&lc%NNTcfo2DC0LcU ztQQ#Fu<18_EM&Wm2rh8`>>;~9SNK?`Y1&({f0QIbw?ZFdixI*I64j3!BB3fV-7Ruk zw_Eb4^w1F%2W$7=E93D(ME8O-hUUcS^2aMt%O^;sO)N+WH)`H5e|Chh3 ze~HcY)9i|5v^Eu<{RpFAbGo{Q@7@6iLr0EBRJdNJW%fJbm6O2#-0syh8-(a+bbxAN ziOOzV1@{#Htwr_c(nQ5gX7;z#I9?}UsFGopDKZ7g>0T=0?wqCup!PA8o*YOr=nK-J z7q5v}!59XCcq*EDlTSU_TA!4~)=f0h0C6aSfzQS7Cv`z^q1C~{Nq+c`tT;Y1^ZV{N+ zXHC2P-*eDz{c_1Wd9Jvt7`Jq#1gcC;-C~|h>KF@*%M5SSahf8~h9GvGar*YLVJ@8` z#tZ|KB%hA0--A%69EXTg3@WQ4Ce0al(wfDH$h5 z+VclxRye=BDVu(!>dFa8#g=R}N#VPU?qmOW|Mg3VZL{go`eWN7B|zQhlFuw6ADQXD zgKL`+Swp|2#nj1x_%wMv@@zB1_>ue(wn zf2vJtrFpH-VRZ5M&r&F@$gnN^*ZCsp z#=+-vARuHS$x{N-O99jnuNurAVHB`RJgLk)#9-HaGMvWpDw18YjaJ>KxWi}P`Q)Fy ze9T*lCgz~IlUK#_tb4yxEhDA{pgRiVMZH(CzJ$JZh)DG~xduZiw?SpaQdnCD+oI+! zL^ou3`C#t*pFVMd(66f*^%)#HU(mBaUYGu!S2tQg1v4p=VP{aniHnMyuoP5rS_;Ht zA9?O>_rf_bgWGBA`V2Km;Z8b?GwgMd!ZGj$=h>()`Q5_5FdYw5n`fL`qFM7T@gr=w z^(*?4s6!s4q`(BNf%qS&IJfT*Qxw1_hLkwse$ag@)c?vZtqxsA2x@ zWwf^*7Ry(p=aqixPcn&3Jn-C1(m(ke$CIT`?Xv^HVfc$6=ufkP5<}-#kXu7wvi()p zorz7B;-P`Zx~V`AUC+@mDce*^HQ96af>&v(!e&i*1CN3G5Tab@-vL-Z{?V0xl2=hk zx55rz?%vyIr=`7`l2l+yQ{DGMn55+dZbJtSvn6Osw5NH!<_)5z%y36S%S#sq=0Op+ z4#_o>f@3m6+VJ`dJ|Cv$*7Ap(xCR4xXH8yj{C-mWF$SF5&lAqe+JBrIj@1S_;)Upb zrH1Rh8?|eLpP@b7N{YAW;?jFQe%o>BDv>6Y3QuOD!nHZ0+g`(XH9`YLmUMZQL&`=} zdAycK@i5KNa8-^@^9TRz6e6&Cu0A&&{XsY+>?ku-pZSa_wA7oBP;uB$TF*fQ-_DOc z_3$%@#W=wkmmSvf`<(3~U%l|8;h=y>>p?cl1R?vhCH(eRT$a>$m_A2*{fve|t-VD; zoN*)!bnNE%c?{dGXUJW(nGo)TN^J>ypl`+x}~OGJf17sc)*{k>OskVgr@ zvr-W{C0*aUC^ihx2c?M`jo$smM@$CxEEvjsrWbR+Ly2GaAb{KhnMU`SJ#^q#EG4f5 zmgXvXGA;Ms%aMLaiaM5(+4A?p$Qtw_pTBUkd;g7C{CN2Cw)dCr{?8k+_%x_36C;Qv zDarrc?x5}kun>0U=>NPs(gO8REy030ZRIaWB?33!BIa|a>VIy25)XOS2X5The`BBo zKm4X!2W88Do5?@_1!xi0q&G^VYJW|LgAu5Q>CMvL&mw3JJ|(#SYTp-W`wO4S0$*}k zD0}+h|9tl>Ej*&4yIT$ge_yV@0xOqYe_em?S^NSuK6-ia-uYx0*?oEM-o5>p;KrW? zTngIxw*h6@Z&SoGE@HfZhv^G#PB-n z@3maSs^U!KHQE517*|W0{&o2bqO}qFU6G^9-luhQRi8<{b{;IYRvFWO_0Q9a6ht0% zyJp6(>qM@g5N(R%06g)}X%Qj|v_pZ2-ih3V6n|;8p2&@#yNk_+vitns-zRq(e)F|E zg55O8YjRfjfZRCK!?F%dWb}kc@KP*PiR=WZ@vfZwY`G#e2O1aSdWF-Jd$1gQCQt&_ z5p`ykuAw-(9QL0 z@1hTSL+m&BNWaA9CaG*@2C`hUwB8`MMkf#mX@vT6{1@m*t1|O8n3h!P5K{b*J&O7kd{XY^L zfGZ_b8ozmpoNWmy3iE#4%e%dhoX14YU3&o=^J;|G?%TyG@yy=3p=CLm!qSN}X*EEkvmg;r03+(PA@AM3<$eo(c~dPq`jV6XdrMDBqyU(qo~}&43BCNJdFsE+nyb9wczw`(+6OgRdQ*6|t*zHs zEr%f-l^ZC^8vAE~6_Ne%$viU$c`cFvMNG|Q0pVfM%s0526@W_ezWP}q@Q;Ti4M8N0 zA7(O~)vqW?0)5p(oqm2|>AZI+@40jd?(G-vqb#uL4;{XthvWv{ChRs4c@BVZ`(3EK z<(Q0Eq1owQMuX+BH)!^0!{(VobXtw(z<0#F7`yWl_Dd}V zsFE?xLeHSh_=M0@qA`T1SNe)x-TeC~u=w9D!#TMZR($U)vfJfly)23W|E6V{<18LB zvY%>KDih17fqw~-gg{9w7xdA3FMI{fhXPQX1K!pA{hfCex$B2? zR~>>g!yx^BF^&` zh(gTMr+mlGJXTF0evu)ze=Jxi5kr1n`%V^eR8miS1ESfdBrt4ZQVmUu!=QU6PY19H zC*+q(K^cSa+dC=ZKtQAg@eJtV>Vy{^dGxQ*KznatRnLnnKezw$ zZPl+S7Vs5d9*qTp69bX3R0ELr**@clLS*EUhRU-Ec+^(|5AdIUQ@Qb~EkU4T`4yCX zLHo2<3xexw8IN5Dj{#P+Z%%%>$1ykn0hFC(zs|aZ6s6#N$wan%4BI@FX$m_*tn;@g^MOYtE4ffaqj#m-n-pDN5IcWDTCZpr`Q?71H1a`zQ zNZ&CIr1>Wjxjc(yr}-bp=&Axw`!in;&F@Dwu9%{pqs zO@0lMssUaK{I8iV{wie0t!20@j(_VMJOBL)0J=#Mn~>GaND{-93n#M;_^$DU~lVwo8}(z3%@fh{8q?t-Tk*P5F!+(z#efml|Ex z8oC77pE=ZV@)8`5JbMicC3R4x?V59VvKspS8(44z4*!@a{n=r}tm{ff8(rnA8+#U1 z0#yrMpN##v<1h2z{qUq}j`oF#m*7+32p59i0T=pW7N9d6kUMlhNHZJsFTWj>ym-u8 z5VIgP;9p4zl7_EMkLbkwmL%d59 zbIKe-z8f-@k`aFG`yo;!7wn(3R=KR?KbMY_LFI}ZKWFH5{}BMyFeA?7;Nc?$AdQxe zIplZ)^4~t7@X3CpGy*3)&AQj zBW}Y3`5_~5SxtLCqzIKOQ34V}=Q}kA^zo)k{&A#Uge+WOG=fC<@5JxDEWv<2rB_zK zM%#Mu^()?G!nIIP$S6+NpXy@%#}!Dx_fp!ZcCqZe=3T))%1(=vDdCg%hlDRtP{3oR z;MY_7_n9L8==1}nu>IEp596`X0#xD0MjLWiu{#Qf0;$d@ocpz=eWNLjjUqhyZY|>R z&eS70=I2HG2Ja}LH;7KQ0KZUK2Xy2UY_ef`ALNnw__r0#Jaqt}ks5->M% z7D1X}Mn~#tynQe-Is*3LBprw~?wv0bt@JUv0SR-GaFLg6c* zu!JGC#T9TD0mAB;S6S~ueF(|D07n)&do3+AiYx;TQS-&$;aL1yJ5m?~xiM2nzMV5_ zLE}mXM!XNLau%qO?C*3Uc`$-fM?z>>_coyF2NY;HS}@CoJ5YulwA((^l0873@FN3eGjRNjcN;L2v zQ-AYtxwCU+{OKW6M;VBKfFsO?T+V3WQuUyZ4J>b~pXD1`wm*0BO&M;j%m8nC zKgp2@N8RdpY6+_talfDhgznRV8kv|8nbTRQ!#aq7TAfLHqTQ8Ap8+H=euK(AiRcOq z3zhbFfo7ZA#VX~!i!-6=;ShD&UOl~k7|yeMk+U$R!lrgRiAan)eNqyj;m05&xGsR8 zr=6tbF$i(d_`uiCC4>fQZQK#}OhMmy;01rwCW%Rv^; z61=EW!!ZrH)M1*aA_#)fYapv@3Brz6MtMjv1j%wS)n^fD;3#{No_(nlW4{{_~`=3`x}7*5E9UIg6!A_hlUi75Q$n!aPk)| zfJe9j@Jk<*CT9P85uv=spXI%0aFn48e$A{~V{bJe={Sr?y$f|{`?Wy#RY_Bj_1k52 zAP%^TzEXK53}dj2;DDZsOSGvalJ9o9pbqsV2^bwnS`!=87`OGeQ1`zX)US|1Uituc z52Cv1BADs6{-eD-R=zRLg+tE>IsQmVc^-zO^nd$kxqJ;3{Y2u~k7l-&JuLt!f8;be zxVu1w&k{mK`C-Njd->(nAUKoPX_c0Nvi3XR$Bq!4yWImh&t1gD!C4dL8f^nqJ-=w~V||c-^c?psHp3X_OnE^3 z6P6|$R-OT-TYmlV5%^%UC%#E{Ea;r?>}*;i#q1pc2{TB_5XTId4YD*zk>>y6;ZMDi z&9ec=w{lvB{d}AEY96_6n8$Bn-*%56EXphlRiK>_t&RrBY0mF}BqUDC#gmKHO_E5qkc+;r4JUG??a z-2r*(Qx}9&_5XMWVAq0enLL>Bbszp=;qr!{&Yz9e_+t*7VC`3m=fCp#omJ0{D>;}F z3ns`!;ee+l{^mhI*?y;*5;brUodx3*s(qi6dJa##Q?ujg#T>aPrqg_#anw!=88_gc zS=jMBUo?!k$hYffbnl%6VZ;}=YrbONzel1ga7Q53eur5mG#9uG>Gjgau=DH-T4Bgn zN>?`rWMhehYjm6lL+s_=+CX(0Qg3pzr2Wk(fy(yS-r%>JlvD5zY6Ql}SDB+2ghCdX zh-&`9USvJ;G?894>(A!GHX!yS5ATNazBQmokjT9HQi?L{5in?A+|lh!{!UG!2run@ zI?J!)6@>T%qwo;zeV-6Hj*2s%g(NZ`qFSw2O6Oz8FQw1#TX1BhB%UG}KD*`(h*f{D zB&0Hm$TSfrP-fRgK4af;W8d2SIbMmdt8AFG0Tleb&CuR%EMBrE$h#xf9M0^$`s<(N zXdwQ$cI#C4KE&${*fu*YqE2o3xuPG@>BU)Ipu5i-@oHc{Hu`l(o$yTQE}ng~zn#(E zqO8@@#&9HTxZ%5CC|K#=pN%}(6L3F)39}3J>^a5oV5&^={QImhpbIkMYJE?mY{IlIG;3+pYD!kk`3DVdR!gHOP;HoWv zrJ?@zo?`+8q4}3xKv8w+-w5T;1$K~i7f*EDV==%&Hec|D=hP2@v=U|57ush>{@ypN zq_-bCn2WIoa%BI!oIfgU%&HJu0FjOMNTs_ajOD3i-U|tStszq+KC-i`v9JC{58oh8 z9su-13&FI3tH2LaFzG~`vMq{q%mBE51L$Bdd&wNiuz9uqOI#030PRQe zM(3n12x6v-UZwnfG?VP`P}k*kruJ<&8giIZ+65U2=Gh=X;sh0~05)0?2qosAgdFlo zi@1`u{y$J#p6ZJPA^&b$h^HOGP4my>-u}dfFkWV%XhC|62I@0@1L&~#Bp_v92uksT z!obG>k74mO3Dbi%e*pd$$Q?hG?_(Me{Yscz(5k#So_7-{Bu?*nn)<{xXN{9#0+{Hl z>-75uh6(KqM`I%V`mudv1b{`1;qyFDRqN4@m?aubtWmDho5M5HtQhO0_0i>Kh2^He_ydf$0UcqBQ z690~{EEH428=nKL?1FEf(#z)%Tu2WJv;2nDUb!y{|4Eg;NrE}K7n*hLNj9H_kwpa%s=k!&026PC6in(XBOUL5d--?(s{2TvLm`X@yUg+UQzP)I zhK~sWcP?om>6+_Y#M5eInrFQxY88B6^7uXzqP}g>v87?o*FId=|SS*F8 zbN~itga)ns0|P{6pnkLyo>9A>?ey22Nd!{}jt4S-w0oX+OK@9?fPlgD`Jt$06xC;I<`uYPe&GRl5t#BYAbzE8w zAU5Tg>|%I#m4HzbpNG;w1E;b$*LIqULvvL6u9)*|A0|(5keXY6_FY@D_y`zxs=UMz zx#VU+WJbl^h!KXiDX1n+1}8zh6fdpKKdv+g^U#Zvi{*@uE9tZh_+K3QMlzvPbirFf z2aG(&A;Y*@syAkh=dx1taV6sGlay1&Cp^MT921NFS}%$7aHM4}$(!!G2x+W5;aX5* zGcjwNxy5L;w{m1_CJ7*O&f|v4Unnd+p+EV($}RsA8dAS@a7J2Cf=!aW4YHb+5R~v% zxV;?>iVG4{kYTrl-l-B^m<;|xN0z1Gsu570fK)Ni56y|Q92m`8AM*@BMrDA$bqX*! zbHW(K*kuSZON}}UntEju5RN1gmFjLDf$4iwV^{d60Sr5?X2SsViwiI+_=xa-*qMRC ztj+pc*ovgUXMuw-I?(2eAh~X?Cn0&oePkZohAjj@+E67Svo`VjVEzJTj=cU4nS zayoaCv9g2kQ;o!=8RoaOI&2-Ogc|!qW#<%|X;os!= z--|ph1JMAYMaW(|W}r~SQkmSTc)oE`%f+AV8g}RArUX`WL&E&hsmrO8QOI1B5hN%? z0JXO;X;9gmC4^!o5Q!C=H|j4P^Dcyn>U>OD?xO{%yGVorhlpz?rlkNqBiL^Ca|4;D z+h!HDv;!A%f=R)GW86_8=&-75$<+ME32%2k<_v`_Jqle8rG6y%kNm|)3pbi~zer6HdvZ)p~ah8|@qDJx>C*ZrR z4B2<|gW&fpB<~kc&g0M%hXVpY`HFF!x8^p0@_h&*t|GRcN;e2TrxbVZFI?$8L~-ij z;&HV}vuAcXFaBWsze5VSjEcH4OlahK zjL;OBG18xHB1&Kk1Bd5%9FjSM`&QsdX#zH&n+HE&NJ;tf=6~W^2`I(pU{>abvkDb% zLBN^pUOs#?mP6M^cB}=*0;^!k&V_sL`Rw#6WJzTl3iSr~3|*HZ{aamgsU?OQj32k) zo?AwANU;tcyV<33vSGdvgp0ca_+^1|NtfFf@Bc;Ie9h~UP5FD{K|3`RE4H5p&SFa$Pqc?X7F z^d@gS9b4o9^Z;dxFKY-(ZYR1XR4_vCAWhNcY<|Q|JxS~>=00Y06>#NVpBTJ3eMmPh zQj+9aUz9v4C8LSR{gdv1^aD(Iy6Ws{vAoSuVXV#;3@5u1%%2st7xcb^^v`apOJHy3 zL*c*~-{UzCuMA8Co<}J#7|ZsB93?C;84J)Mls=P?JlL!+T|idZd}g^H7x+RlDz<3- z{S{ouTe(&z=u*IjoG*_Pw0%CP^p%|^MJ!iGf|R8>dmDDyHrHy9d8nMi!l{d2><1Ze z&)&)@xD$q>`ZG<6DG0ObLD!Iq;%Thj|cZw_DK{sL)-OpJe^8s3o8b9^QW?L>dEe5U0rEwYY zG1U$5b(U27)9yjBVLG*^E7974oeD$;`j*~g%Q0)u^c zHc}I1;vT6v@vLV*JVs*XYMrAPD)MW%lMjy2Pj4x^)(?x{YY%cgzXR#Ky%DEYLJ$RE zve?ow42^9EiKWSbm}MGLUj0Q@*5;J@^z+9dS9iz~{T$v$V}j;rs#imOshc5;y_B&e zR%+2C%YVH5BSXa<-49M%7D>AIhWdLFo5#d5@yD9)6Bd}_$g`H1TDRhDbR*^%GmQG5@E z19FQY&h;yj{=_Klj$b)8mP1op{NN2A4PEHX>iRokE<;bVjrDbXP2BmE^)tc>b1L<5 z?)JnMd~Pl^BX16i=jCA0MqpKyoP7_f#aGkCQ`a~ifBJ0J=|81C&_DuZgcP0$G|&7K z1+^%9%_@j@9*>dqS2<7hGYy1{NENg3DR^>GYhM$rb)7h$mYUq!SmBF`C3ll<33z`7 z*BT(LSg$_@;RpG}BaE30-$Q0rZ#tqwT?*MX&20Kf>RdVk4r>(?#{6s``KYMq1Oa0J zHCfIksWAs}oI^-ULG3}$Pv%Cz=6}}GgAA6=K2#e~XLZ0}6zN1h&dtPONjK@Eh3-`H|5%?5N_=+&Lra>#qE`p@3AB5HoYUp(oM z_%~{1;qeClBlIj>woJhK^DIisO&=n0n(1Ry2MMnQ(FU3awte>f36NDWf(U(O>bdz? zBJyQW-w8Kl0%m*D!eU0K+?y!b)=bhWt@V%k_8tClY2S#p57qHpUk z%-amh@j_TleMGC}I8o3y_=1m+hx!2uwi5#{@dplpvFZ zO-#=HFw(Q}T(c7$pwv${_&!vcuj2;tA)JCId!aZv3zpb!^OSw_$pX=CXF1J1+UklFjchz9SDiiQ9@u~4D$*W~s0JhQ1=x5eE5 zNjI{=yrKX1fFEUs?3_6vx~ZgY0w#kw$KvZ35RVvqm~lyDdj1w{kMiuLqtfT=_>Sh0 z;S~eG)?SukGgjN4Oq~}Nl=B+sdlm^DEZT}p0jfc!s2Ew>A%JSBjV`NOIT^hXmlPeC zm?7R}xnF{i;#N3fbm1AdnZB>}udYo2t`(R4LsG+RCUhaFO-%P0p7b77#JWuoDW1F8 zhqS=JnJa>nLMR|`gD^|7=Hs#UuVG8u;53lt9d;BmK@3rtX&q4YF3Ix7rYAW)(P^R< zh%E{@6J&>XGfw^+x~OH%pNV|LITAUxYB!a;Fw*d%9 zd;4K@kU3<(_LLGZcgj*3dqTiUH)Go*)@T|1GySDoDt77UNr#2e8s(H_Q?x}(t_6&p z88IQOk!Bg=?^*FX6K3bVSQGMCh4-#I_6#npX)_2J9zJU*>M;ca)buT61>cSbpGA;S zlM6>JjHPlBbq>)>8%G|)fFr+mro{)y{nRusLK{{4#4&H^4PLmM@^&&>f#W|CIt86= z+kU;XHMWvA4O9m=iTzfgTZF00AL;)N%NeOwBCfw}rG2hn%Z7=6ZCr~7OXkbz9KXoxcV7T#68WyB+nGCl4J=n9+*_V9203JZopZb}Zzh~n|z9`jU zmnfq{s?ge-1;nt|%H#q#F39=6GK8$wT4Xl}xcmbLxj~IKj9aC9zfkdu$e`HI94=V<)?AdP zNWb6<-|^Wcv6nS-z;oWSUBCX)cLA|!VaeftU-y2+a%!c^84YYOD@Eq4Z+YCKoF9qHFcsQ@;418I#x(9rv&0c6?BdEUb4D5rtP26S7F^v;07pZ)b%kDdoO>d-}eVJKxmr-?*r5|6Qr zccKn^7`Hc42Pt#-X7uRHjbQ5ro-TgR9XH5%6K+6>FyMuqh6AKlr6Q`brV0|e`3*0U z{^vJBj|ajH6O-scx|FZ_R>yMckV?)2C{&EhWTWX^bRcU4;x0m{$wL}HAr+d1k%Ks( z*2vB|x6V!jisWni8mYvIWC>4cSGeSHLT4YsVuJNANEFqEP8SWG5}Rk;uk{9zf~%IP z*VR?PxJ&{ykOnfq^$5!2CwL>GI)E^;v%PA7_GPeCcCQ%~_B95jz@fr?DD)Thp-RSG7v-Lg3`eYTW8~ge;+3v+9)1Uj;8625~UDTx7<}OFUuOo;d z!d6~{sd?&P2n9NO5WX3>$>Ply$oPUbhxf3z=8FtqK-(|;Q1USSD_^KqAs2-SCgf>~>qOo$1j7Jz_$cdPTgpBa+S(0iZY5P8a_GUxAB2?EwfxXV5XmA)1=>9!!e+plsjRszyzMoaB{ayx+tb} z367V;9@&*!KNN~Rpoyd(m|WxaH(wu$!}60eiVc~LZrr2c8wg&I(}9NIiQ^wt{B*{_ z+1fY)H>N!Yx;sDSY_1>-ZRP9foQD})QXFBb=rRrFE7CyIv{sB@z4RoWsGF}X*LvH~ z>6mDYWgYXt-BVQaV^hty>8X;09qmRa1#P#P`|S0q#RYmLly&Xz#H>tR#FM`45wfN~ z**j^95OOYVE!4S=l;R85Iri#J#f8%ea1Bx|h~RGmBp>k3^a2Btl%7>^-5qxh8#&`K zm`6QUoaD*=50;6=k0O$OeCFu7CQ@mJ?r!V?bo2H@RepZs9x~8fTo?u)-A#bRItl8d zGW_EZ*T)1kAoEgtT9~9XFA27uX||Y*(3ZaTZsOtEQUItaD)c8 ze(ij;0++2R07fRpOhOhsNdLLO{DLr$vxaswN6>3T19X!?Da|FFTt4ohj7BnmVh;1K zVJn&BqBCWjETG5T0(_3uF3<%h>g9QR{^Nem<&6!qQSr?5orzenC$noe#MYv9Jp-R2 zNMfs4;}xIKJIPvfa~F=1tQv|u*ZN9usF$d}(?%EqCp{;Tkqe%BsF|Q5&VF06p7bw2 zPcDEqZa;J$eSe+z^PA(=y?4&R3F4^Ob3=h!PzllH7pp4V8f*+B z=-F&J@7z`3A(rTw9C3|`&29yJ@RS1~(}|r7lVYX=o9UAX36J-QCId9{ z-Q`|BsmZjnk+KVIO+l0n{Q+yixod!utubkN{Ad!WnL^ruV=*!8u^bGtVY21{^=!fp?HV@Fd^R{gq$PLU6H7AWK(t|K)1(XMIZ#$nob9EU}TomQpRi z@Pu{w9Dng_@As04Bg}V&i={Z1t7GqBMp`^BLi=sv0df+*0kGSGlCikZsPEhp>Mvx- z*kzbvVFYoHY4}H{#;}RG(ucglZw^15lK@HJB(H`PtNL1_hx zeq;ZhsXmr(-E#g16Q^mOB(^*j+xjp?3?+tB_hsVT zYz}8df7zN?@Tfh{>xo%(!`huZ|EUo;h?{NmF|tD~Ov~OjSFoR>wiEPR$ffG9yO|N; z()2yI9Ur^8Eq7~_TW&oI?~}tmB{;Yk9jd>9v3l$ksL00Zt&&U4;@cD>f2D}e+i>)< zb`OTXMVhslpLMGb8O@{ouzuP{;=PREs?_VjxDbKk_aihl4b3E768uukxQxfy3u`Ix z4cfuHv<4OQCp}TLmezV5f~DLDrzfZ(^IedL1F&t=MY`Xtwk8VkmXFG_L<0mGA4vRM z0TfO%G?Iuuw8BbZL06kg5PxW)CZ>P)Gq6^>hJTI{B9dz^M5;xwu)bRqSo%*b@j;Q~y1OyW=~L zijEtQvoM3Bt*o`|BU(FQO9FMd`q9pt2HTI$dTPGu` zPI>;cpGVkGXmNL}E|%D+Qv!8a+aMrRBYAncc<~$O!7YAK33sfapNjsM)kXP$qoU|o zSDur!5uHnd;xx~8)HK`_-Tg=kEmkQ%qFVEkNIMeo7aI<%A2zW)4mVU@d`v|&MLACoAqRZ zyE^YKG=$791CK)(?{PXElUDVD&OJc$N=L}sf7N{KqaJlo5^H9zjk29kxw@8c*F$9F zh85Q$9WAMqP1MPGPw{p4bP%GrwV~+bz91l?slvpuq;vSvj^)Ja=_ez_(&ohj`z0};M_w%3)%8Va(dHInh@o~j+=a=PWnkX+d8!5}&H=tiV>aPxzl z1D|tD5(#`~KQD+cU}gwM+6~vUW9wQ8_|E4GH(JY1O86P#bIzVX_qv?)E4b7B&NU@E zPrfmMJh^|m*Ee}>m%z8B$S!!4M{<#COOSV*5a-aMTNjOY|FB?8(mN8&Ba7R9)k7$) zyfL*@xu^vtWry3KwaFtyJ0*K++}}LJYyrv<-`S)Fzg6#AVs*ZQyL-<=EJ!dZb5yawwN0^j;N zthoe!e!e%uxq80_RrEn;dVXx;drI4T=D&B8w*EKs08+fR9wG8d zBpKfB@ikzsF~$DyLDyQJV+yjZ+4c}J=aEP=OC^;xpz;o$mD&AIoaV8Khf!rxtvXU)mT0J_J`2H43hxZz$uH{aH2eyK<#%XSv*O3`Ns`P#wpKq-ziTa8v;U9JmJplxLuVr2tfkt^GG_nMVv zVkMc<0keKYl!>aXWaPXWm^-DV=PmlqX*?uVwU+di3s#+}Q!%G*!GFN(_P`bARXyNG zguiY%F7O~h2gSrOxTeQ`wrAuV4R9}(Xr^wFsS83$k0hvIOJ+?T6>pBlqu!(x^VR<{ zk0SaRu*zRE8TAj8iS~YvA~w_S{@ouc5$UyC$2b%@0kP$uC6n zf?9ggx6AxUlsC)vb9~E01EZL69{2&PvSLlfy`y}L{ofhwSLcGyk5P@IwDc8AjzvgF zFdsY`6{~2161%1B30bq0QFe#TvTn$7z2B=2dN7_SY4jOumAOxbidfe59V|%f zL!obNTN87BX$+~_Y2jxt2_UqpU(j2fcyCQr^;VHKPS1w#P|c&DDIX@zrpSgXhMA+= zcEbSoWeZoxwen{h1C7F_cu-tTQfKQEI} zbUtM}TT3d%iGkLvS0385U76%(V-hHo-@}Qp7ZJKvgsnO^ASib72Sy}uM=^@vJLVM& z7Xq`WYvSIYE|zR$mSi(oP*bf}-jS1)kZ`$tYLwj3hqN{YE5XlcluRz}9hO`YOf%Pl zUaG0Tx^|kPGIZqepo$+FSBjR(BO?sxkXz9&C8S#`j{X*M0CN=6qKy!-v+6?pYRc@i z*#cr+sW}n$wzVrv=jPo3)PEm`Uq!@foL+uH!$>QyZGHVw-fXR=dSclT zC0-ijJNj-FF98pCXR)E-%owl(jvOP~;mXg0V(>F}j~cVU&F?H#BY_pVzB_Eb+zRD! zeQ2I1?B^=11!6Eb&b9Hh7;@{m@!tFmQfq6MQXBD+h3!(URdqIxP`hgn!vD4odS7P+ zQ0|7T`ZlnC0!h4~Euw_<%$ZB4n0$$z1%{r%B@*)L0G?=hE}p7i&182`cDs}&qIO&% zII=lab!*H6)Kki)7dctt9KNRb9Ac{^m7X$3~}__<|Sl26;aDF z*jhspNfGpQ7u1t#Mv7!;7R}Ke`iakGO<>tCe(+Ww8^Rz5hcFSnip16`)v9jJV zWcV=u$v`s`gH6H#t@;6YT%ylk%N@awViP1SJ~LJ>#h;`E=M(0OH&r}* ziN4p(7atb)-E`qSsXxXpNJ{;3;zrfTU-Mx#)ps;PC7}fo);T6d2zSBB{9kM&Z;J8eAsu0qGIp)^K7W!M1 zEhP;KQ9))~slqi)b(n1QWubs=y#PUSl zYgk3!#d~LG>^Fk0%yO}vV4Pu&d-T2d%g=9B9g4hEr(?PFXx}ZY#vXBNI-T4dlAzS@ zPhIRwDH8CQT$>VAr8D-$NGqND^Sg!-!H_R5kN&BJU1yJUjg7tjJ!b>RrO@}<{BGjd zT|^m3NwMz5e}rBpORkIOHL0cUSna5$bD<0wJkvcGdf!}25BKl5)lrHTX$fV`4-RE# z*j%=h^cy`!T5rsIB|b19TW7rJ(A8Aw! zH52JLyHQ}W9G9k2X-b_eBzzh zpDiR@fpI28yo~^aIrcZtve$M9xc-<_bsr-!p%0KP=tVa*)F$ycb`nxO+%E@qyxM!>NO);C3K&r}E(x%Hk zM7lV_$7|EgU`8Ji}Kj078;ha6t{!4mT7>jE@QVEK6%QMte6sY8eV+`A85UDO&A;J(Y-BooeD0 zz&rjzj>&RiE3jNYb$JkDJ|?&6D-}Ibm6e>Qd#TfgeekjTFfhO(PbA31UYKYm3p0$A zpU;2VA`yPHv!H>IIw)%-yqEp_qWFv&I%*Fo?t5Pwv_qIbw;BJL8=kh{5iYaH;^2gIo(UaAb^fjYIUWi0rzu?;Y!O@*j zUaGTQ^23OP3e9w-fm`&K@5!RrLBZHr=k|lf`U|69F}1w>lwg-X79@I1=t{o*hd=lP zqYC;^WF=*L<-Q;(FH+eGUv3bjI*}mV$R|ZdQ%G20LSt7!?Xf`L4xM&+cE{vg@lD#J zgEjz65vYXEE6Xg0Vy`xn$LBhw?rh z?$4}bsN#I0lC6R^xXtLq;qpy6fxqpdZS|t_knIE8x-rmxvk@CuoA}{ysItwGk4+@i zx*)7thK>C`t)eO(iIWKS)#!LPhX8by76;v&^g^=H2dA1 z@_&#GI?zc-8w|{<+RK}<&@JN%K&kzEhqThb($72iwnfnT)~<5gK%W7xX;7#qy9!m4 za%(bLf@2~K9i+ln*{x|Q3Jlr+xe!5lnOW$vpu2Nug}@|=A}|^14W+FG>~#-+fWDb+ z{4i3Er~ef~Oj;E%FWx?ebc2YKxjW$#f5n?TJBc`dGAfbaE_Sc&!vbe>TSwEp_F42PhD6O9 zDTeDav-`Of4?5%O%V3_92~sFKg#&MeEA{K zt3bf6+0WamJ}*?8`x_waRWjxDkS+mdi*7yua75X14QueBjuQ_ZW?T+w(1!&btewpj zh*k>HbUvXE;Z;WkA70PaT^$YKGqs*h8{DUU!ZEt0S{Qk*2>kYhM%W4BX4Z@Jq z3?LNlGtf>F8UNgN&f&xvL}l{CotE-5K>dH{{3z?6R{B3I5eQ#=ph(P7ZT?F{Z&KPT zRC^p@BOst{`uITdC<^J;ff61f)W+hX&@K8u6-?wZ-q(?)%44!O+#y13j;@AUsU?(U zxRxAY|L{A{>xuw>GY86H@!?vfb}zSqa-t3$J%i38?tF72WsX^6O6B*K?>H+$C1uzS z*p4|+L4S5numfrBg5G0?%JloQd9voo27$8oGg^x?q1zeait>J>-MT$dNM_|s#Ls-r ztkFIgeb{4;G=(Gm&X|y^y%66eGIERMgI_9Ux*ROc(b@=NbOT63CQ_EVJbgd*@Q(H2 z=id-bZzyY*=QH&|!SDaHcjfU=u5Vv+#+K|Qj&g>v{A9@%BAPk~SwhL!!yvLHyAwmn zl%=f6zC^+}29aG0Au4OOOi`9&iR@Cp>p`9KzMuF1_n$L=&S#!^?&p5)<+|?ga#3dJ zXB=Kq-&K0p7M#g^qL*j=5>X5_rI%zzf<)725c*=w_sy%%g#(UFo#_$F0_!qdtHUuD z|MvFy*}sUIW^YG+@RsHfcZhwW^ZqT)jwUd>H{mLC8+qr~iqIj+$qbOiyWvGf$?gaD@c-O5Q>#jCgPV?iX55)%}n2xXI_qb-jQ`l zI+G`aN=US@uNb;~i!%W{t1!x|)KKPKejwwJG?Vk41wd4>jSj87&d7xBL71&t^&teH zv;R?GSzFapWY!l2MWdYG{+X#f0w)0>&xd4^nwk%IM#LYsdZ%<{g1QbU+>Jp1OuY{! z_k@8i@@PppMK8Mp*tq?D@Gm-~Iqh9-054AkLn;7vcaj4y0sobJ^*lAm4I%ESAVgoY`&J0`2JsMG z2AE_p<3y;rw}^|-i!7DV2-!=WIa+#u)-86PjwHRF7y$r%?3wm}j{W57{HTS+0iP#~ zB8s~f5H}BpG`}W2m8G-1pvML{{MN9f*h)^U-sKQEe9^Q>bsXglT~Y^v)QyJtMoc{R zowo^qbBaqKtkjbV0us5omtB=1-L4eXE>;=5Rp7ijf}ypi9PJ|L(#zhw$T~Xt%X|6C z5w~&KgpzA3-T6ktOK%=~I-F;oR^41Q>bn8{hE*?ztvCNS;bLpZ>Svs3!lsc_3U0aO zt0L(tbvj8kGu3r9dDEc8bH-<>6JViGR6{HSQq%m#1xBf&x!?xQwD2f6* ziv7cj96{gi^y#yx%-ApNU%Lg?hXG!dY+D4R?#ke358pEr8AXyTUD`ry_;UvUa;<)+hS|qp?%qh-wA3-j$TI_HTcC+-V4eh~ z!hnjw7eGOU{=o#%ltxH4JIc5$tdw;FP2z={R-ytDK@TvU91N)^it#lDua1r%s9^Pw zspbaF&S0d;U+Sjv7}WA)SMv^D*{W&@f-9q}!MV(SXD_WBH3*|l>kTD_u; zW48U*N1`jW=$wrk*8+2e2p@X*t{KUghrSnC5Mb(QUYzV2wt+2XGxxO!&qLK0;>+xk z-IPtl3 zHnvQP2KLv5C=^DgtaHBPu(u(9X0V?Pn`0tlpT*1v^qf1Nv@%42WM@fU_i`!(;QOWr@8db`cE`N*nY(pjgJObkLh7+ zKLfe??%4=ynG((B4HuF0z{|N#3lCM2^cL#lIfS&YQCvg48S2ENC%?mCSw~k7(+j(T z^+%`HYk;C8Luyw|?&)iBIAg->8eInZ4FV#_<3EJ;wgh!n*m=nl_J>E$)CI1+&a^vr z$|-S#OY&vd7nXB-O~Spz=j)#v?y@o!j(A#70c=XL2BpkTR1Fi)5GQuN!^;7-%lvK$ zP)B#(q~RoSGzJ-U?G9G@k>fCGU`h?|SVtOpZjG~g248kI0Hg7NhM|WkM@!JYKmen- z#8gPFf~ktkL46C~q7V0P-W``UEqy3%In(m++jr+V%ai2~2NZ*g>oO=z_c?#ZiY^!m zXb_mIG}W@{dNA5zC1aG%R%0L+5E&BZnI1r)waIa&%b zfk``3u;A%Z8J`DQb$XG5g@L-F*8|g2;;WiaSxvn>8CsVm^ryX2w8OHg=wo z1T!YrC~uHTRjuJW+HMXG6(^rE?n+a71d(MT*drt&+p%zJ^|wF1Q z|Jy^1Z3W~ir?(Dybv)g^dNUOP>2{Y)Ig0QqgJ1%%9FJ5Us?&Ap5wtX-V4@d_L4;@W zMAp*}!lX6`&Wyn|!J=4;xxWl?rXq_Mx#@ic4}rO!_>$p``T*U>*B4V`c4?*fNRVbF zC5JcDd_R!ZJ-iENomxNPrsnOVw3a`WbQF3Ybml!R{$;}F0OjU#H^&})W(ttizLu~w zuA%R7O&C+XNNKtB&hBW2i2uCatR2{-5}w5#5X1%3>_VYC?ggvO;IqB4D75MRw_vh! z@B=i)SfR8PyUcp*Gww04xBr?4|FHysRp#9CJlZ5Gy5lR3<`2?1!@gGTJqc2Jd~y3~ z!Qdhd&F&~IwG(HtpR=_Nu-F{Sv8s6PRs*#xk|$R_)@&qGvOOKxcIL;Sdpw9;9ENL?HV0cVHD{(?}dwK>}f zdUm2^%zZYU!gMr2W{=j8eYuBmf3A=QzV_Z|QZq1romJincFTsPY=CAVa;h#bO)kOY z)6k`a1g>n*fK=bhwVweoqe*o1^9)O>0xFVe?3It{`B#tU-~Y9Im@M(EB$IyU=w`g;$4p2;L)JyhgXQ2T^geospD?*)reg^IN;Oq z9avIMGSXTdg>*BFIsrsVF>Hh12 z(Om#a7R6li?PzzRf-*3}&XZCWCpcl+Dx5-QE{^j>h8rX!EP`_q>OR@0i9e-u_yfRyDIm%+}cMH=Vi$Kap=2 zW~_Q+f1}4@a2e9XOEz9W2Dvwse8kzfC`c)d-`+MK++7nd*~gzt%kF>Xl(VtN=@@n? zwUY+;OcrYp%{a+CJ{=Nu#g)&a$!tT?_H+yg=mg0( zgbk`Ut`tAE;+XM^kd+22Ez^}ZILl^^wzvz5-~ppMpqC^=z^wE!61iw8H&u_{*8Jns z*V`wtIO-5P;;BBxnrU=z9Kzz`K6I`*+iQfCIL2V(Fbg@K9kV@cgbk@Mi1YP-8}c2E z6ltr|8QWac4Q`;K4INYoA%>ja;IQd{d9%O3_RpInG8P*vC(Sjt`-E+xq5-mGqjWCB zXyk^=M4#KfQjynnIBh;bEoIM7I$8tEPYKtMd%woQu;Zg0Jj)1c6>@dxUd`HZggoe- z6v+_;P9rD0iw~pF!Z-{e0$Dl(EFWF!M-QDy+-iAngDOhdd3IeL$2 zHzZ%Dhr^|o$VX7 zUr;)kWC3EWC4(v8o&~WDPleJD8QI>#Kpdu#N)Ay4?I))@y#>d1iyZ_o1_8qUWTEZ8 zU|{ro&fld)}z@TPMV z+_vy3noh;v`npldAF*AJxuO!RT>RZmQ8bJ0&Z9i zY#;>!)E^;$sQx2V>Npz8XQ90_M&n=+RBM?^-1*DbzZ1J3woeTp6$x~b<%^C1hwvku zCCp}C6Xm=cNCd~6zJ0Txo{|70RT7xSV&IMce2n!a!&ZA}i0shmr|dj#|7fCh4GN0F zi2-d>GGJx4$l_(Ha>X&oVn0F^I9|6zG8SjO2ZdLu2G~%gSkaKy8F|kR;g{z|tQ-O$2oLj15SI`C;{EbUCwoyPuq%ZYzG h_TS<2|1(Lx?%(~Z{Kv)Y?lv0uXsPR|kxyEO{1-_N+Ij#0 literal 84099 zcmeFZWmpw!8#YWz!=f7&C7mL}SkDA_VqC%9JWvu6B^gqZj8`D@8F6jD zJA^iH6i8EapuPP%H^l5dGqgKjx(SiwQ#C;mDY?Y-{2VEXUeWFSyDLIquOdsmM*MvYe+Ro!LQ_g!9{8~8DgG3(js0z7KU zPD{^2PgzOG!o`Wh%+kf&iUaEO4Auk=0u=%dovb{}z)&YgXLli}2<=~Y2m!~i)10*6 zzi#nx5TVsmRs&19xLJW8bMSI-(Tbvj!C;7+rL~ZT^pjuBfxkp(Z9P1m32}0IdwX+u zKjLt4v*F|x6cps-;^E}sVF&JDclUAjFoUu?yVL#skl)XdwsN;{vwP-Y=i&^8J=e_K z#nVHCmKOG+KmY#jrxn!hpEo(X{~8uBKu*{dPHqk^&OgrvnnGY_h1BezR*rhoc22c^3w{nwmaROR;i2gIdzZ(Dh;{Vz3uXpPI^UlZIT>pOM zzpngh3E_kd{a;h@_dNe~7MN&JbO`64MH5A5ciaa6(!{hz0&jA_&fmDEb#*F;`yafy&^Tz+d|LkTkl7A>% zk6IpywO7jj?rX3)Q{MmX1sFaLEY3Z_7@7Hs{(s*EOoz??9;h5J9o?tTjcZ=eizEE{ zfTWOAUI{T2sph2(rE?CYvg%G;?Jcx$PmnF9A<4CmqtYv7sA&`^Sn2av4>Rf4TA$WA zSGE0Wyv&Eh6xlqYRz>sYfs5kHqpyT(0&jh1YHbpC7TXM*7hAWm7R;%E>6wofPobB8 zCmw>3A{G?LY}8ywubMj_|Fp007Y>5`@S_1_oIBGR$o}r3I6|(3>D|pGkHa^%5O4{* z&1g;vzl*W_OQz(D>+4d6z?+LJ-YHlIKrA7$iBxE<1N#dtMc<;ZDN_(pu=OfBHs!+} zV7+r*XkOjiv=JP|`m>JLK=)@iJKz54Jw3=7LD*|2$#t!FAOeGU;<4S=cgZ|fgL1_h z1@v58T=S<@U>Ih@quS%i`7MXi*lU~@garN0%9`n|248+{_H;O%!Os=ai~P0D{;9yi zn^5|kW&d7y@KaQ!JW->n_7n!ihxHCqX*E_u3Om!onxyQ(`eyg!Cki~@_GGDhmi>3v zBLzHg2op%J&Ng{C^O5YNTAi)>*0=I(@FiaS?}qJJK>r-5=IQ=mDufFS2?a%Q>03>4&Td>`ELVg)(|_VXJ%sjyd>z1v!EJcG+(Ywm=9Ln^SB`cMJDD9<)HmHLXbo3M!?UHb|b~+eTm#vXv2w4kLT0{b_v;uEW zb@?4Av!#B`6t`5cx$W??O`|^(1&MAy{W)bdkit;Xqnyom`Z}$)7Lk2$owPOeKsA zy1z{q_$5EvH_-r@eJL9Z_eY>g(giagF{Sm*@9*9n!I+i?7e}d6sfs&Wwf0jE7E*udR_3rMD zY5|8Y7dC_gjm>Z621gf%7M;JfTpk0kNo}HXDH(qw4izWl`g|V)Qeykp)NUbxBSrnr zl+f~X7l|8w1A|r(K$qpfq0k?2R5F4nD0WT*EKz_S_(#FD&YPWJp1$I?QT@9|l6b%t zNkL2ewPpTB`+xoqr2)oZEbx8@@Avrs^E#}lxEySM@T}nedGUWAaMA-~!azwi`n?+e zeG9OufC0!ogh>9QUSPxh_h&f*Pz$~*uWJgn%4<-g?a62MwkmLV{FNFg`=cUJ|qWQg=zt{PnDL9Y> zX0Yv<+6==#=l;*TLXv=?M_P9NC1(C}z<=h#ST5N7Jux;*i}Zg^+rMuIrNH%kPEvw~ z|L>8vW5Bj~r-W7df6v^XGye}f|M%dD{uvQq{-2ZF9@Ac?U;BOjgS$>&e)D*~3%G6ivA}Tr)W9nr-sl&%HSrSJmku<8x#p<*}?1>ZSY#Z3jv6>w%PykR<=MQ?15L&_jGmx z9k-3);=;FL&;#)VYB7$3ui@$M`5Y|?rm z>v!gO{D#RzEbvB;i_+NOm5}E<^|w!ab@`lT3G#2#Ud;b%COK&UL9X~9W#M1v@S+6~ z`axpW!z85-z&;uPF)dFJob~xx-uTXDELW%K)AgP(z#X4YR=?jd^@X&m)N5B5>f2A2 z6nIZwrJDp+&u;!30OWw&UF6H(`J<=-9TPl+Hk{2rww=qMnD)~5bX%Vi!=VVEEIKlG z*ZX4n_4cW-hu;8y=%lA}niwmjbFc%3K@CM7ms#li$AGz-v43m}yaPTM+MT3lsQ-=j zbUf(UPUf_)*4d9Qbe&FexsVUb%?hb3@|DJINC>RmgFmWDbt?yft;w#vK9sKdwMdmy zj%~6`|Iv`EW5$sFtL1->0v`UM+EJ*4CGmg2IH5gP#IG#nAq}>zrOYs3_XrlyHRP58 z7E8l?5rDy?-NvP-XWVU{0Hmh{IRB%WgZXh^+q~zGe|Y_G^|KuUfZzwOV6ygU=sYOUC! zr)ra{EQ6~g-x}r`t~cDy2G{&=E)LmGWelS9aQ}Ys6h83cQ>kI>Ka?5hkH8DKn)d8n zK=^GekSrKCIA&(dAy$4yLc^PO!cSqz?D-6A)4?d}K&EPoM>T0ird0k_PwVX!+Wk*{ zBtwARR@DnLAwC3LH$Z%jq$&FZ*&41pIy%x8*T~qoodBAcPYkWtb~>K*r{H`5E}YFx z+zLFn`+KvG!Ys|pI3JXMuOH{bBq2}x(nUa9jM$4k^oCg=rE}>l+AwNv;i z+5N?~(r-_}lMXrKb7zB+(>?WiwC1Q7N%Zn~QK7}j)Rf={o=AXt@LNL*Q-m(@wvjy2pSvW|1fTw&6t2F_c6j1uZof{A)f!P+_!N!jw(r zPe&J#z@eR`Hp3a*C2yV*L~soj$L)!D<<2%sMxZm}KIz-&J~;w5kYb@yChdHIOe~Rn zo@fBuRNL*@+|lj%5}@B(LYM~tT7czps5S(gbU=wN@iplda@? zyPiM4F(;}7NK~8mbh0OK=v9gPp8R;jNl32&I0;@1&N>P9!(=lCy#IstYuJnHO}Ye@bCOLX%}brq0>du_u_>p6&9{jv>-K z3&PV_q?pbz@4fgjphZE?^5bjy7Y{cUp1It^bc$8>V~2+@eIm4BTLkDv9rGW62C%w3 zS`QWd3cNXA1*}u1mjdx|t4Bgco+;hKq<_Y?zuOw@1q^b28!y;yA+8xLqy8T%3uq!h8ci>{Ii7}MB|Y6vU- zFp|wr?EcV~UL&7`jO=kPUC0jxkZ}h=?z@Y7%sd*s;kgU8c2T14@rK7r)l;kQjUDzi zcIYhO{&GdNCIhCD3x)RCZ&S%XBUsR&YOzAQGz~9mG*`qS9n(C{oTY8o;|g%cO|y@M z(VHs5X{rNGz7iy*0B699V1IQ3IDRCR#XXkW;q8__wzVUUI|>kyW{U-VoU{T-A|fJ| zCq&dEs%q4d#FU-%B~qsYAc*p09s}fjQ#2fsCZ!aC{FEbBwbJ1Sb5*7Y@fd-^i=Z!G z?&G1!FSsq9qz(_Xs$}!A7cI?oZioVkLKdbd)Vq3mf641$7hLGY!J8aG_a_1BEr4cH z;DcY$h|M|QTc~whBN>&6>Uaxad*$#)Y{GRl_C8qcogA*u{q6aBQC?t;hb?fQMwO|= zV=Jn~G!QUL%O0}5u$^<_T~jsL&)Ri8sHN1$4P%vumMiUrMig9VrvwTAFt8UUiY?LFj{L=K>s zN)ap(iUfF_i0Y?*b^|nqjg$T~Rvwz%IY)4%U?n{buxLZG!BQr9+LBQj8NKd zZ$!F0tmZf!n<-kwX@Y5oAn{1~3UFwO4=_ny7xu_b#Nu@_RM<_HXur$mw&=wybyy)p z@1W!P_F4jwmHPzd{eHG0DG|y5xOalj@juJwa%pxtCQ^xLaI)2lmrQ{aJS7?DND3|} zI`7w>`uC9C-wRy@&H0Nt!}x}{2S5VI7Nqs5e-oWx+JloV&GmSnivzRAJ=hNZ>XMO$ z24ReaXY_!CZnK)DY*?`(CJY0`#2qy}IK+?LO^3|6&7Wf-fTl+Z+rmcrXlrf{`>0Ec z4{L44(qOJ_Kr?S1xJADPOeQVOoodRonY50V+D`5p!(X!PjXnhil-@?~fRh#C$sSuC zuJ)u2ff8Suzeh&l2O>ih!tmBLuCEVk7u(GfBJ{pK-oj)8eN9&Zm(0Piq7t&Aw0D!Ls$@r z(9qDAQPByHBkep#xw{Z&e@c2=YYTY z5Fa-d-4&&VrMEm2w}k9}8Ffw=k7OtTm)nOb&jSPqo&`K;&R1@Yasi3QxwH~U_LH^s z@>$1ClR<9}% z91XHoGJQcA&;#E!4T8hZ_7)5lu+P`Ept{MM0gh-Hk3=_z(#Ott&tXcU{U_QoGKgn! z&bqB{3EMh^K$2PV#}6yOKTO02eN$32+vTSfTM!ZwlE(9w85D8=0zg2e!1mjzOaB^` zLM+g*!DWeKuE9xDbBUXfDw2~4BuWGA{D}`h;`ug#x3&*`p!oX;(9;@Ad6kGnBr)UP zEWQF9tWTyFL(J*?fzmw1Jf`goU^`0nVqQBLPuU{kv7l3HJ*-5xc;EO=o_~Ne{-xLc zBN`QjRCmsZqy`OHjg970a^=)`7yWd3Hl*FPkGo z55!eL^h$KfOZF1J$4B8%H?V=^0N+0|VBF|npm!(|9LkQYGU4%l0j9`53>fGViOt#X zXrLr0xDSx?!T_0hY;T`A`Xfs;z?a#ep-k(&nuL`zmMaa;zl^kOykKJ65Cr6j{A}n- zCo;@6K_T!=oIP4TX6sBZjl-xU1{n#7$(2ApcUdIH?uwi6+ORR(0boCy0IaqtD$0Op z#9yw+`4qUq7rS$fsy@LLCZCL*mp+!yKIepkkpQ>#!Q$_T&NEQHn16hDv=U&a*}70< zPG2*aPK$nfKoP;nyqZs^1R~1FeTrkIrCM%d{xBj^Os;(m4f>9x`TmA#AbU?6IcVu} zA%)WjzL6x_4`+WMXewdgGJBKW=<7)e16MYEOx|>{Q_Jmg+C270hUYhUiZ$T_uY5U; zF5~^C;sdGDOT9T2W2B3<#1L-~Pwk?9DmHTVZ~ZL#e$`frx11-*LqEo3how@Nj#RPO zM%$4{E%&;EQKB`RQ?+R(4No&}sV%lQ!&)gPEMV!n<3(7f-3mi$-g2D>j_l!1-sxl0V*)QibeHK{L7 z8Na z4p(I+YXFZJGdzLu>*$W2ZUkpuQ%Cea+F=|OZ2VpY;d!=c17^yj%r@CdqZT4_dy&-y zA{H$<_I^XvG4&!WT-Jy1MR*4S+#VM(m6l^4jE>xEm#juBws>65*)AJ8pz;>cETatz zHs1XmvDfRnv?Jxto|mHxq=)C?fU%v?kLDqC*Gbi35aU8>MWPwqecbD?y@BSoeHBDAYK1k- z;bd|x9jeiWx0=&PEf92EHoSP*;=!~u@^vyf2q$GtH&Nl*ZQ=VV#X5W6f|JEX41CSn zFwtb$RIP53U*g{2+4$Ib>Gu+|I6L7MWl{gF*O*3&CVL{S4uW}|Vg)Caf=U_;Do%oh z{8x9AMin1H0yLwZWuJ}m(5sEB&T%d+Ha$FB+eF1z-$T7hJf)goEJ$y{ekX~5_h9foOR0LoZhxjK$Kz}7^U}WW$6~?; z_G4rjQV*Rdiq7!6m6^iq?9h~|jCMG#{m$uWiZ5U~1 z8{ei$p{2q9rdOz%#{n&lOCNYj5wXb(FzNP3sL+=rzKjeQ|NPehq@?E4YrjvKMp!~ybPFg zPe!5D$gR6%kPm%Vb3U)q_4c&kh->#&S9j}vql!xey`1Ij;MGv1u4TF)wS22UAl1~1 zNBk=K;c7Rc%Yx9Wo#O69d=tK#Mim{3r)-`Wd>Whx!>{~Ip*Yyav$|A}kDQr^H6=?? zsZr_7)yH$%T~^Bmbi+MTjxK`r>fnCiBU&TR3!lP%5V7xcNQN(;wPRkPoJ0;sW_{c{ z`4pAKL0wh89KF(B+r5g+uOI!VK)e>@pQdKBLB_Sb=imb%Le@cW0ocC9V$)wrcB`4G2viJ_lHnoj!c}U|nG-QpOM|dE(~l&ycYNueZ2pk^ zQEOA0SfM7#gcL4OFDri(4xeV;7{|OLf=NR_W%bGF)eZr7-IK+q8f@EEpZ< zeV=KjQCuia&eupA_&hS995RZr;b2%QBYOxcRWT7`&P1qr@9u}$p^5Rv2MhOPT%j$l zxPi0lfhh!qee3N7=F?f(hkSX?(P4*dr@qI%h!!lZB0sfO9x>q2g$K9H;&!#*>+ovI zZy6Uf7Gxguw%$xxtueII2nJrtp>liNN3(J+2d}aGNp66--&c{A(XM74DvObI^F;i<(Z=n~)XD;?wuorBU&2ux z8YfB8lftHd5_u2<{po`YQ1;AVi}en}LFI;ha&AF0168LK@0d?T4Y(~wD=(Ho=1dTx z6`u?`nWXN=NPOKJe%3d!)chZtM{f{~oifs5F1$12FT5M7A5e?<(Ce8p#b!huVt#qp zfV=tZc;Iv!x{H8S7OqC2WDgbRToo#-`p06kyE zjq(%a-V6GEB+)^j6C@Ty*oRZiKB57GZ8oVXlXdW+OSTNcw8|RTQr*Ng24*(T!5A;tyl3Zn}7_NLu|| zM4Oz=?3rzALu^nrZ}UjjLZDS3W{Jw+tUG8KVOa=7( zgBE2@SOL<8D&bboPRd?8LpZN4!}&K3S!Ls)HSiA-F?B5L4T7NOxa7oXgV8v44t7{B zlBn6|R3e-fqSSNrov-7$c1dIHra|(Qq=m_A1)cU?QggW^%~wB`wlyZAYzC5z9<5I1 zKI$bO!4P8G6PWP zIZ6@~-E%fu7KC!ZLsPSui4(U8BC>6r<~FcjtA&fyYp^z`+Qd1fW%3&Y&)7ndx-jli zCq9hGH0??v0AX`o62e-rY6u-&j9J7k zlQ{uOUF%$imcbw~hq9<~(A(jOUXN;c#8FMRX&)%R7u(W;!jD!LR6nr_^0&PtR&_MR zO4n{iso?TNv$n%-p-ZbFX$I`AHBk5xzxms=Q5_whp;e!7i6$w(8uI+x<=MBXD7kGJ zZ&%5}rkz-C;Cq3G(sR-ec!$!^}!f zaxL{!hvT51yDF(Bekau0tx9KZ3R?UovAc+oy4&XtPxRx_5~hZAb+d>Z2s`Nr^XO2! z-dJR>p1=8sOFo_(awxEN+2paAKWTSx_gcx1*}?w-;BGa@vWV<_F}qls%xlKefq~}7 zEtp4!aN+lfPkrn`r?TT?NF9y|Wcf#0+8S2;lCb*^>8Y^;W`er$TaXM*!fL_eJDn~bpCe0{qe_NEIi15Ox)}YQ=Of773x0KZG3fk>*o$7jp#pGl}u$nrAL17I&hO z!gV!;G7ol?;<|Dt<5Id>9T%{gZkZgi6<}3PIBt{qi4D8zCO<#rzr77bFjxOE@ww7qGXJ*McbyW=Dd zs@RsIM2_FwisYsuNss6qLN;8wA9<5@O_NZ3N5P!*vFd222Rb%;SXvOb7|eef%+NN$ z(MvQY1o=wyF_d4_f@|^WSlndOcK63jdu{kxCo5HMw>8fBt6mJUdDiF2yCU9Mtw(cd z^4pIFzKEP04)Lv)C-^!394Xl^82kB?=ET0#=J;l7%}_WoxEwVm_}1mqZ9|M*Pg&vU z+Gy5aevZEw9gyEuH)RXNl-C#A{AzrTtwV~K?jnIq(2S>nm+Qm>Y3$io*I2IdhzQ1! z^B7|yu>4N&5e&Xq<=GiR5VJ0v5>&`t9ly>H-u@6VhR{%i!Dcx}RK~lA&lOMDhF0|z zijNNx$jqWGK|Ne;0cz#yp^gL5TPUs|wBTl)t4=PyUZiji}J zL9O82RIY9gcQ$FLh>G5QYk5OvBk}(Au?!{tL_LUZl^5c&NjBDFj}eRPx1ksQd7tdoG1F^l9(DZnTF2kIV zXQf#0^sBum`2zh9ZHQBS{LV&~;y%Mky)3f#raL5RMHv};u^viHoY>Qk|2pB()6RbjH(ODkj;wA^R7itfxHnH}g+joXG=#RvuB%-zgt`E*FOmt}scxa5hNW2pIPeLmB^iI+x^-T;>%_cdUD zqyXswXfkS3aq#=U9eRMs#id!^-{%Ap64i#nP;e%Aed(LSH-7-J;0YejZLNVku}?2q zbybuLWQWyZj_705ZZG4>igMCiJub^)J`CjO(#tysPLT|c(xgMO$ZpxEs6C>s`E^CK zklrLDX5Ov|W6QdI;}414GIj4|l-f^b*&}sX3K8kDZ|Ylg*(b$qBdXxSKHE3&A5Ca^ zF5hr;DNZ^b*q2)8^oh`f&(=nNqZBhn(8fxkeDi5`k@dD3v-0@W33tjn0iNh6p<<2f zue)rWxPx7OSk|0RN`!C+al$ErQ-{OY32vgE$!My6QIa3OZC z7~P_#Cee&G88emuETeLq2#2<=g9qU&g5?h3@?7Md50?cn$NNSe>`xDVC^0C^MY$?U zg4i7u(`GDUhV_{&)>TG+XvfzkUoCXzl6K4RiK!ROdvtpInb0)!B7GLT5pOIg?bElK zL9~EP7W%!%fLM#W+sBhWKR@`cEwZt(f}Doz8gsl|QL&W0x`KI}As)8gPyBt3cX zL2D~w`ttluLE1LxlV@KhyFIn>7FV|<)>zX+#SFvLKAeT11?!>b#N^RF7~^Fo6dQvP zK;Re1Hj(;xbENpVhXn{39|7TjAy^i-cBxJQXuGp|x%`*s7G^TlAmP!=z3v_b$^bBs zJ_9+~B}j_Z7JX?8E#55mo|GUDSx+DQINpIR1k%WrHCr zCCd88?C&JrlQg|++_f9J^XZya+%)8e`}aY!#|wdBxWagg`FcXP zhavthN|TZA-Oe@?adF0NDKkG%3|eAVojKNdzq-sin851T+?P^h8y}1XRL=8q)34kG&V!~!H@tBP5JnG%w)Ks74lYi4|NA6F=*J9uMJ5~<#Q#@RMy5(7(i zm3j>g#3QJhDk1iH1c>x*C}LPL(IP)0cpQG?6v?=K{lxII>V#rwu|Z&(GG|JB{Uh_$ z)pG(f1~3GNw=gr&`QYt|{kOz?C$mU7XmIP$S zj|a;=xAw%Gcpmp7n;2xf5sW6?Xi>JK#If|6@4eZH^w<10u@w9PJ{7x zifNK$qi8;mKtAKz5Uh%dD%RQX_tI&n@NV-FV{tR{{S9tfCh zPDVELOo*Xn(|!KKj1gu}Q-YWa7|Zk@2b_*tSA( zkDC+EdaEV>xUzrg0Bc9r}{oGpNNt$kfIzmZTNk4qaov)qoPL#gXRK+BTt&!6&r%^Fp z*FK$#y^nTSc0z|gy29Yrn0i4U*ndwkyy)AUW6apV?2;|;#E&2!l8eZeu;X>WE(P-A zkfY@l_sFzf>F?tEkjy~kwJW2C5MbiBfJb#uAz*N@8FXLG&~-e^}kU$pd@W>{e;_fnsixpg#B%N zwp>Np3?-Bo!h5J66|SD)TPZTXqF#Z;Dbb0KL1acSXjy5BE13*8klV<)9RZ4y)|A66 zlyM3Wt9T`~3}ie3@ipi=O|URHQVR&)765s3lDHFs!}_ehUDR-B-2@@@@+nMT@Sk&W z8gg|Wup6Q=l2G8IdR*W5Qpwa0gUPL?t%H4|vQ?Y{QKhp)tyT3JU56R>kQ2!4d| zMj(+nU(P;^x#Fy*{il#eE2PcE*utKtCb=scPk(#Ys_V({=hH}V4D+$@sH3*|`!hAE znp9O~Amrj{K~DN@#G2DA{u0tar^%mE5%>PQjfTTm({ zlYl4Sbz)ClNNpPVI{D&{pe5t-Q%xXt~|cnGk{OFIK28Lc(oe zK3!Cd;CCiX=MKG_aSc1gZe%yqKa8RrAe9GK?5|Eed+=T3l1UeHy>Fk;c_4?Y&12-* z@owS<>$X>Zx?@pHgCrtj-~>lvk(cZo09nC(`<}+EdXN6WLXx-=uDJQIPWe-LAQ)%` zB}W$7}$#XbQ^Gts3;t@{@x(@eatiwQSZFt)V8gxv%vF zq&sm9!t|mX=QEy^T7+-&fO40Okkt#{BySn2iuGLD9BE9q6Bv+$Q$qu?ED}rbIRkAg zMHZfPpM+6E*0gicNWP+w0*#@7$@iq41&P`CH7rGz>>Rm~aTB`s6E}1Y(jM z%uy(dIN$!|=4X{SnW(>?;B`4JFCjT(qS=_uW{G!OPGs8!#kAvj&JDefmzJL`#g-2+ z-Fji86-wT{Hs!9R)_0N!_`BJq9Z71EgvXcHF@VI_Y+E{Mi`reWPqInkD9t~>i`^2Gh zvJykwW_49v_7?>!J~7Liy=iotivYi z5mZJ{R)J!g1ZWIDbZ39Auw=8gDf#vAjj-iM(KdCeNSg=p-yB~k(e!cv>G^JCxuaZu ztzS%PX*f6_CT2#gL1xgBG_E`y`O#;~TjS|@q&mp7)taNI4)ELrZoeaa?mz@>Q0B*lvyO z7uwT}d%!u1$M0cf$X%I>94RWp^+uLQ zW1&&gsxNrUMIH5}%HpkVTJC8v>es{V5XS)vV(`}fkT`T_0hReR)}pmk{LTSaw?}vs z8KxvFrg0FcpiaX7Dsb2R%>&K)Q!W31MN)@XbsOj9nlIrB_Ct2&=;F9#9fuhs572Pr zp%SZt9ZjQ)huIt@xjm$FMa2Q(YT^_+pNOBoS`H|Ep{&or<+Pj`!cWx=aeu`W8n7F2 zl{K*T)x)RGg+;ZK_*}@oySKi6w}`(~$|{V7nT9|Zh)ZhZ^E7<1zIBwih}$5W}&;Y#ES*LkyTUuDbrwus@!iV>NSF@-x~BW=K6Uzn_NG_ zPmM$O*w^^W_YgihNX_DP{d29c<23M{**QzV%g<58?Lg3`jHp{Le9N~g{^E`Awm>0c zm*3B#Q;YbFs3EKlm!gx^~pjK1pttZw&8QmjiBji`hyckADvwp+(htU8F|; zfmZ|yWvjIr$asgLFw-jfX$C^vaR!IeSPhajzNLDUK)l^&6OO&&@Q3v09U{EcsL>{q z6wdNOT5Rsj3~c#<-7lqEC8G;KR5V_1{qOms=31=ks7p=WKaWvFsCH>)hS9VO0Jk16Yu8 zG&87O_=D>gqU{fzC(ls(C74ZcQIj*gaA091Ru{$N)6wZ~nn%0JB2yMw6VX5I8&n4a zSi;gzwOysfat|xGMZ{upEl%U`64bG&KFdLnM#V@E9S(;D(aY6FGg!nN`YKC&AsDk# zK#o*f{Aa?vm$zCBHlf5e*O}$op^Wn=#sgI>AMEwI)%>kJ06%wR`GtnH^Sw+184Vp* z?Xg}0cj#+6OoYI^l@BE&6n(nX7*3SmYSl$l*%fnC{l85s z?hrh^JsY(f(}0YFibrU~Jm!G}(Y(B~?d9rdd;#yhoU1S|pd@A6{6_s6NZeHH2t}qd zCawIFHwVL@FG4gWETtVt*^4>Ceg)L>?f`ifPvXfKU`bfkBU$pmmCo;Q+$Vbro6WKr z5&FSMtw}H=%G?pek5f&VT!lRDzA_R~JZqgiKv7xk9zpfB&X$$obH_2-KmvF}+|<^j zqEvi%Txa@VL%P?VWY9KICR)2|JC3{iWr+gG_+~v*csSz%%Q;WsD!=;FHg#$|^MOd| znI@IH+;HvQ1q(xXC+lwc&1qSU-5LqoS!{j9+GX{oRP>#FtlUDz?A#a7coHgF=t7z% zIqhVr4&1Nr0!RhL_(>k@>J+C}e6y!CR!7QBy|u^Gwg^QBH?&_X9m6;7lPOoB%LKdS zeL5_dU_WReBahZucHdtSNzJg2=8m6&up1tCcs39TpSg=R41_rjnNiag@j=@7JPZLd` zclP^F04sXgZIqW7XcwZHkgRmx22}hUxuZIZkBD$ zG)~>;M1GE2Qa428rX0hAN|{!gR8=P*-hB`+XWpF zwu(=u>HnUv2|w05*rkZ!l z5`DDvW+lsSS(K8H3}wHWpRW9QYhK?`A-*SaJ;=L2F|s(SOuK*d>!rYJ_K45@fbjUo z1;4C`bkJ4}6gcqMeg>05pjF=oQx#zq{y>UwD$JJu#4Ux0z)gS=kK~^!&eny|FXRvx zl_H*_8ts^gnfPc9iA`Y9B2bp0?DlH!xVXMyAw1Z%=RilglaM}+I~ISVrjcr1V?00k z)hq?RMtX=T3ND+(JW>g}^_wT@)kacvA`a082Rz|$_~#MRmIfR=*SN*xPWSt>-14bR zo~W)oJm(E<51yB`ldd3s){TCeAn?=S5Ng~UAh8E&eTz4qA!B0HtL=dLbTb~BaURzI z-YYmu^6&_vKW?^tDJzC(La$rH9=mnsjpa&-mNA@P;w0FXD70dSI;OBYQZ)9#K3)x5 zlV4TsdEZm=+$!rXt&{q`JMQovB+#u%Qi^5&bBf4xn%)WC0n2MO%AQfg6!@c zWVXw|#&-RwlGAHxlkPehCKM;=hG^EJ#_j0c#E#VkNZ2T?)<2vnjNLOdOtQTUikYWl@ zZ&9=mMF>k&&TR)Oxh62q*ZT6tj@Y!`CuK>xT(=}Z-xxJ}sAExx`0}nrHV3|k%JPGk zACG?@TY!`nu5`B8`H!0*9YX493}(xaq1MvUBL@>(mY9Rt z_~!yHH={FToz(4kWK?+xm}B%reh-L7@g!ZvCa9D3YN6br3;@k~{FB73FEp7cxAO@B6-c+8=|$f$J{x>5QX11WkZ<5dw8a+9-kr2JQK ztJ$4NmX0T4Qj=OvP;L(4rv4Noqx9!z+1IuapfTV3No|I;uZRBG1Wu&oydV|0L#HTG z`4I)n0OjrPF5p_PJLhm;y`sGrtjdeFZF!v94L}r)6!>-kSk=MJ&CNTY0D$G#MoUWP z04J6hO(6(W-&=K!rxI7yyDd-Mr%TWrbe;^x3AXLySKQ?D-eSbxUX8WX^B0r@H?3Kr-G;mk6kh**ihm6t$w0dozP4)?e5#0(QrmHDs1o8p0=;#kR$U9Xdv0~%1 z*LS{8AV%HT@hT36?;>^t8x90~{@NRhMd;&n3{EbTOzF^SPhv?HHA@%vP^ zp>RkrtLPL6|FYiEioLutr?lBBn|y^1&P9!WMj{QW2Nb$!Enl^_w;yP?YdFh;f!ap} z%$^GkOwS=2^S3~UIwjyZe}JQbavmOv0)3zoyIm6v%qNlp(4ookWlFR+Kj;RR$;i+y z@It0PPUxTgP72MDF`cR~Vv!RGR|^UX+5)O)uIOG$zORjLsaOOu5{t7XFbiPSsKG^e zO+Lqk_Cm%7uqMgp2_e4rvZ2dr5tqiP`{)=f1>)#rxg7E+-dptdB zGx-!4%9-`SeN$)g4I!(JM}P%Xwg}V@M2Jh$O^9+r(^G*w@uq0tdlH6nMOtF_`saY{ z(9H|qUD}72we|l|_1^JR_y7Mmr=yM$$ENJPvRAf4wor)dO-V{N*?WtuB2lTxUWJfN zq$o17q9Kk=qVMCS_xt_%{cg9eKRVZSIbP4#^Z6L}$NheP4n@D~!!r^4{r^Rrq5YV9 z3jP;f-uljwKzD|UYutb7zON&GrcJ=Lx&Kt#>9hA$fXqIs2=Q}qGjQ!V@+-{K7IBNvqZ;MKmmQKto%ecZr|l$u}k zKRDbNQl`4BVLJ4a(LxW_>lb>4_N8Ml)#zI}?;n1FzT?V(>WTuhWgLXOW|?!w{(?-C zYlN_3!M3U6=Z>)7uoBAFn%x`;7aeewL2zHh{fAM)Igv)lO!Nxv#+4Lyf}t-Yv;sXq z@OE68Y-IW1A)SFd(&6u)BE;n6bR8sbGX?3xU=O5*jyyBbMYP>G<2mTw2eWZRMb*>8B@km*v zkViJb0XmuKEC;9}>et<`Pra<&@y%9*?1GUYY?{=x=kB0%ntbQ!;GinPj_t?$_%Ct? z+sVLhhx}o?OpGw|qsbUKKoV>^w**oio$K#hxtIMj&wvX3aOd@3?Qk@4@uhO>bYUyG zp`YlZb)-f^G-Lt zbCFoazSnL|*WEeab8>~9vmEb;qkirU=eyYW=>@vg+1Qb<#7_Lt0quO1N&nukFfYOI z)%HkY0qqO0s*k`Ni3*FIS@*$5uV~tilo(Zk?Tz+*xmumaUsqRGZznk>z#|3a5>Wk_ zb(#jfkMVmhuEV0V*1Kmc9D(l{&_{gvjm(FXzl0a_; z9RA?+lk)l~E_`|`DA3O2&jI=V?tOXRXRm#YQ2B2_!$MZFX(n_DB9Gs3DUb? zm{sEFge^;60LlOPO*DptB;M0%~UzR_X5_ zFYQbLlf>E>8J`do2quhrYe8mPWFK31_0#$F#kW5XPr8r-lc6cS6%dY0y!X-|Gi_JV z^)D?b3YFaJRAYdwlAV^;gJ~Ww_Kavhw^}q=3vommjQ`?eJ_;tuD#+CWZrUwDdy{o<-5Fqaxlqf3QX+s7 z0@~k_WG<~#m0X$YgMYgf0?mph0}jIJ^DS6|H`8eN4B7g;tB%}{M5#rG)Jv>h)iv!* z2QGeKsni!6;f#(;`d4|zdY~}aLx?WDFda2s&$Dh0xDoGlOKrRIH&*!;)Sv<{(pThK z5*MKZs@kYImAB6>c)iYs}r5?T-AEx z|3xK*D1xd`HB9FSu4CxOr}BdM@ja7 zP3hi@v@hue)XeWDs`xKX5+Evkx48$m>Mr{Tu@%R0ieraYG#@$~!iPXBfamo1N|%ODdi{xmTW zyp1CJNRIC(lhF6h5j-TKJ4GC+L2$7E)Kr4-s9CJHciC$mDjb>4v13ZDn=ca=Vte=_ zqg&q`gP(Su%kY^o|2U|2FC!@_v*vAFeL~$c2Tcq8(%7Su3szVe1Xau&MpScWaeole zT8+olXHE&$m;Cn936Lj9&@*SqB9;myl302Ni~C<{vpHiBdHz9g#4DL=pCz47wY`EA zwksL-d+X=(RTC&JHnYbKAdmh|b6P^EO0E0EGyPy^a6mNfb8v8AQu+=8TVP1{xEd@< z3j2djL$0x#kISH91^bhQ0gDO`_?(`4tjWI`={B5_C`d?du1)#N!^c!u#A~4m9wt08 zR6xmK0_xz# z``)A`A{~Z8lJI}6vV+^m@zET}<9-HD#;D<=6i&lR`*Wkt2RREX%#fy6I6Jog8JVcZ zBhl&+*aO@IeQ9rw#FIque*-L*{^?7Zp4f1O=BcOGYJz?BEhn`C+Bnwhd(> z^SF0DA9>Cp-U=uk8bkiJ0JVR}L0mRa$$J}lJ(OXPP)MmpIf7zdorb8+%3hc9FRJ6v zbRyP52m%AiNe9db7a#~_0Z4PMgdFj#VE8?Bc%YoH>2jy&=8ES%`x5y?)WpB6faONT<`7+f2R<(s=ekowf`4yPGIz-9&~Dhn zlTdk5g@G!#2ZXkxx2mAlmK%+jvc6{+5F_ViYkr2fAvKhasfJ*--D1NOIj7k0&_kh@ zw+{khy;gict^O(rGx1OMh-F7X+jSQhdCwXAVoBwIbE4V=4GUC(4H98cKlbcxEO8s; zD?plNd?G!XkALbAE4S5E3bt*nPtl0k!jDg=$cxvz`jF$pMuy7%j`~obZ%30d{DDTz zfkyfIKX(KyEh>9^ygAVKEI>8I1_jm{$xQsnj6f%|>8MG)cOGep#KFQQQ}qz$2{(Qm zfZ+40)H&-fWEYnzk@iO+i@>?7b*?MvXXAa_ek319hk~x>hpwk*#l%jWeaQp`0m@4a(+mRf_0r$Jf0lED;BGs99g-A0*~u^{g8RVBVFBXOI+EU?;<^7>I`HDc z)=4$_C;gsK?EHHXDyV5h-(R1^w|}%^N-6}znk~C?q*6phx4yp@w{0arTrw#(?^(gg zz&oO1S3i~8DEs4Q!i*7boKG))ZLW;vag<-z5i`Csb7bg;?5Nf(#5MKNu(Qok*dfJ$ z?Hmqj5-ti>CBzp;8^p}AiUXuwnO1Cs*LevDX+W_u3^o$luY7*pn|8t!7CI$$H@@q* z@I)r{KV8#NRAB%MQ_15GHtzm=fHY1~2z&?{^0EQ6;P1h&qsOG<`O&Wcq@~dIJm!lF zVrN>Q+M)vR>`8sA>9-C=hwi$=je_aI^Q_0G;g|jQr}Zty?61^n; z7ec|y^7*thxPHQ7s<=kde*>#e^jZ?-94E}CgjESr3>43?;9Q|w7P2mcro`l$80kY{ zH=67JABvxc3Vh3HGF0Bb*KJ#X)Kw;W@0tU5bmD3F9e44wR5Ub>uSHXk-X}BKslSl3)6ZB)bH{S*O@vU4mfBnj6A)V4w7z0G5bizp42vLBbKA`p`P7y^PAE4cZCr`mus~2 z&uN;aK(Fw!CRk1^-5hi7*sZ2_;4J%WTLs&h;h&*=V=hv6q9^ZP97dWs-~xcq`Qn1V z4H7xn2xAbn4j@{+qt7pKhaCPvcxJ>HjHg-tk@W^*i&D1+zssl#y}c)p1Pr)?1g)DI z`ty#L8(Of_B#8z_|Ilz#&4|m8q(p20{_TaP`zn^#SK0ReS<23sqXD9N(xfu{1M(-> zaabulKjwZ07I27itjZ}tFIQ3<5eTKzv{Bapa!w^^TFPJ-mZb#^5&4bl7DI+s1mUhw zb8ZU%S1b(gXJ!;ZI=1jt|BNZkk0L(QCKr=lTq@58AgixhuJt35;Az4jwU>-NK$O7; zgV|z5P!U;yaGt7&X_>gtHC1uQaLQ2g)3=TP8WJJzwjNRLp5g4hebfTSP={U`{j;}W zBBHcAa}1f3D>iAmBbF5PR4R#Yq5Lud8L)tsMkJT|$K;+OsGkl4SqxJbSfPAdSFZqCsrL~$^W!Dnm2gH^Q z(F!Y^S(|$daWY-@hJF3&y&|`Dk1w9mssBBbK;i;hk9V$-z0dx=2M!Gc?FJhKHm&Ro zQ9GRKN2iXLMaXUlm8bLryCNjc_?O!>c&bXBj7ysiTvgQ06231lB{fn9Zi}=O2FN}? z`m>7x3mGNxcgs9SLGyGNaEWxFH2MlXvB1SY;P=H3c!N*9bCn_-P$fNr53}^pd(j0s zv$IpFzk@`nYiO9-oi;1!pK@AUI{UxBb1N~tMma)(=l@E4%>7o#F^>SPy7~P*cW)|t zgbGF<>>|F=uL&J}acnDM(E^oF-|0=rvOit`3Fc)JnB%YVpZH8HO#OoFm|45-?ay(>z>UD^X|LFeS-gxt%`H9)_*TMTfVOc>hEE~DN z4{q>frsk&vu{UEm-De&$;}}ZeTncHxy3856}HbI6Qs5>8PlN z{>;AyOA=0_X0^ezCX7Ho2ugA;o+iz{GhQ2zcxIoSZq^WECp_b`le6bMrvSCsV$UjF z8$bN+4&eY@UmOUyNySUdYxD6BEtGn_q>z+1A*)4#6O& zl4<@p5XA@sqPuAPr?Ze35|oO}IvmF;>`(@Re<-J_T?}s2UJ9kKcgccZ9>*T~6c1mL z{`&B@?o2JYn$IqH3RTj*4QN9crLJULF$HHc1XQ^2^a8iows$ zK#7%?^6tvYsaS=*C8kC|oQ5<#fDF(z6}R0|GJ|C*hBSGhCCI-#$VhGIUAF(U-z6$M z4{G;MWDIL5Oo6NX*6jDdRSBtpJtp+^K1Fk%zh?#=|J&Ef4z9(y($}6HhUi1%PgWaR zkGM(kMYlM%o%wf2c`38Of9(&Dc%N;q=WAyMo5pRS+RvN@DLaTbeITRHdK)Cqr^6WTyYnye{`Ds z)*hC5`)NlJc`Jcw7=ABFwg5jVV*$ks8=AV0?N9pa*RS_#6u`f*^J#}_4P*74R5B4T z+A#f!?cW4%$UDHe_`G#9>BaWUW7j*4CmTfOZhih)(3l3k%y$4qdY=6p0!Jp)n|THn z*J4Ilz3l#kG=%)Uy@eAMs8mR!p3eSFEs-kW30Zx9V zkn{NbeE~qM=&#e`#NL6g-Qf+F6WXoc(KVO&n!f4Y72?OQN65lVVBNKO2TZ4VwVEV= z8YxxQjM%Z2{{EU}GZKuQD+Ux!r>TRqtS?hgknrTgFvDQ{Yj|NI&}#2WiV>v{FE zAN&qg3Ol3j7MWiumB{^D3F^k@7qLdOQt`#lVm~Cw7BQp%!f`n>;=x`oZ$U}NC5%@n z(ZlbWtii<{j$U>hQJu}A$It^<5jtdQ^; zV`bK=nn9wCV7^jY%;7B7FNeSpU4LBjCeHv$#WH})J$#9^UCJ&u2#{eDoF0BWzwGy-EFK6bhTNeknNqMx{XCN)II*{MXno4&Aoio+J`Dh1U5i)GdXDT-^lpT z30zC`-=&DO@m7Xz>@g;Xz;Ex^8PDDG@A01wvJk0LBcec8JqU|(NryM8LV^;8-2}QuyGkBI^DD0%$=$ZX; zXLNH#pue?Y3EsXBrerD!>QKdAnD#HBEKFgGw*UPHO3=(5`;k>gt7G*3$7xg(sTE7JLNl6qGI^1 z7v7M5Fttt42^=|T^C#5h7uY0lK?3^GQ~%|*Aej4S00rVLNA!6>6p0J942f1PrY;Tm zgnGt`67Bw_U`eO^PJvbxRrm4jFdCgbF=Lm|64T9=T*NGz*lTgU`BB~5`3K~Y>&KSa zBXNn$G9LGwNaPvjUv)tDmGK}6UCMW&?G}>TIT=UW9q8I+^G|a1R?$8;Ixc~m(N1_x zd%51DOx*!fh{r~;CH_6V##DHKXVI{n{6@AHD*bLUh2Tl=t1sCV=a8mhW*9B{^)Ubv zkcA22mF4&&12$8u*0^Tw0x%S@pt;)~DI#MNv=+7Q8ipkyq{+u+r^gsF?^2b$R(a{< zVmZPWUnq=vJCO>0(4nblJ93Ee6180vkqoLr=d<&11sz=VrV3AlhUr?6CE3iL+Z5o|m^=SOTkx7atc{F%ieuX`)@UVzgA4 z@uxoi6=@eVn}ACvHhDf->xJeQS}Qax|LgE`2@d(%NBq#y-5GvOM%^_3+|t!g5O!!x z0O-?)rYI+8zI4*YbLI@{I=5d~?rTwv?%?J}3R)+ zxx+=gNo)470`d_(<)p}C}g&N7BO$^?>A2oz+au#j7 z(2-R;z!$qz=pm*c_6}o}18$-Mk=>iIA{toLqI5zTfnOWNS79jh-nFufYsMPwJdkbY zhCS@6cEP5n%AUy29CpH9e(QXG<(R5LLcpSU!0GnvqQsw&Ifgrp2ekW>-yRoF%{wDE z5ka=-{J}c@H^W@)6-u}Y!;rP^RkBtH{_ivCz@UNrte5wirP}SaY2JA(&`8;xFdJ58$_htpm|ic336q&HNE6VkP$Kf4yG$KX)O9daGHdR zoF5)h{Br0$MLXH`_HvrKc4hJG!*dCf0C_Y`G%)KvRvuPTW$8*UNbTvx#ARVOV>5y0 z(y<~?aqX8z@3<>_X%PFFGN$fU_PY$u1=>PlSMP-SSn9IdVq(dpxN2xnUlR!^7}36q znt2q}$=*=dx|EGHVfmN{fhS53H%e!E8Lf96$o8|m-%GGq6prmUp>>mI+n>1vkx3Xw zf1MgB?V+=9pY1i6obfbB45qBTd6_OL)Q(rY#sMUspiYjIq+(BX z!{BFddWNxvrL}&pG?ck+MO?v=D$X3Ox*vAFgsk4VhOg3TC#|BS{+lHGpb3Bf)_ZNG z&92~`sio@Cm8yPW4xFy+z3qor3XkiU-9JwcE3Ao~2}ZMvSt)R2ICSJl(%%#uI=mI@ z&!&pfa0po6S0yu|`i`alu;RaVOT`8w-9!PMF*e$^P-uL?pSLLgrT5P+dBra+@89v- zM5QGGB(Z-ck>Vj;M(W_*pl_ka$nm>R-WNdKF!V{+a?rJ%N1>Tb>kcL6Iz}tjt*STA zmR5&6>>+xUT*#bqnzQ1j)NFIM@5vwCoW;-;92!FXcds+b>BLVui_M1l%&Otyp6fOvXvnABJ1YW5XwcyKv4hJ~`~(>!i2Yyx|UwBy0CcC8NnZRl^s`FkuSl z*n(Scr9L%$3HdvvtYsbet9B5TPRhy7hK^KGK>M9-U#EV~EM!^nTeR(0ntMkRzCviA zc6e}D+#Bu4m@DTjr-oUOLp9wo)7XG=kt;G{pES}0dih`uZk~Y;+>mQ-b%=8JQkdp7 zaoQ2;T;Rn>PS%Sw%!K3emV6f<=Xu<0IFMjGQK?0C#Xj{EW6zo+)p};MQe4I_7~=*) zn-pvlm!gje2S6a2_)fN7&GPEg&86k)q3wB{5<>A(-yb8r%Aa2U{_#A{n7@KGYqL-- zCIDA$P@v=id~qd8s+=!H>>ecd7{&<;_4CX^VDLJ)Hkk0}3AblBx@$kN6fe?*4>y>L z>g3}RbClU<*nqC}x86qDvswW($vG8A*FyZa2UtFNG@IHD?^qHF)`8z^$JW|TuMoV&31ud=er-{+aiHk9ty_z?5n|> zegZ$G{T=$hH9}LlzV+cFbP}s)&i<0M)-mJm(oLndphvS+N{ciuP#J_@7UwCYWWSiA zxNY`ax<)p!ECSUz%3B)rHh!w8Xuq<9o1b=;*z<47Wm{{XaVOziBc;qk713}jpm!X+ zT8yAj`j*$(m!aJocI*UCCZ-ltrq&`tZeN0TtZYu~DsH}0n|{vunf^_3oqk1A=NVQJ zN{m~n9%ZQ|qh>n|n_r>P-`X(3<7gqYSh$q<{4MaPUpnn|wVyuzPxV1vBGdYkTB**> zV_~)7G4KBv1$Y&G`SA$bBY>`;`5LW!b3yAbM{kNkC1a5?m-#3=e_kynkwx+IP(Jnb zZ{_)~$2t#J4N-XviOw z1nB4%`27;?b+sd`oAQ~!6|`OaPO*iX3}O`X8~<|T)B6$4>EL&_GNM8)vL;G^Y z8}c=B+OaI1kdjZ9zetTU+R1SwT-2s)Mwxy(Ja_y^gP~n5C^_|u9;MCBCN9aJZLEcH zJdSD*n!M4?Jbi#p$b))&)GBDLGpF!gO-Ti2Mg>1|(cmoVnVQFpbfj*gIy~5VtRObq!nW(Q3%nwxowcRCm!3-NoFw!jHJ0AH5MfM9jJ!iQ8(5TiY-rCr zAtuSE_a-ni&RPQulXrSwzIrP?Av+hV6R9GH4c%q)+;b@iUcBcMTuq1?Jp{C zaXEuRKjImax)EM6#_3Zu_sH>=r*r9C$3d810o2;OIQDbrZaFS{YKyTOUcmrg^R310 zbgl46H^8e%emdh`K!=+DXVUwV)j>16LP=(#ri#Zpqq6!1L(I|Uga_k0hE|WhOW1P- zhbcZr7_Q^{^W$3=LMCy?SXgQsxm=_BXX6Q0%8wl<^8^fgt1?db^`D!Rg=YiKluXdF zh9S=4V#)xGUDbR~L@m_*_QxG=b6@W9gis;1YTxDJMx+Q(LB7o}0BVRcib5uLuzX%< za=CA81+;gwK8dvKw(~yY^Wq+{jlzZQK7i7*DR42zrAg2oMv1{6?K%&h8@?$WT#!Y< zZ4sJUx5d}QplZZYrqkEB4!2u`*zY|p25k^z9o>ARWbY~AXKUjh2M?ht0gor(L0`mtj#ObN~tJ_G) z0xiW#_O6OhgwTuC)B?w+Qa{@!HOlO_r@KsvGXxfQpI!R*fUr+gZo)U}lk;X$p%@bg z)^IYPT{*9RReMNkj(1u%bgHq3rrf7~@@4{J7Cmw6gFdsznodT>uo}hi_9y)u zHEI(eg&Qyoz<>R8`RbWV(19BS;ciQNOpcYoI!Aqc6hV7}&^+4oUZt_Y(auD^K5UMY zO}u7z?7JR&su%{3+XvJx5O-^5%6EvNxme4G4c~S8dILZyBX){)6CSS`6NF#(Tx*z( z9xrTyvJThESpo7$_@dBtcEViZxS{ROS4BS6xLy3qTn=P%=J(>=*i-hAR$^5?9y-G4|A6OsY1Ecm`Q3hnj?cvAC{`P$x_P7m(7bf=&*qrh{YF z&TjnI;6b$_33h_!&TZ_?#;^w6v+0{-Z{=cKaH)2F3$%kRDwD#4vv88$F`f4GzJzfU zL%|%}`;(m&PJOeivp&|h z_nc%rCS`YEHq;2wIx~Xq$^}euGW^&Pu@8(mws~v?>wSQC9q)Nu;FF---CHUME**zK z$f!xV_0+3Q85kr)ld}JSQlI>Csm@ zjsr{&>cvvt&)F^%Gc*viQc;mi?O)1Y5F#NI=MZ!}BOg!dVnxpG&%NjUEb{^ssyxMsHLz5uUNezlb{cXha`#O=#J5O& zn8SYN<>aE#e?huR4ST32aHVl+5-_^u9yfMMR1UH}daUf_%=lYN1o0j^W*}4YBz&FKVUe&+mQPwy0Z^R z0`t5}jWV+y2XO0%T%tnVm_2C$o6r8Q`kj4;A&31G_Ye98*1?DX*Kfx?|a+rLGW`>F)?_pQh4}Ci2_G_xqu$ogGY9|%W zNSq4W^-WAPHSdGGl8PZ@;p4)wv7i)gP2JxArSz0!!5>&lR=|Usqa9U(jnT&t2JM+F zm4wP|TqMkB-d}C)C#_Vj{NoNp$N8@s9B7?zSo`z`PrRa3JUH=CY`%m`h!!MTN-ozv zd-eTs9+T-kBX*Vp*r%&;h7+&h6S>$Yy_X{KlChm+ z%|Kk6f}putP+!T#EbVS)c8GKiy*h9-ykq*C87o4+AeA75{Rb7xfOa>Xpx-h-E3eh` z9_Bz|1)B7JGx;pnQkbYZWVt^I3?Y-XMw3}DA}$H(d#NP16`sFi-Q0zkMq93+ZYh`( z4^N$)=8tbX5zOP{V{l(?^jh7xbBp@J1FO<w2m=9U+2fdmZ^XFQ#6*(1`STlKf98de<}|zXa>nx)L!{|XLc;wxwE;cAk>TkZ^T->+E6Hv8mT$?!F!TMq&H8KMk za1Y7;{Z^C`AWkDV0%h&*xu@UUx4MOMO4RX>bxhe<(~z3~D{RPBWNdljyDoUpscGr+ zs0{A_$zX@NaPj*ILcNewD2~VM!s0K{n-(A$RXL4K=HNJ*1-;=&`*YrY%oZTcum0ytr9&UEIRw z$I~YPJ7H$xx2Bu?t$nG4w2qPx08l;(LizoM-9!MiY4H%_{dVN!A3wtK>7!{RY9xn^t#E9~dDUiLGuSD}ZRW?Opra-3~oYzpy zc@MC=s|Fl%gXeK=j^5j}T)QXY5>yT!a~QQ}dH*J()Unj>x%^vGIcKw28Ty6$6R^#h zRyQ;vl{N+>_DWrED0lzf0zX##(9X9HK)5i7q$;8o96TvA`R@5RT-x;sxDi1DPvoRK z+lD;bFPn0p#hD4y3UicjV!!R^hDbBG2jb2y%ly)0pBDQ?4F#_Z7H+L-2wX_hYhHE=+pWcBH;#;Rb5WjrZnL_ zxRf;z8k+-tC`{`_t}Z!n2Xs(s?#`P%z(w;suO6kmPOKe=eIscehE-Va;e0cfTEjzc z?Ptfpd22pNW}CXuEZM#_6#L>!q)=`{Y zz}m1R7~e7Oek{97sYW+@Dh(5+rwLo=af%_yZ%SKp4k(X2I74aonSCc`5%$n^tB=6L z>n3Y#CRmb|`_YW$JB`LvtI3{LGV^C^NRhhsd4&2w>VsiN5~rff%akbL8oA^EWny~d z7^@gz5YRx`#(pX`Pp&uBvp4!3z-dle3RHscxvr>Q*>`6=)2&php77hM<5fFau!r6z zXjuAS9crsJ-P;jquqmSE|8Ry4^A-fnr4-|$)4%Zv40jj}yKiQMVb8gew#^W~&#v%G z&C)Be$3#U56uTMYk8=-@vyUUUa*&>7lT#&8IQ^_jXf6@o9W3@i!-gH5O&zudj z{R(r91do@@K4a`(e40+~U;CPE9@{18QtVbG*Zn*qn3PTkLqU6PB$_B9v#jp3z{{NL zirWX{E4{!eQ^Jv&;-Pkvit<)M7!3-hdKovY_C zj?guoi>AW(fjDNcY9Nerr2y^4gZETePaCHi==DEad75CY0aRu44$0~+S9HXMClf)9 z_%nn_NaOe~tZdF0Pu#!(=p9xf$iBd+b8nzG?sW8N!o|bv{tbtlP{;>dlHcT-5wG^d z$mrdUj6E6d?Fx$N;6=p{&$r64rgND{y*F*2ICc73P1=xQ;Ce6bD{2D;vCEU?A6Ug_ z)25Om1<_tCV)p7KymB{%&G+9KA^UWXE%Ynnjz*Os=j7=@#huB9osRWk!!nYv_&9<) z5qdbhr9B;e(-j#Y>yz3ynWsq$ z0)FtX*1dhjbvI{wuwQ-|ij@2cwaVlAKG${paGs$%R%pTZ?Lrhq-rPlA3b=HihrJs9 zpHe)$6w=fu42*e(Z&!WVSswqu+Vz9(r^RoTn_N6rIhImlf_imgCGp(K4$T?~64FoS zWZ?Gdiw5ehv5}_Yv|*)eYV7M;ryScNi)`(s&v!|OOM9s$Q$6&Z^3I}o&va%;&XJpS zuyD}0>P_dzPH9IjWrDkYy?ti#cYDuD&r(X*|1nf??;_ccmBLw4-qy;tVqY{fb`RY8 zF?w6Z+zo-gQ4&`>*w`1f+?UBWzY--=m?>2q$4JL6J!-I|I; z$8(oSF9t{&m*LpNP}}Lk;*w$-a>zSUMXxk%oIhdI9VqkKx504ZEJW^uRhHFf4Nn|O zBJs(wyzH#h`4(bS?e?iVli<=YR#4E zTZb*LIk99&H*Jb%#01amDP8e&JbsC(`vdiq=yG_;*I=bSH_t!N)jV|Ndz!3&1AmOS zqf5ZuQV_>>jM7a0n76=#_b_QzaO)*ZC$o)KhRc^<*Njufwz)2ohRfe68;nfs>v%VR zJg$=)#i*sAm>_8HbkQ8BS#PLwH6qhzVsiw9YFw#j8Dw}9PCIWoyzQeP!s(^JS)CXv zIam$(OB!KVO-|Xn*W@?;HkW%Mh$O+T{f!4y=Qs|UrUo%8vQxSiq__1SxV`DztmaSEzy7inA+EPJ)CXNwt7{?`kj>dL6V>-bq36ovijeA8cx zyZ&&#UmxWfJH4o7!1b?Q9>rlCg;9*x8T(F-#L8H{WjmGhC!*&klvJ;CaI)lZHQJgu z&YfhkUcVwc(p}PyE}p>}>1DojCQ0}#cJ$HJa;a4l3x75GX)w?S!NwP;xbh*@JY6Io zpJCdbu(MHGerLy>iN-K~dk6NO+Z)~A>4ovwHpd?hrX|1%I8?BCkQ!nZbU`MZ_6Mm* z)65;&inq&j%6v7)_!FMrhLQ7z-MO=9>fp`VasEN}x~G(bW=|L^bA6)^Nue1aM^~Vi z0^d3wr*j*?z~x?h$wIlvq0pfxRT!FxVeac09pe;uPBJjX4>XLZsz56fqT9$=Q# zG0gBFeTE=*@v*JuF89B_dD6VMn3wEpGTp|ma7J~AnD-vGt8+1!$$*F!v}{J)X~1g#OirnL1;e{C@mk+^xa_2CGb3#`u-`DWAMN zAOleZcUO0T8CUS%3PY(dp(w-0ul=5eOAPTee3)lpJ#%$+)sz2eA{>os7w-0D?MRi! zoT+P$e2+gmd&hl!NLhGXD3VEr%=uY^n1p=Peq)ZS11%#r?w5kz5<9zp@9ZL@$Y6A) zehpXL2PmpnDK6S%U~0V@3RSt*-?Zsvrxgy%@=lHjFnYBl+`l$Cq=LABOu3vTa;|a#f1eGg3@zx_sQ?b zRo=+bsW%zrLEoexwC3<@w0$^Y&F2><3qa%_&A8N?tGOk7igb*ZjWjMCU{Ov91Rb1f zs+CO(&D+q5?2ybn3x+Ah{yUGylo|>hPdXxqkFhCXoO;!6ELV149u{@0FfWTa5l%bN zEm5uw7)4NQZolxW0qRPIlR3Ab?^?oF{4%~(=VhOjnzrz^wSj~)vP9VQD->=GMYlQb8%B_XElPTo!cKemT=?Z6``?PO`6JFuQLbs5>MazdidI1G)3y5 zvo-64p~7>CQe*uA<1cl!$og(#**dx)zs_R*hV_$)rB@s;gNyvWOFhhml!#wz)Hc&v zKC^GdNhdNy1w0eamNA!bU5q0qYJ09MyKr1K;JrB}Lj={7umJ+}rw-xyXr*B;C8J+{ zuerm-qIJxqsc^@yKOQ3vQjm72er%x_nK4f-IN@HMG#|{mp0smgy4GJLX_36r>%#E( zV4Sf3iN&1)-ycAj+$T1YXL&BOc5$zRBreIm|8mZ&)s~61I1*J;VWLwr50wF=cz>UaHy4$>E4PUt2Ha^IF$Ub<=Xh(Eam}s z3nsib$PQ(sqi14Y2?0jb=U6feCsWu_rN`c?#zH}7=3af?k1V~`E-L@UzQ*r>qTDEz zMUKz}=2>398xrZUF62UdcsyTnt>)skY3^5X=uf@;H%EQh4dpO1%#{G~ahou5eG`7Q zoNhdBOln7)<9?yY_*U|0M6p3?;lg^WTCq@Mi+Oud`{y@mbW<3?*r*r8$DJ12J_Fxl z;{NrVzA>68)}ix$3-F|0W;?HACoQeEXtOsxpn=Igh|AEN-vlR!%nb9Iw)Kr_d-t!#*tioUkby9`iBbthDn?_Fx{?QZ_Anl&iZpAnTcJ zl?UKb^}D6N>a0en?gV-m8(rET^J3Gx@x1$`RKAn5``#FsI8-Qb&t9l0ulzd3bBvYB zJ9tNa(*T08__-O_V;j9Q1MBy&^c@s;Uuox%N1S>-gPHNsz^Pi(xl^TfM0JemWD)5S z#TZZZQ=#40CxjkUt6zHxGXp^8FQGlvLZD*|av#*=Q0q;>2@}pGrmIDz^zuKsH#eX7 znJfF3K{wTN^Ie*0b2#f3$m@~Rk)7+B0;L*iEZt~O@1uVsdwxD~wal=(a$NzpSeqV+ z*OPkj%6>j0dAPYU(vh$7&{MhlOo1aW_GM}Y=7t=*;zMt9d2DGA*5hWJeU;gspRRK_ zOceWhqcs)Y(_i?QZp1*M{+g6>>HLP;rKjUY8~&yn42@tS%wtKdT5Nvxo^(^%JVZw*IQ#!O%W__ zdQZuk;d`6xX@z4a{#hyR4>mW&>?!_qr`Sy20A-eGV<_?hL5EAx9Y%Hq$iYEjBHI9Y zFx+MLVtldGQ067^?aS-eDFu|LuhU4}w2sEMG^|mfqcVBS3eQ(Jb-X3t*c;pB$2RcZ zzm;AdHkJpTvpYWr_!x(^rFX_0wVR5?_9G3SP!@JjsCwSl*T4k0SL%UninFF=ni+8Y zt~ZcgvW$Z*=oCZ1#iu$GXVTNpPeIA$EB^=ohII00-+94WF0=p(O8H>(4qz-Sj0(Ki zh%ByfXcPpYp_ja*arpoVm^GAa+s+Sn^Bzr^KHHjQ*5&!Vj@A0qo^F~IbN~laFYElZlhXN9(fAkOWBoiv`{DSSx=r9ODb0K2cc4fSy?5p;bV$q{XKn%v z(uh=PT(a6#Xhu{{f*FtON0=k^we#A)go{HFY-I_^d5b%p`v^4rsl3SY^pc-?RYYU*06=x2RoBqDIpK|o{vv%?ifSc zx(;(_!*tHAm8prC$9C;uOGLL{pNqV^I##k(rKy4p3mcJP;nDPn4J}R)mRL_lB(BwA z_a@qZ$H;PSzVW6*AtN`>4NX?SRtyqVn)EnX9AXGKq|#0YyN~-#IC{4%r0Y&XboFY(EIq-&u(SS83Nt$5d(bVASlkJ@N0>V-&JN4d(`Fk_(ba2(i11dDqjA+b@q* z7D|1KKJD>MZQK&t$louxlOB+ms>2Y`w8O}x08aG3fnS(0rP zlta~Tpb%*R7fU*CgAlgu)x&h5r?SL%;;%%^BeTU{Gdu>Sfw5zblUBqEdQ1|fW@l3z zb))XP`KCPH) zHw=$fmGy*~g79tAR2jC*NFAN7NiY<>F(_Z&L!BMU1mt0Zo1s#C=C)UX-?-o}z=jr( zLn#!9pB=28SEEog9)9)wkT{Gag@7dv3K>;}pC*1f4D3W?6MtcB z+|GK6o6MJb-bo=!={Q$OoMzwO;UU4$L9SnK8%&j_&YvUAu5{yX3O$N#dT%qv;2BQd zaqufA<9t}@XyVT;!GWIu6yv3mRBU+uF+PRB&Z&a@+GN9x$w4aC z46I}aF|Ra-HmSV#51RT?ACfRj^;RLZz5B>%V?%NV!nnFb2`H50r4zabbnv%oN;Y8; zc8ShYt|AT`7Sm za!*r*IOFCa6_((?hcHql6o%DS$C1B>QE{kX$aUB2AmG?o0MgwokK9?$D)aFMao)&x z9GeSe=yIY9bHE3E8Dx?*7()uul$4!(+Y6|alS;@-xhK(YSPEt4e~vhk4oqMtE&k|v z{slhFz=Q#(qY)VNfr5rq8SG}0sTE|p??6^7N7bke|21DQ+P+LJhKzA8&TuZ=+I!T* z1Dr~dcOL>mu@Tp&V{>ej4_!qK(^BW92JNf=TO()$u#A^q`aP3|j|5~<2zZU$dv+Se zAe@v$IG$Y~WxTTpPan}kpoRd-*vm1uVc4(&kgzAfPWkeX+JY;5S_~`~~S>!fcB)ptqq>E!qz|QRGIJ(lE z%r>U|Uxd_QCTwobk}G~@h{;ey-Ru?)9-yXt0ECFz2|#}>p?_n#p^7Ya1_jD2W{&Fm zjR0Q#+yz?1J5V0VBpTkDpy+dD&V=x94`G;N{@|(c|Ai}91}uyXSu9PSWBD$kh0gYX zjJm&OD*odb=#kY(4bwT0L0L;e-nF`%tKe?Jt5PX@2T22rm{e6I(?R9GL9Bw3KCkPb zcw+ycPDSe(mB94S_9#Zd|G)NevB_M6K&F8S(f zI39ZveHK3cv&dWZ;V>+_ELGmnSvfRlt%Yn30TPsti1=-eJNw+?l6N#UUlNCLQL^2@ zd@P&{@?>Ra&2_|ifCY!0swmfK1!4TFm6y*y=-OkFOe0k^*lbPl zYZp14}k z^DdE>^HRaV8OU`S zNaaG-kV}nnQx7%!EWcb4kp~uPA;Qk@ZD89$(4s(VE&c&CzCmAlyyIH)*2k}fIGt

iZ4vlF>+$1fw{$SYjPQ~k zGuoPnAcO4)a=D)7&G)+CPjq7?RgL@xD3^sDPLAAzQ`(qJu)4F_yptbOh+N)H7}N8v zl!1qzAF}w&fW*)(n7(bxa0)$vnl|rGZzo?Pq#(_Y4aimTX}#$N%K^*MjMLQGus~CH zEj+%nF4TR#BKUex`e!5dgcPOlXAyX27E}Wo7g>d{^it(e@&93nI*OxeuZ*s<*dYQ- zWO6pe=yETu_lJ%Q5+B%5$oM0Iehg~i>Mop>qbpGpcJ$GthArecWFDUL>i;qJ)?rb7 z-xshT${+~C5Yh|{(x`Md0wRiZr_xBbG(!#{s0d0)cQ?Y&0)om=)iXAk~r=2KZa%=qB9IvEa2O; z=!qq&2AN9cr009AC;!yzUH~!l9f#o2@0T-Z4kdWgmX^Y+tw-{IQov=5z#t;&K9or9 ztk-5;H2-9`zoU+om>apbKB>VT@^`Z=1gdbnS<>QW&SEYEh*+|6RT2u&cX;oYX)qbv z8Pwq|PUuirpjT7;D0z2UCi7H`|A(RqD>@FE!dol&Nz=)s@c)jD&^6grfC zzq{a61RnZxC+I0Suc&!*Pk|%+k1H@jeh0jicp~8f-_c!iK!7T7{Gu5le`_}movqG* z2ERRELUNvCy+@~6Hqcr$>0!#DWm}Qi3lNi8vs6Z-J`soKvq#pR<%xyu9zS#f7@`mYtijW zfzWK;JuA3qI5j)^S-KOxBfh#k7@PqCXAMnC3*d2p5PJ6*JkXBv1w5A>bS<4TJ&Z2q^}+1bOEyJ=#7J%jcPYShPbu^_ z*hbnt6}`^Se^*1hpJPE%rS4jo_AH+Jw&AeU0n+vrH-QYW0HmyE>{@vD zN9*{Jrk`_Oq8|ny)(0j(@XPi)jIwYWdE)aPoJi9o0wz2Uw)mYZq)Zry5{I2Z52kMdW5 z&0WO6(i9?j4eiL=SZ` z&f&` zRIZ!u=U1uQH9$|$05ZBdG-Hb88?grZav0Foa;n%DFs-+9a4uGzCBpa#SW+%wyA-}BcfF`tPdZfkQk^N=4-{B?CgN? z+{BaOB(VIsj%aI;bh1A(>GRG^Qo}^)VEV&peS(ChQMt9esdB ze4hS(BQwfjQAePR-pyiI==0Paomdm>;(^lrz66@QvV)O916o=0gvRBGNH6nns~#+8 zInuav5>JB2Ui)*z~)hQa`t8#JtS2VqQE2 zTWd@1D-ewC02Y}e8o~8mM6me$Io#S-UAN}qt904Zu#<+T5Vne?sR2SoMIGg^0XkS9 z`7k~G_}IRDBSPP&2A0Pj121L|1Nw-Q4Yu4+Tq!ox4iX1}jpiLgtmrW4<$BfOhI(;< zRhxtgf)HW=)^Y|=-{y(Jvx?F=3bf5%C*A+>`~OvB#ieKC=RE{ksIXh#W6Ivqk@qtt z>%Uk~o$4caQ>72Xf^V+&r>s^aqe~K|yr--Ga6DlEyVnBTgsVLOUomkc+hE(qYw*fA z+bxe6f#(Wt7p#0MsIaURU$bF7yoISfg=X#9gC2VcQYwbM6`F^OfoaYw5BzRf`Yd9D zuhE4A7Z!*D68>M#fWFEn5b08tpn4R6*Z*xOzWARv3VmfjO$T)wzQ(H@C@VIWqZqR~ zmXkkF{b=G-m{zQX=_tzq!zz`>@b9bZH+K2S3J>F0!$#$wF> z-X(kt%^%&=dUtMQ0zCx`Ahf(pANT+mfU=uirR8^AL`W-e9Hv^J0>=wF45^n1=gguX zPaFiP0xd&)h|(y>dmnG{nmn-R+rNG~I-Eqw0=|$ueq@NoTsb6@`p2^}i{ zr%M}yi#0Pbu=M8YJYfJo3!lOGgtFmgnTNP}6V%;D?2=bNhk%YF;7(;jHz=T(Bv=9H zA{(Uy$a~%IG=JK2XqUF0*n$c*@2i+b4SJ6}#^RrGdHLnl?2g38Z$>(s41AS^gj(MJ zxen-HqJ;*(#7svCrKPS88%NU z!W1V#P(c7V0`~z|A@WK&`z0E);JyYZR`%OZz5ndTf35o0HaNg1+VHZ4&}1v0=7N40zRfC`9p!TX>#Wy zjek8s^oL_5Lzrd00Q!;^sMK#h0^#~~T2Ae&Pp;YHF4K!3E<78rQ4>F7wEq~<{D_*& z794RjW6i!7p?{sW$6ZmbPSyKU@BK znw{Sfppp$(t0FQ8V-y1v)A(E|x&QtT@cNKLK3L>-|NKEl@P_WcUjVQkl23SOg&{R9 zNX>9C!CUAI0DA|e{Gb2ZIAAp)SU>nQfc}G*>ID#5V*G18Ku9PbRZYXL4Z(eoL}A{S z#K}H#4r9~QZyIt~AI?VPt4{eTw&wPE*ve2D0dt709qAfi54sMV=Ja2G^uSgQ#L)cw z2b1<+{h)upeZi7kaCqNOeKLz9_5Xbn9-5B?nkTzxC8eS7(JO^vs%lRpaOn7^X8Q}c zt^j|+O3W*t?W(a$&(9*jUJtVieXfkLj?Hl|a=K zyoiH30wTq&%?ab6`}zR(7u_*7(8kP-H@;Q9_8Zh1VI;v!3YdeS!BYA>USJZtn7Wuw zT>oV^I?b&qqAHUS@;e+-XaFZc$Oo*cm>#?8qL?b{paDJ593Ng&^dU+ zkbnN)jSyff181LJM#J1hY(ISFJX?Y!vFfNmtrg=$3JyP)F{ zl6Ytj0HPnjN1ppbiRZxkXC^(2=2MAiS8Ho&GpLlQmKsKNZ6@CM>FDFZzm$N& z(Z_Y76ZlXp!V}Rgmat+_jF-zeCF_g0Q9G&9nSZdNQdyI*D2)d@<&E|=nw#K#-$dOT z-KO2N1S}P2XfHY+{?A%vQKBISN|O;#@&EhHGZ)6xF(J2xeavq&HpS9`jmbKV)Qp6gAtHS{%6r{qZf_h z4lJ_8rnruI`VO01sDt8A9D{-vCSh9ATcw3x8?U>(t(d}B@VBpd%z_`X5G$llutxYK18~2`S%vnDmV>9PjB>#7J5nsORo^BEQ(}NiN<3-pcwe`h#OjMIW3w>o15B&&uiK* zTU2fVOOQ+EZCOtFB0SPyG@vvWEcqBl_~JJf-%$ATDFwVA;1(w=^SFm<0Kw^OBSiA? z_l)=2pVg&U62ADI_h`-lynkh^2H=72pp6r9VP^rL0fMQ($5%jBaG4%&4B97@YN9fd z3W(=63FGM?dhMs63yf{95vHtSgM?VoeZ^*A8+!ykf9?xSm#bS}715#mZw3PD8w|{H zJWdP`;aC5S?YU5h`Fji29ydjLVs_*+;5BrNu!&lW;v|}>){cdK0!UmW&Hmvw9)a7G_ z-Yb!3N|dO|U@W;gz!_|C9o1nm`X#CzM7i_V++G1Lhhy}P$4&chClQAloi8E8l7|!L zZWy)Ohb1%VTFk>+M$*JUpDWCm2F`bjj;F45z?1f3a}kZ1&|yHFZrMX{@;Pj8r4ykE z4F8G0tn5HKuB)k7K>gpR4${8vhkV4FZL)zWe9|0GVYA3G(KLV{aWJ-RefC(1pTX`? zYE)l*Eq_PAfyh(_=3mK5$3}p5hYyhh%|`NK1+8kJcUrT|D}M0)N0(`8C;w9q42Cm7 zc~Z9oP!dmA2dwZ<*%IwMvYCoEEd>T%yS-|PSPa?i^1ZL`Z0dAB4|c?r4;2TmnIG*k zuTtaxuN!{M|I33|gM&9AE?2Ko43F8_(3ad(GCqzf;IJ*8cVnO#*i-rBXb-3Ph?w!i zi3q22RbfZu^qdCq;fmGAqlVsgdYmrg9hs$p>g>P3cIkQmmY1=bzBpeeTYif95(A5I zPdO9x>iDv&o~_-AHl*dvuZerlyK9@4QgEeyQ z%=&d&YV1W%dZzF1Jn}VJmRA8FvI%DRH{&kb>RS(#OpoJ!?hMCuEDuw@9U)9mK1|Ri5cL^vu$*1Ab7$oGXBsP6a>NUIK#efzDhJM{r@?Q44?;ai++@0Y0cXc$OrI zL;o{)X)mi$zh!AX{4et#2d@ce0)lW}u{#Bf{xP z=3p1J=oY7SjRofLO%m_je)4L9%4D&d8J}n@A@8&SIJ4K(OY zFawlzbmU&WY&j_QVqfrE66rC)pw}bA+aCDi*aiN~vJvMy&fE*1UDQ4#nz}#Acqsk( zo!(=6Hy!p+CUIdNbujq*Tvu8mY3<9-bFL5*Ghqwd(2yg!u6y*)X_C?_k}o&@aQ7el z)h#zgTzD?{JFVbaf4COIP3m`V;kxeN)FHe%o04J*Du>5l6%V}0yhJBbsBxt^L}e-GabfOpEB}|vTj}K zi&r~NV8%|BzY4kO9MIWM;XWCYxFM(EG&swd6WATBJA+r2^D}cybX7scB<7SX8p}3H zUhVuMH=7ojYg+$v&D+%^u_AVJX17;}`RVJ0)uXPuJZBb>ohOBApN}j8-cEuCD|tqb zd}Yr1+~m#4urjxhA!+yxPMpV(+yhTyCDX*H%{_}`gFlbHI1dAH+A5AJ&FL90>ggWH zhyEVz?V^a(@Wz&kBxe_rqLHlY5$wf~NGWq&TQ&Wvi=)j|GkHFuSSI!|`TkVO8H6)p z{^2tpB`g@BuSbAFDa{OkP-PZ>@BWzg2O?BZ*#w*tHcVhWz!B%KegSP8q5`QlI;-BlYhKBi$U(*FdxD*VGIiA+p*JmfRC!<+fGvl-pKin6^Xt6>e z+^Oq^mm42_F4!kK30nMD2Yj288}^T8cXkNuPrmdSHMFK4OtbBz7_ktq?ew;2);Gw{ zZ9Ma7tjL_cq9u5HTj9{zN^Gp%)w?m0CFtH~ji(~Bc%2Ad^79FXYz?zTYs)+4ly-YM zM<@BHJId>d8Jnev`P{#(?>3JOE**CYaFa~#oP9r`^2x!P^G}F-IlFgZ?{V>TibOQ% zYP+y78b|p!^;$*1ebG#z-eztip(O3^GM}zavzN|av5j?m+L1Xi(H-%VtKGSJg)XuA zor|?+?hDFRwXr#|135jp?^v7cmZNuu)My;%u8*UQT9&SEW)TM@qoJVeT?v&OjZ23< z1rx-aKnJOrg`zB1)=?=e>LG_=Zn_HI0BCHC^Ut7l#r)HbG76?&0lk`qk(CzkczAAm zXbTS9BX5r;rhNPwNhv108ycSCQAyn`UP$sW4sAK~nn}^N-zu%=h9|UY8SpE1^%%^q zKx1@srqO9C4Bk&l_xn~)kjgW$BaJXQPJ#s_jELpgVHi9Y)E&a?f08@C-?Gg-k`(5v z1{twCus(5#A^>`h+byW`Y(`R*+C_%nK_q)1{^`xHU@9-a?!Hw#_j*g$DBvF?jvp&u zvuNW3Ygw%CP4nfxvP1wtaC5SY>|SwT@sVTr-JEh-#_PoELH;&sXqvNbAhxg#4z%vc#*0c55Yi$Nmyl@eSww%F}&BX=W8aR<3$> z>pIv;>yAeAmXC{CTBht1sHcY-Qs*}u>NCey_S8aABX8_#lJrFWCd!WLuy4LjuJs*$ zM)y1p+MVyfMEXHJqwnq_XdAm~V~pm%>T^5GuEQu(2V4`ME_8KS#6ibob|)k192}w~ zG!F~8CZl0~+Me2)E|b7-HbUfdKB&DugB^e%F=~ZGs{AOYaGh@Ln67)HxuER#tQE=E ztF0hoPwE#ZEf~*-Ravc03=ag|LN{{S&!1?*ap)2NVe`+pOh@Of&1q0EtQHIw^3i>8 z^6#*iVKiL3Bhtw?IXB)MM^*sDltYX5pks1YP3K29t@`7|?|lze8v1qL|)q7&HcB;_c>?3fIf)s4J{u!_{ z%CPJ9VB0^tVSnB)<{)LP=fK$ex-T6ccX&7nKN{a%fXXdJr20%L+rYJMEV*yY!FCqWrO;!Kjv2RQvEuLF?)yF&^xF$gshjW8$me)po^Tu2CTof&r}oj5 z{(N%||EqI?nW%cb#dG_?dT(z`*NW(BRuTgZbSEJ@Oj6S# zfkmES^gYs`c5#6@HhYj%57km9nf3|STeREpJ*vnP4cdUhnP3ymufrwg&M!8L6&u|{ zuz+@rJG#9l>i7(hVB&Dn_!T!^g8q_6&Z#d|d-esI6ve%RGG$0&PKr@1fAqH55q1OG zATM9%WyFBvco1ihMF*OW(dq@J_lWDaYURRV!6)5=eYWj+F%NB-IAG9lua?3pAT58@dx1GJUYQ* zRzss9yX3|#ESJ@Pn`%%tWt01=cdzrH+6Z$_NUrK-?Kk(za=y%1?|(DnZIsHKNW#%Pft zh&n-GEjicEuM3#NZkUzrPkmSufNp(%u+HY)iGQFBQJCAj)lLyp$_7dJ zqRCaA)>i#J(OY7c)x(}~1ACB7;`+nM;$1F8FUhFpR+%|(i z6NRgH5{sJhR`PMIi}0%ECG$oJm`Kj}lHrhH86lkHNV^TdE@2_YOT@&YW)+@0LE5bu{VBu%2-ptuS5K zAB11etKs^)P-^CH^p#W`3or0$!ndw*x+Q~agKV|#aWueYzLZ8~O?ye{*{;>|AK%P<~`z{N2)XIe}U>Y{&cf?U$QN#N3mG1eJS?fcWcO6EnyAZZXg|b0(zoa8}Ofh|ur|Bw&;&?QFk7?kn+9_p1#MjA)8=g&_US^st#VPE|stNKS+ z<&SQp5Kv!q0yK~vU|G^bq6kxc^iE z#zNH1+Di?H@YQ`?&pIbt0F;u(S`WMh+RUJFC^67-*%?xzO2wC=9*O4337P5z5+wv9n-~;g%xg*r#P))D zaMk_crwX)+h7ayjo2??DNbg3RGy>!=6&m@K!is@?UtaFewX!u~VYHF&4!TEP5B)+B zgbRoDD4H&rw$gdw5LTwbzL#oZDX5rmq&ZXG3U|<+0p`0?HQzT^C?}Pd=uHZaJ_a<)2hVxDnrEYga+Rf%GaJ{-@i>Y8o#UNIVN`8 z6EwRRZ&v%|OVwbA{qFX0RmRSVgk=M^IL%h`S&^~IfQ+iteIURA;(g|xU+4Vd)K6BL1=x945mQgE+?G)o7i#?BcZM_ccjHngqK+Q1a- z^j9Qc{fdnxLE0Hn2*N-&Sn#Ijh2f&+WfeXAYQNiBB&qP3TD1S~E=RGqW0^CQ35I(p zLD$cvT|M^ez1chO5rcKU)eft?RrLwv4(uYAQ)4qkU&M)H2rkGOHoD?VSQkEhe|53t z>(wBYi5+_GG;8mA{P#*=pYp}$(|j{4pTrW~=|=AHlGrJs+MURH{Fil_#a>JFYIhC2 zT1R%$c~8994Q)PbuIvXDJ69Eex0(86N#VMl#XJyauH$9UW}Zb8e|29%mz-}-TiZ%$ z+ex-}O(zA#qA4Q<+&VMbK8i7~ z!ezK}bgt<9yW3Prdnkoa$xXn&U`c?_W$dF7LsdoD!fnTyuuIX6+)S#Z734>#7qAof zoBj%32RSfBoMgC8oP%L-(t-H#k@a*GbRvTyyP~w4=YSG)&_O4S@Kg~I*{RKRumNKN z@SET=Ll*O`0h(1t;-JBGRxQMxW=sc|849r&C^`fVooVY1Xx$tyKQyFJA?Edz^&mfl zBc6jUmY5PQ4O(zg^EpI?BLtgot1%J9L`=flb@EiIe3deaFoL&ZoGEqDn49VlzIYN799*f1*O3N|Pu3m; zyl3VWn8Slea-1E{?HSK?MzmTVpPOi%lBFSE_uuyUb1l@RdTy7&BFz>&^0j9zk72rr zc6LFarbuUSyH`Db@v^||$(LUw{Jt75;QbMA>ZcOZVnDDMWD2qNaGdJU{AHvLX!{B*tI!AhsEnFo ztg;!R-@Ox$q=Kr}_RF{t-feHbfF_}k{NJTN@B4(i+Hsw^QStRc6uO^w*O6nShk8HR zdj|M$&a|-<^!IF3x(C|2pGStNbVGloR+ri`GC#p8jZ4?wlae%D>Gi8Hw!*}QMS4^4 zCYv>}3gQz&5C~ikQEBpF;!F5VcjABpexM;V1nQz4W$OD>VkpQ>#lQDO%y=I%r&3G5 zW)?J=X3PS-MX(q~i;y13A~{g;dq-iLVe>wtSHOxt{$x|USC&ui(3$!c8i@=;hCU_;BY-Y2bOrhAAL=9A>ui~o254Bpp{_!Q%|-SG=y zGaLSsbsZ7HH};T`yTvJr+jZ?wP@tbJn<8uB7-HZ39VfP1f=X^@67CmG0BC##b0u=3)9n&e!@7J@I{0J&x(1Z#C-Fm!c}y*}3TSZlHfu*Zr_LQrHZU zmG8Q}S58Tb_}MJf6f^l8tl^T{dad#UhiKbXqrJ(HYhj;-f*k$1$*Y&=&vd9)stTK> zT;~Qq;#y+O)y&-P>kA^%^-^$Ud_#uGHeDk#M3n!2wCBRNM)+F44pq{5VTiV!Rb|CQ zzf%(-l4%C+ZtEO&OK?fsCxyNd2MZyxFX|!CIj)C|q7TMC0mmJ*_85qU;GNLLm&`C_ z-7t%5K*VJr1?x#2CK#ZE1opj7Q)9drgDmpRJ`+DxPN)`$tW^s z%hggb_$^+IuKq!$>1g&A1K|q|{K@s_YVjsd1WYt(z6~uEW-eKjr0sHAlsydgVG_5| za6F-PL>Z(#Mx|1Gmm}MhDdZZ&>z>=ST#d%)iYOo=qorEI~`hLW0%FUHm(*Px=BE}wzIYWZgZOPhHS#K zTIEQ$>>#{~vg&lkwZL-LG=52WG+3hb(?_TFl`lUD)rIVKoej|Nn^^T5@6xJnNRp&aH|9rEa$(n5 zg67PuQGeQCGeaXSXRIM2&ge z?EdCbvEZ5)HqHY(c9PWUS;3Ye$x2^6HP^-y0G(3qwL8W>(yWCBpw6b*;pr(@nhj;B zk}4tx@&coNNSP{(750>RdW}cmvE%zN=${Iu_qz76aNFBi?(O~VTz~PPQ_mibJw2TE z2>z_25|6^6BP1_3DB8wlq%COZaohRq%e~*_|KVUx_D%U5n|Jlu7?a;!g!mUEGQTp| z+#I4*28}n5Q_N>w@a}bOF+I9>G8L~QM{+{MsnTssay>c5eYPKVm)DB?L>mO>vDQiN zs8}Q6lUSjh>FQ*x^DFnkaLy7meU1-1AaHK&#}Mal#$!1i(Xa2J7=|(1cZ8<%-oKT3 z_dvhUr1$9$uZPw{uQcsI%N)54QTdW~Qm!-Za37I~%wS%L(ujnmsQYlpXT-g8!&`h5 zhw>}gmSa@+oN{oYcVh3#Cyd8G@etQuGqI}$4i+KH)T=Teyy#*#2l*tHPS*_!2jQ2cWvBrueobv!o7!y9KZ`c6}wW9T*x z*7~WTWUt(vF-z0O6lXnUbGH{!jD~;^dacmcr95En+OPc6AI3npTGdo}i!frg_UeYP z_O?P#b&<90Hm94&*7Q(Uf8$xIO%tx5rXw=FV+6-EpH<1VvFvBVF;Xw^Ii~vs4=(B& z1&rOwn7Jj^bR9^vH5#Z&>iuYX>@3FabBLR*{OwE?TR7K8df>XBob~;wTbOHFkf+lebA$e88gZ|-%IuVBmB}I}njH*Zn0ppx(26gRt2quc@3|<2 z6RTO@?MdPiD=i`TC3X1%q8^vNha48CLwZ8Y?~s4;EL8$}1RcnD-&;QJ(T~}6m4v|b zt`*o+ZY^nK$ceJ^{~9QqP&6iH_uw*KSHOGDjy*)8R!SvnszlGgyqNkj-naI#SvJ0s zT$H;0U=L|bGb3Ny#xKQ3g)~kwYK&#VfV?Nd?WIOP$~ZAigs7X4(VYdHw%PpmWSM}s z*}Qw(oQv+ZW7D(HaMj<>TyB7MEYXZgtv%VqX$NWWbf@(1UZ>ACOm3eu#|Ut0WSvJ(dxR{sp`5JBK)uJNXCb8s6LM-+mUjl;-vUb7EQR6(x>2Qx8sdwONc@^0bcy8z3+i;mugFaC?m7RNb%7y#`-|0Dr25LJ7Pnz(tqj6+t zSNLtFrwZZ31(wFKnns8W3L;PHt0y% zdp<(cB?B|SH??==pqQEg-$1HT=sW49Ib_47 zyX$frpRB(M>o8Av_fAx>JJ^uMRLQj)HEUM#>mZNE?AoQ}YLFt?E52;LH~J2P(tG%b z3aboXZmzb^@cO|wAy}h^Zp{mi4@#jI;`P54m}j`UHPosvay9P3R0+F?>4j(rbvPAO zWQO6U4EPtvRX#l*Gmgl5s$7p6y-k%|B1S14#76d*dxk)n6ZoMhM-VdSb{~JAR=GGN zWKIp_^*VoQBFFTfUch(1(A<1Tp=2DWJA7v&>e=`zx_Bqtpg~x1z)IYInq~iC;jl*W z`?d{)J6@z=uuaGGdC_MkebbA9VuJITJf9pl2!~_Wz-hOy*e3hUOmzJDXlL#dI*!tA zrX^pc5Lts*Up|!9?SI9CM8&r+ zk0+W_MQpy{CKT)4L6->rSP>FOI@k5ex52SD3OBZoL+F#;Nd#qvC*<#<+NDDHLq3}n zJwftOvzejH59E1r-;RK)?6GL@1y2?Orjo2FML1VCo$_<@kcm)Y+31>(BX#YpPqG@Lz_vQD%yMdYfb{mMPPG)HN}{k!^enK*6` zHc347cpP3XXcyE4S&|4E=x?;QH%1D4-_pC0@lw-p1OZ#>{9r_uBAIL_h(I*n98oM! z#{+g|8ZKl|f1*NVjAu+EVM|lptOYrx77xi_?8MTf%DUyVDev|S+*g{g;sqlfac26PkM4_-DPCsy82wPQF60mG{ncbS-qEnifMHI&1v$2)eW|KxZQf^Gv0w> zpO>eFaz;W)F48|Q=A@>g<#>UJhVn$Rd9G37_5-(s{(|>0BQ(W}w5r~7HDMjb8ih^$ zx8F`M&bofss4{hBstD$(v{?xWrxaQ`wVfZ0-6BKf&4`wosvL=om`-V?X@uQs{1dG# z_T85BM&C%EW!L8>$su#((y!X9QLt5iY*l>jm(htvT(^N($3_Czv#saM_tv;c ztIGB}20aIZ?I@|B-ilNI3VDDJ_ZK7HOBzm&1s6k>S0_D{7XUGDCHj_5^BE&7W`WP} z0}`tUjJUD~Ud^+U1h`73?$R;zNJ*$Z(h_N*Z6*!7Pb)rcHP?AH&DSq;EhYU;ulrJ! z)Ul9cs03Kzr@`9|r~`~Ef~B>qUyxFRL2=te(oz&eEkx-KNq44q6&H+vYTVb98Da{9 zs6QBQ0y@|<*2uysG)Hz}C)4$0GORxHkCJ`eQJ z8kU~6;a`RHK#l0;5aKx?v|0-sg};NpniAt`g&Q6ZVHX-kOR8v=Y49vlGyQ$sz z8qaO*^7s{+VWNObg$(;kXkC;q2SQD#(3wsaG1H5>#ao8>()&b)kEdI!*hc9XZcN&~ zVn-fvXHM!q!QOHYAjjM*Y@s=XOP_WS!7lXodxg>x1y}1{>Q}&d2c}!gT{fm05#PRj zcLP1UwwL_|r~R#R)cYF%*1ynBHVJrPm~Pk2%OO_cu`L}&GLtyhLcl?q6Uxb{o3z^B z9wS3Ry>N8S6uzf8OskJ{dK2cstK%K5EX36;b}ZU2CTLme?cdw5lLEI9MtCVohsd!= zS9?1f)EwwY-zA_B`?*`+bkO94^NXuL#<}A5m{p-m+2zvhbj_+4BR(kGgrZO0n=c=- zBc2(4q`%JQn>Dz7h21zdNLaI%#ZrF`y>mDf|2$5mXVHLk$TluasncctSy=7DT=S0M z=>{8Z1MI;S+jrO3i1Lilp1tCBjgt5D?<0ue&sNz2EcUNx=Tt-+(^*CX?j(e*1tC5fB7By}6nk@q-fy<7SYEWEfY z9ocApMABX8@n9U#mf4SR>%A9n($ihIRcOcw0;Zw_U~;NTbXrS6vPdu>xQn%f4r-c0 zZ$fn6YeBI}rx`Dvn8WQSv}Ks%b5lfuO~BZtrj=FT@kk3xN6MO;gau0jMcN+(UARbh z2cUX)aXUQ<<7xByjVi3L6`37Y#1$cJu)8ozhU%fPLmC6I(DRn4Wm&JnZZ)I(elH!T zx-72Hmh-`EStW$&huDE*C>}&k!*&JJs-&efJk8H5t&cV7%i0~@aX^4R>1K#M^+-u% z0@7kVV4&KVhKw~<)p3-+$vAg7pWw^KwUh1G;KS`%D;sz1Bq~sJ>1<1u)c`J50nqTI z#{_}o@yJcwrthiGZ=oO|&%5FuzxPO8i@O(^$U=oFnDNMb4S4Hsl>~r^s-Ae9#DRo4 zpWC18@Ar980{?} z(yq_2aRRpkOw+qH?hMw)c!h&eg>)YgI6c1CV`t)80*)nNJRzlz=qo)_#b$Ku_8aot zCXaG|z97!HTYgW+N>%gqbf;>@W_3xfh3(=eGxyCux+7CvU+!W=yr)uz)lNGfW~M!s z-USrF3%=U=x#>OpvF4!#`wF-WKf=RNXBR+qV{T!h$`!BQ=3U)>a4L>%xJ0xhS#KhS zOBk_(dX$ys0ULZGUQP9}e2^fX-E}I{ifk}(PrFu>Ta%x(#vp}emxxgAQAJKhf(aFO zae>L3W$tsZy&Fc}EF{Q08Lv!liMbw}^=wtrG4MT&V8x`*B~w=~Ggct>-lFi{<$RdS zOL6}ghKQipB2nFHI)N!i83dK3XUMBF@Y{ypA?6785fzv-n4`9Iw@R9rVH?~NxTwCE z-Jf>9yDG7o7F5G4&1wg$p8tDvcjUfMRR?0r&miD)DmehUKE50-6w{n#*($xXAF_eU zi$?yy8D!76kXN?X)KYFT#+DN@XNVB+chT?N6_a=s!W0rU;3++xX$Ra zj67oZ3bM|;o@}o}90k?;1n=D0uB02)q*=Rcxa<7{ZSvRBQm{Cp>EMQh69p2gw5mK0 zPfb2I-MWR{SI7CZnX_FTH9uzS6WS07Nr zp}p11o=Kk>=Huqsm^`g>#bDB9pHsQDz?3tNH!XyQ+V^4=6=$MDj$6&Pf&D;u8=a{g z%z@A0XFCrd&!2n=nHIf!vg86+ccZi}^6 z#irNDw#H0FJbUG)sN3Bf_=uz;;iyvo)`As%p zevKT2irUq)NV2oeoRSVd21Pn~OS|r%u1;CGhQd;-D7lYKo#KYpw5kTxkpgUi>K8Wz zI7q$Xx-JRTG-C0~o5JM-mHycovbo>#%Ex&h&N>^8o49klirlYXeJJRg&hzH1mczQb zOyPZL7B(QEN?&N3d6w2L{pG!_SjP_0(qTnjh7iY#;Vd6l;&wrA37o7>-fN*M#E!6!x%;-_zO#0dync%Z&bZIY4Nzm7b4vo4+pu0waa}V8ZyDLd6sVnQ<=J=Vo|4xD^_yoS}4fr2BY$Y0@2DY5rLA zqmZNL4=qO@aRwYNN$YVZSSj&4vF;s;x)$7Y7=5dO$ksHum~9D8{5l{ve2?2-r`W9g z>$8o@txw+^ah@Tm-o)WIr4-_nC2Oa9;9Hu}H4FWTu8-PQ=I8NCVp{q*_9FD_E7rN+ zVM$vrc@JjZ{CS44+cC9YwS-xp3TfZE{i^uF1FJf-|^hJ}8=8LtuZ-ckN7Kb%7Y5Vs$FV17td7$fyMkpwD z#+OqI_$D(k!ZC0ZB{5;S7MN`Mz*#B5sCYF(9nV7O5qS#YObAS~Y46K43h$fO`PB6N z_lJxTYj&d1@6Ymt?Cx)hV9leJ}1QTFxqeLS8Xpz{q%c1 zsC48v59y%F{YW0$-wC|3xAxQttN!(hvW9Ao`b_BI{3i4OBEBV8RR=G zMtFcUBr(!z&GaP^-qp?+c4$Fb6C+YKT#K(<@WwN<1(m(Mu3u%h2Vv?N%ybYVdz8>3 z?mFR9{>rO}=5DdCtQ0TjFEM*2c)&0b{O-o>k~!+7gZM_Dv$NX z+dbYnKhh=q<20MSKvRus@w(w^#c_nMmITk%@7eMpd1;$Vm`e2?bI(4W&t=R!z;#xO)+q!F@LoZZw{ri_51KJS zjPm37$B1BR^I$`h5EARp;qA%j#Q_iPD;cH|p53O!e%_$D4Kx3rcshTdpBlxwH3lMX zxP1dPK2`XGPD)=FasDo0nQ+Fly<>*iGd-`vB9>uy-`VoK532>9j%{de0+GQyVLg!2 zjKJ@Nar|pLAX^Wiio7yY!U4mFQQy6p{=G|(lFnc+@h5*iQTqBGf>tOl0B0CHfQBoe z_3LdVen$mhI1x**=N~5}d3M!+e)Qe~k260)vd%M9lSChz;on~%IYIOskMn}9Jg7?6 z7<;U!#QbEmswkx>gQ$@+a zpRl&dhyVG*!vk&!(@WkrrvNg1g_L+aRj9eX6RkR63&Z%SE7*%aBK(C>Py)BXAW^ZV<5 z+&!H4c)ee*Ydo*#^}IYOuttA37ZEuv@^j+TX1av!_LM7~-aNMNYq~(JGFSoiwMZDCInDF?k`v;@%${|hQ7UtcW9Yh7^v7}hoBvSzB!!LdLW6Mh6l&4>ZevLkWxLJ=!B_) z7QSp_^&8gr);|X58!jXbe&4-14gp!2=o|@L2GTE;DuR8 zn5$_jU}$*Jhw~P`kO)bCch}XuT5yXj(|!fUJ3UP~EpJ44MXsgau(|Ki{xxX_s0J@T z2_;ss2^vePv2TyzA8N?>fe5w~L64Ik5Sjgv^nMfxfRCT^_jL;1*V6(Drwz~xadxfl zWBIQs?;VGD8^4#oN@u?5zcel+Dw!D3=86oyYfdKD?<|4mOvP zZ3PCMbc=cz=N7sIRL|zAb}s#f{Rq#Q(&BoR{oAgT`#QUr4-K~9I`}1oNNX$3)9_lLS`y~*rymHth;qFvdiUR(x3Apr=e0!Wl zbjQQ&(O;X;Mb3r+{htj_1)0FM)^bat2lg$=20CYso7qLyQS?;Z6h0Cnx8mvVma-WK zQ&3el;RqWq^Slr`=Pj@*arf>W%6p{+J>AuFzhX) zE7t`&*bmkhEzMIW`fk4W@|)(oP%{(25S-dN55=h%-k>}`eIOT=&- zz2bqB+yJhgI+`u(G20nxiWn#8C)Sc;b`+$fg8Tz~9WKn#67^+2iL zCbHL>GBuK}m1xaEhyC3ez?6nCo*Ne|oXhJJ%1);ZErP_cP{&TP5~$VIr|qugJZPB# z1~n7(zZMrY(OKZUfB*Wt{?#r|VG7i)#=K?%g{wev*bn+xC9hQsIoM3aUN~Cz5oUEa zieq$)X5_x*8}ruJM^$E%J%1njvy*PI-%|C`_QDPC6Lgj?Z%pyK?&z9~S!fQU|JA&W z450Ja9(w`u_iAr{LQ_WYMD}l(zINTzYc8un3D$Y!q#qm_3HVgvkD;?QlG?rUy^)T( z$fuF|rV!FMw2S&E3{bXt`%|zxW0c;PqfXz_AM3Wvq<_{(GqnkWwE`@DtOiy#KA9ed z(ZI(Jc#OY8MsA%YgQn}P`g0d9#>%UOKTB3dz3!tVKc{Hv&->S)KOp%^?UHa;fr(|$ z<|}8>DA#c$$&GWHm1^N|#Y_t1i6AjyHwe8;-~4`lc|_TKkEFpe36fM>bPpFj`_ZT! zv=esN#%}TqAJVP#gs&XTzWSRIu)#y)>p#NfzUIE1C?BwrKXl%Mch`Fc6zKx*yx!`% zQ4d@ghTZk&-oBvt!-q_t9)q@(a1Pt=3Ul-ZjWD`QmZcCBYR*Qe3N;x=t^VF@QK~;A zm>&@|;JmD&Zpf9_1F|nHap!VeS>f!B!H}#VdwvO!#W<)!!N$Z{;zl{n>PH`tzR@oD zTy2?F><4&FN@TP}wN;Q3-1Bn&!8bII$Zgd`n>%jxn>iiJ1N?UwXpY_*E_h!7}b@q^Gd`JuM&9_Px0bGA3cFDmP(bYW(3yL17P#5p4_~#;$OzOB3%x za(=$Yd)M7+IVfZW+9z+&lEa}`Fs19!R(ozlZ*?!g97{7!9>{lQhm^@h`O$|`A+Ma2 zTR{WVQ%h8tzXN=+q!{dlX-1XV>#r8*Qaz^=_{!LeiY-srqP57HzD2o$_k8O*Kk|qj z&x4GV%qR-r3*{AH2^8v@t~FvDtqlmS_B+ggdUl3PeP3pe_pgtiGc@?dIY+2k#MGL& zaH-G_B&H*8RcYs>LDEFesxwlIX_mM(KPbn(2E(Nf4P3l^QDzKB!{I%C3xk$u8U&Gd z6nLrvEX8OMIthE2_Xqlf8D|L5YHKC6mlV0Oa*tsegvoybm8%I5L?Z{;$>%vYSXNa`5AFz2rF=*lkW6M``->p zBYJ+!&Yat0Re`7M`l%*NhhduAH%Eh(6=+tyLyt`M1A)MXi?=@=n+7H6m*UtO zOo*%?%fuD@u(GATt31dy`TBE4O>1LeJO~3*pjo~v5-2A_H0C^dY@AWDZ7XhSxkukqz*O%H6cE5CX9)}prGuX zHaoYjmVLm-1iVg;`?cp)(}^!tt2L-^mEs#OR;9iJF0wYWkS9) zLdAw)lasFb9H7&D<(ede@}|*oy|`SVi*c_OU8igzs})M{mmp6HVxV+yT)B%n!Tz!q z20V+MrCWV?`#L`|$}qS`8suEl$r?k%gd=lU6G>1$Tz-kl{M4?3gg{gniT|^PZsjA6 z{VHzXIB&6n*=Xo&pdoH7bmN=#Z@KTBXCmYInhJGOy_PYN-T{KcQT-sDS^dGCB{D2) zv6MoE%bQ-(_7>9_!8%DPlbr*?p^BaZBIOP=ieJ$A* zLuM1keWUIMgp4*CG#ZCbssxxkD|~si4OfM)i@+z(^y{5>7aEWdkJWKiboZ^inWA2?)%3WsbW@}t_o*=-fEAkKE$5% zLz6BR-%4X3Iq*&D^G@nBX5yg7fYSjSM) zCuC_toQ@2)OCV&GZT_J)uO``iM=Z$|P5xX+q-8?-7p6_P%^wMk`C8w2Aql{_KC43Z zGcU@8%X(FcDG*22x*jzl({w1yvUq~shW6n8YAI^&I7m`@i)~vf?G&w&fAYTgbh9?k z`Fm+VT{#lSef<9V_pY4S%~uN*PEQ4%577Ip?N@P6t6^-Iav@|`x#IBd=cFGW)!2LY zU5$MPifVk-lL4!m;^}2&vi1`^*?f5MXTKM_x4n%!yTojpCq;T6I#R2&F{U<(lr%=i zGI25~qomzlDd!vFuX84X_-&I%9QB##xK9}Ha^<-g81({?hgdcW-T)@cY# z`2?a4Fo)})^)32ZwZl&F1SYgz4#R2)wU&0vJ$rLKLSY-^zC(4&mmhN5?X${6BC&6{ zHpr#2-~3|u25Pd@i}Fi#`}g9c-sje@mGSF>g_RuJKVG~J~6rMixcmMMNd40W^3R!xVlDE`@t3}#Ml}T_gC*t%@-Mk@}R=}Aecq@3e3Pgs~&MqTy&B6qAkmdkL z1i$=hWO1d#7e2W-kDSUi)x+wIjkZ(=jP8OKq?u`+fx z@b)Z7{V@6(4p%}oOBH798Xt?K-Y8Z}-pq_qC*!vHfP~c@_8;?K6+cLs9*JvCD7X*l zZn)5#5;0%BgheU?y<-~Zu+U93Sxh6jFU@G1W2&b^-4py0$@|x!4Apo&b82l!F>6OM z?n=iNAs`Y@HpRvtQ-xM(wgEv5~*|mHQ+th@~20B=aBm#80ep zH!p{H>r@^bujqdn$|Nh!1o6<@KBnicfL!h&Uqs~ZQ9jlqN>{JE4?Fkg-+B)dV~=H< z#&=cTdwJuungvArNf#+yO*~`YMUk0nrjXt4>-()T96u`FBq{)_J8*=%Dlv6;nx+i& zyA6;3x(QKHO6u2|7eVBitirIH#aNvpp%*Gw-bE4s$?d_d(0WyiJI zM=FcY`rQyQq)wI|x4S5ZNSQnkr1&6b*&>xfVpK`i)H_Eqw?Md<2^UdQZ&0$d{NMAP zdy*K2zk9GX+o-H@OHeN^1arg>@KZ|CdAo@EOE?NqQ?NMNa-CAw(f30|a+p#<{;i z>Ru?HZbZh_V_4dDp*>{Cfbe$O$X#P33v~W%CHRTGK3m{phiH-2z>+(J8<&y63e&y0 znnm~rcUjZUEvcjBQ)~ z-fr&+4ZQ&EluEigH)Q_g-}R8i+n#A<`9HU{L+q#YRup?V2VqqN0^pk;(8FJh{R^BR zAERy!Wq3Hn>fxveVU@X&Z#X$ry7+(AB4uMC>Uwx0nK@Gn_-!VGBe({SaVoeB1Mv!^#)x|paj zvoZX}iJmWB{D*+IBP#)OMtYFwz=X-C@Zzgx#c)=o+VP*){Q=r;=LT`l%E2v=vO4#j z%{+Z3=&|s=4+4Z(g6|G|PJ1QwTZZtuu=g}oaG1;Moq3#*%G|IKQ*Pk_-#VzEn$z?b zIf3WA`T*YUh;E5$43htx1ji#Bmr%rt%4H^w<~2Bq#DvJ%xC{a#3x}%%BL)1ViCQ}d z3uYn=yXt9*IVlgUY5F#qQ1w!Mu`!SZ?{9f@v%rg;)4BvIrmmKAt2qLsL!GC=j3<1l zCKx`SARc((w|$N?doN7qbL@hp*q2Zcw->2GmzHFAk7}o5$g8(kI*Jzs^NUoP!X9(W zbvqU#cl&cVuSUY-3wOV?MIbWRmU6eh?;$fwFzLY$0-2mpFPl*BaLM$#9ZDn zyPa_N9t-kte>R#t>}4m%LgqZ!W`#$5g){Fvh)4AT}tN-Ba-4Y+Tz5 zx+@ITFoG99z&u@Ju%KIP!wN zq5`;()aiZfFi&0S2uuvRVd|LTaTU|qbW~h8`odvheDV}wr{>;-of@n7=!Z43Q+-i` zSDzKsmvo#w0b&v~2nf6c*Elz;IbQ*vK%XQPa^odHko>}!<^4dsSuS(x%hdZ8x7lFK zW!cV$_XsvOT^Lrc;(*6TWHYn*h(dR=A4G#ZYu`V~hcHSBSYpR~ZQf;SMIp=GdyNZM)r)3@-v!vIKe6?p)(=$ z)cUehF-Wt@3ooT>aOQIF5+iQ2a=xTvTp20bA{b6Ps|iIIIJ}BWH0KE+FqnrZSW7eg z;FKuj*vXT;yg7#gftB~Yu=D_@v*M6p%h#R!A8>*R%l5AW6p2dJc?94k_Is)MkX`o~ z+v|-aH5w|YI$>TiXA-_Q1FS0p{r5l5`jLvQ6wq!~Rv0r8EP8)?Q`D|C!UZJ26HN1* zvm4HHL+y@g*_1B)_SUoKwTxar<{6L_sHhR8W1{xEBP$x5gE-9()jtP?&8MHEx3-+I zg!#|mQ?@11bSnYC$RG6IPg+9OF$O`=QIHa(K)mxN;B(9hwT!PmJHaPjpuz$US`W}1 zgCgi{%FH4ow3iYAEOH{PzZoX!>8I}~HA?V*4@d;U>JA%wA4xTGt*L1Eb57Suu2+uv zxqxEj`_NM0aoK<=C5KEDOM7OSXG(qKELfFXePV17qC2XaEF*@<)>T8?ItE{eQYf?q zALSwV8&*+rT9^rr*1gyIrI0p>ZK>`&?2p#&zo%epb=kivN{2Zz8 zArXEq12Kdv1_&-Xf!%tyyV4=jGO3LeRW?C;qXBw!8!BBVuKM}!j|H;@vz}GsK{`?e zW}8gVE%s#L%>{(udzRxKH#L71-=b4>Y9ibyMi#8GcpBTQKM?J2PSF-7cN_pD224`A zUqCtND2y|@wMNS$Z3jG}1`t_C(Ry6neC#sYr&kwX))(4)h~R>AMTs4vpBIsr{yFVz zKIYuLAWpbf>w^r4a~mFY43u5Skr{%@Tp!@Hjgw`vQq!siPdHp5SZ9GW*yU3_k2(Jy z(D#RlNRnY3j&w3qL>@z2{Z?l!{n61w0JP;Y96V}5oW%zI;80NiKcC7CKD(gNthDFP zJNhv47QvW@7VcG;OMW)wggi`0cY%%N2SY20o7-gWlGC06gD0wwN6yvW+W!QTaQ<_$ z+~43pS&xeCIv;rjay(l_kz~am#+FIm1vf1vcAu2r$A}6*ZGJv;f5MT9Rf8)=Ids$# zq7Km`KC$P``JpvhQV1pt*sRUI9fKAN3Q#EhEjfjTXWv$V1HbFmtUy=@F2fUum$6M{ z&ieaUPsuyssP%DOU<4(vw%Dg${mdg!g2m*fKJHU}`>z0-tA-d#8K)m+ghP0RjO}~o zq_%?B8W|wKcSWn-NyekueITTNPkNg0N9IT%@l0Z|@~^=?r~P138zh1BTlESN^L%bD zfEiB`#2eArJHEJf^uNa(g2xoRvpZiyczaK>oAZONiIdtIES{Ndu`5L@CeAdlLe4#} zpZu*%zvqBtY?rb(#+<2g&kygdyEGYCgyUl%)k+4c5Qpv37eBxD9t5}NWV_@n+77i6 zc3n8AFdgWW>o0IVFHVbGE8!;w+~hjF{H<#;&;^f_WD^CxuS>Hb*rzC9$IZuoB@&)2 z3qn}ERE6BR$Z+w|3{sNvqhw{V z0!Od}niD2xS{AZM1OoOw^mu)L2dNQIy$HzscZ)7gh=$SEN4W{NIDn#;x@v;RqcuPc zma$b?$>mEOVzUo1X?fn<0)Su-j;23#-LmE=_YG;1{!@<0_7DluBS5Vql5C5om?`KTzv1j1wP(Dz*I8_a$ zt>ty7zc%%44;DcU$q&XTaUFC2hawWex2JeuM@`rbPs8_NW}%ElJ7FH>lS-lkTQ0ZO z2ai>QK**pHimJrL%FFvcfs}DQlwh94TVlG;^ZNLaA?V*27~1E*#4xev&XWVefQ^S# zj`3yFD#29Q!Krk(RQd1T&eW|u7ZSm<)`L#i2|!US2*}15K6_%*bg6A0|vZ zA_;NkIyoA?fY{L$IB~3aQ%s=f%`{fQT00D*$Gc2~o;p~~`|JbYu!S;ZFe~7Nx&JJ1 zt71vKHoh|>Q0NjIDAMs=;4l4gZ0~ttBc}Ol5dL42O~eOu+x=nogivj3{(Ug3{?OLv zi!@i<*wR+qdVBJ7wLC!!K!ep6jD@ z*~Gm+VF@hKs)Pv+)NqVMv+(B6xg3LN%Q^Ve&z2&0p8wK1Y@b&EnVks>T!IrXHxuW6;7A1g_AP#f zb(cMqajfr(yucq1aQOgSpG_Y7I zE{{q>=8vKRW(osFxHep8U!TC<-P4~UkQcf(%srl|`ETz~5~1P_(~GhlWMWK!o)CV?g+F;9O18ehv?&fubc=2RrASV;<3vF8;NXLLmt=!9d;b^egw1d zL5q$1!Z3IyRS<=#mm097i55P0)h+95GPef7;UYg2gdaNDXEWyze(0=?OpOaIRxNFd zO$E}2^g?tf0Xp9cJ^Eo``iDd0tq5;D98w4IDyu$Bm4-z=!XVCtWP)!dwVkE8r3pR) zxtA?+uWR+ph5zoQ!OjYQL;RYnK&GX593%H@M) zKPGkY)_HF4Gn<7f{|6K`wbcnOJwg~et z&PH~JFfo4>Dm6nWNol2(v!U?ScSb14CW$s2mMA-a%Dg(ob)wl9AEOGom{<2JsL%LLI_NUf2a z`!^sdk{2pzcZ^%JYyYc`%nKCnF#j0K)jkivO)H~!#Xuv z)jM+DWGX~d-sQu&3%-azKY}%lK}zzJk!TUh4`c`~5FPyjsi)BOaXy97)co@h>)XJH zLXQQYt2o;LWvNj9*35BYgzJW+{`FUKQs|H&c-AK+i#FiD2d2r3We0$}^U4LdBEDdy zXRHL;mLbb$V)2@N>;e<`d|_Z$zYO1)dHSsIXGdV(9UyKv)AlREV)C`uEH|GRLkJSU4AQA_^JN(U&1Vl4 zzVQ)+wOIrtp<`aJrWo0m0PXUHTA3KWPTn0R*947bf^h6jfu&JbdqLf=nv z|J(SzE69dPEf(HeOV~kdK64zfB`*TUVeh0su`7_p1>lO?!6K(q3&W0MR{`RoTS9e7 z;meVLbquO0VJg!|CrdvBNF$g7%$%JzIL6A^jNn5rTU30hHPOE|7FpA}@<|r~PhjXb zwGFNN0g>SmQWoqbn^?NDUm=sB#97XQ>MZqbvwyW?b8f@LeY)k^J+A-l=JOm6>dGLJ zL|ozr?hA4-u&M#rZ{~TV1)mQWt56R{wXTDQpI#s-7Pf}GWeMS>Zo~EaVzz+C_auk^ zIKua;bG9#kzc7vzqM zOl|>E9$faxu=?C}K|A!&S6;{gT6RI!-rnF;l@bIivpZU+aozb;?Nu-v1-bGZ+1HkzN+!8BGc-W*b^MhA07G7%T0XkNjK(7fadj=G zso^H@c*wnXzF9X+wnf{THDb_C2;T^+dssKjINzvp>|RiO1=t>cB!}SHwF$0FEJw1L zQDmYBZjbv010##)5nL(w*gMuk93$`iIYHf}oBN&>z=GpWFk~UrhRAIun&dQ2<5E7> zJi9_xL(|8uDa8K{0ue2J{JbkIRQcth>wG{H({X`=w`P0Ud8#r_;yY$aefE?3QJkz~ z3p;hECLUR$H%zGjk-1!4Z+hQVx{{-`!yoj$vjO4hsk^J3VhaNd3fZL)T^uKhYr8OT zSB{aenXf(ouXz(jWi(Gs?b$EO4o3>%GD8_8>IGjIz34WS`U-HaZgI|>Z-oNeJ$ z#LJ3m)s4nccE$*S6GA>KHgYPhJ5(LJJB!{L;q6m#){1Ljg1U)LFb->qxi6gJTjb)u(M#h0GhjbV+{{s)ilzv-#B5973Z85N2bU zsN(oOeojlF=o<__%g;v0%}|w0%x=g0OuXLRqIj|6dT?G6>v2uGCUnFDa@RzhF7}JK zNWiC%(||JXd5Cm5B+6((%N_c+UPzv>6r{$6h(kU}SI_or%xI1hq`nWQ{_0k-L-IIIAMRs}G(^#^?Mc*p3sOg&m^Z-Esh#de<~2<3Rp zm169ufqKZTXsX06q43<>zy?=;Ono*~XsYT56#LZ|4bg%y!Gu0&&Y?jDi!Lh)N`hEVPfF{w<*y}%4~0Fb?So|C>chnRW4Y%Hq~t!SKJ=f z3n{theED~bu|7GRdG+}dT7_7f&Y>IkSCeM1w4v<^V&+TNORTSb!k)J!%LtTpuUGUa zuJ(qKNT~hxKU(_~f`^Tsof8&8H+AAcjOu=9pOvgu`Jt#HL4M+L0TVC7T~NQBaC zXmQ2j4E5K(4TyL>WPw2jk$S}wr+b^i&?~KS>@l|ZOc9tQJWprWNu8Pp{3}^qzuxvz zguZ(4XMCu?`88|fl&bl@t@(<ZJUB9Z~)iaq->PWF5OzG!U0=)c%fAo)S+ z<70|Gw-8YO&-MYJ3cHyCl+Uwu4Nn%3x_B`y&0|ROc@8}$3m1wrNPRHpW#LRcx^$Jh zn^Wr=m7?*shPW@HShD`IIcm)gkzdmszaSUaI64xaHs>{*{f#UfY8cjX3SIagC1a$f zbZO<&KS&LFMr7j=YUu|d8-pJZOSF8t7XRSp0x&gfhYNyT&0DclqR|7wHv3Eb2E<0o z(W<_TDkpWuJm22_3Rq;$#7H$%EXJVl6#AF~!I@3%^9EaO0t2`BHIC_vuT1v} z7OiS?l=5Hs>MIicDY(xOGGA1#E3r_x#w^!C4l7TgbsiqB`lAo^R|J?~sKuI>VBFM7 zz(W{!s`qKW*d*D0HDrp?ds7wR{(r@b7?T;ivujh8WOjUE7Aby5aUtj1`#8beZ1HPm zCE?0=p;Pzm+<)}}7GPrkiSDeJ6VOUkKVipu!>qt9dWmD7Nhdjnic9O zZWW!(4gK05XhMRbY)_s0+uI`c!|i`;Gx)L*s{10p;b`>9An1n?j;J`ZXiI*<*&;41 zg7;v9@lRj^Hs2wmaHUp(n#I>(2;zWXC|PUCnwzAWNTU>q zK?qJU?{|&Yde96N*|J*-P!7M=fbFT}yHq?hTZIG&w(o>+R)^1;{Ik_wh^_9iltU40HJ4#H z7;CCkBe$$Kk4Rgl>hh>m_&Cg~7&~Tw(l$9*1Lld{Az)_T;s8>yOodI=&;VzSW@Agj zZL*aw8TCu-v-sM}hsL+xz1s#<&V%ty@U?L+R}L%3{wLCRyoW{3c^loUvOv>`MNwyw zC^0o~ai8XJx>G!12Bok(9-iFxL$%mrGc=mEW64U`$+0$wgL0C`P&ABvq9ulScejPwXM7DQ-_Yqe>M9lgmXUCmGG}8LYepg z%`7AYY^M)D`~aR@%-Pc|0MFe>R;Fc$NWcwv{T1gZZM-X%bPj)UZSx#-=^ zrI#eeKpwQXPD21fxD4Mw3iUStu7?FB%*e(aUXG9nH|x;TjVWY*$UegCy}i6% zt!j2s50yik6SE@GC23qOZ2dZT&Y<>}vA2UZKJDAD2cmU7DN? zTMJ9Q?3=@jxh&>4s2QSr4Z2|{k&3$vRN0JxpT)<=ki8DD!G=!rpasedL^(go zc8q)4H6OTvXAV{nrq0=J|Iya&lhB8qX zQ@8jUgXWyr*X=vtX>G``Kd4oxH3f&L(vhR%GUj`{InyW>P50|>DU**I@=l|7W&h|% z2oOT`fJ&WObBGRu&D2g(_4SMNDcLq3RAk88KP5!|U}`a`lW zLjgr?6gnAv7S(*KLqIz=dBLRc*`tS$DDEL3?;!U-|MT#$_kV_9A5jT5M|Tt(>d^F- z);Pvl)-g`xQas)N!6u%--a64Vq5j{m?vX4pUc6DWJ|6sbjKAIJXIcJz$myTeo|gYd zwn4%~U4X^E+9KigF(1I54o0y`+B3`DBtuvL#!XMZ%3(;&60{DT)jER;Tde(cvJ(=@ zF8v^Jg$Zuzb^tw?qGLK?wfl@?H?*OBHG({409XJ_OGlZ3g*^1*L)ibm-6b!wvZU0c z8l*^~Tt!_8<>z{kfE}3(&TlJsa5+7{`SaUz!K<_2{0x$Nkh+!LPX$b4z~C-q!@~j# zzk%X?2(h=%%FYRf?o~3u;2c5%#e&10FPn#eRdz-q#^A!#=>K3tY(COF>5i9A7(D2L zyi!=>QgIWVQ_%`Qs6}s_KHRr~hO-ZfjX}(x5sE*8dlbR!wR7|I?Zp#F0YnC>ZwSa` z9QLWy;NSP$Lm~vB#_6m+C=H-j8H*2e+(>Qz`uzKP%|Yk9CNiWkD0nnKSg1rZxcseY z69Ttk{l|p|-krZ<^-8$wiOIV6)>K^9({``DcpbSS5_|a^LUO_}n#&tVODy#z{snjn zdPN{H7S$0`;8GRt=o`!0-v@fYUZnuW3Hn1+E_D+;^_R^jjcG_-t^vSfTBN>m#`en!5N`XYk)vByEU?A^+5Eh@$&sF{?@WM&*;^XYu>UwgQL)=(wZ`uy%n;x1@w^d zRajv6ricS*)wbN|nf*yn4%~$FeInkoKkC?uu3g&MpWUTDV0W|#Ak>V5vPKUS*|s5G z7V|rZAVybTj#fm-7Ti{)CVj7mcmG)gU_`V07_tA|9%bW2ewlh2+q+Dw$@Vi6R%_w^ z>@Tw3hBPE04CXX_^K7u(*<>S7=d^(oIJu7wD#&b9Y{0#~3K_p#8$QhN$oVAvpplx1_ zwd|BY`XZX{AeD8OuX#Dmx3K!2T?nlToCjH_UO!cHf~uNIbD(m!X}8Qo$hBgu^<#JQ z#b)B8R8pSdOV{3Apnpp`nuI<9T#fTJ=7&5D#Pq+{K$T^@rkYpALBD*34Te}{F2N>g zx$xcHj71^8+G^<$i|!VCCcDlEf0C5qMAfMQoqJH@_gIaY4t9sHdG5)A-M9Zqa$+ca ztSyb&vo!XYGRlH9l~8H@rpBix+gN~fZ`cVo-cUoUWVQ`MK`T)qgu||eCSiYV1ji&& zl7%LE_ zlkF#FYm1j2zWjtQ>=XQN;tg zPU(Icf^f6czu2;d=C`*CU?pcFV^n|o)CHbmXQEoaq;vk-JfzWq?qsL199EwJAbV?p z8bgU)LO>q-;GNP@uWwBjmsxLMP*^cV8Fp<MqM1^F$0_3#({92;bqaJ?;8BtsxN7^RX=LBZK0z zEz5c;`#2~lhAUC!br@jSb zDn4N%l01m=PAv+O%a;WxM^!KHm0hbTk_){?HMe?@-s12Q+2W?s-IMLSCl-5ifNNvF=RKi$fhW^ zpiPEBAHCeDoV`}FF)EKgZQ9`&kVuBZ`i?inIbpT3Wha7vDeW$Y&uZNP*s$pqUk?-S zb5q>e!$gx{UZ1z5u0o+*Fv)?To_U8`QFvWKaUMw5;W|4*8Y7t^*jGm1%lh<#?fcO6 ze#;z{IgMJ_&-Hlc;vN!b9@S*!dAmaD&FFnWR7oL@$JuGe(zY6sXtU9`=|iYla~$=J zEsi*Q>PJ%rQOVz&?R9~^%Ym93Zi|A`3hD}4Yd-;jW3A$tb}HBU0^QD(`$><6C^4Rs z_rWifP5E=)*B$fC`2}efqu2_|^k+-O9w^lP^_qs?Apq*Q=QocOimwrq-QKclvkecb z3WJeKB1QQ!PTrdhtmB^D>_?{<$5}>`h5Aw<0dx}?V77*dx~^$IOP9F<=Msi>JFtPa z0WQAq;hvdLvxL)+pBKkThtw8j$}s4pP=DH8iF>U}<4Dbp&uVR}fWuK4OyxIVqKXe4 zXnkjoalzndl>@kMIj*p%+-&^vGwJg-&-YdT%5buqg8)o#R5psUZ2x9ON1A>OpAoXI zSRI1NPv=|qQP$^kKfgeaoc3iS?Yp>57}pbWzbH9%Dz(b$b+NLKH`T?t8{%k6Gx6{& zmxEfp%(8BFcf+XY#2Ph7&Qy<;T$^a>Ov9uFb{3o+G)TQA`U(8&#MC6YpD8k;qS+lS zA{1@VyxL=#0z@#eqt5O#k{<>J@e!nhNMrP@M{+yLibza)Ajs2TYV@0{GfnHo-HRV3 zgIISELQc)+tv8XZ_X0?}Ugtq)qgnppaHIQcegDE1WmyDDlkEw+2MKMW-o8Z*{NQvc zSD34?r{TCPKFQG67Kc_-X{^m3qaHMUm|;R!%&8qpXFN6&oAG2bLrom*hI7YGbA)Fk%kEukxu42DnD;JBkc+jqpON_VhQ*tc1=w z&TWAWwltX46FW`K?cS1H5GV4^ER4(aYP)7(j1c*=Ihj{_Q%iRzb>usmJ=uFpGHHrE zn~q&bb{H-7kStGo{u%)3OSDc2s@FoL`U8krN8`%cO7}}xVei+MiwXWn(DWD+POh$a zCyToif=!}V5wd!=7MN*dHX*AyT9bU^d$Pl~YnPRFlut7aTk7cK_HAK48&@rUGYS8= z!c+IlzeOOv6C=kDV=_@P7iVo8zA5lW)R?R4m##0?M``#7TmQTvJ!8Xoq6Kh)w4eP9e zJO??(&HEXDji(B?C=yFpcbdJ^{cUQVh9BSzL+z)zVWy@Zvdf+-ZRcWd*>))KQ{Z4^ ze(_6V3>Bt~BNZuD2Mvo(Hn|N!+$Yiez0>PM_DhN(2j3AB7FRB(0DA0M_K|nijT#ks zi$a16z(4zezw(3P9#6?B9?B2%RhE<{C|(;at}cAnCs_aK{^&(|N;9Ff*4TASwyyiA z@kq`&IwG8kA|+YE1JZjd4i2;d*BeiDAHw1CWFV6MhVJKY2`7sA2)Y{M;d<{ALN+)> z)a22_TSD~>ioVY^rv{G#4z{})jnh#vHN^MGtJqRC$T0kNfZ&sRStH_R*a9fepg?H; zcVvkDG%icihDoM}^4R-(u(2{Rt{wDCYd5YPQ>i&&zO_$!d!IjjJN?!M`)5Z(!P_0v z{~a7F;*-%m!A;SS4;4_cB^<@?WTY_PF+ZOo$Toe*YUobMFEe(3P$W-1Qp48~*NSj& z??>7Vv5!hO8mg7)>C74LU?s=i`j3&vI@xVCy&^YwX~bZSHIqJa9An5K$@Sa>lWzrO z)#ALySZwH#(707>j6(rcp;jfQ)>&JRz8*U=a;z=;F8kzoY#_Bm`s2Z@xlyBQAUoxt zKaEA-B`19_!y|pE?m->ur(b@&W5#2-cUvQ(Wc=4uy}FI7%GB8&iuI4k>Ul_2=qa6~ zijy87dmT{@`+w-pr{_Y%Xm8xDFRKjCzs3}WY@mwcq9bu(thQvIP8+eQ>EECI62F;_ z^sTS;Px?o$J)*E`-6nfO$%wTEE_=mUvZ)&F6{+!!Y}N*(%lw<>LY8nEGuh+!Z8OwU zbAs%mC24I~MPuGY`{syxr!Ncbo{BnR)p{^zwSy1GF^M{n;Cfc6IDDC_^AXEJFWK|L^SxG30i8Ra1G39eElXz zc#D85^T%?h;|g*^Gr@`~`_Ay~6AHAzvA2fB-NTV$?s15+_0u_Bkv&CBwk%q@J|U%E z!{wXtnhb>%TmUC~Hh|0ZsMbwQUEkZs&&bO%7I$>d^8XFE=f9D4ayZ( z8x~>vGPu*Cw|gIMIBIX=(a)~P)@W=BO`%hh_e6p|E#5yak4O2XxV7`!AjRbwq`5-b zNN#jLj!SEt`PX(p!;FLUgjcO7w+ZezU)loK8_pljsQrE7u8lg1-lElS`{*z8+PfR1 zsW%2U>oBs%^yo)zxl*p9lHwJoy+WFUI%W-iM)Gc~W`?}He1Y&$B9sjeud_qobv02r zXsq>kFCY=mSt!EVBEq;0>b(veLTe87Q9@V!%fk~RK`(g4WI%*OgNoQTNFq?fEf9W*oN(Xken|*N8;n9BIBJ1(v=>{9LHLv-_-|>nFWF9Y>Qwz0xKDs; z43kKP2d0ad%Mmo^#lHt406kje^o zdyY)%-M9LqPv%CaubUn1K^dr>ryu*E)_fbCewjvRsGYi}^-LJHy~Lo=4qZgmY-HBh zrh;#p`Eh*FV4RGjd#py?Thj>V{}r-xjB6q9<5=!Fg!y54QYQ)PH|7yreI>dG|4~0L zEbvAEFW>k+7HjNV)CH+7{#8vnFClWa5b_GNe3K$g(~lFbNsf_IwT=3X?y-((j)zn= zInXM_?m-tmAsOzsFGKe8N6di4G0sFSNbM@^87IYMMYo!o(M4-c6n>gSq&X)3)O+5Z zI8vffRx_Q)%rY(En&_mv&0j8tpV|a63A3+;nz7;&1PYjqOex^Joz`P-MYf53z;S6s zRtiuqQ{E}#@vQlpEmUrnqwr2Zq{^kGt%MV$aXt4H7sc*xYcI-##PMSwY9*BRI@DyG%lg+@;Hg9$2mH3jVmxDj3n|HAC7+ZqhrE2 z(V!L@v)A9@ikLjIU!zqmou?g_t^P>gV>84jG4Q_Rg+O3 zFKAS0ALEO^Ft@)mZg&$=xwOJD<;R7ZoJjl`QxW4h#IK`4etI8oH7T{qmEf!*u&%sK z8SD?<9v|f3D(X>Kn*btG5V4y;(v75_xY;P7S83f@&euKF%%XDGuJ7`~S zYrLQO>^m>G)7!AVwtGn_EsK@K=waPmdn4UG6KU%NOwZU{D*9Gw+tZ+emX&|-VtN+& z_DWY_mPN^ZBzP-O-uGO`s)_L-@ABa0!&a1i?Y^9;`$I491J7f?qBgare^9ZboO-?+ z5EcXy(O?hBO4urioX89C=iT|z!M&_)Y)!T3cEslhHEl8VSqjxJDx&S?w}$ThKu-p=hmi3p4N%Ft znrtvFbz$(dCc88TJLA%b_C2BLgu4C0FJ9*`GzS;kVZkdFL3?INywQACtykf=9 zM9fmZRnnNFSe&KTXoC(Y9Tyxp`Fh(;dL6IrZrOR~&<&O9?WJyC*KutHb9?I6jcsva zj35nf4438hX5(r|M3_v=%pA~^rMp&>&x9={pu{6(0$JHMAKO3nr3>;Xx|(j-v0%OO zL!ZOuy2ADy<%Im%;3A!mM;Ow!LK%AGbyiQTy0ZB2zdpwH zSRlAob%*Q#&3qWQuXwIxc~1Kid7}ufJv)Tnzv+I0+GLxTh4hE!HLDw)wgNA{b3L3+ z6=@RVAntfYA%-u?w$JyC5%FM{&W)&@rumk*s!RLPTkW=5mP&q}torsC={|IRlKH#f z%8)OO;VA4CUR5?`G}Z;Jmfr5@TbomPirjeX>$2q(>PyT1`*vR#R2uDu&?4xE%XCv_ zll~dBNpX=5>K(KL@s(8woUK5`?|RWaE>;8xI>n0Mq)T?+?;Ddd;tK>Cj_58~OSmrC zi>gIcbSt&<7Imo1)6kln&C@v6jipK6d6G2ws%EKt6S3$m_9+MlLOrg7FoK7T_Bi=( zLMqPYBhJ~otV zbs2X=%TF}ul#-u@q*nSn34OjOgyD58l;tCCs1lKPh+6n?v9q)k^33K^+>i`HZUh$P z`3pf@*SSU>G2m66zdy!@Atj2rkD_3F?%o`bg}bb7Vt@9(gy|_s_D){qxuh3jgnxS) zxo_FF?fb=mG2!4|3Fsn;rwS%9YNIl{4q`oV6})WMbJ&&n4&pC!whIGC<81@IP1w{l zJ%{a~4-t4@N}#Zg0Q*qvj3mQ^HE>z!I~XYSQZ>eJImF#_ua)(CAvLb}_~eq?{kvDu zSI?7v2~BJqh*1s~M}NcpX0sWB5sWAWW%6V7CAaI%G6(xY*L_2NaK$zB#Tp)~*1W7H zLxVmO9ogv&jWoLc2b}vTj~_Y4!z1pVPH^sQK5j_sZg;8e=f5GBl*)rlQ*2)G2*V9S zwP#S1DLiR)J@is;m5oE3%S>}_7b&N8f>ggLXY-G0AT~W=(;m4PGO65nND+8eU!QVh zOFpKjV(N>!*=SPDyG*RUPmhDoK3rxzpr~Eonc8!W@26)wepD5X|Ng8sP_q2Mti(W^ zt2%{R)zc=R5TRa%P;`k|JtKR`Z3&cJIOvKYS~RF%B&ThdpYcgc&JcAr>s;KoPO{Ju`-KMj<7brflC(T4X^YR1E5 zq|*QOCvq8{Ckc4bX5ps%DII7_{rDMoZ%xEn56S+OKr+1tnX#}qq_gs-kAnM zxwdhfX-;UfM^RBG43!~HWf~J&9Q$r0G9)cT4AY4sk+KyM9a&mzDchth9g{T?Q|Z_% zOJ!#!MMb^Wt)b32eSAN>A6}mr<{8iZ+{<-e*Z=>!kt#KLO|)|1zS1F1isJ@u3zrG8 z)W#*2j?6s+D7UHb##KxVHs{m|_lmA&%i(y<_1mPq>V*M?OLyshKv|&EbE#Yq$30H!lY8F+myV z6@Etpq7N33MsmB)DTTlZ3f8?gw#Con?k506C?19(b@ll;_ni1oC&6nMPd<&sjT_G@ z7v`!~ZE{d!b89HM27c}ZG6A`Fp{tw$iHWL9ZKrdLVL8w`?3h>XP_R}=sVE8gt5#le zecF*f+=~yizJI*rhqjryJMy3~OO5f~rX4&sCXQJ5qStX_kQA)39|fmHDiXwjKJr$s zY0LNQ#|tfCiWR!Y(k7U3STaO_m_!Z|&%iZhmK<9trKV z_C<~Au}H5$*`z*%!$d^2F_4QIKASK9+w)azR|SImpoI@c`qAvdwu5<#3qy}nknlpVE6#Hm3R_(W_~T#QenCPna6PO&2P$<> z+ftp8HZ&Ww@TtbhB+tyR%l0Q;7^aryu-G0wD8W)Qb<<%QuQ~)JzD=tLh^@q=nD zA`ULtDeb8{&e0W11k+LlBw8hsz-2rJ+4G&-Xu;xE{Kztu{SH-uka4pE*(b#~NHE?f z`Ag`LQ#QnLoJ*)r`e>6;)j7<8u*_60BEM zdG1iQCVYGb7A#4m0#ry@>CM`fcbi%r)KUT(Qr!?h1=@@0tb*Fc*rl>5++UUtlaXvy zZY4_DCdRJcMz@%UKE;OPA zmOF_kqz6?Xt(6ty9S8NvA|xlBY%cpEj)<~0D?JIx>UXt@Xe*#3W;#^)nKn7rMZ+iv zBuCHGLHW1eL!Q)YzxL0RE_n45dTVRVIMiyL)ryi&&p=$WDG{E5=MYpttq&I04x`dZ z9m4f=!Q~@puiUo4LQP*OSnnL%K*1*$A|*OZW~;hYkJ z&TODL$6@mEkrU?DF4fEShht>rzkHb}GZxih#7=Jpp=~)rw6?qW!HDwjkPnfsRt4O9 z9=PGwt&fS~GyggT$j{JeBH$6JQ!KzH0zO0`+pHN1e-emwYqQR2L$#Wi<8mDy;QLzl zkWNZAgR!ClWF=yahK-4`CZZ%BM=9fHc1ndK+Mg5KBWq@FYHq5tM^l~sJI5n4Pt*ol zc<_0wYK50bV}+Faz0?=)LG-qH<=g71Y-`tnZN&|$0r;eiOx?%G?nnc^%4j}_Gjjb8eCxj;((j&3>Sv)5Y>6@3Pw7qoZ8 z-55W7@`daSA%ZuI=_r8+o3uziC1qeqFLwwRY_t_wq3+ud+TIo`zS}p|-#u$jjy^Da z7>6dxs&s1Sm70BW)B16WWr;yAN#j4Z2eRtBFv^_`ZBYAOA;?}{>6I^AcYniO=~Jsb zHINEF7xHj#?Qd&>ui2}Uq*?SnE=#Lv8mtrrnFSUT^2vT?zUxbZO!VhZB4g3v!Qe>w zV~r=E=eG_Fe307WU@cRiqm7TNEns|w=~u8)?LMs7RAr0ktxqO4MpEA@U!tY87I(gB z+OsP;CcvWkyrxKo3C54)2bPd0J*BCu$ars8pWPUB9hqB_wR=p>)Oe&bzJ&@YyqM}m zZam@XAcGiKO-`eQ_i7=u!K*s|4>YJ7&lgz*c9%U7ONhr-0RQ#4)@MYSai+-=p25uW zm+RIW1IB;u`2GEWxUt$_AQ>;QzW`x8Uo}&egP_+V<|*gd*RzM{Cs${noNI5<+LRgE_=>QG8_J@U})?U6vl0v@}`PH!sY+a7U!l3$2~I=Fzm(Prg2=Q?`hY+wNmvpk?(o-blBJO-l*ZPjoU^Z|hyGgp zV7`=zp^R+Pb-kEwQc~tgD8KidkUbf)SZXQ1r3XX{HO|KUEB|ERb_0?`TVEAFGx$D@ zT4634$@qut(^69MH~8RyxueUIV{+npRo(8{Kq`dCb33a0qU5S3=5P=_76XrpZn5l zLGh&{;e|iZ{;cmY);7LiI6ZEDw>K4`mB*JV`Vc`iL^Gi4mNp@Fk2EY#h@UQqD6Z7| z!BY?BNnAU^zrO72^k@aBua*yXO~F*U!Yn>8&e_7CvuZqn;3@(%7`;W)AmG9KE5Kc; z>%D?tDXPcl=Jtakr-HbHcq5q^pSn1J&455I0c)n3>gTxzn( zQz+wXq&dtecJeXX^WMm4>nqafDmYZ8G|9IQRASOx&YRd7?+eD&}3>Hv-HE2Qf-d?ffs< zpedMH8j|kuU*#{5tef1s#g&y(tQnS2P^sWHh)*bvX~0?8DW!qVG10BrU%&z%$S_En zm;~j9LuN%T(B&zZ{+Iht2mwLkTeOv7yf;MA{MHvmSRo<6*9t_Wgmb}ir4+coo~N8Q z;g><5)mRyJ&e}_~FE&f-W3`HBccr9e?2V%^1)RL*uk1o>3VT%y+7g(Gw)7q_J5{TeB;VU#Xrhwk!#(CNN zXxYWBT!>aI!v7rDWE(cODagQM5YSMD#DU6bwy&$@8&O)ohQX{3}1b>Dqi%Vlz(?2xJw5{)8qc0F9X>1JT6rmld+M&4*KDvCF@M^!X% z|JoK|xb!dFnKN}FDQsv@2~yhX#jFj6ykGjMoz!L=&~y;uVF$t^fwmqox|{{mZaO$S?ts;#9Z-1)cq<0Ts9TP(38K}OwJhlnI17OZLU>7p){%Tl zMa5zJPD^$2?8yiUvM^+SJl8w!#SzXvRr)*O$a67Kw4B@l1;XO(dK++Ge*i4f^PCgCX(JuD%PF_Emz>Pw1r zAQqp6WXJd1L$`pK(y?-uH}E`-fJ9)JKOU8Zo$HYq;9BJE)GPSAT*^A z>ZTAy2LzP1>P}uVA{iSo$UP{gjqu00^{RE1=a&L+DvROR;=t_&H=*s^XuTR>7v}~M z_)AR4yq6z)dqpDDv?bj*ITu3F)1bdjIm+kUh=YwA!ew~CKN*5zQDn?RP^^V0PMf-L zwLFCC%Uwy`5OU5ixBZ95Yli{l45i*SLNaLGohCE(^Ag|D+=r{fEJm0^Mc7BNOhoc{ z0dgM|P`s+AE9dBWZZzXh%y+xzdnQPZJ4O(fy@mv5rX zGWbv@<;6H(uGziVbR0Qi>5)f`pr55BGa)Z4s$+^aI&e0K6+e&?{`m6SEiU!Nqyoe% z(1llgSBASPV&rJs#IC>wTwmSszDR~GhHl|I`eJJ$wHw33gZ*7kcbmo3fOT0`8)1tI z_wnpTet#uS;Vhfudr#s%eFmO4Xwx0MyVUp2Kie_5&$A7U)!i5F{%lh{GtZ@1B6IS8 z{SuR9K11>Id3XZ0#h+~UA|&Bu`UQ9~SbiZHasUr6=3>Ay+uA{qZ$HevioWp>SJBDo zp#JT(nYUp1Eif*wxEy`-{(tkJJlHz8b>=UwYe( KbZ=|#J@p^sfYZbP diff --git a/modules/tcia_dataset.ipynb b/modules/tcia_dataset.ipynb index 881c428c28..2640611cad 100644 --- a/modules/tcia_dataset.ipynb +++ b/modules/tcia_dataset.ipynb @@ -162,12 +162,12 @@ "1. **collection**: name of collection (dataset)\n", "1. **download**: whether to download and extract the dataset first.\n", "1. **download_len**: number of series that will be downloaded. Sometimes only download a few series is enough. If not specified, the whole dataset will be downloaded.\n", - "1. **picked_modality**: modality that is used to do the first step download (two steps download will be introduced bellow)\n", + "1. **seg_type**: modality type of segmentation that is used to do the first step download (two steps download will be introduced bellow)\n", "1. **modality_tag**: tag of modality.\n", "1. **ref_series_uid_tag**: tag of referenced Series Instance UID.\n", "1. **ref_sop_uid_tag**: tag of referenced SOP Instance UID.\n", "\n", - "After downloading (if specified, all images and \"picked_modality\" data (such as \"SEG\", \"RTSTRUCT\") will be stored locally for further usage.\n", + "After downloading (if specified, all images and \"seg_type\" data (such as \"SEG\", \"RTSTRUCT\") will be stored locally for further usage.\n", "\n", "

\n", " \"tcia\n", @@ -198,7 +198,7 @@ "outputs": [], "source": [ "# Let's take the \"NSCLC-Radiomics\" collection for example\n", - "collection, picked_modality = \"NSCLC-Radiomics\", \"SEG\"\n", + "collection, seg_type = \"NSCLC-Radiomics\", \"SEG\"\n", "\n", "ds = TciaDataset(\n", " root_dir=root_dir,\n", @@ -206,7 +206,7 @@ " section=\"training\",\n", " download=True,\n", " download_len=2,\n", - " picked_modality=picked_modality,\n", + " seg_type=seg_type,\n", " progress=True,\n", " cache_rate=1.0,\n", " val_frac=0.0,\n", @@ -346,7 +346,7 @@ " section=\"training\",\n", " download=False,\n", " download_len=2,\n", - " picked_modality=picked_modality,\n", + " seg_type=seg_type,\n", " progress=True,\n", " cache_rate=1.0,\n", " val_frac=0.0,\n", From 0e57b6c8d70905cab54dce2de76b621fcd49f5e2 Mon Sep 17 00:00:00 2001 From: Yiheng Wang Date: Mon, 18 Jul 2022 22:16:17 +0800 Subject: [PATCH 3/8] remove unused lib --- modules/tcia_dataset.ipynb | 1 - 1 file changed, 1 deletion(-) diff --git a/modules/tcia_dataset.ipynb b/modules/tcia_dataset.ipynb index 2640611cad..c86a4783c7 100644 --- a/modules/tcia_dataset.ipynb +++ b/modules/tcia_dataset.ipynb @@ -47,7 +47,6 @@ " ResampleToMatchd,\n", ")\n", "import monai\n", - "from monai.data import DataLoader\n", "from monai.apps.datasets import TciaDataset\n", "from monai.config import print_config\n", "import os\n", From c26482d30bdb2184a5e29f165627b88a38470055 Mon Sep 17 00:00:00 2001 From: Yiheng Wang Date: Fri, 22 Jul 2022 22:12:41 +0800 Subject: [PATCH 4/8] add training Signed-off-by: Yiheng Wang --- modules/tcia_dataset.ipynb | 625 ++++++++++++++++++++++--------------- 1 file changed, 373 insertions(+), 252 deletions(-) diff --git a/modules/tcia_dataset.ipynb b/modules/tcia_dataset.ipynb index c86a4783c7..726ff345dc 100644 --- a/modules/tcia_dataset.ipynb +++ b/modules/tcia_dataset.ipynb @@ -23,99 +23,52 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "!python -c \"import monai\" || pip install -q \"monai-weekly[nibabel, pillow, ignite, tqdm]\"\n", - "!python -c \"import matplotlib\" || pip install -q matplotlib\n", - "!python -c \"import matplotlib\" || pip install -q pydicom" + "!python -c \"import monai\" || pip install -q \"monai-weekly[nibabel, pillow, ignite, tqdm, pydicom]\"\n", + "!python -c \"import matplotlib\" || pip install -q matplotlib" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "tags": [] }, "outputs": [], "source": [ "from monai.transforms import (\n", + " Activations,\n", + " AsDiscrete,\n", " EnsureChannelFirstd,\n", " Compose,\n", " LoadImaged,\n", + " Orientationd,\n", + " RandCropByPosNegLabeld,\n", + " RandScaleIntensityd,\n", + " RandShiftIntensityd,\n", + " RandFlipd,\n", + " Spacingd,\n", + " NormalizeIntensityd,\n", " ResampleToMatchd,\n", ")\n", "import monai\n", - "from monai.apps.datasets import TciaDataset\n", + "from monai.networks.nets import UNet\n", + "from monai.metrics import DiceMetric\n", + "from monai.losses import DiceCELoss\n", + "from monai.inferers import sliding_window_inference\n", + "from monai.apps import TciaDataset\n", + "from monai.apps.tcia import TCIA_LABEL_DICT\n", "from monai.config import print_config\n", + "from monai.data import DataLoader, decollate_batch\n", "import os\n", "import tempfile\n", - "import shutil" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setup imports" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MONAI version: 0+unknown\n", - "Numpy version: 1.23.1\n", - "Pytorch version: 1.12.0+cu102\n", - "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n", - "MONAI rev id: None\n", - "MONAI __file__: /opt/monai/monai/__init__.py\n", - "\n", - "Optional dependencies:\n", - "Pytorch Ignite version: 0.4.9\n", - "Nibabel version: 4.0.1\n", - "scikit-image version: 0.19.3\n", - "Pillow version: 9.2.0\n", - "Tensorboard version: 2.9.1\n", - "gdown version: 4.5.1\n", - "TorchVision version: 0.13.0+cu102\n", - "tqdm version: 4.64.0\n", - "lmdb version: 1.3.0\n", - "psutil version: 5.9.1\n", - "pandas version: 1.4.3\n", - "einops version: 0.4.1\n", - "transformers version: 4.20.1\n", - "mlflow version: 1.27.0\n", - "pynrrd version: 0.4.3\n", - "\n", - "For details about installing the optional dependencies, please visit:\n", - " https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n", - "\n" - ] - } - ], - "source": [ - "# Copyright 2020 MONAI Consortium\n", - "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", - "# you may not use this file except in compliance with the License.\n", - "# You may obtain a copy of the License at\n", - "# http://www.apache.org/licenses/LICENSE-2.0\n", - "# Unless required by applicable law or agreed to in writing, software\n", - "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", - "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", - "# See the License for the specific language governing permissions and\n", - "# limitations under the License.\n", - "\n", - "\n", - "print_config()" + "import shutil\n", + "import torch\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" ] }, { @@ -131,19 +84,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/tmp/tmpq6c21xuf\n" - ] - } - ], + "outputs": [], "source": [ "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n", "root_dir = tempfile.mkdtemp() if directory is None else directory\n", @@ -154,9 +99,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Create TciaDataset\n", + "## Brief Introduction\n", + "\n", + "TCIA provides The National Biomedical Imaging Archive (NBIA) REST APIs, which allows you to perform basic queries on and download data for image analysis from public collections.\n", + "We can follow the [guide](https://wiki.cancerimagingarchive.net/display/Public/NBIA+Search+REST+API+Guide) and grab the data we are interested in.\n", "\n", - "There are many collections on the [TCIA website](https://www.cancerimagingarchive.net/collections/). `TciaDataset` inherits from MONAI `CacheDataset` and provides rich parameters to achieve expected behavior. Some of the main parameters include:\n", + "For a collection that contains image with type `SEG` or `RESTRUCT`, `TciaDataset` (inherits from MONAI `CacheDataset`) can be utilized to download the dataset and load images. `TciaDataset` includes some of the NBIA APIs, and provides rich parameters to achieve expected behavior. Some of the main parameters include:\n", "1. **root_dir**: target directory to download and load TCIA dataset.\n", "1. **collection**: name of collection (dataset)\n", "1. **download**: whether to download and extract the dataset first.\n", @@ -173,17 +121,26 @@ "

" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create TciaDataset" + ] + }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# use the `LoadImaged` transform to load data\n", + "# Let's take the \"QIN-PROSTATE-Repeatability\" collection for example\n", + "collection, seg_type = \"QIN-PROSTATE-Repeatability\", \"SEG\"\n", "\n", + "# use the `LoadImaged` transform to load data, `label_dict` is used to unify the label order\n", "transform = Compose(\n", " [\n", - " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"]),\n", + " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"], label_dict=TCIA_LABEL_DICT[collection]),\n", " ]\n", ")" ] @@ -196,19 +153,15 @@ }, "outputs": [], "source": [ - "# Let's take the \"NSCLC-Radiomics\" collection for example\n", - "collection, seg_type = \"NSCLC-Radiomics\", \"SEG\"\n", - "\n", "ds = TciaDataset(\n", " root_dir=root_dir,\n", " collection=collection,\n", " section=\"training\",\n", - " download=True,\n", - " download_len=2,\n", + " download=False,\n", " seg_type=seg_type,\n", - " progress=True,\n", - " cache_rate=1.0,\n", - " val_frac=0.0,\n", + " progress=False,\n", + " cache_rate=0.0,\n", + " val_frac=0.2,\n", " transform=transform,\n", ")" ] @@ -222,46 +175,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'image': '/tmp/tmpq6c21xuf/NSCLC-Radiomics/LUNG1-005/300/image',\n", - " 'seg': '/tmp/tmpq6c21xuf/NSCLC-Radiomics/LUNG1-005/300/seg'},\n", - " {'image': '/tmp/tmpq6c21xuf/NSCLC-Radiomics/LUNG1-001/300/image',\n", - " 'seg': '/tmp/tmpq6c21xuf/NSCLC-Radiomics/LUNG1-001/300/seg'}]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ds.datalist" - ] - }, - { - "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([[ -0.9770, 0.0000, 0.0000, 250.1120],\n", - " [ 0.0000, -0.9770, 0.0000, 250.1120],\n", - " [ 0.0000, 0.0000, -3.0000, 90.6000],\n", - " [ 0.0000, 0.0000, 0.0000, 1.0000]], dtype=torch.float64)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sample = 0\n", "\n", @@ -270,40 +186,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([[ -0.9770, 0.0000, 0.0000, 250.1120],\n", - " [ 0.0000, -0.9770, 0.0000, 250.1120],\n", - " [ 0.0000, 0.0000, 3.0000, -179.4000],\n", - " [ 0.0000, 0.0000, 0.0000, 1.0000]], dtype=torch.float64)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ds[sample][\"seg\"].affine" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(512, 512, 91) (512, 512, 91, 6)\n" - ] - } - ], + "outputs": [], "source": [ "print(ds[sample][\"image\"].shape, ds[sample][\"seg\"].shape)" ] @@ -333,7 +227,7 @@ "source": [ "transform = Compose(\n", " [\n", - " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"]),\n", + " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"], label_dict=TCIA_LABEL_DICT[collection]),\n", " EnsureChannelFirstd(keys=[\"image\", \"seg\"]),\n", " ResampleToMatchd(keys=\"image\", key_dst=\"seg\"),\n", " ]\n", @@ -344,34 +238,19 @@ " collection=collection,\n", " section=\"training\",\n", " download=False,\n", - " download_len=2,\n", " seg_type=seg_type,\n", - " progress=True,\n", - " cache_rate=1.0,\n", - " val_frac=0.0,\n", + " progress=False,\n", + " cache_rate=0.0,\n", + " val_frac=0.2,\n", " transform=transform,\n", ")" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([[ -0.9770, 0.0000, 0.0000, 250.1120],\n", - " [ 0.0000, -0.9770, 0.0000, 250.1120],\n", - " [ 0.0000, 0.0000, 3.0000, -179.4000],\n", - " [ 0.0000, 0.0000, 0.0000, 1.0000]], dtype=torch.float64)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sample = 0\n", "\n", @@ -380,40 +259,18 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([[ -0.9770, 0.0000, 0.0000, 250.1120],\n", - " [ 0.0000, -0.9770, 0.0000, 250.1120],\n", - " [ 0.0000, 0.0000, 3.0000, -179.4000],\n", - " [ 0.0000, 0.0000, 0.0000, 1.0000]], dtype=torch.float64)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ds[sample][\"seg\"].affine" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1, 512, 512, 91) (6, 512, 512, 91)\n" - ] - } - ], + "outputs": [], "source": [ "print(ds[sample][\"image\"].shape, ds[sample][\"seg\"].shape)" ] @@ -429,55 +286,274 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Visualize and check" + "### Visualize and check" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# from W, H, D to D, H, W\n", - "img = ds[sample][\"image\"].numpy().transpose([0, 3, 2, 1])\n", - "seg = ds[sample][\"seg\"].numpy().transpose([0, 3, 2, 1])" + "img = ds[4][\"image\"].numpy().transpose([0, 3, 2, 1])\n", + "seg = ds[4][\"seg\"].numpy().transpose([0, 3, 2, 1])" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'0': 'Esophagus',\n", - " '1': 'GTV-1',\n", - " '2': 'Heart',\n", - " '3': 'Lung-Left',\n", - " '4': 'Lung-Right',\n", - " '5': 'Spinal-Cord'}" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "ds[sample][\"seg_meta_dict\"][\"labels\"]" + "every_n = 10\n", + "fig_seg = monai.visualize.matshow3d(img[0], show=True, every_n=every_n)" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig_seg = monai.visualize.matshow3d(seg[3], show=True, every_n=every_n)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create a Training Pipeline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define CacheDataset and DataLoader for training and validation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "train_transforms = Compose(\n", + " [\n", + " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"], label_dict=TCIA_LABEL_DICT[collection], image_only=True),\n", + " EnsureChannelFirstd(keys=[\"image\", \"seg\"]),\n", + " ResampleToMatchd(keys=\"image\", key_dst=\"seg\"),\n", + " Orientationd(keys=[\"image\", \"seg\"], axcodes=\"RAS\"),\n", + " Spacingd(keys=[\"image\", \"seg\"], pixdim=(\n", + " 1.0, 1.0, 0.5), mode=(\"bilinear\", \"nearest\")),\n", + " NormalizeIntensityd(keys=\"image\", nonzero=True, channel_wise=True),\n", + " RandCropByPosNegLabeld(\n", + " keys=[\"image\", \"seg\"],\n", + " label_key=\"seg\",\n", + " spatial_size=(96, 96, 64),\n", + " pos=1,\n", + " neg=1,\n", + " num_samples=2,\n", + " image_key=\"image\",\n", + " image_threshold=0,\n", + " ),\n", + " RandFlipd(keys=(\"image\", \"seg\"), prob=0.5, spatial_axis=[0]),\n", + " RandFlipd(keys=(\"image\", \"seg\"), prob=0.5, spatial_axis=[1]),\n", + " RandScaleIntensityd(keys=\"image\", factors=(-0.2, 0.2), prob=0.5),\n", + " RandShiftIntensityd(keys=\"image\", offsets=(-0.1, 0.1), prob=0.5),\n", + " ]\n", + ")\n", + "\n", + "val_transforms = Compose(\n", + " [\n", + " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"], label_dict=TCIA_LABEL_DICT[collection], image_only=True),\n", + " EnsureChannelFirstd(keys=[\"image\", \"seg\"]),\n", + " ResampleToMatchd(keys=\"image\", key_dst=\"seg\"),\n", + " Orientationd(keys=[\"image\", \"seg\"], axcodes=\"RAS\"),\n", + " Spacingd(keys=[\"image\", \"seg\"], pixdim=(\n", + " 1.0, 1.0, 0.5), mode=(\"bilinear\", \"nearest\")),\n", + " NormalizeIntensityd(keys=\"image\", nonzero=True, channel_wise=True),\n", + " ]\n", + ")\n", + "\n", + "train_ds = TciaDataset(\n", + " root_dir=root_dir,\n", + " collection=collection,\n", + " section=\"training\",\n", + " download=False,\n", + " seg_type=seg_type,\n", + " progress=True,\n", + " cache_rate=1.0,\n", + " val_frac=0.2,\n", + " transform=train_transforms,\n", + ")\n", + "\n", + "val_ds = TciaDataset(\n", + " root_dir=root_dir,\n", + " collection=collection,\n", + " section=\"training\",\n", + " download=False,\n", + " seg_type=seg_type,\n", + " progress=True,\n", + " cache_rate=1.0,\n", + " val_frac=0.2,\n", + " transform=val_transforms,\n", + ")\n", + "\n", + "train_loader = DataLoader(train_ds, batch_size=2, shuffle=True, num_workers=4)\n", + "val_loader = DataLoader(val_ds, batch_size=1, shuffle=False, num_workers=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# there are 4 labels, and for the example here, we will only focus on \"WholeGland\".\n", + "\n", + "print(train_ds[0][0][\"seg\"].meta[\"labels\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create Model, Loss, Optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# standard PyTorch program style: create UNet, DiceLoss and Adam optimizer\n", + "device = torch.device(\"cuda:0\")\n", + "model = UNet(\n", + " spatial_dims=3,\n", + " in_channels=1,\n", + " out_channels=1,\n", + " channels=(16, 32, 64, 128, 256),\n", + " strides=(2, 2, 2, 2),\n", + " num_res_units=2,\n", + " norm=\"batch\",\n", + ").to(device)\n", + "loss_function = DiceCELoss(sigmoid=True, include_background=True, batch=True, squared_pred=True)\n", + "optimizer = torch.optim.Adam(model.parameters(), 3e-4)\n", + "max_epochs = 1000\n", + "lr_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=max_epochs)\n", + "dice_metric = DiceMetric(include_background=True, reduction=\"mean\")\n", + "selected_label = 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Execute a typical PyTorch training process" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "val_interval = 2\n", + "best_metric = -1\n", + "best_metric_epoch = -1\n", + "epoch_loss_values = []\n", + "metric_values = []\n", + "post_pred = Compose([Activations(sigmoid=True), AsDiscrete(threshold=0.5)])\n", + "\n", + "for epoch in range(max_epochs):\n", + " print(\"-\" * 10)\n", + " print(f\"epoch {epoch + 1}/{max_epochs}\")\n", + " model.train()\n", + " epoch_loss = 0\n", + " step = 0\n", + " for batch_data in train_loader:\n", + " step += 1\n", + " inputs, labels = (\n", + " batch_data[\"image\"].to(device),\n", + " batch_data[\"seg\"][:, selected_label:selected_label+1, ...].to(device),\n", + " )\n", + " optimizer.zero_grad()\n", + " outputs = model(inputs)\n", + " loss = loss_function(outputs, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + " epoch_loss += loss.item()\n", + " lr_scheduler.step()\n", + " epoch_loss /= step\n", + " epoch_loss_values.append(epoch_loss)\n", + " print(f\"epoch {epoch + 1} average loss: {epoch_loss:.4f}\")\n", + "\n", + " if (epoch + 1) % val_interval == 0:\n", + " model.eval()\n", + " with torch.no_grad():\n", + " for val_data in val_loader:\n", + " val_inputs, val_labels = (\n", + " val_data[\"image\"].to(device),\n", + " val_data[\"seg\"][:, selected_label:selected_label+1, ...].to(device),\n", + " )\n", + " roi_size = (96, 96, 64)\n", + " sw_batch_size = 4\n", + " val_outputs = sliding_window_inference(\n", + " val_inputs, roi_size, sw_batch_size, model)\n", + " val_outputs = [post_pred(i) for i in decollate_batch(val_outputs)]\n", + " # compute metric for current iteration\n", + " dice_metric(y_pred=val_outputs, y=val_labels)\n", + "\n", + " # aggregate the final mean dice result\n", + " metric = dice_metric.aggregate().item()\n", + " # reset the status for next validation round\n", + " dice_metric.reset()\n", + "\n", + " metric_values.append(metric)\n", + " if metric > best_metric:\n", + " best_metric = metric\n", + " best_metric_epoch = epoch + 1\n", + " torch.save(model.state_dict(), os.path.join(\n", + " root_dir, \"best_metric_model.pth\"))\n", + " print(\"saved new best metric model\")\n", + " print(\n", + " f\"current epoch: {epoch + 1} current mean dice: {metric:.4f}\"\n", + " f\"\\nbest mean dice: {best_metric:.4f} \"\n", + " f\"at epoch: {best_metric_epoch}\"\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(\n", + " f\"train completed, best_metric: {best_metric:.4f} \"\n", + " f\"at epoch: {best_metric_epoch}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot the loss and metric" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -487,42 +563,63 @@ } ], "source": [ - "every_n = 50\n", - "fig_img = monai.visualize.matshow3d(img, show=True, every_n=every_n)" + "plt.figure(\"train\", (12, 6))\n", + "plt.subplot(1, 2, 1)\n", + "plt.title(\"Epoch Average Loss\")\n", + "x = [i + 1 for i in range(len(epoch_loss_values))]\n", + "y = epoch_loss_values\n", + "plt.xlabel(\"epoch\")\n", + "plt.plot(x, y)\n", + "plt.subplot(1, 2, 2)\n", + "plt.title(\"Val Mean Dice\")\n", + "x = [val_interval * (i + 1) for i in range(len(metric_values))]\n", + "y = metric_values\n", + "plt.xlabel(\"epoch\")\n", + "plt.plot(x, y)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Check best model output with the input image and label" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" - } - ], - "source": [ - "fig_seg = monai.visualize.matshow3d(seg[3], show=True, every_n=every_n)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABBQAAAFWCAYAAADZt85cAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAADEnUlEQVR4nO39ebhsa1Xdj4+3mlV1mttwuUgfQQWNmmgIIGo0KPYxookx+PUXiU2uGqMmMV8jpjHJY4xNYpdEDTYBI5EoMYpN7FDTfCNXwQZBQAnSCgIC995zzq7+/f2xa6wzau65ap92V92zx+d59rNrr+btVt11z5zvmHOWWiuMMcYYY4wxxhhjrobergdgjDHGGGOMMcaYBx92KBhjjDHGGGOMMeaqsUPBGGOMMcYYY4wxV40dCsYYY4wxxhhjjLlq7FAwxhhjjDHGGGPMVWOHgjHGGGOMMcYYY64aOxTMiVNKeVUp5em7HocxxpjLlFLeUEr5hCu8tpZSPuAa+7nme40xxhizX9ihYE6cWuuH1Fp/ddfj2EYp5S+VUv53KeW9pZS3l1K+v5Ry267HZYwxtzKllH9dSvmDUsoDpZTXlFI+f9djMsaYfeNGO2aPa8//LjbbsEPBmJw7AHwDgEcB+NMAHg3gW3c6ImOMufW5COAv4/Ad/GwA31lK+ajdDskYY049/nex6cQOBXPiqKy2lPLPSik/Vkr54fWO1O+WUp5YSnlOKeUdpZQ3l1I+Se79glLKq9fXvr6U8iWh7a8ppbytlPJHpZQvVo9rKWW03v16Uynlj0sp31tKOZONsdb6n2utP1drvVRrfQ+A7wPw0TdvVYwxZn8opTy1lPJr692ot5VS/l0ppQmXfdr6PfyuUsq3llJ6cv8Xrt/V7yml/Hwp5X2vpN9a69fXWl9Ta13VWu8F8L8AfOQNnJoxxuwFpZQ/XUr51fV79lWllM+Qc79aSvli+ftvllL+9/rz/1wf/p1SyoVSyl8vpTy9lPKWUsrXrd/JbyilfN61thfH6n8Xm23YoWD2gb8M4D8BeAiA3wLw8zj8bj4awL8A8B/k2ncA+HQAtwP4AgDfXkp5EgCUUj4FwN8H8AkAPgDA00M/3wTgiQA+fH3+0QD+6RWO8WMBvOqqZmWMMQ9elgD+HoC7cWjQPwPA3w7XfBaAJwN4EoBnAvhCACilPBPA1wH4KwAehkOnwI9c7QDWDt+nwO9eY8wtRillCOCnAPwCgPcB8BUAXlBK+cDj7q21fuz644fVWs/XWv/L+u9H4PCd/WgcKryee53tbcP/LjYtdiiYfeB/1Vp/vta6APBjOPwH6DfVWucAXgjgcaWUOwGg1voztdb/Ww/5Hzh8EX/Mup3PAfAfa62vqrVeAvDP2EEppQC4B8Dfq7W+u9b6AIBvBPCs4wZXSvlEHL6Yr9T5YIwxD2pqrS+vtb601rqotb4Bh47dvxgu++b1+/RNAL4DwOeuj38pgH9Va331+r3+jQA+/EpVCsL3AvgdHDqZjTHmVuJpAM7j8N+7s1rrLwP4aVx+j14r/6TWOl3/G/lncPhv4xuK/11sIoNdD8AYAH8snw8AvKvWupS/gcOX7ntLKZ8K4OtxqDToATgL4HfX1zwKwMukrTfL54etr335oW8BAFAA9LcNrJTyNAD/GcBn11p//yrmZIwxD1pKKU8E8G04VCCcxeG/F14eLtN37Btx+A4GgPfFYe6Df6NN4nDX7I1X2P+3AvhQAB9Xa61XPQFjjNlvHgXgzbXWlRx7Iw7fk9fKe2qtF0N7j+q6+Frwv4tNhhUK5kFDKWUE4L8C+NcAHl5rvRPAz+LwH6oA8DYAj5FbHiuf34VD58SH1FrvXP/cUWs9v6W/PwfgxQC+sNb6khs3E2OM2Xu+B8BrADyh1no7DkMYSrhG37F/CsAfrT+/GcCXyLv2zlrrmVrr/7mSjksp/xzApwL4pFrr/dc1C2OM2U/+CMBjNfcMDt+jb11/vohDZy55xBW0+ZBSyrnQHt/L19LeBv53senCDgXzYKIBMALwTgCLtVrhk+T8jwL4gnWSm7MA/glPrD3A34fDnAvvAwCllEeXUj4566iU8qEAfg7AV9Raf+qmzMYYY/aX2wDcD+BCKeWDAHxZcs3/W0p5SCnlsQC+CgDjbr8XwHNKKR8CAKWUO0opf+1KOi2lPAfA/wPgE2qtf3K9kzDGmD3lXgCXAHxNKWVYSnk6DnOKvXB9/rcB/JVSytl1cvEvCvf/MYD3S9r956WUppTyMTjMOfZj19keAP+72GzHDgXzoGGd9+Arceg4eA8O/9H5Yjn/3wF8F4BfAfA6AC9dn5quf/9DHi+l3A/glwB0Jav5ahyGSfzAOuPthVKKk88YY04L/wCH79gHcOiMzZJ0/SQOwyB+G4exuj8AALXW/wbgmwG8cP2ufSUOFQdXwjficFftdfLu/brrmIcxxuwdtdYZDh0In4pDFe13A/j8Wutr1pd8O4AZDg395wN4QWjinwF4/rpCBPMkvB2H/z7+o/X1X3qd7Sn+d7HppDg00dyqlFL+NA7/ITtaJwYzxhhjjDHmlmKtcPjhWutjjrnUmBuOFQrmlqKU8lmllFEp5SE43CH7KTsTjDHGGGOMMebGY4eCudX4EgDvAPB/cVhHPYv7NcYYY4wxxhhzndw0h0Ip5VNKKa8tpbyulPK1N6sfY5Ra66esqzfcVWv9rFrr23Y9JmN2hd/Dxhize/wuNjebWuuvOtzB7IqbkkOhlNIH8PsAPhHAWwD8BoDPrbX+3g3vzBhjzBH8HjbGmN3jd7Ex5lZncJPafSqA19VaXw8ApZQXAngmgPTlWUqpvZ6jL4wx+8dqtXpXrfVhux7HNXBV72EAaMqojnGu67QxxuyECS5iVqdl1+O4Rq7qXez3sDFmX3kA70n/TXyzHAqPBvBm+fstAD5CLyil3APgnvVnjMfjmzQUY4y5di5duvTGXY/hGjn2PQxsvovHOIuPKM84mdEZY8wVcm99ya6HcD1c1b+J/R42xuwrv1RflP6beGeygFrrc2utT661PrmUB6vT2RhjHtzou3iI0a6HY4wxpw6/h40xD2ZulkPhrQAeK38/Zn3MGGPMyeD3sDHG7B6/i40xtzQ3K+ThNwA8oZTyeBy+NJ8F4P+5SX3dcjBRZq0VVG9cSfLMUgpU7aHtXCnZ/fFYdk1XG5GszePGkbVxNevSde9x92sf8bP+rW1k57Lncq3JUEspnXO42jWJ4zK3HH4PG2PM7vG72BhzS3NTHAq11kUp5e8A+HkAfQA/WGt91c3o61ZlNpsBuGxA1lqxWq02jkVGoxH6/f6Rdlar1REjVFGDtN/vt9ctFguUUtDr9cCkmYvFov17uVx2OhS0r2wOvV6vPc4+ea7WiqZpjsyl1+uh1or5fN72sVgssFqtsFwu2z71N9scDodYLpft+Hlum3E/Go1Qa8VsNmvHuFgs0O/30TTNxhqT4XDYjnuxWGA+n2M8Hh9Z+9ls1j6T6JDgGkRHAee8Wq0wGAwwGAza5wtg41iX40aPj0aWVd7K+D1sjDG7x+9iY8ytzs1SKKDW+rMAfvZmtX+rQ+NxOBy2RjMNR57fthO9XC6xWq3aduK1apzqMeCyMct79BoSr4ltZG2pYiLbVY+KCnU2ZG3RQREdA3QYZI6Nfr/f3tdlyGdk89B7eYxOFjoVokHP58JzvV6vnQOdNtqerqc6YWqtWCwWG9fzmN4bn7OuzXK5PDJ/hdeaBy9+DxtjzO7xu9gYcytz0xwK5ni2Gaa9Xg/9fh+j0ajdGY8GZOYoUCfAfD7f2DGPfXHHX9ULNDRVLZBJ97cZ1zTc2YY6JHR8qnyI68HPUTHBPmkMc6zROaBt65r2er2NXX0dMz9HB0p2LAtz4LiWy2U77uiooEqi3++349G1zVQW/BkMLv/nynmzHXWu6Bro2LSdXq+HyWTSrmdUiQCHags7FIwxxhhjjDFd2KGwQ2hc0vgbDAZYLBZYLpetMag7zqRrF30+n7efaTiqM+E4iX/c9R4MBhtKgFrrhgNAYV/z+fzIPcpwOESv12vHGp0Z+ptrpGNjm/o7EnfeSyltWEJ0hDBMgOus7c3nc/R6vTa8geEPOhbOScMpeC9w6MTgmsY+db6x78wZEddK14nKCyoe2J46Veg4oBMic1pof8YYY4wxxhizDTsUdohK3aOEX41M3WHPFAXaHok75F2hD7GNzGjtCnnQe2MbWShFdn3m4IhKBbanORvifVn/6vxQxUWce1ynGOoRFR5RDdClNNE11zHFsXahY8nmu80B0OWM0OdG50PX9cYYY4wxxhizDTsU9oTVaoXpdApgc8daVQej0QjL5XIjKaHmSVAVAUMmosEI5Dve+neUueuuN8ca1QpRSaG74WqsxhwD2p7ORe+Zz+etIoDhFDoPDQfg9Ww3Uz9EozmGE7A/AG0IQzS4dT2m02lroOuaxc96jOvAHz3HOWr4SXQ0aXtUTHCMUZUQlSJUcGiYQ6ZesVPBGGOMMcYYsw07FPaALDcBP6tRrGS7+F272UCea0AN02isAkeTMUajnH+r04LGPo3waChn48wM2bi7rz+xnWjsa3LDONeutVQjW+fQ1U5cF81JwTXJQgrUyM/OZdA5FPtXhUFsi+OnIoLPg06EbF117Z2Q0RhjjDHGGHMcdijsAdGozJIYZsadGq1dDgbuQGclHrkzHo3d6NyIO+g65mjYM+8Cx6ZGNnA5bCPbEY+hEV2S/65ylTqO7P5MncDfVCTEZIk6Zq55HC/nqUqOuJa8RhUH7C8z8nVsdCioCiQz+HUcVC2wfYZb0DGRqRK0bTsUjDHGGGOMMcdhh8IeEJ0GqgCIYQU0AnVXnPAzDc/5fN4m6wOwUfFhtVphNpttqAyi8U2ngCYQVINakx/yPoZt8FqV4nfF5+uOuIZvqMGr6ofMqFcnA8fb5QSI4QTT6bQNeWD4QpajIIaIqCOAY9AwAo5dS3gSTfSo818ul5jNZm2Fhfl8vpHwUZ+Drr/2E6tb6NwHg0G7tvyeZOufzdcYY4wxxhhjFDsU9oTjDLcuqX0MKeDvLmN6mxIh6y/20XVNl1y/SxFwHF3hFtH5koUCZM4APafGezZ3nbOqKbrmGh0IwGYCTc1/oGNTohIjS+Co12bhHjEkRMcfr8nUIdueozHGGGOMMcZE7FDYA2KMvjoDNI6/aZoNo09DDNQQ7Pf77W51VBEAaEsfUgrf5UzQ5I48zl1tHQPbWa1WR3btuXMed/k1iWIMrdAQgzhf3kNjezwet3PK1BvRoaLz0XVnicjRaNS2zflqYkye49pqWIf2z2fF56hOgn6/36pDNHGmXktlB5UKwGWFCtthqVF9plxvomVAqVpR9YeulYZtaCJKY4wxxhhjjMmwQ2GHRHk8DTgaqDReozRdjVAaj9mOvoZO0PFAQ7XLWNRddA0/0N3vbPefxnFUDHTlAdjmRMl24PVzpsRQw17Hxb9pmMc8B/oMovNEn8s2FYOi4Q+6Vvossnu2qQbYlzoHYn8ZqkbhWNWZEMtqRkWF8ygYY4wxxhhjtmGHwg7hjvB0Ot3YdVYjlGqDLsM5S26oVQ7UobBYLNrM/xnRkRCNUL1OUedHl8GsjhAa25kRnf0d29R+YrWE7H4AG2UhteIFnSB0tGSJFeNaqmOFzog4X01KeRzxWcY5xhCMOF8dX1yjuBb6LHVdY1hEnJMxxhhjjDHGROxQ2CGLxWJDMaClG/lbpfzz+fyIsady+67d/FoPkyVSIt8Vg0/HQ5TdZ3kXYl9R+h/zEzAJJHC5kkLWf6yWEEMyYogFkyj2ej0Mh0P0er2NNSNcu+iYWS6X7VhLKZhMJqmDRufBYzruqBTIyn1myRL1eTZN0647lRNUJWib0ehX50ZUHkTHi17PhJ0xAWZUlxhjjDHGGGNMhh0KO0Tl6OpQyAxUYNOYzWTyunMed66znewuiX12bpuRmakltjktInE3Piod4rms7yyEgv2r6iMLXdC5RTXItnXqUijE8WX9xPNxvbocOV3tblsjIK+MsW28eo9DH4wxxhhjjDEZdijsEBppjNvnZ8bLZ7Hv/X4fTdNslJDsardrBzsz+qPRnRm4ejzK5WMf2bHM8Ne+1biOygvuqHM80ciPZS/592AwaNULVE7QaRBzCMQklrr2hCUpYwnHbP2jY0LXNvs8m83a0JCoWlH0npgEU8cd1yW2wblGZwn/ns/nKOVy4ktjjDHGGGOMUexQ2CFxx1rDDBQNJ1A1w3Fx7uqoyJwJMZZeDXGGP0QngxqhmsAwKguyHW01oGO1iLgONIppYMcyjrom7I+5EZgXITpG4jiYTyLu7mdKgqhK0GMxjETXNus7rk/WblSvZEoTTSKpVRmyqhE8p84GXdMuZ5GVCcYYY4wxxpgu7FDYE6LxG6sl0HiOBm+XwZdJ4GOsfHa9OhliaccYw5/t4Me+s3nynsyhwt/qUKDhrM4MGtQ6Xo5PHSGagyBTZnQZ0NmufoRrq0a6tn0liQ05V/7wWFeCRu1b79HyolnSxayd7Ly2k11jjDHGGGOMMcQOhT1AKwzwZz6ft+cp26exyASDscwhDVDuvKt8HrhshPJ+NTBVzZDF/TPkgEanJjLUMpbqCFCjODOY+/0+hsMhZrPZRuUHXsNQBY6T1/HebP5daoTpdJqGSfAatqMOiCxkQ9dHk1Yy4SWfUebI2Pa39smqE5wrK4AoWqWC/fN6fdZ8vrEtdRgx1COqKq7EqWKMMcYYY4w5vdihsAfE3eZtO/eZ0cw29FoSpexx5zk7FnfYuxQN8XrtQ9UU2wxzTYKYjTnK8iOZ4iFTBmThC9HhAWCjTGemDIg5DTjG48phdo1Df2vbOq5s7XhN5myIyoltjoGogohhF8YYY4wxxhjThR0Ke4DutuvufzS8+TkapV1x+gDatpbLJQaDwUZiw6z6gYYxqFHN/qPxGsfUVRGA8+POPcfUFRYQK15kMf4aiqHGuKo7NMklnTbq6NB7mXthNpu1jgJeq9fFMAc6EmIeg7gOmVNDx8S10VCOpmnaMaiyRNcpC9vgemuoio5BQyOysBrNT2GMMcYYY4wxGXYo7AFq2NHIjoZfdByo7F7/1jbVaBwOh+1xGrAaLkAjXJ0ZMQwiOg6y3XY1XrVqQlRb6I54dBBon0zemFWs0P6apknDA7LdejWa1XhWh4A+l65cCUTLePJ6zeOQVaDI1jRTk/C5bFM26D10oMRnkK0fx6XfieFw2Kl8MMYYY4wxxhjFDoU9QHeR1SjV85lBeSWhCGo8a2WIuAsdjdus/+gMyHawdRc/hiFk92ShE9q/Oji6dsxpwLPMYaz+oPNQuIOvc4xrEvvJyK6PFTb4W50JWRgDgDZHhI5LVQhdISraX1RWZPPIlB8x0WXXnI0xxhhjjDHGDoU9QA3C4XC4kbmfRrIqFZiADzi641xKwWg0wnK5PFKCkuEUaux2jSM6EDTZIo9pckg1qlX9oO3SwI278vGY3h/LS/I3E1XyekUVB3RIqHODiQxVRXBwcLCh6ojOk0hUHWiYAdc6qg3UgRHXJc5D55mtkybp1OeVPcP4HPm3focyBYoxxhhjjDHGbMMOhT1AjVbK09VYvJJdYr1msVgcia3X5Idx51oNTr0ntt+lEsgM3MwQV4M42yWP4Qw83+VE0Zh/bUt38KPqQfMW6M59pr7IjP9svaOjQPvVChjb1k/n3qXEiGxTEETnQHR+1FpbZ4Ver89I194YY4wxxhhjInYo7AGaCFF3vvVcl/GoxigNR01KyHuYa0GN5a6EiJlRr5+z0ASWTZxOp+3fGuZwJbvxmtcgGuw0zKPxnRnhOiY6IbR9KhS43tpuloww2+lXBcZgMDiiCFmtVhgMBm0ohq53lwMk5miI69alGmEb0UGk12UJGJlXg2qOWO6Sz08dD8YYY4wxxhhDrnnrsZTy2FLKr5RSfq+U8qpSyletj99VSvnFUsofrH8/5MYN99aka1dcj2uyRjWqgaPJHDUpHw1oVniIfTFpH+8bjUbtdTF0IKoPhsMhmqZB0zQA0FZH4D26S5/tcmsoAPvMzrE9Oi30Ws5lPp+38+dY9UedFZzzYrHAYrFokzFmqpC4Ux+VJLVWTKfT1hBX58RqtWrHxbb4TNQhEJ0DqiBhyIeGPugz1eepjqXofIrOiPjD42x3OBx2PjezX/hdbIwxu8XvYWPMaeZ6rIUFgK+utX4wgKcB+PJSygcD+FoAL6m1PgHAS9Z/my10SeH1PNCdDDEzFinrJ5m6QQ3u7Lq4O67tZwap7qJ3hTHEccSxbnOqZH3ynpgAUpUHWRhHlPfHOcT+t801ywuh10VHSdfziCqOuE5XwtW0G1UPOl8tZ2n2Hr+LjTFmt/g9bIw5tVyzlrnW+jYAb1t/fqCU8moAjwbwTABPX1/2fAC/CuAfXtcob3G4Q87deDVSNW/AaDTCarXCbDZLDT3u3KvCgPkUYg4FtklUiRB3pdW41J3y2WzWOiM0L4EqCrhTH6X6mXSfc2WVg64yjXQw6A5+XE+dX1RbUFHBEAVVPGTJG7XiQswxwLnHZ6lKgagkURWJlm7UtpumQb/fx2KxOKJooCKDc4+qE12PzBmkypTs+8BnyRKSZr/xu9gYY3aL38PGmNPMDQmOLqU8DsCfA3AvgIevX6wA8HYAD++45x4A96w/34hhPOjIKgIAx5dS5HEa+CrzjzkXsp3343bPacBmygl1Sqihy766yjzGsWeqARr9arjHscY5bZP2c405RoY+aJ4AbSczxvl8sueRoc4IdcSocyhTcMQ1UkeDrkmXmiTOPToZeCyqDthu5rTgOlmp8ODhet/FY5w9gVEaY8yti9/DxpjTxnU7FEop5wH8VwB/t9Z6fzBWaikltcBqrc8F8FwA6Pf7p3IblEZnLDEIbBrXQLfTZTgctnkAsqoN5Ep3mlXunkn51bimQ0QTFKrhrYZqVEdkIQL9fr81unWnP44thkDEOUaHQqwGoSoBHUt8BlGF0OVkydQBHCsdGlwPXZts7QnHGMesRIdK5hxQR1N0/qijgsdVJcM+qegw+82NeBffXu46le9iY4y5Efg9bIw5jVyXQ6GUMsThi/MFtdYfXx/+41LKI2utbyulPBLAO653kLc6o9Go/UwDkMoDytrrOsQA2Kz8wESIhPdoVQf9rdfG0AOiO+FqmMbrdMxqjMfx0EGhSgqe09CIrG1VJWS79VqJIJbLjKERlPFr8shM+aBjL+Uw+eR8Pk+Neq5XPM5x6frounepB6JCg+vHigxEn3GmCIntaiWRrKoI10efsas7PHjwu9gYY3aL38PGmNPK9VR5KAB+AMCra63fJqdeDODZ68/PBvCT1z68W5soYY8hAl1hC1lIRHZdbC+2mxGN2Whwd8nzoxNC6VJKRGVANvdsfGp08/ptsvxMVaBjyYzvOOa4BtkzyNYxq5BxpQ6UzMHRNd/jrue5LGGlrkNWRtPhDvuN38XGGLNb/B42xpxmrmcL8qMB/A0Av1tK+e31sa8D8E0AfrSU8kUA3gjgc65rhLcw3GVWwzTK0buMTv2cXZtVTojhB3HXn6jSgBJ4hjXEBIQx4SNLGWaOD6ocdA7RcI3jjrv/sZTlYDDYuDca9wydYAhHVAuo8a6hHrou0+kUTdO0SgXelyU1jDkINGRC1y72EcMOqLbgtUyAWUrBeDxur8vCJPRv9hvnFR0Q/FtVD6PRyM6EBwd+FxtjzG7xe9gYc2q5nioP/xtAl7XxjGtt9zSSGXa6o71NTq8ydTUwaaTqdeqs6Oqvq684xm0lKePOf9e56DzRtjL1QpdiQQ3l2G+XokKJSgNVP/B8zGkQydYgOmmiKiCuD/+OffPZ8vx8Pk/VKtlYeE/MGxEdS0TDHNRpY8fC/uJ3sTHG7Ba/h40xpxkHSe8BuqtNsh3+qDiIDgLdBecOd0zGBxwNf1BFgp5nX7EEZNwZzwzYzPjODOioVGB7mSQ/CzHYZqDrHLvCE7Ixam4GHc9qtWpzGWTVFrocHlzbqErIrs3GzuSOvGY6nXaund4b1QpdYRZ6jybYnE6nAJxLwRhjjDHGGJNjS2EPoOE/GAzaMAIatFr2UJPpKTQUKccHDqsbNE3Tyu77/f5Gu9HQ1pCA2Db7jPdlpR01vIKwba0cEUMN1LGhfWs7ul7R4dK1JhlqbOsOvs4hjoF98jo+L96T5R6I7XG3n0Y7QxnYTxYSwnWmcQ9gw7kQ56EJMPncWT0jPkO9jnPQftieMcYYY4wxxmTYobAnxN3paMh1qQniDj2P0xERd8/VaFfVQtZe1xgzOX8WypDdF9URXfPPyIzbaFCrMR+dJlm/0Rmi12SlHfWeeCw6TLK5qcNFy0rqs1VDP2snqg+yucT5xtKZGZlC5kqeizHGGGOMMeZ0YofCHkCjTcsejsfj9li8Tg1QLdlI1GhUI1yNb+6wx9wC3CmPyRDVWI3n9G91VnBcOsZYRYHnoxpBwwTUKI7zUCO83+9vGPVxzbTdGAah6oDBYIDBYIDJZHJkbpqLQqs39Pt9DIfDNhxBFSGqHqAKZDQaodfroWmaI/NgaUvNo0GVgc5bwzKoWuC44rNrmqb9e7FYtGEs+t1gP1wPbd8YY4wxxhhjInYo7BDuTms1AABt+EIWmgDkO9DZbrZWkIhOgtVq1fahbdKIjUa/GuhdiRoz9QGv1+OqAOjKRRD71H7VIaDjVieEEnfZo2OFhr7mEIiOnGw9ouNC++Uz1fUcDAbtcX2+ymq1aq/JnD1s6zhFCOdCpwGdEYPB4Mj4dd11LZyM0RhjjDHGGLMNOxR2CI1UNSA1JwCNOs0xoFL0TCoPbBq8Gq8fjd/MMI+OgW3hD1nogLYRVQK6u38cWehFV/4HnZP2t02yn4V+cL2Xy+WGQyGbV1RpxLGqmiBLjKlJEuNcsr7jGDjuLCxDVQuxP13X6BiK41GHhDHGGGOMMcZE7FDYIYvFojUe+/3+xo4wj3fthPNvNfq4+0wHRZTSqyKA9zdNs5HkT6X/mTOBbamTA7isbOB41NgdjUbtzrvmDaDhrm2wT64Hx6wJJTlPqhwIjWZVRMRxEoYWZIqGqJzg9RpSsVwuMRwOUUrBbDbbeC7qQFGjfjabtfNiP7PZLA3l4Lg1BEGfZQwRiSoKrgf7ZwjGZDI54ujRNjhurp8xxhhjjDHGdGGHwg6JioMY7x8/q5MgGqGZIkAl+pqHQPvSXeq44x7DIeI4uj5r+EG2m8+xqeMhKgzieCOZsdtlAHfd36XAoCMgOlc4vuiU0blriIHu9meKiysZ+7ZrYthD/C5kTo6uvuL3UL+bxhhjjDHGGJNhh8KeQGWB7jJHg1qNQqoZmLwvStd5Pcs1Rrk9DU0m6FN1hKoNokFKo1PzM+jYeK8a41oakXBu3IGPSgEtfxgdDbw/C9eIv2OISByHwuMs7cjdfKopopMghiasVis0TbOhkojPj88qJmuMYQ/6tzor9BlFR4EqGPgMYmLFLPGl/uicqFwxxhhjjDHGmAw7FHYIDeqsKkFMVqhG8XA43JDA85zG7ce2ohHNe7qMWd3d3maAZ7kMFDX2s+voOADQqgIYChHLKtLpQcNex8E2Yx6ALMxDQxWiY4LH4joyl4Ua3Hodky5q5QcNP4nji21E50FUNMRQkeiAiWVC45qr40bXnKEoXeoHY4wxxhhjjOnCDoUdorkNgKPhAzSINccB76HhSkMxk+/r5y6nQrbTr/dnYRjRcNddb81foHPQ/mIbuhZ0jOgOP4lJJ+Nc4udt0n6OVY1rVRDE+/W62A7PqwNjW5iDnovPgG1nax3H2XWdOiGy56dOpBgKkX0PjDHGGGOMMSbDDoUd0u/32135qCpgIsP5fL5hADKxHg1cNRpj+UkSd7PVoOVuvyYK5DV6fXQoqEHMe6NTI4vd50/cZY+7+ZqIkTB0QskqKMzn87bNmGBQZf2aMFHDHVTJoGEhMaeCJsRcrVaYTqdHjPmsLKaGojRNs9EfEzVSEaHhIvE7osc0BCKGfMR15jwyFQzHkFWPMMYYY4wxxhjFDoUd0mVwAjjiZOjaOde2SKYYyPrgtVoJgYZuVxhDdlwVEllsf9e8dV7b7skMaR1PDNtQY74rXAPAhvIj61NDSHTt2WcMQcjaUYdPrDihDp2oTsgcBDrnrrWJqoWuuXV9h67k+RljjDHGGGMMYIfCTtGyiVEFwF10DRmgARyvBTaN7ZhMb5tBywSEUYZ/JdUVuJOt9zFcIYYTsD8a+ZqLoCtMI+60xzHqWqgTRENCVNkRZf8sS6nOGx0HlQ4xLKHf76Npmo3rouNG1zE+P50T1Qia4wBA5/roumRjzpQFXQ6JTPUQ16LL+WCMMcYYY4wxdijsEDWwY4JGDSdQQzMa+zGXQbaLr30pNOyXy+WGgaxJ+qLRGisxAJsVHbjj3jTNkcoIGmIQ56NjZKgC78nCH3iv5pKIuREYihGNfjoYVFkQx0OnRHRwDIfDI1UU+AyPc/jM5/POPAlRDcHzTESp5TV1zTIHQFyjqICI3zc6tXQcANpwG60AYowxxhhjjDHEDoU9IDoEorMgu55ERcFxcnVVPMSd+0x6n33OjFT+VmVCLPeoBn/XnNSY1nVhO/FcrOCg7UWVRWbk608MpcjWQo/Ftc7WMesr9pOtdVRFaBsxtCOOI46pK5mlOk/iOh4XhmKMMcYYY4wxdijsECoQtOSfSvejscndfg1RWC6X7d9RMRCNwcFggMFggMlkkkrZe70exuPxxrHFYtFK/zkm7m6zv8VicaT0JSX70aiP1+ocNaeBqjf6/T4GgwFms1kaThENeToaZrPZkXAPVR5oyEbmHGFbmtdAk2RGNYUqJuJzzMILer0eRqMR5vP5hjIAOEzQ2O/3W/WAjpWKDE3KSVWJOgf0OXHdNRSkyxmi3wcrE4wxxhhjjDFd2KGwY2LYQ9eOs+5OR8NUDXA9nvWlIQhqfGrOBjWAu3a0o4SeOQDUmdGltIjOjGznXUM/9Lw6XXS9YrnKbA2ysBBdAxIrXcQ1p8Oga42z/nVudGqwr0yRodUjuuhSTsR1iiEU7DNWrdAx6FwWi0XrnDDGGGOMMcYYYofCHkAjH9jM7k/07+yzGn7A0bh5HtMddQAbRqsmIKTiQY1dkuVBiGUts514ld1r35w/z+muuzpb4g66SvVpHKtRzPbiGsQkkZwTP2teBXVcxKoUmToiPq8Y6sG+1KjXUpmckyo1onMj9quwT1Ws6LqXcpgDYj6ft7kzdB2AyzkbSint2JbLZauYMMYYY4wxxhhih8IOocFI45WGre5Kq4Hbld+AyQ/VMOXn4XB4ZNdeHRAMuYhhDTQ+Y0LEOGY6ICil1/CAbJ4M89DSjmrQq7Ge9c1rOH6dt0r5o4KBx2N76hDgGDk+rklUAtR6WJ0hC5OI848OBY45KkGAy46N6XSahhvwejXsNXxDx6AhMXp8Op2235HouIjfM2OMMcYYY4zZhh0Ke0CUmB93LJP1d4U5aB+ZYwHIy0mqbF7HESX9cQdf243y+XgsflY1Qrw3Jo/MjPgsl0J0xHSNM94XFRWZU0cN9yt9BvFzzFkQFSrbjPvYX/Z9yJQuVC5kVUHsTDDGGGOMMcZcKXYo7BBVJQDAbDZrz+mOusrd+Tkm8eM9cUecO+maoC8LZYg5CLQUY5Z7QNtkaUvd/dcYfhreurOuiQN1/Bo+oWEgAI4kIowGPc9r+UYmI9TQiGg011pbJYcmm8zCIKLTpUs5ous0HA435qHrzM+R6OTRddN2mqZplQfRCZPlSGDb/X6//e7RyaDjiqoMY4wxxhhjjInYobAHqMMg7lCrwyFK/qNkXx0ONDzjjn9mtEeDMqoZojEdxx13/nksUzzo+a42+JO1Geekhn1cp+PGHtUBunbL5bJ1lHQZ5l2OBD2fJW/sWletjJG1y7kzB8NyuexMphn7zqpZaN6M+B1k9RBdH2OMMcYYY4xR7FDYE3QHnwYsj2mcfGak0hjUZIrA5SSH0YnAHf5oSLItNayvxCjXhIVZiECU8HeFD2QqAEWPa+nG6KjocihEJ4LmEIilHxeLBUajUetQ2OY0iIkT9Vx8VnFMOn7NrbBt7qosYLnI6FCIzzKObbVatfcOBoevAVXM1FrbBI3GGGOMMcYYk3HdDoVSSh/AywC8tdb66aWUxwN4IYCHAng5gL9Ra51ta+M0owYby/M1TdMal5TidyUTjDvcWQiAGqw0jqMKgX9rYkitQJAZuupw0HZ5vTo4VqvVhiyfTg3usOs8WJaRxm50cDABpDozOL9Y0jE6QnSM+gzUwM8cCOo86ff7bRgD74nhK8BhxYTBYNAmYuRcgc3KGEqXCqPWy2EZs9msdYLQGUBFgaobmHSz1+thOBy2qoQYLsN7o7ODITh0LnDOZj/xu9gYY3aL38PGmNPIjdAxfxWAV8vf3wzg22utHwDgPQC+6Ab0ccvSJfnnuWh0RgNUE+xFCX62u6yVEzS3QGbAZpJ+bVPv7+ovxvVHB0amfugKz4j9ZDvxXMcYLpHt1EelQHQm6FgzpUFUBmTPKTozdMx0CGxTMWxTCLCNmDhTP8eKHFmYR6YQ6Xo2Zq/xu9gYY3aL38PGmFPHdTkUSimPAfCXAHz/+u8C4OMBvGh9yfMBfOb19HGrEw3a+Xze7gxHAzVzJjRN0/4Mh8M27p9txr4AtLvl8/kc8/m8VUbQMKWSoWmadgc8joM74FQxRKNbDWeWplTnB9UL0ehlkkcmDeR12mbTNG1ogioromGtiR/V6cLfXIfZbNbOhSoHAO3cmqbZaGO1WmE2mx1REujacg01fCWuY7/fx2g02iijmSkjuC58ZvqslMVigel02qoQMieJPkP2rcoMHW+XisLsH34XG2PMbvF72BhzWrnekIfvAPA1AG5b//1QAO+ttVLb/RYAj85uLKXcA+Ce9efrHMaDE5XRx2MAWgcDDfamaVrDj0Y4E+sR3aHWXf1s1ztTCrBf9q1hFhxf/B0rQMTdbq3MQOOW1Rd0zlpVQtvmmNgGx5UpB+L6Ek0wmCkF2E6v1zuiUtAqDxxDVEHE6gvqKOG8mEyR12lYiYaHMHQlqjMyZUZcZwAbToK4HsPhMA3p0GeUKTzM3vMduAHv4jHO3txRGmPMrct3wO9hY8wp5JoVCqWUTwfwjlrry6/l/lrrc2utT661Pvm0OhRIZuDyuOYx4M69Ohx0N5yfs7a7QhNiuIAaz2r083wm7ddwi6xv3WWnEaxOkWg8xyoUUQWgqohtO+nZONWxoI4LPR9VEVloSHxuqgRQ5YWuu+aD0DUG0IY/aMnL+JOtc3yuqqSIYTCq5MjKdapKIjqgTvt/o/vMjXwXDzG6waMzxphbH7+HjTGnmetRKHw0gM8opXwagDGA2wF8J4A7SymDtUf2MQDeev3DvDVRtUGv18NoNGqdAzQ+u2LcaUSqjD/upEdjEjhalUCNdB6jUa05HboSHWrb8RxhSIUa8+r40BAEji8a3tmcOV5ex8SBTP6olSvUMcK+h8NhO8fhcIh+v4+maTCbzdrQk2iw6xpryAXHwTlq5QsN5dC50OEwHA431lcdSnqc447KA32WfG4cC/tiqETTNG3f8/l8w8nA7xqdGzp/qxX2Gr+LjTFmt/g9bIw5tVyzQqHW+pxa62NqrY8D8CwAv1xr/TwAvwLgs9eXPRvAT173KG9RdOcZOLrbHNUKKlXftoO9zRjXvnmNkikGuq6Ln7Nr1LCOjozMYaJx/zG8g/dG58ZxiSG13Sjlj7v1Osa405+tpX6Oiog4huw56LPn842hDrG/uHbaZxxD7HebYiVTJjiPwv7jd7ExxuwWv4eNMaeZ6y4bmfAPAbywlPINAH4LwA/chD5uCbg7zB30mIxRd5yXy2WbLyEa1br7z110ookD9fpoPKp6QBMcZvH2hIZp1zU8z3Fxt56JDeN1qnaIRr/Omfdzl13XStvk/Pl35lSJZTU1J4XmImCYRZcjJQu3yMIbdN66Fjyn5SfZd3QsxOepxr+W/eT8WepS/455O7R9PlMtSWkelPhdbIwxu8XvYWPMLc8NcSjUWn8VwK+uP78ewFNvRLu3OjGGX2GYgO6qRyMbyA1EopJ5GpWZGkINV/6tToasb46NygleF/vXeUYHA3/U6Kdh3OWgiH0Ph8O2vZigUefI8AYmPFTHC9dFHRtsO4ZWdIWRxDlnx7VtvVcdJTy2zSGiipRY2YJ5NPQZMhnkNmVCHFtWXcPsP34XG2PMbvF72Bhz2rgZCgVzHdCIUwMv7oTHHfFopGbtZdJ4NVy1jRhewPwMvC4asjGMoGuMcVzqPIhS/ijn13Eq20IzonS/a9103pnRn5E5E7ZdF8efOSSysWXjjAksM0WC9q95FbLnkDkasmdgjDHGGGOMMYodCjuEhlzML6AhAdtKSgKHcnQmE5xOpxvlFNXwVwORx/v9fqecXSX3/GHf3PWmoTqdTtt74s67KhCAy5UOZrNZqwzQMW9TGmg7PDadTtuElkRDH+J1MSxCExhGNKwiOgK2JakEcrUBkx3yucXKEaoI4W91GESHA8MStCSnfo9UlcFjMfRFnQdEvyullI21NcYYY4wxxhhih8Ke0LWbrwZnRA1POgay+PptfWr8fFRH6K6+Gsjato6vS0WQhTzorjuN7MxxEPvR9nXsDBGJDg0N8YghHfpDo1vbjqEmqgrIwhliroK4w88cCVmoS1RExGejfen16viJKgY+P1WTZGRKjcxBcpwawxhjjDHGGHO6sENhD1BDTXeYgbwsY7yOSfTU4I3t1XU8/TZnA/uicU01gbaXxd3HxIZxfLrLzuSGvGa5XOLs2bPo9XptqUb2H9cm7pzruGezGZqmaVUTLCHJe7h7zz51DjremDgyqgg0r0JcRzpHSimYTCZHQkiI5kzQ8pxxjtG5ousW1R86Vj5nXXvOR78n+syz0A9+XiwWR0pbGmOMMcYYY4wdCjskJglkhn7gcoUBldvrLrvuOkcjO+7w64513Hln203TbOzUd8X+q/MgUxOoqkGTQLIv/q2VDJhEMJbF1DnH0Ak1llWhwb5YsSGWZczyPaiDQI1xvS4mg6ThrkqAxWKB+Xx+JM8Bx8YQhJiPIlNC6Lgz4vy7FCaEa9vl6ImOqui0McYYY4wxxpiIHQo7hMYcZfKaOyErrdgVShA/R8Ob7fHvaFRnbXWFNnTNQ9vQuHw1zGP8fswfEUtHxj5iAsds/Gqcx0oWOheOQR0C2VpENCwjS/QY80Fk4Q1xjeI66hqpsyibg7YXFQzqjInrEVUK2XpfyXoYY4wxxhhjTi92KOwYNTi5O04Jf9dOuu7W09COO+WEu+iU1jPkIOtPxxNRJYAazQAwnU7R7/c3dvdjvgK2zb8nk0nb9mQy2bhHlRraBnMtMPlk3HGfz+fpeAG0iQWHw2G7tsPhEMPhEIPBAPP5vFUPROUE21N1AXC4669qA527qgP4XJgYUn/0WoYjaPJInovKESaLjI4idc4wYaeGfOg4j4PfLSdlNMYYY4wxxmTYobBDdCcbwBEDVq/jsW2GoKoReL8a+WwjSuvV8I5S+RgaoePSfAhdO+7x3mx3XRUD267LkjVq39lY1FiP82ebml8hJo08jqgAUUdHlmtBFRZd5zkXVoWg4yKOKVNpxKoeWehK/C5ENQzb4RwWi8WR/BvGGGOMMcYYY4fCDokGdBYvr6qEbcZoNKKjrJ+71CrX1/s0nCD21xXHr2oHzdOgO/y6o69tdq1HV6UHzUXANesKI4hqAQAbuShiGACAjTwOOtbYdtd68zOVDhxDTGipzobofMkqQ1CVEXMtxLHwmugsYtv6m0SliY6ZJUVV8eKkjMYYY4wxxhjFDoUdkxnu23b6eT2rCajEnbvIDG+Ixnm2w99ljNK47vf7aJpmY7zL5XIjmSTb0tKNamzTSNdzcUc8M87jTn/MdRCdGZF4b8wdoSEOHEfTNK0jZDAYbIQn8B72OxgM2tAEDQfhrn9UTcTwiVrrhgMiUyfocz7OWcG2dX763dIwlxgiouvEsWsFCqsTjDHGGGOMMRE7FPaAuGufGXBdu/rqkFDjNbtP1Q56Lh6P48qMSQ2NyEIiMgUFsFkycVvIwnEJGLOwia75bUMdLhp+ojv1dBpk8+IxDZfIzseQgy71RzZmdbhkyoTYh7aThUnESh2xva6QE2OMMcYYY4xR7FDYIbqrDVydpFx332n4aUiA5gTQ5H+9Xm8jaaPulnMMauSuVitMp9ONvqNRymM6Ht35j/3rdaqiUAk+jXg1vjUcgfdHR0rcub+aHXbOle1QoTAYDLBYLLBcLjeqU+gcYwnQ6CDpcnZQbdLr9drklFR1UMGQGffRwRDzQOgz0mdO5UGv12sTceo6xrXSPAvGGGOMMcYYo9ihsEO6ZOvApnMgu4/o7rkauLwuc1aowax5FfT6GH6QqRqiI0JVBdqOJvQ7zhmgBnKXgRvnka1PNJLjvbEd9kNjO4aTZLv1sQzjcDg8EkLRNXbtO2tfHSh6LF6noRVRHRLnnTllutQc8btph4IxxhhjjDEmYofCjsnyB+jOfYzBV0MvxsRH2X3MQxDj5FmeMe5O6852HJuOS39oiGtyQw1vyCT52md0WkRjXUMksnuiIuA4Z0IW5sH15JouFouNXBQRXWvmO8hyQxwXPhBzZ8R1jiEgun4x30Gcv86ZfcXvgzpPFFd2MMYYY4wxxmzDDoUdEkMDlsvlVgNOQwZodE+nU/T7fQyHQwCbjoforMh27TUsgkTjn2PV8dZaMRwON2T50QnC8erxpmla41fDPWgcq7oh9q9ro21zzLyO1SfUwaDJE/V6nRvXQ5MwdqkC1Nim42E6nW6MMyo1xuMx5vN5u4bZGKIqIz4vwhALVVQwdILjiff1ej00TdMmd4whKLo+cR3pMDHGGGOMMcYYYgthh0TjOYYcRDLDj4ahOhG0TVUjREM2M1a7HBoaypA5K7KQiDhWHo8/XegOelQwxPsyNUJUH+jvLESA65k5XeIcdM50bHQ5hDKVRBxXPB+dC10Kh23fl2zdjzvXpUDZprAwxhhjjDHGnE7sUNghcQdbd8X1Gp7n34yDVyNfE/Fxh5px/YPBAMPhEPP5HPP5fCNPQZYMMRqPqqJgeIPuVjdNs9UQp1ODZRZjeEKclx6PeRxiOETmGIhhAtqmqhoYlqHlEaNTgOUaeYwqAB1P5lyJuRFqrW0SRJ0/wyR0nKoCiUTnAp+hhjlkDhAqNKii4Jh47XA43Eg4yRKgvM4YY4wxxhhjInYo7BA1ertyDPA6GoWUouv9WcUFbSeGF6gBvM14pRFKdYMmKaQcPs5HUQeFhgewDV6zrcqFzjGuS1RbaL9q8AOXw0mysIwsHEKdPXFcMVdBFsKgzoXM4aHXxTwQq9VqI4+DtqeqBY5LK1nE/tQxw75j5Qt1QPB5xe+UMcYYY4wxxkTsUNghccdcDcGs3KHmIyAaQ882oqxfHQrah1ZmyCpEZIa57u5HwzyOg8e0sgDVE7xHE0OqoyMqN3id7sbrWHX9oqohzjteFw11Xbt4Xs+RLOwgy++QVcHQ82rgx/WP9+ra8vlpxQ+2F8NFomojos8xjssYY4wxxhhjFDsUdkiXPF0/q3phOp22x2lkMoyg3+9jMpl0lhpUxwLbpNw+hjSomoDGfOYwUJUCz3MnnA6M2Wy2kWNAHROqvIjGcEwSqQZ43F3X69T4VkdGpn7gmkS1RTTC4/H4t64j10gdOLp+0bGjCoTBYNA6YpbL5UbYAR0GmoxSx509I84x9qPfHcJQDnXsxDwRxhhjjDHGGKPYobCn6E56FloQcwxEmXu266879tFg1z5jv2pYxvCAeA2N1H6/j8ViseHgUEeAtpmFApBYnYLHusaeOQLidewrUwtsW4eojOgaszqKsmcXVSmZ0b5NMcJzWYLMqCzoGkdUZHRxJdcYY4wxxhhjTid2KOyYKMHX40C3wcqdbO5qcwc7GvxsV3ejWeaR6gAaqbxPjVDufPM6VSJoTgWOeTQatU6A2WyGxWLRlilkbgDeG50AauSrAc3df/ahSSB1Nz2GiURHC9dBDfLMsNd7o2NmW6iFroWqEGLVjcFg0D4DnauqNLRkI8/xPNeTzycqEqLCIM6V5+fz+ZFnqd+vbRUkjDHGGGOMMcYOhR0TlQUxhwCJ52mY05mgRqYaujQ49SeLxVfDlXkO6KQYDocb42SVB7Yzn8+xXC7bxIcqvWdCRwAbhrzmRIhhGhoywAoMWU4FdSJw/FHNQHg/pf9RzcC/h8PhkXsyg1qdAVwLnaMmQVR1hzoGGNYQ10H7jWPQkI5MkRGdBrqm7FcdNRwj15vjVucWnT/GGGOMMcYYo1xXYHQp5c5SyotKKa8ppby6lPKRpZS7Sim/WEr5g/Xvh9yowd5qdEniM2OQv2ms0zDV3Wca9TRUt1VwiLvjWtqReRnizrgqKehUyPIqaKhDVvZR5wngSBUKtqVlLfkT1Rn8iQkkt8n84zqrkyJrLxrT2j7HEnMXZIkNs+fH9vT5xSoSWchHHJ86AOLcdYzad3wG6pCKz9XsN34XG2PMbvF72BhzWrneTGvfCeDnaq0fBODDALwawNcCeEmt9QkAXrL+22yBBiV3z49LgDcYDDAcDjeS+A2Hw9ZQpENAwwXU0Nf+ZrMZZrNZ2+9wOMR4PMbZs2cxHo/bUAkauzT0GcrAH43np2qBbfM+jknl9LprzzmpQa+hA9GA7/V6OHPmTPvDsVIxocYx26YjYjgctmvGMIrRaITRaISmadA0TXtPDCkANlULMUSE/cRElfP5HNPpdCN5JtvnmlGV0TQNxuMxhsNhG56gqg39Duh8mCBSf/hsNawihkawDX0WXAOrEx4U+F1sjDG7xe9hY8yp5JodCqWUOwB8LIAfAIBa66zW+l4AzwTw/PVlzwfwmdc3xFufzDiN5/hbDdR4nYZD0NCksUpnQozt191vOhlohKpxH1E1gpY5pEEaky7G8ALdRY+79ZrfQQ3hzLBVdUZcu7hG2n5MVqjz51plKpFsvbW9eD5TaKjyIioZYiiDrqGqCPS7wOejCggNadDx6Fy71DDx+2WHwn7jd7ExxuwWv4eNMaeZ68mh8HgA7wTwH0spHwbg5QC+CsDDa61vW1/zdgAPv74h3rrQeNMEhapU0OtiaEJXuUQAaJqmNVxns1lbvjHu9mvOA7Y3nU5bQ340GrXjUvk9xxvVB3RAANgwmqPCQPM30HEAYCNRYXRK1Hq5bGYsu8h5av6C2FesNqHj4XjZjjpmYpiGPrfMMaPJK9mHGuQalkIlAO/RfApZX/GZq6NFz1GlsFgs0nXkeOlw0u/ecDhsz2ulCTsV9hq/i40xZrf4PWyMObVcj0NhAOBJAL6i1npvKeU7EaRctdZaSkkDsEsp9wC4Z/35Oobx4CfG3muixMVisSHbp3FIeXyWOyAmaMx2v9mv7mizPxrGvKbf72M0Gm3sauvYmctBjXaOjQ6GmANBP2dj5GdVR/AzjWQAG44SHXPsJ+YlyPrSfjTcQpUGvGe5XLbH4o4+n1V0wNDQZxJNXX+Ojefjc9IqHXQE6Y/mYNA8GDFJo7ZVSmnHovPUsJZsfczeccPexWOcvdljNcaYWxG/h40xp5bryaHwFgBvqbXeu/77RTh8mf5xKeWRALD+/Y7s5lrrc2utT661Pvm0OhQy47xLKh+NWjU8eS/hrn2suhAT86nhqZ9jvwA2Qih0vGoQq1GbyfbVKI1hD3E9smu1T+0vVoDQH3W2dPWdjSV7VtH5kj0zVV2oOkDzFDRNs5H4UvMg0DmjzpD4PeG5mKyS66H9xecZkzJyHWNSTx2D2Xtu2Lt4iNGJDNgYY24x/B42xpxarlmhUGt9eynlzaWUD6y1vhbAMwD83vrn2QC+af37J2/ISG9holGthmisfKBx/sBmUkNNvsg2R6PRkRKLTdMcMXxZLpHtMMSAbaqUn7/H4/GGKiKGalClwDwLTCioYRRq6I7H4zbZY1QXaJgE++PvrnWjugO4rG7grrz2r44AVUTQWaH5FGLpxcz5Eh1kbJ/JHgeDQbu2s9msdSSsVitMp9ONXBZN02woI/S7oAZ/dD4wZKWrQkZZh1jEXBLz+bwdL1UWLhu53/hdbIwxu8XvYWPMaeZ6Qh4A4CsAvKCU0gB4PYAvwKHq4UdLKV8E4I0APuc6+zgVaDy+Kg/UcFUDF8CGQyDmL1ADmDvVbJOJFvU+5ktQWX6tdSM3QVQA0FDNDFM1dtVY111xzoFjifkk1EDWdum4yBQFGgKgffB6/Ym7/vFvjl3VBF0qEm035rjIqlgAh0oSzYPANdMwEc0HoQ6LTN3Bvtg3wyri94zfH03AGa+Ja2n2Hr+LjTFmt/g9bIw5lVyXQ6HW+tsAnpycesb1tHuaodNADX7umk8mkyPVAWKpP+48q/OAhizRHfPRaNSWiqRjgSoBGu6x8oPmeKBKIFaMiE6NKNunwoDn1emh/UU1A50cmfIg9rFYLNrxaqLBiDpz2Ja2qSECmkciy6vAdnS9NaSB8+Sc6VTgfbVWjEYj9Hq9Nk+DJpvkeKLDROetIQzqwOC540IaupQWZn/xu9gYY3aL38PGmNPK9SoUzHVAozTGzJNMbq6y/LhTHXf1AbTG/nw+b3fZaRxrnD+hMdzr9XDnnXfizJkzGI/HmE6nraOBBinj7dm2Gq4xb4Cer7Xi0qVL7XgZgpHlSeB9dDSo4R6VC2rY06HBOfLemE+Ba04nCfsCLjteNN+AGuMcA/vTqgqaIJKOmnPnzrXtMJkknTb6DJirQtUo6lDQ8cV5xHwQbEPDF+i0io4T/Q5q0kljjDHGGGOMybBDYQ9QIzHutEdpO68hVCuoMyLumtMY5W8A7c53TOqnO9ZqhNIA1YSPGp+vxq2OU3fzNSRDkw/SCNeEgjT+aZjHtegKd+CaZCEaXTvy2RrHEIjs+uxHx9GVW0GdHpyzOgDUoXJc6cZs3FlYhzpKspAPtt8VEmKMMcYYY4wxETsUdkgsEUh5ekwsGMs1qrFHAz/mHYi75k3TtGEGDGtg+03TbIRZUFFAw5aJAalOoCpByzVqbgNg0/jl+DTcQEsXsn01+hm+ofL+qOZQB0hUEjCpoIaM8BoNt+AY2CaVDPyb7dDpoec0pwWfkV5H2Ob999/fPncNS+EzVWcNj3GdYwhIdPTo84pKDTpw9LsTnSzquGFf2xwZxhhjjDHGGGOHwg7RHewsOWHcLVanglYmAHBEJaC74gx5oIEYjWY6F2iUMs5/OBxulBOkoa85FqJxr4n86GCg8yAatXEtmqbZOM8cEeo04Q+rWTCfAkMbAGyoJ7I1VuWFOg6y/AQ0zDOjmsdjJQ46Bzgmnp9Op6kSgf3ReaCqBH6OSSwVdUzodycqJXheS21m3zF1wHQ9L2OMMcYYY4yxQ2HHqBGnMftq7HJXWuPyNfdBJrfXz9zpjqoGKg5YepH9A4fGP8sOKjTwaZSrsa0qAi1nSHRXnmUq1bDmMd1Fb5oGs9kM8/kcw+GwDZ3gMW2PToGs3KOuB/uJySZ1p5+OgphPIOZf0PHG42xP1QK8XnMt8DyfizqT1FnD9c3CSzTHAvvW6zTxI6/PElRG54s+I2OM6aIMG6B3zHtiVVHns5MZkDHGnDKOvIf9zjUnhB0KO0R3xVWCTuMz7marQRmNZ82hEPMpqEwe2DSAqTRgtQHNX0AjG8CGeoEGdjRsM0O81treQ4OZc+dYZrMZhsMhzp49i+FwiKZp2rGqFP/MmTNtRYrZbIbZbNaeZ9lLGtYxgWS2zgDa8TDEQg1pzkXXl22Nx+PWIaHqCX1WcedfVRGs5LBardqEl/rM9HNUOtA5FI3+GEIR2+MzYXvT6fSIgkPHGR1FdioYYzL6D3kIpj92G5780Ddtve7edz4OZz/73Viuw7+MMcbcGLL38KvvfwSWf71i8fY/3uHIzGnADoU9QI25mBhRjbxoRKqBmqkCVOpOolNBd6xjGcToUKBRS+dAjO1XQzzCMIA4Rh7XflhOEbgs0acyYTAYYDwet+3y82g0ateAVSM4lljJIVvPaFRn6xeTFWYOFb2WYR8xNEXDGniNrkFX6IqGJ2wbX8a2ZIsxfCa2ZYWCMSbSv/uhOPjzjwcAzG7v418+/vvw9DNHk94qv3Dbq/AvPvELMbywRKnA+OWvx/JP3n0SwzXGmFuHUlA/6sMwP3/ZjMvew7995xRf9vFfhfGfPPZIE2fefD+Wv/f7JzJcc+tjh8IeoI4B7uJTDs/dfRrEzG2gsn7gcvlC3YXWMo1ZUj81PmPoghrcwGWFgjoVNFyAY9PxqDOEoRWZ+oHhC7fffvuGwyDu8I/H41bBwDFpuUcNC1gsFhiNRm15Rs4rJnLUNWGb+lziOsVEiHwe0WGgCRY1vEFDHzivmHgzcxpoKInOh+vINVZnlDpKtNylOnY0eSWv43eBoTA6X2OMAYALf+H98VP/7jsxRB/9UjAqw2Pv+aSzc/yF7/y3AIA5lnjml3wlRj9jh4IxxlwNvfPn8THf82v4u3f9bnssew9/+GiEX/3Wf4tlstn0IT/3t/HEL77pQzWnBDsUdogqC2LMOxMjZkn29L7suOZkoGGa5VtQKXs8nykZ1GjWUIIuVHXB+3iPjpOG8Gw2Q9M0G/kh5vN56xxRw5pOCc15wJ3+pmlapwsdMgBaZQWNfS2lyJADKiPUQI/OFRJ39jXkQpMtxiSIHEt0IMTP0SnDPrLnpG3zOv0+xXwPGkIRQ1h0PvocjTGmDBu84R8/Geee9C7c0Ttz1fef7R06hJd1hfvueQCTp3wU3vdfvsxxvsYYcwU88Kyn4W3PWOIbbntJ+z7dxqgMgeSfcJ/35Hvxgu/9yI1jj3pJwfkfu/dGDdWcIuxQ2AMyo5DGMnfeaahquIEa/fytxqgmd4xqhBjjr+UG45iAy7vUcZe8i2gMRwM4SzBINYFWYohqDTXaAWwkcuSP5hVQ1QSdCQcHBxvj5LVq/MdqC+r80L+jokHDFnSu8Zjmksieo6oLYtvx2q61V1VDnIe2w4oU8bmp88YYc4rp9dE/fw4AUG47jy//7J/BVzzkjdfVZL/08FtPeSG+7f3fDy/5D09EvXipPVeXS6wuXryu9o0x5pZi/R5+29NX+MO/9H0AjncmbOMb3ud38Q2f8bsbx95v8SX4oJ+/HcsLF4HV0cTdxnRhh8IOobGXqQNYQpCOATX4Y74CtsPrxuNxa5By551y9qgSYL86Jp4fjUatA4PE/A5qVOu9dAgQHa/e1zQNmqZpFQdaZQI4dDKMRiOcOXOmnRfzDWg/GjagY5tMJq3xro4QJqNUg30+n29UjtCQEY6Hjp7RaNRWlpjNZq2zQsMJ9PkA2HBQZOsZczLE8Aoda2w/hnGos4ZrxuuYY2I2m7XtxXGMRqN2DOqAMcacPupHfCg+4fv+F873J+hjhc++7Q8BXL06IeML7ngl7vjlS1ji8vvv37/2L+IRf+X3/Q9aY4xZw/fwN577RQCjm9LHj/+l78IvPv2D8ZIv+CjU3/jd428wZo0dCjsmxsrTaFSZfldIQ4THNT+B7jJnO/iZ0kBDEvRz7CfuwOtcqAzQdjREQP+m4a5GM8feNM1GMsZaK6bTaXuthhbovDNnB9vUUAfCPAhURajzJRrbVEtoGAbXIQsFic8vrlXX9WyTf6uKgL+7KnooGpYRlQpRvcL1GQ6HbS4IY8zpZnlmgHvu/D2c7zEh7o1xJgDAQ/pn8UV3vH3j2Msf9Qa8sVdQtwvhjDHm1HD0PXzj+fDRCB8wfBWe9wmfjEfc/ucxeMnLb1pf5tbCDoUdQgNUjWMayCx5yOvUQcCd/OVyiel02ranxqDmZuC5zKHAfjRpo/4m0dAfDAaYTqcbzoRaa7v73TRNu3NPBwPP0ejlMSoPqA6Yz+c4d+4chsMhzp07hzNnzmA0GqHf72OxWODSpUttIkGWj6RCg/MiPKfzpgNDHQhnzpxp5ziZTDCdTjGZTDaqWXAe0aHAOUYFSKwqoaUhScxVEcNENM8BK0ao44TfEapTOA6ugyaujAoJVWBwPZqmwWg0wng8xmQyOeLoMsYYY4wxtybne2O86iu+G3/rzR+NN3/0ANUbS+YKsENhD9Cd8FjRQZUIarDys+5Ia3UBkoUzaJ6AuAuvTggNI6CxyutZASDuvvN6hhSoQa7OEJ27Kgl4bjwe4+zZs7jzzjtbhwLbZNLFUgomk8mGI4HJHTlv5pHQZIuqimBoieZCYOUG3qPOluFwuNGmroka3tEBw751bZWoSlDlgT4/fkcyh08MjYgKk5gnYTQatc4GOnN0LXkd18oYY06Cz7v71/DFP/z5eJ8XncG5FzlBmDHmFNPr4w+/8al41JPedkXVdG4Uf+Nh/x+++Ic/H6gFi+kAf/qf/DEWb37LifVvHlzYUtgxmjdBEyXSYI6J+GI8vl5DI5CJDKOxzx/ulGfhFFr5ISYg1B19vS6OTx0bahjruKI0X3f/gcMQhLNnz+Kuu+5qHQqXLl3CfD7fuDZzpmjSSs0loEoDHbMmfow5HtTIjvksNCwlPgtFVSIapnFcaEQWjhKVJ9qGOhX0evatITPqHGEuCP0+xGefJX80xtz69O9+KC4+5GT/qfCxY+D3P/aH8IQ3fhme+L8fjsU73uV8CsaYU0npFXzaJ/4GvuORLwNwcuW7+R4GgD+cX8Dffug9wJtPrHvzIMMOhR0SjWhgU1FA45iGX9wB5/1q5NdaMZvNWuNVkwyqGiEal9GxoWNhO3GMUUGh+Qci6sCotbblHJkPQSs40Mg9d+4cHvGIR+C2227DuXPn8N73vhcX15m/qX5Q2T4VDAwDiSEGdDqoOoPjVcWAJrdkbga2pTv4DBeJiRx1jXmdOhJ0XNEBkSVc7AqD6LovlgLl+RjWwtKZdF4tl8s2TGU6nW44EhzyYMzpowwGOPiR8/jm9/+emxq328WL//q/wS//5Q/Ez/y1j8LyVa898f6NMcYYczx2KOwQ3fnnT5S60+jl9USN+nhOwyE0bl5/x9j9mJwvUxBwPLEd3dXPcgLomDkevXc6nbYqARrdbK9pGpw5cwbnzp1rr7lw4QIODg42nACas4ClNjledaDQsFZFQ1RSqEKBf2dKDDo14vOJaxl397PnyLHqNfw+ZIqO+IxUMaGqBVWWxDFq7gzNyxHXyxhzOqmrije+9hH4t2c/AU973C+hX44mA76Z/OnmLMbl1fjp4cecaL/GGGOMuXLsUNgharjyN3e9Y4gCE/LF+9VQ1JCEuJvdFToB4IgxnSUHpIJgMplstKOhD7qTr/PTsTK/AVUJml9BlQFUX4xGI5w7dw533HEHhsMhmqbBpUuXsFqtMJ1OU8NXlRNUEKjzgCoFJnTk+jJEgiEA0eET1SNsV50nMZ+CHtMkjXxGMVEir9F+9XnrZ30+dATQqcB5aDhDdARxTTQshO2wpGT8nhljThGrJZ7wd+7FOz/+z+Pgh2Y4X05epWCMMcaY/cYOhT0gxuzrzjSwGaqgO8z8HVUOeg+v0euycoG6o53lX4hqAB2Djkt/a74BthHDLTQJJUsVAofJEqfTaetI0QSCdCgAwHvf+94NR4E6KxgOoWoEdbTM5/P2R8M86PSgWmI6nR5Z32j0a5hDJHMEse1t+RQ0pEWVCl2KEP5mO6xwoc9TnSRN07SVN+LY9NnYmWCMMcYYc/LU5RIv+1dPxROf/BT87t/4rhNNzEge3m9Qvv29+MN7PxKP/9pfO/H+zf5zsvpFsxU1FPUH2EysGP+mEdm1s531kZ2PBqtCJYFem40jayc6OTTsgLvrWnkCuJwjQSX5o9EIZ86cwdmzZ3H27FmcOXNmI/cCx6NjIHGHXvMnxKoYVB/wR+/NnlFXqENc1+jA6VIgZI4eflanEJ1Q/InfFzpZ6GiJ35XBYLCRvyOSPVtjjDHGGHNC1IpzL7oXj/2FGeZ1N8lpz/Ya/OwH/iw+4CPeuJP+zf5jhcIO0YR+LEUY5e9UK/BvABvHuItNeTvPaVnHbbkO1GAH0CoJolHLvzU0gddljgb9rWONuRWiI4JjunjxYpsrgWUdR6MR+v0+7rjjjjbB42QyQSkFs9msVS5MJhMsFot2DTQ3A9uPO/5abrHWy2UxOT6e531UQVDRwPHH3X79TZUEw0P0WegaaigJ10a/H9puFlpBZYIqGzTEguPXORN1QKjyYpuTyhhjjDHGGHM6sUNhD6AxqUkAVYKf7fircR7pUhpcq0GoBn9mhGbXcV4aCpDlCuBnnRPDHSaTyYZCYDg8lHmNRqPWgTIej7FcLnHx4kVMp1PMZrMjYQyxdKQqC2K4iBrmnEvcnVdlRXSmZPfFqhmZA0FRx4audaYEUUVCTECp98VcGgwDiaUxY+WObBzGGGOMMcYYA9ihsBdodn7Nyh8NRzV+dced92ayfDUGM8M1M5gzI1Yl9rGtrA3OK5PLc4c+yveZPHA6neLg4ACTyaRVG9RaMRqNMBgMMB6PW6fC+fPnUUrBwcHBRrLGmOwQ2FR4cC7L5bI1oqODQZUdChUgmpeB7UbngaLHYphFdMbEZ5HlaKj1crJMLYPZpXbQ7wRLRDIJJteGiTW7nqkxxhhjjDHGEDsUdowmLWQ8f9wlz3ITEN151p14qgl4DRMNxr4J+yUq7y/lMIEf21Ojlc4B3R1nn3Qa8G8NNYjjj9fM53NMJhNcuHABly5dwmw2w2g0ap0H9913HwaDAc6ePYtaK86cObMxHzoJVqtVm+xRczVw7Fx3rkd03lAxEZUMUW2h66af47Mk+myZy4CGvCZqjCUcNRQBQJssk06f4XDYhtF0OUU438Fg0FaB4LMdDocbygX9HhljjDHGGGOMcl1JGUspf6+U8qpSyitLKT9SShmXUh5fSrm3lPK6Usp/KaU0N2qwtxpRCRB3meNudEaU0etP1vY2WXxXH1nMfebIiAkKeV53/rMkhnFMavwfHBxgOp1iPp+3uSJGoxGapmkrOfBHQyiYdJA/w+GwNdyzqhhqsNPA5j0aVpCFnuic9LPOv0t5oOPNxhQdCtnz1+edhbjEvBU8FlUnPK/Pm8/cIQ/7jd/F5mbSP1jg++/7ILxiNjn+YmNOKX4Pm1udh595AOXJH4r+3Q/d9VDMnnHNDoVSyqMBfCWAJ9daPxRAH8CzAHwzgG+vtX4AgPcA+KIbMdBbFTXWmBCPO8gqzVe1gZ5nLoGmadpwgYsXL2IymbT5BLiLHY3VzHHRVVVCxxhl/ryPxreGL8xms43yjzTwMwcKDVkmiJzP5/iTP/kTvPvd78Z73/veNo/CnXfeidtvvx233XZbu8OueQLG43EbFtE0Tbs+/Jw5G7i2VFacOXMG586dw5kzZzaSXfJetsUfPh+2p84bLWOZVWQg6kyJzp/sexOVA4vFApPJ5EjiRu0/hs0AaEM/qGwYDAY4f/48zp07h/F4vDVvhtk9fhebm02595X4hY9+Xzzz575y10MxZi/xe9icBr73sb+M7//x78Uffe4H7nooZs+43rKRAwBnSikDAGcBvA3AxwN40fr88wF85nX2ccsSd53V4I+71fF4VASo8UlDUR0Pccc5G0sch7avJRZjOIYei4qFLGlg9hPzLWjYw8HBAQ4ODtr5qNqApRE1J4EqEuJasz86WWJeCJ1bVCrE/jLFhdK1sx8dNZx/VD50fU903dlG5pzQe6Jqhc9U14IOqpiXYZt6xewNfhebm8dqieV770OZ27FozBb8HjY3jdFb3os/89Nfia9+25N2N4YyxGMG51EdMG8C1+xQqLW+FcC/BvAmHL407wPwcgDvrbUu1pe9BcCjr3eQtzIxdCCT1EfHQpdqQXfEAWzkBsgk7NHY1Xh73lMkzwArLsRd88ViseHM0P6iQyE6JjJHBftbLBatM+HSpUut4ctwB5auZIlILYGp4QpZKIVWgIgOBXWOqENhMBi0FSTUIZGROWW0Dw2voFEfr4+KkthGdELEhJ76nLJkjVw3lr3s9/vt2vKeLLml2S/8LjbGmN3i97C52Sx////iiV/66/hv/+cpux4KVn2gDOxVMJe5npCHhwB4JoDHA3gUgHMAPuUq7r+nlPKyUsrLTrvBooY8DUIajNFYp3xdpfallA3DnCEGWTJHNT67pPgkJifU4zQ6NfkfDeNohLKNuPuvxi+Adr6LxQIXL17EhQsXcN999+HChQs4ODho10JVGTSIKdfv9XptNQga6/E6DbHgrnwMiWC1CCaz5Jqrga+hE3wedLxk6x2fuT4bJToSukIeMhUIz2k/dDKVUjCbzTbUHEzYye8LnyFLd3ZVzDD7w418F88xvUmjNMaYWxe/h81p4mv/1n/B4JcehsGjH7XroZg94XpCHj4BwB/WWt9Za50D+HEAHw3gzrXcCwAeA+Ct2c211ufWWp9ca33yaY7P7lIhxF3mLqOyS8mQJVyMjouu8Ilt0vvjnlUWxtE173ifOkWYD2A6nba/6VBQ9J44dg2fyEIZ6BCgCkHl/nqfqhky9YA6aOL84trHMfKabWu3zekQ5xrPR7KqEXQYaMnLbQk8zd5xw97FQ4xOZsTGXAE/d2mEb3z7J6MczHY9FGOOw+9hc2r4vNv+BP/0fV8MjJxj1BxyPXqVNwF4WinlLIADAM8A8DIAvwLgswG8EMCzAfzk9Q7yVoW7xmrI0RCM5RR1h1/P0Rhumgaz2exI+IPuRmdGvBqtPJZVHMiqRihxB177igavGsFq9M9ms4359/t9vPvd78a73/1uvOc978GlS5cwmUwwGo3ae5n0cTqdota6Ee7B3Xgdb6/XQ9M0GzkIaq0bx6iS0PAPHbuGSPAY22XfDMHQ9dfnG5NfxrXldSzfmDklGM6h90aHkV6f9cPQDQ254DkNeznNTr8HAX4Xm1uSr/qRL8Tjv+E3Uaev2/VQjDkOv4eNMaeWa3Yo1FrvLaW8CMBvAlgA+C0AzwXwMwBeWEr5hvWxH7gRA70VoQEXHQXR4FTjEthMsEdDL+YryNQE2S424b3RiZBVGYjtRxVDvC7bdef9NJjZ32KxaB0LtVZMJhNcvHgR9913X1u94ty5c62jIMvpoE4BzYcQ11DHPRwO2/Ymk8PSaDS2aVxznXWsXWElugb6jOI66fUxdEHPq6MhOn1iuIzCtufzeft3LImp/WsIB8M9slAKsz/4XWxuVXrLgjq1/NvsP34PG2NOM9eVUaPW+vUAvj4cfj2Ap15Pu6cFOg5omKrhphUKuEtM4zsmL4xqAE1ESPTvzBkQDW6VwmcOBe0vOiF0lzu7X41g3WXX5IQcB8tgPvDAA61CgY6C+BNDHLKkgmo8a6gHVRF6fWyXeSY4dnUqaF6JLqeCzjVTGugaxmcaHTHxvi6HBj9rgk5NWhmfv5bTVEdGV/JJsx/4XWxOgrIoeNfyIh7SO4N+8TvBGMXvYWPMacUpOncIDVQa0VnpQBqrqiBgiAOANgkid6CBzWSKGv6Q9a+Gf9z1jnL5uKueXR9LNWq/UXWhTgs9vlwu293zXq+H+XzeOhUuXLiA2267DZPJpE1+qHPlrjrbZZLFwWDQhkgwNGQ8Hm8Yz1Q2cG3o7JnP5+11qozgfdPptE36qCECMVRCk0RyPdhmLJ0ZnQjRwcO2CJ0QsWqFrisdBuPxGOPxGGfOnGnv17kweSWrWUSHkDHmdPJB3/lH+Os/9ZV49nf/JD7/9nftejjGGGOM2QPsUNghNABjLDyJhmVmNGoeAKK76l3GYJTI01DV3ehMiRBDLfg5yuKzUIk4rxg6EUMk9LeWOGSlhjh3zVkQ106l/aqcyHJB6NpyztE5wN+x3ehsOQ51DGRrG59PdOzEe9SRoXPT7xp/mJASuKyC4ZrEdbFTwRizeMOb0Lz9HfjGV3wq3vRBv4F/fPdrdj0kY4wxxuwYOxR2DHeNaRzqbjSN22jsq4Ih7kYzuWEXqkTQ/A36kxmXo9Go3cGO0vqoXNDQBR7ndVH1oCUNtT8NnWBehYODAxwcHLQqAzoWuF48zjVhv1SCRENdw0XUYcCKD6WUjXnovbyHz4/j5PVM8qgKk6hciNU1NBGifg/YZ3QQDAaDjbKWhJ+ptiBRvTAYDNA0TXu9fnc0TEPX0hhzullNJnjfv/5K/Nxf+Yt4znf9nkMfjDHGmFOOHQo7hIZ3LM+nO/jAZcNVk/rR0KRcXj/HuHoS5fTRkZDtfvPvmKtBd8azvthfVC9E5wLnpcZ2dJowpOPg4ACTyWSjsgN/YjiAOicYFgIcOhfoAKABrdUlNFEh79VnNJ1O09wNnMeVzFmremglClUPaF4NtkXHk4a3RFS1wL/5Wx0vtVZcuHABTdNgPB6jaZoN50aXUsEYY1Aril8NxhhjjIEdCjuFu9pa5SGT+8fQCL02yvezShH8W41T7SN+VoNXj8UwCV6TVRyI7UanAw38KMWP17FNqhQ0vp+OBRrlmpuAf8c8AHQa0JnA9WefNKz7/X7bBp0KdGzEZ8B2+/1+unaZA4fXxBwTmQOC0PGSqSbiesW+ud5cE86ZKgZVOGTfR2OMMcYYY4yJ2KGwY7ijzF3qmDMhJgkkMRljzK1AooMiMzhjvD8NV4YPDAaD1gjV+7LcBzRCtRxkzCuQhT5Qgh/zEbD9xWKBS5cu4cKFC7h48SIuXLiACxcu4P7778fFixdbQx9A6yigomGxWGyEJ9BZQGfEZDJJ1RJ8NnReMI8Dx61roeoBzeVQymESTT4zXWPOMzomVG2hz4pKCoaf6NpqmIQ6qUajUVsmMqo1ZrMZmqbBfD7HZDJpv19cEzpqjDHGGGOMMSbDDoU9ICoLuiTymmxPkxLyWpLtcMdQh3iPEsMXss/b8iLE8zrGbTv3ce5xh5wqBToC+JlGvIZnUFVA45rrp/3FChjZ+OJ1WeLE6ITQeWeqjfgcrjRPAa+nsyVb2xiyEsMWYliNOqU4Duam4L2xL2OMMcYYY4wB7FDYKbqjHKXzmoyPO9vqYFBFA+/Tv2MIhKoQVAUQxxPVBIruhPN+NU5jiEUM4chyC2gpRe1/Pp+357jLz/j/Cxcu4ODgANPptP2tu/osKUnVAtvQXBM8H0M5uLZxbaJRrn+rsiILPdE5M2xFnQ9aFjS2revJ+akag84MnX+mRtAEnPzNY3od2+JPrHBhjDHGGGOMMcQOhR2icvVY4SHuXgM4YszH89lueNYncNRwjUoAlhWMu+eax0HDArri/rXtruMM59BddTVw1Vmhkn46GnS3HcBG0kIa16xeoE4OOm7UeULjXh0LumMfnQHRGcGxaaUJzV+gzhw+68whka0Vn0eWxFOvp8NBnTpampRrORwONypOxHVmrgmrE4wxpIxGeO23fxie8mdf5woPxhhjjLFDYddEqTywWQEhXhdDCqIhv+0eHsvk8XoNjUiWTozjZX80UtUIjWEaqgzoks7r/FV9wXMxWaG2R+UCgFbVAFzeudc8FF19ZmoB3c3PFCFx114dAVwTthsrUMRnEJ9dV9iIJuaMoSJ6vzpjeD+rdOictVwn11mTY6r64bhwDGPM6aA0Db7iY38Jf/+u1+96KMYYY4zZA+xQ2ANGo9GG3D6GO3AHm+f0mCbg013+WGoy7o6r06Df72MymbTjocGe5QvQnfumaVqDlPkNSAxx0GOllI1deRr8qn4YDocYjUY4d+5cW3lBjV0moDx//jyapmmTCDKRJAA0TYPpdLqRTFHVEHRGqLGtJSXV6cJjmi+B5zSsQNuOagRVfehz5jpzTVhxIYa7MCmjqg14T9da63PT7wiAjQSTqlbg/VyL6PAyxhhjjDHGGMAOhZ3TFaIQd/LjrnY0+rvuj0qGrM1tiffiLnmU2sexauLI7P5sftqO7rrTAB8Oh2iapjV6Yw4E3qNJG+lMYbgCQxt03WIizEyNQceFrpMa8LrOauxn4QhdIQoxrEPDDNhetu6ZqkXb08oPmnhS58D5ZWVJNWzDGGOWT38S/uipY3zo+KW7Hooxxhhj9gQ7FHYIjTct9RiNdJXOq0Gpu8sxLECNR+6o81ptm9eqRD6GGsSxavhArI5AB0CU9+t1/B1l9Nl1bG88HuO2225D0zStk2AymeDg4KB1LCyXS0wmE1y6dAkXL15sd93n83k7ZjoEZrNZm1eBao4YVqFrQEeGVj2IoQz9fn/D8aDKkRhOkq2z3q8OBDXyda3jd0KdI5wP80dwPJnDod/vt84anVN0nhhjzOv/6hCv/6vfvethGGOMMWaPsENhh3TtzKsxH6szDAYDDAaDzjwDwOXd9+gs4G8ai9yZBg7l72xfk/rxPhq7Go4RHQAA0vNE5xWdDtoOHQnqTLj99tsxGo3Q6/UwnU4xnU5x6dIlPPDAA60y4eLFi7h06RIuXLjQtqHtcW1YTpJz1lwCDNvQtR6NRq1jgo6CzEnSlbNAlSAMF9FcDPrMNfEjz+s6RmWB9h3LPGq1Br1X7x8MBhuOjNls1o49e37GmNNH78M/GAffcgn/7E/91xPt92//tZ/BC576FDz07yyweP0bTrRvY4wxxlwZdijsmC4JfKyuoOeikRodCmqQRll/bIv3LRaLI4atOiGiI4DH49jjOe1Lx6EKBR2r5kgYDAZomgaj0Qjj8XgjJICG93w+b3MnUK0wm83aOXCXfjAYtEoFOgay/AAcF3f4VT2iuQsyh0IW0pAlb1RHSlaeMz6fqCyI93U9B3UsZd+B6MhRZYQe12uNMaeP2V1n8NMf/IM43xufaL9f8ZA34tPPvwp/+/Z7TrRfY4zZN3pnzwIf8KdQ7pwdf7ExJ4wdCjskhhHQiObucAwRoMHNneUYX8+daMJ8A6p+UKIBv1qtMJ1OMRwOWwOcxmp0NgBoSzbOZrMjO/VacjDuunNsauDyPNdgNBphNBrh/PnzOH/+PM6dO7exaz4cDjEej7FcLjGbzXDhwoV2dx3ARt6EpmlahQIrQXBnngqF6XTa5mZgiMO5c+fa56HhE0yMGZ0Lqm6I4SIZGp6gCoMs7EQdPFw//uj68droFOBctT2GiiwWi41kk7yG3zme5xoaY4wxxpiTY/GUD8Q3Pe8/4AOGSwBndj0cYzawhbAnRAk8gCO7zjwWJfeZwyDLmxB35GNYQjRIo6ogqiP0HNvjMTVcM+O6y8gmNGDpDKBhz7aoXGiapnVoaF4AGsPZOtPZkaHjUodDv9/fUHHoPOnY0XCPrL0sHwLHEUtV6nhjQkV10mSKkHhcx6LXqAomOhPid8kKBWOMMcaY3bDq9/CBwxXO9+xMMPuHHQo7JhruVCAw6SKPq6HJWPxolOtuNQ3UzNjVY6pAYF+8Vks7qtEZiSqGaJjG8AD9O4YE6FxY4UEdClQLNE2D8XiM0WiE6XTa3qM76dFpwL7oUIj5CbL1jLvyUSXAY1qaMlufeG+2FqpMycpWRueQhk7ovdk8Yn86BnVi8bM+z655GWOMMcYYY043dijsEM2BEPMUaFJFVQVk8fOExiKT7GWx9fGeLBQiKg5i4kAar7FygErt4y67HqchrD/RGaEKhfF4jKZp2nExnCHmBhgOh22fs9msVSNohQY6CXq9XpvMkSEnapgvFgtMJpM2NCImNqy1tkkt1fjWMUWjX/MxaHgK1yYm0FSnj64hk3Jqgke9JzqWolOHa8510OekKhVN8miMMcYYY4wxETsU9oCu3Wc1gmOCvKgYUAWDGq5XM4Yok9/mbKBBrtfojv1xIQ2Z8kHj+BlmoAoFjkmrF6haQ6seANgocakGPNvKjHBtQ+/X55KFE1wpXWqCLIQkEq/JHEYxHKXr/syhE+eqDiJjjNkFwwK8+8/cgbsWH4TVK1+z6+EYY4wxJmCHwg7hLjwN12gsR5WB7h5z55yx/ZqQUMsARmMz0mU0RgdH3AlXg5bjiaUZs1wCXc4Q4HLIAh0JrO5w9uxZnD17tk0yeXBwgIODg7Zs5MWLFzGbzVpFA50QdMiwqgOAjfAJOg1YFWI0GgG4rICYTCbtM6LzYjqdtiEAdOCocyNzDKiygs+N9zORI9eBa0Ajv2maNllkdHwwmaSunzp6upwBdChwLIPBoL1ek05qkkg7Fowxu+Axg/P4hX/1bfjMVz8LzSfuejTGGGOMidihsEM0od82409/A5d3z1UqnzkgYtUADZnoyh3Q5cCg9F6dBtGpsFgsNvIuZO3HfA3crWfuBg11GI1GOHfuHM6cOYPxeNwa1SwROZ1OMZlM2qSMGmJAw5yGMceWjUFDCLqMa1VDAJedNrE0YzbvmF+iS1kQHSwROhOicoLnohNDHSGcV6wEwjnw+6PzY3tMRmmMMbvgjt4ZnBnMsTz+UmOMMcacMHYo7BBK+7uMf72Ox9QQVUOcBj/pkq1rroYYmhDl+Bpfrw6FKPvnPavVaiPcoiuHQ1wDjpPOlX6/3+ZOOHfuHM6ePduWiKTRS6fCZDJpHQ1sR3f4uU4xvEANcaoZ4rPQdmmYa1gJnTqaIDNzCkSjn8diDgjNfbBNNRITdsb8FryOz4oOBXWIaD9xfnTGZM4sY4wxxhhjjCF2KOwQGnGUr9M5EDP9q/xdDVEArVFLY5jHooMCyJMtqhohxu9rQj6eU4NU+2Q7TIY4HA43kgZ2hTyoU0V372noU6Fw7ty5VinAcWiYB9em1tqqF5hwsdbaJmystWIymbRtqLqC13LMPD6fzzeeFeehIQpZGceowGD/WZiJqivUKcNnqc9QlRbqXOIz5dhms1l7XJNUargMw0s0TwfXfj6ft/O3U8EYY4wxxhgTyWv2CaWUHyylvKOU8ko5dlcp5RdLKX+w/v2Q9fFSSvmuUsrrSimvKKU86WYO/sGOGq804uKufvZ33OkGNiXvmVEbicezmP9t17PvaBjTWI475l3jyNrX8bN0JFUHajBrVQTu7nMXXtUE2i9DGFRdoOOmk0F/1DkTc1zo2iuaD+K4ecf15Hy6wmGy9ewKn2Bb0XHEMXOcw+GwzT2h4Q5mf/C72JxGpnWOf/yOP4NX//6jdz0UY/weNgbAD91/N/7J6z8LmM6Ov9icCo51KAB4HoBPCce+FsBLaq1PAPCS9d8A8KkAnrD+uQfA99yYYd6aUFYPHO72j8fjdreYjobRaNQahCq3V+ObhncsF6hGYpTDA+j8rNAQpXGs+QlovGuOAYXqA01EqGPOjPBoCPPeLFxA1R1cM4ZBTKfTjfAHAG0pyOl0iul02o6ZDgY6F2K4COfR6/Uwn88xm83a+2utG0Y4xz4ajdA0DZqm2TDQ1Ymk6gAAG+oUdUjEKh/ZM4przh/motA15g//Hg6HOHPmDM6ePYvhcIhSCmaz2YbCY1v/5sR4HvwuNqeMP1pM8bIv/jA88ct+c9dDMQbwe9gY/Ovv+xzgE9+GxVv/aNdDMXvCsQ6FWuv/BPDucPiZAJ6//vx8AJ8px3+oHvJSAHeWUh55g8Z6y0HjL0rrNYyAEn81WKNkPiodaIxGxUO2sx2PMYaeIQJEnQcca6aOYH/z+bx1MMQd/7jrz3aoRmiapk3EyDwANOJZZUHDHzg+vabWiqZpWmcKDWM6KdgunQxsL45T10gNdV2zWIJRc1R0zb/rWerzVIVFVKDE8XFMMdSF3y1VPMTkkloZQ1UYV6ouMSeD38XmtFIWK2DllIxm9/g9bE6cXh9v+vqPwnv+7gWMyvD460+AsoLfyWaDa82h8PBa69vWn98O4OHrz48G8Ga57i3rY29DoJRyDw49tqfWWIk708BmyADPRUVCNNR5X2b4aklKIK8aQTSOn0Y40VwIcUecv/UcqypQOdCVM0DbYXWH8XiM0WiE0WiE4XDYOhRY0UGdGjo+loCkU2Q8Hm+sK/vhek6n0/YeVjKIiRGjmkLzJbC96EjQ9dC11+eq6xDXUp+xGvTZ2PQaPcfrtfqHOjF07HQeaahIdCiYveWGvovHOHvzRmqMMbcmfg+bm0bpFXzyZ/w6vuORLwPQP/b6m8m0zvHHyynK4vhrzeniupMy1lprKeWq9dC11ucCeC4A9Pv9U6mn5k5wdBjExHxqpMcdbu5KqxE5Go2O7GYD2ChxGA1UdTzQuG6apm2H6gkAGyoIzoNj4DE1ojVhIFFjlc6Ps2fPtgkYb7vtNpw/fx5N0wBAK8FXlQIVE/xM5QIVCMPhsC0pqdULOGaGL9BBEZ8LHRYMS1AjPe766/zoANF117WJzgZVH7DN6AjQcpzqUNIwivh9YV96D8eZVeOIKg9eo84qs7/ciHfx7eWuU/kuNsaYG4Hfw+ZW5m+96Rl455c9Bo9682tcxtdscK0OhT8upTyy1vq2tXzrHevjbwXwWLnuMetjpgM10qIhGMMadEc67pBvuy8ez3bKiRrFKrXX8zRIVWHRxbZxxnwJ+pshGzE3BHfP6USgMyMmSaShz2sU3YWPa6GhHeqEoFOBxn7Wnj6jrhCHqOjQ9YjrFstwZm2r4yi7juejQmMwGGyElVDZoWuj7dmZsLf4XWxuHqVg+qlPxh8/ZYjeFaVcMuZU4vewORW8a3Ieq9/+vV0Pw+wh1/ovhBcDePb687MB/KQc//xyyNMA3CcyMBOISQcVNRSjsoASdRq8g8GgDQ/QnAwsq9i1wxwl7b1eD03THDHuVdLPHAeabDCGAHBsUQ2hoRhasUHDBTTmnyEQqhBYrVatQiELf6AyAQAmk0mbhFETN3IXXu/heTormCOCoRNUTdx22204d+4czp4925a7jCUqgc3Embq+ce0VdZio6kO/A1kFC/2exPv0OdKZMB6Pcf78eTz0oQ/FHXfcgcFg0M5b++E6ZAk3zd7gd7G5aZR+H3/2X/w2Xv0l342zvWbXwzFmX/F72BhzqjlWoVBK+REATwdwdynlLQC+HsA3AfjRUsoXAXgjgM9ZX/6zAD4NwOsAXALwBTdhzLcMWYw+DcOoCtDraQirkT4cDjGZTI4k1BsMBu21aojyXt1V1+oNNCqjEayhAQA2jNcovVdVQraTHh0NDLdYLBat42I0GrXnl8slZrMZLly4gIsXL+Lg4OBISAeVBfo3++K1NP6ZvBG47ADQ3X06NFixgUkLqXzg/epE0bCGbL4a2qBrGBUEeo6OnKgeiEoV7Qe4rByJFT74nPh94XeEzip1asRcF2Z3+F1sdkHv6tXbxtyy+D1sTiPvWl7ER/3wP8DDfnOF83BlB3OUYx0KtdbP7Tj1jOTaCuDLr3dQpwmNgweOJmVUI5TnaOjHHX7dpeY5LRmpHKdYyGLzOb5YXaErxCJWf4hz5nWqHtBykDTi6WxgKMKlS5faBI26fuow4Nii8qOrUgUdCrpWDA2IpTdjCUtdi6w8J+eZrbGuWbaGbH8wGGw4c+J6HldaMqoluE6aj0GdO3QyqHPK7Ba/i81J0rvtNvQe9lCc7b1+Z2N40+IC7p08FlhYIWX2A7+HzWnjTYsL+D8Hj8X7v+A9WL3yNbsejtlTrjspo7l21DDlbnrXjrYadVq6ELhcXpL3AJcNweFweMSYZR/aH9UBNObVkI/J/9ifHlOnBnfUKZXnjrtWfFBDnn1RmTEYDNoEjb1eD/P5HNPpFA888AAeeOABHBwctFJ8Ogx0PebzedsODWOWhtQwCRrUtdY2hINtDYfDttLEeDxu++F9bIeqCXWMUMmhoSa69qpKGY/HG2EK6rDI1AHqbKCTKSorOJbRaNSOezKZHAmfocJCnTm8l+s5GAza9TTGnB7e9Hf+DP79F38vnjy6BGC8kzF83Iv+AT7o374N9c2v20n/xhhz2vF72FwJdijsGBpzwGYyPZLtZGc73LpLHXflNRxB+4jhCsDlXXbdec92vrscH1lfeh1/63V0htABwGSBTdNguVxiMpm0qgSqCqICogsaynQixASK6iDhvGhUD4fDNn8DnxHbYVtZwkJdU12DWGkhOnq6nhkdFFl4QwwpicqPbM21D6oeNLmlhsVk8zPG3Poszlc8/cwKu3ImAEBzfw+LP3zjzvo3xpjTjt/D5kqwQ2GHZNL5LGSA52NyRTXiNcyBRKNZ29b8Atn1/JtkoQs8HisRUE6vySY5n+jUoKFMA348HuOOO+7A+fPnMRqN2pwJ9913Hy5evIjpdNpK8zWnQVcOAqoQ1JmgOQsAtIkaY/JJOjW4xgyTYFLHWH6za+0zh1DXcX3W8beGZeh3KH6fqCjIEkOqOgI4VHNcunRpQ+HCPrm+x4VTGGOMMcYYY04ndijsEBqVagzzt4YSEP1Mg5VhCbHUn1ZFiAY3jVKGGQBoKyNo23pvrB4AHCoKohFM2Af74XxVWh+VAOfPn8cdd9yBhz70oThz5gz6/T4uXLiABx54APfdd1+rUNAx8jNwqB5gZQeOjzRN0zovVI0QEx1quUken06nrUNCkz5y7bM103FxHJogcrFYbIS7RIdSdABxDeN1el7nQacOx8S56/PX75MqEzRsJn53jDHmZvPv3/tY/Mdv/3Q87tffA2dPMMaYk8fvYXM12KGwY6LxGXetVXKusvWY2yAz/LapG4DN6hGqbqDxmYUGRMl8HBf/znI/ZCEQqjZomgbj8Rjj8bg11ieTCQ4ODnBwcHCkNKP2xXHP5/MNY52G82AwOFI9oys0gX9rQkIa67xOwwF0jbhO7FedQvFZ69oBmyER2Rxjgkz9DkT1B9vTEpRR9aJrock2tT/twxhjToJXXHgM7v6Pv4FVUNEZY4y5+fzqQQ8//Man4qE/8OtYrZbH32BOPXYo7JAssZ4aosCmsR8dB8Dl5Iv9fr9NEkjlAo1odSisVqtWWaDlGtVYJqooiEY3xxaVAplqIXMwsH86EbSiQ7/fb1UG8/m8TcTIyg5MsAhcVlZwh34+n28Y8azOwLXQXfuY04BrNp1O23aapsG5c+faOZ05cwaLxQKDweBI2UWOl+tPGHZBJ0R8hsPhEP1+v61O0XUdn1H8LlDlwRAHjj2Gz2ipUHU06HpoeEOXs8sYY4wxxtx63Lc6wNf/3a/CQ/73H2BpZ4K5QuxQ2CEaDx+N9SzZXhZekJWQ1B3lzBFAsh1z/VuNUh1nVEjQmO9yOMQ8Ciq71/wEdBYcHBzg0qVLrVR/Mpm0Rj5/YkJJNY619KE6aLKQDa1QEddCnQ7MB8GqB1E5os/tanf0o/JA79UcGV3PMlNIdOVn0Pa4jqr60HWIoRXGGHMzmdclPvYVn4N3v+x98LjlS3c9HGOMOZU098+xfM97dj0M8yDCDoUdQgM1yvjjTj+NPI2PBy7L1AEcMdA1Pl+l/tExEaX1akTrPdz9jsZ7KYelKWmcKlH+r3PhbnkppTWWDw4OcPHiRdx///144IEH2tKQly5dwsHBwYZTgbDiAkMdaj0sAcm11fwNuisPHCoDtKKBjllVAKWUVkHR6/UwnU43SlbqujKRYVwLfW5qqGs4RXQc6RhUQZIZ+Tq/2F987pzjbDZrHQucpya6ZBvapjHG3CzuW01w/htvx+3/69d2PRRjjDmVzOsKTppgrhY7FHZMVBWoIccfTeanxj0NQK1OEPMsxLAKbQfAhnOA/WYx/+yHhi2NzNVqhel0uuHkoDEfwziyaghktVrh4OAA999/P3q9Hs6dO4czZ86g1+vhwoULuHjxIi5evIjlconFYrGR7HGxWLTVH9QRo84CVRrQaGZJSIYJ0LjW58JzZ86cactask9WhlBnCh0yrLTAY2qkqzIlW4uYA4LPQB00sR2tYsFxa8LOGGrCZ6mqDu1rsVhshG0YY8zN5ENf+nl4yH86j9te+fuwC9MYY04ev4fNtWKHwh6gIQBZ/HrckdbraVhH2b4m4tN7uqT4Wbx8tiOejSdLJtjVH49l4RHL5XIj5IHG86VLl3Dx4sWN8oZ0CgDYqGCgpRJpXKvqgOukRjTzTwDYUHxoOEYMC2DeAg0Z0LADVXl0hQ1kaxMdD/FadTSoQiImUFQHU3wOOrf4vDKuNoTDGPPgZ/QnBf/+vY/FX7vtNXif/rmb3t/BG2/Do//bS/2PWGOM2RF+D5trxQ6FHaJGYq/XQ9M0RwxS4HIJSI2jp8E4Go0wHA7RNE1rJE4mk9ZAp4GtRm+U16uyQftQQ5gJA7NcCYrudGeKCGAzWaM6Pag0uO+++/Anf/InGI/HANAqFA4ODgAchiowkaMa0tGZoGqGWO0hlsRkokeqDnQ9eGy1WuHs2bPtnBhaQacClQrqTIhtRQO/K09FNODVuUPHCUthaqhDr9fDcDjEYDDAcDhsvzeqcon5FoDLShUqMKj06ErIaYy5tXnUv30Zfub5T8AbfvFufOsjfmvXwzHGGGPMnmKHwo7RnAcxYSHPExqCep0azpS4cwddY/O1cgDbYvuUv8f+dIw6hm3GZaa2iPkIABzZQVe1QSkFFy9ebMMGWOGBY2RlBxrFdERwfWgMq9HO66KigMY48wloaIQ6AObzeVt5QtsE0BrhWXiKGuVxPbvWMjuffY7OCA070XwbXf3oPdpvzPGwTb1gjLk1qfMZlu+5Dz/7Yx+Jn37Sh+IVH/U8DMuND4N66WSJz/2FL8Oj/z87LY0xJlJXFb/4oo/A+z3mzwMAPu2pv41/9+h7b2gffg+b68UOhR2jhpomLIyGojoT1KkQk/Bx9zo6HjSPgF6vVRDU4I85GPSebA6ZAaqJDrVNrUih7WuoxoULF9qkitPptC33SKeJOiBmsxmm0+nGGkY0eaOW1mTbqsyIioJer9eWflQng5am5Dy7VBnxeWdGfra2Xc6AqDLQShaxVCivj89Rq3NEx0FXaIox5hSxWuIx/+r/YPlxT8K7PuIAd/fP3BCnwrwuMa2H+Wr++wN/Hh/091+J1aVL192uMcbccqzfw+Rnv/NpuPBX/8fGJaMyvKp386XVDCvJvOj3sLle7FDYMbrrzN35Xq/Xyv1195yVBUajUWvw0RBerVaYzWYbhi7bjTH5mqyQ7QyHw1bpEHMOxFCCbTkB1JhlIsdYSQG4bISrQ0SdBQcHB234RNydpyIh/lbniMKEj7PZrHUMcAwMGdCwCHUm8H6qEzTvAh0e2icdOtGxUWvdqKBAY79pmo3kiF05DXTN1VHD56/GP9uhWoL3xONcbz7/Xq+XKiysTjDmdNO8/HX4//3Nr8IffdkMr/7o/3Td7X3Ub30ubvuO2wAAg4sLlINXXHebxhhzGvigf/cOfMZPffnGsUt//z689MNfdEX3/8KlIb7hH9yDwYXL//72e9hcL3Yo7BDNWaAZ+tVA1HPAZYM1tgNs7pDruUzWHtF+9Vr9yc7HftWo5XHdAY/VKNQg1rZ5bwz90NwQvE7nx/MKqy5QoRDPRYdLDM/gXPg5OmyYlyHOMzoIVAmSqQIimTph27U8n4WoZN+LqKjQdqJzwk4FY04vy/vvx+CXX47+Uz8KX/1+TwIAvN+Zd+LL73zzFbfx3PsehddeegQA4IGX3427fun/HHOHMcaYyPIPXo/hH2wee8/TPxJf/fAnXdH9L33n43DHL78Gy/vvvwmjM6cVOxR2yHw+3zBwNd6dSoHZbNZ+1uoCGu9PJ0PmhGC+gBhjT9Rgz2TvXdfrZw0XUMNb29GxqwqAO/+9Xg9nz57dCPvgPdGpok4DOic4Tpax5O69lpaMYQ0xzCMqG9hXliCT9/I58EedCXqM98Z5UFWijpcuZ0wG26TKgskadc4xSaSWuOQxfg/n8/mR78lyuWzVJsaY08ujv+VevOrfHP6z4aWf+Wn40u/4HvTLlb0Xvv+bn4m7XvByAMD7Lm9s/K8xxpxmHvdPfx2v+udXZtLdVt+EpShYjbkR2KGwQ+KOuBpymjgwXq8SeRp98/l8Q2qvbUbDWQ3cLG4+M2Q1bCHusDOBYWaQ8x5VJdRaW8UADWHtX50E6gRgGMJgMGh/tIIBDWtNVKlrqmqE6PzQNY4lGdWY1/APEkNEVHmhigZ9bro27IMhETH8IVMf6PjVYaPji06kOE6iDiw6GaJiwRhjsFqirtbO3Kv892hZHiZ6NMYYc4ORd7Mxu8AOhR0TE9/xM43kLP+BnqPxqiUita0YDqHGZmYcs+JDDG2IhmU0ijV0IV4TlQ8MQaCBre2r84HX0njmHPmj1RU0aWKXQyELIYjrU2tt24/rx/FlY+sKNeA9qmaIYRBcN80rQeM+hm/EtY+hJDo+dRzoWOl40nFxvWJYijHGZJRVxVuXlzBc//0+/bOtWuE9y0uY1MsO5iWA3sLOSWOMMeZWxA6FHRJl/Vq6kaUPAbS7+bPZrE2cp7vevIcGoRqjutOsRqTeC2AjJwGJRjH7oSohhlWwHd1l19AE/ZtGLHfH+VsdBWw7C++gwTudTjGfz3FwcID5fL5hONPRoAa4OlEyBQeVD1Rd6JxVJcH1pgOCa8t5ReeHqjriOsRnkDkcoopFQ0Nifou4rupM0bVQFYUmm+Rvrvt0OrVzwRizwflfeQ3u+StfCgCY3TnC137vD+GTzh6GTj3t+V+Nx//EAxvXP+R1r4b3z4wxxphbDzsUdojK+9Xg0+Mar8/49q4Ye42NjxJ/AEeM2q7cCLrDHcMbFB2LXt8VtqD3RyNX56njUHUCx6nqg/l83lZvUMdDNKDjnOJzyD7rMVUlxDCQeL5LhUBnRjwfVRDZOnBOXePSOcdxZN+BbP2jyiEqS4wxhizvvx942SsBAOM778A/eOVn44kPfScA4GG/tUJdn2uvP/ERGmOMMeYksENhh/R6vXY3nEYdjW/d9QYOjcfZbNZ+jsYylQuZwUh4XBP56Vj0czTmeUzvjQYpjWWV7wOHCgs9p2PRMSwWCywWizZxY7yOfU2nU0ynU9RacenSJSwWiza5o6KSfzWWJ5NJuz5UEMSEihqOoSoDVSDEnA/xvIYzsA2qTfS4Kko0aSNwWbUQq0ZwfoTjoRIlcxipg0cdUADapIvRMRKdG8YYE1m+9z488rPuBzUJ5+q7djoeY4wxxpwcdijskOFwiDNnzmwYohpGEKX54/G4vTcm2OPOvRqkdB6oI6Hf77c5GFT+PxwOjyglAGwYw1kJR71Ox8IEgxyHJg6k40TnoY4DTRDI3Ah63YULF9q2mYsh5hrgmDk2DS/RSgZ6TufBNrJ5ck11N1+dHgA2HCL8Yf9R5cB71HBnyIu2qW2rA0P7YI4EtqFj5/VZtQZ+36JzKAuVMMaYI/gdYYwxxpxK7FDYISzxp7H6wGZZRFJKacsB6vnMIObvqAbQHAp0FPBadS7oDrrmTFB5flc4QVRWUAXA+cZKFNqmJgfUspnKYrHYCP3g3GKFiSjb19wAmhMhyvrjXGqtGzkieF7zDQCblTnis4yOgKgAiegz1TbjuNhvVKGo8yZWA4lhGjHcIoa32JlgjDHGGGOM6cIOhR2ijoHBYICmaTZ2ulUST8N8OByiaZojRinvWy6XbSLCqHygsc4wi8FgcKSkJLBZfpHjjEZ/LLnIazJVAB0hGoKghjdVCKrKYE4EJqBUxcF8Pm/nr3OIu/GZMaxKCn0GOn/2debMGaxWK0wmkzY5JB0SGhoRVRJ6PioXdL3j+NQpxHbVQcCxaziJzlMTXUZHRXRgsJ2orlAHS1dOB2OMMcYYY4wBgKPa50Ap5QdLKe8opbxSjn1rKeU1pZRXlFL+WynlTjn3nFLK60opry2lfPJNGvctgUrhaXg3TYPRaNQ6DpqmwXA4xHB4WJyr3+9jPB7j7NmzOH/+PG677TacP38eZ8+exXg8xng8bu/XuPi4U8/+YzhBlhchk8hnO/tqlGcGqDo9uu6JY9JqFlmywthGpszoSkDIig7M2aBGNNcqns/CPLqcF9q/OmmycAutCEHHCbCZ+yEqUfTZxmej66lj0zCOeF/XPLLyoubk8bvYGGN2i9/DxhhzlGMdCgCeB+BTwrFfBPChtdY/C+D3ATwHAEopHwzgWQA+ZH3Pd5dS+jAp3IEHDg3H8XjcOgnOnTuHc+fO4fbbb8e5c+cwHo9bI/fcuXO46667cPfdd+PhD384Hvawh+Huu+/GHXfcgfPnz+PcuXM4c+ZMmxdBd7apbgAOVQBallHzF2jMP9sBsHG8y8Dl3LR0JKsxTKfTjVKO2xwAwOXcDhynJkPMjGmupe68a24J5hgYDAYYjUY4c+ZMu1aqBuF68RrNaUCnA9eBZM4RXVuWuIzlQekwohNIy2JqmMi29e6qLBHVB03TbIR7RIdTfC50dKkqwuyM58HvYmOM2SXPg9/DxhizwbFWQq31f5ZSHheO/YL8+VIAn73+/EwAL6y1TgH8YSnldQCeCuDXbsxwby3m83kr9R8Ohzh79mxrxGqZRFZWqLViNBq1Rid/aPitVqt2151VD6bT6YaxqIZ+jJenEaoJFWk06308pm3E/Aha7QC47CyIxqsasGpI8x6GQ7BNPacJCeM8VDkBXDa46VCIKg1ey3Wcz+eYTCYbCRjVqFZDXNULbFfzPGRKhqhMGQwG7RrP5/ON0JEYlsExMhGntheTUcakjpqQMuZTyBQmfAZ0wpjd4XexMcbsFr+HjTHmKDfCQvhCAP9l/fnROHyZkresjx2hlHIPgHvWn2/AMB58MPkggNZZoIkDie5M06iL0nTudmsyv7h7riEFbEMrFbAvngMu5xNQIzQm/KNRTUM9xt7TKNd2o7y+y6jV5JSxtCOPcdw65rg+2p+ub8wFoceZvyHma9DxxrFzHPP5fKO9OA51rlA5wu8Dc0lkToj4PKMygc+A667j1WfCsej4VKGgv/nMzd5z3e/iMc7ezPEZY8ytjt/DxphTx3U5FEop/wjAAsALrvbeWutzATwXAPr9/qnM+MYQAyZSXK1WbQ6EuBMPXC4DOJvNcPHixSOOh/F43FaOoMEfy0iqIau77LoLrwZsFiahRnEWuhD/juUXNQFjlNp3xfFHeJ6hCCrjHw6HG6EW0YjmeQ2j0PnzR5+B7s5z/Fm+BX1eMSSC10bHDp8FwzvojNAQjdFohOl0mjoEer1e64yiM4n3c1xsU1EHja6pjlV/m/3lRr2Lby93ncp3sTHGXC9+DxtjTivX7FAopfxNAJ8O4Bn1siXyVgCPlcsesz5mEmIc/GKxaB0L2Y4yqyXwXuCyQU2Dl8YwDd7oVKDRrIYkUSOX19IgHY/HbfuxdCPvjYauqgjYH43taMyqAyKGRkTU8OXuuV4bDfaIhj+oA0OTJ8YxxlCMON+YeFHnlPXB83RssO2YuJEOCYY8bDP+45yyser129DnZ/Ybv4uNMWa3+D1sjDnNXJNDoZTyKQC+BsBfrLVeklMvBvCfSynfBuBRAJ4A4Neve5S3KJp4jzvTNGKz3X8a8bqrzioQLDnJJH/T6XQjjwFLHnK3m5/jLj1DJbT6wGAwwPnz5zEYDHBwcICDg4P2WpJVYFCjXtUUmZGreRnUkFfngjoCiOYI4Hpq6cRYFrOU0hrwmVOB92ryRzphNJeF3qsOIT5D9kXFQFSJ0KlDxQlLYapTgo4iKi20zGNWyjE7Hh0U6kSKIQ/xvF5jlcJ+4nexMcbsFr+HjTGnnWMdCqWUHwHwdAB3l1LeAuDrcZjBdgTgF9eGxktrrV9aa31VKeVHAfweDmVfX15rXeYtGxpqahSr3B1Am7SPhimNS96vyfo0v8FsNmvDE2iYsooAkz/2+33M53PM53NMp9PWUGaZRPahzgON81cjnIar3qdVGYDLTgU6K3ivVpNQhYA6D2KeAN2B1755nv2pkZ4pJjSJJM+xTQ17mE6nG9epQ0QrKmhOBF43m83addAwBd7HY6PRqF1rqjn0e0Ay54wqUnSd+DOfzzcUE6qC0es15CVz4Jjd4XexMcbsFr+HjTHmKFdS5eFzk8M/sOX6fwngX17PoE4TUY2gRpwajcBm5QTdweffaijT+QBcTurI0oSsKqB5AbRcJI1QNbLn83m7A0+Hgo41lifU3Xy2EVUX+jmuCeetiQV5Tg3xGHagqgK2o6EWx8n49XwcezTYM3St9fp4TxbSoSqK7FycG502HKuuR9aWOhTiNbEfrqXDHvYHv4uNMWa3+D1sjDFHcR24HUIjOJb2I9zt5g405fQqmY9GPdvgrj/LTJ47d641dpn0kSoFSu7pDBgOh+0u+Gq1wnQ6xWQyQa0Vk8lkI1kgsOnoUKOeBi4dALPZbENNwTlyDlQB8LjK7dmOhgFwHXg9jzG8YzgctuuROQDUScBrstKVWppRnw+v5VpxbHo/10nLf1JNEctvMpSk1rqRTDI6Cvh8WB6Ua89+dU7aj64rgDYJZK/X2yhhqt/FrrUzxhhjjDHGGDsUdkiWxI9oIsAY60/U2MzOq+xdKzXwmlimkPdoe1qJQqX1amjGHW81/oHLiQV1zNmcszwM8TxzIGifcaddQzG61A86bj2eOUSynf+4/joWDbvoUllkDhUdjzoFYj/63Yhzjn2oY2bbunc9A2OMMcYYY4zpwg6FHcIdYdLlUKDTIVYHUKNXz/M+OhCYh4GfZ7NZ2w/j+7V/GuP8mc1maWLBqDZgaEGU5ms5RZ2LXhMdI7rjT/QaNaizsAF1DMRz2l+cd/aj/WcOkOioUdUCgFb9EcenoSz8LtAZoecyp0jmbNHz0XGjuSL0u5E5MlSZEMNHjDHGGGOMMYbYobBjYtZ9/qYxqNL34XC4YSTq77iDzXtpCN53332tgagJFZkTgfexLCTP8UfHSyNTZfT84bWa54B/q+Rf7+Ma6LjU+NfEgkRj/XVNdIy8Tq/Xdds2BoZNaB/6jOJndSDEfvXemIshVmDgWKgIycpq0rmzXC43qnlsg89Dx6FKj2zcOic7FIwxxhhjjDEROxR2SGasZXLzuIusbEviSMMYAA4ODtpYfi0lqGUOeZ7tqZogSuzjDnmc09XMXY3ueE1UbaiRrfNnDoHoTIi7+VF9oA6FLIyji7irrw4UGuuaHyMqHvg7VlDQ8WbGflfIhc6l6/sSnTWac2ObCsIhEMYYY4wxxpgMOxR2jEr+FU0sSKNey0VqQsQsn4AmKCylYDqdYjQaoWmaNoyCSRCZGyGWY+QOdrb7rsamGs3RAaDXsT014nXnXHMNxBwSeqxpmjavg4Zi8Lw6HNTBoNdnqgBde3UGREVFBufPNc3COOL68T49rr+Bo6EbMQyEn2utbZLNyWTSzo3nNOwihpmwH12zGBJhp4IxxhhjjDEmYofCjlFngIYEZLJ0NcbjjjuADYl+V19aClKJxn80YmNf8e+ufAOqeuiK/eexwWBwJIeCth1VFcclEORcsgSHuuYss6l9dIVRaJsxrEErLcRx8/nEtYvPlp/jb22HISp00tDxoQk+Gb7C+Wg1CXXkxPXRcJZM/WKMMcYYY4wxxA6FHUJjjUaoGpw05mg8RkM/M/C0bKASDeGuHfNoxGd5B6LUPxr0vC86FHSXP8bz6/x5bVQ7UDEQ+87CAqJxruoOnYOWe4zKBb1OHQ+6Frp2vD7eHx0kcVzbwhPi3xreod8PtqHJNfX7tFqtWgdBVq4yjl2fkdUJxhhjjDHGmC7sUNghcee5y3CjgaiJ/FgRgLvQXYkDta/5fN5WeGDoAA3cxWKxUQlApfBRKaEGK3/TeKW0XvMIaDjBthwF0ajV0Agd13w+30jyyOvpmIiqjm39aeUJrgvRpJNRsTAYDNJwlRgaEktGantxnpljICoJAGAymRzpM6of4rhmsxl6vR5Go9GGskIVIhrmwO+XOn+MMcYYY4wxRrFDYYdElYHuCMdShMBmTHwsu6iGH9uNSQq7dptj7oVYYUB3/DMDPjOooxHeNYYswaL2HdflSozbuPOu44nXdUn54/y6nB1x/VSNkKkVsp3/qDjhcVWcdIVH6HizMXAeUb3A9c7KkUbnih0KxhhjjDHGmAw7FHZMlhxvtVphNBqh1sMkfzQAm6bBcrnEbDbbMBajgkGPafJG9qfXq+yfqgKGWYzHYwCHBuVwOARwuDvOfgeDwYYiQJ0Bw+EQ8/m8zSugu+wax69x/hp2MBwOW0NYnRycA8el67cthECrV2TPQNvk2FimU3M2xGoXAI6EqvCYqjSoPIhhKRrqoXOMiTA5Ng0R0TXQdqKjIjooVJXCtY3hHLFqiDp4jDHGGGOMMQawQ2Gn0GjU+P6IGoGqHIjqgGhY0hikI0ANbzUodddcQxviznwMI1ADWx0GvI9OCY3Xj21E4z9TOmi+AL2uK6ShlIKmaTZCB2LbdIToeb1O5f/x3qg0iO1ENYU6cuI49ZouR4heH3NPxDGpYiIjromGeihRecFnaIwxxhhjjDGKHQo7hMb/NocCrwMuqwzUoaAGYkzuqJ+jEyCWRdQKE1l4gu6e67kov1elg5ZxjDkeYh9dBnWsQMB7st+EpTb1uK4THS7MExB38qNiIXNgxPWJ16taIhu3qkKyspSZoySei2sZFSpxXXQu2boq6lSgA8YYY4wxxhhjFDsUdshyuWyNWgAbO/gMa9Bd6ZhALxrqNJRpMEYHBHekmTiRxDajKkENYFJrbRP9qSIik+CzDxr66rSICSXZHu9TKb5WLWBfqijQeUZjXnfi5/P5xj39fh+DwWBDLcDQjzj/6IDoqnShc9Fxb3NODAaDI2uiuTKynAqZKkWfK595lpNiNBq130G9R8fWVYLUGGOMMcYYY+xQ2CFdO9g0VjWhXpccPtut1h1o3qtKBTV44856DKPoUiHE5IJZJQMSyyxuuzc6LrLjmZogUwjoOGK1glrrxk6+OlWyEIQYBhHXJyOOrYuuNdkWAhHXQc/F70CmgNCQCz2XhYkwx4LzKBhjjDHGGGMUOxR2SLZbHXfBmbRQE/rF/AZEJew0KOfzebvjrzvfTDqoCQMzB0U0OumcGAwGrdKBu+Cr1ardZdc5cAechnMpl/NGaB+xYkUMJ1CFRtyhVyWDOihi0krOMwsH0TGrQc/nQBXAcrlsEzV2ORNU/RDVDOqgYWLKfr+P6XTanssSbMYx9Xq9DVWLrjtVFjEJpiZunM1m7b2aVyI6uWazWZsk0xhjjDHGGGOIHQo7JMbu67GYc0DRHfhYQUHl7+qMUOOSbagjQBURbFvvV9l+FjahY4+7+Rr2oGOlMa1zis4NHTOv1TZJdh3b6tqZ5258tusflQtqaG8LA9BQDd3Vj84R7VPDEjg2JtPMEkfqteoU0Tkr+h1TVYo6cKICxRhjjDHGGGOOww6FHRIdCmr0kq4d8BiGwGO606/HuqolZDv68bOWS4zOi+gQ0XnFcWbKCjW4eUxzJGThEGro8/p4XbxfnRFxvaICo+s5aB/Zc9H7YqhDHLsqFXSM/JvrrfkNsnFrWdDMAZWFtMRxxtwUXfMyxhhjjDHGGMUOhR3CHfr5fI5er4emabBcLjd2zmezGYDDhIsMUVgsFhtS+hgGkBmXmmBQFQMk7lTXWjGdTtvQCBq7asxGxwHHpm1loQVaVWIymbRjiOES6ljQcVIxkJ3XvzXEQftXZwY/N03TrpOuTZwv58JSmLFvdbToeFUBouPUpItsE0CrAMn6IDGvQcyXoGOkQoUJKXm9zjmjlILRaGSngjHGGGOMMeYIdijsEN31jioCDR3QnWw9lykUAKSKg6iC0PNxt5+oY0CN2yifp4Gf7YZrn5okMJ7rUmXo50whkPWp44sVIXRu2qdeF8MSVPXRpTrQY7xHw1IAtM4I9hfXsctBEo/pONT5pPkSupQjcR2i4ymGkkTFhDHGGGOMMcYQOxR2iO6g11rbRIUA2uR5/X6/NRR5XmPfowMgGozceZ9Opxs7/7w2OgV0h55j0JKTdBxowkE6PTKDP5a3VIVCpmDIHBdEVQl6r+7Mx7CPuEa8l2PTHXw9l/Wvc1XFgeYs0Ps1N0Isr6nrqOufqT+yNeU5Kg90TbIwkuiEUMeJjjuqTgA4KaMxxhhjjDEmxQ6FHdO185ztCMcqCAxjUMNZY+tZBUDbjqENUZ4f+6VhrIYrj3PsmtxR1Qgam99lKKtsXysWRMM2hh7weOY4yBQSmYGe9RFDFnQHX50mmsxS24pJJtWpkPWvcMzD4XDD6I/jomMicwjEMer3i+ErdCpleScyFYLVCcYYY4wxxpgMOxR2SLYDnhn9em3czdbzcUdaywpq29sk9dFQVUM6GvNZboJsFzsLN+giGrbqKMiUBrpr36Uq2NbncevC49HBcFxbMXyhq2qHOg26wlm2fU/079h+/D7wdwyDiXSFnBhjjDHGGGOMYofCDok7zLVWNE2DwWDQGtKaME8N9xiDH9vTJH/RqAQ2VQPahiYGzFQB6uhQqX9muPI4r4shA7ENvSZWmMjmqzv3vCcqCaLDQPtTdUMG14JlM/v9fpt0UkNRYj/R4Oc1DFmh40VDQHR86pjh2sfnonPQNjkWHRfXZLlcYjqdtuoVVT9wvbaV0jTGGGOMMcYY5dig6FLKD5ZS3lFKeWVy7qtLKbWUcvf671JK+a5SyutKKa8opTzpZgz6VoGGYkyil4UjAJtVEjJFgaobeH3cbc4McE2W2OWwuJKd7UzCnxn3avhrroFMxRDHpedjxYRMoaBtZY6SeJ2uTaZqiA6arp3/6KxR4z2uL50Vg8GgdRxk841qEbadJd5kBRGezxwI2TpElUyWjNLsBr+LjTFmt/g9bIwxR7mSLGvPA/Ap8WAp5bEAPgnAm+TwpwJ4wvrnHgDfc/1DvHVhKUhN1gccNYBJNNB5bXQoxN3xLBZfHQosVcmfqF5Qx0dmfPJzTFioO+7cQc8MW+YayIjOhDgmdTxsC3mIa7jtmejaxDaiYkPXQccTjfvoRFFVAL8HLM8Zx5k9z7imOj6qU/S7pesUn3Wm5mAb8btpdsrz4HexMcbskufB72FjjNngWIdCrfV/Anh3curbAXwNALXOngngh+ohLwVwZynlkTdkpLcwNPKbpkGtFdPpFAcHB5hMJpjNZm1CxKhAADZDEHieoRKz2ezITjeANsmithuNWbanoRPAYdWIGIJAY3owGGwYvtwlj0ZwzIUQ1QqLxaI1djPnShZmEEMxlstlG2JQSkmTSvI6hjFEw53Xc100HGA2m22EJ3DdNZcE1y6OX5/daDTCarXCbDZrn7XOjQZ9NPprrRvrpCoFPa7fEbbHHx2jqiQ03GS1WrWOCbNb/C42xpjd4vewMcYc5ZrqwJVSngngrbXW3wmnHg3gzfL3W9bHsjbuKaW8rJTyMsdnX46VpzNAd4+z3epo/GbtZUkMo8EcZflqsEYjnmPk+azt6NyIYQCa3DFTZQCbYQ5x3HG+2xQHmbIg/q0/XTvxqqjoCjuICgIdd1eIhK6PKjmy9cyOxZCF+Gx1/fhbQyDiM4/9ZOM2+8WNfhfPMb1JIzXGmFsTv4eNMaedq07KWEo5C+DrcCjtumZqrc8F8FwA6Pf7p9KjECXnk8kEwNGd97jrrQa/7uKTLASCBvNgMNgwXtXI7vV6aJoGs9msPZ5VWIh9R+OTY9Zx1Foxn8/bcYxGIyyXS8xmsw1ZPuc6n883lAe606/XqdGsYQDcbec9GXHdtjknohOB44g5DFQVoOPinOfz+UaizWwsmfJCVQr9fr9VSyyXyw0lA89RgUHFAc/rdyiGPsS1siNhv7kZ7+Lby12n8l1sjDHXgt/DxhhzbVUe3h/A4wH8ztrYeAyA3yylPBXAWwE8Vq59zPqY6UANVKWrckM0vHlNzG9A41jDFbbt2Kucn0ZnlkBQwyS03WznnsaqjrHLSNU2usIb9Lo4hy41xbZzNLSztVPiPPksNGRAHUMR9qklPHlcQzGiSkLXKj6PuCZ6H50vMdcGgI3nwb6Pq1Zh9ha/i40xZrf4PWyMOfVctUOh1vq7AN6Hf5dS3gDgybXWd5VSXgzg75RSXgjgIwDcV2t9240a7K3IttABNRiBTWk9781k8PytxrOqCbK+aWiuVis0TXPEacHfVA7w2ujMUCNWwxvUeI9khn+GGvRdxrvOLXMM6DHNI6Btx7FkDhmtoqAqDXUKROcH107bYZ6HOE/9HNvJkijGsUUniCbg5PV0cHStuxMy7jd+FxtjzG7xe9gYY67AoVBK+REATwdwdynlLQC+vtb6Ax2X/yyATwPwOgCXAHzBDRrnLYka2EzMR5bLJXq9HobD4cbutzoK4g59pljQZHo0KNXQZzK+pmk2KgBEozXb9SZZhQUqI9ShoMbpbDZDKQXj8Rjz+XwjRIJrwvnzOEMmsp33KNVnH5nqQVUeXbv+ANokk9pHDPOIc+auvx5nss35fJ6GSESngK4VvxN8dnQO6DPl78yx1JVHgw6RqCLh94BrHatImN3hd7ExxuwWv4eNMeYoxzoUaq2fe8z5x8nnCuDLr39Yp5NsN7hL1s/rM+dCVDZoW7EdNWZ1F/s4usYU+8+cCdvCCzinLuVF7INj7lIYdDkTutZO285CEKIxn+Ww0Hu7Qge6dv4zh0A2fp1bVDBkzz2uTaa60PNm//C72Bhjdovfw8YYc5RryaFgbhDcIddSgTRSucPP3Xsa+lQU6LWRTOqvKoLMKOVxTdpIefxxTo0ot+dv/WF7bLtpGiyXS0yn042wA1VP6DrpTrru8Gu4wrYcAzpvVVtkyg414lmSkWuuZTC1tGV0mrDcIhNDZo6BuKa61l2OBM3ZoHkvsufCdY9roiqU6GigIiLOxxhjjDHGGGMidijskK7d63hOjcJslzxem+UxiEazGs+LxaL9O8rbt6kJsjFfye9aLyco1AoP6tzQ6hI6R3W40LAGNpMWbhunGvJ0FvR6vSPJI9XYV0eG9qHXxESVwOVSkEQdIfFcV8iCjjs6aGJ/GsqhxOcfFRh07tBBk6k2jDHGGGOMMSZih8IeoEYccNTo153oaNDSKIxGMI3GbTH0LDHIfA1dO+hdqHG6TfYfj0XnSDZWXtNVqYAJEaOiITPSdazxOuYSyHIoxOoLXSESmSKE92u76lCIqoQ4xmw8quTQ0pzxe5ONLXuWdCBEx0zm8DDGGGOMMcaYiB0KO0TVAcDmDn62481zWmlBkzrG3Xw6I2g4ahuLxWKjwgAl8Lw+2/mOxnncfaeRy3aY1HA2m22ML44xzpkGrqoDtG+dS5T9b3OEsE81lheLxZGQk/gs2I+uQQy16Pf7GAwGrfJCxxRVFzwXnRmZY0AdCvysySmjokDnFnNh9Ho9NE3TJo5k+AbDTqj60LAUhz0YY4wxxhhjurBDYYfQCFSjmkSDNuYy4LHM4Mzk8gqNUDozsvvUiXCcURkN52hEZ2ECcXyqVuAOvfYb1Qaq1uiaM9c1OkLiOsQ5bJtnHK/2p2PT67I8F12KiqyfOIZMKdG1rplDapvCIq55PGaMMcYYY4wxxA6FHaMOBd0pj2EAahzWejn3gJZn1B1nXhf7KeVyYsEYTpApJbjzTpWBqgs0BEHVBCr55+8uY53jjqoHVVao40Dl/lQDZE4V7sYrbJ+OlOFw2I4hlpjsUiro/DluXs/nF9ebf2uJSBJVBF1OD127rjwOsQ1VjPA+fjdiH2xD500lzGg0OvLcjDHGGGOMMcYOhT0hhgLEmH0AGA6HreEad7F5PFYoiO2rVD+GLPA6ZbVabVSa4LUq79edejorGE4RFRban+YE4LVZ6AadJmpIa8w/5fp6LiovdDxsW/MR6H3sJ1aDyNZFVRU615g7ISohdGy8JqteoU6BLMGmPg/mw9C2j1OrZGEsdJZoW8YYY4wxxhgTsUNhD1DHQdyhVqOQRh6Px5153Y3OpO5Zv7w3qhnUAM5KGOrOeTSEY7hCbF8N6Ki80HKIUTURkzSq4c28C9q3thuTDKoxrsa8jkedFNk4dQyx3egw0La7VBXsL5t/dKjEkBR1umibSnQaxP4BbOSxyL4zxhhjjDHGGEPsUNghNNii4iDuSvN4dv9sNtu4T3fb4w51DEvQnfPMEcFKCr1er1Up0LCfTCZtv1QlcDyUydOIp3EajXX2N51Oj4RfaDlJOg2i6kHntVgsNhJKUkEQQ0N0npPJ5Ijh3+/323XR8ICoIFgul+21GmLCMAi9LhrvUVGh7atTRBUbWcULzo1j1WfZ6/XaUAWdizqCeB0dVeogytQNxhhjjDHGGKPYobAHZAZyZtDFEonxXhreNGK7VAoauhBDCEjcGeexrF010tWoVSdJzAkRqxPEa+PuvDokst31rgoSXSEJXWsSQxN0jupQUINfj2VExcS2ddb29JloaEisOKH9a5nRbWUvdY4xT0dUzBhjjDHGGGNMhh0Ke0aXugC4nKhwm6G9zXjNDO7MoaDGa9wVVwWEjkv7pFJBwwlUAcC24rjYdwyHiPkbFF6jyQ15/2AwwGBw+BWP5Tm7QgkyI1rXSJ0dmhRScx5oHgYe03XSsatSge2pgc+SlEwwGVUrOnbON7ZH1QHHEL8/7COGPlihYIwxxhhjjNmGHQp7QDTwunbh1RmQ7eyzykCmQNDrjtuBjtcDl0MU4nleE3MZsEIAkFeqoGEccxtEhUNUDsR1y/ITaFUDhklka6lOAJX89/v9dr7L5TKtvpGNRdUQ2te2tY3Ph6EKmvBytVphNpu1zhFtq6svhqJwHWOJTb2PIRi9Xq9N7LlarTbCN4wxxhhjjDEmYofCnhGl/5nRn4UdAEfVBPG62I7K+LvGkCkfMoeDGqbq3GA/0RjfVkpS57Ith0RG5liIc9Jr42edb9c6x3sy5UPWro4lqkv0vKocsuuz9rN5bnOAxHGrKkXXIR43xhhjjDHGGGKHwh7Cnf4ug77LGNdd7hjjn13XdZ5jGI1GWK1WGzv03PFXKX8sVRlzPeg49Zxeq22qYkB3/bX6AX+rQT4cDtHr9TCZTDZyNQCXQx7iuGPpSOCyKqEr9IHtDodDlFIwnU6PhF7E+WU5D2Kb/JvrHRUPqqCIc6cTJ46b55umaUNRMkdKTMpJZYT2Z4wxxhhjjDGKHQp7QGZ469+abLErTCHuqHeFRmh/2o4ar1EV0KUk4Fgoxc8cHdEREue2TUGxja5wiLjrHu/RcW8jU4hElUOcT1c4w5XOi2EHWWJFVRxkTobYJ3DoGFGHRlyvTImRKTmMMcYYY4wxJsMOhR1Co013zIHLxrca+ceFL+hx3YnPFA2ZHF7LK2oZSw0fyIxPOhSWy+VGPgTtS+P4VXkR53NcWEVmOGflLtmWJjzUdjOHClFVhPalpRx5XMM69Ll1hSZEZUCcH8t0ctyxnCjXTseXzYlj0PFtcyypGmHbmI0xxhhjjDFGsUNhh+hOsqJGoRp7NMipCFCjkQYvqxtEw1El/UR38HkNkxEyESBDHxaLRWe5wtlslhqsPM85ZEY2x6BOEN2hj7kFtB9VcDRNszEfhh9k4RdRgRGdJBqiwOtp7GuSx0wBwTAIRRMsxut1TdmHPov5fL7hZIiwLybDVMeHXs+qG6PRaONYnHe2tsYYY4wxxhiTYYfCHtAVIsDf8Scr3ag7610KgKyvzBGgignK8DOpPX935WFQolxfZfhdu/ldoQzZTjoN7iwMIbYR28kM9ePu70LzV2xjm0qCx3W9dd3jumUOozgGOhroMIpOlm0/xhhjjDHGGJNhh8IeECX2ADZi6FX2Hnero1qApRi5O6/36Y67ts2dcoYscKeclFIwHA7bv5n8T8/HzxqSQEWFKhCowuC1PK/hClQ2aNu60x8dGfP5/EgYAsMEtC+OZz6fp0Yzx6ClJDnnLqdNNMAnk8mRtVE1QuYAYX+cO9da14xj0Xa0f+0zhlV0hXjoOsTx6noZY4wxxhhjjGJLYU+IO85d8f80QrMKApl6IIYBaJuZsmC5XB4xmlXmTzTsImsnhhhoeIPOQY35bTvkOlfuxqtRr/kbtL04nkz9wOPHqS6i8yZrI8s1EQ15tq9rs83ZE/uKygM9Fr83dKhk66Pj1nwK2o9zKBhjjDHGGGO6sENhD8hk7DQMoyGoaoIuozfbrea9aoBmzoPlcrlRlpCKB3UQDIdDDAaDIw4H7TfmO+Ax7Tsayup4UOdJNHaztpmnQOfPxJa6NtsMZDXqt4UiKOrQiWuchTVwvJojgufZb+ZMYPiJrrP2y/PMpaD39Pv9NCeFOmhIpkawU8EYY4wxxhiTYYfCHkDDrmmaDUdB3FFWGbyWkKQknn9n6gZVAzRNA2BT8t80TSunV2cEww7UGaChDLwmOjjorNCqDupEiAkmOS91HmRqhZgvIBrvcd2iQ0J369WBockotS9dQyXLA6EhCAxV6Pf7bfJDDT1hm3x2+gxVgaJrzmejz0efq66x3g8Ao9GoTbTJexlaoU4IPjs+Cyb5tFPBGGOMMcYYE7FDYY+I+Qf0eNwF75Lud8nUY4K/aDBrvoIuaXzsJzO2Yz6FLoWEcpyKoCt0oQtVKWROgSxcgfdpVY1t66xjO64SQhxrbC+b77Yxblvj+Ay7vh867qiE6Hq2xhhjjDHGGKPYobAHZJJ5/r1cLtE0Dfr9/sYONVUG0+n0SOLGzBlBaq1tOciY9JBtM8RBDUwNe1BJPcfI+zWhINE2CPueTqcYjUZp/ohtiSWjWiEa/1GVoWvLceh82HbTNEeSFPKY3qdrNxwOsVqtsFgsNgx6JnJkqcbpdLqxztFoV3VBfIZUCgDYUJFQAcLjWQlS4HKJyJjgkeOOygcNhTHGGGOMMcaYjGOLzJdSfrCU8o5SyivD8a8opbymlPKqUsq3yPHnlFJeV0p5bSnlk2/GoG9FVNKuBp1K5DWRYTT+9Eev1eoN6gTQ+0opaRiFXsMx8t7M6Iyf9R7gaMI/QsOb46PxHp0BagCrpF9DFnT8zB/Q7/cxHA5b54OuKYlhBrGqQlRWxKSSXaEZUX2hv+M6xZ/4/ehykNAhMhgMNsITsjwcOs/oiNqmDDG7x+9iY4zZLX4PG2PMUa5EofA8AP8OwA/xQCnl4wA8E8CH1VqnpZT3WR//YADPAvAhAB4F4JdKKU+stS6PtGqOoAZ9Znx2JWHMQiKi80CP8291Pmi5RRrCWcnGzJlwpaESWfiA3s/PMZmiGsPZjjlVDTSQeW9UPXCeOm51CLDvqEBQRYBeG1F1SXyGmeHetfufhUNo2zFEQR1Dup6ak0Hb3RZOkTkyzN7wPPhdbIwxu+R58HvYGGM2ONahUGv9n6WUx4XDXwbgm2qt0/U171gffyaAF66P/2Ep5XUAngrg127ckG89KGWPcvmIGpNMrheNZ1U6RONaDeWYoE/LQLItJlYcDAapc0KPxfABGvA6rziO2B+vjUasGrrq1NCxzGazI4azjonrqaoBXYu4Q88xZioJ/Ru4HMoQFQlsO1ZniOsRVShRgcLjDGfISoEyJEXnoMqEpmk2QiOYVDO7lmNsmubY/BDm5PC72Bhjdovfw8YYc5RrtRaeCOBjSin3llL+RynlKevjjwbwZrnuLetjRyil3FNKeVkp5WXeBT2aeJFkEvh4zTapetZuNF6By8ZwDG/g9fFcHFemkIj9XelzjqEDURGRzTNrW2X9sWJCXJ+u/rN2M8eCrlEMqcgqNmQ/mTOla0yZoyMqULquydaz6zuUrY/ZK27ou3iO6U0erjHG3HL4PWyMOdVca1LGAYC7ADwNwFMA/Ggp5f2upoFa63MBPBcA+v3+qfQoqDGnO+IqWweOljLUnfNoYKsR2ev1MBwON0IJuGOu10Yjk8kQ1RnBe2ISSOCywoL9xPFTYaDHYlnIuB4xP4I6MzQnBK/XEAXtL7atu/lUDsTx8l7en4UuKByf5i/QtY05DLKwBK57ps6IUHkSx9UVelJKadUowGESSapOtjmqzIOCG/ouvr3cdSrfxcYYcx34PWyMOdVcq0PhLQB+vB5aI79eSlkBuBvAWwE8Vq57zPqY2YIa8l070HqdGuOZXJ9VB9TAzBIIApedGV3ns3sJDeiu0Ae9Phq5WhlCjWPN69Bl7MYSl9EhMhgM2mSU2f1KpnqIzoTMgRPDIRhCEttSxwWv02emzp24troWDD+JxGelx1SFQKeDfm90DVktQkNWHO7woMDvYmOM2S1+DxtjTjXXajH8BICPA4BSyhMBNADeBeDFAJ5VShmVUh4P4AkAfv0GjPOWRQ3haHR3hRYcd03c0e9yUGwzpOP1aoAS9tMVFqBtdc2N44gOAzWCu8ik/l3lDtWwzs7FkpTZLr8qAjh3TXzIahWsmKGOln6/v6Fg0OPA0YSbWqUi5sHIvgNdlRtiwkZ1+Oj1el2smrHtGZid8xPwu9gYY3bJT8DvYWPMKeZYhUIp5UcAPB3A3aWUtwD4egA/COAHy2HZnBmAZ689s68qpfwogN8DsADw5dXZbLeihndMxBil7NHAVjl+NPpojFL1wN16GozA0V12GpxM2kdDU881TYPlcon5fL6R1BFAG07BHfXhcIh+v4/pdLoxVo6X5Ry1LGN0RABojXOORZUH2p7OVZ0MnGtmVEd1iCoT1IGg4QhdTgsA7ZwBHHEuqBIkOlP4bLkmbHsymRx59l3OEp1L9p3IHEN6H50Ky+VyI4ll0zRH5mlOHr+LjTFmt/g9bIwxRyn7sPvY7/freDze9TBOHBqbw+EQtda2WkAWOtBlwGYS+yx7f2wnSvn1XHYPJfF0UmgpxWhg02ilbH8+n7dGNI3t5XLZ7tqzLXWOqNEdFQvRwRLXJmtH2+BnDT3QyhhxvdXRoOELMTyj1orhcLjh+FgsFhu7/7Faw3A4bB0OWlWDzOfz9trsWWXfA3XOaAnQGBKhqg46MfistHymOjhOI5cuXXp5rfXJux7HSXB7uat+RHnGrodhjDEb3Ftfgvvru0/F/4j8HjbG7Cu/VF+U/pv4WnMomBvAYDBojce46x53pGnMx533zHiOxnHc2VYjPAsrGAwGqPVyaUo1LtXI1+NE+4pJIBeLRaucmEwmG3kHOL+4g69t68673kMnynw+30h2OBgMWnWEKjQYeqD9xISRlP3XWlujHjgsv6glN/V5aRlKTbYYHThq4C8WiyPPVtvW+6N6IjoV1PER/9Y5URGi37mYb4KhFqfZkWCMMcYYY4zZjh0KO4QKBRqamcMAOBq/32XkaSiDlktU2T+wWcZQd84BHOk7KgAyGT2rJqiRnikH1ODWucZxxRwAqnwopWwknWRbOp44BwAbsv2smkLsTx0A2lYM88jCOKJygqqFWJKThruOW5+TOnt0zF3fAT2/zaGkfauzgtdGJYcxxhhjjDHGZNihsEPiLnEmYe8y7rtCVdQYzNqOMv5onGqugnhfdCqo4brN8NSx0nCNhjfPqSEMbCoUiCoZohMj7s5znNqO5mzQNuPOfzanLHQkronOSysmRMeQrqEey9Y7c/TotV3fB1VgxPlkc4hjsUPBGGOMMcYY04UdCjuExpqWX1RpPn/HmHatrsDkebrTT7JdcRKNb1UMaHJI9sfQjOl02sbVK1oOkZ9VucBrNAGg3hvl+ro7Hn9TJcA10CSCvJ8JEZumQa/Xa0MfuqCKoJTS5jSIIQZdjhN1MugYuHZN06DWikuXLh1Jdqn9aDgFlQtUYywWi3bNZ7NZ2wefmzpIorOEY4pOFt7LPB6lFEwmEzsRjDHGGGOMMVeEHQp7QBZO0JWAL9vFznbneT7b/c52/dXY1BKK0SnBn6zSgo4pjjPG/mfqCO27a/c/I6oatF91CkQ0J0QM04gqja41428da3SiaKLDLIRE1zQ+d71GwxLienTNv2vMnD+vuxKliTHGGGOMMcYodijsGHUKqJG+zaEQ/46OhGisR4M4qgOoJqDROhqN0Ov12goFqpLgOONYmWyRfXXF72cOhZgzIcsroG1E47lLPaBhH0w0qTv0PBaN/SzXgZZUjA6cOA72rWvFzzq/GPKiyR8zZ1E8r2TrlDlmVAWiYSfz+bzz+2eMMcYYY4wxGXYo7BgNMVBjV8MF4u64JlVUozEzAmk0sq/MEFb5vULpP0tFsj32q23GEoraVpZzIfZFCT5/2J/mVVBjXe/T45mSgG3HHA3RUcL+2E4WJpA5NTLnDcthxjCOuE5aUpLVOVSJkCXQ1LF1qVE0LEWvpTNHn7FWmsjyWBhjjDHGGGNMhh0KO0SN2Ow4cHmnO8rbNbkh0B0OkDkbukIIMim+OgE4nq7r9O84n64xZP1nDpB4bwypiOOP57r+juOJYQVXYlxnYShxHnFs+gyyMJF4nbavVTxiW3rNYDA44uCJzgieU8dTV9/GGGOMMcYYo9ihsAd0GW5x9xzIjW7uLmsyxWigcte/K/Ejd6czuXxWCjGGakSDPOZd0P74OToJuBuv0n5lNBqh1orpdNq2wWNZIkJ1hrBNXReGdAyHw3ZtdD5xntpHlxNB5xxDKDTRpBr2VCbo84y5K7Tkpq5X5phQ1UPWH+/l9yUqR/Q7YIwxxhhjjDFd2KGwQzSWPtuJBi4bk5TER6IBGdUCWh1Cf2uoQjRGtfJApg6IhnI0anlM+8vGrWPkOsRcBdp+nL8a/9GI13WNDo3YbpxDHGOcd5xHFpqStZ21kYV+RMeFPld1LmThLrqeujZx7lYjGGOMMcYYY64XOxR2CMs/ZiUN1SjmdbqTzWtogKtCIe6UazZ/Xh/zMACXVQW6W69OCRq7Gv4Qz2sywpikUceu5Q61H52L7pZzJz8Sd/e5Xl1OBl0Xrq+OKxtrVyhCLG3JdY3tal+Z8R9VBHpPHE9MWhlzMvAz16Zr/DyubR83Z2OMMcYYY4xR7FDYA5qm2diFpzEOoHUkkH6/30r0dbeaBjiwGcoQEwMCm8kfmQQR2Iz1j4Z8ljuBoROZ4a7Xq5MhUzNEY3g+n7dj0/HqfdFZouOI44rns3uzZJLaF8eiRLWHrrU6W2L/US2gz4LH6NTJqnPMZrP2e0AnT3S+xLANTdDIMTZNA+CwAsZsNtu43hhjjDHGGGOOww6FHZLJ8ZUojc/CB6JRHsMe2E90NnRJ8nmN7rZnO9fxWFdIQBxrthuuRCdAvJ+Gt863K8ThStrPpP9Z6EYcf1xf/tY1yxwa8fkcF2Khx6OigA6IbeELx61FvDerkmGMMcYYY4wxGXYo7JD5fN7u/gNH49ujFH80GmG5XGIymWzkTdBruTsdd5pVoq/9cCdcd9IZYqGhA0STLqqyQfuPf0fjudbaqhDieDKjOsr9m6Zpx62KCioENOlkJuvXezIHyGAwwGAwwGQyaY+p00L/juPtcvjoNfFvXqPjzkI24jrQsRLhvEajUat4yfplckve0+/3MR6P2zW0UsEYY4wxxhizDTsUdghzDGTVGWhAqsHIfAExHEFLSNJJwPPRKFdDWA1XzWlA1IDVkIAsLCLu+sfzwGbogjpRYg4HHSfHpnkfuspsZk6CzEnRdZ3OJRrUmfKBx4bD4ZGwg9gf5xefBZ9ZdHzEuQGXny+P8zlr27qO8fuyDV0POxKMMcYYY4wxV4L1zTuk3+9jMDj06agxGGP7gU01gSoTokMhS0jIn8zo5XHemzkJ9FhX6USdA0MmYltdSoTsHr2m1+thMBikDpIsXCOGK2TtdjkZuOZxnbIklhxHVH7E9djm8OC6q0MgtqH98FqOiWSlItWhcFwoSLZOxhhjjDHGGLMNKxT2ADXitGxiTKbIEINSLifi4w7+YDBIcxSokyBK32utGAwGG2qBbOdbx8FEgGp8apnHbFdf29umDtBqFBpasVwuN0IcNEnkNjUG79fr4toQzcmgf3M8nDeTF2q4B0MHYviGKiuydeU6xnXp9/uYz+dH8kQsFguUUlrnCpNxRlQJoSETnJc+V7bN74GWmjTGGGOMMcaYbdihsEdcicQ++6zXx11zbZsGb9zBpwGf7WZrpYGuUIbINvVA11yyuWcOAo6paxzqjMicF3He2l/XeOIaxj45nmjIdz3P6PiJjogYfpA5HuLaZnQpE7rUB1GBYowxxhhjjDHbsENhD4gycxp20cjs2o3OdqqpWuBOtxqksV/gsBShGsVR3s/PWTlEJSu7SDIFQDS8mRAwC5HYFjqhhngMBVCHiR7Tccb11vHqeSZCjKoLqhHm8/mR9VM1iapFtoUVqFpFE2TG9eA4Y1LN7JromNB7OB911mRVRYwxxhhjjDGG2KGwB2Q5AbrQfALA0XKRXW1Hg5rnGE5A1JjM2l0ulxv5Fo7bec/Go+PqcjJkO/bsU/NM6PU8r2UlteJFdNx0VUiIz0GN66xigo4jO05ng4ZqZM+bx9UBQQNfn4WGw2wLT9DnyBANzjmG08Tn4vKRxhhjjDHGmOOwQ2GP2GYYqjGsiRzn8/nWe6OzIqoGskSPmQpBjX+N4+d1MVFgl4PjuLlGA1mdAdq3Xhvb0vHH8Ai2qWPIlAnKlYZ5dDlRNOEijXyuUxYOkq17DLHIHALbwjR0DNucH9ucU8YYY4wxxhij2KGwJ2QGPOkKL+Budbw+u66rXRqQTdO0x7TsYHYfVQC6gw5sJgNU9UIW0qG/u3IdqCohfu7KkxANba7PcaERx62h7uxre7wvts9d/l6v1yZy1Hs0dCIa8HSa9Ho9TKfTjUoeOoY4Xv6dhVPE8ev1sR1N8mmMMcYYY4wxXdihsAdkMf1dxq1K0dWwj6iRH9vOzkWDOPaV5TqIoQm8R6/NVBG8P85fY/zZZhbHr/ON18djXWuy7bp4T3QEbMu1kK21rklUgmTj47mY8yCb87ZxZ3R9X5RYutQYY4wxxhhjMuxQ2DGqDrgZ9247r2UTs2MMLchgqAXHwd/Xa4hmY1IypcS1tHOSXOvzBYDRaHQDR2KMMcYYY4wxNw5vQxpjjDHGGGOMMeaqsUPBGGOMMcYYY4wxV03Zh2zupZR3ArgI4F07HsrdHsPO+/cYPIZ9G8P71loftsP+T4w9eRfv+nl7DB7DPvXvMRzi9/DJs+tnvg9j2HX/HoPHsG9jSN/Fe+FQAIBSystqrU/2GHY7hl337zF4DPs4htPErtd71/17DB7DPvXvMZxO9mG9PYbd9+8xeAz7OIYMhzwYY4wxxhhjjDHmqrFDwRhjjDHGGGOMMVfNPjkUnrvrAcBj2If+AY+BeAyH7MMYThO7Xu9d9w94DMRj2H3/gMdwGtmH9fYYdt8/4DEQj+GQfRjDEfYmh4IxxhhjjDHGGGMePOyTQsEYY4wxxhhjjDEPEuxQMMYYY4wxxhhjzFWzFw6FUsqnlFJeW0p5XSnla0+gv8eWUn6llPJ7pZRXlVK+an38rlLKL5ZS/mD9+yEnMJZ+KeW3Sik/vf778aWUe9dr8V9KKc1N7v/OUsqLSimvKaW8upTykSe9DqWUv7d+Dq8spfxIKWV8s9ehlPKDpZR3lFJeKcfSeZdDvms9lleUUp50E8fwretn8YpSyn8rpdwp556zHsNrSymffDP6l3NfXUqppZS713+f2Bqsj3/Feh1eVUr5Fjl+Q9fAXOak38PrPvfiXez3sN/Du3oPd41BzvldfMo46XfxvryH1336Xex3sf9N/GB8D9dad/oDoA/g/wJ4PwANgN8B8ME3uc9HAnjS+vNtAH4fwAcD+BYAX7s+/rUAvvkE5v/3AfxnAD+9/vtHATxr/fl7AXzZTe7/+QC+eP25AXDnSa4DgEcD+EMAZ2T+f/NmrwOAjwXwJACvlGPpvAF8GoD/DqAAeBqAe2/iGD4JwGD9+ZtlDB+8/m9jBODx6/9m+je6//XxxwL4eQBvBHD3Dtbg4wD8EoDR+u/3uVlr4J92zU/8Pbzudy/exX4P+z28q/dw1xjWx/0uPmU/u3gX78t7eN2P38V+F/vfxA/C9/BOOg2L95EAfl7+fg6A55zwGH4SwCcCeC2AR66PPRLAa29yv48B8BIAHw/gp9dfzHfJfzwba3MT+r9j/eIq4fiJrcP65flmAHcBGKzX4ZNPYh0APC78R5vOG8B/APC52XU3egzh3GcBeMH688Z/F+uX20fejP4BvAjAhwF4g7w8T2wNcPg/zk9Irrspa+Cf/XgPr/s98Xex38N+D+/6Pdw1Br+LT9/PPryLd/EeXvfhd7HfxTt9F/s9fO0/+xDywP94yFvWx06EUsrjAPw5APcCeHit9W3rU28H8PCb3P13APgaAKv13w8F8N5a62L9981ei8cDeCeA/7iWmH1/KeUcTnAdaq1vBfCvAbwJwNsA3Afg5TjZdSBd897Vd/QLcegBPbExlFKeCeCttdbfCadOcg2eCOBj1vK+/1FKecoOxnDa2Pna7vBd/B3we9jv4W5O/D0M+F18ivG/if0u9rs4x/8m3uP38D44FHZGKeU8gP8K4O/WWu/Xc/XQ3VNvYt+fDuAdtdaX36w+roABDqU131Nr/XMALuJQ1tRyAuvwEADPxOGL/FEAzgH4lJvV35Vys+d9HKWUfwRgAeAFJ9jnWQBfB+CfnlSfHQxw6J1/GoD/F8CPllLKbodkbia7ehf7PXyI38M5u3gPr/v1u9icOP43sd/FXZzGd7Hfw1fHPjgU3orD+BTymPWxm0opZYjDF+cLaq0/vj78x6WUR67PPxLAO27iED4awGeUUt4A4IU4lHh9J4A7SymD9TU3ey3eAuAttdZ713+/CIcv05Nch08A8Ie11nfWWucAfhyHa3OS60C65n2i39FSyt8E8OkAPm/9Ej+pMbw/Dv8n9jvr7+VjAPxmKeURJ9Q/eQuAH6+H/DoOdyvuPuExnDZ2trY7fhf7PXyI38OBHb6HAb+LTzP+N7HfxX4XC/438YPjPbwPDoXfAPCEcpjBtAHwLAAvvpkdrj07PwDg1bXWb5NTLwbw7PXnZ+MwjuymUGt9Tq31MbXWx+Fwzr9ca/08AL8C4LNPaAxvB/DmUsoHrg89A8Dv4QTXAYeyrqeVUs6unwvHcGLrIHTN+8UAPn+d1fVpAO4TGdgNpZTyKTiU/H1GrfVSGNuzSimjUsrjATwBwK/fyL5rrb9ba32fWuvj1t/Lt+AwUdPbcYJrAOAncJiEBqWUJ+IwMdK7cAJrcIo58fcwsPt3sd/DLX4PC7t8DwN+F59y/G9iv4v9Ll7jfxMDeLC8h+sNTspwLT84zJb5+zjMUPmPTqC/v4BD6c4rAPz2+ufTcBiv9RIAf4DDjJp3ndD8n47LGW3fD4dfiNcB+DGss3rexL4/HMDL1mvxEwAectLrAOCfA3gNgFcC+E84zFh6U9cBwI/gMD5tjsOXxBd1zRuHiYH+/fr7+bsAnnwTx/A6HMZE8Xv5vXL9P1qP4bUAPvVm9B/OvwGXE9Cc5Bo0AH54/X34TQAff7PWwD8bz+JE38PrPvfmXez3sN/Du3gPd40hnPe7+BT9nPS7eJ/ew+vx+F3sd7H/Tfwgew+X9YCMMcYYY4wxxhhjrph9CHkwxhhjjDHGGGPMgww7FIwxxhhjjDHGGHPV2KFgjDHGGGOMMcaYq8YOBWOMMcYYY4wxxlw1digYY4wxxhhjjDHmqrFDwRhjjDHGGGOMMVeNHQrGGGOMMcYYY4y5av7/1VS+D6dM/T8AAAAASUVORK5CYII=\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -532,7 +629,31 @@ } ], "source": [ - "fig_seg = monai.visualize.matshow3d(seg[4], show=True, every_n=every_n)" + "model.load_state_dict(torch.load(\n", + " os.path.join(root_dir, \"best_metric_model.pth\")))\n", + "model.eval()\n", + "with torch.no_grad():\n", + " for i, val_data in enumerate(val_loader):\n", + " roi_size = (96, 96, 64)\n", + " sw_batch_size = 4\n", + " val_outputs = sliding_window_inference(\n", + " val_data[\"image\"].to(device), roi_size, sw_batch_size, model\n", + " )\n", + " depth = val_data[\"image\"].shape[-1]\n", + " slc = depth // 2\n", + " plt.figure(\"check\", (18, 6))\n", + " plt.subplot(1, 3, 1)\n", + " plt.title(f\"image {i}\")\n", + " plt.imshow(val_data[\"image\"][0, 0, :, :, slc], cmap=\"gray\")\n", + " plt.subplot(1, 3, 2)\n", + " plt.title(f\"label {i}\")\n", + " plt.imshow(val_data[\"seg\"][0, selected_label, :, :, slc])\n", + " plt.subplot(1, 3, 3)\n", + " plt.title(f\"output {i}\")\n", + " plt.imshow(post_pred(val_outputs[0]).detach().cpu()[0, :, :, slc])\n", + " plt.show()\n", + " if i == 2:\n", + " break" ] }, { @@ -546,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ From cc8d2f041cc9fa83a366c75f335a38d4ee63f307 Mon Sep 17 00:00:00 2001 From: Yiheng Wang Date: Fri, 22 Jul 2022 22:24:41 +0800 Subject: [PATCH 5/8] fix pep8 Signed-off-by: Yiheng Wang --- modules/tcia_dataset.ipynb | 20 +++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/modules/tcia_dataset.ipynb b/modules/tcia_dataset.ipynb index 726ff345dc..83d3848c98 100644 --- a/modules/tcia_dataset.ipynb +++ b/modules/tcia_dataset.ipynb @@ -61,14 +61,12 @@ "from monai.inferers import sliding_window_inference\n", "from monai.apps import TciaDataset\n", "from monai.apps.tcia import TCIA_LABEL_DICT\n", - "from monai.config import print_config\n", "from monai.data import DataLoader, decollate_batch\n", "import os\n", "import tempfile\n", "import shutil\n", "import torch\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np" + "import matplotlib.pyplot as plt" ] }, { @@ -336,12 +334,15 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "lines_to_next_cell": 2 + }, "outputs": [], "source": [ "train_transforms = Compose(\n", " [\n", - " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"], label_dict=TCIA_LABEL_DICT[collection], image_only=True),\n", + " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"],\n", + " label_dict=TCIA_LABEL_DICT[collection], image_only=True),\n", " EnsureChannelFirstd(keys=[\"image\", \"seg\"]),\n", " ResampleToMatchd(keys=\"image\", key_dst=\"seg\"),\n", " Orientationd(keys=[\"image\", \"seg\"], axcodes=\"RAS\"),\n", @@ -367,7 +368,8 @@ "\n", "val_transforms = Compose(\n", " [\n", - " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"], label_dict=TCIA_LABEL_DICT[collection], image_only=True),\n", + " LoadImaged(reader=\"PydicomReader\", keys=[\"image\", \"seg\"],\n", + " label_dict=TCIA_LABEL_DICT[collection], image_only=True),\n", " EnsureChannelFirstd(keys=[\"image\", \"seg\"]),\n", " ResampleToMatchd(keys=\"image\", key_dst=\"seg\"),\n", " Orientationd(keys=[\"image\", \"seg\"], axcodes=\"RAS\"),\n", @@ -402,7 +404,7 @@ ")\n", "\n", "train_loader = DataLoader(train_ds, batch_size=2, shuffle=True, num_workers=4)\n", - "val_loader = DataLoader(val_ds, batch_size=1, shuffle=False, num_workers=1)\n" + "val_loader = DataLoader(val_ds, batch_size=1, shuffle=False, num_workers=1)" ] }, { @@ -478,7 +480,7 @@ " step += 1\n", " inputs, labels = (\n", " batch_data[\"image\"].to(device),\n", - " batch_data[\"seg\"][:, selected_label:selected_label+1, ...].to(device),\n", + " batch_data[\"seg\"][:, selected_label:selected_label + 1, ...].to(device),\n", " )\n", " optimizer.zero_grad()\n", " outputs = model(inputs)\n", @@ -497,7 +499,7 @@ " for val_data in val_loader:\n", " val_inputs, val_labels = (\n", " val_data[\"image\"].to(device),\n", - " val_data[\"seg\"][:, selected_label:selected_label+1, ...].to(device),\n", + " val_data[\"seg\"][:, selected_label:selected_label + 1, ...].to(device),\n", " )\n", " roi_size = (96, 96, 64)\n", " sw_batch_size = 4\n", From aa3b8c31c4b33d00dfa855d12dcda657948f6b29 Mon Sep 17 00:00:00 2001 From: Yiheng Wang Date: Fri, 22 Jul 2022 22:46:07 +0800 Subject: [PATCH 6/8] add introduction of TCIA Signed-off-by: Yiheng Wang --- figures/TCIA_LOGO.png | Bin 0 -> 119227 bytes modules/tcia_dataset.ipynb | 15 ++++++++------- 2 files changed, 8 insertions(+), 7 deletions(-) create mode 100644 figures/TCIA_LOGO.png diff --git a/figures/TCIA_LOGO.png b/figures/TCIA_LOGO.png new file mode 100644 index 0000000000000000000000000000000000000000..624adfd0ffd528090c36a8f88d8d9e0bb64a6db6 GIT binary patch literal 119227 zcmZVl19T-(w=N9FNyoNr+fK(;$F{X&b!^+VZQC8&w*BQj=iGbl`2QMX?V5W{)q1LG z)v7sXg(=8Mz(Hd}0|5cSN&Xg90s;aB{h?2xAbx%UXy<=`fPjT8L_`!MMMMY{9PLak ztWAJ`DC3Ou^^t$mQjQuJ=KN{Y%4awan2hH%*GR}e>?(DbFTS3@;0`q`mjKqLDjOOTd_zDiA;myVVq|0_ z2U;CJBm*aOg^8t80&_-<cZrW3 zT!>py@a(gNy17wgWaewP#$2WTb~^r5a%C< z1PV&oNmMSd4HQCBfC(u~8yMo>hl&|IDF;<&om#rLt5=xb0tiR(u(_8y3BV?#Z zya61!tr5Nu8AWJ)bqNbwx$yPxH0+=D1Alxl5aiDu`KO8Ig8UyYC}=L| z|Dl0S|05`*EFvlSvsX59G%>MtGPiRE9?<0ZF|}l&qT#F|E5mJMXG3pbY-eaf53sTS zj|vbkfcuBEF>y8^1lU;HI&lN|i2qB1`-lEdHv=)@e~CC-@eymtDiDg;Ihqi%(X-Ms z67xe75)$${8k=$}iHiS^`p-W;VsmF_du|2>H#awWHx_z3M>7T{E-o$xMrHL&eaTKw$`B8M{|6hFnNBRF{{{JfemrKq6b;-=a^8dR0e>nf6$;_jfCpU^cPAvSO=M_mFj zm68fWGp$zgC8yfO6uD+iLl0@s6a$W(D~DYDIqFCqu~u}tSa`k$S-c^zBqFI`03lHR zvo1u}wEp+E)3*C{_jA{i_q}%@Fss{T+OL`? zVdLPM8|%ADh{j({9moFe6yZNx$*bhgF~^9;0z>geQPrRt(0hYdG6 zA0`${Ns@uWAZaHf=qbGRFRk(^zWjMQ{50PK-L5j^mL+*^v)mc`>QHWkYUU;06X<_= zB7aJyHi!Utuu((0kRTn3A5sp4RS??n5XK7zY{L(s+`(hm7bxQdSZ4b%H)7<&hkFz7 z%hPq8;J}#Vptc%UnXfQ*)psFI!4auY+KIX^&cuSD`ogoej2Gqu)9j*lb71X5M$`0p z(RleC;71An!s6^5CQVuRpwMP_wO=!C5PG?*lLj)f(2`IedP#d<;#N^qAu9TYrm(Cc z1{iWr71fVaxi@OEtr9yPkUr`buGi*j9(QaN%Cpa+%9y=v}q;vj@6GiVv=#ElZ3KB2Q+X( z_$c;lYi!}2h2Rq_dXm_J_bI>Fis6jBZ0&NHk5tI>V=gY^_drB@;FI8QjPR&77V%}U zL)jjl^Pyf*Fmd;Q2)hMys3acCG8@4I4&MJzlF z{Qdx8hj*d}NCk&6^%$oz>qqtD49P~nUm6{VC||zj!3a1QyEH7ysj`vAK1c2N@;^q# zt=|Ndt9a(GKr5O6lZq_hD<$aIoR27H$L{ps67Fkgcb1K7InhEYJcny~E| z_a%urM6Rl*kWGeOX}7gAH}kM%&G_$eCoX<8V50}QN?Z7p*ViJESFZT@rE)Pi!`9lO zOPg#Wx{{n7335Qvvp_nV_1d`COZJt}N$ab1q)A%LM!xbu)m4eWX{QxNK236UY#-dl zU+DNtJ@C`U;0LMv4IXEFbO}TLov`|`&(d~F){+|UDqtVE-92*1qJFe_SWqNAba6~_ zKLstGLR|mH5L=0-R~4O|5e*RR@EtEEjHni|y#EM+qYSg!ow zSv3yie%Edy_wYMYVTy9nO+0TGG`>~(VU!%v%tcPpU07-K&esgNR$5$$gjs37l&f{* z()-HSk8zmQ%jGHm9}E*guTo>#(anJy4Tc_zQ?JN@`d9_m(QIg_u_K{FWY$)AS5v_5 zAfF_AcsnAxmS){kC*Dnp!UD0D0U*NPpj~DRr*joC4;P!#9`iDsus+T}sG^=_QS~Xk zPfzR?b|b)55wq*`J3br;R%J0qVH2r@pFwz}R8=w5Ip>dI*HV4+9p6Bw>#Q1MHXQ&V z`b>VZON?nfsslZ8?){=N^_*^I^GUGNZC>rQnVbZacejaEBMHTS`}RYFAi4u8IMtX9 zf##^X0$*>7t57tjwxpK^HArHb6bVXG1UQY$ziLE42U9qIRRL3(f{M+ba}PQ^A(2Wm z$Sb!57TFhtJP~#2=mkuKT}X3=xvE0E`uiLpzrjzq9>p3N2%-Tks<_~hC~lVj*OjQm zg(wT5@Jiw?u=STP7V{t->dQk`(;ODA=q1+%ov;dv2CWp4Qe2bBxeJ(9b`7&Y$kb>P z1L2;oh?kOnn)^%JcrB6bYD|w2J(%3G$C=?W!|1D z3&+yNHPi#i@`i?Z?t*++_WAo6^hEUU-Cn3H=3y`7tH4ap>qNS>SM>QQA`$EaJ%&D; zFEEVl4UU$wNvAdU6Y^17qttvr!uL{Sw#2?~>-eRecv|0@8d==5#u(I-W+I z7_To2I36FB)KaZBz`qcm1bQ<4H~ZiRYOJYC)OW3)$9N@Qt)pQ8U4h>;hc_ny(K02P z*@3uKtI5UCvb#9@Kg!tEVXEXGPPh~~&-f0CD|LF!|u zQvv6{4}IkhHQnA;#0fM!Hs+NxIow1TH(5LmGSh~&&Tlt9T%HH9nKpc+$4myCBiDe6 z%#d$z8C3eF0%gG!{1;pXI(19p0vNEf^oM7HHDV|HuXvf(E7wD$`!JM76i+vcZnjK^ z+cU+I6YKz1AuVEfc>OhcYS{C+#t!^sly}#$?4$|qkeFX*N>z#liD#P*Be{`!!}(i* z9m%+f$qKlv?MY?=4Bk$^NQ(poQVg#@k>ZwNz>zE^@zeTFD*BwQ~HN|PjVi1hkO z-dF!5FaGQWPV)yQT(O*pOylx^@NCTVeuBNn899DEgqa)mwU3PnV<>C?wi-k#K1s!^MPGZClo@lbrxCoOd; z^<-)Y)pGwj0IU{Mu3_mT+QeeA+L|tDtd}yXviFmYeiQFuVU$4pi%1MC`&;E4W>g-G zcN^Qro)1@U^Sw(_X!0b?H_r%o0JFemlY@xDr2&u^Oie_4Hj;SMRZ zw6l`f_ZF2SSYs$bxC)HEz5!m8pYzg3AV(Zwn(a?!(rj3>jJCJ&ARg0~mSGl_4JnzZG{YR{O+T*4Hvl2H} zBx9*PY2spsDQEbe41IIas1Hd0WU$P9VmMi9VRc{P5Yx4{wS9xC94RW<1?!JFEr?U4 zdU-zb*i$Ab&lM$mQ)HY_!H6`<%Ol^afiS+FBeXF*7BSRD1C~-ShcE_)-R>mL( z*(M|8>9M}mrGoZR=QF}La(nDR^zOL;jr0IET@6}v@BE` zT5LSV^J$;N9)6%0FrL-B?g|zyjVV3&r@*i*de%D)Obk3Me3M)ZH=muEn22!5<*MYY z>&~@WF=Tp2_$*dg3?3RP21m(bF=kW=N9_-bV?}crwe{I2J>CcuB#*OQ)C*pGILt_a zrb>qkr9%x?tm8%N7Id01Z>za@ixFeL@U1?Hqcw?^-pNSj1_&mA+1Lje(FRQJRkpf5 zZ=@_!xg;KHe_FjS9W7BN7tYeNWc|SNd1+e+`$_};TYhAw6P=oQI`@W#TVj58m&aK& zn7XpWWM;|haDk}VYAC@54aM_yoHD1cx8t@PSDh!MbBkdWS}aQ76||ZY`oj?PW?{xv zd^aUzw`CfiUa))y9mSLNa`5zXMat?TTSop8OvS*!nkidzcWOhOML~>QA1cq-987h> z=`$}i1ydQH=K*79_&RV4%9v5?qdI!W>0`|9o#6qY%Lbg=c%jxcjo4_O%k{(>f$w?- zENeK+;Cd)7_@8E9(JDm^+%e}=PjoG>7b%S_pc@VIZQxXE*|?*y1(VU2F=pcpQ4TCj zHu0Dg?pgz<`;Fr?` z2|~U00Xr4ht)8u(hZ%4gu&}*l!I}tO;^|C8rMjxg->kTQY#DoxMH4}N@wKc5>Y8A9 z+g*P%P}BzQ23#_?fwyYify*r|+1q*j@t zH7Em0=CD?8fi?-eLOFF0H z^l_e_nuQ^U(EMPOsuWEBJX>aB8l0YeDQZz6O{(xHsMaKYU+yg7VShdBA_ho8F0qyy ze^O%cLQY!xkl35WO)L((W|}>z+GU1hdrfrBx7!q0yT6*9P=>4LlGuup6PQU%4r1OG zlcdfM1fzxoJGZWBlN4GX&!e7msuxL2wvtbE^hb@LdFnF}D~aL`p|mYe{Da!SpW^q( zk?8guE3D=Fr>awV0FN&qCO)m}r!%<947dQp3UGDry@|8kQAgG@3v@8#1bPO%IDmJ< zp*%XR{4)F=!8`tWP~_{{#xLn;J#uc7y|g$zr+xmWpoEWYt6(;K+mH*rRHuQya~*A! zOi60twVWVn@%X?>2yjY8&Fr^bq@uOOU+=<0na4w9oC_af-w4{hRf@LgP_=;9AIH*0 zAI1_)_XKm@49>%ufru{~*D$I+g)$WH$%8F$t8jP-_teTooMkz9b=S|*KLFn$3d}et zE{ZsqLc5;0MWIkO;)_Ciwy6;)p`oO6Lf3i9@>d~7iSDWk;4|(={RC8=T+|IXLcqO^ zd3O}KoQrdHo|0G$#i84xSrue6G3ndBa+$tbdl0WxtgWGFU8C5&{Dn2QE&EMzofN6# z+-0rzlrPthJ*Tjm`)?)&TA2GFcJdOQXaed&F@}fUCNVQfAyZ?@{hq`*9;W#W`=scI>SV3LX#U9Q@Ci21hwwhHW&j9x zY*+5G)Lq(SB~g~PG%&2ZD%G+wZHavSZR8c{ble@@Jc4i_;Fs+~c?4We1`xG24RU>OY* z5}&4ei-+Yf?tes9JQ(oVwjFD}j!eovV&JvqC`6X{4FV654cXPz(1>jC{k6MU_!w zRA@i;u16&|e7T~NM!gmV*A^PMb296@$IzV^X(7R7!loo0bDPZ>s*Iqro}OO>p@l~ z8%-RigqNhzsCa9&5Ze+OU7J^fwCagSIWuhOTv)xYcebj&@Cy3BX71d`hTaC=kx?i6 z?Oql#Ql?WhTi^xGoS@7ZVEJ=Gry8i}SzwsQPNKFe`QokhwIT7daa!gP3 z1`f*%e&%(U&_WD}49g~W$9{<1=JY^^VxllJ&~;)v{#w%>e2z3SY~18RM60;==fI42!oS_EVtj0e#{AV~2}ErM-(_Ltcc z%z|EyL+fCha-sH!=&or-fI5cXKBe>NspD>0z~hhW)fUAu3j`TIp0?!n%U;am$&@|n z;F_9GtlD!;rs4Tbwsab*(t4?PS+4vXg@7wTWEY4fWzjwW5N+**)lI?(qxs$sK$=rDS|N7&YQHd12`r}m zEOz~c$)_KmI|7%wpNe!T`z(i7?I|!tSZ6Nq!rjNBrmSy0N^WbL{ zUESHsf2@zLBrFd-7**+^6rMiFKY*Vi!wsS>qBKOlfoJh)ilM}ir}}_EO&o|<(JYPk zz^ar{1{;y+_7DkJnS2*0IgAU`Yp?URO>}$}_JJgT7)Y1@m(&=_KaZFse*|-R!DH?> z?Gxk;~P?{ zWZVs2C%Sd;ztH$f_xiZlE;AO0ZmCu?VGC_vY%GQI)5>S4$%Hj$1XC51k8zk(7{Lwn z|6QbYu-7l9!z(N9h&xV5vTP~i@J4MEx{p1_t5U7UtEX18N$B~67i;Eon?9MtB7)!b zE$43c_-D1-DuxvSi`Ms>qlebXOfG@pb4wt&RcknIFwy{%dnzX99Vwb|XYwE)XLau^ zO$#k4XhN2k#U0ix)BXOFwOM9H7&n9e!SSJXeUDUE%&HX>572rxh!L@A#4=Dj9}qGX z47+@}A_Q31KlwYR;g5wCj$d#9U7Z~a4#e56`pMNR=e!h{BmG-(EIMQa0%HHmF9UXP z!qT;rnBd5!%U*T3DDX~nU-6f!UWzNM<+$~`lW^?;$5$L~2x%qgx!UQ@Xvv_ZB}uE3 z$ui}Bafv z9^FmnVH7>u(4gN1IR;ay^O!31xp3pVp$b5GF{r4Wd0=D!u)vIvN}<0UMaPJuRE&;^ z&zq3QnRNrgXB_~t03u)u+(L*kR+9R;V{a8%p4hmVdiztKh-RBA-ER3s!E+K1cnsV> zs;Z%79Hp7LH1J4B{0jN*6caosHiWH&RuHQLAvUoDS80kAOs$fMgYJsYv80$DcU##C5n-=gbnNj?utGm(U)4&9O>3Nk>9tVD)fJ z6;#ke`X%-=*lNERnZF~vGCP98<-xot&B!wYn-G&2U+K}K+i8C5I+R1LK}PLAE>EZU zehGZ@z4pmxCwxC-5sZ&yG>^$=dy0MCWauTyZ@FYxZ#64--zLqBhVD+?U0(B1bv@SZ|zwtng*$ z7~AjGYR9~)gOt2H4@|?Bnzz|QVZdP)aCvC;buYQ*Ta+*H#MfnxpvPEpxN3~PjB0cw zbsn;cI#&C6pjF#^j@KWTBFXnisA_{wq4y;1)o{a0FqFOH9gmxpG3M|493h{JA0wt@>?y`L(Ps~w- zjNk6lOeF3S`00D&Y(=s`(EBjd-kGqghk#0mskLlO%6(qT+JwM4xC^)(zXo8F)j{>d z<4)^N-^+JL(pJ5baii3BnLydfcle!vV+AkFmK#-@n_v{Bt$~Xmm{-=2gunlov$4cZ zm{36|lYIgco-OWfVFVP%oDFIc_|+iY6&MbPj?okl-X*5A2IneX3mB(fG1kVPp2?HThUag@ z97^!nCq>jr3)UHA`rr4xVLPLt%C>#_Xg()gm$GJ32bct6e*+^WO<3PpdTU=+v8y!Q z9)r}5 zb_607r|0UFZR5>zELl zIJ(4nQKsX}(8pc}Q-1SR9Is=L-#LN;0nd2UMSw*P;I|`~bz|Jeab+)3>yh=E(coiW zTt9G=ieUE2>zzDiD2%yRcu0Z-9Cj0kt$555gu6#PP6ZE#`rZPYK^-z5enjr$I0m7? zYtmP!4lu99Y?$g(qlr#bH=CZ7gD4wWh_=3Izx$>mLOfo)pdiTsd0vaJK~(l5G^|v7 zdF-#&j35@iD`}i-5PPdyK8LTz**LY=t8G3K-;XN0Q8WB*^%(HWEl)w8hldDegpr`& zz0le3XZ39u3XnmuG7&HBkkYlYuEkNPv%;0y`+oEuIED`m0z_<3uH^y@+M$Y+g+`Ks z#E8xmqzdAo!1-|AD(C?;@C^dy7>Z5Dn023;07v}ebjJ}2lc|{Ra@#0**Rh&_T6(bY zq;5;KPR?6A&r3SyYp3m4Hi0+kyvh4vj*A12KQzlhn5#lc^t*TVX+r1~{A37emaOWb zJuDNv>iX~S*t7$tlL?y7zG}nU_9+j2`h{vk{ISPh412#32rl=eZ$cPvw!h~**L3wb z6TYftt8QILaf=S|Ud++RDXz~!kjcQKvU^YwsB|k*0w90lke`h9`&p&%vXR_^q!Xp^ zN8En<^^js|wVP2eshCPGXa;2-qHs3M9OT^6StB?g5-+=5(3(#$cv?4EY3NXUm|Rx; zU8GzCmQAl# z>L7u{EuYV~J^WsoE=n)r!`oUE3b`@CP^7NoC!E8F(}sG3d-hegome@-t5)~2OddDg zrONHXlrZ;3^M_J&O~4dw7mxi#>$17JB4U(Oi5VH|1Rs8TA{^XQ&;rHd*eaDuE7(oJ6cmyhn1a@|Qt?KJ?9GmKpRqyY871$Gs zO|P2jqf{r&EQV-X@5j}4d^BpD=OmyJG=lC~?%UxGsf3ANz(ZKgLa1AHSz3&ooEU6I zMRh8WC*edBo-VuP0k(*a3RRcQ@3JMM_~U1RXk)xXeJe=3YORoX)M%@7l*t;>cJ1OT zp*e)WoxY2#mbAJ(-Finx^<3D`eIEOx!gS$YdxfX4%h^_|ceTfS#`fvfD3p-*bJGtR!9iZ!qAkeCD2 zi+WVF5$yS+HC-!zNpJ6@xJ)*9>EM# zhzG%$1#El=l=%?db6qkbJ3{ZcI-opu1&1Qj_ zKO`29Frma{F)#!!Z+M}dnE5)pSpu4R$HFbWqqU(cci(gFl=5n@_T7K|*zrlfC(5!D zc@ZvrN+QbNXQaj|I$$CaX!a)&pLp;j7@6)RTKzSqiy@bD*M(#3T4m}o8o@k1@q%eS zsic#L-dvXsG%w}20)&^CnAx^=s7-0Ihc@CHS?#CvK27+3c2=eg?G|gl))uUKj zIBlc!ph&L%_};_^HP5u47q*SqRGfWAr|V{E4gcIh;0x#nDCde&zPMg#M7R_*A|weP z_^NXa?ZmM~@_|C-sN4W6!1hJJ(FX*r5?r1Lh;U%=Ayam-kZis2mo^rMX`>YMo(DO9PX^%HN?hqScdW4Ux&M=aRigI!rQwsPum5duj;P%+oj$amG;?d zpG&7+HmR$&ONhy6&vBTVZaOOtYjAu-<>tO|NzDzK-)0+i^z4q~-qB`W1O_aF%vavu zbXXCpXmYSGE11{lHxS*_;6n)GVK9e2l4JsAB&4$TzgXK7)rTzLi&mGiwhzl#M-`ng zb^|t@H&vNh%AE@hrbYA;`K~*O6IbRHhcX>(loE09hOmBS_^+W&9$V>>)WC_86-l-_ zSS$`PQ{TG?>N<<-aSj@Fk8&Y3AkSYz?5j&?U{t4gHKIP3zmHQYB1EsY&Fe=$ZlT@BNGEYrUs4R6ep>3`v*o+Pare#!?? zkAhd7(-OnA=qw`!=m@&x>pkwt#4fNkfr`62oViEZe5XG;*f_p?=1;u-JOEGQ^A7jAU*;#Vx(x`9C)f6cJhaveUXE(s z9}r^KJ15N`!0fliNQa`eSt8;sFJx3l?=SL#ryCEH29_ez%v+$|Y~0yjI8OPTNPA%2 zQ_}y`T{d4)&wc$eT*&RRrp<)J`R9$7>Y;r@$ZadS(V5AGbh&dO(M?QZ z&!0B3RIZepP*G;~2VvrC@p^m#jgGK<1KVor>j^P{D4OY#tWJm3RBxkk*9JRjJV{8XEWJTkzfeaNI@G7(!KAH3A zOM)~RJ|vxgIeDz*DIHFjgPOZCyTYP9@Pbo+S*t=M(gf9h@F}b+t^}E_w0Dtw`h*xS zcZ=ttBUh(M!Ihe9*S=6dm=FTn@^*agRY6BcFLR@ zS5{b$xdBR=)Uq^DWYE-dSb(>Q5>@qhcsdx&>ioMBBNibu3eDLA<#|5DCYeZ`yZAD* zC_I|+>qdC*o@i1!mnpbwDd%t84OYYv57P;wXJ274e|oK3|IW81&w9^qq0DEy1iSAW zi`V7vbAnNVuP1eTiQFF8k=tDLEiZXpkA1w=I?ozidY_|16K2n0RQHd(jzf~l58u!Z z5c#f~a#jSq$gzHQce6!oE}wV_gx~V~vbUnHXgJuiQ-uJzIu<)S9s~y~9EUU;4pL-q z!i6g@u!aksfa!=EAI#;`e+i(tehQjNiqd-_jaHeDk(@{paY@8l5<7WJ8I)*!X0OUB zYciGk1jC2CzJ7>!bHaw+$!0|P9sNn*(;|si60RKKhf%rdorkMetFe=JNc5Hj+Z}kk zmZCC3WmU;ssxQir7+aEgoo~zu z%-ZzU5;#^}5iszbbFFS9~L=ztvsj!u^9YAy7R(D0XYM>KVC<~05t*kwNHdX{m^OM6e@qv23 z$Gkmj_dg1+f@Qi7b<>>Jy#XWoo%w_+=+IU9*(GNGYBdG^Fkmz7&V(}#byfA z<5-oe&du!UbsyxQ$*~s5W}r(a&54Jk)73Rn_T{Ew`46jmhq8lO+c^C}Fzux*2OoVZPJJA68FPZlmpP?}yTv6ar7d zU^aw4vRx8pyC+s}wint$px5xHo|h{W$NTvpX53mH*XtNrFsO+FflhTs-zR4*KOS(t zS7V-kb4Kc6qf|#OzlK5<<*v5rGW6bl8SB(6!PC=eNIF{x)%ZV==F6TBR zj>C=&sYF(=%H2DJkGI%b7mTd z`z!)0y0i~GZbW5&m}z;a&22PW}sGck`1C{&=5SQ~5N< z`6mH^dAIYy7{zg)suND^{}Qm6hw4Xv=sZ)!F`DCb-trJS^L?N5E&lcC`<_iZqL|%b z+a`xTl~H5|@&b0f<)-lUF!S93JAjn8{Wf19Y#}TuW+AfeUzq#-)*?SXx3n*L-79yb z6Gkv5KlMVW<8TSW-8z7?lq)2FeNP!fgkCxE#~BSpI4IOKK}x15lT8e z3|arkcQ=FC@rn4E9BjS0-OHH6p-m%ecpEu~!1uQ^v-XLi^-Vf4DuT|SQ#;Lqb7+!{ zRRI+xp{XNAcu~#T4plZr^H@EDQf(l zWhxojZR$D&vUiDcV1u(HFBb>wtdz2SCY|U64(h#A8=UPM%Ievyuv@Rv%kzJSe>8l* z3yh7koty9t2HZvZ>UGw>&u+Gil_u|^h3ffwqUrnm`qny})=JKwsxI6eoilR0VLYH% zKE);8-*G7Z0^Iv4MFM&ZPIiRa1N*|pZjSPpy)IrAPv~m6JO-KdV0^y`^tK)T zWC(TqE9$7qLh0@GqcyPXK|Q|O1&*&$kfsDa1|i?zA@f8~fV4L`QV82oqjp5I_ju;P8X%Z|QgiogsC7TtHAdR~(~wrKcp~bU&BB75IIgLL84~ z{d1?y7EC}tXtON#wik;vlEScQF4U$Mr*|-@dlg^Hl2UkhVYY^F9qJzw%iFMg2 zqwr$%C!#lh;`!ey)1L8QYMtM4TW~Mq`v~KZRve|T{opNA1An!9lV@^#k0l&YqG3My zLSYZdcD*6b+_F;x5qvgWcHY4=!C-?+7q9>s`tbA=@|Zk-hGX!GP?8KVZ#WEU1)yTG z6^*HQ{2MgHxDY&In(-I*B_ZMQl63%R?(fxIsTbA>Ssk~Aho=jUNN9*i?zE56Xz^FOhxe?%yGXe8|%r9UsZE3*)K>;>Ef+=-sm)+uD>m^bZKNu zW@b{(s4jnpniCQXARA}rgjmW^5D0~hxHsojS&z^Rnk3@U)_dLW)1dGN+;W{{!1Y7b z@IegyWlv`~rvG{rnC&1-L{|Hg*Vh$lWX=0^x7G3udmR6qlKO(uAsthc>+Dqo6xPI) zDlMjGMtEeq`mgr8;%MlOJK>GSuR74B3WdwqWcbuN3HS0injnF$$4f2-daC_<0YF+K zPo!#%^5=;DZ|H7Oy%jjV%D*~CgIb!OMUykFTuTNJCXaUyHcX(%35gU_$xsSN^4?(Q zZttocyIc+z#Z1>-F>SDM9)s5z|7x>SOy~Dp@XF-VPF_L3k(lpY$aX9wze9r;I|;F0HuV_W?|apjGeRBE018@(`FO)8@TM(hrd z0rDA9MQMhbgX7f#0Mua=hKs&ESPk#}&{Urh#UVaT{z|{;4qn%dcxU+QAB*NVwF1(J ztNBqW;6K(yeidNlcpR@=u2+!{2QZ0TC~R`gB|ARi=hIWMj1M+4ozrTPM(nL{e!mQ| zV#pAQO7 zC0k2~CLKjScp+*}XnI1J{R@OrV^dUlpMCHpfS11>>`XovzCmm9#X%_ZvD2cb@S5+X zrMb0JT;X03s9Emj=B~#R^dKr^-8ITTIr)x^lSmK>*EJB}W52Q76`;M?!*pG33dW2R%ehP_50?R;R_bGIC?jkTAzbFZ{jSgt zckxxLT_<>&c;+=yOl_{YD+carN?NN#QpE%E(wB4pm`Gv7Oo>8A22>w%KKI~W3%0-N zc>%|C?e)_}0>yxjaqZeZUu)}*uu3tUT)Cu03#o)RN~}Dqr3FzX z<9DmhZ*NDO4>iSA?(@#txWSW#xQpXTUb$s1$LL&*U!dT-fwo@eq1WsWBZq^$Y(RHW zBYNMzMoE07*Sd5nI~gA$j+K{ftnU^KoHMR+ZCtnoXrm* zQoggL+*j)^j^VUqBTEM7l@sF&eX)~CWwJMuq5)V;fOhOJS{8!^5uD`VvqA=vFY31d zR_xb+mrRN7Q1zhe8e3w&`eBc*w~%jDicgG+?%3>vVpidfOf7Mr!r4=iKa$eGG|qRo znD%7+Pj^+xad2@6S;9l{b9oB;M$cq zVJ+g~dsn^HXaG+_+`vC$GNg<$4X-FH2Es9wrSut|*35#`+VRN0I;;&ljceP|eZh)r~&`&T&!bf#*)EA7vGn`-i2weKVmCrdyBe`X$?An&3XC>vXhS)WbkPER$Rh89H6S;omJPThcl}nkUW4s**Y9 zUr+}^nxFPoqooNdf|{=w#c*%dlZjX4ZX`5UyDZxxHJt-*4C=Qq1<=a+T6q|uBmCdh zdMGdqdHj9G9;8S|)bo-cMnIkJM9_vdvA+74@;K+jX@7-6MayIfX^7#TtYi?*J8Z;f z9QLjyX?SmjANJ;}`bj%NAD{UKObjhgW>V|DJ%H9boWpyYw1W7e!SjA^^8#wSO}$8T z8GK&0)=hvR_AHdb$_2GJ6yQ0vf;rC5$Gr^F;^UU~hfKONJE2kj%C5VPW_P_GlDfjt zH{J^6MIYO+Do4l1aoj}ZwwF^)C-`gF6r&O)yd;RTx!b?>>f+w_wF%c8;jXty7MVv1 z1G@XuN+67Q95?pX4^Eb%0GPa&naz4UER0D&V^Ho`S(47syE{}A)x6hwh4lKwu0SXt zwx@DE*9-INVm-w>u!y(FFMBngakSs}-#XE@pgmT)s*x#Z`NumHvPFvtoZ23(oRMY= zr6{))mH5uValqw27iWTWTTc%zB<%wE3nNlb`~x^EMb`dY(VE8{Q~Rs53HdZE0yZB# z8u?UQN4=iQda=Lo$;dz!f#xmJ(uHwGv^0b0 zzNJhBy$jO27nL3BK80Mq6q!8NxGcy@ds~h^LSXcbMv~JoRpw#!{jvX zH|FZJu-U;SmD)#`^ue1Y5djms;71TPL?nkYz161gGBn$9M2g2@V9uiPUby~Dob0@2 ziS_(Wtn@zX5WbBv`Ns|WH^=?d<(2meK5~TmYlPEkh9zf_dJA$#2PmAT>#$u6uycXJ z>~_?+!7{Gtph1!HFX2W_Fu?mOlJip(xC*(Uk{?f$q zrHL-qRM_aa8wS-nS0cK*rW7u&dR&NXRuBp0@)5*=?P4`rPbFaGY_F{$wYNK@K)3~T z=0Y1cF-!niLML6<7oGudH6Aqe)QRlWTa~0%_$!Jw2IvrPs-7{$zVYlLPNe=dh@#M9 z@HbWniMo3NgB)Y~iGjAf zDjsiVD0U*E2%&3dEwUK>JbvZfX=cGC>Yy#BY zh&Dh7!X*2Q95M4ZUfPY`gI)>@lTh=<1WRr=CMJxZyFsbLO4fuJAooyDxqPQ#+uoaT z4t70lM+!_?>@`~fP4g#2aBnNn5A2yV0x_z^4Q4arT)*Mk?Y}@E_Bq>8UYPiOx>S)B z34W8Dk$e(eMH5VQ5{}L6&_*-A?FfPXCxShC$w9v)y*Qy>oqV{$v{T*JjMqVEatd-% z$=5??To0C%S5?t(?yE`1-w(U0%QX}&axdRSf&)_7hv9O28tmZziMbp^7s&Lx zKZS;Tyhbz-+xv4K`hv9L#n$7ywq-{iCghT|9y>0tz4cx;Y=#f-1@N7M`*9!Ok^4R& zx7~oFB6ugDjN;&*9|!-ft*vtG*fBYN{J5Mvc~VZ}_|h3%?9H1Da3_L;|GpTo*koYP zph3cK=+L3k+}sS2q)jTpsM@y&IFXn-X}nCEJOLA&8|7_G23~soE#=Xkefw4PYBUfH z85vJD1_I#@IBj5(AVD#|}OX88=Dvygvr&d1~L9cjOobqG{?}>k&QPHfG^X z(!>i(If@sFM_sc-c0sBTB@@LOm7H)22YMT-8iJlk?MqN!O?n86kL8xHzixWr$2itC zREABT1Ly3#>jNn=Q*M6%q9G5;286kA`ecHL9IGpc3XnFLsSN3ANx6&4{MESt06+jq zL_t*1QH?TFL)c%?A+@9ZDsyp=)v=8tj-%eLBKc99!mLV94PC?ZX267#lPv#=m__>d7R*4@I*}3x1u!g)7M87%wm(<)Q%Zcy+5T#sR;-&dO7R$?*5v z3_su5?uW{7z`=8k6)ERI-%E1f;}7(hC>ILy7V3zf{Ydka8Pe1;TF&5A?Jx$d(?M(+ ze_-~H3=u(4o1MfVb?7ob6*Y!+&}Sei_3LG)QjQEBJa(c?yXz6xp?ia|kvOu!3Brdz z{7YOKI+ICOGA)^a2@jSn4#by0Besf^TZYs1q&!A09^S$eE6{J+qX}3 zP6jv$;Kv;SP7rEQ+$|V55N{G-LNFNj7C0ejX=#zMW5=qQlLCHa73t+<=dlOxQprTO zVzTqXE6Xq`Sb+)53A|sBq%&R`%w~Gocsl~e!A7~kRQ0h$(;FAI4=x&xn6*$>^z*QB zMRfDepUl0-vVZjoIey1B_Z+%cmXmmUVI_O`%xh%CjCmFJ50bEPJ4-vhS_^#~S&FS; zh`szw#zA}1Erm2Vu}oOGxQP0<_k(w&KNb$I!4bnI-1&%g7#<3CF#VfH=#Jyb1AAoW zJHIR~pungrN1=-}3pT3`nLEQ-2k6|)$4g9yj6P*%22XK(uu;bY{1jM>OoDIrVUo$q z^YdYOPk@rZrr+}^ce&j6%rJ8T#5+Lie)fIY{ob-{sZ&0&8Msg|V~RnN!4e=b_$-Ts zF+B^eE4$m|(WRlflq8|s+5cif+C3TQN;%G4N|yHW^wl1+TpSni02zf(@E*|sto#?L zq1fH$BcXz0gKl(e6#D7(OQ!idE|`rFK2%Y>jrOmY3{*yV`N-w*poutVJ>j}rD^_wi zV488yqe4j_dse;0Ub2$(z{QxK36SvM;9v+I2)h>(fUkb`VYzE~~Ic7hxcNfklzAwY4&y{|IhQ|Domciqu;0g3=QNG_z$S_Yr znjNJ)Ea;)ZJnN)43NOiXM;(%cb|jxKoH`*p-+W01V`pdToe$x0sUaFqG7j2#WMs&= ziMUkyxSVM{45>u#ms$-sraR6gr;=$gIkzMy%cL`o-9nh29ap}OQDQoweRG;UA7iz? zehU1UY4-hmyjku(OlU@X&fU0~pZu&0&3XJUgbxhoP8^f<&;3YtLS!w)Dt1U&!g2`D zOK)1-M3sXsEl8JjbLps4YI6FjF3W(co-pRERf6(~tv*C~+&<(!Oa|sW@+BEiAcc-$ zcvPrqVdKw!EbiO_{m&Y7T2I9?-Kk##x9Y`EV zPNSMj=!Gf^CJmuO#?HAJ7rmxp^*>933#EZ9`208I2yS+t4bN}+#1OxIzI(QrEB|9g zwaDilxlg|E*n=`-+T>g*LF5$&%SVqMmCc(s%Z?p8F=xh9y=cvQ5#M|AS^34Q%T!b;cRad|V!mdTt6Hgy zm&YF1VHq}gmb73+F;9_qTV8ouF5=OvJaq}LxbA*;8ICF3Q#cvu1F1tTbFPJCoJlyQ z@Npj6fD5)N4xW^%les7}JnPNxWHcSc&+u^^XK<> z0e2i{-uF0!6W~Z6L`Yh_2!WCYZUcwK#x?TsL3=zv=Hy&)BttSShTL@G^UWT9Kj{kM zhmYV4EW~0C3gTOQa}++$M4Tbs5HRWD@cO(pz7VqdSi^`?4SfdS7#PF{j={=b*?R)K z^uP7B=VdeQ09`nP2gNGtl%J*&6x#rmph2hVhjQ3_oR$;~U=~l$a`!;4D5IZtGaHA@ zUM4}+z?Q++4bu<~SbZS!in4L=F~~@&0qh#Jodod(u_yM@{R>@u+N=< zwQJYPh7B8ZK+fYqekYd}Povy8G2qc8PDXa_+$pP9ua^1q=gZ8QGsC+DMRAjMR=y#F z2gxlsGBgAHSTt|8eEWM($YzLTy_hQQvIy&y>CZvL#GCKIgG7UJ6L9*-0eyTZ7bx&N zywSZmFl54%!bWGr%=yxS^X?~hZPBgoH2hXyUCs3-1Zlu^af@QC3%W8${Enjpyc?27 zfV@|<=I_2O{fCXv`$s)*<TtlM<#vfWEG73yQ;1uyT zYPVv@3vlFn8+NB7HW(OBI<1bHO9dTuT8zX;4%m^cN*D)`bT?O@9^agVFKchXV?lEs z`W$45XHNuuTxPmRRS9FEoSi?kF*H!cSpT0^);(B%H-S_p4bMZ?5)q zUd?%U`O@Y}O}y^-HosI+jQ7Eh*T~pKHx~BGOwnN6FX%gHa3DF*FtNOv**8Tza3$Ko zv5s2_k036esp3{0iA#QYM{pWJdQYrQ^ZeGNTkpkSJpcSVXKAx=nYaZ5r%L5gl1xvU zodbkctog3?O66A1`WJSRHS-9G6}?w;!OJaGpCAx@xWe_j9GZ2URGigll)kDIedUz zDgE3~B5I5ZBd7|%Vy`Mt2Z0eM_ELF?v#g4SQ&9+tpggi=gRJ@Sx8)=xG!?aHyeBf_ zo=0TLE%yk``6}Q`IB0hE>hmHQF2I`~c?nowdIXzvwNU90K6J5}eaV8)eLZt`ISs=p+#7lC+kb`$VVOFehM~v}+)b31 zWQb(>arOwx@+We+T1;uVZYAPsN#hlq4z#6Lg3|iIY6fDHbtTP>X*!BK0A(K$9Ec0V z?4O&dF{2=bmySVaUYuykPm!Y;Z8^#`nUh`k8zRuR^e;MSEsV7i@{RwelqEn z`!M_GIrD7A#$($rpT*@u4p^h`>1Ky#&&oGd9=`E73p;r~=GvQZ=6y2CqYdNSV9o{$ zjImM`(NT+k5DNz}jrdY{M=E)7wH?Q+s!`;d{}J`2OKrFW`j)JJ_J_i=;CYH+`$C-T z+{eDEFI4ux@uAE#dx&Cj!kzS|mjn95KMSitvVQzNCkw{hHIHCHG>RJr_ZP%WcXJ_Z zsOajH3+LcN?>s}+#Ek<8`|`rqAns+4&!W}jf_>OJgjDGw=6d=bm00Jkti=3)Z#=}zX znc3fmUuwY1>lm917=vOYg{g|UHq6osD>+jk=8u;wvokv$Jv;Xe&;4E8v80U?f$38w z%D?zWzb_BobzA2B0A?bO;cVQvQNH)R@5#p>e=MDGC!l09a=}PDcQRJ2SRp_A+0XP| z1JgqHJmvdymtgkvDe~|CkAJEctFPV(f#XPTtO)Zxi=r~PclB}%9Co08DtDiPbxbd| zzWp*p;1xGKT!G*l2mLWAvHI!jdHGj&zs$zBJ~8>}GP7dNFQ#GS43noQ6=(g^-MDwpZ_gfI-OKl4*ambxrinowq9oAU2M4M5yEU#tLKIUYV_vB^qX0w z36*$zL?>=t=on!?h!S1;wSQ2!yKH>d@`1@BB?q|?EIE+;3_4FwhA~d&h3WR|=0Mlx zfKCJo#tdCM1^Lu*Cy=k$mr;Eo0HhZdp)(cwEKUj7b#WY3vJ1;Z*BKtM$v`Z^kowRN z^KO)d(p%;}`qk3tFP=Xu@BP)Ex$Xbbp&TGPyvY;B%K!F9zbkj#d|hT}uB1~W=*us^ zEKfY~guV}u3Eag!cy#Egr=HUL1ZAWgX+cI|CJ$(C9x_<|zu2wbv zy4z$hUM0*^lxMvimkcjJG+AkdaRG-0e4MOoxCwYkw`tTkgt~eM6--(3E6vkt08xh7 zUL4%8rquDH5i{q>yw7}HD6GH+%+*9k*t+CeVKeMvN%GJp1WE@y!-+sZm)SKOEp&$- z;pw6GRe1TmCIx;sPG#ffMd526`wH@{rCju&^XT?XI7;^43*e121z;84wT7!ebOkzO z=hGFKm~N8000*o#v8}47I<`~?Q)Jkz2R>JruY6$a z07Ou_t;JZSLD&>K%D0}(gU(B>`#&o82wwBlSu$+q0_lmB2-K2{5AksjS5#jMQ+1gD zK)$Q7wa3pQ!H@4``k$`Lpe$MY!%5h(Kl|r$e9w+j+uqae{G^I8){EpG9^wnuew23Z z4cW(wx8VnOrmf7EI&)y0vCy!ZLVBa321^hxb@w5pmIbzeJm!l@l)66NudmQ99X z84dhsHau`Er+iw25K4bCbR3_xF?qU=!G(_F@ck+6gQBO)s&l7K>V@I+C!NS<@*rQ) zznagm8Q+6EU_Rh$=LZme%ooigngjos4u7+U`2#rLtaU+g#Y>K#JJp)=c~ZnL5ECjt z=Fl;2@IjJh@;&M1+vAuz+2#{cr8&{ISbL?qCYVVni?frYTmt^Lc>Pg7t-N!1$?|MW3SjT=9HI*fjv7zoTgV0IrU z2+Y``Mx_rvn0wH!VHnQ;Qt(^av*<+-6;z<~0Vqc&sz{npP`?~rHa0;FfO6|Z#8hA9 zqHuVbWkV-U!O@JzOGm;7Vc!4i|5tjDnJJ1msW=fxsu9D6%D2Ap75Vbx4=24sJ0$~A zD$lZI%k=Ru7RswdagxKy0Hq<_bkj{TX3Ut(3)386CM#qgJbw1C{^=iKcc7pA@TuqJ z*zpq`W{n$IIW*avwp^_>IxE;2;gME~^c*!Wd#8vY+fnAWzk!RxkUHZAP#O4qXKR?0 zgdVaHN82V`e@F4FhgjvDgrjqNK3Fa%_vM{s24ej$NTW|vNpp67ltfSfrudzRl>}tT zm{B)5spTY~Qu!sz`JULjT~_?XzmXe%|4*<3Gy#ozHqW@qJpc2*i3_ENW%Elvasa+OQTbT{mnT z470eT@tqHhU4#1`eFrzEBT2aOxZc*+UXXojR-*qUMvEl@SSKrEaD)B`p{66H45p>e zLZ$n$eWVZ5kPe~YbG!_HTz3K7ZvpOjzyh0Lw06Ci_mL!~O4L1)g}4%=fi6soOHb{Q zWQEV-OO`t+$n&e6!uo~GN^1}Uyi>E&3#M(9+AGrL-vWhzc zJs{vlrC2H&{P<)9Z8yiyEVHrd4SPFbIpEg?7-&eWg9(tRT|*O47XT~*jV_f?7nZ;7 z<8L;!@55!Fn4+guz+d6KB%rJof7-PhJ}||Ha_=5h+W(Y zx`-#`LuTlXK!Wb3fdk|#pZ%2l)>pGve{CYb0W;qapx9Bq{+l;w$RM>#JFj2AUViz@ zU+N=iT=maVmTtn>#|gn7{myU5r?9g^p4LOL{8>k-WfAtIUVA(&!8r;wu?M76&Bo&+ zJ$hACjaWd6oaC#8=lS}zuAp)iwamwo>IPu@KU#%11UAR;W?4qgSt!Hs?gnNKX(in? z6xxy$q%kXk0{6yXwMZ?8EAyH@WmVgSv*1noUmE89AFhzKPyUUZIeG}*`7yEKU-aeQ zbr*`YY~<5yzP0FO(_0B=EwrE7c+1EY=jgK?0ZMFRd3Rs5`xJ$(jH`@`rM?Vod6+1b z3}d!PA2xZ0OvEuiN}4O9j_uwdTVH)%&g;c;!&4??Z7}2t+c+*^*++Zj7x6#VyP=+Q zGNdDiEIqwPjM@(3K%C`22k-cefH6g$)vheG>G_xll|L5A58v6o;LPWM~*>~=euzMySGAFaD;sXOeH_IJK?BKaj!m3VX5+k-G{df`f{yT4#Km6UVWnLEM zL}2%>-SXk;59P#(6FLdtM8Lkhw+FI`?z%pdHuTCXuc#=}tO)@Ny``JG1cc*C?4YIr z^7~)^lH7C0%@8}<7mNqT?W-}#%(HSTnY%^y0ISiL)Zsk@FO*JLdRu<Ak(}uFU;l(G>W^fpguQ(W0=|)Y1BL4dEXf1F!m{;}w@~Nw%Z(0_X zMvoS)itz2Y?7Ho>XJyOFPs@266Dd->H?ZVu-;xnC=3(AfMbnu^Q>Gg{EMJQVQhy(j z7r=1j=^l6(X9c_uRIQn`r77p`m(et+a&CV5DFv*rO#8$`x+_5ZMd~6Z^V_g1aBSyR zU8Hjbh@pzZ7U7QjdvsRt7=HC~vq&|%47?#shJTC}04pvAqQR6o`flbI=st*VPJp?w z6n~v5;ay?%Q6k&!$;L(!p>7Q`bowj|&vph3ZdA(%`R%WMRu(Uq6HXXv<&9sSv&^;PPKHb3?}_p;9WP!- z@`IBhoSkRRIT<)t2RYD+kWw{tP9N?Ogs# zxrp7yA~g*6Hx_>JxA6ky_|D6RD>}RDN4)DW^Lr*9H663)I&7eo5PytL_sG_d^?|YT zr#gPjv8e1^J^uB}Q{#z^Hq4%_>kug0yW0mGsDJ)+UA9`usnnfII4uZ9v_2eDWp-z# zG|RH8{bKOIYzDjO?0-dgeM)>-mjd4GUa+^!~-vN#k|WRZH^xl|l~8 z(>}(fV`1o-%7C(T1Y~f2ejEcJ#*;4&7b!{|IkIhI`HRD0Y?VZxZ9ObIAnHMCcb}3h7`kiO^nn{-)_CfJ*Pjr?sufv;c4^X$cM8Sv_Tcf>0(BmXN;}?uRgUl7 z;n-m82=)5!uyu+4BC9;4@+)LUz$4hziF(SHilZ7w_B-i)PlTn&KZ5+#H8GQZRg{&P zK-cn#wBw+@|3`b+W+Wy7R_1ySD1Y3UM~cE-{V-0)bH8dtaTeqU##C0a4V{KiNAsz~ zk?m6nn{;7V3(rxV8;I!OFYxlsA=4~aJ#|omR8PQzVFQMbO46BXzkrupx4!gKIdg=o zsg<;7XF;a&^Zt6_obRU}xliuLTLL^PlvIT0ksuC;ZAZWc|H%nJ(r(9Rk~pt4J10Y% zH*ePW2*`sp#kBSd9v#yQo53A|KA1S&a^1C%Fm$i(x>V*&T5e^#rN!;steT|gRs*vG zs}HxywBQlm6wH%vx)&lm$C^v3-ge^ygI$(97qq;+VRsK@G{LyV6%etR_Pgjb=20kOTJc~Z<&WB~@{htxON6}d2mC>pr z3d(ua;jVxHDGkiP5hL+p_jS^@e^ZGBT#~~ZKEed>J-qt?(ZDJA)U5=jt_RYQGLx4Y z!)tmTtnZftUjyG=5Wjbi%q}DSxO2>C6R%!nY4aIekXj!!%UpmW=4~Xz97|f#;%89i znSEA4eb^+7!6tPhBSB-|((O3}R`3xv;w`D7QtF2>;vEuqIi981|8u3XC9ZU}wM?RM&(BKnAP22jj!n!Q30KxQ)B+6FBQx?y}e64Ij#pjUVM+^zajG zlrLN`S3dIy9y1%>oVs$&mwNe{FbBaL@Y;YsZ$e-&jXE~uuauiP%D~2$_!!xS4IAWx z4?d7{=hBZ&*o4523z^RQ19#qXgWP`O65Um)ybzbXB7D1x?-8@hZl;c-~EV8zV*J+ zZC5(BGOkg1_sf2f*@a^1PXFAbxJ>+A55_p+w-BS|EYgSKiZ1^%H5bv|?^}&~Kf8B; zKk=5va8tihm7j(@bM@&nuH<1&`c)rGUI^CAyuKwb?A7a+)?QgJke+JhQnKvl*)8YO zvBg~tcQs++7@W=UC|yWS&x()Y4!m?!_@{;O+z{5MvFy7f7qKhQcJ3?+B1>Yia%0kb zIMU&0VZOPMxf+6Tc6?mxhV$+>>Ioct*0|MB!~J*Og4c?tf<6{6E8=N7u}1E=E)&_w$1)$n=pW)@e8!VPJq(A?h-V~T z`7J7k%#%YK*JAZ}0|_rjUsf6%2L0s5VpW^t{ETk8T~?yoCWk+TZ6INMTv=_ExreYm zmpW<=k#-w8nFF=tTv-y6xXXr1!X@!E(#{>oAakA%Vps#R`uS{ceMg}U~b zX|&O6QjaDC2BW~SHq5yc|JoSYAk&xQbrJxQNL3c~hM^-m8kuoRZqZdXHe5xjb=wB4 z%C3=%=g!2oXOblPcH+JL=IiCQ8<(bvzvKXqy8?#}9a5Ye)aNy#b|lD$p_^~F<1l)H);>0n`~2WF-lwlXQV z(1yv07y~9W0uym(rO&{@%18RAsdLAU$|3Aboj!aZ&AVndKJ$JEM;2Of7h%}c*@bw9 zO`0ZS7A%!LE8mJ>>zMZu(i9W;eKjjSNx$jEpGXrV2Tg)>GY&Gd6g!XM)932_fwM;s zO6#^wb*+O@yySVA5*~$6Q(@h(E+`T1vRm`g>e@NSk%%utu%I+_;?z>RG?W-}WYapm z_hTz-$t34dkc91uc5;TFsqFM{LQv^j=|W6~G2PeV>ZqPhQAe?6g!kG__Gz`M#&X1` z%8SV}y1bzS(h!_AajD^N;2x$mF$sjfij()FNioNwOY!%e2AkI^5z6;5pudAFYH4xXmF!Q8GfO3d7JL zgXQ7-?!*PxiKzoU?h5eIFm(>d*&rkb_jL0=M&jGk%r;1`AjosDm3~e{_>l$yqeo0WkI;<6l=m+Tj@NjfDXW13_%-;`chA2xEWP_F=tb0sW&|vGT*21^t!U2M}?mT-|V;-6+>DS>R;gCkW=il`GpPPo50LhWf{W^2~Zn1_J@Y*byOvH@odJB%;*; zJZamyb*sGl?z^&M#}45DpYI#+%svOzd5ZpoBRuJ+^dmlw#ybxK2M*N1cbQHxFAn-K z4jvaGeQ6U6#=%_*>ZHm4ra`LEE!QoQW=zIh0cD9!esp3%_P(&>dv5U8^aOC$VZ_4u zI5Ny`5)qG+13m5v3>rPo#R2a$)pqW@uHGNrx-reW!*1N|+Oz5{l<%XZaE*gRo92nr zOTl&nRmTBNunuorBkP{}E+&A*tNnfOEdA6w9+DaNJubWhRbRzA1C>#xE8HD)NqFK7 zJ_~mR>Du;#{yw<$H+<$bGO&yg3bgshc5RUZSXj~y)Y6}&UqSrvNp;C#OKE@fHM6Iq zT(NCUehya_Q|RuBPDT0i%c(<>|CjVq3h5&@D32wGkt^7s(6e9-ccq&#mFSRPZ$%=yxrZzYvbr|`zmg_9ZLh*^L` zMwUR927)A6$~f>hvzpYwcchsRR1T7ScP8g%X44f^f8Y|3i*iA4Dg*QN$epOM?pwbP z1dPCa0bax_R7fbdbz33Mk%LnG0*dp(4jJ5}7h0!If^7B_#TEGD$B*k^-Ujl0ugh|+psoarCHb2OG>olw+2D%>I0X&s-1Y!uiIW94(xjO4cYX?w*L?G^m4Wf8E@RG% z&+`k)mK#r?@51SWcDN86GinuJkG~ZsIAG6MJ{bc}@m& z;9tavxWCIM{<_az7FJzB9fZr{01jyk^D@Xo3-92F4zK~Z#i(I|n4Fsdm~P?RMQjU~ zqPqY^6`&UXK7)oz^Q4(Lqg5;ht_{a$TJbo{iG5h1ChftOLU8EBJX$nwjx1hy4OZe= zBr6qH)j1*1!8;}aHi%D70J7{h*tc+IH=XW0wnIAy%{&IgbNHMLG*a;aF-|tPvd_ZM zQAKg1JTgRHr77MWpt^{GavLte+77|!k;CQsMc2sCAt|rsviV^qB|o^k{DtoMxk-W# zUrC8|P1LjhTsUAt)IDYF;#*`81`>IdniBw?=jVL^4acxGelGU(U%ol8_k-nnCng;t za^-pTiPzszS|o22^6E5cDX&9Wk8ub1Hvarc$fAE)c)7T!E)9ZM+PR0OQbEdr7V6Zu4To$kVcFQdlxO&L@0^Hdvqx6W-x(_huiB?dJ14+FMzOD+x z0lsTTYuD4#W;~*wGpCoWcvuTXJxdu(+&?cw9FjImaiveTiwolhTEKvEk^YyBq3igN z@`wwTj!OFCPz>SMC(DU6y%JZtiyu~rN(ZZhYh_w|4wN-FjT|LI#!Zr*z4E0Al3-pO zK6zlT_6eE*j#Hc=(2F%vP38FH+9Hlp!^x8|P5ZPcjb@6cOHlVM!5GXKnH}$`1A8C`d;>%|IZ>A`8T`%u2K4VIOBT+PnNugH zA||7Fao7g>w#sk1x$8hbm?&^iuXYUbO%DhD9*ntBw-tI`$o=rc4|PJ2+>-U}oHX#W zNd)5|4%$O$Iq>(xq?tJp;48|E*Zfl%QNoeOs5l|uE=p1nH)-VYB%1_K=fr{E%}W=^ zgt4PFO&|oN-}_h7*MCn?YFd^ zIeG}Y0;`1Q`Wva*IqAiugYwUd6#3q7$S|3F+r3B%)6+@H+KYPXbs-%qdL^VWRT~v0 zJ$>-~zkodYcZK;=q()tHt<3u5=h3lDE_M7d7hkLh!xGky5@wWdE9aTvawD&|rmASx~n0jLuX6S^;sKX-@z?D|6=$*pu+tJPIz#D5x(sk=wv_lPO zte3fxviiED_lo3}`^-N#Rx4{k7z-Qf=AY1`+=a>a3nPo@2yumRI3O(re(*4C(qJhu z9sXfiO2Veu5zfk#h70icZZOl8Hd|>uyG>FhoQ)8~C zBPU=isuT1tuUx%ikSLtRS5o)V;ist)=5dQ|lD>oTPX}1qPwd?(XIc*-VNq#!WgQTn zlfh@{5x#jKyT`2^fVB+?38ZT)H$N!`VQ6*rXZKujC7! zC-!WY)*YLJq%#4L>UxZs+;WzWH~UADEsa+=-~tH;`{;zdjPbD*9Er*0`Q zr?LCMGxz)UL3VkLvIzhO)%*qx8YDx84ABd^7caKS&fR-u@BRZgrqU+;`XbvdwaLW` z9Gv)_X*>e%L~xgY?*)t*Ge&9WK)n{l`wg>Z%~G1kH(!x<(oFHJ{)B+$v7<)F{Ml1w z%g#M=`iy`3KC9L^cl%9)qFYueNV=zmCk*qeW$pr8*qwpZfb43(^W!J>Aph{tSVvWo zwlsXFu;Q?H^$Hm|cTwSS6G}edn**C)`WYrFt!e143^&b?4w4ESd=at{>MSOM?|=8t zWx%i&-AZ=H-m+tweCxdse|$jJ{`7D0I3grZ#Tx4DaP{_~{D-viZ}F&nh%$xJ0(3E* zgR}m4XpB31Mel=`_nxyq;D{Lm4t*iu4^kv=D6@2JJkrePZ8EBrPo=l_)q^ojrYuEXG4)X^Ja6 zT(#!Peb&HUCjqE%s&kNkk&Qv{A%{YS18GX+X=!PZNs}hY zq{)+I3`BX38#hiSOqd|2&YqVQt5(a=*WQxWT@Yt=pwJ3uu ze~nk?Po2=qt0(vG#){|E+z5N(@-tVU$Kuu1?QgyW#&iaSxg=e+p4^#S{r&$U*MIXL zLuw7qr=!egDNZhD;{AcsNA}C6pFbrRPG?*+%R*4Cdp0SZQf8|qw;u3T(g(DRl%|qL zgwA2Yd-dH%oM(}>z22ob;NZ4|5 zjF>)4hE1MPxcEkF7tf#7-Fu!ENLK;R(>-%tjbARsUf$8D`3OzTw8CKS^ri|~MGv!> zt`I3d^mi~BlYuM*Mo9|JDxA2&HfYp%+}zHV;ce*79dCs=(JiIUQM)jga7MjJ7R{e6 zqeqS~G!?q7Zre(KQrE$Lu+rbdbkufrrw+Gd7_$@R#PJidW%Cv}f(y85iZDF>!vXrD zMT=y?f(0^v{(Na}ZdSb9xp;rgdimZHKa=NQeqHt-j0)fO0O2r5>S<|il75){48gG| z7Syzre@+N^5twm~#Jd4}t+y7%iOn_FK!hK5Er`oko@o0w5f0!Rz>X_LmvlnG;y z225r^OI*eA(9gM4y2rzXfECWZ152`EO3>RpWu~6(?vp3|1+<^W3c$`4uVI2y+m4D) zOIh>L9b51s@q02D1AUgMJjDt1q?_-N-FS20;+a!95JTEvpuI&q;Jz=jUR758S?2Hl|27~J_&YOSzI^#ID=X{0G%qK}jARe75Q+%K4DsW> zIS%$IuxVGKsu~umnx<^$1+MU(5Lk&ypA3a%98B7f);`KQ9mGv*?p@_pLZKZN`9RtP)>G^axrs?%>hLE zsXPzj1771^OoI>(S9c4^zO*z_tqYO`%34I?ord0a|~VF1XloX{AhB zuzKMV{ZY+Q;6QsTu8cpK1=Yt{yl{cK73T$_0;?cI6#>GD>-t60Y=Pf}PuLY~%Q=1K zw7T48mZJ%?9pf~~xnsu;b=O^YX+@x+p~2^O2-_W=#!A57fBXCD#aCX}hjQ)w67Gb; z!QVUx=k+y}YDwcfJqyXbu~A2bfZKRDgFhb^mW}7l=a~U+JL0_tTm`Tl+f?o%kgY=O z{0vk1xOwwBwdd{Q5LmsfLg6OyNd*Iz56TGy-8UyG6M!pIO&hl3lA_g#_&hk=aq6(@ zJaIS?uh5CKUUL~{bh!m6ZII%g>H0MrR0Hg+x9;0rXjX2}i?qOrXCA{Xl?&D8N4^Y` zmdVBs<^pfaC%yv96KA~pDRSS-2>F<3%*#S-z6?4!0Vjs4|FMZppWX?jm`s}6)U3)g zSft~54}MFsEbkjZbUf`jJ=!bF_?QJJzBUuf9Zy%fbCiBGE);CI9hUSgzU1Tcmav`A zz)ebWpK#^2DNQ^qCD^>Wc#7g#%B^O?m1pAIxhM!HuCytKK`v>;cXI)5E}uO&c`PTd zlx5nF9Z;RvvL1Ez6N#p|;v8e_T@ZFV*-yv7@s|Nf@WUR!R|*XFc*k|jZ=0;*yBIGt ztZKnxRf)roSsZWn)^ICq z=Mh};$uk197{opMQOEKr_&@mIL+W#%`@FjM-h1^HAyF8Z=Si#t{OMo)gL>{ayJ8gq zn{H1Zw(wkRSEn!as*%!4H5(sEp=aZ9wV}ZHnkDVw4dMoVjinf z`EugM=cQ&H#}BLa6Nk_U@`Af@*_Lzan$*&r_ox!|>l?1PEpT-d2lF5QfjaZjQ#eqJ zt$Hc04l7VMec=yO4Yn4UexH(IJjuayQhvEpx>kO~CLfyz{^r68NGT>F(j4#c=sJB| z(K21!xFT>vYi2i&)FsYOYpOki4&+kc(QuX;xbg~&KAprFO8yt{WO5eo zZ@^P>nFh~r9n{2G3!n9#Zp`ti;ev86?>a;i9p& z!~1a#EZC*N9D($bPJ{U5PMqYheTKOofWE+WE-eeV>L%30w@VOMx{pa)Gb1jjLE!?i zeHSD7!>VwzXPO|!QaLlr!(IcC#>*9g?0$^v&xLgPZ8p6 z1;BfKKde6X@sFw1t5@kfQXdM? zue|=2`isB+XSMGDFSnBJkmef-=UUsE{^+mNg#7i_K_V zD7@rlD6u_gW;Ch@Fy1hK9;^yA84D|-5RA)5S<)QisQ}8XUA{&&u8UteB3Wa3q*YzO zVcw~5dNvsY5AC9-IbOQdxM8cBw`f@!>W%aQw7`|_4s{4O6t|#nWVwxc(e^vk)=&SA zs;J3ur%Eh;(&=43GU@T(m6imHEo^!u@Z;zDdE8Y%nddg4ERN;?dGIekryDiDEHe%} z_;xy3kLx}mWSfQ^j>{YeCsB&3QI`ub7y_3vqxn+el3kaGh~3w8R*$asymY~JaG6rt z1e3`GoySwu&*9x*2WTGuHlBoquEdjkk8HZ zkj1zn(7fYLeQBX&jq@q*beue-E+5((8S_nF<}5!$Y0l6*2O@Wn)0DUdQTfP?Vy||=BVT4E1^eO`s23qYoeHw?IJrkU^5Y907)ZhQW z1L}hx{GdK0EIf;U=G;Z~SO4%GC<2G|0bGHn`Sx?~>gmHOL5J!eMIA9yALW7Z&dyFX zj8y`L^L4Bv?;LO`6Koe*8Q`jby)wW~x@pZaSa6#3E{7@x^`t=7wDG1?Q-s`BaBlYt zIX7PC+g{_v=bpsNhxh5rk9*9n}bdyHwMtX)8z<}C`3lIN*9d~l;V48ezO%XndD`Lv#{#V zeeN7bctMu=hNtnDlAfszGSq*jpx_yCHDKkv538DHUW%ID=V(^EW$$aM=ltmc*3t;! zQG)hLj-M8Ngc8@jM11TFf!sWkzOSGHH@#NOt4C)~7YcbGvKPugK5l+3m4S86EPUwP z+iv?5SQ!`VK@7+Js9K4!+fWthFs03mAGTTt&$edqGPU@YyYyh|qc{R11O1Bo z!>7`9aDO6%&e~WN{%EiH%O zkIBkXz$o~WURimihS3BjX)#WPpbz&ioyCQSysR>C@ncYc;|TG6bJp2`JHtU0IAgT( z-S1aRZ+j0Etnk@KSJf!L(6s&8UC*mAT5c?$qew0%I!dtJQ$+M@uJ`|Z>u{n7@Fk?9 z@G6461^{d;0$R`qt__ng+h4-;dvK8VEN0AUT9f&rZW+vme&*Ak(!w$?JBzxPUwcbE z{ld$t7yJLC&m@W)#K}YuvqQc8SJdHCE$WsHOI07XHAH7GdHb?H!h-zKG@Fhq%&kIH zD5&7rj_n{TDWp$DKz=M^>B0t8iF+T0hV8x9*`KXlR^DM0!`YOEwOiEu74GvSHqDEB zUeV@kZP;Xohx_|f>)UT=A-}3=QDX5_uItxsQjP1ksxz-X%ZHkXpLb%R=|veJyX?zR zwxjWAK08j_eDLkO;|O!M`5ct5x!Cr&^;2I>v{TJ@qjG+O+W6tmVYTPHy70zJIZC>l zg_sxIg*=IMcNMQ;>?i!8zP{6O#`Iw0r@0=tpNILA`W%X&#ilIVO=-!AR>4N`J;~%W z>-tYJ51EL$kUZK&>8zy9jsQP{xyXP!=1FlOlu#s+(NRAQ%C?mv+ALC|NFi1<9m7KQ zgDdWNST*CasZ36)6!*bJx~`p%XHzB6k)ZQ1$x1_*V+Gql`y}JZ6ME87KUd2gQ*0=(ygSJRcW}&2cWeIYoy4Ees(_}yZ1EyBr_#L?&uuLJ z3x-S#v%3o17XBIL>^5=aXQvZp$7!jjv!he9Lb&ayggo@nL;7MaZnKFxn%n&8<4>zo zXD)cp$ZK(So&?7>;dpOu>kT6^t)q8P9ly|_mN!(YVMnr{7dpPi-1VbgOsD9yqC;w87%Dx_7Oj~BnGHvjR$o6nwk2?A6 z<9I%c)Y|ubB5|gPTLNmDSE%iu`8~b;tNYwZ=b#*IH!WmDfdz^et!dAE1Vw3IP8BgF_BY3qiG zzzY#Iw2e5Cr3|m0nTsZVS{_Hb26^z9Hr2PUYCghzGgla5Gb?48J`;~;=P_ZPwc>B4 zI@ux}o!w1l)r9<|b0+%2b}-t#hjDjR*~)W_K?Mxgcl_rp?d0ZIaCT!v@0dpo#bJ79%&ciM@3*Z6oM>n40iLcbarGem$S|* zar1Df@>W4nA)QIY<&Ofp2(p~rj>efL>Eg>QIO$xvd`We8cWJ?z<=DRfpg>>0wd*&i zTW`5VA1bCY5d9rEbWH6#cto2d<;!FK;kn?!P>4{r=Vq>d?==qlR%| zp__M8ACcK?4#PDK-b(XEm9n?%)}TTlKb=P&tW8XZnMwzr&suVao;$W+d(W27O_$)s zHQZOtB!A%hD+9U=DQM<%002M$Nkl~RnhR$)#|HaQp=^%I zz|zI>)+Hze$8`cx2Uv%pgjWoEhNifW1P{RG)2& zn3MPffR)%Mxctuh^r5RHGE`U&KKifYYLg_o6G=P&`b#h!dat&H%zl^T>Q=AUmXbP- zAH*fqxz9T(Z(RNv)`>flemgS$bf=s9@wKx~10S|Q(>I!ex$L<~MCbEe8?o+XKTW5Ud6 z>gOW?ARJjR;Bg!gHwz#4tSih{xlJhP91ZD)i}H#Ic$9Jr;|txOK82x6DpC>9E(UoJ z%||HAr(W{dr3Rt8XhJC2>H{X7{Je7=>#pn1@2s;K+|XQ9;)PpM(*{_E4R~bzU z7s1r&YT)Fa6JU8fEPVLbN!8WWWH>{z@_0N#~YOwZoL&-gC6s(@8w)594gZK!3kh8lu!ztX$>1q)YJHI=WPQXBW2Bm@)*;7tdB61wJ0XcVGzT z2l`dD!-5mH3N2Z-R1Jdvd>qdV#5pQO{MqLPL>ZV@tM6+fvBl*pGPn!@ly)5lKBzW3IPUeE&Su~tM&mGp8_vuziB~e z1SY2lkGf_YXm%YM7QA*S13frU3#tP0d=rnWYXmtl+TGI+g`-l{HPXhN|70rOR3NnAP;l?XbGW0U zLEEHG;(_;gG;P_TF2NE};`WFnA~({;)dI8tb>tV{*CsEQz3Ty0j(01`HLTgJ);;_Q zZLy;L_#t%-``dlTApiqFA;tiorWN31gQ1;PLRz{-R0jn=I;KVO#vd=`C68ET&f=&H z@VOW#yd~wd`Obo$M9Y=t(J$0&kE;m69N(ij)J$;j%hoX6vheL<=%RpF(&2=l`7F2< z%v7ftj>PY({uQJi;l}efVCjbD7OiZBXf%&6c9tNU*YC5D$s0?{Wmqw+Zfe%sg4RCt zakXgsZF$k5BG9`3HTA|n{W-p!IA=6noNhX4Kk*C8+@vc5yilWLR=PmQS+)^eAj^-%>vdTcAw-2U3yJ1$8;i%*O`8t?7 zO;QGWV3}uN09%M672~kWljnTVC+hUQ1za+Nt@A+$yoGSA6NP+Ny+s+Iq9h7|CJ8ZPl`LSgo{P5Lrp{uSbD*7P zJ0{+T(%SAuI$FRRqx;)iaPH*0uvpQkS955^BF=FZYw=BYX!C%>Kl-NXxp)STD|lWE zk!%2oqck2ksmgCW`KKnpyB3z4~gD`FYDVnvQajys&6659| zOGb_bv??}dexs^ivq^6YT6V{Kurll3B@#z-Ym5 z$Cc&6F@B@CJ;#1k)1Cr5MFkEKyWDsb0ih$pttbSeC78X#yUF-fd}s!ThV?3f;EP{X zU5#xT*smIMUVwQ0xFBp;?{yBp>>LjY`Es+}xgx{Wj;N!+p08t`5gbsZ<)ElzyKtb@ zX9i&ENGk+55Kcc_%V^HR$7f?^cJ+N9O5DHAQhC_+%%vA;m;x1}#Zkw$M<;nb7EQPJn(bbkwsE#Wfq{km zHVJDya4K}|mZ9?Db_Q;z+F^H|080D(eN?_Z7vv2>l9udaT_4}qI5W4j@e}961I8x znD-1sUq_k?)vr@>l`~hBs|*}aTzqms8IPl|ALm3FVBHz!Pr`9|iUDt2zeP2y+mcF} zHs3ED+Nbw@ry@@g0%t2O9oVCnK}+<9A)XOhvsrxW-Rcz1K=fgIQDGcAukRBI~S8!UpkB2tDN#cq@ zUuaLJ?>!qMUk(xkygxaZfzQijmZnekqJ4#PKhs+dgq6 zuNBUNgh93P=2gDM3uPBAzZk`dtNnB4*QwfNYxG1*{i+SPaC5U(3b=hRAE&nvV)EtO z?&sCP$NojpD%{L>p2C=CMW(GXpu3?xuvrz0t197fX;$_L1!Y@|{up_}HN!3;o96Gh zorY#M;~Zz#DU3(w=J^U0!kUm@E*g}Bj*Cw-Q2Cgd0~GL`4qyuYdS!rh^ArN{oq37? z7eSS!Sg)cP+cTJTAGWMl6@i@zljOj49G9Ogzw>@oUgka;HQcv8mWLMn?GrX}~To|shwG;-Wr4+jcGzC2`(rh zZy8qiX%&d$T6VCAj&0Arye-Oe^KCk~rDi+j35w`1Q}RE8q#$e+ieq;u|}Y zoq1a0tHBf~0~xy%JCLO@o9dZYCAPwNIVgCS!(ve}oe2N*%VFw~TV;4YAnN!LzXD}o z7KG9`r>zL#aPpYE@o|U~g!6SQLwjCz@L7fzcRWrMqiEi%5U%a>0-^-a=WnvyJe(6) zbkpsr#qp4B>;BhansPW5cd8M10a?e1Lu%2sovEx)30i*l1Nh**s)nYyqLW&gX^x;L zlN|%oC@xMs^7s!_Rnua%_Prl7AMu2`)Gk}Cwtx2b)c^#Q?sF%6MPS@}b`#1nLr%u= zIDt-Vl9mKwQzw+5R~i#mCd0&OYrF#Y)?~4mChft8S)>Z+B8o(t73YJ+x9NIuY^i*N z(R}KyABCSG9P`0Ckd)?O5+!F<$?iu&LtxAogw2*3*;o^Pe$2@}KQ@L*9sVZG=}LK} z3IEB3&%&ff^DTF4YicHkH+p64ld|%`$&*UlGG10yt&Ihg!>_2Gr)F2xq)x0Paj4r7 zE3dp+_{ft#z-5v6KJrqrBFkV&Jf)|F`$IgwsFU#+aVg`I0^_JszG6}w+HLiFKBzc=q`B6;uc@Av zvlt8}Pffc*mfJvtZfHE{xr1Z#}cz$iWf9;Ow97Fb8}-uu}c9H2m>9L)wx%n)!)&s(?^3X znKtSS46~)9t*xJ^-`|oeHR;L#tpsISia`gkm(`<{w5ug)e9(QcmtQ+CR{*3ST4=`( zI(N<-)!5jem4Rp(ob?|=r%qbR;~BUL&dfX5GayGoo)ytA5_l=W&$Ue`cLgTB0Ir6_ ztqf2Rkh2o98X!tRA1xfZk@AgsrO%tcj2H<=J4Qd>H;)kmB;G24)hy|NTV^?>BD_JxE$@5 z*@}fAwBnxks>(dgtYss91Ix4khuf4Ngx8J}2i2Z$|CPRVIIZOiMK1}i$ztHl4yLDJr)VW|$oar6E z1{s8RjI?8G?Q8$|XX-cq-yf@Uuf3p#x;t^F%XCx(vOR5ER+O;mN#W<=b+<4uCN}9S z17i?8$9U)k`@WJKPt=!NI9jRJ;%tzMT~#-ow{?NaKxdcxX53=!Rp;#Z9L&DXt*%jn zj$1B=26-XbNTMQAS2I`5!Nek=+ z522OMP*yL(*|l4~^6ym-tVp%)+m&ra)kP=`7W>8UYBe62z#p8`3LjrOO#zP#xF>$1 z6lwOcyqe>cR789m(*?mj;KSw_#P~@J*~}$7rXQc)7Otto~8IURareUFu%XpC48_-^V%VoDo6*v_UD8Rh2wrRt* zOr@`R@MExH|1VI)1BEkF#uE7^;I0A9LaPb7|#aZkcygGukh?#xt?jE zYLK0a@s&7JdFQ;IeEN#rMr_$=I~Bf6Qe-K)er{Pd9=QuJM0p@|A}(5Ap%s)Q5b-4? zE~ns44}TbwuQa~U^42bO^0{BA%ZJ{Y9*o6uAx zIojACtD=bs@y15?791)8gM)+q_8?ILL?LMJDy}j>Tg)r(c|XjJp~EgFJ}MNc1z#d5;eZhWFm>>-_gcXOg=P$;#L$S6B zH9+8AxnhMnd-}9KEKFsCKUzcL?^@u2iS&Tnl$0n-_;3l7#`bzR>H!C3$0iX((xTY?3 zxVLcy6ebp`Td`I(ZQPnDU`?!qnVWn42S26G?|#9%fNAE|V>)uqrF*bQY|3E!uX6+WfIEs{P;pdv%3oV#o2$Cbyf-yA;1X zZ&eMeH>%5r_rBAcqG0t8zo9{lArlK=EYy#|vR4bv0UUn(d$?%qcT{!r(pc+U%vX*Z zidSI8tMAf9b^NKHV86VXAYs}&(a}8h5Vl^9;ov{b4<iWISFND&H2gEps%k+{^@~5V6>86I4w~lJC5T=*4V3DKp@Lp&a!foNUG1`7MM{P--GIM4|=> zT#%8j_w(mR-O8m{{v*^-J5@sc#VVA=UsyLp>;LXRgaQ8sj zSeY-pOL~&OU;(TrX;XccF{H!10n7%T+I2j2YD1^^JtZDq|+o zrB#)6SRH6P_BJdj6#qVsncPb_x{i5b1r9JehQ{Fujlh0(q1t>#uaWKziVb444Oq=Qb?T5b^``{ zQug;Hv5;w%ICD9VHeBXZNV$hPolrC~h%7xfeL?TJXvU5n-l$FFdX(pu$ zrFcI%H&gTHJFYaIvN9V*AlQ;8BtaC@AFCYW$E9Y#$xO`HNI#0AqvsmMqoVv&LUy;c^yM{0jIYUGv!Z zJpBh4AQUWAOxi|v6jr5Y>hHYw-Uv+N;Q1E989BnEY|-TRi*1>_K0uuCRzb~^lQo-r z8zF!PAt%*wRX1Md@k+B;v1KYL%t{uJ)938|K)acl*9ck}@Du`Pj%>hVzy296+uVse zSnkGHnEZ{WIc;7fy8rwC2!*0}yAiT+K5?w9Z9kEcCS4ie^6nt4xQt?krrfvi;I0C< z32|Adw5(iR!@eCkm^C<*9|+b|wl_6D{L< z$X{NK^DP)C_kQ<8QC7*Whc+5d9il4(i8MmW!8O%?>AX7n{63PSsO1J4wNG^+erH3r4^+ej&qyPK-(p3ecKdH zaKvWeTQYCy%4wqvki}xON-=0UnsZ7)b{*q-Zx#kg$EL+RarB7i>dCqIQAo4|mf~_I zUokxb@lc2s=lG#$G6k_u&=MBr6p%ofOOh$ zzd&z)v9>josK#|$R2>Eh4gxn^d<*a}<&xX()z)kVJKUDH;&b0fnQ#k46ak^vdGfG2 z{OCVxleo1w0GD(tI44P#-F}}M#O&Ll$G!vq5(g(CRUn`AWVFpr(r_WFQU3X}m!$MJ zWPo+g;CN?4-OBaB)`bjtiiIMR&T-$cVwHP6(DlDls0>%;C+dVA>9E)GnMm&y+Hudz ztQZ(2!Qi_1NqLW~S0tC7&w&Jr=DRpAT4CcP%>Dm7@5U8^ZJ+!qCQXv%xQg0(we7RN zr+Qn?sdn5vEbTka;-@5=bdSjxD>5hprkfP9v-DrSptlOuEMA`4z;o&vR88}8eIO<7 z<7B_kBM{Edz@iWj5^vtHCWrng(kYz!!f_5p7{Ct1L8t%9i0Xu}JBo{L`Z4Ryl>put zI2|4L>_7Y5b6{~;tzNwiO3_@yCPuZZvn$jUC`w#pEAzGoi2@MysSxmIyOk?f>hl72 zn=_s5L@Pp62H3v*>9&K;Bi&fuDX;-TdW$hY64cPK8^t@m`G84}1(0D=q32wi$`VHA$Z;pUthC zoK@C`9vR@Ig7+Zk0i?$dzfH`pY2le78IyFfroj{u(fmv}RM?~U1oJ#plJdmdWmE=W zX{@vq*4=PNL5}m-GjLOu$7&Ah!~wwrP%d6-S8wh+q&BTzW5%s;@p^S2O&Op9K%ud_e-O7CckA1Q2YF!=w*;Y? zr>mo~^Ac7BT3cJy`gQA6Q&W?9VKC5KEiK2ErcqUb!#QO*Op2YfIxVUM$d)02%eEmN z8eX|_rGNIoZUe5kP!Wil73E+#G{h}JJ!-T_*MIYcZ(O@2aeD=MrCsuteY;in`O`M* zk+3{l@gvC-ibgtWW?H%VqLA6JVAZ^Rr#=smMwSQj7vJ`7b^4WGB(_^ie)FM&28u#WGCd1W1>N@IgvqC}FI-=ngWNE24L;ifA2GIzi-0thFTCX< z35qi5tlO=Za(d~^-a!|JyrM? zKPjjFih>pEYwDo`=pdk#I0~&c`wqOIOhFVsNXZT1O)HVfClF;JR<@jCd?qX;@Rrq4 zn7@h(>3rwYlQ*6zQmTz-!R_*(^iq({buL&gmJhLM`alUd_>m;~eo^)lH9gMcl>9*^ zOe1-h4@=K<)gSr%_6hRFg*XmVxFjV$(YUfLh67R>nSW3R)W@$9F)*GC;4HwgCx57F zm#@YBA?YTA7j3&uZTjdJ)t+zvb%5Ck2es84+O zAvLEmcmFLf#;U|@vdeKsdjzN1yL$UnTia#T-_xyzA?VHo>nr^5?%TId9X)y!+k@)V zh7B8ZJ=s03Vn%ET^-?%Yqb(d++k-^-XM0GPgT5W6La=PvGHp^+e-I*#$BV{}A3v@Y zE%G6&1N6^b?t)TvMJ661IVTduV1e0iS`VmOv(YF$apb^LZ|ixr7YB;^F2q!@$k>Sr7y`^^S)0eKTC9g zd7SzB{2%IVf1R`vh4(G9i)*Y1ft)%=((Nd5DG2CRVcR&%FhKnmD0*hn?#y2PfG(+t z^THloS_|pJ1w*OI0O(i1lyc*`t)4PK0ybTte|`A6W?mcR)+k6Io)#N@rOd-N2|6{D zpIOnC_BSB86{RfkL)0P>^j*-_v&cF{D97a0VE(bvvGSSSQK_-RQk8z+WAU~r!z_Qt@ z+&Q5YF8C#&!Eml4Q48*uK^XI~OIYcE(&Esi{kzqPU;k8_5lu5hGYc~2>ia&3^Fl}T zt;9Uw9Cl&)L7LA@04ivR<>D8qUuqHhd8A_HjgY!Bz-}eoBX8<48T5?%`IBl0mNd#L z+?Q8LRthdPu)$rua7kthD4ZQXdg8P?aOAkUb^B%^<@*#+hcL@;o5$2JC<*PIUFzb+ zi>j{|Guc!E^7**>B}`3#s{woW?$!0$v}u#7#m&g`?H}utY5!g&6_t*r`t7T+tG^9Xtd9=KI>BNp1f(f24N(FJCsys+=Z2`a*mFaEn_TJ7cPXj($%4=a6mZ8 zQE;ijY-cS#jQN;DJa+P|di9Nc>gKJRAovDdOUmNv01pxy#b8)nY-v^J&YxAi-93O6 z=RN`{yBIz#`Mmk&9xdcATC_;73UD9o2p;hW6@j5{tq7EOD*_bS>7vSjC;&{8Fn!Wo zym+xbXTUVuu`Lh5Y7q|*iy|QYrOrOp-i-s-#V{!fz8Y3-P>mb5fY-Qz*lOsGp;sG&TgQpRPQmJ^m#X$@jeZmV4CZPkdFq@sIy6X3iXY;*$u> z;51qj>b-C#lc{R1p3TR(flAzD%5TpN7qmdM_Z#socMKt(Q3P_+0%{Woah5t|>@tF_ zlo9148W%i=Pt<5xte}vHHj0p7dQKXEI$!iVWD^tuo335zdfhyYHwq`{Y< zMvKM?1iv|TGm|ViU`-?UkHIs&Bx@d0F|39EGG-ulIe>t0_o<`m)N{YUq{&KLpqhNq zsGc-gy+LjI*q7Aqzx!|c%&JZCM);b-Hlf_6wi_mx0Z7KP^JEG0b~u_CRk#r~=Y@^-P1w|A(8P2v5ddd3=bD7;>{a6wz%VR)uG3f>gPhhfvS z3Nz$8ckWbktE<%rW-9u}N>urkHZ_Jb0%P780oGFleXgP~Or?PP{v|9v;XG)(4(AW* zu=R-WsN)tPu1HY9VB3-(`JHO%!h!3+ENnFIMB)`NC(0SYDqO~tl3VY_;5a{#K|V(++08fIp*oHq#&gSKdr2bYLL}z%2?@%( zcGX+q$otWaue_k-;)MFJH}=&(|4-`O|LHIFt>#IkP$AfW4_*6_z3SBSznBr*8k6di zHI1gKdvFGbR)wl@9w5oF&-0u`Kq~|&KlVLlf|WS#*B3PG?-}U` zSvzbug_I?Dej1ekZg>*}lMu*HJ|fUO9J_2L3*16Y4q8m;pv1+ua|0&j*~x&BM{eU` z-RbFFLz)-zNjQBt@l7o8ugR$?M_R<4O;`$8G!XuE%cwZ-ffeoZyPwmOT5BHqSn`%i z&?$q-=EXR4yzYIUPzQeUEnIAtHfbVUxp}_cpcz*N3SVt*YoJ1~VDqi`&?O&~~W^>(sTAih#B2Yy}rr>=}Zjo*?&mA_SOOQ{s-<>vmn%pfXXdGw1>~_K%CX4i#tQ0 z6Q}VX3gG9?ozn+*S%+1tSF5EfSE~WM(E}sbRLu}>{heK|MoW#*&krJh_KE-%0&zB6 zaCze}R|U9LDC(H^*s){k{Q2`3NCHKG;r5;Zb-Ak_2ZyZ(6eTduI9CE_N_64YTT>|v zg^?L@5HAQX5JAS!Mm(KzL7^4M1zp|LRoQ-o_x%8iucEGWpMc@ zOvq#~_y#gD?j02Z=<@zI)c$|{Tea=;f8gD$om|T8U;7hnVd(PPZ(LWaVD8p2(C+i6 zw6dS33=n%x<3io%&%gfSG}|7RRKo(K*_}4hgEjR?w-WSRVK#!8!5Nvo3olE4q2ux`nhe@i5%f4X(sk+4FC@ zHOTu8_;`j{TgavYz;Ct|pv0Ftdv%a#7N1#o{y_iNJb1k2WEL*OXFD2P{xxBDUZ&B2 zz{wY%P_wT%p0CDSAt=9@c4+efn^#q098CSEOz0iuSLVMM1JGQ9WnkvPuG`t;`iU1V@&Uo`T zQyuGY>Cz=_If&Mgs<9{b);r&&dS=a4)k8h1QjMxnIVg;+QnnIM3PCXxhq7eHMG>G` zQmzW{egT&o7#L75zW8G3tN`(baaj4xr5@EYQ212=KI_?7@^9L(4a@$y=3{L>Ilyti zIQz;o-VkG_hQl1dNL!D6;iMT8>pF8x+hS(h%$}Qkj)IkLAhmw^ZD2X3D6AYiC_Il&uFiH?<4vq-6X;^p?L=sf|vf= ze^i~v58#nb^)pT4wlHa28R$8866S?(R87YT_rux;Jv5K$+3dHHcFfe1Numih# zs~c{5dKBM{o7@EY#fd39nloBnT)GR7Fc&;ZBZ!OO89;)NnIRA2euza#l{_HjY|^sj zZ6Du5)>-U)u9HS_>idcpE`5yyjp;8e}BJL0>*Rcm=rZ#eAb_e4QJ%36wH}3M{U@; zUDeF5SLI_vPy%M*J~Z!jLHmesAM!l~!Bzrfm4GlRN=ue3(dPwRrdY|tfddEBsZ*yk z5AsZCmbI;GK(%z>UWTHW6Xg~c@C6|@&5{6@0% zBNZ(x0{Hcv_YPde>PPGTH`P)c4sKY>n^}|VF&8tX3pU?`Z4=L{D>zp%y&UUj)iE#T ztbA55AYlWo&lSK-F{x3w^}+NA2_(6dgHp#6V&6Ud^KYv;_}DGEHTi~O(yzvuk(<8s z@6>C5`(ISwh0|unZ#)IhkUS%}&AtPM0j_kmYk?q*?b@X)^}Qs$EoaOJBQ3*>O}G2F z^iUfn6=PZiE>fcn_r@5L%fh#Uq46dp>`EE%?QzQDlXrb5C$V2QF=PR6yhOjI4FriK(Jp91NiyR zhG8$C2cw-JNoSI6)ra4Cy+zc|ZFZ~Pe?Cazz-Uah?6VST4aJUx(uthsR8Eo#jJA5r^%@O5JL%1y_enHW>5 z4Dch@er%t%@W2_HB*zEXwCQGCDgTVRe84TVP++a7C|8RYHmY^2m*ep82KAmhZ&CB- zRgL@R;Uu1>Dvd%nXXL2}P{E;9B;F@*^JbV5oehgXFeAzrOn$QU$M?Ne0ZA91^^q`f zxhk-H`Epf_^9L?R3qsF6`>b9Su+s;JM%CHNJ*um(I5!T@!nUV6tQ1i>Omno%a{7f| zrlHOJbbesHLAB%fL0C*U43oTT^ghX?%5krGJ}0*8E0IYT`xNv zd}{)z`N&8W?IwwS5~6X*Q)r*&a1a0Z8#oIB^OzfNO1xyN6c*SPY~86gJ@Q*>-*^AU zoXxT;QE29-0loHP2XNEqSttWENRj+h=D;?26WZ|1D^IHtTwHd2x}Z0k`Z1o|E~)L{ zk1w zM6>#ka8{2nGgGVV$B%=C=&X)dvGtS zg_R!k8^A_2bt1V)jeH~nCx=0yLCEBjyaVkm>cq2;=}X2MaOY5(dF|PAs?@SOAJAKB zdEd?$EG@p%-IOW=Z2SulKvvxIewC&S5O@B{HCkwC$MW|W_Weu8n2i~1Dgm3;tx}uu zyLsCNb;r$HRQ23B%y!*5o_XN*ppK3Xy^o)(0$aCkRW&s=x~?M7i!YXgB(8mHRe*8X zHY7M)72r96hK2^MAVeFHs}Z|)?b7EJ>@?odaG||dUBs$DA+C$JX-k-QPc-kiBhxmR z%Lm`W{y;1Rz7w1`=<+t&*8Q(z`_Il)OEhd2-UQyXal2~8KJ(Ej8WiPSCOse&8ip1csv;dUI|uZ}+Y&#Izk9xQ0^LPc`qcHAzs9J6Ho zu)%-i7vEJ>imzwKtwLRAPQbF*O;CW#6RXOtMD=So>$^7C=dWJ{INA*C$MJn8jBWaS zF22x^bUT;Oju+tMO%uA3gH*J>iau>9+bMP#47<_@<1hQl00sN#JEY6Dt7aD!2lq;* z&?a=V|b>yIxQOt>;wv z>@rn}f&b2(+qDvK$1U5`_DyRw{Ca(86zqAQ01rQNg@A{Kc^TNMRjc$00nM4JBZ;eZlDGU9nf0zf2gcw%Zk&cY9xB$t3)9b^fjl8GFdUK6C{lHr!%lP^4> z8aLg9ZL-)-i5&!KZsC?&)av^`r21ivY@n?Lg`4k!$!GDOMrhilC$*HD*;HkKkH9>V z{E54Zw4o(xWN<*8#fNIq_SY=-_6uy3yx?{&ywQ^Z= z>Pd2&&P)tb24Z)QPp*bj&Opz7?F710g87U`K z27qGp_ng9t2B4|M*1fwG-cMuZxeW`_6<}-=SbX!{ID_`8YQuz-^n_yYbzRYvSIT|~ zLKQS`h(R-9H>!(}!4HwkiG-;IF%t^nIT>RBK@Q5i*YL*(!xp+mVWI_#1eruJ(uk4) z%?O$wwPkZ37!x2h-pWkA0^Uq0mnC5P#d`s5RZhYzBpenRFxCnBOf$976Ac^)H3*|% zK1}OOUOAyK%a3z{FX_UIfs?B!hVU*qXe{L5Prt2d7q8IUWGT}mxmhr2c%O zuYRINuk#huq_#*^2AJ72XL6$^6%v;w5BJ>bFQ~1ZzmvG7fgj|u(rc=@u1ekYlBaCR>i8O(@%g4jv3&R5dgL>p?gtaIUQv+k>LH3K!=Vp{2LKJ9S{9Vs!G^#}#J` z^LFe|_N-Rk1ky4Tv4Ny$)c+i|;H`b%$5nZC?yb>+CVqK!4Q_M16?ZYbuKF)s5b%`w z<9nysuI{!ay(mqCX+ElwM&DKha`OeBNA;v%t@eXqgp_(oNMKA-05aptHAeZKqbNi}lidRrYx ztG%7hH=&Sy*U*!{6fondo3~JNqXoAlUcyuuBV`+EhwU1=!xY{{)h7nZCV`x>-{Ucn zxS2GiGLeYpGXlI!h?*fUmr*wu;V8ru&e!LTV8rm8E`*r)*#+i=r7cibuezFo6t78m zbcA-QPkcJ@O)U2>3(SUNvzAN8K)5yd@Z;ZCw|x0)*h=g^?`Y@ceMRdZ{-o;0}odbBLQ{keY()=C+D=uxE!o5Zl!QSN2WqELuJD|lh!Hz8=KW0-HOiu2` zIheyZKTuh>Ks9WDeQmrOagHml%{%T=gIFy(_!Dg5Ydv4Y{ujr^B*5`bag}-Hy);){ zqsP3YQh82o`JMM;^>DXphmushcQT2KsZL`b&)RW=_d&k{{`c2{`?PGj2zvsyDanP; zcJT6WZ1iczwU37zO}4fpMU$d&9;~%3>yStNj^{K-4j@X(unwqAFFKaxWJ;-{E>+{8 zu3E`3s{^FtajIK8Q5nz}pyZduu*C`CY)U$PCV}Y$uuKB+N8>YMXJlHEBOSpPKM7yb z(r`6Xg6#BZPWj|>k82|VtKRc|uo1{c&I|y~!@0T5AODi-!}$UJ=uAn%kN7&NK!4Kf zQlNs8$#}9z{1+rSdjV6?$YAEk6F*ezpq+6L7dH!b&le1}snw$w)naU8sUN-yAr;q9 zLul>w0G2>$zl2{3#DKKrabyex2@ z6X@uRJ?NnUSSk!R^RubL`y2d7jLT`Y`-kgY2vd_dIJFar}q*Ti@9r<;W+)` zuhjC}?^AQ?la>Fc(%<7GMu0EwgYt%Jt@4Loc6*IP*B%p8#JG5acQLdDyKDirx_@ z1lw!>5avWzB#tGsF|Mw7_XqG!w5nrId|wUqUVqP*kA(NoT-@`jJ{(w9k#0buVcj;h zXvdwZ2bPGg_e0hN@3Q)Z!5d`1M0$KP01B*3G_mCM0bV7@Pyhfx07*naRLz@4x8G7B zZ0Pu7r$!cWm=P&YCye`#DOt+QkBrT=)YOJWsqvdEwQ}+gHiRF|k@tt^F!Z?rtI?Tc z(+ZcXGXev?1cQLb7SnLgkWU*F_-uWAp_ndI`}L#%UNXzj(LkZ$V^{$e|QYPMzlMhm=nczmJku*609rJ_I~mvJf# zj1!-63eyrMoIk>eFUkee8Ft}G8u^qkeLA}w(qo*C^rakzi7)&yEHL4NJ{?VX?%lgr z&&Knd0Jj9u$`7{(F)mK<%W$x|MA{3!(6;F_EI;zV^8x%x9fYR%TnTvLg%{MJLx)19 zM0@&&)EmcIR9AoT4<|Ol{AD9<8BBAd!$a!y^S@GKQ@r=x#i#i+nt@TzA{AL7;F4(v zZu(w4zYcu@gL8u8mXf8n-h6Htg?<`XUD~@g)+`RE|sd>P`fEhzf9;ttbg2kl% z_98Lh-Aa^90FjR25i7OVC}1-&XbU@6v`m9#V=!+tZeY3;Z$&_Vl5$p9KrO=zJE`e1 z^m8V^YY-o+_DdbGhSBN|A|k-jw}o6A zE@3;JVfop41;_TYhNJZ2;!%1w-Yf`UIzB5<1{fD5fxM2O9e7}vN&uA@DgdmWLIUzk!j%->I=0#+?ckfoOz4n^E*MM+#paED6+I{$^gU1Vtb<_?OK>RnHOIV@OVaia`v)vY#DhCO5wqU z7GzH1!0Cd`H{;gkbm55Rdz+we^_)M6^A;`zFWlc^c^+rNgl6FVb_%zFd%Trr!G}O* zMJx#N>gOYwecD#Vh+33>VwI5+q$$`Vk9|j5f?9dsM-ngG;XBVQb{ld3K<~vf+EnTF zctdgL$s_9A?&sCI_dTLYQ*I+AXFQis5f_KqJ5|Tc^rV`;Lg5!=_1g)SOHvuYD^jOwj z96hv=pqt?%7SSpYI6j)m?-iwS{3Nf{?KF!Bf&r!v_dy6~#`q^ffzMkr>m&Qw-2vcf zI6; zIP;(+HgVs7eBIE+oTPHV90U_as*b7S#M}PSvUn66Cjd`b0MN6YE zKOSb~PvTKu(&8 z)_8uYg-ig!yr6tZ!+n1OBvZ3;s}T2#XK~znz8uyScu;$)U0&S^$fMeHW_+%o?SpR< z`>rS;b~@`WaA!N{eCAznrcWY}+gslF$3InVhxX`qGpT5P5F6HQRa-yz2dau^Zwmd9 zODcSl(zu1{z>oe37L>AGD8?1BbuhuoEd>||CyC4HR7}>f$c4xEE&iPgYMG8>-anxi z7GA_Sw7U*ha05s@xobi7aO!LEX$OoP9Bff!-_b*pJ z_k8=WR44Bm$|$Jt{J?F$_rGOYO&BjcR?SemqwoopH0GY19$M}-__U36Jk0$ zpCMk0gkO?E5X~pJ;xpY9j)Mu@_FZA2%QX23OniY~g$8?dEKqC&PC=Zw6zZu6@K;?^ zt(u#gwMo&S)!ZQ}1r+kRZHP($6#)4$P9=cx@JvlWi%Q6`W5?7p&pe~=HDJnBC}+G` z`1!qO;JapygZu>xp&pw){Mp1ql2R5egIqeaA6tY*g8qXFL3nW`@@w zUg)9F)M5}7uSnfy`wM{$gwnw zkE!8-zT5-{q!h~IihJIh=~i$@_UQrQSmFJm zpG-ahElYTw8CAj~pRR;GeunZ;Ns)hsl+e)mrsz)(E^plRH-Dn8z{IAmdkP=xKk_9! z=MP|O(cBcwnVEd((SL!NTv*1+=$ddR$GZ1@GSg*68A(o4G&2U79v{P^k7A8CF{oiM z-wWg94bc#vUKpD(Ced+dGcKSIyj_u((R#l_IFeOJCHgi~5@rU3Oi++DMIi>uYW{URbv2 zqhG{5JvZxm=VDw>5YxNZ3#OIhEpilGI!_!nA2hF%=yx1p+xK4(1UO?&0XyrDf};rJ zl1E@R+y#?#rb&8SI4iEsAEOXZc(155TY9JrP$?LXBQF&4<=j9V4Q`8~BJlLnPpczG zj%c~!%J8T6d<$Nl0XQOK^iD52l*Iw-6j$uQX&7njZB#|LQa9z>mM~ZIRKV zWh`U7aA*6MzNQx3bO*lw$%o5hiA>{!!H&yn-}nA5=Io1$@e;M=Q(x6qMY8NKc2Srf zutJO)`O>i811*Qa^*^&JKzJ5s^20_UkV(hS~3fd(@q&6 z(?i|u>JYXI4G;9I(&{=jt9F6;)ikJC_?6bwt66}TR?Wu`Hu3p`&FHJ;m1-2*ZA9P| zpTaMHBCv}uF!2eOF#TwL7mRsqJUcA3gf8O(bA>ewTOGzQ1J67Z-udIKKF;*)L1U=*@Z(txG)Rhnc|{Do$KWloQc-y=#xLvH-2ZKQ;CaMR^0s{_D#;tf?g1u z>H5@k`#YHf(DlFy(i-C@a`e&fs8i4XBGa?xg*&%=^*`XEu1!z~rsd~g{0)JeC!hU= zx_pplDYzLU-SO^$ThSi#w5itXsXZpEqsogiQH4P0@R>0zzi3?WqCWAmx#I2v;n~Wa5C2&WT0ukgz8IV@Cxrhx5AC^K8Dp99LbCd5V zEGeE1nOMEJKj83V|EdoLQ`SjyJU_>AanpxBlj#z}GkmLCKO*cH#mor zoUxVnKCF&D`Qxxv1t(?{Sh%+H)&ipixZ`of`fxwseD_me!$RY)PE)>ZER#n?f>D|Rdw?+Rg>YeLQqik zt2V0bU-(1y#y9@VT)^kzfr!)E`3+%l>4I6w&Y<1KPJ~3D|40xpV;Fg`Xlj-WU((kC zf`VuBEfnF)7#Vs#k|&^&7K&02@QrAkjiT@s)W%6aQDazeDYNoduVPycsOYnTKQ5iqd443ZwuI1FpD=+k%g$Lm?OjlBEpSw;j z9e4vqYJRM?Jo2SXMl#ChR;lH8Kcu?PpHj!3{yEGs58EVT!apnTB@@XQ ziiRR6FB%6V0-ADVAi|H|cD(fHIBt<^*l?4ozvaDJIQJ7{0wt|y)RkSZk=}JS1|tl% z1uhZv1;Z6*8sQY$U17=N@^PvxszVkffYi7OLF+{{ANre@UsmVOpVt?NU1;l5r&_vHXYZimQiKbTt zpZ>BtAHYq`=hT58enSoQ@y?CHxo|BDN7qowLOlzPG^&j&FqUM)?KXyhtVdr>!^^CZ%+rupif74qe^Dk!WdK_bd68KO?iye&J)ZlSO*tfI zD}g@iKAsoQ&pJ}JM&=)``bE;B`E~r7-adKmm0xQE8N8`{7VZ{Eb93sN)S3rBs=6>y za{16(mdSFKiSk2C1Loh+5b(rM5R+`u+id~?RuBqvXt3=(l5WE!EWY5_zDW~|DOLvJ zs*Co8fZBEHn6{B#)wnRzo^dTWV;^kR9qpk`C_Ub8t4RpcEGeBR16(C|&wJjZcJAD% zw+3Zlf%UMJ04f7%D*-~6xR)+nQm?-Hs(J;#w)ReKF7({x9@Wy(s|JVcoA@MG;F~8H zJVyyh2MaLs4{=4Hal;l2K+z#POp7Z?mk;dGvv^W|7$d(}A$WI{X!ACnGVJ`h^i8Uv z8&CZbwoK3tdzQ=FIDGML2VUYdf>ooUIsNXD=Ul$+kJ!Y^chMgY)#N8J9*Tv|L-U$l zxNPq5&%UMRz)bACWSFz%N)t@BLeHeR+){QVi`8Q6bWcZv)0&u$BTS9715 z&H#KPWZ3ww@EGo5IQ={(mT+m|lAZ5P9ZyJu2ME_b^oZiQgX2)3d7s0~a)s)n&enG{ zMRIxayoDOEji4$5k$KLN?kFGvGMHNKvWlh*P>RX3ERNaCm&NoW{+03#e};;{#1Cjo z!GfKO5#XkUCXyGly)iVXiSR}U{&`V>+T5^YPR2($&~PGpnTV6wu|S?f@-m51!2Fa| z0#XPgLiX7c2-jIOGag6uM8Nhyq+^J9ih!=ahNk}Mfs%jn*+;PzaJg#SxDDke%NM1% z18V-twTj!72Rd4@Qhtui8t40(Nx-CLx+Xf#5KE901hq5MAVL2(7>1z1jpi`<*h{6@ zfDwUUenFNf=Rr!Akd<3V$27Ku=|AUi3Bb@DA=i)VU*Y^yALAC8*0**+nEes% znP^3G$25k=Drd>oy!Vr8#l7zjt;Qwia@UjX8#vd)h*C8;@_CZy6VQ-QI7MQKKI+}y z+MhnB7N8riD~_)^5b?bc`g4{)6YtQImVUGdaEw%wxJ9ax%a9nW4#~g*gewyh>Ze z+38urk~Ir1anc+sLucw13QK(fv`f>t#Aib!{tUI$zcz976a7zb8=^?e?bz_~GuDX$ zSV@T-IA%JCXdyisHhFa#aik_W{gL^Z9(HVu z15^Mw%b(^*ldA?TEiLMozxovvfk)LdFTA2&KXgXDdGw+>cD`Mk4P`%^O2?a0Y41Mm z#$nc{4T?bL$-`{0sbqOZlzkOvNG`nb3RY2Ik3NIrhjsn?KVh~NIR@7ZBr>4r(aepP zJD$7oZa|$aFapb3r(bwN&y1(p*`@$Iw{ekL`+?75E7{%C;GPL*mBt0UIy#K~!f)#P zHn;^fi{peu4Q3D5fA|Y%kGrk|o8wt(J+p8UMvlxCv6T`_ywv&aGzv@ng@+{JVETT0 zrkq3l-Oy^9C!kA9axU6a3g|OtDG5w7LcfRaDG@$Q;`)h1pIrFyOB)DuWUybIc?I_; z?Rh2hs^6UYCfrp1VYLY781?-FlsB}@5j=ZQCT-scBAe9b&YyyhaWAcgWxi&3YX|GeTE5!JS%YD zefOzlOP8sUVcdRq-@9x)U1ZatA zS~xtvrP!-pgF}C5TZFE3wqsB5TWX*U` zR~tU|CEV8mgA9k?nqbqg?PJF42~y5C`$%7}I)mG|X)<@+!%%QD>=&jo+^~L&+VqLv z){{{!Z@!HArsS=Y`SNuGf8s6R_p&(Iz)^&Z3hbQ}zbK5-NpF>Ors~;kq{$bOX*0?B z?K34zqeZn$<`r%l+>hw?=8A;B56N(Aq8?lxip@V|JPpTF3CVk*0_+^2aDV$HeIBkF zrb8EC;xTPSiE`)s6>HS`hd+aF=w<9izy!4zv9TxzteSdQN$g4)og=TG(+bx38oG2^jlrUZX?V~@N8$FN ztB#rT;K8{l0_H#ngBXkFJ%*|e=8QgP>X$BEs(&1mIQwsOLmzEI0V)B5gICmXm<;{( zvoEL@UVTFyIek%e!cx%C2<{!gmZ9n7D6}lvetU-7QE?kG4)wHQ$&X6o4VSG2Mu!H~ zxz}FAEXM~`Ma{g_OtW#}-C7)=YT5f5UL{)eO3D&VjK;mZ8qAL@o#5p5dLCHIZUbNF zcxCu>CH@ZeG5+;lJgtsC{yjCPet}w;a<9OwvU1gg%XZd%`182HtZmX7jZaUHrlAkJ zU3_@twNtW&xn1fc?2T79EmBKv=lKC{O-Ob;KhU^g8x(@y(h5QATd&?w2$Gv@e5s+= z*NS8n@PSu`Gk1A8^fe=NqHpPbXH)`?M80fldL_s*&G4oBsk5Mb`)C$?t1X;m5|~a$ zsH9`Y7Ba2`mdlY|w#b__{U1_;otKQYF-_N$?-!g9Wzjxce!$P^1!5Dt zbh`kA?Wo2utttIAN}X{|G}~?(DFZfJx#8iy9(4qE(yN-9)k^GXb!{Ih#lEh(J3gT1 zF5jT8Ts*0+K>@gieY4z4-hx@p&SU%481~ju2Mz5`VL1nOlDC29~h+Br9Rtr?7tSz4xjG3l{h4Fx2gf$8!&=0BYj~4B^5U7qAfdB?Xp$=q3Ss5yiKs<*a6jj z4*P&_IIjiRYr`*jv}t%=py$GAm>GQy=Q19MCg;RUuxiz`c?V1`u2=0R4(6n12ZZ?| zr~DZgdFsq^x zCTQZ;(Ts4BKi5W=RXe*^%Cw?$s zXQ~iePF7QN1`Ot=O(WU0gd9%O@`e{(}oNH%&NHMu1L4oi5Llt9)mE^EAF~ z8}w>nc~y;<9`BW5Y+QB!hgJ94W7x6sGn{9=;v)-n0&LdVyS)DzPCWf1-!`JA6k=FI za{pK*#R_t|)ZDBV#G;~Rj50v}xfSHVkH4w6k8tZkDTEZ;aT%wyVy>FAVvCxyY@<#x z51~ZW-Sddr`!D}PoyH|J!vj4*pYX73IubV9k)*kDo*2+Z)co2x>Y;bvsXp_uht;~( z%RS`*D-rnUa4$c7&i?D!empep^|$x`(`@MS<;&HwWy=x|4GT|cK9!6itSs~o45|Z% zkEw6};8FF|i@Q}{|9~3NcMYUbnA&u{Xp45-u9dztDX{0lS=IXX9@ze!xrfFJ-r8Bl z5fnOzgHz|RIA!QIJYj<*j0>Yv{_& z732?v`0k?~HSHts1{^}t6}1*{RJ z^^tJyiNyHCrB_UZPJCV}MlG1#KmMy_nC<_H;;dlWSVL;F%4TbY;HH1`M`~Z`-(Z62 zl^gvnzL}>W1^p(Uu7htS#ZL;W{y3w%pCMw#qiEP*a)&!Ze!eNF?PM2OI%_s+Ez_sj zOJ^I6=?9b0S{QFaj;IlkI~~dZ1Zw^>S>!7siUo-vMSC_;hUrSMi{y$r@S|_4`qdj? zhIwb|b|K~}$Jn^(oO8};|Nm2U?yY-o z-S_T$@4oJ@;j8bvuc}U+I(6z)&WjL)(zAI&xe=Q(l_Z4*;>r5J^Rg%fAO?=^ywGOC39w(yKleATy_!OM!?$v zon++z1;~-NgNw*>!vwTH1pap-NSRSD+MK$T&Za`y}N`^pco}Iw;hFpZ5PDuye4q;;{$hA-~aB zVeN?3)I7!diU*3vUUOU3vpYfq_{HitCKA)iORNHUHi4hVbV0bt0V~a2diTSPLH9!M zQ>ff<0*YIP=KS8Dn>W7sH)b1F*I1Uy)U} zg4tzHyF~>S0Ybx{4K}W+Xrj^;18Xb$Hx921%IP>q?S)qyL*ei|QL%Rh$S=N#p7KvU zpnS0U38Zi2llej1i44y?bS#dNLSj;qQ5W2yTArML!UWKQEk8TVg8RO1uKM%8HatU6 zO);9 zt)}PTFIT{ClTHV4mE_U=d(D6eGfXGE5SJbhpzC8{I0gQ*Qi54=PJ?a=N^*>g#ylP9>kf9v#m}c|98RpjKNdSuin{1<;TO^ zCoqWS!zDSrieQF(6UG&SUDz_zwO@bJdl*)Au@xx4E=yA3AcBv%@i6`&97L2ADb&+#LpiA= ztAA)zpI(~so%rFj}b`YB4o3{Y3agyME0cK&&$ zfQO7Z;5d8)cZZ{+ziRD9vvlPe3_4brHS0H;V;F3l>#9E<_82^Ew&4@tl@uHCy&Klx zKX2HLF#a#TqecAMzFs)E$zY573ota-kDPAL)2GNh>EE?MZ zc7w)TeT(Vbv--Ox8f14ohB^1&{H0m)@V}Zh*nYZy%X%4LsC&D979^Uz14=)frqbzgisWMoVYZ(yAV&k5M%D6VHYhn|wO8n*I1$zknc))kN2UhwTg0 z#hf@Gu8p7l&4yVk*J*sv71E^4jb3(jKqgn=AWoQdKh1cF^nl}-kOvX9Q%yv|o(XktCP zgMm6Ds1aF#mmxWVn{m(Y;C6^%$ft2_*< z@FVEFzrAp=e5ApVYme^TaMqxg>C>yH>DdEk9I$%OrE_Nt4p4wxiDaf`2mkQVV>s}8 zME3me-M8QD!N&o?SyAMz!8FU`oA>q(#tkNXb-0>3hS}+z*dD|;DB4wH5|BaFqPI-X zVI!piuSAXIs|VhH7=6h#*e>)yPI+Mkm!^^gFmFp`4Yb&W{$iU_;2^)+mNCJF*A@({ zeTqt>T@OoO=d$yVJfvknZ}y>1^i~SL;+8=q40X*ML+pxxjTH! zRX59Ob5R~Ub?aef-uoqNSsiDVKJo*z3)}8a;Xq+#D@JWBeekgxZA<*R!nK*~&9-8a zttRE@NR1?0HsBlCQ~HKVh}l)MZ7@HgyXiWU`SnlrJg;rP2CF*rlCn@VU#j2YdN5)M z@9Z4s@t8o2YIWN+XNNqf6dVj%9fLj{&?O4m2rC~uI1@)nR|~b-gMCBt13%82#lx>4 z5RUUBm}q?SJAaS*aFppkVG5k8_bItjGW+v?BK?saxTJYN~7RzGnFBOU>Gso|f$qiZ9h& zRE#5obB;Uz+F06VLVf4!X-c`6V1PHigjHcGVecPc=(?AmGTkvLGV{}4!ZovfKfp1q z95rtDS@^&=BoB?e>{@Jv!0Kedx|ek$Uv2J#0Rb<#*t+mF>>=LXzDkfIavnzS+`Ts* zdpcmaRk19^Ip7W*YU$FjUWjWV>6ZZ#4Fmv4*BpwYJjd>Ip)HM}m|0!@7Wa{*Q3gc# z5GItPJgU{)eSfy&9S>syvCJbEK=mo7%}jUOX}1LF-KMIu%j~;_@K#6}o5)~++*zDB z7Z`bv^W7hQ%gp`KpBKJdfNvtr{=%P_SN`G4veGUbxcDUoiVh}ms2EQl(T{N++{a0q zD+UxHpOa?>BJQ1md;hp+v*(bJxb+0fyaiVXILhT6>iuzOwOjvzxFYJPIeKuPoF!-z zGdoPff(=qyCXL(U48&!>zStW#3QK2)u~+{XWTeWn7~?A3>Ur=K7M2u;VxQimn?H`N zD0u3-f;x@;&YKs!hMPbh#?17&`?dfpur{GkDe|w+$nmDn@KIIs8_O1Fi1u&UAP2Y^ z2Z;&lC|j{=Wu>}xCr+s1wK9lttv&wjjeN)V5UMGj8CZscv2rm$3fYG3_)NLATMhQR zE|!6Q-?396Q%zzm)|z3N*I?2B!AZ-LpqT(6;4 zx~hliC!kqDC!Eznik!QrE`tL18zmSKNlVg}D>z6eA`{F%2Nx<1kGKc6ZbCe}ngJ81 zSD0k7bo5u>Dd43hGGR)3qEv^4M*Xa#1E?jhEzE6neg(7-#9)B&+p~Tpt_lj&PBgJ7NiJ z;NHWiVOx$VKA`#$)B2II0undl1BklKGW_Wc014D>|VK8md1PIeUGA(DQUUo4hDQg zX&^NvR40O(p+}9V?=fqp5A~IGtq;O{y>s~@d7Zc?9wFjwOV#QmKctRbyPJOFrYjj@PgI&XZ#8w|ix#Jw{xE5tJBV^7mu^A|U=0_@bqmYPd|B({?Z*355ti zk9}D?VK#o&E;fO|vRWy1-QGh!X z!oH)&nGtiYsM-nP)87X%V&9BLq+OLKffGj#<5s43kk>b$4B#=UDoXBK#|=b-rp_|! zUwsahp441PU#WqBzYJS>kdP!(+=eXz=zO)S`Xs=zz3_p5G+po@*^rqRp)BIC;2BlS zL&fUqX0t_E@C?DB9h=Q0ym-$Wt=O3@syL&_n}+&~nqUUw-tvvF&BMC}ubHF!cFUgR zaQ-h!{T#zX{mzR%IMFut>W^SBa3#*_jWAo^f4lUEuw%z|ygp^?Fs;d4_t8#hxNI3! zX=3LOuw|Or`HJ8^2Xu1;d~nJfhnsTntktP_$aNT_K6s8_JFqCm1+kQ#9SCa-bBO!k zj7)vUteKR3>bm(yVZt$fL?;mWq=ktI2AR&sI%UBQY`v48voN65NyLk zFefm3%o)Owmt2R#U_FtD4566n+_RS%Itvv!-Z0>clYE`dR^)qv*A^C|dhTFRR;{SK z`;49-S2}W*h4=0@tE1HgOY%c7`09lNtko1BP1^9*OETaqo}$&Lw!2dTyKptyZrrTJ z?LtLvQQ)lU&>3@Zh1>#jWbZClgRvH4CFj>>d1hbkK8_EExoAQIuL$2M>g`rf0{b?s zHj5wpuACj{i$P&6^`=MW17T$QvFe$hBX93EQ}6s74inq+g*H!r>?$U`{CF1RWAsw1hC5T@H(JhWeG~F>2^bk#5Zc z0g;F=QvfQ2Nle@Mk7L2ky})7+qz?<)CCbu*H4IBZf@M&ifmHUaUu~8?@etly8De@B zdVin;F5?(wreYG|@Xj4rJzr>dn1GhFiy9Z<1^fW)4+ymBRPL0W+Vv4zeq6>-R|9VU&|HXMFk`t$Fb^FI5>$OnTfHpF3()!qnY z>3I1i;aCRk1i^|H);All^2N^k#E;%%hRwcA_7PX=oTLe|PUXr%xBi1XtVB0*FRe4_;7`ZH=jtHzx{1xwGIY+zeQqQ6o>U|@khrf3L7`Z z%9CKx;2a)&`?B+Vi?kq1hLT*I*6uZ3tW0hAb{)VYVU3_6Nhh|LXPzTCdF+JQwD2v{ z>)9vF%#VLY&X{KWrvR;x(}2k{&6Hd3k;#PpSaC{5l9eL?R6rr(g z(E_t~KYD9@mU(nhGlA9QVi0gW8mf_|Gj3y&$3@NnUz{!D@^O*bU#91(=N`dzeJ4Q}5S0%^5PUR=%bNWsOvTlIm2Y)ogj=yXFzkZM%%-;lZ(*9uBWlgj> zJ7`PRnu#~xZFtbSmTf~CR}KpJ;AM}&!^~iuYuksddFx)mR#a?nl`{p}mZ*m|t+O4$ z15;=pdF}KtTre^As$1kT4qggTq+TyIdZ;VP2~+c+)>j4cqk0KNsEz>v$y6d43dV;i z=RPdoTnt+}`9e};gQZOg7LZ~-ivbr)869a^t;tfi5MssMZ41LMXX!=dv^$X- za8Gx@?Ri_w%6U&?C&Mrda;tBl#>w|&fjMs9GhJ%-UqhK2zZsP1HpW<$d0|RC}KFY*d8gBjJ6?kJVzY$k@UL@DObtpLMPs^lU zdk1zT&z~zD&muGqY};fuyzycY)OMUYCBR!{C}TdzS7b22Ubn##usBN(mu24jh8Smc*g9)^`> zVi?{YVY?`uapnVjJHIHg6d_0Bux^wr@66D~ZGVv!36(*#@ zo^`toQG#*>4GTx7m)lW%`aX+Q&3^b0pUgYQ9X|Xd94^ecuB^lg>Pb|Ymhk)+sAth7?kHFf-_CHGByP}Q;zK2V_zti z1H}p3dRroV1RMAs|4H3Ti^MLblT_q&Y#MS23m1d zkWbJ_Iw^QDxV7^DGa7dq^W!SSX51LD5qqe&V}NjM-(FXlpRg6WQmVV4DuGHm65pji zGa_%m;0gf0uE@Z=B6P%sSD4|L&Fzevf`S!GCGsV@b;Scm6K}i|ormhnjtq9?vyVca zXX4OZiIF@9N$ps&(Co)ntlq2jauHQJk##yDT(w$olKgfy`J$(Iq{{Q!7Gxd(& zFcWUR3ll_xrGp%G_G%CSWyTdPeiLr~gc*Oso#w!H+?a-TWHVOWcCB1u4;-WJ z|812z%UX5zQtb#jfUFBR2#^5)?q274fRS_XP$8})KAY`GGA?$jQWBPLW1RTTP^?_z z83SO7Wsv}jMe(V#9m9=N{v;zi#cAckX!h+ME`~L>LL>}0q$D5d3t9R_s2G%W#I1?E z0+(^wvwn@?`LEiQU-O22b1!_6v?gA>LSyMx8W3p6=`MVj3m-~BsBa%`&3W|bgA&!A zhln%b-O|*7fTroGlc&s@SAK2!j2LYu-FT~%*@U-%h4SiyE$UN0dN(FmHp<%;oOF{k zWZFmU``kuAQ1s1#00cywY%CO_I#G$4N3nWqPYNF(wc*uy(pjJVnLofD`5W!F7!;@? znY@x1xaDO$4lDCJhR17m;ofe(?7DsFyJioTf@LcaW_o1hK+YPVa@X?)k~(n`MJA+T zmM;R86J%*LCQ+wfDr{8RT((7Lzb{@`9*Bc1199G=HIpB(N2ah%I~KM`q@yejnQ;hgBI6ux`>Owp!?{<-D}6hTg{9d1h?k z1OH?;zxA@2aqpMRz$vq2#Z~SjXCq&y;yEpDN$rJqT_)q>HK)67 zJ=&5ZcA|-^&>SS3O1C8poN1BAhl6|0(vIM^m=4(M-JuojA=?tPi(T*tBwtn@h=;;> z5V+qsY$2@jFl3!kZ`>Q=(*cuoMb!}87C85de#vM& zL9+wryen%vc7k85){|zZ?i{dipkvdd1?kj^vpKBq(&sUr`|JOR)m>cZ&;-T&5O4n} z7J!wCT^Y#8AtGTr!ujqIV#1)^XZow0ez7;piN)qGYb(FaNpb?plAfv?oF6!3mf)!Pufc_0~_Bg+KkS*@wxtnjk6Di;*=e8nf?WN^E6`X0CInZN zdKjT|_a0^_I=lR+c#r$OjcX(maMqQ3vk&dujuAYrE9D+h%=U2BN0<0c$P&R}I@Zzmcj$!0y>j06q0CIAoU?O7$zBIn7S3reR2&+OU;uLn@h#ASr zx85zw{)Nf|@+Sw@8(w|J?8Q}VR{6Ajb2t_u?ps>8AGzR6Gk9Rb7@`x0Se=g;w;ogF z(CeYtR6jX0%PJ+&PoFfaaaN}%E>Yl}`<=0(mzO8l5pG2%<`mL`esyzzl}cJRX}cFw zWxxYjW745mDasHj6~NaB(?wzHvLDBgG`E* zkFjVYxm{@SV?Q$tIMKpHI^vuj9 zDee#D>?yxUAwf9f&3)FKWjYF-2TWL*^9Bp%4QX7vc13n<#VkN)WI8O9mmV=OCS3o8o!}t6mA^rgjaUM z3NP7t2f|JL0mc~iGe*MHxansy9**Y}* zqN`>53@3#o{}wF6S;|=mZ+99nafW>A$_^J-2zc(`7}}EK2M=Hc`lzfz>*_PxGh3FS zqun519l;;pd1*y@atqLzQZhi{syLD^nF|0ASdlcfK7Icf+8EBLw=2lChzOmail7$1 zR@4vEyLbQqKmbWZK~xfzRSe{*QztMm1*m!$eoEGwf}|cA5GWneCJyyD91aF76tDy6OWo>e8d$MEz9C* zBp4@yQIg>qp~zLFwv1S63^}Rn5XAB87`9wkZcjOu)MvyYc#X^+$%4aZCFl7p*%)H3 z0*ToTS^u@By+G3}1e0I^t#AKkMH?>o$o3M+jvoaX1qnCDVW1sRWI zX$=KgfOI0Usz(=~3NAu$aG~s*ZBT3R*dAy5xzt^xqGLJXEi2nlj(ForP({2&h9H^( zNwfGl0CWVfMIg*;Hhvn$hh5i{$jlZ|Wa0OztJ}eQ_G-*n(Yb5ZVcoyVGyK#~eR&2v-X~ zV@~i&ZrNJNRM3y>6;Q%92Ly4A0OrRkm2D%ekVfq>AthToGlCJToLJ zNGIWxuw|=1L%W)M>I5f~4xo+QAlqg4;I;E@Sb603rm(73KgGU?sk651 zyaflTF?zen_AqOfgFXLHtQ{b6ZrS7(PrFK7b8v+{Xim`l>{xTl-g^)K1Q!SlFhi!|h4O-1)Oeoryib1Cw46F_R{iQRbLuF!3XxC! z{P4qOVzR?ezU+X7zc#Khud!e9OL!&KJ{a(%!x?by!{p57#y6ffgQs0!24NPA+k1Kq zA1(V~%Q{!!1=}`^Txv%APaQvj&i8IS+P22**|5s&T8@LzJh+Cd22bI@nkzOzo|zS` zvYAqCs`Ki(DL6!f;kSY+>f~qB>o3S*IUg|&$A_LHW+|x!V<2J@4^<-7<}ToMOwa>k=ro^39tXO}wn@9$c%$n0Ia+-$(UbUrl3L%99M zPr>;vOfX?4QMPy%tP9U>Y-$KyR{%JfbmWLV->_jVE*Dsi0n!raE96jgXtq;B3Dr#M zMqR2!4`A`p6@o0~`b*F4!)CM{!fLUuCgH4qt~{j&|5>aU!a?sD+rsRE4d)9wGQL_T zsqQ?v+(f8;>Owt+SyNhad)BWtiywX1^u(2;y@m|+y;d}L??2E?|M+LkQJf*z`0DfK z#EGNelGOF9=v}aU4CTuX3CJsz>ei+>X}EPo`x&+V3aO~aSb@a%2#-hG!z^je= zY0PBEL0=s9-HdYu{qT}v{|VFO;|(~R;jxElnz!^@L*(j4)h$50%bNR5_h2S?4;ruC z`1Y<_EweawRz5Bg@n%FnqxtexIALmr2^BT3VC5^EMb+UQ+k_Y0_nP$=)6crKMTnDA z4Qv;y+|zOO(!(=`%Q_GQhd&-Nj2kf!n|b%|n(j3`=GAA^1TzL(Bo_Vno9>KBnz!P1 z9&jvrLlE;<$K1W_#lvjJtSkZUO<(ogFL1bYq?vO2XA`qwOaso2aW&`ENlqNJE3U5Y z!72e)**4(~4-N+S^~V{T{?NH?l5I(&w-B98Ny}bmT)SwulOB{6fW4SV+PiuMUW{KQ z6HAA-Z4vise6qf?wUAdAd7iZD%QL za=1DFQ=i3os^Sk{@t#abwR$x#@`4*+scOiUMVs%|MZJ6+<_iiUx`MRT#m%fnW9N*61C+^5cf@ZqU#xXEekRW}z;0#q^+aCTtr z^N-^i#C65}1u(fauck8t?Sp}U6w3!4JFpkqh3-Q=h%04hU4(`-uJ`0>N|f>T!9Y^( z+&;wBGJc!ho^N{L?(x1DIQPZm$N&rq_$o0EX3HcKZ~5_Lnxu60ZMuz=_oZ_piRZfZ zZd`+##8zU^v(oT^$b)E04sPFE5D@rF{tyKlec#CFw|s9X>Tz zXuBy(e*h5@0?#%U-3CMd9dXv|Or%9HA0T`mp3P552yG%Z-xDY#tc+Bo=n}i~YTp&} zp23A1Bh7?sZiJkQt)!D&UzGb9pZaZ(YccCydlp->b+>;MSdPJlZ)0LFZLnM^-_|Ch zoHPaIi-0P)G9cm#crOQ(Oqz0NmQCgO(ZgofswMJm!hzOaxO%PU&=JT0sL-(=wC}iy z@;WgO+AuS)Bclgs%I2jIJ>+iAsN1XNP-)}-_#^vv%ZdlDe`Mu-5S8}fUEAcEt7BLh z$X86Ea0bfvlXT%jXWUkB;>e+-Lj~KGg>T@%a{c$#S0H`PIMr4*@~{rV#r^~z4+>(1=|C-rQk&VJp+pRq18E<;+Y(tE#QG)UgOyl*Ln8kL=y%E zy`l4wNLgh$+ii(!M_3o|W;eaHha;kGs$>_#3gof9x@vHG+gC6jyIHwDDvQ+_ezFXghJyu8f(=pMaDJFjg7xb!OF+l zV$9eS;*7U=@%%t9%=Ql$Hz9qidkmWOL|5Ocs>2T`RdOJ4m?-7VP0 zBpaU=oNkI~d43|JWT?t05$=b~z&&xDaBXN8+`Y|r3c4dBaJ8T}zP_U;n6Bvj%3eF* z$r2m()N;nBv_S&WMrLVvB^4_HR>Jt$G2&_UgJ`f>Y46*N3LE;N9b3#%WLnrgTzuWXbYOj+b0vxsAuRZ7(5iyRrCXK|T;chrx^ zmCSSh@IOZ{xvqcZSu_71|8H}6_jdT;AL={&m9Lb`@+n)2%CqX_g(Gz~$T0?_E+0Bu zox0)5=-$1hJ?SxMxal)yJXQ=QVl^7?#^5a(Zo6RpS$bQ-w3pAeAKI31CHVyQ{qv0% zu4ve{WIbm7H<)Al-8H6cNAOloRHwjHw~9nf$>b@Ut0GjOSu@WIbe8jdoqA+160j7d z22&4t0n`Zx7d}&dJ%OP zd*OL03m>7hJiu3EC_p(S=RKAsnVzWAY*HS?##rC&2Ys(YfJs)Mj_zF z%7)NqB;Mxej~l&Eo~+`)m}Y#0;a@m{xdX2c#n*!GBvuahZQUe0GYFI8!J^X-?RiRh zuyL@pt>shRdm)dC;z-bH2a`#fEiF|B1FR$@21$SIHb{Wtx08`p+ARF7*fYjMkFEH+ z;vtuw!$!;FEj@>gLWMp^9s`qEAK*%YF!M>K(nPa~N&!d3lSx3EB!wOM)52>$Im^Tu znZtO*g3GepXHWeQ?0l(`IDF6G6hC(UEhXkj`O+Ch5Imrbnf;A(mD(+K^4AtVL@EVF zHg%vlhB1n|#Srj^fsOSN(-KhtN%W8>pFmqPO9GO4jYYW(M)^g^`eC376RTpt;_Q*G zegeGN!7C~+;M5{=8Jsp6MFbeCxI$!w^heX7 zWWvd9wdHY}>n}RwRP!~!zoyVmuK^ww7 z$gSuM@&+gS5ZFjrk?xANq&v1=#%&2or|9$IDy1RGi^JW)#zdLCtMKNL;vl1JHTRtJxObm9P) zS}fr1q1I`1L=%C7vxMCv4RqNGmgf#s>lg81Cqv?e?I#ip(pt8Xkv`p}W)}U}zP*w@ zf(F{6la~AmQ8h)(phtm+0@?j^@{e3n2GXm*ua7PLM&vJ5!ih4Yz!LN{Ne$7$)z$S$ z5MEs4(am9roUEPEQ>iho)+|8C$I_9!M6<|3Lu6#ES!9&x$P;cm_`LR&Z80geVA7TY z0qT_fNtDIYc;u0TaF$Q&2YRqgV|bQ-t6MX2gFwlfe#DFw+--DXkTbP(C@>g^n~9A7 z4>dppFBv9B3@E6whgL@O_B1}1+gQ1G#!3Po4(r^j7oHpEhY>dlbt|_S0iWvl5iH3e zQ?MfD{!CWH$M^4*SL|4M3mkj@xe~zTTY1G;&Cv4{)00_^UzDE$$XXPVNPY$kcmhZY zi=ZiPj7Nygt}!fRQlC=ZJSK%_c(A-HR)|6ygt352AupddD;G^!(vKw-KR^R_0Xw&d zml)T2Q+txnS_cD3-)GYnj!*d*YZNC+!nJF*G)%xv_1Mbiv>uA202%HanRqNL!*=DXxCVN|!Y- zR8AP$u38TC*Fj0b{iXfOU;t!K#SMi7Q{GR^LwPhUB^yh|&DB{^07+>O!%92Wi7Hr- zXM`Oz^HH#vzD`lv!9Wxs3=F}gsdVT$0DxW0EJqv&NKO=;D+3%1$Zig}aS$K_GUzfO zkO2h!JDQ*%N+T_?riIKY(8UDt5dPA61!!?>9X+SDv<{k@3Mq*|KKw35()Gh_t2!8{ zBpw;*69GxX1d~K#Qb=lvLm6mpHVWE40v6V<6mPCw+v94a=;NES<=5JH~A-fUJU z{Wu}>A^N@AXxvKi58uqDNhFu$n`f+TWTC*q!mq-uWhA=fKZ!cXXRe|Nw_f*twAiYI| z;dUg-3xX7LZ>8RB*=y(;uBL_BRrl+pJRFA$8Br>>16KuC$=9N5nNYow-$e8hmKtb0^ zhNKm=r30XdD^D&~Mx+2&ku}N_bmkq(NOC^>+Ei1zHpGYnDKo&PF69ja0qXdK65!N3 zaOZ==VPB8(=O947I5ZckhM~HK?FNWkw~w+CBj}^p}JeVMVE>Y5IPZYCbMqnC}(S_ubab#kj7PDqg8i zMVR!hd@PPfNsP|U3P@Cr9=Utu36o0EgPkMBb1|o!BcgR|Vu>4v3lsUHUFc^d30Z>K zq0osVb}3i~NcorIEk6RO#*klgs0ZuY_vvW+pwi6Q&@5?%r!y7dHnwq{n8tC;QAXm# zAEoEqO4D+}4$`lM2M#qjZ%bt-je{j5cQzTHYDOEV-fn_cs83Ab(`zik~>Nq&r1UaZsc%1Xdi za-^T4;-hNCBjnV<)5WOvWSHW$DS15^PBU!ToY;&|+G(~+;LJ-PSz2jJ)&WWPeEwLz zwTn^#OX%mjH|mndt!;Z^>b6ANn$9oXdH$VGcFLMjhcQ^6jhN8_rYbxqC^%fvvNF-# zB9;};9rz+E0a;fiYe@-$f&#kplk^(EOM)yqe;G=Ro|B|7;lEYBjN91bF|Ao0h2(qPi80|7f2kaQqzeBptB(jaA;(~2>$e^#b!@ttg` z(F^mq_m2O@u&940)wWn4{JBKOQ2l>&6Gg3_PJ8n(&+#~Q5ta#5LFHp$QQw> z;Ju<#nl|emg=sxRyKk;Y(Bej3lvXuAb-33}8Xj}~dhypN3v2X{00<2wqb`x%kPad&U3+U5QX)K^$@eganQfS3TpgL4XFPx(%M8sft_@K;;Lz#0@(8D~bc7o(Z6T z9VjTxSdXa3AQ6E0vNTB-pR~=gLSXF@p19GggGItqyCbW7kwGylz|-MHROAi=wxd^4 zG7xYiI;#Il9x|Dy5^}p+X%c9f+?mgWOZ;kHQhUU`bx1fzI9aGtj8JHBo%;~B;H7_9 zU=#+wky&A)Qz~JX1X>%l*fD&CQYTJX_ZSkJ5>a&iY@SgZ==R^CTDX-SF+IG9n8FC~ z&5CgD%3fp8uD46zT$4bkB!=TaOjov1pH}x*9U~4$aaE69$}#29RXFROJaZ8ae7{BT zYrz3+l8+{|LVh)T&n*D*T%Az}!>qcGkw?I87_+stZA;njq)M}B;lQj^wQDdACyUC? zu7&#aZB8Uy2?z@%{=~fjKZIb;2STz_Pr1-n%%8|2ikvG)DQ^96l1_ASt|S!t=*|H_ zZUM)Pk51-h zU%$g^@uivYy|P8%?0B-L9Al8ADxj%Vb#;<<4ehlqA}E~skXM&BLs_!n0YNZ4FPijA z>5xB4%2FYMI0ytkks>&()P;JLkHVJ(;DA8Ut--d&5il5(<=1jfOslLtnKFQ}@8tEL zVtmhAl$wRk3}}EEQtHr#bqa~98N8D=lMi~fbV;a<{E*{jaBX=~%Bm};DlfGw6F#29 zNtAfcpP=%GFzDihpBiPvdP%(cK|8i=^`^8P@SM~lGF-8%-JwLS>Eph(F!H|pC7SU6%&!nI^2kAVcAq0!B`#h$kDpD3ch@>B5>CC=cf(~)4VrVkB zaPA!|?S|UD z-%j6Q3X0vXw@aX10*y)_RK^5mdnX0SXFFtRk8wD$DUB1h*NPvek`K+&xAhR=evL#5 zK1}1B#)(5>Evi^C^h}zvaVr+O##8l>FLhI0as0MJVJTf2>44lwiZV{M-5P@GmKyzw z2k0qUIbiFrvETgI`GKmLVL3hliWfpG%=T-D>&JzDisl;&J0|K`-$hq0;Lj{uo zKskSr?m#)Bj703xM$izUIDZ2|w^Z6mQ2vkSUUe`)7VRvePoZ2h!)TteF=!Tjn;BCn zR!U&al}eoX$ZS6UmJ8)YhXIvjs<^Qb1QIo7%%HJbMN^=Xim8)GY^zA8%{Y=@=9rl8 z*kqYhw=_H%*Q~4fmRX0io7z>klxz}M7|r^Tj&&1?_^~+Ti|Ym*T{(3|yf$?n$>A znae@f5OSOw29rMdt`<%hrEca9t{K>_hJV=X{xyr^WH#!0d|ZFj}1TcE3`un4Z@rp8l>_;_kJd%q$%u&70QIn zuoj+l_5D>#58xI-*NiHKB&Mk+{9TTZ9nJw0qwUL0#b6t#I06D^O%YT++%tQ|Y^|t{ zHYD<(5Z}b$eEy=~0gUk@XuF|Z0__s0LjrkQf>_3+oE0kjIRT4bEv>3o!p(832(Ci6 zqTfo6q#L4bVYbtm^{;gnbv0WopO)9t$(3)Gc5#RcImtkA?}ae^_`rj2mG;sBe7H&^ zH_l*Kc!nqOM+*#@csRIETX1aWS^bL5^Go!oW1S^hDAxH%mKpiY#Lwr~nHj#vo6x0a zfjNWFarkLmWyA&xe>6A?{i#)GD4ZyC^FAU9jw2|j@)Of@P8luDQ)EZ!a3tb~^_-*j zrBcLVuhvxHoq-gEcIz3GfM$@ggACCnEXp2b2Ur)qAeX{s+vBxp1VeFBzm?ns$FD%t zQ>4>3KEX*-O4`$d50bDcpTvtuw;S3e&@O>eB@ilUAy_?uS~~m~xux+5+6fe!ZCsU$C);xUQe}oL`+SRvVB}hr=F|JRc`Q|hy zE<^$2N0tPjv!e{z*$%Y&VVo@Agk)73O1uB54-dxl(Y9I5x-6mSMfHS8X>kC=#lAp} zAsNgJJ#rJX{jt~@!`Pv~V8D`$y|kM?xDsGmCvw_Zk7_pewLKoo5K=atDXLPDq+l5< zspyw+bZ%kz2UDt{xVFRECD1k`P_@k0%_h5O6{w3-1^0^K*6Xh#QRkRPoA8p_r4mVH zW7JgQP6FwaO@~Q4RW*5~{H3gxhX3m$B*U;a`^zq-y3%*dZ8d)Uuxc?gG(SY&FX0SV zb>}8lg*hGVs}2Yl2U+2OKlSZXO`73fJNZ5z(%~m2>3d%UcW!hNr8sJ@qG!Zuxwi48 zBfe-r;M1}mGv0yH(MH5a&YI~l;yLSFH^gVC-a%5uz?;EzB0vU!Sm^pp!mUw@GOv20 z^lJ6*hnq+#5JFLr0uZ99xW4}oULMT(&!g`~^0t)L8%AE(X8?|UgmDGwhnEu<0efzq zF48=LYOE(SW(pELkyVB~GMfN2DSnbvjy}^_O}Si^zaD zO1f)Y>5w!Fgk@I2ks+Mh>tr_e7V#E?@=UBU%2#0q!cZG}%!ch`#DWfS=O}pui%Bx; zFH7Acnsq#j5O!#wVnI1x6rj4#ViHy@X2hf}_~!wl zBFe?FVpM%c-&};g#qq19JPL}FocAdnMlsCh)CSEMzr^v$lUR(=kjYiv&5#UBs^vcK z*XP_XbG|uQ5;dPFl$4vnJ2@*Nc^h_^gD|uh-B>b3xQMZ7Vi~ewhy7Y;)=lA3g(OLO zvLKeyPa&0Jt-S`wlXI3GV9I~UM+l}AtXo!M>Q3F_RHEWz*JG|6emxYEeu~pCib*_` zi0a8OV;kKaUEf=bAkJE&L}2ZFir;EsM7}(O8z6d+w6R!hQ&?ifkMbw>n7;^{4RgdMSQqkI!I@|Y?&`-hYI`-%!}l4V(V8l zl-lqL^HT%aTIEs$=>|}Xa77%Ii0YvrQ?z_i%qPb?R; zDaF?asNJIyEpf0T&(1eH?j5un9!m@P)z+SthBb2_z}0`QD0m<3LWgCO^r+Jx;g%O$ zQsNTB;$U&y0KoYoPckULfPkw4w39z#TRHJp>41W;C&U0}XqI2Gct2GK1D3ewqeP<> zfr_F;!XFS);Up_Fa%UoS%jCD&w3;k&DU}SP8Q~P6*?4+4PN8xdHk*Fs(A%zSGvt!U zF@69E2U>hbl~Ed=wi7P|Q~!ZrlwNH2NZ!W}M8|>@QTegqu(Vi64iQDqr5kdvw0#$wPhA+& zUbExQPCfo5jxa#?SDV>kmkzezgBraH2{k~co4AXEAjl(R4q2f-F9J&!LT6o$ftGQgs5}p=3DOXy!=miMbM^qKba+gcHEjx7R&|*5ac9i^e>VpuW zCJWo<69!_dZrhq^UU3;h^9tli$hlf3nkC8(sM9FNTIvgxut@Z+~KByPvP5m?{ z4)s&5oVOW2aPF9Ao+f^K-mYKX=e|!rCl}5AQ5KT?lpa1)CO*}s$Vl2b*3F#3XRfw$ z@X(yH^|m(fO|AE zOBeIjyYHJ5ZE!%)0S&_RDHBYW&YjKDm21rY0|ztlXo~N`ue8e0) zc-XojUYulb$(k4B2O3U!P8c)N^zGAI>e!vT_g0Os<_^`XdZ-z}=6R+g%e))rMO0jq z8`)`47}HWZ#z@;1)&W(DPZj4x7-z!5IJe;I$h_Ud=Iw512RnB{9q8q4);+8TkDoYU zjvi&+K57meIwbl@#GCa7HLGs2bs_5!hM82y zjvr3~O0ebSb&_U1R=KTlxtN;BhCh*oBnl}@#rk9XJ0ZU%I=&#w`jTy5qxq^c^0!r# zFT-)$a?t)W%ogafF^6`kpwSs`X+^9UHg%S5^a|bmE%T_l#ZD4&5XHv z-3GJp{bdSjnm%&a5cAdl{-4lDZ7^T{o3EO+8#Xm9tRjSm4;^g2`d9zS3>!SqT>bIS zn=RXR6!F$%9L>fym?7Zp@BZt5FarnlGhhB6Uo#Is@vDXlZmAJSu!{oBh7Xla-`>5= zh+%`xh@nHws1ZZW*ij?Qh~Y!b-~s(j?_ND+fY7a57jyjh33Ke&adQ|Q{{#CEnr%CG znax|bn{^vEoAvm%Zr=g>HnRip!|41~u0$)xj4Ld2XU{Ujh73v|a`5r)`%BD*OuErKi?;D(fXrN`qlgo=-=1OoHp6?@7pJV%7OTTg^Lrg zGi}kvxqG*67%&Y)UKwJBp*)Vqz-i?0p=QXSfrk8d>)O?H?%YWRHAj(0jv}udLgTP= z*B-NN`%bfI%QmxW%{nQ&TTy;#XFfTBeDz^e{V)jlKmYWL$mcW7|N7?l&A0D=FjZe9 z3Tz}IcF>c}SqQJ_Om)bwF=Iv!Gt(xGmw{dsFb!x%tq=V2ADso3bJh(ko16gIyLYeI zxns9EdgO4a19xq~RZsBMfQ5tbu9)~3I%KdJ&U$dzP&01qNHcoGFq^mg^}*ywH^T`s z4v;tiVBX%lZ=d9Cwnb~#Z?tvbj-9CgcFT9*;331#YZ-M2>%)s@pNINzU?Qdr+8XH;r(K<0Xt6NRz;IOe-8DeZJ;jpx8;H8} zs=2dewMpeo)Xm6e3zw`g2QZ-$s|*o8&=}2`m=|xm;R;LJ?ZdYN0w8Fm0-bffa!jx6 zCv=nnAqE8aZmMg$yObnet@=DqYPCTicq1dtBcR1Tcm*VvJoN7*?D24xH< z^4KE#l;~&&)z+>)fh6uqi+E5TSqtE=bAw5TK(X67V!Gp&>&<8HxdRPsmxyB){0AO< zwCRHZW`tfSkZkZfVOHeo%Puna|MU@=8IG7ag9gqt-ge{FX86!SGV9I`Ns+-oFmE)8 zZ_4bJYp+0OdKgCa9nD?0-e{hA{$&*0Lrn^?Ua~B3EWl{|AjerVrkI&iC!w;RYNk#c zC$p4{OGsg{Afcw231VmA-MjyQS%ZPUCG${S`k(zIBr<%MWuko|>E-)U~S?urBwCkOxf z@4nU4!2sKb|LfoXkqr3#!0-F%V`c>g_s92_JD4AVcK(Z>`=q(;L^f{*erRi~A^sxd-|D-9<}K z);So^93RKeZuW`oF;&PTIzK=xfABy%<%OL9(P{!QEFE8xO3x3$ch7IF)Mp#jLo*8O zlpH@+PeG_HlI#GmqGMyvS?)_OzQ8;+?ewRJaW4Yw=`XJ{tWZ{%deL}y*v`FNYnoP`eGLRLg|cLcF}BU z{PG3>MM9=u#-FoC{0qjsHmsVVw=N6^16@ru5P0}4W zu)n$MW4Fkx-{a3bkJ-)xWe1m`cM=SQI!ni+S(c2KrUKX~a=RE;D=tS~xfJUxNZBj09hLc{b7y{?qz)J}YB*-FXUb{;R|^-syV%TsV}W_)wYO#E zkOPOat;jRCa?YGK$y_$~0&^MKw+qgjo?Qj0fl=0hTs@dPVVr!dzqnek5}jpslBg*4 zN~t19IX|qQLR)0mNo@9(S#C{Xy_;6YP&bjUvK7PQmsVVjX-xUd#%19BWvk4K$e-i6 zWe@F`udcsxuKD&49+Z_JAD%IjbVSk*$6-e95mMSg>^-`7H8)&!abh4qhqW8FnCIue zjTNUo&R_i+w`+1Gtocgg8bv-8q=Q3~MHRX_5C;JKvlO^JiD#>P?`olktfFh|VsX8} zK`6A{w<1#kPc420pekJMmCc2?el91zk4hd^2hM*r*Wq>e0j8am#hm z5OP`hY%9vKbJx!1k_%^HcIirU_2n0vQP|>!*dI<H$BY^w-z68%miFV3C!RHLy|YL%u?^_@t1dG)Tzi?h2wQJ74MOx1^&sm&G6;qkTgI7noWvbwUlGRD z^^O%*&wTtM=3{|&gmqyv>O-F&o=FIW!91en-N$d#%&6rScaCY6`*c%F&n z?g~tJTyWmhsGq@jOqnnS+vUb#@^NW6T7I%C{S2mL7}sSzM-jaOf8`gkLDI~b@Oy3Gpq zw=!nquH4G?v0JW{LuX2j4a^0zrptk19(X>RiUp)!zuxAKkKBL(%JoRnuzh+w7<@ifcRqjb z$Iaz)FU)KWATH}A&PH-zcIeO%Y*E-Md!)Hlj14OrbJF1|06RnjFfbg7PCxSux2Lf~ z#yt69RjeDh1!5>xUwt`DpFGiAe8EgJ@1@GCiGHnCs}$8QXWl}7)tza}`XH@%_G9O6 zJ3C3zn$Sr@ygbjsF!02mwVa$J)A>R zhp4jQQYKc#CWVx*&qC*k`>Fjs)Z~5ezyY%7eF65-g_b?b=Ojy!jU8uSKX>;X<`X!_ zz;goW29Uflzp+#I4rV|WEnO~$f_LxPCubgx97Q9D4ju>F9nko5iIKMsae&5#e(J>W zX3qID&4h8I>}(i11dS?o4w3_3OVQq(k?o{39A2QYW#fL~tQk1FaJR^T`yqLQMl+P1 zUC+`!=9l+o1nkk|)`@Ge67c(<|CF31;dvonX@`XQV)4=ya+ZMyoVV}T1^FDr>d8?V zG%_ySYRHZu8&hsK;z|*>kj%z*j0?}7j=aRt*`AVCF9qXEbpN!r8$H8_^+N9L9&kHjW4X5d!qxzl}4_1aPM{hzI~$^ zcj7T`&Bf{|JICzQ&VPM@>v;H~HZOg+&;Kf%ef!OO?=*9;jY;?YYl!6HBs)a78EqYI z6MOr;#b)ucm4*l1_hFFBtrfC$7ZY-bj!cR$Z};ln!}P^O%XnP&!E*=GaqyLc11&p@ zFaM})Onr$9xbRPCn~c;Ofh{$Ki55WQY_va7qFzKEY!pgX3@bDV(yYM;**|vlxcTL? zFPZDGV$Mkm=2tv{PPbUGTTtksiLc&l9i$0Z$i+~=*T@pbTd;v^ZPKelBWB8;NcPTf)yTVq90y;BzKpU`e%L``XC&sCQlLs9T43G3obBOF z3ci|xy^t4Ub>Lkb`eWtTs4BuSJDWG-Q0`!KIDIu7om-nReQ3b!rFp=$6c9U%x8HQF zjOP7(MdEDSFF^x15eF!jV&>sYD;AEi=zx9c^Y@yM+;Fw*hxB=5K4K%sgKm#KJr7%& z-oe4_?Whp;1v}y){#jW*+w)ZneEMT0WE%F`-z)>8IFE*W6@&3cnzXW=<|4T#?X$9- z{DuZ>?8IDg$sDW-95a9QcVCwSf@Q=l%?)SwLg7cVEol!W+d1IB8;4lG^jn{nL-1+x zoGIp+p?R1PcxK*9W)1d3^OhhUkS`(+<~w%49)J3I**bD7&ez;_^R-IXiUMh6eoD zS?Kgi6}_#-;O}L0dudvYp}hOFjX8hT!c2{H_(2tlf7cq zT5*c0C}z1jXYHBazVMk($YEiB(uN^1@3BqetzC~kH4h!HC0PB~E0-ehFr;5+hB%`; z2X+H+>(H2yBg_rgTqfJ=Sa-x3Fyyl~Sm?PQmdjAbxi-p`vAH!YGzr4Vnr4(+2`@0f z;Y3h+Wox7&J`l^;zKHww73i1!t z1v96}P6DyGpAEP$WB!{9%~sq}mGumNNSmP2AR|Y|ucT#Gjytge_S{Qvnl0Ng;Ng|7 zn!_3P@J0vT^{6@aO0|GfDbzSs4(ZgVQ~v6er}?2rOp0Mk*nO026u@K6yf7#+^9n!9m)e*b|vBh*1iV zv*NsAg|kFy#fpSib>4vesmoWbNsjE($R*oZcz7Gs?|<$da~lRLyd}qP)Y#DP!gBvl z9{Htt=+UQfum0A;9Xp>@c4BwqDnWkhHg3XU(09!}=m_jb4UicLzXh@MB;QmZX5^4!R2SsmgE(H7hu zv~>AOvuX1^=5v^dmrk)`iS5Xx*a~sek}Gk+z^1AzAVp$Q35VfbfAyv2cRzQxnSdLy zIC`xz3D*8laTLU%qSz=O2}{1=56MEteU+v|1H^$)bx%z zW@0%(ayAshtu3Dv<1&wCLrpppvr0iZhVz(@|LWJ~dTinAfx&>LKX076<(ezZgOB|x z+HYTd0FaI=0}nA_Lt)v!>$V#()9yC2kX=Ohy~Qic8`x$XPUBF7lpKEIp*%qr6I zKgTP3+|o(+=z>>?3*6X7pX9*c1P2K4F9QL`m)fIItVbh~uEzQF=Hl zU>$rKmJOjGBLjG(v-pPr|Moot!6DQ-^Y*XPO>!50=)(BDz z0y!IY!_}7wkLg)H^*~-P$Bh*aKk*E<;cQcI({=89Vs-J2t*g_QUU6`5uwE#uF7((@Eod4A)r+hr@& z4}SJY)APUbkv%Y`F6HRVx4bRrPrmqh+1Kw=rA&Bd`p=Pf@B8u35%=w~4amo-$IKNF z(&Z`xw_@x^C#o5WHDg;+Z18y|fZHCq3J_8pcwT}7gcGslZkd}o58-LtR1e`)hFPDw zg~j65LoMs)I3@`A{>WFq`LA+A&u8ww-N?)Ajv)?&F2jJ}1zfwy>t&mz7$#R{fA2Rx zg{yJn%N;a4cKTm<<#qEnfB#Kc@zZUIOecOtlwzqInYVczG3!-cv&_}Ac2%PUaw>T~ z?$%H{rHNI6owpY*!Cn5#F)1=A+M3J((fGt-K5zJU^Zh9xXXB@J9$n zHgRJ8N8-V$Q0JCg39iEoDIcUMJIpk_IoMasJ(&Jk0mhVy4e4MMp0uCX zPOQe|P>lvxD7bpzUq{9cu|K2D0RwNQ;Z>eCFE^hrZe9Aw^;elYKYD}dg9Ds?!^Rng z<>+L5@z4IVc>>pFawgB7%rAp4NDKv-TSxc~L_-xflkf~Hmaj^RGem#(hresCy7b~; z`KaW#nj7mMo8LT4$g8JR z<|?0N+DzGTCE#=S+$pzVr3YW^SbqOU51T*#%fG=xchg*5P>bDfL$hKLLYh!d-4rkzS z=}f#o!U+N@%6Z;PZ)Dy~;h=$U4zL4~ry9)_(&}KQ`lreFh(f-+vO$H$cVADOvu_Bo1#h2gHs!}SXam%)I%OBV(UCCBZtS)5~ z8@GB@4Se!8uhlpcd>9Tt@|{PIuL|3f1qe?PmNmYb#iRG*D7wx+xASnIq#x}qE$AbPyXpvC?C>jT zsa#R_ltkBs3qGWFlFmLZF+rWeKZWV}1q%mmG$7z0frR1#0q-cXQt)*z+@QOU+kjc> z6!q_iS(;g-RvI-WGzNE!=PB-u=c};8Q)deD@autJfIav;tjztMA;rd&vuF9rW`cb8 z#$EdM>4k%(7s~BCO6@TAR{!Xs$IQR{@S#LS!kblQ;MzdmxYI~|rr}i5xdeX`UeKL` z8AxBTF6t5P&dHd$WT<~x?_flVp!>sA^E(Z_crSqRXYX14YA4hvtn<4RL&_fTD zjGYN~fK~BUkDovJocYcJ55?E=!I1-pkyx?e`zromUi~#Jw_E~ru#WNYS3~vnTmph* zsl+(XswmeDILGqjvoE7RTO;#IB%mw5ygE0n#0@{Z+n+ZD z*;#jljrLaSgxC+Upjtl=_!(#8wdc#K@LOBC<-|AWe`84fKjQNgt$ECS2$PBonxlp;B1)>s;Hah{Ih3Fms@k#@Ti*q<^r=EOX5$@dl56M zJpCW5(HLOyftzk!usQ%5&GCVYeoIWm@7j6<=_1=u2W2Iuc<<=%{ULl%cD#3CGIP( z3S5qT_5Kz_-#ypNLKFHD9)P0-HGxa8^)FY8VkI%7#NB$&t;15Dc+QRGC#^W4!ix>c zR+QPjpSTS-ym9q7R;)L8PK9TF&c=(^+7`teHEwFwRm+WY)|M!^{GQ0LmHB)6`IpTm zoO|&VCxI@z_^fkf4nFy3w-bp8Aoll9g$Dx~b|T^mY}Yd{)AFiGUInL}a^5M; zD?fRST%$@WNY%%V9AW0-O#{8!i&q%(+BbiM%-LA345*(xoxJ6_)e9%h9-QSv$9@8? z&{M@T9uGhMjC2@z4?C|=^m*nW=VJJog2RK&Qd||_jZYKDjY$N-M)1+6o-;4Ze?vNW z^~SxLKR-|{TaD^I&9h2%`Muwi_as=sohypGUWP;M zoIOns8np-BQb$H?x(nE{?1@Y`^1HyejZAih#uR+*eK zajeku57_VAv&TF+@8!hgQ&@a?t!ozBV%m;!)>R=n^rAXK@l>~K0=gQYGyaqf|Iqcv zAOHgb(c>*d@qhrO0`B$$O(`TfJm^4yywI$=tYY|fcKqGPVF8`oU$in1AqWv6r!i{R zJqd8;%0J*nrDV)aRqYJP(}|D()S8^4S;U zfR_$L2xn#*f(N~PzjcIm zGM8U;zUl4Ff^XWo1NFtiXsgO2xZhr1_SMi>o-e_~NO$b3*9J}9@(WmuQ5i={DUeeY zq-{NYA_dJJ9cR=wmxGGXL0V4gaQ3iF#oL(f!fVGmnWVJ22m6<}Hj>wVmNm#x+SPQ8 zAv;KMi&xE8yLgl%;Nb8(NgjO~zB$2wT2g!|xS9@c(zZz*AQl4P%b8Ut2zgomBu{ey zARoKjcJ`lTn|(D7bYz8qW_&srV1p@r6~;%E#0>#({}exwaY`4S+zLV3th@`a@!0~# zD;f-FSky_nU4xicD@^YP;FG#mz0#ZDAg0`|!3eOQWvoj3OI zZgyXBS)84)(IbZY;8M&SU`(4dLH4ox1X;PT5nPG$0-AQdd)a1|WnAGU1?#f(eQDjb3yU&GY<{>TUN+7Z$Eheaco!R zNq{n*0(oDIS8rAEe8>y)-;{m9S|)iv{j)E;mMEh$(E`i+~-GcU|flu4einl)pxnS`6F8d1y_e9MWq3~~UgiW7Fv%$t8!wy}kK#*h~~ z*wVQU$&Nz;D*n3R0XzBZ0ife=R}J8X0fAIv7yz*@;~*fK2(SR_?&!cGRKq`x51%hJ zN4-238?x_+An2r0ha|M!rV{YCz7WQSi=7|NdcT1Ohxh=Is@rb7*6?b=G8CV0=e7mD z_DaRsn_uG&Xzp>}fxDXh+m+-tA-s57?eHeky6kTxX6r7!_yWV3U{$drDV9Rt~MxbD_h>@Yoo znJ~UG+^))#K!3bSd*vk;B+fYP#y#{ez4mru){*tpPab(nUIh0;=Ro3;3ua*zlDF;@ zRisu)RdcW8w~`y_Ds4L;psf`HqDi9Yc?m*>B+K;E>d zho<_G`b{kb^tM)i6=3-TjH3CHQPh0u!@^O2;GxGeTPC^H_aY4LdDXg73i}R2rK^l~ zgRdI1?a+P<>tH!Jj4eV|Rp&1pLjBO_HX)6fcCsVg(w0g4C>X|w%9aq?qE!M62#mW` zs6_?>){O%JI|gv2N(fjg5!v8?KxN`2Prf4FJhS6pR#f3m*>Y$?)`YqI(T2LmY^X_t zR=d?*1ccdS1Q@7eGwFp4SNhbK;v{{?Hg!)kCV_fkC_UtR<0nWDJB>xP1b&z*$~p@H(9Q}Y>sPx5E5wcVBpeKYYg96@ck}EUGWxP8}$_r z*j|Kl17rENi|~T-1wCFt2O|zHx*sPW?wch5jf?7js2VvR=9|^s*VFE?o$UlKobVOp z!1F2cD3?#Bn%N@~LcIpB$EMZBOb48csN4d z3$g8;_)G8v9}#I7oSWu`zNm+?GUFu)J4qFcKT78F;e4+TdhM4ig%K3JW^U6=)L zI=4lO>W?a~iPI6hKh9NPtn^?+R@BXl{uj7V;_o@$SI@sF+lCaM z@#E^pBwR7bM@V^%7eA)Eq`gZQ#SiOoI1H0lt+K%#<~?Raf84ILXz6mZeJ5vot)FmJ zUmo-nWbStAHLR1Xw8}!#81>pip@nJj495TZ#&^uy?=FhcRtAdGrpSPRFLmo|4=Gsb zT2q+fnS=5cF1|nE^T*Ivu3cw%SU;<5zF~fDjw&zjl2ny&(3-V ztCp;ztxWRiaJ%KDb7qOWl?T3Z`!XguLa&i?U;V>ao$>ECXMJ(r^hxFdY)$CWiAVBS zSNI?64c`vF$eT9caFd4I*WqsKgS5`LD2(R(xWO@{!nkZ(Z@=Yw!^;hPwI3bx)$2CM zM2`=zZf1>4&SL2+r@WDc*HWhy!&$a+wZukoeLcnpZCCO8?kW-LYNmUh^8JR)dH(8w zvmA4knJbd~xQ(^!k98aKVOk~1gsb?Lg~(PWBrZKFeao}VJ{V^~#s@X@EE zm0-$%vfyO^oEXGxGs;@rM~K6>?RjjsI96t-B%e+gH#)JB&(-^%Kk+MsU~`S&YNs|g z_hxfgwR8!UYsQKF-;Vg0-ks3TwR)?(DaCiCI`iw;0rgOe=wj~-SZDYHTvc3KvSw

X~EVg==Nj&BHVrKOGkZg(4`rYwx61rdW?IzR01aTo5G>P&fA1K zvXgEzGFU|C=>KQ$J-{tHsypA^-M4S&piYunQY!}(P()b>B@~em0%X8u48~*Qah~_t zZ~S@Qd*hk$_{})X^XI@Y27?Uf%Q^4RXSqBeO8 zA&sQJ$rC3RXPtg>d3OL8!91?B0tyzDv!=+ z86uRTlQ}b_8}8P&l_N!nXy89kbps)v6H?ELL7J--y=_|MV^9dxmUDgvX<#ba=aZ23p#w|0b)82lVF&J)q!#k8{^8rjpZ%Y|Z}Ow`k8zSG zJylwImakk@ELXcCb82IRBGHdi?F5RNT~8r`@oyIvFnzbDi-DdgrnYXL)`~Q{Sv{pS z1kGAc*4}$+>6Q`t<=I=^`54@UQiH#jw^e-nyhVGupNieT^L1-!t|{a-i9MoDl#ATz z2E_x9J@bOy2ZDG|7__#Xs6&g7Jo=P&W*3Eb%0a6ZQ~p|IyNnr*94L23cq`jS*H$6n z7d6T_dBkCd6raEBq6jjZZ(^PfNxr0orERA3ynj6_@Yi$9xEklpB0+YP7w9a^I~s%Q z@Bzc5QRN^=sWQ~_tltWz=Px;8l3pICZTb;m05*$2+*W<`k%yJBhdQ18=ggK^Y$G#g zi76r9r5ap{#HOCgv9bqrty;(HIIrolD$GHg9#A#{*WOrAdsb?3pMUwa;<%3GGPdr^LU$IJ=Z`kOv_uk4Lhg(tZsz5H4Rl}r*v2@^wTak z0JaK4sl>@ra)9PYHx(4x&_-(I(&YaYn~)Luw#SYctA%kGgwc|Km|r~g{3}MMc}#Dq zgiKb{gWAI8cG?6#s2wg7|>d^n|9fur1Ry6r~Y^kNpPRY9;)hYvmaq^M+Ff+Nmt>JlQ)Sn1;N0ObQb9gBy_~RG#KUJ!&TJ)2_ghrP4>-fFq%mXwEw# z#()0Ulf`E=A<~C1s3<%8%u|b7?nGO`$}$}brEQg7l)y37ersvL#n;gM}f8 zLAHiv=wDTU7Ogy>bZEx51~tEN8CTW-p5kn#+X;Sl?@+Re7~k5}J#({H41kyZ<@A<50~_sf2?X*7~b z7Na7Cba!)c%e>Q`Es{ZHE0>HNdcb~VWC)ALwc|N=-h!5K0A%6icF7DMq63OCUNFX@ z#`ds-_fx-G*!(?bd5^@%Qm^gS13vEU^bfvnyOw#_CSBn7q?n!; zL}0b6-yA-7M^(Gsm=i?xsH@y?&S#OvK`wZ+$tDl1yVaK9ZG{`qNIRlM`^0-IyB?<% z%wYWH=nUKEE##ZPFQ=2gL-^O}sJ^Qsw&(p6k)caHw z(kA_0yqQC9(&d21h~bL<#rF+^e#gCYik13i84v2|wnKZ!f%{5h;=v6EhtWd#W1UYx zoHy!|eB-vyyU+86@=+^rU;62O`|Mf#-q(JqY0;G&K(Ews@J?M|6aJ&0-c>yJ^4v1M zw_sujREQ`Og|X~eCSe2!;Yo}@`R;!H)kT4#Mg%T+H~58rz$LE)5f#GTgeq7WAQQwF zg+aY?RdO6+APzULmBhW*z7-Z#NFJA6g&oD@aTAJ3Q>GS^^=y-d5r|Y))HbYJTdZ57 z)!-c)70<)i|&jXxM(9DUC)dw7gPb<*Hb{fJ`<8?2AchIym(P{=!6q&OYQvy8Gg`^m!&IK>LB!E#reA62|_W<0sHM+d`$A?ugsO$RhM=Z z2(Yr4Bf$D(^D)kxuDYlhm^ilMcbVa-0WMRz@8QRbZ~p6#ir@Y9FP9f6vC8u0D?e@G zSvTE&ul0}N$wB|IPLSwIE6pzKVz6uaVKkK5zw-W--r^{7E2foQqD#*|OIz&P@=j){ zF0gz0`IqfR>+q}Fh-Ka_&23-$%*A5bs(V~arJ)!C7*KX-+ZoF8i)=**gig(S==%Q; zzxNxu37uQltJ;Mjf(f|g?)!&av(Mf&Rk_p==LBr!wq1q2&;2>XI<2$nC-3v(3@G~p z{eJtJ7@~cTNVE^}Q0^HBgH|@^pyywFO$Yy*clrV@xA_)MkphxA`^+}_GQytGxWKuV z!J7QrufDq8u|lWrlSwc19-|S0c?F_7Pe0s2Lm91WBW-Fi8y8^S^^Q2bMabQxfu|mu zn<$Y1$&S+TjyvAvY%(6lmI=CH2GSBaIN?T2_h~vOfEz*@VvK06hZympktRcBgs?&w z$j0d4>eSt)6}#`bS21(KY%aDfw!dcuTB#ctDgFJ{c# zQw+p3X@wYX1pTOyqXj3X!I%=xFmM)Otcc@D4mS=?ys?110XMp1tR|VU;>bEJEiao& z)r}5Um>h(T+>Up%lOJi4&u+o*Fh;;RxP4~NZW1-wC_)#aQl(N_%7GZ7JMMkRRz97v z5ECK7{HtI3tm2CIQUy0WO$}3d&5EksWWfq;A1^2#ed-yzC2zYLgNMO9 zKQjOvX9jkk$yN5slXWUD109bxY%on84WZRbf}=}Q1{W#YVH5f>M;%do&~#o_P&##c1(A7iqY1H(S_u}r>L z1Vr5+nn$1ha2meXfgAg56+O362g-SYFx2gf(sBR7%dgv_Qx2QES&%}->pc%W8d1$= zd_3#)Q>49Z4g0(NO=Rx3fBjdAZ~Wz- z*=`2oTo~$rb17F{ce61yL*3t6U4jWAm#YGfyzH_+ST!)5eV=}csP8Rz-rq1r!ib%5 z%EwBP>Aut`=MA~1fE&icKv#b6$2Vxf)8~)yAE+H;K-dGt)4zC5^Z2jFBz+b{>rcfT zXyk+5G5Xu-%b>%JIgr2ECeRKkpO2KdF=6|g{gwsC5szrbZiwA9$(1k(DU&v+*sO5z z9giDugu)1L2zZAP`Q1j$Pnxoui2FTE7Q0KU{GA)t8`0IFo8w04jKWBm4B4Hd$7p+P zaxqQJ00%R4qPWoO)SCrcu7*rbqUtky5+C#`PsWFoBB z8<=*PzSjVKlEJzsvrM}`SN-J1f_pM9)nQ4#71{)~yMO#U|JH8rh7g3%i?OJV&)dE3 zt5#RDw~JGUZW=G@0D4D-FEXHYgE(Mc)2YY(puF>i* z)$=dCuCZXDH);>aQ9XL+eGeCxUT}5;Bf0;+d)uXjbLYKXfG;;bcJ#fkMBKjgnG#lx z<0SgDrFJ(!hZceM(8X%3l5$2M=7flc%{PSD;&-mP&UTPlz#33p=SXXAcA4vj9c9MB z_ktPB_vLZ3IUp5?@d**A-o~iGl%KhFj0j))_4~o(W2sYkgU>ZPO!q$YSn*3*xSTev z+KJ)*5Y*;!uaGUu_K+0QHljucWg>upa}MZU?FRO2n%ll7c)qUqzViBL7l;0{Mc+!R zKH6%G0Jr(eK}y?o_Q!@nWz*7=e=N*a!y~k`#z&)Ns{A1wpO=mhg!O$i#wN7(7=cGF z@|b!JgEzq#b8~!I#%1UVN!|Sp*)tN0`W$`n)xNL2;nOgL3nw&t6tM_Vly5zhR>>XO!F9BpNJ-ZtW&Dn9{moRW5d1>S06q z&dv~e&=FV44HI!+w@>qU?cwmJ;_I(5Ur$6Qpa9^Tk;_0ZvYA4ppfr&YXH=Dt;2r#fBm z?qXj6vn=7i~nr<%bQ7pvEEQd_*DHX{HWd)p%tLfqJPE^WKUL^jWH$C{eT&C9@p? zV%i*}`L>*k2qi{h3e*nemtaAGE$S!i1ZJ;-(SHY^$o zl;#+i0qqcskXj`sU{>nJj2%~u)9Um1@e^cEF2+f;XcWwV@{t?zH+KBQV#>5x7H7lS zHO8Q97qL8A>5rD&7d9pLsMx}xhsuU2GLa{}8^Nh^Q$Jx2I$-~Bn$3#CYF!M2Xp}O| zztt7>1t#!56L3%srp+@)jD(+fDVQFgF}Zz2=5na<31x`#H7mKYj0NsZpG4 zB4yEM&eV?3*T3?m;?Mu*KT1v-ah&FAz^jF~0k-qcvGlR4*x4Jt>pC-lm>K=j#=;!& z5W6qE;2e{?wQnF5Y?ajV-lz-ua!olyob0fmqaE#=%_^Vq^~;~X)F#MCl(CIN!!Ju` zIp?zaVpd9n+G9^WR~&uBM{I13I4}oX8u#wvB~9n30tUOcK9glRk2a)kZu{jxG-Eo9 z@?715KAfi2`6xtJ+g$`m9qf#H$jeN-^wu^xe7M`iVONq1>`?h_#tPMkQnea{BC(oH zJ6@DAx3%E++-uZTA8Mgrc}HBCi%>5-m)qv6T`2BHLYpFId3qW@*+Jm;;+Pjm9JTGY z-}7J}M1-PL#OiCw7@eR_dN=Rt2J~-h*KYALmvrzLc}(1T%yPHUJ@V*g-mtL7v^>ZB z0$&+m-Pdy$^bp#FzyLmzTH%l}I{=~|jTf+3_z9PxEFBJ4B~iKP=fcONtK}~_AcPf+ z*3)inb=h`3;Pyc%c>zNxv)YU}4`Mq;$cp%6ARi+JV2oDnSsfoEbxO$Gqq596As80L zH&GuE@MA^TcN$TygTs>lhtMA>rT`{kq;?N*cXUc6lk$OneF(O(BDTlta4Gf}9Z()k zxEKp7FZoP{e0EBdXxxO!T8STHdD||PmRq-M);8W4ON+FKk1E0P00v-O%Er|=-#2Iser8TPm@xGD=s;& zp&HrsU;*KnBM)ux@9Bl{f;_O}#|4XFSPbD?dsG)8p~AM6sdCdQbZ~ymhxt7SV58sL z+$k~D+}wHp!^OA0e~q1!$o+@Kt;&Kht{ap#yX`vTh* zh8l}!s7e<2np?v{loz8RQgT`I)iOZqlDlR+HNZZ@6?YS zSG*y$psg0=NPzL~NZl6#BOiux+U>`^{Y{NuDD z7}^-iuXZymnD~Z|6?yP-#g`|<3bU_lqs@oae?21FElDAv!N!T8LXIDTy;IBpI^~xy zU#2kMT|g}q1(~Qr#Ow~R!ar6AfX7dmC<1*#u}#{3x-=PRLqLT51QFyTZGdNcg{>nl zOMxh4wa&$iAlfysmW|?tBy61Uc4#$v8>{4kAEy<)4qXBPVN5<@DC}c_o5E0DFMQ+9 zfWk`|W~IaAv)Am#m0i-VUkt`9tA3y2XQa3W;?<`y@9ow&%2ozeDf|0Oz3P+<*omfVt z<}?vrrW?2HBVKO022cFD(|ycM`_qqju^+dsj1FM&KPwr*Nvh-ApvCAnzVbzTa{qz4 zFV;N`-~5;F7xOfjn8~x*2c%ooALmOfil{jixX zX%_q0o%a>H>tOsZfBrJlCCwHq&mVsMt2!9JQB2ZpzcBHs)!La@rAz!8?i$dyf3S81 z84LMlhtG7|HnfdTSt5Mn8^oZz7YtuUn$FVr(Oa%O22c~Mha6@_bgVh8k_g+eh#ripV?u=*sg31eS^ubU#7qC{X(9Adrt!ho_1xdQuUdf zKG-|fDpqf4U`rb~I zwkhA?(W3Azy!uc_krV7dE<2nJNO?(N8t1||sJ=NI^0s>?+#%=+F5v67#TUL5-D7kk zvWgE6=Ltm9v8ZN!R_??A5X&y;ZOTtdrJ;{&XTaB22$ahrAqqsU^{;n`e>+sC6?K>a z4(Qsde3`%qX$qPstuIr}-mF!gE)hTLH>@u z7&U}DgtJqAqeaY5)oS~sNs~m}kF!ab6+{NIZGtoALW5U6s96cvNf6Obp1DYBgjQn4 zc4${&oU}QJ5g0E~Bk)m)Hc8}_k;-d0tW;l;-gd;Gq_Jq`9((dC zqsHOi@G4BTI~{i>++7yAL^V|1v4Qk&hm6m@P(xMx-)uC>`p0sNqF~FgJYP!`D~( z-`|Ph<3^s#p4^@W7hZk(!gG289Fj10bv}L3dBu~u0lVEwX6WBn-3lv;7M{`0z#BRP#DV!R zhaGZ2ajY&STexJI(JSGP4UKs4LHij45&pEpBTqc5o8R9_7w<(#-KGS!eAlYVLiJOF zsw1-Zo?!xUvdtof92POTBRC<8cE}k4b_RSHXl#LoOesF7cpMeK#B(3_bGKuW8>Ff` zV+5>boNi9uhNnz1JX4|_tmwzeznupVk9>Osd( zo>)xM*Q&eMFaP9IQh}3l=RiMt~K47y{2zcX7nQ`xb`@21CA9EB@0j&y&j5 z=~f4bKA9Mn*)Rs%q@q)qwX#?=`$4tWEXk>lRz1UHP*~E4TM_*xzbX=Gc{h@uS4fIV%00Fsn<}th3AG2NpYYU8s{?&?m=Egv;$_QGqEzwgXCSgL-2ygB_ih&IwcTxxS?PM=o1y|M9N>QLs5FNX69q@5ea z2fzI|_Z=>GW7^ed)|g%eRk<1=vNwTHmuH-GTyfC;`(^f1lK#!$p4CdHS>%;=3RCdD9_WE_ysx2Zy;KI}D?wx;k@+ZjF_B96Dn-~F;5{ld#ao>O~d#PHo^wh$7WgNTV zwH<+!hT(?R6Ww9{ilHFSrvFw0ufKOppP`je5k<&&W83P#h<{@cXi3(W-DkH4& z^8~|SGX03)=ou$vVu9Iu~~Ns3h!AJn_=p;*+OT zGIX=FB6@^~{Us~ccp8+?{#8EJ^;st!Q+`BSb@t+ocNW`D!qjQgoOwvQ36V#33M3Sj z8oJ6NVo7^w<$Jt#WGE+Pai&8ZMDO+}ZT{?EoyG<)p@4KHTNYsbOFya8@;YVmq~c0x zN6HNZ3oEPa3|Z7Xupe#+!^zqe%D2?f)NsMMpOEUkYf`@Yfl#2VHox@R+~Q1$Fy-dB zj~;2NTbC|hVP((5hRSVqsyKCMJVM+1iv(Kxq4{ry!|L0HoMQ2&2_uXeNR93(8xtd--XkdaCrZm92!`G= zponXL)lbAX+wnF+22&BGOA(;cG>$j}!l7eN#Stsa2|K;Y4XnM3_MElHY&+CDM)LU_ z?&Sb5hj!783^7k*Y5iQdeKp<1TBQ6_1hO*&topNaAk8cqj3ETk-owhZF&PSjp}>EW z7zic+6FU-a(f|)T0ub*zq^1;`%fY%wh*%XPFd~=%5d^sHV6ozMjzL#>Rd3-^5?acK zz?WFY4ymJ}po+V7+eqc9Lyw4NRa6lF_P++z)px5B^V|VHte!I`1DJ~DMue#Oy(9knF-^^76;DRqj*UgG?uMi z=gfnJj3^G0|AG7LY4P#eB$Zk(&Rb+RI$MF2t`V2A$@g|dj8ukEI(tz!&J4`7T^Pix zOr!|LK~Fcf^kKsw1U|FX0?bFW3iT_e|D^t=Qd%v1{M3&b(Uzw<|D8p}53jx<9r#Ic zQ*=j@@(xx*OdyVU0jiLunS+YYUUs2~^bo&t|0_Oqp>%NH-s5V4LpJ}emDZ<6rN!xt zlRswtHXzW}bkyO8*^1c)-F`hB2BwYvwaYZuz%wtrEHQ~6>gH>DbT3^kBUH`Kq53Z%U=`z>KpZ5EGY6+$_KJkUU&^{yD`z zYj@ziBL4EU2qbP6-gD1cwnGs0#BRxNeEIXmfBMU1+QD2ju&U@|tb27?+t+{f$_7Sv zsu*3gFx~yYqbAEixM0rXHgd0WSK*8_N)puiG#V2bxV8e#HJK@k2y zKe`uTENmx$0L)R~j%a`L(#GTyL2y9q8Pgjfol3e}*d_Rk99_~RG+ zTZC`xRu?(iz8!IzEyd<-=;+=eVjtP<&9aq45y4EnvAQ12fDz0_V2gl*U=|GJn>rCK zNs$u#g*4PigU`~XOH{DL2*4nv9g`6{SZvIa;;z+!#K)d{r8xJL;|u|1nLT5-V$Q7H zBs1!RKlMSmjy`CP7>_Y!T5oDs;I(5U4$228!Cc@cHwUC)IGkBf`_iWRN7U)dU$~-ysD^`o>X{dc ztFQZ6v9T-NgP_a^+zdAT0>;wtnC*VmI}nAfkR5sWp(f7{BN^u4{r4-*J@fS98foF_ zuYqxU{F&#BQQ@3G7;Xl=@SHQH2l*)@0?U3J07GC~f6KmyKp6vKybpz)b!>U3b~4K5aEzgWyT zQnJ+aqu9w{UOP>@PQUi0D~kW|ci$S;^8=_aeL^A}XPkU|Ss2;`(V>%1INCH;wd-rq zrhWU0O7!m$M`N!2tXtcEJ#01WURPvmj9+Moe#iP7)0|ZrPrZ@xgC<{AETB2 zjcd0So7S%`xm41!b=}(4#U@=g27|Fp zOu^<2YlU}}4i=-C2=%9965*@7iP+`vvaPTi(d!J4F$#KzKqmh%K2xO@6e2zhYP1$E zT2w4sEMndo0fxZqgu%5uQz0$~_m89@<+NjuFisd8lXZ4s?-^5zE$h}4OC`%rU4G=C zeT#i|pKeSKFr{I&LgFb31O&4!vSLCoM+A4-O3n@ zj<_zhKToQIbOvFob_$pXuxV#=E6l`@l4ufjbE;&257mL7+@MbMzK0$!)~W5R{8ksL zj|8L|QT|K-%sZd?(=C;2<%PDiNAJtEVhC}5%#k0l6|_i)iT;X9E+}rk{T}tDzOK%a z1K$ZkqtF9Cf4unIr59Nq11~onqt0=@&K00qa%Y(j#F+u>boHLszZzs0@&1P&FaGlH z|Ec)XKm08_Cjg@q5G4=#S-aYoBN~_j?pD)l~@`5@3(ZG z;UV=+4jE$xlPAwv<8S@&aD*}zydO+n&-QIA(}zn0X*mB2x4~Y?IR{0w+ zeYF{T9)ITf0xd%O&)K_-#(4duD?Vim$NCLDiy{qmJC>QKITkNnR{X1Ut|KmSfS4EZ z$asku)dgpN+|-P6@fdT`P#emKf{&|jxV1P%eVh3q3~H9oKkIZc3NL6;CKNba@?nMo|sNReegs9ENT0Z7dr%jMGo*wblhO04<@3&>XU*o+`wvQV5+v~ zop=)h`Qgp#Jr6768^r`5KCy27I+OWFO(XsoNIT-98q^LMi_k{zGpqeD5E|(O1QEyz zf0wP=Z`Q8B7KK4K<3Zdg~W(}gk{HmuP>U_ZD#Rw78~lAbIL zL!DwC#)~i~e|2U6renkUwZ@2aN{$qUVdDmvisd#DarXcdI-);xIvx|VfgzCF@lgrN zvEKD#eyqgLR6eo8uo6Ch!8^q&RH#~0P$9I2m)W`*@2UgpXw$m2#RFOa{p80_H53r{ z`%4^XkLi<(7j#=M@5f(yZn0aodNyCTCf<49!`c<#7H8Fk-Ibu5m{k{kr-RBP+#?iM z38~Jv6ywKMaGLuU#j_Xj~s0(D*nVezN5a*(eXfNDbg>xIs z0ewPk4xp4Gm}tR{WFQ4DEadHbh(Mg4_rOjU=WibJ==FlxA)m+oNAhcA_l9_U(`*{ z4?g;Y-Gn?Gy91F{ZqxUM+*oBrjSV^WCWMq>DCC@35x@RtcW5_gX7QW<=8N{7(qGVl zex=mcvii%Jf}LR)-yW1+|Fcd%*_hFM5#W#m_ba~k%bzd)>hHhZ`x+Pk06+jqL_t(# zizAGeJFm8PM(Kwp4aR&7J1Y>GsPUye!>ratYPa3}K)ephX8hm+GQ_*~-FtS!IL(d$ zhly{{rETp@m8*6T&Hlsya6pg0u`#|ms8^pSpM9bDk#C+7&r3Y= zO=(bh=J}U2WO*I-im)F5%mI(9u8i5$I2wkz4VmuqK5?q4J4LNyZlaEcK1X>f!|f*b z@7EIK`Oe+#>MXv%=J0{`+h$BX`^=*sOI+xqM@U3kXJat*bMBP+?hmiGvEfXK8&8s! z$1sbRE-#)GL&{mAz8mTzdT8&lqV}9JZBZN9IMp|7^|T{}h)sCpF@@Qyenjhd*6TPT zZf55w$YXks5@6$H2#p!go1w+G)e}sHY=w_x6_{23^&+CzXa#-ssuj|@vbsAJqDyc@J~#Is({CTS?LL&y;GwvrEIWjG5! zJP3JqI;b3&hA!=D$gY*fz5xfofE3=Wc}%7J;%&_$KLK z^kl74=4OlPZK1S|z}Nu0MMU!!#oHo+dW+Jd9yY6tn}rwLD_5>8e*Dv08)SbWe2zNw zz+z0t$YS=aX~mI;9#HNaP$ySie@n4!$&z9{b*Q>ryJl7StXVDhYW%#8H>gbOHZ-nk z(_cEZt1^C^&VY#VvKw!W+Q(AZ|5s$e=#sHG4mEI z(1i7Z)oau{unZ~}>L4+@BD8P)&wD>#Kzd5&2#LFGFP_(d)VuC~$QYx*i;c>^KlshB zn(TV+|9*4BV26z6&d9rIwHhL(hHc?*>k_6LZo5lkgfmKv3lMl$NM0ZDik)Rpjd$O} zj~2_8H(t~P(|+Y;7u(i0?p>zm8bE*eDJL9TYS0O2ZWVP6Ug0x18(fb|EP-8u+|Wj! zzwDxhU5PxL;Q>>QLuveqcMom;HLZ2})&^pbiT=S)ZY-V>!Jp4ye78qyH}p%N{gkby z4g`0*I57+ozCs5)zxU%CGzT~Cu5z!>FMsYbyD)03X~?T%W3=5FhFTfOvorGci%28y zC4)~t7T>VlggtoNIR>OBSX8NBmgo%nNjBGV$s*qxhWtGD;;Xup^{uA)Imes3tA3sL zmmH$CJNj{u&pA}fzHjLDV|7+fEBO-^PxRk-CrbF0Uwy)3FuwR)#*cWwHn;N>j4+4rb@31m&&r*409dhu@ZBsM!kWXU zJ7jlAb|3kD)K+$Fo}f5d?bpiw#*OQWHLI2v%a^<>f|J{Zbsj-BqAj=)_1PjqnNqM7 z%F48NXJCL}ojC}fj}44slyK;OD$qSu>l=x+9Xk{`@OsY$?KCx1Y_!PSa_@fqa-`d4!qNQ{WTVh&bOsstJ*rBIe=P~?G z`BWL%UFb;aUr_^F9;R0NaQ1>j%J^M$!5Lbmom76nlmnUHJMVkU+89QU56nI`m771i zI$IoY)D!veyeM5Dc?Xd?F!@y!>l3$Y z@xExuQe9+nUvcvB#};$;*(;^1I#T)1)~?O(iy`=LfAbF#Wou-tBK~{HhPkU7`qa)O zQmYB2o|A#Suhfd~?3_`N+Ws>U%$0B7#pe z_-7#fc7}LQzaypysQLW!zxhUS)i?jTTs0*KLgZ|nmEq7ljPVxDd4o07MP4850zasmQR#tXXW`R z$^O6c+M7}{x}VM6)CNrNmp*r?G!ot;ZHLu)0z~=Pv3hq=>x;?S)nt?<>~?Uuf53*F zhqanlGiok@MoelHci1Vo;WcWVuq+-#z7euHu)+-_;pC7pCcPTG7E3KT|FJ-$;Sw02 zMq`Pdf)Wc#k5q75WD^#`i}~~4Eat!crsUM; z*|YH7`NfhY3vH*M+!a{0(pIb40qBzaKj#Wy9$*qSZ_?_!RSXu5AE^bPOF`)b~5XMx9A%H0`;uZo|{-i;ha1n&aQAt|q59UO>3mv-iV2+pp zh^*W&p+T^t9fQY+7R51})om(Qk2Q=UlHXNYwYpC7piEq04&Hx`4zQk4oO#L#rmhoz zV1In$t*Z0oVw|+QpnBe@vk%lOJ2ETPX1;5)SUU%cilu5l&MqL2S~sKh;psSrM1EZK z2V$LiN9>0~$tE5}J_To@UfQ-Er)|3l+8vm(+it~fGo}~Qq<(hV%vr_$`|n?zpk0AD z_(oc+;6ACt(Mu#l4WUlGQ3rHJ3U6v#RUQ}rQF^Lu6D^TVbJ6k`>%59X+u0)=Pdxja zw#*k;9v#ZzxFqKy?GB7qoA9adP}BUydpn!65>IL(y!rOK#JFxM(+59o{HwooMe%#T z`4y8}&nHR3-%E!2Vuz=0q8{u1!}V_Mta=|x^R5n`{g=P~`+~!c@vZFaa#0@C&3^Bi zpW5VCg9$n9579&Mp0h%7GeD z)CVKpn48HGy|mqd7R+-Fx3k@-PW=DA`7c^nstA7i7NT)nns(OdCk>jhr&qS>ncOLG z)wMU7NK(CTvlI7U|Ktyfyy?%y89mJxlcMyB~O@V38*`EQo&nD_TYe$bS%HHg=-RwR#e(#!8OpE06j)pC#*QY3!{S}L1a|wI2>y}UHDKpplqx9f zl8hHTDo!CU_u12T2J+OlC?6|Vtg&1;5z2330F;N=VHl;xKt3O#mTg+);ZO~SW5Pgi ze(IBF6|7!`SuLjF$JgDg7``)MoSjzX?Hq^dm9}7|A2BP$yVgq#YpocCMG`5h8&)(? z4vVN4j33O|a@=~B^KRl_%f+y*ly)SE9ntQHP9Zjh2oyU(>TDy0=eQ#emaM&>F^P0G zA|mw2)5UJnXXu$}HX=piCUD!dc7|*h!*@0i0ixqNgCM3r41w<&$Xf`l?Pxz9axF&f z$JgH^5wph0eUgZblO=kN{5K!oQV`ILc3Mx~;h5o(F_mVro&CWdGJze!2M1 z|KSgH7;zsXxP!TAg{yCVAf_*V@C*z|>y?y&mlfjV)wypL|M{=}&c2mk2nLRE;4!%@ z>Z+gIWV--)K3LG;Q0$-o>HlFe>D)u`US=K#UIPP*$#=od4(dMhdSRvce}C^s14G(N zEc(rjIvcP|XM=JA7lIbmnP|*u_r3Oly3fI=lJ1ZB_7AQtZol^-8)x%)Fq>b{;b+t? z4u#lXUT)H%eh^do#&@pLyusy{jRe@f`^+x>?*IM2ic8Kv%a{`udDNssX2=ic08uxY z_m2T5puFX3YXc8sQ|#)I{hpqPliNMP=V5uAa8t(NFh~RB3v!W$rB{%<)e@|8nu-E3b!FuXbMlQPXZy3I5b!^7k?UeG5TQTeu@BgPR;B z`iMtznLDLzdB8s?41VKP5+ruV>Cf+dLzd#4cE84zvDqpw4qpQmCF zs(1I-&cITW{fB^O^_Z1o)Q6%{RHT}aI6-QvM76SyOfsv;=saaWfk0)4V8ybf#k=$0 z5;L&UR%Rd`A!5O08i}+sz~Nrb55N>`fguo~Y4;C^INKruf0S18r%ahv%$TveMuCmq2v@)3A9{ml29}0*gU~I})f{b^%<4C^h3mJ)}B+5dN(AcZkVg z_rTo3&n^OFyD<%79J+ag3l(+w&H&}+auzPKvUVn8)RR4l{ZRcF6JWMh-IX_<)solb zX1!cngo}2lk-#Ec9IRtil1tf8zlwN}-3m?J+Ws*LurL&H=e9y~Jn z2YcuJ54YU$;G!JFdSEudNwxUnj6`q0Z|QK;4<)Mb*pts1Ly(sVH!2DL^3VRHIQ7Ki zO`{C?r+;}`q}Si4p2GX^y|+Pf2#dsy6B=T^@tq&ox4?Jti!xk{hC0!;Vv_TG&>xP{ zIfg&|_y10E-j@~!?7NSt$QulCL%;nX7>K-+k3YsP6w1rPPTzeGJ(hb7sr%8Vo|TA= zb`xu>i_^8sdFch`N;}<{ru6dhCfrRxee^(YdVdV_z+e3BH;dPildkpgQ$KcG@i`qR z=4MtKH~WLQ53ne~xapNfH6)x;3Yn7&)_=l}5!r9tb95@kKWw0l9s4JI$d zWh|X3+~=KnO7RIDAe}INTpx1VGYH>J9LCNeW2ZXz>x+9RMjLj@hsU(e9kdT~;Csy= z5_j7@4{2e!y+*IMv_Sf(=HkI#GS<3g+Sf=c_*RToGlo1S?syNI7|Gwf!ar<+al;HG zJHb008T2G!y*$JR1S31TfMF2vuccg(w229j+Zh5uS!aoNJ2S9Qd2xAeR=ZFwYDp^r z)2af|0|^aM#oqx^F$JVZI2vZwYc+YDv_oJ_>x>3sGyy@Za>l?I1_lwu+pK#8Hb^!M zRil)FmDvsIEXD{-o>J_lL7O~wh%h&C5hcnQgUvhCk+iD6wQHLW5{qdOQ&3ibrR+a^ z{48=9Ga%*r-HHQOv<5|Kd-Y8X~gIH$`!NSnSrjnFH)*@)A69#D*4m+2ibP>}UE0HeFUW^|S)=HddEH+o3R3 zqE#b>kfE*YUB7E}(EH{)?kRrfYhNzw78ow6I#F`KtnSZ!^DT>oKL#|!&j~jRsQo-4 zaiQ=0;A&&^j@8Oxt|5tUf!m4y;!pp$xc-*grTX$wyM1=04sAoIMtjsyHoRJ$s?Rei z42D2#K$^YSPD}QVlXQk7EpWSdAFj&eeY^4<8W&<*Xw%wfuh~XyPfME5h6a1zv2e*4 z=NKR)5l=(>g&n9cTzd7}U;7p7FW294hqk-t>RViHn$>JUB7Ls`U$^Ne-d8jr>)U(3 z8_M!g-4k-`M!L@raBIG{9cL*wrAHnx_uaNq5t&9zuTaO5%DwhvZJZ(`?}0=?SSuN zXrDd{T3n=u#=g&8c7dgzf9DYHzxu_`6dyb8C{uv(%=51l3#2$>&DssVkfS-Er*Ss= zHa08te8c-`*8wdumtTCY?u^mcsGk+N0>rYGLv5@+gARlYO8s#EA0 zukt{Fi50fv3$m6sg;?Fp)9TnGPdp{nnddeTZVak$$FHT+^dn3^C$VG_YHVvy^RpI` z%hO!BYBjzM1_EX`9r&f*X)nx(5xOyXlo$yPKU<|Z9%mB7D2Wi>DrRk)b{jY(KE88Q zahP@mrcH76V3EKIssDOHTg_b(e*zCrhqe&7%VGRP9WoaF(PAjjxWw)dVq@$CAsWWc z6RTpBnGeM7J+S%ppf7GJ*da$QcTMP4;bbQC) zzE;iv2wMOTX(FOMxkT+0t;Dgi7sNDi_SB*7ul>p|N#)+@VhA29p4E-H@92IBc41%$ z8OS0n&|1II4@@Zo-%OpkIQFO`Ol@E!8#b^8A0GX%iN|D9H>1UbbCzPDcX7Dig^*o6>)`Z-w94`EGc)}SW+%MIwUeIjz<6VZ>K; z@z?}ucnbqV^LeRaL`@^N2iHX=1Fp$#$XnD=6O?%@(fNTNNEEJ1JItsyMUe&P$E;dX zlp_v1xcC$GP0l$yAhC~^bSRXIqgHCC8wC=`hEwe54kXVQ$o&bN*_feoBj82si3`v6 z-*<1@A+Y-9yU6M~Pq%fBn|<5Gq5a8==c^A5Q=;w%Y?k*jx;fhAsu8O9H^&p$Y$3A+ z<3peFzuqwd0j&4cggF|oZ_)b&^^Wd}xnK7O?5BG`>clqZS02>@X1#@&(alGuxM2q-BnU6K$C+0zfCvAm<2NE@?exI*PWH)e^k-Aq& zq#Hu}dK@+118vdJ1;Lwnr0?5OqyGt>DE4lkEbz-DIE(AR?r*<%RC8FzNIPT;*Q2fh z(QlFUPQn%$j5sx*$cx8+J%c4gK06JlD&^e4_HB)FWS6lJGmi0)!b z=Bj>J*@4iQq)W~!wR?)MCO|~T+BJdWwmQ@gj6v6?Q5vvE7bhQmXmQ{^d)VL|m>In9 z)TF!M?RlCwxHOJC93&2;odneGjhAZDPM!I%HdLFVew8y0sFX!a%@xLXHvX< zeDF@aMuo#QPuu&rM)ZszvWSu>{_LG+P>4=Q%gZecV)`=P$`7OX;gbFoU1-`W`P3_v^sL>p*Y+Uz3L4f3lw zQCtu2-@CV5JgJ_2Ui$#xodh z`U*@02S)dn#+{F7)tY+@T8S4#o})~>+qV)P$+nfJnjfzvy!tz(t!kQ(c&n#EOpL-y zkbnsfhlpSDbm&3*=}gZtCJ!F|j2HK4yg*ee=cv-xXA1$XFqQcY1hRqiVUe+dKF+tT zu}rvq>T^ts7B4fxxqc%t%sKfwLYJUDsatqWEJq0`da551i+*6KmBl6`H!KpxqCxKO zJ3CQFc}V3hL$i;R8`6KQ%fRRZh|c6YMElLztN1rxxLk)YSL^h)m zBTXPp9)ZT{t`8N+_|S@g#LwuerWE?`;d%1DIU2<#Efx$QviTl(`eynH*EejvL0y0I z9g>L9LW<_aFpPzBb>r~QwFo-YrVmY*CF#)oLd(?6-Vzo6>KCsN{nAW#0*eGjeSTyf zW_~n9G-|H}x;N^dzJIM~hqudd1#$bzRC$o-fxMyf2cy`dz=ndZyB6zVlgNO^kDVDlJid_)y5nGz+$K{m z!aXj)B8Q$wx5)DGvYCwN+YV(+34_Gj{`z_*E-otBxW@*CbIct4qV_ zIW+u=82)nTjk*{iW@uJ%qBIDhFFZF8HrHN%bFpg8I@1s}aiR`T787i>nuFk@#6frK zY=)_vWs=Ztz(^)gF%I?t2saaldWEHnRwL`oYJVqYQyIyJ68_g8{-pTiS!Xn?D$rNB zrT7dnRr41vG-k?(J7vFYLCUGLc=yNM{zko0s%~owR=Qr$Jp>nO1^S~BGjKw;5)Y$3 zri%gLIZ5)+7$$L6>o`L~{V^ajn6M(&ide8n=_m4(`}NgL+*Y!UOh8N&gb$@b#IM!P z026;MRxq$Mtr2>R%KZ@E`u^2MJX7~k_EvJjbwpkle35xSa7KVWS5F;y`xa!|*09>$ zDpY`*b++l-Ke)yQ^iPR7<&Z3s8}%OFG3nC>5J};|FlMaNnF9zW7DEs_qzv?vR>Z$W zs{L5Lk{|Bs!R6nw!_-S8Se1cs+rB-%35yXw9zWii>>QX6hWao=K)Bt9OAbG--Madn z5G-`uq{F>CRCZg;P}GRsDmRf|@J9;3vts61aH0poC(6XP4-CK8-F&BR8oyAN#_eW4 z{D5M1Dxm$8SOcz@W+>BfMHL$FyhfMk)Az1Lz`&-~7uD zuM=}P#l)QQ@#7?kME>SizG#=-z4H1S)}I<8moMa=r!uWeP=$w!vHYs*ZYf@u7Ox9+ z^Y__joTMGFX*Ld0cVX!3duTr4!SJmx{&BITF#{}!=t1--j~DUlHu=lzz9M-XGV&jG zJwET`E*D7)81f47?8H&{_QCEcv08K%Ltr}UhSlW0l)oOY{_ZUrqn8$(H0E|{k*;oF zz8J5nFQyLB{=FZ?ZI7gvkeAhOAAaoV;?oij3xl#0l&T;K_lq=n`NxiJ-T_Co^#%GS z24f~qdcBySJD-q(p-p$#H)T{$6WaQiXaF%-DW1iW2#bG~8m$uZP<}}UqgaaLFy1Tj z-*TJ~0OMT;m0)5TvH`S@CJ zN=E)#3)L2XdrI3sqJ-392v<;gdhe(x{1mE*TZ1!%(Dv=xeZV(WUi%M{^i$@{sUIr{ zwxi`TDhB@Cu#&x2#Bc&BVXg2@o*vV@^+Tm&kP}6Z^NHF{XT^%a^p1NUG8J5&U!U|0 zd5M#lc^frWZ2b}$pfRj;?uQtdTX+J#^|S*h8ico0FH2SJo; z2Skz%qtj&c8OuV-6Y-zZ_B68CT*{N1XZj!YjIWfQT}RVkT_*n&Aw9 zfDr&S%3*JADE`rPH%Tw@Tw^fUxnW0ue6~9{$I32GUk&+yFm%28aIcdueTzE z$t$}#?fZO=rSEQbipFUms~f%zCfwmRd~;9f=GO20@LGv~Og3VZIvA^+sJ}lfWg2W!6)K{5|C`_5GC595Ejd{T~}6o0TPOAA{Z7f6IzUo(^Y)$0u-@vk?}C z5$!>rIQ`^?T>+xKESccfwWGF8i!&JVU*_9IWgNB1%*b@AG?xfd1$!&CSdQ^-ue>>$C0BYp&^b zkc0C_B>jii|E##^lV=)(Nk4!Nx<}t)^EfoPv<4G97Mccwqg`B@lBcTka3$Y(t@j%1 z0|d&!cxPjW-sLu@wR(z-x22(3PV`opVmY|UtA-!+9kx|UkdWGzmM~ko_<1UFHJVob zfR-^ccN(Vi(kr9xOFHiItWzpW+kO;S&E8oCJO&>)6D2DVVbGh8%sTSu7_ix&RYh4lka!W|DqbJq2L#)_vn0E2;tn3ga>Mi*#`=l> zc##x}vNB*)Jg0NP;GD4j2mC=fR-Zyd8hjDVPdP7(gHIX}RKa}cSl z7IoT+s9%`IK)rdBF0GU35F%vkn3(!hV+x{=C^6-$Ta(6(x7}mg=#8Z>%;y92iA?%TDg2ej1Hnek39aA4jq0}y8y=)2OYRy zF;TL-tmvA|W{nV_URoK_<*_>*)IZt10XMrqPl~u5j9~}G&Mag|NDKd=HdGHgCH3^^ zLaoMwp-vxsXdip%u_q;eyqnz?O~35h!0q+HFZ}_@J9E)CIFqq&)W#h7CK#8}b13ga z?xsE8TJWyU1T538(u>8>haYAK+K&_CO#YmKB7%c45c|~CoW1ufuGCop&R^u_6C%#pjr<>f z_bnGy%>#$f{jPRNZ@BdyU6lD+ar=D_7iXxxjyviwiL>ot#5Dvk<6z$Y?UMI?tpz{T z7yX-l@aEg^Xz^xlaqq*A_jnGXw|22cZwKHF0^G1L=5=7X6kKO9~T?*tI#$8 zHcF=8P$p5vrLoF*J+)j3qzE1<#%|tyByJTyQFsc9sla197V;68@$aw?RXrI`27U-6 z>%g)DFz;dc#~%d^q-7X!^;m|%%a@Xn;f}B>W4O|j;#S!OyPJICm^<$+yUZfro}&Sg z(d|ymfXF?iH;AXyb-W>8^l8Y*IL(1Z!Cb zkwk?yxl%>w?X@@F*2P*c76%=$ujFYTEfy}~(y*vI@cFq4kBEOlQM00+DgSNKu2VP2 zxxu_}pvz2IesA}HXJs!ptiUo^-t*uiUO455v>1f$fB5Gb#JQ!HM+dvtySNAk&tL*N z#*EkP)Z>cDS}mP0NteiVpdwc13N%1cN1Hc~vz2Wahz;x378^&c7n+e8P^EHKlLjJQ zVJugQbB89SqqG9+GU{0cD^D;_Y|(Q#8T`~0Hmj>aRG1o5gYCARfH)ZMecr`9I1fU3 zI19kJ4pubpQo5)zJzR(A4moiD;y@jwLz@vIGQ=e@tT5D(J)$Hx>8u2YNa?Syygs*h zLyQ38NK14T=Jh~F2RiIp3em2v|(hxuBmm~8+WzzgN!pcl6{=Y~U3=ye~QX)Hre zxaiBb+;zX?kLT!M<;Cf{>^*)7!FQVai>DL)2o91!L7JEQGv)wq23z%Rjg4ENn9k+SKYp?6# z$9Hv5T`GpDciOvdELX&j0P@s>v2xH?1!Gx|JN$@d{&`2n6Z~~Q{AKvQtpEF~4%bOU zM)3FPperVFL*DNZfy=j$<<`;;n1rIVa({Q{KF$P?Usx^5;3wBew1Rs;=ZsJZ>*q>J z)Rr&K2u+bzC}ReQV|4+HyDR9{u0{HWQIQG*6o!s6QgKvhW&?1PKT10B! z)e7)i3l|ZN+@9RTN&!JuZFyGxH)nV@s{aq--;HBH6nZ{Y|6oX zBza!|FFWxt_Csx87}3ekf?{sGzFXI24)=?6qdN2ly6o=6<3DOl;q6j6+OGY7QTe=A z-*rB&c|PhrtI8ep2n%I=1G#~oVzJ6Z)wF}YK)ZR&mpvPLeIuS~Bn^LuiLsk8)k4bj z`S?hMAI5JiXcUj{u?bIL9$Atcdmd@SryWS}aE~MarVZf0Vely&%QBL^TX_5!d?J)B zQx#yuvq?cI`-Z)5+IwEfH1PIQMWj%?r5`T&nIJv(`JoNOjX0^zq>4eR)b9>pOHC0| zUffDA2FXwLZWWUJ5kslV{y|`(MPZYOVR98QBggR$itsaZsa)=-a;mc&B1V9%byfhG z{2>kqHzI*4&Sj(W>>H{)zsbWaR&Hvk8VU5%f`DkKj-`=LYnQ(`1Qwkf|w^Xi(?qF-AlikuJiUl_GWowrRJe zO9#g7-U-z!cPDUYe47{#U~T70D=>TNK=&w^mb7aW{Rz4K)oa$-&VrTSE7|&K9Kw#4 zA}SvSAG}RsQ3+PQjIfA`kPYFFO38^5=|ZfFezE(^87BHcJ%y|=`QcJC&Qz?@fj=g8 zCPRo02=xsjLRt}aSyFv+l5Y;4)8k0UbQzA3r{?L&WxzF=_l1u@DzFo*&&I1htKfZ&w3`fJIg0>{dz zfH)3o-xA-dU}+P^Ck~O*SLi3Z>s$fvoF!malYFo;#(~XMYu2crtgvy5e#6;@n_}9k;vT+e+{hVE2ZGi+9ojZk{QOse2$3vVL@Y+<_UIUDNK}ss8Ma^ zP9Ygeb3*tr9@Njv@Eve7eXoWD^Mq;;TOgN>lMs_b%4RxE>-eKuC zebd@1!Q{>6>e`tN2+cK`7dEBw(5k&P8v7Oq>QB1BQ*IWAMj^VKRUD z25X|PW3%gs*jB4MGq}CIzv+3OQ4X`b4>rH8<9h;pJKz6bf2jqr<;Cy*$$#x}XQ(xv z;q~2TuRY5IqDsOp12Tt=r_2X6!{^Pyx}7@{&4NS;W#%$h>YOtJw)O;IX>ivb3lBe~ zWAFZz#2FEzWwHk33IOgFu=@q%?_<8>u-_af9;7;U@1r#zc=tD($$`hiEnVcP>zqM2ACQ2lB3qCg1U{gIx#f z`0D(u@Y}6-a)%6iheU$LjM2RXVg@*8zzza;7;v|NcT~1Lb)lRXfsGOy>e7UP7!o%v z8$&?-@X%MtP+|u1JVuB2nz535FcqeMiUj!<=|vgs&HxBR-~iGSVSzvFz)D$dt6XhI z{n>6BiO9`h48c#EVjEtCMBKpjezH>)(hc7;hDn(EWjClNLwE6^ll~ih*W1e5+S?LY zTx&-KMVncFpiLDI5jH#5Vx395Z1fYuoyae6r^h-RN$4Ho-*%C#ulNCZz7f79cB1TN zb?Yw`(O`=+sUKQjq+cc@l-8F(kFmVs+0JBfD=ZFN#_B0Ppc#%xCUC{~WMHZh{J~3q zH)bFr47p8OjKv@>OG1S-rqm+uIe_Ol^HBlHvX!nZd?=hG&`Z7sl8o0o^9LqM(HBg8 zgSBjfIpv*I(HQqb43&1LPg=iD^BV7-xAu7<*LvF|K*Ltl{_pV9R7*|+HQIdB-wSIjRNGvL08XK~$bOhXHvY@ynR z%VflpKH3nefDvG21smfTH)rAE47WcCy(2Dv6;?&H)nN;gU;1vT zmp+;buyRGzXpr=t0hCVap-c?78dIIwY0|1pKA@Db%6f@LAO*+cFqDG}(k#5hpPEUH zN%?&s6<}Ft!;&&vRZ$&B#Dx*Cf5oSLd4UlCFG)t5G_;e2c^&~uF2(azO;%8?-zc_) zfk^-O8PT-EFBp?{bv&(now`XH)uZEdiP@w{lZ#PPce9n!u{wauEz{(U6`b`_LCQho z4ePb4BJl}U_F)8^u-3LK3C5FZ!Rr@qFO8Sdidup?hhFt%qFR2HF59`Zr`_~yE5szw z-q^RI?}f$N50mk}``#!qD=e7a@>I5@+Sw!M7pL`E^=)J9P(dgWH?=(`KFDKPh2w;b-G7-ydT^GW2l1 zI=*XQEPe#`VmIWm7ueo{1DEANz}^nz%*Tre?+wpj!YvIdk$S~MJ^EYEztpQBQcP>D zJkR0ZGm;N?C_9lnLuqJ(_fy?RpLsv!c_`a!Ah@`5f=mMsqmSvkb6pzif72mU{U?uGvP3)>QZ!{*dsQcM6;*@w7QB2cqVs*18>G; zS>(djzlBFo!yBHF50ypu^0duOx}Z{f*|xU5vkFr|=J>&2%G?tu*=h}ik)()RHfiF>hYFj9;u3;_iB803$I3$Y{M{n?^j z0uC8Vd}!Mii%(t^#j{oB({iu!$&fAlf#6>+OkMJJBR}%yEBnxC^!r`r16c!fSnCVk z!VuWDs;T}46Tr8Ds8IA1s{`WbK}1M*n-`;Y_~ME6Ao+ude$8WlfUA$$*c7&fq#7ko zJcXTe|TgJz4gEksLS_c9_Z)KBZj`0wG3uN*{{958#))Qy!8C zw0%L-4z`}vo^X{otQDK(6qzS``;Rc7=~uhepoMe%urmpI>L z7!4l$8TuYZxQ=e)>b<)&iD8%|ZAfQe<((e|S;Dx@_(nxZafNS+lU^IGl&Sc*s$15q zL}eXhsakyCZPK&&WF%q0355Nmq&%{DQJk1u@%ASN_NZVh+r!WhG2z29oC&eYmt4NU zSH6*!N3%7=l*fR@wkP4WG%bnn@QDZ{Mod7-@+gumB+6lgL$VE-#n%t%l3q&FcXu2w zxur?4U8@2v!iZE`(Xl9`Pfn9@G!`R#17|mI>a50X3ac5x<08)(J2eHIO=oS=Rc-2*3oyr7(6= zq~7^9`407Oy9U-Lw5O|A)UVkNs(n;?cT9v}JdVZ1&5oA-d^Zl1`c_iE3`RL@FvK?u zyzPSNiwVY6cRN~QsT3q8<8OSAe1~D|yHvW3rv6@qg2h4^C@Ay*OvJ+WTsacUo7F;V zq`*=KVQ_)Nv*B0+cOy(=9Ns)Fa~LS`V5Cy%EZpGq<8{`USGA6%TVXadyM9yyUcc|n zs;KvmzUHz&@d7sNzNWDY?)_f_!`bGH`EK~a!YyYELU`G@3{(}~Z4(0YjV1<#`%A9lTbM&yDQ%x=gp znEYCas_K}lJrAA^wQerbiu7a~VGRxfd2FE)!WO4~_*Xu%tQc6CE}~xY@p35+gsvhn z;f9!uAtsH+rdKTTqBNC;wT+ymiJ(Z>Z1O9J@RQTqD|J2cY$6zbF2F9BQ~p@h*A{`~ zCw3S?HfH?9VzdbViMq8Is(hR-Fk@$6Br@Dut>r91r^JRf>i`<7x75+LE*;*c3_>Fo zgC8?iZqv^AaQpbwZ}Ho~?t$V}hQ5;ei+u|oVzAuK4j$s^G2U6h>_&w6PkfUW z4h-;o!^$6fcNn}9-)-+PK3a*&V#z^#An-GXfv1-MYzQc8rHsP2Oo9V7L`_NYUB!Y= ziNA)|#xkO0V+dmk2CHBo!q_*Q;fNxzqr&KK@dS(uw=J;L;4P2(i8OQk zk2?1;A;fK>a%*(>f z)BUTk6c-{wgaHq@sRte=^*C=~6MP~fyt2q{glocQl~EKq2UvL^0<1n|?+_tje}R{B zrU`O{!pKjQk6cp#Y$sHx6Fo#B$ef-x(r`a-KMMq=g|RX<`GZ?&DPLj0*Vwk!QXWis zC67;~vQi2x+JGbtU38oF1?l!DTss9DHt39i>H|$595NmyHKe2U5ZB~V6?u$y4s;$< z8e2L|3(;nsF+c;+R%spr507e58KOQ@4i(S4FzH6VsSiUfAg?>>)apM)+hy(i8lZm+ zwV~DB&=CT=+Fb2zviPap>8EiP1e;hK?&q7L-`M#TdE)PJy}z)aLcg_dJkTdN`YuV@ z_o{CJH}SXg{pcB~j>+wj@vULoxDj~52FBc39~JJpvHop<4&4|o_*xWRK?AgZBXT9Y z<+soxog8nV3|v)Mi#$;7%vIy#sH-W8z#j>d7mLMI3}2CJVu zlM3;&fZg3B&YKU^;PwOzpxuv0C`R~RuAovn%9LRyZ3>obfAj3)4j{`lQLSJWVlLj9 zgsDUm1u@&*sP$xpj>CgCvCC%CH~(b2_(+0JIBZh4xVq-tZZ~xOvL+G$Q6M6MEq-GN zuqB3N1b^80>4^iYMt~$D)|dh&eZg{2vAbJ3gR%Lu>eLVUNagA#AIfXaf*OlIEfJHU>~PF>sPgcc+ysy#VE_T7*?` zBCh2=3Pwo;!U0qY=H6r~0cfIic%Nk04&hHUq|FWf288}B3U=itO^8lp*8RdCC-j}b z*F-MSfDu~tW1rwls~PQ{Uhc>{cC;Ew-y*&?NG+`i5z;dX{a4rc7S%yz}R_6E!q}RWGrL zVs`1!TYE!1Oc`G;-1H&vI0FJiWh{;*;xGVGFP;yJt?bc8sxQLySbq@!hk{w%7lp6L z>ugs5QK7LMF4n^t0^FTq20A-Cim`geY#NgiPi5Deoe6-U5>9G?UW6fA7;-_H#PCU3 zZaHup3_n&7pm&*_Sp(5V!3PdbL7;#vC^8Q|xjJ~&BX_Pw&dT;7*=^FtD2{=f~yS-R;Esf-I zcNvyot3bItPwrKP`-;5#+BXrMpR{GDgPx3)PXJX3fo_h|?31txKVgjTwunKIQ;^qS zdQ*7Yya>dhBBl_e3^|U3Fj+tmOwl4nj+-(C4DR7Dk?wHdZjH0|asXk^FqOG=zFPZw zuV@$6=%2S;V~Dq})pgd7+toy?GC%J8riaAb`6(AS`3wWoxT}%i(7AiY^G}yp=4gPYYssouiCP4`O}@ZGh(|c@=7wl@7>nnLnV&HO z5-agMdK!ic+{P$igEPGwaUfilwx{QD13$PtJv(rSn2_>N?F{%t4*_pG0@#}Tt9ONq zX)tjXg_#=8#2^?9@LFl?lGdEfT{<)?@tGZoad0t)h^q!vbs2v^ja$2=y0x~mM)j(u zw##Y{2SIsD@m__QOFya=LGdSBcvTCA3)>8c`7b*nX(<++Q-*r6bjY9JcuP@a3yb1G zAmNE+=@3I57=~$!b_ocl&bXYcYg4B#HR>of>qbBPKsZL{4PfqI7Pg6@*ebpA*jsdQ zS+^K1W5i(4gopIaShk}SxS0fZ2U>zx%CVJ>4f?Q zN2uS>-*?cjHGb?6oCk~8XS_)Hq_1-b*~Uxtc|n_@Z|CC_{hL3=gpoETFfQ;Y9oa;* z-bg&oFqGp8%zz%?=)aN27^eiE67+DvS)KumFky~yl5|QOULwJRR3@QHZ|>KJ-&XMC z71JuLL>cKO4;TXSV&g&yM6CoCGMIhCdP`Y0=zxl-d06;`4Q$!w;V!ZHI2W+*PrIkm zH*@9uUWae@?){@(=q~?VHLw$Efbr2jO#PTU zeWm7Rff#>186#k?<{wds6C-HE_oyD9agcY3y_-vK42(Y6xNU?Ji5fscLb@cxgrx`H znDi`!$;Te|_d#87$-lG>2XwzgZAM8Pq+_h9kTiHEXC~W*M~C(_IpXK)|FUouq6`y0 z!$IEk=v9x~&d{s}*}U7x|U}HaV=!7RLj?0R;{E@@hd=cUc|McvgMp2Z&X9 zR>#gHKny_qvnpw;+9C`f4mNI*o_*=t-y|F27CHK@B8Itui`#i2c727>HIG;(@*hvm z^6rES`LtR{P}b;q40l^`^h3RnXPlJ9{-U&w$-+|omHkApUbmK9u|F-HsLc5p5#z3@cXi-P;J_NTQr}ZCCh;JZUTp$g5mspX$^H>OA2ZCfc zKM>;)@j7(h0ezcYOIrYdkrgcYgMpBxG1Bv2j!nvrF&CN`{ErM`^nF=ADXZl=h5I)~ zz0mJlnZVsDJi;Pgi9xu`9X1uyn@Q*P<5G574BXsT}vxsdBXnY zZhozP6e(hqNIfu! zeGI=Bl(-i!YcBt+WXVECyo+@br$KJpd9@h-^s4 zwng-S7{% zQZz`DyifG1ce%%I;DRoQ-O+wPRty2EHDL(4y3nwrN2`}c)Jd617AO?w1l=mrf6NidgCru>=D^zZk0q9xdizl)`vNRU~}~CX0L`ss;08 zbrd^gWJ?d_)75dFo|1@sdLHGm%QVzL^xFo{A$+NSCqsdnHjQ=#A8l(7{hdc+j#2#t z8nAwh3xGiv6TnrG82YJV26OCQJ`NHR<3WSJa5F|Z)1jLRgikSaro~tKcZ_5qK(WS*)V_YySM`k;z7&Tb41L|($Dqx}0tgYTF(mR3J7Isu{HUnq zXh7MmjNt0okWQ<%^6KL^8Nmfk^8r78VZxnk3!ys5fnf7|*ifQ)2g2iL< zo9EL?u3)#be59BkEGw_Qo=cY3QO}S&FSI|c18jfbdn!er@kHMRS>LO=r=)jVi_`VJlDj0wvKFuhmAdQ5)c^T$$vP$$P}khk>y|Mt#Cxr!SGqX`6< zwm^U0{~=3fC{0?Dp7VXy?%n{M%m8J8>txqnTb5+6Elal7S0&#)xzJD`8Mn=P0e`Z6 zM_j^)XAOkrkw$sf7dyKi$2+SbB;g%l8FKp*^k;T)Sf6wiu4yRM~Z=G2bY-(%?*@ z%7e^sjiPevS)5_ec$EvCVLW)qJIGtIj^(xGOF)2w17dqBesw6z!)gU(2wL!F+rlES zFhRX{`I$u zA2FV8oB2$(kC_!%E$Ts&D4O+zejgcB-=Qb zGGyE({paG!Hb&Z#cL1c@*eY^~14PM{*&Ad})|W_kWlOjaB1{{f{+GB#D6$IycVBilhD_MHzRN@#~Cz5IyT z`Z>ZIrxC4e-ep8%Lp8M!{HBwTYw;2|!lqlElxgTMB<5<}H2;d;J>a+ciecp>0_6=J zsnwbLK9A%C4!IGKP+v?~W+OvgsI&V5HPAP*-pd!DeScHRvwgSCJR%yDhYl>n-v2TUwsV& zw+gBJ|AkU}gF%qJ^lXRGcaOa=ZY8Q=fWpf=&fp7A4w_X2WN=-ppsgwgP_3w`V|i{_ z6ZpVQ6e>qvI>%;ltVbw;cfCKu!Ahbuk51*vx|nGF@-E+8l;t0k9k)$r2>i_!B8}0f zoI2$7j1!3R(J}S*1ILi&n~Y^ly?XUKxc{L3FeJ!peOfo3`Tp4U3ZA#FMr?I-$L9ypmC@XU?cUAflCd=bWr;^0P9M- zTy5GGy~Ha-7Zr^JX~a0dk5N#bq&Zg%fc3m9ug#mDk~Akm#9{umG5}w@5t9T?W@8Wl zzCS_(C}FSCTKyWMq0X|1j+<~e?}5d)zuw=PBaBeO)F6mClvubcD*Zs!XgJ~&FeI0+ zyzu$N$ufW9AHGbtY*HIpQu@FsYvfgLb5rJphxqUWy)4A|{0?FHErR83*v^5^UjunR z@3w}|Pxw<%DD$5J(;3HiR0IDdXQoN*Vrma9K}$^yhJl{S;~70>MmgnaB|14sTH=0y zgNLITg{u>`p$hE|G)n&FGwo101wFZ&x?Lxr^DsDtn>bM%;@5}~CEyS*ly%pa z(Y*3oxK{Rrg+0RcdC$}5DK}4`y<)ZG6631*#ODC-sXLxL)RTzbaK`@4H8b590B_hQ ze{J}QTZuFft~R3~D+}h+C_oR$uh&7o9891!V2M^O!`Z9M(JG{nlVx{E9A1l*{;#g7) z0yE5e@V5#)xhVz{+m7z2N7JOQV&NWbl_>Yth4y>Od5-#;Yhblx+XR1`OSDR3+q~^3 z1_ALJ0;6z8*<207c4JWGd|?Hhp@lc?wBgQLlcE-y{EbgrPn)9+rk_w6@rPpWA)(CBRV*^dQA!YY@SdyeRE-yr^UnKL#0@188}QmWHA`}jvWVF_9SJC z{=kec+@O$$QQX7Rs#BulCXZ=en}aFrffy+oD!#A0GiFb$+XG~>>@b#Ft}JEC)%P$l zr67j<9ceb{o4wz!voBrHv`?6L2wx-DKZfTMIq(of_uA@1vYcVgHE_QM9x7s{Kitos z=LoY8K%m2A3_x&K`Y8>CUGRD+d!`od_TuUnwo*8onh!Bio~qne@t>_gS&~LM-H+ky zM{ceZxN4x{zpV%`IPD(*LkfX?BG3<|nhNoF%$?DSfu^l69WX`E=gJlzJ7xZpQmlty zB9cAgeHFNPj7~`S(M-)?Scf;fSyv$*pIiI|U>GN?>=dwmpAFZQZ^J>bV(V?Rk~a7j z@&lyx7{vr-MW+!KC6@Yk&wREDp&(~A+?jI}-+XLLoPM_y`Quz(ZY{b&sdkoq8DxyK zQx5rc{?M%l_uaft{rthI+*UF0fw#%PowrJ(^faX!ajQ%V-driWL|6U!UIL!nh1Wn4 z(6XyUI6v4qLKEs#xcr{Nl>@g!cvP!K(R^f_l`K}XUc7usTYb!_L~r;-X{MHk7V$hsCb3B0!y#lmi1}8Fa4B416X< zj7tirrMd9t{jKfq5 tAdDcKM{kw3j&cG=@&|;Q@=oE2|1Td_7t7z0b1MJ<002ovPDHLkV1k`6maYH* literal 0 HcmV?d00001 diff --git a/modules/tcia_dataset.ipynb b/modules/tcia_dataset.ipynb index 83d3848c98..15b32dba66 100644 --- a/modules/tcia_dataset.ipynb +++ b/modules/tcia_dataset.ipynb @@ -6,12 +6,16 @@ "source": [ "# Quick Start With TciaDataset\n", "\n", - "In this tutorial, we introduce how to use `TciaDataset` to automatically download and extract \n", - "the TCIA datasets, and act as PyTorch datasets to generate training/validation/test data.\n", + "

\n", + " \"tcia\n", + "

\n", + "\n", + "[The Cancer Imaging Archive (TCIA)](https://www.cancerimagingarchive.net/) is a service which de-identifies and hosts a large archive of medical images. In this tutorial, we will introduce how to use `TciaDataset` to automatically download and extract the TCIA datasets, and act as PyTorch datasets to generate training/validation/test data.\n", "\n", "We'll cover the following topics in this tutorial:\n", "* Access a dataset(collection) from TCIA with TciaDataset\n", - "* Visualize images and masks from the dataset" + "* Visualize images and masks from the dataset\n", + "* Create training experiment with TciaDataset" ] }, { @@ -97,10 +101,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Brief Introduction\n", - "\n", - "TCIA provides The National Biomedical Imaging Archive (NBIA) REST APIs, which allows you to perform basic queries on and download data for image analysis from public collections.\n", - "We can follow the [guide](https://wiki.cancerimagingarchive.net/display/Public/NBIA+Search+REST+API+Guide) and grab the data we are interested in.\n", + "TCIA provides The National Biomedical Imaging Archive (NBIA) REST APIs, which allows you to query the collections information such as collection name, abstract, image modalities, how many subjects/scans/images, DOI/URL of the Collection page that describes the data in detail. Please follow the [guide](https://wiki.cancerimagingarchive.net/display/Public/NBIA+Search+REST+API+Guide) for more details.\n", "\n", "For a collection that contains image with type `SEG` or `RESTRUCT`, `TciaDataset` (inherits from MONAI `CacheDataset`) can be utilized to download the dataset and load images. `TciaDataset` includes some of the NBIA APIs, and provides rich parameters to achieve expected behavior. Some of the main parameters include:\n", "1. **root_dir**: target directory to download and load TCIA dataset.\n", From af0de1baca1d630e59a6563d78a3d10c2b9693b8 Mon Sep 17 00:00:00 2001 From: Yiheng Wang Date: Fri, 22 Jul 2022 22:48:22 +0800 Subject: [PATCH 7/8] adjust img Signed-off-by: Yiheng Wang --- modules/tcia_dataset.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/modules/tcia_dataset.ipynb b/modules/tcia_dataset.ipynb index 15b32dba66..07be924940 100644 --- a/modules/tcia_dataset.ipynb +++ b/modules/tcia_dataset.ipynb @@ -6,12 +6,12 @@ "source": [ "# Quick Start With TciaDataset\n", "\n", + "[The Cancer Imaging Archive (TCIA)](https://www.cancerimagingarchive.net/) is a service which de-identifies and hosts a large archive of medical images. In this tutorial, we will introduce how to use `TciaDataset` to automatically download and extract the TCIA datasets, and act as PyTorch datasets to generate training/validation/test data.\n", + "\n", "

\n", " \"tcia\n", "

\n", "\n", - "[The Cancer Imaging Archive (TCIA)](https://www.cancerimagingarchive.net/) is a service which de-identifies and hosts a large archive of medical images. In this tutorial, we will introduce how to use `TciaDataset` to automatically download and extract the TCIA datasets, and act as PyTorch datasets to generate training/validation/test data.\n", - "\n", "We'll cover the following topics in this tutorial:\n", "* Access a dataset(collection) from TCIA with TciaDataset\n", "* Visualize images and masks from the dataset\n", From 322874713fc05566c3e829a5f8aacfdcf2186be2 Mon Sep 17 00:00:00 2001 From: Yiheng Wang Date: Fri, 22 Jul 2022 23:05:47 +0800 Subject: [PATCH 8/8] modify introduction Signed-off-by: Yiheng Wang --- modules/tcia_dataset.ipynb | 25 ++++++++++++++++--------- 1 file changed, 16 insertions(+), 9 deletions(-) diff --git a/modules/tcia_dataset.ipynb b/modules/tcia_dataset.ipynb index 07be924940..9e2870adda 100644 --- a/modules/tcia_dataset.ipynb +++ b/modules/tcia_dataset.ipynb @@ -101,8 +101,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "TCIA provides The National Biomedical Imaging Archive (NBIA) REST APIs, which allows you to query the collections information such as collection name, abstract, image modalities, how many subjects/scans/images, DOI/URL of the Collection page that describes the data in detail. Please follow the [guide](https://wiki.cancerimagingarchive.net/display/Public/NBIA+Search+REST+API+Guide) for more details.\n", + "## Brief Introduction\n", "\n", + "TCIA provides The National Biomedical Imaging Archive (NBIA) REST APIs, which allows you to query the collections information such as collection name, abstract, image modalities, how many subjects/scans/images, DOI/URL of the Collection page that describes the data in detail. Please follow the [guide](https://wiki.cancerimagingarchive.net/display/Public/NBIA+Search+REST+API+Guide) for more details." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create TciaDataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "For a collection that contains image with type `SEG` or `RESTRUCT`, `TciaDataset` (inherits from MONAI `CacheDataset`) can be utilized to download the dataset and load images. `TciaDataset` includes some of the NBIA APIs, and provides rich parameters to achieve expected behavior. Some of the main parameters include:\n", "1. **root_dir**: target directory to download and load TCIA dataset.\n", "1. **collection**: name of collection (dataset)\n", @@ -120,13 +134,6 @@ "

" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Create TciaDataset" - ] - }, { "cell_type": "code", "execution_count": null, @@ -156,7 +163,7 @@ " root_dir=root_dir,\n", " collection=collection,\n", " section=\"training\",\n", - " download=False,\n", + " download=True,\n", " seg_type=seg_type,\n", " progress=False,\n", " cache_rate=0.0,\n",