From 690ba23c280b62582ee77cba2c8d98efa67cd9dd Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Mon, 18 Nov 2024 16:25:46 -0800 Subject: [PATCH 01/35] Adding Scanned Document Quickstart --- .../_shared_assets/Snowflake_SwitchRole.png | Bin 0 -> 63592 bytes ...r_scanned_documents_made_conversational.md | 356 ++++++++++++++++++ 2 files changed, 356 insertions(+) create mode 100644 site/sfguides/src/your_scanned_documents_made_conversational/_shared_assets/Snowflake_SwitchRole.png create mode 100644 site/sfguides/src/your_scanned_documents_made_conversational/your_scanned_documents_made_conversational.md diff --git a/site/sfguides/src/your_scanned_documents_made_conversational/_shared_assets/Snowflake_SwitchRole.png b/site/sfguides/src/your_scanned_documents_made_conversational/_shared_assets/Snowflake_SwitchRole.png new file mode 100644 index 0000000000000000000000000000000000000000..37f563ecbe8d5248443115cbd5bc2bc70c8ca209 GIT binary patch literal 63592 zcmagG1za3Wvo}fzF2MpMNFb2l?iO4EEEWjv?u$#X0E@f31_|!ENN{&|XG3sjvAvt; zJ?A^;-us>R?EZGTXS%C;y1J^Xru#n|rmQG~jX{EefPjE4`&se}0s=A}Jb#IX0zU>R z-}N9Myb!aJkWiMDkf2m{0-9Udnjs+2#hDly;(unM8#FR9G#ngbq{nb_{}LJ+`Nhz$ z`&Zwu5z1ebqm;?1y1JWha5rD7btC*x>1wjUiln@+Wf?4=^vhQq8&E<{q79*lwoAkx zP>Vrq{_-Uv!T*YaQc;eDjseaUfKZz>B99?@L`11mfcBe?(hDUt>y=T}i<$(=qnC!< z@5RPNZwM)MDEX<`kq3PdO%Ff34=bjw$-4@45_w<@CILv&jAS&9goX z2D`n1A6Vcr>gfCBut|!53pK#kP8Sw}%hcFRQ`THT0f7OYM?*k-fsgPKo_hiRB7|5W zApMg^K%jxA2na9ZgAq{SDL(wCoQwFMrO0%-FaI--aQU~Qn5u-VEId^;aWXTrceVt& zM8<6HA|N0NTd8TfXes~%On`PQMy5bxGZqg!hrc8ULLLI}teu&Q5v7Nnt-Z5=$0w?P zY6!sde=oCAQT|iK#pV;0rh+o11klNhlADE#g^fxWgOZX`$jQ`P;ESa6e~`n^K2ce^ zxHt%~vbwvwv$%7z0G%vY+4=eTS=l&PIXIZ%HJF_}?OlvKnC+dZ|Hb4#`AC{Mn>blH zxL5)0DgW{{G6uT3e4?WI+tB~{{Odl=Jgok!C41-p=oY+#tba>b*;&|F|8Hb2R_6Z$ z+24|Xk^R%Je>Ercmzls2WFtgQ^w1QJQ z!}}!6&dI^{A7uaEqW>$Y)_;+5aB=>3%KujK-zfj~K|smL3Vx$Te}yQ_F2wr(yY?UT zg;@Ve_`gZ~U&Hy&Rrq)cV+gVSAKehfNP1w)M?erokd+iu^LTNTg_`+VY9=Hjvkqy9 zl1fFiFEoIkalhQqH|n>=H+G}(fOGB${`^#B+@#$6d_)F*G`Vs9kg6Pg>$HrFv^DSw zc%{9pbz{9C`xWe@Y7XWvd*7Ec-J^$RJ{|1t3w7tJ+&Ur-{;fEfOrDi@9J ze@r%Um0uL{ApIL&f7_wsLQ)gevYfQ({$JSTBFfpl{9o!QTcZ8^UOSn)03!T%eRv`D z3!P4*O4DB2?>1_w+1H0hlBe9j!WZiH^L=FeKb=Aj`_*W-GMb3KGqyjLfyuGtEo*aK z`qlh#vBv!5$nWywvnjP+r+ro$kLQ=#u1hlevWgy8Qi6qzKi3%-naR?z0!Z-{O|ykR z*$G{dHvOf-e&?72(zfq^=Bu$VM^MFDBZV(F{djTUKyu$dmqbJ4!_H5RU!(c3&hrD*@DD-ESOY-xnmk-hq@Gs7!9wg!_UEs4; zy+BFRqftUhQvuZt(zc*xtz{fU(W$szY&qwP8`8VxiYBPzo%<5S?zy7f1vt;r*Mc1-OG5rm6 zJT%V$^lvq^hNb&IFLHY6TDFpXvovjX@#DM5 zs2WRV))@`b(6?jhJb}T-!!HuLw(2#au&?BW^8}r5ubl&AH06uV09=iGVCgpcWE}5HET8^!Oup@<(T?42 z`0lhMtR5tf>F7Slv$&jNAOrQlG}jw)@Ik?P;sLv}@!qry%$77cYsQjo6f?I!cRTOT zI!|!keuCC7*>paQNw}|??~kQr?KC@GcK_V!(M|hIs$FmBztn6bVX8L!)gE*e7e{m< zA#yrs=ax+&^xmO{vFV&J={EnqhhJVj!$$v3xFX^Y?B=O0D9E~>v@hzBPuFutVLvm1 zmD!%n((@m?9t;*OAq95+P&$}41GGy=jpnyFSJ2;L)OkD$ajsYkggVqZH%TZgUF_Ah zm-GHJoqa~}KSl8~OJ>qHefPY9X`aJ^+V5vJlFZ%H`ObK~I$@NA+a_%x86Skj54|z5={BA3>Y-xY8e!2!N-Tta9(rs~KS#=NWHFW+QT$PCnrQW%QUJuz>U^+a*1?!e&g1Uj7lO_Y=!rb)3=J%nvJ@im$MQ$d|SW0 zi0XpWRo`(^ZU3o;WEY9|$*~;CoVJ+>d$f1Xbl5I7*OXWj7xrsM(E_?+gq|hcpSCi9 zd|Tp8)X|Z}L$YHGdkUROFt%dy>Iiy`qC~HoJs>P~&xR-c5@%@)kOuC46!xh(Fbqo4 zX|(4&jmk7%C*zp|WPw*_EA*$-%GBn|HNjJD=WDN>9UkuY{c-$wRrkx;E|V*`QsfY)7clMk4GUh7&bVp{i^kTi`Tq*3s=5m@uTD53uRm?~@RH{&i{4R-D z{d5}-*@z*4WN37z*>*fQSC(kkltXV~`1kXBbilZ&xqfFoSeNr>C5ntSVij^lPEd}e zY=!jp(fXenV`@wq%aVH`78}ctF-^;?K&%X7^@RF9wSXoHBcgm*fuJJShJckunXc8(N~u>2LUbZqDEo`b3Gw@DWjS;Ln;m0+^S&v_C?HW7}_wZ-%S{yWY+1) zv!HX4=k1(EdGe`_`Ew?}c@vM_T2rqCNZOL#kN?c1&SeO{XE*h9cjk73le1Wf*8uBo z@;r#BLOYH2UGqd@ok@m9w(l_D{*ZOVgrr%>Bi^kTWa7VNmoY&R>|>Fxz4dH4QmpTF z@>VB1t!RmbSyu=txy|SP8Ek%@A5;|dqzD~PVbMC8rp_k5|74ziR2xyEQl{SaD57n5 zp0)YX)#Py`19kKnrQV-qCGm>*J>F#OjpVch(VX;nt$Uw)*4@6)(`DN_ z5b+b4-uki;&8oHP0ZB>$EcC>%wJGJW*$saPIlv#$*xKpl+!6$KTm_WXT{QX%``+5k zG;49H_OTRr9XRWxa9banj)Si_2Fl!^X*Q|D&YtYEDdgFHV}?X+BBT4uTP z?<$Yb9`e6~4Rb1Kt;3=Zb+M5Yi8Vcw~J=9b>=Lxt2U3zBY zWUk6Ke>QLICJcpaIi%nAXc%fcv;*1P>1@VQ@%Jzuyj>U~eq4?Xn>6;N&&Ajuf z#!jS!KS{%$Mw|)#u)XEn$eLj9=aRS912#;rMbF~isus7_M0r1mJ^jLQJL+|Reo*=` z`pbQTowPib;(4(9XO2S&?v-B9d7_=$(aq*@)ADIc#UA!oT^CFCo*x35`ViXssg3Hk zNXV7UQ;yfX&rFy{_SsUdFnuTm$`+f`Z{<4sW9^Z{ba0K5=Efke@W2Im_482=j_$_n z>^AbmhVeuAt-EhY=v9tW5%4eRP5%|nl zlNg*iylD9Bgk**IVb>5W}B_Td7!s}RKawX~jIm4;@J!2&rLtF>?x4To3< z`zNyw59uhf-cmW6c{=k7wU2$1cmN&?2}*O!hI0yG{^J2n4M+m_Pcc5vhO$*zn)Wb; zR5G*Pwu5Kh#?H7BNvhoP;d~|MNI3#T-R4B$ajxR~o31^-s*Y)+)0mY$o1H6y1RWX! z>i&U0p%Ap0=)=`sWGMot)s2WX=%G5>Uk8+Ka%;VfGPBV6_(M$9vHeQe2hxIHd2apAz(P*qlPl|Yedq_TPA4Zv4I2A(AGUARe>M+& z0zZvSDQ>zeuiTr*&An?sTEerBCrhHpW;fEermaG)FSU605dc*#K|#k)db*X=Bor&6OstnH+s1fGY(eR2PLGe)Sp9T$-ul72g6R8eWY9L z=ahp-<|7lkPr({8{6;p)n!t4eBSrq_%$8XftGc=}OqzaQV-C#`7J;MX)`kNo2LSaw zw;=T4_c5;mHPcJB*R3S((s!P%?!(|5$deb}Hd z=9PN(5Hi<#f;&Ixxy;Fu)`XVm({|RA{we?n>9b(xES! zt@?7G>+hcg;EaCtMRXP5gwA@C{Ky)B8~ob|R?)=w0%4+iS-)>Mi98teehk<_W_oz* z!;+O7e_siF$e@lE=~`R4{S}B6pu*av0qi^>p-mNTeHc=tgI@LEcmy_ILLP+8rL~QQ z(2KKAKv=h{-hn;4n?IsCE+OOWu=YO~3psZN1-fV{q}*24%dSVJ$UI75DYkCtN()Sn zh{R!}3voCbJnM$Yh7`#3F6f+Zdk{Ux-{6;yHgCC6boC=yc27Rx>tx|JvW}H`>s@!d z6ul85PA3o2N|9Gf?fyGWw;dEaQ|r%xTxU7*ezlIy=&AoTlN}qGQYE?@lo74L>?@9)2jY(iln8c1O2wK_qrr*8gvU)aIPj) z6TTVZyJadRJ6pA2V$HJVzExUoN+SA`Qf322vF|#W ziZR)+R%?&70OegFGeu6pgsdOtqsMGA%xrj?gV;0>CPav$q35%%_+xsRgrsf$AZUOL`7yy z_x%y9i&7C?`=L9E4jwlxTi>p2&@JWQYZkF8Xr?)K=4v-I_Rf#;KSHk# zfqhl1&5szo2NHuJ2JE9r?I0q;z^&wpl~nM9un~{lswIoyp^IRRPfy$3GeU9NU@!K) zl_a3reQ;{P;|H5U`91+jq}bM*&m5CNPmh?RLl!xQph8|Q8D_0*bZ|3l z$O3Sg%v>iVErD+L2IWL!)gfW#B<*Z~f@L)A6D!x+1mB1Ph+W~R{#JPZe&y5!v0Hwe zZw{*_(2eF-c_X#vi>mlSxir*o8^+uv9UR04J{1I4cyG-Fp_$Id2oGYUkTmyF~#DDf!+3_-ifCVx%v z+2qetO4ctQw+D9ho}xtl0*RN-Lo+>N6Y4uC*u6Q$Ol%S-0^@3p+O#q**1u_jY${^e z@VLu#`g9!ug2cAvbLsS|tswsP5tb7Yg$a=gX>4(%dd+q4fdj9<$h7rbuAacG^|G#u z2cQg-Olh4}-506WvW?90T&nK%vD#Vi_`&>iu#G+K?B1%R-}ku_G4RD%GY~i6+mQq`;07r0`s=x2Kqq)3+Ei z5TQ8ppK*)3eU#yfNB3KDW!FHrY+Q3(Yfy}>gLFKk(dzq*S$|n@-@wI01?)%jLthgs z42*ka$XB+HXZ?Vp=(+ANpJYfKLP{?u*hh}@(b8vpyRV{wZ;yL3SUP8QFE`fJd-!Pp zAqH7qLuMzWz}bSZha!*8x~R*Gx`|NMeg_;*3z|+eB+t`0h<^QYpaS`+jwP{i$CGvJ zfoI=Wq$mQGw~7LnwzR!w@6FDNUyhlUkp~uG&lWwM?88oe?~If3*l!bgeS3t27hLS< zUp!qdB%M0$?%|hlV^kq3aS7s~sGbHiwPA_0Kr6l0#4*G{?iIPILYyr{imaW_D8#ep zUX0DJsA!-IHyvYE!2Gb#A{xyw6ynoNhvm0L4`~)H3tDRTbI-W8!403LgF@mr;4zV_ zqmv?d^XZ%VOM)?tDZo+ng1+Oi)DZOqh0oT<;_H|q8uK+vZgjhq#<@02ZV28V;k!}i z%J%oE7Vl5?aD<&wT|Pa2p84@`u87+P7xQr0NvOjuXl8<~*kH0pZ=q5BWv_ew-a~9t z7ML{K?^H{n?-IxUEhMmlM7;@K=}At#@!=OpF(W8FvdKUl-(*lPImz zoY@sq)##w9K0=qfEU}K{@@rP?bb^_CIFFajA;xYift&k6mV1R=bc;=Fi<2PiD&*E+ z!?!=%G0NqXb2ToP{Bx)3$jwJotu0G#Fd7KOl&bY$H`;MMoM&gj#3DmJI@D@4VF5gG za+GhmQJ>6z-PN_fyt5+MWv#~lM-zKc*y6-Y&VHdW@(<1y7`)QVj}aq7KxhYLj1IeY z25Sp>37u!PY!yV?t1y)75B^5?;&pwZ>sH{RS87tnyW;g)z88Y}cU5Lh!qBJ2q3?Xj zxrdJ|h_#5ub51)_*gGG$iI6RCy%yP{7HHkx0L6OFyUQxwRO&X*e-J8%yEXB)|2$=g zEGF|kI#-;DJw+Cyh6?qvAl@BduH0rC4=6{%D2Woy&W9-Gy~zJg$`b3hHzDhHze&6A z2>8Un%g^-#ew8i|%@5UY=7(;81u_%}eu$l%URRMi#Ld6%mHw`5`(uexvgBSpWcEsm zdw(enb4QsiFjv7FL_osr2ves{XVABv$qNMA)~wi{4Cc<;q+c{~69(XJi|a9q|j#h?zu5U&Jkg z$L(!YiVgEF1y)wrM(e{5!P@aiP zptnw7ZNhDz3ZSXO^q4s=+PtW|4OMP{%x1-iP^ZhL4F}^m^tbIM|)eIftAQ5%0V8j1oMVlsWQ?X?1IU(uT zgdzwqnEEb8_g3<<{9qUUP$!Te38=}7%4kAD9&=*F+c%`%j}Tn=xjXt$CyDFOC5ac0 zP7JXtr+gwm+@=gKS^*+E3-U;vl`h6=4G}AJYlM_V z!>X}MHEZGp=j*M+zLtIEJ*=4L;y&q0Z8(p%R<{DcvAgL zP>yKp5A>TzYXA*xQ9*Al69yKHbjqY?XQ!=W@Ns-!B@D&1rIhZxSbJ4N64Nu51YflC zmD4x<4?bOZHo3oMdyK@7=anz z^~?Ss*htd+tZp@qwO5jDC&-H18}Ee~aoI;fw=2s_@ZMObW`Zl1Fae(UP~5z(bLt$x zpw%PJCWMIz-AMM=X|+kTbGPEjM5;hv%LX5;cjrTD*#MTEii4Mw1M{6_d|)ItT&#*oltG=ay}I<25)o zAh{5Czn|%BvpZiltK0+~edkj+80+-YI8OD`BpP^V<^0z7;O_1%>WMM;DCu1wvi^>s z7MdN5f@VBHo_01N;$FQD56hfc*KVw#XGH8yuUu3GlyKpz7~QOBRO8Tl*P^BW16XNA zT-5z1=+_m0?D2YL7%!s9Pq`q?PEbRjUa8CNF2%;n6SqwrGzvkt6IqdRBk^*hlm<|a&3*W^3*k;!Csv)SXS#YLH|5kCKrZRTc1VH`y2uisEx^P+8+ zwpfO~4o&74q&%Cr#qx|X7)SPT;r(N|W=;MK&(799b4JC!k(C7vNn+90?}Os;FecvP zzNUF^yi0qUVVO*afNLPM<=X1DL?jg~46B8KFeGfWa`e&2rkuJGSpj8*vRMrKg=MW; z%p-G(D@Y0LV(urngD5md;IPIBv;~h|{sa-^Jfrs{+2Sy5155FS z<6gV1@Kgk;6XwREB{X`^;NXum@l*vpST*I>J;^DLp9KI6dBv=PlU%FxG-Nv@VwP|6 zUJyvSYZKfk&VM*hvU$}=ivN{uL6h^^ln%pr{nqmf8>uanK&9fCKysBkw12y{FQS5? z|A;^asEdYie(T(ziq&BIWK)yFa%*)*Y3#}J#9)>p3uMlmUvX9W;m#hLJ)x6r+imYSL7V3}qA}zQiQz}qA zyWiYp8iGfYxPaur9qU6S4a=6|Q9`Di)~7s~Ov6`W4Bkgny?vd?sBX62o!#VSo--~JcIXxh22SshHx8&oEFH>4O1@-e4nBeV<$UQ zY3pL<;*0fqAUU2p$9GikSkCw>avi-E+#LV<7d^6or9K)aeJt=BP_ z5uA||n{vh%M|=DJm$xQ7$XII!TI z4UD-bazQ(0a&Pf{G>n9hHxg3C>kPjWMn~2>T2-flHVogh8bob-s`%iWR8ji=UICm^J~n3M$7JH=Y(vh z(r}oGul!}c0-!$c3AMsB_r*fQL)`SjqDY>6 zFJnGe9q-cJjfZnpy0-Y8>)ioChBAkz=|u<+LOSCec8|t8ZMhOEuF%waj+%Fz_ZE<{ z<06=@xn!9$t4-@LONwnMyG_4~bBqFopDUVZ+Xrp^4NZg0Axqy{K@K$w$Tt+)(+zCs zFsa^SCbsWlfh3@R2S{e&o|M-Z{wghGeX{?#?O(b67?kKsKGS5w*>owBF46s2~5Wpm#Z80v4I99jCJenG z;zja9d;M(VQ}kqf85`*)qY7;S6k+gxC&)g2~K> z(P}5Z^m7pkf1gLo;0`;m)zr0oxf4N{pb6qlZQQcJe6b)6&izHBb@l=&h&uQcdIXKZ z$}O}1ZYMf$J~A6A`6-3U$LEpVKmBOv*H=LkCW zM7I;^P;ls-Fjoaz;Sl`!`B)u?DHMWjs(IA~dHaE>Pe)_Do^PN$Er_f-1o&$rh)tw_ zftqw#IR$MknMrX~ea{E!-3*O_6DfJuNRH>Ok!RvDpYyWIVZ^y&ir*c3MsnAW_GQf_ z{aRl9hEGV$yDz#Uvw1@1S+tGO5b*IZbrMOLY42%3N&3dBTu86c)RtT-lN*@o zE%kk586F3yzeDIoMkHujAK&LjGN7I!tEl;feka_bCB>ZLHT*Ls{vOdd`^oT9)X(2w z{O31xIo>ocZyaypoukE|Q^{3DKoh1^WL5xOcoR}kidR?%BRa8*&|~w?nBn0U)1>RK z5fdAf%O^)z;)`>s+lYN5c}lJdE$?<{U*8Jb ziWU_7<6B#)H@WC^PK^{ujwwrBi$B#J%`=P3A*Bkb{9j^B%Yc`x1vL#VsF3!SIRpE{@V8R}r8HC^cn)139YoP6UwN?Cy#vN4 z7_1V8Er3P;ZyG=dszW|qvI~zp1lL!f!aFWtBLAUg*Sln~! znp$=$3`Wmyy@%`|#902;xSpLEPug>?84_fk5QzC^g$%!6iY;PSun^!kdt9R0qfxt~ zjL`}90Q5#_&2L4I!f)70(IZF#rh$T0pB{~q>IG~Wx)Op)-nMUX9yY5gjXYN(80BnQ zU~W`AopcVMzrd^2TR!||!Qvf%&FvAgX1JHR6YX|xbicn)8YXiR#_7u%M!?#EM4KM} z(PY`+?z!jcW?jeL1@nz%@cOmoMk-GA_p38Zd1w{it!)a2wy;2K+gdmr*4&fN#lXp`41HpU``SO{D@yJm>6orP`srTSZ0R??{@6Wc} zh^;R`2+3n!zU0?|m`*?Ux@jM+B|N&bNRhx{{zFFdXpjoQ~Zv&{id_2Rl#NP z!_nZ5l1uve#j2Mi7*A{+ruQw*2J?&!Fx*q0P(VQy{j(7@`0Q5wc)4YFvuQJ$vRf%2 zQupIts<@vmCteyWX z**}`1Hk8`?J(JJ&Knz<(-6NlsKlCh_y7t46F^=!+s>XAwSQ{f=WUoKdERM%RBhl6- z*>_h;1E-%~hVMDbtPJCC-9+>p6c_LYhFG=zoEwCRpz zTSzM69KLbxj;MWi)br`ane`)s4AXu&?8m(XU?JxB>>#wcVBb5HZ^&9$JZZvPZ9b zYITWJwN1*R!D62D%ZD|~eQD4B91`w4?$lIciFYgT&y<3(6Y>E!NaD5M#eSNzV@5B( z@Yqr+mKj3mbK*Cnmy-Q4GVZ4*-dy02|BMZ!a(e@?GwMn=3#_EMb>PdU%8$5jOx-ul zP<4=S@1kFezr=)@={tYsibZLAN?svMjly4)qzsKm4}l4c2DBxxg~_X*?+MJwxV^CW z6^0U>Gx#8VNKq>u6#guuRoR7V+dH6>9P)xVH7|dPP)#2_niW7ZregHLHlLcr$8tmx zx-2e_a-ft-&pFYgSrL1o9?`F)?`#9BlU%SA<4BVhqzxSuL>!^iw(=3#j+hqVAC~uR zJBV$X=5aPcGz4m%wxrTK#k4Us5iF$7Gl^JkA7CFw1zysPJ{k2?PFZVru3IaATV^xw z->V=}tUXR@4nwtj14wJ{^%*rdH;C{8byHq^N9WQ84NbPX+GLFc=K}TDAu9&oLPPCk&LQ9~RcCVIC6(8W)k&o)~4E!@c4%u}TU+vS;V*-d@r! z8c-u$M$)IJ`wT_4KR6TI(B3C$d!i_(nVWzMTo;^MWV7LAs{qc2N%x z*Bw3l6APLYDPlrzHlWICo!f{=kC;0TVvgIFceAJ!EoVKn{KqbjFT5T~9*&I(PXL;` z+70$Ut_L#pD2cvCe?Q`1C!M1ZXrd~V>mPabT)>QJhHsJoEzSYz1L)PspPm?V526@l z9RD<8PjvU$TeY#8>y1d431lqIceCG{YIZ<+rPhAWGKSw*kD7nO;4^pZKMXSd8$= z)9yTj5;rD53^AxL(nz;HobMGK2krIv ziTw1r??KX|U2*#z(d}WV+_vs@qVsCXC1%@ko$nE%ziw3aA$|f>II*qxI%mgI^Vx|y zHIV~Um_|2V-G1_{u@-OQn;B5b5aEB;!5r<8cr`i6| z?Ee{)8_SB8$oCl1*|aA=N>cKV+W$KWbX+>44&8D@If~D`+ze*+z%R@08m#{dww7`Z z?PpjM&Q$ibT$&AOslzmCg#Nz=3qu3GW6=3j-&7+Gmlk^SUVr&tM16q_m*2hN+7Bo6 z4f1xi|3!$8;(vu0RNi0qzX%Z>PuU^@{k>cc!b+nZ=OZP5k%0S0xn8c%{KKB5GjySM zugd~N`E5wTJ=KM#pX3h99IQV(PKc~_5yk(2W!eBcX&_F!o<;GEWq=C)G50r!%SAo0 zLy-^NA$y-I+abDMo>iG6aS%B{T->AGL4s5M1^uI4-Dn|JImxBMM<;+Q6iG1JDf zm+)U$X*66Ybtds{?jUsFTI<{(t4NyTQ2fWJM~*0ZMs?&3Z^Fxf0U=g;Yo9&j_SMd^ zX2?6RBoL#K?0~v`A=69to{N8aVTgYKKuup3iCyprRe5z5SL09I^!QnRhp7Y2GGqLx zHRXPX?s3p-LPvo0l<;}G9fGZ+JJG&KpUs|EUeA1R+dPgF&qM!|T|f4h3NC7YayZ1= z36;polLp{1lFV#=xj$yU7fxtCwB2XkbAL@Uca&P9)pD_?Pyq)}!dGlL|Kbx1<&vBT z@Kc>y6O6x}aTlZ#3+;Q#svI)1{@#1m>-%)ODAkT$8Nf_HcrP1mvrx%>Xh+dvHB)ql zl;&Ytt5O7btGa&UO30}0@|1DqoJQl4PlaJEl>)a%;2}2)UWLU9}^a#qsw$BN63I@-vrDTH~UJ9l*iT~ zV4&6YPx=MnFzOAEX%a7);)&Gfy^jvfHPBb6S^XIo6uz#C6i$QqaWo}DwIVcS>T|`P zFD!N!IGjXVAG8xj>@4aGQdp4VJ5}Jg)6x}1Y&$tnBH(OVPqajn@bgS4ZT>OmD=Fzr zOCLf-Zu*mw0X;Utt`C^jmPwSBx9Zfo|%7s4~V!3p>(;*rc$oQoz!caX%;r>w+ziauYto7 z%lMZXe>ur(7aZ`$F;-*kvc2zP2>D(}*=(GRh>OXFQBj46w33jxee!}Dxpo%4->Q-tj$Px?KA5g;&tB-+D;dQS*^7;)G@_2bL9D9ihqSl;4*wu!lO%v z&v@?X3uUR*HO7es=4)cOu|!rJvT%gDX!zHzg?MBAvsB1Osfwz$+>{4*!rN67h|i3O zr;aT%CY#ZUS&Cj}Nd~X2;`kJc)k0-fny^o+R=s81(vbEmw8FY;QTvs-!8qzMC6T9H z00KQN&G!&8r_d$miBE-#aRUG{3Q3~R6h+vGEp{`W%-z`JH{wD-IXMlZLzDnKmc0 zzQIzb*WQXvHV*M20Ls47O&eKuR*%uk`22Yd{mGFhaJbh=O#&~n#3-7U5W$uyd?vW$ z@=Ul(L%=6SRNAJ&o;DVjTt4_5AgkDqIwAZ}4&6;q%50=d=SsvQfFtO97TTU}R)&Z< zd-_p_hyfBrG>CA6ryr?mJSfOZ{Px8+lgl*j#goVOH&75~{lg_yW};+RU~_0fGiRP( zLYr4ifU4rX(CLGxfW~ty?cJ4`6eTU%PZTr7Nrug8HseqeBS6gOnGDpFG_EJeSh4X} zwxmRZ)QLBB-GsTG#ny4iLj^Z)wPF#!r5ao(+1^Ch_|TsWHOBsS*bJ2xAu#4?5_1UM z{~!pY&97nPZKWhHOOC>l)9r;qa{OAkCJO)yS?$g61!}u`-?qWI18$5M+m`sIBKyFwkK@Sw2m#xxPeXU90TyavBGL|A+0+ma5yo+%U5X1R?<1%l<(ca=4ZrKXm>8Gm@uP=RcMt~MIo%-7Gd z{mx&SdO~pA-(0-f3CN}1aI7s_=a&`49Q>AtCP^7P?wszHe;2;(%r;Cfq6m_}Va$B&#h}eIlAq5w>}TcPIM$dr_uztY1X0j3SWG&L zWWyozZZu0OPox1uw81PKoiKtP!1me?M=9rHqXr4&r0LEm3X%1{Q~enBOp9NFlV?oJ zlQd*B&7_)g^NF#lZJNt+@)xPy7f6eOV96kNEIjh+#iLVxVU|Ob?8rk8Oa`u-E0WX= zE0XaHaCXbywwftys3!rgr$3ImCd{WkJ0I2l{PG2jGO`W!{E)SzK8cCOaBk5JJc7TD zwE4@w$o+KPUZW}ZOzJv&JJFXLY=3Re30zM1=-*c`FloNsZt$b|SPNYAm$L}5{qIWNi-jx-g72v-(MS68C%O%pyMQL8SW~+GbYNX4iRRNGK4wLZ3Rlhi7 zcdI$zH7SI8R0$MW^&Rz4{>#P(D%Ux} zEL71M%|+K4>w8GzxW=cG@L~5YJK*)M<8M@;pDEL+m)1@v7G$nXA@I$#4IZcrwQ7;~ z040h`B~i#j+dMdYOX1!pY?@1g&vS1DmOgh_cZ&1hU<{F*aXW7+)nqGU5cBAbQ z)l4UPwvmiCpstR;*V7&;(a7=82OdU!W`;lI?UzJ}ywe#dEgZ{YW@tYAVokal)cu+aWe0$SeiExo18|THac_-h5h~jX=4)|oYdYIQpWkpEJ>wh z=E-&`AtfH9tXxe@^=qw+_WL!a4WrWVXeh#_3wS~R>vyslJ?_a1L!G?bpoA>xaqd)1 zx9arxr}8w){Q!OA?UfO02<6WYN2xClQ8DOc1JTKjN#1`{N89aT9KGz%K!+rL1UOH7 zi4Y9O)5WA7Gyyk+RoHy8^U!jc!`ya11@dMLZ>d-8?oj3s zV}znR#k6_6$XtGqiaMP`l=RG8UwzZ{{l&{s9Fa#{isJl&o?wsSOeeWn8>#2Cn*^zj zaL&f>$TYb}`m|-I#YKd*ioLCKOa#P=80iX(iCue(q=6Y}E;J?^^nRpL>cMyja3USW)CfZc86yf z=cRCszSK;og!;4IYiP|TwMV5^UH>Lkv3O7_M~u+zI~jo1F(`J`Mx{8@^CnXo{sxL> zr;9X%WIw#=nR|xFp6#+cH@+IR0n5!yoCF>|@)pR7XuQ7XWmR0ignOp-$hVyRUL)uX zozM3+7U#}OW+`T#MZ|yC&hF4mZ!E!Q=kgh3nI79=<4vzg@b3=f_7~f|ZtI8q#LPbM z@|{P2Il&dxiKi$_EMFAodtx>l795kU9MNE~d&Sq#(K36Vx$C|G-bVH2-^gXhoL?$X+FV&lXs>vQ2l=DZ3%Nd}V}T`=+T5(+}^A z&?0C)o}%Dc#nD*F3kP(Y4Szaq7UlY4*0$L`o_Jv?96^C-DRv?8JJgdmW1DP-h9{{6 zvVmfSKoCp4;LBkBn0n!PZfdLRRlNLc zY|+x+rt^FIrA=Q@!m5Pw(5Lr6%@)X~09vc=hmREN5UH)l1p_~B5!hp02Eh+zIf~z( zYAs&Er#kqSWjpTY7L<>^G~jur!=sx-L^v<~K)6Vq)P}pZZD+%ZRrMa3KqN?pXxt z!mc}pHuK~wg%9=X;Pl39F~Ti8?NWy?v5d_-#W}tt5c0b+Qf})+{`=oQu)#14Y*L<4 zbT*5z^gVm_W;=M;n#OJt4Bq#cQQ(zz_(bC`I$95|7ZV*);-;?)=--vC2XuQoU)Pat zi&}1fkoVD6cPB}-Et>hE;-)|_9q%$EQA8k){85TB0gn%+VAE}F#x>B`fLKvkxQ4=K zshZs)1F)nwUj=IBeSm=Hqg$f3ANO(^-#n^N{d~L+FIU$~iv&fm zHE#Qm?<3DI_Q99F>W;FJ4|Zf_w)zQ_mg;ZvYMft^Os++S5-#W0g55)bGGj59E79tK zSy`=8IvkNW^14z{6!I-dN|inLyy#$?H7E67`qP_U@#NqquHP|>;^epJ1X2Zk&C$Zq zLa(`vUyTOvn_b>(-Wb#wy)x?IS!c9vw)A}M4-lm+M3n2ykwprB($?VkM3Oj?#5zP! zu_4DZa{f?;v>5$WuI&5tOt&%|6l@mmxf>_5x(1hRYC3nFbv%<^E7yp$fDtLSM?SMt zak%Q1y4655xdJStlfAG}ix5TL>zy90PH?(=xRtuOS1#`bx&NB`#@Z_U!2zW%C4#ks zFI#`1Qg3WDjdSg~3zfo_;cMwGC~?)0`U4j!{E6)-o7Zl6mi*da9PbR1UVfRpi19?L zjdlh=b2s!Me9Zds1Az`r8~?}kxAwf_?_a?lYT2U;6ofg_T3rwKy%A)R{MqEfMO&%9 zH}2NhH7$=hHl{+=8ROU5ikVi;-wEW^6DV%m;EOAVC4b2H9hv&hIm4glBiQ3~s@mgn zwr$pq<56=vqJm z($M>brr41?yqtuHkv#G}%%e0*|2&cRbgqI`4$t&&^Bp%c052U}ZJOws@R zF8~M}#~bjQ^Y5GVqDTQ={<`M5Io$0h)(xajy|32EO)8}xW2ma82C=B!?$nq45ybx= zvfctJ%CLL;RV0QGh6d>zknZkoL8QBpc1Y>&Mw+1&l?DZ*TRNp{NRb-4;d^+$^N(}R zTC-RTOgwep_ukj_+xtP8o^HQA6xk7QhIfTKM{*03KMvxCs32oQ^8HQ{KrsXQ+=73; zy&JN>3C7*Ai()Rt4xVrC@$T8y`d%Kyy`91BQRATMBlk>d16Xn`Z_f92P)EglFWetw zCW1aaXMHt)uc*hO2&%w4uIlRBgNFR4>ieWokm?Vlfj?xPtVH`Q%a`>1*WWEJTQ5skGkp@XT1POL zwh|~$F@v)l1VrF;qQs`{h-C`CpLFjIk7YOqwgnrP?cNh_$6yX*DkliBUH&^ata$Sw zd{@9-GhLVC+jh`v^FjT8j za>z{_((cb2IHr*me7M>eN!1Xy*D2RCXH?Au3mm0?pwYIQ`W(-5{_wXraX6gVmLS&}k-7dpn z4fIA+fnuw*Vh1JcS{4s+MRL{=xy!gB?tjfz0w4W} zBZ4ou`pNNesvrY&)o$s_&n#{eR(^2217eO%JBITzyMBJ6X3=$b+DoDz6 zseZV;P7vd%+vexFhr!sa>KCaGJz$bZ6YKB2kqAo*Gp;f2hJa-3H>Ae6uVK#VsRKX0 z_}HeBsW#1L8G`cD*!I$*Fez~@PArLCRDVgdm6iC6-4yx_IHwh-2_tu1alHa2e>fVO zGIGj`oqqm-PBd3_-i26N37cf%^{8r2EDd6&HLB0c(q9YVTZC_v zO#sE2svXD*uLSut^+B<#9t=-e4-T>xdqIib{?f>{;QdaympIcgLsnF};d3jJR({*i zsch9h32WxNRwwtmCO*AO{+G+!i!SYafS3zymw33Mt5=Mq{8-imXf!hU#DCD%dgO&N zt8d&E05u?fl>>sb3`CzIg8ydTK{s=M#u8UvPbIWixQyid>N{MbAgibJ^Ta>h%hXgy z+z#`Mk>qM)w$Wng&{(TasH=Gsv5&toZ1$|cpMfq{o69tOC1S3B|7TE$Kp_@y0T9EM z7>&4n%<9-nb7=~?23%V*d5>B2xj*}~zW?)j=XClJ)j$|TRYlf59Vb-Q_UM-GfU7k) zx>^KJWk_nJW{aw4pgNRCeIyffHA^>EYn6Lao|fc&SA0KKf=cj_suq`P96!IGm!4ZTZzPR2x2ds#E&&9_J2mns)C{RO^OcXOS)=HmCQW^r+=@*f!svF)_AR)AiSOwnHu4eOwAn2y1TM?{^Z7 zI%o9mKR^t$M6`cNgCg6+87Cik`0AMn6Y1^)1l5Z5qg3LV;{A!VgbuP`jFGc)|+2;E(ch{=ma<$tExO&?C-8%rh!pDxp+L+fAb49!byrAri@bV`4_#5q`XGE=5I>J$^| zir0nGxsfR0O!@I|VIz90gcGWUGD>Vm6fRw@oi1I;UqG%D#UIMx5GYni^lXDPU7wCg zG%w?rdc#qOw?_n4c{LXnkE71$6C{^SN=E?60tEvytFiQcMgyaPGf5Hbn7(4)Z)S8z z9A2!t_FB7a%_uF(v#QKt$Y>_F8b0%R+ad9Msie=m;R zlcw0(8LaSl=X7e6YOR13dlH);e{r@M3T!X^QRd*g7m?>6VHniZTJG76 z{^b$T#!mXrLyv;TV(@+U;R-NX^=hr6>x>4cAK1!U97$NjC%U_kmmk+cafT~_Ix}_Q z-I9WSK-GVPi~$Z7MQ7Ukv{;DC>?2=?3pa1q-y6pF)OD%S=NG5H_CYV);&#AGAQi|? z0WpV`eaynsv8*k^|9~pSkuSy~)fuxdR)5F->n|;Y*9_tkpc&@+x0l#74nvDRUk)CI zYW?_d|1w0$ZlT^D^>hQ1y^*?-O^04;pkG={ut>#fzh34aa(QnWCDg@LL2$mo#q zPL?x}@@B-MW!7AriD9_bdgui5R!(rHR!x~CK&sw(oxkpGqbFc$u;H~PJxUs&EPY}( zUbuhiA;U|TsdyE=Y}!u=l$s+q-Tn<%hkkL%$u2ZV@lw-=Ic<=y%iV_5(;E*&N{qO- z$X9>d$@9uirc>Bv_GQ&U$T++r=B{1K`l5Iai0vpK^2N_-U$vaS^UWu`e3(eVqP^4B zVb<-+{^%0z@)@5%{fHql2q6WJmAdn8JU`fD@Vnps#GOT@@M$>~Qt1IEs#UV8t^APN zt|a1KmfNkwX%AQ?S{W&cWi2*?Jgls+fSX;_fy(W-xJ=xj>H)UR)faLYnSYzYHZmd4 zx8~l>kJLsJm|Nr%5vnDkZsl<(hb2k@y;4wKmNz)4fcShLNKemqaALvu0QP{2E8;sg zpQP7K|983QL*j@jDi+Ba@8euBG5*m&Dx^PLJd>&T9njpx0lJ-K`^(rXR(T$(mB5sX zP>D7bh^c=`N)@ctj>G+)0xm(4|3eCi z2U1cm&NNZfvzZeQ?Yb*evhP_kRBgpYB+JLY;xo!lX$#Z1q^mUPiz7{~b;Je|`?G(4 zhSs|Eff*1DIl;+r5)nF{5LaZ(=HmA^OjOOQsEEUJEQ~7Rc%$;iAX!yXt>urNTd-_! z=I))~H%C!?QCyg7N@dwgKk?PL++Pd!nr)uusj{8RP(Pp1yT#9%z7R-3 z+F9yHp%+Nu_IH6m!i%& z^E}f?g*Mawv^aOiJe^` zIh%-F*Q?U7Mjd4eq%Fe?-Yvr~>}{&CO1vWD)8HQNi z>*VG6MW_aBm+KM)qKaGZzh9W)ZQZxA1~F^Yv-93S5NPC|a*8?k z)w&5!U8yz~`kfk-qIk>~tj8nf<8eNp^&o-3#F{=q;X8DkVZlj!ji+2rAo#lzV!LE2P=6l_1nu0US?{~9_Q6^t7f(!Wb zzBLxFPw-QOk0#g-CVH7A$J9}a&gZI?>$nCJ%(TOOKP2{blC}Dr%0EW9rU+(DSt&nm zvxVmFgiCD7aelp%dQW|+u!PA(sD`Zf2JaF>N?KVt-Zh0YIxICzEh~sSS%^P7`Kmk& ztV&z58Ci`BF9q?<>!D>gu^ZL?TD9eQ8vSoZLP-j2pZr+> z2PN6rc?z-pwq}qmM#xu#YmC$+oWkGvKHL2|i}LhzCga$L@3~9(n4|T{EMu z!`BknGK^lAp@^Qb6Ci2XyAdFQryMJhrU^^a4F8(%ND^exDbKvPH+&(L^Z~(oNv4|Pr7}llVp34j#N>~xww-Ky$!~VSNZ}{#5 zvru5lObc0;J2{&Ye+N1(uGUGw+_sR^k@bQY33oOf;ek8>{=?1pj#>?ak}RdqPBHI- z`4YXQV|>VC;shsdUgy5oS~^W=Hj5euQyHt)&J{$fp>PiLg(08r0}KOW9*Mb6q}TuT zqm}6J>meR~N$wsF9axf*ZBPJ#@Um7C1FS_gF%-Cxg!UJ83P{1-R)*=)wh(I(gGyK) zpu}DSA*OM=qESy4^V8mp3pJ zoAjk|kWMk3MZoWe$UX@qF1mi5gM9JYNMru=u`cU7^tHij-|u3k0GE>Gq&qc^$L#V$ z)6A1A5izN#i$P^|lloq7vS6CH6s8%xlZj%J)VM(6Z zpNx3l3f%DC2$UlU+QQX<>u2phD2DprH-8hba8vV_d#gj&sfHrlHAAQAvgFQXu)(6m z%*egf*RbmkZYPEQH8DiRM?dkIE^?YyFoC1|$E-6zt4Y9)z=1?jCmvwY~m2~zA zL^Bb$N!f!urlPt@&1esJ;j)wcKK>s{>+BoS+zkEH;dNd|Ng7>bcXD zy|GwfR_aHV(K|tcTq9A$x>BILX&;WsSmHx`J}7*5W0PV#ZYiUe|As%{%!@X2IP8H9 z#LrxO;Uo2T^U%cnB2^`Wo$nKiuIIs2zAr&7xKaR6Ru)MTss}_BOtjhq?pZZYDNnG{ zs>19v)>k5T{51R|q!E1U-}LKj?iN#RKUm!<>K7Dzz~#^p23NkiB5IY@kM7RlfTi-2 z5v1^6pKRxQDNgO>r+?^pLC>+mi*Z9PPQT%zuR5Sac~Zg-REp8VHOg)1bCwG3|3bo& zAv4T-$Uq=!YTH-2}zAb$u&9f=u2|XRvv%4gyK!zERwo z%u+1g>RxapYtZJ$5+S5#@k)XDF_o~rWF_3)v?WjR>U}MtIr^%>0!EnV-aZKo>sMM! zZ)2NPhpnC=w_#0Y4s*?w;J6wP>5woZDGfX~zn;jLZ0GXXFdn^j%irnAJCqe4sJrml zHF=xeZiPF}pU0}Ti?4p|_I|G`5#o<`PvB4HPku*Pp?LGN`XT-(Dj=Tf$j0K4DC`?R zF==xjQHl%zsqxfj<7UroK!r#kekNB=Z0a|Gj%;5Sw~-)zV^=q8;@iY2 z+)$0grdYatfrjng)qJ?z+&|URJ65JytXgH#iZyn8`wKVaIGL@_>6plm_kXxEj6Nvc<-xlnMOcbpV!nMxgfr2sOq=}oKner_s=nu@KQ|K! z*M3#YPf~LT;UDibwf;h-Yc(Js5~RyQkwbvM7V$N;9qGok!f;EF7&`PA5{@7I$M2VK zKd<(i!H<#3{w&E|-OtgTm-`qGUP2Bv)KQA0vrmGl&I#_cg$+2py1s{PYSaw6lz8=2 zWgd0V;*Zw1VSGs^xV-D6FtUC&m>f)dPZaBb_00N&h%b19V)s-~*-y*%I`wqA=e5tY zI0v8id)DwoU>@nJ3SHVRXgu9mS|_?NA%P7)ZYr#9=RXeko?)(-em-}RYGeuoNi*;q z0cS_Uxdp%^Or!;)BWRF>HYqmx69rzNVsVb-2zVKU3Hd*K_t3xG{gN*%Wzrq-vQ;S@ zM(6GKcz-$Kvy+#>HVkOD)>p>|%TIVfwnODWQ3Z((J8f5y407>i?1#eLxkfk34D8Ct zbXNWKlh^2plwtT(B`Xnqq|`L_0|eQk zlpf@|)rA_QUe%_ld3uYxcFJF-R?D3;<;9a{y+QF%{`$JTBsDrOYtuL(=G`{~Id9RB zALN9muH}>P=;>7QA8i<)b&y?zULSt#q!8Uw$nOn{d%%@qz!$jod7Fy(aE8Iql%XUW z!0<@^!`NEuz}_SjJkC!Mrfjo>4}0yQw{+$9&4C$9V|RA*uiETw!gS~*Ou&&5<~vm4 zZ^AfZ#yYmq7tfRr8PPWe(6*?nIy@XtHlrW!07fTP`0ZJkiHa?F_8u`^kZ zJ%6(52QZj$BSwMj<4FQ{-=E`Bpho+|!i01ZZk9Y!B`Z0wF8nH~NK@G3pLWBXdJYa9 z@0%w>d#cu21=8^nGb8%)l(hisHSYs$m6O(ry&$R>&aX&DE0RK`=yXPLwxe2u?B4j6 zJWMRoBFjOX6db9^;Y8jO9`ykM1zDmVp92nN79kK@&u9)R0+bU@X* zvl&z^{efMfDPKu}Sw!LBl>6&8Z+BjodrLTA9Czjw3f5 zBh}vTn}ugQb&~Nm?i&lFczGJk3X^}6rLoPjIh+DxIlT534?w>}m$c-alHlueU?4hs z0^a=Z>Xk_It&@mj7@g4_pwz54T&(!I*pB+IM?-$~dJZ?EhvtuSz6Y#Z=sjXP$3@s_ zwAwYxTf%`wQ3`!L-48fpp-J4I=yNvD?B1*#U?rehyV02s_Es!4F#`(^+4RXpf(1Y zB@#nc$*z<9#hpf3u#~6X(!;IqeoZ7kCGAyri3lkM3-QJ_wZ#;9{cw0TpMwp!tLPxw zW$;N|d#f(Qpd~rb9QMSA4JXma(0`+K8~)X5O&J^Jda|MZPK!PF%m%a0ZL;Ie@V{GB zEAk;hw}-i=zG!$gAJ81V~J2 z05-?I^~kSKyQObz&R$0awwjl7LAE*_&TB2jNP|q9XIcMuOC_Db9h=BBxmvtPX2?4K zza1bza{L%7dGc$o63RH>$Q>#n&maF)ry~0+KuGz(!-m*B1)@&s}<=pFe> zIX@%XdKm;7d@99_MOq8QCKpzmnR$y|$gmI%62#ZkZn`_71^4=qvsApm7Nj1sZ8wq_Nx@Xp3L`;d~EsF_<1$oJ@@zX>hv%Lc$;P5`-IXzh|jmR@#A4shLgmQF053F ziuW_+yPnUB_wDYhS%}0LLUa^kFvL+NDqHj>B9u}u_TFjQUK(X`ygn#HKvb@cHS7Xv z-uJyvTWwdW^-+ym3jw`Jvb2g)({grwczE6#Cw!QLZb(p10L^7isgeso2m_ua>8ENr)%iHi>b& z$>eMSGGfB%(o!Gc87$6$+buU~bq)>wY1a4b3kbBfGjI{;qsH@gCF2Hb@3Cl`$F7iT zTdkLb^OLtyR?BKegGS=(R0*m86G@-ID>&L0|40srVXL>j5E}sFK$bwG^e&Jf`LUi8if8{a;6MJd%XH4uem&}D{RAeU?N}jk@nhP}Y`EW6B+uuI~qQ$-Q z2apD5SdSitL;|3S#_mM>N^cTE9e4$cnKYZci33ybNREmrl=NFRyeF;87XfHmCWmgB z`eb{|H(_;H_8KdO!}#bErzyMot}~0jfp+~ueCbGaY0mOz{@PRi%Ogik8cb}4HUqqN zdAgJ4);bJc><8=8c-vIWPv$#~=HL$2A^vAqsry2%S z(OlP#US%XI1Ue)a94PU3^Zs&GU^U>j!Uxy|=)M;XQ=4kz5Sj>FUplW!HvLW%eAap&k?RuN6|4Q>q`}vIF#wC6p z=Uf5IZjp1|3Ir$p_E?gLzsXc|>b>z047YFl`zdIStbQQ}izX7*&s0OB|&*oN{YNN+mYfcgF?@Nv&` zuG@`oF7W)1?)G8x5x*Ij_htLzJ;&}k44_X&hc_N>k2L<}eSv)(^gEkS zs60&lNFzn96Ttiyh!wE5Ihtt5qrWUbN)h!#?9Ia!Sg9OgsQ|U*>6G`$wryu4L1gs4 z>ty6I*o6wUGfN%IfXaLAxo(`uVPm&{&aM_CFWy?+mpo4c16I^^y*B^bi(Mp*n%|Lr zbt_#(f7}KbGD@siV-l+#?r(F*Tw1ska)`Z8@jXYo@cbc2sZ$yf%j6$^)0j(5odmqD z;Q+w~=E4K83JH5?@eSVX(rOP4Tyaah3Y)god+gVvi!<>*e`k9bodn5K91Ke**?4IO zn6cZVB1fu%3a7J?`NU^?vttLSBSj!fH~>#Jy8H&r436 zjJ5SE36P$OOz6~5eHOY-i@kobo$O^!T^^L8V~)E^mup3c92`?l`xNl$*M`mDZe65O zIShjO@F?M=J^sABrRwyQomq%*wWn#zx+gL!W84mdHqf_tIfyG2>EGC@{8xM!J~l=d zY(RJwIY88^S8u&XG{{$Tb1XHCfnyr_CWq1FL`Sd33P)NIoog-BDnp>!s$=ZX8{Bw( z{h|?(7b?~~iXQI2AqsH>wq+9M_huZ!v3%(qXM~w$a;{tdsPRwHzM;OWL89 z4ijm$wBU~jn=#nIRqU*lCBS*;FVHx}_+HIP)h)(iy1nrdRZzi0^16B6u0eS@{!pBU z*QYW4?#=C&1bez^vL3!I?~QnY+=w7mBK*=l4Gvt-2gKJ#8?)%~ITl4k13tpq9H%pj zc(1^7Z%4^4@}m#fXIogco1f5HnIN)31M?(Swi!-#g1=Q-0g^Zu|DtLFlh->0GSr;4 zY&s|9f7$$uqA8xpI3ZM1CZ!ZUQxm7_q0gF=E&x%xdg9r(53A8lJBNMjB!4MR@&!Z` zJpEV3&g(3YRoR=E{+jaoFx+ZiQWQM4ne$0h(clDIf!DA^%(tCq0B1E+f-M>+AZs|Y zJI5p-56zszJ~$rGjo8SpxM$8!RncYiJ3EFH7*+~uUcftIdG9UJ>KDNwUEO0MN1{`$ zzFv{5_!^=#n!o6rIt&|@(!5ciK2rZegiBbv+Bbz10`CWS2LJ9PJ{*^ZsWlXDij}FQ z>ULuKg>1WqYf^^Aa(lj1&gV|nb;-Irhi{>zCHGnr(Q3NS0hJnc$LI@osq| zW)~($95G2eIb-oS3bB#d#iEOZz%!{AGK{1p{q%{Wuv=AG>gfcR_IuBU8w9{Z2)`9R zOwA{AZtQ#sj(kaGv*Leg?A-jvjTiFfD~DZ5w4nIw@r2@3X~_*f6}c!*vyNvOeAAzg zeWfDt!uUcNIc?-Jq#)njdhXX_Ir`A5i-e*I%3N04j?qcaqkl@8Yf9C#xXgFhZVzW+ zdwE)=0$LFX0`-Rg?C zbKL)c9;n177(@7ZG)}T%mHRiIK(-;o=R0@}ti65V;#aCoe~V%09I6_C?3l^32my>U^0n+gP+% z->o2S!`C^Frm`KW{Ww$2p#b}m)wiH$>{y6KU~XVtAulO1Laf zns$zrX{>JvVft;R3eyH6ycYnxJE!1LEf|r)u;hl;AXnH#X7B z(BMF2j%$JT&NQ<8PbPqR-)s|g>7yxR`-#*7+#iQSa~RNc^P2Sl`nviMbs;j^g3ll|&UL z!?{P7AlTK~Z6=9~lQ~Ok_7T8qM}S&}U12n(X6i)Hd$4k?a^hO@XiV)#v;wRYa4lzb zk!pEKxH+587a3b{gjtA^XaG$aesusq?k&qE@P4HerW!t*a6g#|?s-SjfA?Nji--}V z`bMrm!0IsBLGD?bRH4@BX z0s27FG46@W>dnlmQI9z&?a$+C!x?8oN+0^}kmt(0XtbcT0Ns&Po320>gozE@Lk4}x zwm^2i`0B+AUt|L_^7Ht&;#Wx9f}okJ1n`@V;xb}J8$Wzd92^Y`T+9?_8wMxq%P5-s zeZUhYt|?1q{rs6xR#`BL6ETw4$>8O)d^7Ihp7e|EAX2C+@~*U5%$iR9V`do7Uu%oF zH(7$NMQX3iE`S(AIG~#^j2}4@Ki!x6H=}WsJAC76{;3kbj00Igb%hzt93ELKhycLg zrU&}h#>74y?Xq(yEh%Sg$SWY$D;g%uqH52s&G4h(pQAq92Rhzb&7KEKA%%WBAI{$Y zM%`j)KdiZuY^@vrov4%uqIYxa68ikLUI|%Znr^GKz4Gmsgxi^~E(`dvynfJWGST>G zQokV2?5H)0Gq%U;u|T5$S4ilFPv0{zQX%K6QuO-Fj@*mq3n2d{)w5Rd_glBpb|ljc zQTY6{hYV2IYyTvD~4ZXD*- zcJElOsSIf_Nedng^Bt7~W1*}iHo7jjpL#!)VlQS9i(@QJ^ld=jxZfV=yiuLkv%tlo zC5#N8gG;?YEy^{;7KHaz;c!A%tAWXgnwn7RXOEOI&x(x{ffTp2E6uh%Lh>IeB`EyI zC(Z{&Ul5t8vM`DVkTI2TU}k4royv=i3%tP@)ODs)!CaOVD#~X5{5FtH}ZC z_-KwX^RC)!kaV}XPHav4`2Zb0VHZZB@$)H$wnT}CIrR7A2+L=``9fKv24XV9Ce1qv zvhFOn;}c1qm=AW*P|?W(Xy+JRst2;Ns-oWRYgXy;t{{R6ypx`waCCwYl_+!ymYb^t zOV{wGXV%DMm92Uzq$FkBg>)uS!Qc=jL`X-jU{)jdJemM+DcG^}Md>f&>mfNqStxoZ z{Q`gH)x`XeEG1Ug0+}@QFCajBVyB|K%^K(2EjW-j=WtuQO*oQ?5-xD!2BmybKRT@z zjrK%d(CUc~LOaC)k~E86&W|(L?45v%?x)BV!Gav`ckMK%@}bWPyK0K7S1HmM3WQ%TLPZXvzsk z;J|{Ys{kLja%5sW zBwUGWdkX=zKMgB=0I%`5*@8#uVeS)Wg&GBI)NM43PT&W|iSjL9%M{QBx002#g0Es) zWo+5A$7BvGRhCb2_{^atYG!lZO|oMCYoW@TWA*n zK_MKaGqMa4|eYRDqw*@C7ts|B53QDDgCZOp$#`%us`(xGTRWPdh)82D(a z4>t*uW_VL1!gf4eC}x|kCDF}v94RzT|LP|^zGtW*JkXG4(zYlQHw-5n zR3=Ap!|H;$)EVMg8oNA%*$&RB_Kn8{cHk9$L1dKGys(s&2(F6LxF2h@A(t|~lkl~D z?j?7852q^)i3th{1{Rywg(1uF7O^OOV~5XbIKkTc$XE}rJ&TwyXi+_j=AxJ~(`XB# zf^XW#)|w8Rms*cK{l<1q+ko~w`}@OCFI%s6=qT3cGm;6LT+9HCjV$DgmWDOlp`(~$ zB>BbBas4GzADC>EvaoK;-SI{8&uO~q^|1^%_0|=~?!!)AXV!|!dhdq*Lbz8Y@xp!# zFO1ZUwcy345A&U_KRZW8Mh^ML|mQ;S(wP%+%MSZIAv777N}&6Z&g zjv)_cn_ucFFpZYD8-nM!dbyHK=xOBHZp_yz+m*LIK)XfUbU3r@sErU zCn6))sP@HYCn>#pYx1$_d9SbE{qrDV-8j@-V(Tz^N)p`JMk%u;P6U!wEwVHYI#l5y|6yW43=G|B$E{KXr$~%?%$-IjDf$j{f93hWxVghB>Ou^?6NwWVvpez$ z-eJh`%;S&rj9JaTm7d<{7;~`QTe45|TYo*+7t77zMY3hvr@eZ3>n(JpD(vjH-TPPE zB;xO{NrP?i-|M(((hJvsnU2%?9r__MC-qzB1J@fS(x7$c z`eUGm0BgtS%&++6)*S-clmGmxhisr%ug6`Wa_jH;P^?(`*SvGTye~V28n{8vx@p(u z<#LGHHEzzg4y-=!yp~lHwv5uIMnW26YR3^Wzt|By^X1Nm30!g`%M%~iKmP66Am4c) z5uk$N9rvMVEI<g9B&>uYrOkeUso(c2>R^_bFTO=Qlk`W&jHKcCwxq3(W@$pQ`)QT&k4(HzBJ@gY^l@;bB}OM2ik=*oVKPd1 zd3esNw3FkK7)a~QJ%eMS<$Y~qIW~mW7s}ohP6ijv&4`jG!Rgjid5zB@Mbge(B(gE$ zrhYu$(=>K1eednfpo*ta62mD>#90{_I4|9C{4?Z&I{%_`2<9HIK!p&i2wZpTy&h9R z5t|k#VzY+g=5t#9JS~bmrq1{}V&;#xTH-k{q?w%`AZ|T`PeWo!OV*+xRH$z+1;Rv|xU744;~LXKY0@8coc*#JCrIa=wyR2NPeu z85aA|}S|uFId)mO%2xn(!ebh7|LiLwTm4gu8Y!yM93L zPa$V-ZMO$HQG`+7bpnKmm!^?w@_{QCm*~ij<|WLqD0frgNiXDCdg!2a{_twg*4`wZb9RrVO#&n`p{RXs#_+i&_)*(jss6XWI0v z!rUFj2FJ^t^#@9&vGa#f$wg@hJNa_$@=y%a*~VA=*z(_7WZ43y;75aqqP_EqICN@q zJRQ}I;gMHkv{=EY83Cv`HX;I!M_Du!IM|_RIM_JW-dHD-!AW>dn_^=2$6=e#6KeVu zWk~ofSuXZwIVfH$d^CaiWRi1RDUvwmTN6{FD{R8!i0x$6S~9$AN<~HI-~&o?)Vp_# zT76eBR*4Wgcnc^pDm+T1rL4PO|LV)p?@Rg_*o*}Hw;l}iQ?oEuT-?ILHLU-MYoQDWeT`uhR4Q@)t|OOep1j;F8*k7C3>(G?Zrk zydd+4)8K0C%OESVbZth;1@GOR+zT#T(o{ma;q(of6;2pS5rl)6&^$L03nloN zHp1r$(lr%5boU=f9#cuafAKammXShWODWH$-+?k~y_3_w{zm`4$ zHw&_#7w*S(_r#k0+_>S|$iJ?RJxV>gw7W05z4|C#mj?->JLT@;%R6X^-=;9W7#FNe zjcIJxBuY%6cEqL0mS_>-!jUUYMViR^nFtL+X#X2(l8i*LE#;%1EAqijDyesLB z_x;?kRi6VAjSJj{+q-U$Erz=yrX?QL=j{SXh$6t_F+XEka58L{eICkG15GYftu1n@ z`uDPdJ8+G?i$ckjDJk4Q+t5$_IelqKF|^d*^yrpwVk9p-YWlOu`}g(OX<W=V77B4sQB1gf8O0L@i7XvI! zXl|yZY&2GRtD(nC8~v9@u)sU-2eJPQrUmg2?F%c$b{IX*?gnpp2$;?jH$JFy2eb5f{p-1ZePc90^4VL+=0?m< z;=<$f=89jm$;UHBd=|=noFKJBH_Iy{bLqnd56!x=Mc ziM+by8xo}P(Puf~S@@}ACFH(8=t0F%wc1^ks+zAd_m}FSxt6E2%zQ6kWxbuaJ*Hgv zrMqZJ_KEA{8Z+E^^N_E%Tc2?#O+z&CZ$MO53xR@ZkiYNemN|JG0qc12v@7wg`z-A~ z$1NtS{E~X_I0PBO)i8_g>)kPwcGl;eBE^Oeajgrllh%9_rI|(}2#Jpthmx@TG-Jn3 zoYj^Ee-Xhr=zf1)lX4OdbQx$Tz7b*M8r4ZG@wZa}YjNvq}&>uTuL1G_QjuNK<&!v*p*bP_HV^7i5jT359&5a5<{kmLtST$@<_+!56I(Q_N zH%_2GmSRKTq(~FkvWK*+U$P>it&~c$Fm!(Z6E1u)4zY) zg0eCGiQjoQdaF8Cu5?RK3yUIQOp!)FmePH{QDNd-n=_lIj8Y*FJC2culh>6`5_Ji^ z&B>}T3g4s{ff)KGSBS-KCm((I2`wGJ;99jzSNL^x`mLe09$ge?%6_%k>u7EM@F-zR zvoeL8Zr4xwm+6);5$k&H9Axo2!^zNXbYy)$^}EReJJP%4XHIF4ngK3#MIOnLq@~FQ zm8?kC<$5=-k!X`bpTWTFZ+@zVa}3HB2qJ&}+!c%-owCIkgr@4zHiL+Ruu>+n=GTY` z5SD_2YZ*F*_>s6d#_Qkt{VFi}si1R6OO5m?`5A>$RALx}E{%sAi#C5DeDKQQt19iA zI`nZ9+=0*??jg;Z$pOUzcf7{{<$}296S}x%w8-9?mgN%2_?NC_v~s#!ETqAc7bWFZ ze^@@PYcq}wXnlPXp=zh$J#RUQodwcHMbdOjNwO$Hxua?4PSdakKgVSXL;@wpEe`0# z$X2egjUiAc%7RZgJ|!?A0oxRd-;tB~GbRdog&_(Y>#GTTty`)j>5HN&;GeW_UZAh} zcf62*|BcfO=X{eIABiSC(mKmC1qShDCH`Ya+LC%k6Y}OAqd2@1c8p{F^qyzW8G~~# z?s*-SKYM&Ei@%C(SBwq@{HEPTswD3|3ER2{?qBZ1>-D}V=~;co&xGrNSK}hNr!=B5Sk_$kV9Vj{#sYteXOPSZ+L16%ttZ5TIP8Bdh>4XfWej3c ziu^7y+q3w3WZn2{pg5sAGJs3}_k#%6H5m_An(^r?)H}kJ7C>2`s34HGClb3>-_X}D zIfA(U#Lsbo!}R|=f|cbvT3^1_uhAyQ1qUn3N*>5E+;C|V08c{D6$@BNvONFi#sB@T z|N4cA4GE9Ql797G&iR;&{^`Q`&(8hN&o=|;Og+shkCLxpz%J=Lz1llM?Qv-Pp3v~? ze~$V8=MDe$)LObgeO0%TEj8}@htD$KKEU63{?{f0UmpBkuA~3c?Os)Txk4i4pKs3J z;+}T%=^;5n>k8=n`apGYynahDj}J%k$2Cn==!h_}w&DN&h}W_~{T@97KoMg%qXx{8 z0w@@eF4fhPlSCd2?LedQGjm#~uK}vQN=@&EHX4N^o<5yGn%dCt-It`eG@buB=1&K| z;5|4~zy;QNy`6Ibc+_)%wcbWGfg)a@gmOTzK zEfZ=8b&YCD^mTtfXoz2zv;wtro}DPf+P{xI-r$xwBGbRo`DrSFERpOCvsY>8n43ELG$eog&{w z9siCO{sbK5xo_Vqvrk?k~GE4)w{?X$D`Mj(oQt2r2 z|2nJBam(b9!L+y#T|IM@Mf)##F`#7cx3%%@p*Z4#H8TM17>H`^wi-)ccm-UCfrcGCRjjsSFsD2bFa9vSa-E9d(;xuKs``00sj`SIvJd_j2AKi$ zdZ!`QI@OP>B`>sKKz}+$r=rQ1Ns;^0oKP4;AVr7P8=;_TK;HxdpeVQd=T-YB9Rp_X zkd2pZ@CdR6fIG5$s*9{R@fWE6uU-JH7Ym(qY1o)OLo*eIXvZI}w=!__pL)Vv6~CPG zm^F3+y0qZz?N&D(wcW;XS6BL89$o+)jpm=K1c6#F6UFWmpu1MNM!q;)#PQ!u1zDqN z7B>T^1k_qD<6X4Ad<{?*Bpdrq%?Cd_4bSVR)a&?Wji%PlfWt_3{(DA=0J|iR_Dwg) zs?B$n6ZEa}zsBx=MzA(9lDCqDn_G%UOFeLb_I1j{5TB|>=;CY`1KexE3{c93SZ@a~ z3c_Q`T%ZG<*l`a&zvCPy9evuFa~y{UfVa#6XV*C_fDnFYuwTKghXFt%ddjDf>ErSCp&7;+dI z)^mJ#dTrb*zQF*%{rFqCYptQMjGo#%H2uXz#!OrLSN9ZNX&qX9Y!Pm!GFCq3ZCb; z>@ge8#fgip|74eR{{#wh`9Z~T`OQF+97BM%-mhp_!B`|QZP2YU;WzIJqb3iyT=wd$ zOH~gx+CD%@b#iTm0c>vs8ehn3XslLD3NW`I_^wyhN$%Bpx(Y!oB_9$U1 zVRM=(&ocHu|MO&QM5yB>s2S1#WAQ36NR;W(vXJ5bJsMAt+wM+=)^I;<=G6hiD3WU% zOoNb)A)^cjIzNDDDOMyvALEX6~(_M9fxd_q95rI|w*ESLkmm6EYJ zc>WVs)W6If%RQZsJ0&`j?-38$w-kTb~JNW^H>U2zRJ+D&aOFB+~HWu_1b zI_Nczq#)`VobNksa^|co1a?Fm6iSYBOn}o5%$Z|g^$q#9`j_5HvZ@-3 z6osK7>bTN>cIi9+?iZ}o%S@wnR%;f^!y6qTj^xK_2PMT1^#WC`7uimABm8i^dM{93 z{ku)Id9dAXkDG?dMgNP`n?|m5ND-?O7G+5&>Pw7Vgjwlw5)gv?AHLoKD#~u{9~J}| zl$Zf2$r&1Hq=%61R6z-8M7jql>F#a?R4k;VB&4M!q`M`D1_Al+dE%VsocDa+S}Ygh zIK$kt@4c_7TY zVkfP)Hsd-F%{0cz!4DBvN^&S%T5;+sr^XbIJ5SD;{9+ zPJqO%x^$C(7vXHm`fP!0&A2n_(RVv5tLL#o(v_##DFV#_Th+{;fAwtMQn_dasHaF` zYX%gkUzLO7(lO8^a`Yym{Tj8MiEJnVUobsIaHnI8;0T0sijgZPfL!hcHojAiQ?7sy z_NZ|pycSMwW;nYISEsy_Pd`dUi*0z-4OPu&6GPqM(!ctt;n%xx$__arZY_T8{y^Lt zfp`Tws*_EhQgqsQs_tcm6;$2zH(^EbIThcEW|P|b`#Bfgjv$zJ-g^+ zMYwT1X|$g5n$Q`7M4@ePjsKLvteUSqC(gB_c1@@&sDwm#Pu9&z zmVudujF^Q!X|QTHf>0%NO&jx~dV*6WW?ByYg_m%yUW4=3eX;9frg7CaAPWobs z`LcJl9#0sr-xPK{d%_Ci=M!_X0GIC)R&+R)*y%uDYGSqZZ(bf^iaBO-Ry7>e}TK9Xu;Rp!$O=g!y5^@oJ>tP?t=&ZlM7yEN$hzOd(=F9h zVMN57t@P~$KI?Dap8$ngoRFGH-=WA}?%`J>E*`qlQFRZ^?(yHHok{Mj%>Qh$?dnoYP zyTa2g(-63CUk2gqsL5%A(*LVJs0M#`$f*9iBnK-~YZ)Kv65atfj*HG%$*0d>29Y&X z%?YrHL>!g6nDqLzP7f#%%9OPN7RQ1^WZVF|2AhN4L5V6}Vc_zQo)6XU+|7qiI+sK* zD@X?0lDI^!!p*;tnGMG{PeUK-TlI+dv~VQt$$XWzctHdqHwMENWj$xzg=TZ*)ljOF_^>?$Z9$r4O5c>%=kvTErX2hW;X2+?h-aT(B7tK{b30d;9G~5klym?EuVhYp&gD)e(^9sR2 zNONwtWt1{TXNUyuxinf!{YL9EArrs1ukm%fYHr#!L(t<$wc^Tr!BkHS9Mz*FGkTD# zYR^f9kqJO}s581I_$v=+`6tbTPwzex~?&~#d|8i~Xt|Xw)iUlSpLe1wU z`a9C0QI+9)rs2t;At(p20OaGeJoYoh*V#1_2y`Bcknd1ch&vZZEKbD65q5i17$=vo z#WvxjI>&7k))ldK08gu&(#Cs%06Y8p88?y*H}9Ajez-%zY-9IsKdumDL1Is}R^N4T zT`(2r9z1n#=}odH^PP5TSvGxH5&i2dNc#1!v=QgzxW9_ZdwAGW!Z*m+>Ss{c{8R+T zF37}l;@w1i&h!s~r6Y;aywilpaYfrLY{f@mH9N3)SJGNXB00XGb^j{s$Ry z5l=FGQrU0J#MN-J(_*vsiz=J1EqCcn$^&Gitp0$4wQ+C?Z%2tGX&q?4*Pb*DIf25S za8W9C#W^_*w4}?d@gF~Sed;a%1(YYbGk;!|4?aLLREK(Y? zYG`-8t0Q^3a<_I6%G$}Qm!llS{Hooze6{?c>17n2W4?0J)H8GaY$UJ zUwygrA3M?C$K;PRY4BP9pvZap2Xyg2AA``+0r-Kciq=`wpRNA?`txSibDS=-f}z;| z{S<$^9y2pTKv^Nq=f=M;?Eift=~DcgccPAg^w=H%1O*>~uc%GZ$ESF91Bo~OR^MC)$Y*3g@{-b}&U$r7`)pzCs=mh?d-@GpOHtaQVK z=BQ`zw~gqV6ZRJ65++w-uJk{@q{*0hH~Jet7GGF?w#{OB_c6cmWh582V21PzU2=F5 z(4^;L!kb_9MIl#vv#d2G4wLIaKk@S%BoC90@EBI}))!ZhgG6Yuz1JFJ!*6xBzU(vz z#GZnlFT@?w+$)uXhllNioXci|mg^b(%h*(nYj(l|9DUiB>hq-V4XSJ zYNFo5bh^25pgc+7(l7Z6WS*3JBEY#2NU;QDZOMJEQCyWJ00HTT?s$xu;(3FDbZ~M8 zwMe)z{5GlPh2o=4V5lad%Yj5t+gBvG@61ThI0D6f`>ey4Evq<*qjXHO4X?kHJt(w0 zT>nuH8un{E!=O(bnwuy#5}yR^@JID5q1-8e!8}35jl8>mo2CG$<4q@lF_IR^`51^W zZGnbQWaf32L#F#Aux*+Gm_|>jg%7|8wAHVOUxz$Ze*sb`UiyImo#K(hd&~b-%luW* za0g^#zlut_m+;*|uB(i{?iN^0s$Z58RW~DV7qhug;wa*@gN)R1v5gPr056a^ky zxd;`dv$0b1py~+py2oxCg+aMhuZ+=SuVpe!qA1trVV%29%uDr_-Kj@E^d3{mEQ7ea zCkBr7?h8WALuvYE5%GeJM)v0ye;}uS-~0DdF>srfWp{Dlzi(`57Hm=6E;aF#AGLis z;&{8ez|nCB*?=(^9lV56!B{nsyK<8NLknaJHxUKO+DV`N-Ysw=;s+v{b0Y>AXco4Nb+P3eF2)3O0WTRQ${6zcW$p+LIIS>6}>ITD_^v=Q z{yacdbeT3!0U|}XObNV|yQ}ST!g#c9T2NvbAB+ul35CIqrfk2r6#7a@!nj1qU(SR_ z_&82gJ44wdIG?@$Sb5!y!CWN~@6^nw)(t;56=0GNPx_>S2a6I|msZ2@2-cNnC7CA%Aly(E81fYn?(ZA(5+YfgzJ zjCAR4hBm``3fgO8zHx)|<$vJG0Zic2R`H0AN{(*Sf6y)x6D$Hubh|e5G3Kz^m{LFB zG9cZ9E3v#4j^e!~ z;`vyq*#}H5!xZgF2c_&(mx;TqFxCtPJlUlKs=7{M?ZkMSx>l&*I9<*Z%jV6~urU=8 zp@qfjdu(E+V_-Y-g_K)mtIO$0N!pZ;1Gx4nfS?W06X4DeZb{D?zDzZ6D7BmXHq@pr zv%0&MeBTk9Aa2edAm6;d&&BgBEwfh%Ea%!?xaX&bFf{u=cJRNxf3ZUH&EN$N3;~Q! zX@dM#%^v;gv27MSJ?IN?$Bl!XmJTP4)^lnA#G{f&HjhP9Vl%!RgM@MaV#ZG{R7AC+ zCEfNdk4r2rGOTl{>h37U(%4}7Ug*U&!duC7i-X58{tMF)ifqefERHgLyVw9MbCk^u zex-{?VN!7Boz9(iPDsViL~{%_+v}Dl*U-R7X*sRnhl=0(0^9D^&*X=(-NpvTg9elt z#_}-rzfa0PPfclVY}G;;>C3DL7QJ;dyAE?F;OgRT&+YueJ3ufK%RR^ZhVz0e`2Ho> zZQwWS3Tyf^1XyYFjg^eUD}YB(f-}zG9>8r=mAl9BEov3?!#eDgV|Lj} z6Q61HWeM}_?45`tM@wbIC3xCY!A@!PZ2rEC@1S$eIYkVJ5DfE>$@J#kxeLb|NHRSZ zOQ%isv-bxy1eT}8=LYNbWwA52yLUQ%B*?wE1$*()B}|6qG~fRIc!zBomJ&uXh+R?`*vC8&z2W{V;j)~xAK5)o zVRVPeZjgvn>eu(;?OC4s8s#CY%C^eMhgBD~Z$_E92hMt%P-sR;!HCz=g;_e*bA)>%-48) z9+x^d*XQ8FK@KzV$h!syA_A+mME_)~rFsZHfHYFv85 z{ddUG{Fj|ai)0T<9A9gcS}RDJ?)#s%UCaK#YG)gND{`y8YNlc}kIsHySGL?fch6_a zZ*=;bc z7T5Dyx&0Eq5sl}6@cZobKBD*VDi3>ND33LbcZKiC%$K9nR!!MwM-i7XzU!R_ei`d3 z5(Q`3-h22Svs;%Ga&)r^PWJ}YP-k3^Q+{WQ`aT<5aYvmu;SJ6_ZI~VAX;6A&J^#a* zNB>f?KI+2|1&oalyBmCXwx!Qhsa<}M9gTO;5)D+|`F* ztNLKR%I$GBN39#UMEY}K5x?fy`v-6WYAm;-IH|%aO9N?rqvH8|_~3S(SGdHpS&0$L zeXbAMNh~9mJpwYm3um(u2jtYdUwtb(9~exQz1_XwSs&_d__f!K;>WPFY%Bqa+clHV z=zT4qx1%!T6Q-B$KEw%Y_>Y?ZIYj!3<9p%9UZP)5o^_?kx2JzOthL=dOf#+sibHli zcwF$ge*c$ks21u02U8N?7L?QtM$D|=$u8@y=5I+Y^rgm%w5GD#HM6&bo?6WM zpT!uV+J9CywP)$)-8h@nEcdU#+o7?VRm(72ee8T6B75OH!g(et_|kazH}ImCZ1)cr z-lepGDvG~qjsNI5#h&AKL|iT-!fvb|9BEcS=Y41SQ1C~rM7`e0Ooi7zI^&)mj!LY* z&yJ*NPdycTlk5kF4jYBS)(#CLq3froQn4LEpRVR_X-fU3 z6gu;RRE*9#TT>Fp6QWX=Z%>>!AFyMel8Ee-b#FD9wrn=fym>hN?67$(HrUpcdr`t` z`qfpL2Zlo*M+^lZu^&)ppY?*iQ%Gp+r#z_qVNg|>r@MNnz+MXVKKSize^&fuV&F|K zT|rule>TWp7z-rH~*g(R0&9eTPCurt_|>u!(nE1``@zc1#7{sH=K;#Fkxx#CO)A zHvki0MlcX}sT`OWvHi#HtVM^D&SX9%U|vSI{>r*zBJ%bpyAAh8v$?c~_r$p9{CT3i zCVm;Y+d~HAZmu~G4>Sd>gKdW3XFHM)p_a`zH?d(q^s%bcUEJgP0(0Qp&|CYltsn;i zue_P#bEr;aHEQ=zcx*LKopX#j$OVy!c+gJxiCa$Pw}_-nwEyDOV{L@7l>z@L%=+V^Lo9Krs<>R3Au=JdDajj&U zV8MQ+@Z6Oy;P-Yy!RD~*uZfNw&5{7$e*9C?i3?8^%IsflOVHQ8YtF1=Ja2jJk$F;T zUiTczmPbUp1HuqFHywhlKheXsCo9i1 zjT!I#DKh!zc2`u4LwS399qVE<>3CK%%)z02sE_LX*=7-|{TCw-!u%O7_Fdvn1)KCP8S5o=qVpsf8alO?+y+ zE7Jb@ZAp($j0;KPGxy6ILC=*$`H&3zrG>Rt6KQoYBhg&y`GVdDhMfvAs2(DTmFkjT zpYIiU0N=g+k7SBRiE!gw=XrULnYXNy?FM!>8y@R76BjO+NdpF1o`3&VC}OyuofUmK zW|CnkyC$$ovoY~`$0Sbb;KfC1W=|;EzTKm4=Vp|GS@sUWx|&KM=4L1@ z{v$&nMkb#hshu`#HS7(+O>Um{PosExpa2X_- zBfv7%s4vvm|6`2T!md*;Vo&1eYkiaMEf`eR$N!?udBik`P&Q01tyfqx#I(_(r*Ny; zze4M9L%3w8@k~fCx@oH9mZ^&x2afk3D?Q#$w`2#sx#zTtu3K7Q8kI^QuZtMT+JOm8 z?@M9Bv|B{;qrCTUOqc1*wlf4CtaJfc#jT*d-^08FjUm5|#0y5vw({SMV)lsNI2x+* zlF5}KodX*_^j}I>9v7bL2q_W9-Ue-y63bV?#Ghi>X}3NV@jrZ+%Bp*DTX*_C`Cq4b zkrFlvi=U2~RDa2wTMofQH@Xo$$3czXyGXF3mI^F@99y;soIaar%ql&v5qorHBjwLV$m(yEaAVW!8{RzI-B_j`#QU!A|21y37GL0iDIxkBKDYgQ7EiHbLYo-( z*MDCGrYFuwb;wlKvTUh{RK-31X#-VqXjpj%&FyPtL?z^iqxsJ`m(?@7kE9OJyyWyr zX>OZSqIxd&6ai+ixmxl0Xn~jruJripi;pB$69ayp*A|K~LHUf(8+DzpO+~J;WOiDh zbYf8G-@_JKXXAt|+Zu$&PHJmY)eM5yxJJs{sl^%G{nAvsV3OPbZWOoeM@DtJ;%x5w4_d^C~MXq=A}8GWq^362co7ry}ApM{}?BB zwXK(jQCy&_3y5U=&U?t)`&hkncd=tK^zE)ahL8I5>lEe`uost1vAEQk>snxNB_gCh(yYnOEX}P}bL}KURZgfm_o97K9+=49Axp*{`R(s3@w+6lv#<8{6 zigOAc(T@1MO4)p$ENnI0pp5UYpY*NNSA3ysWzvDd>RP|z_ul)X%xQ*Q<=lInYLgot zoB9^CbWgr)mg;o{?awE(4T z@EA4l0hr-`NUp6KRdv^C$5jbI>22=h7yKIw0!@PSTN06jvBjX1)r=Xheg8n_jk1U& zyG!)6r|ik$+tnjN0VjbQ!shb)<2|-Kbtblz2CU(cC?!m7XnHwtXu#6Bm_` zMkcU=5HcRv2~6e{6IC;I9sMXg8C*51;>By4a3-tAP{w*G;E!Ly(Fiw2=;x|gw%%N0&`dCQZd*1vl0 z>&>pF<*kNvA|=mG7KcUBE_8hSK3~;cu$}UlG4I!Uj58x~G%3{}x^bLh@ZnbQ!&o?J zKp9KPrVAkjDXXeWPZ1Q5x=J0RDNL7YXNmszvU`$4-7CnF6#+o5RfGQ|F}v&HtjO(O z3lj5<78J{Pf~R`n>4v|Rqq)L#(J~3Ea(B-VN=*S*TBanuDbs#(r`7-+kDxh?ywOjb zs}r6UM(ZEQM=BgjG4g!Fp#rXF>|mXT^3e~gvb?k{R`rtSj+`?iH)aX1;Sr=3T5O$H zZerrIevIUmc-g+f9+3FZ&yn7zVA^Ht2b|stX9u)BrlLbqU4!B&j*T;KDDY_+?LRU{ z{<2{*ovTGDfI3LlMp)|{w+Zp5-X<5XI;q$!NR5;$V>NW z+nu?$96Vjf0QNr=jN#Is;U#h$ALjF(>QdjA18ZiGR4d%`)n&vz=|6TnAY=r3zV;Uf z(4E+%G#;I1s_6&pd((|j7b-ILeHg3ntdA7?B#+dkU5{Cg#SPu0c22dJya=as3zQ;> z#ull&g^KW52fa@7>fVFZ*^+%Vn+gq_ryLjzt}^s}RhLMyfx2b>Gq5V}Nn%&r2jW2O zaL?s4n|p}=XrF)$W?Q*NBaCR|EYQ!iEPGIrBsXQeRXH~7MY?)66X8rI_{$(~Zg#7( z(zn0ifL}21Ru0e9?=$|#b3t$n3vUwr`$t7RIFUrnIvJ|(%KkU5@kcj(PaLo$@2552 zUH|`lkn|7u3+T?feS^1!2(1E$4^SEjft3EUvz;I+H$tK2+W10d71JrHp7t4LM>pD6;O*6*Sfg0c=MP)BG@Luh;t1~6i| zn_nJbPN-CQUC0)Oh#TlSovs?=PA$^*3i24@Zqjf^fET6 z>3gbEu;$>?JatL`;`$w&%YT9v|N2wIrtO3#Ozq)Qy5nCKv<+Y!s% zMNA#v8&cw~_LXo=O7|6Hrq#^bS?K4dhQnkx?}<{G+Cb=YJ^t0 z+4LkQj6XxBK;q#M2uw8iOXEm5lLXXWB>>Fp2MWrPIu24YRv5xpih{K>&O_!wDb8#4 zEGuFp`uPA=LiY*n&np}n)Va4E?f+CNvw34*Zk9h9r=yd$YXk@6!i@S z=-F{a&|U-bt`y{LJeJ>!^ve)&&X?Hx#&`qnAwfC#Wk-n zv(f;}eN#p+Ln$A~A5)V@_QCcZw*`_zZkPkP0&)bN6SFc z)XnwQ5D!H4kkY)w@8VY_nC22z#=@uaE-pH1_~C&{aly0)8Kv zKq6W(3(caB|9A1UvBXm@(Xl_Ey}YUTrwW@gYc1ZZAUB3!677dvPSz!ucTO|% zD8*=M!9GG?*>(x%&h^>rG#xSCyQ>uunE}G3GJSzE7QU37;j0|QPz5AlxVsKH?jxnN z9%FEetmKh6FA#z?dCT?#OirdNk|6?My{&XU=%#qhG;Sk|B)Sp^I{EE3roVVnniKP_ z0G%lTHX-%cF%ZI5eI9vqJ3Iiz5exX1P11|7lL$&Q$dAwm;U}`Fa|}TPjO6O9svHy@ zS^SnNN@-iDWPc!TZjW-qC}(#Y0LK{}ow%OF9ZmiYiPc=nS1eJ5b@kd!P8OG(P7W!o z3F95R&ijuX-@CpV`llNGZvc&r7+X|=E#tiTqsP{S5U9E?A1&=?yY}G+($hT(CR%U~ zU;DOdUo~x|%Jumknln0*d4PbjgXmMUKtEF8g9Di849~Bb-woGem|w=QD`*m?LYOH@ zoC;1eSff%*nkpN{#+Y$C^H>oV0Dw6{w-ARxovlQ+2MWS4GV=8F&{F>0r*>d0S5XI` zKS+@rZwsP?!2FjuJ_V*`<_F+@m}{#Ba>THm-^2;zrD(tk6CZx&a>*0afr+cDwQSG1cKDexNgRt zPx#XjF!=FwpEQG~s$rQkKvaC7dWZ8ZPcyR_bLzd~C&tPhXMp#U;YX@WSI+u*KQ`PH zcqbInbGsPD$ABSl3$6ov|*RM^Q zQ*so7vRZE-14>_MSxVdW1UKOdf$hTT6}n5eM+zM^+y%0?|LK7M3pYSTgW-*I4bbS~ z#WgPsUo9nh$?!D%c}8?a9l;m*Ax!Kod@6Hy2RaQ^quk(2S_Wy0pBjmHVmJHwfW|%~ z{zuJfF11_>pnoLP=$b^*9HQlGempP;p+Gi|1EIn2oEJX5OeNK)L9Qg}j0oIC&)QMe zGnSO@{bhllsJiE7kZM%AS@;J)s{maD`DI4ZI;qESoj%t7GL@EKo#eF2u%j0u6YA;&!V}m&sP47~^r6#0P@KaNhO?MrJY_(iX;%zjv87J0MGe&qhw^H{= zPJM+p#U_2F6@w?9~6fEdxi3h^)UBLY>U;yM4&B1q*@rc`s=3!k- zqF~;t7F1vs6b-x&iRk1Vl$ZCme5}OjIy#c}!9X1%PRPT?xxgFE-QLMC;l#pUa&fPg z-)UayS8ivt)SI+h(CY#XaeXO+o1^}o|qGXH`NL5Zo+Ad?Da*O9RcYUq3oA^u(^lM zGgA_$zy%G@TXkKN)P?YWJ}K~N=Be9)j!n1ZUO>;$QZNR zJ|+i(?)eVxLI-7=n#bSa!C{DNQhijyIC40uao8_hBgLF~(xv?Up2-Le@{#lBC>iRa z#s##A&FEzFcqPlIH!_|R8PD)7Po5|3r<~n7g~8)3Q1=;o1V#i_FTsIME!K;!EewkB zCbqw#V2xw0IfQk^-wzL|P(!RMmCp<47=*yd@_yZT&`-j>dU6`Bh4i=k)ai! za$k;fJNFyz_@tZ9LK%xolx>ZfWJD z6x%r+w4R35X%t-+z*BMrKAzB*6X8!2FlD{8GUTS}i-R<5A{wJuib8PcdJM=@fUIC6 za^q+eyUEIy+8J*#W4Q+7=5AoST}9oJN!`6oP^G{t;&*;yFP_fbZ5abC+Jy(&q%(Eo zSZX1hQJ;XPwn1$TVc9l>2T#71WsY`ftImY@*U@NW%Dm7E{5OlZ-60CbDzKmh1>>dO z?n5yBiDqvNjCgy}V}yQTY)o$a)mJoAuX54IYdOV~+_k;370n-Vo7_72US7QZ} z6v-sdyMmRj+*qj`vl{iJ0!W1341M>jQX>os*nQsJ!o9eMNax$7n*Z9P)bAG_4~Y&> zTnb|d;ftWm;fJiC71&-aM&LP57`1APIY4XCXp8K5HM$jeIrb$V(O&gEO2JL&Y_+4j zysQ`mx@Gcw>;%+8!TaIfR}su~zmh|~qxvY06tm?xU+YFc(~=5)fYgO87ZD@gL^)+d z_CRj~C64)Pb@>rkS==b=v9X^Nj(oAF*fp5@=>_bu=nhp?My%ZSLsAws$O3(iv7tF6 zB$<}(oO?Kh?P`}Yb*tlAqX4e7Vf$jTST%2-JE>sTRh~g@mOip#d$DVxlIEh~c z-W;Q7K*G^?_0`C9AX+Ns9%`(H0KnxBX8-9etlW@@(59y6t9rTRPKoe$P`pr?n6rHV z9g*a!U!T_d3CwVE3>pmDFP3n#N-OxOVlo_~xV<0EwtFIPpDex#?X)YSk`Tsdtf5z+ zSMxnUa4AkeVp<|go+{Sfyr?^(N-|6<^Ivi3Ot4W9bb56SFZuYzD zp{#RYCM<=R2sDzr{$Oy9D{S?l1xs#NDw1U z$!C;2IFLD%9OB(BZ9>d1r^m~Nvek0Da^WrClC~hp;h}}IEX+q{Q&(YoDrQUF_1OK2 zI4U?6+qcs%9l~P`RZ-UF;mL06&i1CmDMWl-{em*Iyo1^bb$1HvVbOI&avBUyIynx@LhSd-n1o05<4xG->qFLs5L+iMH&kxzhJ zAbffqE4QoM_l`tsY0yTw!3|Q9pE2Z&PY*_ zgnvs{vx)fjaz91G5pidY;q`uoC}){`51OFOm2796;7z+PO+j`8egAmf=wL<^Gi{!| zoHJVSVlCWLk*=~6EH)0jfJe*sqpOS3-3)Iv7g9?RYUxPU-7KBvGI%tI4qVR9+i79# zc+(UUnbeTuu5CIndgiCR9Q)c_l%2S;t-I|8HBa&GwL8?Td*P8uOHpl9mhb!XB@Q0r zJmtp1A;;mOn>(Md%5L%@bjFF}!Vxak+k1aK6pz8uGBE3I&^6qbDWzBU1@+--aF=#M zVzJfwRmzs37<1rmpvTxe6WCRbR!ITMHxw4BH?$t|_6 zg)cBSaYaNp_OB*&M)T&4^+{0e3N5wK1hE=7JDkrl-VYc4w&w#hrF*xe$yp^(8A=SlZ9Gp!Kl^}I-YBcDSo;L;sL1CnZ1@?p5f zI@<(aEfRK}G>X*$G)6!`Y@HwQB<|`Tfx`G^4IF(ZqXTiSdH^_zV_92iZCG1 zKKcf|aHX>$B8^vbL)H!olb6$-8Viejq zM|rjek0H^De_J>tm04Hvk={N;t|Ms0D|nS?`vP?KvelPEL{1Wn>$^UR9rUXR*>Y1z z1o9aDAwD^EKXu;p3EmS@)a+}*8qk8Y1P3Br86N%Gr-BJUGQ-pB#7Vh+u1d;|Kp)B~ zavi%PcxxKUY4eD5^J&;`n^^(x+q>v}>0WWh`-_=s3^@5_7zzlIaH`PIT^jzxbt0MJGF~~Xo53L1NBY)dFKK2f=VXbb`{LJ6>QIvB1L4NX_!TVZLqTIeo&r8S6pKH!Wv zA3v$sS?Uef3wu*34nqXl0|2%O6Ur5%zGZM z$L!i|n=#~72q)jpBE>#)wiCOkZano(Jv;@!OFj8|Z|NFuvu$tvrfJaETeR;*W_?nM zS739Q3*%Ayna)MKb|83ZRAFbP{_4%jq4^G1f>q8@WIsP7RqmBZ;i_bIa_TDej@pvg zYoqzvPBOk0P?lMmWuJwos->%XQLXv_r7sZ}L=$RlhfwBENm(4yj$Z3Jlo1b6%3M0R z$^SzN)Y{kKK?;U(b7)jZgJhm2of`_h3J;~=FqTA_x-_*t z4xJLeormn^C&Z@7r9G{nDrEGXLX`%PEsE4CiXB?^DB>tSd$-Srys0U=oQ!t)CdWsy2RXB82qMV?;bCX?s^0s)bi_%aEe>T$f+p)w>07J3!5fi##6YC?df2# z_L0`zK7WNRRA({&Sv6Oi=$t4yj^b83ZV2-h7LO^0`1d58J@<{}F9meGZu zhV=M)^ijYD%|I*Rz>q|ZuhDsuP*g472iz@N?t+UKl75DRu4*zC>{qdG=a`^Of4O4O zf|Ib~A{j3sNo;7wmEMIf=?tr%qHvLtk`}eJINOOw=RlL>kq*C2dF?76xdK5LB4CjH zrvP;T(58!LKSrj_o%ZY}7#vU~xaL{Q`ui~wuF@xP?ZO|Hy>bs2oFt8l-i@{G7rr&W zHYzoV3N19+yMW41L%H~Zy9>)eHY1l?HRCfK^4!}sp+?DvbwEvm&??1v=Q;gpjR3Mp z0AYByYu0wvSD7&Gy74=7;8I-LHDfC%8uc|oQYqy?pLskFkGmajp^Y{goyP2=q)8{$62?d;4_>BXZ(n;oII_>B9|IBuqq&ewOFoAz-Xsp*gx@Pssl zb`loCP}bLRx|9!?&N0h`I3G-9xFO(GF3!{ZyCgf_=2kC-IxW*)v3uL0r|Q1tAT0j)zEnxeqa7pd;-YMYnp-mr2Rk&W;vDE zj+)g)OT<$|yui#&yYapqt;|O6*LzQMAi!4>ZXJFOiAU)SD)77w{P>yJNDV0GS9>=4?4Tgy$_O(;!0zvLIaOtyql_rOKw)E zE_KrrpmCVbbA)cdLt@3ZZw!Z3-Xzv+R|_Ru+-Pdw`4X?^u#zC|C?X<3*?)* zEpE~PJDlR`g-C`HYt9)&oeY9ZbN_=owXwq_5P(jbg#* z%202g%EkT7w$f^kwQ7qD5AGT6)6zc{3?F8}5O~tw2MZ<|f;Nd2`T5e2S%QFAwr&Y6 z9X!{16=rN0o(f?`NiqcAtAL|n*Y!wbzjj*;`1q>H8wdM{4oQZqobSrC2XXP(FKLQ! z!z)n>aN|Ax<@{HxK@|ALBAeYpN1luFB2VjjPJ=~}BCP6<+M{wcb=n;%DEjlg$UQSC z?)?^#LYGC*UFD(05$n@D&Wxbz@RA=bmE!qa*RzMF^`&}#gQrTZy5*`*vi6<0wdO}J zt*%_Tb4^+9?mhmb66S|))XV0nuEKIszo#H?%?Mci^44nN(h&X*5Hi$YZ7KbsTNGWA zJ4)Mq+XLvMknnPwFFSK$pt%J_JkCg4pYr zd9fD8!8V?{Bg!bEmq8w6J9mW#d1J-$X=%0XtT~m%qMnqaIXbAbl!egYD`Kw~gKQ-_ z>&)ZVu2HbrTxyEU2hU|FDZ-lRXxX`R7oG|QB=To_&Un2nkBzNY%kda+iBB69uboM= z@q_?TwW5&(O|~}{e40T0?z9aamBESs<=JBs>9ZLy9U2`SaLky)KK0m@YRl{nk7oZ) z@Rg*GA95e$A>xSxjNht@5B=q1MdUSx<_2gS3puR!Pq8yqX|<}0RgA7ECH_gHOX`jszx zQYR< zwn$=M3XlMJ1&hSdLyQwLZ)J8pv^!iQHb_s{d>v8UCa$tZBi;JKJd}v*s6ZDNo^-y3 zn*YU2lYIzDMcEEESn!7~n*A#27Mch1g}}sNqU^42$O$#C(pVwf1QMREC#x#2 z58No>@2mvG6l@kLXGvPTsS6mH#XczNXZ%vk4Ym}Jq@#TgiIVgQdBc8?i)$lzG(7-7WwImp43QlY}owxRQFNOK!r65Z-Lb9 zvCP;%Qm!B<78Mshe_JAfV1a&Bld|PUTc@3SM?uE;m(Hv6@g-VFCj5^UC`hRJ*CBSX z0o<8{VA(IyouyvHO;<^q_JMbX*mMv@r7)|G4sK3LG>5&TrCos=Q2A1q$1FyKRHs=$ z5W)5xg!A#c?11hXXCMHCC7-f7i)%nn72ozY@Rw0EzcC7DjLxL;&T!9ia-vrpJiZI52V(&SW#)nV ziKLx!MIzW~7kGg~hwYWce=$Mkqy^sGM*azbngB ze!gnm>Qk&&T*cH>Z#Ag>5tPy#H!vpMd_3ltr1vlG=9isc;Ru5a<6u`%48*_B)Uy7e z{TI~qPCTGctJ7!0$VevERUHhXQ{;9|^eua}8^5FGbtcxTOu$zzVtL?$IaB{2tjW{? z==5PN@aGBmyI|TCxC$z&Xmu1j%%}bAU5$0rQ|`Yt318*pz)kT71y|IC^Ys35^ZQNk ze|{ugS!A7$$>7D7Km6bp`UvO*o*>^6I01>%U#g3Lxm#XLK;!W&KcBMShrx;@aVWzt z0h#d`j1nDQD{-dZq@(-$`Tt8d3U>U_#}5uk0ys3TXlpbZl3l{?`}__2|IG=4|MM+K z`W5l6mDQKXl1MQJ`QiH=|0TKq_wxosBD6}RmA@@Z98Z}G&!7qbZT^kU_dxp$MDGkP z=kZ%cVu-(=J0aY1$9Z>b5(#O=hB28mGUe>r&(>RR6x< zV+V-jGT;{iGG>3eBlFM+$A;7PSmd6PH<%J2BiSJ36-_TSGXkb##Qz3_KYy!i9jBgw zz2GDmR`U_i=B9aG`zzzOKh=>SX~!{?D1%*b)yy+f@k_8F2z!I9AUlvDQ~|K`5g>Z7 z#iViBHC`N*ze;_?L9+;=67VOb&e5_44mHbmN1NjqE9FFU$c>;?Hk)ZOUu$wCyIr&Sgy-g!ft6pQqe;;b-}%7tujp&G{Fr+*06Q5f2}RVUgPs#XfpYGx?I z%D{!G1m40ikkVxXXg)uv()e#cIpPJB+fP>h5o`t&5#3M!|K1fA=3Oz(0v7G7F={>p zIue5puR_qJp!h3oNBc1GX0~9=D3n{-AIurU3y8BsQUW!G5qZ!L;I_46rRQvr3N#;v z@`*~G%`0Q_VM2RRGW-rpm%oo2OBw)!j|mOKL@)&pbtbV=+cW@G$sBX%F{t41c2w6% z1e?3FgzRs1HGpX@uZ6W!f#QZY`4!++N!W%gD*ma4`Ooi9N!j#YFhzR-OE3i9kD?<% zs6ROZ>0=FJ+PfvKstIl=S;YG8YG~2Vg~CtWM-h0e3rwL-C%_>dV#!hh=aEzWpphe{ zFrgL-5p!8mIs>a>6WD19%+)2qtR48xoIOPGiurC?^{S=h8Ar_jQ4#%XjeJF5}`0Q`^X;4K_g z9JQ{*I}wDy^j!#E+XpJD_t^Ik`VI(DK85XsXJM)bkktsi{;wS^;2eVP>2~GL+4$Fw zKsDQi5#*4s#N2I+65}H;Y@dJiP3}&xuIJCeHgZmV6NopafO(WHS19LWvZ+8`5X! zwK!L1IlX&e5twHeYP|w5RhX3so)CNo%oQ?)kXnCG8M6Z{{dn1TAz0B7&iaS%bzP&S z59{S;rtUW&-u-#Sq+hYlVKev75vXGl;r`li0^X^Zyh?d+9roQhpzMXR3lsrva9i`x z4FCs^0|f@T+!wIZ3HOFXxL}6pc!S@wC0H;#6FlnuG>Gi_8NcbaKyYK=LcmVrQ{*#S z9d4`9mHC)mzPC)}QLI$uf#$z!z!2Ba9kr6AP9GLDM%Z(s{F$}N;s%s~_5byC-Qifb z@4LKDg@m3mie&FC>$OEj_Dc3hWRI+@lr0huAsN|a&+MXz%xsFRkUh)ncYS*EzWRQ@ z@2@``&+&AW`}4W)`x@tUUgrh2k$ys=^M)iv|x)iZmmeQHjVF07ZcPpi+a;ijet@T4n?FwfVxg2 zt(afQG&cb+gTC;(NF^IEut3@~Ogzu!{x)ISHZS&OU4aM3Ezj{Be*UYmPK3^W2vF9+hE>WXQVE?j9O z8$K;VZp@}r@@|f^=NJPu`6GlB-5V-iR`wi7g^V%QDedeEcec}TtUNt-d1`&&r%)J0 z3bbi`H?dg9?$1~OTVf-8E4X%=M#=GrEw-(ya>sW*d@xv+2ECGeA75TZ zg4=izjtt2cj{%F+uzSlvGPIXpNh7SjlWY7S=P1%>Z%2ys*9(}wD-reD9sttInSJd* zu4{j+$t3_6u&>;1v|tgMa*Om`2I<^91BkX60C8Ht(KzWFX&Br{(C_dcr$l@O$Bi^= z`qjXq!gf&Xs{+NKvkwZrValOL~qMtG@HuV3`Cp&T5BHg`aowsA_qt@sy_-5YlxiD z`b-yS2wsK#S(C)Sjk>)w@+lS-Ge<-qPv4wwdZh65X`ZODQ_ZywG)quyd3%jx)9a@k z;&LVMs(MX^e|8LPqa(zxd->@0Lb^q%j5X@B5$(0RD6~0!(Ptp<1UY8fK>pxx^*#}w z>&tEElv79;Op`lP1!U0sfu^;kwgUymcRnZv7$PUvYkM|RBDs~HK$wYt!03;v<@%G| zRXHFlSk@uBLpq`#&&e1jeUe&*8tV*$QVGHadwQZ@m?8?sl;K`L`#Dwhb0_x5jZ-~6 zf1CA9m^<}5^`F094rNJa(|HHESXnrz5sy7hGJeanJz>{yw%vZ+RQeuW=U=g?uO#+M z8Pk-V-A7+{P1V9d%Agyh#S?R9jlDl^O*39L3D9?Ik|zNfa?DpvPrw{eC*pgWb)9yV1JmYwrt^#zZ<+axUbxtMFjc;$r-6 zaE9ZFFrk^O8k>`KLc|?#D3v}KblPh0S{2L}Y39CT&i@qyU``^C_AntX_Iuj2ZMe;f z7fA@7>jjjbl*1o|ra&BNFSQz|wf;)cwt{ntO=_T(#fc8>dtTvgTuEx9 zl)!_npyUD2q_J;v{KWG{62ip?Ru0RbU%LQncMuq`=jhukfeU#lbe)@`J?(;keewku zyKKA%!^m%eanL92jv=zZbGu>)!if@A10ZKO5C2MTx(m=VN~2of)){{sUO$fH5*k)m z!B|uBEV*Zo7w!S~k}c^(gr%ZfG?JUj16$~g+|a4Nt(o`+r9DKoeq4+brPqNMVgnkq z(pqb^oL<|vO`nh@D(^Q5M1l!VtpRyV_mh~(27y>VC!WxkWCqb-vk4HsbeKKjL&d#O zZa1gz$QMzF+!+A%81ewKAR&s+ieUo5B)m`Y;b~-I9fZ^k{QL;cUt;ugKSR7|dhJR# zw{IW3L~@i$Uy?)Px!E>s4D6$i1jX>|(^3cmRm^Z;zk09>CGK60-m}rP|IH6EI%BnF zg_-w;@sC(QB{+ynlrB+I`*tMs(eAMMJ)%}YX0h@i0whrM`Y;s-OruAf-Jq|;L0sVs znb|N?W`ao=89%-WcCp*U!dtF5)}JjLl_)~WiSbF$ceQ-1=P36QU&wXQ8d1ojrn8aY zYuJgbqkUg?YUvj8*lpAiA9Z?I@t^1Z9yW?Yv*@Kid?VvZ&spJ{ega`dwKwV^1-1m! zww=koHf4i11I#gGXQr2@1E%}HZI2l?Fi=Fo%=&_q%Yhl)+)$G{d5)l1He;I_UIXFL zKM6pNhq#&pQ8^m6DSx^E(ybB&tc)~t#Nd;CSwZuxt$jl|W?|^3sARhQU5b9qVOQo} z;j1*o1S5B76e5ddI({_vx5U^L-zhD&>ErwLE*W{Tg!9g*H9r^#`U7%B#?tDm@uzui zPaN~VtJ)VpLSmpfSe@5WiPvI?VrKCr5dBVx*ZhjNo*a!{W|`wicMKM9qX!MG$P;F5 zqWl^juoxel+p=wwZAk}g7UX)j?&}(8QBYgB_ewYYt$xfXpRCoDzkOhie{(+vDZmtH zWtwdj_C5MfY~UY|pb;&5{+=Y3S(pf&hQn_s1c^C)ze?UMv_z`V)GF6;SoL0Zf=omV zRaCh~-}!94|M@$mu@#a;KM@}J*;A%6h~3EtGDB?$v6eIV8a;=+Vx;<@H*d7ef8iCN z*F}5x$nv0hl79_%%`Qpo(@3OON<91YE2km|aQkwu7k`$H%MN3fO-|r6zE=Y@acSHE zP@$d!?Vd-@$Yvir_&*<1yixIdHu2so9qX%x-gI3*Uqv$GQB(_bXy}45K@VqFqgoJQ zB+z2EMYM^!Xwqs6Pm#2Nd+0}a{cp>x{C_{7ze4mubQaiJpa@~n{OyqBifDS{sX+2aW}Xi zL)wd4?VzwF5-tP6bWUF$&ywmu1omHV!c6Y&H*2YuEb;3xP3k|JRw6i#qU3*=CS|$J zx=)^E6fqV}TAS`rR^ap4w4MWkF5wxlP#u&4wlG231*x->bj-MPpnO*l;UH+-7>0D| z28~QO-l;r089!m@F~|k=UP$lD3$_t5$rIa3rl91L#HN?M z!Yt7bc7*V<2@gm%<=_Dkw-=Wu;tTj-0(uqXKslg=MMaD7gb}X1_K*F&(6lh`L7*1m zQK38DLuPuc>-M_{sxl;Bx-tK-GdPoO_R2$wr`PmTn>vgBbItGw7^0&FyQw~A&g4@+ zAzU*FU?>aTY>nk?qiEF({FG0@&fG6>6*Nfg)&son1bcNI~*>JEO$ydOsYbG3|01 z-tB)|h|wrc+F8b_?5wL44{)2b5*t5)?VPgiA;pP4R;nzv*KLvmf2{Ld-{6luO{wXE2K?a{50C%H=KQ@PN-r#?WAa3e%`Gjf zAp;OYCXP;VF{y{YgR{A#U%|x7cRkjXk&b;##RZX&2chO1kgD5HtTGJ4E!HZGf9VXM z4~yf~2YAF^n48j`-+TYW33_Hk4Go^6*#JAW#QhZhWRq2W<%0fHOY~Z?FsQM6=W&)n zm296;LSs5gJVfHRWApdQj$rvDiD%bImVFB!49{ipRWV8OlXaJs@98d9xHk!Ko??A^ z;?BmLIkZ{^x9xwUaGf6*BPwsehXmfVJ5!k;-}|w-87u)k6%upz17}a(XqJW8 zDnU+S+@qP-djy`5%0Cb7D{p!6x;&Q5$`8a$44xp9y{V2SC&MC?y+X;r(Dd}y}Wb4GO55TM?MX`O;UQug=B;qqzE5%y-~8E`V_M`a7mQ zijk6A>PZL#K7RGhi)FKqXG?oPX0YzkmA72?v$fNyvz0_PGz{w?o#q3e_+bR_xU1?5 z{Hky*zwQ8-8z-ZE>@`er7jc0^)uVmub51g24(NG5q0S!95b=hVs*&5EKj~(0hiFlF z|NBG@TR|s9{Z_rF*ACKRf=uxa^|H)~t%a)iUD+lrz?zniq{+mpcoycNF;fIPD= z1}hz(eMR;0b5{=Cvep{1#%Zc9!t&-RrQPT-#5Th%`URQ5g{W zf~YPzQ)e5J*BV7E4zB>b_Pd5pjQSgB zg4?}riZ8ZnUj;z#-Y5mq3pX9(^CiyQQ!(964aNY}_f&EVs(V7tN&JC_>FZVZ89?A} zsAni}1;-nIgzeh1zB5{67JAET5UC@eFW;Br)G$^`4};OFQ4iI}I$;|=O3N2^8qogv zg_yDQ;>K*`t(?B7W)`glDEMa~omG~-&!-k3x7u_G&ib|MMliyF(wF}~%qR)o8e=^b+MQ_&<@nj#6D@O+fuWNKfFeh*Lla@`59 zYa@?M)FYlHR!pzq|7F`5nNVtv%h;J1rpSNWOL2LuXlBjT0&9O74uk4}V}kBPjh7!q zu{~Q^J&reigOs6b34A7g{;km|hpc;#(QMtNaDA(eFg;SE2u;y8*Pe#tX_?TPXgNX9 zDI$*C zwXpl^vZU#bO~GIf7YP+

E!(MCfIyYfBUvzT7b($U^kB<|d4h^I%$%C8CapJgzp$ z;^WK0Z}~c<%;#O9w_*^KQ9n7Ug|#GQN33d4VC3VRp>*LMp<}e&5(Cfw{5a#lDe*ysdPcN=1!^D^fws^ zM^-Sjl5KR9U-POTwp^{?pns_39}Mkmvx(*0IaEt>Pp1Hg`L+SIp*cy@nU1- zmhr0IgD0r>u)yXX5{2j@x}j{9hkng&*v_O;?KPfTt6C|N{uUwijn3`rN`i0YAG0q! zmTCoS@XBR=;B?sgy=4&j+o>ou;GBAhX-X4jpc}Hh5L|tXSCfcj4hG4mC99L3_;o^6 zk+t_cjA}R>i+o->t+En(n&yhzlogSOYF7fz8Tyw^M%59a%r;FN{$4M{!%%e~6gUX; z06Z5#u=5sJ(o#5B{rr$C@!0vy7dGwIdhgxw`0RV4n!``INjaI&#y=iZ|C+RNv`;T> z>vjx{LeH!X^x@PRE?iIf%v_yH9{HM9E5x_H-x;5%w*sJx%dWQ{i*G@V|K-eJ`qjr- zHIxKsh7+gGPYQ~iq_}XUZKoo9-&)UPB`&f2q8-g#zaVHxbfk|C26ys7xnyr z@dqE5e}JJR;rBPXnvChpz!CxjRz7_j^Vt=Y9kl^g^m4m-Gb0QJlW5@VfMI<>1ej z>T{2)7KlEhJ{q({BdR5NlR5OEYP5~}pN%3^y-*WeVlNrW5KI|l#OrEXKb}%$NiUa!`#41-^aE2UQBy2q8Luk+t9n! zM3((_8r6KI1Xazg0`?bgavl5Yu_8o|?p3l&s2tOqeA}Naaetj;u<6`tMC-eE_73cy z=t}H}`c$LmZj?FCX%Xaxhx+|>Kxr8wqM}UE6&v3)-8CmnJXf!;BRkC~ids%)6%{+_ zf_3=bn@A^{ybal@zKBD+6&$4_p!q}8Cn5O2cI{?jN8Dc(+n6vZKKSbJsX_kR>mcBm ztoPDB#S6GvI4D43Z$OK;g2lwIhxo6cm+-E*1om0kWQ}|C5El%Cnfs=r?gjF-1^O`I z$puCp%=aq)vIPGl?D4&UQp3fd>FFfDn4{TwGr)HDL8)ywU)K@9cT4O8#+{s(Rpit^EP3&OYHNnNH`l68dz(e zuUFxy!DSD|q0D7LN9b!-s_<)j(uNDa9kxROJ)_6?=+S;-qvhIrP^E18zIIpLPQ(%q2Rpep6w34Uykq7FofF| z!XA-U*bMWL2&_FlJ4X&PzUt)s$U&<6p|`vuwh;dO%xtEp<%fBS}Wwiv0K3y+&Zn9 zGKH~WKu|Z${S8P?uo%`>2R^al01fdgC3WKk{G0#dh#|ktH&PZ7iR{aP5ahp$|~o%o1i$63*C1e06LI&Tw}6(YXkum!NZYJNFQfvvM$E+ z+u0&vLMTV=KtqjgiG?vD`vA`Td6rn)_P^YU0lS|Wm0Z?1Kbq-2VTJuzJ<14oQ0v$d zr5^q5Mgxp_5zM3F0~CfJokGaPn%3J=8}K1&3C^>f!HOIokeuZe@H1|(Xyp{Zn62R} z;pDSapDWgkh-c}w$^Ydb?wmt*ShCugiDU|y5aTc2B-k9PCP>A5MbgY5gB-(btzLXn z5g@EoLqMyaW(S2;lbC@sZ@04a9oAUCQo%Nn@hyairSZwCrfa8aB(2I<4yxsj-M%MWrU3}i$Y0i-Q9cMG%NRv@&hM(odyhf@ zV7Az%y#O;PYKdl%*`i;IFM!(yI&^ae`bgyID|K1(c)nV?eC_Cf)k@uY;LDh*4-i!lqQo zI2xLA_>wZtqBJm>P>e5goNDn)MQXt=klo4HKqOEMMQ1mP?UNkUoygsTYQp+HKnh*` zoqvvf9jU4M1|@q&OLapq&(`B_g1aim#vl?}aX=^~7ONhf3jk8~ELJUvKH;}BsE?hW z|EaPesq1!*%ft_9=iNWwUTN|c*QdW4swZN2VT(gmxO>J2%Yy@5B3T`J^JEV0?+2X( z3%yWg`{}D@!-NMQ$&ckQczwm@$}e=w^AI%^@2x2kGC{{Q5l|puCq)L@xd6sEj8tp` zbmO?qcDI0Gv#|oSuhp-Upa~8g06dKvIYoembbSY^*tRG_;DAc-^&SdC573*Tf4v5y zoRHL^DmmMCXd3cAo7oTPF5o?7oXTy6Zvu4ijk(DZ&wLMxlwJz4{g8ZHf#TvNJGj&t zYo`A^5n$iX##){qeDO07DMZ1wF(Ko(Eg5SFtdh;XFQ3rb+#KAlS7;*r0&L8B;tth1 zfX|~PAd~Av0~&E+`voATQ`PhZ>ezN@VgkX*2#etFL*N|?A>J5>pt?K{^6ABw2}F9D zF1UU6U5pbndUe+VFoAAr2X4#O4HYnZV%H`b!vH(rxyF%yu%5HWj=~$i$805e$dDzY z&SYt1M_zEBe6)#-bQ^yg`svIH%s2}dChZp4hG0X%>i7=0t-V6Pc@~2O;nj6UPuGA+ z8QBLk^2#2Xh3<~+Xsw9l6W|wy#;RVXAOOs+6e>eQuYCX5(=!gLX5%_I+93f)u*|yb z%`^|bK<*I60&6u<_)Dy*aQ_5kDoZINtGDqGnp`C*V~WZ(;qp{r+9YJoCBiKPETb3z z?NO)e0TnQ?CIA^Vx44j1x{;U^&0#n)x%D0Nc%&O>xm*5Nh1hzXZz`f^pH}>fdAfXb z(f;0!N6>em@+TsH;D6S3f90|33CaI?D{XZ5V(UY+@kARhSuBD zSdQrDegLeyu<7!i_$1HO;Owui5(}+79VGxv55ViSNeNPtnC8a+<(hrh5!=%g+I4W! zexCdl6u_m{9x(Q*dZrD+RYk1NemG~I?S?UH^O(HB21%Weg^`+JY4Ht~RvoNNg|$hl zbL^VOJKo#A96O$LvHqoIO%=oqeQ--=)Y#>5Ft1;zQ$*=pGl;RP*@&60uO1I!$pO2D zlN8Z81X&7#1qG(E*xmfIFH`wqzQ8`Pa?^Rj3J(^QCWjW}n>{ zKr|ELlgtEuv#ct5II^)(%Wm+Ov7i|{Q3xR?M7R8-MW`0AbYx=Q)gs$7sUuo1wAk{~ zF0`lJ)F z3dNI{c^`ZpZtnR;GP{q{&%LCbE@}A#4oP#AE-PQZPSxR~j*dr5s{m*23SPip!RR~- zl3zVisSEYlSt##=49iQOdBGjGYNWvUexM7(nVHGvEFS{d)&_7UK7ry&O5vd!+f|HX oqJyLTKIX2TM6lc9mRLUsUd+ Date: Mon, 18 Nov 2024 17:15:45 -0800 Subject: [PATCH 03/35] Make it hidden for now --- .../your_scanned_documents_made_conversational.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/your_scanned_documents_made_conversational/your_scanned_documents_made_conversational.md b/site/sfguides/src/your_scanned_documents_made_conversational/your_scanned_documents_made_conversational.md index eb0b9f609..7584acead 100644 --- a/site/sfguides/src/your_scanned_documents_made_conversational/your_scanned_documents_made_conversational.md +++ b/site/sfguides/src/your_scanned_documents_made_conversational/your_scanned_documents_made_conversational.md @@ -3,7 +3,7 @@ id: your_scanned_documents_made_conversational summary: Your Scanned Documents, Made Conversational with Snowflake Notebooks and Snowflake Cortex categories: featured,getting-started,data-science-&-ml,data-engineering,app-development environments: web -status: Published +status: Hidden feedback link: https://github.com/Snowflake-Labs/sfguides/issues tags: Getting Started, Snowflake Cortex, Snowflake Notebooks author: James Cha Earley From 9e79477dae727d6e4eb37a1b8c829f743741b8be Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 19 Nov 2024 13:08:09 -0800 Subject: [PATCH 04/35] Updated name of quickstart and added more instructions --- ...h_ocr_and_rag_with_snowflake_notebooks.md} | 41 ++++++++----------- 1 file changed, 16 insertions(+), 25 deletions(-) rename site/sfguides/src/{your_scanned_documents_made_conversational/your_scanned_documents_made_conversational.md => getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md} (91%) diff --git a/site/sfguides/src/your_scanned_documents_made_conversational/your_scanned_documents_made_conversational.md b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md similarity index 91% rename from site/sfguides/src/your_scanned_documents_made_conversational/your_scanned_documents_made_conversational.md rename to site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md index 7584acead..ae1c8aea8 100644 --- a/site/sfguides/src/your_scanned_documents_made_conversational/your_scanned_documents_made_conversational.md +++ b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md @@ -1,14 +1,14 @@ -id: your_scanned_documents_made_conversational -summary: Your Scanned Documents, Made Conversational with Snowflake Notebooks and Snowflake Cortex +id: getting_started_with_ocr_and_rag_with_snowflake_notebooks +summary: Getting Started with OCR and RAG with Snowflake Notebooks categories: featured,getting-started,data-science-&-ml,data-engineering,app-development environments: web -status: Hidden +status: Published feedback link: https://github.com/Snowflake-Labs/sfguides/issues tags: Getting Started, Snowflake Cortex, Snowflake Notebooks author: James Cha Earley -# Build OCR and RAG Applications Using Snowflake Notebooks +# Getting Started with OCR and RAG with Snowflake Notebooks ## Overview Duration: 5 @@ -36,11 +36,6 @@ A full-stack application that enables users to: - [Anaconda Packages](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-packages#using-third-party-packages-from-anaconda) - [Cortex LLM Functions](https://docs.snowflake.com/en/sql-reference/functions/complete-snowflake-cortex) - [Streamlit in Snowflake](https://docs.snowflake.com/en/developer-guide/streamlit/about-streamlit) -- Recommended package versions: - - Python 3.8 - - tesserocr latest version - - snowflake-snowpark-python 1.22.1 - - streamlit 1.26.0 ## Setup Environment Duration: 10 @@ -67,6 +62,8 @@ CREATE STAGE IF NOT EXISTS @ocr_rag.images_to_ocr ### Upload Images +[Sample Images](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowflake-notebooks) + 1. Navigate to Data > Databases > OCR_RAG > IMAGES_TO_OCR > Stages 2. Click "Upload Files" button in top right 3. Select your image files @@ -85,15 +82,17 @@ You should see your uploaded files listed with their sizes. > - Minimum 300 DPI resolution > - In common formats (PNG, JPEG, TIFF) -### Move to Snowflake Notebook +### Open our Notebook in Snowflake Notebooks -1. Click on **Projects** on the left sidebar -2. Select **Notebooks** -3. Use the dropdown next to the **Notebook** dropdown -4. Choose **Import .ipynb** to upload the notebook -5. Select the database **OCR_RAG** and schema **images_to_ocr** -6. Select your **Warehouse** -7. Select **Run on warehouse** +1. Click on [Getting Started Notebook](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowflake-notebooks) to download the Notebook from GitHub. (NOTE: Do NOT right-click to download.) +2. In your Snowflake account: +* On the left hand navigation menu, click on Projects » Notebooks +* On the top right, click on Notebook down arrow and select **Import .ipynb** file from the dropdown menu +* Select the file you downloaded in step 1 above +3. In the Create Notebook popup +* For Notebook location, select **ocr_rag** for your database and **images_to_ocr** as your schema +* Select your **Warehouse** +* Click on Create button ## Import Required Packages @@ -143,9 +142,6 @@ This table stores: - `chunk`: Extracted text segment - `chunk_vec`: Vector embedding for semantic search -> aside positive -> NOTE: The vector dimension (768) matches the e5-base-v2 embedding model we'll use. If you choose a different embedding model, adjust this value accordingly. - ## Implement OCR Processing Duration: 15 @@ -240,11 +236,6 @@ Duration: 15 ### Create Streamlit App -1. Click Streamlit in left sidebar -2. Create new app named "OCR_RAG_APP" -3. Select OCR_RAG database and images_to_ocr schema -4. Enter the following code: - ```python import streamlit as st from snowflake.snowpark.context import get_active_session From 398d841406eb81fe7e5aef1f83a2403c8570d8f2 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 19 Nov 2024 13:10:54 -0800 Subject: [PATCH 05/35] Update on instructions --- ...etting_started_with_ocr_and_rag_with_snowflake_notebooks.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md index ae1c8aea8..aadd69719 100644 --- a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md +++ b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md @@ -236,6 +236,9 @@ Duration: 15 ### Create Streamlit App +This section creates a Streamlit application that enables users to ask questions about their OCR-processed documents. +The application uses semantic search to find relevant text and generates answers using Snowflake Cortex LLMs. + ```python import streamlit as st from snowflake.snowpark.context import get_active_session From 18ec0c1a902aaa6f3724d9baa602d36822d69487 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 19 Nov 2024 13:20:23 -0800 Subject: [PATCH 06/35] Updated schema --- ...getting_started_with_ocr_and_rag_with_snowflake_notebooks.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md index aadd69719..4d49cc1b8 100644 --- a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md +++ b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md @@ -47,7 +47,7 @@ Duration: 10 ```sql CREATE DATABASE IF NOT EXISTS ocr_rag; -CREATE SCHEMA IF NOT EXISTS images_to_ocr; +CREATE SCHEMA IF NOT EXISTS ocr_rag; ``` ### Create Image Storage Stage From 3f307d2e453c1d9b1b5d318cf4f71600a0cdfa3f Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Thu, 21 Nov 2024 14:15:26 -0800 Subject: [PATCH 07/35] Updated text and descriptions. Moved some items around. --- ...th_ocr_and_rag_with_snowflake_notebooks.md | 38 +++++++++++++------ 1 file changed, 26 insertions(+), 12 deletions(-) diff --git a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md index 4d49cc1b8..e16e8cce4 100644 --- a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md +++ b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md @@ -62,7 +62,7 @@ CREATE STAGE IF NOT EXISTS @ocr_rag.images_to_ocr ### Upload Images -[Sample Images](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowflake-notebooks) +[Download Sample Images](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowflake-notebooks) 1. Navigate to Data > Databases > OCR_RAG > IMAGES_TO_OCR > Stages 2. Click "Upload Files" button in top right @@ -82,7 +82,21 @@ You should see your uploaded files listed with their sizes. > - Minimum 300 DPI resolution > - In common formats (PNG, JPEG, TIFF) -### Open our Notebook in Snowflake Notebooks +## Dataset citation +Sample Images taken from RVL-CDIP Dataset + +A. W. Harley, A. Ufkes, K. G. Derpanis, "Evaluation of Deep Convolutional Nets for Document Image Classification and Retrieval," in ICDAR, 2015 + +Bibtex format: + +@inproceedings{harley2015icdar, + title = {Evaluation of Deep Convolutional Nets for Document Image Classification and Retrieval}, + author = {Adam W Harley and Alex Ufkes and Konstantinos G Derpanis}, + booktitle = {International Conference on Document Analysis and Recognition ({ICDAR})}}, + year = {2015} +} + +## Open Snowflake Notebooks 1. Click on [Getting Started Notebook](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowflake-notebooks) to download the Notebook from GitHub. (NOTE: Do NOT right-click to download.) 2. In your Snowflake account: @@ -94,8 +108,6 @@ You should see your uploaded files listed with their sizes. * Select your **Warehouse** * Click on Create button -## Import Required Packages - ```python # Import python packages import streamlit as st @@ -125,13 +137,16 @@ Duration: 5 Create the table that will store processed documents: -```sql -CREATE OR REPLACE TABLE docs_chunks_table ( - relative_path VARCHAR, - file_url VARCHAR, - scoped_file_url VARCHAR, - chunk VARCHAR, - chunk_vec VECTOR(FLOAT, 768) +```python +docs_chunks_table = Table( + name="docs_chunks_table", + columns=[TableColumn(name="relative_path", datatype="string"), + TableColumn(name="file_url", datatype="string"), + TableColumn(name="scoped_file_url", datatype="string"), + TableColumn(name="chunk", datatype="string"), + TableColumn(name="chunk_vec", datatype="vector(float,768)")] +) +database.schemas["ocr_rag"].tables.create(docs_chunks_table, mode=CreateMode.or_replace) ); ``` @@ -322,7 +337,6 @@ Duration: 5 Congratulations! You've successfully built an end-to-end OCR and RAG application in Snowflake that transforms images into searchable, queryable content. Using Snowflake Notebooks and Cortex capabilities, you've implemented a solution that processes images through OCR, creates vector embeddings for semantic search, and provides AI-powered answers using Large Language Models - all while keeping your data secure within Snowflake's environment. Finally, you created a Streamlit application that allows users to interactively query their document content using natural language. -We would love your feedback on this QuickStart Guide! Please submit your feedback using this [Feedback Form](https://github.com/Snowflake-Labs/sfguides/issues). ### What You Learned * How to implement OCR processing in Snowflake using Tesseract and Snowpark Python From dceac5f3176a9f60b964d57619a5f4b5aa93139e Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Thu, 21 Nov 2024 15:02:25 -0800 Subject: [PATCH 08/35] Addressed Formatting Issue --- ...getting_started_with_ocr_and_rag_with_snowflake_notebooks.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md index e16e8cce4..c846791b4 100644 --- a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md +++ b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md @@ -82,7 +82,7 @@ You should see your uploaded files listed with their sizes. > - Minimum 300 DPI resolution > - In common formats (PNG, JPEG, TIFF) -## Dataset citation +### Dataset citation Sample Images taken from RVL-CDIP Dataset A. W. Harley, A. Ufkes, K. G. Derpanis, "Evaluation of Deep Convolutional Nets for Document Image Classification and Retrieval," in ICDAR, 2015 From 04e72216670b678135efe46a7b535443f9388055 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Fri, 22 Nov 2024 14:28:46 -0800 Subject: [PATCH 09/35] Updated to indicate that all steps are in the notebook. --- ...th_ocr_and_rag_with_snowflake_notebooks.md | 19 +++++++++++++------ 1 file changed, 13 insertions(+), 6 deletions(-) diff --git a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md index c846791b4..07f87baf3 100644 --- a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md +++ b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md @@ -108,6 +108,13 @@ Bibtex format: * Select your **Warehouse** * Click on Create button +Here we add our imports that we will use for our project +Key Components: +- `Tesseract`: A powerful OCR engine that converts images to text +- `Streamlit`: Creates an intuitive web interface for user interaction +- `PIL (Python Imaging Library)`: Handles image processing tasks +- `Snowpark`: Provides Python API for Snowflake operations + ```python # Import python packages import streamlit as st @@ -135,7 +142,7 @@ database = root.databases[session.get_current_database()] ## Create Table Structure Duration: 5 -Create the table that will store processed documents: +In the Notebook we will create the table that will store processed documents: ```python docs_chunks_table = Table( @@ -162,7 +169,7 @@ Duration: 15 ### Create OCR Function -1. Create a User-Defined Table Function (UDTF) for OCR: +In the Notebook we will create a User-Defined Table Function (UDTF) for OCR: ```python session.sql("DROP FUNCTION IF EXISTS IMAGE_TEXT(VARCHAR)").collect() @@ -197,7 +204,7 @@ This function: ### Process Images -Run OCR on staged images: +In the Notebook we will run OCR on staged images: ```sql SELECT @@ -220,7 +227,7 @@ FROM ## Process Text and Create Embeddings Duration: 10 -Insert processed text and create embeddings: +In the Notebook we will insert processed text and create embeddings: ```sql INSERT INTO docs_chunks_table (relative_path, file_url, scoped_file_url, chunk, chunk_vec) @@ -251,7 +258,7 @@ Duration: 15 ### Create Streamlit App -This section creates a Streamlit application that enables users to ask questions about their OCR-processed documents. +This section in the Notebook creates a Streamlit application that enables users to ask questions about their OCR-processed documents. The application uses semantic search to find relevant text and generates answers using Snowflake Cortex LLMs. ```python @@ -332,7 +339,7 @@ Key parameters: - `num_chunks`: Number of context chunks (default: 3) - `model`: LLM model (default: mistral-7b) -## Conclusion and Related Resources +## Conclusion and Resources Duration: 5 Congratulations! You've successfully built an end-to-end OCR and RAG application in Snowflake that transforms images into searchable, queryable content. Using Snowflake Notebooks and Cortex capabilities, you've implemented a solution that processes images through OCR, creates vector embeddings for semantic search, and provides AI-powered answers using Large Language Models - all while keeping your data secure within Snowflake's environment. Finally, you created a Streamlit application that allows users to interactively query their document content using natural language. From 9f0219ab8442fb101937a99e70ebe371cca6c217 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Fri, 22 Nov 2024 14:37:32 -0800 Subject: [PATCH 10/35] Format Change --- ...getting_started_with_ocr_and_rag_with_snowflake_notebooks.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md index 07f87baf3..556e160ca 100644 --- a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md +++ b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md @@ -13,7 +13,7 @@ author: James Cha Earley ## Overview Duration: 5 -In this quickstart, you'll learn how to build an end-to-end application that extracts text from images and makes it searchable using Large Language Models (LLMs). The application combines Optical Character Recognition (OCR), vector embeddings, and Retrieval Augmented Generation (RAG) to create an intelligent document assistant. +In this quickstart, you'll learn how to build an end-to-end application that extracts text from images and makes it searchable using Large Language Models (LLMs). The application combines Optical Character Recognition (OCR), vector embeddings, and Retrieval Augmented Generation (RAG) to create an intelligent document assistant. ### What You'll Learn - Setting up OCR processing in Snowflake using Tesseract From 1246d746ee130fe624eb9e71c8199e1081cf6cbe Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Fri, 22 Nov 2024 15:22:54 -0800 Subject: [PATCH 11/35] Updated Links --- ...th_ocr_and_rag_with_snowflake_notebooks.md | 21 ++++++++----------- 1 file changed, 9 insertions(+), 12 deletions(-) diff --git a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md index 556e160ca..d4714307b 100644 --- a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md +++ b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md @@ -30,9 +30,9 @@ A full-stack application that enables users to: - View source images alongside answers ### Prerequisites -- Snowflake account in a [supported region for Cortex functions](https://docs.snowflake.com/en/user-guide/cortex-overview) +- Snowflake account in a [supported region for Cortex functions](https://docs.snowflake.com/en/user-guide/snowflake-cortex/llm-functions#label-cortex-llm-availability) - Account must have these features enabled: - - [Snowflake Notebooks](https://docs.snowflake.com/en/user-guide/ui-snowsight-notebooks) + - [Snowflake Notebooks](https://docs.snowflake.com/en/user-guide/ui-snowsight/notebooks) - [Anaconda Packages](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-packages#using-third-party-packages-from-anaconda) - [Cortex LLM Functions](https://docs.snowflake.com/en/sql-reference/functions/complete-snowflake-cortex) - [Streamlit in Snowflake](https://docs.snowflake.com/en/developer-guide/streamlit/about-streamlit) @@ -62,7 +62,7 @@ CREATE STAGE IF NOT EXISTS @ocr_rag.images_to_ocr ### Upload Images -[Download Sample Images](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowflake-notebooks) +[Download Sample Images](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowflake-notebooks/tree/main/sample_images) 1. Navigate to Data > Databases > OCR_RAG > IMAGES_TO_OCR > Stages 2. Click "Upload Files" button in top right @@ -98,7 +98,7 @@ Bibtex format: ## Open Snowflake Notebooks -1. Click on [Getting Started Notebook](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowflake-notebooks) to download the Notebook from GitHub. (NOTE: Do NOT right-click to download.) +1. Click on [Getting Started Notebook](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowfl[…]getting_started_with_ocr_and_rag_with_snowflake_notebooks.ipynb) to download the Notebook from GitHub. (NOTE: Do NOT right-click to download.) 2. In your Snowflake account: * On the left hand navigation menu, click on Projects » Notebooks * On the top right, click on Notebook down arrow and select **Import .ipynb** file from the dropdown menu @@ -355,17 +355,14 @@ Congratulations! You've successfully built an end-to-end OCR and RAG application ### Related Resources Documentation: -- [Snowflake Notebooks Overview](https://docs.snowflake.com/en/user-guide/ui-snowsight-notebooks) -- [Cortex Functions Documentation](https://docs.snowflake.com/en/user-guide/cortex-overview) +- [Snowflake Notebooks Overview](https://docs.snowflake.com/en/user-guide/ui-snowsight/notebooks) +- [Cortex Search Documentation](https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-search/cortex-search-overview) - [Streamlit in Snowflake Guide](https://docs.snowflake.com/en/developer-guide/streamlit/about-streamlit) -- [Vector Functions in Snowflake](https://docs.snowflake.com/en/user-guide/vector-functions) Blogs & Articles: -- [Introduction to RAG Applications](https://www.snowflake.com/blog/build-rag-applications-snowflake/) -- [Vector Search Best Practices](https://www.snowflake.com/blog/semantic-search-vector-database/) -- [OCR Processing at Scale](https://medium.com/snowflake/processing-documents-at-scale-with-snowflake-a894c59a449f) +- [Introduction to RAG Applications](https://quickstarts.snowflake.com/guide/ask_questions_to_your_own_documents_with_snowflake_cortex_search/#0) +- [Cortex Search Best Practices](https://www.snowflake.com/engineering-blog/cortex-search-and-retrieval-enterprise-ai/) Sample Code & Guides: - [Snowpark Python Guide](https://docs.snowflake.com/en/developer-guide/snowpark/python/index) -- [Snowflake Machine Learning Guide](https://docs.snowflake.com/en/developer-guide/machine-learning-guide) -- [Streamlit Components Library](https://docs.snowflake.com/en/developer-guide/streamlit/components) +- [Snowflake Machine Learning](https://docs.snowflake.com/en/developer-guide/snowflake-ml/overview) From 3ceebb5b05feeb0bfa9591f06f94eb961f7d1b7c Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Fri, 22 Nov 2024 15:37:34 -0800 Subject: [PATCH 12/35] Fixed Url --- ...getting_started_with_ocr_and_rag_with_snowflake_notebooks.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md index d4714307b..f83083f42 100644 --- a/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md +++ b/site/sfguides/src/getting_started_with_ocr_and_rag_with_snowflake_notebooks/getting_started_with_ocr_and_rag_with_snowflake_notebooks.md @@ -98,7 +98,7 @@ Bibtex format: ## Open Snowflake Notebooks -1. Click on [Getting Started Notebook](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowfl[…]getting_started_with_ocr_and_rag_with_snowflake_notebooks.ipynb) to download the Notebook from GitHub. (NOTE: Do NOT right-click to download.) +1. Click on [Getting Started Notebook](https://github.com/Snowflake-Labs/sfguide-getting-started-with-ocr-rag-with-snowflake-notebooks/blob/main/getting_started_with_ocr_and_rag_with_snowflake_notebooks.ipynb) to download the Notebook from GitHub. (NOTE: Do NOT right-click to download.) 2. In your Snowflake account: * On the left hand navigation menu, click on Projects » Notebooks * On the top right, click on Notebook down arrow and select **Import .ipynb** file from the dropdown menu From 7860c77f328a2397cc941abca221daa222146641 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Wed, 4 Dec 2024 13:22:09 -0800 Subject: [PATCH 13/35] Update Mistral-Large to Mistral-Large2 --- .../customer_reviews_analytics_using_snowflake_cortex.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/site/sfguides/src/customer_reviews_analytics_using_snowflake_cortex/customer_reviews_analytics_using_snowflake_cortex.md b/site/sfguides/src/customer_reviews_analytics_using_snowflake_cortex/customer_reviews_analytics_using_snowflake_cortex.md index 66c69d4a5..66e3effdc 100644 --- a/site/sfguides/src/customer_reviews_analytics_using_snowflake_cortex/customer_reviews_analytics_using_snowflake_cortex.md +++ b/site/sfguides/src/customer_reviews_analytics_using_snowflake_cortex/customer_reviews_analytics_using_snowflake_cortex.md @@ -26,7 +26,7 @@ You will need the following things before beginning: * Snowflake account in a cloud region where Snowflake Cortex LLM functions/models are [supported](https://docs.snowflake.com/user-guide/snowflake-cortex/llm-functions#availability). * Cortex functions used - Complete, Translate, Sentiment - * Models used - mixtral-8x7b, snowflake-arctic, mistral-large + * Models used - mixtral-8x7b, snowflake-arctic, mistral-large2 * Snowflake Notebook enabled in your Snowflake account * **Note**: To get access to Snowflake Notebook (currently in private preview) reach out to your Snowflake account team. This solution leverages Snowflake Cortex within Snowflake Notebook and you will not be able run the quickstart successfully otherwise. @@ -447,7 +447,7 @@ In this section, you will leverage **Snowflake Cortex - Complete** to identify t recommendations to remedy those issues.###""" + reviews_agg_str + """[/INST]""" # Answer from Cortex Complete - print(cortex.Complete('mistral-large', prompt)) + print(cortex.Complete('mistral-large2', prompt)) ``` ### Issues at truck level @@ -480,7 +480,7 @@ In this section, you will leverage **Snowflake Cortex - Complete** to identify t points under 50 words each such that each bullet point also has a heading.###""" + reviews_agg_str + """[/INST]""" # Print Cortex Complete's answer - print(cortex.Complete('mistral-large', prompt)) + print(cortex.Complete('mistral-large2', prompt)) ``` From 9e9fb3def8ff0e73f76c2b8980e8f401ee71c965 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Wed, 4 Dec 2024 13:39:27 -0800 Subject: [PATCH 14/35] Changed mixtral-8x7b to mistral-large2 --- .../customer_reviews_analytics_using_snowflake_cortex.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/customer_reviews_analytics_using_snowflake_cortex/customer_reviews_analytics_using_snowflake_cortex.md b/site/sfguides/src/customer_reviews_analytics_using_snowflake_cortex/customer_reviews_analytics_using_snowflake_cortex.md index 66e3effdc..da5e06a0f 100644 --- a/site/sfguides/src/customer_reviews_analytics_using_snowflake_cortex/customer_reviews_analytics_using_snowflake_cortex.md +++ b/site/sfguides/src/customer_reviews_analytics_using_snowflake_cortex/customer_reviews_analytics_using_snowflake_cortex.md @@ -498,7 +498,7 @@ In the final step, you will utilize **Snowflake Cortex - Complete** to draft an Mention the truck brand name and location in the email.[/INST]""" # Print the result from Cortex Complete - print(cortex.Complete('mixtral-8x7b', prompt)) + print(cortex.Complete('mistral-large2', prompt)) ``` From b213fee6e6a206a4647acbbdfdd40c6b8622d00c Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 10 Dec 2024 11:17:11 -0800 Subject: [PATCH 15/35] QS for building_real_time_anomaly_detection --- .../_shared_assets/Snowflake_SwitchRole.png | Bin 0 -> 63592 bytes .../assets/SAMPLE.jpg | Bin 0 -> 395887 bytes .../building_real_time_anomaly_detection.md | 354 ++++++++++++++++++ 3 files changed, 354 insertions(+) create mode 100644 site/sfguides/src/building_real_time_anomaly_detection/_shared_assets/Snowflake_SwitchRole.png create mode 100644 site/sfguides/src/building_real_time_anomaly_detection/assets/SAMPLE.jpg create mode 100644 site/sfguides/src/building_real_time_anomaly_detection/building_real_time_anomaly_detection.md diff --git a/site/sfguides/src/building_real_time_anomaly_detection/_shared_assets/Snowflake_SwitchRole.png b/site/sfguides/src/building_real_time_anomaly_detection/_shared_assets/Snowflake_SwitchRole.png new file mode 100644 index 0000000000000000000000000000000000000000..37f563ecbe8d5248443115cbd5bc2bc70c8ca209 GIT binary patch literal 63592 zcmagG1za3Wvo}fzF2MpMNFb2l?iO4EEEWjv?u$#X0E@f31_|!ENN{&|XG3sjvAvt; zJ?A^;-us>R?EZGTXS%C;y1J^Xru#n|rmQG~jX{EefPjE4`&se}0s=A}Jb#IX0zU>R z-}N9Myb!aJkWiMDkf2m{0-9Udnjs+2#hDly;(unM8#FR9G#ngbq{nb_{}LJ+`Nhz$ z`&Zwu5z1ebqm;?1y1JWha5rD7btC*x>1wjUiln@+Wf?4=^vhQq8&E<{q79*lwoAkx zP>Vrq{_-Uv!T*YaQc;eDjseaUfKZz>B99?@L`11mfcBe?(hDUt>y=T}i<$(=qnC!< z@5RPNZwM)MDEX<`kq3PdO%Ff34=bjw$-4@45_w<@CILv&jAS&9goX z2D`n1A6Vcr>gfCBut|!53pK#kP8Sw}%hcFRQ`THT0f7OYM?*k-fsgPKo_hiRB7|5W zApMg^K%jxA2na9ZgAq{SDL(wCoQwFMrO0%-FaI--aQU~Qn5u-VEId^;aWXTrceVt& zM8<6HA|N0NTd8TfXes~%On`PQMy5bxGZqg!hrc8ULLLI}teu&Q5v7Nnt-Z5=$0w?P zY6!sde=oCAQT|iK#pV;0rh+o11klNhlADE#g^fxWgOZX`$jQ`P;ESa6e~`n^K2ce^ zxHt%~vbwvwv$%7z0G%vY+4=eTS=l&PIXIZ%HJF_}?OlvKnC+dZ|Hb4#`AC{Mn>blH zxL5)0DgW{{G6uT3e4?WI+tB~{{Odl=Jgok!C41-p=oY+#tba>b*;&|F|8Hb2R_6Z$ z+24|Xk^R%Je>Ercmzls2WFtgQ^w1QJQ z!}}!6&dI^{A7uaEqW>$Y)_;+5aB=>3%KujK-zfj~K|smL3Vx$Te}yQ_F2wr(yY?UT zg;@Ve_`gZ~U&Hy&Rrq)cV+gVSAKehfNP1w)M?erokd+iu^LTNTg_`+VY9=Hjvkqy9 zl1fFiFEoIkalhQqH|n>=H+G}(fOGB${`^#B+@#$6d_)F*G`Vs9kg6Pg>$HrFv^DSw zc%{9pbz{9C`xWe@Y7XWvd*7Ec-J^$RJ{|1t3w7tJ+&Ur-{;fEfOrDi@9J ze@r%Um0uL{ApIL&f7_wsLQ)gevYfQ({$JSTBFfpl{9o!QTcZ8^UOSn)03!T%eRv`D z3!P4*O4DB2?>1_w+1H0hlBe9j!WZiH^L=FeKb=Aj`_*W-GMb3KGqyjLfyuGtEo*aK z`qlh#vBv!5$nWywvnjP+r+ro$kLQ=#u1hlevWgy8Qi6qzKi3%-naR?z0!Z-{O|ykR z*$G{dHvOf-e&?72(zfq^=Bu$VM^MFDBZV(F{djTUKyu$dmqbJ4!_H5RU!(c3&hrD*@DD-ESOY-xnmk-hq@Gs7!9wg!_UEs4; zy+BFRqftUhQvuZt(zc*xtz{fU(W$szY&qwP8`8VxiYBPzo%<5S?zy7f1vt;r*Mc1-OG5rm6 zJT%V$^lvq^hNb&IFLHY6TDFpXvovjX@#DM5 zs2WRV))@`b(6?jhJb}T-!!HuLw(2#au&?BW^8}r5ubl&AH06uV09=iGVCgpcWE}5HET8^!Oup@<(T?42 z`0lhMtR5tf>F7Slv$&jNAOrQlG}jw)@Ik?P;sLv}@!qry%$77cYsQjo6f?I!cRTOT zI!|!keuCC7*>paQNw}|??~kQr?KC@GcK_V!(M|hIs$FmBztn6bVX8L!)gE*e7e{m< zA#yrs=ax+&^xmO{vFV&J={EnqhhJVj!$$v3xFX^Y?B=O0D9E~>v@hzBPuFutVLvm1 zmD!%n((@m?9t;*OAq95+P&$}41GGy=jpnyFSJ2;L)OkD$ajsYkggVqZH%TZgUF_Ah zm-GHJoqa~}KSl8~OJ>qHefPY9X`aJ^+V5vJlFZ%H`ObK~I$@NA+a_%x86Skj54|z5={BA3>Y-xY8e!2!N-Tta9(rs~KS#=NWHFW+QT$PCnrQW%QUJuz>U^+a*1?!e&g1Uj7lO_Y=!rb)3=J%nvJ@im$MQ$d|SW0 zi0XpWRo`(^ZU3o;WEY9|$*~;CoVJ+>d$f1Xbl5I7*OXWj7xrsM(E_?+gq|hcpSCi9 zd|Tp8)X|Z}L$YHGdkUROFt%dy>Iiy`qC~HoJs>P~&xR-c5@%@)kOuC46!xh(Fbqo4 zX|(4&jmk7%C*zp|WPw*_EA*$-%GBn|HNjJD=WDN>9UkuY{c-$wRrkx;E|V*`QsfY)7clMk4GUh7&bVp{i^kTi`Tq*3s=5m@uTD53uRm?~@RH{&i{4R-D z{d5}-*@z*4WN37z*>*fQSC(kkltXV~`1kXBbilZ&xqfFoSeNr>C5ntSVij^lPEd}e zY=!jp(fXenV`@wq%aVH`78}ctF-^;?K&%X7^@RF9wSXoHBcgm*fuJJShJckunXc8(N~u>2LUbZqDEo`b3Gw@DWjS;Ln;m0+^S&v_C?HW7}_wZ-%S{yWY+1) zv!HX4=k1(EdGe`_`Ew?}c@vM_T2rqCNZOL#kN?c1&SeO{XE*h9cjk73le1Wf*8uBo z@;r#BLOYH2UGqd@ok@m9w(l_D{*ZOVgrr%>Bi^kTWa7VNmoY&R>|>Fxz4dH4QmpTF z@>VB1t!RmbSyu=txy|SP8Ek%@A5;|dqzD~PVbMC8rp_k5|74ziR2xyEQl{SaD57n5 zp0)YX)#Py`19kKnrQV-qCGm>*J>F#OjpVch(VX;nt$Uw)*4@6)(`DN_ z5b+b4-uki;&8oHP0ZB>$EcC>%wJGJW*$saPIlv#$*xKpl+!6$KTm_WXT{QX%``+5k zG;49H_OTRr9XRWxa9banj)Si_2Fl!^X*Q|D&YtYEDdgFHV}?X+BBT4uTP z?<$Yb9`e6~4Rb1Kt;3=Zb+M5Yi8Vcw~J=9b>=Lxt2U3zBY zWUk6Ke>QLICJcpaIi%nAXc%fcv;*1P>1@VQ@%Jzuyj>U~eq4?Xn>6;N&&Ajuf z#!jS!KS{%$Mw|)#u)XEn$eLj9=aRS912#;rMbF~isus7_M0r1mJ^jLQJL+|Reo*=` z`pbQTowPib;(4(9XO2S&?v-B9d7_=$(aq*@)ADIc#UA!oT^CFCo*x35`ViXssg3Hk zNXV7UQ;yfX&rFy{_SsUdFnuTm$`+f`Z{<4sW9^Z{ba0K5=Efke@W2Im_482=j_$_n z>^AbmhVeuAt-EhY=v9tW5%4eRP5%|nl zlNg*iylD9Bgk**IVb>5W}B_Td7!s}RKawX~jIm4;@J!2&rLtF>?x4To3< z`zNyw59uhf-cmW6c{=k7wU2$1cmN&?2}*O!hI0yG{^J2n4M+m_Pcc5vhO$*zn)Wb; zR5G*Pwu5Kh#?H7BNvhoP;d~|MNI3#T-R4B$ajxR~o31^-s*Y)+)0mY$o1H6y1RWX! z>i&U0p%Ap0=)=`sWGMot)s2WX=%G5>Uk8+Ka%;VfGPBV6_(M$9vHeQe2hxIHd2apAz(P*qlPl|Yedq_TPA4Zv4I2A(AGUARe>M+& z0zZvSDQ>zeuiTr*&An?sTEerBCrhHpW;fEermaG)FSU605dc*#K|#k)db*X=Bor&6OstnH+s1fGY(eR2PLGe)Sp9T$-ul72g6R8eWY9L z=ahp-<|7lkPr({8{6;p)n!t4eBSrq_%$8XftGc=}OqzaQV-C#`7J;MX)`kNo2LSaw zw;=T4_c5;mHPcJB*R3S((s!P%?!(|5$deb}Hd z=9PN(5Hi<#f;&Ixxy;Fu)`XVm({|RA{we?n>9b(xES! zt@?7G>+hcg;EaCtMRXP5gwA@C{Ky)B8~ob|R?)=w0%4+iS-)>Mi98teehk<_W_oz* z!;+O7e_siF$e@lE=~`R4{S}B6pu*av0qi^>p-mNTeHc=tgI@LEcmy_ILLP+8rL~QQ z(2KKAKv=h{-hn;4n?IsCE+OOWu=YO~3psZN1-fV{q}*24%dSVJ$UI75DYkCtN()Sn zh{R!}3voCbJnM$Yh7`#3F6f+Zdk{Ux-{6;yHgCC6boC=yc27Rx>tx|JvW}H`>s@!d z6ul85PA3o2N|9Gf?fyGWw;dEaQ|r%xTxU7*ezlIy=&AoTlN}qGQYE?@lo74L>?@9)2jY(iln8c1O2wK_qrr*8gvU)aIPj) z6TTVZyJadRJ6pA2V$HJVzExUoN+SA`Qf322vF|#W ziZR)+R%?&70OegFGeu6pgsdOtqsMGA%xrj?gV;0>CPav$q35%%_+xsRgrsf$AZUOL`7yy z_x%y9i&7C?`=L9E4jwlxTi>p2&@JWQYZkF8Xr?)K=4v-I_Rf#;KSHk# zfqhl1&5szo2NHuJ2JE9r?I0q;z^&wpl~nM9un~{lswIoyp^IRRPfy$3GeU9NU@!K) zl_a3reQ;{P;|H5U`91+jq}bM*&m5CNPmh?RLl!xQph8|Q8D_0*bZ|3l z$O3Sg%v>iVErD+L2IWL!)gfW#B<*Z~f@L)A6D!x+1mB1Ph+W~R{#JPZe&y5!v0Hwe zZw{*_(2eF-c_X#vi>mlSxir*o8^+uv9UR04J{1I4cyG-Fp_$Id2oGYUkTmyF~#DDf!+3_-ifCVx%v z+2qetO4ctQw+D9ho}xtl0*RN-Lo+>N6Y4uC*u6Q$Ol%S-0^@3p+O#q**1u_jY${^e z@VLu#`g9!ug2cAvbLsS|tswsP5tb7Yg$a=gX>4(%dd+q4fdj9<$h7rbuAacG^|G#u z2cQg-Olh4}-506WvW?90T&nK%vD#Vi_`&>iu#G+K?B1%R-}ku_G4RD%GY~i6+mQq`;07r0`s=x2Kqq)3+Ei z5TQ8ppK*)3eU#yfNB3KDW!FHrY+Q3(Yfy}>gLFKk(dzq*S$|n@-@wI01?)%jLthgs z42*ka$XB+HXZ?Vp=(+ANpJYfKLP{?u*hh}@(b8vpyRV{wZ;yL3SUP8QFE`fJd-!Pp zAqH7qLuMzWz}bSZha!*8x~R*Gx`|NMeg_;*3z|+eB+t`0h<^QYpaS`+jwP{i$CGvJ zfoI=Wq$mQGw~7LnwzR!w@6FDNUyhlUkp~uG&lWwM?88oe?~If3*l!bgeS3t27hLS< zUp!qdB%M0$?%|hlV^kq3aS7s~sGbHiwPA_0Kr6l0#4*G{?iIPILYyr{imaW_D8#ep zUX0DJsA!-IHyvYE!2Gb#A{xyw6ynoNhvm0L4`~)H3tDRTbI-W8!403LgF@mr;4zV_ zqmv?d^XZ%VOM)?tDZo+ng1+Oi)DZOqh0oT<;_H|q8uK+vZgjhq#<@02ZV28V;k!}i z%J%oE7Vl5?aD<&wT|Pa2p84@`u87+P7xQr0NvOjuXl8<~*kH0pZ=q5BWv_ew-a~9t z7ML{K?^H{n?-IxUEhMmlM7;@K=}At#@!=OpF(W8FvdKUl-(*lPImz zoY@sq)##w9K0=qfEU}K{@@rP?bb^_CIFFajA;xYift&k6mV1R=bc;=Fi<2PiD&*E+ z!?!=%G0NqXb2ToP{Bx)3$jwJotu0G#Fd7KOl&bY$H`;MMoM&gj#3DmJI@D@4VF5gG za+GhmQJ>6z-PN_fyt5+MWv#~lM-zKc*y6-Y&VHdW@(<1y7`)QVj}aq7KxhYLj1IeY z25Sp>37u!PY!yV?t1y)75B^5?;&pwZ>sH{RS87tnyW;g)z88Y}cU5Lh!qBJ2q3?Xj zxrdJ|h_#5ub51)_*gGG$iI6RCy%yP{7HHkx0L6OFyUQxwRO&X*e-J8%yEXB)|2$=g zEGF|kI#-;DJw+Cyh6?qvAl@BduH0rC4=6{%D2Woy&W9-Gy~zJg$`b3hHzDhHze&6A z2>8Un%g^-#ew8i|%@5UY=7(;81u_%}eu$l%URRMi#Ld6%mHw`5`(uexvgBSpWcEsm zdw(enb4QsiFjv7FL_osr2ves{XVABv$qNMA)~wi{4Cc<;q+c{~69(XJi|a9q|j#h?zu5U&Jkg z$L(!YiVgEF1y)wrM(e{5!P@aiP zptnw7ZNhDz3ZSXO^q4s=+PtW|4OMP{%x1-iP^ZhL4F}^m^tbIM|)eIftAQ5%0V8j1oMVlsWQ?X?1IU(uT zgdzwqnEEb8_g3<<{9qUUP$!Te38=}7%4kAD9&=*F+c%`%j}Tn=xjXt$CyDFOC5ac0 zP7JXtr+gwm+@=gKS^*+E3-U;vl`h6=4G}AJYlM_V z!>X}MHEZGp=j*M+zLtIEJ*=4L;y&q0Z8(p%R<{DcvAgL zP>yKp5A>TzYXA*xQ9*Al69yKHbjqY?XQ!=W@Ns-!B@D&1rIhZxSbJ4N64Nu51YflC zmD4x<4?bOZHo3oMdyK@7=anz z^~?Ss*htd+tZp@qwO5jDC&-H18}Ee~aoI;fw=2s_@ZMObW`Zl1Fae(UP~5z(bLt$x zpw%PJCWMIz-AMM=X|+kTbGPEjM5;hv%LX5;cjrTD*#MTEii4Mw1M{6_d|)ItT&#*oltG=ay}I<25)o zAh{5Czn|%BvpZiltK0+~edkj+80+-YI8OD`BpP^V<^0z7;O_1%>WMM;DCu1wvi^>s z7MdN5f@VBHo_01N;$FQD56hfc*KVw#XGH8yuUu3GlyKpz7~QOBRO8Tl*P^BW16XNA zT-5z1=+_m0?D2YL7%!s9Pq`q?PEbRjUa8CNF2%;n6SqwrGzvkt6IqdRBk^*hlm<|a&3*W^3*k;!Csv)SXS#YLH|5kCKrZRTc1VH`y2uisEx^P+8+ zwpfO~4o&74q&%Cr#qx|X7)SPT;r(N|W=;MK&(799b4JC!k(C7vNn+90?}Os;FecvP zzNUF^yi0qUVVO*afNLPM<=X1DL?jg~46B8KFeGfWa`e&2rkuJGSpj8*vRMrKg=MW; z%p-G(D@Y0LV(urngD5md;IPIBv;~h|{sa-^Jfrs{+2Sy5155FS z<6gV1@Kgk;6XwREB{X`^;NXum@l*vpST*I>J;^DLp9KI6dBv=PlU%FxG-Nv@VwP|6 zUJyvSYZKfk&VM*hvU$}=ivN{uL6h^^ln%pr{nqmf8>uanK&9fCKysBkw12y{FQS5? z|A;^asEdYie(T(ziq&BIWK)yFa%*)*Y3#}J#9)>p3uMlmUvX9W;m#hLJ)x6r+imYSL7V3}qA}zQiQz}qA zyWiYp8iGfYxPaur9qU6S4a=6|Q9`Di)~7s~Ov6`W4Bkgny?vd?sBX62o!#VSo--~JcIXxh22SshHx8&oEFH>4O1@-e4nBeV<$UQ zY3pL<;*0fqAUU2p$9GikSkCw>avi-E+#LV<7d^6or9K)aeJt=BP_ z5uA||n{vh%M|=DJm$xQ7$XII!TI z4UD-bazQ(0a&Pf{G>n9hHxg3C>kPjWMn~2>T2-flHVogh8bob-s`%iWR8ji=UICm^J~n3M$7JH=Y(vh z(r}oGul!}c0-!$c3AMsB_r*fQL)`SjqDY>6 zFJnGe9q-cJjfZnpy0-Y8>)ioChBAkz=|u<+LOSCec8|t8ZMhOEuF%waj+%Fz_ZE<{ z<06=@xn!9$t4-@LONwnMyG_4~bBqFopDUVZ+Xrp^4NZg0Axqy{K@K$w$Tt+)(+zCs zFsa^SCbsWlfh3@R2S{e&o|M-Z{wghGeX{?#?O(b67?kKsKGS5w*>owBF46s2~5Wpm#Z80v4I99jCJenG z;zja9d;M(VQ}kqf85`*)qY7;S6k+gxC&)g2~K> z(P}5Z^m7pkf1gLo;0`;m)zr0oxf4N{pb6qlZQQcJe6b)6&izHBb@l=&h&uQcdIXKZ z$}O}1ZYMf$J~A6A`6-3U$LEpVKmBOv*H=LkCW zM7I;^P;ls-Fjoaz;Sl`!`B)u?DHMWjs(IA~dHaE>Pe)_Do^PN$Er_f-1o&$rh)tw_ zftqw#IR$MknMrX~ea{E!-3*O_6DfJuNRH>Ok!RvDpYyWIVZ^y&ir*c3MsnAW_GQf_ z{aRl9hEGV$yDz#Uvw1@1S+tGO5b*IZbrMOLY42%3N&3dBTu86c)RtT-lN*@o zE%kk586F3yzeDIoMkHujAK&LjGN7I!tEl;feka_bCB>ZLHT*Ls{vOdd`^oT9)X(2w z{O31xIo>ocZyaypoukE|Q^{3DKoh1^WL5xOcoR}kidR?%BRa8*&|~w?nBn0U)1>RK z5fdAf%O^)z;)`>s+lYN5c}lJdE$?<{U*8Jb ziWU_7<6B#)H@WC^PK^{ujwwrBi$B#J%`=P3A*Bkb{9j^B%Yc`x1vL#VsF3!SIRpE{@V8R}r8HC^cn)139YoP6UwN?Cy#vN4 z7_1V8Er3P;ZyG=dszW|qvI~zp1lL!f!aFWtBLAUg*Sln~! znp$=$3`Wmyy@%`|#902;xSpLEPug>?84_fk5QzC^g$%!6iY;PSun^!kdt9R0qfxt~ zjL`}90Q5#_&2L4I!f)70(IZF#rh$T0pB{~q>IG~Wx)Op)-nMUX9yY5gjXYN(80BnQ zU~W`AopcVMzrd^2TR!||!Qvf%&FvAgX1JHR6YX|xbicn)8YXiR#_7u%M!?#EM4KM} z(PY`+?z!jcW?jeL1@nz%@cOmoMk-GA_p38Zd1w{it!)a2wy;2K+gdmr*4&fN#lXp`41HpU``SO{D@yJm>6orP`srTSZ0R??{@6Wc} zh^;R`2+3n!zU0?|m`*?Ux@jM+B|N&bNRhx{{zFFdXpjoQ~Zv&{id_2Rl#NP z!_nZ5l1uve#j2Mi7*A{+ruQw*2J?&!Fx*q0P(VQy{j(7@`0Q5wc)4YFvuQJ$vRf%2 zQupIts<@vmCteyWX z**}`1Hk8`?J(JJ&Knz<(-6NlsKlCh_y7t46F^=!+s>XAwSQ{f=WUoKdERM%RBhl6- z*>_h;1E-%~hVMDbtPJCC-9+>p6c_LYhFG=zoEwCRpz zTSzM69KLbxj;MWi)br`ane`)s4AXu&?8m(XU?JxB>>#wcVBb5HZ^&9$JZZvPZ9b zYITWJwN1*R!D62D%ZD|~eQD4B91`w4?$lIciFYgT&y<3(6Y>E!NaD5M#eSNzV@5B( z@Yqr+mKj3mbK*Cnmy-Q4GVZ4*-dy02|BMZ!a(e@?GwMn=3#_EMb>PdU%8$5jOx-ul zP<4=S@1kFezr=)@={tYsibZLAN?svMjly4)qzsKm4}l4c2DBxxg~_X*?+MJwxV^CW z6^0U>Gx#8VNKq>u6#guuRoR7V+dH6>9P)xVH7|dPP)#2_niW7ZregHLHlLcr$8tmx zx-2e_a-ft-&pFYgSrL1o9?`F)?`#9BlU%SA<4BVhqzxSuL>!^iw(=3#j+hqVAC~uR zJBV$X=5aPcGz4m%wxrTK#k4Us5iF$7Gl^JkA7CFw1zysPJ{k2?PFZVru3IaATV^xw z->V=}tUXR@4nwtj14wJ{^%*rdH;C{8byHq^N9WQ84NbPX+GLFc=K}TDAu9&oLPPCk&LQ9~RcCVIC6(8W)k&o)~4E!@c4%u}TU+vS;V*-d@r! z8c-u$M$)IJ`wT_4KR6TI(B3C$d!i_(nVWzMTo;^MWV7LAs{qc2N%x z*Bw3l6APLYDPlrzHlWICo!f{=kC;0TVvgIFceAJ!EoVKn{KqbjFT5T~9*&I(PXL;` z+70$Ut_L#pD2cvCe?Q`1C!M1ZXrd~V>mPabT)>QJhHsJoEzSYz1L)PspPm?V526@l z9RD<8PjvU$TeY#8>y1d431lqIceCG{YIZ<+rPhAWGKSw*kD7nO;4^pZKMXSd8$= z)9yTj5;rD53^AxL(nz;HobMGK2krIv ziTw1r??KX|U2*#z(d}WV+_vs@qVsCXC1%@ko$nE%ziw3aA$|f>II*qxI%mgI^Vx|y zHIV~Um_|2V-G1_{u@-OQn;B5b5aEB;!5r<8cr`i6| z?Ee{)8_SB8$oCl1*|aA=N>cKV+W$KWbX+>44&8D@If~D`+ze*+z%R@08m#{dww7`Z z?PpjM&Q$ibT$&AOslzmCg#Nz=3qu3GW6=3j-&7+Gmlk^SUVr&tM16q_m*2hN+7Bo6 z4f1xi|3!$8;(vu0RNi0qzX%Z>PuU^@{k>cc!b+nZ=OZP5k%0S0xn8c%{KKB5GjySM zugd~N`E5wTJ=KM#pX3h99IQV(PKc~_5yk(2W!eBcX&_F!o<;GEWq=C)G50r!%SAo0 zLy-^NA$y-I+abDMo>iG6aS%B{T->AGL4s5M1^uI4-Dn|JImxBMM<;+Q6iG1JDf zm+)U$X*66Ybtds{?jUsFTI<{(t4NyTQ2fWJM~*0ZMs?&3Z^Fxf0U=g;Yo9&j_SMd^ zX2?6RBoL#K?0~v`A=69to{N8aVTgYKKuup3iCyprRe5z5SL09I^!QnRhp7Y2GGqLx zHRXPX?s3p-LPvo0l<;}G9fGZ+JJG&KpUs|EUeA1R+dPgF&qM!|T|f4h3NC7YayZ1= z36;polLp{1lFV#=xj$yU7fxtCwB2XkbAL@Uca&P9)pD_?Pyq)}!dGlL|Kbx1<&vBT z@Kc>y6O6x}aTlZ#3+;Q#svI)1{@#1m>-%)ODAkT$8Nf_HcrP1mvrx%>Xh+dvHB)ql zl;&Ytt5O7btGa&UO30}0@|1DqoJQl4PlaJEl>)a%;2}2)UWLU9}^a#qsw$BN63I@-vrDTH~UJ9l*iT~ zV4&6YPx=MnFzOAEX%a7);)&Gfy^jvfHPBb6S^XIo6uz#C6i$QqaWo}DwIVcS>T|`P zFD!N!IGjXVAG8xj>@4aGQdp4VJ5}Jg)6x}1Y&$tnBH(OVPqajn@bgS4ZT>OmD=Fzr zOCLf-Zu*mw0X;Utt`C^jmPwSBx9Zfo|%7s4~V!3p>(;*rc$oQoz!caX%;r>w+ziauYto7 z%lMZXe>ur(7aZ`$F;-*kvc2zP2>D(}*=(GRh>OXFQBj46w33jxee!}Dxpo%4->Q-tj$Px?KA5g;&tB-+D;dQS*^7;)G@_2bL9D9ihqSl;4*wu!lO%v z&v@?X3uUR*HO7es=4)cOu|!rJvT%gDX!zHzg?MBAvsB1Osfwz$+>{4*!rN67h|i3O zr;aT%CY#ZUS&Cj}Nd~X2;`kJc)k0-fny^o+R=s81(vbEmw8FY;QTvs-!8qzMC6T9H z00KQN&G!&8r_d$miBE-#aRUG{3Q3~R6h+vGEp{`W%-z`JH{wD-IXMlZLzDnKmc0 zzQIzb*WQXvHV*M20Ls47O&eKuR*%uk`22Yd{mGFhaJbh=O#&~n#3-7U5W$uyd?vW$ z@=Ul(L%=6SRNAJ&o;DVjTt4_5AgkDqIwAZ}4&6;q%50=d=SsvQfFtO97TTU}R)&Z< zd-_p_hyfBrG>CA6ryr?mJSfOZ{Px8+lgl*j#goVOH&75~{lg_yW};+RU~_0fGiRP( zLYr4ifU4rX(CLGxfW~ty?cJ4`6eTU%PZTr7Nrug8HseqeBS6gOnGDpFG_EJeSh4X} zwxmRZ)QLBB-GsTG#ny4iLj^Z)wPF#!r5ao(+1^Ch_|TsWHOBsS*bJ2xAu#4?5_1UM z{~!pY&97nPZKWhHOOC>l)9r;qa{OAkCJO)yS?$g61!}u`-?qWI18$5M+m`sIBKyFwkK@Sw2m#xxPeXU90TyavBGL|A+0+ma5yo+%U5X1R?<1%l<(ca=4ZrKXm>8Gm@uP=RcMt~MIo%-7Gd z{mx&SdO~pA-(0-f3CN}1aI7s_=a&`49Q>AtCP^7P?wszHe;2;(%r;Cfq6m_}Va$B&#h}eIlAq5w>}TcPIM$dr_uztY1X0j3SWG&L zWWyozZZu0OPox1uw81PKoiKtP!1me?M=9rHqXr4&r0LEm3X%1{Q~enBOp9NFlV?oJ zlQd*B&7_)g^NF#lZJNt+@)xPy7f6eOV96kNEIjh+#iLVxVU|Ob?8rk8Oa`u-E0WX= zE0XaHaCXbywwftys3!rgr$3ImCd{WkJ0I2l{PG2jGO`W!{E)SzK8cCOaBk5JJc7TD zwE4@w$o+KPUZW}ZOzJv&JJFXLY=3Re30zM1=-*c`FloNsZt$b|SPNYAm$L}5{qIWNi-jx-g72v-(MS68C%O%pyMQL8SW~+GbYNX4iRRNGK4wLZ3Rlhi7 zcdI$zH7SI8R0$MW^&Rz4{>#P(D%Ux} zEL71M%|+K4>w8GzxW=cG@L~5YJK*)M<8M@;pDEL+m)1@v7G$nXA@I$#4IZcrwQ7;~ z040h`B~i#j+dMdYOX1!pY?@1g&vS1DmOgh_cZ&1hU<{F*aXW7+)nqGU5cBAbQ z)l4UPwvmiCpstR;*V7&;(a7=82OdU!W`;lI?UzJ}ywe#dEgZ{YW@tYAVokal)cu+aWe0$SeiExo18|THac_-h5h~jX=4)|oYdYIQpWkpEJ>wh z=E-&`AtfH9tXxe@^=qw+_WL!a4WrWVXeh#_3wS~R>vyslJ?_a1L!G?bpoA>xaqd)1 zx9arxr}8w){Q!OA?UfO02<6WYN2xClQ8DOc1JTKjN#1`{N89aT9KGz%K!+rL1UOH7 zi4Y9O)5WA7Gyyk+RoHy8^U!jc!`ya11@dMLZ>d-8?oj3s zV}znR#k6_6$XtGqiaMP`l=RG8UwzZ{{l&{s9Fa#{isJl&o?wsSOeeWn8>#2Cn*^zj zaL&f>$TYb}`m|-I#YKd*ioLCKOa#P=80iX(iCue(q=6Y}E;J?^^nRpL>cMyja3USW)CfZc86yf z=cRCszSK;og!;4IYiP|TwMV5^UH>Lkv3O7_M~u+zI~jo1F(`J`Mx{8@^CnXo{sxL> zr;9X%WIw#=nR|xFp6#+cH@+IR0n5!yoCF>|@)pR7XuQ7XWmR0ignOp-$hVyRUL)uX zozM3+7U#}OW+`T#MZ|yC&hF4mZ!E!Q=kgh3nI79=<4vzg@b3=f_7~f|ZtI8q#LPbM z@|{P2Il&dxiKi$_EMFAodtx>l795kU9MNE~d&Sq#(K36Vx$C|G-bVH2-^gXhoL?$X+FV&lXs>vQ2l=DZ3%Nd}V}T`=+T5(+}^A z&?0C)o}%Dc#nD*F3kP(Y4Szaq7UlY4*0$L`o_Jv?96^C-DRv?8JJgdmW1DP-h9{{6 zvVmfSKoCp4;LBkBn0n!PZfdLRRlNLc zY|+x+rt^FIrA=Q@!m5Pw(5Lr6%@)X~09vc=hmREN5UH)l1p_~B5!hp02Eh+zIf~z( zYAs&Er#kqSWjpTY7L<>^G~jur!=sx-L^v<~K)6Vq)P}pZZD+%ZRrMa3KqN?pXxt z!mc}pHuK~wg%9=X;Pl39F~Ti8?NWy?v5d_-#W}tt5c0b+Qf})+{`=oQu)#14Y*L<4 zbT*5z^gVm_W;=M;n#OJt4Bq#cQQ(zz_(bC`I$95|7ZV*);-;?)=--vC2XuQoU)Pat zi&}1fkoVD6cPB}-Et>hE;-)|_9q%$EQA8k){85TB0gn%+VAE}F#x>B`fLKvkxQ4=K zshZs)1F)nwUj=IBeSm=Hqg$f3ANO(^-#n^N{d~L+FIU$~iv&fm zHE#Qm?<3DI_Q99F>W;FJ4|Zf_w)zQ_mg;ZvYMft^Os++S5-#W0g55)bGGj59E79tK zSy`=8IvkNW^14z{6!I-dN|inLyy#$?H7E67`qP_U@#NqquHP|>;^epJ1X2Zk&C$Zq zLa(`vUyTOvn_b>(-Wb#wy)x?IS!c9vw)A}M4-lm+M3n2ykwprB($?VkM3Oj?#5zP! zu_4DZa{f?;v>5$WuI&5tOt&%|6l@mmxf>_5x(1hRYC3nFbv%<^E7yp$fDtLSM?SMt zak%Q1y4655xdJStlfAG}ix5TL>zy90PH?(=xRtuOS1#`bx&NB`#@Z_U!2zW%C4#ks zFI#`1Qg3WDjdSg~3zfo_;cMwGC~?)0`U4j!{E6)-o7Zl6mi*da9PbR1UVfRpi19?L zjdlh=b2s!Me9Zds1Az`r8~?}kxAwf_?_a?lYT2U;6ofg_T3rwKy%A)R{MqEfMO&%9 zH}2NhH7$=hHl{+=8ROU5ikVi;-wEW^6DV%m;EOAVC4b2H9hv&hIm4glBiQ3~s@mgn zwr$pq<56=vqJm z($M>brr41?yqtuHkv#G}%%e0*|2&cRbgqI`4$t&&^Bp%c052U}ZJOws@R zF8~M}#~bjQ^Y5GVqDTQ={<`M5Io$0h)(xajy|32EO)8}xW2ma82C=B!?$nq45ybx= zvfctJ%CLL;RV0QGh6d>zknZkoL8QBpc1Y>&Mw+1&l?DZ*TRNp{NRb-4;d^+$^N(}R zTC-RTOgwep_ukj_+xtP8o^HQA6xk7QhIfTKM{*03KMvxCs32oQ^8HQ{KrsXQ+=73; zy&JN>3C7*Ai()Rt4xVrC@$T8y`d%Kyy`91BQRATMBlk>d16Xn`Z_f92P)EglFWetw zCW1aaXMHt)uc*hO2&%w4uIlRBgNFR4>ieWokm?Vlfj?xPtVH`Q%a`>1*WWEJTQ5skGkp@XT1POL zwh|~$F@v)l1VrF;qQs`{h-C`CpLFjIk7YOqwgnrP?cNh_$6yX*DkliBUH&^ata$Sw zd{@9-GhLVC+jh`v^FjT8j za>z{_((cb2IHr*me7M>eN!1Xy*D2RCXH?Au3mm0?pwYIQ`W(-5{_wXraX6gVmLS&}k-7dpn z4fIA+fnuw*Vh1JcS{4s+MRL{=xy!gB?tjfz0w4W} zBZ4ou`pNNesvrY&)o$s_&n#{eR(^2217eO%JBITzyMBJ6X3=$b+DoDz6 zseZV;P7vd%+vexFhr!sa>KCaGJz$bZ6YKB2kqAo*Gp;f2hJa-3H>Ae6uVK#VsRKX0 z_}HeBsW#1L8G`cD*!I$*Fez~@PArLCRDVgdm6iC6-4yx_IHwh-2_tu1alHa2e>fVO zGIGj`oqqm-PBd3_-i26N37cf%^{8r2EDd6&HLB0c(q9YVTZC_v zO#sE2svXD*uLSut^+B<#9t=-e4-T>xdqIib{?f>{;QdaympIcgLsnF};d3jJR({*i zsch9h32WxNRwwtmCO*AO{+G+!i!SYafS3zymw33Mt5=Mq{8-imXf!hU#DCD%dgO&N zt8d&E05u?fl>>sb3`CzIg8ydTK{s=M#u8UvPbIWixQyid>N{MbAgibJ^Ta>h%hXgy z+z#`Mk>qM)w$Wng&{(TasH=Gsv5&toZ1$|cpMfq{o69tOC1S3B|7TE$Kp_@y0T9EM z7>&4n%<9-nb7=~?23%V*d5>B2xj*}~zW?)j=XClJ)j$|TRYlf59Vb-Q_UM-GfU7k) zx>^KJWk_nJW{aw4pgNRCeIyffHA^>EYn6Lao|fc&SA0KKf=cj_suq`P96!IGm!4ZTZzPR2x2ds#E&&9_J2mns)C{RO^OcXOS)=HmCQW^r+=@*f!svF)_AR)AiSOwnHu4eOwAn2y1TM?{^Z7 zI%o9mKR^t$M6`cNgCg6+87Cik`0AMn6Y1^)1l5Z5qg3LV;{A!VgbuP`jFGc)|+2;E(ch{=ma<$tExO&?C-8%rh!pDxp+L+fAb49!byrAri@bV`4_#5q`XGE=5I>J$^| zir0nGxsfR0O!@I|VIz90gcGWUGD>Vm6fRw@oi1I;UqG%D#UIMx5GYni^lXDPU7wCg zG%w?rdc#qOw?_n4c{LXnkE71$6C{^SN=E?60tEvytFiQcMgyaPGf5Hbn7(4)Z)S8z z9A2!t_FB7a%_uF(v#QKt$Y>_F8b0%R+ad9Msie=m;R zlcw0(8LaSl=X7e6YOR13dlH);e{r@M3T!X^QRd*g7m?>6VHniZTJG76 z{^b$T#!mXrLyv;TV(@+U;R-NX^=hr6>x>4cAK1!U97$NjC%U_kmmk+cafT~_Ix}_Q z-I9WSK-GVPi~$Z7MQ7Ukv{;DC>?2=?3pa1q-y6pF)OD%S=NG5H_CYV);&#AGAQi|? z0WpV`eaynsv8*k^|9~pSkuSy~)fuxdR)5F->n|;Y*9_tkpc&@+x0l#74nvDRUk)CI zYW?_d|1w0$ZlT^D^>hQ1y^*?-O^04;pkG={ut>#fzh34aa(QnWCDg@LL2$mo#q zPL?x}@@B-MW!7AriD9_bdgui5R!(rHR!x~CK&sw(oxkpGqbFc$u;H~PJxUs&EPY}( zUbuhiA;U|TsdyE=Y}!u=l$s+q-Tn<%hkkL%$u2ZV@lw-=Ic<=y%iV_5(;E*&N{qO- z$X9>d$@9uirc>Bv_GQ&U$T++r=B{1K`l5Iai0vpK^2N_-U$vaS^UWu`e3(eVqP^4B zVb<-+{^%0z@)@5%{fHql2q6WJmAdn8JU`fD@Vnps#GOT@@M$>~Qt1IEs#UV8t^APN zt|a1KmfNkwX%AQ?S{W&cWi2*?Jgls+fSX;_fy(W-xJ=xj>H)UR)faLYnSYzYHZmd4 zx8~l>kJLsJm|Nr%5vnDkZsl<(hb2k@y;4wKmNz)4fcShLNKemqaALvu0QP{2E8;sg zpQP7K|983QL*j@jDi+Ba@8euBG5*m&Dx^PLJd>&T9njpx0lJ-K`^(rXR(T$(mB5sX zP>D7bh^c=`N)@ctj>G+)0xm(4|3eCi z2U1cm&NNZfvzZeQ?Yb*evhP_kRBgpYB+JLY;xo!lX$#Z1q^mUPiz7{~b;Je|`?G(4 zhSs|Eff*1DIl;+r5)nF{5LaZ(=HmA^OjOOQsEEUJEQ~7Rc%$;iAX!yXt>urNTd-_! z=I))~H%C!?QCyg7N@dwgKk?PL++Pd!nr)uusj{8RP(Pp1yT#9%z7R-3 z+F9yHp%+Nu_IH6m!i%& z^E}f?g*Mawv^aOiJe^` zIh%-F*Q?U7Mjd4eq%Fe?-Yvr~>}{&CO1vWD)8HQNi z>*VG6MW_aBm+KM)qKaGZzh9W)ZQZxA1~F^Yv-93S5NPC|a*8?k z)w&5!U8yz~`kfk-qIk>~tj8nf<8eNp^&o-3#F{=q;X8DkVZlj!ji+2rAo#lzV!LE2P=6l_1nu0US?{~9_Q6^t7f(!Wb zzBLxFPw-QOk0#g-CVH7A$J9}a&gZI?>$nCJ%(TOOKP2{blC}Dr%0EW9rU+(DSt&nm zvxVmFgiCD7aelp%dQW|+u!PA(sD`Zf2JaF>N?KVt-Zh0YIxICzEh~sSS%^P7`Kmk& ztV&z58Ci`BF9q?<>!D>gu^ZL?TD9eQ8vSoZLP-j2pZr+> z2PN6rc?z-pwq}qmM#xu#YmC$+oWkGvKHL2|i}LhzCga$L@3~9(n4|T{EMu z!`BknGK^lAp@^Qb6Ci2XyAdFQryMJhrU^^a4F8(%ND^exDbKvPH+&(L^Z~(oNv4|Pr7}llVp34j#N>~xww-Ky$!~VSNZ}{#5 zvru5lObc0;J2{&Ye+N1(uGUGw+_sR^k@bQY33oOf;ek8>{=?1pj#>?ak}RdqPBHI- z`4YXQV|>VC;shsdUgy5oS~^W=Hj5euQyHt)&J{$fp>PiLg(08r0}KOW9*Mb6q}TuT zqm}6J>meR~N$wsF9axf*ZBPJ#@Um7C1FS_gF%-Cxg!UJ83P{1-R)*=)wh(I(gGyK) zpu}DSA*OM=qESy4^V8mp3pJ zoAjk|kWMk3MZoWe$UX@qF1mi5gM9JYNMru=u`cU7^tHij-|u3k0GE>Gq&qc^$L#V$ z)6A1A5izN#i$P^|lloq7vS6CH6s8%xlZj%J)VM(6Z zpNx3l3f%DC2$UlU+QQX<>u2phD2DprH-8hba8vV_d#gj&sfHrlHAAQAvgFQXu)(6m z%*egf*RbmkZYPEQH8DiRM?dkIE^?YyFoC1|$E-6zt4Y9)z=1?jCmvwY~m2~zA zL^Bb$N!f!urlPt@&1esJ;j)wcKK>s{>+BoS+zkEH;dNd|Ng7>bcXD zy|GwfR_aHV(K|tcTq9A$x>BILX&;WsSmHx`J}7*5W0PV#ZYiUe|As%{%!@X2IP8H9 z#LrxO;Uo2T^U%cnB2^`Wo$nKiuIIs2zAr&7xKaR6Ru)MTss}_BOtjhq?pZZYDNnG{ zs>19v)>k5T{51R|q!E1U-}LKj?iN#RKUm!<>K7Dzz~#^p23NkiB5IY@kM7RlfTi-2 z5v1^6pKRxQDNgO>r+?^pLC>+mi*Z9PPQT%zuR5Sac~Zg-REp8VHOg)1bCwG3|3bo& zAv4T-$Uq=!YTH-2}zAb$u&9f=u2|XRvv%4gyK!zERwo z%u+1g>RxapYtZJ$5+S5#@k)XDF_o~rWF_3)v?WjR>U}MtIr^%>0!EnV-aZKo>sMM! zZ)2NPhpnC=w_#0Y4s*?w;J6wP>5woZDGfX~zn;jLZ0GXXFdn^j%irnAJCqe4sJrml zHF=xeZiPF}pU0}Ti?4p|_I|G`5#o<`PvB4HPku*Pp?LGN`XT-(Dj=Tf$j0K4DC`?R zF==xjQHl%zsqxfj<7UroK!r#kekNB=Z0a|Gj%;5Sw~-)zV^=q8;@iY2 z+)$0grdYatfrjng)qJ?z+&|URJ65JytXgH#iZyn8`wKVaIGL@_>6plm_kXxEj6Nvc<-xlnMOcbpV!nMxgfr2sOq=}oKner_s=nu@KQ|K! z*M3#YPf~LT;UDibwf;h-Yc(Js5~RyQkwbvM7V$N;9qGok!f;EF7&`PA5{@7I$M2VK zKd<(i!H<#3{w&E|-OtgTm-`qGUP2Bv)KQA0vrmGl&I#_cg$+2py1s{PYSaw6lz8=2 zWgd0V;*Zw1VSGs^xV-D6FtUC&m>f)dPZaBb_00N&h%b19V)s-~*-y*%I`wqA=e5tY zI0v8id)DwoU>@nJ3SHVRXgu9mS|_?NA%P7)ZYr#9=RXeko?)(-em-}RYGeuoNi*;q z0cS_Uxdp%^Or!;)BWRF>HYqmx69rzNVsVb-2zVKU3Hd*K_t3xG{gN*%Wzrq-vQ;S@ zM(6GKcz-$Kvy+#>HVkOD)>p>|%TIVfwnODWQ3Z((J8f5y407>i?1#eLxkfk34D8Ct zbXNWKlh^2plwtT(B`Xnqq|`L_0|eQk zlpf@|)rA_QUe%_ld3uYxcFJF-R?D3;<;9a{y+QF%{`$JTBsDrOYtuL(=G`{~Id9RB zALN9muH}>P=;>7QA8i<)b&y?zULSt#q!8Uw$nOn{d%%@qz!$jod7Fy(aE8Iql%XUW z!0<@^!`NEuz}_SjJkC!Mrfjo>4}0yQw{+$9&4C$9V|RA*uiETw!gS~*Ou&&5<~vm4 zZ^AfZ#yYmq7tfRr8PPWe(6*?nIy@XtHlrW!07fTP`0ZJkiHa?F_8u`^kZ zJ%6(52QZj$BSwMj<4FQ{-=E`Bpho+|!i01ZZk9Y!B`Z0wF8nH~NK@G3pLWBXdJYa9 z@0%w>d#cu21=8^nGb8%)l(hisHSYs$m6O(ry&$R>&aX&DE0RK`=yXPLwxe2u?B4j6 zJWMRoBFjOX6db9^;Y8jO9`ykM1zDmVp92nN79kK@&u9)R0+bU@X* zvl&z^{efMfDPKu}Sw!LBl>6&8Z+BjodrLTA9Czjw3f5 zBh}vTn}ugQb&~Nm?i&lFczGJk3X^}6rLoPjIh+DxIlT534?w>}m$c-alHlueU?4hs z0^a=Z>Xk_It&@mj7@g4_pwz54T&(!I*pB+IM?-$~dJZ?EhvtuSz6Y#Z=sjXP$3@s_ zwAwYxTf%`wQ3`!L-48fpp-J4I=yNvD?B1*#U?rehyV02s_Es!4F#`(^+4RXpf(1Y zB@#nc$*z<9#hpf3u#~6X(!;IqeoZ7kCGAyri3lkM3-QJ_wZ#;9{cw0TpMwp!tLPxw zW$;N|d#f(Qpd~rb9QMSA4JXma(0`+K8~)X5O&J^Jda|MZPK!PF%m%a0ZL;Ie@V{GB zEAk;hw}-i=zG!$gAJ81V~J2 z05-?I^~kSKyQObz&R$0awwjl7LAE*_&TB2jNP|q9XIcMuOC_Db9h=BBxmvtPX2?4K zza1bza{L%7dGc$o63RH>$Q>#n&maF)ry~0+KuGz(!-m*B1)@&s}<=pFe> zIX@%XdKm;7d@99_MOq8QCKpzmnR$y|$gmI%62#ZkZn`_71^4=qvsApm7Nj1sZ8wq_Nx@Xp3L`;d~EsF_<1$oJ@@zX>hv%Lc$;P5`-IXzh|jmR@#A4shLgmQF053F ziuW_+yPnUB_wDYhS%}0LLUa^kFvL+NDqHj>B9u}u_TFjQUK(X`ygn#HKvb@cHS7Xv z-uJyvTWwdW^-+ym3jw`Jvb2g)({grwczE6#Cw!QLZb(p10L^7isgeso2m_ua>8ENr)%iHi>b& z$>eMSGGfB%(o!Gc87$6$+buU~bq)>wY1a4b3kbBfGjI{;qsH@gCF2Hb@3Cl`$F7iT zTdkLb^OLtyR?BKegGS=(R0*m86G@-ID>&L0|40srVXL>j5E}sFK$bwG^e&Jf`LUi8if8{a;6MJd%XH4uem&}D{RAeU?N}jk@nhP}Y`EW6B+uuI~qQ$-Q z2apD5SdSitL;|3S#_mM>N^cTE9e4$cnKYZci33ybNREmrl=NFRyeF;87XfHmCWmgB z`eb{|H(_;H_8KdO!}#bErzyMot}~0jfp+~ueCbGaY0mOz{@PRi%Ogik8cb}4HUqqN zdAgJ4);bJc><8=8c-vIWPv$#~=HL$2A^vAqsry2%S z(OlP#US%XI1Ue)a94PU3^Zs&GU^U>j!Uxy|=)M;XQ=4kz5Sj>FUplW!HvLW%eAap&k?RuN6|4Q>q`}vIF#wC6p z=Uf5IZjp1|3Ir$p_E?gLzsXc|>b>z047YFl`zdIStbQQ}izX7*&s0OB|&*oN{YNN+mYfcgF?@Nv&` zuG@`oF7W)1?)G8x5x*Ij_htLzJ;&}k44_X&hc_N>k2L<}eSv)(^gEkS zs60&lNFzn96Ttiyh!wE5Ihtt5qrWUbN)h!#?9Ia!Sg9OgsQ|U*>6G`$wryu4L1gs4 z>ty6I*o6wUGfN%IfXaLAxo(`uVPm&{&aM_CFWy?+mpo4c16I^^y*B^bi(Mp*n%|Lr zbt_#(f7}KbGD@siV-l+#?r(F*Tw1ska)`Z8@jXYo@cbc2sZ$yf%j6$^)0j(5odmqD z;Q+w~=E4K83JH5?@eSVX(rOP4Tyaah3Y)god+gVvi!<>*e`k9bodn5K91Ke**?4IO zn6cZVB1fu%3a7J?`NU^?vttLSBSj!fH~>#Jy8H&r436 zjJ5SE36P$OOz6~5eHOY-i@kobo$O^!T^^L8V~)E^mup3c92`?l`xNl$*M`mDZe65O zIShjO@F?M=J^sABrRwyQomq%*wWn#zx+gL!W84mdHqf_tIfyG2>EGC@{8xM!J~l=d zY(RJwIY88^S8u&XG{{$Tb1XHCfnyr_CWq1FL`Sd33P)NIoog-BDnp>!s$=ZX8{Bw( z{h|?(7b?~~iXQI2AqsH>wq+9M_huZ!v3%(qXM~w$a;{tdsPRwHzM;OWL89 z4ijm$wBU~jn=#nIRqU*lCBS*;FVHx}_+HIP)h)(iy1nrdRZzi0^16B6u0eS@{!pBU z*QYW4?#=C&1bez^vL3!I?~QnY+=w7mBK*=l4Gvt-2gKJ#8?)%~ITl4k13tpq9H%pj zc(1^7Z%4^4@}m#fXIogco1f5HnIN)31M?(Swi!-#g1=Q-0g^Zu|DtLFlh->0GSr;4 zY&s|9f7$$uqA8xpI3ZM1CZ!ZUQxm7_q0gF=E&x%xdg9r(53A8lJBNMjB!4MR@&!Z` zJpEV3&g(3YRoR=E{+jaoFx+ZiQWQM4ne$0h(clDIf!DA^%(tCq0B1E+f-M>+AZs|Y zJI5p-56zszJ~$rGjo8SpxM$8!RncYiJ3EFH7*+~uUcftIdG9UJ>KDNwUEO0MN1{`$ zzFv{5_!^=#n!o6rIt&|@(!5ciK2rZegiBbv+Bbz10`CWS2LJ9PJ{*^ZsWlXDij}FQ z>ULuKg>1WqYf^^Aa(lj1&gV|nb;-Irhi{>zCHGnr(Q3NS0hJnc$LI@osq| zW)~($95G2eIb-oS3bB#d#iEOZz%!{AGK{1p{q%{Wuv=AG>gfcR_IuBU8w9{Z2)`9R zOwA{AZtQ#sj(kaGv*Leg?A-jvjTiFfD~DZ5w4nIw@r2@3X~_*f6}c!*vyNvOeAAzg zeWfDt!uUcNIc?-Jq#)njdhXX_Ir`A5i-e*I%3N04j?qcaqkl@8Yf9C#xXgFhZVzW+ zdwE)=0$LFX0`-Rg?C zbKL)c9;n177(@7ZG)}T%mHRiIK(-;o=R0@}ti65V;#aCoe~V%09I6_C?3l^32my>U^0n+gP+% z->o2S!`C^Frm`KW{Ww$2p#b}m)wiH$>{y6KU~XVtAulO1Laf zns$zrX{>JvVft;R3eyH6ycYnxJE!1LEf|r)u;hl;AXnH#X7B z(BMF2j%$JT&NQ<8PbPqR-)s|g>7yxR`-#*7+#iQSa~RNc^P2Sl`nviMbs;j^g3ll|&UL z!?{P7AlTK~Z6=9~lQ~Ok_7T8qM}S&}U12n(X6i)Hd$4k?a^hO@XiV)#v;wRYa4lzb zk!pEKxH+587a3b{gjtA^XaG$aesusq?k&qE@P4HerW!t*a6g#|?s-SjfA?Nji--}V z`bMrm!0IsBLGD?bRH4@BX z0s27FG46@W>dnlmQI9z&?a$+C!x?8oN+0^}kmt(0XtbcT0Ns&Po320>gozE@Lk4}x zwm^2i`0B+AUt|L_^7Ht&;#Wx9f}okJ1n`@V;xb}J8$Wzd92^Y`T+9?_8wMxq%P5-s zeZUhYt|?1q{rs6xR#`BL6ETw4$>8O)d^7Ihp7e|EAX2C+@~*U5%$iR9V`do7Uu%oF zH(7$NMQX3iE`S(AIG~#^j2}4@Ki!x6H=}WsJAC76{;3kbj00Igb%hzt93ELKhycLg zrU&}h#>74y?Xq(yEh%Sg$SWY$D;g%uqH52s&G4h(pQAq92Rhzb&7KEKA%%WBAI{$Y zM%`j)KdiZuY^@vrov4%uqIYxa68ikLUI|%Znr^GKz4Gmsgxi^~E(`dvynfJWGST>G zQokV2?5H)0Gq%U;u|T5$S4ilFPv0{zQX%K6QuO-Fj@*mq3n2d{)w5Rd_glBpb|ljc zQTY6{hYV2IYyTvD~4ZXD*- zcJElOsSIf_Nedng^Bt7~W1*}iHo7jjpL#!)VlQS9i(@QJ^ld=jxZfV=yiuLkv%tlo zC5#N8gG;?YEy^{;7KHaz;c!A%tAWXgnwn7RXOEOI&x(x{ffTp2E6uh%Lh>IeB`EyI zC(Z{&Ul5t8vM`DVkTI2TU}k4royv=i3%tP@)ODs)!CaOVD#~X5{5FtH}ZC z_-KwX^RC)!kaV}XPHav4`2Zb0VHZZB@$)H$wnT}CIrR7A2+L=``9fKv24XV9Ce1qv zvhFOn;}c1qm=AW*P|?W(Xy+JRst2;Ns-oWRYgXy;t{{R6ypx`waCCwYl_+!ymYb^t zOV{wGXV%DMm92Uzq$FkBg>)uS!Qc=jL`X-jU{)jdJemM+DcG^}Md>f&>mfNqStxoZ z{Q`gH)x`XeEG1Ug0+}@QFCajBVyB|K%^K(2EjW-j=WtuQO*oQ?5-xD!2BmybKRT@z zjrK%d(CUc~LOaC)k~E86&W|(L?45v%?x)BV!Gav`ckMK%@}bWPyK0K7S1HmM3WQ%TLPZXvzsk z;J|{Ys{kLja%5sW zBwUGWdkX=zKMgB=0I%`5*@8#uVeS)Wg&GBI)NM43PT&W|iSjL9%M{QBx002#g0Es) zWo+5A$7BvGRhCb2_{^atYG!lZO|oMCYoW@TWA*n zK_MKaGqMa4|eYRDqw*@C7ts|B53QDDgCZOp$#`%us`(xGTRWPdh)82D(a z4>t*uW_VL1!gf4eC}x|kCDF}v94RzT|LP|^zGtW*JkXG4(zYlQHw-5n zR3=Ap!|H;$)EVMg8oNA%*$&RB_Kn8{cHk9$L1dKGys(s&2(F6LxF2h@A(t|~lkl~D z?j?7852q^)i3th{1{Rywg(1uF7O^OOV~5XbIKkTc$XE}rJ&TwyXi+_j=AxJ~(`XB# zf^XW#)|w8Rms*cK{l<1q+ko~w`}@OCFI%s6=qT3cGm;6LT+9HCjV$DgmWDOlp`(~$ zB>BbBas4GzADC>EvaoK;-SI{8&uO~q^|1^%_0|=~?!!)AXV!|!dhdq*Lbz8Y@xp!# zFO1ZUwcy345A&U_KRZW8Mh^ML|mQ;S(wP%+%MSZIAv777N}&6Z&g zjv)_cn_ucFFpZYD8-nM!dbyHK=xOBHZp_yz+m*LIK)XfUbU3r@sErU zCn6))sP@HYCn>#pYx1$_d9SbE{qrDV-8j@-V(Tz^N)p`JMk%u;P6U!wEwVHYI#l5y|6yW43=G|B$E{KXr$~%?%$-IjDf$j{f93hWxVghB>Ou^?6NwWVvpez$ z-eJh`%;S&rj9JaTm7d<{7;~`QTe45|TYo*+7t77zMY3hvr@eZ3>n(JpD(vjH-TPPE zB;xO{NrP?i-|M(((hJvsnU2%?9r__MC-qzB1J@fS(x7$c z`eUGm0BgtS%&++6)*S-clmGmxhisr%ug6`Wa_jH;P^?(`*SvGTye~V28n{8vx@p(u z<#LGHHEzzg4y-=!yp~lHwv5uIMnW26YR3^Wzt|By^X1Nm30!g`%M%~iKmP66Am4c) z5uk$N9rvMVEI<g9B&>uYrOkeUso(c2>R^_bFTO=Qlk`W&jHKcCwxq3(W@$pQ`)QT&k4(HzBJ@gY^l@;bB}OM2ik=*oVKPd1 zd3esNw3FkK7)a~QJ%eMS<$Y~qIW~mW7s}ohP6ijv&4`jG!Rgjid5zB@Mbge(B(gE$ zrhYu$(=>K1eednfpo*ta62mD>#90{_I4|9C{4?Z&I{%_`2<9HIK!p&i2wZpTy&h9R z5t|k#VzY+g=5t#9JS~bmrq1{}V&;#xTH-k{q?w%`AZ|T`PeWo!OV*+xRH$z+1;Rv|xU744;~LXKY0@8coc*#JCrIa=wyR2NPeu z85aA|}S|uFId)mO%2xn(!ebh7|LiLwTm4gu8Y!yM93L zPa$V-ZMO$HQG`+7bpnKmm!^?w@_{QCm*~ij<|WLqD0frgNiXDCdg!2a{_twg*4`wZb9RrVO#&n`p{RXs#_+i&_)*(jss6XWI0v z!rUFj2FJ^t^#@9&vGa#f$wg@hJNa_$@=y%a*~VA=*z(_7WZ43y;75aqqP_EqICN@q zJRQ}I;gMHkv{=EY83Cv`HX;I!M_Du!IM|_RIM_JW-dHD-!AW>dn_^=2$6=e#6KeVu zWk~ofSuXZwIVfH$d^CaiWRi1RDUvwmTN6{FD{R8!i0x$6S~9$AN<~HI-~&o?)Vp_# zT76eBR*4Wgcnc^pDm+T1rL4PO|LV)p?@Rg_*o*}Hw;l}iQ?oEuT-?ILHLU-MYoQDWeT`uhR4Q@)t|OOep1j;F8*k7C3>(G?Zrk zydd+4)8K0C%OESVbZth;1@GOR+zT#T(o{ma;q(of6;2pS5rl)6&^$L03nloN zHp1r$(lr%5boU=f9#cuafAKammXShWODWH$-+?k~y_3_w{zm`4$ zHw&_#7w*S(_r#k0+_>S|$iJ?RJxV>gw7W05z4|C#mj?->JLT@;%R6X^-=;9W7#FNe zjcIJxBuY%6cEqL0mS_>-!jUUYMViR^nFtL+X#X2(l8i*LE#;%1EAqijDyesLB z_x;?kRi6VAjSJj{+q-U$Erz=yrX?QL=j{SXh$6t_F+XEka58L{eICkG15GYftu1n@ z`uDPdJ8+G?i$ckjDJk4Q+t5$_IelqKF|^d*^yrpwVk9p-YWlOu`}g(OX<W=V77B4sQB1gf8O0L@i7XvI! zXl|yZY&2GRtD(nC8~v9@u)sU-2eJPQrUmg2?F%c$b{IX*?gnpp2$;?jH$JFy2eb5f{p-1ZePc90^4VL+=0?m< z;=<$f=89jm$;UHBd=|=noFKJBH_Iy{bLqnd56!x=Mc ziM+by8xo}P(Puf~S@@}ACFH(8=t0F%wc1^ks+zAd_m}FSxt6E2%zQ6kWxbuaJ*Hgv zrMqZJ_KEA{8Z+E^^N_E%Tc2?#O+z&CZ$MO53xR@ZkiYNemN|JG0qc12v@7wg`z-A~ z$1NtS{E~X_I0PBO)i8_g>)kPwcGl;eBE^Oeajgrllh%9_rI|(}2#Jpthmx@TG-Jn3 zoYj^Ee-Xhr=zf1)lX4OdbQx$Tz7b*M8r4ZG@wZa}YjNvq}&>uTuL1G_QjuNK<&!v*p*bP_HV^7i5jT359&5a5<{kmLtST$@<_+!56I(Q_N zH%_2GmSRKTq(~FkvWK*+U$P>it&~c$Fm!(Z6E1u)4zY) zg0eCGiQjoQdaF8Cu5?RK3yUIQOp!)FmePH{QDNd-n=_lIj8Y*FJC2culh>6`5_Ji^ z&B>}T3g4s{ff)KGSBS-KCm((I2`wGJ;99jzSNL^x`mLe09$ge?%6_%k>u7EM@F-zR zvoeL8Zr4xwm+6);5$k&H9Axo2!^zNXbYy)$^}EReJJP%4XHIF4ngK3#MIOnLq@~FQ zm8?kC<$5=-k!X`bpTWTFZ+@zVa}3HB2qJ&}+!c%-owCIkgr@4zHiL+Ruu>+n=GTY` z5SD_2YZ*F*_>s6d#_Qkt{VFi}si1R6OO5m?`5A>$RALx}E{%sAi#C5DeDKQQt19iA zI`nZ9+=0*??jg;Z$pOUzcf7{{<$}296S}x%w8-9?mgN%2_?NC_v~s#!ETqAc7bWFZ ze^@@PYcq}wXnlPXp=zh$J#RUQodwcHMbdOjNwO$Hxua?4PSdakKgVSXL;@wpEe`0# z$X2egjUiAc%7RZgJ|!?A0oxRd-;tB~GbRdog&_(Y>#GTTty`)j>5HN&;GeW_UZAh} zcf62*|BcfO=X{eIABiSC(mKmC1qShDCH`Ya+LC%k6Y}OAqd2@1c8p{F^qyzW8G~~# z?s*-SKYM&Ei@%C(SBwq@{HEPTswD3|3ER2{?qBZ1>-D}V=~;co&xGrNSK}hNr!=B5Sk_$kV9Vj{#sYteXOPSZ+L16%ttZ5TIP8Bdh>4XfWej3c ziu^7y+q3w3WZn2{pg5sAGJs3}_k#%6H5m_An(^r?)H}kJ7C>2`s34HGClb3>-_X}D zIfA(U#Lsbo!}R|=f|cbvT3^1_uhAyQ1qUn3N*>5E+;C|V08c{D6$@BNvONFi#sB@T z|N4cA4GE9Ql797G&iR;&{^`Q`&(8hN&o=|;Og+shkCLxpz%J=Lz1llM?Qv-Pp3v~? ze~$V8=MDe$)LObgeO0%TEj8}@htD$KKEU63{?{f0UmpBkuA~3c?Os)Txk4i4pKs3J z;+}T%=^;5n>k8=n`apGYynahDj}J%k$2Cn==!h_}w&DN&h}W_~{T@97KoMg%qXx{8 z0w@@eF4fhPlSCd2?LedQGjm#~uK}vQN=@&EHX4N^o<5yGn%dCt-It`eG@buB=1&K| z;5|4~zy;QNy`6Ibc+_)%wcbWGfg)a@gmOTzK zEfZ=8b&YCD^mTtfXoz2zv;wtro}DPf+P{xI-r$xwBGbRo`DrSFERpOCvsY>8n43ELG$eog&{w z9siCO{sbK5xo_Vqvrk?k~GE4)w{?X$D`Mj(oQt2r2 z|2nJBam(b9!L+y#T|IM@Mf)##F`#7cx3%%@p*Z4#H8TM17>H`^wi-)ccm-UCfrcGCRjjsSFsD2bFa9vSa-E9d(;xuKs``00sj`SIvJd_j2AKi$ zdZ!`QI@OP>B`>sKKz}+$r=rQ1Ns;^0oKP4;AVr7P8=;_TK;HxdpeVQd=T-YB9Rp_X zkd2pZ@CdR6fIG5$s*9{R@fWE6uU-JH7Ym(qY1o)OLo*eIXvZI}w=!__pL)Vv6~CPG zm^F3+y0qZz?N&D(wcW;XS6BL89$o+)jpm=K1c6#F6UFWmpu1MNM!q;)#PQ!u1zDqN z7B>T^1k_qD<6X4Ad<{?*Bpdrq%?Cd_4bSVR)a&?Wji%PlfWt_3{(DA=0J|iR_Dwg) zs?B$n6ZEa}zsBx=MzA(9lDCqDn_G%UOFeLb_I1j{5TB|>=;CY`1KexE3{c93SZ@a~ z3c_Q`T%ZG<*l`a&zvCPy9evuFa~y{UfVa#6XV*C_fDnFYuwTKghXFt%ddjDf>ErSCp&7;+dI z)^mJ#dTrb*zQF*%{rFqCYptQMjGo#%H2uXz#!OrLSN9ZNX&qX9Y!Pm!GFCq3ZCb; z>@ge8#fgip|74eR{{#wh`9Z~T`OQF+97BM%-mhp_!B`|QZP2YU;WzIJqb3iyT=wd$ zOH~gx+CD%@b#iTm0c>vs8ehn3XslLD3NW`I_^wyhN$%Bpx(Y!oB_9$U1 zVRM=(&ocHu|MO&QM5yB>s2S1#WAQ36NR;W(vXJ5bJsMAt+wM+=)^I;<=G6hiD3WU% zOoNb)A)^cjIzNDDDOMyvALEX6~(_M9fxd_q95rI|w*ESLkmm6EYJ zc>WVs)W6If%RQZsJ0&`j?-38$w-kTb~JNW^H>U2zRJ+D&aOFB+~HWu_1b zI_Nczq#)`VobNksa^|co1a?Fm6iSYBOn}o5%$Z|g^$q#9`j_5HvZ@-3 z6osK7>bTN>cIi9+?iZ}o%S@wnR%;f^!y6qTj^xK_2PMT1^#WC`7uimABm8i^dM{93 z{ku)Id9dAXkDG?dMgNP`n?|m5ND-?O7G+5&>Pw7Vgjwlw5)gv?AHLoKD#~u{9~J}| zl$Zf2$r&1Hq=%61R6z-8M7jql>F#a?R4k;VB&4M!q`M`D1_Al+dE%VsocDa+S}Ygh zIK$kt@4c_7TY zVkfP)Hsd-F%{0cz!4DBvN^&S%T5;+sr^XbIJ5SD;{9+ zPJqO%x^$C(7vXHm`fP!0&A2n_(RVv5tLL#o(v_##DFV#_Th+{;fAwtMQn_dasHaF` zYX%gkUzLO7(lO8^a`Yym{Tj8MiEJnVUobsIaHnI8;0T0sijgZPfL!hcHojAiQ?7sy z_NZ|pycSMwW;nYISEsy_Pd`dUi*0z-4OPu&6GPqM(!ctt;n%xx$__arZY_T8{y^Lt zfp`Tws*_EhQgqsQs_tcm6;$2zH(^EbIThcEW|P|b`#Bfgjv$zJ-g^+ zMYwT1X|$g5n$Q`7M4@ePjsKLvteUSqC(gB_c1@@&sDwm#Pu9&z zmVudujF^Q!X|QTHf>0%NO&jx~dV*6WW?ByYg_m%yUW4=3eX;9frg7CaAPWobs z`LcJl9#0sr-xPK{d%_Ci=M!_X0GIC)R&+R)*y%uDYGSqZZ(bf^iaBO-Ry7>e}TK9Xu;Rp!$O=g!y5^@oJ>tP?t=&ZlM7yEN$hzOd(=F9h zVMN57t@P~$KI?Dap8$ngoRFGH-=WA}?%`J>E*`qlQFRZ^?(yHHok{Mj%>Qh$?dnoYP zyTa2g(-63CUk2gqsL5%A(*LVJs0M#`$f*9iBnK-~YZ)Kv65atfj*HG%$*0d>29Y&X z%?YrHL>!g6nDqLzP7f#%%9OPN7RQ1^WZVF|2AhN4L5V6}Vc_zQo)6XU+|7qiI+sK* zD@X?0lDI^!!p*;tnGMG{PeUK-TlI+dv~VQt$$XWzctHdqHwMENWj$xzg=TZ*)ljOF_^>?$Z9$r4O5c>%=kvTErX2hW;X2+?h-aT(B7tK{b30d;9G~5klym?EuVhYp&gD)e(^9sR2 zNONwtWt1{TXNUyuxinf!{YL9EArrs1ukm%fYHr#!L(t<$wc^Tr!BkHS9Mz*FGkTD# zYR^f9kqJO}s581I_$v=+`6tbTPwzex~?&~#d|8i~Xt|Xw)iUlSpLe1wU z`a9C0QI+9)rs2t;At(p20OaGeJoYoh*V#1_2y`Bcknd1ch&vZZEKbD65q5i17$=vo z#WvxjI>&7k))ldK08gu&(#Cs%06Y8p88?y*H}9Ajez-%zY-9IsKdumDL1Is}R^N4T zT`(2r9z1n#=}odH^PP5TSvGxH5&i2dNc#1!v=QgzxW9_ZdwAGW!Z*m+>Ss{c{8R+T zF37}l;@w1i&h!s~r6Y;aywilpaYfrLY{f@mH9N3)SJGNXB00XGb^j{s$Ry z5l=FGQrU0J#MN-J(_*vsiz=J1EqCcn$^&Gitp0$4wQ+C?Z%2tGX&q?4*Pb*DIf25S za8W9C#W^_*w4}?d@gF~Sed;a%1(YYbGk;!|4?aLLREK(Y? zYG`-8t0Q^3a<_I6%G$}Qm!llS{Hooze6{?c>17n2W4?0J)H8GaY$UJ zUwygrA3M?C$K;PRY4BP9pvZap2Xyg2AA``+0r-Kciq=`wpRNA?`txSibDS=-f}z;| z{S<$^9y2pTKv^Nq=f=M;?Eift=~DcgccPAg^w=H%1O*>~uc%GZ$ESF91Bo~OR^MC)$Y*3g@{-b}&U$r7`)pzCs=mh?d-@GpOHtaQVK z=BQ`zw~gqV6ZRJ65++w-uJk{@q{*0hH~Jet7GGF?w#{OB_c6cmWh582V21PzU2=F5 z(4^;L!kb_9MIl#vv#d2G4wLIaKk@S%BoC90@EBI}))!ZhgG6Yuz1JFJ!*6xBzU(vz z#GZnlFT@?w+$)uXhllNioXci|mg^b(%h*(nYj(l|9DUiB>hq-V4XSJ zYNFo5bh^25pgc+7(l7Z6WS*3JBEY#2NU;QDZOMJEQCyWJ00HTT?s$xu;(3FDbZ~M8 zwMe)z{5GlPh2o=4V5lad%Yj5t+gBvG@61ThI0D6f`>ey4Evq<*qjXHO4X?kHJt(w0 zT>nuH8un{E!=O(bnwuy#5}yR^@JID5q1-8e!8}35jl8>mo2CG$<4q@lF_IR^`51^W zZGnbQWaf32L#F#Aux*+Gm_|>jg%7|8wAHVOUxz$Ze*sb`UiyImo#K(hd&~b-%luW* za0g^#zlut_m+;*|uB(i{?iN^0s$Z58RW~DV7qhug;wa*@gN)R1v5gPr056a^ky zxd;`dv$0b1py~+py2oxCg+aMhuZ+=SuVpe!qA1trVV%29%uDr_-Kj@E^d3{mEQ7ea zCkBr7?h8WALuvYE5%GeJM)v0ye;}uS-~0DdF>srfWp{Dlzi(`57Hm=6E;aF#AGLis z;&{8ez|nCB*?=(^9lV56!B{nsyK<8NLknaJHxUKO+DV`N-Ysw=;s+v{b0Y>AXco4Nb+P3eF2)3O0WTRQ${6zcW$p+LIIS>6}>ITD_^v=Q z{yacdbeT3!0U|}XObNV|yQ}ST!g#c9T2NvbAB+ul35CIqrfk2r6#7a@!nj1qU(SR_ z_&82gJ44wdIG?@$Sb5!y!CWN~@6^nw)(t;56=0GNPx_>S2a6I|msZ2@2-cNnC7CA%Aly(E81fYn?(ZA(5+YfgzJ zjCAR4hBm``3fgO8zHx)|<$vJG0Zic2R`H0AN{(*Sf6y)x6D$Hubh|e5G3Kz^m{LFB zG9cZ9E3v#4j^e!~ z;`vyq*#}H5!xZgF2c_&(mx;TqFxCtPJlUlKs=7{M?ZkMSx>l&*I9<*Z%jV6~urU=8 zp@qfjdu(E+V_-Y-g_K)mtIO$0N!pZ;1Gx4nfS?W06X4DeZb{D?zDzZ6D7BmXHq@pr zv%0&MeBTk9Aa2edAm6;d&&BgBEwfh%Ea%!?xaX&bFf{u=cJRNxf3ZUH&EN$N3;~Q! zX@dM#%^v;gv27MSJ?IN?$Bl!XmJTP4)^lnA#G{f&HjhP9Vl%!RgM@MaV#ZG{R7AC+ zCEfNdk4r2rGOTl{>h37U(%4}7Ug*U&!duC7i-X58{tMF)ifqefERHgLyVw9MbCk^u zex-{?VN!7Boz9(iPDsViL~{%_+v}Dl*U-R7X*sRnhl=0(0^9D^&*X=(-NpvTg9elt z#_}-rzfa0PPfclVY}G;;>C3DL7QJ;dyAE?F;OgRT&+YueJ3ufK%RR^ZhVz0e`2Ho> zZQwWS3Tyf^1XyYFjg^eUD}YB(f-}zG9>8r=mAl9BEov3?!#eDgV|Lj} z6Q61HWeM}_?45`tM@wbIC3xCY!A@!PZ2rEC@1S$eIYkVJ5DfE>$@J#kxeLb|NHRSZ zOQ%isv-bxy1eT}8=LYNbWwA52yLUQ%B*?wE1$*()B}|6qG~fRIc!zBomJ&uXh+R?`*vC8&z2W{V;j)~xAK5)o zVRVPeZjgvn>eu(;?OC4s8s#CY%C^eMhgBD~Z$_E92hMt%P-sR;!HCz=g;_e*bA)>%-48) z9+x^d*XQ8FK@KzV$h!syA_A+mME_)~rFsZHfHYFv85 z{ddUG{Fj|ai)0T<9A9gcS}RDJ?)#s%UCaK#YG)gND{`y8YNlc}kIsHySGL?fch6_a zZ*=;bc z7T5Dyx&0Eq5sl}6@cZobKBD*VDi3>ND33LbcZKiC%$K9nR!!MwM-i7XzU!R_ei`d3 z5(Q`3-h22Svs;%Ga&)r^PWJ}YP-k3^Q+{WQ`aT<5aYvmu;SJ6_ZI~VAX;6A&J^#a* zNB>f?KI+2|1&oalyBmCXwx!Qhsa<}M9gTO;5)D+|`F* ztNLKR%I$GBN39#UMEY}K5x?fy`v-6WYAm;-IH|%aO9N?rqvH8|_~3S(SGdHpS&0$L zeXbAMNh~9mJpwYm3um(u2jtYdUwtb(9~exQz1_XwSs&_d__f!K;>WPFY%Bqa+clHV z=zT4qx1%!T6Q-B$KEw%Y_>Y?ZIYj!3<9p%9UZP)5o^_?kx2JzOthL=dOf#+sibHli zcwF$ge*c$ks21u02U8N?7L?QtM$D|=$u8@y=5I+Y^rgm%w5GD#HM6&bo?6WM zpT!uV+J9CywP)$)-8h@nEcdU#+o7?VRm(72ee8T6B75OH!g(et_|kazH}ImCZ1)cr z-lepGDvG~qjsNI5#h&AKL|iT-!fvb|9BEcS=Y41SQ1C~rM7`e0Ooi7zI^&)mj!LY* z&yJ*NPdycTlk5kF4jYBS)(#CLq3froQn4LEpRVR_X-fU3 z6gu;RRE*9#TT>Fp6QWX=Z%>>!AFyMel8Ee-b#FD9wrn=fym>hN?67$(HrUpcdr`t` z`qfpL2Zlo*M+^lZu^&)ppY?*iQ%Gp+r#z_qVNg|>r@MNnz+MXVKKSize^&fuV&F|K zT|rule>TWp7z-rH~*g(R0&9eTPCurt_|>u!(nE1``@zc1#7{sH=K;#Fkxx#CO)A zHvki0MlcX}sT`OWvHi#HtVM^D&SX9%U|vSI{>r*zBJ%bpyAAh8v$?c~_r$p9{CT3i zCVm;Y+d~HAZmu~G4>Sd>gKdW3XFHM)p_a`zH?d(q^s%bcUEJgP0(0Qp&|CYltsn;i zue_P#bEr;aHEQ=zcx*LKopX#j$OVy!c+gJxiCa$Pw}_-nwEyDOV{L@7l>z@L%=+V^Lo9Krs<>R3Au=JdDajj&U zV8MQ+@Z6Oy;P-Yy!RD~*uZfNw&5{7$e*9C?i3?8^%IsflOVHQ8YtF1=Ja2jJk$F;T zUiTczmPbUp1HuqFHywhlKheXsCo9i1 zjT!I#DKh!zc2`u4LwS399qVE<>3CK%%)z02sE_LX*=7-|{TCw-!u%O7_Fdvn1)KCP8S5o=qVpsf8alO?+y+ zE7Jb@ZAp($j0;KPGxy6ILC=*$`H&3zrG>Rt6KQoYBhg&y`GVdDhMfvAs2(DTmFkjT zpYIiU0N=g+k7SBRiE!gw=XrULnYXNy?FM!>8y@R76BjO+NdpF1o`3&VC}OyuofUmK zW|CnkyC$$ovoY~`$0Sbb;KfC1W=|;EzTKm4=Vp|GS@sUWx|&KM=4L1@ z{v$&nMkb#hshu`#HS7(+O>Um{PosExpa2X_- zBfv7%s4vvm|6`2T!md*;Vo&1eYkiaMEf`eR$N!?udBik`P&Q01tyfqx#I(_(r*Ny; zze4M9L%3w8@k~fCx@oH9mZ^&x2afk3D?Q#$w`2#sx#zTtu3K7Q8kI^QuZtMT+JOm8 z?@M9Bv|B{;qrCTUOqc1*wlf4CtaJfc#jT*d-^08FjUm5|#0y5vw({SMV)lsNI2x+* zlF5}KodX*_^j}I>9v7bL2q_W9-Ue-y63bV?#Ghi>X}3NV@jrZ+%Bp*DTX*_C`Cq4b zkrFlvi=U2~RDa2wTMofQH@Xo$$3czXyGXF3mI^F@99y;soIaar%ql&v5qorHBjwLV$m(yEaAVW!8{RzI-B_j`#QU!A|21y37GL0iDIxkBKDYgQ7EiHbLYo-( z*MDCGrYFuwb;wlKvTUh{RK-31X#-VqXjpj%&FyPtL?z^iqxsJ`m(?@7kE9OJyyWyr zX>OZSqIxd&6ai+ixmxl0Xn~jruJripi;pB$69ayp*A|K~LHUf(8+DzpO+~J;WOiDh zbYf8G-@_JKXXAt|+Zu$&PHJmY)eM5yxJJs{sl^%G{nAvsV3OPbZWOoeM@DtJ;%x5w4_d^C~MXq=A}8GWq^362co7ry}ApM{}?BB zwXK(jQCy&_3y5U=&U?t)`&hkncd=tK^zE)ahL8I5>lEe`uost1vAEQk>snxNB_gCh(yYnOEX}P}bL}KURZgfm_o97K9+=49Axp*{`R(s3@w+6lv#<8{6 zigOAc(T@1MO4)p$ENnI0pp5UYpY*NNSA3ysWzvDd>RP|z_ul)X%xQ*Q<=lInYLgot zoB9^CbWgr)mg;o{?awE(4T z@EA4l0hr-`NUp6KRdv^C$5jbI>22=h7yKIw0!@PSTN06jvBjX1)r=Xheg8n_jk1U& zyG!)6r|ik$+tnjN0VjbQ!shb)<2|-Kbtblz2CU(cC?!m7XnHwtXu#6Bm_` zMkcU=5HcRv2~6e{6IC;I9sMXg8C*51;>By4a3-tAP{w*G;E!Ly(Fiw2=;x|gw%%N0&`dCQZd*1vl0 z>&>pF<*kNvA|=mG7KcUBE_8hSK3~;cu$}UlG4I!Uj58x~G%3{}x^bLh@ZnbQ!&o?J zKp9KPrVAkjDXXeWPZ1Q5x=J0RDNL7YXNmszvU`$4-7CnF6#+o5RfGQ|F}v&HtjO(O z3lj5<78J{Pf~R`n>4v|Rqq)L#(J~3Ea(B-VN=*S*TBanuDbs#(r`7-+kDxh?ywOjb zs}r6UM(ZEQM=BgjG4g!Fp#rXF>|mXT^3e~gvb?k{R`rtSj+`?iH)aX1;Sr=3T5O$H zZerrIevIUmc-g+f9+3FZ&yn7zVA^Ht2b|stX9u)BrlLbqU4!B&j*T;KDDY_+?LRU{ z{<2{*ovTGDfI3LlMp)|{w+Zp5-X<5XI;q$!NR5;$V>NW z+nu?$96Vjf0QNr=jN#Is;U#h$ALjF(>QdjA18ZiGR4d%`)n&vz=|6TnAY=r3zV;Uf z(4E+%G#;I1s_6&pd((|j7b-ILeHg3ntdA7?B#+dkU5{Cg#SPu0c22dJya=as3zQ;> z#ull&g^KW52fa@7>fVFZ*^+%Vn+gq_ryLjzt}^s}RhLMyfx2b>Gq5V}Nn%&r2jW2O zaL?s4n|p}=XrF)$W?Q*NBaCR|EYQ!iEPGIrBsXQeRXH~7MY?)66X8rI_{$(~Zg#7( z(zn0ifL}21Ru0e9?=$|#b3t$n3vUwr`$t7RIFUrnIvJ|(%KkU5@kcj(PaLo$@2552 zUH|`lkn|7u3+T?feS^1!2(1E$4^SEjft3EUvz;I+H$tK2+W10d71JrHp7t4LM>pD6;O*6*Sfg0c=MP)BG@Luh;t1~6i| zn_nJbPN-CQUC0)Oh#TlSovs?=PA$^*3i24@Zqjf^fET6 z>3gbEu;$>?JatL`;`$w&%YT9v|N2wIrtO3#Ozq)Qy5nCKv<+Y!s% zMNA#v8&cw~_LXo=O7|6Hrq#^bS?K4dhQnkx?}<{G+Cb=YJ^t0 z+4LkQj6XxBK;q#M2uw8iOXEm5lLXXWB>>Fp2MWrPIu24YRv5xpih{K>&O_!wDb8#4 zEGuFp`uPA=LiY*n&np}n)Va4E?f+CNvw34*Zk9h9r=yd$YXk@6!i@S z=-F{a&|U-bt`y{LJeJ>!^ve)&&X?Hx#&`qnAwfC#Wk-n zv(f;}eN#p+Ln$A~A5)V@_QCcZw*`_zZkPkP0&)bN6SFc z)XnwQ5D!H4kkY)w@8VY_nC22z#=@uaE-pH1_~C&{aly0)8Kv zKq6W(3(caB|9A1UvBXm@(Xl_Ey}YUTrwW@gYc1ZZAUB3!677dvPSz!ucTO|% zD8*=M!9GG?*>(x%&h^>rG#xSCyQ>uunE}G3GJSzE7QU37;j0|QPz5AlxVsKH?jxnN z9%FEetmKh6FA#z?dCT?#OirdNk|6?My{&XU=%#qhG;Sk|B)Sp^I{EE3roVVnniKP_ z0G%lTHX-%cF%ZI5eI9vqJ3Iiz5exX1P11|7lL$&Q$dAwm;U}`Fa|}TPjO6O9svHy@ zS^SnNN@-iDWPc!TZjW-qC}(#Y0LK{}ow%OF9ZmiYiPc=nS1eJ5b@kd!P8OG(P7W!o z3F95R&ijuX-@CpV`llNGZvc&r7+X|=E#tiTqsP{S5U9E?A1&=?yY}G+($hT(CR%U~ zU;DOdUo~x|%Jumknln0*d4PbjgXmMUKtEF8g9Di849~Bb-woGem|w=QD`*m?LYOH@ zoC;1eSff%*nkpN{#+Y$C^H>oV0Dw6{w-ARxovlQ+2MWS4GV=8F&{F>0r*>d0S5XI` zKS+@rZwsP?!2FjuJ_V*`<_F+@m}{#Ba>THm-^2;zrD(tk6CZx&a>*0afr+cDwQSG1cKDexNgRt zPx#XjF!=FwpEQG~s$rQkKvaC7dWZ8ZPcyR_bLzd~C&tPhXMp#U;YX@WSI+u*KQ`PH zcqbInbGsPD$ABSl3$6ov|*RM^Q zQ*so7vRZE-14>_MSxVdW1UKOdf$hTT6}n5eM+zM^+y%0?|LK7M3pYSTgW-*I4bbS~ z#WgPsUo9nh$?!D%c}8?a9l;m*Ax!Kod@6Hy2RaQ^quk(2S_Wy0pBjmHVmJHwfW|%~ z{zuJfF11_>pnoLP=$b^*9HQlGempP;p+Gi|1EIn2oEJX5OeNK)L9Qg}j0oIC&)QMe zGnSO@{bhllsJiE7kZM%AS@;J)s{maD`DI4ZI;qESoj%t7GL@EKo#eF2u%j0u6YA;&!V}m&sP47~^r6#0P@KaNhO?MrJY_(iX;%zjv87J0MGe&qhw^H{= zPJM+p#U_2F6@w?9~6fEdxi3h^)UBLY>U;yM4&B1q*@rc`s=3!k- zqF~;t7F1vs6b-x&iRk1Vl$ZCme5}OjIy#c}!9X1%PRPT?xxgFE-QLMC;l#pUa&fPg z-)UayS8ivt)SI+h(CY#XaeXO+o1^}o|qGXH`NL5Zo+Ad?Da*O9RcYUq3oA^u(^lM zGgA_$zy%G@TXkKN)P?YWJ}K~N=Be9)j!n1ZUO>;$QZNR zJ|+i(?)eVxLI-7=n#bSa!C{DNQhijyIC40uao8_hBgLF~(xv?Up2-Le@{#lBC>iRa z#s##A&FEzFcqPlIH!_|R8PD)7Po5|3r<~n7g~8)3Q1=;o1V#i_FTsIME!K;!EewkB zCbqw#V2xw0IfQk^-wzL|P(!RMmCp<47=*yd@_yZT&`-j>dU6`Bh4i=k)ai! za$k;fJNFyz_@tZ9LK%xolx>ZfWJD z6x%r+w4R35X%t-+z*BMrKAzB*6X8!2FlD{8GUTS}i-R<5A{wJuib8PcdJM=@fUIC6 za^q+eyUEIy+8J*#W4Q+7=5AoST}9oJN!`6oP^G{t;&*;yFP_fbZ5abC+Jy(&q%(Eo zSZX1hQJ;XPwn1$TVc9l>2T#71WsY`ftImY@*U@NW%Dm7E{5OlZ-60CbDzKmh1>>dO z?n5yBiDqvNjCgy}V}yQTY)o$a)mJoAuX54IYdOV~+_k;370n-Vo7_72US7QZ} z6v-sdyMmRj+*qj`vl{iJ0!W1341M>jQX>os*nQsJ!o9eMNax$7n*Z9P)bAG_4~Y&> zTnb|d;ftWm;fJiC71&-aM&LP57`1APIY4XCXp8K5HM$jeIrb$V(O&gEO2JL&Y_+4j zysQ`mx@Gcw>;%+8!TaIfR}su~zmh|~qxvY06tm?xU+YFc(~=5)fYgO87ZD@gL^)+d z_CRj~C64)Pb@>rkS==b=v9X^Nj(oAF*fp5@=>_bu=nhp?My%ZSLsAws$O3(iv7tF6 zB$<}(oO?Kh?P`}Yb*tlAqX4e7Vf$jTST%2-JE>sTRh~g@mOip#d$DVxlIEh~c z-W;Q7K*G^?_0`C9AX+Ns9%`(H0KnxBX8-9etlW@@(59y6t9rTRPKoe$P`pr?n6rHV z9g*a!U!T_d3CwVE3>pmDFP3n#N-OxOVlo_~xV<0EwtFIPpDex#?X)YSk`Tsdtf5z+ zSMxnUa4AkeVp<|go+{Sfyr?^(N-|6<^Ivi3Ot4W9bb56SFZuYzD zp{#RYCM<=R2sDzr{$Oy9D{S?l1xs#NDw1U z$!C;2IFLD%9OB(BZ9>d1r^m~Nvek0Da^WrClC~hp;h}}IEX+q{Q&(YoDrQUF_1OK2 zI4U?6+qcs%9l~P`RZ-UF;mL06&i1CmDMWl-{em*Iyo1^bb$1HvVbOI&avBUyIynx@LhSd-n1o05<4xG->qFLs5L+iMH&kxzhJ zAbffqE4QoM_l`tsY0yTw!3|Q9pE2Z&PY*_ zgnvs{vx)fjaz91G5pidY;q`uoC}){`51OFOm2796;7z+PO+j`8egAmf=wL<^Gi{!| zoHJVSVlCWLk*=~6EH)0jfJe*sqpOS3-3)Iv7g9?RYUxPU-7KBvGI%tI4qVR9+i79# zc+(UUnbeTuu5CIndgiCR9Q)c_l%2S;t-I|8HBa&GwL8?Td*P8uOHpl9mhb!XB@Q0r zJmtp1A;;mOn>(Md%5L%@bjFF}!Vxak+k1aK6pz8uGBE3I&^6qbDWzBU1@+--aF=#M zVzJfwRmzs37<1rmpvTxe6WCRbR!ITMHxw4BH?$t|_6 zg)cBSaYaNp_OB*&M)T&4^+{0e3N5wK1hE=7JDkrl-VYc4w&w#hrF*xe$yp^(8A=SlZ9Gp!Kl^}I-YBcDSo;L;sL1CnZ1@?p5f zI@<(aEfRK}G>X*$G)6!`Y@HwQB<|`Tfx`G^4IF(ZqXTiSdH^_zV_92iZCG1 zKKcf|aHX>$B8^vbL)H!olb6$-8Viejq zM|rjek0H^De_J>tm04Hvk={N;t|Ms0D|nS?`vP?KvelPEL{1Wn>$^UR9rUXR*>Y1z z1o9aDAwD^EKXu;p3EmS@)a+}*8qk8Y1P3Br86N%Gr-BJUGQ-pB#7Vh+u1d;|Kp)B~ zavi%PcxxKUY4eD5^J&;`n^^(x+q>v}>0WWh`-_=s3^@5_7zzlIaH`PIT^jzxbt0MJGF~~Xo53L1NBY)dFKK2f=VXbb`{LJ6>QIvB1L4NX_!TVZLqTIeo&r8S6pKH!Wv zA3v$sS?Uef3wu*34nqXl0|2%O6Ur5%zGZM z$L!i|n=#~72q)jpBE>#)wiCOkZano(Jv;@!OFj8|Z|NFuvu$tvrfJaETeR;*W_?nM zS739Q3*%Ayna)MKb|83ZRAFbP{_4%jq4^G1f>q8@WIsP7RqmBZ;i_bIa_TDej@pvg zYoqzvPBOk0P?lMmWuJwos->%XQLXv_r7sZ}L=$RlhfwBENm(4yj$Z3Jlo1b6%3M0R z$^SzN)Y{kKK?;U(b7)jZgJhm2of`_h3J;~=FqTA_x-_*t z4xJLeormn^C&Z@7r9G{nDrEGXLX`%PEsE4CiXB?^DB>tSd$-Srys0U=oQ!t)CdWsy2RXB82qMV?;bCX?s^0s)bi_%aEe>T$f+p)w>07J3!5fi##6YC?df2# z_L0`zK7WNRRA({&Sv6Oi=$t4yj^b83ZV2-h7LO^0`1d58J@<{}F9meGZu zhV=M)^ijYD%|I*Rz>q|ZuhDsuP*g472iz@N?t+UKl75DRu4*zC>{qdG=a`^Of4O4O zf|Ib~A{j3sNo;7wmEMIf=?tr%qHvLtk`}eJINOOw=RlL>kq*C2dF?76xdK5LB4CjH zrvP;T(58!LKSrj_o%ZY}7#vU~xaL{Q`ui~wuF@xP?ZO|Hy>bs2oFt8l-i@{G7rr&W zHYzoV3N19+yMW41L%H~Zy9>)eHY1l?HRCfK^4!}sp+?DvbwEvm&??1v=Q;gpjR3Mp z0AYByYu0wvSD7&Gy74=7;8I-LHDfC%8uc|oQYqy?pLskFkGmajp^Y{goyP2=q)8{$62?d;4_>BXZ(n;oII_>B9|IBuqq&ewOFoAz-Xsp*gx@Pssl zb`loCP}bLRx|9!?&N0h`I3G-9xFO(GF3!{ZyCgf_=2kC-IxW*)v3uL0r|Q1tAT0j)zEnxeqa7pd;-YMYnp-mr2Rk&W;vDE zj+)g)OT<$|yui#&yYapqt;|O6*LzQMAi!4>ZXJFOiAU)SD)77w{P>yJNDV0GS9>=4?4Tgy$_O(;!0zvLIaOtyql_rOKw)E zE_KrrpmCVbbA)cdLt@3ZZw!Z3-Xzv+R|_Ru+-Pdw`4X?^u#zC|C?X<3*?)* zEpE~PJDlR`g-C`HYt9)&oeY9ZbN_=owXwq_5P(jbg#* z%202g%EkT7w$f^kwQ7qD5AGT6)6zc{3?F8}5O~tw2MZ<|f;Nd2`T5e2S%QFAwr&Y6 z9X!{16=rN0o(f?`NiqcAtAL|n*Y!wbzjj*;`1q>H8wdM{4oQZqobSrC2XXP(FKLQ! z!z)n>aN|Ax<@{HxK@|ALBAeYpN1luFB2VjjPJ=~}BCP6<+M{wcb=n;%DEjlg$UQSC z?)?^#LYGC*UFD(05$n@D&Wxbz@RA=bmE!qa*RzMF^`&}#gQrTZy5*`*vi6<0wdO}J zt*%_Tb4^+9?mhmb66S|))XV0nuEKIszo#H?%?Mci^44nN(h&X*5Hi$YZ7KbsTNGWA zJ4)Mq+XLvMknnPwFFSK$pt%J_JkCg4pYr zd9fD8!8V?{Bg!bEmq8w6J9mW#d1J-$X=%0XtT~m%qMnqaIXbAbl!egYD`Kw~gKQ-_ z>&)ZVu2HbrTxyEU2hU|FDZ-lRXxX`R7oG|QB=To_&Un2nkBzNY%kda+iBB69uboM= z@q_?TwW5&(O|~}{e40T0?z9aamBESs<=JBs>9ZLy9U2`SaLky)KK0m@YRl{nk7oZ) z@Rg*GA95e$A>xSxjNht@5B=q1MdUSx<_2gS3puR!Pq8yqX|<}0RgA7ECH_gHOX`jszx zQYR< zwn$=M3XlMJ1&hSdLyQwLZ)J8pv^!iQHb_s{d>v8UCa$tZBi;JKJd}v*s6ZDNo^-y3 zn*YU2lYIzDMcEEESn!7~n*A#27Mch1g}}sNqU^42$O$#C(pVwf1QMREC#x#2 z58No>@2mvG6l@kLXGvPTsS6mH#XczNXZ%vk4Ym}Jq@#TgiIVgQdBc8?i)$lzG(7-7WwImp43QlY}owxRQFNOK!r65Z-Lb9 zvCP;%Qm!B<78Mshe_JAfV1a&Bld|PUTc@3SM?uE;m(Hv6@g-VFCj5^UC`hRJ*CBSX z0o<8{VA(IyouyvHO;<^q_JMbX*mMv@r7)|G4sK3LG>5&TrCos=Q2A1q$1FyKRHs=$ z5W)5xg!A#c?11hXXCMHCC7-f7i)%nn72ozY@Rw0EzcC7DjLxL;&T!9ia-vrpJiZI52V(&SW#)nV ziKLx!MIzW~7kGg~hwYWce=$Mkqy^sGM*azbngB ze!gnm>Qk&&T*cH>Z#Ag>5tPy#H!vpMd_3ltr1vlG=9isc;Ru5a<6u`%48*_B)Uy7e z{TI~qPCTGctJ7!0$VevERUHhXQ{;9|^eua}8^5FGbtcxTOu$zzVtL?$IaB{2tjW{? z==5PN@aGBmyI|TCxC$z&Xmu1j%%}bAU5$0rQ|`Yt318*pz)kT71y|IC^Ys35^ZQNk ze|{ugS!A7$$>7D7Km6bp`UvO*o*>^6I01>%U#g3Lxm#XLK;!W&KcBMShrx;@aVWzt z0h#d`j1nDQD{-dZq@(-$`Tt8d3U>U_#}5uk0ys3TXlpbZl3l{?`}__2|IG=4|MM+K z`W5l6mDQKXl1MQJ`QiH=|0TKq_wxosBD6}RmA@@Z98Z}G&!7qbZT^kU_dxp$MDGkP z=kZ%cVu-(=J0aY1$9Z>b5(#O=hB28mGUe>r&(>RR6x< zV+V-jGT;{iGG>3eBlFM+$A;7PSmd6PH<%J2BiSJ36-_TSGXkb##Qz3_KYy!i9jBgw zz2GDmR`U_i=B9aG`zzzOKh=>SX~!{?D1%*b)yy+f@k_8F2z!I9AUlvDQ~|K`5g>Z7 z#iViBHC`N*ze;_?L9+;=67VOb&e5_44mHbmN1NjqE9FFU$c>;?Hk)ZOUu$wCyIr&Sgy-g!ft6pQqe;;b-}%7tujp&G{Fr+*06Q5f2}RVUgPs#XfpYGx?I z%D{!G1m40ikkVxXXg)uv()e#cIpPJB+fP>h5o`t&5#3M!|K1fA=3Oz(0v7G7F={>p zIue5puR_qJp!h3oNBc1GX0~9=D3n{-AIurU3y8BsQUW!G5qZ!L;I_46rRQvr3N#;v z@`*~G%`0Q_VM2RRGW-rpm%oo2OBw)!j|mOKL@)&pbtbV=+cW@G$sBX%F{t41c2w6% z1e?3FgzRs1HGpX@uZ6W!f#QZY`4!++N!W%gD*ma4`Ooi9N!j#YFhzR-OE3i9kD?<% zs6ROZ>0=FJ+PfvKstIl=S;YG8YG~2Vg~CtWM-h0e3rwL-C%_>dV#!hh=aEzWpphe{ zFrgL-5p!8mIs>a>6WD19%+)2qtR48xoIOPGiurC?^{S=h8Ar_jQ4#%XjeJF5}`0Q`^X;4K_g z9JQ{*I}wDy^j!#E+XpJD_t^Ik`VI(DK85XsXJM)bkktsi{;wS^;2eVP>2~GL+4$Fw zKsDQi5#*4s#N2I+65}H;Y@dJiP3}&xuIJCeHgZmV6NopafO(WHS19LWvZ+8`5X! zwK!L1IlX&e5twHeYP|w5RhX3so)CNo%oQ?)kXnCG8M6Z{{dn1TAz0B7&iaS%bzP&S z59{S;rtUW&-u-#Sq+hYlVKev75vXGl;r`li0^X^Zyh?d+9roQhpzMXR3lsrva9i`x z4FCs^0|f@T+!wIZ3HOFXxL}6pc!S@wC0H;#6FlnuG>Gi_8NcbaKyYK=LcmVrQ{*#S z9d4`9mHC)mzPC)}QLI$uf#$z!z!2Ba9kr6AP9GLDM%Z(s{F$}N;s%s~_5byC-Qifb z@4LKDg@m3mie&FC>$OEj_Dc3hWRI+@lr0huAsN|a&+MXz%xsFRkUh)ncYS*EzWRQ@ z@2@``&+&AW`}4W)`x@tUUgrh2k$ys=^M)iv|x)iZmmeQHjVF07ZcPpi+a;ijet@T4n?FwfVxg2 zt(afQG&cb+gTC;(NF^IEut3@~Ogzu!{x)ISHZS&OU4aM3Ezj{Be*UYmPK3^W2vF9+hE>WXQVE?j9O z8$K;VZp@}r@@|f^=NJPu`6GlB-5V-iR`wi7g^V%QDedeEcec}TtUNt-d1`&&r%)J0 z3bbi`H?dg9?$1~OTVf-8E4X%=M#=GrEw-(ya>sW*d@xv+2ECGeA75TZ zg4=izjtt2cj{%F+uzSlvGPIXpNh7SjlWY7S=P1%>Z%2ys*9(}wD-reD9sttInSJd* zu4{j+$t3_6u&>;1v|tgMa*Om`2I<^91BkX60C8Ht(KzWFX&Br{(C_dcr$l@O$Bi^= z`qjXq!gf&Xs{+NKvkwZrValOL~qMtG@HuV3`Cp&T5BHg`aowsA_qt@sy_-5YlxiD z`b-yS2wsK#S(C)Sjk>)w@+lS-Ge<-qPv4wwdZh65X`ZODQ_ZywG)quyd3%jx)9a@k z;&LVMs(MX^e|8LPqa(zxd->@0Lb^q%j5X@B5$(0RD6~0!(Ptp<1UY8fK>pxx^*#}w z>&tEElv79;Op`lP1!U0sfu^;kwgUymcRnZv7$PUvYkM|RBDs~HK$wYt!03;v<@%G| zRXHFlSk@uBLpq`#&&e1jeUe&*8tV*$QVGHadwQZ@m?8?sl;K`L`#Dwhb0_x5jZ-~6 zf1CA9m^<}5^`F094rNJa(|HHESXnrz5sy7hGJeanJz>{yw%vZ+RQeuW=U=g?uO#+M z8Pk-V-A7+{P1V9d%Agyh#S?R9jlDl^O*39L3D9?Ik|zNfa?DpvPrw{eC*pgWb)9yV1JmYwrt^#zZ<+axUbxtMFjc;$r-6 zaE9ZFFrk^O8k>`KLc|?#D3v}KblPh0S{2L}Y39CT&i@qyU``^C_AntX_Iuj2ZMe;f z7fA@7>jjjbl*1o|ra&BNFSQz|wf;)cwt{ntO=_T(#fc8>dtTvgTuEx9 zl)!_npyUD2q_J;v{KWG{62ip?Ru0RbU%LQncMuq`=jhukfeU#lbe)@`J?(;keewku zyKKA%!^m%eanL92jv=zZbGu>)!if@A10ZKO5C2MTx(m=VN~2of)){{sUO$fH5*k)m z!B|uBEV*Zo7w!S~k}c^(gr%ZfG?JUj16$~g+|a4Nt(o`+r9DKoeq4+brPqNMVgnkq z(pqb^oL<|vO`nh@D(^Q5M1l!VtpRyV_mh~(27y>VC!WxkWCqb-vk4HsbeKKjL&d#O zZa1gz$QMzF+!+A%81ewKAR&s+ieUo5B)m`Y;b~-I9fZ^k{QL;cUt;ugKSR7|dhJR# zw{IW3L~@i$Uy?)Px!E>s4D6$i1jX>|(^3cmRm^Z;zk09>CGK60-m}rP|IH6EI%BnF zg_-w;@sC(QB{+ynlrB+I`*tMs(eAMMJ)%}YX0h@i0whrM`Y;s-OruAf-Jq|;L0sVs znb|N?W`ao=89%-WcCp*U!dtF5)}JjLl_)~WiSbF$ceQ-1=P36QU&wXQ8d1ojrn8aY zYuJgbqkUg?YUvj8*lpAiA9Z?I@t^1Z9yW?Yv*@Kid?VvZ&spJ{ega`dwKwV^1-1m! zww=koHf4i11I#gGXQr2@1E%}HZI2l?Fi=Fo%=&_q%Yhl)+)$G{d5)l1He;I_UIXFL zKM6pNhq#&pQ8^m6DSx^E(ybB&tc)~t#Nd;CSwZuxt$jl|W?|^3sARhQU5b9qVOQo} z;j1*o1S5B76e5ddI({_vx5U^L-zhD&>ErwLE*W{Tg!9g*H9r^#`U7%B#?tDm@uzui zPaN~VtJ)VpLSmpfSe@5WiPvI?VrKCr5dBVx*ZhjNo*a!{W|`wicMKM9qX!MG$P;F5 zqWl^juoxel+p=wwZAk}g7UX)j?&}(8QBYgB_ewYYt$xfXpRCoDzkOhie{(+vDZmtH zWtwdj_C5MfY~UY|pb;&5{+=Y3S(pf&hQn_s1c^C)ze?UMv_z`V)GF6;SoL0Zf=omV zRaCh~-}!94|M@$mu@#a;KM@}J*;A%6h~3EtGDB?$v6eIV8a;=+Vx;<@H*d7ef8iCN z*F}5x$nv0hl79_%%`Qpo(@3OON<91YE2km|aQkwu7k`$H%MN3fO-|r6zE=Y@acSHE zP@$d!?Vd-@$Yvir_&*<1yixIdHu2so9qX%x-gI3*Uqv$GQB(_bXy}45K@VqFqgoJQ zB+z2EMYM^!Xwqs6Pm#2Nd+0}a{cp>x{C_{7ze4mubQaiJpa@~n{OyqBifDS{sX+2aW}Xi zL)wd4?VzwF5-tP6bWUF$&ywmu1omHV!c6Y&H*2YuEb;3xP3k|JRw6i#qU3*=CS|$J zx=)^E6fqV}TAS`rR^ap4w4MWkF5wxlP#u&4wlG231*x->bj-MPpnO*l;UH+-7>0D| z28~QO-l;r089!m@F~|k=UP$lD3$_t5$rIa3rl91L#HN?M z!Yt7bc7*V<2@gm%<=_Dkw-=Wu;tTj-0(uqXKslg=MMaD7gb}X1_K*F&(6lh`L7*1m zQK38DLuPuc>-M_{sxl;Bx-tK-GdPoO_R2$wr`PmTn>vgBbItGw7^0&FyQw~A&g4@+ zAzU*FU?>aTY>nk?qiEF({FG0@&fG6>6*Nfg)&son1bcNI~*>JEO$ydOsYbG3|01 z-tB)|h|wrc+F8b_?5wL44{)2b5*t5)?VPgiA;pP4R;nzv*KLvmf2{Ld-{6luO{wXE2K?a{50C%H=KQ@PN-r#?WAa3e%`Gjf zAp;OYCXP;VF{y{YgR{A#U%|x7cRkjXk&b;##RZX&2chO1kgD5HtTGJ4E!HZGf9VXM z4~yf~2YAF^n48j`-+TYW33_Hk4Go^6*#JAW#QhZhWRq2W<%0fHOY~Z?FsQM6=W&)n zm296;LSs5gJVfHRWApdQj$rvDiD%bImVFB!49{ipRWV8OlXaJs@98d9xHk!Ko??A^ z;?BmLIkZ{^x9xwUaGf6*BPwsehXmfVJ5!k;-}|w-87u)k6%upz17}a(XqJW8 zDnU+S+@qP-djy`5%0Cb7D{p!6x;&Q5$`8a$44xp9y{V2SC&MC?y+X;r(Dd}y}Wb4GO55TM?MX`O;UQug=B;qqzE5%y-~8E`V_M`a7mQ zijk6A>PZL#K7RGhi)FKqXG?oPX0YzkmA72?v$fNyvz0_PGz{w?o#q3e_+bR_xU1?5 z{Hky*zwQ8-8z-ZE>@`er7jc0^)uVmub51g24(NG5q0S!95b=hVs*&5EKj~(0hiFlF z|NBG@TR|s9{Z_rF*ACKRf=uxa^|H)~t%a)iUD+lrz?zniq{+mpcoycNF;fIPD= z1}hz(eMR;0b5{=Cvep{1#%Zc9!t&-RrQPT-#5Th%`URQ5g{W zf~YPzQ)e5J*BV7E4zB>b_Pd5pjQSgB zg4?}riZ8ZnUj;z#-Y5mq3pX9(^CiyQQ!(964aNY}_f&EVs(V7tN&JC_>FZVZ89?A} zsAni}1;-nIgzeh1zB5{67JAET5UC@eFW;Br)G$^`4};OFQ4iI}I$;|=O3N2^8qogv zg_yDQ;>K*`t(?B7W)`glDEMa~omG~-&!-k3x7u_G&ib|MMliyF(wF}~%qR)o8e=^b+MQ_&<@nj#6D@O+fuWNKfFeh*Lla@`59 zYa@?M)FYlHR!pzq|7F`5nNVtv%h;J1rpSNWOL2LuXlBjT0&9O74uk4}V}kBPjh7!q zu{~Q^J&reigOs6b34A7g{;km|hpc;#(QMtNaDA(eFg;SE2u;y8*Pe#tX_?TPXgNX9 zDI$*C zwXpl^vZU#bO~GIf7YP+

E!(MCfIyYfBUvzT7b($U^kB<|d4h^I%$%C8CapJgzp$ z;^WK0Z}~c<%;#O9w_*^KQ9n7Ug|#GQN33d4VC3VRp>*LMp<}e&5(Cfw{5a#lDe*ysdPcN=1!^D^fws^ zM^-Sjl5KR9U-POTwp^{?pns_39}Mkmvx(*0IaEt>Pp1Hg`L+SIp*cy@nU1- zmhr0IgD0r>u)yXX5{2j@x}j{9hkng&*v_O;?KPfTt6C|N{uUwijn3`rN`i0YAG0q! zmTCoS@XBR=;B?sgy=4&j+o>ou;GBAhX-X4jpc}Hh5L|tXSCfcj4hG4mC99L3_;o^6 zk+t_cjA}R>i+o->t+En(n&yhzlogSOYF7fz8Tyw^M%59a%r;FN{$4M{!%%e~6gUX; z06Z5#u=5sJ(o#5B{rr$C@!0vy7dGwIdhgxw`0RV4n!``INjaI&#y=iZ|C+RNv`;T> z>vjx{LeH!X^x@PRE?iIf%v_yH9{HM9E5x_H-x;5%w*sJx%dWQ{i*G@V|K-eJ`qjr- zHIxKsh7+gGPYQ~iq_}XUZKoo9-&)UPB`&f2q8-g#zaVHxbfk|C26ys7xnyr z@dqE5e}JJR;rBPXnvChpz!CxjRz7_j^Vt=Y9kl^g^m4m-Gb0QJlW5@VfMI<>1ej z>T{2)7KlEhJ{q({BdR5NlR5OEYP5~}pN%3^y-*WeVlNrW5KI|l#OrEXKb}%$NiUa!`#41-^aE2UQBy2q8Luk+t9n! zM3((_8r6KI1Xazg0`?bgavl5Yu_8o|?p3l&s2tOqeA}Naaetj;u<6`tMC-eE_73cy z=t}H}`c$LmZj?FCX%Xaxhx+|>Kxr8wqM}UE6&v3)-8CmnJXf!;BRkC~ids%)6%{+_ zf_3=bn@A^{ybal@zKBD+6&$4_p!q}8Cn5O2cI{?jN8Dc(+n6vZKKSbJsX_kR>mcBm ztoPDB#S6GvI4D43Z$OK;g2lwIhxo6cm+-E*1om0kWQ}|C5El%Cnfs=r?gjF-1^O`I z$puCp%=aq)vIPGl?D4&UQp3fd>FFfDn4{TwGr)HDL8)ywU)K@9cT4O8#+{s(Rpit^EP3&OYHNnNH`l68dz(e zuUFxy!DSD|q0D7LN9b!-s_<)j(uNDa9kxROJ)_6?=+S;-qvhIrP^E18zIIpLPQ(%q2Rpep6w34Uykq7FofF| z!XA-U*bMWL2&_FlJ4X&PzUt)s$U&<6p|`vuwh;dO%xtEp<%fBS}Wwiv0K3y+&Zn9 zGKH~WKu|Z${S8P?uo%`>2R^al01fdgC3WKk{G0#dh#|ktH&PZ7iR{aP5ahp$|~o%o1i$63*C1e06LI&Tw}6(YXkum!NZYJNFQfvvM$E+ z+u0&vLMTV=KtqjgiG?vD`vA`Td6rn)_P^YU0lS|Wm0Z?1Kbq-2VTJuzJ<14oQ0v$d zr5^q5Mgxp_5zM3F0~CfJokGaPn%3J=8}K1&3C^>f!HOIokeuZe@H1|(Xyp{Zn62R} z;pDSapDWgkh-c}w$^Ydb?wmt*ShCugiDU|y5aTc2B-k9PCP>A5MbgY5gB-(btzLXn z5g@EoLqMyaW(S2;lbC@sZ@04a9oAUCQo%Nn@hyairSZwCrfa8aB(2I<4yxsj-M%MWrU3}i$Y0i-Q9cMG%NRv@&hM(odyhf@ zV7Az%y#O;PYKdl%*`i;IFM!(yI&^ae`bgyID|K1(c)nV?eC_Cf)k@uY;LDh*4-i!lqQo zI2xLA_>wZtqBJm>P>e5goNDn)MQXt=klo4HKqOEMMQ1mP?UNkUoygsTYQp+HKnh*` zoqvvf9jU4M1|@q&OLapq&(`B_g1aim#vl?}aX=^~7ONhf3jk8~ELJUvKH;}BsE?hW z|EaPesq1!*%ft_9=iNWwUTN|c*QdW4swZN2VT(gmxO>J2%Yy@5B3T`J^JEV0?+2X( z3%yWg`{}D@!-NMQ$&ckQczwm@$}e=w^AI%^@2x2kGC{{Q5l|puCq)L@xd6sEj8tp` zbmO?qcDI0Gv#|oSuhp-Upa~8g06dKvIYoembbSY^*tRG_;DAc-^&SdC573*Tf4v5y zoRHL^DmmMCXd3cAo7oTPF5o?7oXTy6Zvu4ijk(DZ&wLMxlwJz4{g8ZHf#TvNJGj&t zYo`A^5n$iX##){qeDO07DMZ1wF(Ko(Eg5SFtdh;XFQ3rb+#KAlS7;*r0&L8B;tth1 zfX|~PAd~Av0~&E+`voATQ`PhZ>ezN@VgkX*2#etFL*N|?A>J5>pt?K{^6ABw2}F9D zF1UU6U5pbndUe+VFoAAr2X4#O4HYnZV%H`b!vH(rxyF%yu%5HWj=~$i$805e$dDzY z&SYt1M_zEBe6)#-bQ^yg`svIH%s2}dChZp4hG0X%>i7=0t-V6Pc@~2O;nj6UPuGA+ z8QBLk^2#2Xh3<~+Xsw9l6W|wy#;RVXAOOs+6e>eQuYCX5(=!gLX5%_I+93f)u*|yb z%`^|bK<*I60&6u<_)Dy*aQ_5kDoZINtGDqGnp`C*V~WZ(;qp{r+9YJoCBiKPETb3z z?NO)e0TnQ?CIA^Vx44j1x{;U^&0#n)x%D0Nc%&O>xm*5Nh1hzXZz`f^pH}>fdAfXb z(f;0!N6>em@+TsH;D6S3f90|33CaI?D{XZ5V(UY+@kARhSuBD zSdQrDegLeyu<7!i_$1HO;Owui5(}+79VGxv55ViSNeNPtnC8a+<(hrh5!=%g+I4W! zexCdl6u_m{9x(Q*dZrD+RYk1NemG~I?S?UH^O(HB21%Weg^`+JY4Ht~RvoNNg|$hl zbL^VOJKo#A96O$LvHqoIO%=oqeQ--=)Y#>5Ft1;zQ$*=pGl;RP*@&60uO1I!$pO2D zlN8Z81X&7#1qG(E*xmfIFH`wqzQ8`Pa?^Rj3J(^QCWjW}n>{ zKr|ELlgtEuv#ct5II^)(%Wm+Ov7i|{Q3xR?M7R8-MW`0AbYx=Q)gs$7sUuo1wAk{~ zF0`lJ)F z3dNI{c^`ZpZtnR;GP{q{&%LCbE@}A#4oP#AE-PQZPSxR~j*dr5s{m*23SPip!RR~- zl3zVisSEYlSt##=49iQOdBGjGYNWvUexM7(nVHGvEFS{d)&_7UK7ry&O5vd!+f|HX oqJyLTKIX2TM6lc9mRLUsUd+XDj)7pG>{<05(p4HI288)!J(ys zdwVFfr<`-X@AiMVW8Bv}*BJX{j z4<2yyOG-8fn-rp?_&@IdLsC#uQPa@U{co3og_@Frii4Wt z_dZwk=>Ck3EoyP+zc8=>(2M6N#EEIeT=i6PV_``VMV@^1Bzjv)MJtNAfPOzgQROk8 zI?rGgq?2Rf!0KNdA`YtfDB&-kv^6;Ud4Y%Pk4*KZnqgPUn#p}RkIZ$l3bP;AlxDg5 z6ratJLZmZenhceWmP+u9M44sprQCJZl!!P`^~PLENNX7_u&k=8AIlil3*lSEJr&ew zb?MSGU-YZP7CYAxW4Yl0b*j;2^42>+ZqNZ3vY_|vZu`DcQw31VNqrFW*qFuod(WLYbg%tHW6Nt z5wsSScwrRPY88?%bF8vKXS)vvtd}unZ@5{ zH%Qx|N=nVakiWXYJtGjris_!@MYaYFLhq8QbGFMSp(qlkH+d_% zfy$0Y-Br(l#j6eBP7J&KH5QJu2$e!w+#0X=Ws!|EX-#x%HjyNX6Z z1#xj)WA^M1Q^&FV-XZe{s%Z{*aOkC!FT~d~xN&vliS1k6^LeGxhqst}ra}vgz3##d z3mbR!8g*;CXMW1=0`?2vWvI+w@NK>=-P$Gc27ATrY*`kmXWWrgV&$5Od|C!;X05Ob zFK(J*X0VT#GCHxi{)kQ4%nVAu?C0+uqU5j9wH?-!>MKoqr`CB?nC}iqRu`RwX3t29 ziL{E(F&%BeA1q_(1yz%Mb9$?v5}^AnV-6Ztt!)mH=&0@;-^x(XEm;D&jcyu4Br;4a z1+DSa9>~__PxkEO4Minui_(7 zFY;VKF(iEaBE5MKAbvf@qH_~RDjg;-cJbxWDZt~us?ApSbV|O!w0X3g5n9hETjMhM zD08O#39z5IQ-JOBord4hzSG&@6Y%CMcDKA{|65)a!lY9_aB@jbM4iW^ZZ`>B-V=a3^H3y<}@c*#8P_#E-iO~@@EVZh9Des-YLG7y&B7*kOPuC>{h>1ue> zJP-06Z-z=m-c^@{Z{}CaQUIia5VSxJJG*3v7FDoI-AtXSUr+eo_y^EEKU@jtR4PYZ z@n2lZesuAUHRk$S1gaQ+YhKADdi6t#*>I}*+8bizk36<_M&D*fh-Fw)k{;$)Imi?O z0a2)DSGvU#m%^*~=IE@Q&96c-Fwu>ah)On9aC5_Y9^rnH#Vuy02-55mkG@1c#d*K( z35!dpyL5uP=j^C?5cvmTnH^`3uQauky@?(kMD%r*7qIh{sIy12!uvXW^iNuOcav0Y zx$@Kt`jUUn|Jwyf`W|ML!dVi*o#=mEv&O5epE1eEB!eSm;b8k?3|Q{IZ>OeSuy5A& zY{NXZX78)sNz|%Boj&Ba-Sr9F6WzRMTWmZru4`hDs(+>b36gaA{v)qSd;q>0#|*I)YW(8ckn9KGus@Mju(% z;kvlSO4mw-%x^1mS)Dw{S&KiK^nBz7(W0Vqu_jR-EK$$D!1Q2cEva=iMSBvWB3am) zHE(xz--5Y@Dq+ZXo(m4F)2gF1zl0FYPu5zB-81J(#{kBmCwvjEM#Im$`*H*n0rR{a zzA0bsT&Be*o|Ifp&t}6|V!f~k5{#31ecCu*5c4UN@@;KiIAMPW?CE|kiEW117cVkh zw&sJO#Ap4Ir)HcpVdabIZ8jT$nP{!yrc!1as<>MS zJ4Vo8ClNY0_&(G8tF!=b91qh5qGqRNV9Dk7LQ}tLOm%!6I<^`sQOoocjI~Z|xk=Cl zRGg;cH*6e*zJ!=tW!WE;@vKB>i_pV5zbSc{SbIV~rT}_0&-qrDB6DkNf>+P;`wQW_ zVph+loZi?v=X1+@u~JiXIV!P(!pe=59%Ex|6L_SzTin3j)n#_Q701LzqsR8{*KnUQ zN&0jt6_b>ngpD7p*Y`fTd#5w8&MKk|-O;qo92GN03lP&XLORgxI`~BsH>f=pIu?8j zLS%}}gyT?$H{q{P|9LoKqjwf{N>mD2zq?TH%hPZ>kok~tmkDioBd(3X!)dia*h9TF znJl$fV_}y>-diZkJ&=<1pG~VR#hiwqn(KiyUYY&X9Wdm~#cSY+!UQlOgwDCkdb;r8 zg|&b%!|3jDlYx!bS|+f%uJ9?i-5xa(Yu9dRpoAxeGA2efO10PJ@{uF*)GW?GUQ*V- z8;>;WrdSKegQ}}8l5h6nO7FE&?PZ#c|Ff;zsJW4v9n>2CsB?k0eS(i8`Q+@qNtggJ zNEx02U@vIn7duVycBprDPdBgN#Xi!S&*WTRTiUWdf^_;twH~l$Ucjyso7gI&q)ZgL zcddhB%{F(c(nOha6Z~VTy<;+`dpH{fGa#&ICt z^(-acGucXy)Xv+;rh<}7Qd;EBJo@MnwHE7P#@&RC!FNy7)AKRa0e_5QfrSu{5k~U)MWIuy8wTL0*cjYt za6>IM80x0AG37UO&5-Qnj?z)r2ypwdY8r`Tj2gYjufp{*KOEp3qDDvyY+erFnp zUDZLu`LD1|lE7{YT_Pt(JZt{p(aa z$#?d`5@4KLfVr1nJe~o_x=jJcQMS!;5kTXP7@j`Z1J_zc4l9*-uOg2-1rRfS;q-f4 z9^#$}*R3R0_zt?>Fo?-3V<24WoVz)Ake#;%9>;{}Te`FoW%PfVKeCO}-)dQhp?GCi zDpqwOd~Z8pC~R0paIhT(p@!j4g%=fKtQsc&jRiFJr!>Mu)605_IkaTAik>OF_>ezA z%Suup7jxbA*mQUgN?0u0GT6{|z$%#s6yagKW>z9^aB_kwwZ3HNShXU?Q&!6r-ERWD zvSMato}y3OtJAG`_No2E5Z+rI6IijDDr7<+)Z=AZd+dnSB3$S}9<#zf9gLp~hUw!b zGKkz6Rb$nQ9(6j-vmL0FhgxH+TK#2E*C_N-07Ob?)lH&RHDTjPEYXo1I@K)9Omd)IeT^; z`lY*en{Q6wOo(2<{_lataYBnr2D-LHyj$dn_CT5`e@($wR@fnwpi__+m`>(Gu9x^w zOQlo_)Ok8|v}{fhG&>W!dgZyak_JlcaO42yMfGY8OBK^sXVZ;Uf`R=>dXOBa}@G}(@HcGkz zwV*y`itk539RvPS@zLP2%`B8@4cS5UO_Y?@CuUrB;K2TDTJQ(3uR@n~p)iGFSnS=eg|9%n%-zDGh~6TrF|4J}Wg(CTxIuOqH?c z`?hTv%UXfeYA+LG`#F$#|0-nQg=~l}$gVqNwBaLj??=f;Y0N zhdH*~Tt#v18+BMJyo{^2EDk=jf$LO?j*{&fvlen%cpNG5WvTt>m**Sg$@8yVKl8LS z3fq}}4i?yt<7+m0;F(;8J+7e8Mt=S&ORjO)3@X1rNTDm~Z->;4W`decenR+@vRU2k z_4Mv$Hb1uuUmH&B?x`!`Z(At36*0|B^9TlNidm@T5n=+Xu*`OhSH}&${257V%{!4T zZk&q_g*dd-4Un5A%^YuS3%+rc(|z|;qAR{rswKMCm0p%>!mwrhYR}?<_MB(DsXY%Q zRrCw^G{?6DZx!iMml7hlpTmhbEZ*hM2GQ9d=*suP(^8HJi0OLK5;CeG9mJN|fjl|K zmOFths-Dj8_nI>_RrSHA_rUL)S(>GLqR=-bA|Ka688^JNk_Z+`IXE{gWW63jE%I^x zAGZM)xXUCFRZq}7Mr`DVI3tZ~#>b-rR7iqQooM1L6s+z)J$R@JQfDc=Iqckt zJYH7Ca9uD1qj@;&61{4&C!%_mke7kE&XSAp?t&H+G}$UQwWz`en^l8#Ge$HQJ5?a- zSsR+t+UE`i7In==m`%wAANTa5L!0mxvR>iFz4FO`Oc8nU6jRHm)3v5AYzjb;>#`y{ z9Lc0euxwm{3f_L05du|AU3q=>F(eUlq%0t}(zr;Z5>3tv-7MK9_@YGbUjW6m4C;9e zLqv9?{rb@#?OU-liDidOIX_xxf;X%&zOLZ|Ytr?wgqwfX4JutU+)CmrIaD}xr|T_f ztIbc0!3x3n7rTlraxZ7ZV{K}QakxQ*LjZ4i)9){<=gtP*?9Y@K~oTE>8!TNX;QQ;y2Vh&L4FfcLib@)-l$lZ9` z236rKakf%-!QzOVd=Iu1#f+z2Ay8?Oo1QZieynTcUm6uAZWo?qkRW56i&FZ%; zSX^t%Uej(5GR>h@A?En6fU_FX7rlItZKpy!>L{)exVix_B*mJsr&-%lFW#4gugzv2 z#<^Mg`h1XVup3oBQl_UfaomV`B17PL2sATg-Y!or1BWA05-=jPv+?%w*T<3qQb7~R zWW35_GuglP0OCG8Tc?-2Um01C}n+3AqEt`ut298LGc+DsbDQ#*4>?zn8tl_KC=KC9Ct;}u1;n{Wq)n%^W zb7SrBmFHVtL+PONaDZJ{c+<+JQiObRXaC)R?7Z;okRhCpI}TgtS4QPPb=;&HVe$-RVvejLS9BsQDqVGR zIt?ifTFlTL2rXr$(X1xUPlY2hGHr{Y_dY)N|I0)Wp_^ss<8?qYYSxK~IyCB=<-b+FU-Yqb|VJhCJq5iOS9Uk5M5XKl7>I1hXW}-&%3; zH2qwjkdske3FE7GYFLJQ_=!@Yz0W>&@QOQZSP4Q8#i-2o{Dt&E6ZP2c>^<6hI6r?b z87ghp!&}bhSm`DfX+HmlqPbQtkJluyI(mbk28a@ljGCqWYbNQgM9Z z#rt}0E-=&T^y&gQcl#+2V)H9tB`9KT88?F%=4DL#PPm9Gl^jlO=_t9Hof3?$JC*+- zoXw47`)B}sT@{J=E@C6yeq;uf(ExVan@z>1p8B|RJ?vLVS?|LKnFJ%&IJFO)96-+^ zZh1MbDrPu{MrpVpKh&oEEk;^a3=t9~sHivGN~{>&yc+HSlwX8c7vo5#5kw=BajG-? zT%TRZaQ*cWhDp&*r_0$8i|?bE?vpl0M%YrZ)ph|}7!&h-eLWSn4F6fY_0KAJ;|^K( zt`-X5arDsQ0Y+pO0W!bCXsj@%21CGjx@7qaXYZ2w!Gm)tAUbkD39%FE**;|Bo#}+& zb;wiv8r`G~cLsAG*x>;xuizQ42y@S2)zoLY}(3CUcdbB`15!N(@Rv`5_K+&YDNhyXP$n z%IbeDWmby1(7y<)y{m+iVPIdh&61vtw1=vpts}gv&YwqMPp@TTS530MGeoHU^LMhf z`pB%Qc%W9?i^=k~*E3)^s1@FIvbz%x$zk)nwV4uGk!FABCu&*y65r+Gi+JF^EcXw7!<(_*}uaxoI| zJc=oUe(CAQ!*Dj3Zp~ruZ6#Hbi}q^0R;OKOGa$VNHK=lMrn}nU;fZ1%d%1IfFxc6g z^qrS{^$c|oji?s2KThoYuVDvERMGT&%QLnKR?lU$_V=8Wd7FF-rUy$5KwO)HvG2rsSzS~)4sxHew}zs zAB2AOL5l$D0)`O!99WXO;4Z|kzQ%H3&mP+GiJ`WU6Ob0xSgA$^|t3KG%MI`<8yqdi*?GDnvX4T^r?H%!%0R@ z@t~_^?U5ri_)5B|Ag->R+tWyuLR5*6Pm+8%`(L1)6x4q6m z2OyidR%NxS@`2Z}(8tw*`j0}avJ=qgtOR$s)l`yBw-bU^$*tYR>V12)n+u1e8z5 z*6D^u%hHR~sGq(ut8)np-qMh$&7NK1c2o=#JQ7)f$=9feGXwn+DZj8r*>9MIsB9Jj z8jqqHstc^eV)%qbGAKfXPArUTLLygssll#kha3jS&+W;oL`9F(tMY2)kyS+5HWt6z z;B8zQigr}e@dqf`Z!Ym4lR{ipYTSDK*_3BPiSHKBj^iQVnB$5<>s2(z3VUy_i#uha-?5Im44|L)|JTj5xv41%6PG3()fs}zg$;P@*>#0~|Y3Ll~ zqpNYb8;x&93pN#L{(8dqY6;%wYAD3Vi1ItE;C=&!xmy>(Xei2WE?}4Ma#ps<8A}Y^#|;8UY!z z?4s%;s3@y&ZCp=YSe8h1mur~g{>GVxlvM;nZo#U3yal;NkFqBhO=z+mAU{&+!P@ma z#UUB$JyCBz^W7R-0wOY*>h_R;!VN=V`NO^O-LogucJI5cj!%PZlP+ZBW;P1Gc|k72 zU8h5}?E_qr7{c3XCqMN$s4$59s%!)GJpA*YcV=?RdRHaq5{XU;=HHrh!`Yac?GQ&7 z<;*s!=pvgAj>`SJpqyU7hAd)`;p2-!lFvdBuNBh5u|U08)xMM&*zGnc-kXV;vMcCf zVf*y(=8ipU0hX0h+}ZU*Lu2ctFe2z-o5#|}F25EMm>+cL`5t}em|DyZv)?BjNCz}QD&J0-6^EqO|NtMOLeP^{oTsJ=FhODg|jks`;D^ z!C`)<0J$h0&3)Ao?~(}y#1mqEs@tmJR?YNYmXaF8)Aaj8-`>7abH4BN>oa7Q zbr(rUQ!~za1|Sp#Xh(Vm-pKsrXb)SizjZ6`3oEwe*;2YU#gZnCD!jYA>rDA0 zc?%7{@7si8IiCUI+mKzh9)j^%7FqpBk^fQr(Voc%C}~)#KX6P-vSQpiV<6D`W+|XN zROjL48;CLyVG{glXmGE{mm)5`{?z;SOvlwqowQK-=g_U@SPONnfeQnSHq5uk8$i;U zUtkFT6K`oIH_r(*p_B5>p3O zsoAAsaoqkF<6}kzuwQ@Stb5Z@9&R=U))bx9Y;flm{6ozzLqO-v;ubz}4dh;Ov}MZn zjBrj{B@tioEX5vTSsh5BlyAtbEgG%rA{S6S&(^Gv;+N~As#qI*l)p!*=FvLiBOB@Z zNPY8*L(dmK{PWLlrFh)h`U~`2q?+4=a!(m$ znsBUnYHK62+G7ouoS~XD&L9*PJL{s}>aw&t7o;2;30%%ejb4b_dO6wo-_ds|cLHC1 zPvgLCjz5dvPuOY|z~%oM6pVkAiQ@kBM__+yZ{9d#De5rqI-+GtcHPufStqM6{a-cI zt)P|_SF2*+Xh8$Uazt+-L9TylqM1>A9?O*z3a^5VWk$nSIE4F(cM|J$h5F0&Z zfo)e{s-4I-Np9M;Sux#e;c3Z=kfwPpUH{bL`zh|?gdR*vX6l<|SC^X6rZ#%>^1$Qh zD^K*vaMSTme=RyiK~wRLg1nw}ZDB$aUFm5NLZU8g&*t*N)AS*Nh8UH}NnROA^Ts*P zit@)=&U~sR{KoH+C3gHjilW<{ zr#%s%s+=@)9#cndgqFOM_$h1DcgkmY|NEzAj=jXCr&V_kpIVJVj9DX^TI+DGPyR?e zY&pIAm%jL}EaW4;V!}rQPWkfRip?R}*SHw5cgBGlo5e$t?W)GmAdZ}28cHwTXg|z` zd&@~)fm&{fzo7VLP!c9TdXBeDxmkQQ=k77#dsuMj5;-B%Uw1&TsMZ$|1<9Y5d*jq^ zugYeHzv4lMuAz}ZB^AwQKzK3IWHpl2sPCOlmq9SJ+sOmXDYM&KzkAUR(CLjPS%&%0 z&6;ayTH_k;#mWU+6hDk)kW1dSqn^Fh-Z3}}u$9O)*i%lQ3O`=+F!7Z9`S=BKlZEi& z@Q>=1TrcnVc#6zAYBc~CyW%9qJ?XJB2pgc#^G0cTu=|weMqAE`d9pcrs|=JJ^a^68 z4|P2n2+$MTUSf9l`gI+zCUYKlZ4w;W0b79oMOlS!(i0RV+dkEe)o3vJjMmj%^Hmd9uaSvC+2*hEd3n347FBP}^=*TtL zx9oVKqts4ENN$UN zOO@U*eLBNVw2V6{H>)mhy*jELLB(jUwOTPKd+{u-kOB)xNFBpL#Oagvux7tS<4eSg z&)x@5K%>p@@^LXwC1r2Tj(d!F>a;Tk@vm3eMGMxRfKxJ4<;S_Psdsv1d;4 zCc@-7#7+h7rP|juSHNDOY0T>qh^_q@zTt&^f8zYaVuPZDMdhs^L0hwG-n-szAh|C% z7v?1QI{QmW{1M*9E)5^glf+BXO15Ne?8x&{T2TZqIXyOt^Y+J-5es+lRZw(xXQDc- zCm6(=92uliJ7l8W7`KUD({^!(C?=KA1qf(~E zLH$xWA+DHMy~71-7bG2VxJcHDuU`R=HVa)wxx}#`SsRX0nBq zlNMA%!(2+f4kP$5C`J@&a=j&}2wtznS)mmx^jd@GL%P0MWEe|!7}?eAv$htCMPj7s zPCKe0h6>NypJ&2c$LLhlN%32)DarEqE_tq_&kRfUh%$_3iU23C8X5mlTTCvmSf+o4kreFSLdS_{mPy!FDge3#Cw+TD{ z5f^Nm*=uxkwHgzwwFh2Qud&GPO=PJL8hpjveRLRB3;M2B9fbO221$%iQdI!f%T!VW z^2y#ooQ5v(T-ol3_wEGeK88Wgx&#{wLb8&@3___Q3f!%f3_9b8t7d)plCiNTE6P1p zJ=pyfJ#p$laZbBkHYiWf#kNTce>6;=Q$#vHLav|Rs~I-uUFU6?AUegxyhogK?}4E2 zu;8O(SFN9u=9*%_k6S6k!}Xd-$*yP@W+ z%9pxSkeqEPYUmP0ap?RKU#I-Le&f;rFemNs*QPXYx(lfm&hLOjKU$Sw+`ZKV#?8%) zDULp^2L+~_f0y8A*lTfhPb`|^g8_QhdJ6+cnH`7b9%;VjhwI<>YqC!r03pIPhEqrM1OdG^;04XYwegm<^MzO(_@r3NMk*>3aCfRi0w@0KWsUF0_$^|*4;ACjDuO-mD!cFRtnk4{&f6uf^)nIqgei|bOPiAGzPU-0$ zWSIdaLZKMDUfi!3fh+S&t>!dD~^27NfG_rO?|R*8gzxEIJ>PST2iq0mIahe-w5^|5<7x1cz;#5V8AQja%fj{ z_ks16?g`njS~UAky5uJ#8^MQYgY?$9dgN!~DJy|*f z{=F0LqV4e8JaRm&_O|pewgcSy*lzdFhlGaxP99-i+UNTZq|f6{6Y1hsN+qrtoW<}M z+cnSXl=0IHYGz7XOE8q?u3Zh;!Wtv5Doo9^YN_p9UO)8yT~IL5j&ojeox3^Svr9MW z=3F!6czf`_@y#p2zxFo5j?R6px+rfGrtd1>E59Ut7zr^qW#{P@(LBg8I`h+v8_OXf z;X9#c#fe90ZLqUu(&}kj)99>=`?6nigV98~sXK-3MrM>0x-je4Nko3FCjttkbHw9YLn&#rvgwiP9=9?xIrQmvEC3Re)*r zq{Eo~AG`r7Uqv@XX?^du_t6ycjZ=aX)2MDAA*7E0ilaMdwi$ruanCh8X){=WUC-~= zW$s{7be$WEE>oVeRS?cvopP`!X({`szJ5{j7V_amWo>#$CDjygTZt<;NbA`05xot> zi<@$9<*nK1!GLKqkoV=M`sJC&Qs|49|D$*S^$}umT*B7ahl*^rdekSa$6d9|8JM$) zMt=PHSmQ^{#dGCVURL*}4)baC9Knz~R2Xg|SyL$v&xo$JeS8ex!>$o7omDmweoOCF zEGT|PmZ*+*DPIV2+k~~LUSxnb(?!T-3;wVt!oAcT)Q$$WEFx3y&yVYtuJ_Nc&i-ku zgOA9LyOaO*6D~je{rMm#6S4vp-`2JHe5$tW++kK(}#nZw0%UnpfU3KQj4sUravy@Gloz{JkJ0d1^s>o8-F&$wbO#|A_pzI9H+3aU3Lj zDauw~;k?}KB-d>V^MgN3Wfyp!;28~h&!ZG$bn;3FjB66FrcouoTL0xcNMOwhl?;dqzSc~) zls>p!ENz{ao&{jtY7!0I6G@w$(75~EePUqe zEUa5rsKnnzd$cOT64BV0A-BB*$JRJV$TQnTQA)FY4BYs&$NP%DY_BWO){CrjzIgi? zLervP3eVDMNhYl?j~%oc#UcCZgi170Hw{(Nu&sd}*gh5lr0Y_YmyJpSMb;$r+;rcq z(nL&QLcIPUH6d;ez8Z;{aDCsTi{ z$(Q_7N4$ckp`|<6&D{HC4 zE~mk)kopom?cLd;6jmIwKw`x%9u~_)cRRmQK8$y}^8cgw{!8v^i^X-%quSdTrN}U% z$Ksjc-k8P*QL@C|s;Gua^bAPj1E(mrlXv3p8vtimaKUSaUMq9Pu{TBMQE@*;zk7dQ z^lddIb3Uq24H6WztAAU?%^zNHka<^CI{88=gsn-=g<%9%Qr}(ngf>_5@nF1>Test| z5f890t+}L=Gjuuzv#BZ-bV?i5jqp@?*cf%(J*Zv;qfXLww>6*1AG`>R``Kr|!!IOi z_t`;%&r!G|-stw^Lk0 z5L>BNzU|JoB`M1xHNKjqp52)YA4D_Ueu~D-;9A*1upC~O;W!%%mW$kEys|7aG4Tl7 zUGKo0i_w*_11YTc)>j}B9cv6A%q5bAd=1u&93=xxpPw0)acDKStXHx5<)3;u-iZ!V zv9>-5TPQ_SdS&b#P2d$C;`Hz8kcIz-SAW7<)0JfnU+JFLetq*6$p6Z)Djt^Qw{h$C z_p}F%y&(!x^ZMC0TOG!Y_CkWc15L>Zz_jF@X@R>ZU$S8ON>uavAcUyyZS*;DP4cmo zkfM4=tB1ecEy#J*mZ@pde?@q7O6&}^&AF-G5Fx5&vSj@jr?R*H$dc(v|HHC`?oAjv zFF0OY#rtr-CvmHx=qxV^h)E$yGlKG~&Vp+VDgUE?Hi4=#fAA=Kxt)P&V#et)=TK-4 zA+Gq;!K`%auS#L>)@qm2-TjnX5mUSL?zPyLIr%q!d$?GOTsJ$SabL5s-MlPJC06z+ z=m@47pkaR#vfH5ahl~7BqaiM96vK?FpqkzGGD!7!tmnS|3GAcZyo~W24^7#r|Ae}G z_-s=a71&&9_%JKv_Om3SDO*G&FDnEaAqBxyk;u2Lu*BKJtfnF&?F5ZV&r+(X4b}A7sNW0A;{#+gE z++1@E1Wgfp>XN;X2D97rQu4C{x(QqX<(UmYgJq*2LOGQl1LRS4K_%6vK=-Zx)HZD} zFH&CGdh+2Nu394@Z#n)(hg{(5+%TeX=boW=^Iu{@FiD@E*o4PPsDXBmZ0!k}UP;rQ zReg;U2;{=8+$7v-;z3~9nB;fd4{QvJ3t`7b*$D30?2d`GA9&2!ROz-u{GD<@wK;=nrtC>l@-)J}k~K z*ZSz!6_w?&ohIH!GwBg+wm3yTB2^wmub!4Mxi%~7-fv*OW!`_%o+B66K`}QU)ApHR~XS`w4*8Pm*><(dNAd@1Ptx}q1tX^6F1)om>mYH{q059t5Z zfL+{Mc*Q!jCwe0d>*X)-;#1r=`ETG_T#g#6=zH4$^}i$m_dhf>M*opE?IU)(QJjYN z|D4_AU35G_?Nj}O2;M1Fz`rebju=46UbsaEVS%Gzp;o<06I4`>j8)9?K_@>RLVsyR)+?eQlZqvD*mpJ zuA3gh+ZRcF9gz)+!k1)IbD_n&`eV$_#)k%6j8c#Ea^rK3zAhT5>)xA^25{fYQ0+lz zV+Aol^tgUwtA0sxB$3r$B{Rc)A70U^>Aq()-88&=$e4ZDw<`*N<(`9?@cVWn2)tq) z#sm?J-ZWLc;C8|>G+SRtwih2ZG-e9|c832j#@2c~Ta2FK7M(afHJgl#A~Pt9YOrOtDs6>+Lu{O8~didSCK@uc$Z2*~u_lSnTm;6n{}2yXV8y z`qf+Arij#fLE7`1pU+Z!zYtWXo`R?Ii3>hlkvnYET(`k}suD)ck&P|G%Ka(|+7Z@_ z(Z4XH&x~UI@04G5Z>g2NU$(_@z}+RkgM;4LTD5^|IYQQJDq9OM#|lDeG%y1P zTTnUeVV>V}YB<6u)l2YUtoDD{QBQ*(3s zGSKg;MAT?VW1qakGwuaP2IuX#dPq*0h0&XreG`xTg-u)mD@VtEoqV@?ZBVaJ zt$oxR(_6 z{4Yg;^jIqM_lXn;L~+*g$%DS!cS>DNw+iOnA!GB?%>l4pn<5m0*QKhVtE7pS%S}I%QUQ2q5|wJd)f{_` zEj%&Rwl0<4fY0!K*-OoJ1Xem2{73iPV7uG(#`(PpFH27s93U^OQ7|^rW0eofQ_$4g zVe^n(`T6hT;@h%|&H(nR^!iO?=E{WG2l@CtZ2pQ(6^PjhX}epLlB3}&#XiyHuz7f< zogimV3Ov4-mWb24f=9vg_h`0B1_i=Pk&kQia)L*tT&&N|RVw{AQp8c4@Oom3#cDAP zRmCrtmJjE_D_7z+CoJ>L(#@}gUjXlu6F9x6Jh4Nwk9d$G`cyYR!ec9|&G4KlJu<7^LwY}}HS3>3))+Tmp2$iS zra{jHOv)xkGY9d@qJ(Z9s@QIAaF%=FZ-W7m4j+IfWx-wOQ{VuiqwZ|fofv;?Ayekt zrh7Wa2XxSrY0XTzmn&+yZQ$122nATn#x2H%TiUR_sFsyVQbM5gN)rsMQ$7wI7V6U; zcP^N*NNdXDTOw7+Jbl^>tdXm3G!eM=GH=M)Z$bYY$ZMRGsc&_zn3&MrR&e*%#vghk zd0{(VF{WU$$|9VSVqIl)v0-$b;IAziXZY1L_3Yc`B{XvVMu95dlBzgzu3+Bx{{dP+ zrN3B^M3M<}a|qN-5=Be*Cwq?Un|B1-wrjf80z%dhvHd5X&1djM%bP>J(1EPHJ%;g^ zx1z98ZQySUj7hJ5s39@KLd79umFfvV{1rGulWUp?rv z?8mc3#!?o#l+xw>7fC*%UG<_Z0@Ybztu=MVEOsS=Shm?!yNma8j_#=Eqm#Ep4q}{w z+Lx)fM^xHt0eG(tVzifdq>j;A2$iG`)}b8FcQt8_4vBz@l295DY1TV}wIqOQV5dOv z5x}(*pzb7D^fcwtryT(q#G3JNB9)23rT&g7qIhWzxrOnkunG2ZvnIE(7VHRX%Iio6cr4*l#0QI2+=<@$n=VY4z+;F=Dwi%g)7~`fS zLAz>FwvF2+P3)EjR5xS=+_fPyVkeuWiB0lguGZ~w8s?2r^KEBY+gti_B*pJClo@=n zxm}KH9dA)U+P3=U3GAJ4)?*uDrsg1G$V}+TXrcgGX!(p@jSTm?N^?=YpDa!^PcSYa{8%G zs^_JFT4S`j;z9Q6A8q0ON+r7Yu48jF?vy3)GHRO)o4hUNwhL6 zYJ_)4rrk9$UX)rUtnTOztnvjG}MG_tT|*>($eZU zB-aI$0ab-sL(lK4bK=tUSXw|wG;?bA1X`90SEMZ1H4}3{IuUNPj*fOF?K4+2ksQrR z$h9F+*1B*pb&F6-aKWoAX3ABdPI9&zH(0DcMeTIgg=wrNN{=Q|-e*C6Wm}pu(OY%n z2TB9%ES8#rmPU4FC96Wv&~2D&wa{O3Wf4$QGk#J>IR&2b}RtdJ)){dZxvzo3)T~o&MP-y27D%tfL~$5mHH zN^@?rU1^%0v`sFKgmq@KT@|W#;nZZ|NQ)u6M5j@!5-!wM)D>f(eHNl8sR@&SV6bkW zO0Wp26mordxR;?q0P8{=x-FvJBd2xP2!Td((_BmujjdlFAOX4AZWRsl{>5pj0Pjj?!^@Yb!F}!#=4I{_OY~4iUMqS+Pa zJ%Q(!H>0b8q1R61=%OX>OW^ByJtXU;ZLT-7eIKNlJa?fGfwNN*_YXHks}UDkNW#>L zr)d?F+tbd`-wBS2p080ph>5G(mk};IQoKaciRed6a7|)~&0;2?cN%@egdXbiOmGcI zrh8xn zgh3%hSwfI=U0S6ncbKErvN$qO%MQ@m&LLzav^3LaM-jQLnOxCLIh$nMpb4EDg?XT^ z`n4?-2WaFOX;QbK6w8z^*0Ug^vkpL#4&lOf;owCKlang`27RIlT(%QB&`E5m((x(uMDqiP7#7OH(nNC>yRX+5z+A<4z zpJA<}w0+67F1@V$;;W9g9M=uwsX&oHlf6e&5Q`W+9*%C8MjctBT~4IebV92XM00yq z7)uK7ZP6`9OaxZdnu^U+tw~^CnzIzS_(HtPQ8c)^gc~W-0nsBw#8hxQi31r&E|n}N zO3g#6K!pNI$SRa!P!(x*D)TL+pgCRNZ|f7@?o6idB%IG_(mzBwmeiDAxvC zkTw-6!EYp0xgBa_j6|*Gpy6N%1nN?|f?%3iuqEqvF+&NsB`qw(2`D_ps(RJ4FL6s& zSmTpBng$S-ZjyX53%721O3V#|CU$Pi(`Vr?)X8CNv~6%PjX9g3oQN}0Yo~D6O_s8( zJ@wJ6x2Pkz1FJCEmLfsOF0OoyvV%G2pfSSIf-vTx{P!w0S;_}h=;PwxTiHk(NdoUv zjSoYeWq@k!OET-48CBO;GbLw1nMe7o*v8jTH)v-HA+982JLb0VE6**&#Rfj?hPeA; z=NU?13KMk&gn{8?7G_p#K70ZseAH8g?rIb;DPt1>(Jx>h(VGWc8zl@EJo+^bzXrJi z*^g^5@huB8ZrWWginWg;#>j6Mr>BePJyojO?0T~)Ihf30j9k4fR7)YCaT+6{V{#y*v?N$WV3?eL_+}()3I;EhG&fW4Ld^y5?S5FLfF+ zZ6z$yu~BX$p?GRQG-rW9=u{Ht;WbFf=u?gsL2G&|Cg51skR`f8<1pG?m5!SQ9qMBJ zMs!}u*8OmTkC?@QA~y=n2n;EjrBGX)Zq7LcwQP=WOgSq9xV6khmmOe#PZvU-+ZnIR z(gR?DTY@WF25OiQYc)$N(Ty{2MK&F}Rh*|pbP>)nMBO<#M`BkeVhEa->eF+eHoCSx z!tU}NeY{d-Dk&UFt)teQb$7o-q2j$$evRyxa+Xy(T2K|R;jnaXnXFv)HpV z^yTC=t~rW_Osw;+X;zTH)o@Vaj|?Ez2VD8=k42Nt^18Vey$L+Cc&|fD+hba+V_OHL z9O*{IRO$sngLw1>#?iVFY%d;+HD*?s7jx2i^>noiwOVyCXEIKD&YeY}7t!H*FL^w` z58E}!*T_emRgB(VojW2~y9&XV!ht6=pwV)r%=g;3dp$UC=7Q*+nvUuLEDM3I64EaQ zqGHQjN8wtO)@q#eN+K=6NVP}SgS9v6x#+EvfEjS7L&)sZ>CH7V(kt*3!cExq8m^GpM) z&EW{6FiIzB!_QRZwZ7JG4gERKK)x2<)F>BE&?FTzgesFD&sK?2j9kb}Ta=Z=bZxR) zk5Y5*ozA)fPbvvZMoukG)Rfx~s?m6Q-4;N;mn^KcgwhE(uUnXFLF|-n&UyI1LRIyC zfcOq^8_8O!Wm*lZEv`%=&JDdqbG36bwcnQtlI(%GD< z37kz_%pN8etEjxdJ&HXO<{5I)N)Y!S5YmB_tIGh}oTVKeW?cZnytJ=aSD&EM$J6Yo z;2Ncz-4trG+s`j0Y=l$1x9EKDqV`7)vt1Khy;Kq8@wdG9H%zgdNUae9X01zb#3Ka& zt%fgixq-RSltgf?9Z;<;3cB>Li6fS;)!@CUaJ0c3#9kRroI^ro(L3I83vpYeXnKDq>ODc`Rxd=AM#3Ij z%KL94&$d)hF{9=|iEYB-nljV^2vkVVeYNJj4%u6)G_T#lq+W@{#E#uq75H4495Pj)jLXeXcN!^M2|lfAi_}#?X-G~-&=Ry&I2kCN zS`;->1gPN=@<3LoS<{DNa3)YHKL0B(pS)$&I((~SH=-ziT!kCS7=SD*Q z19s2z@cjjRZ)rZ<{vhysTX@1t_E+(jXRJpoO}U}vnA!TkdF#s7qDAMHcpal?QY~I` zdmyKVRzY>>8VG#XqkLU1*x-_!@AXR~s-54I*E2Zb#+da_I@`PI(8VFohoeGy$ zCTmXC=C+!$(t=R&6E#O#q-m=N8q-D1b;&_cXL^GmJeIu*uW}_TdXntrHL1BoiL-<> zs4Qju26R6!m99F~KTM|1a5S{kZ$`^Hp*huqwKir6FMRj?r>V z%FWPWW`vq4lxJ7NxI0t6m&B~`{b6(xiHNnhbkL0sr4oEQ@B+~?%uyMOcXBRTOGOcY2e@w8D{F`p zFCa$g2(-&4cLNN;|lve{3 z(?(!p(#6_f+f3F|6)nr`FA6Ch%iLG3 zYMpCZ%@)g*qmU$Wc^&Cqdz$I2gw0_#8eO}Ip6ZyT>X@opCOR4rxS0^u6C*;RY;w}0 zgO;sXge+3?D+GqB5&=4O;W0sIj;*R36972s9TuhFbiE7%uu21qz*KCE3(+jKrbW~( z09NTuc9UcX6A6O7ZkQ(gm5vgzSskUGd#PH%x+2uFEa_VKxZ+m={goVZc9S%MUEXN{Wpx<+I>YtUYRi! zI&p{S1dos5eS^W_wo#(oy+T;(fEcf-scX=~N|vmLT!~uIqR4p%ve#tAxHyz0E0A_2 ziv+Zv~|%~ zzc)(UNkGUX>2>%H5{xcoN)c+vNahnTZvrP&jI8v9?^$Hl)e6L}ob|+pz)&*%JQeFg zCS#bibjaLIXc;Lew?`nd60-BxWLnn%-qZqERs*)9H!Z3}(#Oba6UrRW!PU{|DWb;I zgDk3&K678rX5aLlGkG40fTxudMsdA1Xir0CwV88Ct0uNkLjlP#QP{#-ESD>Mh2mBpap~aY@pcT4=*XJ5-pO7BQi937TT7+a^%L8a)!> zKf2OjMCPDp>RWm9Y-`hN%f6BFUS%Iig$->gkG^j$W6~rs=Im4t z1NqD@3CSMW6l|w`n8uw2$h%r3Ml`&oFgu&I2D`y6ol9DpzH`&(LFc^_C&h6R1lF3F zxsWrTZT`5%^m{_|>mgPY$SD^sKBov$+C_8fwY-+!Q`NW&tg=N)l;ZByKbhkFQ_1r5 z__63UmeK4}+)hSilUM``R;Le4$zfa|z#~V2lBU-mG;4^gy~V;kgi2E#$UAGZa8B;2 z=3YI~>%aFBFw0+86~{Z zvHH-g7g`Z&^+2&vgIA@Qd5H;_uy;klb(mRG0w{p>o@=JE7K=bfTB2WxDc*Wn&`uS4 zYKiJ`Mj%S$)~8Tvj=|GeLC&e@K3n;curl?d%UHDZ2;H%_u(*B7Z8ro=R zO3+w~`4Sw>dU`L;xMAwq)530}df4v5DVL0Hh&mM2WtN_!*~`)Ja-wV?Je9_W&_;_H zTPZnY@9{K{HvZLK2@$=Y#GhJ%xZD{6uCHl`8>*1!{-Z>)29qLP7 zq}5?q=6A`}4@yR_51DA0B3{pQyW3exZY8S3Us*x`W?0SRt+S1sLv$KVvYw)<(8|ts zQnaef3l;0p&E>VYmVr2o35F?`D4;B5L^`DFvJK44?dw_>x*msR(+6V$-g?X}%&u@6 ziVU@t1g-TLbqnZvO)oLAvee;URC6Xom{GZx;lBV)2Cvs5rEF5OIn3$yzFpiEAd^iMAXrLmW8W0VL6hYy5 z1}MEi)f@pjvK5Q)sog-hZB)lXN-6^g0v1A=tki*P)UInIsLc^%a7`h_0f7A%XLW`a zy+{g)s*DskQzY~?7NJ7bw>8z8gj!`2(NHDUs53$ETd67D^pHG;%)C+%YmBTZ21-k2 zXkz50mC55M&)$xwfuUT!xEQ`4AdXeEBl&huSa`^!DkGFw@z&(x|pwo;!#1_LncMrO(X4?7a6kR~&5R zmV8}|F|{00EZg{debkw;gQlLdKS3JER2VRZXoa{FOU-%cMUp@sF!w0DXY@|xJ0Ewr z*M~1d_4$Za%_`)Pz1dZcrl(h#@{*^KBKXDOsQYU(GJZF6qZI|8{46vKzH zm4b_(PCVTf1>FWTO3|tbe_WrU?yB);u8{M)-e;T=uC0=(1WQG&q+_0nEn)HOgsuenngm}`W&(6{ZPBE{Z$2Gh(Y1&abx#Yn_-c{Q~O8s=Ov(eJMDY5nW zV@b71!jgsWwCSB<`$&M!&&g;g&ZQX|TIA}#KJz%dtJ7P>*D3aCWA15QOV9l)!bzXC zgSDD+JG`)k0QGCu_4HQCiS?$2rE*RgCU9klzZ1VonX?Z){@IoG`>f5!)Tq4hy$ajT zZ0ZTtMuk|TU98q~dS*vLT9j>QrV-a7zct%pu`OJ?k+f{4?J_m->D$NYT^?xe#`(4A zakcs1s47ohncVK4xwL-oP0cQVV`Da-8F9@-J4D+w#Ja3nq|9^*_Y|=2XO@lDaURsv zG6m5*Z1yT$B4k4mTc*BF^(FX4eu9oWcqM&S7e4Y;?w#aN(QcCrY>C#VL5yt{pEBjR zHN_%q>N9eArK%>A!>z4EK<*Ua9Z9NIcq?0sDiSRPXs9!-4iTw$T9ioas9yC|1h85Q zQD_3qI7W+z7hd&-$jM3yRjez5+&hSzlBTGW(JpIrJz>ou-XdEfAZW1WvR0Ep%tesJ z#Wt%-^tMB25EL@9(zI4+r&?vc#(9ONbY9j?HMOeJ!k2R>!Y`SimT5_5zG6=74_hAz zl95-?U}cqbv9_Sm5g4kM7gw_$#AIG|<2yo9K9bGwDyCICs3CqXGKk%Bu)m+B$ehhC zHe*`oX!>c)yCK+M2WB=~+t~WLCzp_`%<_JV&-w5&M{~(^@+*<L$ffc0BEoW(swor(i?9H#4@YnJa+x^>W|LH4IIolf3CTYjNK zI<9c$mV3O+_a?_igK$Z0t+8u?&o08c7{jhAye4tzONEo$$!iZpIvc00oLt#j&y6eD zdYqlFK$`%aD!Hs>L&gwK$Z(3iP5QQ~G{-ZmFxPiXs$REl*QKc#s@jb=a7{+xagU5MewZ*!yiKVKY071=ABm}sgt6feSDhmc!*F7evK!8tC2?uPEnvC1oJr&D}%_A*T zS;QCB8ucj|7>2$oT zz5K3WEk#)8okLwt)`f;>HB+KIl`j7%(} zS8pfMckkizv~g!00-#-S-g^kwUVynSEfqq^lce+nDwz`BZO)E@^p>}jfGqkhN4? zx=OW+l;@nqZL^7`k)rltHKF-k`~L@3De=o%3R{%|d3C8a6u8Z=m3$#nFa7(;(m2o2In3AvzMFHES%b2B#ot$l*qZ_mr^1K>HCqZQC!N7dF?OFs4Yqw~yl^W_gwt~&FKwJo8I z=<@Q74Q$ss^z!(Ao6U1!TJ`nC?^}!NJ1TRv@vl!aaO7b=%HCqh?D_3z=bYj-leKyl zJg1|{N_$IlzdF!|s`LObm1$~umphFFo@_9C(1kA}kL!G%QyO>^4{aRxZ68lLte?@? zH9Ivm>&;jp#){QP6%%H0ly@9P<95bO%B<^MEb3Ul5Zf8q-k%yw$T4$}UC~QS%HI}c zj=Hq7Jsr9aJ@nr*?fdg722R+fQ<<>GhqIHFCR#^08WJ>Dw@WQsLn}SPfskzw;VAml zy&YRXtJdZYm#Qn%P~wVM$q}6vgE*z7=$XNBnRT{@p~>AQ zcs3n`NJ6zT^IQ&JJAu$qR-nf&^&BGAnPn(Q09C32^dS%)IG8Z76f7fxSb)F;#nwAk zO{%a2Oi0k6FC@fJF8*7ig)LNfQf18v$;n}cxWQSTf{3|l>|{6uA5a7`QUKZmG*jpG zEqV``(i+QkYb$Ar*68cj>aS?vzgmDx1fkPu3E9Zp*F7RydSP7M+@4kC&}%QqG;9+2 z%y~OGcPzi>Ha!UtHFBo4DN<#ik4AWa#iy1nm!O|;O+}pOwNcPebz~hG=xuo>dau*3 zl=jpt{eenA_llf6-CM-@nb`$p+6($EUV0CCUQHawDR<8enOk+Kx8(G>&rm99;kSgg z-fvv$YWUrBYNF!&!O$|y4t9;DW^Uu=^-t0?K2xi2-}$SXH{=8C2W!W-vz~%EX1U+G zj7eMUFQ0bM^1itXuP(o~5_dwjWP#e^ zvzV}9xV>yiHO0?RDv+(hNTlRW~*D!k@ZN6 z+pSJ56G~&M1dfUaTh$#~Q57A6DX?tS?im|xX0*pFoov%KIjGmZVJT>nGVIm9U4v5D zoEo#5W!q6Etd_X-l#XjHhRjAW`73jj^D-K?N@4T0x78k$YCj*R5H7c(_=i<`p+m2HH^6iE7mg^{ScVRSO`-P!Nc} zOG0y4V-l-jaoB;@yo_a`WzTh!=$ZwH8-YkN2)cL;>6fmyGhGv{GWmd&FB=Se2o>|C8EAoPtd}RVW4_c;^%DX-)cAqYg{{`z=Vx;pp&2xd`eP(j3ZB{H}oWARN$CB+RNzJSWIqyM6Sme{m zmDPPST|ENv&ze_9BSlR-0bKj==69S20Zmr^r-~*g&?n9M3@ewej#^!W zoZoUq7qZWV8#I_+o(%dz=bzrm)C#t%E;IwnO5T_<7BAUozDAy2Kq$p>5WK|%k;_Gxy%nwKq&K}K&B1#w zYV%i$-IlLaonGLm?j%%J3RdW~PfSQ$!6Rg^a&vLohAzJY9K1B?GvU2TBO`L?%^D@i zX^+a%4p~-ms!*cN>rSk`h^l>f=BwSpy{T#>HRSk2s&u95kXB)2#1eu_QYwn1aIz1a z(?qQ$9cxJDCc>N2$=qeExV;V?QqUk>ROO80HKHrksJ%HkTI!4o(z->9Lp2SAthvN- zm4L9Frq-4T>6(d%khHbf4w}HlgbJMNhP=G{zK6!`r|a-zm1FjxeEZK|T-&4@X5A2y z9+Ro~(=ZNc%=7;MK)&lAW(VfoGulStco7w+p_{GNXXospq{*zbR-!;(OQ&(7QZn_F zN9S{C$&X64JpBc4l|SYE4kt}Z`XkiK3kdVUUCy@GmZKOmCRGaUpR02z{tBfNVa~q4 zoN#mJeIm&6+1}C4gTeYgLZw!ZBIhJ|{7-#@vh$VKy{l_gjw^=h0Kkcc2(syi}PSTo7!^M-m+Lm+-A(0YUdzSewo&E z5VKnQSo2@J2}*HQ6r{gSFC~Y1#H9(>TOHa5;9exUO6(%T9D_tzOAYi z?txa87^y?ULE=@N7OGdcY{J00XwyqKc!_h}FwTzVbkpEevpEOz7ikMvRW} z4RNw1LhFqdq(XBsW~PL*1q7lZlR&L*F@aOBAZcij0cl`VQXyZfEnd|q?ntUFamZR} zVV1HK6w8?gA5}U~&;;s4!|7&b*(H#Tex7db_T|g!xB)EO_RJ{u|ezBD~3q` z8V4oftqQpM-ePm~J%HI7on`pjnm%a6`VnMXjd5A^KA^N6^7I-AULY6NmfkMt)io>WP@RqESPX!A|?$)`a01zyr~-M_SlM2BoX60$d|#`uL)CWe zC3bw|wT6*m)EA(hjXb42Gn(WrM^xjqfSY_{&FM zFFVgw)iG+pN171sFdW5bJ;YG7#|mp9rEaXX9Rp#kz0)Nr#S&`*rF(^L?zAcrvWX*> zuN`sHEx}TCnLX0Tyh|p8t7DtYkV;v)-h^b*^$P1`>cu(JGh?Bl3&Cob`e79jtT0K{ zMQ5xyn}x^*VJ4^y2_vll9Q_oUL`SCh)U`HO*1tuLq^ku}aEkg*sw&!4n#`+fRIhN- zk=7bQePE#0k#XjY{0BVXo!9fbG`1d7T589OkBtOQZP!KUO3fy~Ei_fw8alzcD>t%H zfxG2vJlTQHY?6Y>dOPB4>8hztUp{;7)y_*p%KGm=)MB*}zAU$$xh7K@bA@CJQ5{P# zzLs!yxDxA{(zdl71nh08dA*g!wy!>(drwV_Yd?QB zNc5U{HSWJem|AC-^PbHPQ3!iIQ5#hpui0ZGhtbXGRYksP)CB_uf&A@rJyOf_tLx&u z(NTlya17?Gg-&HcoZiM8kMyc+5?uu2XN_qLHT5%B57CP?;qm?Yj=W`k_GrAxy;7pd zrla^QcJ=Q!nd+;dPD`HUgu~y-OU}=!#!o#C?mWEmp6s34FQzhisXtrg8t<=u9Ao+u zruS|y$wr+d5mX7A9qDS4;MeHk;LkP63UVy7<^w*=19x5g(o#L_;si14n z)RrDBfUR(f1!|{2G_WSSDQ?u1bWfREc8>ki~I|=o^~9q(gaAuL-!mBo#Tl5IXT><{~D9HU%yxu7S~tqNk@h zL(FY?SDcJ4s5q=l0(x9s3cN+GtIe|DpCi^2HSZ~i8xPa-+RtWe&QCm>UZ=>rk=+E; z#%PC{&Ub={Hy7zyI+>)W>g{yRT+2D$eosY{jbX==mFXV9+h)#A8g^@KXKmoyd&;f1 zcc;hL7CApb~5_+zTiPTHh0<#LS5EX(z-=jnQ3 zb9AvTb0VeWl5*?a$ojpveiS5Li^&~WxV>#Gi^SL(+JY>K@XK-DZn0t9-Y2aJ)Uzuk zlt)C5qH33ST8X`EKDA|?9YJ12VcsICn}uMKgw}O$L{McM-n;2JE@HKpXz68Ok}%1o z0h^2jA`Lp;ZXhVg0Y%$hSi*3jB`z&OTw4Ta)L}qtvbC?R*Ap z`aDem=+jSADrYckQ=VspZ7fo8_0{cKTc-|m&AW!hS_RCw?M9@-JRLm>txoG*7p)=M zqzScU6BdS6Ek#pdOGULT$>GSRv%wab99H#DrYzqWB&14LlZEcQ*P_tF-3q~ZP`cDb zpmZ6y5{nMiL{`u{Qq^c8I8dtYD45f6L1r&;>6z^o+bWzU!)uf$%Suq9rNS^;GYPnd z^bl@zqRlFvPF}87xvUefaJuGRkcT5`9?$eh^g3WZdLGr};zC)YTAT&}M=z!S&Osfy)>#{J>&y+ zy$i{u?=idK5=E_fUA)}>r}Q%6InS!3UMnc9 z#lyOKfslMF%`OwuRzUAS=!+uc71>yr3wKKlLf`dQ?mKt%>bW$W?THc_#Z=#awHJlmr?$;w+ci%oBi_fjvS)8<$*rH*n zD@u;0;5v278W=Yi^0D@@waHK%7Yc;HX>pKrr`UOKXEmrmA1gOSh5}Qjn20z`#e$J& znwm`zN>(JjgT$niiSyL<6&qfICwpqQg52;iE3u~U9Hp(G-R8+uwRYLPSEM~lp z+j)9nw5|rnD@Jn7=`TZvm9d-GVMn=)*HzP_D=TlyL(|?zXL6X#Ed?^QGp)AxZ7$;* z*R2nN_L^$n&S~S#r=jMxGFuULwuSkgr8rnY5fIB+|S zHmzGxZs<%Xwye7P4?nsaT|BNkp*iYQI7A|0xvNN3y(Q6euBer)h)TAwv-7mD$yP*N zb3LnVbD>9kt%en69cvxKi0d+>q>0uOa&)jt6w}At#?v%cWql=OT2Y`5)Tz|<*j|S_ zGYgt5_8%uSj!ef)$+KYGD=|rZ)rmSffK~fB=X*|$*xw)0=D?QUn#|*w&eB*`^j>?@ zCeAaM2Ft3|BM0Bg+*&(FOQP}A_PQ2%eGN?Pk?^q5q{pi8N7{YIne=!$Q6@){XqoOp z*(#Z^^m6nCv%IBlM*iQN=zf(m)3VXab!*SY`Y~!J<&*Xpy=y<);Cjqy7I3xkM6q&F zju(*B^xJtx#K6GzIDHfyM#&XS(j7?b&QDH^nf(HDu>CKW#%t*O$EuX>r=Knp=qJku zrTSbB&C{b~4;M}RsPa$gvl^XcXb9IH8gvN$8lF5_`TWoo+NzZHvQDtrDVMep)wSI5!I@_7r8M-S( zN?gu~wtipD`tP4L+If4sl`At~Zc3sev_ zI>`EN-AHSJdN@N5ch9*0!NQiLBI2J)5C6V3*=jkY^WTD~3Gm?>Xr& zKb7yWdW}W}smWehrt683>4&5#tD)+pyw-vl79#3$P1m`)&5uRoy%u^ahw2i^bNM8P zr;?AA?~h1^D>}WsaUYGgvm>o7nCeorlqjeJazAs&EC2yxZYD- z&NxG%tcAMzki719w#2*EUAGg=(#?0Tp}#$=o5Z~3<3ny#tfg{I6lHnzF^g|IBI$R% z6KCv9qGwngJs+Lf#qYi3{S?dDx@f9EpvsrLrg(Uz?=z#FwCUF^4$-eihr58v?AsTd z{E^%_K~baR{ZjoA4}OC?%pm)@iamf>v5%nLX4T&1}o{VoONvN@>&!bV%e6GinhVu?9+l-h{b{v`rj>CRR&Q z%7+&lQ{BOL5p1U^(H5?Du6C1{o5^XKNw%FxJs+L*h}pDX9r|VwYl=X%t!AbmNN}q# zoopJ&;>5E8aY-p*>foH)8s0s{C(G89XIMGuZR`t?iEw>2%X4JLvv*BhSBk zCezro#MH|Hq`e!o&Q4p+^sk@#7CmQBUp46bha1$?@>}dc+FaQ5FBP>M@o8$kW)QS< zX*_&PaBpLn=@gV7y(Os6!uBUNIY+U#L!?C2erOk>^4j#YGbqT{w$^enGf4NL9xQ%` z3#B^OmYaU7Htq99Z8a}?Vd|CV0$NkVjfm9Vi8osXzaD4M>s~7>+howTzefm~I%_P` zL)5F>08J$;Vp&%v&c;^PF?>xNUY6|QHJfSs2IDJlH1_ln)J9FeNAv#xpm*t*x1hk$ zAsn|LDuJDtWxDjrwJ1`UzW{)0@*|4X>0+rkRk&qiCsNW8Nz`g*+4+BJ znP8*GXqbt1rS6!jP$$Ex(%p9tO$L>U5?-htmO;iQ6G)tKtC^t-Zj0w9wM?sMweN*g zYp;`0zKx12YS5IK1@^ZxVa{O;DFIV(S1X1Zx-mQGCqXJ}=frj|@eZ1*KfOvEf?vd5z;``?sz9>rY`iAHdSZOGh0yE#d7ms-d=Yl*|HI!g9pt zsdMgG^4po{*N65#9!&wJ!h4QqY^0_ysmsz5cD2NBM<6+cOIIs(7LQU`bM+ArPW{uU z;*BM@lch%HUn8sTL(^ttt?ztaV9@%ywFGWOWYx8v#5IJc4Oe!&n&^SORAs|qWKfh8 z7(`{O)lO^B%FQg4#95IOK()Hcru5;OD*;-}1vInYPkNRdYkGnvuCeTx8k;hMwL+Ac zDk91XDcvlc6H(YZxm7-D-Pe%}1KNt(vdUl@Do7$KD2O!T(N>`Am8VED=diQ1Gj0$; z)O3W>WqO_ORgs({AD{kKURWDtXUmanU!VC#S0CEw_n{kwQtI zMuNQi6PBk(GXWD>zddJ{LSB={?$v`x`DuGU73&hx{2}!Gj&bPT^4fS#zHynIXvwc^ zLx$#XnRzXs_QodqZzqCkT<%)-ZYHOsZlKrmSsEHSUb161OJ64S5(UsJ%a3Vzk2Lfo z^WOr^Ey@Rc_Idgd;pptP8}a*m{aT1iT-Yj2-#OQsp+n1bo`W|lN1!?1o>cHC#s+7v zZ*O69kIplD#e@j+CEFg;vl|hCn`R9tUTb_cJ}-7XK9n8J8#ab7r(ZSX7S=}u39@|V z_B%GJ&i5W$O}(3gKdOt1T-;;RjV?*O6*__qHqy@aejMt)!{)E8?mrf;wm+JwXPE72 zg_NAOMmwb|RwNVVEiO5T4AD3gD<|PC%+zafYJtHd7qNOk!6BvKyot5osF;>;>Hs$a z%qHGfpo?$}hdq|Hx@v1Q3q^?34o1%Efj*@LF7+QKdkQLSnZW1F(SYlP$wE?^%%($8 zh`ROYpGQS2kDw@85FRqDMvCXSjmkOCW?U*|Hk$PejM(jBO~7QCR4_AGqy+V1)gf${ zCBwCv)AGSLLOGv5=$3KwL3&IThHk=IIp(=UXjoIHmC*X`GB!5+u9g}VB9BgaVOfb<6fSfpEWG^dmlUB&FKktC3;Mq3|#8`j>?RN;&M>Fr)qfoU!v#g z_3l#TuxgdlCzAJqsrhQ(N(V+>6`yC>FEsnB^0>W8jXzxd8Lv1GU)`7U`g@CYuNY5f z2=R|@tO9f^B%W0o(YddomyXBG|%*WhV`|J=QAF9{&no4S+WULZ38;` zp4H6s`PZe&4eqt}7tnGV=qF>LLL1U%j53(}3*`JadaT}P$Oc1sntd0N?D`XSJaO!3 zQ}MRh@;DmE`Lr^hbpHU9_Ip>A^8UX%;{)jaJ?-z>`VW`ss&{A1i;a3j6V>XrEtR|K z%BH=w%@U6J4&JxeT^$wVTCZ|5p~@jDy+kDrauTbQO-^F+BXU)pOTkqUR!X3~1v4Dm z9+%5+D%MrC@!dYS^3kiK)Sno_w!=A9Lmcq59X_;%- zos+C-Sy+1OX{Bjiq{~a_iJQ80Osm1>W8CmQ$dJ(4d9CKxvSq1R=pf7Hs(2;y`R}tH zYf)hEMg}dJv7KuyUV$nz=zC_C(NuVv`<^IqUruAkZC<-8`Ac4YlDA`5#}-UhPGB}Q z+ZA6;fu?QSZw%MjAgN}l4>er=3t!jhx${x#v$CuczcC(EvI@FMUCrlfy`gI=y7-*= zW>tWBS(9%ML(;W;=9V`^178Es&9maZkMqo7M#HD*wXLXRww*D#S83+%?Wz?Hc^gaK zgU@;x6GO~2y+9}BE&6|+uxVIcfm-PO=cLQ^8>}K?;Cc71$AuvMe~_*gB%OOa)BpSb zJBm=|lv8AzNf8@4ABtfZLXIoR#>gbcoaJoHVVlz&bEZ(tp&S#jG3SyIO3pdtkdS(R z_xb()*nh9vUfc6|y&l)&x?kJ%92+x1+5PIEo?Q1(K@SB0wltYA4TUc4U$y`y|HUE zRz_Hx$lLX2UQWD5J>&-d>bw1L#Mp7QQd$ss^2)cJ4?=yq&%A9OkI)q^JH{0$pAD*1 zslZuLZO$<0Cp{W&S#D79W|8)}(|+Rm4MbC^pew*;k-WD1>mG9SVtM`FH2h4rOIbo&>o7p#X#+Y;tKy@jIBzRb@@PC)ZX7ZHM)Et3;| zCv#9^LU5k47gy|*9`t|4_YUkCH zI|5gNxv=F}7a{j8&%EeIGnIE^{_>$C6`GP&UTK7}=k5CZ&KT(t9HqbC+j_KW@1^Uo zd1J7uuz6>A9s2<0%k14<9N(`ymu5AEch4^?ax>m=eVz(`m9w)KEPs8mqAKjtXi$4c z=yBt2n9r;0C96)nwV4vK_31JNUe=!33O_d5nv2QcAMJ>jpt6Cc6YmW+ZImQ*JBNM;UmqD)V=#7%k4<|Tyh;~0f(F!o zqy9Ug6*3k++F77-vpO|-uwOeN;>3*3^9Q|~`xSA2TX`+#6bvY5-wjH=Vmwa_>iOBW z8-eX2bNn{Ox*hSq$u28Oi^C=JOdw3n%!>BR9887QGJ=SZv#96T^b)hC3`3}8$(!gZ z#G3n?_C55=e2(DfjWgHX@6Vo1{Cui9?qt`C7WtI!O@xG(*&?NpaD*IUf^ z0h?<}iDPC4-~F8E%=!kU(_N*xH_cjta`ESRVkVmG{iBZ!Z2^$w-k>3HDk5ZegVct-&d>%?`Suu z-w=|zZ2fwKG9iD@2{oFz@S^k4IFF(2)jee7fUez}(UO#Fli!4Y+NC;O)G31EWuGpG zagj29UAd(3Y^UW)SWT+_*GAu)zFXq=c)UY05L4;FQuTJh<#H$78tTkG>u%Hj#5^7D zz4&SI(XMvJx3EW@hzb;Y?an@cNwngwN>i>Ty$+|?qWMRH&BM0awd6NWZs&I3tNO`K4UIW=7Y+$bO;f67 zy6~Dyq2&&3u6r-Ue(llGjm>Mna#Y$@CUVKc>jENc8AUl!pPXc3(K{X{oRZ!xO5M&M z+4y1*8%x3WeVs)r%s985JV<-`nS<}*S1XpoYeXLh%~D5~mIrPSN04<%ab`b{zh`$d zlTnJpFIRSIE%&vp#ywt@jnO8CiwaJwpFlaJo7XFgeex{R zdc$vYH%I%{E$uxu24Lax2t(XRR^E1Tqi(HjYs6P!CgWfgZksGB(D67JSEvy>Y&f*F z;D0j!in4v(i^>q|ks*)4Tx~XtZ>*2pI(l3uymY2rEW!?_%EidRHP{QJ)CYU;A_RSIi$j z|NCXi8Gd6J1 zR3Wuu%~4jv6ff$6OA+|A{r6@`d}~&5SoH%_b9tTVWzINEU_eMy-NI-+_x+*5%tEs; zmDtgNKK>)Q6uqk0o9NoXOGi4-j%+=DHeg4Blt;f>+`qe&t~&j7UD!kvBO*dLzb?<; zZY<+8AFF-0=|Ys=ZP63Fx#CZPmw!Yr)60WBf+oo$FIomQhjR>4J-sfFUiqaa!%&CJ zRT&q{0?A9V_GaLROQ%*`AN{onaIu^C??m?gW|IU>8Rb6YVO=C}EwR==p(^*xyGjcD zhKrr3Tx>3x>v-4Tx|6s~d9WtJ-=|P9Yq-hxr64+=oA^na?MclB`MNFGPMy*UbqPK< z(HhiCSB zExch@y^39_s!MGhbSO?gm~v#zteMmGnd%)|H#^!ow|Y2NJk|H8THMe?ldxXsP}W!2 z^d(L_=p1!ld~Tu8c$r!oDu#r1?G%p#hx=xsVSUgFx%AAus zSN=whPZZfiqy7yV5#cLZhG`AmeI;{W(&f59&eHoPN@I0AjJOg$^XjZagxSo`2t##w z*@>Q&M}&vK)dYBUW9`VAC1+!zLn*sIYIfv*R*@SXot@Z-5)qD{d}s_W`h| z`vhuY$_M0~9hFdxh>%BH(-O5dr+ScR5s z-}?QV`hM*wBiBl27NdZFZ}ggkxaFo@64)Nr)pVOl%EM4EQdbm z$q?ow{Kf70y@Hpc)N@Uie@%-BI|LDoG2gj6mmMTZe~Qm3*3AEqeA%I2)HOE3v6}bM z#RncO9O&4@7KZ|z{zxtzVvg@yl_|$)r^Kx#@fW$KpFG!c)v%26t`7btpM5mb*@0xw z!xy0d{i&k)aiKU$J8#M8k7KlFW+uhe^~Fmo)(C5P!-t1zdsoQ?W~|AqHoOtqRh4mm z&GQ-z>CB8~*k882m0R|o{>pxSk(Itg9t8KyQm8XI==Xox)Kf2Q94pWCy|}Vb(2!Cc zy)E9V(8o|YUFpIu)>AKvUjzAL8&4$L9@Ce!tO~?k{&J`0QFOeQ>-sY%D}Sq-RCk=M zRUD%d@9qhTH{W_zS?;&rNtrW0+i6um-0^#2(Ox#MWjf+_K`iRp3yO7}h*gDBOYbM4 zzGe-_j@Vqy{mDl#bUpH_eK^r`Sad~LJIO8k2=u{l2B>+8Lnx)Dm=fdaU7E^5o9)M3d(G{r4#5 zAX?qbHt!Bi?i!5R4rsBF9}C^8zS%##C!sS@|FcgeDY{w>iYY2uJ-*n|SIpFY>F{G= z%JCSGMJ_a1z7lsluKP<}TXCG)7dTuK`ul|tG&YZHt~2W0wyqWPv%uquOj}($_eA(~ z&~euHMxXItAT$(mdNOA1@LF+{zd=gS!02<)!7-7yo2HeD!e1EsC(_2%dSC3xI|W;L zsjR;4W2Ph~yRK(Nfcz0vMT>`z@9dQSaBLJb#FN*Lo7+}u!ph8FnOI-;D_E1i@KGl6 zmMW?C?2!p?N!jSwX?%>niLnWK#aSPeO3kRX3joEie@3)Er$cx^-B(=r&_5tVR7xP( zv0#p4dD;Am4mxwE`^_>%S?RFZoo>p+Q>g6@%|2`}ic z;5n<*gXcp%y!)3>b1nK>=V+m= zx9mjFy-Mo+*W*v&=H4`)09l9r)-ccFjC*^`D>Z|+t<$M2Hp^!+`J(0cGfiOjVBnK` zcnHxphhfWyeKXwqTiY``ECSW$bc9AP+)T>3{A%pSfgZh)H3_n8t;22Bde6Tu?5=H| z)s%bC&lxYKF93m&u3Yw7QqB)wCT;ktdo>2#$XcY7 z9?ywC`K3Ps`C0M$VVO#D=<2r{R}=5$!~7df-xik2o!M#67oOc%{L9bWz7=NvzOu*p zD96|ocf?glcB4=o3nNyL)JKDGkJ}$_GUAdhT3ui`fvw8)w4X_?K)G5OkW@sgpwSt+g!tI-`|Cut{<=?4qT>yfQrDJu5?qmC0u9hwQ*k_JDXPHsgTGm%Am`)Aq308k z+*ys4`+Db_{X(b5!}I?;p-2@Fzqk^iSyib2{nz8C&y<1GEcI)))GkFZuV|ex??#m{$Qo!!Yl2Iug1{I z_bk>esJ@MPidB+o)57kn{%uolbj(YZvmYM+un+t?6t(8A-7)JF+zIc@Gq9~z!K-T- ztBC;awI=0Ty-11s2!U#`_j^+V1A`~E<>j{hc_)Tu#Z!&6v((>=Iag@@lCobFoEey0 zRmKUwcrsa5QI>_P3@>Ge6i{LX)y_{|%Ovfz?Mw{q4#Qt%O#Nv2Bd<~B{k2Cp2)7y} zeO(j2kz-Gl(J#&e&=_}TkDyhLl-W+I zbpWC8RF$&rGv^BF;u{e8i&*%>S2E-hAL_H-z_mGkhjxOWfbaL{jhkaXJ5qJqY9No; znmn`TY;sx({8HNQP$f1$k(L^iUp()b8ra2DuH;us(iY#jBG_~F2HhmHzK36rP^kT z)VBmkGWILbl-Q^B_vA_n?O&lunTee`Hxx3oRI)$a6^pQhwRr^Z zKZ$O+(d!{ZL+kCD2j$=L0B%km{SM9jV%?lk^|mbVhZj~x-;-yI{=oXD9(qts{$uUS zAj-c7D{uX^S%cZOY;ut|#P4Ue+N%vX?Vxh?AJacDMKY*-AA{P1C~SD4SLq(7ttP#W zyH{>B9WOuMIh=HF+0R-?u1TwNWcs!4zksqxOVp0hi<`Bli^rxqEtdqV#=c({0vK9U z4J+VR9X4gEhfMPbRnOcXg@eGZ-NP3x9;VY+Q7^-y+|!ohl<8pT z_oFjSfgy*o-_)}Y5;nqLhl?^lX=agqY~F@$l}^|r1Dk>$*zUZt5D6g%iLHcJ^p=f^ zKI9A%=^8*umt77!oBv>VRlG4HtPmkEGgQJ6CV5bEjr1F2uzF&2x@X;^_j-7;djO8n z)R({HnQs7Oj|o-_crqJueX{&gX~?VA%jwvgxe;2AWN-OZd#T($@|a$6hAy`|EdBU+ z<#GeH;q>#%8|7L3<1g;iUfzA=DZS!+K_NOLzoGq-Yl~U3V{QrF@!m(1R;MHd$vE&i z<2uU^J<7^u?Lo2U}*c!iU4cW|yWd8|F8yTK(3Rf8mmNUh2iP$lxsCmfqLdka*gWLK% z-A^TdQb(>gqrmUcS`ymIG3{Si(=rMhoLn0|Ecp9rB{^D+&ORonHH$3l-c9@!-R;QL zAh*1Her@4MYXhyN`8B&XMZfL$bJ~i%WuH;R%?PzA0S_n>MOZn|mTnG-^JPl}eLA{- z@xnIhVe2E`iO(P6Lfa><>}r!a@SLxRVn0TMQ>B{r`&sS9+dG$un@v#v>Q^~4KUIfI zAVzJ?p%|)qX55tdO2)S1_d&m8^ik(cs=z%e)MnP~(}M?0O#RIIKL^KY`_{Pe2P@=2 z@zZ06*W8Y*N6kMg)jJvqiBhzfqE+njEr-q3D;H?O;sJa?lWvE943#M3G-(eF_1w-| z$b94CkO!Am8ds+J)H!gvz|Ur3iQUYeoV-A5g*joswTr75VYtVgK})r24i^gZV-E#(~b zdkW9QxfJSwlWpvOMK$-_b~f-$_ja1mJfiKP3`WI8G9Y)@m{%mx9)y^`B02cSL4Uh#e`?*ZL1B(G?|8(IUQAw5NI&*!)hp=mdSDVe zcN6>R(Iv)`%g$VN-|cEemu)viSqH>uVF|ZE{&M>G$ljw`2bkto`G=q*9rI_$!?`b# zeFsir6>H?HDyW{a$$7Pp?jPg6WQ_oJWgiwPJ$Y2&CRF9-p>jWk4AcrxA7k8A9ZJh~ z*kIFZ=#ilJ3`e-h7g`pMw<%AorJimq|Lcn!ZvFLB=zbH$BRB9`JXC7O=b|0n#u;yGBJ&r|)W zMS&3m)taqNR2msQS?j3&P4Qb@ZAJkDulCYk)eNUu^PH@a+7H52!L8oxA+KZ{!^C==({fKH z-;J`hiCwt;Bl!}{Vyazohp;^6Uw<>!?!hcNLS3S0XK&`iUgH3~?bVo^MN~z(&HPl- zIkVpxD81D4(P?|i9-q+bD=AkJFpkmb_ZDrya)+II)#r5dG;-2R(2q*qRWCg?a2yy3 z{rt%n_V9?I-neIZt2tKOixmP&Yd=!uGFCYr z?%sQ)rL|_LiB6UQ6IXI`*qTIaZf}uH8c3U-?O==dKs_mJ9B}Q+RE@t zD|VM%Sw{qer zy)39}{Vg=1qdxRVW59}vesT8Np5XZ#Qi>07$DNhkdm^sIvq={dv_DfklrBo{$t!+w z4Nmu4deWFPdUvXfzWa@Mw%G08li#oI6lSw!t*$(E`5s4u`(Mq^y&ik*<{yDohomyN z2aIp&S#23*X?CJ^3hfk(OUX4fmU-InFjqXv)nmC&*zGJswmQ{R?bx8|EphfM68c8- zC{#LoFI@2TUUE>TjdsGp+1{{_4vjJASwlU(M;7;Q-<@QrWISIkgfy;Z{RkpYsx!mW zYf{&wUWsiLUkDC53O@OG52kV!n!2v3Q<})^9o<#^-0&)Qk9qef;?hd6{4=1VWs;la zU?*th&7gaLWsY*;hens?S)U`vB{niC@S@+h5VX_e*CGUG)n?ZiPz}qBl2|%mtZumGHJANo=o+{hUZy4L|%3m!f6Ic&nExvMOGP zC+@VbVf7ewE4G7jOJNm!OBJ6?Ux|vh%EKcbq&3VsM$79eeaW5m%Gl%fc_r9awwv3J z__*H?_8_}2=V(c1xXE}=-T(pI;=}_={@w{KwH4W{G ztV5cDKMoo5SqQW^9h5fDysWA@_@Wb*(Nqxf>9G6b-xJ#Au~OsuloI8-%j}S_7(U`zn-D#J;$kE85#I=HegTpzZ1H< zwJx>8h1j92Zx=hm2?`}v#ftX+ctW#;<)u=B#O>~K6S-xoOs>=3aODvC66mw2qAg{S zY@jTF(Z~@GlDA5m66CeFNifYF+2dSnH!+h{@o9MaeqBoIe6kxRD0xmpc>PHB)cju_ z$A0EQ`BKHr)p?y1Aokost;0&oZDrh z&L6HaJD#IB1TPIpx~x{`=Q4Md$-`Z?IRU?q4U1d+do}lLCR}eGeS2Wpq~*RvHbiCJ zBVs&!w==9xm!Ce1w+6QtS$lO0F;VcG?5RauyA{^M1;9lxw`^$?kHzvXyDhC?{Nzon zhpqKz#7`A5OiF*r9~K(&1%4WMmN8t@U4a@2sCCu$s`;aST(Jg4B)r=-L>3*7iVd57 z4+F1I?Z15d_14VG?nhq`Y3i@7qSEBVF74iy8Pon{|CDMItTS!($bRB`f6`;Finj91 z?7sqj%7K~6wxzqdrk^--)XYaO3=X`w*SJ%Fo{@WbzJm;rH*Fi-yqS^OqTY8UJn7cj z&d|&aJDKDCCE+SByXE@hZX@~LmhfQb!J|UGlT3qt*?te%cN{dO$&qI8VOpUvXUe^!nk-611XZ_Xp7|R1vi! zs&0@WI{}E#UrXB@*D&pkgRTU9@x5B#g)Ie$)W#_8f39R5PN;t_W9$0p(U*Lj*x^N& zg=meCJcCxE3%H>+=jT*CkrV89V2g!x0`08TH5lyhABGz z0-HT`ts;&)U{c6QI z?5t}}o;^hvB`Qk2!qx*Z$aFl7Jix>;(c;^H$Xf*V9t#C1NqjUyjGLP;^BgFx)bLxh z1lKW4=DaR3fBtt@G#eKeZfNUkCWCxnL_z~;cp^^|248Xte@5R^ZWIv8rzRE;(vZud zXDi4}{zhTw#P!~*d1vjOdn=&7_O%6IC}c>0vokaM5Q9XbXl}iO$tftHhSU5L*8lLG zSntn9cuWvOa`U3#y1XzMu~-;PO)N!^D8rZ5L|YnmWy8=)eKn&gm?JtFf+V5WyLv1@ z07-UTCe23*W~nBYP^S|m0#33qXu@;v$mcStpvhk`$lO+XceUh1L}8B0E*God^L zZlP&u5QxZFz(feGPyTnp894PoYMZs%FnCr-u`J4|uPd7uO4UnQLD9vK=OJuycB6ivuVJhmeAj68yoX z`UA=EfrGCmu3Dt&)50wWbK-U`rlN`7HC+qrtdNs)uT07-x@lR!H7K;%1UA6MM& zJyiUuD>T5x!2w8F|6i0q3C{P+8kl+OO^6sXHV!VFr5bOTW;6TOdDXAsKUkj@{aZ#79&N-%jSCZ;^?@ z=i!b_p@h241fn6Y#XAOv(BZ2nz&)Rbi?{p5guYEM&@)0%s!+lf5Y1CCsi4mxB-Gb| zJiZebe>sg9jgMT9!MZlZz?;x$bOgT~Sxs0J%-D?i7X-u5^NSjY&I-AU3gRP%*ZPS_0`@n(D}Lxnr0@Z0>?H94 zEcHM>=3$1=!nnb`0*abJieSqn@?MpiyT>C3`RdiYdmWqsS|fxFB@_R)r)iVF>0}-L z{jUG5Rj*Fe+$kmrjb>72*jW#qLGL~*;1sEcdakCpto8cApI0|vK3eIYJ`?IMBdQI- z_ONN65ME%yhA~f4Obk#zCUf9p3tP+rVFN{2K9d}C^2Zd~``_1K{? zr+U5^=8<2m0_k1zx(^Ja%Qr*9_w=rq<4CS-FjSFe{=^CjN(iYLX~Km-Q~l)XF++?H zsh_B???zJzh%G1w?w=Y=jW=jkW3sp2{m16@TB(;+@I7BCS58?R{W6&kcq@T&V~PpQ zK-figSpw~%q z32DXN!jkJTDPU)BRT7?GpWVQS?=_ta1lnNo@CZvj#U?HxvEVMDrmOWLL5=5Slg9PR z1pb(*>FED64X0SMkFD2?OI;n6y6%zZ3graq&Ls1~Fb2rvV`0ezlcy~qa%7ka^*|De zqY&FC>B2mn=u^`YXSXBH03iXy%X8fjL&dBv923UbLKIX+$!c z)Z+1mI2Xo(R{=`ZfVl>kf1Ma4g*eTl7h;-1unWI+50#BJdMu#S1G$mr5c#AT;+zKb z@jp`zt`KQz$Zd{1`WGKM370nj#y-}iFk%wz9ft#Y85Cw3GgDKnHKqw|$Wm2!ssWPF zyUPo0gB$C4xhfKA3(7uf#4Nu7j|aAY@MUlVyFZF;X`?+R--yRBA7-)`qNX?jV8D52 zf|d~5d@fN^(JZe-#3NxX`o9x+sSIa^R7t$B)raq{N@!QQRwm7W4e7&V$=FQIyj=GF z@Q3vn$;Z8Ypvi=igo$BS43gGy(Z8OV`n8GHAGW{ejAN zhO2!JOtH$V`C z5OYf|9o|GFA&HXgT|kU5JfSYr6V=72#|_b?Rj{*zSEUh2-G2yX zpz0^8LOc|S6fTZX@k2HCYLuPPeyNZ6N-b~hn7iUVbm~;Z#g%`V|DBi}*jIS;vOmum z+9s?3hM^1tQXpIaKA295G8!IVANCn2AByX12tea|zBkwt>$ZSEW->d<>0Qas2o5t;8BIw*7l7IL*-pa6Qy#2t!@aU#lN08xl+S{-6R4RA%0 zA~?=>1&C%o?#0k$E*J#pPPsL*S0k6OQr?m$Z#}t;d2Y%T&Bxq`mVm@T>)30Eu158} z1_nqr#|+Vh4xGHjjC#C9RO{9te=;$R|`u?!ZaL!bzB~}JOV4LgdjrXGACeN0O!n4 zJ**=YT4m)R{mgSzW~d`0jlsdeSqy_AvYX(lIl)rbm8Krcgzx;K>XdDxOkB2ye&4CS z=@4qIggxWZ(DXozJA6o=Dk5fh@|^`RhQR4+f{~kL(8(Hd1*_|w&gS1}3tDN}lza*V z0f%E)`s2;Z%Ot~#13%cm+x|Ll3{-G>qMCT-ic>GcRXGVHi5qFs1LJQIE}Tn<)lHz+ zTV2OR>r@f(?3;960FmY+I3@yZLka@B0KB|1aGp3uawcpE5h>`aNMs)#%;whzND`UF zZf@O5Q##O+<9klu+57hEeuhXM&vmVLh%-W^r&=1ySIAz6a&=Ac9!b))#;bJ44Iwcz zpn*15@8L}HG0YH`ypc}^{*K^EWhveDQzowNZq|DHT95yk`%@1h4EH+h z=O704fhEcM=V@y)>1X1UL%gN{0D?Em!%MZ!gz_rfY`rw-3BE}MH~mj>Fhe7mXMTGu z_38^jTmI4zNlcn0pHN(!q^Hv)Eujl6yK(uol9QWT&J_rTNS4BI2`Qih281T`PvYj@ z`|^K~`}ssx7v-boCHFj`*g~2w-f!aC2LNtA1d$_V24PR269GJQT;U+}ys&W=u(Ox> zuw?W=Wq2Je+Rg+V>6ESiE36^@-B=kKbKctbs<9VU@-^EB3df@b~SEc^I z&{Yv)*u>Iixm@u{FcjCTj6qE>j%Vk_c{`V6aW| zf-f_hS&}fXnsfL zM+BV5LTL*Sxq2U%R3=dCQpZt;iGg&$*UAUWj%H-h(W@8k^b-^H&9oz464TVLBl3;RwT zdece-8lF>Lj+xT+dQ7nG`FC-KT z0v>#Ib2T#r5s8m`^ob#L>uGdWc)1$rdr2l#M+(9aq-mft7@Do11P1G$XHRzXFYYJ0 z0ITPRdV4@1R@(E*&z{}L8xU4TRw7K?SZkvPp!vu;|2_qrITmLSS>mOku%C!b=FV_0 zEnHa`9y1YKIV2VL&jd$+8yYG<$REfe|HZHWqX3?6hyQn?Xp4x8r-qtMc6t{3$y_ud z@5RSQR=((USZab7Oah{GG4_I3cisn(Te{3mx)xDTg*pokK=Z`>QxyT5=EZ|3!eRu< zG>}z+7#Q@m3T19BOztD1cuIX>(9|z?;-DO?U{}W5;RSgWoZRx*d%}dJp@>S9nH_(h zJAxU1{eJ@g~+&c0$ELw{1q@cM?dbyR2Q<;iAfew6&NZB+ijV4|O3@)4q_hRBlv^)@E(0J6vR?TG zVjBCU?(!EL>fG%6(ETR@cc&B>XM|CP|ji_1+=uZQLx>uY9v`U(@5(rkKj1O zjt&*Tb3Sdbqd<(BtWV>kP?!Y+gMbjKsJAq)0xlM&G-a<+F;-e~=80ap>|a^-+ui@f z1H#0coY8v`*u8!7rCn!<2BY6+NB$f%VfxjC)z#;88gD|(>3kNP;5jKO^M7^kKCM)r z0^Y|*pJw@5+5$E}C-Z_dK$bHc_$*VK1J^siY4>M}^Nm~uRVcPT^DIb%p5&?sLc1dB z&P(&15*(Y7)td!3vo;NA34|}8ZoDF^(Q4@egNX*n4WI?|3!IK1i!ufF4BhK-uQ3)5 zyfd;Scv_4$t%yC1E(|jS10s9ohok|;P%#sL$kL36Num-}-`e}qCVH_jMVp=Y7h9|m zVeYjC{7wD!_sHPlhOo%=ND86IdyY+oUKqz_LbW=}N3)BAvT`1_0Z9>^(x8)=o-B03 zdLrOXfkUTR(1Dj%0nNf2tir=bimA$5c?TrUGIOeVh<9JTg#lXBpYtZJO5WG;LLA%| zF$@Bc4US;p8Ir4+b2bxDLl%{lyWen|=Laqk&Ze3d@~+p!PZGL-iRX(H66i@(%{vR| z$qPV9D&`mmEG#Ipou7xJzPi050Wo~dcIyDn@OHw&D7Rr z9n~o$M2EH)r$7`iGztk*LdM@?88ke<6H7fth*3~}o_RdbLX}mLve#rXUVC5|dGX9- zVkA6~&k&T>A%;iRcbh!OSgm?-))ZV2;YpPaS$4@k#7&%)&-&fD-$xZnMe}5;7iZA;YW2J@EdfoA*7jM2oymdhqQeB44iCWtt-v^X$#8%G{kN~IEeR4ojfpx z*q=z+f*NmHDJwTFNjGtLMW2Qlkuaqp*YRg0Nv==3qE8D=jIwgwfIF{hHj|_WR81;| zffUmwCntWwkh$Pncs|y%ukSCE?1!Mp2!k0(u5dan0B9ptKfdZI&$AR&aVC2oe%&>Q-PtrJIn)!c(()65A-1*}3UU zbp>%fSTD5OzE-P*;5eS2z!(4EUPr953&N^Pa#;9xdODVJ>A&mJZ%H!md@UTh;O-0$hS+hhxw?9b$Cf|d6H>9 zum~J|fGvRjH$=j}@CzOnf1JsLg}^{W5_lo)EyBAy$T_hmu!LH`wqr8!#4jvuPD&V% z1Nu(vp)(~Bg!su~Z~5^<&IpN6{67^7zP-<&B)CN+3FU;)6Xg^B+qL0TD&x;G!fNMP zSvWseO)Rc=pGM$jM`4zX4G@ZH3#>hE!rKp=DL2}%=Pp&&nmuH(RVt8y#}K%9;RFsb zBrm*0EEf2d{oOtbmKdKY_MQTtrLvq94nw%;4hVUZt%}($fZ7;{DnddM;ybvwFh6g8 zabocnBQIVsSSBwXh;*KM<0Df8H-qwFU6n28N~9$jLxxg({nPgdLeu4{U#*aP*iZs3 zh8FSiUuip?0#n&X{qe!d-q3YL7TOiqeBe+NQY{*~8cIl}tc8`3;jPkG0mtGhKs}dL z4TZ*(tB;v1YvR~zykso>17=zUm?^<0PlKhYk`2AXAkFSKR?Z-neTO+Rj)AP*NBD>} zkzoc{NrsPBp5aMZ4$2%}JYk(FJ-faD!T6{Fm|FnPhiV+eDL4~|vNUw>A%QmQp;D)w z{Ljn6Wa(sS$@YR{BX}Jyn{fWz>Bx6?R7voOk^7}Ulw7@0ie3;uk{uIYKP}Cg@+2+y z8f>6;#fBmvlr(`%lDz|MASmK{fq|Am*Da!a)d~z`F#9rvw14u_$S|XQ&>s&rV~Not zqV#_5pQ^Cpf7|PhqYBH$tv|?wyhz1 z88m{bYMU5sP`MX-#+4!nF_y_%t$$GNHa`!+;ymS;lAf@lVhoek%|es_d?X2W%Z0Fj zSzsx`C8~3XBA5@L@8aGKS z4&Bmng+U-eXW+_p++t6h_CBVt*fTnFbidf_?7*3Y+e9D%fO0Z%Cm8}HJ=fo5GV)R} zfIjyNdLc(@;xxE{K~GN)Exn5t;~d*`mOsLthdC{wC%Q2J_C9Imqo(Aep$NWyu{z#C zY$Gxok!jiQ{ulY}SB%rks{c;dL+G6?VO<%dUn(E%7Bg8)58|U%4D$hj2?euvHsCdv zt9KBwG-`5eURp)`z;&>Fzr};fB#`=!IahMMVb*mbiT6@OCSEUrlE7Pd9P;@W$YGQ zk(m}+cY!l8h`v1PnYXuk;u*^iMa_RgCFwoi?~NsiEQGxboG+5S409~BL^=E{|6~59 zgWN@{+wmnOnpYEHSdM{8SLd|Sm_sqc({bkfhU|Gj)jSBkSNS@KJ@JmA>O(Ua=%(tB z08;>kM@~WN%M18>c6=mntYujmm^clH%C7HW-4%8CBg|*mI8!B_R1+?M^n@jg;CP4w ztJ?!2(kwxWIcmbJ#p*?bfWfztrr`VLm=7RUw?ljj(+r1y=r9EK8l}n-^mkBj){(hq ze)@>TwlO>b(E9Eqet2RN_0#M&sU<;=jZKS1?6imir0cFu^SWB^LHJ5Lp%fqs&@?F{ z>3v|Qs~cn%IIR4}9>87aXUHC)d8n~dj_U8NN@rs%c56Bqp80T3pIw|ka9-8sNez*# zhxn&gx8zv7%%Lr3V9Jr~7k^y6Sp^7_o-i{ApX;{_O4@I|^w_JR9%By1_}~`2aq}sh zHy{c=6nb)2-?hC_>;6YD;FwR$cyi5~25i-EbX|GzPXlL+bfk&Gj?*rzPxz%`9tZaY z>C-I0J>dSQST_u{3FSxP`kMI?dg%3ZP8@+%eId>LKwt_40@r12g|bN~g~iScStyj= zGw+lL)^W!ZokM6uNQi3ofijCEr%e+XNkfy&sk$Dw|T=my9b>m3HWxLIgsxPK&+(D5CVg^@TI`|0TJrhIV=9Ov?qRA%@h* zYw=>Cya&snJYYQN6c2#{p({>iGDZ30*L0mRDR5UAjPvi4xR|R&@4l*%r*s8rU6GPx zmZ79AHsBRmbb8rGp{C9ZrOY=i)6YK2 z*Ot#?KFS*8!hRVk=9k;1S1ls-gkz!{QH5zyxAsF?veFsmpki)140<`_naCE=>eX;7uS<#PA55 zfq|JFAFevQtbtAGHedz-gWSe%jyg}{lgWHANv@C`mI}ccM2wk%Z#^^Q(awF=uxc8iud=3dRbPlIXOsa5BTOQ8Qd3T)$esawKe^%W*Dw%8ew}`Q+ld& zp|~v@bVF~2Og}#nUP(rVan~(Y$jVZsI{RTiMxmV*jl_Yoi=-oakXpKZ9{w-ifKF4y zgm(F`CrE}XtogE?`~%8+cyVWNuyJGtB-ycEc|OJ-0rv9vDOqY zzrc6h#j^j>qoKS~Wqk@OeA2S}HX$a$fC!V8#czZjOleT2o8qlHJ(<3ed^Eue=osr3L! zzB9k)gITR@s3hyg*Hg}ur_4PthzNK3H*k?CnPR@3e_SSC7HsBt_h*T?*~M$v-y+Oo z!>gos`}-vXc-E7oKM1ng(>28i`+CdG@afIY{o0zOKda2O;Xjns8tTySR-KdX3WGpf zY?X>6-5hnR4VN>BV@{eyI4qOGcjF`4wes$718;vVcku#;1cdCC=K(rd)>xBB(M{&W&>gH#i(XdslE`eA+L_*WytVj z+#-c$X#q;e!!Ob8s{JjxMJO(->iB{5w+{{Kyb~Ast_EU$YPEgbdFS(8&oumT=XHfF1!in0yIK51bptq<){E#h_K-Zq z>7F@!21hHs&d#vpVfCdEInyA_!vAq}?(t0b?;r0jl~ae!aT(gt`LL1ZT+9qZ$YDt| zbDpvlQOTDaHs-KRn55e&XXVh64pI&qQbL(d4%5M*JMK_Kzt8>aU;p&@?0vYd*Y$k8 z-VBo^pps0@fYY+ztDJ>N)8O{~VlE|dbUnZ0?iwW1e@Qs6NCatMumn=+DwDmytdPp% zD8eoM^<`EcQHP|K;r6g^AY3_-2W7d;z!B6{dwYChH;aR5UQEWbFFl#|-|>>q#bT*j z!|<<@v!bulzF@uc$GIqk!M&9oUZ#9S2QqSty z`i(E-ujhOAzs0H`z<7Un53F~0`L_|HEem1qVXyuNT1K0lGgQId(?jY5RRi4IkQ>Db zl3P^jiH_z(Hkaxf56>kKRyn4o0LM}5*zV&CjaILo`?D=Re87B7O?sR_MWU?%y#PzQ zvbFC*n>-H$k~K$=wYdaK_J#Z`B*DS+YYQDWDUzWHo^&Xn;0)woCf>1)s?|m;bhzu|PRrn&mW_`pwgwd_{f~T5Z*8XhiN6n3UHM7> zmL^~?XnCLZUShnOCCcXhEvoze4*NgbLLJ{#{|0Fl`ky&&bHZ%t@+qfTzNDVB`{O;K z@Kfdc=Hy+UX)z8Bzu>}&Ry9VL7CMbehJcEG3JV5|tl3 z*E0d=EP0n5zuA%_7GQ?u>tl{=K!T=dLmd@%XuO7#*r{}-;GBJU@(vWc@G-z}6sh28 zdd(oVkC$3J^`Xm%#G8KIXO((3ZRe}Vt>!I%wl%A^F5l}d zx`KV%(CN(6OCl|igM-xozJ{kdVNf7F;jq+MNY)3Km%!Pr&e}Bt7kXX1&#`uUSO4^a zuSqv+CjRA;y93`^g&iK9U6uUKlX&-b{C*XZM2UOj>2+rRxuRbcJScO}Q?Y1+y%}j! zJ^R`xE$QnOvy=6IwpE?oYqWjND+hI9!!SMA>$9(Z59yYJiQ$RImt*CcS1*^0TiLvI2|$eobAb5}NDWx2+zE}r0-G7^J_I`W zt^n8%2Iay>)dG1LCC4W1QGK+qd4aD?<=_gAq~MC+M`#S&cDT`YfS=;~PIxCG(1r`6 zw)d8kK9sRmg8yvOoH4Gis#s_I*=GAWWGkt6V5d!84&oIw1I|EEphMK__=SWx$+AN~ zp&;O?17pKz)nzm9+m+eCiTT;aR=W-l`(_FqGWKL_yUJ@ij~diX7} zWh24jCJKVA+wufXj@dd7XF+1Q4j+F?dQhYVjeNy@b6;^Ya@cThfY#WT)doVv1m32Y z<;eWAEvJBd{4vkuT5@9x!7f;}J7^S4&WELPwj)_gkvT+c0$(6@nbH+65%6m~lTHOD zK#%Q3P7<1C{Gl3Fl&c7`bWrk*QXxK_`DD^pz4XhIK@ixOu%i*`Ca3aH*}bERi}+Zu z)8GyrP}_xh-950lSH@^FOg=FfK&Lo2DuJ$Io^vy0&3|1o+F1eL5NG1aDdEL)Hq&%t zIBj5vd{Q9N$(D>b;8{A9Ll?(h%-gLuy(^_<&LusqoNcov?EAp9fXh@3a7ME5_vu#UNLc!*K$0lDvQkvlqMmVmIXvXaG9ht(9Y zPQ`+Eu>#5o+m)}r+IPpq{fXc$lLePX&z}Ay-_`V+6|RP_=B%B{i5#>J=+3AAc)5W_ z`-2ZMzm|a@rc@Cc(6#=8AcI^&VPGn=VwV|_{t@Un*ls}Ip@>91CUc@sD>|rt+yPNQ zP$u;8B=E$S;%lpw>EpN(cRVp043xmsQ{%WI5U5cMzd!lkDC)2vPK0*KJwuY9k1phu zJ4`Z+O5>R6ra`yM0BujD9Z=X?VsOwHwE3QE#c}4!4<85kuSV7QtcTV0KnZ%cPBia1 zH{&}sD;XR4!Ty9Emz?N3lrJ8Ts=A=2A6u{AV$$j%-yd>;p08CDQMF~UHBodydo3h@ zdnMZCio=P|db3YiluRzY;_h)xun{=7b4Djb!Gp7Vv_Sol-6yimRMhhOhGvUSy+~7A z?#M*dak&4fT~*r;h~W>S?vOkc$3I0y)5Z*cG#)tgBcncXd4}?Zg<5MYX3mNzrfaG{ zyuVeiBndgE&8Q+s2|Lri(AUMV5{^%N5&|5LaNs`rZ~Fn?8N()#3Wg`}L?#`xq5EG` z28_?G8$!(_jDIXo7a0?&#|nn2aUT8oWJdfAawHcMrm#z1^`L-b=H7xNgAh`J^jBgY zvcKWmJ}vp29jvR(0INBepiBf&6d-7m?fx@bJ5&K(b#42jJBPjlY??l$xpm|0{LOot z38y>HZbm2Z|7?S)oW7a&XPf&Z#y>3uYZjm{8y^!k_jtJMdvS%+sfy*i;?fpb@FODo z*8zVU&X!K)YsI-A*PlkV+m_i)`)~C?Yj2xXdxTkr!4l^h?;o{steI$WQl8S&^c^t# z82@Br0`mMoBY|sicHryEJ}-I8k9wxf#oqVJ)meM20u{3ps{U;Ao%!H(+56-CBTzzm zOr%QE7<24L1l939X{59ArWmXbL896m+cpX2F*#;kCyCws2!lyHH7~V;I{~*x4&hZ- z{YhJs@Id9E{|1y)h9W!1?q*C;71u5gcswPPw2-cwtNKz{UIv4E7y=YWk%kZuLhdrV zawhStZu-}9K&$n0M#aFs-Ft)Q;^4w5s>Ep_Z`uT>n*jRaiM8e$6G@Fwm*CM-NHTo; zPpWXZ`xtaD%C`TlCO5j~Z73ozl-T+3gSu^e%%5$*75f0b^(Lux*`-mv+2`wRc8^ub zfI$~^*)2l$&o+!Js0q;DF3O(Bite}+ROfdwN?Et$?M)$*P_U~Yn-(qN|t*?xaJ zfmhRe&{H95}g~$ns0?;O-Z24;%pY@y=5L zFDp4-&m9{P^)SA#=bw|UUKts9KwVy3^c}7#Jk(gAn;%1HT3WsR?*D(VwA_18Uv1>w zm@d@2&UE#>8|SVrEU?uO^1AiWTV~jXCXf>hjyR-lBrHaTU(C)DG+W&KSzCDd&f$Kg zvIe&v7HV}Sy=DT7%^ALfs9Pnyib65w?EWW^vZI`^BDM|TTw=5~SQ zg}pG^po}~}63YJ+K5}Zglro(m70>B`yYC1O;dOmBEtu_Xq8Aipt6EXZvG!zmnjumv ze?WeJfD;(Y2!q2v!YOaJS}z~Gsrq@*ejW4B=pXm5V*azA_qf*zo5ft26qF^%*oFVuc5nu+#8P_mp@5n1IV`;- zhJg)Ne#r+P0sfR;F_8cp)!p)O|2^h%>!({%Yyv5POf^Ai+^nUgyMMs1;rsi2Ua1xV zbE5+wfRW;c5`TjaATz+)>944j<{*wr+dbiG?>Lmu+(Fo@#rDo@?(RDM?&4mjraF zTqdallCd0ZW&g`)>0QN^3o2`V$aMbCwxluR`o6MPMoT_hcXClV^cIiC<5gNU*A-PV z0*?Roc=Fm^wO&})C2OLqGwtmR+r_p`eH6f3KF2RRo0GkHTesiZR{>b#wFTrtaMU9e zpI%E-CwY5dOVV2@@yLya+7cExl$2w)(AC$91hj3qWd#Bl(r^Y_rsFd4(papT#xHSn za=AY;=t*7y5LP(tjI(Va<~vXSd+N7?!fvoITRt@njztpPL$UZ%P$UBdd%Rluh51_i zzJ=!0njA}t9k4i4qUql*@h;g13DIszQC#z(c-uV8$P+vbV9D%J?rY~`VVbXy#LugB z4rfENKuQx6VtTdLio#&AZc>!>XSsr~U=N*Sqv;3XK;Y6IN3VekUyS<$T`q{VC4#o+ zgzNRDKT)1m;Y;ug@FUAO?ZhN*;IpfA&-}9~J;gm+79W2lA%2vUJ5wIbr(OSbGu7VS{1y z`~SHWIBnC{vk zAFU$`a1DkzjtJ|%h$68JU$d(OOW3`mm+Wj6AG5!kiJv~LieyztQ5?(oR5q?s#29P^f{PIc{pUfl>tNkZUQ|&DwlWThmfN=yBR314ct(1 z_?4tCT}4a}qoK)t$^=iX>Q7hrl=E0`tcR_d91PIJQJnmJb56MNmXiDS?(@rcK3BeW z70uP2ib%S5?0Vfp0~=0k!OWJ3L1zbvHcLJY7I;DS>T2!sEqLRG=~BH(k7l!iL!)TK zH=@H;fzvgC;qLDqIZ^hS-|b@wm#wFnJ2&1_4bUfPu48mp0cV&OKz7H@-t?=MWRMsv4m*J~Hwrfwv0L?7x z$xOBwP09pud!0B6=HTM~0tcWcI^+OBIR-ezB!CjhD&YT~}X4vv-@W#R`2#|w-`#5 z#6Ql*XrpE;913sWdlXQApoZf*thL%%$Z9aELk&4&^55p3P0`Zf<)ijkCHVHhYqgZ1 z0IoubfEJ~@t~3=NvL0|>Ire3E0JF8}{BfpFIa1~0)>68wDP|{1^=(9S<@M;yfTv`T z`cK}Mw!WCcV;m1fXH*_E#?-Og1Q^W{!|4b1FJln9L3r)~=+3`jmr^DGc9x1^hq@8) z-2f^LqDr^u3o98AMxR-G^&@F468jzW!= zj^%+kgP!&a`Hs7bE3N{{>G&#@lkO&e>|k0eKJRa5sd?1)adzX>*IUE8xgE>C)q1rs z{Od8v$efQxDT;2Gnt;#uRg8yi_a2uV-oFip$S0VHp)?_a`_82X_sGPP5#L zJ~EmZvATad$6E>DX3GfL%z>YW#gYAgwl%u+#0J>A$VWEh{%S}9AgnL12EOhru39T8 zgd1mCc8JWFV`Fz6!P#2l-}^nAe0{Z>CWnTw;y45%fbrp~@}jcAouDUzWcB+H5R$z8Sl-{lBOZEMWNl0s=Er%nyie!Mq3nfKfP9pq z;N)mfH>tnL9Vi&1|aNfDbMS*_#chwc)uDxgWN zG>-Du1;7sy&UW}7Ui@Ar2QM)%wJ)mFfeJ(;xQhQx2k&y?0Q+~Ze2yE!4>@E{&E)UW z*~0~votnl!5t`$}rcSDu7SN4yU`i{CFYwj)4p68_+v0GCavODG>H#~6Q`N_swf3!8TZiMTNZp>a_EgL=YLP-Rk)^fd`Er1(y3MTseQ@d zLA#AZfbYe5cX&V_@$pZU7>`4GUw;{`_>L8;admhR@|W}#Py-X0 z@Ru$QCo}V`%0?^kUy|mpssR0dh1mm6_T?baqU=2$qOun z)l}fLE0tYPWV2f!o^(_q4Uf!zd2fWHMG3hd>~Wi!bqhGJ@WFV_Dk zh#(J*AR?x4mz z&W)c7gL(YH!~*o82f=v~27K*ygbd(^P@?L=$TL=sEDfpn{dIO3F9I~b`{(%l*=BI~ z*ww`W-P&p4!$wm&TKH$%?zf}D-`pOPK*`G&`&@J==3N{~bWy@IvEO3#KiJTVCA$^WOw?d!3Wf;yK~~Xw2;?+H4Vr-=rLtRv!f^){UkzpO zw{Xyt5<|0B(zj+Gq$z56X1;3anoi9*K%Gfm8ihaf#d1d#|4m9uKAC?l98J3-c-V3)w zW-aSD*}`O`TdAf&spMp={HYR`;Ow7V!r_2SOJc$J0YFI8LKG%I7)YlJSGVg?nDvTr z`Nisd6$-(Ol$zsD4V4G8x>Mtxh5ZHOS8!5@QSH%Y&i0prX?*2jdxx6bcEdZwWEmMA z6{v@}0d+4RszCP+h$aC{$^lwbw=;@IykDRdJbX-NY0F+rXtE2R$%h^c-KYBgP9Pi^$8~-VO_AfGW zCX^&Ond74CVGb76^Ho_vH_M*)99!=Ey|7YN-=PZzhvJ&bkkBIQzpa1G9u_^!T&ebgZUPaGdC83^MnCc{0T#0q9P67WE(h%pNO zI-pAqpiltrGY;FqQys!1fyRfVz}oDA${q9vQ$fd_=k*%cI~6pS8gDN)RbZArl>~*e zG+ip(-l|j$+fLQ3P_V~mZ|vmF>hMaIbdG%9Me*y8N+nWLClvcq zJc%7cRjXWlk@(NH%ZCFr=UxoI8S00Z*C`7NoN8xpnI=*BBECUbYqIKIeYzF-iWO9< zxlOEdLD?>Pe`#Dk!&%Bh8k`*YH2=X>1ue8QiKG6&QjC8xjENP<9Pu!wBfuE&Pn={j z26L6w&D}57b8gV#?81_+Odjd#E`~hMp%ei%k3q3<5Z>_~2=<>t2)qbWP%X!c2E7#7 zi(I3ydtkag``?|2R^D@YBEQ60-XTqxoe+D>*Gcv}0c|Te#EqHVrvf>YULkDKjBCCd z*xTaHvYn-yurx2KsCJ-ujd#SRC%%{8XH6~>T1|=`-fuE9ExVeUrtCn#SJrzh&33kW zh4hJtVqGB@&amN`uLPE7J34`9)r;SM7GZK%p#r4A(n71NmirK7NaYnH}VZJ zh2KYfyglvSN2lV-kFjWAq{y0YBRs;ESH%?pHFN$QHvn|cE0wJhJ{iuLW+A-h9Ecv& zzlY?nQ5q8ET_$@o!06o|zy}97zX2#!P2d>E0*8R8sN|EJPXMd=K9OSw!4mVtAZUgO zP!G^m~bTO8F}ZlknTG|NlfOr zc)=d&?58FIAp6_;b;#h>FvHRG0BDJGhXMd(@{m1T?Gh4{0OP_PWC8C{@YGeQf!#d$ z@E!|*!+SdEN@n@7s=V=BKypACPy}z6*~abnXXJ~b_wli1#zsa z!Ftr5du7C-cfg&kVB1a-;UsOjk1)=NKij^eTOI~P=`BYzROAQv5n0=nt_uM*qI(e%BQ6R5b&3@@-u+9K%&>LN-V!5&aAo<=ORy5629a$6F+fE3ebMDe@)vjmyw@#7np;2(`*(MFtgvx z_q%V@boHN8Tx-XWhmV|x{=HG@BE{F)YnNB41Mu_g)FiLq{lL~S)=gG~peY4h%2^6($R4;pDUlgU6t23U$-6lqM@1(H;Amuaz=Jxf z;D-|1R<4yL4ZIlGk?S)$773|$%TN8zm{Hb%IzI5v0r8vqD9x2cCRRF+*>1Sy!2VYiqz>S+HYa`F+T!xrqTp zdcmtOxV}3T?@ugR4bYwaUU#ydH{vmYz8Xqcj zH?ZzN0)18LYN?3D`auB;l&z*l-AuQNDAMx3zQ^$vDl8bYp^@?v+?F~ z^O~Wt?`q_g>dREj0e_rRfXKDX8JE#9%av|Y$4#4*BBE#Vsq~X&azQgd#k-_m5@a;1 z)B6BnzI3gmA)ptWaiEbDM>jtKOp#jakT;8t6{?O&m8r@h3gpY&Q{rBRhx=X$XUc|51H{aXADOnts^qiK-B;Z&1%3+ZY zVhA$In8Bt1Vdv{>FGTwQgzboZfGZe3ti4vvQX2bkdsPtbp@P4p=!V|embGic9q0++ z`>P7c%4S)R!|xz~<%WVQ*$w(8D#9rwD`hB~$La{r@pL!=S8tw77j>rNd#!o!bzqi) zwhNyXNHJyYsp)L6y@Aq@NyWFi2DVh^mcmC?ZLRZxw5NS!#qo*Nn^L~3 zKBAR2BqA5}MwU3{qL2(uzx`)Kim{dQQS33rOCH_&$;qJo9K|cn*Fw3ujrleGroRsU z{R>!!#4$mD*@^K<@kxzWA_(Xb&V;3Ml_O;T+m?#&s%}Vi`q9V_scg_~^Au@Qy{EcP zgDIiJ7wwq!JHUzcyVh}~hI9V0C@X?^t!88Z<eu$hDFh6{s1t_>&5hN;zXOhNoqg08c#ud4VmZb%4cIQ>$HT&ism^mKI&pMhE4_qEFtO}C6+v#P+u(N~nEq>WQV~rgD z+Z(Qt9v1gK0Hr;ra>c4tAz7Oj(7QcHcKC@vJy?yJ(O!hmm;&J&90o^4S*^*6zMV)Q z3L(K9R5&3(lkPBdfd|fXV(ad-BwWM0Kw?uDFSmhp#AW3UueuW1u7Z|02Ev2`P-A#I zNCa14P!~dzxIK;IUZ(&Ki0cTrf_0`Eo{REvbh4OG_NtX^-8x-_*wrJy2Mng_;fkzP zMcQDN$97e*u*nWd9NHVs!(LLvdXrWEYLpF4cczB?my8V2kWDC`6P0@02R=AhVc|7+%ZcgjC z)fHQVKAtzkw}y+j2&)agOaC`0O=6&abz!~id5DwA?uvVNYqgiamk4&@S=gxaj~%NX zc2mon1sB5kSB`BU6n5A5WtOKKK7Z%UgN;Y#a^L8V8Cp-SxHr;v2n%|URac24HVQRhef~{udDYf&$ z8=m+aJ&S1U^|~hA@$%i&P@P$%xfPk=ym+EG|Q7eKrZKepj}${jRA zr7}Y7asN$zs*_bKEAzyur)eU1I2T8)Q&n*u_?df5O!{!zr0`@0OqeCgX@m;jWn1Mq zygzU& zIW~;M;puytD?aSV6Cqf-!xn=a-k^#i@P}gE$c6GU`2^jN!j! zzJ^4hdtjK>!dNU|oI*ey)T`hDC6;yD@f=lI^c$9D{*9 z=H^)TQvME%Fkn8RM_D;9S4SDSXK@Z}uqZ8yKnBGq5}$Y&o8oxpK_Y(zu{XC)y361l z8`zTB z>j^P89-cI^D|KiaS}v!U90AD1-d`%>I(kbxq}SzJwIB-Uvd@m% z_UtONYW3wM3H&d7SJcpM0x3MXKvwtKG_HB`WeBH&O%_n!(;bWrl7msSE|9y_ee=vdmU+pCgvaKNXy=5> zId%nm9Wlh!qls;I<~r8diVjy7QzaK&q|OOQ1#zbvIUrTc2JS5)$0dsTb#dbhkj0>c z1)HyMX3~)g};1Bcm0|=7|$5Kw8lJ2gCEH>Xu_}itUyW>e!iUNd#0sI0% zO~Y1PCthXUL)EX{DP2MmEjoIW#p2p7`c}^$=d0}uS}@O~R&k%Xg6o#Oom6K+o$-}` zYSHs&+mh;*xti*reE5*O*%Y%q4pXt)ztfXDV+751)gB`_d&Xz|X8{J}SCbC7FT@1@ zT5mehO^Xgp9z2atf9v5$+x@(KT@8T_YmELXBl((1j zvqD~K4jS@eds}Mn3DyC|j!UL=5NLgCQl!$NvK0HC_u&g&cjVLY*X07>*UnGhlDU?( zn%6n=`OFqA4@iv3)YEWpqcV(NS#Y}hCX$6O0~hJ1PeN9}lq+ug!0gbS5p zK^ZcSG;~TlPUSyM2+;J=UesCZ2#q5Fe)zlQ+KoOnt=RlytGRfM*9P?m=Ek`!Z(16a zVwk=fBMRBgT+&c>Xn17`V16;FDGrq>r;~udLtIT z=@*NpMJI856vjPH2im)lnt|{X-5VeYl`qCk-Wu$v5Z0-FV4&chYCp@%uDtrQjro}L zq931b{o$a~Y?J4)Y3B2pVG->uFP;^Q;_sn18HgbSU7x=Ev$YDjJ(uB`bqqZ}k9frc zTxXYZ*~c#O&hk#0BbTgr(@cqfne_uKm1Or*!sx1PD+Z$J@E#g$E=pq_{|IY5kR7i` zZ>7$r6c#GFA(FfEL|xdqI}wtRTLEU~r(Z9hmH`_ruq^?g@h~^Rj!I;bIIbf9VE3>dYytoLY4Gzt0}a zff_?G&oX24N<33N{O$Tres|V&RL)O805`2fkl#1n5y3&`+9{6{h+5MS`(IG|UmHi;{AwRzRj_VGFpTdz!~?8@c*O39f6wI>(cVoq)^pUZ54< z971EE-Ry%u?k+zy{sM2kVc}@d+V7=RV2ElJzCqQk^vTjM&;GV$a|e%`*ZMSvL>I() z|1Mkt=D24YO(uVu*6{K#&79gPlKC7aPN(LNw?8U3O8HrKnT!lbZKSqd<46y^yFlx} zLyio5auCc2+|jbLH!3rvUdSqivA?%I#bF#ua|kXsofCm9C^)DO@joDJQOW~szwivn zWO7VTu#V>3iV0^sdof1dyn!k=Qy3eY&TIwv zVA1wYFT*vSmVOZm%1M`XK6sQifOP$>*>iw?<*CX)R3T9KTiT9isv&!=H#Num?uEwq z&M}OIuhWC~PHV`cuB|u8MAt8QiQ}16mqqFxd zS+9uocw>kFJV2tc^Q&B_AW#Z+IT4(IZV3d^&4T00@G%Fv4yTCLPCgjnuAC?0iGX4` zakgFPPEDnwz{I>xuHnj`ZPY%*^@DE@GP{?!>AU{(Bhy%ESr^TL!CeVEq_@q2V*%2A zZiUgk=vC;6rsCteQfMh6Rj{jED69LX9nBNICgNaPdX3H_a(!M0<=;uzX~L1&e}|z@ zHl_>z)-E;a_1gP2*Ch(+hJU>8@}lN>xh*#mlNi`G4pcxu%nTU%faG5J_6kd++I{ZF zJ=MYEm9wl*hn)6mN^TkD&rdhzpHv*ncKND1#<>Ay65RSuQF$ESiJJCncCq8FAgADs z=vti+{Ts}%wZG)1?>$L1O6BXo9u`z+N-^c4_K-v_hG`#4uH1$_Hmd?3lFr4rmMepz z&fqHn#@c6t)JFecEDFE}AIUw)4R$aXlKgE;gQLPThkqvGfHX+Vf5>F#*z-w)yalJdT2LHS z;!IuCqQ5|eIyL{}K?cg^JAw7YPJfR1^M)IFtdslZ&Pu6W0%}Sahm`J7a0vziEXA%Y zz*Y6(Wr)5ATePO>!wU?TZoBtkU@BRjM!C-Neg<5W9BuH|UcBGz)j@AVymi50|4eAKyUKlxU*)Rz)!2IJlPJ6y)(_I9cwztMsXg7R@fq z<#&0K^Z{jemB@c&xLdN_EGuzKgs?!59}!%#?DPeRt=Zrk ziNirJPC7TgrsGy-l;R_`L(QUEr7k$695i^OF-Q}T+-LMl$oeqr{A1;8Sf$I(S{0;w zxMDN5Ss50MkQxg3wcF;aJ4jiI1%DbojcWOc!7}1oM2Dv(zDEzRgJ_b3eL8CWrOrYw zUNp4`*7ppr5H+2OmSMXrD;6c1G3X?=o9`+`Twr4mB6vL`_iqtfO2q6b2Js zM4 z0`n0MXu)jLZIlP({Ojn3W6o}7t%EPDmhUPnM>e2pnlsN)1`zUjm1){(#Ox@j^P@l8 zPGqdyxKS$+2@^|*ta5Z#8zMM@tr++u6%SB72{}8p~=I!j-@DI{0 z3MOM>g+uSm@&xww z;Ag0b9|q<3y1;m+1wqz<{VxRolSa4@S{Hv}P<)t_tJrh0$KNWr9zH_7P3-@X@~X^} zlY#$o_Gzf^=oqSgSMR?>0fup40hHqnkZChTT+f!YF)0qKFKj<+p# zj&K{ho$-{g?eH8+B+?BP({*AZ81{{Gk)yDF5A9ru&ayP!nqS$&PpAPVI9T&N-+GA| z%P;?I1O3+Qv;D68Q=EHQeb2X5+9i|q-~~zE1Jz#Zh5+xBA<;%^iz%_NGS`EeI53)6 zPQ5@muow-K8yB2FUaQAu-3yhtCH9KZdS0=k;JdBtPnM^ z%C84>3y#x}x8j)3%Yb3o+icoo4+vty+kwFNF+{KmAkvQ{aco}P{-{c!*J9X$b=>za zgTLv19lJFjI?SWxrST*#3f#_QJ2}=1U$hJGnQ+!=Wl~(G7k?(?`wW`!FsEgm^Tgwu zx2zN;C_6ER8q~KPvtP7F?n9|#9z$9K!+Q-|M_c$!1rXLDh{e+2fe z`TYDDHvL#Xc=Ic*=bOeo3c90#L)mcrWwJ9>g)yN=JKY_gBc!Mb!u<_iFCibxN!WX2 zq#d#v{ik&<1aJ_zOb-RS{|s6K5y-w1R>W(>mNtuxx|BmmI_d%3Ipki@1?+%9pFKBuv7WzPk4|Dn+OHbp90CvC_v&hMo&-_+_tRxJA?kW!;nJm8PKOKp%=*W3* z@ITRf1qE>ni2=IGjY;ucHTf*^`^=CRIVcHV2BI(Ffk?sMTyo{FEmEs=Jv;7+NP+Cxot zue(oFUa8WcpUgFNj5H{!e(z;o?o&3-_$bY%Vx60BF^Rx#lR~nHq0#^buNk2Lv$6n6 zJ*whIl|WPs9IGnaATbnk>_Z*GeEn==+cF}%8xc{ug8;es<#Wo0kHI(3f_;Xv z-v)BSKnBIa@*_jL5qV+`l(bh1be>8(2gr-#1wS7D_@~^`^*~K=%^Ctoj1)4U>4VoE z|G=*Iz3imRP330V{les403xxi!3p98)}xQ*2;0s%mxpnwrb!d0>TTPCfXBc64T>@r zE;&+3OabMsn#5D#g$RV&nSCC?8s^uv_Zo}#W<`4(I?(l2_=#Z05tUS)E2_pg<0UT; zu91*WJb+}QlCkE|rq0OIYZWzfYT68Iwn&-E*Njs5A`Uq)nEp1Ez`uF{0>@CDg8n;MH4F(=O$Ydz530U1@?$#9w_o-Y-3*(QLFnO;~+rZ&z`(ZM{4jD_!sxd)FW5!dM~TTYqeFS)qckI7hCT~ z>}Ci3uUyw($qf$7_&~SeHQAJgV^BN`wjn|vzmJO;_NIQ35ZF)|IG)U<44u|jC~%Z7 zda@9nR^GM@=5Pk6K~FN;9KPohkAfo(WZSXSmL;pj??HGC=|RaQD5&c|&b3Da>CRDI zp7=g!yKf2x3BaCkX*}zP^PmP*Z-3Q2gxc~L>C|CwsXa6M(n@aw< zHg+XVaK+rDB{VLuC9m)~`;u)sVTcgd3orvOzFy?2xP-3Kz1S-x?g+4xwxaFCBURx_Z5)B-%I5g z$7qr9811Gqjh`!~*l@s6cxv3Zr=(Zi9~?uQK_0h5{_UN=2^73Fv zV8X|*7Tu&zO1z%uk#b11&5L@$6DaVrTVy-siOl7@qbhyu79Zh4FY!fEF5l}55M%lt zD0k2>xmCE)Rn4w4;2%5TXB_YbfNf`10Am87%DR}_H^Kx`ckr7IYpw4${F8k4zsLID z(h?kg@f7Je_eI$5xT4A<)W6R%a@yB+`gQq3PR)o{hUeU$ZC>AEj|6jpw-Zheu3G1@ zlnkej%3l|k9|OSSue1V(xgO4u*b>j!W*&YrSPK6=3@vx;??F?BVg^E#@}3}f*HepD zX+mT=fv_a5T30}|VQWhmPij$9+`p6FrG7tXnK!CDHxSD})lxbb7tc6=;ORm4ry{G+ zQ`L-%iH5RYoni>POe`HQgTA~Py!s_eT;c7G`emSpyfY7Lg&1^dlt!#P#t-sU*X)!B zKL2$Yz?FM3Ky;EZ9rK;1`Aq#$3vN-R^+&2rWzniV-r~J{!K)wZ2iJdE7rgFlvvD~; z_&Wv(-|ip^_R@IO#Wkvz3l=rnYPsEHvGvH#KU+*JeDdi8DQXS zemvs9U9(pO)R)60P@xEe8K}nU=Vzh4PeZcV#bBVI8<=!GO&*5uQQYqFdG)Xzj%0^! zbWWnvqK)v!$UHpMX`CUM!{4z|nq&~i0=w_|!UECe`wYga8QQPPvu&iG?RdN1o}b`c zlV>*(pupF22aq9u$51aTXVz@AN?UUt=$J$3eY50Zfu9j zkaos`0Mp$38v~{IsrTMhML@rk}_~iUu9B4{5lT8Ujd{p$=$ghbs5I`Vz)l;BFcow~vVPm(LL}`)+Hv%S7WC z$*PKddri93ePo*?R7X%_YpVe@F!J60%d8f&O6RfcllKpwOjEYIv~18O_T ziz!(n;f#1>vHNrCf7hX6Oje{Cl0@lLK}n@1ztXj{gW?`+r?LG3$|+rbzkt2fr`rlJ zT|c$o_ZYHxLo>NZ2p2xF={t&NC)6MGkWP9Y{Wft>$`u?2!+qQ*US*4k^A$fAOfRsA z@)1iC^|%>>p(7e88{>v$Fdl-igMsh;Z`n4XX2KHaa+y@ID3iME*UgaZfXxz&udss# zKw677P;PS0;bU7$Rh1VB$?%Z5I(x$4c1*L5aqga2E~}y*A6dT;j3Uh(;w_s())ELs zeZ2Z2>AQ;MC+l=$kXJq()8o!wCEKq@NRUTA%6DdhY%X^VZsQ*zcD;hz6UNCNJbug% zyqq*Ie(V_yo`}+Vyi%dDuNq-3!`)O%ZQ@RR2|8;tDRQIP<;-@%YxiU~Q8zz!0ri&# z)_n~Jb0dgC^eJ$~qU%ZemAc?Re`CMwcb-JPYi2)x7x(s-`b^mleHtno7-IL3d!AY@ zU_<7Qu3Cg1@fml*L+&iN_xAZEbA-jn~0@ zhwPed{t$98A0*m2)U?26s!~H#%?5T=E_g-*Ee{H^aVZ0s^}SXSlzDrh0Bfz1Y#`YN z2H-(<$SvA5tlZcq*gJEyw@Y&tG4zdkQ$iRHkwPfcH=vW2|KlS9CswtaJVQ&K9za(h zQK;{ZpO>3{OOdGO+{l)5;f~X$>S^3jV$3Hi2g`{z{EZB6?Dq7 zIS1%|(i6l^D$`nwXWnER>Tr>pwS;0C+*c8{TOPe%`PY)JtVm1yyn`E|2qx38QWKP^ z4f=G$_EsOd9P|Wgpd@$tQ0+MzCa<)x+Gr9ukfF?>l378LO3|WXX$I~lc2aC(0kxi& z=onKIz1B?>v|i8xd`KAWrNmihqUkvviRUXjuQAg%(7RcVm?b0cO)2et4 zBvaYgk9NQbRv^P)8ycNW`xf%@m&U^@U{z+s*SQ#l8mW%KLb$T2S!2=)en*UGbaBD* zGJ6rq^OSVI%Ih=R*--vdx_ra7*kAZO3oc{UyG-bq;)7jVY>K5lh9vRum{ zv}vWh^BI`3NJR&0&86fBT$W8N?k|-eyAx}tIX8R`{viNg_NJD7lh9KDbAizn*5dhSa)FYL@ew+AFh5lpy z7AAKCyjdwd-29VoPikYtjYz=?-l7_iYlak51` zuj`pLdK`cZ&R2GTf$F}L?@Fvg$ib}rDNK+Aj1uKQM1*kD5aZ|L*ZM!Y1U^)0_+q*g zvMWEfU$JIS%txfKb_?gTErk`_K~LoI7xX4r!-IvKy(Z+9q?AwidoJlg;NM*L|IEox zZKsT71v^35I>1awma!TU0v5|LyG^rhT*8WKX7xlv;8k!QK0y8uyzNxc`KY>{ooy+f ziYdQlr+nw#JEZ?pOPCQ34j{-EhBBvZ?*iC&Ufu&t!=S7>Kboni2!f+W0^9(l3Gl8k zIXr@$b(=k%PYRO(p2zWZ_N(tr8Xjlk9=onMQSmpEoQl9%gA5n?qrwfhPaAC}sqe4u z6H1>9eeonn2r1v`8+8?yy|YYB|B{r2bPzYGWBp!r>KmG8OwbDjh{+MqAg{Yx1cLH4YqPtS$_H9h&6xYd4<58cs2^T`kVrk>w?g2o|(HAY)3SVm%v76%QQoDN5UeZ`y8L<`O^y$g*lLDQ_ou_~8g72TD&&pY3j`UF)uRd`M zA3MSLq15!=swp>j7*+oSITSwX;+25&^8P0yb9IfV>x6$&Be>9kXq_W5zTN{37_cn2 zN&r1pf{VaDRrGpiGT8$$Yso`}KKq`vT?(&%A0+4zApN|!ulL*G=k#qDNPNJQe~`ew z{&}w<=Eigk!S!k%y!WG#1hCff`1K7XkQIA*=&}O63tTA2khII$lq^M7Q7$q!`O-kY zcE3Hs+VZiHuju`qFy zRFnkkiLXx1bKmoW@I_9(G_2)^hH1fUgmZjDnlIH%pxoaR;UX!XfDLKhHzoaO0%*ou z?z9E_mkw@T2~Q8OUeq52k#R&-GTkxN0<$%+U_HuxIm#zQ%=E^`IZ7QJakULHJx?At zRtpk~+g%`b4bI&=xSta3zf!3$RX;LuJecCyWoO(0h^ z^8@7}kt4l@EAz*@b+HGT5Ey4aYg#!xkboFUzE42+6C-gFeu@4N&YOJhexE7Xz+~&B z)`@J(9qLO+)KP#FUWX4S>DPxU`QoFd!wr8buSto97;$@RV{g#TC{-|pwXJaRw4eT=L@aEQZ==}@U1$4 z_iL8`x5&GuTDSTm3Wc#PF%IK;7jJ=CDcl+0IrqdNwqpFQgWs|?B-33!#hUw0larIi zM>k4~-vWj!KfLt;cB|v90-ni8s6X=xqIXB0GDHT zM`4e|a)C$iiv^3&wD-g3guyp^(z^c?6{g@kh7FbPxCzfrf6#=bzYOWvQv9f@nTXTvh5EygRy7kf25EXo2q zMGl!lNx$vQGG3=GxshQPkynGl!@=1}XHEnLzd4S{QxFUgtEBd6Ol8J<`zr0~@aex43S3E^mGd))uXINGy1`dZ?D6ZCYh3*n zpCYF=mVicYGHb|&=S501FwO*wszCGw`T9+S72uL3Zgf;CIu+SrG(<@UK<-UM50h_C z&w&g@pb2oNrnad6Ilr#klrnHSk{;Cxeb(P_Wi!-zY@e}pkt_ks4<6NRBxiOMxXtJ- z86i7D_{-#Y~7N}zjfO;~u8 z5%&jHG=6>}<0t<_N6X22`e*yk3;WUEjAPdF17(Y>Vc8NhbMqAg-+wx_Dx^tRPu4Ug zN=N7Xr~}UoF1%IKo6RVGR7A32!eVz^z4I+4@fDTTh=7kT9$t2LuA?ww7q(P*QW#)M z#TVnD_={u)y=n9;*jG~f(fmaaUh>q(qH`b~kxts7unuo3*2g1@^!?pbA5$`|ykm2( z3=DVWL@pj(SpcpXe~bbIuF5y;`5$TczaM>ZnUJ0UK!M-}d?cy*VnP7r^cnl&u*eL8 z8LN6z6(ZP@g^qajk6R0wY?Tz%XAq^*QMC1zs^7kI`=JE~6h-X5f3rG^BQVXApNoDr zGrer4>*M~$mZ7MJp~ke(B!8)0mp{jnkd~cRRCyzMrp$CZvF6vU(Q>vhp^1ke(MQ}< zs*}kwGMAsgpDUfBS6dN`#s`%r>v62-AXIXoe8KGvL(XMnRnkxSbFv@M`SOp4zzi61e^kll!U!Q&q%h9?@ z7EXU*Bi5^8VyTr6EFC7moO(W)Ek>5T1W0Alm$WV&zqsRBC$Rwx9UJp}n$NP4dRIa` zK%Pi$8zOk3on&4&25sHXaGmin%vEh@x_{<=>!4!uo}b@{|K3S;db1&fDST%3+3)lz zn+D%(aN7ZpLR6H1X-l%04U4IYAW5;Zp5Mg?^88?pCLG^^f?XY-OD#(&&ynOC0ZE@r zg22l5+#N^8(3Mz?`BL+^8XY(PXA&O9p;b?w7}Jw5FmaJ_i{fSTkIuRKsop6+-|~8@ z1+qg<7s`;^0%VS3$Tm%IvtCG|8y!Z=2=~nOmgHsKRDOt6Qn$|$bkTG6y|Qb(y5d)h z8CdlS5esYtq6CfET+~$`mk?X(=^-spaZN)q7@hIrCi!4$c>1u={6U=6zo9h! zSOD$Y)6k1PH#4AQUNA)J$%Ztq#W^e5q zf(Zpx^OM9kqqJfc5IWxs-VT!AGK-Q8$={@}--QSqOnN3S7nu{q1l0^#6% zlK0?>*ZWdnf+~5+Hv_Xg*2T%;fWma1J{0W?nTCX#FlAVb=o|2IA^>0QJU=QzK0oRK zI%dS~W_htsj0p>xZz|e8KUsmba;XcroM2ct(Y$ppQ;1|0U+t{k}FypT}9k3JA zLZ@8ZkqQu-spUPT_g`tNr$uxx;cq$&;mx-Y*<+`3Y{J>`Y< zd(`DRV{;ck+^X#!>APg7&B$h=nv?Cl-}l=!aT$Zzd*XvL<|zlkBeeITTd<`YWJEUN zgWK45*|9($T1`AJbx4w;KTtYeb*<|A`Hy5WcmCnH!^CK2YPbf=yCt>Bd*$oRhV=PG z&GalT`@~seH<1K-Bk6ycTI#nKmT>eNcUSh@EiG-{7dP5Fg5oZUCrpnPHJR?N;goPT zr)NjAxb4!^97t-3$|xa|-!*$O%R7Cea_L_%2s2}OKf_jmk9a?hxc}q}hGL^`uGjU% zR4{nN<|q-ir<*H$ovLz_=AlnHkdpdOlgkH81(TQf<5i^)`;WzP0O8c7l&yV2{7YeP zr>CmTg}|jsAaSvV5t0qBs*6p3EEy-T68vIN`{FDTa2$F*@c@+cP}?(pY2ArLQ$3*M zX=2PWq3)DHY2iyvC|MtO4Nd$YQm~f-Xt3D!d{{CNK8l6rd*nQDt!)+)+n(5z4z9PA zm9|Q~#Gfhf_?lx*N%>C5-h#BfobgSIWJ&QacD41AOuQsuxUs3cKny_AWue{1f((13m(l*=G+G?+gtn?hm z7wb8!UEW+*bb5~wq6*^1M?$w5xZxp2xXawOTfV?Pyg}6Pz1p6QA!fr z1U#|_N;IJALI7Au1d}8!VQ`O1+8m$+ire<|tOvSy0FIZ28cS{)o*i*e$QnYR>P1EW zVlf>EdD3eRP$*OaaMJ!N{03SLSs;o5`&?k>?R(wh-2d6gK)4nXCQ0w=Dr@`JDFmP7 z_!83Mf)?*a`gE}+Sg$(CGp(ij%!}^i7fx`2i}`p*Oxcp9*%e{!cyUQ0?6Hd|P!faq zqM1GM#PpXU>b#xz3I$v!t;BFw^R5Cjk{HWTi;!{dR2#h?(;YqZs92H$>_Cb`<|=eM zc}OeFZtJ2VYhf=2q7goBVP4u{AEj7n*>~df6NmaG{8`iaLn@u?d(j{j7@0Qs78?8R zl^JZC2EWP&GLue&lr7v9xniKOr}TJYan|Kb{j7r$Cqm6_p?Ub%No+eF=({`+tQVjD z<>_~C-wmq!j3Y(ZmmmwQ5JDpmZlCDTMz-Pn61@FDdHztM8n5s-a3i0MxYl10I3|Mn1n0|O! z=;{a#HIumhCvqje{c7!HV%LPdQ(4nsa6^=}&)Je;d57}Nw{=njQ-USAkp0-b^cBBk zprH<2lk~bCTOBi;`WJ$4pcdHNgvnH1unAXe1ls~06!RgULhpGoEuY|VpED&jr;`7Y z$b>iK<{CS0Tf&YZVu?k4a?D3L>0`I#ea%g|o&m!^C?;%A>Hfs;Sq>afyXwxa|D4Ww zKD7yStbaPJhc^FbC%$+EaCu@wP23<%a0e`5Xp`qyC}D%GLiHf7BY?azSO)#3`SCg4 zB*4^tdq-3<$2Ni_%3Lp)T; zwnmL0wsE$d_xYaXgj(uZ5VLrO@F0VO^M z1KKGXFe^|cDbC9~t1+r9FPl47+!SiMZ3flBiOo>Rn+nwQD< zUoB4$%?EV~FWU{<@iCvxTqE%|q#R_5&`QhfnznE__?4p5T!(W5Hm6n16*ExpW)X2- zpMAZl`-4X42&o(2A2>r9J2$#{&L`4mw*)eqn-ft|ctc9)y@#*1{$HM&xUF*g}5 z{gT7wmk~!)An^R(eLg7kj;qjbu7yBdk-@Y32)}d&^^j>mJ68tL!`>eDzhJ4RYn>d+ z(c-T|R}6_83>rt}Coaf`k#?n^er>lYrfToF!tPAx%Kv?g|xxCG(wrWkL*av5E>G69X~o}{zXJu?+Y1jF5@@K&YNqnt+-0gKyfQJiJ|IZsI0roI7m5$@S?TFfMrf!folbyWdHF$X2bx5<4T< z^Ip6f#?7B}Ujyzoi%iZMbl+xEbjc(+HtN#FR1T+JIz6Mu$FHkmsF`CAMxfDH0vLhX zc6B9F%{}-hiRrI;Qlc;l!h|D;*vpE;iL*r&VcB&(bN$?44Uq?w`^j!WBRPxIA>rh# zUPGw!hRdfBtOt4bWQyx#qk_rNFpSiHht5T_hoQ6Ej~?H$2n&6|2Rk zUy+Kos?%iFX5R3U!L4NW%X4P%`5?*g)&DTaHumE_r-MExcjClkJ}mYGvHqJ+8cR zyWVLfivbSLU^zaky7tUI;`N~A5Nd54og=Za@A^wW?$P~u3I77hFJP^+T=(;TDoSAW z3aD=rn(F7lfZd#iS7z6O*R*t*KGFhie;yB~HDW=?EJZHrV9Hn24@g z|LeW#XFWa0pVrUy>mH0-ZZ&?Wg--E0z&OI(>6#&O5w&YhuyhAQX3KN%q-;%y6>$#v zT`aJfB*qh^@8nOk7$uTM)`R?(#){10FPB`F8pB-VR=Q#WetawAXWxZRjQ3VMIa-t^=cr(JN+B&oHJK&X|(%fCL;m8V|0O3_1?k>}z!gFh&+FFTatkzI>K- zv-E$K)inMim(%L~m2G@-=cC`~i2AE)1S$E=K5O4aYzy$LfjP%6$JX0LlLsn*ff{6( ze#B8=)Jt!>Cqzg@zCe^ArtGB9Y}r(&Rw|i0b)=yRXnin;%A=;T%t2fZ02`EoFiCqw z<$$+}9?t~X@m~EL@-}n1I{1b6ciD+2YA!SNxNJF*ND+zr3Bh;=&s74xv@;cIgP}`N zqO$m{_iOB+Ov{Xul9$U*hpAr}qN|qtV#Y9#V`A`SxA%PvMOxlOX1V70xTE&i2a*Ba zqJS4yW|3Ud@_C>C!sU+V`uASULcdXBHuIj}2fJpQ$!48k{O_5QH-1=p>o@qPN?)&b*YgBkK|;D zmckf;&fvetL$J!KG~poO$v+TJljLr6brb*EQjOw?;p!b zu^>U`?tf6zrkWjhkxB>hkns+fFIRWM$nyEg82V>UIA#I(I$d6>4*D2#;@pL##!o=z=Uk8w3vG1A^NkWHdSyYt{*CdGzy z+~|(YjfiW#YUg!-6Lec)b)^1Um7q=Bj1EQaMG{+PR{{kJ4G12QL&12)Lu8kGJPLyc zt_MWjDwu@Zya?)CzSb&g(!rhUbS>237r)7-Rnd>~O0^bG2EFTZpwz z_G4Hkh<1J!tNrX9||tFBxer+b8#7^ybpYP28TA?FjYnX9-+Q z!jd+Z)WoW4%Q$-L1t3;=?d9ufmGgbtNhOTJ7a6~s9a;GOG1ChZQy9fp)`|AMt$j;* zE_idLs8a2VI$wCgxLf^kSmt{*iZaaj88eKa7>gcI48Lhr#Zvjhxe~&*?u{ zKS5VNFfk7Q{qe;OO2M+hVej?HB8FDz|MH+eNBTt-a>#zb32=w`OX-tCT}0tA@VcsA z>;{O&s~};I-IY9G@5)7nG@VT%QG@^~5^6T1{Hn_trs~J$h$YtSCF`pFMxLX(wY|Vf=W$EGtHBHbH}+0?on`EPK3#aQ zjX(qRvp_f^P9@C?HfZc(-II8r@S3sZa&EhBue{(h?&Ezxv1F>3R1sW`>F?4ey{t*O zAg&{}jqz~yvQU}G4P&>3mA4CEI}BYnvXJ1?+02j!uYFXu^zGKZt*xsloMqVMYZ)om ztM%?2Hw2xRx#uh?WCqX7H5G95N`};C+%Yn3HGM=Id@B`L;*U`X%p6d(AJ5F)H#&kz zeUSV61!mtKP=5@FqJ{ zvC3t6EXwz#R&1rIX!*F0Li3LHC*9z;Z%W<|Pf+LG1w!O6KfHRV^Gv5IhQp0+)Ib+k z?`<%lYY(mJtgJp_N^VRRwHj&K0-ipCNknxX9OaiIzCO4A_+`Pg1L{H3qnQVz06M8N zZ5k2Zm^rJP zy?59Do{#;Ncc3839z2itOkp3Otr8b9?o$jWZfUJSBsvfa#zO916{*PFQz@`T{|i^! zpMqVKsw>PwYZ`pan~i>T-8Rf6MP|&>sNI>@bZ+P0aVbY;4zL|ts6e`m_KDs9bP3zq{3)Tljx`uGZDr zs%aFO;I($Gc@fYgxYFQb}ekYsrLE$4}0BkLHZvY$UXH^2M=N zDZ@9Lx_I5G?9wN4bgUR7Rbyn+kTuV$hB9F7FxzkEe#QVv;jme2ldJ;hO5k6`n5r!4 zQ#PSh1}&KfsddeAA(gaU~TWA`X!XKuo0Bpx|;k9?< z_0C6wpSU_D=;$%Mxx2aBL%8>mQmNdU=39xL z1%oH3Ct76F+(?Gr2#->^?1MAZ?vH;Zj!ue7#N7quKJh4$s?1=_XL(`HYe>0758Q>P zsL6%;KtvX$wZ_@PM@T(^sa`WjjHUaP^BjiY$C@x)s}+hz+FOifmB9KgMzelCxf{q{ zF!+1H;dH-?MVA5wv(`eTiDAdX@HsLQq?Omb`g%yOFFW?3FWc1y-kKHk%E{$F#>u3@ z`>=;caEoP+&rD1n-8?7G?2V(hb z$W}aBeJUMG%Zjj&e5m);!9||hhHR@+dAZW{C|Im~hTP%nqRben95)k6_t>-bYrE!V z2fLQ+5t3DU8mNAFFWJt)#i z)rgkNVOV1c<;YUJ*g%W82G9QG4l~GU#STWRE?L6MJwr)|#yui6YSDac!13!_>GC=Z z_Sb5K>5kl3A4iF6)a`O3<@TESCV1h(D}A%(y@`IwolbV92I?cMt8L#wT7vxP!d#QfjV9#wW5Mr; zrc@Ro2d?)cZJCuZY?_Zxi~k9*MwzKc}=~~GVxL?!`Jd{DvqgCzFD6vE7u&W@HR7f zbH5Z_jkn!~l;>i1%*>--o1Y4A#}~Dly|Q}5touIL)ePIKUgU&#Kgj`ksgXPWp- zONC{{F1YukO;4d#KRvMh8Alg8cNaGsY`K?b+`BAuQk^a2qd*K$J43-}fBEngHn|M0 z$nx0Eiv-f6yO_polM-u#n8y+@Eb=ZWk88+6i~b>;`EfASYR(7zR^51neG^C($NW{5 zscCM0+rCo5Kb#vW@-pbc{mgrVzZ%u#&u_`Tgub+32)s*N*Dp@uN`22OKB`)OP=8pjFqvp? zW+QpJJ*~9nl&jIt$)wP7$(jlFuoBtNRI0?f z?dwvdxwAs$L|x|v?eZX%E_e{J=8Aw?s%IURbPXr$yr@=1 zE+WXg(`GBo(VTLq8y2x)SSdp(%Od$$Q%|VlE$-lXvK3hd%o6wk`zoymRnj6n_4=YW zvLyi3wK6ZQ&%ckq_7GxBP`0#mEAD7WLA*e<8tBS!UwFV2957G?h#U`&@SKZ?2X5js zD*jJTxm--y=-d4bf+=z?1WQB;Y(wg$*S-;WPK9qJ3&!;B&yQrdByR1n4bQof=}pbu%@IdW^mU>3vRk-DZWBj%#?|GE&9p6 zBAuGd*iZKL3CA2};w22szR;_)Wo<~tlI|&_pM^Pt^44c0#ma5h%IH%QjT-2N!v01o;g(N~oRZo%1B|l~uH4Wl+rpPqQc(Af2B}_VS z$%Cl#4z_FD<7s*S?a_r?I2*8Gq@^PE`VwBwf>V;s#tWn?w4ZbW~=oU z_1vEc?}mU#GlF_=wCJkgT zP)aMzw(sI_k$E-+JpB^L6xhDwc3B-UB}uTK@_JR?kHB+1#_f|#z6~rbOszLaLc&y} za=Y@iBAaM-MZY*Ru3#tZfj5NTUtT|D)knZh?yy2jjK^S|0;{k5HKQ$kb~)Og$>SFy zqO?>W?`&BOW^3|)nq;zBO+gl4toNU*M@1RymMxd;lFp)>_1&>kw>Bb^S0^slNpw<0+ zX!eb3)}cX_1ErYANa~`~ZerUbL-SGztXbI|bZ4|%-oI=1aD4QKTM+pH_--=_E&Ol2!I|K|Gb&7*p+UuH&fG zqHod;%OXvHMgk;kI4muGK$azx#@?&zX*-hovF2w=Z^)}mG-J8hmZ5gl*anW4wu+LE zJ|Oj~VPW=oBQxth^U0Ova|;9?uM{oW3S~I?CdF)Hz<&?cpqhyk?R zNV2#8nu`7KY&mObFv8{I(x|NQt7{LVB(Eb9{ui(syl~jY&A8IGria@#Y&j%$%Z`~I34p&#fiIAM+sGuDOf2hd-iLYvz*AOY?cC zNCunVq&@`y?>A-u+|NhLPP=B9c>6Wz#8785u>%>fX5NYTe$9e?GmQT;dxD5;T6TCG z;{r3tTry_ zAhqu`>iDM2WagN$Gp#9n#cn*~(z0G<)>DMGagDd&!;c;1?d|lJVS|($1sK6VT-8#q z;rFk*7}Jbfs{P|rpQ3>8Y7&eBDf5b}O8FJUG}SW+Sqctuigf29q=eZ9D;j0_1zK1S z_N}!VyNLBWe_^=5M!&_msXys&{a?UVcAskFfPG}kK-3fmBh}XY%fOv7P@$Fi+z7i_ z8f8Z+NX?~$l*^Z^M32UTZX^C5g*Lx!cH$8(T(mb1zor?)e?i)aE!!6RU z2mYur33RoCM_^QP8*zht7dYN#z(%mwYxF%3Q0Z+0#Ap8Mm(36<@=}!8XvUC)Y8JOk zv^~Y11h-@&mC1bJ=6OVmu8w2g#%8B|a1awgWH=021*~&zv{3V zA^7B#sHJ0@O0wMee0k|pCZMhP_m4#4E=tE;I`^~9-HbOijKQ+LZ*_9JM$xheJNX!_ zU$X6z(yn&H$%KWr3~-z11FCByX715uT#sr*}v# z+BHkX%y}Q`PL)e(Oj2+PC^lWf*DO!#l8`1VJVNupFGf0Cs}+;jmSUi^XR<8llwVXm z_Fevc`|pCp`;}drL|gkjWi3MJP6&rZmnxi>*)!}0^m3HX z{D%>IMfX&^X`6NQA&zswHyrQj4&GIpW>=%L9r6qR{^1_^BYqEZDp6Y!Y=S4;3BFOk z@}|E%g~+)u7u#SQF0eC;EC%pJUh_GlV#wpbdT2k8kpitUm4e?|{cdirKbuWw@5#1T z3V-c9e7g5%or+qp4K-keeeP}FGgnr&wbW!TLZ&+?x*E)z>uepx|-Q_#5+b*JPyub97k5#hxHBm)tVa67+SwO9*(ao=8!xM zFSgjmWKCU0$9{CTPBb=it4nRxHS}vf>+M z`TtNY0)_prBq>kicdN;RO8sw#N&h>3y!~eM4*BWnquex8|0fcN45Mbk;}Cx;$l1W&en5_G)B2PNN({pb)vIcMw5_~Vmj$^hV;PRb?Lf_EATSAx z?%!%Yx|AcTM*q=A*oQ(O9%or}lgFo3?K)nf=C3UPE9WNgeW4O;JPYF>P1>9^4-_*% zEEHkxh<+2WzB{^hrj8J`nmzGjD{tY5ND_~Y=3k1-51#u0epI_M>eA=f+Q($2`twZ} zPbhn?E`(j&fov+)Y?Q7!-L;Ox($)7GWd?7BQ^u`_)vY~(-}#8NwPGDgG3`v=PN%MV zsJ*8hGNp4$UESlk3A5wE@3B>*$-HqD4!Oz38>A4Hk{#7hVG$mVXzkwsrgKg zyjIKDvLvK!0JWJiMh7;6M-jCaMjva(cb*HD%i1N{N_MULbvWMjU3A>bG{173zeYT+ zX|u3@WtF&RD{aGIJGaN$>u?yO^VSGg&0YZ~E~NpV_SmNORfqg})L2)lkc7a8Ro}`b zluCHGQxcAmfwsVOG|H2fB&9y@VUE782R{_iXEcteEKSTQY`2u{l;M;!+ncaV0_lE8?5cw782xD)oZ>fQs@5 zc?P{8*0su*2K;st)`5u9Yo20^|*tzIkW@Z9+q%xq-;T9he$DPHU z<+4iXNd$z2LCGrt8T0SsXPOgskIb}E$blIVlBZf!P5E5qZs?NxtF4^9lPt!7q+Z(X zkbVWV|@si9&iaH39R2CC~5=#css*)Pq|z({ubD%6n%>YH84jy9OZ7l!Bfb4kDDJZhD!$(l8)r zddnxoSnw08)V%AhdIgrwlERs#80ARwKOKB(?si>PB>Y1_<#G5SLwI#FA65DAII1;; zWF+twXhMVde%aqShCVg89%0jbHZKaXx+Em($-rHCw?IuqPIJPI+I&6Dr%$D{8Bzh=Mtt>onP2^ z>Y}{l_|1%e|46b6_xFtcB+yamrYAUdkhMAb*=m(mkdhc4dHK?XO&_N_UgpqP5DyGN z2gvFFRizqao*k%svltw!y6DFyzoN(2N8n*Vn5(zm1FLJ_@mVNo`RS>@9^3E&H?1J` z?>6(#qICc^h7SqS6(a_6gcUY@t%9Vav-!vAw{jDLUroi`g;p;t26=B3!Fr?oqg6=W zuai3nAzuo-zVwAwNUwsorY$a?iq;;!ZT?U%LhH|ES3(1w6zgmP7_TtKHS ztbZJs-$~`w-)TrP#E9n>YtO~U1fg=ot#dc*0+Z9;_hIaXb^%w$t)%~@|B#`@oLmoC zNemv~p8ltCX7_=asRn!LI3(tRRQjgUCaxqqw7&-S9`^Rc&CdkiXLhvA#z z_1w7IoROFr42dRPzb{mgO(>%)TQHUFQ(TdU<>z0*V#O6#$CB$L@(E}W_0@A=3~l=u?7%-akvD$Kj>VB29WGY_KAeN zx+rPAJ=I)Vo~`!RgV%#ZfQb3%fpeh@>NwQUQrL)7<$aW`FzRjV14$$-yjTbnGr0r= z5B~p6y86>CLZLD&{K1%%iprf8z{hhaeOK1KhpNRRz7HP>Q`t6n45Sp?ymF-M?32(n z7Vo3bSn$=RH>1EU=H@XZU3ziHqhwaz`hk|2lg;mU1-N=m;-=ZP{?ftXdbvp+mtAAm z)w#@^kbcPvD;6s|$Yp zdyDiHHa=I6zw1%+hZ8DBCX%aiMxYuI$U_Q{fkW@gQnkIIDOveG$l z_(KGKpu$YVg^@Y3UiMI)RF*9i$Yihnu#|gO*7b z>6;2Ji}`w!E6<~k4dve-U=_n2lbcvCwS?c4Y+%Z#xLR+@SGOF@hB24Cf0Ca_6#a?f z>FMlQ0LGypMmGrY+oa;G_lBgW;28@o3iY}xfN3VQJ>l74GhHqUX_9~&y71qhia>C& zqy14K_uLrnCL;A)qS+d8=aNNyz?5`SRWK z&N`-`zt3|T;$S16jpJB96jQdo-jVydGzHF&NKwIfgN3Aa?{sLX zh3r_?f#Jhrk)}vC%Bei)xzlj|_2eS9d_z*N_3-6iHP_29&X17q9Yey1`R0?4uK;q^ z_p5hTmW823X#>VastqNNFu`rfq$SfX`wJ3}X!hD4E6a`G4BoP~n({dD8+|~w32ppukkN*9G-_xG97{|CU>%FDgq%2-7@)jj& zGLvc3AuyHWZ9y8){1Qjynpb1$i@wI=9j)BTCdytZ(C~Ky zk7IeMC%QS6rfN8xR8dKWq+XALYH21$*?ja{P-y5ko4~#i~GF_h{bNa zr|`P^x3pXn`%=6|E88iuUY;<($50U2>H6@fsRNV5z}wI{3L)ChZvkhsma*U31B`1T z-@`t6HWrU_81>lNnqKa5|LBzvk>A6>t>{dlO#|_UPsTxY4;l&GV<8^qBKqK2^0tQ|Uj$pomHxlESz8FvAR;*ZtVG zS72!gzu!Vv7jA6|$Z}KEuP(iY7#b4LWHKWCg}WFz!?cin8Oa1ovBTd}qIA&AXf?W> z5hmMIAh>Mk%UF##dZ;|G@uYB(A9KaJ#;WgAR2CMe(QB*LFq9M^pX6+ZoUvzbH{N|=iGV^@UJy;nnq)>G0#lm$hm@4S&SII8fZrJqv-Q39@MV;64e zX}s^uzkg74rq;yNE+ns7zfz|dJ*@aqgEO`$cL+~Bj;rHsW_x7EU-P3UyajoaAja3* zqs)Xc4fztM#5HRb3_FU3a%6YfIEh**m1lStRwoB8zaGeq^0$#!O0M$J9QP@5q_v%z zyhR>IlJoH~Yy^-!y^~>-Dh>KVubDJb@SXG?H}Y|!h);tPdZK3xJUuQ;^ZtD(72s!# z*bkSM(9Myu~hCjCLJ!e zwkvorkXVQP)b@G@t=xD5>&=*%vUr_aMpcMXBmc5(f`W6Kx=0#ZE6Z-fr}^1f*<#28 z50MB03Z;rGMymDQbn+$L6t(e{6ue|gm8szLi9DdmNxmD1pB1sRwD<8nqwg&@XP9VF z*M-}C(Be~j&)K4NX=&7Y5@H&ZBeV?Ao8R<}L?K6`C)dUL8x-=z^Q>9JC?9g zT4l0RW6y+R4&t+}SO;)~L%49Goyah_EceDJkg=EYk+(?gpz+pDo}G~+-*~?CS?;AX z-1kiA+-^G&qCTjPXW1lrr+4xNcDj!~E&nd(ZGvF>6!W68?D*vqBlqGoFQ^IgZ>Rji^`IXlDVVyMzO{6`3^n6}L>t<&V?>Wy(IeSHofQDmTi* z1Ze&Tn^P9E6Ni6bAn5M|a@WY?r6i)!FZ<=3batG4`sr{#I!MVP<6XLJ&vkRJ5N$zP z7j&X%*sQ}SdFolTtMT>5dXOe#ct2)0D_C>bgXmrG&hB>7t>ue)6O0lML=M#Ao*zb>ZUA&69QXAr+XaR_7-q8)vR1G5XUes;PL=A9X%AxM9Z z9Gw8nPi%I-Ot<@O&*tN}E!4U^3L5jq+$ToZv5MA!Zy=5cV%=4tdn64)Q}+w*W)yBJRY>%H`LpRi=9wSnj5!z9bx zz3DDG@MaU#3NJJ-Ev_W1Er)g&1=-|G>)af2+BIAot-%|&3fiwq;S_ct@9TbKHvHM6 zMho`#(`mjcH>&cSu(6K{rl~t04nB-}ZI{e)S=Jksuo~HtO=@M%eKI63 zsd>@rw!}nOZ;c>63GvX;juMqU?|*T2sqy}hi9!_`JR{+yP`K9s%N1rVY^)`LLk>M0!%s znqUT~dQ)bh%=X_@x#Nj<^~BUaGw|mcOJF_-CqCF;9^P5EvpG`UNo^R*%+B5f_R_C9 zI+|Ne2)HDkmx)R?Y8JzmO+1XEjCO6k`#6RTtj>C<-(viL@^U;OBaaPLHL-(~Nqj># z#_O}ZqMq>$e;dDfq;a+QNdSgrmr6N;x*zs&Bi93R9dAmO%d_S8Kkx9E4ESq7FSQyK z^q$Lq#ru6vYm{nGjS+yyx8P^~B(+`GetYl`bRQ8cEqfeviG0rhDHz{&&v7rNJTWg% zZ5B1A!L$zTad6jHK<%7VYFOj-+kzZB<(0k6gLsJrc>;KO1@wrhWhxt@i%YEaH09Rj zi8?lj$crgN2|SZOPy88OpAnW6YHvx&R9jVdK5{)QU9CUWWB}+NUGL*Y5_6%4UiuH} z+IE3WYg;PynG`n{3j)h7JA#DXk!#~*ZrMyoV;{)+x`?j=lX#(W!Vw!%^bJ|iobWIj zy|#|(KkP4_8kpr_??z48GiFbZ6k;6z^`xi_!b>2LVk1aD7Ko#2q zW!jwLi$hypt2G&1G7sx=6R9lhukEWn@`{eQqogBZ^_h6kh)~`zko9p^dzbI>)OB6+ z!IL{JxR1zC0RwX@!ITF)AJm+W>}Ca-23K#ef__?XM`a3?rt***<2#v1raquQO{i>@ zLjk&dmJnqxmc$bf`z_19G{FXj!Vhg){pl}h87oOT2&{t%v20s8!)z2Gm{`DTnP?j5G1@SQ zW{9Lb+z+me*BV(3JPTTh1KBEK1V(U0sdGM^zn5YGeudaqD(l!#4_Q%Jocuq^=^62R z8WtKlHay%&tL`?$Nq7oN}R4Z zbvU}(DSER?JThN~-wygs+%?03-wUcVO_?p-c3(7mW=Zw?X_6v9imRkPRP$MbrR+()<%{k6uutxr!d5*}>)RGOF{`d+|@)`4!MX z`)}zI3n=h0EL;M4gCozFfn5D{X1D|D#FMU^9Rr}rM3Rs5^km`zdpR!?z5EQ7h1s|{ z;6w;BP+++_KOiERn*Qq{$o8g{Fje&K)F&sis>=9xB^UFJOgnHfJ zvSei0b1RUJooFzXcoeUtuG2w`Tz97Z;GzbpFfx;-NcV>h6US)ZU9S*^o^xi!&4>Q3 zo1}kP<_TDpm8#UM242cbxA)g^U99&|!y=~vduC*`nT{y@$i_qUbmbYA|6fI$07VE-YI`EuLOD^t2pv* z%E*9UM0RFvUqbm#Z9CzwA-VjypJs7#cas#d$gsNpWO@0gyaP5DLl6b%Y#a6)@HEc5 zFrzmx^&SPiSrAYXnCg#;6S1}Wfh}8#y~lVhQ@Mjt`@t)~ z!oo!Q-)PZ_v@5#*Iel9ucpIbc9DyI(VF^okPPqBK}5WRQhXe=)m?wI_3gKkzjj;}q~kOzF5CJ!O$w3x zN)7}N+4JFAACCr$to#gpma7gzcj_B8=lU4RvgUbQ_{G@~|2jx!RQZ;sQ$4P>(;uep z9^w!aYVJnn=rJY#vE6!?4p?^I!DftK8(yh{; zzn`PbjQMZq94`?D4iL9SDEABuw0?9my8wauC2Q4I4!!HgUgKHk14G5s4rR* zC;8}m)^I`HzrX$I^5=LcytYJQz>+U0F9bTxB%!K2*qEzDG5k3+DA#?^I3)MC5*xKl zn8N)a9)7JEy+}?G^q-E#fL$NdyT2s7`_!Qd=OBBX9jWtOMWZ_UFA8lJ|8lQMuDD#D zP<72Ip*p_ez)9Y~h6j(-|9i&kfWBW#frq$X$e7d4(@}LVUr>$b4-KtHioLVi(a{?d z9_`;+l{dDhSRJgsAwGR{b~}DXJA?5mI~=Bkbs;CN&Dsf-zri;f-!~pN)X|UR)?joz zGe>23+cx(X0Tor=rG$g4EfytV(*uWer=+e${Fl)Tb$j?_KmFF-_=OF52MUo=x?Aey zZwi!ski_23(Suhk#hy)n9lpxIMCvqH-!2=eiPYh?$u z%^t=kI;BC#H;udO0y=v%jnCHP{P)O4rzsbf4II1l_6|S>TBu~nU2RjS$H#0LzDBLM z))!)qwDSz4N}{u^Fmg31J24)X1^*L_1?ZJb7#PQei+Nu5&0Izk$@6i8)po?_C~(^i z^gcPp)2~rnsi_jsRPs)224;5ILqmfD(^x_#b>5WZ(g`u_jT(Mr!ru6`RQS!Kb#mY3YhTB@aH~l@D1a;gTyJjGFJ0qiX_LJ=Q z=}Bx8`_03^@>y{U45Kg)4;IE}=QOl3!91h22Xf_;x@=SV7iGF@l zTIfAY-KX6YDI!hKI@7_z5lyb5A|s*yX^?&|ND8n zw+E|w=L1JDa&|{CgX#HmgVCQX?@gUmZa>^o&n&JDc=zcV?3>0d^+Gdo58RRDUte5z zqsQMgHf(+=WS=S?iJZ!*f=-@l$-H2*2SrV+Z_=eGJB&L@yxR@PMI z<({Xp*7y8{BBl0f-Sb!fAcPEEd(+dpgvNOm9RBd{ZM7mbRV6M~Kp{0!kvE6uTL&kZ z{bgb;Fm+<{Ms>b~pKcZRMI#JHf4*KtqgIgs7Y~20^N2QM)U*Vzu+8tXgAiS#@RhlymY;BVsqY@SOL!V_Lw%m_l$3Laj_CsOf}9 zNmC~9zG?1$ibJHxo-a=|?^*Kl7WH3>$A#zwMaCtcOL2j2!9lpSjCIR!%kXsS?~%{d z$^@(MFeL?l+4n|;Uau?PLVGt|tqjNQDQd*q6UYHqnK(J;sI3j20jGSp!RG&RM-Zc+ zH1VL?KlYl@D_$sEK%rnnq*v+uvw^Z^h_zJS=PZK~m$-S+sw}wtf#^+IQ~A1l5-#xV zr^j*t!e(f>uDL^0Hn*jz#Nph^xRq)|imAwrygk7nHZ2OfSYZ_j-HeQCvu}1311LjW z<_j!W;_eZnK5f}VB{@(YL;`3zA`nd9nlyMkpevWcTk zqwVK}3n*EGl=`j`DfrMiaeAWd+x5`kC}|APL+xt2;&N3X>ABrXy{n}l)?kiGBi|p~ z15)UDZG0adXH+-8k6zGy&>xzAq-H1JE@IWR)(8s%e+UEX&tje&h-J=V;MW>g(xk3i zJS%6((Lh^IQa&WRswBwGSHVh#tGNoW8se;Q6kHkOM~ggp|AN{&;0wshf@F%v|2pHQ zO8T9xMo~Y^7A-D2kdEp8ArWVtlD~W;P2zIH{!?#ib{T&f=`^kHR#IZ{+CFyCD{93^ z?B)Bbp6T}l-Y&dp=lBmsP^2C#P5)h(hmBu;KKLoYT<6dJ^C*^&wV-(2xRI;6G*m0| zmVSkR6ds_R19=5DP%vgHRT$h4+&b6!ZfwpsUPfC4e+yLZ9{VNF^vj(WjC-lqtn)5x z!I5uq{*gRb>|Kmaj~Fy+I%w6LgSo{LofuKR&QOq*SPeUh@aJXW=?JP6h+n_wAN9vr z#mjBrs^Mwlw4;_EkHz8EZ{G5z(KhL;k%M9~vk3loN}`wD01hWJDZXlr&Fsx@YXFGd ztqT+SK|^XF2LRC}L8En|KN*queFuuZ+&n0_N;L-DFfX9|R=w1gDcLwVCRL zxR6GEM@>0GBb5@Rl39z1d2*qyFghfcV;ON~a_{GwXtNvl6M z2fXDPg+bf=RaV2S(JnN&GL|h>cN;q$+Fq?7*9apQqNWUuP*>w zIo=MywRoaZL5cpa)QyF6?JnQ9Xk58%(Xg4DiK?yR;#AZttNk3 zv>iL!Y!!|Gw>`L|dQ{1}T%4Epe;aw$ryq`)_V6v8{#}UGi(R*RZ-ebWkea}lYFgJa z-wjDkxkMq8(jar&-ax)>=u9CjseZxuxpL)GKu)7rQC)9yVwtZJ2z^bw5epZIfvYw z96L*Um#tn0cMJatMxlbC$lhA8I*U26VEI_3{<5oXVvK$AaAU!f%nva?hD+C!pugVHNgz!)6?sOx$=UZkkP#ZSo;zN4uqET5*QkFMQGd2a_;{+o1B zt)AU$owfbFY=ap1pO=4qr{ZM^<&?a(>J`(;u>@Vi^aUyr5%N38{H&Gp=xliDfVA3i z@?KTwKy?smSpMKvL2VfdTHvbMo|Sqjyl*4V%SQ$2VLO}W2n%iBbW9l;OoqP9b-1Cf zSfYi%Cv_u|7Ch%6bOqTwTW`g8lmD7157W<8JNWoq_;n^5JL)STTd=rld9Ma<_Z)9` zt~0>|l<_o{*5_`&OlMo9nBl?~nhZrXbcVdpl_Amp?WnjDFJpBi0*$(*DcO-(e^UY# z?hOc~PlIqO#lx%5ie)=q-ikMwNcahf(&V8P?VOok*021xZu3a0Q0(2>L}>C4_EuN( z*69a^Qwb${LMufe`D;={yJD%vjYZsox};pI$n0}zkBj+MVm*8!V>IRn4y|DB|3DVh zDiFXlNLhl>mbn4WmAvFW1JRM;{Xes7FT1TEYLiP3!w}P#K>xRmkVgJZd|}b9@L1mc zZ!#}VQv;xFPXM`J5kTKn84@URCJy`f{y0fVg!%@AHB{I}uj^MIwye0@IyyH3k5pUZ z!hW4`;92niqC3*G+2g>_YKqPaj+IFwY;Cb6Q?3$@wXsvEiNu#`v5BkM5f$)InLN~* z?K))R!amb5?V<`#`D=Z)7?qbJ@wqwpW_6MbMXpiRMJV&d$21=~70&IS&Ofk|Yvy8y zFq_QbW97!L!Yx~;|EMpc>Eb2MYx`58r5O&!nGEce0;zmy?;JgA_ro85ZPOQLsVriU zq%vD|cD;2K`ay!i_NxcF^C?mH_Gn&Nl>-!agT z54L{$iN2kK2Gtp0;*rmi}h%N*}*%6|HEm9>|1{PV+`qKZVGOSq%8+O$WE=u6YEW-LBG+P*QC8&HgX$ z*hzR1IeArch-;vf>|I%Q_|=HJRL35G2j|&2qqy!83rqwlrwP+E8nSEXR+{(gjFg{2 zqfNPi3w{PF$Ut~y0l4n+LprManQ)>YJ>fB)_+K7z@8*kTIa72#fdWErqvI16a;I5J zhL~+JpjI=;>!mvtch5>?bk5iUZrl>>I%r9{GD`dGS@!^*nPzK0qUatFnoH|dbN&fPTG>9h_Frf26*Rl3_=ENFD$~$0!@8Qik~io! z7qzkUk_&1%*KYKEwMH<#T#gwtZ9`+@#~AA=T&-jKYM1IAg7639w!nS4s2SVaW7IU zuvW-G8K6Ul2ihgoUyL~pcQ^4MiV4zgOvB7_+egpO$wf-pD7_rIU@YTZVObx8bRp}` ze_A&d%}M1*^Q)N3hm1G^g910(my8 zED`q~3TDV!dcni|fMd>Cz&>r43rJN6j%7bAH_yB85R%3ACKmyl;>Do4!O~&!xb+@& zTXhTh(K%}!b->BUUBYGhT0P|si8P%in4?eN*d>mrZuUg4qEd>oF>AqFy&ppuPohO_ zVIx0pM5bmN%qh>XP;=(vx^z8@KM9vlr%FhIX1jF`Qwc@!2A&ocmuAWn_(xii(940c$xQE{>-$Qgpa#w1HGehG8!6=Eg36@`QK{;P|{Z}*JQ&frmj?5iM9xH z`|;W#y!`h_tel;zGgL=QXFk2H>E9ure2s^BjVF->D()}60{q0G>P-d>9mP};e491; zuK9E;)Di($s;@1S1ffIiA3hRA7fLEdj?mnEUYy1hfr_Qs2idiagAm*_B(HY>;YWc( z+dXy;s8fG3-}UIOeIaKu7u!}o?Q>$p?vmtuXhE)!UT4KBAO6-R$li@hk%nm8v)R1V z^Fq&7l%1XzEo7~c`v6xYfLRQLh`<1`rNw#f62YcyfYi^K8*ncKTpIo}`4zHyCHNp? zqRYq=d_jEb?vtF>v)x5%n@KAO3Qk zJ1f);IyGAHX_WPO4pIk&1?X+J~6RefyV(_!B@GPR7^ z0nW7FKOxnDRay0!tOZlpYiZ9pIw#TxJ7aLYQNceCuhY!!nJaLu`b4#OKJ`mAzT1A z7?44ey9CwQuD(>}sI7T>#S?$`%eLgOLN7G5X{x1Bpk5 z?+abt9&D-pI|8#^QelO{VYNkzS(*`Ma8SWFb$W0A{(-vXQG%x4^<3d`kACp(y1HfT z@V0> z%0s&ck*N`0kHmsS!QcF14RBw(c`%fGfvyS=Vsnn8Kyh0aLdYXDI}?MBF|-vK3ug0M zijk8ON6T|$ehyVMKL9UUToNZ5?1>>a#YWj<=~DkRDDJIEM?Ao0N5Z7k$aa z*_DRPe9y;|{pdN-<2#Wt_*vu6n$2_HLJ*hnKGn|xYL(RE_%TuO^r7l!x*n!lJmwR_ zksG;N)Jn7*bTEOoU_8ID)YtEONG^DF)JT#Ta zmCrX8bJCz&dak%WiXOtLva_4&?yO&^XvcXr7e%pHb0f{^t-8zdw%+9~@XNB-II}lY z1_u&|!_%A<*trBew_XjrzYKT05m2tfhi__}dcuGAYMB?#A`dor$ z7r^OwDS!`#Fq2+$%GakA$>g#zW#dN8QwRQ~cPVw4&hH;AWNoj509% zlhX&)IPjKRQqqE>i$lyyCr@YDiH9qi9uE{05FX5NuU97tSq4QCyPYpbbu`XDJUV~& zU5qg;`0!1)-9fP+EKBP0S|#HC4d|YPJI(9pl7TDM(W*Ktt&zu?XkA!qYrU~mCQ{8c zkZK*Xa};{hNQXBIZzg^>Q~Y&?7kX9`zrem$_vH&#j!bP8i z8-*S10UyMJJRXIFBKvkPZ|y-o)Z*74;0z8FgMD#wHYD~JFNur;#4$}G<7rKPxWD1% zG`GzmI_xcsX7z}kT~Gx*FVRJB2BC`8U4cz5a18^MGP#8a$kqFqmWO$-pbw#$1lJ09 z^&M1}S8~CP@6$gkFvkNivSC1@@`INO!*?~vB@)re{x>i`44&$!{s^nE9W)Fa*aDy( z9O{SEEwv6w9jKvw?m$&VDPEWRcai7&G<%$?pm_Cht0Oh=hE(pgP+`_aHDNrgh$0fHxo4-Pi2-1X<8%y_ zgZDj+rg*&mY0OvREH9W&x#O#u6Ha)}vL%bxI;piCa`eKHlAw2vAtMO6h74iPAcQa-cW*HzO2H0jztF0REb!ZGI|QnsdMCSK&A41w zYFgeT5^7PA?dEbMwWP{&l*;tmQp_%jUf}+3LuMWL{PNVP3p|nLd-!gr?r=|M=hvAVDN1`he3=+pzIn7 zT1H`GHa;<2jh+x%Ax^OHV(C0HyRZwZtVrBbca;f^2bt_Gg|A)2P+2eH$Qx{1Tc7i3 zTPOb`1}4U?RpL_jxZ#w)rOC`9n{F5uw|x=G!6(%21s$ zx_D}I_HCETXSvmIJW^jFQr=olBB(!Q(Lp_<7K6xU>6og~Y3@J(zdE9*rUV}gd@YcL zFq5>txV1K4N1TMm#K*JZTYbWFE&m~O7@}D5b>Rz(*=nXm+N$#Dr^o~6goZ3(E7A99 z(7#wN)eP=`(9%JS0`l;9MfLNu(TjT(qtI_7_)GTWl^V`W5lcY2sHlsYH|Ax$>=!^9 zi8I*EK29pp^Fj)wBof*FhmocP70&ukg#>b)4tGs``bcB9g*JAH*5xSZlq+ID7K>hc zAjM0V?TJ2}oxJ|=DLw!2OOBnPbKk!Kne7Y?S2fh%bbn^zC6_^UW_4#1yh(NEC~Kdm zM_LzFpXV`AChDF#ieX|Y6c6wZj=Y?GvS*XS;u4f%=LHWD`A0+X%E#b78%KljP>6pjD&OSvy)z=caiP8 zuq5vDEc0e~d>oL*8S63B7;kboT-)jF^j9~2pkDv{^IA|R^uP7;MdAo?%eN%s6NDrs ztZ6(lG6IUR&&4a&3*KSR_O?yO>gYD}Tyj+;|4B!Tt(^`_096HKtn9}JRd0QLiCV<)?|-r zM6o~bAw9IuT%^Oj+<)KpHH7&5EJ*QC&sDMa=MfZ{(SD>4rRue-XhEyd}K}wjl{f^E~3`9 z3(()Ym?zqLB|VCY;GviRN95Kbcgx3g1IqE@wV|zgB`Z`qB;DC7qG`tdr@WOx4XOyJ zB;IvP8!EMB$-0%H9x44`jBB8&Pl*~CqamC#x9gOI4d35)%Z`-wtLb){XNI*LiCe#b zp(Q6MYmDS7S-}DzpJTVIPputP!p$gb>a(BNQdI_{BI(h+h$e*ndeRLM4^cn)oXf#Z zjxaVcn5@=|8o##XPkp<&zkwIbXJPfeXA>Xk?_rzvvY3?M)25*P(M{i}YFdC9?)kHd zleB34aWB1#=0^{*5LotLDLgEoB(k~IUw{nXopmUpDvpd_AL5(ZV0KC-af1TJqGw!9 z_&c|F-VC!5{kx3!Bn_8|j^G%Sk?Ly;>kN-X*FLxk+o>28dzc-torpKjeU-w6u;078TrEJ9Jv*HxYBbt?o$TQm0`E&H}#->4z7) zyy-nz#fZFAd(dRirQmA!#Z~0&S09+EExao97~#bx;s@XTQJB9%bDpZ>d}Pkb(HB(8 zZs_EW=txZ1Fx0Sq?rTx9W|dpbKlZzG8&l#X7zVCqzdDy!(eh+ylmom>U1)sPh0u{X z-@}WmRy94xncFf&&9j|7Cj}g-7M`-rO>nNvk&AC@66;7-@;} z#{ihCk}MZXs=LAUHYdf!u)5tPA$K$YX-3`M!ceZlNwTJv>uIKoQ{s^>Q8+JqZm>?(Z(*>o7R!@FN_#(F zWe)iwTXf?5!zed`cX>&~mi&vs49j0<8XE?n2-fLMtJR!ajHnLT&Y%mAU`w4;_*A8?O#rry^v;E-s+O0pD|pCVJ9+5P>l~7KfP{f| z?TI2Qci#MSVx_HlB2}Q-hbd1mvJMTO8JR^k_a%i}vvc4^zUL|9du;`-il?It@tB9M z!iy>6tq@Kl2=t2X1T49EuL!q(@8wr?=nt<4lO=A{J6@ieYHV|jtd%QF`rdcCzh&2Y5*TJqXaf}YDMRUrho8U!^M=-6v8 z7t~X9S*le66&IGH7r%11L?W6WFh^DVMIO<<^~b@v+^64iS9B0&7FBHE{bwVuDQTcg zo&+C$?JRu>GwxJ8-3+fYy$~E;qT+saJ`S#5Vmx@K?<7IKqVtnaepJefhT*Br^?NSr zI&Zz*=#nw6URLC4*)4DX$7t&R7XG(%7L_i)8(r(0kf}qbx$V5XQ@jTgMU2XbyR6F1 z`NKt*#U;}6!>NPo)ltQ+;NuXuPl?dO87@9h`$gq|%5|m<-O4PG@j8X1?6%~zfni<} z%#&aAJ(s!T9+eSjB&Dq1d;TH9w>E{_36{ojH(Tz*PM#LNAjhjoW8?OFmI1MQktlN&|PAa-c z&RdHVuHg=!0t@Sm5oSvCY@ID7V9oT@Fi}50c^9NpgwEDk1bFVTL>T3?9ivEPcV)6i z#KC1%-Mj4Wn)f!ZC$^-g*ofuKpvEy-1n4@l-V%Btr*O3jc_5StZoll7S)S}j(NCh9pCJO zFOql3Y^w!O(j--j94uo1+wifSwpOG8OwU{*h=1^!#|^_Kl%_hSAWQx{NCW^ex({l;aVg~+)4JnsYWrD zCqQQnJk*MddH!^M)!wx<@doDs4-@SlO5Z*CMG}-JZ@7J?C_E7`__JstVn{Vt&A!*N z=`AjtVh75UO`tL52okFs`>B&_@s&x2CrXq!nMqj4IT?Wzm@jqL#&pHB_V*$NjPfww5#6 zD`fMHxQBaKW(Dyi7XXVKIp*OaLpq+W4gvI5nCs_LW);=Tp6*23WOd}#wIkbt2XF2Nn`?iziCUxzY($ zEw5F5Mfq^{Cq{-BKiTwvGdekBIJ!v?&JVt%a8GrtOgQMDNCFz8rSEbyiLV z)DID6H10n9R%O+Q{UZ*PK-vz3kVPOPmJPmJfCKg?YYhQHhgJTZN^se)GqsSvwt59r zVRC4|?3xO5Kkpw_n@RQl?J-Efp>zgf@FaHzu^b z4Ynllq#`0N<2e0#v!J|K)5lnMaR}3OZC%mT1BbLMMluqCRnMqgkLnVp$gHwm)0+eO zUrsd<$r%XI;7t;SZWte3`{1(Uwf?QOigdTikgA8u_s8k|8q34kR-BI~+P}_Bx3?y^I<99&+nMD~ z9UPrkUO3#;yL=aRDY5~q8paek1q}gU>aDRzRFNpcYv2Pm3f!H}4Mb3juTm>xwh~pS zf4%hg3Y!9T_TGwipTXi z^e1T6#p(AgbBQY7vYaR&B}?3;wMe)|rzLad18&2LHr%dCO>P{O*eZ6J3RgH>l0JV` zu=pkPhDSiYqr~dekbR6QRo|Y!3H+y> zrTdM}QVuF_;ifO}9aNJ7Ru@CtTJ^ke?YHgMVb2F4pl6Z_!G2dJGqdm%iFh{BI*YUU z0o3;a5sYBA1?2-!lZBlDqXf{R+6$j7!)E$!!{Gy`QM=bwQ&bp3%wdVCkZPFW~4}{I%0&Uc0)1 z^6QMxipMH1u6Cxog!&V=-(A8uJmp!AYlC?l_wAr*crI_+T;-_``!w-%K5_l01#f@E z_;tn)Y}V)S&!@w!bqyr%8b%?edjBLa{;RZ;=yUu>rvAU1iKj8g`Q6(PLO0;onbGcJ z)cq($Iq$EhKDnX1i{`)Q-pDl@JLU3LKKaq~LH#L$ceI zBX&2^GCszNPikH{{$6^{|86;0)$`UQ&4pj=?$;g9|Hu$=H{aCAzAM!^c#6M9{QWC6 zBFoP|5z8{JC9Q2*!f*BQD-1yYOWm0OW|>nl`|QN$-Qj!eki^tfd57hWJ4XQ9oTi@4 z{dsnXX|e8#sfw8Idf(`)zAMMy4#hFAChO1fZq@I~co8F)O+>AvUXshv{VRgB$o)9U zNeAKF0FRHe#vR9{Z(Hf?*ubS^Tc%!;bFu6+)x$3J=e%A*>XGc8Np9MgUGel2eZNKD-t3bYU`{HJ^l513W(w#-1OC(KN7M~+XDj>N`DrJFd?^9x}o2T7xO?#eBE7%pngGjzR*&jGT-oAGQWJZ3jOU zlWlkTAg%jBtV~W}cBvd)85eO+J1G!H+3gwZ2&sUj?SD$Q_&g;JC3mhB>Pp_Lz~{m^_~9`qiRVj$?h<=U&9LC ziUi@Fn~Sq3Sc|n6U%OPqBOzDGw??Nx(&ccmrP$23Tr0%Nif=NU9E-gtLb-n}AgZsw zZ?N6464<97R>ntWT$8!fv}c0tffQ@=cU(VIwJ?WVOUf0?&dO@B`JPd6h4LsYLqOpu zXxk=tO0_2vI$d*XAZV!u66p!r8SA@dZJpf|%Tx}&eCJ2y07_TS<{kuP;VIY&o?5(< zid{)PG!=Nc-VJem(a$glKI>Gof+JEgK4eOTS-p&9ja{jEy|uI3StBA#hsgIo64liW z3kxcsWTZbzwzdyl=#c;}yw}WpSg)zV$M4(WmMz%?blJSrdDXeL!jxzaagmWXhiFUt zhZqHjO(mD#og$3uB}uDJn?IspAL5AR0XvyDAwM6ZR549x8=-yQ)v+*npjBV+r4IYP zeyqJuodoul2c}~DJJ|obWl&HmUg%Z`gqCAL+MS=bLEBzxVms7|u;Rn|=D_+{dCSdp zo+7U?uY#Prs$%a>t&=v$V1H=*-*A(KsQOz`bV4m#ziJJ$8*K{49Az6WXBwx; z+U!ZCYqfiR+jbS!y${wtr?jMn3)tB+z3IFi{1^b0muk4`FfDf%R}|5M??!_y?gjpv zd42uu2mY#aIKYz92)k0t`zn(Sh6EE*?`8`fgZ79}NM_T0SijmW0z}Iu{FVLto7Ya` zG|_{>YdRGfsn?Om(h1q(O(VQpEH8wt_|Ne<`sLx!yY(qmdsv}V^7a+bj=hCnGxnBE zpMyB>J@2Hn#+HEl{VO2a`b;%;$TDfqdj#KU7?_R|iL;s5ykbMJudUR&*@eiz2f*N@ z(SP}Vwx62zfl7iM3$GvfKCcz=@4Cnixdz#_oDx_75qskMnN+ z#qQlISSiCkI++pjpL?kFNvpiRp?7`65n$){3uHveynzxP|pv3nEzpSjDPE0i=65KIk-bCWem6kQYeX< zlI(M+RPm_Me%>j`a*ynFaN6e)W;X>tZfb|b21-%gPx$3c(@m(bX^OUkprCdtUvL_I zA%-OgBl@PLZ(EMn2MAbar1Fc0@z!wk*9gcAIcQjG8l6nL@?=R_GA=yHg{ z?S6;p@FWO<`M*yFTq55%FK=zb9^U(~3`|cQr}Q5iRhq`D@V)$QEgt z6t%RW88tICbzXiie?5Qj;dyxO`~I%i_qxU~Z^As7O=V%W`rtbE(_6TEbCN$K-TS!b zu8Cul9pS;vo7fa55>o1on;4$F)N$W8EAi?)=vBO-vf8?e2*QrV?44r-Y{3p8g zk&08YSNc#(ro~B&caQU}jsQYrzrFWjZ!)_MnKl-(Bk0`L!PsMUr{{H>Iw~@&(LQ2> z8~x%&FfgfFk$hF44R{wBu%i(>*< z{n^rh=D3T^*Iu!N){n3}qj>ik*lY#d7&wwt^N4+OZ}nk| z`lP&g+ZzU`<%XpD#AlPPn#46MN~Lb8LmObiu*{`Jo9h^jCkJ{3s;Ev(XiOL*=?u1q z*c1D)stirh{S>0Z$xqmgTWi(-;W|TkmEY@~+V7q!E$NEa}E2%_&W*6I; zHv5_-kwo>L*izhce$dVyAk29B!uNEkt$jhun_whTGGgne%p*5g)-7VT3eHXm*tZT1#o z!t7{syxFpME47!*1G+JJ-G9Mu+<3OfU@(a_VuhvN^E%i(LeDw=4k}OTc^#W@_N8lO zQ^gm2!DwuRKX_udCws?W8$-$P^R+J~Q#HS9| z;S*ld&o>`rTr>Kc_Heprvyz+gc5lzW8OKoRkq*JH62fSL)*h%19P*CTb@kZrE%S3z zDyyWFhXh}5QY7WsCh5rLv5hc`8bRTmmkoy7RTr%-YOmGy2KOqSAmKI>4Tz@F-+G{` zmd4;lJT~N&!Na|kt~0lnWb{P7zsTL)9i3U}GOUBXH#8%+Ijq}uB5K?M%EuP|`5`fA z1pUkSnnmqZ!H0k&E&+8{*6$2?p)Wkrd9+LJwYH@-YaXKa5|RV6rTE391_ma-%cwQc z*XLQl;!F!`%}z5KpKmncgqnLNlWP8W_VMoHo>=;o9-SVIT0+y@yBko$Uh8!voG6S~ zRME}*-3p_af_h)lZ$V>@hZT;N$96Zsua>~g3VC;r<(Ej=5slFqf4F>GHLO?LZhH^v zu5x$(_gFBd7iiPJLJGE9i#8>!EI?-hw~Rsw$S~UHMmAdc>?;+M6bqzhE$oyG`R9f; zqeA*wNzlyz1)D%xz=FW4zyg_~;dWlJou@SpUQ=t;(tx{HQ}voAjSihM*;EHX(vb zo=qYzBlXySH2M;bx^c*JJm4h)d1+MdyGd`$@jq45NsSW8jrUW?{Pb2<#;tiBPo#WK z3fX&X{Kfv{MSTBnBO2y!!I0P)z)hd)ua7CW+3#dGS%o3(r0)l`k$ELPcGr7yu;Og1 zTsx7(vZV(9B+#f_vtR|O`2^kEXRfLkpqg(DyGmVS%t?;4md03JD4Z`p3kn^t`TNYv zq((c@zHl~Cjt3#3$Ls_EU-UB3~S%%tYuxh=Q?wQIujO8X1JbI+=HmQTgVf}Q!! z=K*JUffv`}wMjwewX{mbvfITa*MxZQWWkbWa&1hFzxcGWR=lEKVPg{;1wDNYwE+n& z0WtbUr7TjCZZv-*;+g;T%H*ziU0sD$)OXO*Df&==##L0l>=1l|oKcRJvM0u9SIL8T z)vZo@x8i|Ui686~e}?duDa*;u8)4YrbS@o}L!5)jdA0y6Y*4>j$aR0xw(1nY+T{1| zheXHH7`L`H>^=|32hNsjqcN|^FE6+c%u8>Yw784{T8P{*TvCCBJc;#DTdiCpo#6@@ zb#NH`MhXD_Q-{uC4=k{4kNNWL|I`Pg6?82<8hyP-U~Sx#XFhMt^|4mA9VlZW1rhf{ zRF^>^z`(7PcU0yB<6Ls;d4Och;-4Qb0rFihYM98(6_=o4y0Oa4 zow>xCGn}*?81oP{-q?}@TW4nO!34dEOxSUR2-l{MX{tYUlWMBO7j#38HJ^f38h79; zlf_k5zAI=)g?3?V@0;L8)yzdDDs6Ovz>7~b^Ai~`h$l+Nu8q3nS2otzd-nS`&|gPSxEk>` z&N7eQY-1Kx2rkc$DP}h!8m-u_Cdb&>z^DL^s{*k$t;a~M{pSbew3l^COx$;9_Fao) z`x~0RH&}l8)P_V9$DDk)_x0Fetvv1`q2Wegq@<+k?drK4p7!MPt-S{5OZZQ}1-4zl z!Q@;Yz23c%SvRp+j&Uw?8G-AC{PF(=Ugu_1r0Gx2w4`&ep{k1>dooZ?vak)Ou^|cN zJJ9dkOC4j&2~r<-*p_Bf!0`29tkaYsYn?=kxUFi*mBB-8U3+s*BOdO0V=~#XLOGvo zYk%Yj%by}f!6`Ff-@i|6!R{>q-o$1M<5#`qnZvt&TeTIi?`0ns*X`}?0PlDN@hYrq zzLw*0Lra2qhTQGT0N12oROCPS?zePiz$8(y(AM#X^}zI4yCruZhF@_wgJ*(C4LO}w z7a+UyhyDaxC&QDS;j(kA2Th&kL%hC2mePBIxE-nUX1anQ#kRl7NTRkG`ye#I*3`DV zl72k`*=vWNnszN){A&vIXRu#lmuinWA-|k&@cL`$%A3F1eVc?88L@y#K%C|Ry2p2FDYaAyOgwho7wwh*!$BUitt_6m^$WHyYmZ=8~}2DKXzm1u?RLh`WjkYd~TM%3ci_eF7TfpS|k9y&+(^s z-bZ<6i`Kb|v@r%N@A3HCSaI_8fH4zmZIG^rRc-v*Xo?rMu5R41+CLp(PUICibeu$43)aH36qm7j$JEDLMt$ z5~oReozNXct9rr*> zjf|V>RfKu?t1KtsJVjHWy^EirKS^BesnS6XXZRZK&nIn!n50V%0;bkkZlhWOVbXeBM_7H#Rs3;fR z&APP=w`k)FmWdO01Ob)O2V>Lu(PzGF7QXQ&G{aJCxZbz?r~It_Oh9|9`#on)U`Gc> z8M_3IlY1D)>tM3)BuSqiVGQU^s>?bTgx~udW6wAHU7&J?s@?!Wbyg&ckz#S$-x4Eq zvLWY%-)!0K6DdF))-|teA*1iLd-)^uDTnI0Mo%RKcQh9CFuwT@DVofig2-UsafI53 zJ`h*&iF^zH@l8)zXi|uyPHtt_=uUGIufc*1+wBd8gZ_1D*D@Akb&hW7~W4 z_1#p6W>>+LLaU8ZWa^UlQ1Ht#z5tO`Uo1nOT*@N(D)Y*0OtcF}pK7w~xUtrDx&!{L z_eBRRu0q0^J*l_2h~84@d(Fc8t;ZUcIGbX>bTXrq`vkE#pqk(t0JTw<=IR=b|G6Bz zbtoTi98fpTd5r# zf0r~3QzGB`AG;vqDEpEZlrU*R6ON@v@QB7`^wU*SX$j%}+J)&d2&+ z&Gs6<$l|YojEq!^_`W4*Fs82m)U{sxfpzgpt>50+_q7BR7~G{Xxd+D zB(gKe^dE7~4iR<#DNhRZ=M4L1H4|1gEtDs0Ks2?vB!)-t8EOyO=@!Z{F|~K}G3Jh8 zyZ7HTx%y}D&8Q<@s4Z23IUdIwA(GnmCspJ8!VB+|{9)9_YX8PO(X-oMfLL_t&Q|Hj3oLBqD9L;rtAVXfl4a1zG-Bwq2ZNS^6q66|*5Iqgzh1K^ zaycgAAU*&V%H&vS3_?Ug1X;|yKR%v5i3*BF(@(k9$?l~JaMtGAAgtEe>L({krmUQb z`#89GD{d0b%?dtpX4(a$vqdw2;i6jGNyqVVUTb~@nD_Lav>OVc*OOh>kt zSjMx0WYLi|PsJ%PDxf@u4RUc#H)kB)1}hVj;As$FBG`Ax+C|O`ZHnG6}r6k^?#JunT zQMXg2yl~T(XlspV3qw3lb1JbmH=lo=Qrv&_*E06RSr9*id;9WeyVc`DiZPxw!s3gy zZI&uW>Tk92<6x4x-}PVnGl* zEibU%-afV`4bs;;nMRVZanazRiF@&;{S>M>gDNn2;0}6#G&_*N9#r$2QynAwAbrrd z3a}Iai~8-m#;4BeY2jgm=+G`}JHwJ}(m z{n=m ztav+qWRP6gzUSI|65c))hpvbSRGTRNPp4&0vE@_R)W;29@D~%J_xLiKw(AZ`AR8E`H#c2-|7%*_3-c!*vcikz#M~O2JbkxbL>sI~ zWfsXsN-1@nIJjYBz@%Q12uz@YPH-%d+u2SavS{5h4@|DMBgNXAKGme`w-WW3Tm;)H z7sdrUPVow(@Pt4aQWF&BI$hcLCZS=O-ebm(L$9aox>2(F&ZtO@cP(DHU1|Hwrz4?X zm3kI5YA+6=SK1OywB&TraJC*qVEK7UvHW;a2-Un`vBaf*0E%DX3&oyIE0H1BRykAf@ zJ~Gt7n5$v}y{OK`kJM&EP#Ev#JW7sqD1} z*a>oz=#IG3JA>+5ypUB^)VGlEB)+P|pY#@1Dv%~u!(ve0p|(PxJQfLh1Mry4rX+Lk;}?ZV~D(AJi> z6I@i+%He2(&q5)giC$AYJ@Cw3Q)0s{5MT+%Jy{}DOrv@$$t%hvT{~V;y4g1xU*$2R z!L7O!4t*5k7*PU<@6VA}Nb(nL+>-X!X6P_PYM+a81=-KB_>M>*67~V%0O)=QA`KCZ zp=LN%(=jc?YWX`$hW1G2%*h)K=bj+2-j&*1A*CymSF@9dSB0u+PIVuSk;Tw(?nN5iZ5Q$U z{NEfKaz;NDvE;c-|5bDg5YKwxDpPP{!1jGslk4w4X+zlHCc-_s#yMY1Lx|ai0-k_9 z5uI(dZ`TR=kcmwRf@AT}mT;risutNKFVrT9xH^wo3JaJdciZ72MsmOr!Oca%LJ=YL z*p|_sHEz~zfOvs`E+7yng2l+07`^X6=sL5gk2k*w3SGHfG|$oWLA10@=!%rAcmN%8 zYk#8+y?u#B6F`1S=qI^iQxI(Z9nkPXcNbVd4u6ku*X%)aI;m4ZcZ1u)B5Q9GD!1WK zS-Za56#nxAbRUhDnMG(~m=kCi7})Y*Ne_+AYA}~a-7x|`s(H2j?i0Yo;(jxC2*-w0 z$eGMD*Vi|Ya;4(N^K9b-*2w6vnL+`5lf5B@t1ZvbvyB9tEWdL+E;8qyzS5O zdhox}0B4x4TdQJe&Xl^!HIqqzKmMYPMP>OMN1ksq>P)ytMG-iY3qY3qL{;b%BggvV z|7QAl)x8iGJLfbvQI%t)z_gbjkkaS^o688ENq8zLJpSuW>ct2pgNmzcgUkU23sp}w zZgRq7Fr4ttl*TjfZ>EKIr{O!i09x+Jx+_DIk1N>%8o>Wz1_tKYw6IDkQE&?x?vaIH zqe=Xv488*)Y&v-FmNB z0_X9Hdo+uOd8vYge##M~NW>Pzv#JeCNpGpGVi)+oc01FpbqfQ~q%KlW0DAw()*son zf78ll3Jkl@DD-T4w;M?Re}%wBdQ#Z)2J&U{zd4Cduc|F=Cxw~zl!c-l#HDO#Z|Xr4 zlMiy#k9bYtYfy=UYsrk%j1<3a!OTA!eMN;q3TC?pOu`T}K^`Vl9LllNpVzqc+6m!{ zHQZWmb}F9{=0*^Eqh?<4pGVn_7xlmW-5r5JR6cR*#D;UvXoWyb`y0x(ou&2-3wMF$ z357ZECqzTrH-eI9I`r9-JLdkcK;W{~yZ!?6A&ZrGTfO0KSIzq3%6Pe(^g3c*G1$-F z$}Z`4P9?Gzh-dDlrb^kYa`DazqMU_i8mN#nA=D=>u*oFueD zRzI6!tTSxHI-@bi7ubQ|(@6Due{et=hEyync;6D?|T6FYP9{fCS?={(52q$Sw#};LR76^WV)cIyW)m)D{c&j{0h1 zqgseztwK49I5XYatff1_&1&=fi$6}?fviYTn|k8=vw3Z>m0!U%Q@w=uCNOTke&eL` z#mai*4QL-bgUqoBCd4ATY?KU%eL||5uXqUDr*RbEleoFN*l@xc)MaS4F#z8%#1a8) zwz=6|M69_=hri__m)Yo}wg6lqBLfdfAWAR&vg~gK+_)c?@Tk$a&^L6p-1)YaV%oQJ z-D0I+yK4;)YE7G|1&YtMIG(+cdInO+bm(1l-I@stoPs!aqio0ji#Tjcy20u(H0aN= zVUq@|TwWNNmiOYq+HGgq0kO$BYRIV@}D1YXS7ON zIf3pRR6eN>qQ+M*q`s-*OtQqj6l1}%V$F!2rO9?;@i%Wjspi^wok$t5yOmQHFVN%~L7vr-h-ZB!0)Jjux>#2reAKqT&?RMb5hgt_9NTm)rRbG&I)njMuYmnIh*xzmKjDW>6dQ5a z%;CLjiN#ZK;mRT`R58D1GjfX~=z?hJ^IoNd=HaN2Gk-+T2RBF0?I0wms?nes`@}&F zR+e~AHHVI@qxbuAuaTF=Tb2I`D8e|36cod!i-61kGkU+ecnH}et1rn5vqX`=U1LTe=bbo>V{E!*)Y{#z$SvsSm4NR2QgCv94^6FF=au;EfmWI z#EPvv@fdkNb{7sa~s71KD6FP1`xC9q+6w$qY|^&7KV^U zsU#U3NWcbQy+WrWy8|cV7YeLa-n%UjE}Y~Rn6A09OT!)Q0}FLryrLWMA8VTQ=hdF& zr>l{>vkRw zMjt`6*$LW%*~jr50-+1KV?`jztd#g%-3(%a*tA<7H!7mhtqco252 z)C@6(oR+{kacrEA%kICKv*jxT1E0IipFGB!thl7gR`c%LW=Fr;UNu~c$R@&wq7?|Y zId37up|4ubV~j(7n$YtnrfSDTlbyK~@QYf@ zWm3!z#-Xx~fLgy$@$6z`5ux>eoeXFomp=p8yzb`o4aMW#8~c(S$2! z9^! zSmZn7%6T^0K^Rk>(>TSjPJlX)m7g5VK0>#xQ+6}<5xU%cK)$O@gTB9P)^A`AgHjHI zs5n-&GVi9YzE$0~vmzz5YzB9JzSg;;pv-?aP5V5IToo}A&6+fWd4^sc?;laf!u-qe zgcF1pHDxbKUkUc1=u(=)oI7nPBiFk|P~9W+5fq^eRX56^JE;Qo=SHEMt=+{~#L8+^ z!K2NWkMpaC*DE-t*5DEAh4^_*miw;$;98fJflRt}_yNVgk5rW{Zp-8HY!95WZNUcfb;;32fGO`xZ%)E|6h>`9Rk86~S{pZ_# zrdjc_&~)fl6YT9~oJ(4oi<7$HBwqUL_xs{h75*NrZX&amu;Df*;S zf}15mvxr=A9lY#YQCS#>$4_50eEK03uZ(}@4p)0_m%I}tdM7-0)UO8$w)`!nr~5ST zr~dY$PG2R&*SFj5^X9+>JB}Lj((EJU;}3RmQ=@}pjVA5Ji~jjx!D)iqs2?aBj`HQV z*_VCDX2hvPTG3P+;M3WA-r)L0nU@FNnQhyTSPH;U>eO%oT`JW0qrZd3AW!)x#DHV| zE^J07y;9T#MGg)+OcdstB)trS7l{Fr;C@({oQ?xemwcd#xKe#q_vw$eC+ZMl&g8n? zpRxB%iW(&gU~{OM_o7#ZS1n^UxRW-}mj(tyU;h5VJ|}idYhy6^gUkyNbMXZ!uqF@_xYzDsi;fPade5oV63(}%6mw5Y9Wn_vM? zj{qOiRwR`PCUEgpQL%3Gk1N-2Z=}os^DWJufp_}L>FPQk<4-h*yN4Xh%gAZc1(pDg z;lFwB8NXcv$jc^3ATR1)Kp~7vm8CU9t+c5XET!lJ{p(KS`+?HFGip2gk!^%JPzjxu zG@idB!o80Z)W@GK^$A^PF`_KbPAgdpy^L6=58b*NkArSRgPI5M+j8Y*k#NYw)Do*7 zEuTGTZKwYUyPVVb;duWH1WD03cSPEx38_s9vG@jMvfEm-Sl1mer&G`QGwGKukbAaU zEJ$9%w?V;DnW6P=*mvi!gqNfr$uUc`zH1&TTNoJSI*E-4*pp^H=sMkPSZ{3>Rbak( ztNM##cH}KLYtD?#AaieyI9w}U)f*`f^A#x@KSTc@wA9&u#jj82L|gUuM*%Vett35O z+m%9c4_suXRZx}~!>aVM={RM+PH+9 zeVi`fA9NJ;KS6#;n+-FCtO6x&v;cLZEnBnlI<@PHHc~zsq ze67k>9#z?DnV5K`uiZR=O)0ySP!X^E@1x@~$Hr&v7+{QHjf{fwGAP$I_|bH@eHWxN z!5Ngb%Rbf1u-gHMI9Wv^RtLRSxk8XruW{jMsFv03$Yw7@V``lp`8L%Esqf+b)%Zo7 zZujOJXfHsp6u3w$G7#9)`+mEwr&v}b4h4!m|L|v+?zR%mppI($O5e2`X^2%Um0;<> zzHB(_Wnj-=T|hPPe{A~G0kyy#Z_TG^t3aa(NT>sYwZFs~WF*h<%G@7C0cr*9pu(~I z(ts|vyqvs@d*$%y*nOZPFp4uX6;x$6dnQS=owZp!vbYlKG?{0&r+VlETu4KsAWa#b zEy1Dn`P*FdQgtfx!pxk*s_O}P99N2Q^HaxU? zItJXS1`Q)g0c5t&y$f1>tTq?;EB5qk@d9#58y3_&k|dDmo)o4#=h93@39jjzJT6sS z3=qlL`slG6e>0V59>;J<{e54Ec@~?8)}C&9JiXGZ8TitTbV199st-EXYnNo1?kT>t z_4J-OV8B4REX*Al)G=ZhbxU7BiW(VY9hq{mhP)*_*Y%%5#Jfi>TUt8qDgY=2IhT^bK#y+F!z*A$rZo*T$>s(*gC$gQ;rK!^`k1bLkVe%cU0PqcbP8HK$J zM9zfaQ+T08C|I-mc$dH0G9zvii;6Wntd$LEMoOHkKjq!7%rozSJPyBwWK`r?Zk&Bt z^hwn@?M;w+K?j0Lnkk=smA_X)0G;%H&vvP$Y1zOvZQpV(}@zMZscQkpxyn$O2bnQ-w#{EkrrR;Ex+h)d^Zxl^ziau&cBKbtkbI^E)67^J)MkBLqDSd{ ztjMc#vkp>hL*(slHg7SoUm2qw8Bn4 zPK-WYz&D^zUbwOrdB1vaHLv-^n$DpB5#sv=TjhdlH*nSQV1Jp=1`4&`O*rF~W$U(u z_{OngzuU(`wvl0@YO5ITQv9p0dIw9cG}}+L>^Pl})R`NMwk0)KAF&bAa)F1vu?BtH z-MLh+qdFh`0P-DVV&hCDXN~y{gj^mxY5TmD`*C7fcBlmHFKK9lAuAVds|s#yD&{wh zCR@c+klR9@uM^YN;pzNmwf)4f7j!u=Lg#_^u$I{Vaqyq4rK4SwhPIy}KD?y>ils;0 z?9$5ypIVXSXGl3e8V6fsqnFlEthTMNlu zama89LvPTvMi%dP8$Ui&vJ~dM;=7A4Cay~s3VvDOGjb9RpJF``2-%}+Cbi|8eYOgS z#Vl3(Z1lt;%2&~e@1$Vd>8&@Ql?+;VU?=o>zk)%W`jF44MulT4|e9(Jl|8V{k&~ALo@ZvzDdo5C0D9Iu_QJ} zA5e!sKT(kbI^y$QcSN$CCZk)M>F}=YdaLYAGfVDzOc&4QB_8S5G6vMI~{2a=_zj z^v`ACAxe@Y=qSVs&WPsPmZBR3+OM_K|NLMf_{Q>weWzXIEcz=yYYR&2wO_X%6X%?} zu3dyFt#>4r8dLYKg1 zFRvj7RgU*FPF#mNkjO2>Fu0KA1XVf4UOKIKy|%AUSafp7ZoOBseB+}?Sv|6a{Q#7_ z-Hsq#E--T$06IxE-;sXWL#6i7)mD%y`RV_)=w?ydtu9zToKX4*M7L}WTdVLcByRRy zPjFv=ZK?T3aF8~X!Y~LJa=NnFt5gmGB5~cvpq4Q zlfQLo6m(m6wP~z7EqCPcvT-2b!;3D~QNXoP`k}OQ~cnrIuF42Kji+%flSBU&+0P=<4$8E3?PDG&hMTzZE z5C0p(mvfx&=LVo?LRMvQS)$&&--LjsY(2lRDueh_k1iOS$8BSdX=( zH?t1<6%$ZsOf&7>vQp}l7pwAo&RSBC)9}1Z;{70@NgA}*2eT$Y+Xe@jeMjUatbdSf zmVDR@EJV(C>qV3E9&@bW6Bj4tFH1B*+yf={*GUBWT;tB#z z+if{JXd99pl%Gkjh$4w2FlEjCw|HOW0yCup0pj`0;pYdC#@=9*#q(mDGS+ldeT8Gc2JMT>2SXunGAl1==1~DP}3fQDKYwuSvu9F^;U6`Mjs~3qUt-k(Vi8G%b++=6U0GzkZo*Lm#Nl z!P51or7un8JB&_C3}`LNa6d%J3kUNA?5IH(v??lro8ImE#R{Q&awpD;jEGukAKhN) z`s^NkW<4n{I8wa-Q((8XD5%4Izv|jVYDFsd2xH>r;U9GzcDgxmkypJU%-cpBV#9ED zn>d)Zm^vx30-QmztV7YBe9tSWRtmxTlsVhdr!Pyyk}D+a^E@!U_pwCGSJrM{zm`L!sAr(BAX z&+tOKPCAju(U~NJ#bbJFY^dF>2hz2Nw*+6$l3Wkp|2Q!%PWbA&3G)dm*D{H2Pi%4= z?27WzR-LAj+Pi&MWGAZEj%dY*=ii;X5pN<+*;7A97n$s(M*iB~qL>Sw% zC3(Z}&h$64cYsO(eP6eAwC{V8Gmgq8JP?$POqb zUQsi3V~&cxV+IXqW0jwMea&LvFG1hRwPA2RJveK?!O{rcs3FL%?M7}oMffk2ty`pZ z@Bq$EgL?}W9zbi+wBcG1wHjShqd9&DDm8p&bF1-!(Ior)eEMcle42`JRsEODlB6xz z(m%9(amG72vPaFk-Mlg&Sm8D3D3OyE- ze$9;c!0k?A=7}H%(mbH-MYhcv@=m4_Ga~fiajfOo1YAI$ptx|E6ulbLk^N7NcrUpN&LoX}1Edmh73jb?NSx);qpQ-bxdwGZZy`ZM!8w5X@ zuf*!R`L%(KrfK|lb9%Fvd#E^Ue9rPL0#GRPY4MxW(}mbhCA(kk2oFe4SjxRPeEP0w zzlx1jRy1e9G0LNm>-NddlbBmAgyE;Imx!-q26xSJYV|^9BjNdtZ^OVUXW4<)n3|8b zgUa{ZQKc6r^Ejn;4Le3qs7ed71BRHs4S%i#H4ALLT#Rl6UWNujw_^h%R>OSK-BN23S4vUSP_Yc z>S}L3x$oDk%!V$r`O_NPx_ zD7idKhui+I7{}j$PPBK;2ly?~`O5*DMP66O8>(u%zI(5k)(MC}&KmTe9~hOgoe(?0 zqy^f|R=uVCzU{=~KGbMi(e7~Ea5if*y)*dpuQ~%V=!f4RXm-d<=HZ>vV4h(|Ty?(C44)pZ!r)HX zFDz278S0SiS0P?@>dGN>xa$+xl?!@L9&$`gtan0JyUe!Yb>Y7XVPxILnr^GT$?#O| z<6lJ8yQRJmpaL-dyW#dUrDYZtFoakEe?s~F{4TP&PJ6j?9uGVrjnkzS*2M(mrmyghc;(;6Q7|S|>#-f4w^_gX>$h_p>0smcAz_tM+yV zqI_UE&`BtHBg(j0P$SmdEEz8mhau_7f5oRD+YPR1iB*uzlk79I;v(Rgpk+;w`9#%k zF|sIl*+ueMirEL;o^8>DBvF|q9cYE;kQ39iC2wDrxUiiN*B$f&dkjuyV*)$vn@`;|m3OupXKA~AL<=e0RjWe7&c!ro?yBcD zd>dp@FGGG5x+90AcX6}t8Hg~X{}FjGAl{|w60ia>DuF{ z&{3{H4qYpMF_@3RJ2&3}w?`<}YOdlkbvVZDEUw_^R9-RqpC5u6Taa_xQ*X;GDyRZ^ zOj*EIbw~+_pJv^1k~A}}{_R7+$(qT0S;l}>0jvH(ps8VV()+}Vu3?mH!n-av^)s_Q z)H}wgRSyX;mLUoH?oO{48{aFhBgh6x*x+&wsWTV%YPN(ZK1ftEqOQSJMj`I;1G+f` zIu#09FSQVY-H$e1OrGLNd#=PX;;xHGYER6XY5Bli;n_&lUo$5pCd1!t7m=OArQ%_y z`EKmWUV7^CGhIdhPrjz)Y(lAhvgd$Ks`pWiM85#&DHexy^ApeccPuOwjx7?mgBagY z2P{SstFKJ-Tm;O!3+$$z7*_+=b4gw&d!5I}I|p?zdyDz|fB?P5h(2@hCL%2LZF^R| zeEc!5LHf*1>OIRa6*T~>b+GD1uU7(3B~W<-bOrh*!s9mikWQc}P?om$!Gqlo{2#s# zy4+go5555xv@4!KKk2y4^{veo z_+GggGW84@D$WTBtncCzNhYQ zQT%3K&~r(c4r}#4jtQ(XgQ!|BQ;gzF-4X+p-cD=K-HTq3Saqq-QLJ$}O4)%(`K*^r z#W+U+XREtUe9~LXd$ySCr$)f1|8nrp*z^9PCp_~srq2VZxtkiP$xXAN6(L>`7W$Tz zF06q=4D2!lC_Y`#XC}RlN*vfIdA=XXD2XvuJ6BGeq-2J{VO@lUl$!&{jGHHG7Lxar zoNmrNBCZH37%2AMSMMM+K1Nwv8Ca35uQ!pueNnvkvWREIAuo_iq&i@LwBL_*Sw}*a z;Cfiiesq`a;K8H>6;`~8j+`MJ^kuI=sT6%6^R^fj%V=$kw=I)6^JSh%>(n=9FrrH8 z_j|rcFklgS@J(z&-HKT_KYak~s(nGOII^c+8dORch4#nQha7w!eMnd-w&Qpw4Lv88 zNN`jq9er3?$=L*~X~Uy{Ojsa^(1TM?JD|mh%Fr9Vm%cJMYP|p}e(~qfbs`e+pNQIHq!C zf54hZ4lAW0me>WM*z2)$hV65t|mVLCSm@XZGc+r{ua~z|5$qKxF+B4f86)Wf)}EM zfPkpPKyo@#@-01JLl~nGX&BuNACXQs%8im545Uk1M>CqyIZC>_{O$dH{H}j?|F`YB z&wZbBo%4(ZMK^AB;0WiF^$#9EEeiER&P|eRj{RvcNx%&ReZzzcVc-1JAKIy01JG!Y z<4qWT=ZhpWXI{SCPRI$7Da?EAxtL@bsTSn}2(#Sw1(^j;g?~I#+}EV4wup7>9BLLl z2ZU?Mi5LcgBvvAL6w>5)X*&f>Cu^cPQ?CF&BFIHS1y?_AyT ztL7(GzDXE5K*TSpt**3hc!`orU?Sc$cQ<6vvoU96VAWJ zbxu7~Zld2AmUtbRqN2z+SNR4^Jt~LX!S?QkhI1RN1)|^Nl~4)fSY&pm7n&q-aHt|e zyI28nDm8cub7fUtj<xdE!0PY$h@&9s8v;b5n+ccN?jWK z0?ZbfjV2QSpwrB}w9Db%BaaCCEkT7SV$W57h*F{I=$s*__`f6W=LP00;e6FrxQ|Eo zHE|%#rEtTvg7)ZJE~&D>2GlScRpB)>8fK2pDs%^pUuz&5SU3JDI$Azq@p~`X!+*dT z{psVt#u0t7saM?O_Sa?8_8^v0>uIrTDqz6T4j-xFEk)fDQ{chEleA(4M z>`E#{-_{!Y=S9I|7J8Gc8S0>)qtsB=$cDZ+z)ONw2PEvDtv&EEThi`~_D#v~qKAYn z1T}80Pyk#^Zk}jg%1ee?dNa3Yr{LGa;~5^5T#a^hRfp9VI9o-~C2$B$OwR@7)z!~X ze;Q*k%dtxGAMx)~c$sQ-i41EVZ1RqRr(PN0%Eo7TQ%!}H-OqmF{lW7glll{^SE*u= z=#PL_iW7!@o4LJanJ=>$R|w<%E||tUwq>3Ds+~0TebgS6O8v=P#>}am1#6x3+X{+M zrG9E^3x62Qv=9^$PDt__QbE26DJ-AKN1zvucbMY<51c4y1+~lmoQBf zkplMW$0801iSIBZw?1NhHf`XX3x>k3;9P}lGPr9OkNtTvH_FDf?qMU(`~)&7^Y+|J zchtRo)A-wo!yZ=*k)R!%Xy_8>vJsJ>fbOhflO8aoZ}M&iE1d}#!3@C_9;W*t+oWxg z*$E0T+nYbJv&4M?0#3l^g^V{7awFt6`;odkS(YwtAapW1$g({hY9LS{38XhT6g^L^ z04~S<=qY@^q>S=H;4$>Qe^0#7Ge_xnA%v$krUb9ZYPjH`r&g96JmADHhNR=mh zYUg9-;$H+4{_dKX7hGb>+bo!#<#U+;r-K7gY4w!4>})Qv7`}W=PX{j}gk*E59CO2s zdkzh^S38vOLN_sYD4Eh}U(joIH-OJ+b{jypOSuIKMLyQ++{#ZF{mj@@6?fISb7g#j z6U)%vX@|1WLNlV)*vLKM>&cdpsB@(5NErl;s7+jnGPqUDTfvy+Y^Wp;BgSka>TT+= z^qM3lUE^BeWKC_ZORcrQ*GHhyD$V|MxONk-z6zJ8MDEaTkEdq#;L^Z}?OuT0yWl(w z-#JKF6V1P(aX_or{zZNo#4JY-ly?bwMpRxt@R8?1NylV9REkhE(l*9i6A<16ZN$LO zwSuPDEvRjh^*Nd>w}C6ICW`=^B`x5{QbdnBGXLI5Al++XH*R494Mn1h)1;bYc|2*W zrh23x`Mk%(5$VCZqFQQ#9`+aMGlH5OsjbMl^Bf7i(=6rSyrqIMM&Bqy60Jz|*~&Zo z3u?+(+XRlXE!N*L-QR=RvwcYBqWgfYdhCmboGR=6K@tYbnHi4=4LvzHGL8Az@>L z@e*>7O2^x!3K-Y-qra+IXr)A>#w1AJ#xR$cqu$Y*oy3A_>7LmtJOlfq4pO^A-M&oS z4y2yw{M5S;n)AHj%luKl#7E~T8@973k0rZ$)6)f4^jtDl9J{oH=KfBc(AMN9EtP8W zgqT~YXRq}(Ykt;iF9Cw`{MeIUghr-IVro_bg-y|x0|Hs}&4;4F|6FAKx>PC(zT2#N zxay3r=9?$jX`Z4HY|?eYupD7_3-jB(vKfgp$2XO!^%AQpmAN0SQ3E^{A%E|DU!O85 zwiZqC(T<^;70PoMhZDnif)~9_&xBi$*UE(F2U;sY+DxC^Zrt&!eA#?hpXS~p!nhVW zv#B$`cydoAoce~r;!s6HRE{8+)Sxl6>#WIMngH36I`_5d)hYJJ4Lcxabx z`j%((9Mc4}CHDGEuT}QBJj?aZ_t8Ujo&nusM}_I71>;!t;x#+j{7M!QmSqrq{nL}(=vPCM6}GUI zjBf{s+DbOD$G9#QE9R1|sQ0hg(?Qvb-SP@sjEweesFGZeKs0W6EI2#|u1C#}f$O33 z%z9YB!AReC8GkNV21{S=Lc}+<$9nK6=}!)-gzMc0t?2jin>x4G%q@TKY&tTj{m|qN zT<-gF#7Lby)RN4HC{LHUnF7-= zwbNN$g^ z(%(Cu0TxF*YvKx}DHkUvHV0d#!&Gaoj=Vv^)#A65&b$u{|+W3@5t3AI#wJ1q{%uQMqfS;z%3oFSxuXaw&^8A{d@eYh|J=NPev5FYkmRM zl!g|MmgN#hV{D8wN7u)c&5cHuTgm+(HBakX(|y49?rhLuZP^+?_xHAqTAHV}zfAtS z7ezfqO2-DJQy7U>tVe=+e2hoHUH}EbD)j#6E6r&+n}S5Okl4TctrbmGuiRn<3FNEP*15243Lh`+o@mIuj+uV#gur;ITXGpKGZ&vOiJP&C#YfZ{E) zLq%wMy5(NC(oc=P3lI>i4csk@ta&=R8X=UK|F+cr`qhli51i@uzjsotszPw&R?!V_ zabJILSW1={pCo_c-#c9e-_lmQbpjc1C{#w0cjCF=ed+UnZ&{+&9vRXUbzh5MRtNGW zi0!^+4~gc0y6>7+)s^na>j0xu){n3`#t}@w#y(3)=Ww8Gi`7}ieuy7+68$KpKF1sT zeOZ|vA*`XR5Bpm)ZT!Dt0XU+Q6_b~wfMg;pDBO@dTiF&K_(*&%Jo-^uvnm}N!mvP!-*3&h2jsq;Mw(~0o0SaYuZb0{swE)X>P2rF_*8zAws?}Tn_rpt;60|-_X(;|OW z-G{y?B11z>?9`7~ZjBg(BDL0J(XF7cv0J5M))5!y;&PmQ4ARfAbF$g3MXB)tl)*Rl zXZNh>m+it#|EkbW`ycNbCkkf24gYq|;4cMJ@xE*zVZLDh%rgihT6YS2iSU7yr>zPC zEqoDcj=)8SkIw!J-Dea%JK zTXWmoq+9DTA8R&ywd|x17qyOZ#Aw(ELdjqA7E;i|phr#+VAErrUM4k2!ew-kl8n?~ zH~gJ?sxEvCS8}ZW^)yZ0=r%ZnckCM3fgT>u73v36o~y1hcCJ_ZF)1F53}6dP#*s&_ zLe5q9V?Sk8F`dnL`LXyP^0=1#7BP>*biiq-Oh*(MHzgrO?VS!{3hi7 zqs3B$yP?kK@AmZgZp0hDly#_(tiC$_?#1Ya>|TgamFW^6kJQ-BpWBBu)9;RXq&cHQ zueIJ82TAr}Ha?C;p8`M5%J1_5uW@2VXHoNuH*A(H{#1I+E-{+5? zuy-NM)mXcO-+=KtV+!^-23kx zfsaK*-{&G@YXq^DBV|NsuZbGRSTK^?%KPZ)2;?;hSN6d5L-BP#%hCLwuov>?oDZ}` z;k&{b#4xyX~0y_ zpn9s#t%X`(h8#-FenT$x`X_RSA2!T9n}VH}@a8Tpcx)I*voWo3pmMjb#oSe-#U9y_ z^JjE0TTaA2yzo*s#uL|OE_(gr^H|(npJLi`1vsY?(segSdHjoXsPbu4#+$~FSt-#H z4Q#UAZfPFPM#PGXp8N%sB#OO^Q{y;MA!4Ymh~03t;k}xANWDjJNZ1nj9B`VF{L{22 zP42Vlv1-fdP?^)ERl$jvN3b0Ip%NQIm(Xj&s%b|iepnBOsi$p>{K2{szn$K38F2|W z(g2>z$^BweS#b3MQ<`*H^q{s;&Q9~_gIW-rX5O$xqd}<(i1u=ys{|ySgD@95m6a6w zBMTf@=yogq-{p&_HRDk6pFPs$MLDTwF=n3eKW$y|OxB8T-2@UX{D?&H%m2mNu&w%~ z*0tOfa;`MwEck(IfCkZih&+S%0@5|iordMBXSNEHttN~fI1t)Lx z)Nx*I(Kl6(^M8d4tvY)XK6}2BgMUm=l%v)gqs1tB}>hwdfu3b z{XKtk9VlksT>*+ODVP`fZ#RACkLO3gW7SQ+#T>F%P#gPyWZL%67sZ+&$4NhZ1<{E+j^P~=gW$V zSHFt01E}N*c-wRjmuZN^N>anHZ(!lpAj)-~Q%UmZf)8)r{;B6Tus5*aLqcghVUC?JRs@j(^`1E5ZBo9|-JKdMjmR&LPXSD|$bTrt zef)a|-4(3PNbZYBNe^B|dXB1`B0mn-tl4^7bZPguehwrP;LQT#bgKB_Wg^gldXr}x zMM)E31B}WA;cP@(zW`tZtxdy{|&fmcgrQ+BwuaTw0ew@**QNXE7T6Mx= z9~laXc1DvLS!+~aN1)@URQr{h(iX0{-DMqn8fFtzUn8@{G++wnRdEePM}p5>^1KI^ zhzm*&4?q`r1V@`5Cc84wKmc1jOYY#;q(l0vay~oLmHwK>3y#-QGsV7I$9l&(3?2b& zN~aZn@7T$X+T3CZ@7Pn^j|7IjS|0kXTaxK+9%3bd^?N(ZUEPctn{K4fKso$<57 z9=0%JXA$27Dmo2P4`ZV=*bfcw8xy|JQ^+RUI2EpcfI7gtjj-FLQ*E@ z!@qy;T)h0!t1yu*8bB>novE_tK6V3_S2jd^)M*TeJQco?62JW2QQdo~J#9k zIUe+W#jPu^=_2-5CH(p1>QlIzgE?%~`<8I6$h=JM>fEU7$f=zm6~?h(cVOj|qukHh zfoMIY2brPyn5+!0+CN3ty+wwHM{%lZMOh;yx1mMZtx*i)t8RJdk4`Hk`EXh7*?^dx zlA*W^9XWY6IQ$T>54_ukbLbmuRcN?@+BUuCD^NeGKvemF861`ZxfY8-8-o>!Xi2Id zxqm+u{~FM9Fy&TJg#AQYzwaF5Zzm{B>n)+w*Q|1_XHTZ(MxKxyMvscGQ>R8>V9T5O zwd{gacOCVzpMY-j3>z#ip)tR~$3c%NNypj-T7TvQ(E&sAv6W+X;QI) zo4lj6n#w=m6t>4F=6vK+8N4h)Ax4uWgX@1gmC4&q4U)mM!Pzgy9K|w3C2FIy-X$7Z z{LWHr@_UY!62o1UDccrgaH(YT6DDqJ1TlHzG_K4?ZlqPF}~4)Y!uMhaocxd4WNO@!^G(4C!G8$UQvJG!G}=3DwV_G zmtwYK+=dobDj}kt^hieKe6p`kK>VpQz24;Zrr>w%U==aJza`6bvQhLhS{7#$zvdSP z5EAD^CRd%?VdOb5mPU|#a@8UzjV$Zi(~~Og)E+(oJ7*A!k8>U-A8Qqv(+&-N07y zWjfnjYF}N|vBca*5L*;L4%;x5Ehf{KOxgB+G-1_8r+b}_Q060D8 zcv#duHq$W@&sIyYx`-O9o^}j6=`OIGIPF>skTY9 z&m70G3aYDL7_`++udWyI;l`>;!xsMD`7IJOqx6zI)i+nqQBlr|F*pgrja>8oere++L!rKA z4<-(?EG}o6?TFb&3pJp{a3j|cIcihTzOm=ntgxNH1XZq1AW&Xdzfmx41?r6Kzu-(f zQoUshiel?+t>?_jQLL%{$aUqIc#IsF8oxaZ4IMX3mIP>S3g%ANz;$z?U-!;{#_D{@ z<~5^jeWx*kQies*e15R8_^hcT_=LUgSDTL`#d)Yp4Y(dA4po|5S_MV>tca2f&2?hFu+X4b|6v6GqCb?y>I?@l?Vt)zxsI1f4hr5?db-1R zJ1Xp|nf_deSHfLbRcM)7ZdXu=e;mpe$Lt{TE&!rcdPb*FH!byAbi3w?R$!#vPDO!l zc5w=Ki-_m@^H}9`-z`sj%lIvyDz-V-1Vo!DO&GUs5Qg>#u6!r_z4M_qVSIsJP_UN` zE)IcMO{6Mx!*r~M3T*hNIwP@+I36l^2$MH!! zhc992zAV%QkFpT8&bcMke3_%uer&|e&8brOiv2CteqT|N&%V8eV&x-*xwvxzc+%H8P)$eYs_`pIi^SrUC@1~7e+hcs&CoKGgpb~5 zNzSxG0hD07Ns2*0?~my%II>HxDz}$a;&ri&+E&>WHLS$s50Sv^WuNT~9U!7}^!_j1 z$>KKXK2eN?A0qEa}6%*Ro~Fr~hnas zB{a27Q`azkUes=%yWm?>B^{VN54>%!gUM+C(xt=a7W$*pw3B~G7ugw-oz+CSxheXc z^R;*tr?WUzpSt_}x2az?kuM$<^QpK=)}}gptH=~1=;tZS-K>hU3g$SKgEgcuW+~+E z3k=hq8fg|;`2D@}Dd63C%0w}bUZXqG8*qF7Cz>U$KZ4jJ?-ZZ{wMorTl9IFw8@-M` zTeA)VQ!VxSwWF$`TGbBy#~D#7rS$aoGwR>2e)K?UdX-2A&kj~Po)n;2x-`2nPH379 z`~0k5Nq|A>$NDCP2ZGLWm6Cx~8CUkiRP0OtLy0-KTwiE*i^^v@7eE`O;fWFShcsFY|8L+apDO>}xMF)k@w|^N8uG z@boA{uqY{W*hQS|UB^*bSe;b_8Z(ytIh*Vz+r4o*An7Gtz?8E|cw#$u8@ID2nOv|T zBABrz44?S*O}BAhwWuV2vuGPz(BIJdyJLQ>Rl#05C$S{YNu=(V=D4cg$SQECRUPHK z8Mvdj30y5+0j}|D31tEgV{7J9bGgTSw{F+{I%|pO4;P2;2G@c^wtH{Hfd^#T6>M;F z%8z9xley*o>an8i%g5o-l+F=IxX4L=H7>!9(bK?l<0zPeJ0Muh;X1YdYa_ZvG7XY@ z2@k>|wBXN+8rY=ksf_;3it=9arCJirwxJJZhdWGz|ILKG{FY>Q$bEr3|D73mz@fge zX7uD`xnBy;J|FEpn(E(meW@Lb?_%s%%d)q%-C?aUYrVGWNO(Y6*h*{{n(89#fH#;R z_gKI2h0O^^nyuPVSMM_YT0QcFyEU9X^iseg`@VWI{J*m%q-3W{CnyVTXju?(V%~9A z>-<&Io6OX%39qHgV%Yz`Ov@~)Tc^909Zb92Tuxq&8Ilj@xU#X!8~95tVCl$q)82`0 zcz7Dd**?4#)-_&t=6RCjMboq0)PfuOe`|Cb5_45^a}adL?z|OOx{D>RRH!Y1dY#Nyu`Rm@d#ZG8L~dmmA&KD)h>BxR?sk0 zTgzN@rq01~x#?YYG9I3JLD~hieM?GF#WMHHF_k7TNI>vahEKR#1Qr zTut9T=oAh+Fscgm@;-wKQet7-1zvA6yCB_(nr^jB!PcZ3>pBZRD%uDCYp^s@$UD1H z`eROYrSfztYLA;_l07HNOFV}>cK8Yqm-#O*7>Bisrq)R{_x%0VuWGLct*UY|!UuOt zc{btD89RuRSSqsuJFCz#w^qk&r-A!BFt{LJ0ZeXt3{I8-S@Kl* zmFtXZwW=nSV#YHcl{Oe3bZV}tpMZh}Ydpr(BPwrlk7ZIi`KF89^(u?4E<70r9j~~@ zh{t8tKZ5V;G>PTJC7RxXZ=@i>4?UTkgS!)fG3vAAFzI~vI9gcQu5k#1gKT`y98W7@ zap`p%Gag-@KQg3t@Upj3zvQoL0L*6n7WA$W)C%gI-+3Eg7%MVgD?S@?j{o?l%RsTk zDEv)ass(zPG>KO_%Zmt$bYiv%?W7MYPn|aMqV&I{k58L6bKDUZh$;J3Q_otf*fPPt z&?0H}6t!PZQIDo=WlKWV2fN;EMJp+HCKYBYH4ke3vT2k6JI;{Y=6--Ed~EemR3x(2 znYI0w?UFs?Da-~<4V#fV@fcM0J94f(Wi4&ox;b_iY*ti*e?edWsKU}X1l*}QOAMRp zvL3%K_(x}2RHk^32sZ^-2#VWOsd<%|{{9Kbv3Np#MJhchSND6=9Z^cNAKL$hq&OCf zde0^8DHz+lwL55cFXq`dW-XaDLCjeCzh0rEN^oMYSely9Z8R}DNzOOn*Q35zP>w$Z zYA^^!ztKzzw-oFVvJ2%DRf^2)l-c53#qwRU8k+aEyVJqt*IdqGX96F^q{>I1N*NNF z(^^0(4TFo1;wqZY@!H#>`d#K{?2N!Kv2@!Olz4B8S;6?ge^G|%belF$2k3!ptUCgx zRT1a^k+_m{v1Af##vYroPHYS4x9qx+`+?Fn`$8UYK|I#OsK)qQiK8kgDM zHK($lA?lkV6!)gStiH95@F1}sy*Cp?i#=^@VI3z%l&+YggrHkIlsmx5eu+u72Uv|7 zxP>fpZE_JW=P5kn#Bzt0Rnjz@)sw%yr)syPpUNz7#w@5Ou(g7L1!Z5)IxfOZmG}%{ zM5(OZLD-e&p|X$(k)MkrSODE9IjOv8pi9`Kcf{Jr-q;y+j%m*SQ%YwF{z5;qZWk7r z?naV;?xv07U$D?r^y{vCjhbsYX2Q2|h>MEOBX{^#zn|3mzu?F&ew>_b6M8k?IQk&V ziCd-KX_zDxnXxff%R*XG-idQ*wZLwZobcxwPQsmPzOC-HE67-xndi{SO@z?5$<`TN z73b3JCJV|oNVf`OT1D8IfPxQ~5T3G=@$HmdD-b3w8}uh={*AYFeqTL0fM=goA;yhY zgvmzYJySW|W=87+`&A$U8B;!F$uj4#x|NV~{Za3RJ~HUnA!Xajg7tJR-KN4vALpqA zY}*MuAWrzbsTIf1AX}dy6v+4*ou$&;b1qZ#`&m>ayB_Wa>ZU&2fg+($}tSi!9O{n67_UK@wuyv7DPldo`r>8 zOLjv751ayL7d#$8FJx6z?CI`sGUHz`;wiV?X&V;I_-kT;@r~v3Jd|B9V^6ymgI0n^ z<^?kKQ6JzY3??UX30i)eRx|9&+1NMLc*?mX1^i8t6MmaP!rxDivGd1#m{efKdI@wp z(7?HZ>RFdb_qG)cfpjm91v#mJ*UFu*5;|iCZO0o`#no|VbmwP}%J*GUdfT+x@sYkJ-xKFP_!==@xM8V0%T5#l|(@dxhkgA zhZv1-JD5=FWIE-})zZvAs%80?FB<0-_AQ+Ou)(>x6&Ny6gL-Qc%Jao&#MTJX?PKuu z1V7M4Z?%t1ovU5#m!ftVs`pYc;|vjJd}B8)-%0m8&$1}#8r)_wJ5%;>jAp-&$6D<} zx8UjSYI#5SnZ9a0&f181A~0%iGCJigU_W5^!A~#~{%U$x!l$iEo5}2%OuzVEqq{b} z(0)2g(TE}zoK)d96T`}w|Fv4EZz`5JCGBu-%BelLNeFb9{`iM2medySAX+O)8~THX z8shEIxjxGJV%Us<#P1F12eZ>1_&1QtKgW%b6_Nvwmv{{aiVIU}ME#aH5oqMCV;>&z zh0fRC$h z+l2R`(turQ@^e!SFiZZoC); z=g)?xew*>`?3<{L{wQWChuf(Soaa=~o&PK)tPVEr^)dKBlPih8V=GFxx1zWd*zd|SQ^U|5`~Sz&Gk zaepq!bW&V4#MF8ELrQ58+tp4OOUW*kKcMt5~7}oDfAjbRG&elGEpogKD<}$$S;)&x1 zfjcs*UW`^T1Q9DF&M%WC7ZzF}Dp%+{Rf>0wXq4y`Dz7tRJqmRKKZ=}iK zKgn)1eZuNf5(j z>ByWepTG^`GvIwJNPe&dX+x3q&%mq=X5AIZq$j>P=lZG5rIIx1 z97gOcOk5~t`cSu7GE_}fvB}KLjgg5Xr_)k-1#KWga-$O=^K%W%(WNv54mvJ`3yNy5 zO$mvmB~Zi)hLWh6Q$n`$;+37IU#!`lsftQayqqF%cCm143-@{ z@jTDAw?%psr5S$kJI~ZsSbN7GN%idsHw}Kh(5t>6eAMI`9HHlC~25={tK7P)_tmv!^+OOb(g?@F>p6W8+A=!kQnXi`1JJOV+ z7_Ud(0}ev%Vx15IPDYfRUY*u1srXO5`=hLk^ZkQWA*$Avp>`*1bv*8})5K$rNY!YM zvu6u+69X5_Squ&+0NLr_cchm>q?M1+In&-}d%y`%vH|C~cNGv0)Bn$zJs_AAT}5&A8R z*7@`FU>rjRSZNsVn&a&WoWk>nU1Q8$4Lvn=5IXaI`<-_sWA?dblv^Lk0dVF^MP^R)+*XVg65rD{@r zs)yIg_Kd}_czFR*7SaJUK2A+Sp!P-*m0K61usSEgU_e@+!SZYTsd!*qMaE2{MF0p% za2Lj}#tFuj?yuvV@N@OJ($z>GBR5LtSAG58Hk=IS*e8x?7{LG#LhK;Lch2V8DdmWAz%X2Xs+U;#ah-aZNlA!yU8lWjBCQWb?~dTv-gB0F5+(6w)qOCosIE*aYj`^7m4W0EBZfuH;#U_vtAUXo0~+bMrr zC!;L_Sm!IGyI=JU(7E*2OQF;`RJ)8FOf@(k8r*fJ;7VjiFD{r#n3k&!YO~Y5$D})l zR?;heEw3+SNh$fd3;l+$k6n)}aMhBPFuB71T(|w-GC^;FhQ7Bj;;&K#?COKYS4NZ+ zca7`JaP$fCgKls1*P-GzT%wS9al9xnTpK}#k-JnT#t*X6x$pwR2xd3zTmbv}}G|{1{tx4V2kGTqE*X~zUBmt?OIM?inSaY({hV7HM>q0rsf14Y%&=V># zvBlaqp&STyMrjJa%;`KURC~_Dq!!vxGdDYlVYCI_+la^BoEJcP-s7Xg)4wpgn5dv3 zbmm~PK(%LFE6L*IMphpch@&W=DxKgB5Uej{R+PK4BOY$vmwwY7oFoH_|_k_rIzMgJIh4#4Dwu7_r_EW0<^*JBw0UnSA}kZ%1e zwX3AeHtX#gz^(#Mc|}KvAg-NDz-{k;8~b9s#GAxiL_TPSTUUb$7OkNx@UTd0$BrS? z+X-feq4gMQ>Z;$gp`LVHbym+htQ`~U847*C4{2Xxs7iYLXrYYy#$om5FRn5A&0IOV zoj*6-1jF;uZj&?2>~yA7X7^GB3{pGdMMS&8gwK+}kE#H=O6pJkX{R$@)cxIK-V2T) zJ+L%={M7YzrwfrJET(*Hk)3U!kS%Ilr7!81D5_%@Zec7K{>?5fCQ*y(r4=~4UB9;;X{L7wZFE%I>a`=H98%*CJ)_0G9i zXGOXLl8fo14sxO1)>!Y<`Qq)Dm-6DT`oX^yj(8BO>By(_+}QkaMv1TAD^mGG)_Z&M zzOh#*Gsour5K`Ozq!V2b{>7mpz|72sOM_#ll4ud&*!oPJu2Z9}u)Zx0XiuK8PMZK% z6Y@f-$cV>#}G#Hlaf7iq2w$1*&2b2 ze6h|IMhwUbpyjhzWUXW=k+Qr;foq}~;1+*H2f-JG zmL4PLcC~+e8Y`?_1$!(x&ed=jWOo?uTSROnttfp+Q59Le6_7&5>Gp`c2NJfpL>+C{ z2>{YoRCKofemRPkfsro#6*h#LniAXBQ=J#dO-rdC@3Fk7zEn^KvRl&EG%pYN7<$CU zU?GxVQ%ybu3vpThh}IHihPAb4pc%}p!efUs#=Q;ZY&u&_HM zqHXz#ZDjAqkeT7|#!Q)5j`bmw6sy@odEaxSIwx~pxX-7~O^{m~h=BoBj#3BlyT$fD zmrPg6WD-!YVKtBg%o&YJdM!Sky>`hcT~;d!SGvJ;iFD zNKpFV{WU{fSRmzEWG@?G_zrz)^bV!l$$MZ8sn-0gvRwm9vyqPkZP$uudq{QGaWtrl z#g4(z&uIY0T$0O>SN@RP#!kjlPiR<0Dh`z{n7w4`svRbYlpwG>8PFTmlOpa@r|WVz zgPm6y0j#dryl4c^!34%EVK}=31c<`g!c(oroIAiVS`kjb}2wNr`Ym5mayW= z@_Rw56PrI}7*`MOQ7oUqf&=VK15}#QCb??hNZ!u#bd#b7#T>2$u-rzm-qNBOShk5@4JZ!ZeYh z6)0??uvY!+B^%%8Q6DUYO@zPLA1Eb@`XyaK(&WiVDf;j{?S3m7{S^J`^a1N1W5{qU z_NOtabDbn2YBfX0Dhm9$S=^BD$bW!pdp#&(KSORL=noz02p{9aq z%~@@9O^@Xa_154Kv?(Q)ypBm|gZvO0u)Y@Q+WGM1lLIuIa zg2|4H%XYmU4?l5f%pB$s#%!s@SUNlZ%sV0{L+YkBQ0*kP( ztC@pI?i%D{&KexY3z2}n)ujiIQjzfOnR!(jp5&tf+cK;PA;~wK!XD?vys7x93${@I zI+ll7ANq%0LY@7O^*6O4drHNz&|H3DSpB?ER}Ag_#jtRz?%op#vOO3-laM?B#Qd6|`?I!whRUq;#d9)2 zJ>RyR=nahjro8;h5p9t3?zw~s+o%SB2Kh7*u5bI_P3>uRGB8U?N?-V$L!^)q1s0pg zN$H<5m*?OiEh0?xp+n!Z{ybXkqSWurgL|e=jNb3<_Q4b3x~?3yoqY!&ohU2@-BuA) zK$q{A4q-{b1GptcKkJM#GIHk%N`39?CRA(3&PdS=^RqI4WNZ+$wz5qP1$plpxyO)m z`bJ^02HMTc+^CktdDZd<2)!ZD_aiww0DuH{=)gj?!R9P1Y)Uw5Zyar?6NF2~CDtrX z=!>so2wC{pBc4SIU{La~GOs4KMt3ipw}-*Orn_&Wq74;50d3dr8*5^JjFs$$t~8M| zpf_HlsmBt0)l5~1;ErK7VzAdHhY1J*nCDBzq2lCZdP;t`CD2Oo{eLW-hd&$a7q?q8 zNQjw4tcbl6v$Y-xv8k%+P$NO9t&7$ui4c3wmIkFm5tOv`LkMEk=s@+U7;W{bwxOza z-@NbV&7Y8ba^L5B?sKl|e&y?sjecggv??jTDlqcgJJ4lNOyz$LIaT8aVxQ{M9*F^N z8cx;cph&^DN^j^tH@bW7Txzkow6(+)52t|#>TUD?;il&*9q?nqY11N>QTpfyZn&a$ zb)9%TMJt^usq&808R-2;W1ngGCvetdz2K3wB;X#U=48ERj915lVC8#v@4}587xR>V zqimSbrB92z=F2pzMDi)Y3)>U_JM+5Zww2JONr{J%4^DQgWE&5Vzd`%GrlprO#i_;x zW|w4)1~6QiOkvCm35bh%Lw=5PH&P@ZcJ9+dB8oQ*wu(WPp3s~Xk=P(VC@7|t3e~%~ z3)!8SyYBUHm?Wdu6m!~%cBM7tWRCD-g_)k;c9bCP0zE)+fl)P&;}Y7DxgJA@lWduPF1c$K~cKKdHf>>_lhc&LXy z^IUsNq>tV=V;QIPc-gi`t=3k-R@~v7zQB*n=`aJI;jWz8OPr75K^um7@V(F!BzRUi zqu#8_LTrl%y4;evFfA$-8&Ve-@Tw=r=9ex*RGopc()fF9Cw12shgPaZWj7e%At!2M zYf(ry1H_<|KJdeDb{R-A`-Hs)6P@D<_WAE-0V18i4!Ar>hVYI`NJ!ZU4#)6YSu`p- zO4aT0j%wVst2^aR}Otsc=s zE0T6g@gZEKX!bDdgeC-7UM8?&W~5J+7rQ%(%(1VO*1B)12?Xy8L+YsuI` z=@{VMT)4*@oEkGy#ST6!B&KJqW)(q2D)PZo)W-MafUntebQM(yF*Wr}SSb+Gm1UpI zcdbV#r#Of`FBjfIL@(B6l6MSb#aZ|>Zcyem7qQZr&p|AknAT~5G(Nk#ZfMCh0&1A5 zSzEE3GvvP@30vLdq-Mnlfu{~&`2podM*4iwX=W1Q^f`?soW6~IF8{~|8mMKiy~Ya? z)4?)LaI6?Rbp*xZPKvpt(72GfbTsX>nrw*jMs`B)@%&;9A0hGVclP`*mrDRP6?FkL zCh#ucEewCt8fz+8m#3BiXjB;*hNOx|kCc_BS`n4Ih1jfxv;hu!b-Gy_M^@d##$6Rg z2xOXWiF}1j+Z9l$ID{ApfM_jQam>&Yyqn7YP*gH3>f&<|+91#(vz#a`AMFMuEm3S! zqp4PTq@`#BB5y+LN9X>6&8b;F^^y4$RR-TOQB09RwK}g`UY^6?(^D}~g^_byWb~&B z5XBjBN-sXOYFts#G3;j{T0}Rj@=ffULBcA7qqlXkZ9+^~F0q$&OvgU&_>)5FB--)8 z4Fpsym99T>IxPV(oN~y2d8v8BL_jX#9p0n)WD*`)z<|iteaQ?JwhI`6$5^f6||b*VRi!O$KzQ+06v@* zWN#Wce#C&rr(z(APBohRS0C9Y+W_cM_w=PS27FQ#3i!wwdJ;&YC{7y8t~Z`qfujv> z1X{5BJ*>u}+tIjy-{UIAN-n~vXf;>og4mWgkCDn$9vG>P7Yp5y1@&TOFjxhk*?J@e zn0jV`;vWx0@SPXB-q&el8>5AhP`zO;={gO5qr{Xp@!DL+m9Gx%DxQ$7y%I2@M=lfS zmeN}H;5X7qc3|3m;zI-mzaByU^Z18_OlX*fuO6@k_%Q$e%f2!8LEc&UG|&SzBP=bU zcu@eFz8b&m*q^{o)%ZX*9i?Mp)#FfBD&mrZbr^z&L{=IoR~U$*tLcFl(E-0bfGFJ1 zjwu73NuhiU>nn|GgjA||y6Gnbj_ApXPBp9j!pZT4a;^h}9O?vc9+(($TN8GRa)nT} z8dPUg#0fDmo(mnxsJJ<-fZ2tuU=oDqT--jM2b{5_`-x#5Lg@2fO5z@4~*UyXDLAxf|dfXqTm;B)OO;pLUz0Ss{g z+N+XH_4I;k%u9!IDy-)GCow{CqVk-u`PFNiT`3$LNC{4}j%8zJ;&-2rU{)hC!m*V6 z>Zvbd$7bC%fYz?o0d&YiCKBQP1!njS_woUZB%TmMfI96UDCg+mgfA1c{!E)5ffHe2 z*-U6%EqmSYf2MG`V4Xl_2I1IqK5)tekl%yX4k_-W#L;kMSZKbst~)iZ28xc9YptHN zmtxnNj37{>t5&*v_us2dD#g?2u#sYRPy9u3T5a>iai?Va3kWhsMqio{k%6G}BceB}_IY1`x3@6zXMj&y~Cb!;A#p9Ifl)z}`*E?S^HVtRoi^$~HNO4Fg%kQ5eMZqPzE(Y*HUqz^yQXzXt z?`$+v7D4?fKqdw+2NIVXLD?u?J%v##zJqeXh*E&Vo#M0(ERL9cc~JyNJynC8ZV^ez zDQGnJh|@r36ru2>Wj$oDPJ*CB%hGDA|_@kp30M0A<6=O1)N6CT;{8QbKMhd_4_M z4Z4vkQ}#Bl*H%?(s{Ef-2tk*<);k9^C&4U~(c>eK-b%64=$WTh5N8v9HS(oVskg z88q*5>Pj1?K)d~;E>S{)oJ(R_9-yOAGEvT3{OLtWn)N5a{r_pGPx$E9vLpLXzz~6| z0tWB=tzcYHfOx%uagnH*$cO7pHhv$P|E#Z(P(cz+lT}G2pnavk_K~xIS<5jgWq8(I z?KFcxNsJOldZKGeLh_QdLx7i?*BKXw9`Wj(VuPnq1saWS?P=?^=G-Ay3L4RQzlmZl zbjLasyfHXFKr?Z;nxKvMfu#3^nA=6=jH>~zfTFETmuEqlh>&TaL5}?ZS~7bQ7UJBW ze}^e68w=sVOB#J54PlAd%Kq{AVjI#OT_|*=4gtxG2W9oN+-vNvU@}IhmYE1af-(#{nzcJoP*T15pRKK_>t3G|VPN=|& zZ`cs3woGWL%^&ko+JOyLq393x#1PH}tZ9C{?fr zWuictJZ)i`@qImRSw!NN+*TQ@!^;~9K6+U#l3@8t3d_RF#NF`k$=Wjd!0K#h;VbXW zr;QY32U=t#@)n~8_5hJZ?+NoLGg%qCh6wr>>pLV>wCYcdpgVxBuE8PqT zm_LrRljR=!7ZsrM8VCUuIC~7RhR15;A*BQ&2MxeeF}cIeMGpt0HWlpil*$;&8g!ir zW}rIA?4`uCp{;oN#-ZGHMW)i!1ViH;KUy{~ilO`z~+@D!@&o9SVZg8AfsrZ z8+z^5juHh$y*y}NU(3FWbchc=j)bR>LndL_aiz8}8-E+>479mq9sFkeMIdI@T*kl? z6PhCxPEVcdKv`HRNE(|H;<#G11qIU2zPbFxscJiZPlW&!(fmn*z4-Q#)4Y1W*Z^3i|~15+DRg(?A~?#d=cvpk*h z^WY_+;DEI)Tdj{mDRD-4J=slATQ>9wyAu^~C%h`!-(*yza@m&xUCz>GDzD>af1u%BoR6#%}ZKa}uc16fv=cOWr@f%5? zS5`zP=1H^4ZiX*kJMM}RQHB&uyfLmknJQ2xmT*-o$LO}p0LWJbI$MHs7Qj53Nq>`af+<1v2T3pVtt-6J&@P_A4b|QF71eD%o0wk0B%qzEogfc%sr2s=ZY(0_bX@U|O7*ASIyFfBNnOtsLS(Dc+|*=>=^=Q% zFq0vxv*1nTe1~L=i$}Jq_ok_3SDkiB!^S1Q194l*FV)R0?JzI0TUOt2)MvIC=xH!#`WerVNodfi~|lx0EyA|1|l zv6Iw{&w1n=hEUC-Z%y*a|LXtc&i1R@K@;p&1kANet0&0pZUv=%d#r#Ac~uhGWa*~B z3zwG{mAI`l{5mc%s5)cNTBG?KVd_oGfJt|~M)y>Lu^k`4NOM3W2+;7?R&LD5*F~*vVUG*Sg&|^4j1>|y#84^wQ$O>}jtN|V zKEU(&R-jglYNbw^&##ZrVd@w8^zMqaF-D#M*#gRH!M_?&ag0TmvpXHe2y_1mi3O-A z-3^~C!6(Nt&duL#HL(M02Q~SfJw5(`{wE0vN!mf?i0FYC2hMbHBtt(hr7EY_C6R?F6)srD)gmWkP{N^`I6lLLKEzcR>crq=m*`bR6?3NUL3%xa{$af&_5Q^DWZ;wkbhL){5 zwdm2q`}21NGmL$6f6|^6MlGcF@9IJOKXuiI>Z@gGLW0|d_H#@>eT6VrT6mmS2dci6 zcFUqXAL29P)WT((+#VM>^$0}fAm-W8S_TkamQR&E94UH5hmgaWr^Xtu!s6iBW^>(K zbhV`NKAU(s#ZSwGo~s{FYr6a@d@4M`rpyc3V1)g zZ_6x*9@@Y5{EtFR`0ctY3i{HnOSv`={G({aw+l7~U`1#(5{bQjL0-7kr5-m>iMA3c z%!rj_?R>ULS1^?FlN!@lGO)ri?D?VOA-HU|+2%5CDsoVh3NVQp!#;!cPF1dD&Fd;QHT=3&S=)fb?5Vs$-57~o1ZHT_2 z{4FKD&bE8?Ii!sGt7Nl2LWw1fW8Yv+C2`nxt6>M$8`eKIs6p)&yAcYAiP6yK z2jgoMuKja=4$rvz3qk?3KQJ^hm(9cJtK`ywM^PZln) z7t*q!atUxeFzDK~>(dly)+dO|8%h(wMo+8q{KloAC>A?^6f;FrS#r5yBByg+t)f>=F%ad-}hflnw1FTx*+nUgur3VMbTYS zyuV~u`k4&4hq-{=Mb?9NAneh?1ryzH@Fv^v zI1zxJfJwp$7YkuiMcKZ9adJ?BfD(;yCtg&*P}9Xd#lMXmj?N9z(~*~|z?tGdI>tP& z0O-q5D@0a3#^cwvVpPZ-m#5QnSoyJe%uSbXGTYvErUijo({W}N`AWgK)NR#{r}{XO zend`4O`GK3V_)Jm-Dee5E}>cusa8UNz*|O2M=QyeAnW{(hE#$)W#zkDMtngV)Uvf2 z{M)@9 z+K?Ma;A``RIyYYb@je@~8oP@trEzpC(FTXx=Pc^kLkQ@$osE=Z40YIaOKgH^b2Y;V z0q~a)kEXB8v&ewfIVS|)XFMh&PmKT!l2aDUuAH|NzwUA@wF93t+50*^D&=|U{Is9g zD7?<*8#1YnD5+nJofnSwF zl63o{@yvdK)eA}kU{dQpQx&LHM;Sz$tWs-9jM=RV60qJZIr3Uc;C@XQ$859LLbr1t zrn8J1e_?vb`u@KMRRrXwe-C$ovpY{%IEpQQ}TYr80&@`8t(r*5~jZoUcX+6^2o znn@%-rTXTzn&cNf;H~j7S-}v&L`9KUSyTCvhc>5|)x@%=I^3@2L^oe|BM=k@?J^AV zohU+a^?SBjJ4*wMskEWY9?^6jAz;4`AmFk3bimMfI0ahFLQ3Iv@XHxWjgqq}aLUDN zF>4(TBMvT;pNYb8nwfE<3;h9Kh!{(OPvK*f^zZ=0EZA{8<5b{a zmu*b1Zv@}Hv`em*ZLYUg_&yzG(I=;~KSUXv;;4PEK_Frp{M^YTUmnwkPW)k8=&j7} z`HV8iy7Kw~f08xkl3CKQRkgjzL(e7llM6`3Qk^>IfYMmqnxR>nRGNMC(X zgZB%K?%~_)RRK-?J(dp2IL97gBq@%x6x7ehaS%&1-L}QTS?5pWH}34A`SYJ4DPisc ztWaAB1N4Y<`>2mFFg5Qj>3U1>z54n^(_PsrZx*G_#r=go*zx|?#y^tLy}{}>abnJV zKik#0V45(XC+@M)gG(~vNjW2D9V)&KXp`e$qI5z+k-vjUoRt8aM9NT4QxH(i)-Z_+ zHiK4G-VK*INH-mS6m)b#cbEp*_s7 zA9WG1(>tzQDDX`-nFutk32As?(Ugm>*^)ehkd5EBXk(MVTi)TkUwd-!TBbdnbRcTt zaxn>q{gq68_UyfjyUm~Nq~Wyr+~LjjWS-0U`@(BS7uUw10{e*j^SiGa1A|}A{b?>O z;7`sV8wTI0w0Ln5J!7?)44CoUm(c@*01b~J!umA@Zv4zlYnQbvcu5LD6;DHQa49|OX4MiNdJ`l zTWLcs1XJ-6J!XI08(0>aV?jzagBuWL=n~O&r6G9Jm2-)b7tIxsP?7BuS@<_<{G+j( zE-nL^&6b>WVbTw=?1u33sS0w?hx-g0E$9uCp%I&$tB+4g5LXjmAb%D<9ocxkjQ68H z^0e{vMK<2v|3gFF4Zl>EN)2hAnz>|b zTq1D*ubDhocNZtefJ^c(GepOx;;NS-`lCxks!s*Bd{P^J4Q-Y=V?UM<*ES)wU50y5VLgU$RFsz_yrKox(z6dD@3 zhyvXc%g%ohvFfOy9}YV8HuKQGCfXq_NfyS+BWT9=>gJqp{BYI?6i53SZ$arCx@M}F z@(1*7AF_TG*zv|A`&{hN^t0rXXmj_JqQv2dTU(=Ch_h&dN3q=EFPyu+n#s-JQj6I= zblHhNji2Bm#ye8RGpoBAie4*T3dZLXCQ^sJ}W$_9ra1=0xPZN2RQ+KK<4g zbe%i?)@NZQEgXA2im1B_+S!2!$S&cAh=D$t16Q%fxx43CM3YrpaRzW=_~9EeuG*13 zfYsZ%cxt4Nx&E3Y5KWMVA`(W-rdU-3T-XNtJ z7{%Qw0;aLzOj%E$1_LqrLg<`)U~+OHkwf{dNwY4dhF_OhI*O z{Y*;*G{IM$I&f!1csDEd+Nw)yTo(G2x>2Fzm_ODwF zHg;uGw~nzMHl{{f4|HIJwP(Ak?um`bipeViOYOy)r^#=2BzjETC}BuwAo5mXWqx2F zn_}@Ymb|cDAr-*QjZ;I&iLb$P_$y~~*%;9N1 zrbY${t;lE0n0oV~L6Ix8hk-x^cLs;%=Z(!w1ZCO7K4*fB8L?hPf|^S4SR7!g=|=zk z0&wsUMjPXx3`Z@14J`FUL{hV@fOJ@j?cg#^cr2T9P5JrCwOUzelr#m}ftoRe^)IkB z%eTJ@E0J5o*Nxkfz|$h2XGLmiMvO+f)v-ieFO~>dN~T8Yk4fli1G+_D?i3mB8H_^8 z!1E7#zE+PdEi$Y(A=@gKzn^!XQ&WF$Ib=#n!h*Jq56W-UydV9hSk_xSXy{95+|yS0 z&cE7yw|A2(0gyx|EM=Y4^~+^`XMxKzn*lzGj=sqKn?BD*Q68pPa z$DKBx^`vH6$m)Au-%PVu8>WQ|ezX1eP$)Of53;Ah+%MZy1AECu?ZJc-O$eJqxuo|c z2W>TEVTm{IqwwlYhGrDb&SD7mm)9ZnvZuIRi*iTFJ(2yS=?u-xr5F6ON42Cwr`QI;@(jtCX%q;uGc%2OZt znmTZV!8l%?4I z!&h-|!{o+`=-ing_xlN_*RC|=zxn6t)`tg{;$?lAi{HUqEKBWNsJx2t8n>9&=2Csu zexLYV_Em}t()eEO*B*5Mdgj-;a2UeTjC0fP+fD)j;wuaTA-rSQQwZDhHV>Ot#zPXgr?2Sx(VSd^bc7sQ|AuB2! zusz7!(Sf>ARl#}+SrR_b6_77ff{ynv3|ImNp9T+kM5~X!UdkeBtQ3l`Hmb5~+0kKS zM0#+-BeE%jf+ZeUBA0?o~8>S3d?9@HZElE8Y z^mz!C!zOCZve0Wo>U_{~V+lzjkO;M-AX-4HUT7cvQ&q?c6hH??y9+QfxnOdGAC@Ad zVUkF8%5rHEJ|Fu%nK+u=?UA(UX+VNv?+fyHgfn+t9)ZE4eZbmJ+ACwkG^sb)1cT@m_8MLh4N|Xi| zzC3untb3SD^Zx9mzHKZS#ZzAvwr$6-d!aRSuR2rqdT*`ONVQkkmb%N42&$~&Fr&$@ zQ{d2ats{Q+!~NN-0^JPBali1K^DPZNag(8xN{g&-4c#D3lgimV%$(SJe5=0W{FI;m zmhu)1ZZ;k9fN-<%E9HAaHO<6^k#o5+VB4gOa6(mZcLQsc_s?h}g9qqvjHdV>xhL3_cQIjuisaYYK)(%E+Q9n(aLmuo& zpuD&cLwSz%Xnuc3=G~-YNoU&9HN>xhbG5GTBc2OS7ae3?`+b<>eP0&+qc>|05}ULc zHof=vSolZc0r|nQ-er05A zEVBD_hkE_iZ=D&kRx5Nq!a(wg&rLcFry++s)`dwXCS|u}{;f*Jo~a8FFiR+(kUbE% zbaa;|k;{_b^wUZlhgogZg*J}LcF9hXt&bguLH#-`R?siMmXs<^tIkh@_UsNtPWuA? zl{M^CZ2eh)D6o1g=TvQ1$FCb=5a_u+2E4H_Rn*rwg-D?kDy7&7+%;Wx7Q8d1A!Tb{ z^iet7zHlI0mb^ix1x(&@cX(&{srH40Pxx>%WXMOPfQm+NTK$!}p;l06IcqE}g*&G2 zgfuJR1hmEN^UDxy1bjSwXl74Q-Rxk^BrJ4ARzcLMN^0cy(13{COmA&7Uty4=*kYzl zyA>b+&Z{T)V1*%k`am?$$S~?o?fkWPM9Q(L9Fg1W*92O>_22<0 z?jWqMhW`O&TPx*)^$1rF7`N>HR>*iQcz*Thq$zx#8vz(LpW};DcDscgE6yiz^bX-1 zlj?$kq|d#CtB@zVuy@tvpBH)8H4E7Le~*2wtP$C(llUmG^K(!4U%g262T4D-E;n`MPHJ}3bi{Lh033#s(h)95qiS_886Oj8d#%!5{reX)~E;xTnHIw+gamc|)Z z{PN zgGAa9Yh78M26?DKxN;wBBB$T7n9w}BK(vVMAqW^^uS2s5tvAwj96D_p#cRO{?9xGs zX@Ugvq>K+!yz+8d7&nUZ0@OST0_cd4^CYSTFyWLf%H!50#ews{3OSC_SV|G@MDQ@) zn;6gnmzLR+!T%6HCbbsne<99-c3JOLR=vNH)BA2xvv;^x@^|(FgO9iNDep29{cJ}o zI=2rqNB@xj*EZ&|eUQhv*X76S@#b69x_`T3@}8rpV)o+dm6Nxx9{Lwp4QcKeTdTPL z68&*HanQ5^5*RPVqu?z|_!(11N@5ZacC{h@zwpNWg1^V=SV;ucFHKrCan9N) zm!oLjl}>Amdna|2_B7n?-SR$=eS84$RsYe;`m--E*Ddw*C$E*%PAZ$Vmq=A3C)Ru9Gt5KBev0VM2)ZZ#a&p<6tqr;syypI@!E{>OB*$JRz%MO z3Y6vR#F+~QcC?XG&vpAt1u};}R}^b#J z*nEHHyhCg_(*MYbcqt`+O#Z=5BIx%OJONV;Kkuk_F+a^ho#uK#MbYhfj*ZfXr)qI)?W=V$o`dw zI^5O!a0tKcBtx>kfPvkgL0ZUA&?P>ijhkonOdh24 z$f>M-)<;69O)=wP7RJ)GbL)C*7^yTW?YzyDMH434zJON^QCTwNTo4_bQ$7~2G_>O% zYyhmmjBJeArprTj^m~LhQc~T&x}U9DRc7|x6_iUwK*@aNh!^UqHMUyg(T=Bbgr)mZ z9*4J1+2E!gH!*7Y%<{uSr)j8e89H>`CFCYgha_!qOJItgm7vAZsu&Lf`136KZNfz$1F+XF<{|e~4>BC}rnMN_RxG!eP`?Z0^0p`2y^|dCC*OXHBz`}b z%P}-nyr!yE$h|1%-aWOhqy3p)ncmeZTRk1cVSW^MidS*4wVFs?9(#GRipTp% z#TN8EIB7)Gx!dc=dIKaQyHoG=APvtlnF@6V#hL^LJ*> zGF{qJ0<&SG>RhI0rJ``iO~Lv(AKcKM-l)S>QV^@PHNAFf`2*7b(kI>YI;%k`1F(_0 zsE4uzwi8N^0Gh_D7ql8FB3F|Mod#nD{Vq;J@yLxcO2k^BpYw9(ebt4_?`0Gz*G?@f_l&#SbM-+2lQ_p>A!x`$) z>l|Dg{P+c|d{ReIxCFC%a-#T~ss1h!LX0L#2AKj8;SLa|*E^RMv?EEjUlJ)VthO&a z)jImj&yLX-y#J_B^MAdnZa4EbgVm;0dR-3zMc26L5N>^)nNNDn*811D8UBoL0d^o)1CH+uc~)_cjvuaj=VLXt#h+sJj^?<%BCGgzA6O>iCS zzH9TEA+rmUeJvj^FX?X%CovCSCfAP_E&Gi!EWRfVWNtq$YxsMNmD`0`J@@25xRkEQ zdPC9sI9H-Kgs7^SA}{8xU8ov8za#Vbi|M+3(xn=aLqN_@$>|rv%SEFzUlcrjtqZmm zLQnSeb00T&QsabQ-<>*Z{JI#vG43T{sArrW42} z`iC!y@#4i&+Rb*C6NJ-@o7HhvUx?s84K};LI5hUlbKzM&Az^Z6ogl9%t0q$DoQV=y z1!bltn3o@r&iK%uE>yk?Wg*h}j8vqCAI$%^;(lBUaJNe?SlPi1apxSzM6&L@zD!I? z0PiVk$UmF8YJ3pobM-!&N%rfJ zt>Njihr@}_{s;$6wvIa<^kU`T*_FTk?*2*YVvgy0OHWO~SaWXH#ZNg2+dt>FY@4?C zWgo@wo1=;rxD}Y~=)ecnU%j)NsxrU7MTu~pz`W?E75*MOeE0X5V8C0e^M8+}3TfY~ zMp=7v0v&H&epOz0$!O=cxoc26XE>a+_)$M7HWV4w%X?Gn@39u^l6~8Go$oSwe4k=F z>>sQ6pWpr=HZ>z7;jX`4|5T_``+I)(HRszF;R=dkVj`?|XRkwf8q)k*%cpB6n+9ie zk{6Y&|M)v6e;R$S#+wmqXve zjgU4QYT;vKAWSeXB?c`%ZT6g)Gl>j5n=Q$G8nDcpOg*dQVLX_9_Y!5p;Bin6JBJoM zO$`cJZj*vW)amQ%sj2rBrN(4}hhB1&l%ar`cZIA>-PQKKpGkxkks#c*TQd~8mJ{y#Msrf-d8CwR_~-A*^Ql^`ICJ#Uc>5bCu6^&< z?BV(oN|mpk)sU*|p14flm0qA-R>-G~_Y!L9KR0_*95rgjXXdn56kp@6lB{w1FG^m? z26M~#*Df_PV$SmcX#8WNkDdzFKY65sb&8$k^>Yw<2U>-B@Wux~6Zt{=)%o4r!vvei zpnv@`hBz*DwNuGJM&b*T*aq7 znRh~n{MylF7g}`0s3<)@6nD)sm&Gx24sXYbXv~R65q%_OmpexlB@%^f$X0r7N(W** zmEzd<7RPab(<&q$k}#4dSVO0fh08Xw9lt`lmcQoBPwW;mWKEzm!egf1B4`+siWt|| zP0_EM@esf(b>XfP9jFz>$7jyapY}OvNzs-vIxQe`jYXn^#lyi-0S0pj)_3z8cHN!+ zCdP_w1ASHDBYJ~HqEOziw={1-C>3;C36U=+#0<0JB1UH`sdmEOWyC_ zB?&_8FZ~Ou+;qRP*pRKz_TrDY{#)47LBFf+OGW&Dk3kOF_8)|r^wu&5lATp=>H3x( zUFP_OP9G>PB&MbIK22UeEWQOgxVa)e z)EitJ+uid5zO{8xJUMps)$G-K>fYQf1YGcubH`e2e}Ix1HGd9OXT0y&8i1ScI1v{e9*|mjvCu@!Uq>9Y>-J7PY%iPa-8wihZ~$yHM=ow3*b~S5!Wt^~zx~i1)nLx%Sj!||zEx>moNTyyZ&cO9TIOBR5u-}z)9u*TTWZnk zt|dp-d4$S8;n1var#iI_&I&b`b>&lUK z8M|I7^d|gK#v=$%bhwCevCXn-vElJ5A)-pq5*UBX={?0j1&=I|5N1a$ zQ9fcd?2l>2FwF~nP_l`!yPS-5@QN`ybqpV8_5w$Jmq|x=N-6*8m`}!VQ-XNr|!7{t(;*+mYT;US! zBkaldt+W$rE8K8Wyl^1%E$CvB`{yHfcjR30f=f-O-=8(7r@l4M*Cu?+4!n9<<53)Q zjm};XE}dq_HOF`%^e|KGk~@!&z$6E+0xPlRtyML-cW`}M`b6A%ym$S6-Fru??|Zi| zx_2P*?v(lco=YuA%z(k$Li5&d>%x~LPRVrLElfD|;v}>{2>msn$lM5Dm*gS+!LF<@ zM>w!j<9!0M1HXeqLSvZ`*)UsDUuwtAxyV@MifBg2+03~&$^X>z)nQ4QcTbl|-Nk90w8!;tCXf?}ib2)CPMyJ=noNDq{un1=g9s^?HWdksnGc+L<2wlpMwx8K5dm=%kU28AyN&Fyl>`UX==e0evAA z@_}E&@&8bC-r;P%eH2%Fi@ir;tG%m6CBzo9_TEL&s@nM>VsEueZLKP?wTReCYqnNP zv=l8Bs%E5b-u#z8a$ULdB z>LNmq=TrXsph$i~;4I#Kk^P~XV11(e>Q$th-`P0wh*&FPuG;<*X<$)n74V+>sT~Xr zXD{_#ne9IKN0OB}G!>us!?|kK%kLvIuFws={ct{~yLh_?ecr3)A-IJHwpNIRY%;T` zmur7Y=p=iLX8JfCa6JJ}{3>i@b-hK{>e-@NC0HCQV#Um6-8T#{F{k=pL!xbO@khaG$wd!4_Vg4q6ecjle2p8067Ov>G zVqU`T=7rC2OQ!A!QvH`_Ssr@Cq4Dh_P`J84v>|s|l7jj}q^bfti#SG-huU0=#X+GE$zE&ntk_5o>CAAI1-|`ZM9S17?MQS!)zByAxzAiV zn%^)biLR>dOx?sOJ$sqsTL}H~!CwU&MHKjpns40Xi%np_ zPkyKF35gEHL5SuF+r#d!MTB9F=CPrVX1HEBBwjN%EhwaU!VAvh_K5rFBDagd8(QkM z(qmlmIfG!iuYbOKCD1b8A5(>W`SI02A0cJrHncx&s@LGqR^L?Qjnj!v!qEVny7H6g zKazMIALSFj_snun2*2f)Pwr~Q!7+-jo^;_Wk+!{IM>_k&om?`07N0zjGcE7aQ?ZUC zc(PVt;%85QNF01NVYq?!CYLR0K?)&FVMBF-Q=$zzmzW%qV@?# zm^#JB1J^W+YtgTUZ{N8F-=y}_LO}JqhJp5%cpA52qefqx0wwS=<8q#Xx1T3Z@49-X zuI?en_oIw^Pk}ob%$P`3bu)7cix)P|l(>M2M3&q0KrfD7eSIE?+r5ONqzb$d^9N`K zPwNZMVP5I2FbrkpXlAtod+jZ7q!!c~d%EYZSdehT&O+|cPX{PjCR^7NP+!2nyzhkM zt?^XRPFgAZQ06`vLt+N+gc|)+T$5E*mG2YP4hJvJz1T|qIL>Irp;w)@&$wp=0rc_m zjeQu_0x!nvrk2-Xr$3wL&)I zuQ{2(qcqwYDLei=&!ejX#{V`m-|8X7IC1|-N+i=Cw)V!v78AE*!(W}pXJ#Bq0h`O0 zyx+HAiErX?es`L+e{m<(fAyGKDkKo67?{^Cf>V`N<}r`)%nfb^hao3ogVvTmh&q6k zpWn->j!T}j|Lj_(CVN*c%-tdD*PXxxRY_GBQ!U4+(pQ?Y*uU^%Ckc{FU91+J( zI)cug%cxEB#!KT9KJ90}^U$73tWi)l(pyaCT26fFk;BK!Ot)>L2e387t#S{F%nWYn%bo3}>6KFa|(GOyY_LvaFy$1+wkOn2KtlWT`CH z#Kl{(B=g%cd8wxwpf%DJT@MLEY&LG9HmsL+J~wex*sF{OTm+pZ6(8PO_IfiVlV)if z1^ji*t^QU)q{m25r1igIginn8%P;cGwwal>bH_y2k8-=g4hyrhUcieFQq{y~pX6=k zZ2Aw|y-s~+lR%qFBaT7IY`OsDsmg-Om6Y5%+0sLuy*Zi4Kgsya`!>e+<4x|%=y}eS zS|2qy?)pZXwQi?M*DrR0f*%iD`OoL&r10_vpqG(ow+=MZH1|ZgEjG&!>&=z@9p9SZi-m9 zawWySpDB*&zJqVByqI}1?{N`C1?e<`vB5$MMEWM6)Vq4(>u@71So`}fS zT&g9M6ez8_AD0wN8ugS&r;dGQGwBvj96(XDD!a!l`6NA4iv?P&OPp$Mun5SuR5xrM zBpL-%kG|(`@!|f}AmZTP5xjEom_bm+{?LC&+rwf_1d(*1$b0ZPgD1s*7_rMilOEfF zoP1&UT_M&TAx$4bwgC;w%@+F(nS>=yw(*Gqs}i{*trFAoN=yXj5-?`&K3mMSwJ7@W z8u?{La;g@^CPltU@%O!awEoT%6oty}h|!ggX-T~g>8+h%fe3qlfRku=I5@vxzC<&EP^=Im7>UY^@0)$c>^4ccm+&3wCBr?BK6kZlln8h7iB$c&N zuPKBp6mI6ROh*GMccyBN*8))GIUNU52i!hSH{!_?pC5pq=YHlF80$o#x+gy`u6A%l zoMyBK)UXyEHjoG031d*S`N_-x0GKbImu*I*ciQoESA`2i1| z#Tz=ab-Ai*c0`rVWi0EB!bkc%O7Z-4&>C z9Ue%yrVCk#K1;>aRZ$xEa;Z=NGL@k72>qxr(>KecZzl+pOIIdd9uY{}U!+|osP?$@ zL2#cyCPL#DkQ51}4iPO?N*W3&7?n;&%#Dw)GtRFmn~pbGnsZaH^CbW1-6Fl;Ej&4& z8Ubcqls|xe>(HTo5uhBEZVqLkNAU2nW>bU7Yh7iL^DH7$#=c2^IWkSj9;m?(T#bxm z3f1$nd}F;m`80W(bZ3eT*-D&YV!@*y@kGiBZ`!Gpcc%jQk#8YKkvv+j{teAuQ>SQS zoo?=&k`IkJg>Dnp^kRuMsZ(>Z$wx%T>zK*-TUj3>2Y zh+Kd?mZ^!JwLL^9bYpM>+E)0pouJpB|Jx%ga|3Mb?XDE~TJB6%s+FrmhOS$uJm??E zB0A4-V>-6AZB^x}{7;p(U|!aQK0&aRfhj;lN6l)G=-2g*GL%~67Vic2uOgQXS(JB=p}j92=#`%&1IJ!IPg$_Dp5Bj1e&uE#>r z)1AB8@MUlo7clz`9>zxz-8?k+Z02b^(j|>$Jm+XzKhrO&3QiV>v_3kDa zU^b+w(<){4RG3nY+o_*! zNJIqAHQ(aE6EE(_6kV8E$=3|?`G#=irm{2bZLUaL94P-%jbKJTY?!$EJaCxTJ`dWa zQdw5DWaB+-!stJe{L)`UKkymwsWqJFkFv0fE)w)#lL7ecgW-r#olBC< zuh{%o_b+I)>?bRy>|Jwb;>K$P`KHzc$A{XMZ5FHgJ#zG*HJ)*d z4qSH4x>ehk2`K;WHm`=KG}(0dzlWG7Zr)+XCn6j1kHl0rQ8fzM&7`WL3I*m>2lA^d zG+p-UWS69?rVV@%^(_;2oq2zlul!NzF-lS^O^iH>eS1CKLAZxzF9l-b4+1|Do6H8U z%aqV%_#`46XmgG4ec@R_Ac0jB3d7V83BOZjDP6+uqfwqk{Pf)elyh zpH6tWO}k+oUp~v3K#DcXex{<28>vDa+Qj9e{*m1K#2!nt!!$v5SMd$QPeEaXwTVlj z+qoU3&-P#NtHIo}+E@3<>#^|)4}$r%Q=0S2k&{2Zd}4GG$X4Wm`1?@24xSse9&s;R zyX~DW`7LyfAr1OQt&yf<>CSN?#RW?mv#}>Xqi5i7$p|!(DiRxO4(Q3EdtRt%Dv_I2 zB1@IHD3OuoM~lzQWEvWFrL;;Kijoh^8sWGj|1H#+N&=xM?uGgbFdAm2qfV@rclLlX zLoHU^l}7lb*u_Cb^GyD}S1eFxdXY>%Cr&=$qZCg`JeM(}CfS&*B~P0q2L;f88$DFa zVNusT+~*{mYBa)~j;DTm;=4S;Gg||hC5_8;^uqeRS&E=Es@nFDz&G4J@o7+BQ?}bZ z34C;2GFx<-{0ZF>KB#=%pIRos5)E5vWEy;Y$|bWfT5~Pt9nCFzEl|*9r(5Di2l<3A z(JB?2DBqmc$P9k>kA%!>O6(23xbybsZ}%5Yl;0LCM3^y44H#WyUaDxRqu(n{$c$_M zBl*g%>Lr!k1~+Iyd$RA#wO*8TKFIm)34gY^PM~7`3|k=fkbY8xI4r`as(;34uV3Iq zx?kD;BPqJ#MLBo{ZutjPeEkxa`^C(q)(AZ;8=6H-zhBp^=B(opB?REj2ST%wa=WPp zSf5pVhZsC*Uai&OWB5n1bUTj4H>=%z9I)Hb&Q&w@IqmFzx_`LcfygQ8QtG`q`(`^Q zDM4=<2OBN=-FI(xgO>Udg0X6)6)Z&wY@;4a?moL`L;FMNOyLi1^rc2q^cvBG-j% z#!8wji{AJh7X@%6iiRU6PYxAyZ-L?XgkemUaVrI<(x0BBTPvBnvSc3}>pYQ@1Q_Aw zM5%0Z)hTlg2O|cvZ)ac%kP^C@Icg&k`lc3b_BYb%uZ4KGz#b)IsW|CVk81UP`E#)O z2sz}p{l+m$KP^&RzuQ|(y_|_GCldyxiUiGL1>`53#WFpX#GATKgEaRE;Q2WpF@}+v zH>7M!e=&X=VgOe@+F2VykQZVH`3+gh%E^u)7 z>Vm-F^g}s}8!2+pNCv^#YmMwdP*@pSq*rXGR!mfx#A5yU>-GYJUz-f3K5KZZ4G z=~9wN)^@MS4Dj6;w^*XAB~9E1f%n3~ktO{4Zhi!{>;|#4IePT(2ku;(Wj(x29cF9XZCRKkm2fhC)qBQ(sr&B}$pRe@h z7k|4&YXd&(txP{OThOya?%gW?_vxr0@1nuUve$oG|5O*{pX;G~Kas!lD{dGkcI6#2 z`Q}9lZAUCIzlQbcT%Y-s_H@OZYL-vmN)Az3nb}L*l~Vaf5-Hfux#e%uXA*K+d@`=0 zNetDUDxtV;st``|+AH91K_Ns@-wm}lkw9Ve2(@`b6~j*y5)VoR)GH0GCZ3M<$9UEG zZ5mor{!PA`)?S1X4zu}Aad6)cc)>G!SAoznG*P(WQl7wX;(&0nnjW=&T{-uV%LJu5 z?@kz44^^btuK0cR%!+n4=}d9`fH2I7$tjwA=$QPhQ)g+sv^^~g*vYFLM7`(h99r79 zU#g(bA+5u_MNfYs#{Espb1V8{-rq9W0?+lyE5%aw{lf)Pxac@SpDR|P7F*0~Fi(}1 zb{BANa&|AzhjCT{(HoR3PAxmWG=t+#6s^WdN=>M$j5_cMGPfpD2i{S(C}bYRM{u%& zs;Lh0Xi&*|va~ayOXifZ3BE!(9wLU?nio(&6e4$N7^gm4>z9=>RLnL$m?OpZhkS#Q z_DXb~vDbq-HC6l{3H6h$jJN3lZN?34$BbM_ebv5`b3eFdOP7e0SQ8A6jg!AgXC{%J zeFs(D+_6&C!WHN@ZlKA#biuv-jCjW^O^LnBzMrSuPsiASEB@VKJS*#UCj9;ar4IWl zTSfNz={NkTPOrhy+R5$w_z>at^|-;2W^VzKo_z^+!FKorAxnh#C{1bfYJ?XaF*PmU zSdztJ!v53+-a)yD!J!BSV@2Au@}NDF+1iNd;>~Wu+fiQAcrMkeZP(eA%jol+f&6ZV zPCtBkrAzL|-8#bPx%5U;R!?2k>fI;nb;}2aLxURfq^FGs4UaGD9vczp3qER(wl-Xs zI)Z~z?m3iFy&=O zuc5a`Dv0KYHXro9U6A&b2(nN(*+Hm+H9=^^4@nu;d1vd{ z-YH=3y|Y+eEG27TY-Q2|`X6I^YTPR?JTdWH+ww#ovXty#8R&~BkZ#Yd`@9K@!& z&RBZ`ooi#%2IyOURlmG_#r!K?a9wH9YkR}i+b-I3Jea6% z)QZbe3{m5emIDi$cBr+3oftwExlC5i1*S(QANEDc>}%#cd`-U+{cx(~*AyATrt`=X6a# z^pRZ?gLH{6wk@2SY5Lb=9b_3;WQ`5e^4VB&;VE-;pgNtA3W>K4j8LkQ691r0)jiQ((&o`i-n8rGzjU|T`Y z={vq2Ka+?7JkM-ST!#AIQL~nN)O);32{T^Bgs6G7Yux(uQpbteHwJcK%zG`WW4bSX zqJ#7u?mvvpqWJIq!L;e`2K^IC9h5I?C%Qx>$m}}DtINpxZ297v_TcMCYcYPJpuBK! z-25f`*(!K7um&e*j;U+S>s$%wbxR^0Hj#n1fE$hiL;^2)sqtdL@wdHOL|o3fG&FP}`>C5_r9DHdoNOb^^P zoNk;DfgqK&Is>Y8lE_)Lk#hkiu}trHHfB7b;1tsbqQ3r-j13}`+3T|7yky=FODMV4 z^CprOGX$6J74vZvFxTFy{uUd&vMSMw)8d$!iRAEYb10g8>;1^58$<{AOuDL+95y75 z5lB820_xy1gY+yj45ef>1Zo{jPxTx$3cIi^Mdf#Sez-&*tXCv1NB*au^cB#qtY0gm zHs@Dx;NI@k;6|0KZMgN1B-L7s`uOpzX94rP#^qVy(NkC8cry6Sg;uodU=?^c{7`tXCt`rNEBMA&VU|5*g z?hl$*uX{o+D`{b?MIUxB-i%Y;71)(Rs0YRou6z$A%h z@?cZ}IF>Q=t`JmU6gaCM!;b1bWUbEamC<_->;P}S;@c|#N6amNki8JZiz+afBi5BE zcS*5!jBY;zlE&c$#MBdwIotu0$zfCTg-$#QEX$Om%;wS#712sy7iz<&`7@Rw+}Qh~ z5R0GQN@TY(9o;Y7Q>y*@3RqV#E5lg`9tB`fs^47aJbj(&NY*Yj<~dB>$tumOoGcg- z4IDz_Q-ea1hj}`c%xTLd%Va}+83e2QmZ8FnJff~C8^CthT_3|y7jFlQl1>T*k)5KT zCzGtliJIWmsx`QY0rs91xee`ZyUhgB_R+s%&NS-5X&gA8O*b<888hP_!3%Zb=LnRq z2YCLG+$tH6T))YCSH8h+FFaya)oa?yi1$s+p*KoF<7M@ei*H9mZa+j+t)5N1Qz0mI zE80HXJVzNm#5-Jho;Bf?|4#P#ecJ4}c!7Qorq_8w4fjBD{$V1GO-5OVMj=!d;WYI>#bo}D1N z9>_``o`EonTX))@pOm&Wd!}(S0f&bmY=}J+N|MgITwon*;WL)?tU5DeXqK^4_o(pXMI4v zAwu~CME~N`@ft6tfEjdPmq(uv27=H-L$SwBa2Ye~Wu&2SC?#`G~wLYY;Al-P15`+II85yC^Seg*}ML zLG5_RI)96h+a+1|wI=mCS+E>gV1n8pLGKTHj@(u_bT#Bp)rE3ue8dN^TK>egc{F}h zTg3P&>{Lc^-HnDk%RBCiaGw@Ax|Z!4Bn=yN`;>S37q?36ayRO%ihull?rXkmYj)x- zFUjj-JdLMD)2vJTJhPTk;U7WZ70{oEbqydU{dT9K@x1UnP}bsb%*l$HRR7RF5+kAm zd#bYRXc)5C+Df3DO(iB8iUQ>$iMqsfRpC>rw+JWC)7Mctxy`|sb7Q=p9#j5Kc|hT! z1h2jX!keUtw+Hd&Ypzk8P@aGVIERQUh1@Xjd$EOQij6vRk`>52Jtd9tipyT(K-xEq zXC!=^3~v(`+S1Q@E2dw@^VyCZqx8jv!J@lqY`ci%-mvNS{oJ9a^s3Bnlr6eW(u735 zMGCWq&cS_<^tV^e)7ChQQ$dd;UKkF6SRtp}iz_2$S?huvK}sB^wLvjFrJ}>o3fT~H zWKE(c73)wf*a^GF+ySUjWJuWV6tXXzT2eAJKeoQrtH2GS?GBnZ+@Pn{giPuP3a=&MyLxeyzO>h+Y0cnW&NiA1ZtVH4kO7ru0u`Xg-m1P^$# zFnvvI$Y>-Q4@Dt@Lzo+TR)Wse{ed6d<14SuCo6nko1;bd+CP96SmuSiEjP!;CX z{QC=gUCy&ucc-X9MtJeLfFbd5rwS9>c$hAAg+s5rdR2F@dsrT=S)Y8VlgZBHWYDRJ zh%39vcvbTh#9WE88Czx9A^M@M0YQB8#|_HMYwNlqBaJO}qR{7|93oq9N8?)`qc`yzMch;dz$y=$rQeRkFI{7j$})sV}L3@dz(U5al;aYSQQf zz?A30st;-)#SKat!~ytmOESeE(-k3HUG|+w)0*i8>Cv*JqBL!h+T1JcsRvA2)HqDx zumvhl*qOW)vfV37Yq$i^wFc$BY`s20V*|Dqv+OVh)DsI^9&J#zI?y3dmC@6D2gV;o*OE7BaPTFcpq z+!Zt0Y_n{ZHy-_o{-J_u?|XU~C^uL1{xU*mNSM{)so~(3g7*Wnox|;@9H1mY->ET; zVDzeAp@Zj&pQ6Z)aGuas3Rk$;&yd-{4etLs0Ll?(?@fLojQ>c+FnulcAr)JBsZaYi zvDP{Io6Xw|Vh_eY?YSCu3DmQ|x+RuW^414t1y;J=N(PHpmz-b7{W=w6)nzL_qBeS8 zo~3j;^!{KiN|4UvAZ5(<%LBA$#o{U^Zlz@Zu*z$5TG$QxaB!OXQFSD2UZ?%s)dXIo zQ}~ZWL##u*OTz;0ap<=J!_lve^6>lc3VeNvZ;+0(JL7sDdsjgV)H^q_0@vf;>|6q5 zwdGCUpF{D2Jw3fx(vq|hC=6Y@qnFDwOUv6RiTs1hlNzU0CggB}VW7S%dFsP32ursp zr>fYDd&Z*yO3u8d2hDmUaqx!x3bkEVCe2Ob@oVSW1 zaOb!+4(Zn{AxyvXKAH9~Z7|`2F`~2z&+;NM7yoWZc{1E4VBtoe>@4$po z=)L<3<6efZ-li4|zt)oRhCX4I?k2>tzo@Js#L`8~l5%^72b^5O=MdLQa#*X%tLAf^ zA@tk(Ix^k(!UtI|wGW1_KVBDq@Acbcx_eDbSHFz6Wll3Mw@m#=bZj>5#G?0JeazYR zHzOun*Y)<{Q{{e>Z$xlkcxJ#f#Q$au8A@6T=|@Ol@jTz&*Oq6eE2*d2mh1fwc;Ig8 zx2~;+SQ&nvdE%64>Vq8>=RHb2qU;CcB1Yw>YC}iQ=n~j?0@KI=IQklj;TlO-7LhM< zdHuRsxm@bK6&CWBKEs>bTd9+g@-??&uQV4H?B}e$f0Z}gYTIYsn-T!-Nwp=tMyLX= znX8MXzDktz&L(*%ZK#XSSnPW9O6bc7cura?FfhVWygDrnW2Ice>i>}t2@j|JR$0$z zs>7(wS@~4K!P`ytx^2->;O)5V`d*LDWmh+_K5;(M@5DkAtv4zakmanm5I|=m`ExH> zd7?b=1p#CjVHo2j1zwIfI4C}~Wv<4Vc=OyW+^~2nWDzH=x?@)?mcas6RVQf$CLiw? ze9AbJP&q7W{f(P)B)0k7q^JmDE)zACwn8oxBK?%8Z(_vMdu^V^b3w zh+unaqv9_eBU|NOC})9M7#{t^;fM6?1%b+{I5&T~;9YTEnxMp!oKmViX#PM0e{Ex3(yN}{^)q)R6>oG+^_7X* z+KA>9a#iPT2^Hm7#$n2VZAc$1&2kSb(-vdUfe1P@~rsot}2Y$S#i;8{aev{}S7| zGQfk+i+_57)K_abiFx0it-70oYxJ6Quz_jGop=+~z8Pbe_fPD8)xb4pvFA)^FT0~X zm-%)oHC+)-o=^Yol`6S+ zC;c?m&|Q_g4||AphK#l-fFxcrB$3pH+O;hX6^>i6ndT?o-Le55+vCPNMcFE8>Gfu; zr|xx&DeChoswvk%w&HH3^FqVI3;+$L)vcobqd|-l0?yp|+Vo!eaXI_A%me5TFnzl` zCu$6#rf-pz+dY$d;7X>i_iY?O$B1w{!!jkk3l?c1@#=5l~K?{i66wT9oWUD@lE`Np9CkxlrcQOXB<{T6OHU z_$u6+a7hf+kb0Z_6iu`b*;ed+^i%Tspn3<^6@)^?MR2qTk`PtQm5#NRe|)HR#mih zXx`ut2!Z`0p_#{v@ysfsA>&2-hqJw_&78wopIPMo6WwC=jSz_ZCWQ=m zcXDSghqUIf1by#k3fHiYZiYI9UVpAPDWdSw6EJsN3T;`4rPg!J(f!Um4avr|aP3o? z$&!m0kV?mjXz(ez$B%+}?v~4B0M}$#g)2EQ`BJY$)I4whcUBmA#05-_WDFVt6-5dK zjIPTJOSt&ZI5N(ek&ZT4H>X>CR`u1O)#3`$-xEQGzG6u97$3`2Rt87;Y^eVgUahkX zBTJ`^R>`86qBc*fD73MViR34xFsXJ<4)6rkO3aEGwsS%Q_ey(^8vJd8iJVa6^y$J4 z4WMG7_@|dpE+UN>hw&I>rm;%^SX@8`KV9%H@`kimBK7wm4g#0dMYrxkwsEuvjZxSW z(RT+q3_LH>`#^4NknX4iQSoAeslgwelVseb&TC|SPo0@~m%W?(Zz{<~_*%+U09OgP zl9by`mZgdowe}-$QAgkxYi*coKW|K+8J=c(wVv)oF5&p2uTXF#DA#tfZ{CI}YO&i8}fSIyYA5mBz0F z3(xBjNxZG6&X@-H`MhqK4gdF?LY>oD2u|)Xd!$e$4dOsDk_B5Ym&oj+ufU-#7*30V^;iZU*{EU4G3EPT*7xiIHI~v$R82v>QToui zbgpG?pb;0an`KHe)iWcm_$b5jHP26$D81YgbzoYXmGYC{(JXDp zY{uGW^ZzAP85l|rE32xy5&Y4RABDtQZdN7`kckkw)Xk!s1ZG)Aj1HKX7bz z1};~M9Tnyu4gklWCd296^1kF4w9e;vm-8I8MNgN1)!V*lz3@gOYWIL1G^trzw&0ej zRvHnR2XPa4_}(kg*{OJnX2a6;Qx94zo2i}a7`R~GPdTLt!d;FW0UD`6gS7u1FTmvV znxW^-Wqx&i2Et~VacRZfsn0c4|8(KTALhCT^j(Gg&b`p?iyn(tL`WIbX1OIO7zhZu zo%>pydK}0^!hB(zA9XsFD~A*I=|>qvj^P_HEBd1zc=ecDQ^uHBm5=xZCqZsyJ%+{Z zQZwWe*u`s0aF1N+G%n9=&k&aXHgG3<@0y?Qot){6F7ToUm8p=$knS-eOSSDHhJ4H# zO#QybfW=jq z(f;?>FGtY2fbWjh^ z@ih1=3&Th0v414*amjzdtVIg#IQiaw%giJrfHi4@Lh~cssgdZ39VGGKt+)}#gez5m zsj!w9Va~AQLg9$z($lOX>gBeZM8hELoW1e+zR)U5-0UgH!vML6)BGI^n5EH9lGunX z%(aV~#>OiLc!c~TamXpCX)VsnUf47_(Dj;T@WXYTiw=Z5&XI-{ClZ~I*ue7bz>cM< zA3E2ooN4x-=SwO>o}Fla<^5QiG{1<8ERAZ6{WHP#S9 zg`pR-rk@{V7@maL`1OLQmwYR%o>TW07OE%$N}8nn^-BJJ%bbI(_ImmoWyr& zgJnYb832ftFT$Ey{`Ce|^3&A4s`{2$x}lDt{&k~?rqwP6XY85NiZJuUOyaPEwMA}&#^lyH zE1roY>#U%)f9QJp*lnlebF16jht9$4)A6|wGxyzBF|6JeL_{#|PQ$HwO4oQz0f{_> zgHQiIlDO<1l-db8me-;G;6UpiiNFNon_Qe?G_R3?vXPm-!G^HgJF0rvq}h!KyWs%4 z&x3tO8X|aP^9-IS(XQ;W%HasxiQhXTOk7?Ia?)ayWyn~z&AF(-%+-EHtp3K~)O=he zqPo0^sfJsu8*)PL@?)jv)>+Sz>k}F&p`)KBKeoVn$}y-8Sb*H-evC^ngd&4F{mGZhWz*3E&q$lnL%Lh zNVDPO8>>lyz;;}bDYV*@W>03Ss5&QaPj)n!f>UTjZ1{0yL;B}B`Dz1;(U_djuV>o% zG^W98 zR1S{lPqQ2xbM)g;=NO{2{}9>lM_h%uH_O9qIU+F+<6UxlpsoOX7dP(%EA+l~@J*WM zLE%CbePU-NigG0WLc&Cg_lP*((bZU{JE*m6>`?Ff66FRme6Hn$j_@&mc^P%>8SnMg z^mW8vokaCyra$rdF3alAq$usFJ`3^_PIp$~3z(6TTj0}JNn=qLss*tO_b|&8iY#1F zc*T)P?JN^_hyNeRpM5>zZ-zm&7ltHp7IM;;YHVdOFr|*q#6#{S4E=y=!Kb&^rQQby zUAu*;Uh8D$ED>CIoI5XIhtFfQI8Vllb;6#pf4eDS4pRDf)IIKP^p5Z-XFKlZeBqkW zM(f?;3Ow2|mR?QDb>+Ph>d)NAbbR*L>Kw}Cfc!7ki|FI*AdM(nc#z5^$KDqo!i-&+ z3tGfDZpLoS+Ea0Q-O%%iFK*0y@YM6k)QPYYY^X(=p$A3txK6Hyrc+Hq&(shbBjVXw z4;mSu$o;DK9Q%NK1<6X0>`5l?QC-XPCRN!R7*=GN_Y2i>a8`6+!#49n7s!0i5heXa zQi17K%Leo#BfnJ{yJ7eL0XIHN0Cf_aBba0#} zuKk8*)>Q*9zs_!35>P!_F zzkDch-DSxo7(~oWe?Es@vc@m?##b4_SltpFbN(g_l&o*A?Dk_KhUKd1utPZd%E5a5 z)B75u>(tGnuYD*-14@Ou5>p%HxwYAPrB}|8olpm%WK92P!01BY84hy}gaAvv42YrFYa1f?-={oun69bbJST?N)58+N@*z31bj+RDzvLezk&H1h zqN!d4m(OL8SI{uzUnzv7`w0G8$igMkrJbVdYXBxlS?);H@sWOm=@7#=6Gj$fTxn_TNFoet9mM~UKA>aQ}bCpXmc53VEbmqY&YD&k5?R+97Fci)StwbT){ zbCD^f@&tU1-hyf)?D!m?`j6yy_4Mg38iy;Q7N1#Vk z0o+SP2vdX5cHLUhB-^>-POUViqzurip}O|5hrkuz4{AqK-Iu4vjyz1v0^_pNUJL-m z!h@iILAAp22|!Wy76+A;^aIZtmbt}D%e*{Zt|^lUG4cxfQYPfB1Mo_jNzRb6fG$XS z`PN);vKOCXb289TnA`*fLuvDb^{cP+eVuHFxCiIi__^D+iE@x5C*uIBmZ%Omfme_& z(MO^et|!h^2+TV1mI8+l`NuM!kMfz6QS$Nxj|N|W|B(#*BY8$ZY9WJBK@1;RkE#nw zaTVIvaBp$uGqs~`=(9imro(WmYo8H_ zt^WHwf7YVDTgYMF&F4$!nB#+ZmCS|_xE9*Wia&~oYI_pPpl~CT#;tFj9l7%N!S{d^ z!VR7C#G%LKKAwPZ`8;+aUM2r9P)cp2A@db;!-8EdIX9)0C%w*!685IrOS)Cr$_{74 z`lgZUiQ?r{LxEt7fqneQChRnr$4fxB_Ll2K3?*NM70!y?QsFlWGFe2WUwBj=l!U#et>V|rHRg0&{T+hj~uWk;E{_HI7QW2tsGj9OV3_*z}R z(qrfYHc!Na6v4s_^*mvrV^&mxOp16+$#Cbm@NXSB%6Y5!yRUjR=GE|fkda}nJM_9J z&15<}<c~FCOD&ha#IJ{Fjs93(4vefvJWD_)ypx+K z2HWZPQAi^0DDiqCY9JQr4E@LoPqTe*jQ&Yfq351n&A;eJoM2?E2B4so01Wt!>+|9e8rXuRVVH_a-9*2ZnSr_?_qmbvYhh z@+kij1ZkqzrC~@N=^K}EY8?&1)DYwrecv;w>K)0rrRUQ*osqpPVs(lCe zIP~2dp7IXc{Dugfx_FXx=AcgQJPxUB&LpM4zLjgEkvKr{MXzu|&n(PG;8%97#JGe= z<^wR}B{%TD7x&r>7=0?aws-(336E$6M$g906>INZnZmkQ7 ze3PX&-kOw}YO=Kqp{Nz>jqF3dS3r)Bzt=X+SKdLP2Cet4ZWwZimAaFNyR6tg1yrWD zXpw2NV3L@Arqn6A+awp4!Zy$SapsTqCYES*obxpeE;w|3)qFF`8f^ad7eIt%_%yj* zdnROyW<}$$CO;XJRq0lBjpx#v@mX-&O!z61)PqBa*ZRnbz+bs7`3hHer~F$}wd_AxQHs!M*A6z7-lGzu?LT z_nL%t!zoR47SF++w@up!MrrT+w=Me>n5Nfwh92KfiJu-}+2OAC;GZ=0@L@%6gMIV_ zDBDG*)RMxc5iHV56Kv$eW7r3|DMD{$fRq`YrmV#Goe~$!W(-_~K*mOnq~ZjHMM{qs zpNWPkFk>EDqQzV11ky*MTF(yV8p(!00zymQ_!1NOq?=BZfS|OJuK+AoUO2l9@^Qd z;h41rb@eC*ws8TcZhMoo1%^FQDv_R*X(HLzt-K^0leG zv&n~e!Jv|l@Gq*uIjp;0?C&I{)k=vy25s3@{)wQMt0!}*=8;i>6KH|t(k$;be2fCm z1>aIl$f8TE;(CG#a-fmuH4waQswGf%!!by*eifgbynydoF1LZZd(orW)Mxmu9 zEo{^bH6vtKX*!Kcso*?9WsSAik|drni_!}{X2;*_S7CP`k&D7!2-BvxY5H{btbmA4TWkko5lj|6B-)il7K?aG|Mz14rtOA>v*QO)~){GAb?WYFSrg z2#R};Ow`Qgb>+1(6GX*TTHYJp7LK}hvwO+>biIxH{rUSR-tY5zp7VS>ZXG>$tD=IC z99{SyK>Xsr=ZC-e8tD%F{4n~P!I`HQzx@j}GmU7wKW!~wyu1EQbk;7^5^5Rw>J#J6 z4}CVTZ@T>w^SQgh>B3L19rG>mNu%F$Oxv05Cxhy?(pfiF6qhT-FM0&e{`tr1hq!Yg zMLzojZGP6A{x9C-@1My>-+fipf(4d*!CCO$6MIv+pn7wXzlWj7OOyrk=mC-4ANv;5 zPq+NwKL4}ko|izcmHg@);MueRmlIH>NT<&Pzh3{xVv?b2SQdTSI8{h>#_uy4d#EF* zmm~aE%f0aH`y`1pT3SP|-i zYx|OR9K`GH$%>5;<=B!~&W?XI~-Z7v18GrFoANOamrt$gG5m3h$dmGMyUgyNrp z+``t+Zz5MFOU`;senTHu%fsmg^pz9eLKCA(UUq!`CS-2A^Cqu%>l^mltMzCD5J1(hms*BFsq+{sW{#%&)Mr-%hYJ4e9|+ooqJ)#86l45SS6%~uZZX> z1^Qc<&*mPb@-!Zxq06Kt^DdV5fi3E-o%!63I@Nzc1dfO*V5=yhSguo zPmZFU`ZMl>4rcF7Q1O7w%#WY?4F2dBxM2y?%e-Bb<^aDpUCWuxo{COkG{dd)N9=P= zB#dNf_Q=^IO^;V&yANAZktOGO+ML$*Rb;4f6O7auU6l$l5m2d;E4qZeAt&$-5}V8?V9MM9?cgHFuODNA@ydB^ zrd;qgjVivLW~P-%yN=qf--!hNuETD2UDPk;9_2M4L^vh#7>7dlslsv0g>xfYNPhl{ zh#-O>t5AN>V*B-v8Lq4z>Q!HUV#3}x>NJPnVjo8h%wE8j%S!tsM&NUklb=aj;4rto z_zn-C;MZT2*Die~p)cAjj7iVDb`U9N%#fk3Z*7kBAUz~sz>T}(=~R`&UO1@54cTrs z%7vPHf@B}n(RL-~Flcm9pf>s;n(-H=@`d?t#^==G!XjSI@2~DsW;@0%p!ThOicRvM zj>V45Ipf8l6mD; zF>JN&wIvq}&}8Rk!|rwVampFm=#9c06CTo>zJFgT)#J&&7A(@WR&+sV5N!j{e74O~ zPOU9eta_pB+bsvx=}I>~yc#QsJomnUNd31^YS*1yd2v=p;G^wtqZ7aWgr| ztjiUf#>vOP`}snt5%rT`{$5jcrdn4(igldHGo{`0XdUUQAT?r<}XLppd^6K1w+$PdYZcG`a zJiVXk1{!by=6F0eC?5?4G{FE{W_3D`azsp^I;c8c5DP9B1PZTkoMj0C{n&%&JXDXG zVRL)@s`=Gtbu2BlrXFdV*kAQS7IRZX*(pRseUU}AjYK%jecM7Hf_-6+neV_x%6G^w z)yZ+kbdL(JQ2^`AAq(RtR0Vo@0Xc4DpF{2S-Z1VOq>s<=g829#kaSsmz|zc325DXj zLst)_i6^T9ZabF%k0Oh3^SM1z)lLWHck~6UI;j9?Rg%M|N2pEP(RY#eFZ>dX1fN%h zS7}fp&(jI4q`zRFAQ7TcxExyEgY|L@7VfE5ZI!>+@Ie81IEJv%61W?|4@v)+liXEU zX`?*ZRUfbQvFL%$Ju4dM7+;>?G1+r^!u-XL+(+7j>j-=Ew)&@b#K4x1{|+XfxQAwu zb2H zX7k}gI-dHLyZ^{)N%-eTbzuaR${VH(xqPsSd7NyGx>T^G|J+++q&?BgL+ypA9jsn( zs6r_DBL&ESQi*$EgRsD{jX})pYB$alIIJC?M~nk~TuwwW_(3{LM6%s3 zsJ?DZHp2`Y?|`?_nrHeT9%{aQ_6|Yzm~!Iu1Rcf%V=n8=U|&CrgG9HMf^q#m;{d$C z!r~^+)!fy{LHUhwnzN>i(AVTiY|HBakJ<6%-PV9Zpo0DOQMx^VZW4i9Bw|)FsmYf8 zd0FMu3v!-HAq7nqN>42$alc5%5wB@GM&};dRhJK))*1)N5}vT7{kxSFmf*xAm8kL= z4@cX5fCmVHfXrv-3hra|8XZI?jfAKGeS`L;G3_PVQ5u6d>*d1ut#2;j5TG_yE5T7bK1%wREMK6SEeWh6>-fs)A&X3#R%4OgF8J z%RXMRHQ%#(95Z1%v?h6iA9P_U=L+*$2bYedRNV77l&{{_?j;%+FokZQF;arX$bX`V zF4lh>qh6@FbCyJxtBI*!o?ows@r3+4|1$WX(1K0M)iNJIy*<)>$TcO)eKZORt$&N@ z{*m=tLY~;u(^S3!Ng~-M6s_Grj|wbL8XAv}9D-D#8=*b+&QSd}1KK?jdY*KmI{wYm zB4Hs1c-E>y{o>*%lIhBG8AM)+?OT<$)2-&=>6MeI2T1|GXc$5rO`mVODc=(mGMd>R z66W#Tj)*XFcd_j)6h{yrb9ap0d6fFr6G5XMa<^mX7jELz9jm;QU>Smj&Q$)#yJFBY z;JH+zR+E&kbjE1o6C`qgSg1U&3icofp@T5ViQReOF&RXd<~)GM$}xaEN2t9m3X^}a zn7!I)4v$Y((HF9{1{wMD%*3L zCyFja(gpQs7Y|^6j-&kywI^ZA2BmTHpik_;UPvrUI78Vwy z)g})dNM=xReI^&KIvzWuZtd(=a-kkpqoNdBE@`AT619QDjZM0k-QJltv73mcc>RuT zR*gDIf`oaH=F0-xKhvU0q8)KOtoslI0{AoNPaNC@q4|WF|EuYBIEz}Rz2TuMzvoa4 z)38r`3DuG0hSX{8%ZjrTULoQ$pCNsxN=#DH6jP!DhN4rZn|6px_0?NwT!6l$0ST%zBXAtYgV3!oV%0{Aw*Ln)1TG_QKJyVs2{R z^0z4>VqZ>*+&2H0xt}eG;@|Ytzt9y$hNcL)Hs56ZbHjLBp205$+<-zuNU9*3?yg(I z${3xAXyB&bcZ&JUN17?GmD%5(d{+{kZipM60Lou02MEA~F5eY+YzepxRvWf^EB$*LX^1tQHcmurOyk!?NF5I z_cWP$t9sYog(&bzev0MSmCCMv>M~Dj6l#=9)YuI?0dL<~cs1E*?r3}ePF2_!|0R8$ zLy+k8L*zmFXQU^}?syPrTgn!aNr={j{%<5kF@d@uKE8x|Aj#5cx-Ebe_0dhc;lRS%WN|yX>r)YsnC#_Zx4KqfQ=yJKQtN*OZeL4I-Kls}${pxN z*l|Qf{)OukG1NutyNYlNDdg{pt%i0Y&H%ESiNiZ$psV4N!0b9($KaS=)JOYi;v{2W z&^n+`nNV0ow;{f!=m$eVISH^QaE33f){!x~*Si=lt)j>-0%X?@kp5-KJr0wO0PfE_ zvzq3zWKf%)4-gO4;~nqX^+1O}?v7mt*^L6PE0BK2g7Q2idmHgo+hD&OJV?|-WNNAD z2CyWeF((W`8%9K|{msoo;dV=bsN5cn3s|m=t}Xzl&OBWJ++RdFlr`5bvvp?;_+^cW z-Ev|Zt$Hql`SlCy$*9aHWp&`E-m=;)(ieCS!+!|`Mqn8gt{~a`Z5Sd;g~R@@!d-LU zS=Kou&+V!X^9?e9pR2DXVWgRf_~dc!-o94iT)z(q`OWubr7aFZARc_Z`*-?hBIZzyfOBvLiP+JR>(*iS*a)= z4;JgycNaGNEh6>1{qC5j@eyj$wm1Lxf~O=>;VTD^Sv>L|1O7^fz0B0ln|Weq%xG3m z=CvMI;_0p7a@?gV$Zkq7^)K*orQ}wcDd;5&=&(@*2KGvE?!hSwY&y8Mc@8*cnbP9(=# zWjzDhN%RHyg9NY~Yd#G0u`cs%FE|Yi1(I|mH3)fz+uM={jp5u($g%Xmc0=B0Pu4G( zLmE866mk=La3$LX;i-TPne)8gG(6Ty0a_y^a7gG-uc71z{k8Me;fYQXu`tW|HW#t` zMUilbqHSP?n+ff~`1@2+VlmT}eD8|#us@&x=nXB%0fLow0l2?BqlmRJ?3uN_aE67o zxA8|*Ql*V2V7f5%U@6yKsD!EP5epOm;Dr}dO^v6-fqzMl?eUw4f*SV=zUSaV3T8%d z7dhioPGi?3;lZ*TGc5N@><5bmc4oSTfgo?AcogvsJT-o@=3|s8XTx6=+1C881*4<+ zX^}|I%N=m{3J;hopYqNm)E1X&PuWowW3Xl-ho9_a2Z!VcCR6{UC%}@8!juDEImvCI zqZ*z>;GXUp9I=&45kv+fiu8eM44Nm9t?LtctzGc>+PO2WHG&^yiNT%XN!lNDD>{3d z-%EMilg_zYGn%Yly?$p<^(+gscah6j5P5)zb1{VFgADBg@7)ok(H-?mm`yupSt)nV zpj~&Zbxfsh9n--?ImzmZyP1|>ozS!#ubGxi162`0e{j|l+2NSWJA18mJStqzV9fw< zJu?E0VaJ%kw*}cmm_>l||Lsr*_izTcob}cS$xjL)i@nv;MgC)2hP_4{->|ej-F2J$ zwP6Oqm8r2C1P_M_7Zk~QW;_%rvJfV{DFq5D(9P%+oP<{eq0avdxRrB=r$v?5aXH}l zS;S3$&4n3F+que}%G(9JuMkMrk*a%M8h?7fsZxB>ZnB{66=t50)o2T%xNaEBR`v#ItJzzr-hlCO zi@@HOrvvnQBg>0({5ETA3ni_>V;pPU-ODxmq{pNH)Zk-xeGGF*aC43t1uAlq?$-aE zNxyAwB-I(2Jys)0Sg=pBA>SlL3WXO5<-{U}rqGk@^b>(8I#hMmktW{Q81I(0Ipp}u zc$dsHK{0NEo*ix1t;S5>##Wq>Y|n5v>`Zk8h;hEISMYjF5jcVmc);+*8Vv9}ST? zin-6S;r)Zu@bLJcq|-l0gb}BFuN?3iE^~fm9uZybmZi_P)->V>+(9MvX3NPIS;;U9 zQD$s!YzV+P(_b;j2(q_9i-F1o8FYghw&6wm3zd`>>)SMB%gtoDmAlXp#SxkQ{#=&V zE`aWi_hX;rFQv9Gp)1ccZ3wmsBD=CPc0l%`3G8lzw$RE}F(E5fUdv3`;&I|{p$zAk zd)B9jiq$4~{VGPGjRquJEx%fG=s@940#3x+E9^9=z5%6TmK+YOr8c!ETI-4C-|}y& zhT3j*I(OJf2#3Jz5y#+B1LQhIqg`U(+P?v9_j~+J~Ic}k7469ADGEq{LY5`@?d|N$RqaGWBe2ZHd ze7JR#9FZtt7QQu5ILh(blalo9E9B?^m)rKRUGq*LQ#5y}bu)22MGwVdOz0Vw+p<;>OgqC=cqt7F}7VPrFq{W)GiNKCgw@R)frN%D6{;1wR zBWzrYpjbknIS1Q5pCMr4+H%uFk?sZmdunVZ_`>vOa<;SwZ$h5!_A| z$D@?>ZV!s5oGQ|GY1WFhmWXEOY{+O6Tc(srww19^~VM@xR>C<6*}fcb5u*&zVz?Xv>HQZr`!E3S_&7JSr4 zd|lbr#Ymr+F7O%m^|NCuiFv{cYSSLgGE#VN;lbRAD7veT+*@$)sdW*h25?IRWo}R3XTaGY{S^LsE*1xGf3;I_*{T1Z z%Jl=UHG!|r0u!q-BUh>p%8LpJ>355qrmv1+=G28l)QLO{hseX}==MjWCf75F5)ZGT z;=)Au;{w;U!umLIrP{rTsda4DTcXwrPAbhj_!-E_F5bS)CX$%ur?L5`Ho#N*cBykS zJ$gWUcW^-?7Qs81b+fUtM(R&|mh0byB3DXNz}=x}(jxA_>Zvpj1AS?ge0si|pLwbK zT7?VbfMoJKx!W&g;zM~cv6MG&M4j7PviqM2EgbJ8-!h|J>qpEt-c?15iA7eAcb7P@ zTHIhRz9h<(ns(Z!R`_s(Rc|*vsF;JhQ)T676+=0#6o>)ho>qB3p0&Umf`yq3=_F%@ zw3JoQ{lK(_XV#LP1?P=5{k{ENmn89a8P_O|!VE*AwRw**GBr-X(4Q2E*!>nunWQh% z0#py*;a^1H+4E&t>#Bc*?wWBMPcE46T}#h@WP2|n>E;1Y$yk(wiGh5D7pvys&pCho zA?y0zMb&tV3q|8ahRjjtwcR_KjJwmBsJ`v3zRVoFNNyL+#3-s2ve%Awd%feiJJQT( zL*V$wTCvMMs`I1D@9^y=f~bg?Mx|2IgYp$o0({vH7L|M^%OuxoEs*?LBfZofb(M60 zv}t;TqcN+BIOsao%uWWKWT2wcTHckK4ufpt{Df``W0oI~T=3d;exoSD&cZ{04aWLO zR&@9X5~C9_>O^>O8=O#kB$MBF+uc8FCv~zNKDdvlxew3K`_=gD+G~&91bWxOgU}2R zc?(U=^F+CctD{eiQU2DZL6LEj>6ICSLIrbuDM7-YYthzj<5&|+A#_*bZ**(b2tK*f zh9prBvK8U)=oYKN*UAE~-skV?y`*-JHMw$_vX~{1nG;`HqYOS$1fEUEZkjbIYasR| z*aA25+#E3@1~}TG{E!&n|<7MFI+lk?SX5Ruc(wZ`Q;5= zOH~E{@Of+9^#Q=pTzSFh3ffCy=IXr}y%v`+v`?D38mD*Er}!lzwySS!oEM_N6kPl%ktu0h@b5n%_$t>JNSA!@KDU1|TDT8f;y6cyKEJs)oBZmr=2+Ykc-! zlFeKm-bvv^iaqi8C)j3MGSs}z1W>8$eUAd&h(Hk9kKwdEz`u3*P1!f%@*@6MPC48QttlRS=ds@7p3oFfmSFuvGKgmJH{A5(QNaVc-iSF!B&SOv zGhUBa%KmJ%8h6h6o{6Mv?*hlLRxV*qwY|`=lh{;bGw0+i5{PijP$wH&U(qljaXDy@ ze!;xwva=_O=dc@cWmKEyfwVh;$WWtB`!bS~U}o67)~$z>qc|KYC3NHbR-C=r-~;)E z0%vkdZfEG*r<<*>9GsBlMC;_EAgT6a(;E3F&Fl_iag^AP>quhd?gI6VDrc%!2UG#x zMh%_?c9$v_?0@9icP6oAoqHr|ciWe$b8kr=$rb|RAWtf<;G;=ba)213VuK?5t_OPe z{&^^KTx4WuE^A%xpk|NvCWP)IXThJt*XtG+icdl0@3G{E+WduH`%b=BOj5S@yO=Kf zgLnY>T5BHeN;zL7Pu1E>G~j@iYP0ISDFGdUR_XSVpCeB%{Vya$8})mZs& z`8ubzalS9Ktk;3Ud;w>T-o_W{aZeBoIqn8_02gBUf4JjCg(yr?%Te4FPL8Q?(x4~P zJvoVQqciQ?<4Z*5{IuQwR`DOtC8aByCO<3@&g(y~N%?l60G}8f3 zaoIw03gnZt!QAA$ZCX0GUVwx1OtS<=bYj}tb{g59mOc_VIhXC5I1&jipVc5LKO{P6 zHVGf}Ea+G0j;B$%CVv+!0>mUqZZ&S&=9UXdjci17roZ z1M7jC=mSJ1cmy-K{$O>e>nbd7cbv_(ncJGyQ~T|@-DpHA?F7# zC}F}m4AnQIoRW0=@}46iLvfUGe=l?V3aeo$ROHH_OK!ME z8B08hxkO-)Zbk2}^f;d?NvVBTh*W0&udBx*-m`7F3>qRUmnFh^sFKy8N2P0r5@8-Y zPxhfod8S3###rlsEZ{}pA85#4>CKc_$WxfsAfn7Lw_s!$m1K^!fcGOM7UtZ~kaFTW z7tC%UpT(sz8!(ZrZx<_gm3nT7qC=9~A$3RpV$A>1xHpB4*D`4AS&!g|+bP>fw!a`N zxC4vVz#SxOZ|U4uW`cUBVI}0wI^j*-6nrpzXK=}`BDa0L|0aW9P-_h4jyjq9*z$BKN;o4J!7YmArz)O<796B9u?xB*J~Y zC$!z@Dk@#o(5YEpDB**1;^%`YFhYc}M}X@8!+ac36zq$gEh__Q2gum)=S45X!Fqj| z*}8bUSGi7-c_jFNn0W?es{SM0-8ti?9Xsd6E!6F*CJkt z%0F7tjoSgcw<#bkzrw_IN_hwOukoY%+gyY~7mW ziTFx7V+pjvT}^l}cw}^!C2)0>R)h~%BtwU`RoQtRs{f6RtCVU-g5Et$fc7V{EzzhT zFJZctJ>t3caDHsC`wcn?R#Z0~tpldGrAg%`F1hh2~s zFF(nFm_irlDY7{TE@2SXQD={M*x|ZJXQ7Q&sTDZ2ThE`;WmEdO)UYd{aN>{hCT@ym z=zdH;%4GLEFQQiZ0{SQr=%Y)^sg6XA{JrD18_pE5vC#RV_DhSA0j)f{Jl1{A{1W7i zsf5*jGso~G%CE;O`rXeF@yS<@{BgYfvR3`xsM(=WSpV!DaIrG_=T$$E$IXYkzFT}b z;)j2EbN9v}f41@ibvPbj9_)29Fc9yPj#W8U;iP-m*hh|{3nedW*wGccDlnHWvUHV*3(Czk6Rn#!07CqM~kBo=a0itLJ*AzW{#fN5R#bAg!k> z*MVJQ)mY^Wt%1p37>_Ls2U{BC^2WW!~caGdQ2#J z)Sh{MDOl=L44&pnG6l=?NL&y&jVFu{I{K!|78)(|ZT$arWJFnkiCM!yuqxC~{G!(z z4WAI;E-r`X1^??4akvMjwL8L7l!9KGf_cgUJAW8X^L}o<+g~A~)g;q%9SNCY83Le4 zCfA{9-vuedTamiaySQ-6t^}a&Y<)|t_qzlm_S&Lkmj=yl!izsLN^9yu`shU zlYL)Y>yazdKh(YRq}HLW@kiu}-}N^#>Id8JV*}tY0XVas@3|pFMr`nJiUv@@Az&m$ zP|-SYZ1mb-v(GNu!3eU=T*O1t7bC&eP>oRPZt;$1yB!c68(U^;r`XQT6^zFuyHH4J z)&TG2dEbmU2EYbxVP?(-xo8|452bv>- z)7&$~Yrfr<6gQi@3wj;4#3s5KP8i`t6w zMQxG2*~LatGaqzSU1e*NC~}*MrduXKY3t|w5m#yzfOB|ch8-7Y54b!*!-#yZG}Rk{ z_ji!?01R)jkzQv?C+(|9Nr#RGb51cZe`U`50>OGvGi2I5o3O%iYRiAA7pT4Zwk31_ zHNzVmLtwfUXQV7I@uHs>pM}`{n4TP=SO5Niu`rJ3<-d3L9ZAz?2jCloWpOI;D>&1< zA7%=#%AisLx{Rq9z|D0ayUi)A)E=yxrpSOl^%wc8uGYE$-uy zA+rFFG{`Y7sJIcAbFv`aVi)+t5rE?ITwZkNU^^Pp@7=;qTA?M_@BYA zh=%$^0%+Mo3)#Tf*W}uB_zK8ntTxzRYQLw0QN}B4q!$%Rq>wr<5y_R^=_1{g#(y(* zth{MJJvQjL$k9xZEi(1tr4|xTFGJ^8R|;@Jo9ZZntT3+c)}SSA`cHD+J3Nu^dlYQw ztes@{v_LEWqyQ(T|D`w7BQb9iKQ;Vw*t(@If^+<<>Bm{UtI+XixFtJJzrdNI+AwoO zb&Ve;n3M9HfMh4<(>kNZI%AIkICkn?TKBUjnw4C<-50IHWP!h1we2$#6p$d%fp9b? ztO_~ySh^rP&!h^;>NpNEgNuUbSB+>W=2z&q$VLxiOg1HiR>v@DB2^1-F;0m4M8aitWkH0;&ui zp+1+k7R)Yc{Y^1}`-8Mz{#@Lx+T@`0j*O{XYXEUnZd4?l_IQ| zfmm9lLq%_1)^|>2f(-)6v`sh47W}0Z*%pMMt&Os>=Lc1^bT~~vEx04XQHLlJaBE@Xtqct7yb}nwcZF#u{3)u0;<_xp7;QAN1?iA4Xc+56t%{^&J zzbLMFjkJ4pJW_hyIgBRmosMDL#>i7WPXDuM1t97<&1+}gonbN=hz5=K7KQb5@jdmi z*C*bllD9#!z*zS%cc_gf4jqy39@g5XkI-7z+Tk2QCr=J4mLwBx$^_^$W>N4d{ST5v z9BZ=I7qnqiiY^fzgc&^!d2U4AN8YD+b1O?Ob{ufZPe;_tERv87GbA$eTShy(Q0iKz zBW94@(!vv54-xSrHSwm^bZ6;MMD&=2X>iCRG;45wURK}Uahm+O)~|l1>&}@8C53DF zv8w0BBTwWd$6sBj@>yjcSGbf zSbiZ`r}jEpyHzsvtFey!8}8q{Q>tSX_!t2}R6p)Nlh>GanWn3Sbf zUlSS?F|_At%DMc#!Y3_Rm;J^-l`Dfal@|JJk>WI2#kvC+G|m@Ehi!Js2ohb%Wx&Lf z_&jHfEQWS_yU-WGz5=trv_9Ixy)T!SH-uD*OD@}ru-~_OF93M9GtOmn1f&X4}?<G{mC@Zt zi5UYtM0)4o(|Kdl`RAw|!-{Vlu|1-cw;8HOd<{7-LZTWLJAZ5u;1VhKdS zQ>GlA+V~fp%M4Q3=?wfdxZmQGc(z0Kd6%SHmN&VH1NG9`iT|M6TzHVXkk95&7k2#2 zp2x6yZ!VO5jLKSk>4#{2(MpGG1%(Rb?TAtEX-ltI^;J+72rw;M62D1q zDcQ-AjU>SpFRQeNiVldMc*krsp( zBXhF3wY0|K>j8o%ZC@F(rCkre@r3Nml9;c-{f_jqQ~{!$wco|N48xF3&_tKkAJ*?X z&~B7JU`Y1_#xSnGF^S2gpWcD{-NN`;c{M{KO5MOwo#IHyMH-}|<7wP0;)U1qO)#?m zE!Dm%8|?$Vwc8pnsW*aDgk7Vbls%INLOdPbw&tMQ}$w?K87JVP?Xe*qK#lM}XA zl;{XEnnw^-SONMi_H3d93Jp{Kn<(J1m8o^tC}NX2(`)`=?is=Nl7br}k8$7h z=58?0hMawFB@MYIqTT$AS%*%Ab=Ft^&se+}U<_lueay8q3#UzHxYSke71f>$$ZA8p z(Scp22juL7k7bIV!=MngzA@^uCb za^2@zg86~*E#ZMkopR?+luN*zzGuP=@mT>70NoW$h)-=q;TedsV#T_l5f(6Qx zZjQwMzRgKF01lz$yw)6<>keh5SB_GtV-mr*Emp>0zzP^ehg<7_JZnH&q?+MOcGz^p zp;eKuC?;o+LPALo-{eTGeLV1(WkNkH0A>?|%%{{Ml zC%gC+{q}h%aPIb%D|BR|`)EV0cSJ1By;QyCRob5n6GI&Bj{#E8EOw;-%&{$ILtT-q z72?$qw?0Y8j|DFGtyTiENdX~x34AYM&t7V!=Uo%f#N2JFC>GDV4`_<;K4EJ&W8v%@ z9k0AIAKNh=rE%h&6_8L$=Ds4EHGugsoDV=Y@IsWAgex_ObJD4ZXge0dBT2rt+m`?e zy+aZW=h|)|e`8in!j5;wR_O1S?`_$!C+cxs=zGAImIj~w7lY@n1);4$bYase&%cU! z%J+xB=OgH__8*A{w`z0YuJ9TtN*&M8LShq`M;iqWlFa%EN^IKox%}VMg(~ab$<@1C zuprj9WLtMF`x_@(z!8+3zKmkA2sfeL>3kW)R_!=9e z-KcNZhIIf)aCq&`nKe*mNKs;dBZ_^($^2O{}P zj*x)%m~q2lqfM49-8m;2udjH~^PTtwBFFGx{2+3QvEI^?VH2LECH+w^K~1ICd)j-# zFPN^}?NW{lcw!oio0-9Kyx2^uj->~#&Ji~7RHhc>6Kwgi4%%`Q{8_9spN@|9-E-?t zK&a<^3vtZ_aWLkX4NmnG?Pd(YFMkw&%|S)O9(rr5xB{i z5$sgbbF>c(WaIwaj{<`-N6~X}Onxrn&gA^&8h;utNSjP@4DB1KgvSK-dR&_7YSL9Z zW(-Tsci7Ji$d2-Ux1LLUUH@MY(xAZC>ygxy4(0lKQ`V{#x4Dp!gCrzn!^(@~@eFhp zHxTqKm-A+F$3FH$-?s;L3 zr=T{ntr~jzOClzQwA_&0c7y$gN+5S)Sgap9+4p)8l83Y(VlQzmxJ9mbxo4UcLhRQX zOXKU(87`0BhE{1Sy9d`fpd8pe&oJe^f($>s>BXdDlM%S(&ttCSOUo`ZQ7gMs1#yY< zJfq)1y9vwdoGl*1TK}gVo99iki7s4wCFXNBD_`*cHG~5$OYcm=Ivj56RIIkxd0-NE zJ~<1iba^+Mpt7LIbDC%oqjjGtEg6Qfo*cX#slAg@h zjTV+?v3YPo>NRlpE|fchFIi<9WMw@bWHz~9Y<=;xjyWy{n29I%^nABfXUsT@O4G(C zym36(kcExK(m_MB28}^e&97-m@Jr(GDHGPbRY2mIS1`&s$YvE{vvh6xR-|u^r#)0b zI?H(4b=^nX`Bjl-GA<_)^>h2lK5OWJkMOx>z^!djAgp{YQ)4M zz&;d3c}22p!hW(3V@w+wDZLmk1voR;{kub9flEhO`x@poI0r^vo*G*>4-Tf|+>Tc# zi$+R2#_v=cGgREfMbY8>*I`@eyl3qv(3ff!6K~JRL_dzKi_tD_jIeFA3-AprIJ1+h z*VdHY%x?Z0@@?V}PxV)nkep|Ph*aExWrJDh9O#GGKC@M4?G*5HKFpas8=)iRZvwq5 zK-GCq)K`qS41)0D#o5@_xvjVad~6X+p+2IOZt+K6&-zcdu9z3*Awwn`&CNtX5(hM7 zFiYUGdjl{LpS~MzpZher}8_uhdZ0f!aQe}+4npj$7rJA2b$M-r%R&5JNzxqP#-nEw) zILn`0@1}fsx0_MWX?i-&(e~Ok5U9aqoZJK#7ki%bhIF!Qa(UtD#wQMKglq0dNb3@A zjQmBvb+?jt&xBk>oCIV&M~@U78NN^YS&M|jT?9z3+CvdM+d2k)?&JT+K~Sg-@F#+{ zV{o0>R6*Jl12EyFgWKf@8Dr0JXsK=K?m4RZMXTc3va#X(`qzf^w_8lvg&(|SC;dMv zBFshoTfb#?HsfsOo(=BqiFVWYhIpUTZhzlj(=qC1tyY$uqC@Z*bAygB>z51PMO&i+ zLHUwM!~7}YQrmB0M_W`+xG}OK?ygNw>mdA|eNn`|kAaG#DE`{;xK0tzg|4vdy2zpC z%)I;P@nia#A~kg6fmbT#GbeGEUXnq>Sy!sVI&-O?X2mpK4-sBB!t8>2Tf$V0pJ$71bEkO-dOuYw{y4Oo3pVOsLV$691(I&k09?JRb&OS|u^G$JgmEEV%ayl^T zeF59?rcJ(_lEAS&;T#b_4hl6ran>)9Igg|x8dp*TF8z_hgcW-Tm89D8y^PIjh@ z%ePL}j!#r%g{?>GdFaCRPTMQv5*^Iz6twyT@_ z3~rK=7;T-9e-?hHX!Yr(@ldYWF<;Q?_)+Lr8{JOgY>pN56xzA5LA@s`*ZdXpf4U?> zVtKQZ|KSpJXF`ZXA;Y z=0Agdtc1n2Qzt+JBK1B+1B|b!esNcI0?1g(oQmz)Q1BekKWjcV3=k&Fyoj+8l?x!# zWyD7l2`2K^e>5`*`q-W^g}|-x)Zv)Znon`TU)-r8O|^j6YzE-wFT5{0%`aTr%MK`s zs97|W_f>R`QDaob-J%@LWj|a(b&fZ;-ENU+HgbjmXaTv#-mjV*q?;OVqa4yAOBy2; z6=|fzjvOa3C`3-5aw#eJDR|XQ`G=G*R5rJvtm3bv0NY9PNH!s=u$22Y_^+^tk`!u! z{s>a?jUpGGJO)`iMs|EU4bS6u1ypX#za*CbG_s494@x+aYfj1{4)M8Gl$v#Z0k+x! zb+j^aTd134YUf=huDF?_*;2SCRI=kS@lnS#+6;S^a)R4D`b#Vxxa5&-G@Ac!o4JVS zxLR;^Gq7=_s<~A(2*rxwvXDJlJ18w%EiFvmNMV^OB9ZJTFB3tl-Oq|2QTE znRzK5TkN}tVywaHQ4g<~t$oB2#2=I~5U_F{1|U#Ja_#aOId4ZBvY(`;c`(a6#*v}H z6}Xi8mpep34lIkR73y^ROchWm3t`$H-g6A}BocQkVsj#`wys^Zel|y+SC(Kk&kjM^Yg%;VS=`VeOe=)}MU*Vnv>apuaBG48Xc=kyh zQ}I<8<6rG796aN3lbB(bvb8W6{m?PKb%vCn#8o5Kr4s#|-a&$Om zt~ur$MTVq8hNMy-=giqgY0{@$^;xA)l24z`&-dr|N4(#!_xtrc9?*j}p)oW>T%SSQ zKN>Z^0WMqN(0fVg1|`w;mZa@(;^P&!53h1#X2{J3^D(9$=#&xJRZEglyApQ%E!@EG}i6Z6xm26Bv6K| zR6KS8jgZxIDchNvQ-aHW)v;6SQBE~2SAf(~XixOmo#peO_9w`Lf>&t}mg*FwU~2IM z#KHp-M|T~vGSN9A61#7#LKwjj%P5x6c}0T!xAO5|;j>O{ij{w-Oy#)VlC5l+XUnJD z@*=-Ow={{GsACden#iy{lT6Zsq`P`(BPo*tQ#!U9X2U;olB5(Rhm2Tmbbc|JgoY1b zn6SPCcwf3-%`LMPg#rCNWD$P_v184?H$6v z^OkIubL4!j_i(H&mqe%d8)8sl(I5HLtNXTIT$kmI*%X&8ANx@jL;?9Q8y~4FElOo@BE9s| zrE`r({-HKls8}v#!0aX@1$ez)+oLb)xl_oNtKPX5GAU5lLg+PdEH(vSIPS1stWZ4m z*@bJ#$+M2AqQeFqh`OCD9)CqS&0Vfc1`E51F>_L=f^90)?b=G(fd0E0W#X+R zl+li{qEYtzS)#{F6GCVGh-pXRd!to6FfLM^J(kwkBcRj&zl!gjGqN$o^qcZag8}mV z{*N0sh^P&8iSRXIbZOB1O&S=eAaK*94A|#t$>jq667UQAXzxP51hsTBuv`B?qGwnE1hqta)Q6YnkMhvpcfV z0i^{Vw_@JKHd)lQtPm87PD`m~2>;4Z9E`DPi+>4Q(Sva^T{=Sy5d$bon9sLvL~h?X z*O0+!i#dCP8JiwG8^e;9gi4WxFe9qSVAQ)fT_YSYDuG;XqtQgo@yp z$$R%iRI3rgZ3$EEgsG(o3HSgX!_ZsKzfDR}5c~6pc>IC0 z0H1qF{+Zbiox-M#VH(qmW0u!0Sn|(5CE-AIaYu{z@TIjxPGQEyh~d`RZf4 zgsJC%dcl=Vogr{G|1Z3&y`ehFYr%@|3sLPsZYY-z#SJy6z~Kw!A@L-$QYM9tYzrt1|-0StbSw9=uVfW@jRr=u>RwF(H(-XjKzJe z=q4xORQX{k=Jq4;m%C$0=MjR0-p^K6H8z=4%3&?^8|!AdXrHpD{$Ne^rDjX2;vB(ni%G^X;b^rqWV^zQ-% z#(iz&)zkNTZ`WT03`}$i-QZPgmmvWzyE2%PCf5`PGN@(T#DXc~QeFDg5DpmXWfh3~ zyR<4>L(8)8g!^z)`D(!l;Z?(e*Vc!57v@G0XV^%@Z~0xragCizsOj`8Xh#=S*T~F4PPRFwSXvxgXhPllNes3tI}^dZ7<1p0S^d zadHCc;pD6|oqwuzeB@=?Ll7cRzeevZh8a<#&m48#W932V8MG5C7bp3s*JKkn1M(LY z`u&AV#1_kuM67D{WgiRXKoQoO8Ihq@MM=Rd7IW^#wSwcKE!|XS(n*j4R;!+{Hz&K* z=AdrT;$^Y>tqkSejAN3f!3x79)Z=1Pys*Q(gj148Re=}msn6Q-zMIzqrLPiPs@*Ja z;@tb~cA_?;inbH^vs4^zG@`4rYc8Y2QbHNoe%Uw4r7PLwQ4e#9ON5A+7#Aukk`-L3Ng%I_HcX zgch5ObMSN&Wlm6|*6mnwJF7J zYhTCQD;*zg#69i^vSr4jns?8dkU_K)FP%fHl8HQzbg-KQxs{BC){ zN2%0mJC0)CvD0WZ#>X65m7!erUwH4ZF!Z4f8lwo~Qbapg{G= zl%q-@bYZO&w7lkvP(@)9Ol?a1fnnunfEB-ozZ40UJZGg(hbX1F-#l6)XhWO;I+LIS z(Y~_PskLq@*{W|0D@sb=rgW)8%X%py)g|Pjxgp-P?2X%7FyYpWex4!5>H_UgGvotx zx-4Qay2)9(c*9?;*eaE>MpLOm2aI|)rX}h#_B58GjFrF**g@YzbMSrfaL;g~Qnw{7 z;HBCb^)B6B?wW2dD-EyudEn`we1|_*&P~xAPQizq9uba@dhfIzM z>t?mdybr_|N+!N-%ExTpu`juhpK`KQpKuaYHArBsGNSn()P~3sMY5{C>i!!nfX!wEq(3G*5H`{dYUKyQ9Q2 z3Gtnrvxp&tk92?}25U3l))8y9e?Vl2-$5lKQV?L!Z(F?=$Ij%cerVo^LHBH1pOxlbq=hF{PVu!wYZ_sIIiwxO(_yBFKf*G z_H$-M+#OH?(&Tz@Qzh#q@Rs^s5Vy-$6hIWGn<_g4FXDS=f0)vWuKG|srnyfYGomeW z2CVSbWg$GD!6K7|2}MNZrhxCgC%Lh=rFa@@yrbU;3(f3Nf2^CKSdFdz>P=+RoB|c6 z2u}%fah_%V|60=%h!sWKet9|_3L{x5*&I*wJ3L8x;0CFw380Uhv@zMlD73;gNQXti zVXix^C#J+dnGjy)hRKP4TxI7T3Q=Y=BdXRlbh~JgDG0XwuH!?Hk^}uSgYK4INHIW| zx9ecm{~MZ%)0ql23mU1JsWbap_VlcWQtJ|u02LkQmoeAn1C7#xP%qGgZHeta>q<#U zqxu6Ey9^F(AJ3rXB5Y~ajSe6OUpRw+?6xzv&|qML=HZAwP)g?}SSGS?iM+gF0;&|G z9M+-nSS-NQG8;UDJ=J^0xAJ2US?pFMIC^X;Pl0g0&FaXZNsT0PE~BfdcQhkgebV!@ zR9ifl<>MrEx4KJtne#(9BSq5Ovk8?EOc-^#$7_tMp$8YbyNhmRob9aGgKTHzLn=g8 zz3xVc3tX8wiH^U0J$#kumkx78$$-_qYvd^B33^hSy>hhYn=zKXWSL!M>yRH#F!IPw zc`s(o&)&3&zs&k8dRAr?J{E))O{dV4&bw-s+eiWP9(Ib>`DWre|I&sQO{J|RAFEFO`t*0+gcp@FzY*wn+;nsup zsp3Z9bg6tMYg5A`{e<>{#&(ksi=3;@n>D-_JBkY1-p$o0R>18>pjfB8M}PU1vFp25 z!N4SRdr-!)8K8|tY@cN~#C}L+`0cvn!e6=7;JeW^1JRGv0=3V{rjjOZ>(yG=I03g* zRtPE29Sw@SSfrzL5v>m&3;Dt%%*)YNb^7eFemlmZ=~MzUn4|O2{kV7*Rh>RRVvu~r z1g1H6v@^0AmSP(3SguasO&E62Cl2r*d^hBI8kgxT`T|qOg8@?~R2Pchs{7Zyz}b?Y zZ9gCGJpmhAA2IKzVB0($;W9sz=f)EEJyHBa+YC#>Z0a`|BRB=wpx$Ic$~5}dgF?|! zE%nQbfD@3-#fy($; zyqy6B%8lw0i9qAMj=TXEb}2V77hGNjZbC@_;@xJJj+F>WyKC z^|zo&NBa==(qYuzg`tQ-{ert~Dg`;OuyBOjx~dv*yjoW$&6(Y{6B zZ>pnE_|v)P7Hmd(#-ja|&E|MiX~2IT)d%;T8HpBwAvCW3AcA>SM}9`t7a#q2!&MGc z5v|R(!}`%t(QmL(&SP{FQ!8txa><(kA|!qOr+WUIlt~p=0^`({c3m8;COpv4Uj2uS zc$R<5Q(2dPZtkQVgjg9`P(thh=iK1`KuTEs!F;gDHl6 zf7^Z`TxsnRUDF==rr6IbK7UYlcY$Fwj#rucU~nLAkehK8(Ii)VPwo^5Nkj6AZS=Pa-~T54RL0=p%zT~jp`A1*iBr8ASM!ZaAk58FF0E*zT-ot=$sxtka z@SoghIts#2oS11ELan_^!i#0lhNX?8trjTW-tsMJ$bt5AgMgfD{A4P-MFz4SFC%B4^7 zORMY|i6Mn~CliZ=)@TzWHGsOhO3@C~tLCKv7Fg{P-$<*OfC>IRc*T}1lZz7oO__v* zXKNqOPF3j^{SEhA*dbi&&SOO}phy%j0TQ-$l%1>9Y^R>qg5?njaLDeKi zKOoof3$Ln+LagHK24V-zkrq=*iw6e}8-ft8oOW*6Z`$A}!E8o;S9(l@nk4=1C}EFy z^O*(ieev=r?U62Tt`_~+^8TpO8e@F_ddY&`WM7ic)oHj}r|K$gW_&UQ*sTIF!(99p_uBi(E}69^&=SL}Mz z(KJWTwbP;YEahxDxJs%V3e4R+EAjc|mEJi;rrCQU;X%P~PEY(Xae0&{8hDP9@wK!4 z6=71mla2{4H?~LP+_qGR@_Q2p&nns*dsCA{73prKz%_zlay;Xqq7kTb=eX2=Q{gK) zdLz7ijB+{?u>Cmn{Lz1Kgf>*V)fx-HvA88Xz20}LIVZ9a`2Ux_Pmw}Hd%WW`(q{=e^PQKyB zv@Bg{WmXMz&_L>IYNFV!DekXI;Cs_Foyv5N+JT}ktv&p=a4ooOv!|r;*IncJQVZn7 z2I=x>MaBVDc^p#Hii@WwO86;7)GQW^n!ZB1j8tyh@wAQ zhTN*6%g|Yv6)I9jaWywVpk@SESoaAKzF9xF6?XuqcAyzB8artpt&h{0hod#2u02}$ zZo;j$$|XyVfjnC4s)|IN{uPbL`jn7bV4u97vHVhd@JX?R6&okWsl2DhT@o$!(=LLu zcxT~*DH-oma`MoD`J>@uVR^q?%J2sMb$c%@Sy#fXL>5_6(nY7lnziZ*E<@x3%s6F6>iE$TW7kv9e<@ zK3oauEgY0Ku}ShcW+;%HVRqXP4!6*QE+M=`qP;AygCU@ev8z^=3UuEWK)v)KFgxagHKP{2S^%Mh^+a-Xgc0qqu0?RVLIS%<#BVSQu_{(Ew?M}TA?oEt-)SftBb68>kI}A`QNgcn*GO>~6VAGKu zhVJ5^k`z?+%FAunZ?!?@B*zxT7)dS@+MiImz?&&@!@*6$iL|-Ct*H~1ZDHOJ-Z#zM zTVW7dGIzeHWw7CyOmpbrq}o!$DGh&jxIeh+;Aq3#Q3`|V6T}}?Yv~S(vXn2(kcyRb zE9ZGcUNtv@iApU^D1Uaddd5|x6G`g4Tn{go40U5AyS0DG_1ONta}2@<+=}>;s-@k` zC+bNM$pi`VtonET<#q!x2(3XI=YN#ij?2C1hFX~TYXztqcap&+?3n)WD^l=#4!-IZ zOs5{KH@h)NU;q166kkATxRUuAl8zok8nv_5n}X0w_?#G3;^e z3{p|lpZFys%!8G>9KMPGQqEuI&Dv&)zgF}S=ADjSTp2A3u@b)IaG(Pd%2R!an0E{a z*#-Gp6iC~Bjq6t+?I^bg0$7 z^)%TTS27an7n3qU-Yhv3MgLkMbui1w%Xl|+b6OrVG9pUTGQ_mpv? zvN19S4dxE}O(wR+N6&X-TqoawlJei*Jyr#%tR>~v+GA2HVr+8fu4W|)yNXOnk)U(@_x=R-)C~%4>;j`x<=Qvoy3R7(6JPM2A3y$f# zv~vF3>4_F5b#AE5NP5bH?AAA9J;>*ZN(xS6FFrOUD`Qkzsg}W&x?_Yl4CNyOC`V<( zkLC-8TgtFwCPdMDh86Xw4a5{D2$5xL9)by{Z>UAEC9QtggC(*L8+&(3l3WUA9<^lmiXzaqM6Bh=dUn|gD6xs`rS zyxdJ<;XcH&L;gP3ngjrFhn3Fdd)+K@6)two=>J8&f3&DGd>zgR`^ne{mc#GL%*-B? zVx~MLy--`k29^aFhc_zL$qtXImy{-*axL~F9YUtcy?AKEv6{R#K;$)rI(=3rK2F&W zawwlzp&gSPSH_N1K=IgHan5<^mR@r*9Q=*bU|HV`cp{L|hTVgjrW7yWQmZO^#0d>` zdl!X}3;pVvXtoNcN}84|?9*+MrAx8lZcR+BB35P0{V+&J#S|Rl<>$jxhSvQ;1fF zl~L!@P`<97MejtjrtfMii&Gu#4{Ev1vGZXS`d#H+XoT^S9j`zgG6Hoj-;_Td{lIi> z>V!j)@wjYnGK|@=isIeO^TWk0yJ$h^mgzynK%6^OOzXh%CPLly4?tXb=+rHuIB7~& z@4Z_&)^iQwdgaijNuKIeuqm+5unjpGu+X1_N{LQbto6^9)PJEQUu_Wwre7@nE}o9{ zs7C&HB1tK3)`NZ_OVUTHM&YcKvO1sY#Ym91*78hapONsaN(*<=i+i7e0B%irU&?DD z6%0!xF@*6~Kd*F7odCR9b7&(Uni5ctwX(ek)g(+K;-}b~pbsFwzbBt@e3Lw3M>O$D z&=V)c4=sDJti-8^>&eAy5W&QyM_g+@>x1#hPygN?XJDHfRVBa@fj!!q*2^{lH%oV)ngRMv3?oY5Yv-X!!UqE^z%`gR<~O&BddI_2z^<_MGB(XcPLqaE=VcM1Q^;gJ&^IHgx*f@RU)or``9Zp^NpfzS;U0vf}& zY%}CiiZRC0&o!f?Nv(mme4u2Ls=nE+sFk8moCKO%-<)9L5ZlP*{Auhh@R;u0u17QN zxC=#dL_LoiDzPWK>2F#$kDdcuj@Vq`%b|x=!eDU8joTgTg8g*>SzltD6(k z>Wd#A7wI4C2Y+=~m}G0X(*B%06b83bU&&i>wN5>kilN{gAQ@(!eGh-j^`35kr%iWm zesN3`hAwPTVQ(5fS6@e)6$;ZOe3{rrfvbqF2^Tz@;pHnfPm585mRzM-rvm%);{iWT zSCimkm47CAc1!2c`sQUReQ@U|Rpezv22-ae6H?&Us8^gPxHpQv7FM7b8iwi?Jy8}I zDSkIpW*j@1g*E;?7%jJQOwjM_dS=~e#zf4CpZrjxU#ln`*~fKr{Vo;EIgIyb2jp>0 zIdSeiP?m)!h46t-n8fO+5_os{yQYFIaIECdeO|cw=S33{P1kDLy&I#)I2YuDuBncY zBJ+wA0a7>TAuqSj7~SZx9Cqo}!3DOjh9U`n3g#nJO6N-`D%fD{m6in9=0C}^1?kj zzhmWhjJ)q)BcUcU+?-`NNsg27Yx&X#huCSR8$9o6TgRk)t_es=o!FSRWMj|(ndns= zQv%^;G|TdEzpN738qIhtQ4WX_^^FqVejY-7ApT8ONqb0s`w3w0KH~^?9iXai@(ZEDpLx#*Jyoq zS^Vy=Oji35*Hgd5({tlmaf$1yKP%icd?!}19yS}2L1{YNd#J~paor1O}q2V1>wRA&#lXn5x6(U@&)9( z|Bluh-O-yhy^`h_nD5q7XG7|!Rgp;kguC7m^Reu>@)$nd*$K$Qpog3Q%kJUDOslz( zZx35rmy?U;#?f*b*1~dT9@V22PpfOpv7WbC@f%`w5<&Fp{f1V@?Y;0Qdz%)6{|Q{F<3N#N(5M| z<@h=g#<4z69JV1371I&v6y?`d6Q47R^ZG#=9)--`DG9EJ*kE?bKVt-$J0M;#=$P&~ z%SqT*KNV0G_-l8k@nJOpmp@T$j1a2EHXdoR+t3Xiafl?>C@Vro%}ntAvGb zF&&S0-a~WJR%!b0^ekH*>i2RJneC;t(-AmM)10rTLddXu@t;>@EE73iT`6}*9@6x; ziJos_QAQl=|J?tMcXM0xF&yH5MEML=73D2H{(yLU+OLCm0~_w0j}bILH(OsMdC#a0 z@;9n1(*~?X)lUE!-;iB!!#^WR6vT|Kl0EqI&`t``*;Q@>&jN1axUK?X{@eUH8-F&bh1{nRdv?e%?&h8z}mp# zV#bYAznk>RuZ(nMt4cgbI_;8#XyrXiozNOpzClt%#~r=ClSC>bKSbMtSFevR(B}(3vo9 zhBr&^g-Xsvmmq%k*6Eai9+{F##se)mRE&*EhAyVy2BOq$0P|>FDb?RyXnceIwao55 z#+>|ISN3nIsX=BCLVY4FIb`l}1NxZ?LC?X_drQOd)ml}PWQ4QdgSBg7m3s3FQBn~N z^ujb8nV-t{jE7%u3#NovnfbJzqjB z*3{nU>h(~h@cMutkFzN2ho(wxt*@XiKK+7%?t+zkdChcf?rzZ#dFF-EP~FGg zkxb3z51acuc-!9gnx?{vT$1zt>%_kz&M#W48s&$R6rSs_njE<=AAMsbwuT6nR{`W* z*DiPaj;**cuA?juZg`-O6Is(}rO2m*IC1e`F2|f5{Rg)a50WMJa0T>=j2C6zpauxe zGPYakZHWI8LziPrgRL0q@QM58x)JR1LqY@b0KMRj-JP@PM+V&meK9O;=W7K+tr#&CORrFvV}X;%|pdhHUMV+dan6`yk`Y+d6r4+e>^J#CFfsD zI-nZA>vb3RHNU0>wef%PCvgz*hMd{PUkvd>zUxwTrua^7`#8xw(*nYOs3w=8OqsY@ z_0m0T9ahHv%`4C=G)PTKnXWPno9qEARS^$qe9C13Tu&OfRVAY&&n! zt3>~Bo8baUdy#TWx1h)^8|fLJwkf=VXj+7DfM2 zd0k(7raV`>Eu_wqE-~gg@_5!UrFX!C$`wliNx*&&Q6=ksU}lK9y0i8m;;rN$Z20oU zGEsoYzg&xv2%1%nvWKQ=P*If^p5h1epjhEl-rtHHc^B;TN^EaZPODF`zq@0LojBJF z8r4KtyQIF}M*z{tv?`HBc5gk$G@v`W^ajR}xLJ&CztO8THxwQ1fzglQETgD}5u`pN z(?6X}(i{iKSU?uQ*Kmyu*33Lg!LTmIFH^h5hM2aO=HX#5vRq!)Z~13El!V4V_f)Bm zhX<5BX7n34wNzKQpuIHo%cq74K@4)4sQ%D^nF@#Ep8JY5#ECdPf6+4nr1A7LQO#Eey3bh`vW%pOBFJ3SjU-`A>_<$U>ScQfb`Ix7fwwZ2!XI9$* zbltwf9T^D`HjZf8dH099AGZF^rNcf+lElnGEuAl}y479@#f6Pyc}}g^*feyI z_J3>}^{^m~=#|hl8$sFMKn%7=%FF{PpX5&o=Df*$o*PH9FX^2ha8L4)`Z40A7;c;e zWVV098^@u|*->Ho6)#g8vJu##0mF{h1d_HhVU`irUP{F^kk-Ch(|V^Kjv2m`Yja=m zh%f0kW2mg~;Xa()L%UX>(xZ!UE2MaZj!9KNrhc29>!$JWxE)5aOcH49~&Qz<8HkY-Yh|Id7y-AwfGraKRafw;Ecs8Z^^g-5Q>SO0rwlYgwU?eU zisHonmSWs2XUO+VYPG)aAk3-cyj$yqMdr_^vCywpq$9zK&y?#PBC@fgt<2(NgZu-1 zE6C|z0KF&F)Cb{XGi-zr0Kg!2NPEbMhm8G;pqpE@S$PPlAdQg~1>Ganu4iN3-IHCr z?#@(>ubdmCgp0fpYuQ$pnRAFEdfE6?$VUx}4W*DTnCEy?b(;dq`<4G3@4a)>TevJ| zSUhN=N-yyDdt|66KSSHJzx7=k5~Yo=zep4Jhb!*zg$BMZ!ta+pZ?G z3HMwitVr;)(Lm+UE6(_mQ40hZUNL=dlxzDb+|{~iSp^-*BvtK2mlbyiwbDm&_$#CrPEGOD$Enfu zn>YwJzz1|D?EShL-b1TebxtmWGGwGjFV~lOS?UqAW6~1RApc&~r*OqDj{DW%8mu8z z1qF?sxr9@@7v$bTzq&VhP z6AQO?!(R>NE>2u2(Nn2WyC%3iPEA|#JASP0$Qn}mSw3uD@oD#hy=n7%bS;#s}y2g1jGIU$^X7Vnsy@rC&BFWtuSl# zn*T~4w6sYt?oO7n9r@fRtO`vcZBwQulb~Oxfooso0~#v16f+qD0XzzGRG+SJ0du-V z^ohMEqZ)coyk8vQt*ht3`0vVTw~SZ=qUQzM_H947!tR~CB|44V+0NPb7eTjufIl2x zNn(w8;W{OFsfyBIS-&|S)|K86f4R6=v666x228r!a@(LUa?Riw)8wQTe^ux1Q{4wP zZ~jrO%h2Li@cU&(x%)@tBDiI;U#WtUExen^ZygKHM$GmFW4MD>m0b`_O^}B{k+EQ z9(!#aryItGntwj}Slanse*F>c%(S1Khku+KKWh$@uKX027PS943np z>=f^)Q)?cj2ZD)SRX zm<~v{x>*i$plA)8OBHOT(@k}*O%JDIlFTp4jp$1C{j|u;nR%C>98k`Z3rp1_%)^q+ z_sKc4_V`rJdvy(cEd@;q_p?U}#nOboDtWM9c{##bCpJS>$h|&9wMq+F+r;0?4^{tW zIM%sntr1x)X2ln71At|){1t+hss2EG(F&{8skDp=P8!;cS&SN6rZnu?S3aPs4vc|4 z|97BfMdK3JNSM?G;q0aSrG3O;QcUXw^+ZGfx3uQ`et(No+DhJtli z9?|kQ0iHq%_D@h3-BG)&UkT-lXG|DO^~(f}xt=jAFW{iJczwtD=P2g4wDbp!lNP(2 zRr3+^YoeO<-#Mnfwy+2O{?Yy3Ec5Y~EAZ-W!KRd^)vI zl#(iui+~%5*V>imL2s?7Q5-GCEjJ|<17BQn`%HR@Fw6H}a(&TswB-Jk%2#wJM3kam z>%9I-DMCw*JlA@KeWA8g=7GL7)$&vYHe+jQ@DI=4Po@4S0t$;kK<4NBCcp6o(NZaGtPBI&)ZYe4w^A0;=%5tM%U#(;jzL3(^w zd*gOg9QGdF{8Yy)_YQ81=OakY^R47Ra>&2j_b9w0Ba|a9>*jf3KZ@Vm1g|uz6c|j* z&8Y6sQ?%0`=%0S(uKi<@AtxX|cQ$FbMsn*0O&+D`N) zmWQ1bC7zbLp7b++P)b-l=!=v!N%1O+7ucDBxzl%ft zMG@}1Uf|9{BfnWn*$;FYVb7QX@CjuqXDel{$Fh69aBb;zB#g(|jX5Q&l8*wLfS+9P zm$%nAf-D)Y<1M93#&pj9@i*v;4?@9^&kee-hV#}B1_t>JbVCGE`zmVtvytWbG<0ch zxyHJs>J?0(_Co6Eq$$?~xii-9T=~hE{x;L-W3ZkC3e~_d}vp>{&sr=u;(NgNV}FB6Jx`A zdU|UH6O7c}_^ht32MKD5x1Y`P;y|8Am<(OR;EpKdYsC4DZ@>-1`~7@1uD52Qx*4l& zCC+A-Gz+L2(7H)mfK%BUb^cQ8<-0{b%EUOt`eCW;jT?B+H%+|#-8s&dxoBZgLHd@C zkY@~9ZyPb6h?lR`I-$>VfLXg%+XgI$fv(52$)C~T!n}`GX!Or3Q|@mIz?n9g2V&j_ zk+iII=1dV_y-IFAFc_F+ES7EdzXM_!{B-7_AK-)Wj7!huYqY3E1e_Io0&?H>H?;US zP5-d#MCZ1Jqs^5=Xt`d9@|Exozlu|7&OXFG=Zsd@t6^1fSwG~ziHB!80Y9#$k%RJK zqh^&Kb2;PvW`U$1WY38{=VG)Azv^1jPA4`Ed<_PbS0+l$n+Vcf{PD}0{6XnO`lVgKX`((qY|mr@Lc#k&cwsd zMyde~uv}anS$xkMOh6lLyEI)!*{7~e#`e_@`j6UGKYz{roO)$Cw&V+vW8!o~x{^vFzxj-+G&XP9%BiXoO=P~w^ z@bX1$&|?|q6P(R%Fe6NBqsDm~=zA9FO1qKt;8z{K_an#~Z^|j|n6N&h+nDL7iP%0O z2Pi*6av6j-?yt`7Z&7tCUmrLuJ~)T;VpRG#GZLI94UVQ8okkVB|3=Ctt6RBTgm?1l zgoM2b>8}8?_cT@NY<~L)ja2JMz4ii6*+Fe-Q~awkX^*s*)DQgk%LL~4ii)h;Ys_1>h79MTz{ZCQNb~Ip?0y3Ox`TV=} z;&G-??KcR2E+=1E;Knbr!P0eu|8KZUC&~FJ^9=$IFxPW&imNYfSll;&UJVeV%@@@@l4p*Swr^ znE%)4@F_mmaxZQo@Hl%dLPBq1MQdlSV023(*SfM>+m$kPA$lBK73r^1!d*<*F@0>} z;<--WpX3I-%Cu1fzhiY)p{_I3P|5cylN#r)~wB6(Jl=f1s?D_c`hsCh_UK=u` z|Ffh%7<9dwlXuVWU$$f!cw59c7I0QUSHtWlMo+f`b?S3KFI>w5?xyGK2y^&V_PjyD z=ewrMQSOOF^%fz<*M;uX9{t{%5uhpa;HR3pDRz0+)YDn#N)_5)|-)37>pwxk}p#U8-_yZX)dKFtmxey5Z(&!+KW7Ba;+%)HF|P z$$1?5*lvmGx{(&q9`TL2Ux+D&ULZNqb-cy-wW{j}9Sw$xEA@`nSa`AwGD#7t-psgF z3G&I7)f!CPu`17u6FcN$9~))|sH7S1=6M)0d3DC~8uEI$e5k93jB!wQ_URXlGx;*F zfmqXfyiCNrTwS|G@^jqtXlS;|A+1`e64WyUf)$sP>2c9ljP1sLBa3{$XDI7$_e8$J zSfmRaQweaEv7oN-)oO%W6-%crX!}e+VP9|aif>ncd>)zjaFPO!hJf4D|u-w);GsRX5-Bf82W<+Hdf0i&jbs2E3#>n0xI)h7i0L%ae$ z*pJNkc~M48*{kLp;yG@(B2o7qsK!q%=YdYQ9_>}GXfzkIu~c(IQ{UdgGGGu#JxR=% zemm`d5sY%DhQ6-pr1$A@XAQ*DfhS{{$H|6|EuQF<^I%%c^Dz52mfSz^nXmLRuhq@{ z6U#Uv2Y&+b8*-4iPPry^eW~yMV?gURtj5yrr}ou+d)OPbD!ZbBPi`HHB(W_m0>!vT z?!_mtjPWq2NPL{vD-jYSy5L#Bjwe)-FoZtOM$>*dFyn-$RD*Nqh%)t7>=BR2=|6@d z^!x|of~$2)RChyvUI0V0(n919%_e6;?=SF{GAM8&D_kYz1Eu7Tg)i1j-Wv9xBGOWNA#>{@FaMifQYz1=fjC4EX zy5?tf`3oU?eh!eJ1}jq4Zc=C_MQminK%>L)op{!fKJ$HiA@K=~>5JPR)&i*1_Jh{{ z@TEDonlmVE6}eG4j|&F|P2P2=pSbk4n1Ouvg@RebsXkr20&T4uAXiyAej@i1tfC`E zpM}G&Ai#HY`;fO~X^q*t2+I+#M-NGDC}b#a!hh>>UF`LjHww1dBuMwq#s+wyr}T-u z#p51xB6N{svCQ*zm;&kt^&e6FJJ6%T;+F31D36X0jt4wN%CtUPs8(L`6G?pGO?Q-Z zN72;3{$HnxBA%CY%pa2pbhOEs*sR&yEh$h8J|2V4N7*~^9&AnSYegaHBOzX2Kim^t z1dXEmP5FGIXoI*(-D9rgn#dPfl8*1bHe8g;r(|ZrpXFb5S#J1|W2TQIdMZ)JkE_R) zy8X_mX*en5EZs88z-fDdT?KIqjbDdrI@B6FYqO>Z z_T=Eck0p12pr072I&{^MUOLbW_hIu&U93xKLI2HGMSZmOs7UyyOulv7=K}YX%W49- zD18scJ^7LICeuB>ll!0^o1!~1ZlU;XVf_AeykB!^we27$Zjxr1$+}7E0Dan8wtH59 zPtwcW`dyAe-r5&+sEV=KI{EmJ^r6map>_X>Wkmvp8M9+Mbxtk z4G8i#=aL^a7Ek^FEQOu4B9h^*&$iDOj32$tX0!WkQb{p?=-Si@2mx!a(l-5@8k!^I zmwoBycI__7HqIQ({X;zE|CqY!x2C^8IzqzHD1vlOWVFQSk}gqUbPW*c5z?JXj12}z zs(^($28@;zh9f>I;>M61Dmua;6J+9-AHVl6ct7`f?!D)A&Uv4MD?{vJHh+bV*q?pH z+=MPh9eoqM`hULB!{)z099qMAJ_{Z{}eBX29kMxBG8WR#^qB}27H3yoDaWwd% zqDGc!(9+)9Zg6((y z^ndA`3_sT1Oi1L^Gr3#lpc5@i3RKEZgo|clrkvt0Jq)qpicvXB{=l~R-X#F8Ugm48 zg|CI|hZc}eG`tEj5hseKIdNLhqfwlZ{Jplgkc|->fPA*2iRg=5u9jp zmRAaJ9D-_RS8`u>T=>RDdEa8z5UGv081-t`U^CP>q5^s%?H?oS=dp7S*y%ZAUw&-; zeDALGQ4hAL)qJNb`|z`EG7H@nC1M_y3M&+r=f}-*atwV5fBp)hb)b*82`*j|o$lkt zyIx^D@*2Mn;<>%XFTea#_fwKi(YuNRuY2bwoZ8LbrrsnPzR6p;8C5ZwvU6B77c74WIIYH1GEw%@b%1Ij~G zx0xb}sh>k^fgbPaef{Hu*B_W zDMCV8Kf+%^NbWaY^lpd$FkSeVBktoA-|YPJ$%4$#O}irLF6?{siP65Hhiu8cq!p6= z-m~p-_O~H&aW76jI{Kb^Yu_r5aOcp=M~7c0@ra!c}>rK(c(UYh8pg_2+BXCbrzTj&-Q%E*jJ%1xz-k5|Bc8O@ynCgP`$VMThh9Q3)=!} z(6uL~PJ@t%^&Az~(iG7;d4AVY(p)3iXlcAIEvdMICYrX5c zdW-9IrjI^TZ$@Af#_xpPmoE(KnTgXz5BWYWaZp~(mn{?nE&cv%6`i#$LvG%fJc*&~ z53LrcN6htP|90J5%EG7IiGgKa2o|*!s=k!^L6g~ap2$DrF}g9NEgMy~sKd|Neq!D=j@Wo}3$gYs?_`G4;>8Es!Xbdvzh5aBJ!U(=QaKT4&Q+XNYxbXC>Bp^oot2ALh+Yh zD0?nwO!~S>Jzu@1^=O{i%)2cyL{ht#SV_HFEf`4tas1p><-9O)A7B2`(QUQ8loOi4E@W*Zu)iFUuew1D*{gb$%mr54POtG%FE!`{1#= zacOtRX1M#T<~zlU*`s-W5b&}h{Ndco4nxr(wum;4#DMar*0R5K_TGcEJbt=0%1Q^l=VZ5SS;DJI)k`>oyc6TUB=itod9pcvD7kiH;q{M4j_In3`3KYc7-1*5U{1+GfeVM2|;5 zp#pN!?iOlMzz+t*J-NlVlw3nCpZw^+B)!-lbnSlr50fu|HiNo;ntzKE@D|xG(sVRHWze$c2%ar$3!S%HSM8tFONCw>u#GkQ zkSHdBWGmo(mbjbW3->&*PJ%Wsc>eL_I332K&DFLy47{n%ISn4 znf~#mcK2Dg*b#cfhH2r{miFX&>1Df%T`>U_uWMDMU2DCTpkileLUqkX3f9lQDuKsg7` zSdU6H{FQ!ebLReX(YX(74_rkmcYU3A`{@m$N^^x=6}v964j0J+Q zWn!z+7e5jq^apQRIxi=0R)=VB6v3Zeu?utCyOBRS!<)(c4`4tloqGJ{*jZH^p6Et@ z+29ah-?=Huxgj{8sX0NTwgwaEk7()o0^QGVZy(=$AhsKp!L8ma!(0--Td8%EkllcWfpq%&;G+=>`Q_WyqF@u@=LZ#8H&Rf><;hup z)S2C9h$nzg8JRjQJfx)8Z~FCgowJt&Gmp$eUi+HF{PC`p-#y3LCvD z+_@iYTQ>9c&ZiSxpO#GFq~V2oFWvr5-!VM=4&6JQ{|)nk&WVY;PD_`x$u&NLm|lNb z-3NxXroPX3dhWw#+h?HO4!eZ`){d{xqICn=uljJcp4G0==3eX<4dcEVMY^h@8wGgtKQKo4|cm> zinEs}438}zs#1W0FzAH(Ixk9d_4Jjt)c zWxQp9HsjCsrag}mm$aN)cB^)6BHhk3`OVnq6*b>@ZgpQ;-}!8U4A%z;;T;RsS)+Nw z0C{EjY8d%)DL6SY>)hS5>x$oK74hW?3TT+$QO)Mu4kaR={OD0qey~omFkkX`$B|z; zXJNpI#r&MfC9!w6dxg0wDyI)}m?J+IY;j`eH@8$vVOFt$oI} z%bsY$3(X35E_Z3bcR zO9f?Vd!g^Uom6Rux5_=QYTo8@HBEZ?M#v-M#jDE_vF$sHEc!2lGb~@rwO*C{o`UHG z#jbj>OZ)?@w&Y)me1GH6tWD=|!)ajh+{@Njz+lVU8COYmdGUVCKfuDacGfmEIC^cr zEiphGC~2J}W-XLrw5yi<--|$C$P1A(Tvnv4!3WDR@QWQ>H=9?YM@M@47^5kKdTtfX zi?y~M?sqb7J-1)DUg&8@zv!jP=d2Jy%sJn_<$BiaYUIpC#yB_8F&rmtO|*OWWa+~0+JJ+2Fi z*p7{i92sj>Y83?>`NeA?vn3;>+e$+rQ4Xr&M@_A1yrB&Uv6@wDj)&i;CMnA)vV; zS-ooSV%wmFScCMtJ{*^xvOYn+crl^Md;e+r`To|A5=QC$*P4m@q=aX!)vA|Hgdcye z60QB#GPNVe_YYuuh4)EQ!|tMYu1?}pw=f^%sGiO<80j_;AAcJVKw4Osedm5}H-)9z zzY*%a>NGG=s2dm|bM}_7x$D_^fs+s)Z=z_D!Kc~i=+xnM^e=AKN<|mQ%JZ;hi^UCo zms!QdvRm^V$CrAIM%Xld+`1E`@=kat7w7Q3W{iBI_AMc}C;Z&yQg=_5fr?m_TinmS zK;KNr_Q^6W9cA7&iGR$zY74jlnT(2Czwv3&BL^$>X_p2~V-{?3Ma4s_r_Y@$>^?2o zi97$O=s>_`7s%_vlqaUDE&w21gGg*=fL@m!z5uD7{qnN+D>HJ3wdFDIm?C`-XLTw1 z@)CDqlA3XO-)57KxxU;_TdDh>!7X{V=86wmOF@V3VL#89!si64M`m~^?h^98kD~5L z0**O)dn6FrUfG)8xiI-_Z<(cfhx!zBV~OsCQle%mJ{HF<^km(9lUv*k@g1wl_i?7K z;)C|XOqslijhRNdp6sz*$u3mZNi}!V_?KKG-G2+OwU$0|zvecvw`S_s+;zzcJy0xD zqlne4(H`r%r8XgRnKqlX{cdQF7pf!lPWWEs2dC>Rg1%Fom@j1KaXg}iy3UVJ+{fy< z6$Wg|30G^j3870TSuL+tc9l3u4dKhPNadJ7ftIBfI3KWw2+5h7jD z#zwc%h#qKIh{M-}gtS|Q$ksHU@iROHrogVv`~$~l0;w}x_0S=;D}Oe(&o7+xH2raL zI+@`D92s0+WQ8M1^|`zv2DToG315uG)ee(>c+S)9zLnQ$y!{j}tk16{rqmT0{dL&m z+|`sp2@c+VL`KT>_*?e=4QGRB@fHiE^80<)q)R{X>cjSF-GlU_BSJ}bGmY_UKtX&BlmD7^2%CZYR65p;f3nUJ#X)S{u(H%Kk-^i!2y?o?*&%p|E zp%$j1aY@a9E;SY_mer~9`8@YxnG(wk^Yj_0wZ<*YrhUoahK8JsM)NOj-bDQB<9Q9A z57q9fDdrnm=anjXGk!^dUEmNY4fXx_AqHPYT(x&|n z#Xhc#kav4@ng*e{&(om$y1lIF7T$u<~8fky)lQtK?$!{ zUUGNFFh&=1gRAqcFPE%*&#Cx$&iV0OE}zS<>f^-c5v-%t;++3gi5|q%2BM_P7#1H! zF1l6O#;#q9x}YVV$LyS0gBmkguvYlp4dT_hiaOwzJCt98)?aU*Ysh-`4?u?Tcb?6( z{FUDBLT_}Cv!AZ^%rnw;jHd5;ZHi$xG^6HT0at3Tn0m*c-hER&61b(c>L_{m-|ZXH zVcA7TIb5tKCVh^y5oEVyA>aJ54)rh(HShKS*k=s3Tz4En5F+jsv)a3l4 zb0VjQGjqTCZkqc<9Ko)IIu|_VqiwfcZJoXTlkHh zC{uD{(-T|9%QrRx3KIqLZ3VJg5tp7^%J~u>77HEvPmTDLZ3AQ=u>T95cX*=8E8mv% zX7sVlke_wVpEqiXugvwphY-nMDnGk>lO}Ka{LLBv7&65eSc8Lzk^ zz3X=OQ2|$yU{_D&nK+x>9&$kTj$C-;Mdu*RkvkW~3p?Y-9xHgJ@ulC@X)k%Xg9ps3 ze@}wmO2d>sDdgk@FW9xm1%4OoKl3>GYv@VQ*u{*wgOZCWD@tObzeHB0ByUtU$IK)o zZtow)jSU_jp2^uA5IW=F9T~4rbZSDiUNP?l>{UeRRo~-i(H^#PY{SKc6qbFTSMX%^ zx79cx#9NnFKaR-Xg_3k!G#jF(@8v80zWTzj{qqvw?M3^eD|Y$DMLWktgHfd&)!%MQPOG0A$1BT@8-&BNe3@baC0e**R6f5mkr$Y_J`cM;dnU;ruam=ul|9>y9cg| zNEa%7o$0q_IOnC})22{2TeXi5nV)8IyiS{2;n%S~DF%Inf0i{=Skk+I4tIN1J|f)y zt(^tfEAj&H$(<7oHEh@os#v-Kd4SrHl}pW@6XhKtxI8MBzpoa{+Fgd53kRJ*s;V&e zLB1rP9S7@&C|k)pFIQeNE1B;1KS%a&w=#JBFRmf(7v3|N(Hb>V)jfHd)KPx#Y7NB0 zM{Hi|4rh&6IzQ+}DG5>~nDV>brvUp8P;=K7KF<55C~%}+vOOnmTtQ08PceJ=bC|(T z_e+`Q7pq@MxsRv`NHKjA?X9y-c81JME7zvU@NS2C?>t<%`{=#qp2prnxHxg3cDS&lA5om;HZ!OF@-i?l|}a9no6Q+Bp{9B_O7T9#m ziyJOmq&U}!-yYq$@agc--`nZ=1F)RO;3FZ*8;nox*8ce27rtvk%9|2Kcj(+foLkff zDZ0y=3s)XVz=O+$^IGrO*HC;u#MY-d7QH*a$e!%x9Hy4^+0WPdN8(f8JUd*CfZtk# z=lgTDVYybN-;bqJW&0ED!QsZpZn^oMF1tl{bEb!Gmw0AhlDmcPHK?l6p$gg{BFR~qboZ{z@4 zR(DbkY$2zdy^vEZ_oOvrY7S+QPDaSAijOX;v;oUrPtDv+kUpoe6KXzO^6CpX+NXq> zuQkJqN%=0At1ZHVe&f06(!(b4*~E<%;vXGf&5t>=N{Is_a=*>KAur}Qu7?3}lYf{~ z2lsZbn}9uU4i_+{cYkQ?3gxQZLfL6s#BQ?8#rf_XpYH<;=- zUENTdmu`xFZmEu8te$7_xZg`6FvWXGE@*+c|2u;xXSk0uAtMp9Pu64p0&KS_Hm@hnDd(yK1 z&C)uu_ipnse*yGohO2J`6u86sE72tm-L`V_#I`f%mf2Hq?oY>os+w{8JrwD|TNA%! z$(v#mLaKg-w`Q~1+rMumlnDC7GC!HmsCjZJJFHD=!^E}0jWu2)pKO)(6Mzesm=!|! z84*&Rvq)=G)Pz7CTPXyaN~c2gsc4(0FV=nk`1%V*N}1 zRB>VRx#PXbhq*&F+;L(C;r3$JJN+gxr({5KE8c-etCT&I>;Cd5Ap!2*qTa9{v=_ew znSMTYb5uNrQ`=3+dx@u|*kRF<<827VE9{_FFXNsozrk|40(v%r9r}T5SNr^Lpu-N6 zOVl)u%Z4N$~-?;vpI@uF8`@{bA*iCQKrX%yT?w4=lIODBLpbLJ3 zCJ?rvSg65laHYw6$(v6;fgZ8F8?|??!qLzpH;2~UG-15pnRizp{VgHvPxprr<)vbI zX)dM|hQ=j5+-V2z4IWFzzj1&RKhyuOQw5s|z%Q+C%6H8_Mk=fPRNLlYVqs!3=KBO< zy-OC)71jaTciUmoMYVIdn|IfWsgNWJ-x!Z)xL7$!h-2QMpDB}^Z8@P2`qE1b;`B%B zZ`bHD!k-f$0AJ8vJpNt&bYWdDgyvnK>u55~Drk@+sOSV4OKTiKM(&ARV}5NuJ333D zW9oM#lc7J16Snz*%^VlBNxx`QN(f}L!3Q!Qhx$$HWr|AWH4IbbD~{BHD1$l5^>x!B zPXvfkbH*$XI$w@;Q}{oC|5O6o$%D-og=)U1&sPvxYD$QGyN0{UE{J*og`~{9=WW(t zHS9o&gwW2R4@w2kq5Z7`?SDoEaJ@A9TY|@PA@T;Z(A+t7RX>zl2}%P+^#fk&+41ri zI-3(Tg0bg`1x8e+q)FpJ%bv&vfodzMZqRjh&)TPXAo+>U44~Agi}9HPcYhLss~B-- z?*e|ZqfFlS9e*)T(0AD)DXOS6oY}_-_qPM{nur*-VbfSV7GUv5uqeO4=+yF6p&vJ! z3*saL{ek|J7f-qGJ2t-I)E=i|V7j(120Cey-7tLmX_^4)FPfMBA6BK&Z}Tb9=SIf~jz8!YbLhX|d3g`Z?YczOe6bOhGa;;?w~*OIaSx4Bm!X)vT1ut_y<74kH`VwhZl^Q%Fp{@ z@mYAf#1tOY3&KNiFi9dsLcKW1gt{I~8{fK!!RlW^TKI>T7X)9%maT2v)-&gS=id#z zAOxj5o+wAv%3RF%8BxHnt;Ny4F}M^g7HAoWv|4D?QJ}H`Zg)+ai(yy*x>odNu(}_p zjQh+e2Fs&gAb!M3W8tE5p&+mg6xBU7+0m#98^|{&lHc=?OKOAFKLmB4w*Q()OoQYF z%!a9LXNO^9Y|%EP1Wje>Sz9S7lIGrpkYhzf%qhPfEKZdyF9m&9t@+qD*6|>2q`|D) zpK^aBcZQ&rJ7r&Y#3V_(0G6X1AOWbxg0>hgkpNMu+Fx$6&`$+VlD$288Z9j|0rCqF z0fj4=ay8jSmXqHB3~P!GGjJqEAH`-ynG+)U{?|Ywx=kc5OqxcB#d9%XTWCB)`|}te z=K^H=!``hdaNxZ-QVMs0>JiU`as-t!&e|al!@62tqz`9$8R8@?M~LzOSw{j#QrOus zC}*4%7S5>(mzYZ}WGavs;*(#P@Wh142vOvRJRh=_aGcKtp1g|5$^eRxY!c?)FvMmb z_%WCz7OyU2Hv11j$Z&qb_B%AIGXGCVjbR671JnQFp_X4e@^ia>GK~)&NBa>?n$nlU zoN)Bh4+sHiWD6uLzJtSP3gkZpIlMdx4P?TWk23n{hQvVrPqIP)Y84UE!L(UGuoH|N zVl9~x)#{KgsFLfF4&Onqi4XG$z5=`M679)VxK!FRb-0; z0y4-S{K=R>{R6OyXG$;S+gw{*iD)CM<Hy>!bK^_;K)m;6qzz#H8zxF;BX1bCzM%HdQI#1U`}v7WPqI zfQC0!a#wrxSwrE|L9o72KSrco+j)XicMwHy5(ShE11AVi_`FE>K)>)Io`mw!#Oc9s zK`J}`Zs69&gwIP_4BlO z!dbKE0C)bKxwY-%8)k}U zGIWqck;CQ&^_6$#@>I!ub7MZ<3_}fp9|h}Nl~qhICQ=5HA(;>@?SJxy=;DkY-~Ni& zQW!Bn*?d2jY2#T16H4sIjm#j4AIBk=j*Tsnn2$pALtuEmwU|J>tf&^nB!qJ#zLIN= z`Um_E;Acck?Kl!)lns-MOR*5dRBj`%19aGd0S$E1xC4Ij2~M3jHY_!_UqYr9!@$yW zBlE+h35m7T8at%zs9nkZr34F3$tWTIam_a6URkbuC+xJ3IexsQO=Tpba8$?>?vQIE zU#d-I3vcT-><+B24pTDr%@PLMPhH8zP`PUSgEl|mIPEh%%Ywi}IA_8_0^57p&Cd;R zZ3xNDlSL*;_!M~<`^g>w=}Zb5@MMb71en6G<A zrz|29>@(a7>DLJq@g9gV`AKvisEpDKQ4^8%!z8fTZx`pvMJ!qjA{y#C?|q*aB{4HQ z3=x7#hsW?`fki-nq`sKV25LJ8t1+HD%4dh9Yf4QCyu(u)364audU?}(7)on0P2*${ zQ^SJpp1Lrg;E0y=%x%7{e>W#Zfo@HS?=xt0mx5sK@lX|P?rRrHQlsd2Nu2}Xd_5n} zl=cL;ShBU=uyt=>Il+H7vJf6Gj-_Hfd^U@XNfyeLX9dArxcA)qKP{L3Uhzwq<9`jM zZ=l2E*T8(%6}ht>fdn?;F$nq;5$M|0b$N1VxQD>w+|?qEWaX&^WbW*>aI|qafnmNp zLQ!D4jTZy+ILWuCf*)9V^(FE8Q%b4g{npf4k`E4tz`|an<=xr)MXBZ5{vngZR6aXt zBllDq&6)$^-nk>UiEdj{ASV1~&A^U@6rzsQ%4A)`u|2djyc3eUN~~c#HnL1rzC>_R z4!_3i8l6W6hp=kCniA2(!jvC$&biA|RmjBk87Iyygu!k`fRqO9T-189j+ih}iQ0@87|3Bp8Y zw&ERO%@>t{nptD9Ky!p)R)x<I$^SyBlJi>z;WEN)JrZffya~UM_ct~ zCKjHo!ayE0ApdxnbE6X`42uiwUUl%m@8HQh!z6Sb_LB0HyX@hYXuGN>DG1mkf~xXn z`R$pGGZdw1bE28gs5eoXTIw!1x)nKw*T-M0GVJ$DiuXH`AHs_uEj=SWiCkzM!M$=& za|U7xZGX$ut|;P(T{-3UCxQq(nNf3rqGTu69a3tJQJ;9DkXwZ?Dc}rf%NLKDisoQS z$jm+hH}nk$3b7M0S*4!DV1d`>cxtX>0sQK`BsFZ06^1hbWC=-}0Bd>FGt;HQP33cM zZgBW%@JMJd+>-{jWj($AS-SF1V-$|7B2{yxxPkB$*^uP!8`O7vfi_o zYFr=T%+1E*MVVyUPh_7!AWSJ|p_3eZ=GSYQ2Mek!$_UPK$Dya8>ls|8QyIz$gwX>Y zv?$*NISG$;l8AE$K|BYMmT!CiG?cv-y`fCg+Nb?w$LD{-M%raXhQ|d>qoa!th*|tY z4E*1mfo?d3<3D+*4K|j>GY0X48chTlVz#1%tu$t%5L-wr<;&?{AbE=}VXrS^dz$>` zhVJez>5xj8+orS2a*R4GRcmtsW%X+)~<`!UqtC7I*1X0IKoki!fO6BX0X+3~@) zK_#OS)-Xv@qg<8zifm*ppGgRqdUi{NuNGH^Zo(FUDC(g3o-(|MYS8ABVFJ&_kNBWR zsPZxarko!zNW$yo9|BY~$i`EKPb6Hyv53{_ZG!Ib6Baop&=lQ+Q3^ZA6GL_j*^NOi&9id=wK&-VK&x2%3~)_6xQl(%mB=R7?`fQcD86I5z(a0R>6Dj zAw+xB(OF33ut&tnoWDuc6BAt50It4bDO&)HxVk(k;5!@`MuNYGOHjXxii8D*aea6H zk#q^0#xN8ZE(i<1j(p&I34k9}G4Hk*w~`sOd#p_QuKEiBxkykU=url`kJQ{XfP95r)7{vsCh8KQf>y|B5$p>RJE5PNSBd1a&3S{YJLKtWM0~kww2L!z{qN#_= zw|qEj)`1T&ERc#c3F?@FOV}|A2HX7{q5t8HhRv9ykt`Z)HVKZO=fwIEQMdv*o)PB6 zPGtzY{KP*1CPg3e0ZWk^q8Q8NA5>{ClcxiHObsz7OoNOJs5xrhKk6R74aY5qu3-U5S?KKeWSoce(pDCnJR#7Dsj~SJ<56+XIK=ko;?31^V%uT)B!dI~`FWWvKM@2&OE{tk7>JF<*M8V|Ib?8z*SwvQraz$hwXXq+y9 z@(>T>Mu?`{Av-wXeppqSwJPebrSy>^O7(!ve0lM;$x(nB83^~Pq+Li+-K>%h!iSeU zcf0pF7eglgXB*zHr}I4K{>b|@#ubuyIOiNS)f~tq?1_~|4isnrM@M-Ndc?D?G*JCQ zj-uUbf>l=)5YqTeY_jj755eaBE)U`k-d!z!xItc}9D|@~(e#MZLsc7=v!k70;rZLp zh}?oe7o8Mi>cu&AtXg|9wvukdD z=%L$JG{JQ&HAh2~yz75uB-hICu+z$fApUKcCM`VpjMF~pg&NnZcDxuAt_RSK4#NTjDU|9EUL z32D>J6pGa5fMu4-2~*T2twVy6Qi6pdav+qte5S(U`gW37ZUlmH*>!=$;E>PWo7A1! z;IT=x0p7sF%$@!H2PzDumc6AVWq6SVDyb!Z+=l{BOh(X1Y5HVp178_pL!@Dane0at zVCK93frWBuJX@0!=0n6&nA&R2@w_jq0k)<$kP#`^c@1Nh!G1CQ>ws zTbg+9N~ccc1?EZR4KARsZa<=%b|<;cI9uzu!8$iKr0N;ou6n9 zieMA32z+iM!ZUU{g&=>hYPbkE!X3v#+|7%@6@*l5il*|34d(p_QapcrbEq8)2oaz&1A_^pSOD%8t9vPO4dQJF_n~IK_VtS%THX zX}{+Uw5tn^htNj(2}NPjGJO3!Ny*{mL(~|*!Xl?CKbP?=8~D4f^*}@jOv1h%QCC1$ z1i}(H;1ibT1RzS7baTAT@D!azHzJ(?TK5NYN`>!smsCz^_alDq`SVJ*t#%O|PN-(4 z*!+3enmU!w)WDj==N_^yh|(9uqy-5V9EZXz9T*T;$b42{O-BvgL3Q4)0N*;rq71@)(e{##|eR9=0LC`SjyQFQ{}d zYtXjZ=a4j?MQ)@el%teD7+0>G!n0OFIT?b2Y?up|Y7~+}>#GI|Dc?Ut1vLh zfO4BL>W4%3LN>SuvlHiP+gaJ*Or7gDOkVjN0pv*$^yN#7G6QPnP=_uHrPr&-%UgyUJyF4o7i*%=rRGOq! zh4g45igPn@+NP?5`8VooP?3_^;r&t!*`MyNF;5#&EKqTlSIsBgG;{TNXb_w+;qTq~FYmY&I1!+y(BM@)Ur z8)fg_>m#D1kLq$nY)(N)IIJdLsyt}Qjo|VjK5%p7tX92rP&;a}%0BS5$!^9)7(=p{ zgl3k^wIm(dfeVL+K5cXdh~+PkiBd8W9%MpDQ8C(=29(Nesd8!Gq@Mo=m^-}-6bPz9 zqS7GZ$08Y4uksW&4-o|(0wG+Z{hryf)3sW~n#+uQ+FPr@=Q6Gzvs4io7*4V3Vg_d* zP(VdM6H&z;S(h(fM+62xK2AjhHveo#?yh6XW96dO_`yF8)uUP&cDex zg94K@&d&%~G$FP5ps)$=dOvM0X}!+ay*lC#bTQYt?JO>osOtfL2Ga%_4;IHGGv;Ox z>}&d{-PJc(g5Jm(gpG_TIQdxZla5OT*cXu9D-Xjzb-x%J7gfV+Noks%CLkHTX0nbC9}Yy3NmzHmz9FzkZB(Qysh zWJH6Sz{P-}_Wkd%e#Et*$J6;1ch}C8H_J*RJtYbEB=PcJr0>nMZcHUeQcr+bcxp|@ z@20E{Mn9unii)6SRQVSVR54x`PM}oGq0_nObG?yxDYCm52?eF6b_L1U2eN}SkyJ5+ zo#yxfU(`_98oG*w-Fu!BSAx_ z!0*(WJaG!}(z2MO4H50I3}tEuuk=@Ao}ql@2n-Av3>UQ#e8PDp3t?mj8eJpT;Ay`N zXguj44D5xkv|&IBd#>(;C8!Qbkkhz>T*Um!73jxLc0=QPtBTIo1NnP~&#aKB)#N-B z=CBHttjg+6#NLtG9tlr?_0`#&!7UQXpBqRa@q~z?*Xa?sW%9CVYQw-O2NS}kilZBJ z*d=jUOqHWU=SH>v0YVt}lftO+2;NaZ${7~0G*zy3d68_fTlKt`O+1qrkmJW@t3o+B zv7#9adaJ>&N1A%FLR2Q(ABzI-3D$aMU>EeM8>k6LwX|F+cWCDOQeE!i2<4NB5GRl>;e!-fzx@+fL<`RXi;`YQu%ug#y|yX#qv=&) zuLiMd>s3p$eqVHvfH7Z;s0krVF*dny`gP{5I2P{1t za@3Cx+Qy9$0{40woBshK=BB%YCz7_at$p#i+t16;g+7R8Y^@c#EL>KbyJz!3#D}(Q zSS^o*5Igd%*)iCRBSlq1fO?7-IW`{#CELhd`O!Wp&mylAq7e(G-n;BLoC2_HncOef zR}e|f%E1+e*JVrZZop0?i`!ZG#*X?~JtJ1ee&IwTa1jh*monq%Xn#MVv$JtT1r95x z4j;p~D29ycEGA+V;>}0l4sf+v^OU|n^F{}UHV)}$5P_ToOH8hvMBX3P#4;*ZJuIxM zu4C=;usajL1R+a;O5653E=Z(Z^A&8gi=)XDE1R`|!%(9NO&K&^Ju-DePf*U`6G$XBbT+}waI&m*}s z66tIv#8Z*19l|nL$8lk5g|n(%2FzM_51SzHfx^-zEvI~g#WP})deD)GFF&h(IQBD` ze`Qi%4iX8Sp*GIFIfSp26UmrxE`I(h8Q|`^7vopiBpD6oQf;4NkTbN6wSOOgQCN=X zOm9?K&?i+s$RYcb_2tQ@7Z=^tzI&Zp@OZ0j*kUXb225Y%%D&kpmQ`gh{mHL9NP+_8 zJ20?ig)iot(OpX>TF~6y=enEg5U=8vrgaHi#f>? z58f_6gF7)`h)$3S8IluGwB4@+DF#7GA%yuqe|fSCte5DFUza6tawnRY3(psT{JDA&v*2Lk}lbO_YO1-rq7k^In2)aOp(9(p?&9tRYB2KfvkfS z=u$Jec%$&A7TK7lQ~A60*3o%1(q;%Ffln=OUoeBa8{<#-!Xiyyt;50Sb!d9j`m5jr zcHKH`%;jOEqnUL{R*o@;R71Mt>8U~(_cDsY$;QZk0NL`PhHipXsp()2TF$0iAmM7q zao}J(n~oolVlEusD0C-)!#%4legF}yy75#8@qj4G!J13X?h5S!81SP;A6>P|l?9&h z{IT3Xfz9~^5GmNsyFeZ{p%$`hl`*X7SD2mjEekB|cDC#C| z=Ib{TA|u;UUn~ccU^CzZD>Nd^O(UH_L&J*5%ZqmJ~@P z@WOl^liF(o?;OR#PM}CfTj^d^n%3_6@4Z|QgE94&Nvg0W=@70dRmEdYcBo3li6TZo zYrHD_EuWZ2u#J%)czjw`J=EwnVni)?!ZHnNG%65_R#i^ROlQ-WU=J!5PECHE!8y{s|!AV4#5qoT}x*F*&@$lPkOZL&fr%(PrX2-C7M2+LHgv9OFLMo07W z@O^%Hp1@0_A^MrTt`U9&F5 z7sJ-qI>~F=a)g;hBY5!w>7b|XIgJiDY{RYDmLT;%J4} z1AMG*yq`kP=wp1o%B!=_sW0mQ*U&OeafAR?=I_J5*S*17uKWJp|KFd=*4fQ1R6c6m zR>bKe1EA~9tA@Q!!@h1ma79n?=EMY$vK4UeT^X7)`rWHt+lW~QW`ac<5QuzR(^9&N z^qVN-xHH3x(QL1}fBOcF__c~*)PxmCWl^a1;>=kKMSXDXb`%*#%^ z&E&l_RnDcM!6N6Xu@HP_#TTuYz6L&nIO})R*-1+%5Jnj)=PaDQoRi8eDWjpy#VQDHorb9fT6g zyZKo{$Hk_cl6cx}wqZcgUVsx9iW6)c+=UFzKjC>ItSaU578u=tpONe0OO-{ZA#E<|)rHT+^LcURcR0B4+*S__4CPln*9p z_=>pVi|mh~nrR1Csg@-~uO9M8fmp-!5bQrR!yd$XUR@M+vVrwrx!g%{COw_0(!gTc z=nhpaakZout4v4CH0iOQp8SK)$A}#CKW6@feRM0mw`;ifXhzPGNuFo#5qOwGWVysS zwZBv_KZ{#&Tggi5B|D}4^u+4Rtt8fbQn5%r`3$otG)6BtLQW9`WL1H1HmfMVP3RM$ zUgka)I_13~KoztkKNzY;QeaaD4IWI$XgMrSNyQaLdIqc527|QTmtc4~SItvOA#0aB zjft++%MLhPEi{P6S4FvMPYK8Q8*7;j>GfTn>}cEY#Qx&qvQe9({yF!{Y+V*#U=@Cwnm;BHo$F_s z@gK)@>Y(&^GY_`dQ08tla!fI;5USsBi?>;n`Q@hxT=xKvnLJL?ikfH~ypGrFu75DM zg`DzaE#EcAPqZND^IOv5kMn_PS=7>pvK2{{4)tD(YEY7o_*d15N))n|Xu<&5+5RoO zB>lR(X|7v$ge3*(PK1k>HzSbit1jxjs{|3GW6h}9{)j8Ow3HpS=_NoETjU@2^^xyg zoF`$XEy~S(Mpi-Ale{APD0F_NVq4F{5KC;s49YT%F3T>9jxF^23GvJ9;T!&w{L=>I z&nuj>2$&ErbL_#uc=ciAWK+9S;4%4@@ybUm-S|su>L@i-VIw|RcY>*$XZzy&$ebS- zPs87PG-tP!fpBo@F@l9N)uQP*%XrX3muP@^xA<-)wD%eYdRZ zOHlL4=LE!xo@TFNYtjK(Yb zG8Cv(GXLvDp2`ZtYh#OClk`b&$kcddSAaFbH2mV@;m8e(*7j#M7jBS`gjrNkP_YVC zv}+Xedz?!(Gm?t#=DC$+_Vn&DJJz=G*;mcG)$FCf`q%k0)B$PA6J39t1%YQdAb7`D zC|{lvd+R*m9b@Y!^DHu-NfUq3Evp^r?Af7~Rm0?xUItn*FD-_K`=Tc4YEYA=7R0*F zrNx^kd*oY&J-fD(4+qsE@)3~T8zm>2czN3cX}VONzxb7APh@qopCaB^H~E}2-1(UH zN!d=6w2s2t^MtjolD9o%>M6+Wc4=ohtr34`&|KF9ZLz#q3QjWa1q>1a6ac7v>MjJRhKU1V^!?}h! z>`l5_CNUBXQhGc&Fpr<&1$pN0Gxk8N-WT*n?!Y~k_&Dx!a?|6Or9$qaaN z=rHs&+eo^y{FmrC>lAIY@?PJDb<1B-noLObV4O5*!e2FH3~r=JCn7Ru@> z`e&yODT}}by5NrvQb0q3SJ~(4#EAR6-oH;n&mo?=D|9YTU?<}z{yI} z;jP2RfqF}YF-`;1i(c#c-3nYS8T6n!56U)Al^VIndFpbFUsE5-{h-A+3Zkr$KZ=jK zFd^T&k1sy<33V@TPoOo7HVjI14ZmnB{-x`aQu%yY)*#oqez``TB3{2X!Wcw6g5x%? z8$Y2+^U@pu17(r5&m-S))^M6@Dg;cDY1}tl>|Q&<#QV-qX{)r%(s*+pE>NXvqaB#2 zrTvW?m*rlO5SK1FBpbl!oR{OfaEi@3P4mzUWNK(-A6DVH*djH^S_!?^9=>;I>cQ`|J|T-%~vRpswenyAL@aIkFOP4FsjgWd`2 zJIPDD78&Q@_p@@P%~0{G@7&2G!ynL)#7{#9e7bI>b^gLoo zYCGg6v})sO-`~&Ico1$1I7}4ZM)hE3!&`mFOs^)cqM$ntOo15ATg(5a!agipH-u!L zsxy^pyEj}n#CKj%4UAau-EZ(rp$)_x$A6>_P^ZCZ{}gkH1N+UM8WubLHT9A+s9)+X;bY%%rPD6!&Ur-NJ~f0U z{;tjI$?nCuoxevd$qTf7yY?3&eZuqzaix%6lbDutq8CF$=nyu-W)j+%Ybf$aZW_!b z4Lyso1jlTb^=h5NHc+>xIfQ)IwHnEH_@_+Z>!9`2^XN)NFwcLV~*SRh| zbqTkIaVGf6oFkj>Gb#VgS4`=wrYD#e%guLTndWrW?QJD6YXs)%Lg#hGq(aZ|S&3J> zX7(b4lIYDovZRrGl8T*(qFu>6o#pUU{?FCSF5S24SE~d~+)(EJd(Z8Jr=u=?S=CQR z*v=3)v;aj_!6FJHlyim9)uJ%iUZj0>z-;~**ph|yk*ktt%K|A?t_!;Vg?|V(4Pu&# z3aQ?04p-W0){IA)ZuUky0(JGR93I6cg}mC%3%?Ui{g?aHU-Sdl^^fxG*Jkn}`Y(*AE=l#o%BF5jK7BJ>=RkwgWO#8V z;TGQA6?B95mezc7VVAaiyXcD9_mh9VkZDW~znGpO?QQtg`m3$5N^yW+N{c{L@x|85 z9sB(bs{RpR`hRCvaK!P~dcYGDbG7bUAzeY`;;nv}-FUlR8@yFl#WwOs`Apg^NX1P? z%*C<7)+ArC|E8p%#1c!MJ>Z1P?0LiA#txYeFhZ_*Ira3Zth>)?P@B?^y)M_`E;c4Y zoBA2+yQL=y*zCaj-Q# zP5R1Y-id#X(zB{+O0E zcc;iemiv1jOnGH)&^CkDJrU5Zql!VfYf$cy^+JX}-|A8pzTncor)5e?Fyziik4>t7 zHq07!e$MqQNtLXAldJ6J=zmLOsGqHYpC-mud~0fC`HEsJy(q3ux+oJ!o;^8IQtN%A z_6@U&>J@f=CsVxv8G5pbN+D}jD&h`kH*w8Nk!De~Bh!chgt`FEPDZ>FBF+S?a2_xk znJKeE@^X#vZZ|cmzA>Wmg~*QQK{ra7=-YlV;Qe45*L~p9q04p)tK2AKpU_s?1B5Hj zOmJ7r$z2#RA^mpfCjwg7oSjHU4m=2&t4_D_peJAon465->7ye--64F{JC~$a|j3y^uDC}Dq1GA(B;ogLEaW~uhkczBri!b$_g#INrL*5x| zcda@@jQ(;oBvyL753CWeL;xm3{-WLPY2{Qmp&cWt%Lvx|eG z-4sh`Rd>4BXEfH&=UwU<`6{ADWIADgJu$JO)b=Nb>yw~mJSd2+3l~>823i31jHAR= zXb-y2?K7+!cT-UJDE#=YlwxY6>1$Dr&;=`gP3(G`6MY$RwPI=4lh4MI+oc-%A;IX@ za!wlIR~7Ya!!SuKa5>VD_%%71io@9&#>#YzP2wY^^rF$~c&Nh{@K3!dpLVqJ^82J_ zU$9{yz-1=Su=b$$IJX38VI=C^Uk_E_Y+bG9IG5c1a(rENFnVwdklbu9Gwa)fPv3G; zbo)U`|NRQrW{>H^wzNt5FL>8|+W7r_g>?30u~E^imKr_PL!G$W1j2u*-4BZ`qPDVE z5DhaqO{yWCv^V1ce+=2c&0owUF=fwBseA#H8Ikm}$c?C}6o4vXELcZ^wP3e1u z$D6LLi}VK&JsS%k3IA{72Y2a~=_&Px#9(c{IY{}K{}^^aW5`ml35yaI((?@#KRk`L z)ynbzLi{Jn*`^!zIC)QqYDiK^GTs(|)X^5{*JFwagY6_VUfH$&0@G~bpb9svF<74< zU2E*-#5V+XUYreS-hpo&jwqKB}gABf|xFT|;_c(hmL82|gR zlPUaK@2+p?vZ?e7t+*@{_1{LYjw&up~Rxd93vUDciz6b_y zj(n@tv{muz=X+ZA3#UJ2PSCt3m2s-KRUS?60w2mhd>{D8!`jw|XT29Fk$O?xNue>> z$7wp~q^*$p%dg*})is__gOOA{6@S*~%axuqWfz5AvmzE61{tbSS2lpaX6B7;D!xkO zYZl-e)M`r<;{(rGA71jR}m;QgTuTt9Op}GGz_@(-P!LOXuI7#7%R-1P} zx(j7u|9G%`4)&j)0wS>PXt*<&tCO6jUdLd?xo+9cH_wOLuW6CZ*LG%lB5@Wt)mTx8 zz6|2}QdZyahznUR&0!YwG&^n7HY)a1oGV?BHxmR)gKp*b z^=+2@)sl0tz>SJH`8Gx1PB|^uTy`vau||gvs=2&;g>R-op7Yrkf?|(u7FlNN-G|da$O{fJL#h|Ie+`Emg|A}Kb+1k{y$Ll;v8^_eLq#MP=OoW2FKq*=^7U!O#GD`(+3;>7%!4Ih2{cuUW zN=;+`*>GF4kkIhN;?U5*0R*@rG%R?`qA0<}sXYXeL-!{Kio`OzI(o|q@&9o`q(6@T zG$0ZiLg)+Bbk)-#u~ieRY}X-SS>aTG7tBR96_6BMOIiYM_&2BU%vJq{gI=8N)o}o+ z?LN>rF$b=`WPv>J(TDU=QEvqcxLJEt@KZt1-=$*D zEnXE6Q+ae}zIM~=Ur+HoUc^JVqasld6>J`851EA!TlC2mi|3w~`K7sbSL%JB@7>J&P@vM(Teyj?_Oe4>~2v$hyVFZNZdkdiGDj;@TAXnC!Te` z&5-QKs#VLnkobENL!df(e$KwxQ5lJ-^aO*g$!l05OykgXIyhgD}J*&LBXQ$>&osX~ zqCZyKTk`$ci-ipw4YLK05w7EWY$GJ9pM|7r9bn$HzbIhwNz*cJ(xWWeNt_)$kTD67 zK1|6s<_o^T2-Bf{o8tiDDm6;lt1Gkt8BScsSPDZ0QE%nXDzKh=HkHA7&IT2y-D8|y zd@CX`BSItm-<5XEz z?O_!`Xf@4&Rnc(Sxa<#Ui>N2FJ$!~vAI%Hy8s;g$r_c3h^Ja%t0c8=7{G`{#BdiV& z1P)xYn@awps*Mew`&~Z*NNG=1S*#ZLy5*fv>=Q13flD)c9-_~|LQEl)Jj-}tyI}R` z2rFSU@@4m^)8fStmKjWu-&(%r-3W$7bpcNSJ*dJtUCHlqkZbdZzDh}=jlhVZAJi3= zS^n*VdIP<2uyMH>%r!RY0!Sax4ISdln)4PfPZu|{7PM}J9fsUVa!Thf*t3_ad~FFg z!cPnr+-EEZuM<6we%<>UjKvXwfQ0jc|L(nX1oT&T_Ub{_9W%xGwvu}t_rj0lY2r1d zhEO$~BapV{vwIH~BnNqF8Mktj*trdB5+ie^iHzRSgI~zZReAn&t!k5axWGhfho~HQ zqW%Od;!`YI;%kV$C(y#J{vK*6Er(-6j3eq9MxwIFPant9ZdP8|@vcuLn3T9!4%HQ# z+5At%b*DW7EGQ@&JCGwD>86mD|Ld2VF2Q^ej_j4D%!!_>9guA7#<4Y={sif{;w5&H zu*0H>5Pq1jK`mjw_sbkU)9y?$!zgqrp@(orvusstkws{!&AYrkp$^0HO+%D}6QNGs zzG`~vtC(yi0vcHmM~}vJ+TKaRz|Zn4Y@HbzBPyAy!(q!)x_QT(CHE{IBdfzT1wi&U zxPimSwSd)fv*UJ(7<4IAdR6wD7WqYK#bJ>V3qA>}#HR$I zWGa{ae;2>oJOQDin^s4Y0I14=uVeH|zwh$;b z@#6i7b}v0;iMxnVEe>WU*=hTm-p5-v!z}DgO~8WNw~-;ffvW~h%|5y3xN*dXfyS$e z&sn{CY++7iCFji3I1g=W#ZLh%`YvZu=5l(z;kQ*RbbH&i9T5-E1^dgp0q``g2d4FcOBBm8FA zuV!&4*DjTz_#^8zc3tNWI-qxMC$=$Hy{)i!aUpX2H3nhaJBQ63R>GfVVGOl zU#cEj@e6-PhpyPEZ{|4jS72fiQGZ6iB(96H-m=Z4kY$qIVjT-&gBsjO zS4QW2#1-nlw9jWY-0`bWfVLHyfo4&!NLGjC24(visJel-9}fEQwSkUV#&hX{77Y;W zeQ5X{x0sK}QXGbVoC&f6rT>S*igTu=f(%tE-`NCg5Bte-x?X7iK)gMSi-B(Eca32_ z`kmmq0j}Ews0$LKguCfHcMmGmcr7d!xa1zn@fZL#s4J|+E) zugkqf+;xK0PgNu{Q(r<9KY`sXTy%H_@pkW4{vOxIGiUr7el;#xp!_BCnM7)?C}4;{ zV}>~TcWaxv2zE+U7V9v^g3R0f67%0SpoT+JO%!g13a1&4FYF&8=H=xi#r$*#?>$X+ zF_D-gdIy^sHKiK1Z(=e;Ks8p~!7FOuaaMV+3OT%GXYCcox%mV5dmSa{-S-jueKA*= z0-vxcKlP1kDczFlE=P`R=%dk^@8U+{ueQx`GjwcHg*YQ8@Ml@T#5?0g+TAq6uU9X6 zvI;2$8{5>T11aP#hZ{tzu_Y6v1BYnA~8j!?hgnrKR?z8)@iw&X>7cj`XrEd!aY zVPXT5Z7;h{&7L}Ha6vhv#@~DIiQ#h#q;(<}!>@n}(?2>Y+>A;yiJBN67w4Vd*l);q z;k8i#&SxQbmMQH^!^jrHS>UyrBtuW4a{OvQ=+!_0ctcd|fq zjj)uE7RQRAH@Kw|7P{m5#~V^CuTWeaYE=K{rr>t}g*B77I&&+e9X69#*96HYVr_Rs z{_N;<=bo~0o!mz#pwjYJ7vxEbZG?%Z@O$$kS{EVbiI&-a_k8E#NK(n--#GPOgV57v zTcPHt*Q58dD38U*^sYr*yW*Mg=NSFH;5757B$e8erER<01ur>gDJZ46!?QU)PuU@2 zO)7)4`R7DnT$X4MVf4!{EGw`TW7{;|Sgf{_JOMa6cLaMfeWPcCk+ut-R~+i|Y_4(Y z>kAcGGUI_TnqWVuUVo)##2ASGLj?@e#?>57n}o?zbGVyH0lA*pdJyfSs;MLms)k?Q z7I*0#SYpasRW*^?=?1FpwV`$T)F|}#lL&w$k1y_y^?z1f z#Z!MuUA(ZCC6BQ8Zh*G6Uo$Q{AlpKG{qW&PN}zV&?R%fC`62b=O{`|wcQvb|gv1w` zYnph->GxU$!gNUKxTP@OXW7LA3>g zJqL=AUX}&X=mk}KCR)v*D{qIz?BoYEH#D)vkv8=+K9U>8!E0KXX++}T)S_^+7du9n zH=Rm~RSCi)olVH(AW?TVST}%_a(hDm0cnZRlJ3aHNMm) zGSIoASUg!<&69vt1IBV$_r>9HjdlIVk+i6H5K>C;rD5&W(^0+vt%V(Z-h#<-nM)_R zb?>@L8%3bm^gEXBfm7&bq3SOm$=i|Kn^k>u4jSI`!EiMpZqA_K9Lf4nA^dQe zcQlpNtwZsP%TrYe;;rgTwQ%h5$zC%k^BNzcPW;Yis zy(&<{`2s5}nK?bN^Z&W5#LKlsq0X+6@+pmQ>K}yTTHl~C7Rwj$eZLQC8**~q`t19-Gs9g}iWD@z zBc+axe_1$CPj#){xk}!d%<2e4~ml zGM)Pu(NTk-2o@y@z3IoYaYGu{xUj-B&?54g`aC-iVyd7k(Kv{^EiP`{{LRLttmwlS zG5yoW1U>P)4ZItlp(_remBtMzDajivw8_U$N2 z2)unqEcQG~DAx1PvF{fR(Wl?;8PN!`60p`h7*adUn?@s<#xb${0NYU=e3}iBR(S=Q zy-$v8==pvu;_BK#lo7pdM~V}5w5@ifT1IvNe0ADmKV!ZrFd)58)a9gzYPOQLR$HEz<#n>e-;RJE$oJ-}KroQM#zo$ZN-e^^ zH}pnG}$G@_kY@OyHDSixoW}VFKW5Pl!Ke^oddDnE{t??DYzz$M3K0sH5bg zs$uv)XDsSg<&Ms`f5}84Wsy}Fat=6e56&vQ*CLx?4wP1uN&|j&m5tb<@LmtI*!%*~ z%uk3++u+!4mNn^Mb|24rQBMlUnjQfw4 zihlnTZ+7xLE!L0!#d>};h~mlCb!G^r-fdL%UqHScwBYn;yLEzmxmxoDhlA2S~@?5H(_!Gp$9n*dl*nq7B2`ErUBH{s74OC9<0R;U+d9+ zS!J_{^4btQ46h1g>9;?%8{=#ybIuH9o`Vp)xlYsLj?#9#{|=}LTlK{K3t{cy5+W`u zb83mJ9dRQA98HoUD>~*)f_L9@kl-Eh2=n+js&7*@DOav%{L1|HQ!Eu7@v}Y06Vlc7 zM$7fUk5`Y2oP<4@ITfJ~Y(BCme@kz7re!YbhOW}DdNngo2f$s^JN=uBD>n}f_R2Af zRKWse9P%=}pksC}Q9iPsow{JCg?)euaW?V2ck%R6Yaf2 z2(p3ZZrk#JTw*Qs*PS+D(zI$iLZY3T_4e($di~SYr}S@g z@!Ha=8Sjlh;@2H$)0@u?QWrP(e?yxIe!KT!9Zb?|s;NlyLYa-w9v;amg43>J06(`d z%E+mH7sQ?JPD}1)wCnU+981g|ZdAfCC)wY>Ihwn_9~zFLGUaDcFTw3!`}9XWJ+?)F z7&v(OmQ=>_ul+{cwi+r)FDRO--qB(lkCIr6$wSEP;m%fuvSdfHlrt4533eV4Mc*(O zwU+)ec->artwdhlR_Vzj+iJ|jqo2iR8qxPKn%YXEid0>&0uHy7>=Q|(-`u^A<0o6540P847srGLxD9Y=IUhU* zyJ^R+yy7bP-a0H0+bro5%R7Ohmv|_aub~=Wt8YIxFVXubWyg(jC5Ac-eBedn-lM$W z{pbD_$HYo!Y8P)(CdHEwA~x5tNfKLRQuAEqL+`$|DD68@q0?vCYqqM!`;m&$b65E9 z=x;-4hYVaug9ZJ-%J-VuGp3Wvjh}k35a^*GNQmzjFGY3Y;q; z+vAFcgV6*Q=wd%$0|GKuYLsxA>)vFiF+>D)G4td28g$J&-XP|BVqj>HMyis9ePfA8nx+9sf>X z>=`aO*Fh}95YQrm94-ua{xJoX)(OnNyr*QjzeM&t&k9-O7vH5+LFx%t!?~W!%C^_l zQ|8kz?#qGNod#1|?!oM1$*$hYPK93~t^1gAHD}hP?-^tf^#OH{KBZA)6dcmxl4r{3 z?;%Q52M6DejjgHVX+`Xyx-j(c03_GQ)ApL5C-sp)6KMxRXi=LOi+kBeNNCw4!t%TT z^4P{bPSaPNad;viWIpcQeOt>U)*zJ~uOWl!X?{?Vty!+ASOrUIy#EHVY6Tn>wm)pI zq*m5n-tLE1ega}cuzB=&VFQnGQ%Wgq9p^BW>sT=|UQopn1~Vc1ne$0{-4-;DPSg*q zN?^~})b(sXM?n9`jss>~s*pNWdH{JQcjwh7pILJY;vPR~;c9jRk52y=)lJFYDLbIm zfgP_hoI0gy=%fL-ynI(XvZI~>(uVcr5jRnMN&I~5?%L4!#m}clvfhbUD3q5dlPe|+ zCqGKG1P2%gkA}jE)CkogCC+N-c^Dq^%6$C3d>1*7`YQl z&R)x&=3~njzAehb6idMRy11y^c&=N|g}QUsG|T3F;faYG73WPG5g|uBk;8hx8<(^{ zhkb`^`me2~ATsUWEUZdqc@laPK%&1P-PC8XW9F0FX|GG+9hh%(aiJg{I?4V~mAC`! zGr8uaQ0}4gl|+Y1Ac@6#DSoh@w?;R&<>#{$b zEs$|sua@(f-3@_{`pxF}bFbqv>}zm#VqN_}jIC+J7FxBhN;VS!OVKHhGb(mUzL7$_ z+f?mgptjPFW)GAzBF44GOYn5QgI`J@zN2|g4HOV&rd9(FGp*gq8|ncul)vYVS`_!PMqB~sYyx4`do4pg{xtwCVt8=Ua~Eqy9Ee7VVa zZd;ye(98}>>haqPrY{NhWs`IKV5z72P&XbO`2I-*=a_pu{O}XT`WljBu+~vW{3eV6 zcXiSyM?OZ0h9*+NS6L#f;n2GdGKetG;kQP(S*eeZ>iU;%{Nym%{5nlwRpel9ov&7! z>Y|4^-FC9d!wQM=yN?AEs)ol2lybtCG$|~!@`=$H)cb)k{PMK7LS+HgN^QNEi~XkM z)a~Sj7_9L(4j$io3&LHHs>SlNRsB5N)=0AZLO@N8W34@VgJCt+Q8_z;#cmWd3nPkS z(W-mI1nxM)Y*n7z9*(t2Fg4p8Mgu*Cce&B5@Ra2-aXG02QML^y^w24b3a0U(K8Y@n z?6ltPPg-SSu_paYyC)ev2;K}6plahiW!ostn3>xTN9XM1KRbV$jv}SMw6_CX7D4$T zLCb-`N!+lHPO6K1+drSghJN{Q|0dLcHKVp`dp0BBBX4jxC7jKca>uSq`|Q$X$Ph@o zU<;QaIWk1wOj8i#*;M%%wDfD}+UGNEZN8QI9vSxG_a6?%OJHfwm^fFWHCU=l%7n4v z%ucR3N-L|{F5YG-)~=O+pmGqriua4vBkumKMO!>>lju!}B9DP8rg$d?siu=gJ!Z2| zAH!o*l zgB(|bid=O0ZXU$lw5Dc0Fmk4G{tL@C!PQ8LdRZe|?mQc!H=j-tcx|8&O)|Rwe;}RK zu{1QzBaP^54jFNb=g`SkN<~86PCOhh z(U$GY?*6F`CtL9S55uY#uWkE;*37iPeZ^U`-GIvcJmEOdSU6CcavFzHWJT>_d zWdNuL-!qw!y3+K1m{}!!=v&=`d;U>@eKzFj2^$m-jN+z-`0XFN}w-y zl*lZ~Wi3!*@23T;aFlFa7j&x0;8d|o9|ALpWKW1)xF#a$I#Vdy)T^45I#YqPDo&@F z8{g1ylllmJH`P2fEb-`p@4O6cD8I5!F#7?EV1FJr-o{JfABt1mErT7sh{g^N`c|BU zSsrNigP*jFT^3n8!x zrI}-qVkuMF8){b#i=i%DvUW!^%s5iwDT3aXZeUqNKSp77?^?($_w%o-bKO6Wtm(%c za;S=ImK0tpufNKvIv%V8qa2GD-RfyQOMDpJohGva7gR{cWnE`i5aJ&FaRbar#a@Rn zuQvVA$5TeCdkt=-D)bhwFx*d7AT$4R8cqko9-&@vQE?OfWrH4e@t}cHtjux2PPfSR zDf=1Cxdmq&zP3J4E(U)L{LWp=RAkdPpD8BBpyFy8i%XHDtyzh)Y9bSOxX~6yJ*~X% zG7kNRw%J6Nt zb7oo^0ex2VRs4>L;BQ{vsBYQ}7yrO6DrPyE3y!|l=Y>VeL1!lTck=O@dQ+KG4bOJV0D(=3F}UrStJ+tFf26g`Sqp zR4ur^Yf()BHpRdF?JwHDMmHBIX$Ss?Futr1tGbF>+IhZ) zDM2#oG;)mP)B+EMGbH5Oi8>u(x|jpgk6y=L9Gk~l#dj?+{8#0=LJ6SirOZS3DQ{>8 zUb^=RiFZI_#&fGd_>K@HZ)nMraJezE=YJ~bTK}(6R(#>s;7%*2KAWxCR_{MCT!`-6 zvOVT*jOC~kj{(IuqNyC#cHSFwW5;EM;4?q^H2NoNS&x@sd>q*jNK+9vDQlY&F&m~A z`lt<}3virr`w9BLDteq7?+f=4(-SHD@RfSTyS#j5<_SsLFeMhl!OCQIq-#T@XQ7If$*5LGS2f#6O1{QiH<*GHNg`?uSf&2rkUptq2n`Ss= z()j6dU5G(GzADr4Yj2FysnN7jJ^7c_`if1!(kb99G&&QQy%20l&~^n}-cv@PFZ96WIpCL>?+ti)4g=*5 zYp$K@l!vGdCcRk?JDf5Zo+Mj$aH>tWe8gub_cR%l?ux)fmS!L;2HS(u=Bkxs#kmi{ z*Xh9;fUTJ~rT)VC`$XKZ2`k50|7l9#^FS!6aWtdivE}lEVq0Yfr|iGWmUw{5<`(bL zh^RnQ2Yhc&PA@eCr{*KdkR{nW$&s6z8Z2|oBN&0&9{DRu%UZaJd_R(Kwb$l-`068O zuf@4@j81=MJn6Y>k~pHDS;>BDUaNJOBltlOo(W-DJj7jlkCJtO9lT04LOVPFC%IFq zzc)C@4|gknhYdU2bf^DdVvE?hBW>;&((rROG8WXU>R92zRr-vj6KBP!nT@fvhiJsL|9`!e4SBIkYRlNx5|!Bh`dhhiN)OmUx+2W~Dogrk$0*)e1*X`jOo zOXns34GYs`Ur+l}W7>sxDs~5*G)zjNeDFhailTNs`>%cY@UB3oU|9ZIP1@A&C3z1O z4lYTozbO~eM%5W+h&LacyjWV3_S%0Y^r}R;VX34r!b_(1+vimKi~SoNu<4}Q>J`Nn zy8Zo%xS)^P`O=PSuIM9`&_tlab7ELWDcc3X~!!h?-fL&2DPUThFz-5b^tV|iX_`RH{)D#IQH%P-FBD4vuW zq2#9pnVr5zJUC$IW&2Y#6h_B4X_K^OSnw$;{^%3lPLa(zQ7&`J5}~ukPY(^*rV#I3 zH35H!=*}8m0Y^J-&%Iz`DxA3;P+ZooEpQ(H`+q9-P`;$+ReP;h4dPMn;%NEYkA|$Y;_y`|g2qdS5Y99LZ*W zN0Lr`Z`vAew!~j7o3VkU3XtQiZKfyAo%^ll+=Y+iU{|nOmX`6*b^F1gm}O=PtslJp zfZyP}itCIUcMzA@nvI@a^W9}meONN2eTko8>lk#OVW}fDHn_e(0#<+D;RxFM6#PGx z*I^ba|5E`yveRRm>(LF8u0Ia`=l<@R(-K}Xmup$=a0MZe=4($viFAz!xvq@DmH#c0 zy6hk&cjSB1$NS`f?lkx>-%>n{9l!C2I6opm1{_v8S1?Dugwm%coh(fkPDF7tMZ!=&$}B&H#0y!V|qeq zpJ7(8l}R2%pvI3vG&vT3$X&-QIASdD4|{dr-9Jh?o>?jPu0q>bBhXlqcWspzQ*p)I zk!T9qaEPmli|VLmyd|nXla&kqXe2akbklIPD2YWkeRx9p=I-F*SwoQmVS?D`59NA7 zTX4&R(#iN$#9f)THpsIQzx00bn)M&o*e=QEc-1lfS+MkKbh$> z_T%MN5EI*L9ZTZpBb`cjcmf9`$i>-i4;T`#xsMY{qvy!g(BF>iJfUb!N_(>r9q!<@o-+q77 z>BLC>(b4GP``_lVX7{m_Ac6!#G{r{t^yz2QNe6Y6spx)IFHL4mB+Ix@&qc3g<7ER9 z1}NPHEPM1QE*Sy&_TflAv|IS6R^w!>lr6pP%^+ZI{EiM#L8-0r)|bk`l+T*X#pDDO1N-H z{e#A)FH|ajAHNw8X!g76*O1#Qak*SjyIF~+U44Vg!HOfL`W4<>II(ueoP&f-a<$-M z_#<4D#rbd_p-@BV>#5tc&6Y>a1Um&s1*2=FiuKct!%6K|d*aj5Vr1_a&aaj}HH^RX zjRy@DUBW#%r==5iQPg|n&#nZq-JgxSH?K*eJE&x|;%|&cQyV^k2OQCQgj+mXo~&Or zB+vvOF?FV_+`qnN^y9(`NlUkw^{ZMHZT@@eGv)HH?GboJRRrH8NBNla%e(|OrktQc zYy=KwkuVAaiCtSYeE(J)p9gf|_8{S<>kcI4%-_4A#}PBNv>K{6Ct^bCHlv$dzK(VX z2*U^a1i_0JFeVqc0;{eKlk)VbgH9Q{8r#vc$BM(D2lJWEsN)OZUDyI|vO^Dag!c^>kG zJG9C}LV^SM4o{!>AXdv1{t4xxm?Sir__2VqR4^$7e(1|EB##MB))4=otVk1c^3+z_ z#vZXuygHgpmwSXe+2ywk_sKrTX}uB^I2=~5230jYP31>y4w|~{R~cSWS}cVq0k&rq z0~kd6pvM?n7%0I@($zo*Mt zA1#Ppq3k@K$p$v9uyO}~0R~SAeYIuATXxxdXp!y^PS_sWEBG>YHrD=R4rWSH7qQ`y zhLa2u&5XNga9Y8<tietPw8>eJ~4*?TTX`m*vpi2)-mK3=j} zWaPUwAOziSJif#|zu9RIvUW~GAlW%S!XoLDVLYD_Y`lTl7%`8s5hXbQ_FRR;vhbc= zuz?Flvx73l8pqpUGU1+(m`O_%;}@@%ixJu3uf911A-a_6}q z&&%EEa2V`Mq_W9Y`y`M~#6(eWHVHZ=$FePfbdnG3du5L-x~1NHlEP@o8ySr`Z-gC| z#=CZB8unQp{XkxE{^1gOfVn+o&*6cVNRi7RvJdU^A>Ll$)W48_W>6q|FLE3uw?rUJ zoq>WPDLqG!TobGKkl8nuyC3O)MTFc1#WZ*$*w9gU8sf zR|n((B!sLTEMpt~tj8C<`3?i*A%vR{7D*s-{s`PQBd`OpoI=R#9c7Ub3kyp7GllFe z0VMv*@4`d%E|7GzO`J5FjV%KXVB(<540I|Ej7Ho(pAq6%%`k7@`W%?~W-93>r& zdma${zlr8+7^xy;m-!i-xQ56u$$!};-%O$9t=n~vZvl7nERW2|33P%wWO0UAcEe-{ z47`xo$PQaMaP6a#*5qzRAYRKnVDV-cT3)vyC9g*8rf+R|@?oq8E(jl%Z()6x8+cX& zk@V!Ud?bA+JjzZ^jFV&IZe;V2e`Q9(xsdp=*JiJ&Zre2@i7ir=F!Ffp?{KVQ5GF*P zu_%{J7F^<5Lv8HgTVU35-pWR~Ag+QJ_AQ6fAigmI#70|r41qahi53~m!6XbEfP_zP zq`%9nEG`TqGjM|-TffUc1jXES*#Z<6Gwhx0`wCdCj(#tUDImxVwy=WL)0P;1Ts^g7 zKsji3)@0o<`8d*GBe1$e0mgeFp=sfL3?8<}Cgg7b%Olv{zRPggN_hq)Vc6INEk4R( z=jGrap;;%m!fpu~{w&Dyb0ddcgvjZ&fi)(f$v76k?1O^a9<29akb_>S`rb&rgyFOt zn&iD@J(KdEU=JGvS8--Y$uoraV_2Pq8eRJ){t>G!$=a@K*)|rOOkR3GSbQx$*^ea& z6^|vql4D_Ea69-b;WroTOpnC!e;;7&=PWkD6y=*b@=3`8NU#;6St`3NCH5>N3pzJ! z4f|>m*Kd2!OzHIHt(g`ov9W$PIwI#*q?&}*^f zfUrnR3CpA6vfO~d*j_Sms$&ETSOy0&)1hI+kjORH@fkYCu&zA48%UR|Lu3Fa2p((~5s z;|JKo!f*ZBq$85%7p{<77qzHYZNd$ax@^u$_wXhKu-RTD3m17dG=yuJ$?v2OnJ^>h zWDuONX@6)s5D3oc7unvPegT9RuyY`ty&X+M9ALBAV_QG*6M|c>!0RM&&dXPnv^YX> zaF!OU7?9-85I#FTl*;F$kVou_J+S!0ifdzd9G>P#;&w2$=&`=YApmfV26qwRjJDu4 zZGqutF)eNNCE0Y}CA{*%^30Qvooz$xK+7_@7v%d8vKU)2ftG)=GJ5hsA-$CO7c%IR zeK65}O-Rnkj<<;mdls7uh)0(}_W3LMKOg{3nMY$pYnID$aKO?Jj917Zd|UcinUWV{ zHhIvnUfDf@j|aBzqy`cUvL;{dAqvvlCJR}p)VJ~57;lzxgZ zJwkbK?102c8$*F23x_m-_SneklhHh|-bt7*pWs2G+tSRqTnE2^plzhTWa$`%FW75| zFr6dVEw+XkpIDeojk$Ny4i$&{57G;W99rEAwsSI>eTa3m^vwA_32lydEgncd%C{cI zv&Df5{{TxjAC?2rXyAze@Q`C?Ie)~?CAhFY%#P52SapwNJ^UWzv#1kE2yCmqO!afv zJR|PenIFRb7GG!0n&#h2kC46DOqZ|?(=25qgyJ)`YO|5~Y%6RHRt9K`xS`0p%O>UX z5;I~-N>Gq;#+!P*NjWyMWu$k>3<>F@eFV?R8^0%L1>X;s$|JO4kj_Y&!LCD6^lk*J z3lP1P^(l?K-h{S!EX*IRl7lssF^n>un{VxaVQI!B)RW;3i8BOu)E>@(IDn6AqV+MN z17|W;HP%PT7929$-p_q;or%@*gmBOj3LIwzmbpLvx|Px2oTaRPMv}VGpP_` zZ7xBPG@kZXGXc8Y@xT$i~KKU@h9E@`b9uWav+LAEXV8yAD9?QU7B!u-aVtxZ= z8GA2`w`#B)g?S=aJ%y#SwxgUs1nA}Ku4uHC?1A`^V~8|-@g1*Ngr&$4%$Vw1*9C8{IMW9KqPSTdiqS^<^KSF*xI=lt9;o{jEu`p z&le1?$9`@;iMeKt=5Ck2_^6kFDUqNGIp!sHlbdG)*I2HmPY7eLK7)VLK zB(UlLjlDqTZMGR`#^K0Fd6W7rgOCoFa=JPjJ=j0s&e8iCn#+dBaa@Obiz7gv5(ag# zY2}4UL1A@j^RZ(e`tm4YJ{W|DS$ZUKH1-0K#`;MIJ7A9@%Pil|z&ww#XL297j;Ke3 z`^o-9bHf3Iya53{l#GhXV?N4xBeG9zFb1|Z(EDUK*`03CKe739bz8o$)~>Px%TFRY zb`#{`YB0T&_Cw^z3yiSq9+nAh@)Al@EtnzLQBZ^=Y;3{V}PYz&5@ zEI9~rQ@w1co?7{^F^z&986L6-8#FH^yo}C9I>jk9bjU$%8D|L#`76l@&tP#dA~xtA-k8;jYEb+Idwm!+?XaZ1 ztPjZ~@o-z%f{fLT23pCd4sp!X7{v%;ECanJ4yrlYYX7FCF|J2-|Fg$Mytc z-!6`jI1oCNV7dshJ9$1pg^fU3S&{xO>coe|tV@8T!c1mFP2_B*Rsj^D!ZW2HV4ozB z;}|mgByqM?V2Qc1>~E3n&O>8pJdzEdFr|Tu1;a8_U%~$X+^V8S7HEeSSAi*n2iP7M zmihK9i5wD8O<5@ZA-M#9vuMV@_WB|&_hxnS7Dbbg zmOy^V;=r!c1C~xg-b+klk1TwLV?B{vAWe`jl0=1G!P4F(qolAWBm=hN60U5#Wl2EWOT7JcB|AE*bhccKH8mu2RUjZ*+t{Oto9#oqYggU zHMjhBS`3;qw65PFOxdksdueyle{jY^og@vzAN>CS`v8Qnev?)I0B;aKu*L16CdyvM zOqkjBXjl_HF6G&r$z4-hVxZ}`@RjoSF&u^cf{`0&?X31n@7QCDFI~WFE=u_u*bASM z1El?l{I}2%QbN zxye6UP-S$xFzac<<+|^L%$6>qk;!LZdGWda8=adO`6kv`ooah|Eg2oGSTaEKSMJY3EOI$SfX>?{c6nZTMc zfNbd*a5}lTN$(Kd7DZtI*iWPX0CymA4#t6Z(sbx&*vMGP524wA9{wo;Bq2BZeiVP} z2aFqXUyY}omdB8|rSDyK>Ge7(C(|N0z?_T}f$)#*t_#v-14xF<8w598xl=UIUmd}Z3Bd|wN2BKkg+}NF9(!3rw#Pc|g8i#gg%!K~{ zTVt{uZQLPaAVDPf?US0=f!G(Mqp&==HM_}4U5)`~`(UovoMRZ!%Se7&ILL6B_hp_& z@sZe7;undCGU%BE?bsEF>fBZ+21GW)<*SnBL(qn!Y35iNxhb|EU{??%&P_!*ZpX>_ zv+vPxWT*Utmc{`(b&@c6k;fvAQ68Klo&PKM#<0Fdz*q91tEr>ns8@OojFj z#k)ey;Q;PhNiReg!a_>zud(A~lCQ}=Vcdi-xA9!?Bo|{C>HgT(QX3avbxcpVAJQ4R!{KkW$nxwF4lKs4gmiBsKVc%7 z2+U>e#ujc%7FKx;Pur!Plb3eT(q*1(u(}L7CgRrubjR#TiI6~c;Bqi*Y%Rin3>Id` z4TQO4jlNz~IPIkv*T{}X43J^LZBaj)vUHSk((mDCAR8%&EUv-s0uA0G(KQi=ZM0nWmf{ny(sk=5P6IdQDw@tUvTBO zoY`_V^Q3S~wH`W+30rw%SzX4)3$YxsH+kX!Zmy#)#lQvr<>*}QKaqOEvr6t7bDnMu zaBHG1+luWRPi|vXHHAXk)ImJUG-?7>e6Y!12gG+wg}Yz5yIgg#mFqmkvxUzvO3ar) z;rZqR$Bp6%8+X)oF{x1grE6UKj*oGNIfa^A`HZ{0>IBil!6H+HGhcM zFtWA&CV_EfKr10*#4tiq-^8q?p6)d*3m&0tY(2)N`|re{bV|$W8xZ0syz>MH?40X1 zdp%6PXE=b;cLffr7$YiT``L2pk>5A{LfzGKEV@7v;MGO<05${?tjG@G8sZ*uI_{t@ zWd5U7$?+GMfUhtcDn1XGJCXNtI#BFvq28ZyE=8vN88CY(IV0>a^FoX)A^;wmuH->Z!rU^Q;b2-xmAekIhJ z_^#MhX1tIJ$k|#+O+9x5)Ca@}RSddwY5{8n_=J{oHP<1IzY>UKB}CZE%=Il5pK(z} zRO&s-7UfuLFCBZh6~}H1uQJ%_;yR{ORes_JNA4A0d`m1Cc#bIXA7S60P;V~(0PKOx zNx3h@48p7Fj#!lZ%AJIG*iB2gJxcftiR4{moy5cg&2ny+y z4<2K*azS|v>I=8^Dn^Zg@MStUjCE0k-{vMtRCEA5dxC<|m2%C3lmr0kC7|cxIusp+ z46k$KY~qQ;H@r$!1U4plj9``DsZ*|h64J7xLg^+J(H`Pb!Gl%>Gkg~c6!8nU`I~Ax zZC}(&ZTf+{YW6fa;oXFnXW|;sUohK;F-mH@)Kmpf`Hag4#4bs46iUnfqCCWQl^$v4 zBA{=I>OVu?PS+5Ky81Q`ABb2(j^)FJP61yKmC~KW32^@a5sJPp4O)_?kBLD;IuN*R z%qV4!e{r1u08po?hHp(0p*=PL?DqgUisArDU%u`luOizjp8f_CN}Hh3Td!Jo?#A`^N{r}jT134 zI;lS5D!jyHHS;*sH8eiqV$aM5$MX+=hj$bh|_V=ja&q78HECAmd$Im-*iJH6+`Raz3WcK)M)y0|wLCq-{OL%SXi z2Z&ig6g2SNNP>c=0a0xZ;8! za^LY0u*|LMT@BffiFp-ud2?HnT61>AqV-4E`ozy|Ow)4!oGNY-=AGvtWPIKEFxezXV zA&%eiCU;u^i@nw5;|QxGZ@>*`c!4~T~S#~#!8gugN2te7DRo>_JW>I>lynCb$F z`hplvN+44I067Nrn{8Nj2lF<|7)0h2ZTpHt`!+Qu=1eN0lN!Gl8tBXLWHeiUFq3P! zu^WD1lp2w(t4FxMD#u%G@e~oKs9{I*9_uROxwb72=w?MN_aA6$SiNPf5P>6G-b4>^ zsu%j1JGn=Jgq$e7gJ5}<-D7$0CAsEGT(+SSuHSV7J@X!$?q$XQ08u&I?3a_x@zi03 z{miSx=NnL}l(r;Z*D;+WaJP-!hBJPcDpSw62{IEOP*l{_^)b9|P->;T{{VG1UwH}t z09f^VQAX{q_6Rnu;}ygv6{Mn6#*fF2k5^ljaf^DWYF;yP9UWb zHwC(~W_314*}SJTMWhZ@^#s*%D%~+b%J&Ppk3mv#D&f+37b$qCHEKL6M5{v$?YkEa zAW>c;Mi8SOV=cP5a0FYuBAo2uG9eAvFqC`wg&GK;>}SZ=nVuqFe9XrG0C9jn%oW@! z&9lT_i1&#I8>)u=r94V8fE-*4{$eTW4Nc)k%MBvkU*ckK<^YKE3VCe7ENAm6#3c7A z9E9Fu(ud+AyxcPX01=t6gj>Iu1LBB%=fq-BaSo;Z#*XF1NL8c_`h@dSYlCcSsk33k zO^=C0L#avc+!a*5qBU;fCG-4DE8vu?E>xpTzG!vJa5EBv}~yJzTp%N@o>deJ9&Zvk+-EqLSNLZ`F7D0mOWg$9{pUpd-LWY zy=llgIf_o-hU4%xSq`e7m;rTp;sq={!>%jLD&oFpB8g)4DApV95NGoci};6?=NTyn ze=t51Vz`b?0OMlf%=Hz86%QSd(U6srlAJxu$ZU3RU~ghj;XYf!z41@L)51DY! z7>F6I!M?T&qd&NIW=d8Zbt;N#F%WMjIT3YJYP=y3hnW_Pm#CMugPT(d<~*LfO4n4z z#JPGczMz0g*AT`9%8bI*vX16XVYH30mrD|%XK_w#OP#>WfVW?W;mKX59thOFrBfm^ zn;)5Zbo!OvMII#=M5*KR1n|lszqn2supY?jX@0qhN0>lN7sRGeJAZI3IcH)dzvd-e zLaw~?04kx;{w1l3RX@0+xTUGCfXhFTW)loL_5OX8S zMh>G~vf+2sCoaG|U*=r%`+_v$Se$GW_c`c@jhuewzr-3B9KaqYR#ddQiZHLtwd*2g3l|K;_N-r`EdR|5$ z&+`lq8PqI7JRcC(Lwv(X2X5jj=KQh8?pY1r#4SFfxT&vKHyRv)UZFEadWx+s{{V1N zP|lzR!c^$xmAGj5mA}+9YA8oX?o9VECr%eS!ZyB4e80QmONxYR?77;;tBqQt*iV-PCmGf zd3GS6}l{f`<$svHFC{+RB>A=P%|nwEWEq9{7tXP_zyr z3hu^QA2UvQ;Mv2pCZVqHh^6c5;U=+VK+qh(;={Nu3-KL%L9*B2ja?MP8J*m4IRuK- zKps(%X1$qE1=$oR{{V5E0PoyeK>2o5z&uoF`uxHRkGqXqu&LN%!AIs53JviNi>QS2 z4KHFBl?WF1%v^viLRU(bozHOlR^ParyhOIR@hh#;Jo7!jFxyYmFu^z+pHT!uvtP*OD71il-;IQo*z;&ky;HP@<`$_X-50 z%42p_^%bzN6*C_Q5UL>4ljHc9p<&}`{<~7(TJ^ZmpoR5fv z;^x>(hC-tUJA{RhoMfuk><^zE~px0j{LxTqjjkytd<%6c5QDrVb@%+wy30Cnk*RJ9# zs5My|V`hlSthMvM5|rAgT9RB;s<)Wbfw2IG1;Sn;qi}OktBL2!9Pdw2wplD_&%|pk zp+}-=%&l`7ZV1FmdxULOP~xv3tKM~$h&2+5iE6VTmd$#F04lvoOBXdiQ30WdCY~eH zyO|5ThAo5cBq=624tQfAm*O_ty~;at_<&FD0AC&=2vIAJZ?2%{&O=Ay3Il<+A$5OK zhQCCr7qFh8(j3=_!%<=mH7&ckKT&Nf@!Tbw`ITvRsXzt%N)0zx)J8YuA)g+mgT;7; zsT68CH#&R}K^ugpBzg_;66h`UP_GIJhVcs~J|K=ZQrdIXK%uRGHG}gUe&sB21!Y}I zR<-N@0F%iM>ZS6d!LS$xdxj9g8ce{kFQz>myv?mXCm&FSo;E1!e&B|daksIK&vPNT zaR&0C1Bk^R%%aCoMe_KBx*dg5)Z`<1xMdnwH?V+Y*=>#}p9u(gi5^`!Vw9>&`F+RS zN2MF;7U67bH1pzJVQDyu=a|4_pfCv4#8PolTiP$Uin9-%V1;cyWraiApSVv)sZ^r; zGQga1DLIBc*f;8I7aE}T)690!;uhH3QBYdM;exejRz;(#zxwkt~|=})xs5}8t<|a%WmQ>VN|u>P{E9hx+4p>?pV@u7dt*<4P&j=Lajeg zBK0Z_{li*EZKv)PX$;lFG?%K8wzj5JT~5ljDq7YWzGW=i>m$Lij-Y^iLM+BDrKfSK zxciC$hfr_F<`q|L2h6Y@l?1Jj z$Gnu*%f4l+-`oJZQ6xaP!$^_2mlCt;8@{5oR{%jHC~`Uqj_-aUf>fdN)XFp;U%8UM zsdGY~5zu~R?f#_&WKg~{@jYO{ZvN)Liki=H{{XgHi+^N8J|$N5^D7$WxQtY7WhJf4 zY==-NAyJT2^X>w!Ur=q|nQkt#%rVR8U}zxmamLmAhqb52m?d5P5rFJ5$;8GM?LrXs z)TOm*Sw*auDP8?dLR2^)GU3}0sd~-oDWm;I1}hZtM{y4i9%pdoqYf^%Dg{y8BZkHf zanGncBm6?p+#(B4xcDudL(y+gCaYmv5~0%8R8ZyQqo*9%b-IH{(CR&2rfYw=*UM3P z$tsAq-oQFQ60yXEF4#ePuvl1J0A0yaS5P!V$5N+X#6_z0+%&P+Xj{G)iEwJqaJ5B5 z4ZTIe!|oKS+{D@IVJqeuSL!~3-l{s%mS$4k;f9VQ3rao8Q_BKgKbXTzaBG=ZQn+G@ zcI6>uPB>S%YRg~ZSOTWUel}oP0iIz8aGbaT?9N+-RI2bd8)z(5{{RtG)#v67;*qQj z{{S({TO|&46)NgqdzDb=-T8>qR{;-jE!bKA0JZ}AoVdkFU8~`P6$XxdM-dZ{Es3BT zNSZ)}*I>2v4VIfU3HCv`e6IxNh!Q{!LYM{r0O32C%)S2r#sVj;VcZ1u3N-CNdz7lmls^9e^SJ(FM%EVY;VE62x2W#_08oy3igj1qpcXd) z4^SF_F7QJ6@fU%AnOa>Q<$*aDbqflwnTI5CiSZEBF@9x7AzJ>4a?2WZfG50;oa^7Sx-HUkr!XbRXG1yW4MH@WBaJ)jgvZ750s_qxdxNvqjDQ6FwjQ7-6 z7aN8O@hl&x#F}P6D((^UD&3b|t$K}Qf4H;C{KeaQjO<fuv_=05~s{-t+Wyx%cxz=6GQdSC$K;kjK&el8VX z6$F(Pikx#5ie~}njTNr(DjhQfrPsvE&R>|?_pdU?RWf+@FC23&132mmm{)L)G(AJs zsB$1j^DICvAu6&BIi0YCk`gyn2o{LApNIe)^3(-& z?st+K!e<{5)u;Q9x$yNy~Q-&5tbF{g@mcb_BJ1s>M=C6^TcNCnaIm2 zZhXMgThlJB*7@c)l363JVsO{Yw^aIAU0bY6h!(7@vJ=#pKM+7GsM6}aPn+qNCqrK| zDhQ2IkKz#;znNO7l^0$efU>0(b&!Q~#YQPc!dV0XGu#_AWhN&Zu!8cwB2ZAO@c`1* z*wt6ms86kia9@aa5G549WD=AFM86WNv&BNKZG6oRBNSO*F_m5Y#)nn&GVxv|MfVZ$ zlPTEKZ{dn4*cSSa*EB58Pl-xLMK%Bc4wD8I6n#LN3+4q-a7*r`+g@U1T_a3_bM66A z>6fzd4*UD_Y%$L zhydgF7c!#GCr5}mT*JbjaTu$(?KUt9gNKTmYBXR~HTi>Gea-not^CDnM{@zngq|Ud zWCW~(R3tX8T&SNg%~=qycMDP2h}}ifM)E}P68s3B?&P|o#Hl62CA9dN7Sq`*1+&}+ zx3>+_nw6Oa3z>f~(@f@36a)%ESQ4#vC5ldb?53i=2n%J5;kXY z?NXd#p`+rWQ1w^D67*O>sac(*_zua_phARvI0PG^{xZ~n6 zrFwWJY`19zo?2yj`CF3;xEi_ zYVX7j+{~9f&MhU!o{E&dZ*cPfthXPM;lD%iA7z0Bg-;hm}7}q3fU?r?ohpbMy(q>Yzd{O_byi!#bI|26JtA% z)fyU}>za)C2mqa*F}q$>FW;ZcVO;XmFa;YxQhmb?gbKef?mTlF2H@1g>Q;}4_(p*@ zpz{l})j_-Q!3-{X?mWw=RkzG3xS)i25;-tYU8O2N7;80rz{F)fS0q^9BA;=Jv+)Yu zapp0oY#z-s&0>edbzH%=sknu4^D0c@Vfl)OH3h41^9^eIj`o&z00O24s+)!eqfxKa zxu&y6#M8kt`s(Km#w34m6lnsDimz`bdB(i*Me|`3yW&_q#r4-!6i(T)_wni`;sMZ> z19mG1Fvk+1ZbOU2zgLmf6?J45jl#jqao!nl&8gJp02A{rHX-nJ40w(B!ctJjYQIsb zYw$ulk8T$~$q>5Sir*6U-XWeoY6uA_Yu|ALo;aJdk?WXM>6SXc`Xijd4G%GoaZ{dr zOAeym)Mo}*Q7nG)KLO{dZI2O`5b8N$beu$`HsVh)thLDK zA3REcUl$fXa``Pv6}VN)d`4EduQKlJmfMm#R@YNT+qgyZ$5886)bc-w^${2~s_rY? zlm}OJQ(~@&!($od;Efb`mY@`OFA5rfZnw=#b`^fPi%rD$9t(YYi1PO}+o)m3)U3qY zUSKJ8_cAG>6XpJ9n19zB9x=`v~wOz=!m+^c> zd-=G<;>)=HVkYl2wrxdn>LPZdFDWflcE+c9m4*KRQ!`j*T;5Mo=hE^V-TAIiuoQ5j1;wyC5xarvN{^b=5I$S2MHlt8`{{S+G z0jh4(%zBGzi-GVZSHuBdrVSh1;27}%Xz?3Y^&7t@n6_t$ut*KOz>j31C$GeI1J1$J z-ZEZX`*Sf7S&(Q~{{XOTxqDp&+&KNq*{8G_YNZ!|as0#pHi)}!Dyc!Cu3u56U62c( zaJx?D={FLkq7rfbq8&gEd4^c7U=hRsWk98OCAN_$tw^$Fp&rH*wKcQ5U~65^ZY5Z9InsNaa!t(?SNR1mQF zloeBhT>6iVubh_!>k6>BQ+th7Ld`ItgRovdiA8^jgv#F%!J=6Chc+PPj;#`aRAyqu z0TK5eZT!Jba4!mw4D;erm9T6#aWbi{qtTyHAhd6&z#9=xIxjxsb2Bgy`xmvzP+ts7T*3yG~r{+EeqtFd^u)ODqzG7^5 z^B<=OL*-b<0G+@nN2yZP{Xo?>2~(5t4lcU$7`4Uo5L-3`m2cic%Fdxf&mF_6yu=4j^9F6}sH82;jfxdmtf=^p7y6kjt#-phOYU>Nh@@VP zlpB#KCb}7aZZ8c(+$)fwYrNDzVJ<7OVTKUz7dAfPpwGBRFiXE2K%XZ5Wo4z;5TVpz zqdw(Hf4GfDuQ5T}m90EG88%|vzM?KxzsW?7=#ON>S=DzJ8$^Pt>gu?iCz-%d<~jBUQ2UUC!NQuGF~a zuM<{0kb~s8dg3s@<`C|nuI>mZ(tEv?aq%aZz^foel8&WlD&=q2Q!3r+qP%a+xB7KE0awgx@OWmbV))ru zHOCVoEh%qwMwGURa5pK+np`<4PCd4L?7 z<`Z265?y39-TX^km5^Jn9w8+#>iL(DbBHCQ%WpGoOqBtqC6G~B`GTi7ln93#kQKO9 zXm4XVU~DEPPswG*W%ltXtPH=HN)=!Qdg=pG^c*Bm!+%o~GqM$F4)g_Y#3EM`DE!;9 z)eRJb3hbq_OWr)Ks1 z!?0gO8~*^AEF7{IRV(HJ%6-Pl`9wCgafbmE7NxCjqC=hW5#^EJb@3_%MeE$M@ni(R zhVU-@#G^XWqUgZ+>RPDM3cJUSd5N;InGxcN1D;vVR=xEHho8>DX` zj~DMI3!Hh3rE}_CE#z?04+3lEC^&Kzl|&^O_<@~92`6~-6C1e4)-T)C8eTZa9{7*+ zgs&|H*SN)3(yK>?qw!KlY=8qOlMxN~)0 zqODgaF?!}*XtAwC;1~kvhYHGojr>Gby(?mo5xyBiy!8QB`ji?TU_shp0>QQdmJ~{m z^RO@uWt+Yu6{Zg~A5aaU`kHa|Jg4}YBT`(t*JaikGnn01?hA4$<4D(&VMB>^uBVb# zdAFHWhDDe7loZo`V4>Rf5*q*s$q;odg~Nv6iUW#(n?vSSi|_KwhexPduMq2QIy_W1 z?6%@d&U=6w3Sj}^mCFT*6h7w&pV7qW#QPhW$&xeZnsJ^+CHkh^z)Ab6S{YQUtg>s%{N*8QVcG~JH z?}&lJ07og{yOaQSTof1hmV3B_MinX7RVZGoxKxy}tPtmomxV3y+&QJqY8arR73VUe z;^p8vebl>6uI5wzVG(pxx{gl$#emLg?ATRb3ETvN4?bo>oO2POqEqz)4mcnQZ+*Z5 z*-_-LpVYNLbLJ%r%Ml8l@8%sg@>Z7aLKeBy+5yE}sCl+gTRvEQ~!*^`I3A*MBHdHu@BTP{+q%PtibQ#@n!03Qw|n?+Y-E(*_ye9%W+%Ae{T26fyR zSyjbUrT5${kJZ7^$$L<%>&qUxB`dhntJiT3b?OVh5U|^v$<#%$;xd&hosUWn)C%|a z545reYq?`=WPJFT1+%^47BA0otaye84=r6oFWco)wbJ^RgAq^;bn^kAA5h5f)M!`c zC0ViIjVOC+DumOr6Z)w|@A{T5#FiKDVPw9eu6t7Zz3Lslb0whURZp1hHkAp%yKY$7 z$8j-p%;U?m0N)25=SBCd8!Ll7M^xbR8P#LB_eQtB675Q^2xCC20ju*1uMfFa2R`l! zG#l!mTC`B)@d}$%hJm#JAPfV6U_jJiqfgACI}ly}0GXX^(vBdG{KRS+XVh@Q;*SxF z;^C{6f^c>NlriEO8I^Gh>53gU6nH)YXrgb&%)ZL*QnjRhujj-hF1&rji@&*8TRp-< zh#|3?ycx|x*K=L*29FO@AWnZU+^O>ilVTObt=HVG1tMD9hM56a#zA|;U7FtFzMeRR z+Z58|D0Oj61JpzR0LW^XSKR5i?Y0A$6miFJQN2ovIh?J36MBx8>j)d%hq^;ri@irhf)UbnI?lZ}Vh0Cq;5`&y3)z@>JxV2-{G!L!DJTMaw@e8Z; zK@zvrdrLh^Rb8A`%UU(oY-BWocopVm6?m>9z>WMt8fAEhb5OWGpeoio9bTBq+Ll^C zAq!8bP_BLEVreuO z05=~gf0?YhZzTrdgZ^X6c!YBeVf%zbdhrN4uZe5UJ<9Wbm>yijVAy(Sh8w&v>X(D@HhY2=p5trBR38I^ zEsRYDA0z=sP_5qwaMj#Y6oYE5@W!!p_?1N0k8wkac)u}n6uq1?km>4F3b{c25mGEI z-ElS?H3HqcE{Ke9{{S+I2ZQD;aJqFbBh7VaKE1X8_0EX$Q0R}lO|FC$_RfBcn9Wo}Hlq>7Ic%rM89g$LZZF6J<4 zhhz5yuwySAU&OKDaRmO7p=TcFsk)wr+#;X0V70hZ^^kE2ol1UZ4VgD8D!j2Mt-@Lq z!dldXadW7g>0MO>*jyWYoFNPBNm|4faFtdC1LmvJj zqAl}M>f0ddJ#oTb#zkq+8-6 zbiU@=zRip~c@-hG1T6E!(ay&d9gAVVxC^R_4s5B^qKE*+QB-@M!!8hW4YGxQnQ%4n z1eQM$+1IGiqL=uTEq)=2K4rjeP&Qsn&c&le#qzI2L@MK(NA4Bi`jrkaxZlh|)_H*q z74aU1e8a3@4I=BzMwZdT5iPZdEI!~8aUP+d!=t^#QQS}Bg( z8optZXUawfXBz+_h^sEHR93azT%1+Iclk<~x2K3mcCVY_Rd2^KskwJJ z*Z%+_{{V=rr(bdHS}%6vjsF1TAVJjP*6h z(?sU(R8`l3g%E0vX7y00fGfW-HPIWIfE3F74ytz5WK%w^wk1=o(MSQ8Ui3s}$00tgoH8Rif-#gEFNP=10G#7L+- zSGXl#C-FAk7y^aYK4Jt-Je@_Qeo->HJ@*;ABiR1{n2KCaKjv+M)xe!Z3W^UTt);RH zPHaI|%2ePXxQ_?wAVACfM!m}6E`{bpPm6>f6q44wkn(wtn|dJ#ywoF_==T4ejdJHaZ%JaP#tWcYS);mf)@+s3yPV-xr^9#o>b62Vs|+KS$-qt zc^wz#B@A?qb|7$EMj_^F1Bi4va0*tng1#;+a^uN?p}%ke1({L6vdNK!>}LM}Fsbm& zs%ScSgu4FVC}sE|hPx4MznO6V0GZ3z%my3v53jj;moBYg8aU|@THeBk87XjNX-g6f zcMLv#&SI}nhtHVlvHip=7J{r{7ZV5%pfYKh#xTbg~PypB8hg`e9?2hu=UKXVP_;EQq}b>7QsVG zG8$DtyUP7Q)90C9D$wt1;K@FX{p0gn;s-MI$NIMg1sZ!1kA=m|2t;k%+ zLI%F75IDWFR~22weD7nUApybMCC9h~X^43k*2g86Xd%f;_Z?c7Us=sTZwv-K-3_z0@QUSdqD-MGn1X3lsAG!em0Iay={ zKsBpi1!M;1w=>|*Fx0qdE)q54n5j%Rt&MdI?j?m45f;WPdFO~>)Jel~v}uq)aKr;Y z613PgFm=b~F9VkWLu4iZs^VS65W#fRH8VYsE02j~I`;`J312kBt~vDzl%uz)a5`|b zmV_GGK6-;xbl^RQsew}3%6&?{a&L)eE$H%LFrWg0GYPct*M~v{quJi%BWpHPi33t#thK)QF-y=VuBsjfNq9F{Ai zm@0z4!U{D@+Z#1e4}Ad=3ua^#SKaFO&cVAt3?EOZ?WXV+C!3tam~BcHq7ilCShk8W z+09-;-^c1a+r2}0bHsC@yoYC-fgBI0G1W%auc<(AMH<1ESsHkQW+hy)te0NA!#M+d z0{|3%cPeSrIz%{y)MG42%AVqzG5$=xw@+OnO9PeBo*RRQp?B} zb-q}rB%l}1#G#q>9|K-$Hx?I#W|je;VNA2NVmSV>+yN?NGNFK;iz z-K_fJA>DgrVb9z#+y;j*l}hy$U5N`_mxf`);q&SklVBC0=?EV7K&D+B%@s}I`i>Wm z5Q%2Y)Icpa1CUjG_W_kFSy=#4cjgj{W%UcPGWN~$?l7|NxIEQVXuewFZ;y~5C8c|6 z1z|_=FKb727=ZoD-VX8s`fNJ4uTU$(ulFoYwhPDTlo}iOj25xvsNFy}#7ML7L;yPR zFoF7jC&#FS)0H^gbrP+$>NHl@)VFQ;$+1o&y?>c)mA?_Mi}T#N(avB>(-@>0>tzCz z`j@e{^A^skAg)KIE=Kp0J1#15TRv)mX@3&*@2J7SAw<47uMoheeqd3%VX8Wv3BMN= z)|9|P4<+orMD<%VGGW%eS8+jOYsFv87#jUR8xiWEXG-wEwrG&s+3=StAgS}i5jft* zaaU@%V@cA8WZQJ?_b8y)`tDu!RY2M&=Ve+w*YhkY;R0hu0d5wT{6;FO#pW6H!a+qv zgInC>ShWoy&m;3K*xLU9?5aEkR8(&mgBQjB0CLfP>MBL^0qElY0GR7rLHYF+2P@)K z7(04?B2iXepEC6n94O``C}{4p{ma&({PQS4*Pn(35PXmb%xetpK#>M-Gyyri)1u-&{td#_9vjUR|AYhQ8AF4YArWsYv* zs<+%-iF@@3Du0MdP9Y9%*a`#l4#jgS>tYigp{E<@hueu|wldp(7!|PX%;YY2z6_hC zs)25BdYkg`kwN{-(`(#b{6L+zYlr}Lqf@s~v#~Gdw&g=*Wx0LApbt{FKZ#qslr-4z z#~kl*Ox69%g*T8*72<4L8H&z{pM(R4OgsrdcbB8=dMeQ31CE_DjKbctEsIsjp=2hb26fJd7NJZ*% z_=Sl_j4#X~4he=bueht!r0AcxAxiwRC04V{S^+&cih`Hn^8krK;qe1=Jp0~d1s%V+ z!mQ31C7>CMrmuQWXQ|ww-;>;7QA5Vr8cPS0%4c6p8cBKKm#XFW&P$=)M)H?$fA=%w z`i_Ijeo-kgs!w~w#M@u)BFC%3vU;`g>MbW6$ZMtY!Wwg2OYPV0Z1dlM;Qh))wv2j? zrd_n#{{S!>K=6OcmkbX_L^dzkbLt_*49~&uxx)VdQAb*MU7H%Ug1K)qrI!I5Dgz`5 zfrBwZy`_Wm2BEN^AR6A@!UE_FIPi2p!GOTS)TL-e+Z|eQf>^3j4JF(~-Nc;!VhU3u z1I@k4QZcOCU2GRCV3b~ea+ex|u4O540lNr}E-hAO)<#C(sJG$s5n8ntskiHyTjOU> zb3s1ks0%1BRx+H_7siu}+)?sMA-MEFG~UC4ejzi7a^+8d6HK-nu;MP!;$V4=zIo1L zNYyn8hjNDB+&iVOxS?zKVS~ZP8!o=r45?B705F$iOpOzkHSWxe&zJxSX?1rB_+3Cs z8!tWyQ(NY$_?5iZ%(wo@qnPo@Ml}I>NGplV2~;L#klraeA$QO99O-9KirCnt0mN#x zo?@o@^Az^^gw%t>o@MKsiC-jrF8njN{KI_gcW;JLj1SynVfP2~UBdtlI+_jy=p02A ztayNF_H!EDLnTUmK(uzj&v3GYH=V}5zrr~!YlAIX^lR3hJrTy%XwXKQv$h*jFuZ5Ht*b{ zD;QzH09e!YE?X&%lQs%l@o*`i2l<|TmvxQ8iBJn^#C3)BQ3Y2$$|_`F6>oLoA~M>V zxlltvx^J>RO_a3wmZ&E_Pba8>e-I+Vz(2&fv8w?`=dvCgx~G5dacgy8OiWy+M3{g_c^(|(9(PQFP|lzF`+^6MGm;wr(u()m9-1M&Xm7U$d2&S8xzI}ZYog1e>sN}dA0CJ6blJE`)Ls3Y&A~}oID`Jf=pxX<_dB9rzL@ooDPxlZ}PHwU-3%Nq> zZ5659>@j@#ndgWTHsAu>xMkd>3(1jq`Ieq#!r4&U66#tsh540*aq3=WOH0bw_H!(@ z?P7&WK&3rTA#l^zy@68i7a^uq!Lf;5#0$Ll35A?5;u}5tm8y&vi;k3pHu!`0;Fi;= zNJlcEfn0pW4>F#_V5{1w&aZxDtIQhl5S;u%5BZHN8!oz?#|!{ssunkQ0iSttm9;7^ zmepFGAuUhFk8{72UQW7yyBIZe|EqTrM{Eq}y3^BpzY4$!?dDL!D${lHzE^HcD+ zB{rNFvZK4#Q3BnUIvy(J`&)cKGxd=ZnBBH)v_DrY=?Ox%`GIE;sPK4!UK*H|ejp3@ zl^a&WS^AY8Wl3SYsi^wrITA6F`8m1a<~5XWR7a)X;x1744y+F0MF;9M5UTMixAv4& z$dytnR=5dQ4`I*d00y_}RswsKn?mOcAKY_2vkaQKD%dJc9KaULk@PjNjBiqm>%^l@1NklikC>HZ8vj z7-3;_mFUa6T7pyT3<|@>cQ(FR;gVi zqo{rH`HBY5s3XpN@fMV;EgmCEP#-q|)33sKl&m+g?od^s*yQyAyv|(4Iq~i`s`}W2 z%*b_IyvCsC_K8SsQAbra9P;c2j{vRY$3bU0_@*xKkJO=ZJpD^wZq)gST{vO=#MtR( z0Q#~ev;wr?F6g)Q7jaF_ZjlMje{d%(1P01`g{Pz;P;_x(lhu zCGx@yH}qiMjx3)mHZ;t zKk9p#^BecCKXbbc?Ao2b2ymID$4aR zo31=W>Ec+UxBHilZ@5%G;3#LPnYk3WJ!DtE%wbkE%gXghnU~I^DJ#|W-i~TyRrA?J1e!+ z29z4=Gj9Cst+6G=+MRuTXAV_izG;__%~t-o_^@tTq^J zS3exf&@vi$u$B#w?Syf=iFV(|a<#lnrF=ufjO<-r)SypMM=$57)#mM&Qmmw|yxhe^ z{K8h`N)@XYG`V|ZM%umP2bMnIR8XmK-}eA3gs*0z>L!Er4BEAELC@+thb}E5x!e`! zBj7PxyLy_=x@AAvD+c2IP`Zy(%A^?B0`y5<$h5)3TKI!0Ve=Na$d{swTHo9TsUp!5VM6}pCEY&U zVAHnxtEpvM{vw>8qqrpqjBp=<{{Ryw4eEJ-Ty)=1<3W`qC zqEYCmN>@MeC`+9e#MaZndnkYtFO%E<0Cy44a(_S6qhp#bx$^^vEF)~Di?#m%p63cu z&Uvr*@ew6>?z7%YQWbc>{{Y<)6|s4LQYP2yi&N`|G%!e7e`J^aL9_}OxU^&B=|RW24) zb=0s=P|H$>gRUbXOi#jIxgq(9<4+Y39RC1th}_kqV344RLptz02RYsOX?%q7-{-~G(xw=%AXExf>Ewv zx;YSat~Hg^x9Tcay4smn^&Bbx0OYOJsFvNRlaM1At|u|+c&Ne3stDwK_@2y<;ZYTt za5UJ!9o$L_zb(Y0#!9(<8Je3>E6d}!)VO7~J8OO+(Wk)xy#D3QBA*c5*VLevKH%TB zRM|t0We%Kp<`DV*p#z(I$_Ci?C>q&tzS%$r>L0{Ti-on0!M8e`FaYFZOsHI@!{x`g zWZK^|Er&eH3kTdPQ(rR3N%*}0Qs8gq8YwuGCy89ud0^JX7OMz9iCYhuc&9u? z(ASw!62$#Rr4I}QtGKILl-0L{{RzJwshYR ztJ{J)_wfdW+tb(jmqw{gJU7JroITy-OB4+Q_<>cD$Uh(V>Tq5+@OoUnD_^ArC7sBA6__xa*gTKR;Rv7an`V<<=Z zVV4q*Fc*)+um-VSnu@`2ped`0oF+l7ZO1!}XEB4uSGiZW$N7m$Fo9Q{)Un4fgR%hg z2&x+AGb3{g;sv(HZn*I*)Um~H*22wi=4L_Xh@fVCK~nDh#%Ih>+i(G}g{>ZDE^Q-1 zn;v0Tby-YpJo$t#e7g%;Wpxo7ZZ$86%7^M$vcf1U*3MD?08xY6eB4h}*SO=Mxs`Z2 zh^*7*BD3nH(L75Qtd%Lmq~m&m#dRqMKKO#r`Hz|}<&R0(SS{C<2zi-dQuX8&c!5MT z0;NxW;uDC)Dg)ZWha&{qpAc!S@exX+<|;h-h|QF}9kOzzTkEv-CG2brT$Pll=E()XE)LO{RbqF%&n~P5oFycq1ij5di8uyId21p67K}sbHYkZamy{ zHJ7^QwrZu4{>Fl8dtYct0G}LOcey{joz-gKD4ma1(;M8ovJ6iVpTSUcc0FOM6_tF?MVair~`E!_HSw*VacjzJkK4zc4{>8O)N^zCu0u9AK5lfDlRWAOLhj13~d^HtJ_F1*_ zb6C2nPouewjq2e$ONyMYsbcX3t~Hc}d`zPl)`oc4Te*?0K4Inp{{S%ofgGd%0Eo5C z%eiV2oO^;(2%{1;azGU#zT>0O%o6cTYs+d35w7E8B6sx)6wmu{!(=tb>LpPJ;%mfZ zGv*89<{EMJQwC&csQHwxxA~MYJZvGViWyOK(Vn7@8#yi!s;!NigkL@<-1&qKkK8p< zJ#!Tv3nLc6xVF*nf+EvLnw46Lh6AE475jz#-ep)3c$re5+f+9Y>HeVa55(k%qaW0iO`=*wh7qpLe-%()>knv$i(XTKq() z;PI07K^@Q&V&WrEg2wLU3#-eN;*;WH%9K2D)K`MToUnicjY6QCwH|EgZj@VD)LcV@;mGTWWQ4WV#3jW;%~&Oz|LRO zJ_Y>2yTyFmq~YFpoYe*Gg^fk>ax+F%^uqU(ffr}ER}j7R4w|IC9Ut)?s+X!;f8X39 ziUZGw{4jDhTV22IBQ6P^C%^lsO(|nW2G40@=f(S)z~q7VcQm-6Y59MQj8B&T026-i z@yw#Pzx;~2HJJwkQbX#K?&EE5D_VThUl0_b7l6a>TaIb`Bl{u^QNEM-VX2qH z$@%{PGR~&C$T_R&i|Br3_@7WOi27o=6Yk+=k?E9oX~W#Hfjyq4fdq>vFG0j9G*mxf zg5gd+AsQZfhQ~^jTaAK-^#{gOqBvYhYUXHj99zuj?l)gVN|T-$a_K&%$4k_ARm=v5 zxau5`Li|RgQSmNS%b6SExP_OtJ5qe)tD?V&Rbzh;0;?hq=ct6Lh?EzYL7GaBsb3Kn z#ghIXsFqjpGAX|h!2aMe5X*lMZ^xKkpf0FjaQ-D|GJxJbCJRU6Y*3;gB9{c)myp4K zOi=GJkygi5-S-_jmvi~4xhszmi_78|xf)KTE63smnR_cS7t|~{Gf4CRbBGdv9vXqY z4^Th@@fk&adWuIE)Jqq?Fe`hUZHsr`m^PZPiI}GlrPol6?e9?ztgqZ_W^zVBt$jsN z?Yjvxej-A;^HU1vArW>^O?^!Z@x-@QhDNG>t~qV-%&_yF`JBsR3X6oArZhaiP`gjK zh2_E>U>)zM1{bWlU-KHms$Cjl1zO3@oj8Yec*72ARgD#K1&@ZOWLv1iqqt<~e~5sA zc6BUVej~$9{-u8+CoTRXl`M#>iA-^r$}f~1WMLa zn$$1~zGEfW_p(xJd@&c7@hS;*@lt@*Jxhi0;t(_25!geb6Yu7HW7nPY5I&|^RRYSD z3egA0m@37jggu3|{^ekkmbNG={>EKbMi!VKxDQnf=6)v}Ky@*kN_v#Bw^+eJ z6!B1bQ*U(}wx;sS?%21Rd8;CYq~|OCVEG;mf-O%(X|;Ec<^a>nk01A_j^jrwbL5l@ z4Hc`X7*%=Xje(vQWB#Q}OGoR&@f%hcq5lAM#wDPqkn8WL6kja%OnTX0WM1p9;2+?R z0ZlH&P&gP%g}ueoDP}=xwf#lN?fKCDV6I84PB4`(z8?Po`xzPCyW=8Pbq(4_5YV!V~G}-UFj1Voh+Q;v@fp!4FOp5Gr1NQ#_iB;9E>Vwp;5f!ID#_QlX%rY^qA5v`%%MJR`-D;8@}P7Ha4 z_H@gd`ys$BbmlSLvQ^YF(7fChrbGzj_=-H^GrZV}oB~{T=3hx$QBst@KZ#0K%L1P@ z)EB8qjzCOa6=zU(n8L$} zR5!yKg+w|2V`0l2b{Aq(yvrNnxAh}F)ygfGb%seQb` zsTblt2i!B8>L_J>&G3$dltQ=rj0&jsMIC#U+c&7pX=fqSpld2r3w=Zzhs0`mWf5+n z;cRmEeatvGh;^6I4FHCR7hYil86Yyp%9|^oJG;M^UNs~EEQ?(Z6Opn(P=9nWzj@+ z7&$MA$QHdZ_fNPNmQgXkh8CZhY1BhMn6y_un3d%syuT}vfo^=F4xbkVAEj^m>LdkQ z;?4WA3xE;OE(#&eaeqz3Jgo4%L0v+)vizUoEmrRT0NgO8Pso4Xrl79}PxbkL@Eiy7 z%ZC2|pSeir9N#O{s5Wp@k5BOuhrG?ZJbgn*Wm@MRzL-KRtg-#XHBz~!${);192R%( z^W5kHg_Xv!c~zhfzGcFZI6Yw-3vSe}i0WR`^jGqcD&@HR*XB@7z@YyCpC7r4of`Rx z&*lCgjkg))V1kej%;Q;I+pG^W*0GN>gco}e0P;GH=DqwQp{rH+ieTP0O6xCV6 z+I#i&5Q5QV-A2LFOQjBeI_3tJk3e?i)(aDOvVPy@D0UT~U#he|*fk{Zl^;5Oj^f*0 z=7jt=0$p)LPt;7Lru2R}{Y$;iT1@&Zy&sPdSFi$)%|FCO(H*>hm<7hHO<*X3^a=O? z$y88zHHo#AI&g_P&l-N>fWh6vS{K6?lTm1-Mw6%@h`JhmMr!iN)OUg|$sA63=HsAU z97`2<5m5-&^8?Z5V~7=U4J>!6gAIN9j`P%^a$8@Wj2n#f z;MnBmUP8|bLPz6?VQN;oxve>IfYF9Vn~;+zbEGP(&ZT3#O`WKKaQ6tIH{2jV2GQ;d zumhO&-M0YX{-u)+@)WQBF{`I?mSkm6&GiU3;#ja%iZ@5xp{HW)<^on<@i#THpv(A% zK0L)p^#`ljQU2pL0UTZ)pqg34T1p%TsJAOU#5`nVs@4EC&xqHbNXJIg^C|&lgHQ7- zHkI=UrdtTA4moA*MX^?#=a}d{;F6OYiraDa)TneV452TBCJnChiAzfH1mON9#vY-V zE%8yFWwN$9=$560a?}wuRRk33Fn3igUoi#)#}TQtJ&}Xn!M8Jf+*u_*td;^mWz}Es^zHB>Qx6Gp<`L`3@OZcZh3_hm-Q-h*AZiGK}xB! zlB>?=N$|>7R2|ex!{#VpBBQAFEQM1F>I3HDX#@WNk?+T-PC@q!T7eYi{_+bz?nQ%bN>BA+BMA2 zr>N2!Q0SrIKO9SEDNy!*f6NgfPhjWdg}TmQ!#jF*CW0x{=}lMojI*Gt@oD@qsqb9# z>LP#^o>`rLaIruw`~fMxCY$wfMCz6I3m2*n-M^w=NZPzRfY-79=WlDwQi89?PylfB z9ZQh0Q|$0P>-ED9|f&pS7W{UCO>AZl08n?l(yC ze@id-_XH4X-Tft(_RN>33WJX$XW~@yj!k^NWj$2bN*I92#Vmb{IZ!(%@bW~i>vGY3 zmLJR|NsLQ}=-4%(9UVW3bSyD7XRk1=O?fT(nbl7LNl_RqmI9|+1RzsO#sIB&M-P~+ zNR?guMz8@I7wO@Str5NR3d|$zqwWY33kNDCU>IO9e@Dje3ktGEf6@Egdj! zoP{izt#J(yf)mzC92`SLber7AvlP0O2(vBo0T$%CF^3|tQA+r@4KCmwLK3|E#_nTP z?vaWyyH(0p^97@H=9px+m~~fo7@&Wsdw!w;Zp^PG6MiA11Pf#;YnZ~;PB#4ayqGX9{gn#Ei1s2ebVKz^gSex+-r_wH21Q5{l? z_?8NOrQzDI5Sjx$Lrom`jRHC7mDbyFscFDja>#j%ja)|Sqtq1Ez05;OgLNwVj250F zDes9{<0TG-`Gjl5c*uZcKvwq@m*a`ee$WpNd_o?ekieOm-eup5h-|#^J5^cCd(&Sq z0^6N>KA?xija>3N@f*oxF4r=a{9I^3hqOnJQO&Q^5|vlBR+Nn;~I4hnY9|#d! z%q+{Rm%H^4D(UdV+K1X2;g#YbC11G3!IS{A#Jbf{<{9T;7F;S|o@JeSip!$CLk)Iv zroJHa1x8vgsgR)B;%4LOAq*~3zNRfyFu7F54IJ6=45cbK1fLly1rA+BgaOU9ED1_7 z8!ZnM+@)e?se0h3no?K68A@-*614mX(H5S`hy3VO!QfN}fIqmXpdO8tF7HbXQ-;yk z%)l)ADN#0%zjngb)${#Z5foa=75+9bUd}X6s(buEHOEWy=Ar>hDI2%G&${`P5D~+pyn26#rE1SEzJ|N-_wyD|RVA}a#{Yn0!#?;3*eV4Kd0qFw2hw~P^idQ(KqwIfD zfj*k|04V3KJ|RZ!P!+W0-}5|+th3F3xb5dBU>4$}QxYquVL5A_QGK&`B zJ;v@pUl@1)0KzuxT)n+t%PXp&@3Oi*`<)720_*NPRe@rM`Umb(qfS+arSNfI%n$*u zmX8Z>9@q)Y@Pp$Pz5eE6BeJgrw0xh5U0(~a!_AraJC&gKAo_+^<{+S1P1Eh5zgHGW z^H4v};^7~<8~B9k3K2)-HWP&)>vQEoK(&Tmu2-0Qym8FNX z`-4CT!-|JY#u!MYrQLfN>1XCR-7He$2t&n;CDZVS^DHCgEzDsOB@TWi?u?6ESHU=C z_?gw#z!LPiP$JX-FP@)XCm=%04@iT8LCtu7u?NH=6mzp0l4B3?p1s7 z395OF4afnmSC~#4oEGDQODJP2Z4t%f1);8?TihNl9LIToP;Isdja%_CZ|Xc5VA%Fw zsD)ddOO-4QMIg}G=a_Dp&JI9TT;^u&`6EZYh1u}NOrQ?sEwFfm6a2C|($~akM7h)< zacN)0Lr#!T_mDJFUOsu6J|*Wd(dHf1) zXDDLA1|Q}KWn?1ZQ)e(bjKomDVmrjDkdeM$Br54VKvekIZ8q86!U4}42VS_0Em}ee z$CzgKe8=qF$D(YcgMY+jY~#$?fGXy|PZym0@2OK2ZF@^k>N>+sEN5Z-iybYqO!=?-%(#lneIZ1k3L;T_?Z%25 zV)u$y?0CviSL6Xb&d4>iPMN zAGWI6_u=>mwT2w4c`u{R`a6Y17XfF$kWUqN<)zeMstypo5A$%v zoX(;>+Ee?NmQip8{sN+89*ljpZ_9~r!Ea~ePX2ZpRaNH?<~IiqAi0t8VZ-lxp3LwG z=9}|Sg`?yE+sM;jQRB-{NABSpO5qXp%soJM9Q2iOQp>c#_F0Syz&M7(@z=R@qA75T z6nNp4iWBz&%A)cwFzSk{VhSV6A0Xz)B5-z!OADLf3HD235qNol8sCU4_Yo}T+$2gb z;sbKGnOa3e@x;R$VvB14bMY*{+#j=OVa5vdV_hABc(yN;h%T+bTJs#Yz9qm6U{?*CGs@&5ad5g>#I%&Q z$(33acT&dRxWJ_p1z!@-MdP`UF9KQTE~`iOuZQze|S zfN}iBuQv?6R4`jxI-3JNqs@4(`-m2t;=IcZGC0?QQ0;2wJm<`<@xvHV!V%fN7_WN) zRYlb662r%ip%wXs0VAQqC5YT$>FRM!7tB`o^8k5+{{Yky>uPG3%(3{wQq*npE6pni z1?|g)10u$3Pk_g{XL5*-EcY~EPjevx18VD%Du;iWNVRdBt3?7DMrOa5Rd@S@DNFXt z_NCNIzuXPxxrXrMHI)Ts%kH^}buVD0)vO)>qFhH3?`K}%JpLv`{lSZ?m>LeE0YL&4 zS=0fx%+PUpD^F6g>Mo>N@6x0TdENZ>0lI(CJy!8n}q z!CDF&r7zTa!p>OifbnZ#`-|0moHNjI9J@}f{7iAmwXeN{-o_0p+u|6i>>2Pq*MeGT z1yv<}pca&R!Tnriwmdio-}{884=MN>2?DGG3V%;NaxXx8uVv$ZWAhuZiNdeCx9{^a zTWJqp97_XGt34`lej1k)EvE`j&M7>879T=$D&HR7-gjfVAb{X^?5*_0ZPQ_GZYk%t z@0ije#tHJ-)>1z91GEsnUxe|~UT!FrKr8s)zBM060)8DBlW z^~-oywq1H0FTSFIiqf_DrtXaXjz;n%x^DC{imLD8UA_6p_v!6!2&5|eDCb%a#4ZKm zvi(`7pqmf6BHPNj_R1XBfJfaD{vg%EDSawY_z0|z@>u==iLTXv$HPi~WxD~YMEOHV z)dZSA{H4i+--l<^%w(m6cYHv*06efWiHDa!DWDLg3G=K1`_4m<^l<3zua zxa0v=vYwECGNDm57x2Qy$MpS|)M|Pz?NirGHK2lv!F@5*1=W=OFrcdZUDS9F1(gX4 zMg7MWaact63duROzwRujjtwqoQuv%=?+~y2Fh>hWRmRFL>%>Jhusd&1(;$Z0Na(LV zVmKfRpUh4xho&_bIi-z4gTu_bIi@Hyx9&7MOiIDIQAQYFJi@*l?j8^33-c5nXk`xG zd59C@RKuR*4ed}nY<}P?k!GzG_dK9}WmNpGVONmW8=USdE6lhXsICEss|Q5Ayw|AX zd4#1??iCAGz07V1+EVy7I&CfH5H;f9qm=|feiQyTQD@1 z3fSHq&O`Q`;PklK0KT9#PI!QeYBJg`^&qg_qW&SbhvGS>4%bqYsbg_e)KnFDv&;%B z)IkTBVrefD;pl>3?loR)mPsnB&xw15{{S)4ar4BeJ}wdp3iyQz%Jl&ZyMieTfT`ou ztvSH6%q=`VWWbs>2&dyI_QKdM6gvd>)Fn97cKM`WhLK~7GZjUQ^{LVqPsM9IvBHKXQKVbp* zADL|}=mN*aiisxzR%`9B{FNLMX~6(KjwWW|=>YpJ{lcXl19biG?3zU(p%XYQ3GORs zbcI{Ub^XSnQG~HQ`G5!p=|;!JJ|)(|h9_rZ+;=s zuPG7uOohYJViZ1@z!11GA52!#nQ70@`6cR|q!ZT5iam0%h-EKbGlbh6*hI8d#g%*a zQKgqixfhr3DRuK4rAeYz$3bhkuqgl!?qSKkrIs8_`TfhBo;jIwEiT8;6Ma2ROUPKQ zsawY}j~|H6t4QuwQSe(`$dH*xS5D!Urye0MFNh)pD*;YG+#e9&a{84Yh|yNfhH)5v z`ioBS#2MQa&F`Cxt-aSgN**DN9%i{{VO7{ym{qMnSY7_2ioJlABk;mK5WEhCHv~7~ zJiuHwIz2L`Vw>T zY~U3V+TT&^p5i3hg`u(PGz2c(uQ>v~;1xi?6N~<#0c0#+f?TWmnC=cY2uCeO+TSEQ zQZSWPxt9-aVhUY?{{Wcy7|5H5-9D6L_dWzr-d+zM!dJvKCh-QlvS=*=p)s(o`hAyzvCPXy`bF z=W%h6huT(@eaoIW@flIo%TFVjlM{KUa0Aw`O~ZEy)Kq25s8QH;Uz51={X=4J;#%5! zo+gsC_#hUw0+{#2(4{ZLydKytc=H<#d`4=uuMyZh=@0Mw)b7kgj~H{u+uK@*a?p?IO#k>>Vd#=!$j9F zmJp1AP5&hH+7?jj}ZvCkrAT>4CoUf7jB0wCifW8xi?#R%m-X`)LuT`aaB4DAm zY(c%Q#N^Wxmh8 zRmiTZrp<^OUT7L%Uj4*ifeIZOfak>zBGT9E^%0b_C|0FE&oba`1^ywj3h{I;50{_8Eb7n)ldtm)V(QURF1ZgS=jK$T6rf&H`X@#@rCX&t z4V7?C>^DBWC%U=Vx^gu{K!e{tCU^9WmL3|G%B}0<(4BOzW^;_x^2#ZvI z6ms|q_QGnk(E)sd!T4*`X~w&B;mv6Lunhs|-@AVj(LiXnKE{|h9Zg%C&Xs=Z;>Qw! z6z7T`)B&(NF+9>6_$Ab66b_8&^(`!n59Am8GS=?t{t43g>NRt&QWMpR5R0PNxX}Y& z6&yR(swa^euZ94mFjfvgze1#{+HqSwCW-iz{Z5P9{P!>6W`s~aA0IH$Qnlmmp5l3V z)g>p0*xG4){Ynv4e}-f@d4;HYF_=N-xP^I<>h30bCZaB}MEJGb#M`jbIDLw%m-(D$4S2%IT)NquHyKWi@sRZs^SQoFc&X;N(zhgKt@y= zs)klv?U2uZ#AfQ^auu1Z--tm*RIGQ2RZjC6Q(AW-g+I(HSMeBmYVM+r56rABs6byX zeM6Gl>K+L$3;TuK_ID~4N682U+u|JrtVf?UGW$EpTdzK$H4ehB>Jm8gM*!khHsIHq zl{6E~VY{+fR?D@29 z{K{}YQ9vel04x1WuUSeaL8Xir#3;^V8qzmb)Vc`NyOoh!m&|s4Aqu~U+-q?q)qKDW z<{=GJG2Dit?YiYgN9t4;ner!bO#MoV5ipp}>I7;w?3*hqt3ffMX;V-i&-Dh1+>NkMp0_vAAywUDs3tX^#kAH8(aanwc@+JN*ByR?i!0=rg9>CsMePAECK~k>@7xdc1TqBqH z>@7mu<9xYHR4whr9i@==B|(P228i{IC$gV68rd+sFUjVf@jOD>4@RdYm(R-Trs<)e z6z#2E^qpg^e<+;UM~eq)SOK#VIu^;!G%QAM%xLFg`pdVo?R znp62-%Qz~o64&TJK8b23c_1FKr{)Z#fo>mk{{Se8mt8iUAP>oY<3@n&N_;MmAy8$F zCHjSa!L4iZO)46p!K(6CP(XziyKoN|kBL-(VR&ieoNhk>>eGamMd;AsWndn|U4%*i zInnG2e-fZ9QYlI4@WOpg2;k}YBHE3s=HAZ`(f}8<{^5%^hxsEBB|2UuKmu}fzzqY) z^$HjmvFi=0PNhY&$n_b30>mY34n*ONuD9lA$NP*dW2+yEn0VD95XR+_V*V;x!A^^Tbfv_?dG0xT#LTN4o1Gz}?Ouuw6wZV)wDF zjHzpw*q5b$H45f!KQM>_{Z0V!89$g*NLS$)S82G_Q2zi;ol5pxFR*@Q<+eZ#A8{SB z0BJ%3i*j1KsP$K28md2;acg`<4V%g+)J@)y_*E&zZAj=eNx6TkhhR z+)QZvKvy5`0@^P9%<9O1sr!Vgy~5su$jq;ON)O+dS>&h={{U!#S7A4A+zEkh)Msf| z?i&o>GcLJ>Qn0-rx?jfea3Kh04bcn9H+!EtZT%n zYBf3HEg?&Uxo@a8SZAngpnbxp?hSB$BLzOCMc-1Ir;c`VpFBe+Qs|}ko@1kbnQQ(! zg|{zY6GPMt@hc5&a~nNZbCQzva|9jlxFrmLEtv=@5Rb$(p{#x;jecPV5Dj5`dw{MV zQpOZTQ$~7W=MX7@sGP>$QyGyr9lovrA>Yy%0Mgz2_Z|)2bFM+;0hyjb4Q5nPyu2ha7c;RJBr#1)IxWrv4 z@IW2JH^z$Et5Mah5UN9j79S%cgvm z{v{d(9Jds&?Tt+f#V_T5fcTGOT@>X>zukNgQOfhU(y#6EMoO5fM?3Ie!89-@y`Gj8KubI2%6eaxu@VLT++}9_#7DOG7Bna4K&xhs+TB;eg zyY6#jT_vNAY#e0ac!ss^quThGQu0tsYq`k2rT2mSN>!NY#1oS?p{sE#Rzd#J0c|vS zh7OR$&LB>OcbR|uN(-&?vhRpq%eYI(S@R1WHe56?ZZIx3Yvh#`qZihE#077tfNPm@ zVuy%^q3XkBLvrOpd@#1>+%eKnm1p-F-y;&xea0(Lg6=z)_bFD>#A^bz&C3mU+%9G@ zhpmpg_YgN~xD+ns1DcmrtPrCZ)GlN$IlmHxu$P)cZHhc9`jx!A`i&00=En~F!3N|S zr79rRKIbYRM{RdZp&54pyhh#FLjcwJA+3kymsE+|+Nj8Dnw%W7%(!$M6C1rC*=}<; z0_&QYTK@nONafiC5A5+Qb6-8o3$K}F3`OY;8@J^+G0)g%w-dr#exb9?`#N9=BgRLiU!vdiN(Q>0lU0g>#&{|EbKwdpc+V1;; zTfO2i7W_--<(ghEh}NA>d5W7))DYc%qYF8eEd#`-rPmDQN_m$QYh@P#_?ln$D5eBE(9qk2#hF}O0Ih&zF}l;Z>=zp8m{1P<{&fbB()_) zXnrbGd)}b5V;&2p;EyS9Vk%aeEr;Bq)r@8i)-{5G%qd(QZ@0u5yhycm*SM;Iwp&+$ z#l}mJY})e8FnK6>U-1&0w1A4x4i9S?SrKxc7o)e2a@8yhS83za$sw2Lv-!dv{%5zU z-VcD&wgUr40?qn0_QFUi@ClvKLFl$4X`G|`yMGY^7CT?g;q{P3mEeQp&*BOjwVMZv zpdUOy>REQA{#KJupe=t1znP(cw6~|yG>^r_%2T$o{P{gx6oL_69u+ZD&oGxjXgSBO zx_vrS1QY?~c-NmI(lx?kd{C6#*??~C*-iC&ep#F_^#Lh9 z9Zwc`j-}N_g^AybH|0oL`IL5wT=Wa~47L=j=Nr?-FXUnl6x@5OAIN@KBN_p>Rb_q? z@hh_gk5xi1(-{C`r+F8Cb^EAZ#y7Hq{e%B?4ohw%ujK@j5B{%*(AU@nnKYJe>~mIeO+m_nAO zz;G37?@oM?(G`2L_o3hq&9O6Z(pA&&a?4~3fT4aM_Y*4(VM_5G|nby{DKomlQ3hBQLcbhM$R!Rb>74vHm(REkpm6sP2bY;` z!5ow}BACP`DpivcRMXUFNlzV-+v43<5eKFcFsK%4D7^WASk-ulxmn_R(T%1NT||~^ z)T6|X);S&}Nq1)iTYK-!Fct^Q0d&6*hlC~3^%S&gwPmXth?c(+qtOXdb0s#g=H-#J zT!-z{uSe=wpm*bl;fLxg?cI?}p}WK(0XD26ZU<#pXK{g`^OB@${-N&|>zK-$daZ|D zO9A|m=}`HNW0_T`Hq7p9x6E*IR3cRp!Ec@-*F5o1KyW<6MN}(QTtY_b`;EMQAhQ1e z5ZlxWJYUCg2Ry<+%D6HqQK#wy`Sl1b{YQ0@fo>JVXM{y5E~hXsZ$UYL{6Gr|`j3r- z{KFt-4t7>mkLprIueeFP`p9D2za)F#;wUXX47y zS;Xe3Xng!eR_!H%mnAm8Y(REi-us6?)aAJ-7!VE@%s`5?)FJ204$`=cinl2=?6)T4 zCAD~pHAW!=rI!s?ih)!$US{vl4CgwImG2=9bafb%^QA>mkI4vY`iWOt4Hw6$o*CsL z%PLqDq%Gs|F2UXtqBw>L}2h*Qic6ZXt#%z_=y;_ zsCh$Oh;-e%zb-@8LE%TFcXJH*RqivQ8XBH}{#XjByG6ebQ`|ORVv{k^^HC+$GkJO|$?vKf9`GW)stB0B{ zUrfP5x^Ic{*YN;fCD9W56@RiAhU|jAwj|Q-_I!-OuGGu<2VfMTVy&L7{K^o*79eH? zUx*U*ij+G_Q(i?QR1OMIimm%&JZQB!botwjP+n1bp~NbeVp;wr&jD`<;fOp$DB8QP zsJx2BPV2Y?C{cVy%t6KoD&0KBx8BHosPMhOp>(`zSO^N^#8p`wj7m#U>Jr&-!`$vC zm@(5$uvOQdSXHYSCG{Q-w-Bqph~ejsAPT6W&Nh;#y<%_EgoQid3QM)mkL2u=fy^}<0=?CQM6mju?AlqOY?r; zQ2@Cgt*K}VRKiI0uw8fN5u{>pTX4*EGO{pbaR+oXyvo8y7o-{m{$PW@xP`}j63LIu zGFkOHg7YitE20%_uG-=e*qzmctPnWtKoz^x>LInE%w75fwrI6cFcFOv=ghmpwR0F( zD_7lDGPhbRpnRdv+)BciX-ixH!{>-mKoY8Xt#bSPKz6JPq|kR%TyiLZG8CZi1dB}JqMT8%2PB7{PpDfgK1opx7xG#4-g`BZo0nMKLY~~ z5BfPdx15LY7wNdRuk?@CF^#(o6HoXz++}%0L<`|G{8!9CT2{13^QS+5xZNVAa8try zuSws`OOy>MO1rh~H&@n1RU-@Fj^9JWUf2i}7}}%2`xW|^>PnIFG_~o+>LmwSr`fG9 zc4Pt65Ua=le*qa?f_e;3#Mc^edqy9iKA<9~AY*jz>xf}jMWHH{Ve%MXIHGuzx6S+K60jr9Q>`2u_}Xl(Gx(56n@L#6F%+intf9!)GC2{tCZ{ z+Z_SE%t!FUqgV>`RCb7;aBQ=@Q?Fqcn|WkJTT{IxW3g zp9(Ojv8p9i|oPtM_*4@#1tuiP5U}! zrB_ZPN%ICEDRhnB%qzVTtPd2$!F>m_QY;m>JD{z%uEm&1!m;(D~*X9MOIzn0)aVHe7CIntw228wc?k zmfiE=loU{uk=66WTI=Qnh@N1SAolYe9rp+qt|bS}Lj}6XX*ybmt*5e9Tf^HZShpxT8P5z^j=o|N%kv!H5}~2TfsR$VdW(J_Lw8@y zeNQ#9(8i-RdH!Hy`j!oBs?Q$bN{Qi(P2Q1K zU>=jET=9NbuF)NOxNJloDlKTT;Fj6u<>{762Q#=uZ02yOWMf`$%vvobN`lDusd!s_ z%76hI4#ol87qZ}shOK`Q3{-5eEmh{ajZC_w%S*zx5`aqRA0Fkwz6)By+X%q_05S0^ zqXm2ipKct>k_0Z*(!BF4yv_cGZyU3e9$r@^>rrt?3lCAG5gU**?t}9Q;szWj?jry* zQxC5%=#9fvQ#Du7;P>1+seplf9R8xMO+S!#^%nq`SYM%ct1XE+o1T5q>NAqD#YwA{c>bL+H@6ms6SRi zM0u;(X?_794;~`uAWY;K3rkgHc@XT*G>KP*Lx1mcfkZE2>i+$J0r1+VoQ2_F` zBK?pSps1yY(&v?}mlS9MQZ!4x%lyT03Q($-kfr1rUCo-RicS0-0<|wVyNRt$(g)D+ z{a?%}L^G8hOAY#u$eycSn*P}735R9hdH!Px8f;d$ea94$N#Fvu zPBNe`d_t^0G1Pp##DhkqNDBCdu8Vq?4IB~f`~AY#FkNe3a3vu{eeBFO*gyk$-en_& zbx^{L_QzJPW`MG#$BW{6O@>p+uEG|M5A77=es($H=ZKI004ReNjw2LmHK=}BXuR?G ziHDBihNYc%IKy|#aRh&vVf7n)L{~Y~C5_+Q0H`xAHWbCBx$lxN0{7fzmZ~+o@eaXx z_X30p>)brxxUZjJmCvhyt&CROWKM zM~PZ_l{g^BOnZ*kdFC`EG$ zgd)7Gjioy_IK#LBk;~AWT2;U_;tP2$I{Sgeu@4Uf3V^r`gjgcmN6ccECaLe z%%N}M0;-1b>L7!)=y-@N=eciZ5z(yQ9LvdeT)YOlV1fRn#s|4rOE1K!2NIU>_+h0q z*K)LO;wLewEK9BC6Vdift*c<1F`Z7Uo+F13%mwJT4{$VfV8Mya}Mi9?SOP$_>zdE3eUq5_Qp%-t1q zJi>7~A2Q~_T&oWcVsfyIV`VI(SiM)Oj99e}faMP{RIAhN{{T@+#Z+@^-}b%L_$IJ=%xhn?m%w&!zpwRnlnK`zkn4 zG_ZPWPs&R*61uB96lrIRKZu}D0Jt0@(s*;~Gk`z_i%j&iq4LAvmL+s9iv0fI)m5}r z!-{_)IYk#9HMRO~FJ_s1 zQ9eYQFrqfVN%*irsnUU3(O=nLP+?H09MV4kMr4NT%2W8W@eI1W^kx^(EFUR0>@MkW zQQZRkHwaL?608D;ux|UWnP#e`kj3(Rmi@8NLdplC>3!2*M5(JR)i|twn}$}6igsi2 zADA3tLY=zL(5@OtK&|;KEqk-@VJihd1(+9>HnnO2mdm|s9veS$qLg^|_`~r7SBF%K{Y0aWVm|)> z`6;Hupgy!}F>=j~li}q0vU92q0{%gylr2`ehv80sVRWNJ*gj5^>K?*Izd~o~7K^C> zi(m)0fcG0ngz$(6n4ZX()pYOy^eidV-Lvx@ax{5Ixw}u7Og({Wcs!RXR;rI4iBQoC zLz{#MqJiB?m7*L*z^?g@q)>hcO1x%rs&nF9y5^O{B51xmLz%+1ApZapz2~@2B_WKS(CTA1 z?pd-<2Bym^m_ff0NL{UZf*ud?9<0bCl_PVMy!nFMws-Dg-m_zYv!-6wuc+GZH}NU| z0J(TO_YXL@2sp$CyYm;CAXkIL0_%S;v>bzTCFg5mh2Hq$UCemcM7%~4xpFg?UT0mP zgf8TFF@fSRz!o+C0JwlDDk%NVM$5}m6^nTImMyew%y=7Ss7Ln*SnMF_A)2=xR?ElC zu|e)IZyVxP@*s)NF_A;m%F6kQq4|u>sK?dcwk6!X5Qq3n{5EkERr^O7XHm1Z2ufDE ziddBZAH*lg_<|MuAPc^Dm5SnCt)e=pWqVxl7G}bH%8MK$;C~T9o%}}+GNk9YMSV|2 z2*ZY({KmCfl@+SILP{Nu7S+$0a1O6w&_z%^c$px*&-&%XXgrdlbjz|4R}l+A7+aZ3 zP$Oj#)mnY^F$?La^ePNLxHS1*5Os@tTO6pTP|9-e)NM*A+8gl;Xf}@O{%R>xY3JD+ zkQGCPRs66MxztyX^H>L)V6i2Viq+TIaP$yHHOzz*^5QpAuYQiDLtbRov&;;Oqq zUUODrz;w9zLzol^o^AE4E;P1TesQDYS*=c5^gld(N+7){CywKw>_rcPwe|c;giZ@@ zx)=4Z70na@?N>h+6k8X_{{SVWj43EFP&?6D`elz21uae3(2u@nGlt-3=rOZw{kb^^ zscTCXc}EkH$El#MlUnJ0ve{LDIBM4NZ|YaIumNfa0rOsA8fVuFNeI&)%#n2aHMQGA>*-;cs0H2f0 z5~UHP-~)8fVv*4$)IP#G*nzsH?OW@>N&>i`ZvwWTG~OALiPZw`37IUB^}l<2_dz%zrzJ8v7f~sf}=B!WV_*WzEiK&N?n7ZWigu43hQQk zQpc@}z@rJ*$u`s$%E2W{XwpXXrjtBLRP`xacYxwuu4Gi8CG!cc!}kK&PjZm&;uJ8V z1g+J0g(Xv|4yb-AJ5>Jw5S8u#SGPGq>%<^N$f%TQc~Td}CUF<7sL5R1Aplj*L!9bf zg8n4}7h(~R!hI!I4TW0Z;i;NbH!DR!?l2WFmsMLl+*U8@=MDKsQL36aE)RFIfrOC{ zzM$KOdLjtZ$BAkhsMy<#8+TlD3tj&JF)RT80C3ZX+}ZULO}!;Uo;zlC+}jI6uc*PU zzTqdoh|tUTQA)$3m7XEctLr#`$#)?`hlre3)L47J5aqYw9^+-T90l{#I2YBxn*Jrt zqwe4rnR2zq=HVCI;teqmFq4rEyCRKi+=ZWEZl*bBQ@2usnO3Dk|HI3LCjY#eK`sqw_8e$#aEDOFf(5 zNJp08#@)u{D||vh%qkY;ad7!Li|{bUmnsT`5vxKvPMe*5{X@^?2&{h)p>-T36h$x$ zKLY$hIoSZTU3i)_d_aX);t_TGmoKQCgn1{-D!s>z8#3axY`&GutzaES^j;wkm_>q* zF?1IAyM#Q?IiuXL($k5zZYpS4mymIs%&k7wIu^&K8dWJB3L^W5OtK;Nsc?iRP49_S zo;rsGQRK+L3m}pNs<=AUUoauNSL$Rb@gB)rBXkJQnv`byyvwtEiy69Ew;N%lsMR|a zI+Wr*R8aBp8hdJC!5p@w4)}&bHl!;sU0qrQ$j){&RY1i{(A%{oVd5B338pcmAiYON8_Wz1Icn6i+i~qw#_30ysJP{)TeS!N({=}IH zLLYHba>+Uhzmz_pVI^X_MMdZk_|GuVs-PHHRr5iwv?)^JwvCt8gV03^cYBU#iO=hy)56+SY`2mRfRB zUXTL%y%bU`N6%N-k&VeYE5_nK&=mcX=T!-q6&tTLTt!*5h8()GY5tv3dbQGSTU=_)+{3 z(gJjyADT#)6%IuDZ{{q}TjbOEh6F%3yG%bLSUG3U59a0|2Bv}a#hsWjXpzDw2c-W1 zswe=C7Z=3Nr$H(0JY2Fw0*5sbYehxsoc{n3+PFB=%(&NED}n5Uu9webXESmK4jrR} z?p541^z|Htm6gs-c5)6m+*9E~m_=}5eZ?b&jl%@Si@4z1G5`!?kp=V|M_Z@-Lk`Zl z<`FFJ8b0O6Gep)_HInIfkdXfX6C*?KA$q`!GpM6?o!F=?Yc6aG$IikE)v3&<+@{Lj zAOy-`2S1r@eHktt-lsN=Vk+#vaYV7Wh4FIUOX!>PekT=lO3<<2k~E5+5YW+Ch23Xy z5Z(R4ys$02Fcqt2*6yaA7{Q~DQuU%0FMe)4wm%aPAL4DKrF8Kft-qMUK5|?fnG&Yo z@d{M;=28;x<}$9+xuLyEm50Ir-;XenuIA-g;`oH>pb+Rx6hhGad4)}?olJpG$1yY? zGUd~E`GrN5*2A+u)N86Q&zR`BeaBJcxqwo@RausdS57`)4(rS+-Hc7|m)|jvHXK(n z%RnC=<`=Fy|%lVbAahU_2 zFJ>Z>rV{g#;VSApZm+o2S96~|#gzDmaBz!SV`HiQWmg{AUcBi>OK4Z9Y7C9nP=#7J6*>I~a<3{G_%ZdsiN8GLD z=4zZh#uv;rPD%Z067`ye9MkF`D-zDUlB28n;01l#$^??b>m%@l)^Z* z!27vnKp}u@ewT05DT)ASHtT@-frG#=1Lv!MF{RkNoT26MEL&G)Yv}%1f{CXQRq$|5 zR-V_N%(oS%3NQCj5ER!ms=ojvwD{1C9nwG7al)C!bn~1a4ZbCq(!%*AjXcw5sCt>P zdIh0i-CJN#Qt1Zm)5u-vev^E29dM;uq_9Nft{SCPpb@QqTx^i0I05W0mKnoHw_pMB zK|V$C0j#wa+QDB+znYBGZvx(+JLMDeD+)UUg3f#F^=wLL4{j7P`_OwvY=xE$y^r9K zt5zVMc6I2XeCFO+Kj2Zl00 zLR&}g0>yZJGh>F=L18xX)1PR@Kun;NZExisEP$k~s98=`@&%rjbxk*!M)*dk^lmZm z@^h_$L$y_UD&>glWw1WM7pH z$zaD>HSJMz)%bzSD$(;mmiTrWip8*D*{+0s#EVwPOt(DUOd3C32xg*Quv+qXo-e zYFEn#YErZ-72Q=i1ps0DmILN>2=?P%+0C~-!nv%D8l?Uu&Q13g%5Clz+hTA1%9{RR z)w|;*qg_qFD#VHgM-iVAs=R7Y1tIe;s^S8h?AYnBvmxH28#2G#XfGmIoU8@B@x&ly z`kLgwXkH~HpDe6_iz+GN0oIl8iEyuz0G8vcV+;nTSsMDk%&SIRsMN42uW^%;bC^`x z`kD<*p$NMa70+=|Tk05a`;Cw(-w;YRM>2J=^B6aeEOu{>Y68=*GMihHl{kb6MO+`3 zhGRx~h6aXQL~Oznfk>#kzGxlvq1o7~ge%p)xP!r{XB zxkYriQM#38{%#mNg9sA1zFi_uKi0J z2dTwj8`Ub-+igCZmTDDnu-=@4)%uIY8@sLxmF?j0Y#9_;isAnNcE(Nxu7~|a#HbwT zU-$jOnj=*xJqJ+e*lzBF?kWat&6DFT{YUN5r515)ufR(Bs=H1u{{Tg@)IhFuUbr6& zXdY1!IEvjIG@UF`TPwg4(`}T4ty;cyYz1*_7Wz^&)hl!)a%F%-p-W+P=Njg_fS@yg zK*;hG=S8yPo`4HV14iwDrYa{gt;FJ~SSyi!f$DH7^ex(*$7)9>LEM=y8Yj~N>YCA% zTCX;X?Fa);XbJ)Hq4986Rw1C=KCb@iW|oMkb*u0JUjw<_PUg{tURuHFn_%8h5?$bP z+fuy?yM*wsgK2ht6ZXe?OaTDX(M%@UP(vp~7}!^04`?M(3@~6Q3ewAGo9Y!@rVW7x zT`YZlDJ>u|d;oJrC)m74QFU;Ew&g268rq2jcFf_Z+Y%6>rCKv5RfR^&M@6$$b2h zq?G2(51vVJWuO~4zcm$ET`w(K6?m3=(LcCF7NXMhs*XUkQ1#48mIVgwdXJ(<`6H%9 z7{WUPP4+Rd3RV#Dwiq#G=vbC84hlqN>v{%(j36K8ZtF~q%bZgR^yk#qN4RVjpqziq zbahi;Q*u?fi(X|a?B;93VF77SEMHOWZf@mI0z2*?SXWZUQp67)sxStt)Un@we8h@= zU@jTVI!ipu*K%2#_?88wd_tP(+_6{nDMruCpy~AtDh(lcBeZ2)R-KA02e@>+)T(UHj$%^=M_XBN_a3qnk-i9N zLCd))Yzys+C7NaWgzI^Zrl3`X>M-OLPVNIx7-yksQeBi47-IC{6<4xsOUU+mtt~4Et)Bi`8De27`7@M#IW}+F0Krc zjC+Psa|(=8%;E;uQAb+X%rK!J9mqUe8j8!Q-gt z;^#AlUXuG#ubAx%x74uK{mLj=aWAco!M}0XxZjCj2YE!Rlb9%V7!=0h9WEHX`iWR^ z+yHgMl5ePt%02ZFw^xH>q7AM_R#3RWTE1hfc`4i=3OGI^My+i6XKWhgTo-o0Y~{1( zn737>)I9a1t$dsera6Y9_AFd zKvfYT+N2KYJBsaAHr0!9&tkdjk_*^U1YfXx3rAL}+JFm1l5fhrt5Wc!ii};fiqhVI z3(dSicA%_rZ1qXk3)qX2;{uSg?40;lnAi-8)&`Ti1RUV(mPFm>IC){$UIS^xy%JtQ5NII|m)HV3L=aVq0TfE(m6watE1({Siy@vU;s{ce zql(oD;)?u2A~kgbz`Xny83YP68mOw@H+{n)$QT?9RG5^qs_F!Cf~8nnA_}oW%K#Nx z>&V5Uz__4|VG)FA38WJZCR3uaU0$0b7N#1xw!vb0KDnq@??g__<0fa#Ky`62Q)+{Zz9MH1X?`Jbjze+Pzsp$FB&Ffbyoh; z;0^_ZsIV-gmExsM^s9?);Bg4d`$>s&?6UpvI94S_Y>6U)y~illN5uUipo zcg(8DXa4|VL^K2iX1*Z~sP!%msup{l&SST0dx8^~YfbYm7y5*pKBZTX(*FR8j5Yp| z`-TOu!~Br{`fixL%Xd6gAOT91k&r~Jh$OXFgIOZb=* z_smK!io!n&=H=z9xEW%8CB-#3h^1#<;20aHsjL-mA_IqtgrZV&1UzI061{^cS~e+M zsakduhLa;Fk5OqYAXb;eNS6^P_{nvyPcqI=)V;(o=N==f>Qr(7bVdgVJsET4eZoaD zp@k{tRax=OIN@-?+LyR*)H&C<=8xhK?3p&#aoI($n2_`LE);C$Y^$c=PRGncL{>)+ z=BJR#5jc-z#;&7;7QSLVmQk{va#O>O=W{*GPvQt)UZS20^X@K`YvNMdKbg0a;bVom zzo;}*eZnAv_c8w9rsv$*qR8#@3V|RG2tta8-d^nCYyzZyAsQ{pBcxRuSqcr1;u7aO zScvUINzH{epwo6)WC(|y*aBEC)ymfvhCry7uk$lXFgLiv7KDJI4lQro^Bbi~ju{|b zBg{(R684y1onlL>w)OM*VFkUltHI;(6G|Ly90<#x6-8h`EaVl}xpZg_$?UFQ#AU*R zXgv+9=uz8px0HYhSAeTc2CC~S-bKN8K&sN%g$8USJ z;9VHO9vF{qY~Z~ zEMI>x{FVS%H2815zT#aZp-$*~pm%NVGmrwzxo92&d@;1yNdlK)e1LvdElRooQT|H) zA_txKCqvr>UnPKog@C0Tt^)M7!(NX9fLO5Az$_*;{qNRm>W)6>7{*faszkN1l|l90>x{p#}LGv7wviL+ng`NMJ5_U+Mu4^=3U} z!ACf@ry`!05OCU}@)0-}prYm^X_mak60A{un+HEY9$u<3I;1VTt4*2HpnK|B*Z%-P zfssTH^$!*{!=Er_G1FdWU_IPJDNFcfBo(K5iNxmA5-U#Q+1aAOLD}~Xh1&Nn8kb!R zVkbP!LEe)xreWEqPAkbnQ(zfCg8@L)mc^r0yvN zr+FPgAGw-}#Urd8wfx7s9{%GWKQJ&xC8a+zl5b$N>&&PQ)$=YF@v{ExJ35N7XW|DY z)&Lu)IE054JZ~Onr*O48f?ejBm0Q6vBYac{oP9&NRa|6vS=ewn=AaM=`G6EZ5YRH< zjAx$^;UKGg!@Zl~IDt73cnCy>Ji}R01qJ$wzByrBD%kT$&*E}4`G9hxB2_01MhB>C zS9jS3jLYgUOW&>~Lc1k_)axz-;Du%6t{<4|< znaYYTk)RqwXmk6QJ$hm9_M2lL3a=2`Q%^)7*o8RtF5gcP==1X$8*`a+kl!(&n!=}; zt2wLU3R-gjU271mKIP}Sc!WlZuM&}tC8;cgOJr^+>R+Z_%Kl=2gL0T)#|Dul@f5#2 zM5@I@8@i8Tgl^X3`%41D8nT~JPaJO%gmoA--Us@Zv?#9!Y%xU*auFid-bgk|4j1Zm zF~#yh-BI-lG!cI>3R=4PfK$W7%~@`^dK8skaG> zYS&Vm3Ijn+*otaF?bAZ5r~$1;h{)ptt?6vstN6TG z5kP6`-XKbmUs^UVjV|N509KAH9JU+bqPd4$1DHa|d;o`N>Qxe+=m3l70r{$kX|OG7 zw%%5e`t>m~L=Hf2&4bW}FiK3jp9PTngxDidWhftLqh6&vr3LT`4@D=%O1cq4z(IXl zuab!D0D>S{Pk#qOf%kr6T?CkMM+4bQ)vN$2Vzo$o6k2;9GVLH{Sd34tADH?;E4+hNa#F8P zs2Z@AFrc0)&~MU|z)&;-j%tf;l)9{TF1{i9C|@sLa#;exQ14-3<3^6j${_az(A>BH z9I8(+g6!yCgUv?r^brJu?qjal2!H#Reu3(*NB^;469Bd_8y9{Yi zhY{N732+xH9TFPxHinxT91)eZ1wsfX5IMWxj`1yMTg5{I%*a4OE@&=L-W3fCt>nm6 z!421#3w+Fhap_ZKh6jy`I6luZ`CWGe148~|YUdDE&`#}iFl&rP6x6O z)kA8F^Xh7plEUHnoQ8|}iXy*JhYJx(xQXHvHZVwOtJ;U}cOrr7sGVMTfn$UKa6-Xn z%*ndB!RB0p-_$B=y~O*ug5g#5`=ObCYaTJd% zbf}I;?3F21^&7NR^$2rMaK<0kCih-t?4lZQI- z3y?7GD3<)k!iG|`hl_{SeB3C3UvS+!<0FeZfG(@*T(;YjIv<#3l?W=oFoSeI5zi*` z3*hI>A1RHxzftP1Iz#s|;$5M{bc5%XA1PIFZAi*Pg6Z)q$s*XfTM1`ZwF-h%-n~vG zN`{#ZjY?%&2K?*_)VNc3lFPN&0QvP097DhA9$j62AjSFOR9e2Fm{V8cT6JpVv9{@IzuYCkTnHc3Zb28kmrk+J)tq24W$a8SyL3mxfNB=Lsi6XlgW(&DHmG4UtPq?k0*v754b4eBJCx2 z+%5|i3*r_}Vtv5aL=8_8o;>_^$^b#wk{X8tV> zvQS`Z^4A|B-)L?apA-xgL6&$DDAgXa@D2Q+d<1ebK%ot<&5HDmHq!noAFt9CqKkrr zl&{(Ojjk0Zg=h=)cleYERH#a(%6z4_=2-F7x+n(D=oj;G>`vQSW_A`J9RkH8U#hx(NxJ<7_VQ%3W@Lk0DG7yEKlMilU0>2Pyy9M z4=h1esEj&W;!yHc#^PBDI0NPpMm2j$1jqN(0XAi#(*Qs63<2n>Q`-R1o=!zdc$(xn#qXpV~82>L{uE=cBEmI;~KB3nIcN|ey@gBQ=E@*WM#_k+jL}e|; zJ^aJ#n0gB%CmUT6SV$+{!BTS`Zo)nfQqzdmX-|k(p*O@=3Pa){GQOY*`Vb>Vp^QGF zRqp;Kz-a(6x#Bu1i}A6uR`_Es*syd;vLw-_rC z@vxMq^BTC=Dyb~LA&~B}dxQr832L|!0{$iTw0s=F3TeL*uS@d^lp*d~#Ar3O2QZ6O0;-{p1nZ+CDLZDWHhp(s)#!mAx4c>kU3WP0^p)M#RpNIMZ;!15#TIwcdsh< z{^P-+v>v-Y7^a^xoWDf{Np2m+Xid_%1d z1_8E$_QkFg<}@O~wTcV1)`I(XP`hf8tF#q_taO4r4>cEtrLpwa&2 zQoQHK+!-}C@)29aM?HxMu!1YjFb+!!FdNJVV@Ri{teC6Aa^=Z`-7~_OJ_VO<+D3Ix zCuDA*3;81;mugQDn24f~(FEI^S3krX2PVp^y74fE{6%#cHuub}sIprjgRu_BpHZ~$ z)LX_fw59hQ-<~;)EFL+IqrhkR1Wj`bY@9`XLO^p8tB0vzbKEPp-O3At>ekBSTuHaQl#MIEq85nE+FKu>RSvzEi)We=P4 z4uhNJl_gz7@ItpPpj%bMdE(-{q3R2T)FQ!8%w)-5PvK!P$CQQ>ejyR8xXt7sQhwzO ztbpX~pw~VltxR{AyhCmvgl{6i;p`ng=_OIcHfBg#u?BH#bm18FZV6U!vGspO|$ALUer>B*UW2M z(;0zj?mRBt>Lo_|W#wvhV%DX*j!K*L7=r4#lqpTZzMyvqLqL5?kTn&@C8mz^45`8t zA!l&#Hh7f2d@$WuS3z-0BMvoRiB(;9>HraP)9DOh=4J{uN^3R%e?Wl06%;`VS@6Rm z!h3@w>C9oE*h60(AN2i zh!`rxdLxR;4q0+0_Ky&X=neOHK{(a7!H3#}y4^=F9E$jASOG}Bj^%C?1k3!y(s7h? zDyR=tfAzx_ixa7k1bkgFi%Le9kl^)v{Su&#+^J2fxSW0>n;j4eoq7-4Qf+c6eu#{A z6o&l8zyqNy-w=Uga_+wu3xV9;z7#ZTrWKg8Z5|l0qehA`B3m>X0I1^Hw$-)QcNL|9 zK^I~zYV3S6g-{j1EF255M5jZ^2&CwE;QYf@Wto>7lINV5+gu=z87#;=DOFq!ZmQ27 zsvcx1rLGtB&`x}%l)4HrL)vw%QDiRIxVfd3J;s30F!} zq-Y(WE#SRlyIjQqSBu0GF2>XjDSQB|pC_2nbuHx}yaTV^2W#MEF8Qkh)k9LNc+M&_ z1&Kk$XrSE+h9&b2ng9Zs(&+N?)M6(wTmiuzt}U$%dVl~9h?(%cG1l@ZY%Z$&9^#0N zEaK=P_-gi-nNit7fPV;Gy&>k}JV}B0udqklJ$@#Iyl*e*gMgvP4%gWP1f}8W@NbU6#A6CK+2)Sem2h_Vbg)z5!t6m0+#*nr@Hu0c4LkDl z_?ExRQF)`7%#AR-@em8P<|;S9$I9R<{K7>k)j(>9apG~I!`u^Fjs3zU6ct3e^?_si znH5mkXNj>mnSp-dT%&wSiX2QlFH@M}RBUVJ9u1crw%W>nh~rc3hKjExD`2SM^2F@@ z+_Zyt?tEO_3p?1|rg*7Vswm)A8G7+t#jc?9u}0tKY35Rm{lgb;<{?Nq?occt4>1>c z@eNSm<72;YfV#q*r{)9bRJ{m~x!=n+8m~9ZTy3vV0e9zmgdH{-c_M{}KH}}~(=LKt ze9reCWxK&J?6RXiCE7ZGR6gO2{mQBU?}>P`G5~mPC3riRD~2Wz{>0*NA&Az;7GvOz zrCs*MR0wYzN((F1Ld}j2P|XT>;sV=O_>31^R8d2dxYbKoa3QY}P3 z1-WI`%7TNB5P&e-DYYe)TFM9a3{a&nF33bIDtR?uZA%I(dyYg;Ef&pX{1K*VTF^fe zD+N(b{Z1AKmXp*qgnZ4n9IV=1irPDD04u@tRAf-sL--<@i&z&<@kiSR$MN3l3@Ei* z_#-NYTFSex16Q2-mZD{$&^)WhsJ54v8++&1s4W?;O|5rVn;lGq1g3~yN&*%KVMWJi zyxQ0WG;paLIFxY!(t^=WFtoHhuWYHVHj5Q^RMK-&ka0%QJ5!TaDfMKn>#7wYcfzWC zpulPfkxhKv3KVh95(T`{CDl|pbR2+|aI_#y-5+AGM)+f@Dv4Ym?=*=#F_oagKLti;H?*gm493@fI{S>}uT8CGDj?1t+x{X?izmjGx!DcB35vf#=Eb_S+89vT4| z=Fwh}e*~6*0`x=5ROgDu%XM;qIC(EP3bqwG*Fd(#;>fwia}Zl#DuR@*9SXoGwYh_y zqJl62)ffc1{J@3eSXIYYr?{c%79!Ebkb!4EGOq=`O810wL0m*u z>k69p9khOKWwk!oo&F*L;-ya~`J7OF!rotGxZLqCaJ4t@9Bi#rUtGm|myDLzVF9hJ zvLy{R+fk8D^$E1sP@`Ek)AX>UxKB@ytqH8RVQMz6nNV3WEBA0Q@d#r+Al$H*Ml38_cccKY zzlau5Q`gc7QrC%EcsqjI9%EhDozVfjKrM#Onc`H?ztkWHS#sBzyAZwiD&6tiQ;nz0 zJAW6%ynZ76;u!b#)PE>dBGcnwGX^KU*Hj z&oHd9NW*&b47Nu5jt#??3!*;!!3qiUa~$t-;R6YQpAZvnJ<3%fW+{n}P^8EW%4; zSA9#=0y)Lf#;F}1516^2Ee6OM2}g#r1A4nDe?A6U(fv!$UcY z+!n3H9HwY-mL2N|V!%@l+4dXn!wrcGA=_v+mn*@0%p;{@TKy#l?p9kV&>synkA|-7 zMl@hWsv2tQoRrXbVn~Q-qswDMlubFM5f-QvK-lSk_^CferSx5$Bx^5;rz>#a6G7i<6HWO5m^;r+`d#1`ImBuLke6& zlE8f1ABkek6|a{|`>6dB7|M_rjbF@a$^haDx^ZHsVXpxVvMa#8fE-?zonJ7Z#ka}@ z1aP}Yieh6%p0I4jz+TnMTa~ER>ws{Slg)zLhPbpWH1~C2XsWF1+Y%ZOA4RL+4`C99 z4dLdkfZrm%An2_TRVcAlVAXM#xv=gSYrr3h@7USIEkuQ25voTNMC`FF*eHQYV~;>J zR%n_S!d-wb$)Js17SDADN(xV6>|WPc-y=7v-fE}dv&E34Bvqvc$T-8m61(x}wTTKm z(MkGh3gZt#!sy=nxD3kVwS*wFDD8+!XqY}OBQ?biL*DD>l^698GF=s3RWS=c!AUwR1xRmJ}QX1+^vQ%=2VFsnm(|2O| z8N_S}DJ91Hy@IPCUmBjkmnfd21PELz_+xOuP~VxuRYA!Ti@J?LrddM#`i88$jF%NH zdw!!}vgKmDVWsJoCUNRmJzNE%bKh_-zjX*GU(G_M{Y?4J>$r!J@dOk}?a7c9R^)c< z->9V1jB2GuFt?hGqm}SQ1y&s#xFu&X)I(hH3n4EySJbl{cN?4^Q5M1gcRHVmrx*1U zaPNwX>^(EQGiMKZlG=4$!{_`%19-`$z`%!?jI=|*f;ae7z^$H&fnVxxOUdn2R4MPAlo(*_4K8UL47Uex(pM6qym^IB znR(m4d_zlC!UZ?;0&|G9j)hU?;46#!iLbB3#n9iWN(KZ|?p`=1(akpYUqun zseQKs730jgF^y*DzwRQMYj~75s)CgO>M?txm=R`Fq@aXH737FzIT21^8J8Y7Ja-Ni zs^a1bcN>ksEi9{s3ZX|#pUyh_?D?f_ca;DJ`0;taA^hCP?tDtUL$62h#y;v&`W zh^>zJl$6nxEB2_=uK;j4f0)EHDZdeBCnDv;p;IAm_0F;)!=j7ae65phB1(xK1-MawLYDHQ0oGQ{u*HQRc-_DKxh9To z4qu{|YTklYg*yVdX%NoR`?BMdm<9zjE+7to<4Yb>QYckuMM~M4EC&NAF}AI$zTJ*9 z-4Z$4Y>xpY)3?@w{3gU3{I;6%1Iv;IM_IAH#B=A5h{d9w)F~Pe1@yGiOlcqypnR`` zk=*X0SpeA808<=@sQlCp#e*~vA1M>zBVsma+J!z;hpUCe#T+0p)3o_u!*W!4IJwa1 z`Sk$X_mN9})9_*(sf%%IGmaDPGerv%Iv!|Ee0iGKX+w;fuxK8K%MkYCbO}%6{%p%y z7g`m~dFs8ufb46b;kL6au59%(*qLuY4u_)`mex21P)K*=tKqfuM^iJeAA)`YhCfk@s8-xx9 zVgmb(qg3Yc90~)W;C$3Tbey>>fdjRKLaPn}MlpguZPR@-aNIWv-`QVL+6ZCfh!N;&#!Nj>` zuI-iBzY7TE-(+f8vWjc&1=yErx6I-r6lLd$wJ3VIK(6lU842TKu<7#xisO@!St>ZE znP{gSR2NdW#6Sl;LJDadEmE=H#89h-j@`;W{{V=HKXSO1o%oFNM|I**?_(S<$r4qp z&38|jbRo4JY#V@dzuX1eo3;L89~SqJ7}pTXM)ehsXcdAOeM`DXH||nVTnLBZE=Hp! zj~x&Tg0k_fk4j(SD5xWLY;g;I325i$R@SVHw|0C*P%D<9k19t`HQ`_(&C1xDB~3kf zjxkhQJ{aM(ol89!)v%%k2NdoaZ8-BP)wc$?*>c!J6ru_13Q`bRP&tf}<7}yG@g0pV zj9(A}_>2(lRByyvKbTlJdx+zp<~U2CAOUG__ZUvR%BqsRMqyk^T_FqwQ4`31VlW<} z>8BaM>|tekkIqfth#tC$0pjIRQ-0xaE2x2G9IZmYZ`%mjbqz9BvM@#Xn?{FhXI7UM zcJILwf+Ow-l>Ev|YOI^;vK%EpLH#2{zo;gY=HddCDsqXH(&gq?J;ZM{mOkL< zZxhJLPCNane}&#+_tT3cykkSHS#5 zTVK*Rwo$2Ow_O=g=@Eb{6P=cA)d2Dk6ex`i(3~;!t_R#?C=nOaFriMT!E7Qzx`nCg zR!N~7rQ#Sy`h7_8JCU;w{FB9u~*E%esEnA3v+ zKzT-dmf_;sR7RC&9TJWoeEbSdxY_4od2RCsafMC+s^d&wQsO=Ez zlLOEIo=9PUvO3;@&RyE)+$AtP2mk;ZZ6@D7U{D~LZo~$h8aV7D;>(?&E{-mzl=om4 z!KHNIQ&Fv*gDLuapbhOpuYRVI>iZ&4qn@DQjrAD~HTi^HR0!#ZQONJyuv+RG+Fu(l zng^&bn)|q6RsG9>=eS@2&zV8(8qh%X3k!Z=8oGSKQSZbzt%R9Si@L88!MEyDZB*G3 zxtl{G85xk5IM*Tobr$L4!yV7%FLLS-F8tgj8y-28fNQ9Z(x8A;0l2j+ZRTEiIEBsE z+^DxsVNkMEY4->@j&hODFjxNoWjC=Ncj{cMxao1JZqBY_>Dh0nz^7jm4IwHIc)e#J zWU|g9Y6p&Bl+GeLG(;T>f!-Kkuy5?7dk5gRO z)UbvbElUi7@B?~?x}a3owO-(|w7K04mKu9!Hm>;C2dAP|v{E-xq1@pjdcL5GTHkiKAUV2l85|y@iXeX3|?0`0qKysBAaaZ#ViY%zcke7N3;4yNf-7GDA zUB58Zp#`l()98PgoU=f1kd5>LdIl5YiN@PO^;zX-3=tW+3Mz9*{RSeCrAF%DQ-amI z(_PUm;wdS&n9_{84h$$i2GMD;7y-dSo-|;DRirCbK&$rrazhqErP_&S%GDi0V4w!R zRZ(Zi9$9x6`X)$t(>%>3l>sgLEqmbnMf(L^ufTp)D1jJKm!zbx;!vIp+IlSh1dj++ zA`5WyY3b4%FWOLrM~&2E)4Y^&gB5 zbEx1~2T*!M#-}diWlQ5Ds(6R4j4+{n+zKk+)DhYqAz4NI!65NaG}588rOll%4ve*q zS;HDOHvGowaUNwuM(X}21I)~Il$%eOO3^&S2nW=l7vd~5SBs3K6nHjbD!Z9)69fZ9 zT|h_KD;oVpuuANWCDp#A0F|DgebgcCS;RHk&f9&GyMX!GW3(vJW(265BNp+<0Yr!t z1^DJ1Rz4z3rXh($E2sx7B?)kgdbxYEUZo}(%}R73&mLrxo) z4RHqW;w7aw6n5pSMD7(A5+HUe!T$j4b?4?7FZd`fr8+<9s}1SDD=J;nzJz;`YgP0Kza;_JR307LRZyA;bD zS5S)f5@E!>p|XM(bImdfW;{pXcg#y|SIxp(s(}k`5}qaFWm6tu6f8Rnj3x8jCcle@ ziCsk~3*r#1AH+kook}enm&8U6If@o0h77R5{KMsB$NS= z)Bs1D&WKwz4U+74mrryfeMIC60c|&7%IyT9u&H*jg05aho=%Wj#LI;20H|9`wCt-9 z#V#as81PV)Vd=)EIJVO6Phzv-80BqTs_7*U0tNVj)lDi@6Hcuyb@de;t9jdguRjnx zGIAI{t%Pcq285mktsWLJbwyqh&&@vWGN@TwVM)S**EYVVJm>|ZVv@FjTHaT<4vMaT z2hOw(k5Hw|fGxW#4c$~+Diu`+U{$kTDOFSoofrTOb)a8Ba_dYs(`JL%1^Bitw#_P+ z$_P=$uZXqb+Xfvrr^PW%BTL`(5&0p-r)s+VM#4hCU%F6KSS2E?bzqOv7^0;MTv+q( znB-{Mp8+)cA)+I-!SM45gd779;Ttch8Jqp=fo%-{0)1L4x+7le8kqU9OH>! z5Oba-rv~yN;qy_h22j<)HFxzIEjQHY)OJv_6*(cIl#!vK$@x(kLB&f@jY`9Gbu3e@ za}c{{xFgLM85ULKMhZ`Imb)d>cd!8W@fnb=qPH!+h+$@&S#Az5W|CBh#+Gi)>5t=D@hRZ$^$ zCH9wINHQh)m)mIf%=#*6qI^oHUYPCzypvkz%rQV~sL@z>*;Q0^Ee?46%f@}Nm*?s< zfN>3x$B6S3^uj|TN}--1AUU6yYH&U!0D6R#R~>mwOI5@Q8{v<7+bL;k{P7;8y+&%V zj3`TvKQIez988VhnOCLt7!J7HP3}g@6Y3Ww2bNlH<7^n?NL9J&SkiDnh4zB^gz*?T z%q4BF@eVdJ1BW3VH=FShikb%`pj!Pf0-7JpVf+(ty+KO6!l{uQb%bK2Y$`LgvF(Wu zLz#ZtSM><$rEqjO*uY)fs9nIes9CD~%!nX|RZyap3cB+EY(b@)DE!Mt*CG`cvyjS$ zFbnUvV%)u>OY<^P{6=c;k|^{40Gkr_Trh9M3Ue65SV_cdqAr%AUea!MmYZP(WM9Ov z(ELQ|2dsore-iS?;uYccM#?ADqRNIioOK_V^9OM(eT?C<=8iXDoW6s`O0MZu^A6Hm zmO|uXJY4SiLl^{Vtaye2}9OZAXV!dCN7_Z+Hs zzs$4(;tF55N~8-m{PPSVjzO~hL{h-?BI8k^I2#|#IwI#PHy+9#%tsKnQt9Z4Jx62G zJV5mLp%&%vA0hk}K>p*~$l?L|TKHfAA&!FlpkK85k3J#brBDa1K4Yke=qt^N)%%AG zy;*#OcD*)7)Ci)2s@f5>y`fXD5rG!C%XTery$pMW6h#Fw!)~7omQ$Mv*pTOGY_Z|H z8?m~1xE9bYhXb|oTrk!p8mbb_P3Oy%LeCCn*3|$o(*!X#+WGf%Jbc z_}V*DM0`=6Uf_UAr2s^LcvNry0I;5tYM9-5a8Y|mwSt2D0cxFsm(~ZEB}CaO)mFJ` zf$Z}fwjw-j8=!dz7r>sNq=;e-uc7jK?exR}Ra@j)I1XzCdjJwql&MZDd@n#N%hj!5 zY+HuV3_cH;ax^F{ogg3jM5acXb%3KV*(ly=JIP*;V7RJipY zlCsLUoyAAoV1H37!{*`#j%FU=f;SkCjU^O*X$UPCATpE4fu_m*zMNZlwWd zs$mtXelsCfdNvC@ap3_Gz0N4TztC1?$Lj)n6C!II~OUWHt&0NHK?TT$jJ z0^6nu!A@a?@hejE<`OziZ>YOhGL`|63d*?Os7t|rIS5QIm^BI&M1Gpwk8dYiEDBeM zz!^f@ubE}Hu+Z}XQiAdBU&pyvPy{eh_bVC;Ak}t$qdY8yt$z_A!1oLmUzqd+spO5U zKT$zfBT=v1T)d}=%t}5bK9arU-r$F&86ktmY z=3as@(T@6qS@4Xd^%w;hdU#I_2#V33r9gqE2tXA88bIGu)zAJ%fQ2PSJVl1fml!sz zSDJ(dRM+ZOrw<-j!T{tS5W(@~VDQ%TxKB8FhGADcPD<=!V5}$1Gr(Hjwl-WV7rzVv z!YcMHs}vi>IbTs8;3=>W+jJ=gm~x4~9l&DLu1h{39X9qE_-1q)g)P4tLjtb!J}!xA z%N?>fPAhF{eDwmfxjF#tSbkYxV_FbChjr!rN5LEv;m{A}mM%BNO5SCUfIg;Emvr^z zX)201v3`(2{6xpv1pJ6KW(xem2^T@{WEujHM(HZPlo#G)2RR?^FDwFeE z@ef+Ojty;|A6HU^RsfAso8xl^#Pt`jWLs3A62#GKjj)-bk43;z{Dl+a%v#V2ymfr2 zpHU9LK(rE8h3Wf`$+59if$HtPtK1|;k~%~?wt?$=kFuBzyD5ERZ)ps2g`(6NzZj@| zF9N_y#vE2q4ogLOT=6P_8D%MUk5&P}odh9#fm%R6S)Hf@SXn5b6gbz&Hj3H=3{I)mVw$!Wot_W9^( zjlw*Gj+**m;uM$Z=U{+^V|@`6l7%{`jtgo#+m(&odwGOv06$XaIpRLOS#?(YWUind zF4<{92RABERe6dk+-fz~aY1GTurR1YYKn{$)pr=SN1J7`pPh!5#eKwBh4TzJUsBNL zd`s@ZB8Gj%3bY?HGf(C=NfQfx;Te!}E&?K1?py;7yhfZKQPidgT5-fWvWamjzF-wr z%a*3)Olx%*00K4f5F04{MrxESC@RZ@f<8Kp!k-Y2E&RgZ;qEtOuW>cU=cqE;uW=mB z!%gr&D~-xcIPgp!<7oZMj_q|Q4;A7x6^~VwD7Z4EyV3DB;M4APwb!T@ORp03O&e*J zDC+23p?-UYpr3vwnPYs%X*cbUV{yP1>x*M?*QhJ0#1%s&TI!&yQBkbFQCIyqhPeGi zM_?ztc#Ku&$1sYjFT|_HdXAV}{2;~9kemdlFcpw5RvrQ}Ra@IQ*#XuSHlvYK=4rlT z8w`O|wZJd%!XD+Ux6}^Xx!3@CBMY{@OQ2eE{1Jw_z9SjUR?C;Veqj#30ReZm6@rq0 zkGX|IW6j5<9nBxGCkA2FUt=)%~g$OFkhh zABbRA>T!_#KstUWNZ1Y_4xk29B})GQ#gFbWax(;6j02R4$Ws+BUh*}IN@s>UEg8kd zub6D~;7YMo@#au)2P|u%+s?*I+hx6M5!(Jta3~$}3CO~jR)>Ze2$U7cf8sD#06u#^ zbB6`?z#&Gg1?SvyxiwGX5ia-cCdv;sm5VcjQ2t_4!BpUf%Ch>&(^wxzKXCY2z=eEQ z1S5jd96k<@y_Qqx;(#~GYMug71W4SUG_Jp>X7PbfU<>*Hd1d?$MIV^A@_wbuz*_fr zi+=fm+yWs3S^yXEQF5}{0tFPm*qvQO6+Vh>zBtPtn&MnSS*=RCmJ6j0$3`o_;*|EV zdk(K9g&0~ARSTp%@;6UVEER+G3ST0FO==nC)D>LP*aR+{qwyP-t?0@Nep-5lv(+f2 z3oE6g;bY+eK(TV(pe=YnaUQ6$g|$EfwE*31S`9g#l7tygvZ{`S*cMP|#8QM+P|<07 zP6~q>4FGTes9poSy4ZeF%t_T+hlBG4FA70jZM8?hF2PZw!8ek07aEpc`;ei5W$zsySu2guJ$+ zk!W{@63`Kaa6%Orb5MXpMTS>wA5!3={6bm+9l4(pm(BQu8Cl{Ar02456u)zGW9s2G z0-j}d9G`ahXQSjcqQ2@5&%Egn#H3$5Lh zD3A0xdI5*WtmtRC> zFOQ0ZFf+uZ9uuR80jFJ%@K?bAbY4J4t!r7w6LTQ~tFCHhQBTA|)=O&5IG5%GLcO|& zlOenAo{`kXz^T)wTp62%ISVk^vkkQKOkoyG+AN2n5TfxD~< z15twA3?kE*C@zjfU9}Kc2EJfRin_J|Pw@%IdyZ66cpz7`D;(s#Bi|V*peyPn@+oAz zlz?%*B~?)(#cn6#4F&9Q8yd}S11}j+w#copV7IV}h)rZ9$Rls=6GL9A8if}MTejkh zY#_kC7zj33%vM>E-eNNqWB^E*U7X}EBh0*60GWr>D`dLLE)wbVMvQsv_Z$s|yh;aL zbuusXfDHXYI>=nq2*8BP{{Y3W{{R;*ELf~!_?`0(CJ5PNd`s9{y~N-_PI<^QJhVI) z3gsF)ClwUWFxI7T?2l8DtB5H!g(r`gWmRAYP}X@Cf0>XN5ZjC#rElFo?mYWqmFx&; zHncNnAhIjn7)lBvXlWXtfEE?5b};L?pbw%H2}SauEdf_(yYOtRU@h>knjh*prgwmS zyuh%i&1k5XR469AnE1ul?lD5?!=8w%J$2?K(3HoN2Q_(ok6c4^*)-A^d?0e>o=KJ>z$0`u z>zA2UL8i6>p$@bkmL+Nh4j8Iqf%{j)7&?h5O10X6aZfJH)gWw@vuL*mS9Sqgb^IX- z`={ia=!VYP;Xzz-d7VS5o4l1i^5r`aRov*L-)LVW1tS)%HRPopjDd?YMFjjD`{&%e zH4=ba`BwPxQOQf9pgw_rhEM_F7&SdX7*-n;`T&{{S$Gp8-kqi2k8l zrg2oiaTsr_RQ_ecgwQ>CxpyhJ{^7P4?pK#YK{IDEqjQnrxCFluwOW{k`BAj`ALTD=bgi~8nG_uIapj{Q-%<;dDp#`^Ip^pcMb!b;JTHf8U zCEC5s7AX=D--wG>a*$Je)a13VWDz-QsYU+)iBOz)$kOd|urmkq9^1FfXaziRu)%fw zO!6)U_e8ufE5Qsbv$>F~Ur{TY-xA2x=jtjTKZs;f9OP=j@2P&Yd+G|%*SOhAub3-T zL+pfkM-FORXn5uiyL;vWbXxN%1<_KK^9U;aOv85@>jV^2sNo`xzjETZiP2&|h%<}K zn_5WYMPdlFTnYi|THB_eciX;WR+X1=mt?BiWhqjXY^d#2J1g@7QYt%EOUH>>bt)2w zTJ;UMP0G585ekSO5yo8RBHX9}eL}Hv3FQ33K?M1i<>u}No!`~1PdxJ8vu@6V1cGpSi4+A z1+J*5K&~+Zhtx1p1H=IU$RGGuiP!#hDhI#)V|UI+42u?`!Gn?eW}JWEoG<2KQ4oUi zQDHC4Vip7rHX@~=syJch30C>2Mkn@z8c-dqjrA4E%ZjKeY;H4>lqv0j7Myd-{{YCY z)J(hEf0?mWri|_t)h+CBDBivzlVBlk{TPme*={BK1mL#NUA% z`nW(KQWktFKZp$P9kuN`{zN5I&<}lD2g%|HDS8h^yHxy<7Rfr)e*XZ)dx-@$-24kq zkobbs%28nOgrsX-@fO53$n~H;YUQ@L4&dU!c4#||IUH8%veBw`+fAL8nn4p)Xst>> z*EUw%LejGK)Jw@=(WrZXjS2uZn1#+Wsx5XTfSd)Rl(a7Z1Z=@w8Rn z=?1?RbKGLXr$e|mq4 zwd|IntPVD8yjjFrD!jEBN&tO&i4TU~4qxs8I%@Ml#JV=Cy5h(G0JD53*jNUg#7bAh z5T~+mskrD7v6Z+Ou0*=TYbe0!hmeK7C{kCSRD^HY@tq-I@=%;DC+2H*D!!z+9r<~QnJiodIc8%lx| zRU4e*E0vJIKlv%TxKuu-mhMSz7tF6feapABW%;iVQ)LVia)6?t z+ZMqlp(@lS7|OR&h36R@zF?6h#-fkhu-hSW5C&D;2ZSS*MP4pZ(#WZ1MqD>=+5ll9 zsyY?KYR+as9B9GXcFWmhAxwCci#7EwILTS0Agjb`35Wo9!pg$)+(aH@2C%MHUD16& z5W1Qwe&zHonNufoi2xo&_==YeTThixd}Tx{D?$A8?>;817Q6f>SyRHQ3mbvQ4F-Cj;40{6ro4tC-va@f|a?WluPtq0~2!Zk{R zSDq*((a!mYI5Gf2fqGJ{=y+a;V+uLETj z_?V0>p|5MMf_yHo8Rdt${%<;c#LFYJz~)2d1NzvgBu$Wg8ALHt~8 zuF504`Tqb9)O|fM0>7I>)ko47L|%caejliyBGQNzsDl16`Hd-SLOcUh--uW_uH}c&HR86JitU>HCZG1T*b!6|F=|9EG;^?p(F!u3*)0 zKP+o7_W;xmAQdGDE4)S#MvHtVkj+Zf(F(t_Wg-fV^_;~E3&%0Tq`ebj_>@SO3u=-l zG~Qfx*Pk-9=?EHc<~s)WtB#9TsD3nMsUS3$1jxE=sK(d3gHchq7w)AMQCWVvgw|J? z#S40f6dpDPt?|n#Qp>q$3g?@I1Ixz3SfmPQ(B374afJT>2zB|D9tbJ%E{(G4T%$r> ztT)^+!Vt7lCjbawg5?Nels^zwyJZf^>Irv=*N6qQv-JQqE9M<0MKo1P-Cvky#2+Ls z`tvSPY4I2|FStFy);L-794$XFXc7;I&YlP!KTv}>hF#eDaP{1&U1SMMOy*MjOdHpTg=__{ zirb)zpK0ZL&};tf1}%qgxRU@?PV zxKtOAM~(FvT^-~sEVHOUSd5_|uxz@g=!0x4+yYU}FnO}2!MsC%SIH29fsn&*xm0x= z7ieLR#4sq7bqaL@)Iafk{{Z;k{4@UmEGjO;1I zB34+}GMyDI?m9%EgU|j@DMO0M6+xygzGsS3fJPLewWDenb%TDE+;K%Cb;uv)6RO-o zqbW3c?k;7#^$n;BWpM%Fwx}9TeptX%2O{6EQt)XpS`ToEdU=Ikqo{&`rUvNwe8nn) z0Y|eEEDd-sG}Jmc*lVBxNFD*lw_i{^>p=o?`Ny_3L$3#+x>xv%;ev`D=zaoJu!Dg& zpsP>8^9gr=>^m|q=ZGQYq zs2Qszjp!>_4r)NpC{9i6^mJ0WM{z4kg5^9G6u=qr3KFsEz(poXc${kY}{5y|TSR39lC4Z2c%S&pbJPq z=?2Q$cjf~MSp$%!%K?=3W2MKApizg=9*1e;h;Z;@%>AAHL=7MgY#Ht50N&+J-|-9Q z;t=iMX2R+dx#Wma9B#tYtnmQAvafY2(B8p{ivHyxc97{Xeri8y==jL%4|^Cbwj!z{ zZ^cR_5!!s`BE9Dguw-4j(6<{06xFEK?2$r`KD8{SQMxa@Lzl|t!1KEphGMNa3q zM+tJFvEn~a(gLS_Mq5@lU0fl;kBA83x`?|^XApx$oTM=-B-ima7Q_d^=HVBFmnFt_ zEosz6h2}DtWkP|2QzuEUtCd@2NV2194L)I`6u8J~u67atrnw2VWs{&xqR%Zvy!GlE zS8?e#x{Nu0BpMdWhnc?;msjoxGV9a^V9Fm?4|DMb>RvFu@(d}+QkR5LZjX;JDvL`l z8qn#~qsnJ;-KL{0Qv9b7hs>yQ{s`z(^%pX-B~_sxLytst1@p`#Dy42|+LaW-wRT-L zqFPHzmI137tarGjq$^fesQiZaFzz)pa(Qp!C0*t<(MOi14Ojd_hbI?tx-4miAQu}P zaRIh-(>G&AR3$%|(KXC2RnY|QAgv+UZ$4o=SE>HE4QF|z6S)kO@yxW^iE>kN@lN3b zKN7`WK-N+28WVbzWem~WKX^ct7fAGrNN!7soL!uq>q1uJC~c^1p`XW~0QAM-y^DmIwFmOMG6`H3V8Qv7TIsDO-UD#+4PI@_Ey_VWNV{D^|wKa)vy_j9aux@rZRn^g^cFmmqxK z?nf)gQa-F(^g;(wq4Em1@`Zv<^Rrbd4?E$pzfQooI>>=SquG_F|a!@1OxKIGsXyd1vME8H zP?vIo&gUu?*HOBsM${zMtGLrv_=v6B&db+9bseE~(c%cBuX4vL_c=>j*mW9$I6iVJ zo=_i{OY4bpH=cYzE~m`BXlr&7;^5NhuAqYc;a?_d-_*D@Ut}e*#1PSt4xiuDkE6jWXFDEm8Pz0 z6#0h~t&7Rj0I}i(je7S2RBj$&>Z{;}U~w=Js6+n%US-9XEQ1DZcQ4oeE-`tFKk%?` zm7;<+HMIy_rhb^VHnd<#UEe@+%`h*%D z%D!k?_^81*3Qx#@4xPV=KwU0gRN!@$2AEb5-3p?el?oTBEPQlcD@LIw5`baRYeKLS z>L2%B4>U78h5gD!d*PmZapn%1d4C1F`;Ad;3jw#|%ex}A^<|3ksSY@PA#rJDn>siT zDl5b;%LG9m7T6v&ZS@Fjjg=IfsulFh!D&lsc>=A=8}SGb!L>N+P`^~D=G5>}69~&V zAXx3eZUO_Mh^f;45gX<)qO~gmqBm8Ca_wxZh#>$1v0$|fEDflEvRD$Tt=WlT_qh&_ zz^!c!ba)rUq@&QDjDc@81$7W)xR;jKH}M`Cu8x<=1Lw1t;E14w>p%$ORO7zMZPkkt zw^G&gKbd(}wgUIbggpU$3=2AZLiV4tuN@&ypvXQe6l zQide#Vg>#{sBvx-v?_TK$H!46vzObh*W~z#@(w{oUbgt{NbKR}km!#KDJ=3sb_xqC z!FA8cjC%a&fE99vM+;VA=2lZfig}c{uc=r7rCs+DLoN^{T|`R(i;BGRt+=P4BXPc^ zBo+uzm%|)%&Iamb{6k4wOOWCykyd()JEPMb)t6CWwsnjt*N$ZsMC@Q`TlwxXrrY3S zu50d83J=WlE8HTip67nwF}^PVi$HY0TF&$EF@*zu*e;rQ*pjQCP$kiJbqayF>ARv; zXSlo9=2n4y5ol7pO3ONx7NgSjHaW14cP%B9X2P(?zNSDs(+CmjUFgiHu-(R3zX=>~ zs)PzT@eA!gh~c(ABRnY(KyS=oY~nKYs$-FTeZ%^)6~rT(&98`oR;N${->4l%P0+RN zht4|ISUEjGBr4l`3t>2!313q5#TQ)f#CBs99AAisOud9=@z}_-xJ6emfGhJ7qMw+6 zdnJ2S_=K$o)B#;&Mo=+>iOk3^Cl$QI#TT?jSz8)4=cuknzOOixHlc*H9Ku8b2uc#F zTC_l2mTo~bQ>ep1N5rADpvhfEn)4{R!?p=gGqP6J3^oxP>H?OsQDT#2P)A&>h&vy- z!n~BWex+wWQ@;M7>o2KI{rQcWE8J_Yo?t8M%*OP~)$`?p6P@LlsWv2}=ftuQx{9g@ z-Bn+hBL?||S`}n)*V8=m?~CRV^Di5Xb2yh2gaK>jCoDK`h+ZOfxjTbkri*(bpyc?5 zgO8}$n+K>L`*jvvzd!hVLJ%X8>R!c{fA}6HOe;x36hrPJxy){BB|}Mj2J$g1$x?!^ z5WpP;dV|2w7rx1MlH0R8ukKM)N2)p8m4ORV^j;%)e4sy=L_!c3M-?zYAR6Cp&65GW zrzPayR~uHL_d8NL*#4^p4IV?<^cwt1f&sJ&B`4v~jC2Vr!^dm$ki|e!8(jgx<$9bB z0zl(mfaUXqHAK@xY1_X3x{Ux`&?xa#qnxW|TR`MJnn3#tYU3C}?zEm74>WzlSLdby6fg-wp*K5T4z0cNs^kST{m@LK3P$lmT@U5pl@6%T6i}$YD33)gMup8ySX3-!byfR$|Z;TuJ?OM)Gw zwD>>-Wv#w;r#eAoe;Yn(-SaU*Hv#zoxA1zD=cOa?0k7s)Lq?(_=(qDx^3l;M^+5=f zDIG=6rkPrpPQs1vf2eo@)mr#OSHLgC6_uKBDRu}1dZZsWE;ie=15e4!1F%XkKT!Ap z;_#cU6!+b>sb>sKCe7^9rkb<|(1$xY3Nr%F$A*+#QI$Zn7DDp^D=T5uy!+9QO{21{1E3t;N7! z8<7gA^%Oy^`HxX_LoSmrJB)JDGT>kJ2=0AL+rFS7O?CnTqa7h3#`Q2X5DwSe5ObJO;DkpX64x~{Nq13fwFywUv7Zp)S;V!YmoBZ_ z*mT%!7cU2!fD9!Z55(Nj_?H+$g>@VrP_j1wwTwpig`L%0Hp=>kZ!b_N9JPdS9zT>neQFlIHsr2^(&8wQ#-;3@u^OPUV zq}SOhMwM|~EUsYF%t6HZh#F9WO+4!i5d2>f%@MvSg0VI%T1wjsIGF=a7c&88yOuNs zm60ukB#(k?l2HQBB)+YmQ-vQgu3NOH7)0GYc1EE_%H|kB0YyqWh7#h%ixyx01cgFz zEsy>`65`}v{48x1_@2@ga~Z^|+yYVq{{R8yn+OyxTq|py<5F)pV8q>$t~S|Jak0mk zV+=t`f#C4Ip=+2lEZ_vCN|vQ+n}5V^1l{17QrQc7Bcyg&fW4*@#*cI_FSYIZiQQ!d z+W7U%b;Q_`j_CgYaBS;nyDJ!bQ=SMZf5>&oRYAsq{uH~Va z)ml5G1M5Cmrg*^Ll+Tz}0@S>t#@q0b*aDF3`Y(S3alO%3tZNU3{lp7O3uQVWw=^%N z0ckWWt`vTZIEO8omV(i2cUO_Y8W~J_06FbtQm?xp)S_(d_om)*eMJYXc|C8OaOz`-P`E{kN!-MR-&hb(EUKtu252+U!=cM`;h1col_9$b`2m} zz#pl60Y;&xq6IPy4%^&WlRS8ooZ-cl1y&4IC~?FaA&n;XR7HRmRq$!>moCPQCf!AP zT!hhU5YI^f5wbQXn&#n(c2|eoyWF}Cr5xnw*>?DWPjPxg+aBh`8rbdHzsw?y-u_|A zi}e};7aa3TWE)D$=5@=|QqAxX1-G6cmpSS-TD#^Dn|}xDIijx+nN)sd)h%UHqo{-r zKM*S0Jn;l*Qh=tuppL$yM-fwIex<VTDok4L=gndgkG%3clrg!5c>0L8;>- zF9ydF&m79MY+oHp2CmN>O4X-O3!|S=4&M-WW#NBN^+V=XMs+Pt4RI@p*s-J-y8C4g zwj^=en;Q^~y+@-+^(YGUD`nnv#Z*+OeQw#sG8K?O7E}$}2pjyw4sINJjv7JU;3s&A zqU@EH+%coIH+k=8i0sj_RC4}hsuwpa9E9fW@$$RB`j zZe9Ra%u*Aw92m z)MCXHF+HWcN6cgKE-`l><~+ohCg4{;a|W;up)L?NFC)g{tsF**%hFuKp$AsGb|`zY>bYL9XwAaaCxZDjK3E!HhE1t(V5Y?I0ss z%cgdAUyg>AX5 z^Z-9k%)BwVRA-u}^9lsK(H{6)^>B!8wkMjPXGFUbW=ZTo2X+s*;t^%olC42g;5ViX zz^X7Rl+ZDxNA)T!0Qgq{()tqo$7ZEg)t~?hx@*3n8p?rL^wkUU-^5OjHZ6@8Yz;eF zrlTS;E2tFXK&vRe`Hl7ggf!TV5`xMyh#cyonLw7H(RIidd`q-jZV)L3=`p4^C`KGI zO~nJjPk^~j7!T&yFgaob>N8FkNxTMfg?<~G?n&YlR;{bE+tehA0@IWLt@)sQ!g{oz zYn4Ltz*Ta_!blq@R>jMB?Q57*YQ+oDfcaH?!KVcS4<0}dxP{kXFRSrEuhaqo*%f=V ze&bC-k0=MyuKW^{Q9?jp3YPp5!i&{EBoIEBuqAHCK=Pnh)`T@(=};dlEPd2-DDhEW zaoC3KOF@Mo4c8b~%pxQg5I(`Xea)@|lr4-*PnCagCtr}W^>FA4`-BZ_tpq(a5c^Ei zgi4IfnV1Db;?zb|rpw@8cPu6-5yd~aShzd(uyR`b!g4Vw!w-QTvuAe#nRT9FSFv#j z0^awDOFq>qXjkw>6$^eR)d*#v`3OWC3e$;_?GT+lrJ@5oLK2t8aTM}X9aXMz3K%XH z)n#icwQs~44Tq}$hAkBYEA7adN#<;qncdXq`xv*$0E>*YGbHChbD|VX{8XuXdauHknGK+hRm16`cVb@Q@C*GkGgMW!`yB+zM zJMc<^5r&r0+yJ6HH*6+SUbhzOV^@{G3?-+NZsj-@d8n#Vc;;h!`IMA8>N2g@sk3{JeDcFu=2#SY z^B6^caO-bS14;Rn8>M@jg#5*ue{%6>{7Oz+mAS9tTh3L##2{2t+%4YxMp`fC4ib+9 zamG$4yY&iN8C|OP4?%|$a`W6q@{^av&6>6|bwn+s-w;by^<7M4X4cu}2EgyAEJfK= zOXf79zfnM(MA#|jX*&KUrpx@!Z0D?DX!8gQ@eCAPy@CyI5UT$GD1P5?Q*)T^1zt#H zVSZ*R=f%OY>*fv=^VDFoovBcwcqKrbK?)*u5BzrG)U(XFWLWVCAqT_=5{Q`+KbYeO zxYXGAsN#_q4Dkpk+$tQwm*Re81#rd^s#GuvvR%|SV|D|dSqH8(HA4blp{`j_K+8uy zf+vfJTIRE3ikk53qS;=^fR?X3!dq$QF6EhUg9GofafQ$g=R?^PMd=I%ArB?sdWEv* z2#tFahG|kEq*J(F;BhzlYpq z0BK~D`77$KC{aYz9SwzVLVU_o?xWeLB6i)rC?$wh!K zg$mBg2e>Ar38IG1<+jti$nRCPTfl)Qe5-~vpb7GLs+G=Ac$QR+l`!oEEAvCtbO=jj zx2q9;T=fk%d!VGgP^dm`RT0!sSJ3MGkQm+4P}fKWJy=JOvFsz&UHs+Y7MsN7LK zjY2jkRxkOE1qQl+rq${Z1VBekX7`$*K@>eAW9~8=&0uTWkI4&xY(zh@2@73Yq!fSL z9ufxyLtVhQ#E)fnQDhK2JwTA1+JprSK@_#(<^D&$X<;MkCqF1=ht zr!tz_$GAe@Qifm7#DRBkdXGHZGGSu@mWh8cbSZqkV+C%TmqUhk2;K*9kkjJeoa-EO z0-uO=Yww7YYj12u2}=I}aKT5y%EdU$;wqy(F=D=A5OL#~h4~^Lz?U@8R8z^5gou>> zU>ak7BOMBLWOQJGG%5lsej`xkqE=ZAmHf+<=5FrJVmk!-K%Ur=w)YsT=2GZLp=-S6 zGFw*wRC?+HwwNID4h745gw;ccR8YN^eIn;kY2=ol#Cw*$PnkgC*tlUT zm4aue;-eXA5AiGHiUa}I#8qXnU>qN~0>9XewL$r1`UlEJLItn*M~;fxl=042rHe|c zlr8RzABI-l9xES>W2G=@C|7phQpeC5U^-YZ}3 zixzOx2>{FHL&0y3SVXea*xFSs#ft7NN7$W*x=2Y#)m@^5u$Oq>lOW#Oga9fEVXdMS z;y-O63`=MNB?y=x*ueorxnTkmRDgD*cG6W89o4>+SHLF61R^LAyH=$ZE}<_GnpGpq z6(}!OIDxBLlA30SYN{v;tOx3(WTbA54%h&}+e1WfGvqkHV4k6Js2zrhl^zr1iN!=4g=S`1%+s2O$eEyVIG{Y!(;#sCfqgQ&03%;U=SWz3q`gSt+xP$>qs-r*7tGQQ#T8BDy3 z&zNyh@ey>`@fbQ$<}9jyI*ki_)G+6VmH`Uf?TKwZW3%zF2YFyQc=awF+Xx}wEHih# zY%_4`5DGUciLfl?J;!Kql_m{JS-BOI%kc>U1$X9LP%c&LqxTTU+_7hUF>S6osPLKU zTNQrcp{_sNA%ebPW095DnOGk;8;dJ+5sr$#5Uz1YBnj0%ZUl`LeMBLp)F1^f6%J|m zC5oUd0G!L&yW%pcDtttMwX~OtKLH-Dd!;>n#)#@ z!vox>M=@)S!QFV~I5e{Q$L6ALHGU;wPaIb;@MEGeMh1TwoAm>lckREi;}%ndm!TM zJ0SoGK%x;ZmR*9&m+mjPv0I1pDiAlB$B1HFzU9T9qs+E@f8oTq`9$u+gK*eKh7Sz2 zPjnss0H{k+)(xDi_>{YGUC)dsV-Qpv1I|V8LAfDS&!#8l+y=UhXeaUx z)LTV+6yJc>J*lQ9e62a=&!|xx(L{Ox2hjkErSGqaa$MGlN%0lNfWRZ2u*6$QC+hD$ zb}A$Zpcmqb`7(DhX)|7|AA;Gp;|3nUuh~#Z1-mbp5RTc4vVCg55v>&(b`JP(LB~}=u-MR|)_bUQv>k#GWCc)7T)K~U<)o=Xi(vR=(%Oat(0gTV8wxA{ zoQ^ttOb;dOKcias|epDDgbgI5yiIM zUHEy1l~Knio*rw|Y#~8Z3jr)Tk-s5iq$)g(ZNeTYL)1?o0pz}gquM`E)zN9AZjGcK z03HZzDo~>Q-L-!=DDGB|!h+w-q^TEQ>qGp+Ek>-D+LR3W^#>G31qa(o5sCz^H2kDg z4Qkax`HVD&yC1Q}5Got~CIm|72Cme))a6mT^i&0C9!Wn#f2c`C@FVzP1qnJl$2j73 zY(ZXP9jE)Q4F%*etMp5XXXj>R|2o|6;i##IzLfx4rTod?2S|pS^9!W_YhaVRaB(vM?=g z%PTtu5h|jHyHhf<4xBxikqg<61aiZQ=3G2Mh=2}a)5Ye@@uF>pcJ8D2s(ip?G>rJ> zZ1RL9_VEJDhLqImRHbjI?T6MzO>JRAK!rho-SKcoi;nF-F@o>7;1~xLC_8e*6EeGw z6bku>%M?*^;H^DeV4h`ymk18jGT{ve#Y*-r`i?ds<~%q*FfG=^ILPn=0XQo9g}z6) zVd3>JQ)%}Jl=At60lMPl!F)=#A5w%gj~1VZKn6ezsAAxY8#{?!;ejqJT8zIe?hSJ; zFh1h*IY92n$N7v%!|4^`qCVnxEO#8rF6Pxt&zSweqnm(Df(I}h+<8&AoI>ra6WmaX z*xS@1uDy|Mg=Z7$H$APdETlpBjx7VW;FapQB1}80$tw!!!2Vw>AV57!x>EVT^=~k^ zm#Q!E)MW|)(5>o?&u~Nl2HCg559N%tL8S-Sf_`Bna5_jo3UA;db7x)4!nA$@XM?fI zc%jF`2+pvzUTh9|7~+AOLWfq;wH`2Y0lpV)UtCIU#!b4*s&8~agd1gQS$zdAyLgCg zZpBWmx5y;HTEhfO(NTU4<{r*Qj0KATN_~v%-Ab77pOi)`fk)P$~nafcVj8jUpf^ z%EAxJuhisvPy%{dG4(B`UQoY=C~eOT{{TRKDjEm6Q2t=VdA))X)bU{ZfQm3MXdkGG zO%wy|T|@>$$*<-$!g^HvHW8Y;&Oc0NM0>gFf&`plP*O=AhMiC$qX z7Ytrc5h@%r>R0f55l&5W<`%<_o>+t~#36)ekPVG)u>iLGLm{__i?CJZY_Ynfk9d4X z+kU1xN5lrxXNYeI_9vZ*q0^{aDxT|@SgNnYLasH9%uCD9P(Y=_WhCk_ ze|*3T<~?fVTE_loS!_U1$Y2Lh1-kozQqM4}keH+p*;3b-dgM?L{hEBdMu%$o?f!0}O;Q6;f=#OyD%ffJFcgH7?2@jD?9& z*haCsBh+rcQEbx7AL;?dubP!2LU;*!(SH!d4ZDOwx^ok%^-O1XUS)3{vQ_Yzy9rR@ zm}qjM8fv0Y;Q5Btw%*G8pAx@mcFkK2NnB(xWt%T;r&q)`w79@M!^%u3SoI1pAqEiw z5!Na}nqAu)a=8cB{&OEO*o+num?js67zqWJ7|fW&_XcwssQ88R8)E+e@YC)#QO(2J z59j7t68`|@2m!>m%v(8^`GuvA1;L&I5aSra?lfxZZ=t+gbZ`%tQdw?%!vsw%AAxJ| z9^o4v06!J4;ZY1qa4+W7ex^fZ+o(K+NB1gguQnCx)%>!6IJOEOK=&^$0+NrN$#N*- z&;!EZeiitd?KUhvCB78iVIzXtss2`%1MJkZrvxqTR9jxf|i_*-k(qsg@%Q- zrBL$oaZ7Lj8}@he1So6Kz&xARsY*b37N`FJ2gFB^XwTHJz~n!QHJeWgiC9n~RrHw& zrBngHf{=HF4^Y_4iU*xQt$D!tiH8CpY3TyKzTw3jH)+3;(eAD_);guZMMA@za4(!)JLT# z`ezb33uaFSSaAVV@#a}%b%{}r{lsW&;Vsb-$$*YuxNuA|GrUF=*W3c}zYHOAO12qI zdwKT_X9qr^zsIOmKoEE-^DgOIkeNz8ZaH7t3r`7)Y=pG!`GN(byj)Qg4|f*zv|tu4 zN46`)!tE)H(sYGFcu!;kS6-UG((qjNr zZdy+4;-bz?a{yae@kiC}edz8|P#q?}#%o9b$U@84Uxx3;e4Zc}L zKwmvVu{(s6Z^R@N*O{RFLlkN1R<7e$Ql22epi z8dl<=R``on>(d0QY+9m2A9ki2NRBTpM^Hl!; zFkwVECndL#76xULzj3=lR){>~%uz{8x3_ux!P#j=yVyGFxw_fl0mYu!2`C+dO+YS& zAv|as4CE`^P!nNF&H*3I$A1*02n+x->Rzx_0Vv|^y?#m0%S%-AZJ)rxiv!AqKX+H* z2wZ3lHB0Yr^)3`|RE2gtqF{0Gk$-CzxusPF^`rF!3IXEZj-r6Boi88mEnEQKQSPZ1 zSNfMjI~_Yq*rCA@x3q#~@O&HF5@Z3l2KZQPIRQL-!C0 zUso=KGq}MAhG=}l3YB?fU9$fGP_Bua6%YY(`iw`Lhy;5qLl8qtdC13Q>*8D#d^t46 z$yh22N0u6*{r3dbVf&5Z);vV%P#j!4SK*9#J;#E}xBwvglm(9vgIcbjUYFbjxmtj{lKuDD0$Eje^J|*Y$VpCmthIZiu3*_@2UP4_0 z9{jt7cF5WdbAgdWaCaWod`CjB)cOaAC7_*DWj(|M4BQR8WO+q=k#duqsgktfUk8UW z;Fsn)Eng6u!(GNm1M&NU>aw$l#x2vb+&?64n0aMfpkDpND9SI?Wk_!@7*@gpuiQnt z*Qi+7asfaX*-A#MWzPx`q@~{ytQ8b00>r9TBwV7Q$HW5Eus2||c2?a}eM>`WAnx2A zLesJ}Y%a=&#aI$=x+O{kjf>;lMJe7TU=&#KC45WJA5f5>i$nvMjqOfrW2?6ow{tf4 z6OF-x4kF9mV$0qkzxd|I+8#5qI52yIE@x3lq$1|Iv9$Sr;Kmgc_Xb?6AeInpO5!Mr zNUkm-Ub5>O+!g>bHtK^_{{VFXM%lhsmHZqK zgVuMJ|go_1*&Odsq2C?!%=BRHY^+)0CK{qZLle-;8xpi zMaFQ*(pa_>Q-1E_HtwDpAlujVoy&BAP2Gl4%B00P3TXm7Es>zL`#EdY8#%6uaA;#Ke3%PyjPu0Z!FkRV$x zkX`+?T)e_v&5BW7*l9OAJ|kVFy=d9kD?+e zTDyL#C?j6M=rs5^jkQ9%sr*AV>Mb9eIs1(kYIxgN(hhs`5tm8m zhn3%`JHnu65>#3PkM4-Pk(eRlbSTOXOTdkI(ggJQC}gf@oQXyp2U z0crOLYgi1HBsx)CqGGBS_bvt8I~KPY=r1yGFFtylMd2uvzy^cNNZ6GTVTg7E?g0M) zxF~WuL3QR-@*ZRH<_cAxnU{`7qKI}3l~V@zhgN)Tjt}{bQ9}24m-VbDX=}{2dcZC} zL|4`|#4m$9Ma2~>&{|b)A)<%W4YkAfrIv>KwtZ#B9>vwgg)!Z%gwE zkBo{AI-4?6hC=A`1AUGq#noppD(mB6r*;Albr72B6Ac%nG1|9dg87;hE%ydkp}OW9 z!>qXW2A(69((;n^lbT@?fO>{252)ydT6Q9;=gjc2)t5ZYA&d$tJR#Tq+(ZX(obiWq zNbDsJAi`g$wFrAfJ4ww8y~~U4Cz$v zrp&4)N)w}2WtyM~;JILNb!Tvk2@zhn2=Pt682Q-b4do;FKtp4MhP%!1gX*67mE*?D zXCjB48-<6BP<`97B>?D0>=g&j`-Vd`iG$J&-&EJ!4XC3MGtP_jus}s}h{w%wDnT;t z$od*$Cf^E`eo>sWrivVSZ{J>U))f)c*h*`Fen2SC?Fez4j*^@FLCtTgZh-Js~p*P0GdyIF@bv@ zb9e0vgMMK}-7wmJ9l!!z%?&EKV@_=G)N4CloP~T}E!;Q?-F-(&q9&cfVXtgRt$DaB zu3`qj7BX-xqL{T*=a{wx^g=4b+^ef7j+ocDX4Q4P!aBBfJeY%MzS;5$pED-py(y}f z6sf**0rTyIflBuUOB-DE3;_P&Ze4kVL*KaRxI2*>O4ku8%Kb!O(eZH9y;ea(Z#Q8V zR}HePUASis^oSr%C8$gpb8Fh1CHScI3XCIRt|svY05Ta=mkRHhM}#k9>ZbJAr~{ue zkhktVXbxAxWMg0Z*1OVe~*nY+o=QL^o2Np_j@M=&m+1NN9;0H@|T>BJS{_lQqJ#lcFq z!y0di%9MG9)5I;K;u^xkRR!x%fIJ;S45AovLkKfxbeDE>8DBF00C7#n?ltaU(koRj zL>!M%jzxUMd5ZH9?o#l_Sw&nPph6SD7~iPzzt8>~fwvEF4q!b*_?7Bk zr^<)3wr$X|0(ezNpgvcaV{P55TD_}l?T$jkpbGp3%F-!=r}1+9A2O9mRR`b&ue68} ziiYR%zqOlSS6N+B2;uPT0I*Vpr=r8{zld940*Y}~ungKFi}ew^*=Qa(6Usu=Gbs&p z4KZ|D!nPg8s4zGz72HbEW+ZwfcSC@pkgC-T17aqa^ap8Igz#$C5ufX2LKINwzCA>d zL$08L0RRQs_kL!F9evIb+vACs#GnJr3R*nHYUz0{f!D(X;e$?hhwF!^Kx(9D=4zd! zL~_btPz446Zz$C^98!!Dj@Y)4ylyu_ymBLVE+n$_RFk_U=wKTG3%lay`v;g5BFn43 zj(VjdZ~~1m{E%Gp2?Q`Om5K{Ji}{tw01AJz>?H-!9*rGS1)}Z{41VHh!ys9mWA_7PCx3R~qa2n62zzzzgK*7%I2Q-7%51#iSL9(>Kv zuVrLbpkEcl7XhuvREN>e#0>!}$0RMtYSu9WdArO&)mgP!89}@K$M!tK(ECg4_7KkX z9IWDG%ic*+_kg$_Zd65=z?Uvox0pu{@en)sVyyiz5K-|Icw+|G96p3g7hoB2^8Tr5`vj=hQjJT0+hUuQl6pKM!qG(dvULCJAm9mZ5lHcT}n!qka-~;d*L7{d=bDX zx7=D&ZSKuz3^s6=+iFo}#owqa!}S_1QTUa#Z-%C_ zs##TBPOuuRV)o#UeL_Y9N@xXF)LR1{G){-MD=a*|kc4D}(4RR#YoW z4<&8iwfH5l7(i^i6j}Pe=2qyiac2x_3Y@GgyDnC$>4CIu5MZ_JgBJ9|x~7g=(?LgW zmX*em&{zxCh6Q)F4A2DaX%s4hfC?c&0H*{ETwrej-xY2xOQM>!bq#lCs1o_FWV($v z;&MZ&ysvQ)M-k|%^^p*`T`X!tZHAR;PcLVZH^Pfh)*+}e*7h$D#c~ymXnux=i(Hcw zcFcG+;v`Ubvc&L?{Uj_DO{MGO!|RWUR|&n0YMQA2Zf8pU)Vof4W$r3`PBtFl!(e5> z)!xgHxaP=-1a}Z`n8Kxc?U#SO735uBjA_>R=e%!bz?%;?X0RT4P#5F@}#9Cf15#tDGgs`#C zL`byyjiwF49zLQA56K>>?16fGB|wf!@mEr!`hwPhAcCpL0>WhNMY(-LG!wk;U#KiQ>pOz#TnlbwhY^8vbDhIhtX}*<%X8ym0Dp;2dG!J)wu{-Mm52H znR8V=^)eUg8n72M$16$ZUT);6+lOiu@eLGToaQD_3Z)!c$NOXA34C8k3NrXg+YzjYchua%3Nl^WWjM5~5?$=`rMBvG zbb>fxD(oLHM7tuH6t8gBt+Hq@hPjl)g4EL+IG6>tOWG>i?qdz+RN&=70KyPGKnOiW zRk>=@%y#D9JkMl!`06|6dn2Y2zGY~a7>s}LT*Yhy%nELOpi{UXFnVG_>NJUQBM2vj zoOxmhhqxpw{J|2+mq94P4kCccIOK?%brd^_GSH@&Hswcl7s?tqX14P>bxN_R+ystq}tfg2JmM<*Md2qv*M`by-f+8L) z3gtMLO%;HYTR_XDw8L9oFnZG}(~hEwz$n_iH)f?B38Hd|w(zB;*sg_@(F29Ni+v9+ ziGQG&P(jDHi}QXN&LL~1W&`%zrwWiCY6tUw11d-j?u@1SPs}>C4QrK9KP7%6*g+vF z5u~p-lKg=~@`DdxQxT;A(c=01lEAbDu~4b`KV%azg}OF~J~>VP;sRDxf|b$f6CVlF z16ONBI*3C^<(}-W1Qd%L_F$qt=y@sRA@4>9j$1bnJcuyKisT6`X~g)#??!NFU2DEk z$4tETLnE7VZ+l$&d`75*!=bQjYW$XYm26I;2e9t^glf30yuQvLkY(N?c?gKYDEkNO zarmfG@;r;+EnlJdmoI=(N%bn$+Un)Wv`3SfNJ;cJ@65ENM*{MC_=i~Da&rYlAyV%u zBO$^S+Y}|BTSgb~%Vx_fWm(7KEO3p#`5Z3(BY?V%6<+VeA$f$pU|$66oKj!zppwdP zTN6$)!<(0^)A0fi5JfToXGe(7{{UPKty^LTW*e`FiVb*$%WtTLkd}*F-9Q3jd4)j{ z3m74`jL09?0E_+1U%BQIBglm5G4!E(Teh%iDN{ zn#Gn4*zP%&6H)2~!7}nCgJZ*7K!~ruQ_m-e2n?WBLlNInsLuRDKyMMt2Gpr~=z!9y z45vbHhp1F#)B{aOc;#M>7Bc#^zaFZ4Z zRreg11|g!DT4u)!U${Cb?r+b|!K%JxgDwGyrjeQg5R$n74kHc;VLw+iTG(K*^Tgr- zokG(+OC{ayfFPU@V5R*)s|Zc;2~i+V=}`+ve9c6+?l)*aDi?(6I=gIfc9)w7DS^2f zoZ`01a$Ip}@h`_6Ksri>h}!0|kKz>?$S!0FH_6l>yWf~~&k%}^BGC=@J-Z#fxqETS zrVj5?{`letn4bBDK5kwo7_sJ5Qc*e{WwUJcf973~0u=x{%{h+|wjK8xX2y(YH#{sj zLY`pk^%2%mo7AwCOoT6Ic#h&Zawnsjhp>{?c!e+paWw))8FJ!~})*kq?do?YG56#0pVYt9tZg3g*|`s_2TAs>L#s zmtn*sM)bFka1L8uh`T5fz=uNXn|CjlCXrrGz-gNlDRo0{P!!O$?hc?l)sC74Y^|{h zk_S@ZAOg@bg6gu1L4&e#t@=K`|D}dk}u%#!u)`C|*=;dui%4gh--+3A*aZP;y6kRn9$@}52ZalOi_U6O?ff;E*ceSYN&sW`LCD_HTDEgk^YDZ zX{QM+fC)+mr?b*FdzlMCKv%HG)z{2nwMEi@*Bgl*i(02VQ@Tg zECEN%SIx_!@$onj`j!@#@c?j_tRvsJ?;+;kjg_uu>0g#P!xfd1vL5{LD0U-yi03zm z$WxKCe_}Xm;gkz&J-}rL%y0(RF>e0=h_52~gBD$oqMQ816<7AcG(x6Z;ty>`A84Zu zdx6qEhq%I>$P)`gFAeulmqWM20i>>RE~uZVR;XUJ2)#!Pm%bp3I)z9MLKOIH4XZh^ zc5PMi!T@s-ZOr>*A;|#~k&F)k^BS54V@j3TF7Q=DdX&lr>Jf_ijYCM_(D8AB#Onkg z=UyiRuW$u!{P6%%0Xd+~;K&e3X(*m93k4o3JRxMb!Kqsot`ut06KL#;GmrpH$OIOeO2X5LxCiP9;6i|gmoL4GYsBB1 zjfmOoJ|>gcWTT!ViCNy_Y)&uyT9jVQ`S_Mcb_eq`;!=GQ!-%XQQuYtHq2vDmC9cLc zdEVuG$6Z8jN{xL_GHf`kSyG8Ac#km#$9kjx00I}xy7`o_2xA(Kmfpm6X6CQBUxCbc zrEg3#gSr|$vc+qnhsU7cfC0~#8%))#`-qFNcr5SCXuz(ILK!ss2u?D6#jOYpjXm}t7Xjrcsm494^)!o$n`Msf`Jn+rZ={K{l)PCUd7 z-?`-GH(i<)nzSOWG=_+#`in}R=1}AiX-}GpZv*a7@G&Vy9%GAX@fRI^N5Jc93tPNK zBJ3X7TW6jo%fvUORNlA_M%~@x#KeY6tTQ8V%vaT4ij~4!USP`^k?3FC&vp5jN|rK~ zT!4Ja!5Qiv*nCA44{_0>CFrHou#2STIwinZ_?Aq|hB^9!wV!Ybqi+=r>tDnn&DPw! zXX*uQ63PYl6-Afw3WdiI;vw-21IIF{zqxs}aVmo01SjS-ZmtOv)0m80D+|A}lPyymP8D+go!sWfqpD@o^1C~8u-^@>$?ulMy3DnBx1mKIz zT#N2H<(!k0Y;o6c?FQi!xbd?0nBw`3e8k0XSg!Xsk*+w`>LCTmin9Lz5I04Z3zP`J zv5Z|})ke<183FtC8#qJlDi!r#5yF^6F0a(MP7B0#2XJogRgEx+1Qs6$m-eU80cS4| z+O<=X%y&^(O0Kc7QEAITioNPfO(4glqRTeV zNCVwuqArJe6$5KSg_dV)`TzjCR)8+8ZAd|>&=$(KMFz*WXc*P=fmr~fsYqH@xH4aG z=3`eE0Hfdm)>??Yb#x&3y*1(Kglgal;?N!uPc}p%DI=&l51aHuOh-r>Pj(N4X1tWZ zp;S4mQ^?mO;mQRKQ)DlzK(947h!7IG-3g}F-90ZCyJ;!Z8lf+eIf>_VYhuxv50 z4FxSUCsINSnguOL(^*$8Tk1#vz(%P7{(h!`>#GSXz0FIM^*}kLF##`IHw?)T)iMA5}o0eB7ifRvcZ{Bs!~us0QlmauBkryi0|7 zfvU0vW{^AE0JEWD*2NhJI_4GOYbrHdd-Dwj-|-C2%7jtaqU@GJ<1!gvl%RG6C@cGp z&6je}`R3rL&|_UKu4+_hqw9#=31`F+&N#?GjeJHY1Qel=^s*6tRRge>Xi z4I<)h;2`k;7j+WFpP0zD2$=@G5}>p^N)6!$ZMGeAE<74Ma~+jhbr>fw^*iwalnV7W z;_6jIsecfQ$Z|#in?Pj0oPsIO9KeVXZ(>7BytzZ5%aE3PBDlAhMNZLzEs8k&LLqs7 za1Ds&^(i!dBAyG(3aY=%LGB=yzTos&LzO>>H`keP);Kj;hi!K$YP$a556p11{K73N zyu#lwN#)IuY5*Rg z$1<0_O74~_cIGjWr~S;v72V{|KCU&}+3KFjf6e~@kfCG`ITyKg)NOg3b2P1)>`)NK zFt>FV+-@JaoJ1gwC07+?MgIV*HtGwbHPXmKf&ht9q-dHU=Vi>cG;?6D#74bG@igml zl8gBBA2IV>%PVjp2EkRVW?k2U1s8>ud5+4fTUXq&H2p_bGcMxT2y%{g_WuB=n!V34 zi1(MO=lp(SL;w`_=>FePR0XBVbPtulKd2#P6(<4cmVg8V!9-czT?c6Jz*M5`fkz{4 z?vvz*j0SwsRjn3+jyD;~ltBjNe1fZ#riHdE5F~9KL&fvipvd1AaAjb=i~)cFy3`?F z2U>YV1`uquVs5+w2{Wi@+>1(5Q)#7fNFB5k?cLVWQW7C(vQvRpd!wQ?gyEGz%N><=bW4i_nPPHRg6!#7 z+#9OEss{B)eL)%`04>Cs=7aYhv7D%it=Xq0c_B4BCJ+a97hV)>VS6khAfN*Q7K6Sj zwyi)+qKdKQ6-DU}8=MHENTS!F(#@`83`%SlK+=QkEEs#bu>uVd!Gc~j@f&mL5Y?HX z*1=`tgk?!oF}LD zQraU+qZRe{DZdi@jXCoJcK%@~Bg3W>hubXW>FQLR{KmSw_X78__H$8GrRyP7Pn(EC zU4^A+o6{KVZc0OW<{)m!Le;qLU7X4dxQka*z%;O4f|wmo#2dx)%vcRK+_wvNsb0kD zQ1Cy*ax_AIB3*4M`j#rI;xey`;^h@t`G8Wu!F@_W_GJmx^Rk$?T#}{+cq5JnjDQH% z#4A-5&fRki)mQf@AoCDS{ma^Z4V0H{_bc%AESE35*%CHJjf-wh@VtZ@^<~WyUaKoJOa_=vlikH4+g}T0&=oP1M8wqCIp-cBKY1A9F#@%p6FgLQ$6fZj~ z4?i-&VhRGivY^%37#l+?m@=R$_9~>Mgn0eRyu=DqYycJj5`hUm5%UpI z1ft^JLd+ME8&UvpPXHrC9^eO23s*StIQK1W5gXQ6_Xe7xTYX19T8>AMym1gcu`UX3 zqf0;smKD~M#6eb}0*KA;_>A(f0ab4?@}i~47WM93TXX~KpWVZ44hI&w{{RpOt=c&A z`wkEHC=p(ci|!&be`J4GZ?##@jM}ZroUuSQ(274c56yXx-NMvS-8=!y#jxR#U4y|4 zTIoS;EkUq!4bY{Pg!`dhu!}GF}f3Pkyf+AXWRutfY$&|y1%FkB%rx-W1cQI zgC|u?PP^2xg0;5;sh)P;0#Eff)RL3oer*;x< z2rC*PX!w_-2rh6U0$$U^75VssLw$LUKA{5Tz_({1For!#Z-?$z;$nsU%fqWXgqNra zBcmnPU-|*+6dix$8k_otyHldzQOEuX>;C{8zu*1?vAeY{tAIF$Mf}BeA83%~G+6E& z#6pswDm?j*W#gxodh#h>n1Q=k`BYb_KzSw3P)BV1Np{q_Bs-3`+*Eoe?laW&4GOVd zRKb0l#9HjC3sejEoSsi#<~BfC@OgizBcLy}>*6gdC44EbqYrPXP-p<){vk(;t^=4- z+QKy38otx?5iS(jTS4Z$UhFwu%iBqN<*}#I!0k+PK&UIgD$$y~%S)ny)wBjm3|>Qe zwyWN;2w_y!#LX>L?*snfhD%LXE5`n%e?Tis;@`8Wkq4dLbszhf5P?f~oIolT`SSUm zFfES|C`|z7={S`l3TAu1^Bc7gUGaPW0NFt`rf%&*t#0`}c_Z|oQ7JQ~IZ7_2aRmqz zUp)iVY+z5x3NEZ)cR>Ee8K9=d1uluE5bqor4)x5f(`fSuRj}4LguML`m1t@HAPG!8 zHN#^s;w*5~V6$QPJ;qAt zfne8J0;}~CSD%?|q4OOtQOc>U*>rR}eM{?A+j6*v9}=Vioshw3VDy#Z;V1!6z=2-o z${h2Ojth0o%c3E-taR;tz-tIs#mWWARYLwdmPIqe4&EaYocW9l52>zK5XHzrwBJl% zymPFmB`~@bazjLHh14QuL@3U_AX@@Gie29j&F|tBJNT9cM3rZY?rQ`en1Fc2=~rDw z6t3^YRYgviVdb|HDN2D_G{uTx#lw>E&PA)0;$ymnYOlCUOsQw)RyUHvV&?){#az<5 zfFK@tgz%RDPaQ|k!4;lT`pfkaNIr-)`|OpRc2z?B)F5%5C3IdRV|@9I04uXPS1c6S z>QvQD5aJwk+wBIO94>Eex; zd(BJ>QSz)E_x6FZ!xa~N_XlU`Um8V zXv<#uirfkmWaf%d_Zy&S9@Vw`U(~vtq`0jX&V|?8N8D@9FWGhdtOTO$j+ZoQyFh;s zFKt@Be&P#5VRs%snCf;l{lV02rOj|5Lv92bpc=oqkw)jDv-y=!XqJ4Y#4FBY0c#Su zttCnVg52(0IeqfPBDL@y2wa?<`}G1a(X#mXm6nRV6U-_DlPkoqROUcHh3`?U?z{0h z(%E?!N<^dil%?C|JO<9aO^$yM;@5&?Jx1goisXWYbjR7$tDeM&N}a|h5@y<%OIbDZ zWn&%W$O*&{;!3I3+RSbktahhU|% z?h3S*DF^zMU;LcB{7gSlczEjN%C)ZyA+W-w{!?>E>}7(T70j-t4S3k-&}WXIWr1I~ z6NX*_{{WbFM{BrU7kpf66O+Ttx7rLC5;x{;wuc@i3L)klZ8F1vgx%I}Fru#r zYhd|h#Kr7Y7veai!zSJ;@;I3DQ4;J!h)PlmHQAh%75u<=D-GlWU(5xg?h*lQ>NgV; z(SYZD#Yx4*2ri{srZaHc<~c4SvxMfDQ^a!XDV^)!m>Nran>@~0;FaI;HFjOX++pSX z@hD?^Qti1pgPyWL20Okf433)@+%{PJws7A+#VV%WCsg=WQ9_uB9<^c>Z zT8g=?YwkHb?c4wWTT!X4tOCevuOAQt+53T|705=HT>k(OhWm3oLlj;IHCb6#Iz=Do{@YPx3K>u3mVEgi{F6EWQ`0F{2K=6&1oQZy^W<2B&nE zeUi)pO1M&A;Eru#Rmzi^?_f%k&XBJae~*Zki?XHH&%WgWXg%=)RfC5Y@8iT)yxX-Z zM!AjyV>QRzYH(y*RYwQW1(_H$zv3ED&mJdGuQ1uf&1d?IC=Z0QoA{Rj_>Dubs+NeQ zv1sCJr#UHC%&|#fJNSn3_XMpW1@kt=nk=yr;(1#irJ!=Afda}H9BXFAH;diI%#C4j z_7Z!!xK&lk%7`h?HxP7RxZ7ay=5K@D%2BuEgrSYxiwLa}k!Z*_u$ zVDQ1N?6^xp=0%eH9>|uw!1_P%vORo5ocNge9%J0CoMG|IAZafya`t@AZI%wkwx5|@ zn16DEo@3K_d+t~skK!2TQ&wHZIK>TS*z+!ngLs;AaH{38cZ~C*GyZM{Bg}OJT*B_l zD+q|2h;NS)x9SxNLk2k=a%|EnD4JNb=iEfZ2qD%I(Zt_M#aTnN5Ngtch%XRYYhi^z zt8o<4+_%J1u75D?99%)V%`b;AoM9YXs5h}UK|%e??RB#DI4j42fhBlCTKusc4H55O zz&@oC)HIvU5MNxz7lJDIq>c?zJ@ocV+rbNYRC|t(x|s#Q2U*-CtK%ir00Y%2{g37s zlFQ@AxX5Pz0NV{E{l>Dk`IVqDzT@Z5h{$yD=jKv0YGLy#YX}-XA*mQkZsvBh^A~Ad z`IQI1GP)}zQ(NX7n_t9x-{w@6*O+Kk!f_3UzwURPGmhlGBUvz|okJJNmIysvh|`&d zbLu~3d`RNa+)Kv!_D z5lSv~3RT~Zp<8bFhekhJ8{y}~BLIgGR;7358~`T;!A2H&gj932=4Hi>Oe<%&Yn9q1 z*l=J;hVFA*C)23nzYNDqC3|sMYl@%6_A|Z;wzl(!4>_Up>a99~MLuzr--0 zJ<6SJWEBN`M^L3F)G~8-C|1LnlX{N+%9luG`07&%2KJ@ldoN2aDJ=Si>m3MqiN0d} zLIML6XgIlPP3s}8R(BX#)6_&3>zkU|x`%*1W0DrVLmX@XC~?s>sxlDNhdC|?KvwZA zA*Y{-m@VC0(5Co?y;UqLn35%tf~+o*mcD-B z&Bj%9hlz`z?}=-9v$=X_1TomPlxV4-oyF&gm0VSMzlf`chC6qe=TDI=?af8*9z-(+ z_bu&-9?3(v(BzBhH`G2zb~+`T&lI)YA{>#b$d<~D%NPl8C4mUKMTjM%?pdV-0{lP@ zW40w8D@=~wnOYwcn)-oP!Q3wKdyWS`Qvkt^>YiqqKW8Zb8u8D`9{yl}JrXDvyl)xz zHWtIx@O~q(&}iSH5j6vDFt&bU=vwmEFtnxwCGObd#|ChDf|}$xg17Z6c(e5J_X9T3h{7a14_>QEpzp2FIU1UUN{7T;V zfI{*kduK4!LoKt<6L0_)R{fCkUTulCjE!3*>S=@q_Fw%XmMvsCsLQ0C4MH3QQL7^^ z!Mxl^HvZspE7P?Iu7kl7fom&iPP3SCevIY-2>d_*HPKNf7u2Za_Dp+^i^wrYJx3sZ zCnXfYT3^&cEO~o@VsB?Y;Q-nNeM}=mzHV6o9`5Xd>P|VArP#t2Cy<2!Fz%u60Pi82 zYKR>KfFK`4J%lP+U3h|RYsEr%N{wY&{qYc239VB90CM&gFvSH%TNWA!mle5fY+<(` zc!rtO6p6j$a8jCpKu$cvq1?RLaFt@K#HGQT0A2Cs5VRkuQbqY;4hobJ0))sz`i%hN zq5`q2hj0eW6NaNzsmhlg9oSa^_fb#)ft*~aDL$aU(jj}eWoW)-1zgT!7}paYu^>WDvX0nOIQqRSNN5AnF8PT*53byC6$J?xloid3-_JWbq2j{E+D& z2ds^1Hhe}0*EC8LyBx>}(;PT}d`-tKpo}fw5m{Qo7voSolA}v^Gdh_YDyArq=-bUr zr=l+?GUgvqnx$6Slq*8pjRiPF4rqIfhU4Ucef-?PQJNR{fF7<2A+d^CrQ}^*6A#2C zkB0vM@p^@Q`Jdt+5d6aWxDA%W4r68yFkx)Ds8xTsgNUH_)J?!9#8gGawx*hAb1H*R zHxiF&&X8}XZTK2LPse2M#EJ_|npYsdY=N>QL+{mJ}IfF@B`05I@)}yHM{-aiy!S@YD zW3<(`Sv21l1|?wzhb-4WxZ0_Oq^FNE$|2_FEBVP%&SLJE=g-uo=P|17j6=*mGKYuM z8z~?;>QjhKoXS@(-AxRF1wpIsGm_+53f@vPVVA1P00Uc35kZ6IVg@gS``Czxkid^t z5TT0dS9DmF&Gt+9ID=??b1$0yB?16<#HpeAAq7X^io8RjB8L7*E(gpbKwqQ80|1He zxS--*ReCB2x>u_rg4r0hBfwm|M7NI+NW(eTJ|T5o#$B(7D|H(`)Ty`Qh~;@633F`v ziW?t@OV&c{9p4v_!Ej94{^0UuV>N=h*_#jIP{1YSv!8QeN7Y0Q*sG*%js75&$JDea zkqks`!Vp#-J0swLUc&svb#KHmbYH|aI;d1E-^6M8dy3WHGjw@^E;HViP=G;8P3L$IR5}& zQU3r4*vV7H9->7@P(C5+I3L`&RA?l!hyvcrRARa*MP^^QX@q0_#|tG6ibViw0_>&}qnJntRoOXWqgG$yT+#*g zQ3&T*4ik&bcMRo+o}seTcf2)4Q(F!N$oJ;X3o>gI?O)Utz@#YPF=xS_rCFH#I575bI1M{jBxeIjtXoXD+R|)va+wZ z(sJLJVBqE`!TFiM3X8QAN5TRauC#?c%hUyW%dH>OLv8tDn;v#OQ@rddUBR>(@e1Jt zJPLCkbz}fi6meurB4h;r04UW;vf&3XP5JH`UHwe16(vMsRl-!y?kWzwMcJ$oHsnUH zJkGGWuR*Uewrk>3g+>W8^EX#8XR>3wkT+fsmn<`6%2teEvMw&9K~-9r@x= zKN6Lkb1)N$aXBgg9QQ0j!)_vLi^IgClhhb%MR;}HYb z9LM6}x70}~M=<&T5W1cljxihu2)4qvuMv(FeKUcv>e$y}4@@90XSs@lju;@O-q>_2 z_rx*Q`+FtAuN6xQk-t#*Q_q<}SUg;CRbS?L*8D-m)6_u5t_0k#JkAQLb8r@y@6-!%}m_pp>M;45RHvRG>`XxUVc;sVk(t!x8y zUe}mL+?+C8cHdH_(1+4zxYUf?_=Zr|aXo(HeHwksr6JBW3vB$#Kh(frN!58_!nms+ z`GgZF{$WBH?hq>cMHEBxD&FCn{L6rEYnU`gA~&~)o*%fEtMeV6eA#^pif?9*#Y4o00F4OYL+!t#!#x_;WaDf z1$l={!bINac!C%HX4M{=xHKqVkJKc*VGH#D)|V5zAD9W$bTZ5SAOM07asEBA+SV5mF~ip?RIj<3wNe8*cf53yM5Z>T}Fs z#))xN`kGKGTJ7R1;Mj;$TDd?q+)0hOO$Zu1!Dk#tXmMj3RC+9?5V_~Xx_%+5b+RK1qPv4J0Bg?0hEqEQCY6R8_zIs&8b{V+PiNqBzjJwM)%w##^HM0^>3dM zjal&&E1QFo3`XxBqh)Nk3*>>a60a&DKpc(|HGM=VGnS$`3h&|-Ru#<<-B5=q+(R_g z*Kzqaa@<#?p@<`_0g=?PyR)5^7>LCHt#VmLrcpFB_?MIx`5{mRPaI8-SK=+W9o9ot zflr7uU6ZQz*=V^Wb!JP_8(`KT=u zoFN`F1Ju%2`hw3NalD(8C8WDL`h@UGmczsVg4ttX&xpYsI+dZ1;#>gR-O51Mxm3G6 zEHrM#MPLM3eQcxQt|JYvSq9Wvu3{^_CoYd0zLK+fX);&fJ z2+R_Q_>Czqh}e#B;-TPW+u)mno*+t8Z@E#=4+nCT_r=D}eZWGsGi;+s5M9p`P(KkW z(T8yGRvb!G*HEZ$;t>?n>Ipe<3L3VK$xb=su3-Wc!3*cic$N%c^n#fG0JwogE+1#c zz+rDv73nR`k6m+ zpj^0NyHIvrM7)5aU7jN#u-)V~6ibeC>LxAqJNM=_4=~^3Vr&lT*L4VUC~M8tN=o*P zmYa1C{PsJAPGTF`PczhAfMh9qF75#p#2WJg@e&@T)(cXt*a6q(WB&k>&#H{Q+((&P z1`*AVSw#0n^DfVLjmX2TfqZ|d&BQ+hG(SI5nki-6s*Dk5sJz$QYB>$*IeDl>PrRG; zgm%I$o|~4nu*v3CZTBKfSJ^+S8yq& z;f%So+xmvh@Xbt1*CzWeTzHmUl!`@RxTOC85v^A;+{x?IrG6u%htG&hcPv%il8d%Z zw%Cc)lEFxre785h$uIxPm5|dgeS)3gWU*mUXlYCNWh$ zG8w}}XxjL^gHV4kMe0EiKT}DiGTJFwOfD+%l?vC0mJxhZ5UW);?q6`1oSa@B=O6Ag zd6ZK;?jcGgd4%>|wQmAq94Hk11?^7kI ze&Myq`G#s&%yo`8Wz!URc#KZbZ;oNHOZIUTAYM*2uS7wtEz<9Go-p?o;>Z(q`+~FV zh7<+#!~t5-vWnY%M^eweqsmLJVb{6_#0&eO7$@`9}yz%o*)H@@eQUSy)>V+i*xaIZg@i;PcZS0V!- zjaI`PK%7q<%38{W5P_Kt4wwqbSsoeMqHl&OU4@K|N9SXEJ|k1iQtE#u9b*G&7@)0K z>BjT0qEV5?l{j&qF;4@`8f&g#DVF=1i-+?9tk_rw6CUne!OrCq7{NN}H}SRFw`K&U{3cC3N#J5)Gau zg@kB^@7+rkjKF(>txK^~wJ_JYS|0~DIBf1@sr|y21zp!sReL<0P7bD9vumkJ;jjEh z)iAcSK^|Gp7P^NO4OK>E}3B7$n4URlOH3NHrp=!9CeFAQD3RVn~7W0=QNo zEZ!wZ)%M(UDJ$kVau}d}M6?6WLN2)KC^$Xa6*gUYmo#(cD&rg%G+*TL7&o7pau>GN z`HE-&U4=$UQF&)^vmcpT&Bsau+YzlOHCbIpJ@Fb)ceYdjK5j9|^spH%?iVVGTQroR zx0~u#M?<_u#qL~{*I6!P7p`W_u96%9yP2o?d{ z;6t!*98tShp3T4z*;hBum=8>rpeBa#8Sozt6O7g(g)K!ssg&n}fMB;619FMfM zFGZ9Y)G{d;778~7a^n>kLYI?^#9j%vhHQnoux%)tGFtFT_CuFZZ%67_ANIsn_0&pf z{mnOf02jCZHUN%inBTvNqYL?rYs7S3i5Z+1DqooQ zbexMwic&&9?O zgc9-_R~|07>SPI$2GqNye8sdS;Li}+=u~_P-*Hxu_rc7*7DmkOP;hEzP+pjCgyr`* zvW}w)1!TXJGEsX1>-mSRi@+Vn3$B2|fav|hJ-4fX)G6E4s2mRBWM@!LfaxRHcg@5K z?>J*Sc=sKU*44`Eo*Rb)nT=~aOOosEUbN@TFuH_l$bqV1TR#vI==IqUQ^(Ap5#y_b zZKfKi`+)0+tu}njVjXiDupVXIC#bQ6e9Tu(^RZWR_=T*$a`gevGSGd%09U_qx3!fW znh;2^K)Q!XR`uiDyuCcfn<8NuZ{5Rn9PtQHv%gbwx1TW{D11}|1+UDf4d$x|=rOJy zVuBsn)D+B`aZy(6pq9GkB(jU8-)xlJ%@ftlBtwTjo z+krJ-Qm_I&viM4QrXjF>!#N)&%_Oc}MMFV&XSy2Jz-Ui73~`*~G{b6KN(d_6!WKqV zLat?iUL``H;#bO3Rh1jmBkOcVIEKaP)%lb=9giFEFw@O4=HXcvVd^f**haC!1L>Ec zlHjzLWOHT3da6B2d~0Aty;#>1A^!k~7)}exa*OjDMtndaqV{{2bO}xpw5rIeBg{&3 zJ=H7jD07m|S!v96;!0hBZ5KG#5XxQ!#160j00Ybq%u~d0$6g^LC1I0{NXv^B$_UZX z2;q&qH3qtcbhk8eTYFNim;V6rHu!^muobBqD&w7Ch7iue6^byeOl50?s&G!>X1b3- z8Lu(aWJh6P1AW0miE$5cs+}2->YjL-br)L*P@{|iobwPoJkK!8gZA6rEgXf4Gpb)4iu_|~*7gVmxroDNB?pxM%Ej4e5T>-c5I(TP@*e?0Vtyc}n zc|adh-hx3oSz~pKAfbLE17SFZZKo~c_W-RQH<9bNZSfnW*nz*3VTTL&j7JWkO4^3^ z)K=Z&a$E}8`h#%nqF5g=ha0PkziX6*)@-~~$+{fr0G(X%DXMtmiBguUh(Th*vK*&; zN9rFicn@tvDh{sYi}xCqkpW$Vs`pK_*(-jDGg z7OLSZ)Li7IDx!*HDg(^3dW8)j2X-56qFkd@gpnO=BTeK&UzqGJTU#g|W4i`WVa)rT$w)O$V_&( zxC<5mTM^x_#>$dgexOpNjl(wFG&~;TieGgQF5(})AW*ie@dn+G7iv~taNC|GRsBl* z%c8HC<)T?}TKb6I^5MPFQKB#XLR5A&AsZ`ite%bymIz z#19ZCqbj4r0zT|E zRA`6U?qa`in`W2yFUJl&M=G*~>h-x?>CrH&eX*hqusVZUv*hA1(Xt`SGj;oxMYS=? z+r?}`B0n;<1{-ngrqAXfr|}cY(C5^l#cEb*eN;eS)k}}d8k&7|B*O_hw z`iN}TG2S=iBb-TGG1VGQ$%(4Df(9J57{==RC1TG%5g>(c%mT^aq7_VEc3dV}sJreY zEFKt(qo_$X`(tEk;;R_n<^k7wVJKS(T>fJ(!Q2^Ei{X~5p`)0zRRO~V?gIIUwOn1) zsY>rVa=mOPjE3mnBzNx}YOWUnU#V+IKM?e(x91^@OoUDeY!rRZ4*p}bE9wba=0NCG z?12iI4PlU@rWe-}C`%&Fa^uPh-WT1GO$|sJe@FhJww80dP+r6P%#u{{R5X>MCv#{{Vr~Fy~=X;erZ@QCRTASQvsj z^BJ)ltQPYPp$;QGMr-+ukA%tKfJUHIWWp-tsH2HxpQIgc;&EHOOQ#(6#mUPqe5Nsb zH*DD_QC1OGxaqx^*N$NtOYWlp2#g4wl7QVx>!|KsAl}ZQ8PedkY&m`*rM-X_ks-3{ zYut2QJi&5OjL59E#rMQXx-(Okh)%22N*m@{HQb=erZ$(l zg8>#jYUMgXMwhOWJNNvKRZL*2G7gE-ZHGdOg0{iA80ky+CYW&Q%!_*)J9+q;)^((zD`M3hD zeaEmNS7z6^JYfb)hP?EAr@}zuZfpW z+}kadij1V8#4xD>EfzwjV;d~^hhhtEtBFt*l_~LFp}-atab0l(V4(2{rSwP3K8J`n zt^4FA)ez)kEw=o?H_Mfl)xgdti-g^rz?U-nWg9_XBsZ+;JEOrG(814g*-AboW)@T{ zfqziz{wYvG)-e*47(;7~?&kT;MFl@_E7M#`iN*SipryiEvb@7o1UabmYa^`<5li9j zaxpP9u*n#TW4v4?Bx-R>ttLcbUo)V{IKomg*y+9?T!8T5+63($V)0+i04*C0`C9 zHBcSP73TzH=`Y-8oBron<(n9;t{*{!=-tMVu6#?Z;x`<%=2kfvgTU?P~Sobwcn|_Ghsq{@ix4r0#tN3Ts$i-<^nwTIaWVjBcy?sFy25{QR7}G zKM?Ow5O)Pss%?G7?!?1r#5wQ8b=nb|a>}Uh#G{5S@WfU9O_cTJh-v=eF`S4%Qb6R9 zzQOJq!X^GCcwZ8M26jc73UvPfPysPIxJX*GWx^ug%nsDPNTGCg@fZ|c_>_)43p5l$ zAa0D8Nmkq-+I4ZL+1$G8&%~mdhEj{nr%k;riAwN_)P+<+BEFs&N&E9Wuf}%$qkQ1wdG#vPaD@@^+f)}ZE68+R& zLHdbpUy>ZE?|_UT&Zf9s^DJF)#zw2E`i^*70NZ@A50{jNjbDqDXAyyFoWS-A=ZKPF zDyW=yJBqpLB~({LH+p%fg^SQ*1<+t|8X|OK5Uw$!J;qUlLF1oL^+N6ji1!ZRO9Md~ z+MenFwjXhD+g;W}UnxR!4gdi~aT;J$cC7@}Ouvw~#BY{mr)$hZi~92md00OE!J=#X zj(u!!E{~YhKmrbPDPi|7Av_FVi}fD|=#P7cs6(HEDg{^6%A;x6BJ4`@?l&?0Ox_TN zzo-aJJB8=m4ASBbpP6=LM{F<)gOQ;*U=Ym^O9MxkL|#fbV6_#B^B-i%vZGl_kWRvP z5?#7gLYyV$={_YKsQw9R=@9Mx#P1Ml(e%Q+#Jon&F>>?s8CO!L97dBh>j+iYmDeN6 zrd>`4iA_dUu@V~?+JtSmjZ;1$2xpi@RL#3Pizi-~c?F5j9_0mP{PhnXgg~7v;Y_O| zMc)|*m%oS{F75>@xr|b)<>DqK+hIKrxl#G+sK2>RMrp9v&v)v1&1HIfVGCm5{Z< zjfT*d>M30f=`N!~E>^DKW2SDxC?w1xuLA{`jdVr=q2i*a9aK9(_W%@Cc!hGe?3EM~ zsd54%z)A`m^(!bD<0Hs{GtI|p)OmrRi|fC{I@AnTp;+UIZ3;r6yXd*BJ2dJPm6iD= zMK!*rmDe4|QisezEL!7;=Sn(D9tjF>zS#Y$e6f|6%p`!bQZYOQYxNJ2*ELbfR4qkn zO|3zOfY|nfUZswkDr(E>WNT~3b1H1kY674&mdeo3z9$Q|1xPpqz5xE<@KqJDL8WoRz<#BM*Gj)6w5K$8IDl=9?s7v9E z)Ela;f}~zsmW~rRl@TUf`j-mqa)5Y&2ZyM(pdT{)XvZxt+zp~FWZK-EWB_iRdzFRJ z)H&WD0sv4DPRA(Fbq(9)VW-r;&zJxLr<;iA_{eDHc5DDI<_I!SDefU_P=Gw4j={Ce z4YP1uggJ;j>?N|})Dt??L7x526|*KOSH$A)K4tc~NbGldOv`pH!K$t%`EYBP1qJ|Y zX@e1t$^nT8C38sySBY{2AS=W;M~)&rM;92$#Iu}E*B?G6SnOftEg^7RjYf`kr4AUg zE(z!N2x((}RH`|@hzj=z9%3L29(F!_d`7CY1+ikIWm}1ESU*v>R|8I5YI5RT&J3>* znl~t65UO9MC?e#ieahP#pX0b`{!z6dJ8ZIDz^(jCHHykG^&D%hLf4Y!>-|d#W3>;& z2KRRW4g7!PDO+IW;36xV_=)t2n!TLwb43>_<^=OmL+&M)_?9ZiA~9)*R;+wQ7UZ5t z3B|&$ne#ZhluC`tFtctocd#lHLYSaw0&d-Ha~hFqHuyVs~U3i3G@zkp?>ICOec8P3xzN7e6La@e4;B2u_ zR_}-|QR1>Upx(-cS6#fo+#E&V3tl*wfkwpUCcH<)5Xtc_XqhO2E##vaOi*(L>z@84 zl9VrqWy`W$4W`+$DuUidg6*wf29gud^u!|WJuRX(-Ki?uTWSE-z+68O>XRc;Y<)0* zz4t31r4cx`wy?^p)y(SOTf}q(8o!9UBjI4)i+&u95H|UjLS1=;0PXbz+Ixctjrf}o z<1$}OCiMshY_=UJDW$_0`M3*%&dTA=sfAk>46|XbM?kUeC;@LiVFJS&;s$U>VU;1C zWrFhUd5tJ7^vYvlJTcXQz_QO2yKzcQoD3iqSD4}z-Y~c-wS2*6g4Vl&05FMy>Rz3B zgvHoAf97k%8&wsN6@H^zdY{QJ1hlJVJfP9eKw{;=E4BNEe8i?hzNHnp^9dk>A|65z z;@}l6Y-t0KZ_MdqFRwS}h$*y}nBUx_{{VA|b@vG#B}l;J=2MF=P5XxtkXyZ&3x)@Y z$d4oAB2#o+aPmSz21b}vVjcegF@W*$2)apa)NY0S%?9b0x0q){L3$%Xc2NC9oXdew zil<-1I;;7IBJ(3^3w|N&EepqMItNiVyA`OSHB}Q;`IkT|%&Vr%Dy|gnqgA=G%#`9( zA8gln7v78fyq-Rp(Qr7O5) z1}j{{^%$Kc)<;6#3hj#)gzET(l5e@P(yfieQq8zR^})G0`^*xt>KQ0ha3`2P)_a$f z++pw3V+}6UFQvRE5yHrahzTVw+{seG3Wg;(^DNAgSEx9)G2-x)R_jpQK;)>$g<&8d2zd6&W4^2a@bt~6>8%W5#Rt+nb9 zjW1hlAhZt|FQw7v#Mv)0TG4lWOIHWEUK+8CoS6Z&H}wqkeX_WJ+-SNbamSf<&|pyj z>M&%b))`(1m{-;D6eKUrOSoRqWUG95mr5RZP9Rn_T-4(fo(O=Z)Xon?FfXewq8R`W z5YE11M9UQl8K4}>F6o|rt;$;(Bs8|!6nkOW0FPLKz$W1{W@J?l?#&L*%!dSZu7gI2~bq{FN=23BN9kWHk*bwW)JLrINlB(D98M=bK z$aixqa!Q_Ok7L&*9^oC_3vdq?Er0}YfNHe?Q<$!a9#FL8@ZkUox7=Y@Dk}gxsA8Ik z;Z+3{6GG34hXqtyM=lW8J;74H5m{MytUxE;z@{q-Qwee)=#4~0?sLtjxGHo_XiJaE zO8tau5d&jhag1GM{%S|U)Zs+i;9jM|$T zSf3WT^(kVrov6e#r*igCrHATyn0if!R#+D>z^LswgcVBax`k>oYB-M<9Ozo$W7S!F zOQ}MNsAYiS8><7j$T;^e+M4OBj*3fkkD!zIm|z`VGN6BQz)%l~S0)=PIalToZqB7b z-fYd$&NGj3{orPD^e;>t1N;8ly2~k42OKB7oMt6fqGmw(*(IGJe zq+xVOjII&FK!uS`V!%+8;n)uW1)gVr!p`~boX>sVdtaAxk7~1&HHILgve>lr_G9#n z39;_B`VS0j`}te5dZ&-8WPm~4oGSo{!{~eJlV5T(PYdIjtYC%*k2SNRk&z@vH1I9M z=*CB|fQa~}$lW!L&n1iHGiSD4*ek)57w|l> z^sNvc-0F`NHcPg8e?+5VRwdA=Agw6DTX_i>yOuM`ObC#-A()C!jcZ$MelzIYbZ**- zlg$jtFY3HgYJ?&+!8i=n@UzYH`l4uAn`{~&{*OJM%^$J7O|69W*exu%GCHQb)*5V0 z42P~A1GWXJ8qrphEPb*OlOdxIOZh6zZhP++tFtwa08}JEnJ?l!Q;QYK^JnqXCRn2fg+> z%zas-GjmQ8&tOG_6&_KZ_=2kpZitkv*^R?O#&$5pH4j3fRMNn}Z1RGvK=`XTcV&7P zC8w#D-$2-5J83>=6SdZu2~*$qYdrIVlH4YLDK*JpO_}i>qOvP*PD}%S-Y^l)+bomy z%7)lX%n_hBR|N8*F;K7Xdja4R2+!*1eDXJgytzLaf$Kq{$CjbYIUQzQ#qo9W!CcTv zgxuR>ffAuus~vxU|57+9ydVlnOj{HT2w_99Z)*F_7Dhb{aa|AtoO%K^X(<2#;aiF>wKT`89&xf za7{7j2dC;f&u}wrwYe3U0da1YulX<_>}Ak<{x1%;JKzqukg(LR)a7#%qKt3c?SC8|U6 zpN8&(I;$e8J8vv3(O0RGCHYNyCsY;E?PB1P%`n#Za@6asTqx_HGMjU2vb=;(t*}CQ z*9q!ek%j>$+fG6smGtqGIC@xY2Wm*)ddyAIb}mlg3nxkamklUG$YwYO1J#Wed?X~L zvkjO+yV{l074}Cl&1tR@SfqfcE_as-f$}ONbyLg>ll<1Q@MD@7*krRIy#zVvbhKOuaakL(2SuJ$2t&-=l^{vNWm$`)Z{ut9J^4F2jgjq@{No zWn_vCFZ?vSge$Q9jepge%5^6*KJo4J%p2Hqn&=RvT51>SSZMB8dh99iq{$FwU4Ipz zmdN}cdP$aB{@N&Gp71uhXmwmo_{x*C_7wTdMVnS{UM>1e_QX*(&Gig1@WU_DQ)sO~ zOyUTpH^R4X>b4H8ZA3~7)^8;OwoNETef)fJ%q1i=boa-~mw>~Y{%oTS7}{edU?)x< z6rF5j^@Mo{#fgDqxt53%V!G|;F73_N=#QVT;@3`*cJ%n|=_X$u>d|nxVTu)+jRv*} z6mu}=+Yp@^4pE(tacEh$wfn6g z_3U4de=fkAY&<12cdgcuLSit2D1yQvxI~x!eHC>~znm#bCE6ksF_gyKi$ov}kKlYY z%5#Kdde2*zFSd$;y9!KCkec+5T@}3eT>q;qEke)zPJyPmhv@$TV42bKb4lc%W1l7- zp+-4IAMD+Me2*#R(0=ciTR=x;d8Wr`F7!#P>`o%TYSZ)%TI8<#9WT4&s&lc& zLb0+|U%6C7SK;D#ak2e=PI~c=c5B@~b*+AU+!P;h*6lmAZ@2xSvFPbtK4}5KvzPqK zp6fg;CA@Z)Y5DftbHatm?L~Wda6gxtt7rqmjMWdMvpd5^a(Q>N&wjl!_?^jp=h!{6 z&)XGrt2QFB@{XCU{-s(er-1^$C1zkUvPZh z975`QR~W!3e_V*OJFAbgCA@iXq7>`SdKeK;tIspfFHVsBX^EBYuVfNV?+i*C2w`P4 zqxnx0E>)l^#+WN3yJA^)3XjHm}{L zJwl+@WZg>;DQVcxu%AMKKMQ@a4)sv%*mg8pvotbH2JBbf6)4L#` zs_*o=YfT`a-yyQ24bs|{!&5oI!N(1*gNDqdCV@Cvc9u*sj`d=c`dK+~)O9~)LKvd* zA!CCvNa~hEq&g>)ciAMIg|NQotd`@o^%XinWny^;EbW-t8PilN4xZ2kcgH%GC}Iq%V5R9W3qcsiyI&D zQcICoof(T|eGMayGMF&sb)MsdzVDECSqYH8@q)2im|vBPUnsFwNlImkTKjHK2NsPh;}qwlR|)e<^>b!>E@Pe4-xVtzq@N(m7X@|HNzZ@&QbCT&h+!m^}Mq( zivhD~*2dMOf{`U{QYbeDXLefdJL$pJroT7hz-f0Pl(UEUbcDlln+$xkSb8E0T^HcL z~80Yb3z8NWAxOachs9bCl-oKKWK-1f2!t5L0)H!Nll>AsAzY!y^=>@UO ztBuid5k$}1oKsQAq=92`fU8$?UW z(y#F{{LT7y;O$u6w_|qU@0C8)=isyZrImSG*#1l>yG2<1nCCW_Rv-;NY)}{nuVq(* zbnmjmylickukd$LsVS9f5NwWi8>{XixwdhSEJ%q7SooX^Eb~afaQknfndEm;ac^~| zs$lHgZm_yESC=@F2hQHvTBH+z)lyB2L`dlHD9WPbq+Eqs103Vq+Kul^vf2nm^lTgh zDN>X2n{LysE1Ql+YhUjX#|UY*>-aBzf)rb~jvpp%UPw1!Tj#4!5C&8tCzji!}w>dFYDr%VsCck?J zBKG+=T2>y*+jhzXIL-y$KqJQpp5X~V-yw4$dm8TGTMS=aCHYynynK!irI9>NzABP{hEf3 zQt1jY`3FKjYTv%euoXQ9G=(XP!ZS!i{Nz{yk*t(6{YWkU%Yg;Y^iR+y7A$r|sE7D{ zTb+-)X@p2bY#phkSY4x{a8JP;+YJJh(Gf+y@^(!x-%eu!ppp`-9sfNyPIfQ@5DnQ` zzmUiqd6hx$Iv~vz0q39v4JRhsqVxxSbw`GS9g++QJj7w`1XnLztTk4RmS&$gAzIvP zxTty64CAh#i~8@5BGa=`S9yWtWx68iew5w#8x{T{i=gRKrXl`$fBDF3B0Qhx^{D{u zi^y)~o`$Q`tokpKdZ7+8u#i4|(q!fRXOXUBrowA~g|Dpfl-u1kmJuJ_Pl`ym*5MZX zyhOlEbh2xl`fHs%n%R$B%DL z!jYN^qb|!G1T>BMbHSg}<93SO3JQ+rI7R(;>(bvjnd7O}pU-X2JKN}D(&r7oJm(W& z<|c?RnAq}sc`9oEM@Lg!sNrE#x4;BA!M&=W`fRVLJ~a7n%H0bd+$K&`0l(*ag?zhAVX$>?q5tK!`)z84m;+N!qN$FpA4%Fx7ojpR zXc`|wbcLskKi&h`_%|i~OXZ6;Eb6`ca$j=MLH|Q3cmvG4m^WIRpOQ6{z5(W>x%DvQt@O2_R?=W{leaQ%2M5qWg{E-T;%T`te^V`|Jq+K^ z{a11kGT|7nvKB5|VwSUXYco2@A(e!5RQCOl?=SF`m-}x?L&q5KHR_KZHT@6ztJK$h z15Nl!X>fm@yc1eF(_Q>i=^BA#l3)3cV_~D_9Jh-v3i*Fi2=Z# z&UV@5oB`au_wu(6^AHr=^@oTqBsF|3is$K&;S;@3PdkN^cnR=N2$nh2@&8B^Vddc7 zl}H!n8NL9vuyzMz6Qq8h2CFzeu1#p-YDtaiO8JRK*YrXH>hq7FW%TQnzZu0RTRQ}mqG-d)MchO2_F5M+ z?WmUZAWhb`xzEzC?^5{WJlILMTif9^8k21--V?`LwhG#6hLfW#wLB%PWiPyas?R%B zR1>75s4Y6n&0EdC@RUpQ(SCxy>@z>f`D{sZ%*`K--1XaY6E$kyIkwXqKJetEXc)|j zAKWxMkp7j}ms7>G$QK!(Nco>bN{aslwdma?t#|Y|dWlLV)A<1yOnVsNuo^-iuPXE_ zYR-jf3?4+G$7arLb_((0zlQ_@9&ld@0*F1?M<39n5CJrWG1R`p16I>kKyFAy3x;<<)3ENxOH4AuSOhnP4 zzJuP^R0T#MVqT)iD1zfNXg4%g_>n&w2OF5u=o6%M2W-c9w_zd8{1rj`Ax=1^`?%)| zHC+dY((2+aNk@aA#8jC}gwW!#0)amBCxp|3xBajMxp$@~cF2n8L){FfN!}ikeQ>Y6 zEW95l7fh7V8J6cE6w~oV3oQ`#xPjTAyOrpNSthT+q8WEL>06%WVS=7BJvpmECzI&_ z=A)U`G6a4Zz7OUN0TZ24kB!OI;17AJJ+=AC(^;oX=JuveuC$X*;~|t=mD0KRM?tHT zhXT}CR!4QMFXxJ`U3NJ)OOEoJ0~nmFeWZr=%;kfit%tCCX{aEds13v>fv-&ME}q9& z4-BR3p*g+fohdFGiydjqE8Z;bBCCqYB7sF` zrkM(RiM*3~n8u41w!pio8>Tu0Dv$v>PWvr#jGwZFz?bzNjup38?2|WR>VesHT}Y-@ z7-b(bJIRP!-AUwaOHizYCXoS|2KQgmR9n#&LH59T z+TL_!Ji2xTD?H0rkkWy6{dkoWclbZR+ns+!udhEvhsO=%(Dd@BJ;VYIa=BWPtV3xE z_R?J0E$@aYcK_*6&Gf675EA28=o1`ZOOd@#9KX5cH-DFA^9I8i;_mr1HA4mlXdU2> z1NIG^%ZF1~m8rqbU&P?4qB7WyS>n+?ZN#T(l!(!H+5|4NOVu4qZr>P`>eibgv*|XQ z6C8Hgll_H}x!oA>H{ow)HP9;l*414%s9C7r7fow0a+&->y@a&-Q3wmoLbg5uZgzHs zdt?*f!xjj%trmS&g1+C$`k#)W7ayh~KB(xTkY{1$SBIPtp54&$)>A@tTX5iGRKdrF zb?GrF?5k1NZv?(yZN0ivX~6A#3KgoIhkW&yX-MX|!o9!Af0dJy@fe#rwe2H_=bkNc z*$QRh;eS~~8|(T2C4BABd0=d%Xi;6Q=9&jMLVgMfMKtYaW!k_02r@Q6v^X;5Fhpw^ zSo56+l7FulE}WoMOIvHN8qn7qT)A6MNpq&H$j&jFG-+5*`Fng?;^J;l?2#ll#DT9_ zU7mbI@+%bk`N(5v#U_<`M3&dP5d(sl`_QP{moIqm+n2Gn3tN{+IMoQZ1R_8+70AyG zfkDT9ge-cA{Dl_+drqx5wi?rH&CiPK%&hC|taa>lj$mIzBgYdz z1;uVR!Cd?mAA4Ow+xe@>Zzgu{ z-Sxb=glI~5U&Zr+B9r+CvTS;XM+H6_4Mk)WG@t03<hq?1B&rK!&)*Vt8Wz8UM_S_!VzszL7urgnk za%b?mR^z*CrrIA2@4(1VwhPKpsa1H7{r!QDqxDyCXQ(flCVR63V;cokV~aFk3YIA2 zl*FcTqMb{PUR3vVIC;)KVfsK9lJa(GX(2WL_!jfzguT)A$cEYeUpCJeRL()bl77U1 zmMipJF2A9fOI^2)3#;n>;l@NJ=wnVt8Z^t-cHJhLwX zIxnPpYSjIHwF+~T?O-f;8y8>bt!B^k5cpV^(4_uN=3B#yDch@zKtGt<`!MVSwDn0TqH`P#==qlj`eV3i)Gk={56i3XPc`!A zzaiNP8^swu7nLc|SBV6(joom@ZRk^KnS6AU?hY# ziBYhWNYiOs!3dWue0XL_VX2(F<+__q7IRhn_XAco^QpEBcOKrQR?>2nk-6fTmxt!- zN|^>>5tAsTY=f%YG2jIGCDtCG?m=rIl3vN{z|Sa?IDN-1p3-X|(!iXLeevz<4bRTa zI!zTmjJOv&)vJ4!e7?!VA0vx}1v6T9_>lCLdH6QBX07P6E$|rcxYtjoMo6Ru`Qdr0 z?Yi1H#?3C<-IxnTjHK^o_%M9lw=YVV?MW!SGda#f`2;0ncDgz*nuO>0I8hEX_H}ZV z?~Tcs93)nOLeX8LPPGN5cs>!)4bA4rNdTZjR~bpNax7LuZ6&8oA_Hl2LS(iai{iEK zk+bHHjCue~-6P>kMCGvc%N!Lyw@frlWtP6*{1M+Li>r9ShMjwtl3E5#~CDQiRfiacn#5 zrHGSwz~y@(Wsx80+&LztZDi|kk=k6@<`cag_7 zS7n^mI8eChha;qtW=oXpHOhx;v@BbpZ#@JY{rv)nl#axxsMpU*gM(Lj)ZagF*&&cG zE8#ra$I=5%$Uzx6RnHRSUAE+BFBJ0aN+K%0>f8&?9O9t=>M&tC>H<1Pw+?QmW#WO1 zB}ku zxOV?`eFxyttS5`swBYfdhAyKvzBtKxX}v%l6zS))nc3MCY`6Fa9s|T0?a^&7(k$ke z8G(td9l^hybOylMUSQsSM1zH@yL9XxZJUoItp*X87|j%Y^*4c>n1idXMfGc^fi%Be zzR9)LD-rdeSD6_fF$81`ljpdxW z`M>^B`?biT7|Uip;m5sw=UiDih1Lg15^ zP5Mg)niKHr<9F6I+r94#Z)QzjP-XDUazV2QA>`!ykSPQjt5i#WWghrh!_ z$5(2lbCEG9bwy}r?LBl9kt4Si%0cov^n>HgERstGR*IKvDTl>@8^OjrrNu|UfuVny zK^%8Kejm%{?2f}G}Gp9YKCZG-++$<40KgGwSR1}73;?2 zIXOAp)kEICS9n`puRkNia578N8a>`a72n<1`*Iqql6;&QW|8}u*z+Qo;sSaINU%9h zndU==%`di;2Ykk6yX)k7p(Nh3;1x?rp__$c%(OO`YhK#%6 zFL%2#Z{hKFMZkWpbi8~mI6*riKAz&i(DNn1rYAt)c%&fn>T6vSsjOt(7>k!pM{bSH z6OaA}_+?-Mz_5%x^@SRPxN&Ask7=&CtXH8y4Sd(X1Vu`)Ku|OgU7=?vml;pb_~-mB!-ur;z(0P@v)#Z^`;GxbZR*vR-u-Jzv7hPL_hlRvRwm~xZYe3tVi7vF6RS;hQU|3EH{brTx z8xc$s7u0JMLjZ_SN9+KV!6xFboi5G$ z=fB&vF7CMaQ@jGcHa!)Pi-~t)s*3KDyqWh7Gi_SU+>~JlP5$y++?}3tX3Z zK|gxz*smc)E+iiN)G{A7@}1$pD)GcHkzUUGMA(@oiy+{FmHCE20)=dF;Q+o!r!ZF!0M?TL}=!sIu=yWNP8e4NM z&u7)F)cV+Yo%dZGaUa=&idxL#-odDsPq9sH>(kRs_Y;7wtx<198!--L z9YDn)m-!9glF2(<@MG$2zoNgT>XE??h2?3b;r&i-jV^*6Filh>Uivi2b7od!Ml8Zj zwixkSHCGXPkzZqVYFcuHByXq|JHxSB?ui>79tnKVZsv#%{K%>>B&xF*E-4xb8~54f z;w^W;*t~^{j2)YQux4oTvHLM#Z{4A*{r=e-t4K3zYq0Lp-g8;O5=q*f^vPspKnDbL z0lbvWBryM@OTqxMviu=PPSXklHh_F6HC z{}#4J%0s#Ebn-dB*cvX66~~V`hTppw(Ts@E0eWkJb))G4wq<$3+#^DR^g9ZYR|*&z zJO60@WbP}~6c`D5ke%q2Zl@EBtFzO64_{5uIINMgK zqO;;?{(`3P73R-9;Db+CP662Tolg*qsuvpQb16tW*!m3oN)8Ia+-K?eWzT6fCb;K;+mnoEC@r`}$Nxc< z3Lfpg+Q20F+9xYntmRNy)Pw9mU7`~3_B9B=lH-+;cWJ=euBxOLJ_7YR_kUVaVBW^Q z;kS=kbh=r9d9TB7+D9~bsR{Q|eAD%gF!bT{^51lf)F8zlFhO+Y&?s%fg9-m5xc`PL zBqdr)o+tLOn9xn~hC{82k$j}u$qmYml)%d;{C&P7qx4f?qp$CNPdnZU0E?NMa8#H-B9-A#iG3+Pw?nI=M}Hyv zScVf|@e>qNOi2*Sr}X9E%QU&nl*nL~kPB{wNSRtl|BRNUy^1Y+`(HKI z^vCY6`e9VZpfLJP zlo+=rmL%QMnu7DE$jkM((Ajru;7T(yr+gS zEB_nNr$IGZvvO_Fae!6qK38n_`4ycnVbl@ySt^p)a%su%TrHfS_GsF37cE6KiR{gR zSmpNC5i;9l%(=rQanwn6jmRnj)m8*X=<8!w0l%=UnwFHvtyHI11HIzPSpXi4_h7i> zpK6?0$vF+L#~q4mg!5L|tAB~ZPr#=l+N*_^xfwJkkPQ6vjG$2T1!t!-`_hD{@Siw{ zpH7THwOk{t;9OO2SX}Mc<@;Km?D=3V^cWtdLo0qR7F|6H@$q;q5RT{8FOOHmMPx4B zMOc_6EPD`Va>PGio^(bP=|TPr;W^UKre|kzZB~BeViw}b`4Oa{v#tF`=ZOsRDI?RX z60L2iQa=mt(C8&2P0>jAFimgO61jev42^*#R+~`QZ+e39hWu3YYn$DFi1%S*&VAuW zgE)Zb$|q3nL#U4u|IMBIwP?1KU~?*KaB97hCGrvHyLxg7J%Y$`fQ3im-=fdJlft`c zxpKU6ut$D!uHVUw(Qw#^xLT6XHvA(g4dTFn3D0HLpiR5bIW#!c=gFGvvwS?E&YurZ z=B&`64|iakmv8x^jsDJ~tuj>hL$laUi8M7~B3O`CJhTz<`q?L__75R;GN_pHRjTFa zF6d^#7ON;`Y1URcVSuOgequTvy2=hDu}V?-AK+e){y3TT2=|!G_w0siTL^)Ba!fk@ zHt(lO(>%vHpa&iwFV>I@ADW`*fOz+!H_gV={K^-S!!0F!%P`!+`ohz`(7cN~qk?0R zWQz1U(IL!h5cyn58*jSD%IVQg#=iUkh0_jTZsXbi&JY^froeOD13aRR%{}dca+c1o zk#~C7nRv`v$`}Lbo}0Jq^PlP-ePe3b(+}akxGF@n1%#+HO&&gpM1CbmHs(V6q6R=Q z$g+RM6hv{?TQR?m7Ah58Rl<>BiP?C}=!Cb=5N|WPVyITFCJ7?bJO0OsH=IYvA6%V2n0RT1j{3$+nqcCT_2PcU` zIBAxz$faTjcMLSK0T0%r`tyQz#IH%7IH3DAbabydyrrxY<*#xNtk-&ohKULm{DW5& zc{55;nI@1C8L$+rC1DiDKX`Uf6+G+QBtwT#Cd+dqq`e#`6q}b{XU5iFwZ)Ri(NXwCZ z)U_+OSWO<(<2j|tPF%(6Q>asGI%ffipw;3zL;yNy7Zz*LoKYu5ezF&i)2R^OQp4)^ zFQ0j;>q}5{{$%<9rN|rSdhF(E^z-Gv{!+VT=K^T=%E(;u+Rr7ULP*Oo8zql)=Da;) z>P$%)FKN({W&+u{;~+|wcW?P;RHx`8A4H=D{}qkEz~cH>#{uvh&V|3} zjRNHAG5-S`#C{3zjLIlw(<6p5a9(d9j%oMK$LX?v9fS{SF_~a(9nxF3Jt-@UhfPJ4 zuV;D2&LwMRtnNwEVl7$o*vnGH1y31XKBwAln2@v=X6TO@$A8@ZMTWNhic|c`OeV4~ z^R-ELE463(bs&r=^jC!M$>5Gf$6&JWWC7>pM!?u=H=If_t+|Id(bG2N}Xil~u0P)BqB%I+Xs&5J|$H_%V+M*oWkJPJ%GALAkB@2zl?jkxKhdr&ua2dsF(Fv9AM@O*F3%W(~`d7vMmZm?NCDpxO} z4bp6yI-hm}4h_2X1U3;=%Dd=KFs$_-n%yg(Jw5pge<8h(Q>Ec5dIU4x0G-W-TNVXl z7s7KiIf4grx972py6KP6>(56OEK6vPN!L|EUN(J`8QdIHE>!w8W6GjnQIH?D?c?E@ zLv@z*(_)JI6BzB^(L%w-yr z8BNC^BFE~?npYQYx*d@#|1ZsvcXa_!AK}i%dqTX)B|)^jal82xQ-#_8ib%cLN=bFS z%O;C8%?CrI#%-oB{)xjIeB-y6e3zl;@@3y_E%a+z8io-q)rnN0bc+0Uvo}BB#Txz2 zNn6FE^#a4CZ#?j_XXj$Rp20@_=>GxAq#lMmcF%U7!jN_h^s~Rh^8d=t4GprS{(&&> zhdeDo+DE4OoI>&aIlF!TE=WE+0rg)nix5C8k81_GGeplt)TejOdFL`r;LGce_qg`c ztzM(VD8U-$M1J0ivv8WXUMEml1+JZ-nL&s-FMVuvpZvo? zh;dM8!A(TYgWgrm>ZMP%7h*um3!wkc^fx)4lI=o)&}q7%S~<0|4Zf>4U~ zEo>j@$lav)h3ZTf@j)cc@2~;alqfn+T)g!HB{lw8KL_@0Wzv)pSOG$dznaK!HkzB* z2V@yXFykI8zNe)1QtCho=H-2tpMv+PdhbDW)OiiSEq5Edm*<&hrXpk>*E^7_^&94sMrC}$8PQre6hJqhvFWyGQ8qqW{ z(hra1Ms9}F{dYZM-BnS*Q#A&?T~+-+5+9i*Ow!9i;t}n@Tp)A+sUqfoNJ6oW^4rmR z#pODUU2#y4=XG04HBNc*XNJr&s|R8RN>45)+jkprE|DeVJUpYjERiLvlj6?kOPSc0 z@9<;}z4W$|r>uTj61#t8#!MCCz}u0S zhp;DcIi9I~67L^MhYeLQi=SkaD}2wcfU}pR{J88%W@? z^LuDz(UqxU^JVV45>~!#?%bYYZCGP+tLYi*wVW|i4zZAVquY{hrSa>9Zw|D~AMHt$ zJ$9!9N!g*`66^!l3)=4PFXd50%aMSQRR~4z4Mt)`jNk87>s+I|NiOnle*VpR>c>h*CsWn0B?6K~4}70@^NLA8u*z43v9J$wQD zTYFsiFP5G{DwX$bt_;J*NU*N3*vnaQ&n$AYUgkdb`=j(biPok&%(p~pH3;R#-GaN* zWf!kO%K0NYL~oMS1jb)~WG&gyn)RbL^W`|(pa2y_-5SqZU=6b%y(`HeDTefLVpw!J3UKkNeLCNK(C5GfT3i-WwIAIv+^c0G~-7gq`4&B z@Q9!9*y2b)WGGVuwYx3U&kbunf4uJ~b~BZLCP<#P3O3#Y?nCoV3A{nwukqIt8kKTn zxe)&iZVVe3b#}WiCuW-a6+tG4+k1xS@V&Up@1JKVo67U{aXmXsSxm5;HvSVK|5e|f zYn-D&!AsOO_2`4j-1*%Uu@s9(@8rM`~?iY)it? zJuENERMR9bIQd^%!wHlI?$$~-Ls39j$@F~{i--4J6i;C>{Vi~7S@Y@_=Rf!__Pr$Dmfxs;#^7|p2>E)yhq|j_(I26*6#kI*=jme z^|aI#RYPms@a5(Ag}GDsE*t!$NC6g28PbjVi2s3B2SlPrOm4tn+{nUrE!4@7?4s*UV9FK}j zJ2kH23+D|L(AcdFiYCf0LxmmY_rYXWNimzwrf$^h%+=>yI8BnM5T0jY+cA?mCbA!v zo)gtn9PDQSPKx%%Xjo#x!lUZ3r!Op}@tp3qcAkb)XU(Wgr72GED&vkgCNMtj@r}`C zMH-G9dq0q_U1&dQblEIVPR$9 zOGEX^`j>jY?P)qQ9Sr~M(a@ww!%rjdA}n_>PEg(4P!74$wwy94#Oq!)Jm~BH0A}4{ z9C!n%fo>Qhh^x6Um2c1HB~n+>TF+Jrs0oS5BN{^M5{HT)wPOk8C0EV_lzc|TbM~E( zm^j$PrzX=uzWt_kq;#Lh8*esSWhQM{N>W0JAnQn1GAENR-%kY41xY$4moa^=q;Ui#5#G!RZQfs(go z*nbL$e4r!MB55A4aBMH_3^Iu2@GNVuDl?6g2oS%Z5TE)9*$9!nr`c~-N|AmmtR;rF zLTRKpYKm5)J_=?N_zKc&42u}5^%4jO*ylH#_GCA+q@oA$T&xbv==4fpef?&+;co#w zhm|+=swoV1ZXu7R6NToc%I`e&Z+iI))Tr>0t1+Nm{M5#ftPA!hIRZw}%cwx3oiK~^ z*3Sjz&N(bSJ#z?ZWaq@ledQu0>F}#kEe$6pxiclTVuME@!K*o$ip487T8)*3+Nyz6{u z0(D$1q&OiecRJW5`3f=*JKixw1&}wa%uI^ysGwhG9z1>h<&EXRt2DgaIE33CV@WiM zB6I}Iex!b3s}EQQv8;{?zisHAD-JrWg%s|pxQlLFBh3S)`5OqJye7W%JTTiT*Ql{T zL(z0ZqMl`_gsz$RGM?5q!NdZU^jvHfMPLtD$b+Z&l zdT2Z^p(dJF4}R>W^drOP%G$gTuv31%eeMLSPbG-Zn0)aTVvK1Fb|U-mzig(Z@qSpl zA=G~#%YF|{0gZL3O$V)@$th;ux?B$Uj<{(L6*s?0j~#W#;HpPG_ObT~T#QOM!4@gl zbdN);f8#)a#OPRvl z7qe!wXZcJ_Ui`62RA*8RxPl9Yv}P?=6zP6KHH|9w$s{zQd>T%h6NTTHF#mGK$Y~Ab z&Mk|ness-5yQQccb9z2^%+eI|4`=`0vM$4$ysMl>Aqwsy{pl*>f8<7)>Pkb!Zu>~6 zt#ALgBfG5<02i}&>Y5+_2YeS|u9H6Z3B>5?HtG3Q*JYHD%=Y;*4U|F<%}hHNw{Tt@ zPcuI7u#FX-X+F;)ZIeo6l~}=<**bP_)wee@gS?JO^Xkqy@`TSxL{{*@*IQvrho0|9 z5WU*(W3))o+lVEWz#@>P5slgj4BXk+ulri7gXPWy7NZbytoph8Dj$I9fIkB z`!&FV<^3WS<|WMYhZGA;i+6R9?aTj#I0>?x;Yn8ust28e=t1Ir4m~|O1~3Iso>~h` zky!8XLW)F(fYHNvCJgZ##T>Z8?)K_9pHsXUMp~8J%oP6+7^S4AGwyl6=V!djE1=^D z`*QmJfnIt;OS~${Vb5#&@gw=g9@aganb1j^u1_$1Y@TRyG9QiD=IBIdEZuY^HE4fr z!FfcbRLJ$QiX)=S=sSq~krDkgZsOZ^@^mO=kj}i*KPG=))P@5OdhEI_o#l)A-p`~N zWC&NQlvQK@p?+?6Uj_8ZXn!j`&0N`dJGIK29HU!ui=9hB*C$Y0~?(+yX`FlYAJ3aGd`AVA(xBi0JIjSOhDDt#+_MTV#YT4V z5Hz=Nos=-Gi>_x_Yem4DR@-ry3txzWZ{`*@54l6X88O+Txl|=k9Fg;6oV%$1ZKEfqo zz7~$w4h>T~cK&dTgHo1SV}))+6zy?wk>)qtFc(i1?rb-Ug3N?VRC95uZ5(VQw8;a8Z?e7+fkb%Gh>p7zSo) zT(5AIGaoT(w!ULWwC(_``M7*@_X|JUAANALs8_jNp7Iv)e=*%P*O+^NJL|aYgs04G zY~nqhCe^&_<}44?LVJeH=bmDw`?+C$;8#+%zj-J)YlsPYh)NH{MO8mAv8KdTG2DKj z$FFb%GUs-FViQFZOTK0r#B+a%ZRNWj<;BaWo3UyWh5W@=)YAqMr7iOf+jx$yR@KV_ z5XC&pn*?6e5#m*)gG_{t_fnPBLoYt+IBE*D1h}#41O54gTT z8k3vhxT#6n@rYNucf=}dGN9*~#qM{TT8^!+sNxH;u6#0@gbchbt|diKXWTLFGIfxdp^ghaV!TTILuo)5>a8o18@t?PCA0M`K)9O` zHVeZ7ShlU$%e@ptuyFm$z+Sw^D#OOkQUtcyyD!r~@V~^bc|dHv0|xcRM{`tS49=$> zCd{Vj-eNMrt78I#&9D*%u|8mG1f*SkkfjRNCnOb+U5N7vKmZo_n$XZWW0rJ1tV2ZfDtHjij7o~UykK8S@n((^@b=B9H6^}xtdm%7$&oP5yBoh=1!f%5k z`21|fTzQGJWlGkilCoTIFnEI&wQf^xii%r2@0n>6hvFuuxB^*q<}*f=BOnExMQcfZ zCb9wQRtm_loHOcOE#_VHiaNE1Y%C$9ICzL)*?AeU=hO!T{YT&~<-MC+L&15#M&Z#o z%?S6MdxoKZxa>QWPEVMC3XRiJC*n5Q%=6qM54bMXd?f+zWc--r_YK-3Lxm`mgc zWMJ0)v8TQ9Q3av>@dht4m6W_{VILR1CHz9j>HI~>LD6OphMP8-NOy1z8-m`1-6aB=p z`|F{?XlzM_Vu z)(#r=m9eV8RBRGnO05bVqhq{d#8(0ANM7LVJB?5&?2&03%jT9aogir=}i2@i0 zaEoGsaWM5)F--uJdXFBhV|5FGaak*oj#Lvrl=AyvsMHiqlWJDv_y=67HQMdU}mrRueX54w*PY(r(&QELf*Z^hIp zXf@0Q2Gg9Cgby^Z+*f#Eg;8C6L#hyK7Kr0Bf?a0@+KytiY&6yJ@ft3#+gO;k$#C=&ZqB0s>%y!v(Bd^bKn?K?`5P$!x4D9}y~~z>eNP?pagYLpG9@1! zOu0?&MH?uY90^w*$N7Tbik>zET@b(FlS<0wIw+_`xAze=$VHUbh|e8UE8s#{(<>05&;clEqYnHp&L`kT|`rBinE4KMH?{)bVK&pl+#TDmED~zph~F*8>TAqPw~3Nf+wK7%Z_m`(=AsIt_bhvrIkDyj!;ptJ{{XQ# zt{`2hkKfebyVv4eXA-V&@eN0(G3n`y6@NaagNNLxH@`B|#2{7XVDtHuIN#!FR|^k2 zuTbLk`H3zpeEy}yKd9Q@s1Ur^NmlN|5CVg!_PLJ_6Nr7>@@x8!TWb+@vZim$;rA6e zsaMV<6|fat#9j4sORF;J8Bdvm9j%oL%G(;S(#`kT_>9{de2|a;WfGANc*qAr%UlZL#p$f#TGy=H30dElf%5m4hqZL*tVs$+)HYR0o-N?G-Nt( zFFnc(P!^`~DuF{buI$2S@9JI+Uzkduj`tKBSB#FAS5=FhuPg*e`D!QvgPCB^I0(QX z*IKdCt)~K98&_gNA-9**Fu*m3Ra3f^!LS08m=@7OEDHQWjUhBS^)6ml_3oaR?V zyY2uu{{RQMt3y)j99BOkKbRKwn0W5vhT;sSDT%%0}L;u5P<+;|rD znN!nwnZ>pRM}5nJ{{V4r1@F0VE%+f9EtGgA5*Ltwp+k{{)!x9Q3~CWjyAQ(H+wlxRe-h6)z;5uzIZwFhw}+T_tg>^l(&_KGK@*uo)0~JU^ES{- zj$w!HHmQZEJvSgb{Ksu?exgJ5DKIU0i8E$NWGr5EoGEn+{n+TgOs?%X)*G zWLtyv_Y+iJ#b4l$ndptnS$>=9aG8(=fe~0sOnu6;Zu^&-Y^lPdZ*fN|Ank0kqN8UJ zuIXa$jEEy4kBC}vP%Ry=h;3?6IWlXmpr_I5WOuHm%(})B``;rkoRXmaZd#VSO|hn@ z7;%VPIdb&h>LO!PE~_O{st`5B%!za@)XL7GV|$E5>bi&v6MbEeS6Yt67mg+OG7p>L z4e-p7DlXpPuN~ANn{bP9(OVuH{{ZCYrwM{n6K6k|fOU@P;sa62pL0g;UPlmi5+jGq zK;fc0+ri9RPjP}U!@Tw6j1}q}^uw;c)Q%-kiPnHEjLMf(W0srS^C`n^C9oov)GkHB z+(%HaF7`KReZj(SjbTT?f}^ZsTW5}9C4$>UY-3b>%Z0I+b!w)lSCl_6>Of)FwbT?O zrJN=2fH`!4r0r92ecN?*b1so*Oj<-!#ml?7Tjq2!=5r6g9ThE!^oq6OHjZI{eDwx{ABp%k29^bGY1il0#p3%x)s z1bJ94SGd>?Iq?VvUEhz1aw(~q9R&+O{-Nv`VXJOfni@CPP%S_-CBw8pfjOLsZgYe* z8oZ;JdE?=DmYGj056rG*eAxXE+3gw+m@DmL74|}v>?X>z-FS*h(zutwo5Z-6JS@$l z&Brk`tZw3B8vUCDRSiZV=7 zZRyCzn>nkO7k@CL{KHb`PGMD9`Iq1P$3-PyBr5*^b8qKhxcir17cE9bFV4zziJyo*yXpshKwa0kEq}O;F#aLle-NsvR(K*J zdy0nGxtn|0L4Ep%W?9r^aVQ^|XE}fi?xmq;!vveA=HzJ-%#3lQ)WL$!Fm6dQ8wog6|K3pihsE5zo~4TceyWB&H9e&khl*2 z0Q)!x*XmGPO?bG+n&J<_3f^SKnra&|ueK1r<5Lo!%&9M_OGd?fU(_LzhDt86B})dU zJ~Pzf@i3)ln6b0>Hq3j9)_tSu87r^ExMp?kFbY2rE3>n@_>9}N3|9y~7yxS7uNcR7 z0c+1h9Sc5ZIN=`Wf5gu!=A4mXiBiQn)%j!x^S2546`9<2u2@exFF~8djb04S9QThE6goQiBEMijh-X z^*Zu2#Z?G!OQJ7;vibw#yN-$}%w0tKJ&#t>Y(-R3G)!USSj zE-xb5m87FQN}}Md3gQ7VS{HCak%J5&f@esx2 zaOT3(BXt*Amtj?;sJs+_juR2NMmv`+`3^ej*MUf!8k! z8&I|G8K8cp4lQ_s5p?hq;bcfeBEko>Ig4u)np+%!dW0&gUowV9wGLk_&jE-*Ft*ZvaiFdXJVrpJ-ogqG zF>TZ44`TIKEQqSFiGOQIQ-W*@Tt*3xs0G#DNC{Gnrx9312o-tf$1z;5nO@0cD%HNvZM%}Ne(04iDW?lExKC@bm+ zs^K~t;#|rv8w2gZkc(F?A$L5&y5>^4{6jQj01YT3ZKpg&O*ef@Wn;!d*GuOkt_e8H z$BLXmwebqC8RA^atk}pj*X9Ip`i_P_QL)%c9AqC-g6&I|41aQ|?iv0kI`=IOYTz}o zMB}MLP9^-6@eP>+&F92=yBuoefvi*%JNGF)MGnFcVlpp3t)3a`3r?zK=5Z|@ z?B(+bD8Hx;_=I0w%Og+3`6$>!GSX|Fd5V>*9dDQwvJ8cw=foyBxTk$MMMOo9EZX%s z7rn)P4e>qo^%C)cc)yrkcw(SGs1)BB5X^S3I_ZTpNc=;|;IG71it#CvzL^yG?SmyN<~FX{<_%@zu@T1}r>)#jU!R$sw7#Q3PpX0Mrxz9|s)1q@s6f(ydd3ZA zJ-kH(HRselL)>(yCiNXsSb2;}5bEJKJAUC8Yhw1Iz9G7?H4oGYh%

KttsmUrO8KAu#LE==^<`R`RP^Dd6q%DUCtmjQ(02rL2`?TYf#GKR^S!f zLIjjcc}I-cbTGWV%A9N^Yht;Y5XkKie8Q?rMROm54@_r!h0DhZyJ2)K>ZRLW>OG1u zy#Taor!@$inh!SN{-J;dtqr@<`GEwJV0G=CP#6LH^C@6064T-~M0hgKm{S{e-tViI z%$|26RHN4rt*VR{VEKm*tDAqgDsxWY^4*?pUghRM9(Rmr5%`1Y^9;~u9wKXvw!#z_ zaK%b?bq&5e!(9;P)F3x-VvttT#89!lwF)@=Fsro^Qfj?0TPVu5*LK)&p!w=tjokuV ztrn8ciCCiZNW*p1+#eAQ6$4vtFP2_g0prBQqFt%8CmO=y^Ba7^3N45xex(Wfog+Q> z8ga~N&8yUQJTUF-7uXYta28X{v%k1`RPFbX+%M*0qT3pI<(9OuN8Gt+w&vGQF#M6f zbqy}UG7m95KIO(W5JAnJqp;4pfv!I=#FnBjo~G>n;`uglDv&HU@I;v(s6=vo#eANl z+kU27nJC?jbCS0I01)rQZx_rqekY&x7P(`tU=7%g5FdXK1zt*y2+2BuTcvYyvs4}> zK<$@6b5NE4024#;EKuVOf7=V$)D}4}h?qTfQ)Ta|_mQqP13CHr;L<$kgG@1< z9%HJGRs`yyc)7@^$4+>dHX>C@9U3~hRo>*Gaq@QqOW)>UR{Q2(Zly)7_D!uuFjCGw zU}MT40OsJOU(d|$x{T}3QNz58pW7Xq;xMv9y6A{_vm#hai}FFr{{V?a^H1s`?l2Bq zH1}~1u`dO00%jU(xZ{dFcL^G+(SK2rKxt=E@olo6qo>qLVJ5+H)$>q=jXYma*=gsx zmX@h6U`Cm(TdZLKUes7QC?67rf*H1`BK4ppir++Zg&eqGEB6}e>zPh2;kk5)Ydk_I zRXswesE)P`bjMPDY{Zq6v9j_DT@GQ8mu3*yzTuIA0=jRfh+sAIE=WJPsx%LL z!vtL}JrV)oiHky-Mi>k{_=QEW#J3@yR4&NMrN60YLi&o4U*_dI3gVt)148Qfga>{M ztl9CzxH+TDPf=E`bI`3hA^=b~_Z+1Gw8ahGvt|QIjLE}!8A8LDXrXrV4*BoCCG7F; zC!uLBI0e~ZbbzeginvDKs2BuCSD&a!L0sZlgL|p93tB{QBYq=v4x=#Y*WbAPd8XM? z1Bhyu%ltt}U^<8bTh~)G(s2|DEmPb~AT&5Ln4U}0j(5+AXh1c)#5TaHkL&^U+-OmE z>IHVW?U>jB?inbm-KlyNS1XNHN?a8lk$-UxwLDu1>sL6DXArC9iCgezXI#a!f*xYs z*Ud(7O^356q4?PEDlUjCU~Z^(FdAR(7o|PISKZNXQ0gVun1$RHFx?Mu@~-SDz%R5L6p|%_h4(B3gOKn$}bz zPg98l&obrz0K`%eoQH}znFy%I*Ur{?hP;T?p!Mh4)s0!&9D7%+B`x_J|oyK?rpsLoDMFc*-taW z`aoKe7zTg_>Ybf}pBI|GB0%KJ|Bh^o{{7Y3f?Cp7L654~LlMfR(zM%%L7chCyELS=_|WpD8VpI0uP&R8GCa z)q%nN$HG<`?B*L?c5J0n2(i$;>Roq0wIJZ%xUJYO?l}OVp<<&$v{z9fuYs*ig?GN7 z0Z6@%W%Cvw4k>m!sB5f((l^1^wg4IWhLx+`h7@U3PJ36Kau~Z=006gOM^NQ207KN; zQ<(@28{z~Mr_3e+5?vT>?uvwLKBdGP;`*17S8Es9(+WrU(CL`8HTE>xp_t?8(v7XC>>5V0AP+0{$&6cS?VLX&GYUMuveTTIymWu z>!9owHd)+6^UlVeS1MFMbbv;exmgcLMu*JSCmU%;mnasqX20_s*s!;2 z#NQZssaoq8gL;DAui^qNekJq0^W6A~^#$F;4_{;+uj&;xrWhp1SH0^X*NoZFN}YmO z-^2=9Ay1ekb?O(Lg>J=T_hbd{5JSW`2K_>dC3}QHqA;SqqEo4!YmTOLh^K@3o<`vV zb$2%5a3T2dII*TEbq1}txf?8<2clUZCe!W}VlmsSidC{QUTO|67xczZer1?fhytT) zB{qiF{7uBl=#IJ<4qJrH6j#K{v+5%_v$^bj};9qADA)k)pH*we0iMSzU5gwvn5s&jvVqHGF@Nd zG*K*TKN0#{>SFim9i{$dDQC{VaAj{u;aPs7$2-Fc!`{Rf&3KfGQZcOdHkeH>it6|sr48w_^gJyUU-%${J?6f z)Z9#{=G3Wq%zop|`~Wshuv?B{7LIL%fR8;8lG0xIhn)7c8|n@97N`waWKU_@>IrRO zSiB(FlH^ZHg<zIBO|30q9Z!2$9g1D|98uP1F_>u1q8p@RMyl@UVssH!;%PS3c$Jh; zsMM5l^h2mxYRifY%J1B*qe8Ia2*JB*ne@)YS~dr zTB%iRsd$loBNy7aP)k$0IVI@r;$2`1GzW;;(9!+39TUxK%s2`8mr`2cg)Do{CjcDv z3YY-^Vk76GL>c|T$jkiQ;ahL)B!FEj^rFBs-=Jz~ov zZh&elqHXalqku89FYzuN{E%Z=_@6Unhl)JZeJ2sVc8NvLJ(mkS_?3VITNqgju4X^e zxpEFbt{yv%E4z<7-w|+m^A`}-2c>18a~scI;IG8VvA4&>P2S5bf4OzsvOGW=S>jhm zYY5d&{^B)n5u*5wiONh9k3?#%m38{!SUFEJ;Cy#2Pl#VBW(h%;Ow(JqCz{Kg;wn1D z*|rW?JV6n!h}AV1V)~7MtfH*gN?TC72z!Ttb7Gsj$f?$wj{N(cKl3^90aa3mZeuA{ zaV#CfpBzg!TYhF&PoGe;&ia9E@8&Ie_>B{p!B$)-JS1vwj#xmRa$n8&D7^Wd@{e$$ z)4rwYZ$EIRZKSnm*XAZ;P%A$q;@)gz?(Q?N_T+2l=5iiL_mlaBk z3aQ6&L3d{`uv17a>0V{{;IPwHR!`D72Zx^!K}g>*NO>M%J&`;LXR`bA5m8;7C!*m! zEH$>l8xa6}8*rXGZY-hIpOJQ_(E;%E15Uk`UC(Ij0HN-h98?_#7xz1&> z8*n;A(<<&47pkX;e5ACJx~{6|h|Q6*AR+^}myiaoAzCTo;WK-;J!JDtTJc>l@8B!U zxyk9RhY(t`zf4L3994|Hh4~ALcUE29U03xnfDGI%H)Z|bOZt^<4}Hc!0qRkC*{6u^ z!8=YiQ1mwZ$1A`zepqB81<2|X69`-pZDv9Mxa&}gJ)bewqWK~W1Y7{QP=Twa30MIb z1!C1Z69gG;=?N5_tkQg#%>~vGb8m zhYmOmwH_0_FU{ zWAQC_MZvY4MBZ%qnw#9nJwyus0OwOhj&S`)7PJ$H*l&U2=iL$jca|yE?sJq7sYTQ= zLgi~%aVxHlrG(WsX0GZhsRhb{+pS+00(q9Q_u>laxH97GT6mfl6K^C|mV8X{>Z8}@ zd!Nh?j6FnC^)NQvgJJ$Fi;u72IvKlQ4?gQ5l(7Nhh7TmLMYw9((1fZg= zMYU4ZtMhS~UMN-*Rw|9=5v4yo!%ZuQ=n(M%^%G#z8uV+9V1|>{LXp35$Ol;aj*hQe zSx_;kT0mNtI05IV!Jr#wG5KWoe~AA8lKElgAKY%NJgajjb;|=V^gbXHMc(^_Zdh>} zLW8(c1ts!C1uFbPA-NlnopC5&H`@;$9%HSSD_oD!OFTgP-##NC9+8G`j%S}t7=TrK zjixpBAvtPUI2MDH3$7^g)-#SZ}=%=_Y1An%wJ$C4ue2fn4q?W-OocT{SuGN3BBgwO;A#VunD3+rG$ zB|*@GRsf>doJ&~TcMQGxxo8C)M6|Xtr9`_t!%>PCUBSc=+bSyxHAE%ye8O5& zq6r8WhY?t$sMH%!64+loRJu~@OPr=*$8ZSUs-?c6h%WBVW8m>*-9T$4;G#TQOQ0_m zaivODy+dU!ybYB_m2}alF=%rEmq4vhO6J%~4cC|~7IKbXHJrhzy5QzEr2u$_(62)W zwO@;Zk~v9o@axKYjX_hJIFxLIx`P7FMS!VK3?dgtE*Id_G8N}0KP*?wAOsh(qySLL z>OYfWp#TeE9b6qox@JHM?5YbdxTI;j<`L4`mNun%AX(jh;CIvC5m$Po=Ff8IqlbXr zTw4lPnCJ%!4ujk^-kbQ2QGVs$6t7KL`=}#>yEsCh*%8HDsNuK{k5OB%s95XF!;Gzj zwMF$F*-G;opV0!$JDRRkYubQ{l+BvIQ+eI@1cnT0PMn^j)T{5Cls_C#`>}2D604FU ze&DkOJP-=vtEivfF>Joi68&0xh4T)j{{VAByvmFss{PM>sAGxwiaX3A(cGlqM&VPA z38r%$YRE?g$A1!n5Fq*9s!)t20n_dZIKHN7N|(#Wxl)aOVRpiFbvS~m&zXBl`;Nf1 zbqKHq_X<*s^*$e&dceONM@Q68G=3`OZsQ(*5mzs9#TCR<{{T?>N1t+jwIX}!Q* z086U$^U(qWLtIXNIF7j=EWhI;tZFTHhlycS;yt~6MgZ@Mm-j>}=HuS-{7dQvX3Lm1 zw#%=Ns5(}}ccQr^n?Eezif2}#%W~)!4Dxev;^Jhmk-<1lk`Gi4H%-8@ z$S?OOl7(N?W*QwKcDiwJvNgUPjsbhr*9*bwJJJD?sraI%43r3j&ZV2y;YGP+oC;saJ3 zgd|f=*mWUl_Fn0|_vRghmmZ7c=4FCbJu>7zRz@oX()Jr77j7jghf;$2$mm7#vamv? zyur7su82WFmp3%$5ts|nENTZ{V)YKhF2al^ghJiIAIvkJ^;c7+CitidXgdDTmzgm! zqm{iqwc-n8gKg{QiF5m)jeH-`4ZIHuiQ)uUTC%g(@dq00(7q3XF5BaNV3dk!Yl?<9 ztHl!>(bby{LY%o{#&el7iUsuu>er{i8K@BMR{$>|E3i;_>N!%DlKGA*?c|j$<-!JC z6*}YUU)N5Eq7uDKqvW*n=5rg&dOED>%K5C>1!URFF8x>*A)|HuSsm z1VNSKh)9ehURB&NrEJ#@;HtIFj%lX6%~p!G%aDHJGqC0N4!DBSxtMYkO}0Nw4PBD) zt@BY#$m5|=D~=}}C02#+=24YT5w2y&>RJBC#)(#vuhhByR}sT)JhH#H#A;t0{6)O3 zWwZN+!Xc!n#{1v=C36#{ejsVZ@iBhol~)aYZg(+y^xQFz+z5dF7*XOBuP3Mptmdn} z>IHL-p-wIMB_*l+LJu6pgz+AOp16pm++h(Fe{m%izM{jAUBay`uMvWooe@rk`Gr^e zm;;`plTp!7%heHgl&XIew^bnRi}kZQ!47G+xyZHLFE`J*Uss&utV8&S zNUxdV*ktmr%t(bWu??R*}rk^ej+-pa*zxZ_uRjjzPgQIP_dOqZaqJKW${gz*AW#I zUFVoCVsc+3Zp$Fdidqo%?OeF%{M;%YeqkX3%h**~zNL7f8@jkTcvpyos(bSi1$*@l z(M7f2sbf@o<{fsfZVM3gtiBWr=2eUet0S!siERN7)Tsc~QFPo03R&MU)&{KGnf=Bv<0X`xT0jY6OzD^j(u-*|uA`3#Uzp2-e!WZtlg=sCS zfeWsbr@xvBeF#`bhmM(lafFBB>i(nc&1OUCb{(G4lfz4YnST&Bkbf|=(lZy3B~(Ro zUZRll*E5O>FX9}bM->kh3jlSFLZ$DB0E=3y<~u1XuH#fty@iO=v6%(X(RiAxb;P@} zH~YA|u^^RvH2_;*S2>hj_vR}JiKM)WZ+>CYi#xbOv=5kd@T(WuXdjXQ@@3?t zPw$yeQo7_I8(l>=fw8VwN&#F^6|`MM5Ks*e+SDq|MX*pf5m`b*wo;L+ z30zb@RhY_pPq81UDz#iQ1aS8ieyS5)>}tA~2bzpioFxYnMmy>?>)dIHlEjp)L$@() z#qlY7B~izy%H!%4dGT_hxt_mKRPHOrl?e0mQR=ua57bq7`ihSbu34=w^C+Ibm>w9J z-oVj?hTd~17UztHKKg)q`Gg91=z%mBae)oJLJu_va>KHl@Wc&r0mW1!`63fiSfOkM zz;;TPPgA3}uTWBziJeu~U`6-M$J_dcW8C3>-~;g~!t-ILdAeL4c=c>l<=6EO7g42H z zX?ZNlGqZ>Rjt=evNV_TxYuh*Bd_({SN2>_Ycg%a+U#RwY?32R;u>~`T$XJk6UX?5ea;>br-i)+w%}mwgnvS zG6h@Is|1g(VH$RvRBF+6*#as0mj?R%%Owj%GN|64rd`$)q5h!8o#!PEWpuUo9TfK+ zEe^)uDi3ykVDz(^<^%yBQtb;)8j2`~xpORCKe>Ua3a-PBHUL&v50W)b!??o4PdrQE z@d1mg$IM%lN~(tN(O!=cNpMv?!mPSu;#g@TR`;^j*qku?BkM?R)q#!$P{+kmp5lWS zox=-7J@XP04ZsA8I)F-}@eP_5(C!?dBUdE81@a*tia^2r_>3KWM`2+p zON6!FBX2OR0$$$7B?gX-grOCpV;RzJ9F+*X@+G;&M;SVxB@1G4G0x;;l|2$v{C zZzjZIAoA4I1JN&&)VKyMtKNyyk3@J1rB}o&G&gnX02z0-iDPmlzCNNjs=XEg3-Nae z1zY0w5p}V^Nwsi!V&tZ*Tk@~<7}i)e&x+tWAcF@~Q`)YWDJdrm7 z&RT?YFyC^^aOe6&hP*tt)U8O}i4d(3s2m0MMnN0nsahw9d=0J$u-V#BMZP>secu%1 zs;bp#e83@~`Q}u?MTyisCCn}|f&;Gys8dc4nRQO`0#zQ9s|-R`x~o@lkb7Cm!XQJ9 zm9+56)Z!-yzcFsNX;8Az9PG#fHod~BO_O&(qg9W^H}wR?WUm2!wi``X&n&B|x@r*w zl?x#SR_0CxwZA|3coThoC2uI`vQ=X;a%?Lhqgkv~@e6MoJSIUtayZ-1nMJpp`Hj8&`#JP71X51|qG!GMkznBwWihwr=c9vnjVs+2lsB`#)tIwH0r7?n6 zSsJ!aQDV=;dIVhhMQwhi!h?DvJA@kakxp{xIn{E+2cJHnI%m{vaOd1~ zIS%1dsgnlamJc4|Z%`@ktC=TV!504jnOX(3B?_jt8UV}YZczSVLbj(`7YI&5rLXrI z4_{LLHhv>8rZrc+fV4g;8?-DJ$t$=Du)oBm&N!6;K`&=ewAQmZfjyb=aTxNHJQu8B z1p&dy8e^sF;v_3lcQE7BLcUI;Eh#c;>b_&RCEl?(R2xywo}#Ny&oNScR9bnW%kBVX zKZvBpDsNglf~^|$4h#XSTZ@rg<(D4-Z=fNduynE11Kqa(YPf`Uy~Zms4VOTzd5U5~ zd(FZGp-(b`URe-F3-gfDcT(6&gDn(`S!&GZ#65oNy4YqRMkFSXv}z3;bh4&w>tHxL zaUO3blTWziF~VNQxR1{ez(vwHB|R}jOZpgCq43QBw=(d&d_zX+&v8pqazxg}&}kF~ z>qrWjz9oUAZ_FaXk1ueHrnw;~tG)FDsZP91{BYs?$8OQBW52jVzz(8a0DMaDTHs~W ziRQYSG)9%89R-4|lyn&CgJ(n{!a1)Hq61rEw&FfxZQHH}sx`X&yvCcm;vcwaw@~hb zRm?uBl|jma)fJ?+VZCpedxZ}DL+#4R`M#q7L*74aL*Kv!e-J$u+~d@CwQ-Dk4)Nj{ z5~GgT_(eF$M{QG=7=29g%Cb2&aSjR;Y+Td^upyVsZlQc$LAL>w(BBO~NH2ps{vmp; zFpP?xtGMx9TDp$P73a1#w%0)5mq{&WmRVR|At=(FJijrmfCq4ENn8+?@bee|DpwIz zQtqoI)k`;iW50%z?pD|zHx62)=eAt5C2+)n2F)NPRc_15IL13Gb32>C9u8_H_K?zJ zAEIRq!7ZxvSV2y;NGX6FF}>B${L9CLK3p(wyC5Dnk~1&@)DKB_DnOaxqJMFk7AGQ6 zA0R+HF=qq`TdUkPp*o@p<$*5aqT>681#tk}NJ}m_hNI>QbdJ4!%P$Y8BN+G8R7WNE zN4_O)!%ij|M_xZu)!fsFy6RT<{l^YYTx@TyuXWfMFd_qa$yz@0WZV2#xA>*swAwk5yf-ssN+*A+x;%eLX9S;ZU zD!&n0ynZ8nfA$0xv)>I5A!W}7vfmmZyaQQ8*|1!DyD#y?hqg_9ffSKlc;>R zsX-J7P(Wgb>KsZ|*N6tkF!AtCZB6Y&9(wZ`3VdX8vwX%OUGuTyMOGz8eig23xCFjF zBQ|Y(Fw<3USsGEiWFY`4!yMY5sYOQJokx65akmn~%MiN<@fRgt0e~o1PjbU*FFKO8 zCF5{Ib+Y$k06na&0B`dz%_3O0W-EE^miSBJKGh z(Jf#*@ejHX0u#_`ElV3ou~4cxWNxK($q7pf&fwBr+UCbL3(Ihty1f$=-!x0pL!g)V zE1;;whR<+?*Y=hghRSS&zyq5W6N@}SRckFOU#L7)V+=I!h-MZ+!m@-w%}Sp z=B^_(lP>o3LDjIuq=ssxEtG0zUxpB%iBXqhusDTDX|$(5#MRpl7?zaC)ivL?5^Sf$ zY*=)2DL&_kRJphSsFO|ksA<&&*Idp_5XuW>oW&%N<&?x|nuh7P4KeAAZEM@H(~ZZ> z615JaLN3g=h#f&%v6^KIB&g)H3(ORtI3Eit7pp_KraqdAML_S~@`stVWvfqI;UBo@K=mpD8gAr-gehIHQ=N`)7s zA((#^Dop@)D0L3ojM;wU;ithJ5ZzxNsMYODjnoBpTmckA`kkTk&*mNV%sEw;?W&Ef za$3?~xpK`})F$|ZSfmA)^9Vyr^9oQw2s?UqU6Pi z5M)#`AT55QSGmg57Wj-cvo1J`qnOgVi(kyT@L3gJ`pLgvaDi1&ivFXl*wD+`*7$*W zOYt4w&k+t*{{V<8spsx8txM738>C7<@>-@kT7+r4>L^>V1a!j{ULXia|bpy!et{;QZ<0Uj*u<~GZ6 z@?>h~aTAs%bNxYC2LAx^FU1TtUUkH1Y$~9hFS*G0b|J0x5i0}~-!&Pv{4ifY!abJ? z3~NxAPwE+~QK)yDsOVoG6Vt>^PXmZ(mFFd#IrRiCvI5{jqJz{s)AhvO#(YA6Zu__+ ze{p-_QO*7#a(*IHVN5z*4K{3HoVCoTRp+QiDr<|1sJh}zno{|W#dNneAOtUJ4cGB2 zE7m;2s^!4A^|u=hr_`oJonP}SkYSJ*Kp4|hvcb~%s6`JPR0FF|Fj_~~GUA5W0WAOw zs7jc1Eur}`098!tZbc8d&%)uA168#JzCkixVHc=?s^h3@l_aYa0XcfMl^Glec!@-cW6lxEHtigE5YLyfrUPmGr+Uzp&4csq{U zM+$NT0y`?N+&N0?l(t$>8muPF7VZh~b5iBa(JR0Sq%JINCP&IddLdxUJ9&sL??uD3 zA4iCcQ&+?_ZKInBUl%!mR8$IoBg7oE9K~T%!^C%J9*1G|QsyQk#Z}0~Rtz-;n)4H> zq3MGgwXZVYjj$RJr*Pwd;xh6qC0{Shyw$d378Ha_2ku-{QRZBbW7Mk{BdCjf^($82 zeL#A$6Wb*c+RNe}s9Yfoxcx%(R5gvFO7$vN&)g)hVX*m@3)1Z*x;P~#J4xw45Y`STumRI@e_TXqxnqTSj+ehN z^-OZM8q>L7S6*VR()ykzM!Wu^siLkaVm0PDZ9g)Ts4S(5;?>Lgyk+*j$$VZdK@sGe z2?3%KM6W9^0MLtyYNka)T*PCk#_M1Oa+0bHmPO(dmtTm0Da;|;V1{5kLWQM}Z`%nu zl@3cP7^{vOC|yh#g*6RY3-iesK>%$=jd#;>;bYqw7N10PpaZykQP|lU zu%)RmO=3NeqZVpP0!MbmT500rThjQ0SpFfDReMJhD~B5|FKw4BRh> zO76V(D7tt~CG05q8i$mt#$G=FyexZbQyYobS2b!%@*S=&4MNe2DCAnega(KvDa z5KgY5QlK0{t&VG%mm6y!AIZH!a++J?^ESXuyME%?t+tzCQ7zP6&scaqpw2xtGElIVZPc zpUQQD8=>0hu5K5}5nMfOT32Sha^uyzch7B{`4rgEaU{QR>!mk&0Xo*KUl&RrLcTXt z90ZOxC0e2->;(vrmVDJfg5xjK?*9S&;`)485@L~EI)=9u(;Vc7GoWK=QlZy}d9)w( zB}rSnm24fanct2n;v)EQSy^m8cxuj>IJ@!LH?zt-t9~8tYW@981;rYU(-U!|KK=$v zN53n-PgFU>dY=qs1uT2$Nd6~FzQ#0<1Mv*WZal=%ikjoIH6)_UV@kdCj{smYpA?SVpm+(W#X?Fz~O!znq|Rs~%?cvGW~_2FIM@TQIl#wS$oY5}reg}F$d z4VPtw1;Q`O9xM*BKVI9?X4sZ#j`>yX%x_QDkukn3)qiAZqD>pnokg|Og%ggL&2^ky zdXC|0O`Ge_eKjmQZiAPp5Rye&>e<_HXk=szJF{#(OE5X)JbU6{Z&ka(Iqw_Ws9$GM z12^7HUwn8WRMq*!>vMbi1@}VB8R4dnMmdd)i8GF-D_`CrbH#+n!G34}-R<^)nOc*f z2L~6NCHBZLgIr;0G$Ta6tzk2W$5D}sI^+YAl06Brcfe7!{qY{}8#K%86dF|Zbf&ZS zs1D1+E&RqMdPaiVCFdf)^=S!y*T8sQFV|=9c|+5$l>h#<;pW7PlpyfuA}t!6X2W~J zKnsPt4Xd4DG(H1QGOo*Hyw81Tp;_^g#waPxJNo6=b`2&yygA4YgGE36+S{!o(Q6DGc`BmjW1P+jW*|D>1O?@W=#Vx zln$}Kx{h?^;bm#d8$Ud`E!A?tmS;c2lj`C%q_}fNmTMPxX!$0=RO|mCC*F)W;(kh3 zEu=G>t1(qftRHeHaIT6g^Lnm>$JDw)1GYxh6UEp>Rs9Wha`*;MF=5XIJ!caWDO_F8Cd5yI(8nSC*RX6=js`&Pc-s`Pq26~R)_8+SzR1*rZpZ$l8-(slI}a_;WIN)#0zReGPX@W4s?4Yba> z)jZtlyP={8r85E98j}|C0SP?Rx$Cb?9;}`DcKN?Vs=T*!Q3{SV&x73eZa(8bkQYo?N+n_PQznqbOoy__ zJMv1myaG)~gRs)=zu$&zgHIEt`gry$rn~Myzq955shi)j*uV`#^}9O$80iHioHNn7 zQwlqAXnx>6Nkp}|jelLeZuH{~$YukjtB~kcr%sK)`gHv?d?$j82M8Uwyv^mKS0+A~ zZdZ67`a@EdsT0~`sYVRz>dsh<&L!^8eZ;l^{@kOwK(Qj+VX<1vViI>JAsyyAwqpar zyU3tP0mmfNTH045RZWeGJ>rLU_RK(cL2QST>K~keu$#)Q#W8omWzA+Nj)@YIsks?? zaE%;dJZ_)iy*)*=nU_A|Y=g|!K)<&5MaROmW=zeN8ynBMAY9R}Ue$J_C_uKg9#-(o z4j9XRw(HQPSz{C;B_iZ*vZmvxVHW!p;^qc49@!i6UJj?PewFuIymApOyKDjO% z15;b`9rT73c>A6D(FU!sC7*3cCpt&Lax#q5jf~L4OX%_kic!<{U~<2jPv&4b>T($e zHqa3Yv10$-iaAp>3al5mr^yqg3L&??<2BW-xu$-hnFBnpl=V@3i5#u}<&R2p9JxrZ(l!d1R$rBCOv8?h-8+k0V-XEdOr z2d~Jo$*};sQ=wz9Y*aLWiB&uQ8c(UkM<{;)xsDTS=cjc24)RvE=!!epacRccby`N2 ztY|pgktF_BTs7x^fK-EUBOg~WG<(fv=qs@8guH#5GERpOk~=mcb3EW?l(s&pS6&z8 zORY24GUvv^V@?#^{(?0RoHg(lTYvtTMw67`KlV(^;}>D;SXqi`uR_+Qx*TSg^VBDd z9dH;#0Xw8JmJ3)VC~=joDX9F3@MqAuamJAtv0;oCP()v3{%*i<_cbRnOh)=3jj>J5#UL97*TGe)19qU{?0HCTTTOU6BD4H1H* z`UMUx`Bp;z11esBxU7S-M(#{~c^ApSlv#rVy@UMCa5lTO#gd{mCtdf~qVOGY*QDhP zvBRnZj`VO%6~Wf*>vIUAnTQZI?suUyDU)bn_N=@zh^0ic94>ZCj|~SgEO|s?T$y*P zMKOX7CuwcG`G1wuO3nsn6Ix+S6zz{UY|1NJ0!Q_svS$}KiU-If5(F1cMlyz+HYf<0 z=sh8ebopn8V*yRL^h??5R7<)vQ*mKBbr?@x(F1#9ft&X>HU>os`V~q`bA*G;e;4d7 zpj`u7L0t?n8LzX|_^RSCrCS>)e4r1ai??~BWlDkGqT7VoRbflCcj)04JGB@6<981P zZ&Y09AD{8R{ULLs^|p6fb81+#;rpOQs>*v2sg$6YznkcCEL6BEGx#eX(Rd$G$d9~6+sAjGiWV{V zUT}307ij||_G52mKBYbV$*=U*psu`?O9-=Tp7MRl_M_OLO*t(H{}~PR%Ci_k(U2{+%?-dp)H@cbRFE z5KaU%=ZEAqZhNrlJPMoAQ#|1xAH_;RQ`YCYQ>sQw|Kp65Kc3Br^{>$jFFz==G&W1mu7oV}{T4-f9%Iagj2>)GHcDv|%Hlm3k+cj#e4k7i z7&(!rdSg9CwR{qQcPm#A%pqN~c+0RJ+FY=^%=gv~}VwY9U69Ex~`6g_YDbnPC6S~P(vFCDm z;y~Se|AOBl8>W^q_MxuzkBJOh&KqxNzwNGfk1`oAOLDw2f}VQ8mI(ne<2pD}7aP_nxzx5>zA0npUzy(GY_`>fsyhuOiLNe>?+*q|9qbZzr|!^y7GjU)^{o`TD>-_ z|8HFI+5`ydmX1jXqP0N+zq}NBZ7xC90SK{Q+5KFS^sxO;rQhz)nd1DOo3~`ffB2DL zb4eH2qdOS0?d^V(MFnHf`)^kwJlFG@|DwG=J zZjPtx+aWJwIM=$h$}qgI3*_09(mGE8r>|$!r9mGW^tTw}VL3Xy>h>yCx$$ttTS6`~ z#kqnI7u!!3d9bR?SZ_6ups>S=hm&FjdE|on`R)BQ=taKM{{S6ywM7D;QbGBwU%5^{ zWa-bCH8Us!&cFJ>0vak{nF#n_Jy2U(#J7sQdTt1>$cCxkM3RIybxGf`P#YU)fH=&4TDHO5GvN%@aX@5^g`H?7F=Sa-?y z)D#ZkZIKKQ)%Hk;Ewr>5WGEoA?AC8Zrd!&O<&Etl=^*+$whwHn>6Kbj{upXw2pAzy zwT8O3DKz);LxNFB#9_%0h!TB3JowezZlF+z-A@789>9)WXLpmsr!t3=#talDt19+SlK4@Gkt5&9wFr~#vJ)m~p&69xz814gYjtUu&$3Sh{BATD zZjn!oJw?1NaJ%gd7Oorf^d(#$P9LNZcW_ppikDm9b`I=l%yLWJ_cF=$Ez306F*HBQ z5|MlKjKOcXqX4lI&>U+ z#7?1mIai!AZ}sn2AdDr;Ob>xCixeweDG(a_lWVO}(F(h*$0$2R)f7BDQlRS64Dhy3 z$0*e%CiKP~OJ9Ar>Z_qaC(678^P2?nk+$m$ZJSY8J_n&5(u6&p`ux=SOq=F&fjMrqS+2C(Py5P9L66tsD>Kvd){UQlBwcCve+(3P!Zu z$h{<~iYNz9p9VU6{^XmkqYGlL6FdJhH=94w(eR(uKv!D-g;cNQkJmNBg&570ZS6l+ zYJ|%dca-0U$oPy)$Wd;RD#Yi6BW9e!n?#)T*JTjgO3gpNdHsStPx=&8xRA+vN10r< ze+0ZQG-tP#V1)2B4X=nO&u`DM$2S_qi)Lke(_~t_Hp#p9AZ-)vgo-%>?sj6 z2@vCw8E9BD;kWegHbqmTZdyd zPme0#I@Rw&6kmb~odsE$`9Ff)X9$1lpG{#;J#gu`r`Ml{F1zbkIMJtddPb+?R{`25x?Fa>;?#o|Oai+R zqUqF+uqIL_I+I@G4b(QdX78(F#785CB^?;cV1oV8eFrtzD`C2%br;_m%m>vhQ-tN zGW!Nqt@q=-4KcE8u&A?63mf1foJW{i0@T3SpT3Mu6k<%JuCrF>gxsU5Q3Dy-*B8QkiLad+(lJ2mf+6pc-)T|LtC7I)E`!mMzPMg2 z2P}9f8G?Te*65LLJVGzLmv<4xIiD&8UY3`C4C+yEBGbeZA|9bXFD;{|>;4C@#c<*K zh>gnu&xlPrdN$9zk;=TY1La87@!{0TO){v#4AdtPrP0yCpzv>~P!{fLnag>`YSyVT zZ~wsnKPef`>E9WCCy40q!rJ`J4Ii%;A~)DKEzWtbW%pKuzPI)2zZ;q?$oSUONi^#h z>Nkr&N%mOKhEWfE4lRMjI3_yG?=(gy&Z7~8FM}lZ_ZN(X!fwRczNh)4Q5Dnpf%Xf2+dE)@VO0p_ zIPp4R#wpxANUAPUfBA$5v+K?pF2%CZpOM5;;D9(6aAsrQ*HdpU?gFS?Ryv?rir#*e zMZTyi2rRPB;VG-<@ezp>+`F;@qx=3fT}i+3@E{M0!>$P7*j$$zGJB zho`)3OY|b$m^I&*(whxi(2Yvi=cU^PFadMyFP)0y&34^AAng8XPQp= z*d1}*NS@vU1(im+)n26{p{2*e1H>vxzIzYw0!;gaNJ}2%{AQ@GB!Vd0te~SWX1Lh3ltS;B1&TqsSiU}7 zsdG_^wHuG!$qWpJN3&=JcZ^L3`hU>xcR11HUhmtOT0_?;i>8nr{qG>QIfe4o-&FWY zea$M-60@OH%~VENUxK|*hh%#rsdjSRHcVae&)iuls3077&8oPB`y*@%o-ofOtev%o zz{{L6Z<6c`&)6#xC9^|O)KS?EY#il-t3(lTLkOfLHO1y3RwBvU|5gD)-t{*M*m8*> zHg2I=sI!xCEw5B*W=;I8;OuzIh+@;6MwLG>TbX3==h-8K=8bf0Fvh)<8|J#@_Up&e zmfX3B!9`V#r$b||Q2zCuj|eO2)M1x*(1h6XftEeqI{ynk{X2+`YLa-PCBSJ)TiHGd zYDY|27OR56@<*>w!ok&U&6oL2uH94t$>9LyzDCre%9sm2BU7)$A6>i$F9N^erbx=P zsNuE(Gc`|ss_x3O&;J*PmbHc7pbL9U?2V|b;{;B_X-5Ub1kXd<4X2mN z#?37f)@3rTj(kjjG38W?Agleqf&#)W+D3}9z4s};C5Taz6qTS!>Dr=R$gq~RaA_7>xn6geE_wRcxvH%-LC?=&H9$Yp6wfNdo*!fD;t}; zj;|?oHtsPrI-QC5)*tx$%a{L)XYv!Ln-qS~dydV=Y|vi&o!TDV{d(aqyeIZ3cN;XQ9& zHm2)^uH4HwX--VVie-u`(_VQWTv&WLsL>@Qr>Fs`7xC?S2@~n?FTQ;^GlKTC4YY7o zt+Mm>4z$z07^RwuSMCouFK?npr8|T_=C&&g#JrimT0j`JHi7hHYQ-Tc$6V|Gyn}zn zhN)A#0Z+rjZYcXUJ9^DAO4~Z$lyuG?ddZoGucy_VzD#Q9?@N!z=}VP9)YTXJST9uy zq+0@i6c^Cgm3Pm1_VJy}97qn?9URT;1mA>U4Ne|6FnAw)%ACvVO!Bqn^vhs!ic$9r z$i_nOaexUhIfw!(@PjKJ1z(;=h=G6K_?p7BnyDS>rcKi)NYnh`%p97tBUt&g5a; zm4P+$*%R#Cb6!0UTl>Li;haCpX9+rI>*FzK;0J|zZ?^nsnOEi8b$E4S#7=kCX_7H#t*$X?JHq- zpY461Jh%z^n@T-SyA9OJl6-VmT7_JHCmj#6jU2f@{zls^pQt+1Bj*RD)(ennZQ}JY zWR}oPHI_6!f?-JW6ia{P8;&o%lkeg$OWE|#UH@5R8K&{dA_LJ$t4+-S)sRqSIlUL9nlPw-q&^*Lx(+*<6lh%f z(Lb$(*Yg{oZ>~SQ##DNti0m58^PmR*HOs|B zgl7H1K4})*(+{7W@oDNGveC2c85DiZB+HfPW})Cn7+e)*$l?FfX3rg1C7vPbgz2I( ze-tjCLh6Cl`KqcMG<4m{tnYa{l(NrSz0m2xAEZ;k7xwSz+oNVnzhW~Q0_;Uh6kou$ zC{%5B3J`F72Tc_a6Zb1ONCu98DtuQb(8=CH&o-)+Y%`Q67)qE1S$|tj&goH1#|Ct~ zZhO!j_yqq@&S0%E%iKE3(jh(Mp;C^`j88W|#>g<~NZ{BX@tKOet%#+}PPi@rD7coV z-F>zoGtkX2A!VT9ODtEv@M|_DYxQOX>PQUZh7H#EkD#*oIvV_7aFaHs*jhWc@59>B zG0``um7UT}{xFsNYC2>FfTzoDcy~=xf5lU;C=zHqJgkkGdSuyp0P$vpOI=m4)da(U zKK9G_^fBT6Q@}$dm-(aS2yV^3sj!6>HiA9SHB$YLtNl%JKGL1Me&IwzvA%&EM}<65 zy_dKdv$09$H7RG8pb35*3%zIiIfzfC0;YtBfhNmnBAAu6S(sY%oVIT0aciy1RRwgg zV{f~!LxEOWvuUEzsii>$(BYjsL(=+j3XVdGaa}S%>~%~^C6~7@F{bnbN>39E9N?Fd zPY6I~B=UwwilB}~e}4RuXleTWn+6myM~vQ?C-eK~^2tao+>bOqE#YLGX5WvSzq~a4 zXE`pqGelUsFs@P>S2dU_sV3J0=%331gQ?h4`Ltw=W8SB9v?keR{tTEhZ$0|m0(bxM zO|Cze`Nq%)Lq%n}1cXRW&$eHzgY9<^E|MtL=gJ25%yF6*eES(j zsCK6k^{p=t+HBrnqDnHUej;c=0y1^wr@Aw@V6X1ZqvIE0(YF+&8zz|LI#<{$WOqA! zZ|7}N1N#c9o`+Pm8uFADx z2(y%VCuHY?a?ZPs!Uybyb}e;zoF@%;^%N`nX&a(+{eE1~ed;YzX1NvlsnR%UKa2V6 z!XV(3#1r(_e46Q-IQy$GQ&6TVgW7$T%xzjml9Ci!;=?i_>*tk3K~r~dp`>wOW#ET0 zV~gvLXtg{-yJj67<3Y8Y3z9MQt_ZGXccggVlk&$LoVRaziT?_o{?8qHuo`j=z)x!M zV@CMR`R9qE+3tRW)oJEnRtupMT2CSkX5xpxL@V;hbT{P3YPUa4pM?~E}Z(nb})zmy}CpuZAL z)2J@RMqhUGCG6Z?IlWOou4c_5s(S=Lg2Gu6tQh@>zAPUR0wKLQMTaC_h{QC8r1@xW z#&oke(Pou-r=fVaiZ5D9Vcx@5`&^ZtsV7~>IAG0A*bgNUNeC@)_GIXNUC?P$LQ&9H_{DpkQa*|euUNYBiR5t{+i}-_xJ?6s~i_$IFig^#0jy z9K)CtHKL#)t#O6QHO1Cb6C8U;Q;sGCXq0A$??L1D`4-O4L|&c^3)wfib6*174iZ*3 z1T9X=;3J$ef(b^P44|t*DW`k@OI?um4`I3z-{~IYZn5!8F+h8}!c7j2yH1q~E&@dQ z4o^GLMn)_HOH+vXuCwnquqz68O*zSf>OFz4l%}7Hy7exBp^tMR3)=R(+$K7z#-haH z=W!y3{S-H7$ia4oXJ1@pKG&Q3UR|l}D%?%1pH(XGOpePYl_DmJ3Je5q(963pru07E z8yrX{J5ZO;o^rBRooJ6W?GxS}8GD*?)dtV8*6bXI^~h3+t%hkGV7*PHO}8QWh1D4m znX(?OfZs&TI}|H;zl!R0_Y3|KKcCt3H2tF0IaMVuEk(oqwzrW2(LyXNo}iS5LW?fr z7ad!60+tK5kd|r25~ouL3u~ntOWy3%-KJ&J%M@5}GFgz5F*5ALx#d*0+`?eXqusso z9 z3wQ00OG7b{2U2rw)Em$dc=D2~&42l+k)TD^yUiZPo*2t=(cy2HzZ=?QO+jIA_?O3> zwCfDVWTwCd0Teh)4If1kJeC2=)X`HhdX}Ht<2#+NTjlkNb6P0TeHYK@l-R|%PC~qv z?9PdMUqN0E^YB^idi+EQv3OxN;UNi6`WIZrA;V}*fHO5PKCaH;)x4{ zr>SQ*>#-@y8_NB;(6AS4j8q7IG<(mD=NR=qSEigXFj|gr@Ha{|5S8K(lme152pO-J zpnL`u%eFsF*2YvC-wBmUb#Hd`1j=73kKY#zXY6sFa;CYb14%r0!H;HqMEe^5eSDzs z22u!`3=`e5r?I;k`k6anyk1A8i+vP3>)q7rx1BJZ3NP233>ZJW^ziN@%CaWLX0{Gm zuZs98ne1edMz9#3c^K^=MGZ555+`?s`raSUZjCA-l%CO+VTa=0eKPS{cQJ69+ET)l zyNu1>Tkg`#;i8#1=O!3pGATZ0%QXtFF;TxJusPa1_Fcf+jRX3Fh`D1TT^P38h6Gig zKjgA$p|uG7?lAX(^jFUYqu1Uo+#2G$Y46=gmwojbGVN?UAmYXShZsv4fgpov z91pUM%@Y#JOVf5UBCIoMFT=X={8Zq5fyKm7RmT_}+VR>+JT80I;PWFXh_PT%*rCB| zv!|AGI?$|gl;CmuEE!^X#1+Z_xE`Mev?}glcP@|cVGJ}?gr*&6n0bVgSZJeyy3B&^ zy)y*FxcN$g{zI_4hQ3Ji?{B~-1Ac&)a`(i3s%30u`u}H?;!5##(Or3sj+t-MFB9Va ztaDdry5E-2$vAllL5EH@^K6^svIqyr8tax50wgM%{ei(ph{Xd-x=8@yOo8R3LTCn4 z1e|=Wcp?Gjb%*#~crhzp6=Bd$Hq1zPKTD=#bVdwB<{QJ{*fpl$ucF4R;^P#x~%4p?HE6#@%_F`Yq1kbjG`Aflk(V*&Jhcy$6x`lnpqj(X$Hu6xH-Qy zw6{;EwSw)~G$1cgiKUq|YVktg0>_c67VD9kLvm&2z`{1x{`TxY;x={|l`SX-?vKo> zDZq3eAzFjojAgWLA1c%~h@LE!lImN*T0E#sc|_bP2MClf=l98?Bd0T0?luK6sel5M zo-?%QoXTo4%owPyo)FUw$<}_fCaI32Vq!1RWj?5DL(4mQl)k3SgtpvM1+hd(ORJ>8 zsSlu&18OPHV}1IflfbQr^VotbWzalBQhd;OTJ~Le0}*KXW3<_;F*%*!+up5AUl%s* zj~-0FAtF3Fqk*n>R4{jL&AobEg&F1lt(|k+Iw>wCadNHY#XTii?-7R0QKy5Ql1%Tt+=2#M2N= zsYH}q^^da-KN#3DvV3+|;srlt)J7lC6XMfO6!r51TmvQ43Fmw|*K>d2t2le{xVh0gm*yw+X=uhmnlX>wQ}DRUK6ZTgmYV3TnM zGo~gBQ*T4rY{0G30Sp2B0)MCPzOj?*6gIO{%Cx(rOY*D^t*O2$DzywLngM1xMkrTs z9)ZgU5&@Xh+tC0}<_drUE*>nNxAtB1n z6g2e7&9Q;|OQPwg+7ZuFai{n~>D|q%+)Ng4K@~O)P6l-=d;DHs0QY41I;}T-M`1Ob znO*Wo`Ezr6@-l-w%HP!>68zZTsR#b;*M7u?O7}kBe{P*WD*HR#qW@!6 zUZ}=UY(Td6RuO_J>o>z5#|S8^gO%I+p9hrFZ`9PU!R1b6&l=Hglp!}!iKmZ zwyU!GKr(fVG3Apn)>Ad$?Ig91MdlGPl+{kDuS4Be=7R@Ho5o>AifS~QS*!y>gwTHY zaG1jwmnDK|VGetajdI)WkSG_M{IR6h)$XkypsNNj)?d+oH*n@;~DwDFferv?dj7Zyj;8xRby)V=m}l-Wr<-{ckX9YsziXDW%-S z`HVKz#3Itea42X&POaykm%NR=i&d0}oL&gzF^Z?vqDzu^1{r7&F7Xo%)Pc_@3!^kZXl|6V%6e_8?52V=_zP2{Jk9aBz!hW`1_U9)E2=C{>}e zvV8*9bFIToV$U^%&x2`4pKQ_EA!gX8W6sb&jZ$4aI}VUuCWkX(T$P%-L zr}-oFeZYV7QaE5bcnkjDrmz<}O%x#EUyLj-5KfOcLu7we0`|VbPJ}oml#FIU^5IX`M)6sA4 zD9^|bhjFen@II#NO#PMO*eDrOu+Yd>1RE~xeX#0!>rAR-U>gkZYa8F%GQ$ULFkwtB z8e}p5)@?WA%EU6b{uGCOzBvKuZej6?nB*+<2~<;1DlFC$U}$jK1S{$V)ch`r&+U%M zFiWw=4asO~;FD2N1P)2vp1hFmoKH;VVVZ`4{9%AoczjtW)jN$n9o^|`YY9v5y=^ro zLV-m%7O9s!iotH|%jMif@-LC#w6DZplT?LY;78pQT|`tuCjLQmdYl{)+0&24!+^^Hqo$b{df+$RzYZB2uB{OFdlPlK*H;f z<)l!j(*?haU>k;+tJS9aG*{I&j9q7WW7@n$1J}S6`j7^qu1!4yD?fcn_w`qr<>AhBBg~9^1Zf`k*i;*QNiuxm|5r82K^qj@sQ2jt=#L%$WPI zr>|}+D|Drncskth^G&_~9Q?D|v(BsFP(dlx$e=|oKBJKP%L({>`-PkwnRB&nO-qhc2o9g)hqvvE>gWPPw)egaRLidyOLaUcFX#Gfu{8jhNI27gfyq5sui- zM5yC=>C$3JbT3_BDreZNN+Th3+v+)Gx(pUuS3SHsA?_-Tp)rgLL4R#ExAgQ)L~DC1 zyzNeDgzdPM>rREi|Cy7k6~?{(q0Z(x0ir;7(ugY{6XmOfw%b6TLGd@I&E50ogu~~YjXD_ zQhNZrMzxv@nWXzgA?QC@c*&mjB907)K4K@gxHdiywVrZ0_6J__?lBx5DX*|3Nz@Nq z$m!AcFm1T-;Up}mK%VN-Ztm=D;9LJ1ol<#Y&p}e|I9rc#dxq(1(8w9xn$9VESM6!Z zPNnj!z+v{}82H6$R|zYt$OUH>f9wAM%5`_YN=XK>LVdVbsBD95WzIjbPj124T>=G} z3ea*<9WJUzO2d1fL)@EVWM+b81~@DJ@T$2Mp0TcF(;@VjOf>{ccJ0KgxQ>RV8BE(` zFv8x$V!on(gUys@0T+VK-e(-~q%d3p!A;gQOI_ZTre_yURFPgjlL-vO^%MkFENI<3 znmzHs04Aj4I(c12UW(waE77%LO?Pz;jR9O%(<KJKufae=JjHb_%hhsc@daP#!#C)2mKVcYHxfB-Sg$p%IDLfWQVX&Z zJz`r5DO#whP_<9%&hC=9u+UvD1F_sR__4pfamf4@jgKg63}*UmZuUU&RKPzk$eW6r z*0Iy4K-5&(uASOml4k^%rv55RN?jwzo?5odY3y7io9x=&0s0x^(W>%0t1%_MX7_@7 zK7Xr4YKAoJqBwU7-eG-+aYCF%5{? z-BbWd%iIo%sc{Y--K`E# z%i6MPehve)Z}rr!{80YN2)77btlfcG4-2%zOVSaO;mp*mCMWLiLbhh>3R3y69K<5A z7`ImDPfxq#*k|$zrC+W8HHaMO9{2JAT2*}J;(pF|qEWZ?5pTwwID$|ch(9>xnlfsY zm+)fw+OxzNaY|3cON-9k2udvdI`icDJ!?_dLCm+kwL#vLkMvN`7wUFrri@XzBZH`U zcn)egAbj=%y#`O6+Q@ymR=ok9d7M{?vrF;kMg0$HBL4)Ua%O-e_rHiO`}kZVdug(= zR~sEqBl_0M4(HR#ZM%bq!um?>4+1l}!WT-sZ;G$2EvU3=cE7WkzG#Xtw_zTtQV z?e-+@f4Ua$@asv;&VeZ~s*&(wWbahoW2^PGXBM$W*VrJIB*d(1x_dJ(_no`4pB@GL z*in{sS`^ODC%g(rbyw*12zS_2P^Y!*pDAWL;{l#Kj+G93rFZ>ueU0_1Pd5qcyMDYr z)X6uCsA~*tt;c=ip?MMI4AuaXxf)TBRL32(bJ#DmM*VLFOr~3{%LlTQIHO?G_;Q)l z$MlN1VS(1=GbxFQbb=TE8zu4$$1XDbQ-u*y@LxToerAS)cH~zEOM0bXtnROjTDtRF z88bS?)2S}>8XTB1){+rGBMXJLH1#b$HCXM9QmVrp{Ow8LPT zLGLA|b3tzP3t>t(tA-QrNbgqIpp-`hTgOQRJZnE!01Wgp#&W7zggD+4q^Ip?Sa&8~ zH@I|0flvpz)xz=BV!`f}rIWkqw&Avv9kOdQ)55`4yx79mX=5s~wABqH2Pm&pu~3Xq zcPlmrbIm!J-1ui5pH#>iVAE}iR|`nMA&Fm!)RJ;iStN3MM9rwxu1TWIwb&}zK073J+LV#nZ)mYy* zoSze>=6GK9^vYLpsDr#9GC>EL)h)I?sY#xJ9&slst;ZaX>QZ`HWE+G3(i zgE1V&n`*c|7<@%v<5nC=bkHuFLqPFkMKG)X+8%gT;FV!5B4ue+=7XWA&PL!J^b6Lq z2GkKDWI>(Yx~kt`VyqLI#T zakpp4pm*uYOpSgdVr1g2CBdHOpx+N)wR(IhQPzCv!E5JOck{#73+mn5`MJxzrWMPf z!DBEo1625(>)W{U+b0VKtCv}#;&zZMdTbB$<1y!17Vq16;a$7G#j{Gjm*-l$mVPQ?pUNcGz-t|cRe z0?%2mTjAlDP_X`Sm~6Pp5g zf4tFFbgzTYx$%teSo0tt$Lk3eE98pzJHG8g2(Gi+&{Lo*XJE~(lu;dSDVHa!89m^3 z?v`iVpw+7~??pDlREE9dCE}Ue_ZD`r+o@bGJc=G36e#e6j+@TS-?)NWzf|iL7+7Vv zV^%=XF4-sFZOWz$YWrdbL>oCYO}~-om2u++>|tE&auDxOeYSog+RZiu2M>KzCg5Sx6P_h1_kJ0E zH(Ue;Ud~n^N)`ZX04kHs7MK)J5wHu@xQqzZFENX?X=4tG-LYc1ud|3a1o|Vi1TL;3 z0z7yjUUx(LjhMNvNqj`Ct+{)nTfvgDg$Kl}D_-oHsNX!p@DKg6=&SbyR2N-K;cR6Q z!>HW@XK5c-0#y!fMVMJ^B#Mu4xm&6%mJ|!zfNUwZJK`ItF_u@Pji{wK?glGjk*^Wh zN*claIl%nJtu=XY6=vUwd~`?+G;nQHFRz8%I+tKy z45~z@j$y16=YyCPYQ6}57U?#o^G@iMcwbdBatl|O^yCRua^;{bA`YxokRS|anO_Do z0c&XFjCw7_LLiG*S1RJ5?r~T=i=Pss0Od`Uf())Bn}F!xmjKWkJ0q`Ae9QO+cM8ZD z183Y~ps_&eRHXtbBApZp*^>g%cMfQ1&>T$>XL(@|RlT!g3xM5LLUmNJeUon|I|Jy^ zTPhu5Xqoi^{DLp07+l(j@npF{P8I4DRcQr*?ez>*o_fC!?wWZbqj=O^Bh(b>3K+xy zdKq+z_V7gNqR#|imi1;-=3rW0ejv0QHcNp6=2kswkottu3Cvt|TNK7x+g#N@46)7C zmPW4H?h7X9;xN?%x`rWDN?s!YlJdxQ!JS6gb#S>TAxDVmwXboVeqaI=qpo~QBb-#p zvTU`E1Suww%gBJL+fn-AZTXC-Bd0_lEnam|n+*^Tkq;xu7 z3(T$-^>U$S*3K>p?Sz=mj$*JGRr3k}MTyh~B3vUa8r*hmUox}+@{xtTL}nuHh^(DjxzHXAy`1QjBhBYj;s}mf59z z!vu@cC2zzk5M5th=J3YQ)8bNv6xCcNUJPOjwPwMgrUS>K9YtMLtbKUqHU<0(?onuE zRmQrV{K~kwDa2@D_ZM0<=Y~7^WXVxp0K@7xriQ!`U_0JMU@PD80Nk{BQvu2xu8?8| zrN-2J=3m51cDJ{i`GOm*d_lZzLM-4LEX!^G00qCc64!AzHF*pw?c!;ztolz9o8~!Q zE_tdtLAQ;K^mP@xs^SY?6%7g|btxdnZe~?A<~7}IJIrEIuV88vc#U1NyNu`qTwJAX zy&O-v7+iRBzTx|Qn9c>A2Qzw=?y4H2c+DY0K=`QVAaFGb$SPBe6hT%OEL~EvDBaGl zFpw!)ysx%bKwlik1VZ|RC>6#-5Mh}RBpTu~uCHGbprdY~%s?8g>X}s#;9j7pOUC$O z0Ud*jjZ>_r>Q+>bDJdZpex;C3`IQw{U`U_}KX zBWASbvs+HQ%5qj^EN6Q7sM23ZvO!8 zq0(IdzU7{sw)5W-{6`vL8>~)4equ^MupMEtD5Aac!%MOq0`gfCphB>?6b!}Y6QIC0 z**_jtL~2!yxK*b)uiWEE?YhS_YIAW#X3mZk3(%ZA$0}D)@hYgbt6L0Qs-mG17xxf2 zIQ>8s;)sz7&;c9#zIrV(oPPxq~6WO8!I>M(7$p)NBoS)}KG-I=Vnmym1HwTi;UR zFSIleG04K<<3ZK=fVdwJ*#rroNXc^?_$lB%kd7xJ4?a~l?^;VVZ))0!UrnucS(LdO{f~p?gU$A)wUj%c#TC% zl*%T&n0f==#hmdjz#Jf+YI%$zX?eJHV5DW-=@t&6ugoTZy{JaoJ<6Kj2XRxB>W>Ou z3xsLX&nyZVIM=B7z`Ms1=kB-}%QfUBaW>=T8gyC_=1@_!Ypg&!Dv!)W5IKFGVM+s2 zsRGm&iEYd~d4fa&n2ZB?$liee020#R?H*-H%CrWs(9zGA+;)M89DMqeQk8I0i$r6T z`;HakvC5`#v1=pl8R2}~xlTrCl;eUEMGI7nNkeJYG==B6WeDxB@e8^NN>%vSaYK4O zQ@HXJVjTTOXfE>e36FkQCt6%Z>R-^Kr^E_^s;SSo5`+Y_?hj40aUSjDV3fTfz<_cn zu!h?lQdWM?Y}Tt}&VX|c6ku^;4wC9LEn2TtbHczTpR7Px*Rw1IQxBq$z>sZNv+ zxCIbLY=RV<Mz(xD^`O z2JRe~c~&bb>59rzaN_P<1U}PAH6gOU~fYvC3ZGV=G2K5$IZ8 z76Bmld_*+5uo5MqFDNpAwweM1gFO{~Wja0&F-fYZ64Qw*jT)Ha={umRwX?~e%!4HlH(i_m7qz+K^S zWi_>2#4APB%lH?&W-fh?5c52bP-j2gOh{~AU9mUFgB{SQ6p0BRF^O)W{1QYV03I@Lk-$pMu875!j4hd8da|ZR7DLK z>;ba8$3(W=<%1qBruYV%loYhq1AZnPe5xDvt?!wZq3$+=w%EzSh1WbobPCrIOs;af zjEyV{mRw;~3~F93CsF?Z69(C3#pad@|wG1e99`r)E7|z$4&T@;cC#WW?EI{5zq^_ij9;YB2^-{ z`TqbC#DPZoj2fZC>U2z zDIN6|lj5(5S$j$#5p3@DI@4Eiiv=96#0M?U7ZS}z0e1jJhh{}>iAlWlM|CA_dyaqr zO|B2jyrd-|r`*HELyK811^y-LSzL@^xV{N^1-hxkYd|=tnq6#ZjF&HQEeK|FE$t&_ zDg2P$2S+x>v?*e3Sd7rBaA08Hi~L5(xxY~Hi>@7t2?0u|#HyF7NLX73`-;`U-*TH= z3wzE=v>0W|wPlNtfSAGPja1v#SH!aa0H_C|p=Sq})~Kb2OVkE54m*c>SGiztM67lk`mKFL3I;8%5CqpaaP2*1&N;sgBvhda9uN4A z#0%J7yhF>BDMRr0DS57=3&_mssv*k`vRM zUKBxL>~i6;q}1jozgJ9kGN&%Ym>1(FOjXr*fkf7!kWeVhu4Nqv=QQ^Sl-<)&2F-v` zNpOx7iXUtc)NW8)4D||-3h+v+lgAJ(Y2~A3r3JFg3I+DHe-iMOSc{UPK=Lj9!$2ri zyvmhHUvZ!WOVXpl)DL!=ml`WCBp4KYGNA{aEP_e_!|c7-_*5asD|1;E?f-0 zJ|*QTe)yH*D%&Bl2K;d@g|N!WVL*74! z0qPfk*+(svjU;^P_9++9>?~&JSJZdQ*h3~IE2x!#Ew5~1B0MJ4P5^t>GI(~JLDD!X zo)C%y+Mt1>s^W7av@RC)sFcQWz{+KT&6VR{Fn5xv@k5*Kqoa+L-`EhgVoa#~f5FJ1(|EkbTAo*7QJ&7veBj zJcE}5r7o+O4)vU+SEvHiTjhx~Ik_3oW@Nx+HiQyW!h+@4tmWlCBVz}!QS}m>of4t( z1)&?is0Ff;sVwC1#1snd@LC&^Cgu8Ogby&bdSGrcjc>Geiyvr1N%HKxfjFveI88gQ zBSzmIC1rHm;x$&c-w~}X(E?T@$XG(5SDYd0i!lEH5f}yTs^(H5Z2=0MQKaG;a^6RX z1w+f`B9lTE3*uGKHMB?i8{?uiRaV=Ug36eXqs!0K=QZP-8%e&zNJl*t0swOjD2(uS|4m zFf0!&FnC(MdV!<@z#kpTBK39_&+dhR5WmSlomZZ^&6XY zpVSI5WU$3K*exkdCX%L`nr=KsOa$P0n$^|7?m9#62;gUNhHr4GZ~`#qmt4I?LB#UL z9mZVOd56oPZ^U9)3l9QBTl^!0PCW7MAJzKTo}n>om5u3(&AP-tA=&OA=#6la{{U67 z4kI)~T5A4ck@Qv{02|y^2^bBG$*$0D1OZdQ&BBKYEIdV695w!>!E2RXW(AaY6;{3o zm;+uR5vBM$kA$JZLM_1QiUzp%5vta2Fz8Mp6O{Os`YwM^^$wXyNQR^U*Q+_IQKrxR+RI5D4w(OzdBKNYcpTu7{zlhUoOqPcX zVV%wR{Y2mgu@iJQvGWZpZUhI+66H^U>5UfLD7GrF9F4JTX;odDXg->WfQzkM$RNFj zK^6jraLd(~SSKHGxXWcQ{6;DYUxuTy9tXq`TI&La`iIqHY=_bWabq^G+-XRySm?-A zHxUs=C%)kjZJ>LG%@(ahR6?oo8U?YTDrJT7Qs!@E!XyyN30up8-Z>Oa&$5hIHs ze6pHEHG7#WU+ytQ9X9}hPL85f2w0I|YnxzgA}xNU;e`UOhxKD^$9jNu%Q46>=D@EiXh~akP5mcpF z1cO23X(Gy-@0gi@R;DZ{!W)=gptX5~ zK(&HGrP0U~60oc~>IAmcN`Z9|;!$}8iBzueY*Nyys<@6NRn`&VN{MUCPBgp)yvJ-9 z;C7Du9T7&2unqW@A5b(_U$>S#G!R@o5S0z{0o`0|y3_L(v{=pvyAt?}3Mcaqt%>=F zszKj~VW_pdLA8aHZo{ktz`*NZQ+>uD8rn-G_>pirmMitJ$OSFt8Tu5bSr_AO4S{79 zr5cRP;Z1qDRp8h-KBg@?TU-+G$)>nIV7*7)vxc}vJ42-YE9qO~hvyY&?L zlJ)-pP%f(7+1$9e&FWVXcpoI7?iG39mlU^Z99RqIm~Itt$*X#Z#jp#wdZ$y!t>?kHe^h{sheyxHb3v98_E5x+gV2@tt$Tzm3}Qfk4Wo6)>K)O@z%H6_47 zYdeisE6g7e@KCkTJmgFw)fSnI)wCao8?0oa`C(E4ZJV(CtjEU6?5jL=TtpFj#1#)V z4?fL{Hy19K<-&T#HP!$SB0n8Kqr>K8+Hq2(6uu41neAtAO9rLO{$`CFj<14dCxCfj zqJ``xJgb?9(&8G{Qb+q2f;-2h=rKd=1O!AnmZ>W171a zvKx;REEIRttX|rx9^&ei(1@@nxR5q|%(IQQJ!3|<%mq?C1h7!lapmR+@8%#Akt$fh ztEj*Qt$Vptpn4)=o{nRZ*Uu0=wo;gOGP0ZC?sIIo5d}W#9&kNz92dFUFWX68O`M#N zU5fc2PJn!*dvtjv)`*TX6$ga4L+YT57LBry;i-1?c|&Cg(|ZiUV&B9zlreb_%I4zt z9MI+y2yjRB8nU@szrJa$-04GA@( zIsxHaK4Ut8>lBp%yOi6w>VnqsABavhu)qqQVmAt~3yG}+`gxTpKv(K10H+BmCWBe( z1HhXGCo>`dq&Z`drPy~3(urG~SYE{tCEb&NpyBQ|XfC`!>Oy0DGNnQ2O@~3wp28L8 zk<)mnRN)%FFOmopfy)mK0e`rcRmk2U*`SGd;?@v)G3f+vVR^*S?DY&lA*N)0S?J)v ziD`=QyuhkpJ*%q1a46j3%dgx}z}2rM)r@v*6x(r}tSACg=3{Dzc$Kli@52r_C`F7> zBEy96hceP7P4gWfuB}r>MF6hhvzROXxW(n&n2^X*BMV0P*zPf@Zfjaaly%T7_wGG> z0GRt3;AM3#Q3_BrTSdKF<|G@trvCuMe?Z{(7==UhLf%XsNylh;g82;teqq&@+-mI) zFzQ1>Sa456!P~O;70Y1gJOpk-Q&u~V>+?C*kyz8r;;yp#yJ^7>-SXa8^?cQHBGc}n z_D)n}viVG9+M!IZ5r%{x#B4wgPNrB<-GOd^0^k}|IbNaW2MSK+Sm5tD&h+*74XZ<2A8z;d++x1=8B^2T$zq09{dP9WG9e{U9KzyC z)#&jL5l0tM$jQV<=a90${*8b21C!LD|Rq)3} zspX5vQGC_M7LoG|s|w`OSO^`s+0@-ULje$Wr8?DKk;^Ff8D$78Td2eXW}_3gm{~z( z9|o}dE6TTujKmeNFZhGlPa*h*m_rtqmAzAg@5{n+ftG{M4~Tl2R=Ed=wblGY(%b`)c-&jN zuW)NB-KB8|3B?LADg<{!5N>@YGJu|J+;+AJcF264c}0Z&YjA8FIN$t7G+DyG#Lu?7 zX0X*@Q=f5-g8WWo6T6HI3xQ-Zvigmqmg5Apcp#-h45Nv?F#Q)r>>Ld@l*g^Ni|!Lh*W3XHguD>&Txtt%V|se+M6Igv2@0K| zA-pe`bf}bG7=>z~K<8l!mD#*SVC3h-y9JB44D98nk}LdyIc{C~#a*Fvny9adiyXRaEWb5yTTp@iKxvjIEqMEHZ>>QT`wr zh!lCawOeBMQD*9{UvcpDw~$#Nh#dHVcqtz82jrB6Sy>wGixu7t5E~J|TE3yza?sb@ zBSwH5UzTei!m(T5sb2_eZ9ooIu07x&E2Mf!W0!1Sbi^8z9>`K4|hsQexN}f#WJRg{$ zzhvVnz%>5=5%Z{pqthRW&J#&-+idM87QoBmStnt~nPYRXu#ZzfZHx+!IBL~IOk0_U zRKSGTA)*87#ruKbLoJ~xTpAiOH=(E^$A%Vxxa|}fcazf8UMdjs*+vr5;*ykbr(eoH zUr=BN0CWdXmTI>YZoVPcwK2w*)Nlzenv9E7;-P>KRdFZ)stS~)55#rqRPPbR6vYdc z#@TN>#B#KqFhv5^c#k-AAwX2{d5yxfuo&Eq#ajj}p^md#Af?7mjSw^qF&w*ox!dljugDSiqv*az92>pgNuwn7iyaswsgV8Om!69MS8AD;}p@Ew1G=;cL5AzZ(iV=_88!^G{*n>OcBGN|faSj?9 zq{tqzQ#E&d*UrcM9SBn2lWY3gHH?qS@BRYDd>5Cf=HvKyAfJZjunBO zLh5eCd3%5YmPa)L_=QEcQdS{_@hNiBk?JM2RTHvup}yh6^My=@mw;<==F-xt@ks}> zR5HiUm|YP{fN$9zJwc$qajmkrA1Pl8LE;Gv1E&!vm2xRRbLd047}-9&%OEM*7anZ; z&6QKvgokf|y6PBM6GVA~XYghX_jb%u)jHppH>z5!k5k@LtDAA>BMfB9DI%hJ{Ak@d3~xtUSg9 z2ks;aw!4fCdOD75;jsXF5Mavl)H@Wt!=Vjx99U|H1X`+=rP~wN2Sjw>7fBHeja)ET zPu!&%CF2rlSa-1CK)qiuV5azE($a^R)CVG^R9BHMz9Isnh?11PgZYUtF4na33kOo+ zzTN#2!cx$C;uq0WcD}gg0byD^dJ%_Hp#LlcYifP3FdLwJ z2lX5P9<4u7%b2xWKN8eIv}yW^%Qf5mxrHwq!E^fa3yr`42SMTnBBrZnf&mk(aHEU- z!jiL31E9VF1gMMO5bdBjI)gj_>&!Vy)%O52-s2}@!w@yM#J#Qhj+kwDA!d@F;yvpj zvOq8nSb@)HD1arQqlhXNzWa`Lu(T`cAvsg0xaA%J!3-)aX_d!SPq<7W0M%9tfUMH3 zs2r^K#1(Hx{X%I>(cPedz-2#j(3TrU5ebcQ;4M?`G!7y_%V_VA)KZ!eqTJZft#<~V>YxCu&l z*mI)Ic3;MPY$IT}YkWeYL%KGl0EvB9rh_D4_6$ybh?7gC^b;pRt0`(1t7N;?6I=1c}1JGJ`+^o7O zKwPF6V}*g_d4vT<{wfg~rdoa=1FC^gu)wUWj%28H+#RrcJA^178BoNuI38kv z#O-qWj+Fd2u=}_Shawl}GBl#;xi41<=3`lAUo%zGmYVuw!@d^kYp*v zd*U!RSTJachSB+#0-NE4tXZshjBFGxDi{{D@f`HPht;QOLIkNhfb5UL4i_F#fMDN( zwj7SHgt%JK=o(>1sZ_C2=!S~59GZfv2i-vw4JytfoEw-lmAqA}i-l+cc0(Nj!xRvz zoFqpY9Kbj(+!sP;m_aJ&RlLH?=u#N~0aAbf8o|O|XD~=rTlj+lZ^SB95QKw0Tyn7U zQ6Px$Jw#AYs(XtnQmeU5y4+4aA!TZK^8}kWWvztPkQt>ZM6{LcwFIPiM{{bREfC_D2iw&Hr@S7A}A1MzNJfsW08A_X-1DxdfUb| z6s`_abqjzUl;kBr3L=Jx@m<5&jXB~7L=}H9mL;S)7(s*{I=*F7d9x)Mt{hY5bAM#A zmF`mMrlD{^t>~28RvA%)K`j}evXba90#sF+{{T>nUG`SNw5K#&HcWJTg6K6$-ziA3 znqX)X^^ErnC}7(ibUL=Zi|)W@+R34$tU z4%(Y9;S%>mcu87`eZFCJyW`xcymC4IVRoMdiyaTHSryQM+mZ_ zK#2E2_+_g~`?>wbAYSc1%PACCcmmh(G4B;@xLbGrps2rqs+Yn_%X@$zXPbyN3Orn; z95>MiLcJKL9%b*u7O;SA1E3;`-PBm{3w4DMG$o&gHP+r2`G6a9$phr$^%!VIq>mmL z(I}re^#gz04)60SwS93BV{c>%yaQE$L4>ykYOu%_vaSb~Q52#9#AaeqDty`V(}yP`63xv!nvG`a^^cqx6MKZEjfNC9E-sK7#?%;H)5Khjj0LZ;vl8G z`;8SGxX^-7C^3cib=_Y~ss`<|vR`cq^QBFR3bT^oa>zX`kc4OoT_CiO(GT1d1un&p z#1LPNG5D5%(V{^BSow;^g&Ia7c)JZj<3^*EAysm=F1sTtP&_#sX&bvXj69?pwlBO& z*fsQOF5>$bTov?l%T%ihN5U*2##P2AcV5zwLe*71Q4}0=dmf<^b%kn+i20N?C0`N8 z0yKl%VFgFxJr5pXR6Bvp+=(%H8PJKUfq-7O_?7D^t`+kPlve@T_RP4ecE+XGK`J@{ z+txbE2hPiz)AKKi*YO<{=q1#=Re+Vt6DmB@O^{okK3=5D|Hj`T;X-jD`&gK-9K^FZ;ORp?M+n)kWhh zzz2~fj>f?0W!A#>E2&{c01xUNL?{j$B5{hSIxiy@#`QubW{r)*9B_Ui3ESX=Lwz=z zgl}HQtm%i7R^qJpC?~?X`x4 z*>)@pjse<*loUB0VK;%X;Va?*SE+iCs%e2BI9mSz5&9OY`Y<4U4@<-@h?{A52EkrD zB@hjTNXtwtG`nDi+r5r)kL&f`ssxyj+vU?Fe&Rgy~P+mJO zI-5J`gtharx(9fON(;Xcl~r1PiQbek%M4S<%c20ZWz-2p>Kf_TDwjXpypTK@+`sX3TL^0ACcyM5mT38ofDKw>?hzqJzc7iC@1i|ohzDNc z0Ih?W3p5HWwpDi9*$+`66Sl_B)T=TjHsVSfpj7Gpremnlj}SfeL8nhJyUAefuTq1z z#S}i{LSvD#Ox5jAF^jX{V=ckpG=&$7dvonJEL1-$Tkc1;ZX;Oow zLiCFm3kydvFLY_LqiXL_QV^FORW}75*syL;t)bEGA}FiD(HARxoXQHB0TXHUQT|0j zxI~0ojr)VAcQ;vidJ~7JuCH5ioJ9>}%+lT=4H6XFE*J1YXE5q4p%oFSXs%j|P9rum zI@Tu2lrEzB0LdbM(jbmNpu@g7mi-<~C#5_8*fz=*ABR_3y8T8x84wW|r9AcpBsrPwo) zpBKl>1M2Hz;yBZ;h@D*N7(_Hv3gQ=9x+E?oQhIFs#!^};{gbND`PfWjM$O0<|hiqDkL|X0@{2>G#xo-k|GgHwxCiMKwI@FV4^PlMxWr0tC@X6 zNwwk;AXwd=h#kVW($^#ICty=$#szV7pPFHx5HMsZgj}O>&GEzzamO;gU6mT#j4TOQ zU-J!-4hB;=xkN4lOV0!fHT^}!8;Q-2GkTsubeOSWvibsmx$@1y3bNl#99I#I z)sLRxl^V|5&`Tpy+k$mW5xRyQ3IvA~e5=f}Hjanl5(QUXDdHm#0X#|)0>iVz0`Uc% zDlh^*+96Su!)00z>OJE^_ez!YLBU4_Dln8In%D#z_=p5O0}Gqxg2y<9{IsZv@gD+> zT>c_&_=rdh5#mcK9o(VNAg9i;tSbRdiNgW9d6m>~TjJs*0WGJWn0~tD?fH#Rr!7i~ z1=mnRdNNU_C$btTa$d^vkD6`#$0vlnW4u$*gbT~F)I84`q(*Gj1qZe{fYp`zcq7{h zL>p;5@N*uBZko2;dx>D>EX3-ev|1^D5b{&bq^n##2h{5rBgpqIGAgT4U?DfCEt1gq z_ZT2iOUl$rL}tHH@`&=>DORS&_dNck%JI}m2$|u8OjeQo4K%t)!BiYM$kZ|5_Qs)9 zSz8L_YMPf3t|dJ9mHQ^e3#yDkB|%nHaN@R<(ospA8?Kfi4&le9R=}Ng6>km-Y_E?3 z3WZx|JlI|LHLz?DN)gZ~wb081$dCZgC5p3DOf598k%?&61aiTe$8Z{7P0fb^wQdJW zZMp#6@h^f|bAO3hRIn>N!+y4FkS852Tds95x(<6IFal!oeEEb`Ca}~XXuf<(-*-T` ztgL#3TCFHAWy%S4YYY^2o!oBA*}OiPV>-GdosR`ncY%tuPDFr&w1V%ZJh2$5KXn46 z@^}13ioeI6LiO0QFjbBaIyD;X!M}dMgh(RTvf`fq~IJOChKQxjJU}a6kcX;UicsxQr^WN*?2a{1Sno z8!8r6INx!K(9Y#7i(zyTsDKc&NpA*RD&h1mv0>B+G3SYMD~(6yHLU7l*CM(P^B$8) zXtiN_0qEio3z_it$E{~H=lxq?O6V6eghxYP*Pb^)d? zL3ANes!ql7dZ>pHr1E-Y#KUZjB@o+ew=#u@^3*C}I4;Y?BDq2F0mxhGSp#mz`hwWt z=2*pQ@reR#VtMfiqn$MS7`o7Ef_@^##Y9tbh<7Ng`icrt*9Ijf~pzb(20nQqR2`h!2XAk=Babw@#{x}eT0g&db%keqGubKK0<*vv^ z)%&yj#9SO5LI#S++jZi6{pNpQr%W!yWzKY0Q-Sd|E;VW8-~KJlcqU$0a}eV>j0#>n z#gS{K7XEC~)BF0NFX=jV(3HUx~;bPT)61_JFpF zzwDgfetxEf&*+U6WM?EaD)v-(e98~zfKava{XzgE!1{^o&Yv^*(}&#sDf8Q@?U#xA z)A~P{wy%;jX%ACZN5Row>N*253aM?kJg|xjxO$DSUupW^)G|qZvqm3?K%kY}AOJ0a z5&)qI=6OGvbB70B=eFJ_S6BV9ysv-Es6oS?9r=sN-C$+J^SnQaa;5K4wbz6Bo?Xu7 zYM$9df+|?RqByI^^&4k@>Re^{XMdQ~TDu#4XVJ`wMxe!~3l;mDc^N{l#0KFq(rw?F-aP(dS|;?( zqpckLPEX9>e86l6>(sErpAodzsfM#UoIh}8xx9bilBMB^T2|g>Yx4{$&d)WyafB)!UO- z`9>QL#KwHYm{`?(USS)CIhE;`Y)^(ZCqPA`f7+1H1ELI3~& literal 0 HcmV?d00001 diff --git a/site/sfguides/src/building_real_time_anomaly_detection/building_real_time_anomaly_detection.md b/site/sfguides/src/building_real_time_anomaly_detection/building_real_time_anomaly_detection.md new file mode 100644 index 000000000..6da229eed --- /dev/null +++ b/site/sfguides/src/building_real_time_anomaly_detection/building_real_time_anomaly_detection.md @@ -0,0 +1,354 @@ +author: James Cha-Earley +id: build_a_custom_model_to_detect_anomolies +summary: Building Real-Time Anomaly Detection on the Production Floor +categories: Getting-Started +environments: web +status: Published +feedback link: https://github.com/Snowflake-Labs/sfguides/issues +tags: Getting Started, Data Science, Data Engineering, + +# Building Real-Time Anomaly Detection for the Production Floor + +## Overview + +This guide follows the **AD_PRODUCTION_FLOOR** notebook to simulate production data, analyze it, and detect anomalies using Snowflake and machine learning. By the end, you will have a registered anomaly detection model in Snowflake's Model Registry. + +### What You Will Learn + +- Simulate production data with normal and anomalous patterns. +- Store and preprocess data using Snowpark. +- Train an LSTM-based anomaly detection model. +- Register and retrieve models from Snowflake's Model Registry. + +--- + +## Step 1: Set Up the Environment + +### Install and Import Required Packages + +```bash +!pip install tensorflow==2.12.0 +``` + +```python +# Import required libraries +import pandas as pd +import numpy as np +from snowflake.snowpark.context import get_active_session +from numpy.random import seed +import tensorflow as tf + +# Initialize Snowpark session +session = get_active_session() + +# Set random seeds +seed(10) +tf.random.set_seed(10) +``` + +--- + +## Step 2: Generate Normal and Anomalous Data + +### Generate Normal Data + +```python +# Parameters +num_records = 1000 +start_time = pd.Timestamp("2024-06-12 10:52:00") +interval = pd.Timedelta(minutes=10) + +# Generate timestamps +timestamps = [start_time + i * interval for i in range(num_records)] + +# Generate normal sensor data +np.random.seed(42) +temperature = np.random.normal(loc=0.06, scale=0.002, size=num_records) +vibration = np.random.normal(loc=0.075, scale=0.002, size=num_records) +motor_rpm = np.random.normal(loc=0.045, scale=0.001, size=num_records) +motor_amps = np.random.normal(loc=0.084, scale=0.002, size=num_records) +``` + +### Add Anomalies + +```python +# Add anomalies +anomaly_start_index = num_records - 200 +temperature[anomaly_start_index:] += np.random.uniform(0.005, 0.01, size=200) +vibration[anomaly_start_index:] += np.random.uniform(0.003, 0.007, size=200) +motor_rpm[anomaly_start_index:] -= np.random.uniform(0.002, 0.005, size=200) +motor_amps[anomaly_start_index:] += np.random.uniform(0.005, 0.01, size=200) + +# Combine data into a DataFrame +data = { + "TEMPERATURE": temperature, + "VIBRATION": vibration, + "MOTOR_RPM": motor_rpm, + "MOTOR_AMPS": motor_amps, + "MEASURE_TS": timestamps, +} +snow_pd = pd.DataFrame(data) +``` + +--- + +## Step 3: Store Data in Snowflake + +```python +# Convert to Snowpark DataFrame +spdf = session.create_dataframe(snow_pd) + +# Save data to Snowflake +spdf.write.save_as_table("SENSOR_PREPARED", mode="overwrite") +``` + +--- + +## Step 4: Explore the Data + +### Display the Data + +```python +spdf.show() +``` + +--- + +## Step 5: Create and Register the Anomaly Detection Model + +### Define the Custom Model + +```python +from snowflake.ml.model import custom_model +from sklearn.preprocessing import MinMaxScaler +import numpy as np + +class AnomalyDetectionModel(custom_model.CustomModel): + def __init__(self, context: custom_model.ModelContext) -> None: + super().__init__(context) + + @custom_model.inference_api + def predict(self, train_data: pd.DataFrame) -> pd.DataFrame: + cols = train_data.columns + scaler = MinMaxScaler() + + # Prepare the data + X_train_pd = train_data.to_numpy() + X = X_train_pd.reshape(X_train_pd.shape[0], 1, X_train_pd.shape[1]) + + # Perform predictions + X_pred = self.context.model_ref('lstm').predict(X) + X_pred = X_pred.reshape(X_pred.shape[0], X_pred.shape[2]) + + # Calculate anomaly scores + scored = np.abs(X_pred - X_train_pd) + return pd.DataFrame(scored, columns=[f"feature_{i}" for i in range(scored.shape[1])]) + +# Create the custom model instance +ad = AnomalyDetectionModel( + context=custom_model.ModelContext(models={'lstm': model}) +) +``` + +### Register the Model in Snowflake + +```python +from snowflake.ml.registry import Registry + +# Initialize the registry +ml_reg = Registry(session=session) + +# Log the model +mv = ml_reg.log_model( + ad, + model_name="ANOMALYDETECTION_MODEL_1", + version_name='v1', + sample_input_data=train_data, + conda_dependencies=["scikit-learn", "keras==2.9", "tensorflow==2.9"], + options={ + "relax_version": True, + "embed_local_ml_library": True + } +) +``` + +### Retrieve the Registered Model + +```python +# Retrieve the model from the registry +reg = Registry(session=session) +model_ref = reg.show_models() + +# Access the specific model version +m = reg.get_model("ANOMALYDETECTION_MODEL_1") +mv = m.version("v1") +``` + +### Build a Streamlit App with Chat Interface for Data Insights + +This Streamlit application serves as a Manufacturing Floor Q&A Assistant. It enables users to interact with the production floor data, leveraging Snowflake Cortex for conversational insights. + +--- + +#### Overview + +This chatbot provides the following features: +- Answers user queries based on data from sensors monitoring machine performance. +- Uses historical chat context to enhance conversational insights. +- Integrates Snowflake Cortex Search for retrieving relevant data. + +--- + +#### Key Components of the App + +##### Streamlit Setup and Configuration + +The app initializes the Streamlit environment and provides a sidebar for configuration. + +```python +import streamlit as st +from snowflake.snowpark.context import get_active_session + +st.set_page_config(layout="wide", initial_sidebar_state="expanded") +st.title(":gear: Manufacturing Floor Q&A Assistant :gear:") +st.caption( + "Welcome! This application suggests answers to questions based on the available data and previous agent responses in support chats." +) + +# Initialize Snowflake session +session = get_active_session() +``` + +--- + +##### Chat Interface and Message Management + +The app manages chat history and user interactions, storing previous conversations in the session state. + +```python +def init_messages(): + if st.session_state.clear_conversation or "messages" not in st.session_state: + st.session_state.messages = [] + st.session_state.suggestions = [] + st.session_state.active_suggestion = None + +# Display chat messages +if "messages" not in st.session_state: + st.session_state.messages = [] + +for message in st.session_state.messages: + with st.chat_message(message["role"]): + st.markdown(message["content"]) +``` + +--- + +##### Cortex Search Integration + +The app connects to Snowflake Cortex Search for retrieving context-specific data based on user queries. + +```python +def query_cortex_search_service(query): + db, schema = session.get_current_database(), session.get_current_schema() + + cortex_search_service = ( + root.databases[db] + .schemas[schema] + .cortex_search_services[st.session_state.selected_cortex_search_service] + ) + + context_documents = cortex_search_service.search( + query, columns=[], limit=st.session_state.num_retrieved_chunks + ) + results = context_documents.results + + service_metadata = st.session_state.service_metadata + search_col = [s["search_column"] for s in service_metadata + if s["name"] == st.session_state.selected_cortex_search_service][0] + + context_str = "" + for i, r in enumerate(results): + context_str += f"Context {i+1}: {r[search_col]} \n\n" + + if st.session_state.debug: + st.sidebar.text_area("Context", context_str, height=500) + + return context_str +``` + +--- + +##### Prompt Generation + +The app generates prompts for the selected AI model, combining context data and chat history. + +```python +def create_prompt(user_question): + if st.session_state.use_chat_history: + chat_history = get_chat_history() + question_summary = make_chat_history_summary(chat_history, user_question) + prompt_context = query_cortex_search_service(question_summary) + else: + prompt_context = query_cortex_search_service(user_question) + + prompt = f""" + You are an AI assistant. Analyze the sensor data and provide insights. + + {chat_history} + + + {prompt_context} + + + {user_question} + + Answer: + """ + return prompt +``` + +--- + +##### Main Functionality + +The `main()` function ties all components together, enabling user interactions and responses. + +```python +def main(): + st.title(f":speech_balloon: Chatbot with Snowflake Cortex") + + init_service_metadata() + init_config_options() + init_messages() + + if question := st.chat_input("Ask a question...", disabled=disable_chat): + st.session_state.messages.append({"role": "user", "content": question}) + with st.chat_message("user"): + st.markdown(question) + + with st.chat_message("assistant"): + message_placeholder = st.empty() + with st.spinner("Thinking..."): + generated_response = complete( + st.session_state.model_name, create_prompt(question) + ) + message_placeholder.markdown(generated_response) + + st.session_state.messages.append( + {"role": "assistant", "content": generated_response} + ) +``` + +--- + +## Summary + +You’ve successfully followed the **AD_PRODUCTION_FLOOR** notebook to: + +- Simulate production data with normal and anomalous patterns. +- Train and register an LSTM-based anomaly detection model in Snowflake. +- Retrieve and prepare the model for inference. + +This workflow provides a foundation for real-time anomaly detection in production systems. + +--- From 9f91b3f007da16872e81c2819fdd4dab01c99248 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 10 Dec 2024 14:46:43 -0800 Subject: [PATCH 16/35] QS for gain insights from unstructured data --- .../gain_insights_from_unstructured_data.md | 466 ++++++++++++++++++ 1 file changed, 466 insertions(+) create mode 100644 site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md new file mode 100644 index 000000000..997415d57 --- /dev/null +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -0,0 +1,466 @@ +author: James Cha-Earley +id: gain_insights_from_unstructured_data +summary: Gain Insights From Unstructed Data with Snowflake Cortex +categories: data-science, gen-ai, data-science-&-ai, cortex +environments: web +status: Published +feedback link: https://github.com/Snowflake-Labs/sfguides/issues +tags: Data Science, Tasty Bytes, Cortex, Notebook,Generative AI, LLMs + +# Gain Insights From Unstructed Data using Snowflake Cortex + +## Overview +Duration: 2 + +In this Quickstart guide, you will be help the fictitious food truck company, Tasty Bytes, to identify where their customer experience may be falling short at the truck and business level by leveraging **Snowflake Cortex** within **Snowflake Notebook**. They collect customer reviews to get customer feedback on their food-trucks which come in from multiple sources and span multiple languages. This enables them to better understand the areas which require improvement and drive up customer loyalty along with satisfaction. + +### Prerequisites +* Familiarity with Python +* Familiarity with the DataFrame API +* Familiarity with Snowflake +* Familiarity with Snowpark + +### What You’ll Need + +You will need the following things before beginning: + +* Snowflake account in a cloud region where Snowflake Cortex LLM functions/models are [supported](https://docs.snowflake.com/user-guide/snowflake-cortex/llm-functions#availability). + * Cortex functions used - Complete, Translate, Sentiment + * Model used - mistral-large2 +* Snowflake Notebook enabled in your Snowflake account + * **Note**: To get access to Snowflake Notebook (currently in private preview) reach out to your Snowflake account team. This solution leverages Snowflake Cortex within Snowflake Notebook and you will not be able run the quickstart successfully otherwise. + +### What You’ll Learn + +In this quickstart, you will learn: +* How to translate multilingual customer reviews +* How to categorise unstructured review text data at scale + * How to get rating from reviews + * How to get intent to recommend from reviews +* How to derive customer sentiment from reviews + * How to derive aspect based customer sentiment from reviews +* How to identify issues highlighted in customer reviews +* How to take action assisted by LLM + + +### What You’ll Build +* You will analyze Tasty Bytes' customer reviews using **Snowflake Cortex** within **Snowflake notebook** to understand : + * What our international customers are saying with Cortex **Translate** + * Get a summary of what customers are saying with Cortex **Summary** + * Classify reviews to determine if they would recommend a food truck with Cortex **ClassifyText** + * Gain specific insights with Cortex **ExtractAnswer** + * Understand how customers are feeling with Cortex **Sentiment** + + +## Setting up the Data in Snowflake +Duration: 2 + +### Overview +You will use [Snowsight](https://docs.snowflake.com/en/user-guide/ui-snowsight.html#), the Snowflake web interface, to: +* Create Snowflake objects (warehouse, database, schema, raw tables) +* Ingest data from S3 to raw tables +* Create review view + +### Creating Objects, Loading Data, and Joining Data +* Navigate to Worksheets, click "+" in the top-right corner to create a new Worksheet, and choose "SQL Worksheet". +* Paste and run the following SQL in the worksheet to create Snowflake objects (warehouse, database, schema, raw tables), ingest shift data from S3, and create the review view + + ```sql + + USE ROLE sysadmin; + + /*-- + • database, schema and warehouse creation + --*/ + + -- create tb_voc database + CREATE OR REPLACE DATABASE tb_voc; + + -- create raw_pos schema + CREATE OR REPLACE SCHEMA tb_voc.raw_pos; + + -- create raw_customer schema + CREATE OR REPLACE SCHEMA tb_voc.raw_support; + + -- create harmonized schema + CREATE OR REPLACE SCHEMA tb_voc.harmonized; + + -- create analytics schema + CREATE OR REPLACE SCHEMA tb_voc.analytics; + + -- create tasty_ds_wh warehouse + CREATE OR REPLACE WAREHOUSE tasty_ds_wh + WAREHOUSE_SIZE = 'large' + WAREHOUSE_TYPE = 'standard' + AUTO_SUSPEND = 60 + AUTO_RESUME = TRUE + INITIALLY_SUSPENDED = TRUE + COMMENT = 'data science warehouse for tasty bytes'; + + + USE WAREHOUSE tasty_ds_wh; + + /*-- + • file format and stage creation + --*/ + + CREATE OR REPLACE FILE FORMAT tb_voc.public.csv_ff + type = 'csv'; + + CREATE OR REPLACE STAGE tb_voc.public.s3load + COMMENT = 'Quickstarts S3 Stage Connection' + url = 's3://sfquickstarts/tastybytes-voc/' + file_format = tb_voc.public.csv_ff; + + /*-- + raw zone table build + --*/ + + -- menu table build + CREATE OR REPLACE TABLE tb_voc.raw_pos.menu + ( + menu_id NUMBER(19,0), + menu_type_id NUMBER(38,0), + menu_type VARCHAR(16777216), + truck_brand_name VARCHAR(16777216), + menu_item_id NUMBER(38,0), + menu_item_name VARCHAR(16777216), + item_category VARCHAR(16777216), + item_subcategory VARCHAR(16777216), + cost_of_goods_usd NUMBER(38,4), + sale_price_usd NUMBER(38,4), + menu_item_health_metrics_obj VARIANT + ); + + -- truck table build + CREATE OR REPLACE TABLE tb_voc.raw_pos.truck + ( + truck_id NUMBER(38,0), + menu_type_id NUMBER(38,0), + primary_city VARCHAR(16777216), + region VARCHAR(16777216), + iso_region VARCHAR(16777216), + country VARCHAR(16777216), + iso_country_code VARCHAR(16777216), + franchise_flag NUMBER(38,0), + year NUMBER(38,0), + make VARCHAR(16777216), + model VARCHAR(16777216), + ev_flag NUMBER(38,0), + franchise_id NUMBER(38,0), + truck_opening_date DATE + ); + + -- order_header table build + CREATE OR REPLACE TABLE tb_voc.raw_pos.order_header + ( + order_id NUMBER(38,0), + truck_id NUMBER(38,0), + location_id FLOAT, + customer_id NUMBER(38,0), + discount_id VARCHAR(16777216), + shift_id NUMBER(38,0), + shift_start_time TIME(9), + shift_end_time TIME(9), + order_channel VARCHAR(16777216), + order_ts TIMESTAMP_NTZ(9), + served_ts VARCHAR(16777216), + order_currency VARCHAR(3), + order_amount NUMBER(38,4), + order_tax_amount VARCHAR(16777216), + order_discount_amount VARCHAR(16777216), + order_total NUMBER(38,4) + ); + + -- truck_reviews table build + CREATE OR REPLACE TABLE tb_voc.raw_support.truck_reviews + ( + order_id NUMBER(38,0), + language VARCHAR(16777216), + source VARCHAR(16777216), + review VARCHAR(16777216), + review_id NUMBER(18,0) + ); + + /*-- + • harmonized view creation + --*/ + + -- truck_reviews_v view + CREATE OR REPLACE VIEW tb_voc.harmonized.truck_reviews_v + AS + SELECT DISTINCT + r.review_id, + r.order_id, + oh.truck_id, + r.language, + source, + r.review, + t.primary_city, + oh.customer_id, + TO_DATE(oh.order_ts) AS date, + m.truck_brand_name + FROM tb_voc.raw_support.truck_reviews r + JOIN tb_voc.raw_pos.order_header oh + ON oh.order_id = r.order_id + JOIN tb_voc.raw_pos.truck t + ON t.truck_id = oh.truck_id + JOIN tb_voc.raw_pos.menu m + ON m.menu_type_id = t.menu_type_id; + + /*-- + • analytics view creation + --*/ + + -- truck_reviews_v view + CREATE OR REPLACE VIEW tb_voc.analytics.truck_reviews_v + AS + SELECT * FROM harmonized.truck_reviews_v; + + + /*-- + raw zone table load + --*/ + + + -- menu table load + COPY INTO tb_voc.raw_pos.menu + FROM @tb_voc.public.s3load/raw_pos/menu/; + + -- truck table load + COPY INTO tb_voc.raw_pos.truck + FROM @tb_voc.public.s3load/raw_pos/truck/; + + -- order_header table load + COPY INTO tb_voc.raw_pos.order_header + FROM @tb_voc.public.s3load/raw_pos/order_header/; + + -- truck_reviews table load + COPY INTO tb_voc.raw_support.truck_reviews + FROM @tb_voc.public.s3load/raw_support/truck_reviews/; + + + -- scale wh to medium + ALTER WAREHOUSE tasty_ds_wh SET WAREHOUSE_SIZE = 'Medium'; + + -- setup completion note + SELECT 'Setup is complete' AS note; + ``` + + +## Setting up Snowflake Notebook +Duration: 5 +### Overview +You will use [Snowsight](https://docs.snowflake.com/en/user-guide/ui-snowsight.html#), the Snowflake web interface, to create Snowflake notebook by importing notebook. + +* Download the notebook **customer_review_analytics.ipynb** using this [link](https://github.com/Snowflake-Labs/sfguide-customer-reviews-analytics-using-snowflake-cortex/tree/main/notebook) + +* Navigate to Notebooks in [Snowsight](https://docs.snowflake.com/en/user-guide/ui-snowsight.html#) by clicking on Projects -> Notebook + +* Using the import button on the top right, import the downloaded notebook. + +* Provide a name for the notebook and select appropriate database `tb_voc`, schema `analytics` and warehouse `tasty_ds_wh` + +* Open the notebook once created and add the following packages by using the "Packages" button on the top right + * snowflake-snowpark-python + * snowflake-ml-python + +* Now you are ready to run the notebook by clicking "Run All" button on the top right or running each cell individually. + + +## Translate multilingual reviews +Duration: 2 + +### Enabled by Cortex Translate + +You will leverage **Translate** - one of the **Snowflake Cortex specialised LLM functions** are available in Snowpark ML, to translate the multilingual reviews to english to enable easier analysis. This is done within the notebook using following code snippet in cell `CORTEX_TRANSLATE`. + + ```python + # Conditionally translate reviews that are not english using Cortex Translate + reviews_df = reviews_df.withColumn('TRANSLATED_REVIEW',when(F.col('LANGUAGE') != F.lit("en"), \ + cortex.Translate(F.col('REVIEW'), \ + F.col('LANGUAGE'), \ + "en")) \ + .otherwise(F.col('REVIEW'))) + + reviews_df.filter(F.col('LANGUAGE') != F.lit("en")).select(["REVIEW","LANGUAGE","TRANSLATED_REVIEW"]).show(3) + ``` + + + +## Summarize what the customers are saying +Duration: 5 + +### Overview + +In this section, you will leverage **Snowflake Cortex - Summarize** to quickly understand what the customers are saying: + +### We want to get a insight on what people are saying + +* In this step, we will get a summarization of customers are saying **Snowflake Cortex - Summarize** + + ```python + # Step 1: Add a row number for each review within each TRUCK_BRAND_NAME + window_spec = Window.partition_by("TRUCK_BRAND_NAME").order_by("REVIEW") + ranked_reviews_df = reviews_df.with_column( + "ROW_NUM", F.row_number().over(window_spec) + ) + + # Step 2: Filter to include only the first 20 rows per TRUCK_BRAND_NAME to get a general idea + filtered_reviews_df = ranked_reviews_df.filter(F.col("ROW_NUM") <= 20) + + # Step 3: Aggregate reviews by TRUCK_BRAND_NAME + aggregated_reviews_df = filtered_reviews_df.group_by("TRUCK_BRAND_NAME").agg( + F.array_agg(F.col("REVIEW")).alias("ALL_REVIEWS") + ) + + # Step 4: Convert the array of reviews to a single string + concatenated_reviews_df = aggregated_reviews_df.with_column( + "ALL_REVIEWS_TEXT", F.call_function("array_to_string", F.col("ALL_REVIEWS"), F.lit(' ')) + ) + + # Step 5: Generate summaries for each truck brand + summarized_reviews_df = concatenated_reviews_df.with_column( + "SUMMARY", cortex.Summarize(F.col("ALL_REVIEWS_TEXT")) + ) + + # Step 6: Display the results + summarized_reviews_df.select(["TRUCK_BRAND_NAME", "SUMMARY"]).show(3) + + one_summary_row = summarized_reviews_df.limit(1).collect() + if one_summary_row: + brand = one_summary_row[0]['TRUCK_BRAND_NAME'] + summary = one_summary_row[0]['SUMMARY'] + + # Split the summary roughly in half + half = len(summary) // 2 + split_index = summary[:half].rfind(' ') # Find the last space before the halfway point + if split_index == -1: + split_index = half # If no space found, split at halfway + + summary_part1 = summary[:split_index].strip() + summary_part2 = summary[split_index:].strip() + + print(f"Truck Brand: {brand}") + print(f"Summary (part 1): {summary_part1}") + print(f"Summary (part 2): {summary_part2}") + ``` + + +## Categorise unstructured review text data +Duration: 5 + +### Overview +In this section, you will make use of **Snowflake Cortex - ClassifyText** to categorise reviews to understand: + * How good their overall experience was + * How likely their customers are to recommend Tasty Bytes food trucks to someone they know + +### Get intention to recommend based on review with Cortex ClassifyText + +* You can understand if a customer would recommend the food truck based on their review using **Snowflake Cortex - ClassifyText**. + + ```python + # Prompt to understand whether a customer would recommend food truck based on their review + text_description = """ + Tell me based on the following food truck customer review, will they recommend the food truck to \ + their friends and family? Answer should be only one of the following words - \ + "Likely" or "Unlikely" or "Unsure". + """ + + reviews_df = reviews_df.withColumn('RECOMMEND', cortex.ClassifyText(F.col('REVIEW'),["Likely","Unlikely","Unsure"], test_description))\ + .withColumn('CLEAN_RECOMMEND', when(F.contains(F.col('RECOMMEND'), F.lit('Likely')), \ + F.lit('Likely')) \ + .when(F.contains(F.col('RECOMMEND'), F.lit('Unlikely' )), \ + F.lit('Unlikely')) \ + .when(F.contains(F.col('RECOMMEND'), F.lit('Unsure' )), \ + F.lit('Unsure'))) + + reviews_df.select(["REVIEW","CLEAN_RECOMMEND"]).show(3) + ``` + + +## Extract Answers from what your customers are saying +Duration: 5 + +### Overview + +In this section, you will leverage **Snowflake Cortex - Extract Answer** to get answers to your questrions: + +### Answer specifc quesions you have + +* Using **Snowflake Cortex - Extract Answer** to dive into quesitons you have + + ```python + # Step 1: Add a row number for each review within each TRUCK_BRAND_NAME + window_spec = Window.partition_by("TRUCK_BRAND_NAME").order_by("REVIEW") + ranked_reviews_df = reviews_df.with_column( + "ROW_NUM", F.row_number().over(window_spec) + ) + + # Step 2: Filter to include only the first 20 rows per TRUCK_BRAND_NAME to get a general idea + filtered_reviews_df = ranked_reviews_df.filter(F.col("ROW_NUM") <= 20) + + # Step 3: Aggregate reviews by TRUCK_BRAND_NAME + aggregated_reviews_df = filtered_reviews_df.group_by("TRUCK_BRAND_NAME").agg( + F.array_agg(F.col("REVIEW")).alias("ALL_REVIEWS") + ) + + # Step 4: Convert the array of reviews to a single string + concatenated_reviews_df = aggregated_reviews_df.with_column( + "ALL_REVIEWS_TEXT", F.call_function("array_to_string", F.col("ALL_REVIEWS"), F.lit(' ')) + ) + + # Step 5: Generate summaries for each truck brand + summarized_reviews_df = concatenated_reviews_df.with_column( + "NUMBER_ONE_DISH", cortex.ExtractAnswer(F.col("ALL_REVIEWS_TEXT"), "What is the number one dish positivly mentioned in the feedback?") + ) + + # Step 6: Extract the first element of the array + first_element_df = summarized_reviews_df.with_column( + "FIRST_ELEMENT", F.expr("NUMBER_ONE_DISH[0]") + ) + + # Step 7: Parse the first element as JSON and extract the "answer" field + readable_df = first_element_df.with_column( + "NUMBER_ONE_DISH", F.get(F.parse_json(F.col("FIRST_ELEMENT")), F.lit("answer")) + ) + + # Display the simplified results + readable_df.select(["TRUCK_BRAND_NAME", "NUMBER_ONE_DISH"]).show() + ``` + + +## Understand customer sentiment +Duration: 2 + +### Enabled by Cortex Sentiment + +So far you saw Snowflake Cortex - Translate & Complete. Next, you will look at another **task specific LLM function in Cortex - Sentiment**. This sentiment function is used to understand the customer's tone based on the review they provided. Sentiment return value between -1 and 1 such that -1 is the most negative while 1 is the most positive. This is done within the notebook using the following code snippet in cell `CORTEX_SENTIMENT`. + +```python +# Understand the sentiment of customer review using Cortex Sentiment +reviews_df = reviews_df.withColumn('SENTIMENT', cortex.Sentiment(F.col('REVIEW'))) + +reviews_df.select(["REVIEW","SENTIMENT"]).show(3) +``` + + +## Conclusion +Duration: 1 + +**Congratulations!** You've successfully enabled customer review analytics by leveraging Snowflake Cortex within Snowflake Notebook. And all this without ever needing to move any data outside of secure walls of Snowflake or managing infrastructure. + +### What we've covered +With the completion of this quickstart, you have now: +* Enabled AI for analytics in minutes powered by Snowflake Cortex + * Ran inference on industry performant LLMs with Complete which are hosted and served within Snowflake + * Performed well suited NLP tasks with Translate, Sentiment, Extract Answer and Classifying Text which require zero prompt engineering +* Leveraged Snowflake Notebook which provides SQL, Python, and Markdown cell-based development interface in Snowsight + +### Related Resources + +Want to learn more about the tools and technologies used in this quickstart? Check out the following resources: + +* [Source Code on GitHub](https://github.com/Snowflake-Labs/sfguide-customer-reviews-analytics-using-snowflake-cortex) +* [Cortex LLM](https://docs.snowflake.com/en/user-guide/snowflake-cortex/llm-functions) +* [Snowpark Python Developer Guide](https://docs.snowflake.com/en/developer-guide/snowpark/python/index) From aa7b0889c18f7442c5247ba999621e7709857da1 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 10 Dec 2024 14:49:00 -0800 Subject: [PATCH 17/35] Updates on the name and url of notebook --- .../gain_insights_from_unstructured_data.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index 997415d57..2575832df 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -253,7 +253,7 @@ Duration: 5 ### Overview You will use [Snowsight](https://docs.snowflake.com/en/user-guide/ui-snowsight.html#), the Snowflake web interface, to create Snowflake notebook by importing notebook. -* Download the notebook **customer_review_analytics.ipynb** using this [link](https://github.com/Snowflake-Labs/sfguide-customer-reviews-analytics-using-snowflake-cortex/tree/main/notebook) +* Download the notebook **gaining_insights_from_unstructured_data.ipynb** using this [link](https://github.com/Snowflake-Labs/sfguide-gaining-insights-from-unstructured-data-with-cortex-ai/tree/main/notebook) * Navigate to Notebooks in [Snowsight](https://docs.snowflake.com/en/user-guide/ui-snowsight.html#) by clicking on Projects -> Notebook From 175d42537582f3ccd481bcc52bb165cdda434860 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 10 Dec 2024 16:51:01 -0800 Subject: [PATCH 18/35] QS for Anomaly Detection --- ...ld_a_custom_model_for_anomaly_detection.md | 546 ++++++++++++++++++ 1 file changed, 546 insertions(+) create mode 100644 site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md diff --git a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md new file mode 100644 index 000000000..cdf266ead --- /dev/null +++ b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md @@ -0,0 +1,546 @@ +author: James Cha-Earley +id: building_a_custom_model_for_anomaly_detection +summary: Build a Custom Model to Detect Anomalies on the Production Floor +categories: Getting-Started +environments: web +status: Published +feedback link: https://github.com/Snowflake-Labs/sfguides/issues +tags: Getting Started, Data Science, Data Engineering + + +# Build a Custom Model to Detect Anomalies on the Production Floor + +## Overview + +This guide follows the **detect_anomolies_on_production_floor.ipynb** notebook to simulate production data, analyze it, and detect anomalies using Snowflake and machine learning. By the end, you will have a registered anomaly detection model in Snowflake's Model Registry. +Download the Notebook [detect_anomolies_on_production_floor.ipynb](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/detect_anomolies_on_production_floor.ipynb) + +### What You Will Learn + +- Simulate production data with normal and anomalous patterns. +- Store and preprocess data using Snowpark. +- Train an LSTM-based anomaly detection model. +- Register and retrieve models from Snowflake's Model Registry. + +--- + +## Setup + +### Create Database and Schema + +1. Open a new worksheet in Snowflake +2. Create the database + +```sql +CREATE database Productionfloor_db; +``` + +### Open Snowflake Notebooks + +1. Click on [Getting Started Notebook](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/detect_anomolies_on_production_floor.ipynb) to download the Notebook from GitHub. (NOTE: Do NOT right-click to download.) +2. In your Snowflake account: +* On the left hand navigation menu, click on Projects » Notebooks +* On the top right, click on Notebook down arrow and select **Import .ipynb** file from the dropdown menu +* Select the file you downloaded in step 1 above +3. In the Create Notebook popup +* For Notebook location, select your database and schema +* Select your **Warehouse**. You will want to have access to a container with a gpu cluster +* Click on Create button + +--- + +## Generate Normal and Anomalous Data +To train our model we need data. Here we are going to make our own data the represents IOT Sensors that are placed on a machines on our production floor. + +### Generate Normal Data + +```python +# Parameters +num_records = 1000 +start_time = pd.Timestamp("2024-06-12 10:52:00") +interval = pd.Timedelta(minutes=10) + +# Generate timestamps +timestamps = [start_time + i * interval for i in range(num_records)] + +# Generate normal sensor data +np.random.seed(42) +temperature = np.random.normal(loc=0.06, scale=0.002, size=num_records) +vibration = np.random.normal(loc=0.075, scale=0.002, size=num_records) +motor_rpm = np.random.normal(loc=0.045, scale=0.001, size=num_records) +motor_amps = np.random.normal(loc=0.084, scale=0.002, size=num_records) +``` + +### Add Anomalies +We will also create some data that we know has anomalies to use our model against later. +```python +# Add anomalies +anomaly_start_index = num_records - 200 +temperature[anomaly_start_index:] += np.random.uniform(0.005, 0.01, size=200) +vibration[anomaly_start_index:] += np.random.uniform(0.003, 0.007, size=200) +motor_rpm[anomaly_start_index:] -= np.random.uniform(0.002, 0.005, size=200) +motor_amps[anomaly_start_index:] += np.random.uniform(0.005, 0.01, size=200) + +# Combine data into a DataFrame +data = { + "TEMPERATURE": temperature, + "VIBRATION": vibration, + "MOTOR_RPM": motor_rpm, + "MOTOR_AMPS": motor_amps, + "MEASURE_TS": timestamps, +} +snow_pd = pd.DataFrame(data) +``` + +--- + +## Store Data in Snowflake + +```python +# Convert to Snowpark DataFrame +spdf = session.create_dataframe(snow_pd) + +# Save data to Snowflake +spdf.write.save_as_table("SENSOR_PREPARED", mode="overwrite") +``` + +--- + +## Explore the Data + +### Display the Data + +```python +spdf.show() +``` + +--- + +## Create and Register the Anomaly Detection Model +Next we will create the model and then register it to use it later. +### Define the Custom Model + +```python +from snowflake.ml.model import custom_model +from sklearn.preprocessing import MinMaxScaler +import numpy as np + +class AnomalyDetectionModel(custom_model.CustomModel): + def __init__(self, context: custom_model.ModelContext) -> None: + super().__init__(context) + + @custom_model.inference_api + def predict(self, train_data: pd.DataFrame) -> pd.DataFrame: + cols = train_data.columns + scaler = MinMaxScaler() + + # Prepare the data + X_train_pd = train_data.to_numpy() + X = X_train_pd.reshape(X_train_pd.shape[0], 1, X_train_pd.shape[1]) + + # Perform predictions + X_pred = self.context.model_ref('lstm').predict(X) + X_pred = X_pred.reshape(X_pred.shape[0], X_pred.shape[2]) + + # Calculate anomaly scores + scored = np.abs(X_pred - X_train_pd) + return pd.DataFrame(scored, columns=[f"feature_{i}" for i in range(scored.shape[1])]) + +# Create the custom model instance +ad = AnomalyDetectionModel( + context=custom_model.ModelContext(models={'lstm': model}) +) +``` + +### Register the Model in Snowflake + +```python +from snowflake.ml.registry import Registry + +# Initialize the registry +ml_reg = Registry(session=session) + +# Log the model +mv = ml_reg.log_model( + ad, + model_name="ANOMALYDETECTION_MODEL_1", + version_name='v1', + sample_input_data=train_data, + conda_dependencies=["scikit-learn", "keras==2.9", "tensorflow==2.9"], + options={ + "relax_version": True, + "embed_local_ml_library": True + } +) +``` + +### Retrieve the Registered Model + +```python +# Retrieve the model from the registry +reg = Registry(session=session) +model_ref = reg.show_models() + +# Access the specific model version +m = reg.get_model("ANOMALYDETECTION_MODEL_1") +mv = m.version("v1") + +# Use the model +X_pred = mv.run(X_train_snowdf, function_name="predict") +``` + + +## Build a ChatUI on Streamlit to Learn More about the Anomolies +Converse with your data and gain actionable insights + +```python + # Import python packages + import pandas as pd + import streamlit as st + from snowflake.core import Root + import snowflake.snowpark.functions as F + import snowflake.snowpark.types as T + from snowflake.core import Root + from snowflake.snowpark.exceptions import SnowparkSQLException + from snowflake.cortex import Complete, ExtractAnswer, Sentiment, Summarize, Translate, ClassifyText + + from snowflake.snowpark.context import get_active_session + + # Import python packages + import streamlit as st + from snowflake.core import Root + from snowflake.snowpark.context import get_active_session + + # Constants + DB = "productionfloor_db" + SCHEMA = "public" + SERVICE = "cortex_search_production_data" + BASE_TABLE = "SENSORS_AD_DETECTED" + + st.set_page_config(layout="wide", initial_sidebar_state="expanded") + st.title(":gear: Manufacturing Floor Q&A Assistant :gear:") + st.caption( + f"""Welcome! This application suggests answers to questions based + on the available data and previous agent responses in support chats. + """ + ) + + # Get current credentials + session = get_active_session() + + # Constants + CHAT_MEMORY = 10 + + + MODELS = [ + "mistral-large", + "llama3.1-70b", + "llama3.1-8b", + "mistral-large2", + "llama3.1-405b", + ] + + def init_messages(): + """ + Initialize the session state for chat messages. If the session state indicates that the + conversation should be cleared or if the "messages" key is not in the session state, + initialize it as an empty list. + """ + if st.session_state.clear_conversation or "messages" not in st.session_state: + st.session_state.messages = [] + st.session_state.suggestions = [] + st.session_state.active_suggestion = None + + + + ########################################## + # Cortex Search + ########################################## + def init_service_metadata(): + """ + Initialize the session state for cortex search service metadata. + """ + if "service_metadata" not in st.session_state: + services = session.sql("SHOW CORTEX SEARCH SERVICES;").collect() + service_metadata = [] + if services: + for s in services: + svc_name = s["name"] + svc_search_col = session.sql( + f"DESC CORTEX SEARCH SERVICE {svc_name};" + ).collect()[0]["search_column"] + service_metadata.append( + {"name": svc_name, "search_column": svc_search_col} + ) + + st.session_state.service_metadata = service_metadata + + def init_config_options(): + """ + Initialize the configuration options in the Streamlit sidebar. Allow the user to select + a cortex search service, clear the conversation, toggle debug mode, and toggle the use of + chat history. Also provide advanced options to select a model, the number of context chunks, + and the number of chat messages to use in the chat history. + """ + st.sidebar.selectbox( + "Select cortex search service:", + [s["name"] for s in st.session_state.service_metadata], + key="selected_cortex_search_service", + ) + + st.sidebar.button("Clear conversation", key="clear_conversation") + st.sidebar.toggle("Debug", key="debug", value=False) + st.sidebar.toggle("Use chat history", key="use_chat_history", value=True) + + with st.sidebar.expander("Advanced options"): + st.selectbox("Select model:", MODELS, key="model_name") + st.number_input( + "Select number of context chunks", + value=5, + key="num_retrieved_chunks", + min_value=1, + max_value=10, + ) + st.number_input( + "Select number of messages to use in chat history", + value=5, + key="num_chat_messages", + min_value=1, + max_value=10, + ) + + st.sidebar.expander("Session State").write(st.session_state) + + if "messages" not in st.session_state: + st.session_state.messages = [] + + + # Display chat messages from history on app rerun + for message in st.session_state.messages: + with st.chat_message(message["role"]): + st.markdown(message["content"]) + + def query_cortex_search_service(query): + """ + Query the selected cortex search service with the given query and retrieve context data. + + Args: + query (str): The query to search the cortex search service with. + + Returns: + str: The concatenated string of context. + """ + db, schema = session.get_current_database(), session.get_current_schema() + + cortex_search_service = ( + root.databases[db] + .schemas[schema] + .cortex_search_services[st.session_state.selected_cortex_search_service] + ) + + context_documents = cortex_search_service.search( + query, columns=[], limit=st.session_state.num_retrieved_chunks + ) + results = context_documents.results + + service_metadata = st.session_state.service_metadata + search_col = [s["search_column"] for s in service_metadata + if s["name"] == st.session_state.selected_cortex_search_service][0] + + context_str = "" + for i, r in enumerate(results): + context_str += f"Context {i+1}: {r[search_col]} \n" + "\n" + + if st.session_state.debug: + st.sidebar.text_area("Context", context_str, height=500) + + return context_str + + + def get_chat_history(): + """ + Retrieve the chat history from the session state limited to the number of messages specified + by the user in the sidebar options. + + Returns: + list: The list of chat messages from the session state. + """ + start_index = max( + 0, len(st.session_state.messages) - st.session_state.num_chat_messages + ) + return st.session_state.messages[start_index : len(st.session_state.messages) - 1] + + def complete(model, prompt): + """ + Generate a completion for the given prompt using the specified model. + + Args: + model (str): The name of the model to use for completion. + prompt (str): The prompt to generate a completion for. + + Returns: + str: The generated completion. + """ + return session.sql("SELECT snowflake.cortex.complete(?,?)", (model, prompt)).collect()[0][0] + + def make_chat_history_summary(chat_history, question): + """ + Generate a summary of the chat history combined with the current question to extend the query + context. Use the language model to generate this summary. + + Args: + chat_history (str): The chat history to include in the summary. + question (str): The current user question to extend with the chat history. + + Returns: + str: The generated summary of the chat history and question. + """ + + prompt = f""" + [INST] + Based on the chat history below and the question, generate a query that extend the question + with the chat history provided. The query should be in natural language. + Answer with only the query. + + + {chat_history} + + + {question} + + [/INST] + """ + + summary = complete(st.session_state.model_name, prompt) + + if st.session_state.debug: + st.sidebar.text_area( + "Chat history summary", summary.replace("$", "\$"), height=150 + ) + + return summary + + def create_prompt(user_question): + """ + Create a prompt for the language model by combining the user question with context retrieved + from the cortex search service and chat history (if enabled). Format the prompt according to + the expected input format of the model. + + Args: + user_question (str): The user's question to generate a prompt for. + + Returns: + str: The generated prompt for the language model. + """ + + if st.session_state.use_chat_history: + + chat_history = get_chat_history() + if chat_history != []: + question_summary = make_chat_history_summary(chat_history, user_question) + prompt_context = query_cortex_search_service(question_summary) + else: + + prompt_context = query_cortex_search_service(user_question) + question_summary='' + + + + prompt = f""" + You are a AI assistant.There is data from various sensors monitoring a machine. Each sensor records different parameters such as vibration levels, temperature, motor_amps, motor_rpm sensors. The goal is to analyze this data for potential anomalies and gain insights into the machine's performance. + Answer this question by extracting information given between + between and tags. \n + When presented with the question use the information between the \n + and tags.You are offering a chat experience using the + user's chat history provided in between the and tags + to provide a summary that addresses the user's question. + + When answering the question be concise and dont provide explanation. + If you don´t have the information just say so. + + + The question is given between the and tags. + + + {chat_history} + + + {prompt_context} + + + + {user_question} + + + Answer: + """ + prompt = prompt.replace("'", "''") + return prompt + + ########################################## + # Main + ########################################## + + def main(): + st.title(f":speech_balloon: Chatbot with Snowflake Cortex") + + init_service_metadata() + init_config_options() + init_messages() + + icons = {"assistant": "❄️", "user": "👤"} + + + disable_chat = ( + "service_metadata" not in st.session_state + or len(st.session_state.service_metadata) == 0 + ) + if question := st.chat_input("Ask a question...", disabled=disable_chat): + # Add user message to chat history + st.session_state.messages.append({"role": "user", "content": question}) + # Display user message in chat message container + with st.chat_message("user", avatar=icons["user"]): + st.markdown(question.replace("$", "\$")) + + + + # Display assistant response in chat message container + with st.chat_message("assistant", avatar=icons["assistant"]): + message_placeholder = st.empty() + # question = question.replace("'", "") + with st.spinner("Thinking..."): + # Generate the response + generated_response = complete( + st.session_state.model_name, create_prompt(question) + ) + + # Store the generated response directly in session state + st.session_state.gen_response = generated_response + + # Display the generated response + message_placeholder.markdown(generated_response) + + st.session_state.messages.append( + {"role": "assistant", "content": generated_response} + ) + + + if __name__ == "__main__": + session = get_active_session() + root = Root(session) + main() +``` + +--- + +## Summary + +You’ve successfully followed the **detect_anomolies_on_production_floor.ipynb** notebook to: + +- Simulate production data with normal and anomalous patterns. +- Train and register an LSTM-based anomaly detection model in Snowflake. +- Retrieve and prepare the model for inference. + +This workflow provides a foundation for real-time anomaly detection in production systems. + +--- \ No newline at end of file From c8958de32ac3a782f0b0ac6c3af53289cd49f5cc Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 10 Dec 2024 16:51:33 -0800 Subject: [PATCH 19/35] Removed unneeded files and rename of file --- .../_shared_assets/Snowflake_SwitchRole.png | Bin 63592 -> 0 bytes .../assets/SAMPLE.jpg | Bin 395887 -> 0 bytes .../building_real_time_anomaly_detection.md | 354 ------------------ 3 files changed, 354 deletions(-) delete mode 100644 site/sfguides/src/building_real_time_anomaly_detection/_shared_assets/Snowflake_SwitchRole.png delete mode 100644 site/sfguides/src/building_real_time_anomaly_detection/assets/SAMPLE.jpg delete mode 100644 site/sfguides/src/building_real_time_anomaly_detection/building_real_time_anomaly_detection.md diff --git a/site/sfguides/src/building_real_time_anomaly_detection/_shared_assets/Snowflake_SwitchRole.png b/site/sfguides/src/building_real_time_anomaly_detection/_shared_assets/Snowflake_SwitchRole.png deleted file mode 100644 index 37f563ecbe8d5248443115cbd5bc2bc70c8ca209..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 63592 zcmagG1za3Wvo}fzF2MpMNFb2l?iO4EEEWjv?u$#X0E@f31_|!ENN{&|XG3sjvAvt; zJ?A^;-us>R?EZGTXS%C;y1J^Xru#n|rmQG~jX{EefPjE4`&se}0s=A}Jb#IX0zU>R z-}N9Myb!aJkWiMDkf2m{0-9Udnjs+2#hDly;(unM8#FR9G#ngbq{nb_{}LJ+`Nhz$ z`&Zwu5z1ebqm;?1y1JWha5rD7btC*x>1wjUiln@+Wf?4=^vhQq8&E<{q79*lwoAkx zP>Vrq{_-Uv!T*YaQc;eDjseaUfKZz>B99?@L`11mfcBe?(hDUt>y=T}i<$(=qnC!< z@5RPNZwM)MDEX<`kq3PdO%Ff34=bjw$-4@45_w<@CILv&jAS&9goX z2D`n1A6Vcr>gfCBut|!53pK#kP8Sw}%hcFRQ`THT0f7OYM?*k-fsgPKo_hiRB7|5W zApMg^K%jxA2na9ZgAq{SDL(wCoQwFMrO0%-FaI--aQU~Qn5u-VEId^;aWXTrceVt& zM8<6HA|N0NTd8TfXes~%On`PQMy5bxGZqg!hrc8ULLLI}teu&Q5v7Nnt-Z5=$0w?P zY6!sde=oCAQT|iK#pV;0rh+o11klNhlADE#g^fxWgOZX`$jQ`P;ESa6e~`n^K2ce^ zxHt%~vbwvwv$%7z0G%vY+4=eTS=l&PIXIZ%HJF_}?OlvKnC+dZ|Hb4#`AC{Mn>blH zxL5)0DgW{{G6uT3e4?WI+tB~{{Odl=Jgok!C41-p=oY+#tba>b*;&|F|8Hb2R_6Z$ z+24|Xk^R%Je>Ercmzls2WFtgQ^w1QJQ z!}}!6&dI^{A7uaEqW>$Y)_;+5aB=>3%KujK-zfj~K|smL3Vx$Te}yQ_F2wr(yY?UT zg;@Ve_`gZ~U&Hy&Rrq)cV+gVSAKehfNP1w)M?erokd+iu^LTNTg_`+VY9=Hjvkqy9 zl1fFiFEoIkalhQqH|n>=H+G}(fOGB${`^#B+@#$6d_)F*G`Vs9kg6Pg>$HrFv^DSw zc%{9pbz{9C`xWe@Y7XWvd*7Ec-J^$RJ{|1t3w7tJ+&Ur-{;fEfOrDi@9J ze@r%Um0uL{ApIL&f7_wsLQ)gevYfQ({$JSTBFfpl{9o!QTcZ8^UOSn)03!T%eRv`D z3!P4*O4DB2?>1_w+1H0hlBe9j!WZiH^L=FeKb=Aj`_*W-GMb3KGqyjLfyuGtEo*aK z`qlh#vBv!5$nWywvnjP+r+ro$kLQ=#u1hlevWgy8Qi6qzKi3%-naR?z0!Z-{O|ykR z*$G{dHvOf-e&?72(zfq^=Bu$VM^MFDBZV(F{djTUKyu$dmqbJ4!_H5RU!(c3&hrD*@DD-ESOY-xnmk-hq@Gs7!9wg!_UEs4; zy+BFRqftUhQvuZt(zc*xtz{fU(W$szY&qwP8`8VxiYBPzo%<5S?zy7f1vt;r*Mc1-OG5rm6 zJT%V$^lvq^hNb&IFLHY6TDFpXvovjX@#DM5 zs2WRV))@`b(6?jhJb}T-!!HuLw(2#au&?BW^8}r5ubl&AH06uV09=iGVCgpcWE}5HET8^!Oup@<(T?42 z`0lhMtR5tf>F7Slv$&jNAOrQlG}jw)@Ik?P;sLv}@!qry%$77cYsQjo6f?I!cRTOT zI!|!keuCC7*>paQNw}|??~kQr?KC@GcK_V!(M|hIs$FmBztn6bVX8L!)gE*e7e{m< zA#yrs=ax+&^xmO{vFV&J={EnqhhJVj!$$v3xFX^Y?B=O0D9E~>v@hzBPuFutVLvm1 zmD!%n((@m?9t;*OAq95+P&$}41GGy=jpnyFSJ2;L)OkD$ajsYkggVqZH%TZgUF_Ah zm-GHJoqa~}KSl8~OJ>qHefPY9X`aJ^+V5vJlFZ%H`ObK~I$@NA+a_%x86Skj54|z5={BA3>Y-xY8e!2!N-Tta9(rs~KS#=NWHFW+QT$PCnrQW%QUJuz>U^+a*1?!e&g1Uj7lO_Y=!rb)3=J%nvJ@im$MQ$d|SW0 zi0XpWRo`(^ZU3o;WEY9|$*~;CoVJ+>d$f1Xbl5I7*OXWj7xrsM(E_?+gq|hcpSCi9 zd|Tp8)X|Z}L$YHGdkUROFt%dy>Iiy`qC~HoJs>P~&xR-c5@%@)kOuC46!xh(Fbqo4 zX|(4&jmk7%C*zp|WPw*_EA*$-%GBn|HNjJD=WDN>9UkuY{c-$wRrkx;E|V*`QsfY)7clMk4GUh7&bVp{i^kTi`Tq*3s=5m@uTD53uRm?~@RH{&i{4R-D z{d5}-*@z*4WN37z*>*fQSC(kkltXV~`1kXBbilZ&xqfFoSeNr>C5ntSVij^lPEd}e zY=!jp(fXenV`@wq%aVH`78}ctF-^;?K&%X7^@RF9wSXoHBcgm*fuJJShJckunXc8(N~u>2LUbZqDEo`b3Gw@DWjS;Ln;m0+^S&v_C?HW7}_wZ-%S{yWY+1) zv!HX4=k1(EdGe`_`Ew?}c@vM_T2rqCNZOL#kN?c1&SeO{XE*h9cjk73le1Wf*8uBo z@;r#BLOYH2UGqd@ok@m9w(l_D{*ZOVgrr%>Bi^kTWa7VNmoY&R>|>Fxz4dH4QmpTF z@>VB1t!RmbSyu=txy|SP8Ek%@A5;|dqzD~PVbMC8rp_k5|74ziR2xyEQl{SaD57n5 zp0)YX)#Py`19kKnrQV-qCGm>*J>F#OjpVch(VX;nt$Uw)*4@6)(`DN_ z5b+b4-uki;&8oHP0ZB>$EcC>%wJGJW*$saPIlv#$*xKpl+!6$KTm_WXT{QX%``+5k zG;49H_OTRr9XRWxa9banj)Si_2Fl!^X*Q|D&YtYEDdgFHV}?X+BBT4uTP z?<$Yb9`e6~4Rb1Kt;3=Zb+M5Yi8Vcw~J=9b>=Lxt2U3zBY zWUk6Ke>QLICJcpaIi%nAXc%fcv;*1P>1@VQ@%Jzuyj>U~eq4?Xn>6;N&&Ajuf z#!jS!KS{%$Mw|)#u)XEn$eLj9=aRS912#;rMbF~isus7_M0r1mJ^jLQJL+|Reo*=` z`pbQTowPib;(4(9XO2S&?v-B9d7_=$(aq*@)ADIc#UA!oT^CFCo*x35`ViXssg3Hk zNXV7UQ;yfX&rFy{_SsUdFnuTm$`+f`Z{<4sW9^Z{ba0K5=Efke@W2Im_482=j_$_n z>^AbmhVeuAt-EhY=v9tW5%4eRP5%|nl zlNg*iylD9Bgk**IVb>5W}B_Td7!s}RKawX~jIm4;@J!2&rLtF>?x4To3< z`zNyw59uhf-cmW6c{=k7wU2$1cmN&?2}*O!hI0yG{^J2n4M+m_Pcc5vhO$*zn)Wb; zR5G*Pwu5Kh#?H7BNvhoP;d~|MNI3#T-R4B$ajxR~o31^-s*Y)+)0mY$o1H6y1RWX! z>i&U0p%Ap0=)=`sWGMot)s2WX=%G5>Uk8+Ka%;VfGPBV6_(M$9vHeQe2hxIHd2apAz(P*qlPl|Yedq_TPA4Zv4I2A(AGUARe>M+& z0zZvSDQ>zeuiTr*&An?sTEerBCrhHpW;fEermaG)FSU605dc*#K|#k)db*X=Bor&6OstnH+s1fGY(eR2PLGe)Sp9T$-ul72g6R8eWY9L z=ahp-<|7lkPr({8{6;p)n!t4eBSrq_%$8XftGc=}OqzaQV-C#`7J;MX)`kNo2LSaw zw;=T4_c5;mHPcJB*R3S((s!P%?!(|5$deb}Hd z=9PN(5Hi<#f;&Ixxy;Fu)`XVm({|RA{we?n>9b(xES! zt@?7G>+hcg;EaCtMRXP5gwA@C{Ky)B8~ob|R?)=w0%4+iS-)>Mi98teehk<_W_oz* z!;+O7e_siF$e@lE=~`R4{S}B6pu*av0qi^>p-mNTeHc=tgI@LEcmy_ILLP+8rL~QQ z(2KKAKv=h{-hn;4n?IsCE+OOWu=YO~3psZN1-fV{q}*24%dSVJ$UI75DYkCtN()Sn zh{R!}3voCbJnM$Yh7`#3F6f+Zdk{Ux-{6;yHgCC6boC=yc27Rx>tx|JvW}H`>s@!d z6ul85PA3o2N|9Gf?fyGWw;dEaQ|r%xTxU7*ezlIy=&AoTlN}qGQYE?@lo74L>?@9)2jY(iln8c1O2wK_qrr*8gvU)aIPj) z6TTVZyJadRJ6pA2V$HJVzExUoN+SA`Qf322vF|#W ziZR)+R%?&70OegFGeu6pgsdOtqsMGA%xrj?gV;0>CPav$q35%%_+xsRgrsf$AZUOL`7yy z_x%y9i&7C?`=L9E4jwlxTi>p2&@JWQYZkF8Xr?)K=4v-I_Rf#;KSHk# zfqhl1&5szo2NHuJ2JE9r?I0q;z^&wpl~nM9un~{lswIoyp^IRRPfy$3GeU9NU@!K) zl_a3reQ;{P;|H5U`91+jq}bM*&m5CNPmh?RLl!xQph8|Q8D_0*bZ|3l z$O3Sg%v>iVErD+L2IWL!)gfW#B<*Z~f@L)A6D!x+1mB1Ph+W~R{#JPZe&y5!v0Hwe zZw{*_(2eF-c_X#vi>mlSxir*o8^+uv9UR04J{1I4cyG-Fp_$Id2oGYUkTmyF~#DDf!+3_-ifCVx%v z+2qetO4ctQw+D9ho}xtl0*RN-Lo+>N6Y4uC*u6Q$Ol%S-0^@3p+O#q**1u_jY${^e z@VLu#`g9!ug2cAvbLsS|tswsP5tb7Yg$a=gX>4(%dd+q4fdj9<$h7rbuAacG^|G#u z2cQg-Olh4}-506WvW?90T&nK%vD#Vi_`&>iu#G+K?B1%R-}ku_G4RD%GY~i6+mQq`;07r0`s=x2Kqq)3+Ei z5TQ8ppK*)3eU#yfNB3KDW!FHrY+Q3(Yfy}>gLFKk(dzq*S$|n@-@wI01?)%jLthgs z42*ka$XB+HXZ?Vp=(+ANpJYfKLP{?u*hh}@(b8vpyRV{wZ;yL3SUP8QFE`fJd-!Pp zAqH7qLuMzWz}bSZha!*8x~R*Gx`|NMeg_;*3z|+eB+t`0h<^QYpaS`+jwP{i$CGvJ zfoI=Wq$mQGw~7LnwzR!w@6FDNUyhlUkp~uG&lWwM?88oe?~If3*l!bgeS3t27hLS< zUp!qdB%M0$?%|hlV^kq3aS7s~sGbHiwPA_0Kr6l0#4*G{?iIPILYyr{imaW_D8#ep zUX0DJsA!-IHyvYE!2Gb#A{xyw6ynoNhvm0L4`~)H3tDRTbI-W8!403LgF@mr;4zV_ zqmv?d^XZ%VOM)?tDZo+ng1+Oi)DZOqh0oT<;_H|q8uK+vZgjhq#<@02ZV28V;k!}i z%J%oE7Vl5?aD<&wT|Pa2p84@`u87+P7xQr0NvOjuXl8<~*kH0pZ=q5BWv_ew-a~9t z7ML{K?^H{n?-IxUEhMmlM7;@K=}At#@!=OpF(W8FvdKUl-(*lPImz zoY@sq)##w9K0=qfEU}K{@@rP?bb^_CIFFajA;xYift&k6mV1R=bc;=Fi<2PiD&*E+ z!?!=%G0NqXb2ToP{Bx)3$jwJotu0G#Fd7KOl&bY$H`;MMoM&gj#3DmJI@D@4VF5gG za+GhmQJ>6z-PN_fyt5+MWv#~lM-zKc*y6-Y&VHdW@(<1y7`)QVj}aq7KxhYLj1IeY z25Sp>37u!PY!yV?t1y)75B^5?;&pwZ>sH{RS87tnyW;g)z88Y}cU5Lh!qBJ2q3?Xj zxrdJ|h_#5ub51)_*gGG$iI6RCy%yP{7HHkx0L6OFyUQxwRO&X*e-J8%yEXB)|2$=g zEGF|kI#-;DJw+Cyh6?qvAl@BduH0rC4=6{%D2Woy&W9-Gy~zJg$`b3hHzDhHze&6A z2>8Un%g^-#ew8i|%@5UY=7(;81u_%}eu$l%URRMi#Ld6%mHw`5`(uexvgBSpWcEsm zdw(enb4QsiFjv7FL_osr2ves{XVABv$qNMA)~wi{4Cc<;q+c{~69(XJi|a9q|j#h?zu5U&Jkg z$L(!YiVgEF1y)wrM(e{5!P@aiP zptnw7ZNhDz3ZSXO^q4s=+PtW|4OMP{%x1-iP^ZhL4F}^m^tbIM|)eIftAQ5%0V8j1oMVlsWQ?X?1IU(uT zgdzwqnEEb8_g3<<{9qUUP$!Te38=}7%4kAD9&=*F+c%`%j}Tn=xjXt$CyDFOC5ac0 zP7JXtr+gwm+@=gKS^*+E3-U;vl`h6=4G}AJYlM_V z!>X}MHEZGp=j*M+zLtIEJ*=4L;y&q0Z8(p%R<{DcvAgL zP>yKp5A>TzYXA*xQ9*Al69yKHbjqY?XQ!=W@Ns-!B@D&1rIhZxSbJ4N64Nu51YflC zmD4x<4?bOZHo3oMdyK@7=anz z^~?Ss*htd+tZp@qwO5jDC&-H18}Ee~aoI;fw=2s_@ZMObW`Zl1Fae(UP~5z(bLt$x zpw%PJCWMIz-AMM=X|+kTbGPEjM5;hv%LX5;cjrTD*#MTEii4Mw1M{6_d|)ItT&#*oltG=ay}I<25)o zAh{5Czn|%BvpZiltK0+~edkj+80+-YI8OD`BpP^V<^0z7;O_1%>WMM;DCu1wvi^>s z7MdN5f@VBHo_01N;$FQD56hfc*KVw#XGH8yuUu3GlyKpz7~QOBRO8Tl*P^BW16XNA zT-5z1=+_m0?D2YL7%!s9Pq`q?PEbRjUa8CNF2%;n6SqwrGzvkt6IqdRBk^*hlm<|a&3*W^3*k;!Csv)SXS#YLH|5kCKrZRTc1VH`y2uisEx^P+8+ zwpfO~4o&74q&%Cr#qx|X7)SPT;r(N|W=;MK&(799b4JC!k(C7vNn+90?}Os;FecvP zzNUF^yi0qUVVO*afNLPM<=X1DL?jg~46B8KFeGfWa`e&2rkuJGSpj8*vRMrKg=MW; z%p-G(D@Y0LV(urngD5md;IPIBv;~h|{sa-^Jfrs{+2Sy5155FS z<6gV1@Kgk;6XwREB{X`^;NXum@l*vpST*I>J;^DLp9KI6dBv=PlU%FxG-Nv@VwP|6 zUJyvSYZKfk&VM*hvU$}=ivN{uL6h^^ln%pr{nqmf8>uanK&9fCKysBkw12y{FQS5? z|A;^asEdYie(T(ziq&BIWK)yFa%*)*Y3#}J#9)>p3uMlmUvX9W;m#hLJ)x6r+imYSL7V3}qA}zQiQz}qA zyWiYp8iGfYxPaur9qU6S4a=6|Q9`Di)~7s~Ov6`W4Bkgny?vd?sBX62o!#VSo--~JcIXxh22SshHx8&oEFH>4O1@-e4nBeV<$UQ zY3pL<;*0fqAUU2p$9GikSkCw>avi-E+#LV<7d^6or9K)aeJt=BP_ z5uA||n{vh%M|=DJm$xQ7$XII!TI z4UD-bazQ(0a&Pf{G>n9hHxg3C>kPjWMn~2>T2-flHVogh8bob-s`%iWR8ji=UICm^J~n3M$7JH=Y(vh z(r}oGul!}c0-!$c3AMsB_r*fQL)`SjqDY>6 zFJnGe9q-cJjfZnpy0-Y8>)ioChBAkz=|u<+LOSCec8|t8ZMhOEuF%waj+%Fz_ZE<{ z<06=@xn!9$t4-@LONwnMyG_4~bBqFopDUVZ+Xrp^4NZg0Axqy{K@K$w$Tt+)(+zCs zFsa^SCbsWlfh3@R2S{e&o|M-Z{wghGeX{?#?O(b67?kKsKGS5w*>owBF46s2~5Wpm#Z80v4I99jCJenG z;zja9d;M(VQ}kqf85`*)qY7;S6k+gxC&)g2~K> z(P}5Z^m7pkf1gLo;0`;m)zr0oxf4N{pb6qlZQQcJe6b)6&izHBb@l=&h&uQcdIXKZ z$}O}1ZYMf$J~A6A`6-3U$LEpVKmBOv*H=LkCW zM7I;^P;ls-Fjoaz;Sl`!`B)u?DHMWjs(IA~dHaE>Pe)_Do^PN$Er_f-1o&$rh)tw_ zftqw#IR$MknMrX~ea{E!-3*O_6DfJuNRH>Ok!RvDpYyWIVZ^y&ir*c3MsnAW_GQf_ z{aRl9hEGV$yDz#Uvw1@1S+tGO5b*IZbrMOLY42%3N&3dBTu86c)RtT-lN*@o zE%kk586F3yzeDIoMkHujAK&LjGN7I!tEl;feka_bCB>ZLHT*Ls{vOdd`^oT9)X(2w z{O31xIo>ocZyaypoukE|Q^{3DKoh1^WL5xOcoR}kidR?%BRa8*&|~w?nBn0U)1>RK z5fdAf%O^)z;)`>s+lYN5c}lJdE$?<{U*8Jb ziWU_7<6B#)H@WC^PK^{ujwwrBi$B#J%`=P3A*Bkb{9j^B%Yc`x1vL#VsF3!SIRpE{@V8R}r8HC^cn)139YoP6UwN?Cy#vN4 z7_1V8Er3P;ZyG=dszW|qvI~zp1lL!f!aFWtBLAUg*Sln~! znp$=$3`Wmyy@%`|#902;xSpLEPug>?84_fk5QzC^g$%!6iY;PSun^!kdt9R0qfxt~ zjL`}90Q5#_&2L4I!f)70(IZF#rh$T0pB{~q>IG~Wx)Op)-nMUX9yY5gjXYN(80BnQ zU~W`AopcVMzrd^2TR!||!Qvf%&FvAgX1JHR6YX|xbicn)8YXiR#_7u%M!?#EM4KM} z(PY`+?z!jcW?jeL1@nz%@cOmoMk-GA_p38Zd1w{it!)a2wy;2K+gdmr*4&fN#lXp`41HpU``SO{D@yJm>6orP`srTSZ0R??{@6Wc} zh^;R`2+3n!zU0?|m`*?Ux@jM+B|N&bNRhx{{zFFdXpjoQ~Zv&{id_2Rl#NP z!_nZ5l1uve#j2Mi7*A{+ruQw*2J?&!Fx*q0P(VQy{j(7@`0Q5wc)4YFvuQJ$vRf%2 zQupIts<@vmCteyWX z**}`1Hk8`?J(JJ&Knz<(-6NlsKlCh_y7t46F^=!+s>XAwSQ{f=WUoKdERM%RBhl6- z*>_h;1E-%~hVMDbtPJCC-9+>p6c_LYhFG=zoEwCRpz zTSzM69KLbxj;MWi)br`ane`)s4AXu&?8m(XU?JxB>>#wcVBb5HZ^&9$JZZvPZ9b zYITWJwN1*R!D62D%ZD|~eQD4B91`w4?$lIciFYgT&y<3(6Y>E!NaD5M#eSNzV@5B( z@Yqr+mKj3mbK*Cnmy-Q4GVZ4*-dy02|BMZ!a(e@?GwMn=3#_EMb>PdU%8$5jOx-ul zP<4=S@1kFezr=)@={tYsibZLAN?svMjly4)qzsKm4}l4c2DBxxg~_X*?+MJwxV^CW z6^0U>Gx#8VNKq>u6#guuRoR7V+dH6>9P)xVH7|dPP)#2_niW7ZregHLHlLcr$8tmx zx-2e_a-ft-&pFYgSrL1o9?`F)?`#9BlU%SA<4BVhqzxSuL>!^iw(=3#j+hqVAC~uR zJBV$X=5aPcGz4m%wxrTK#k4Us5iF$7Gl^JkA7CFw1zysPJ{k2?PFZVru3IaATV^xw z->V=}tUXR@4nwtj14wJ{^%*rdH;C{8byHq^N9WQ84NbPX+GLFc=K}TDAu9&oLPPCk&LQ9~RcCVIC6(8W)k&o)~4E!@c4%u}TU+vS;V*-d@r! z8c-u$M$)IJ`wT_4KR6TI(B3C$d!i_(nVWzMTo;^MWV7LAs{qc2N%x z*Bw3l6APLYDPlrzHlWICo!f{=kC;0TVvgIFceAJ!EoVKn{KqbjFT5T~9*&I(PXL;` z+70$Ut_L#pD2cvCe?Q`1C!M1ZXrd~V>mPabT)>QJhHsJoEzSYz1L)PspPm?V526@l z9RD<8PjvU$TeY#8>y1d431lqIceCG{YIZ<+rPhAWGKSw*kD7nO;4^pZKMXSd8$= z)9yTj5;rD53^AxL(nz;HobMGK2krIv ziTw1r??KX|U2*#z(d}WV+_vs@qVsCXC1%@ko$nE%ziw3aA$|f>II*qxI%mgI^Vx|y zHIV~Um_|2V-G1_{u@-OQn;B5b5aEB;!5r<8cr`i6| z?Ee{)8_SB8$oCl1*|aA=N>cKV+W$KWbX+>44&8D@If~D`+ze*+z%R@08m#{dww7`Z z?PpjM&Q$ibT$&AOslzmCg#Nz=3qu3GW6=3j-&7+Gmlk^SUVr&tM16q_m*2hN+7Bo6 z4f1xi|3!$8;(vu0RNi0qzX%Z>PuU^@{k>cc!b+nZ=OZP5k%0S0xn8c%{KKB5GjySM zugd~N`E5wTJ=KM#pX3h99IQV(PKc~_5yk(2W!eBcX&_F!o<;GEWq=C)G50r!%SAo0 zLy-^NA$y-I+abDMo>iG6aS%B{T->AGL4s5M1^uI4-Dn|JImxBMM<;+Q6iG1JDf zm+)U$X*66Ybtds{?jUsFTI<{(t4NyTQ2fWJM~*0ZMs?&3Z^Fxf0U=g;Yo9&j_SMd^ zX2?6RBoL#K?0~v`A=69to{N8aVTgYKKuup3iCyprRe5z5SL09I^!QnRhp7Y2GGqLx zHRXPX?s3p-LPvo0l<;}G9fGZ+JJG&KpUs|EUeA1R+dPgF&qM!|T|f4h3NC7YayZ1= z36;polLp{1lFV#=xj$yU7fxtCwB2XkbAL@Uca&P9)pD_?Pyq)}!dGlL|Kbx1<&vBT z@Kc>y6O6x}aTlZ#3+;Q#svI)1{@#1m>-%)ODAkT$8Nf_HcrP1mvrx%>Xh+dvHB)ql zl;&Ytt5O7btGa&UO30}0@|1DqoJQl4PlaJEl>)a%;2}2)UWLU9}^a#qsw$BN63I@-vrDTH~UJ9l*iT~ zV4&6YPx=MnFzOAEX%a7);)&Gfy^jvfHPBb6S^XIo6uz#C6i$QqaWo}DwIVcS>T|`P zFD!N!IGjXVAG8xj>@4aGQdp4VJ5}Jg)6x}1Y&$tnBH(OVPqajn@bgS4ZT>OmD=Fzr zOCLf-Zu*mw0X;Utt`C^jmPwSBx9Zfo|%7s4~V!3p>(;*rc$oQoz!caX%;r>w+ziauYto7 z%lMZXe>ur(7aZ`$F;-*kvc2zP2>D(}*=(GRh>OXFQBj46w33jxee!}Dxpo%4->Q-tj$Px?KA5g;&tB-+D;dQS*^7;)G@_2bL9D9ihqSl;4*wu!lO%v z&v@?X3uUR*HO7es=4)cOu|!rJvT%gDX!zHzg?MBAvsB1Osfwz$+>{4*!rN67h|i3O zr;aT%CY#ZUS&Cj}Nd~X2;`kJc)k0-fny^o+R=s81(vbEmw8FY;QTvs-!8qzMC6T9H z00KQN&G!&8r_d$miBE-#aRUG{3Q3~R6h+vGEp{`W%-z`JH{wD-IXMlZLzDnKmc0 zzQIzb*WQXvHV*M20Ls47O&eKuR*%uk`22Yd{mGFhaJbh=O#&~n#3-7U5W$uyd?vW$ z@=Ul(L%=6SRNAJ&o;DVjTt4_5AgkDqIwAZ}4&6;q%50=d=SsvQfFtO97TTU}R)&Z< zd-_p_hyfBrG>CA6ryr?mJSfOZ{Px8+lgl*j#goVOH&75~{lg_yW};+RU~_0fGiRP( zLYr4ifU4rX(CLGxfW~ty?cJ4`6eTU%PZTr7Nrug8HseqeBS6gOnGDpFG_EJeSh4X} zwxmRZ)QLBB-GsTG#ny4iLj^Z)wPF#!r5ao(+1^Ch_|TsWHOBsS*bJ2xAu#4?5_1UM z{~!pY&97nPZKWhHOOC>l)9r;qa{OAkCJO)yS?$g61!}u`-?qWI18$5M+m`sIBKyFwkK@Sw2m#xxPeXU90TyavBGL|A+0+ma5yo+%U5X1R?<1%l<(ca=4ZrKXm>8Gm@uP=RcMt~MIo%-7Gd z{mx&SdO~pA-(0-f3CN}1aI7s_=a&`49Q>AtCP^7P?wszHe;2;(%r;Cfq6m_}Va$B&#h}eIlAq5w>}TcPIM$dr_uztY1X0j3SWG&L zWWyozZZu0OPox1uw81PKoiKtP!1me?M=9rHqXr4&r0LEm3X%1{Q~enBOp9NFlV?oJ zlQd*B&7_)g^NF#lZJNt+@)xPy7f6eOV96kNEIjh+#iLVxVU|Ob?8rk8Oa`u-E0WX= zE0XaHaCXbywwftys3!rgr$3ImCd{WkJ0I2l{PG2jGO`W!{E)SzK8cCOaBk5JJc7TD zwE4@w$o+KPUZW}ZOzJv&JJFXLY=3Re30zM1=-*c`FloNsZt$b|SPNYAm$L}5{qIWNi-jx-g72v-(MS68C%O%pyMQL8SW~+GbYNX4iRRNGK4wLZ3Rlhi7 zcdI$zH7SI8R0$MW^&Rz4{>#P(D%Ux} zEL71M%|+K4>w8GzxW=cG@L~5YJK*)M<8M@;pDEL+m)1@v7G$nXA@I$#4IZcrwQ7;~ z040h`B~i#j+dMdYOX1!pY?@1g&vS1DmOgh_cZ&1hU<{F*aXW7+)nqGU5cBAbQ z)l4UPwvmiCpstR;*V7&;(a7=82OdU!W`;lI?UzJ}ywe#dEgZ{YW@tYAVokal)cu+aWe0$SeiExo18|THac_-h5h~jX=4)|oYdYIQpWkpEJ>wh z=E-&`AtfH9tXxe@^=qw+_WL!a4WrWVXeh#_3wS~R>vyslJ?_a1L!G?bpoA>xaqd)1 zx9arxr}8w){Q!OA?UfO02<6WYN2xClQ8DOc1JTKjN#1`{N89aT9KGz%K!+rL1UOH7 zi4Y9O)5WA7Gyyk+RoHy8^U!jc!`ya11@dMLZ>d-8?oj3s zV}znR#k6_6$XtGqiaMP`l=RG8UwzZ{{l&{s9Fa#{isJl&o?wsSOeeWn8>#2Cn*^zj zaL&f>$TYb}`m|-I#YKd*ioLCKOa#P=80iX(iCue(q=6Y}E;J?^^nRpL>cMyja3USW)CfZc86yf z=cRCszSK;og!;4IYiP|TwMV5^UH>Lkv3O7_M~u+zI~jo1F(`J`Mx{8@^CnXo{sxL> zr;9X%WIw#=nR|xFp6#+cH@+IR0n5!yoCF>|@)pR7XuQ7XWmR0ignOp-$hVyRUL)uX zozM3+7U#}OW+`T#MZ|yC&hF4mZ!E!Q=kgh3nI79=<4vzg@b3=f_7~f|ZtI8q#LPbM z@|{P2Il&dxiKi$_EMFAodtx>l795kU9MNE~d&Sq#(K36Vx$C|G-bVH2-^gXhoL?$X+FV&lXs>vQ2l=DZ3%Nd}V}T`=+T5(+}^A z&?0C)o}%Dc#nD*F3kP(Y4Szaq7UlY4*0$L`o_Jv?96^C-DRv?8JJgdmW1DP-h9{{6 zvVmfSKoCp4;LBkBn0n!PZfdLRRlNLc zY|+x+rt^FIrA=Q@!m5Pw(5Lr6%@)X~09vc=hmREN5UH)l1p_~B5!hp02Eh+zIf~z( zYAs&Er#kqSWjpTY7L<>^G~jur!=sx-L^v<~K)6Vq)P}pZZD+%ZRrMa3KqN?pXxt z!mc}pHuK~wg%9=X;Pl39F~Ti8?NWy?v5d_-#W}tt5c0b+Qf})+{`=oQu)#14Y*L<4 zbT*5z^gVm_W;=M;n#OJt4Bq#cQQ(zz_(bC`I$95|7ZV*);-;?)=--vC2XuQoU)Pat zi&}1fkoVD6cPB}-Et>hE;-)|_9q%$EQA8k){85TB0gn%+VAE}F#x>B`fLKvkxQ4=K zshZs)1F)nwUj=IBeSm=Hqg$f3ANO(^-#n^N{d~L+FIU$~iv&fm zHE#Qm?<3DI_Q99F>W;FJ4|Zf_w)zQ_mg;ZvYMft^Os++S5-#W0g55)bGGj59E79tK zSy`=8IvkNW^14z{6!I-dN|inLyy#$?H7E67`qP_U@#NqquHP|>;^epJ1X2Zk&C$Zq zLa(`vUyTOvn_b>(-Wb#wy)x?IS!c9vw)A}M4-lm+M3n2ykwprB($?VkM3Oj?#5zP! zu_4DZa{f?;v>5$WuI&5tOt&%|6l@mmxf>_5x(1hRYC3nFbv%<^E7yp$fDtLSM?SMt zak%Q1y4655xdJStlfAG}ix5TL>zy90PH?(=xRtuOS1#`bx&NB`#@Z_U!2zW%C4#ks zFI#`1Qg3WDjdSg~3zfo_;cMwGC~?)0`U4j!{E6)-o7Zl6mi*da9PbR1UVfRpi19?L zjdlh=b2s!Me9Zds1Az`r8~?}kxAwf_?_a?lYT2U;6ofg_T3rwKy%A)R{MqEfMO&%9 zH}2NhH7$=hHl{+=8ROU5ikVi;-wEW^6DV%m;EOAVC4b2H9hv&hIm4glBiQ3~s@mgn zwr$pq<56=vqJm z($M>brr41?yqtuHkv#G}%%e0*|2&cRbgqI`4$t&&^Bp%c052U}ZJOws@R zF8~M}#~bjQ^Y5GVqDTQ={<`M5Io$0h)(xajy|32EO)8}xW2ma82C=B!?$nq45ybx= zvfctJ%CLL;RV0QGh6d>zknZkoL8QBpc1Y>&Mw+1&l?DZ*TRNp{NRb-4;d^+$^N(}R zTC-RTOgwep_ukj_+xtP8o^HQA6xk7QhIfTKM{*03KMvxCs32oQ^8HQ{KrsXQ+=73; zy&JN>3C7*Ai()Rt4xVrC@$T8y`d%Kyy`91BQRATMBlk>d16Xn`Z_f92P)EglFWetw zCW1aaXMHt)uc*hO2&%w4uIlRBgNFR4>ieWokm?Vlfj?xPtVH`Q%a`>1*WWEJTQ5skGkp@XT1POL zwh|~$F@v)l1VrF;qQs`{h-C`CpLFjIk7YOqwgnrP?cNh_$6yX*DkliBUH&^ata$Sw zd{@9-GhLVC+jh`v^FjT8j za>z{_((cb2IHr*me7M>eN!1Xy*D2RCXH?Au3mm0?pwYIQ`W(-5{_wXraX6gVmLS&}k-7dpn z4fIA+fnuw*Vh1JcS{4s+MRL{=xy!gB?tjfz0w4W} zBZ4ou`pNNesvrY&)o$s_&n#{eR(^2217eO%JBITzyMBJ6X3=$b+DoDz6 zseZV;P7vd%+vexFhr!sa>KCaGJz$bZ6YKB2kqAo*Gp;f2hJa-3H>Ae6uVK#VsRKX0 z_}HeBsW#1L8G`cD*!I$*Fez~@PArLCRDVgdm6iC6-4yx_IHwh-2_tu1alHa2e>fVO zGIGj`oqqm-PBd3_-i26N37cf%^{8r2EDd6&HLB0c(q9YVTZC_v zO#sE2svXD*uLSut^+B<#9t=-e4-T>xdqIib{?f>{;QdaympIcgLsnF};d3jJR({*i zsch9h32WxNRwwtmCO*AO{+G+!i!SYafS3zymw33Mt5=Mq{8-imXf!hU#DCD%dgO&N zt8d&E05u?fl>>sb3`CzIg8ydTK{s=M#u8UvPbIWixQyid>N{MbAgibJ^Ta>h%hXgy z+z#`Mk>qM)w$Wng&{(TasH=Gsv5&toZ1$|cpMfq{o69tOC1S3B|7TE$Kp_@y0T9EM z7>&4n%<9-nb7=~?23%V*d5>B2xj*}~zW?)j=XClJ)j$|TRYlf59Vb-Q_UM-GfU7k) zx>^KJWk_nJW{aw4pgNRCeIyffHA^>EYn6Lao|fc&SA0KKf=cj_suq`P96!IGm!4ZTZzPR2x2ds#E&&9_J2mns)C{RO^OcXOS)=HmCQW^r+=@*f!svF)_AR)AiSOwnHu4eOwAn2y1TM?{^Z7 zI%o9mKR^t$M6`cNgCg6+87Cik`0AMn6Y1^)1l5Z5qg3LV;{A!VgbuP`jFGc)|+2;E(ch{=ma<$tExO&?C-8%rh!pDxp+L+fAb49!byrAri@bV`4_#5q`XGE=5I>J$^| zir0nGxsfR0O!@I|VIz90gcGWUGD>Vm6fRw@oi1I;UqG%D#UIMx5GYni^lXDPU7wCg zG%w?rdc#qOw?_n4c{LXnkE71$6C{^SN=E?60tEvytFiQcMgyaPGf5Hbn7(4)Z)S8z z9A2!t_FB7a%_uF(v#QKt$Y>_F8b0%R+ad9Msie=m;R zlcw0(8LaSl=X7e6YOR13dlH);e{r@M3T!X^QRd*g7m?>6VHniZTJG76 z{^b$T#!mXrLyv;TV(@+U;R-NX^=hr6>x>4cAK1!U97$NjC%U_kmmk+cafT~_Ix}_Q z-I9WSK-GVPi~$Z7MQ7Ukv{;DC>?2=?3pa1q-y6pF)OD%S=NG5H_CYV);&#AGAQi|? z0WpV`eaynsv8*k^|9~pSkuSy~)fuxdR)5F->n|;Y*9_tkpc&@+x0l#74nvDRUk)CI zYW?_d|1w0$ZlT^D^>hQ1y^*?-O^04;pkG={ut>#fzh34aa(QnWCDg@LL2$mo#q zPL?x}@@B-MW!7AriD9_bdgui5R!(rHR!x~CK&sw(oxkpGqbFc$u;H~PJxUs&EPY}( zUbuhiA;U|TsdyE=Y}!u=l$s+q-Tn<%hkkL%$u2ZV@lw-=Ic<=y%iV_5(;E*&N{qO- z$X9>d$@9uirc>Bv_GQ&U$T++r=B{1K`l5Iai0vpK^2N_-U$vaS^UWu`e3(eVqP^4B zVb<-+{^%0z@)@5%{fHql2q6WJmAdn8JU`fD@Vnps#GOT@@M$>~Qt1IEs#UV8t^APN zt|a1KmfNkwX%AQ?S{W&cWi2*?Jgls+fSX;_fy(W-xJ=xj>H)UR)faLYnSYzYHZmd4 zx8~l>kJLsJm|Nr%5vnDkZsl<(hb2k@y;4wKmNz)4fcShLNKemqaALvu0QP{2E8;sg zpQP7K|983QL*j@jDi+Ba@8euBG5*m&Dx^PLJd>&T9njpx0lJ-K`^(rXR(T$(mB5sX zP>D7bh^c=`N)@ctj>G+)0xm(4|3eCi z2U1cm&NNZfvzZeQ?Yb*evhP_kRBgpYB+JLY;xo!lX$#Z1q^mUPiz7{~b;Je|`?G(4 zhSs|Eff*1DIl;+r5)nF{5LaZ(=HmA^OjOOQsEEUJEQ~7Rc%$;iAX!yXt>urNTd-_! z=I))~H%C!?QCyg7N@dwgKk?PL++Pd!nr)uusj{8RP(Pp1yT#9%z7R-3 z+F9yHp%+Nu_IH6m!i%& z^E}f?g*Mawv^aOiJe^` zIh%-F*Q?U7Mjd4eq%Fe?-Yvr~>}{&CO1vWD)8HQNi z>*VG6MW_aBm+KM)qKaGZzh9W)ZQZxA1~F^Yv-93S5NPC|a*8?k z)w&5!U8yz~`kfk-qIk>~tj8nf<8eNp^&o-3#F{=q;X8DkVZlj!ji+2rAo#lzV!LE2P=6l_1nu0US?{~9_Q6^t7f(!Wb zzBLxFPw-QOk0#g-CVH7A$J9}a&gZI?>$nCJ%(TOOKP2{blC}Dr%0EW9rU+(DSt&nm zvxVmFgiCD7aelp%dQW|+u!PA(sD`Zf2JaF>N?KVt-Zh0YIxICzEh~sSS%^P7`Kmk& ztV&z58Ci`BF9q?<>!D>gu^ZL?TD9eQ8vSoZLP-j2pZr+> z2PN6rc?z-pwq}qmM#xu#YmC$+oWkGvKHL2|i}LhzCga$L@3~9(n4|T{EMu z!`BknGK^lAp@^Qb6Ci2XyAdFQryMJhrU^^a4F8(%ND^exDbKvPH+&(L^Z~(oNv4|Pr7}llVp34j#N>~xww-Ky$!~VSNZ}{#5 zvru5lObc0;J2{&Ye+N1(uGUGw+_sR^k@bQY33oOf;ek8>{=?1pj#>?ak}RdqPBHI- z`4YXQV|>VC;shsdUgy5oS~^W=Hj5euQyHt)&J{$fp>PiLg(08r0}KOW9*Mb6q}TuT zqm}6J>meR~N$wsF9axf*ZBPJ#@Um7C1FS_gF%-Cxg!UJ83P{1-R)*=)wh(I(gGyK) zpu}DSA*OM=qESy4^V8mp3pJ zoAjk|kWMk3MZoWe$UX@qF1mi5gM9JYNMru=u`cU7^tHij-|u3k0GE>Gq&qc^$L#V$ z)6A1A5izN#i$P^|lloq7vS6CH6s8%xlZj%J)VM(6Z zpNx3l3f%DC2$UlU+QQX<>u2phD2DprH-8hba8vV_d#gj&sfHrlHAAQAvgFQXu)(6m z%*egf*RbmkZYPEQH8DiRM?dkIE^?YyFoC1|$E-6zt4Y9)z=1?jCmvwY~m2~zA zL^Bb$N!f!urlPt@&1esJ;j)wcKK>s{>+BoS+zkEH;dNd|Ng7>bcXD zy|GwfR_aHV(K|tcTq9A$x>BILX&;WsSmHx`J}7*5W0PV#ZYiUe|As%{%!@X2IP8H9 z#LrxO;Uo2T^U%cnB2^`Wo$nKiuIIs2zAr&7xKaR6Ru)MTss}_BOtjhq?pZZYDNnG{ zs>19v)>k5T{51R|q!E1U-}LKj?iN#RKUm!<>K7Dzz~#^p23NkiB5IY@kM7RlfTi-2 z5v1^6pKRxQDNgO>r+?^pLC>+mi*Z9PPQT%zuR5Sac~Zg-REp8VHOg)1bCwG3|3bo& zAv4T-$Uq=!YTH-2}zAb$u&9f=u2|XRvv%4gyK!zERwo z%u+1g>RxapYtZJ$5+S5#@k)XDF_o~rWF_3)v?WjR>U}MtIr^%>0!EnV-aZKo>sMM! zZ)2NPhpnC=w_#0Y4s*?w;J6wP>5woZDGfX~zn;jLZ0GXXFdn^j%irnAJCqe4sJrml zHF=xeZiPF}pU0}Ti?4p|_I|G`5#o<`PvB4HPku*Pp?LGN`XT-(Dj=Tf$j0K4DC`?R zF==xjQHl%zsqxfj<7UroK!r#kekNB=Z0a|Gj%;5Sw~-)zV^=q8;@iY2 z+)$0grdYatfrjng)qJ?z+&|URJ65JytXgH#iZyn8`wKVaIGL@_>6plm_kXxEj6Nvc<-xlnMOcbpV!nMxgfr2sOq=}oKner_s=nu@KQ|K! z*M3#YPf~LT;UDibwf;h-Yc(Js5~RyQkwbvM7V$N;9qGok!f;EF7&`PA5{@7I$M2VK zKd<(i!H<#3{w&E|-OtgTm-`qGUP2Bv)KQA0vrmGl&I#_cg$+2py1s{PYSaw6lz8=2 zWgd0V;*Zw1VSGs^xV-D6FtUC&m>f)dPZaBb_00N&h%b19V)s-~*-y*%I`wqA=e5tY zI0v8id)DwoU>@nJ3SHVRXgu9mS|_?NA%P7)ZYr#9=RXeko?)(-em-}RYGeuoNi*;q z0cS_Uxdp%^Or!;)BWRF>HYqmx69rzNVsVb-2zVKU3Hd*K_t3xG{gN*%Wzrq-vQ;S@ zM(6GKcz-$Kvy+#>HVkOD)>p>|%TIVfwnODWQ3Z((J8f5y407>i?1#eLxkfk34D8Ct zbXNWKlh^2plwtT(B`Xnqq|`L_0|eQk zlpf@|)rA_QUe%_ld3uYxcFJF-R?D3;<;9a{y+QF%{`$JTBsDrOYtuL(=G`{~Id9RB zALN9muH}>P=;>7QA8i<)b&y?zULSt#q!8Uw$nOn{d%%@qz!$jod7Fy(aE8Iql%XUW z!0<@^!`NEuz}_SjJkC!Mrfjo>4}0yQw{+$9&4C$9V|RA*uiETw!gS~*Ou&&5<~vm4 zZ^AfZ#yYmq7tfRr8PPWe(6*?nIy@XtHlrW!07fTP`0ZJkiHa?F_8u`^kZ zJ%6(52QZj$BSwMj<4FQ{-=E`Bpho+|!i01ZZk9Y!B`Z0wF8nH~NK@G3pLWBXdJYa9 z@0%w>d#cu21=8^nGb8%)l(hisHSYs$m6O(ry&$R>&aX&DE0RK`=yXPLwxe2u?B4j6 zJWMRoBFjOX6db9^;Y8jO9`ykM1zDmVp92nN79kK@&u9)R0+bU@X* zvl&z^{efMfDPKu}Sw!LBl>6&8Z+BjodrLTA9Czjw3f5 zBh}vTn}ugQb&~Nm?i&lFczGJk3X^}6rLoPjIh+DxIlT534?w>}m$c-alHlueU?4hs z0^a=Z>Xk_It&@mj7@g4_pwz54T&(!I*pB+IM?-$~dJZ?EhvtuSz6Y#Z=sjXP$3@s_ zwAwYxTf%`wQ3`!L-48fpp-J4I=yNvD?B1*#U?rehyV02s_Es!4F#`(^+4RXpf(1Y zB@#nc$*z<9#hpf3u#~6X(!;IqeoZ7kCGAyri3lkM3-QJ_wZ#;9{cw0TpMwp!tLPxw zW$;N|d#f(Qpd~rb9QMSA4JXma(0`+K8~)X5O&J^Jda|MZPK!PF%m%a0ZL;Ie@V{GB zEAk;hw}-i=zG!$gAJ81V~J2 z05-?I^~kSKyQObz&R$0awwjl7LAE*_&TB2jNP|q9XIcMuOC_Db9h=BBxmvtPX2?4K zza1bza{L%7dGc$o63RH>$Q>#n&maF)ry~0+KuGz(!-m*B1)@&s}<=pFe> zIX@%XdKm;7d@99_MOq8QCKpzmnR$y|$gmI%62#ZkZn`_71^4=qvsApm7Nj1sZ8wq_Nx@Xp3L`;d~EsF_<1$oJ@@zX>hv%Lc$;P5`-IXzh|jmR@#A4shLgmQF053F ziuW_+yPnUB_wDYhS%}0LLUa^kFvL+NDqHj>B9u}u_TFjQUK(X`ygn#HKvb@cHS7Xv z-uJyvTWwdW^-+ym3jw`Jvb2g)({grwczE6#Cw!QLZb(p10L^7isgeso2m_ua>8ENr)%iHi>b& z$>eMSGGfB%(o!Gc87$6$+buU~bq)>wY1a4b3kbBfGjI{;qsH@gCF2Hb@3Cl`$F7iT zTdkLb^OLtyR?BKegGS=(R0*m86G@-ID>&L0|40srVXL>j5E}sFK$bwG^e&Jf`LUi8if8{a;6MJd%XH4uem&}D{RAeU?N}jk@nhP}Y`EW6B+uuI~qQ$-Q z2apD5SdSitL;|3S#_mM>N^cTE9e4$cnKYZci33ybNREmrl=NFRyeF;87XfHmCWmgB z`eb{|H(_;H_8KdO!}#bErzyMot}~0jfp+~ueCbGaY0mOz{@PRi%Ogik8cb}4HUqqN zdAgJ4);bJc><8=8c-vIWPv$#~=HL$2A^vAqsry2%S z(OlP#US%XI1Ue)a94PU3^Zs&GU^U>j!Uxy|=)M;XQ=4kz5Sj>FUplW!HvLW%eAap&k?RuN6|4Q>q`}vIF#wC6p z=Uf5IZjp1|3Ir$p_E?gLzsXc|>b>z047YFl`zdIStbQQ}izX7*&s0OB|&*oN{YNN+mYfcgF?@Nv&` zuG@`oF7W)1?)G8x5x*Ij_htLzJ;&}k44_X&hc_N>k2L<}eSv)(^gEkS zs60&lNFzn96Ttiyh!wE5Ihtt5qrWUbN)h!#?9Ia!Sg9OgsQ|U*>6G`$wryu4L1gs4 z>ty6I*o6wUGfN%IfXaLAxo(`uVPm&{&aM_CFWy?+mpo4c16I^^y*B^bi(Mp*n%|Lr zbt_#(f7}KbGD@siV-l+#?r(F*Tw1ska)`Z8@jXYo@cbc2sZ$yf%j6$^)0j(5odmqD z;Q+w~=E4K83JH5?@eSVX(rOP4Tyaah3Y)god+gVvi!<>*e`k9bodn5K91Ke**?4IO zn6cZVB1fu%3a7J?`NU^?vttLSBSj!fH~>#Jy8H&r436 zjJ5SE36P$OOz6~5eHOY-i@kobo$O^!T^^L8V~)E^mup3c92`?l`xNl$*M`mDZe65O zIShjO@F?M=J^sABrRwyQomq%*wWn#zx+gL!W84mdHqf_tIfyG2>EGC@{8xM!J~l=d zY(RJwIY88^S8u&XG{{$Tb1XHCfnyr_CWq1FL`Sd33P)NIoog-BDnp>!s$=ZX8{Bw( z{h|?(7b?~~iXQI2AqsH>wq+9M_huZ!v3%(qXM~w$a;{tdsPRwHzM;OWL89 z4ijm$wBU~jn=#nIRqU*lCBS*;FVHx}_+HIP)h)(iy1nrdRZzi0^16B6u0eS@{!pBU z*QYW4?#=C&1bez^vL3!I?~QnY+=w7mBK*=l4Gvt-2gKJ#8?)%~ITl4k13tpq9H%pj zc(1^7Z%4^4@}m#fXIogco1f5HnIN)31M?(Swi!-#g1=Q-0g^Zu|DtLFlh->0GSr;4 zY&s|9f7$$uqA8xpI3ZM1CZ!ZUQxm7_q0gF=E&x%xdg9r(53A8lJBNMjB!4MR@&!Z` zJpEV3&g(3YRoR=E{+jaoFx+ZiQWQM4ne$0h(clDIf!DA^%(tCq0B1E+f-M>+AZs|Y zJI5p-56zszJ~$rGjo8SpxM$8!RncYiJ3EFH7*+~uUcftIdG9UJ>KDNwUEO0MN1{`$ zzFv{5_!^=#n!o6rIt&|@(!5ciK2rZegiBbv+Bbz10`CWS2LJ9PJ{*^ZsWlXDij}FQ z>ULuKg>1WqYf^^Aa(lj1&gV|nb;-Irhi{>zCHGnr(Q3NS0hJnc$LI@osq| zW)~($95G2eIb-oS3bB#d#iEOZz%!{AGK{1p{q%{Wuv=AG>gfcR_IuBU8w9{Z2)`9R zOwA{AZtQ#sj(kaGv*Leg?A-jvjTiFfD~DZ5w4nIw@r2@3X~_*f6}c!*vyNvOeAAzg zeWfDt!uUcNIc?-Jq#)njdhXX_Ir`A5i-e*I%3N04j?qcaqkl@8Yf9C#xXgFhZVzW+ zdwE)=0$LFX0`-Rg?C zbKL)c9;n177(@7ZG)}T%mHRiIK(-;o=R0@}ti65V;#aCoe~V%09I6_C?3l^32my>U^0n+gP+% z->o2S!`C^Frm`KW{Ww$2p#b}m)wiH$>{y6KU~XVtAulO1Laf zns$zrX{>JvVft;R3eyH6ycYnxJE!1LEf|r)u;hl;AXnH#X7B z(BMF2j%$JT&NQ<8PbPqR-)s|g>7yxR`-#*7+#iQSa~RNc^P2Sl`nviMbs;j^g3ll|&UL z!?{P7AlTK~Z6=9~lQ~Ok_7T8qM}S&}U12n(X6i)Hd$4k?a^hO@XiV)#v;wRYa4lzb zk!pEKxH+587a3b{gjtA^XaG$aesusq?k&qE@P4HerW!t*a6g#|?s-SjfA?Nji--}V z`bMrm!0IsBLGD?bRH4@BX z0s27FG46@W>dnlmQI9z&?a$+C!x?8oN+0^}kmt(0XtbcT0Ns&Po320>gozE@Lk4}x zwm^2i`0B+AUt|L_^7Ht&;#Wx9f}okJ1n`@V;xb}J8$Wzd92^Y`T+9?_8wMxq%P5-s zeZUhYt|?1q{rs6xR#`BL6ETw4$>8O)d^7Ihp7e|EAX2C+@~*U5%$iR9V`do7Uu%oF zH(7$NMQX3iE`S(AIG~#^j2}4@Ki!x6H=}WsJAC76{;3kbj00Igb%hzt93ELKhycLg zrU&}h#>74y?Xq(yEh%Sg$SWY$D;g%uqH52s&G4h(pQAq92Rhzb&7KEKA%%WBAI{$Y zM%`j)KdiZuY^@vrov4%uqIYxa68ikLUI|%Znr^GKz4Gmsgxi^~E(`dvynfJWGST>G zQokV2?5H)0Gq%U;u|T5$S4ilFPv0{zQX%K6QuO-Fj@*mq3n2d{)w5Rd_glBpb|ljc zQTY6{hYV2IYyTvD~4ZXD*- zcJElOsSIf_Nedng^Bt7~W1*}iHo7jjpL#!)VlQS9i(@QJ^ld=jxZfV=yiuLkv%tlo zC5#N8gG;?YEy^{;7KHaz;c!A%tAWXgnwn7RXOEOI&x(x{ffTp2E6uh%Lh>IeB`EyI zC(Z{&Ul5t8vM`DVkTI2TU}k4royv=i3%tP@)ODs)!CaOVD#~X5{5FtH}ZC z_-KwX^RC)!kaV}XPHav4`2Zb0VHZZB@$)H$wnT}CIrR7A2+L=``9fKv24XV9Ce1qv zvhFOn;}c1qm=AW*P|?W(Xy+JRst2;Ns-oWRYgXy;t{{R6ypx`waCCwYl_+!ymYb^t zOV{wGXV%DMm92Uzq$FkBg>)uS!Qc=jL`X-jU{)jdJemM+DcG^}Md>f&>mfNqStxoZ z{Q`gH)x`XeEG1Ug0+}@QFCajBVyB|K%^K(2EjW-j=WtuQO*oQ?5-xD!2BmybKRT@z zjrK%d(CUc~LOaC)k~E86&W|(L?45v%?x)BV!Gav`ckMK%@}bWPyK0K7S1HmM3WQ%TLPZXvzsk z;J|{Ys{kLja%5sW zBwUGWdkX=zKMgB=0I%`5*@8#uVeS)Wg&GBI)NM43PT&W|iSjL9%M{QBx002#g0Es) zWo+5A$7BvGRhCb2_{^atYG!lZO|oMCYoW@TWA*n zK_MKaGqMa4|eYRDqw*@C7ts|B53QDDgCZOp$#`%us`(xGTRWPdh)82D(a z4>t*uW_VL1!gf4eC}x|kCDF}v94RzT|LP|^zGtW*JkXG4(zYlQHw-5n zR3=Ap!|H;$)EVMg8oNA%*$&RB_Kn8{cHk9$L1dKGys(s&2(F6LxF2h@A(t|~lkl~D z?j?7852q^)i3th{1{Rywg(1uF7O^OOV~5XbIKkTc$XE}rJ&TwyXi+_j=AxJ~(`XB# zf^XW#)|w8Rms*cK{l<1q+ko~w`}@OCFI%s6=qT3cGm;6LT+9HCjV$DgmWDOlp`(~$ zB>BbBas4GzADC>EvaoK;-SI{8&uO~q^|1^%_0|=~?!!)AXV!|!dhdq*Lbz8Y@xp!# zFO1ZUwcy345A&U_KRZW8Mh^ML|mQ;S(wP%+%MSZIAv777N}&6Z&g zjv)_cn_ucFFpZYD8-nM!dbyHK=xOBHZp_yz+m*LIK)XfUbU3r@sErU zCn6))sP@HYCn>#pYx1$_d9SbE{qrDV-8j@-V(Tz^N)p`JMk%u;P6U!wEwVHYI#l5y|6yW43=G|B$E{KXr$~%?%$-IjDf$j{f93hWxVghB>Ou^?6NwWVvpez$ z-eJh`%;S&rj9JaTm7d<{7;~`QTe45|TYo*+7t77zMY3hvr@eZ3>n(JpD(vjH-TPPE zB;xO{NrP?i-|M(((hJvsnU2%?9r__MC-qzB1J@fS(x7$c z`eUGm0BgtS%&++6)*S-clmGmxhisr%ug6`Wa_jH;P^?(`*SvGTye~V28n{8vx@p(u z<#LGHHEzzg4y-=!yp~lHwv5uIMnW26YR3^Wzt|By^X1Nm30!g`%M%~iKmP66Am4c) z5uk$N9rvMVEI<g9B&>uYrOkeUso(c2>R^_bFTO=Qlk`W&jHKcCwxq3(W@$pQ`)QT&k4(HzBJ@gY^l@;bB}OM2ik=*oVKPd1 zd3esNw3FkK7)a~QJ%eMS<$Y~qIW~mW7s}ohP6ijv&4`jG!Rgjid5zB@Mbge(B(gE$ zrhYu$(=>K1eednfpo*ta62mD>#90{_I4|9C{4?Z&I{%_`2<9HIK!p&i2wZpTy&h9R z5t|k#VzY+g=5t#9JS~bmrq1{}V&;#xTH-k{q?w%`AZ|T`PeWo!OV*+xRH$z+1;Rv|xU744;~LXKY0@8coc*#JCrIa=wyR2NPeu z85aA|}S|uFId)mO%2xn(!ebh7|LiLwTm4gu8Y!yM93L zPa$V-ZMO$HQG`+7bpnKmm!^?w@_{QCm*~ij<|WLqD0frgNiXDCdg!2a{_twg*4`wZb9RrVO#&n`p{RXs#_+i&_)*(jss6XWI0v z!rUFj2FJ^t^#@9&vGa#f$wg@hJNa_$@=y%a*~VA=*z(_7WZ43y;75aqqP_EqICN@q zJRQ}I;gMHkv{=EY83Cv`HX;I!M_Du!IM|_RIM_JW-dHD-!AW>dn_^=2$6=e#6KeVu zWk~ofSuXZwIVfH$d^CaiWRi1RDUvwmTN6{FD{R8!i0x$6S~9$AN<~HI-~&o?)Vp_# zT76eBR*4Wgcnc^pDm+T1rL4PO|LV)p?@Rg_*o*}Hw;l}iQ?oEuT-?ILHLU-MYoQDWeT`uhR4Q@)t|OOep1j;F8*k7C3>(G?Zrk zydd+4)8K0C%OESVbZth;1@GOR+zT#T(o{ma;q(of6;2pS5rl)6&^$L03nloN zHp1r$(lr%5boU=f9#cuafAKammXShWODWH$-+?k~y_3_w{zm`4$ zHw&_#7w*S(_r#k0+_>S|$iJ?RJxV>gw7W05z4|C#mj?->JLT@;%R6X^-=;9W7#FNe zjcIJxBuY%6cEqL0mS_>-!jUUYMViR^nFtL+X#X2(l8i*LE#;%1EAqijDyesLB z_x;?kRi6VAjSJj{+q-U$Erz=yrX?QL=j{SXh$6t_F+XEka58L{eICkG15GYftu1n@ z`uDPdJ8+G?i$ckjDJk4Q+t5$_IelqKF|^d*^yrpwVk9p-YWlOu`}g(OX<W=V77B4sQB1gf8O0L@i7XvI! zXl|yZY&2GRtD(nC8~v9@u)sU-2eJPQrUmg2?F%c$b{IX*?gnpp2$;?jH$JFy2eb5f{p-1ZePc90^4VL+=0?m< z;=<$f=89jm$;UHBd=|=noFKJBH_Iy{bLqnd56!x=Mc ziM+by8xo}P(Puf~S@@}ACFH(8=t0F%wc1^ks+zAd_m}FSxt6E2%zQ6kWxbuaJ*Hgv zrMqZJ_KEA{8Z+E^^N_E%Tc2?#O+z&CZ$MO53xR@ZkiYNemN|JG0qc12v@7wg`z-A~ z$1NtS{E~X_I0PBO)i8_g>)kPwcGl;eBE^Oeajgrllh%9_rI|(}2#Jpthmx@TG-Jn3 zoYj^Ee-Xhr=zf1)lX4OdbQx$Tz7b*M8r4ZG@wZa}YjNvq}&>uTuL1G_QjuNK<&!v*p*bP_HV^7i5jT359&5a5<{kmLtST$@<_+!56I(Q_N zH%_2GmSRKTq(~FkvWK*+U$P>it&~c$Fm!(Z6E1u)4zY) zg0eCGiQjoQdaF8Cu5?RK3yUIQOp!)FmePH{QDNd-n=_lIj8Y*FJC2culh>6`5_Ji^ z&B>}T3g4s{ff)KGSBS-KCm((I2`wGJ;99jzSNL^x`mLe09$ge?%6_%k>u7EM@F-zR zvoeL8Zr4xwm+6);5$k&H9Axo2!^zNXbYy)$^}EReJJP%4XHIF4ngK3#MIOnLq@~FQ zm8?kC<$5=-k!X`bpTWTFZ+@zVa}3HB2qJ&}+!c%-owCIkgr@4zHiL+Ruu>+n=GTY` z5SD_2YZ*F*_>s6d#_Qkt{VFi}si1R6OO5m?`5A>$RALx}E{%sAi#C5DeDKQQt19iA zI`nZ9+=0*??jg;Z$pOUzcf7{{<$}296S}x%w8-9?mgN%2_?NC_v~s#!ETqAc7bWFZ ze^@@PYcq}wXnlPXp=zh$J#RUQodwcHMbdOjNwO$Hxua?4PSdakKgVSXL;@wpEe`0# z$X2egjUiAc%7RZgJ|!?A0oxRd-;tB~GbRdog&_(Y>#GTTty`)j>5HN&;GeW_UZAh} zcf62*|BcfO=X{eIABiSC(mKmC1qShDCH`Ya+LC%k6Y}OAqd2@1c8p{F^qyzW8G~~# z?s*-SKYM&Ei@%C(SBwq@{HEPTswD3|3ER2{?qBZ1>-D}V=~;co&xGrNSK}hNr!=B5Sk_$kV9Vj{#sYteXOPSZ+L16%ttZ5TIP8Bdh>4XfWej3c ziu^7y+q3w3WZn2{pg5sAGJs3}_k#%6H5m_An(^r?)H}kJ7C>2`s34HGClb3>-_X}D zIfA(U#Lsbo!}R|=f|cbvT3^1_uhAyQ1qUn3N*>5E+;C|V08c{D6$@BNvONFi#sB@T z|N4cA4GE9Ql797G&iR;&{^`Q`&(8hN&o=|;Og+shkCLxpz%J=Lz1llM?Qv-Pp3v~? ze~$V8=MDe$)LObgeO0%TEj8}@htD$KKEU63{?{f0UmpBkuA~3c?Os)Txk4i4pKs3J z;+}T%=^;5n>k8=n`apGYynahDj}J%k$2Cn==!h_}w&DN&h}W_~{T@97KoMg%qXx{8 z0w@@eF4fhPlSCd2?LedQGjm#~uK}vQN=@&EHX4N^o<5yGn%dCt-It`eG@buB=1&K| z;5|4~zy;QNy`6Ibc+_)%wcbWGfg)a@gmOTzK zEfZ=8b&YCD^mTtfXoz2zv;wtro}DPf+P{xI-r$xwBGbRo`DrSFERpOCvsY>8n43ELG$eog&{w z9siCO{sbK5xo_Vqvrk?k~GE4)w{?X$D`Mj(oQt2r2 z|2nJBam(b9!L+y#T|IM@Mf)##F`#7cx3%%@p*Z4#H8TM17>H`^wi-)ccm-UCfrcGCRjjsSFsD2bFa9vSa-E9d(;xuKs``00sj`SIvJd_j2AKi$ zdZ!`QI@OP>B`>sKKz}+$r=rQ1Ns;^0oKP4;AVr7P8=;_TK;HxdpeVQd=T-YB9Rp_X zkd2pZ@CdR6fIG5$s*9{R@fWE6uU-JH7Ym(qY1o)OLo*eIXvZI}w=!__pL)Vv6~CPG zm^F3+y0qZz?N&D(wcW;XS6BL89$o+)jpm=K1c6#F6UFWmpu1MNM!q;)#PQ!u1zDqN z7B>T^1k_qD<6X4Ad<{?*Bpdrq%?Cd_4bSVR)a&?Wji%PlfWt_3{(DA=0J|iR_Dwg) zs?B$n6ZEa}zsBx=MzA(9lDCqDn_G%UOFeLb_I1j{5TB|>=;CY`1KexE3{c93SZ@a~ z3c_Q`T%ZG<*l`a&zvCPy9evuFa~y{UfVa#6XV*C_fDnFYuwTKghXFt%ddjDf>ErSCp&7;+dI z)^mJ#dTrb*zQF*%{rFqCYptQMjGo#%H2uXz#!OrLSN9ZNX&qX9Y!Pm!GFCq3ZCb; z>@ge8#fgip|74eR{{#wh`9Z~T`OQF+97BM%-mhp_!B`|QZP2YU;WzIJqb3iyT=wd$ zOH~gx+CD%@b#iTm0c>vs8ehn3XslLD3NW`I_^wyhN$%Bpx(Y!oB_9$U1 zVRM=(&ocHu|MO&QM5yB>s2S1#WAQ36NR;W(vXJ5bJsMAt+wM+=)^I;<=G6hiD3WU% zOoNb)A)^cjIzNDDDOMyvALEX6~(_M9fxd_q95rI|w*ESLkmm6EYJ zc>WVs)W6If%RQZsJ0&`j?-38$w-kTb~JNW^H>U2zRJ+D&aOFB+~HWu_1b zI_Nczq#)`VobNksa^|co1a?Fm6iSYBOn}o5%$Z|g^$q#9`j_5HvZ@-3 z6osK7>bTN>cIi9+?iZ}o%S@wnR%;f^!y6qTj^xK_2PMT1^#WC`7uimABm8i^dM{93 z{ku)Id9dAXkDG?dMgNP`n?|m5ND-?O7G+5&>Pw7Vgjwlw5)gv?AHLoKD#~u{9~J}| zl$Zf2$r&1Hq=%61R6z-8M7jql>F#a?R4k;VB&4M!q`M`D1_Al+dE%VsocDa+S}Ygh zIK$kt@4c_7TY zVkfP)Hsd-F%{0cz!4DBvN^&S%T5;+sr^XbIJ5SD;{9+ zPJqO%x^$C(7vXHm`fP!0&A2n_(RVv5tLL#o(v_##DFV#_Th+{;fAwtMQn_dasHaF` zYX%gkUzLO7(lO8^a`Yym{Tj8MiEJnVUobsIaHnI8;0T0sijgZPfL!hcHojAiQ?7sy z_NZ|pycSMwW;nYISEsy_Pd`dUi*0z-4OPu&6GPqM(!ctt;n%xx$__arZY_T8{y^Lt zfp`Tws*_EhQgqsQs_tcm6;$2zH(^EbIThcEW|P|b`#Bfgjv$zJ-g^+ zMYwT1X|$g5n$Q`7M4@ePjsKLvteUSqC(gB_c1@@&sDwm#Pu9&z zmVudujF^Q!X|QTHf>0%NO&jx~dV*6WW?ByYg_m%yUW4=3eX;9frg7CaAPWobs z`LcJl9#0sr-xPK{d%_Ci=M!_X0GIC)R&+R)*y%uDYGSqZZ(bf^iaBO-Ry7>e}TK9Xu;Rp!$O=g!y5^@oJ>tP?t=&ZlM7yEN$hzOd(=F9h zVMN57t@P~$KI?Dap8$ngoRFGH-=WA}?%`J>E*`qlQFRZ^?(yHHok{Mj%>Qh$?dnoYP zyTa2g(-63CUk2gqsL5%A(*LVJs0M#`$f*9iBnK-~YZ)Kv65atfj*HG%$*0d>29Y&X z%?YrHL>!g6nDqLzP7f#%%9OPN7RQ1^WZVF|2AhN4L5V6}Vc_zQo)6XU+|7qiI+sK* zD@X?0lDI^!!p*;tnGMG{PeUK-TlI+dv~VQt$$XWzctHdqHwMENWj$xzg=TZ*)ljOF_^>?$Z9$r4O5c>%=kvTErX2hW;X2+?h-aT(B7tK{b30d;9G~5klym?EuVhYp&gD)e(^9sR2 zNONwtWt1{TXNUyuxinf!{YL9EArrs1ukm%fYHr#!L(t<$wc^Tr!BkHS9Mz*FGkTD# zYR^f9kqJO}s581I_$v=+`6tbTPwzex~?&~#d|8i~Xt|Xw)iUlSpLe1wU z`a9C0QI+9)rs2t;At(p20OaGeJoYoh*V#1_2y`Bcknd1ch&vZZEKbD65q5i17$=vo z#WvxjI>&7k))ldK08gu&(#Cs%06Y8p88?y*H}9Ajez-%zY-9IsKdumDL1Is}R^N4T zT`(2r9z1n#=}odH^PP5TSvGxH5&i2dNc#1!v=QgzxW9_ZdwAGW!Z*m+>Ss{c{8R+T zF37}l;@w1i&h!s~r6Y;aywilpaYfrLY{f@mH9N3)SJGNXB00XGb^j{s$Ry z5l=FGQrU0J#MN-J(_*vsiz=J1EqCcn$^&Gitp0$4wQ+C?Z%2tGX&q?4*Pb*DIf25S za8W9C#W^_*w4}?d@gF~Sed;a%1(YYbGk;!|4?aLLREK(Y? zYG`-8t0Q^3a<_I6%G$}Qm!llS{Hooze6{?c>17n2W4?0J)H8GaY$UJ zUwygrA3M?C$K;PRY4BP9pvZap2Xyg2AA``+0r-Kciq=`wpRNA?`txSibDS=-f}z;| z{S<$^9y2pTKv^Nq=f=M;?Eift=~DcgccPAg^w=H%1O*>~uc%GZ$ESF91Bo~OR^MC)$Y*3g@{-b}&U$r7`)pzCs=mh?d-@GpOHtaQVK z=BQ`zw~gqV6ZRJ65++w-uJk{@q{*0hH~Jet7GGF?w#{OB_c6cmWh582V21PzU2=F5 z(4^;L!kb_9MIl#vv#d2G4wLIaKk@S%BoC90@EBI}))!ZhgG6Yuz1JFJ!*6xBzU(vz z#GZnlFT@?w+$)uXhllNioXci|mg^b(%h*(nYj(l|9DUiB>hq-V4XSJ zYNFo5bh^25pgc+7(l7Z6WS*3JBEY#2NU;QDZOMJEQCyWJ00HTT?s$xu;(3FDbZ~M8 zwMe)z{5GlPh2o=4V5lad%Yj5t+gBvG@61ThI0D6f`>ey4Evq<*qjXHO4X?kHJt(w0 zT>nuH8un{E!=O(bnwuy#5}yR^@JID5q1-8e!8}35jl8>mo2CG$<4q@lF_IR^`51^W zZGnbQWaf32L#F#Aux*+Gm_|>jg%7|8wAHVOUxz$Ze*sb`UiyImo#K(hd&~b-%luW* za0g^#zlut_m+;*|uB(i{?iN^0s$Z58RW~DV7qhug;wa*@gN)R1v5gPr056a^ky zxd;`dv$0b1py~+py2oxCg+aMhuZ+=SuVpe!qA1trVV%29%uDr_-Kj@E^d3{mEQ7ea zCkBr7?h8WALuvYE5%GeJM)v0ye;}uS-~0DdF>srfWp{Dlzi(`57Hm=6E;aF#AGLis z;&{8ez|nCB*?=(^9lV56!B{nsyK<8NLknaJHxUKO+DV`N-Ysw=;s+v{b0Y>AXco4Nb+P3eF2)3O0WTRQ${6zcW$p+LIIS>6}>ITD_^v=Q z{yacdbeT3!0U|}XObNV|yQ}ST!g#c9T2NvbAB+ul35CIqrfk2r6#7a@!nj1qU(SR_ z_&82gJ44wdIG?@$Sb5!y!CWN~@6^nw)(t;56=0GNPx_>S2a6I|msZ2@2-cNnC7CA%Aly(E81fYn?(ZA(5+YfgzJ zjCAR4hBm``3fgO8zHx)|<$vJG0Zic2R`H0AN{(*Sf6y)x6D$Hubh|e5G3Kz^m{LFB zG9cZ9E3v#4j^e!~ z;`vyq*#}H5!xZgF2c_&(mx;TqFxCtPJlUlKs=7{M?ZkMSx>l&*I9<*Z%jV6~urU=8 zp@qfjdu(E+V_-Y-g_K)mtIO$0N!pZ;1Gx4nfS?W06X4DeZb{D?zDzZ6D7BmXHq@pr zv%0&MeBTk9Aa2edAm6;d&&BgBEwfh%Ea%!?xaX&bFf{u=cJRNxf3ZUH&EN$N3;~Q! zX@dM#%^v;gv27MSJ?IN?$Bl!XmJTP4)^lnA#G{f&HjhP9Vl%!RgM@MaV#ZG{R7AC+ zCEfNdk4r2rGOTl{>h37U(%4}7Ug*U&!duC7i-X58{tMF)ifqefERHgLyVw9MbCk^u zex-{?VN!7Boz9(iPDsViL~{%_+v}Dl*U-R7X*sRnhl=0(0^9D^&*X=(-NpvTg9elt z#_}-rzfa0PPfclVY}G;;>C3DL7QJ;dyAE?F;OgRT&+YueJ3ufK%RR^ZhVz0e`2Ho> zZQwWS3Tyf^1XyYFjg^eUD}YB(f-}zG9>8r=mAl9BEov3?!#eDgV|Lj} z6Q61HWeM}_?45`tM@wbIC3xCY!A@!PZ2rEC@1S$eIYkVJ5DfE>$@J#kxeLb|NHRSZ zOQ%isv-bxy1eT}8=LYNbWwA52yLUQ%B*?wE1$*()B}|6qG~fRIc!zBomJ&uXh+R?`*vC8&z2W{V;j)~xAK5)o zVRVPeZjgvn>eu(;?OC4s8s#CY%C^eMhgBD~Z$_E92hMt%P-sR;!HCz=g;_e*bA)>%-48) z9+x^d*XQ8FK@KzV$h!syA_A+mME_)~rFsZHfHYFv85 z{ddUG{Fj|ai)0T<9A9gcS}RDJ?)#s%UCaK#YG)gND{`y8YNlc}kIsHySGL?fch6_a zZ*=;bc z7T5Dyx&0Eq5sl}6@cZobKBD*VDi3>ND33LbcZKiC%$K9nR!!MwM-i7XzU!R_ei`d3 z5(Q`3-h22Svs;%Ga&)r^PWJ}YP-k3^Q+{WQ`aT<5aYvmu;SJ6_ZI~VAX;6A&J^#a* zNB>f?KI+2|1&oalyBmCXwx!Qhsa<}M9gTO;5)D+|`F* ztNLKR%I$GBN39#UMEY}K5x?fy`v-6WYAm;-IH|%aO9N?rqvH8|_~3S(SGdHpS&0$L zeXbAMNh~9mJpwYm3um(u2jtYdUwtb(9~exQz1_XwSs&_d__f!K;>WPFY%Bqa+clHV z=zT4qx1%!T6Q-B$KEw%Y_>Y?ZIYj!3<9p%9UZP)5o^_?kx2JzOthL=dOf#+sibHli zcwF$ge*c$ks21u02U8N?7L?QtM$D|=$u8@y=5I+Y^rgm%w5GD#HM6&bo?6WM zpT!uV+J9CywP)$)-8h@nEcdU#+o7?VRm(72ee8T6B75OH!g(et_|kazH}ImCZ1)cr z-lepGDvG~qjsNI5#h&AKL|iT-!fvb|9BEcS=Y41SQ1C~rM7`e0Ooi7zI^&)mj!LY* z&yJ*NPdycTlk5kF4jYBS)(#CLq3froQn4LEpRVR_X-fU3 z6gu;RRE*9#TT>Fp6QWX=Z%>>!AFyMel8Ee-b#FD9wrn=fym>hN?67$(HrUpcdr`t` z`qfpL2Zlo*M+^lZu^&)ppY?*iQ%Gp+r#z_qVNg|>r@MNnz+MXVKKSize^&fuV&F|K zT|rule>TWp7z-rH~*g(R0&9eTPCurt_|>u!(nE1``@zc1#7{sH=K;#Fkxx#CO)A zHvki0MlcX}sT`OWvHi#HtVM^D&SX9%U|vSI{>r*zBJ%bpyAAh8v$?c~_r$p9{CT3i zCVm;Y+d~HAZmu~G4>Sd>gKdW3XFHM)p_a`zH?d(q^s%bcUEJgP0(0Qp&|CYltsn;i zue_P#bEr;aHEQ=zcx*LKopX#j$OVy!c+gJxiCa$Pw}_-nwEyDOV{L@7l>z@L%=+V^Lo9Krs<>R3Au=JdDajj&U zV8MQ+@Z6Oy;P-Yy!RD~*uZfNw&5{7$e*9C?i3?8^%IsflOVHQ8YtF1=Ja2jJk$F;T zUiTczmPbUp1HuqFHywhlKheXsCo9i1 zjT!I#DKh!zc2`u4LwS399qVE<>3CK%%)z02sE_LX*=7-|{TCw-!u%O7_Fdvn1)KCP8S5o=qVpsf8alO?+y+ zE7Jb@ZAp($j0;KPGxy6ILC=*$`H&3zrG>Rt6KQoYBhg&y`GVdDhMfvAs2(DTmFkjT zpYIiU0N=g+k7SBRiE!gw=XrULnYXNy?FM!>8y@R76BjO+NdpF1o`3&VC}OyuofUmK zW|CnkyC$$ovoY~`$0Sbb;KfC1W=|;EzTKm4=Vp|GS@sUWx|&KM=4L1@ z{v$&nMkb#hshu`#HS7(+O>Um{PosExpa2X_- zBfv7%s4vvm|6`2T!md*;Vo&1eYkiaMEf`eR$N!?udBik`P&Q01tyfqx#I(_(r*Ny; zze4M9L%3w8@k~fCx@oH9mZ^&x2afk3D?Q#$w`2#sx#zTtu3K7Q8kI^QuZtMT+JOm8 z?@M9Bv|B{;qrCTUOqc1*wlf4CtaJfc#jT*d-^08FjUm5|#0y5vw({SMV)lsNI2x+* zlF5}KodX*_^j}I>9v7bL2q_W9-Ue-y63bV?#Ghi>X}3NV@jrZ+%Bp*DTX*_C`Cq4b zkrFlvi=U2~RDa2wTMofQH@Xo$$3czXyGXF3mI^F@99y;soIaar%ql&v5qorHBjwLV$m(yEaAVW!8{RzI-B_j`#QU!A|21y37GL0iDIxkBKDYgQ7EiHbLYo-( z*MDCGrYFuwb;wlKvTUh{RK-31X#-VqXjpj%&FyPtL?z^iqxsJ`m(?@7kE9OJyyWyr zX>OZSqIxd&6ai+ixmxl0Xn~jruJripi;pB$69ayp*A|K~LHUf(8+DzpO+~J;WOiDh zbYf8G-@_JKXXAt|+Zu$&PHJmY)eM5yxJJs{sl^%G{nAvsV3OPbZWOoeM@DtJ;%x5w4_d^C~MXq=A}8GWq^362co7ry}ApM{}?BB zwXK(jQCy&_3y5U=&U?t)`&hkncd=tK^zE)ahL8I5>lEe`uost1vAEQk>snxNB_gCh(yYnOEX}P}bL}KURZgfm_o97K9+=49Axp*{`R(s3@w+6lv#<8{6 zigOAc(T@1MO4)p$ENnI0pp5UYpY*NNSA3ysWzvDd>RP|z_ul)X%xQ*Q<=lInYLgot zoB9^CbWgr)mg;o{?awE(4T z@EA4l0hr-`NUp6KRdv^C$5jbI>22=h7yKIw0!@PSTN06jvBjX1)r=Xheg8n_jk1U& zyG!)6r|ik$+tnjN0VjbQ!shb)<2|-Kbtblz2CU(cC?!m7XnHwtXu#6Bm_` zMkcU=5HcRv2~6e{6IC;I9sMXg8C*51;>By4a3-tAP{w*G;E!Ly(Fiw2=;x|gw%%N0&`dCQZd*1vl0 z>&>pF<*kNvA|=mG7KcUBE_8hSK3~;cu$}UlG4I!Uj58x~G%3{}x^bLh@ZnbQ!&o?J zKp9KPrVAkjDXXeWPZ1Q5x=J0RDNL7YXNmszvU`$4-7CnF6#+o5RfGQ|F}v&HtjO(O z3lj5<78J{Pf~R`n>4v|Rqq)L#(J~3Ea(B-VN=*S*TBanuDbs#(r`7-+kDxh?ywOjb zs}r6UM(ZEQM=BgjG4g!Fp#rXF>|mXT^3e~gvb?k{R`rtSj+`?iH)aX1;Sr=3T5O$H zZerrIevIUmc-g+f9+3FZ&yn7zVA^Ht2b|stX9u)BrlLbqU4!B&j*T;KDDY_+?LRU{ z{<2{*ovTGDfI3LlMp)|{w+Zp5-X<5XI;q$!NR5;$V>NW z+nu?$96Vjf0QNr=jN#Is;U#h$ALjF(>QdjA18ZiGR4d%`)n&vz=|6TnAY=r3zV;Uf z(4E+%G#;I1s_6&pd((|j7b-ILeHg3ntdA7?B#+dkU5{Cg#SPu0c22dJya=as3zQ;> z#ull&g^KW52fa@7>fVFZ*^+%Vn+gq_ryLjzt}^s}RhLMyfx2b>Gq5V}Nn%&r2jW2O zaL?s4n|p}=XrF)$W?Q*NBaCR|EYQ!iEPGIrBsXQeRXH~7MY?)66X8rI_{$(~Zg#7( z(zn0ifL}21Ru0e9?=$|#b3t$n3vUwr`$t7RIFUrnIvJ|(%KkU5@kcj(PaLo$@2552 zUH|`lkn|7u3+T?feS^1!2(1E$4^SEjft3EUvz;I+H$tK2+W10d71JrHp7t4LM>pD6;O*6*Sfg0c=MP)BG@Luh;t1~6i| zn_nJbPN-CQUC0)Oh#TlSovs?=PA$^*3i24@Zqjf^fET6 z>3gbEu;$>?JatL`;`$w&%YT9v|N2wIrtO3#Ozq)Qy5nCKv<+Y!s% zMNA#v8&cw~_LXo=O7|6Hrq#^bS?K4dhQnkx?}<{G+Cb=YJ^t0 z+4LkQj6XxBK;q#M2uw8iOXEm5lLXXWB>>Fp2MWrPIu24YRv5xpih{K>&O_!wDb8#4 zEGuFp`uPA=LiY*n&np}n)Va4E?f+CNvw34*Zk9h9r=yd$YXk@6!i@S z=-F{a&|U-bt`y{LJeJ>!^ve)&&X?Hx#&`qnAwfC#Wk-n zv(f;}eN#p+Ln$A~A5)V@_QCcZw*`_zZkPkP0&)bN6SFc z)XnwQ5D!H4kkY)w@8VY_nC22z#=@uaE-pH1_~C&{aly0)8Kv zKq6W(3(caB|9A1UvBXm@(Xl_Ey}YUTrwW@gYc1ZZAUB3!677dvPSz!ucTO|% zD8*=M!9GG?*>(x%&h^>rG#xSCyQ>uunE}G3GJSzE7QU37;j0|QPz5AlxVsKH?jxnN z9%FEetmKh6FA#z?dCT?#OirdNk|6?My{&XU=%#qhG;Sk|B)Sp^I{EE3roVVnniKP_ z0G%lTHX-%cF%ZI5eI9vqJ3Iiz5exX1P11|7lL$&Q$dAwm;U}`Fa|}TPjO6O9svHy@ zS^SnNN@-iDWPc!TZjW-qC}(#Y0LK{}ow%OF9ZmiYiPc=nS1eJ5b@kd!P8OG(P7W!o z3F95R&ijuX-@CpV`llNGZvc&r7+X|=E#tiTqsP{S5U9E?A1&=?yY}G+($hT(CR%U~ zU;DOdUo~x|%Jumknln0*d4PbjgXmMUKtEF8g9Di849~Bb-woGem|w=QD`*m?LYOH@ zoC;1eSff%*nkpN{#+Y$C^H>oV0Dw6{w-ARxovlQ+2MWS4GV=8F&{F>0r*>d0S5XI` zKS+@rZwsP?!2FjuJ_V*`<_F+@m}{#Ba>THm-^2;zrD(tk6CZx&a>*0afr+cDwQSG1cKDexNgRt zPx#XjF!=FwpEQG~s$rQkKvaC7dWZ8ZPcyR_bLzd~C&tPhXMp#U;YX@WSI+u*KQ`PH zcqbInbGsPD$ABSl3$6ov|*RM^Q zQ*so7vRZE-14>_MSxVdW1UKOdf$hTT6}n5eM+zM^+y%0?|LK7M3pYSTgW-*I4bbS~ z#WgPsUo9nh$?!D%c}8?a9l;m*Ax!Kod@6Hy2RaQ^quk(2S_Wy0pBjmHVmJHwfW|%~ z{zuJfF11_>pnoLP=$b^*9HQlGempP;p+Gi|1EIn2oEJX5OeNK)L9Qg}j0oIC&)QMe zGnSO@{bhllsJiE7kZM%AS@;J)s{maD`DI4ZI;qESoj%t7GL@EKo#eF2u%j0u6YA;&!V}m&sP47~^r6#0P@KaNhO?MrJY_(iX;%zjv87J0MGe&qhw^H{= zPJM+p#U_2F6@w?9~6fEdxi3h^)UBLY>U;yM4&B1q*@rc`s=3!k- zqF~;t7F1vs6b-x&iRk1Vl$ZCme5}OjIy#c}!9X1%PRPT?xxgFE-QLMC;l#pUa&fPg z-)UayS8ivt)SI+h(CY#XaeXO+o1^}o|qGXH`NL5Zo+Ad?Da*O9RcYUq3oA^u(^lM zGgA_$zy%G@TXkKN)P?YWJ}K~N=Be9)j!n1ZUO>;$QZNR zJ|+i(?)eVxLI-7=n#bSa!C{DNQhijyIC40uao8_hBgLF~(xv?Up2-Le@{#lBC>iRa z#s##A&FEzFcqPlIH!_|R8PD)7Po5|3r<~n7g~8)3Q1=;o1V#i_FTsIME!K;!EewkB zCbqw#V2xw0IfQk^-wzL|P(!RMmCp<47=*yd@_yZT&`-j>dU6`Bh4i=k)ai! za$k;fJNFyz_@tZ9LK%xolx>ZfWJD z6x%r+w4R35X%t-+z*BMrKAzB*6X8!2FlD{8GUTS}i-R<5A{wJuib8PcdJM=@fUIC6 za^q+eyUEIy+8J*#W4Q+7=5AoST}9oJN!`6oP^G{t;&*;yFP_fbZ5abC+Jy(&q%(Eo zSZX1hQJ;XPwn1$TVc9l>2T#71WsY`ftImY@*U@NW%Dm7E{5OlZ-60CbDzKmh1>>dO z?n5yBiDqvNjCgy}V}yQTY)o$a)mJoAuX54IYdOV~+_k;370n-Vo7_72US7QZ} z6v-sdyMmRj+*qj`vl{iJ0!W1341M>jQX>os*nQsJ!o9eMNax$7n*Z9P)bAG_4~Y&> zTnb|d;ftWm;fJiC71&-aM&LP57`1APIY4XCXp8K5HM$jeIrb$V(O&gEO2JL&Y_+4j zysQ`mx@Gcw>;%+8!TaIfR}su~zmh|~qxvY06tm?xU+YFc(~=5)fYgO87ZD@gL^)+d z_CRj~C64)Pb@>rkS==b=v9X^Nj(oAF*fp5@=>_bu=nhp?My%ZSLsAws$O3(iv7tF6 zB$<}(oO?Kh?P`}Yb*tlAqX4e7Vf$jTST%2-JE>sTRh~g@mOip#d$DVxlIEh~c z-W;Q7K*G^?_0`C9AX+Ns9%`(H0KnxBX8-9etlW@@(59y6t9rTRPKoe$P`pr?n6rHV z9g*a!U!T_d3CwVE3>pmDFP3n#N-OxOVlo_~xV<0EwtFIPpDex#?X)YSk`Tsdtf5z+ zSMxnUa4AkeVp<|go+{Sfyr?^(N-|6<^Ivi3Ot4W9bb56SFZuYzD zp{#RYCM<=R2sDzr{$Oy9D{S?l1xs#NDw1U z$!C;2IFLD%9OB(BZ9>d1r^m~Nvek0Da^WrClC~hp;h}}IEX+q{Q&(YoDrQUF_1OK2 zI4U?6+qcs%9l~P`RZ-UF;mL06&i1CmDMWl-{em*Iyo1^bb$1HvVbOI&avBUyIynx@LhSd-n1o05<4xG->qFLs5L+iMH&kxzhJ zAbffqE4QoM_l`tsY0yTw!3|Q9pE2Z&PY*_ zgnvs{vx)fjaz91G5pidY;q`uoC}){`51OFOm2796;7z+PO+j`8egAmf=wL<^Gi{!| zoHJVSVlCWLk*=~6EH)0jfJe*sqpOS3-3)Iv7g9?RYUxPU-7KBvGI%tI4qVR9+i79# zc+(UUnbeTuu5CIndgiCR9Q)c_l%2S;t-I|8HBa&GwL8?Td*P8uOHpl9mhb!XB@Q0r zJmtp1A;;mOn>(Md%5L%@bjFF}!Vxak+k1aK6pz8uGBE3I&^6qbDWzBU1@+--aF=#M zVzJfwRmzs37<1rmpvTxe6WCRbR!ITMHxw4BH?$t|_6 zg)cBSaYaNp_OB*&M)T&4^+{0e3N5wK1hE=7JDkrl-VYc4w&w#hrF*xe$yp^(8A=SlZ9Gp!Kl^}I-YBcDSo;L;sL1CnZ1@?p5f zI@<(aEfRK}G>X*$G)6!`Y@HwQB<|`Tfx`G^4IF(ZqXTiSdH^_zV_92iZCG1 zKKcf|aHX>$B8^vbL)H!olb6$-8Viejq zM|rjek0H^De_J>tm04Hvk={N;t|Ms0D|nS?`vP?KvelPEL{1Wn>$^UR9rUXR*>Y1z z1o9aDAwD^EKXu;p3EmS@)a+}*8qk8Y1P3Br86N%Gr-BJUGQ-pB#7Vh+u1d;|Kp)B~ zavi%PcxxKUY4eD5^J&;`n^^(x+q>v}>0WWh`-_=s3^@5_7zzlIaH`PIT^jzxbt0MJGF~~Xo53L1NBY)dFKK2f=VXbb`{LJ6>QIvB1L4NX_!TVZLqTIeo&r8S6pKH!Wv zA3v$sS?Uef3wu*34nqXl0|2%O6Ur5%zGZM z$L!i|n=#~72q)jpBE>#)wiCOkZano(Jv;@!OFj8|Z|NFuvu$tvrfJaETeR;*W_?nM zS739Q3*%Ayna)MKb|83ZRAFbP{_4%jq4^G1f>q8@WIsP7RqmBZ;i_bIa_TDej@pvg zYoqzvPBOk0P?lMmWuJwos->%XQLXv_r7sZ}L=$RlhfwBENm(4yj$Z3Jlo1b6%3M0R z$^SzN)Y{kKK?;U(b7)jZgJhm2of`_h3J;~=FqTA_x-_*t z4xJLeormn^C&Z@7r9G{nDrEGXLX`%PEsE4CiXB?^DB>tSd$-Srys0U=oQ!t)CdWsy2RXB82qMV?;bCX?s^0s)bi_%aEe>T$f+p)w>07J3!5fi##6YC?df2# z_L0`zK7WNRRA({&Sv6Oi=$t4yj^b83ZV2-h7LO^0`1d58J@<{}F9meGZu zhV=M)^ijYD%|I*Rz>q|ZuhDsuP*g472iz@N?t+UKl75DRu4*zC>{qdG=a`^Of4O4O zf|Ib~A{j3sNo;7wmEMIf=?tr%qHvLtk`}eJINOOw=RlL>kq*C2dF?76xdK5LB4CjH zrvP;T(58!LKSrj_o%ZY}7#vU~xaL{Q`ui~wuF@xP?ZO|Hy>bs2oFt8l-i@{G7rr&W zHYzoV3N19+yMW41L%H~Zy9>)eHY1l?HRCfK^4!}sp+?DvbwEvm&??1v=Q;gpjR3Mp z0AYByYu0wvSD7&Gy74=7;8I-LHDfC%8uc|oQYqy?pLskFkGmajp^Y{goyP2=q)8{$62?d;4_>BXZ(n;oII_>B9|IBuqq&ewOFoAz-Xsp*gx@Pssl zb`loCP}bLRx|9!?&N0h`I3G-9xFO(GF3!{ZyCgf_=2kC-IxW*)v3uL0r|Q1tAT0j)zEnxeqa7pd;-YMYnp-mr2Rk&W;vDE zj+)g)OT<$|yui#&yYapqt;|O6*LzQMAi!4>ZXJFOiAU)SD)77w{P>yJNDV0GS9>=4?4Tgy$_O(;!0zvLIaOtyql_rOKw)E zE_KrrpmCVbbA)cdLt@3ZZw!Z3-Xzv+R|_Ru+-Pdw`4X?^u#zC|C?X<3*?)* zEpE~PJDlR`g-C`HYt9)&oeY9ZbN_=owXwq_5P(jbg#* z%202g%EkT7w$f^kwQ7qD5AGT6)6zc{3?F8}5O~tw2MZ<|f;Nd2`T5e2S%QFAwr&Y6 z9X!{16=rN0o(f?`NiqcAtAL|n*Y!wbzjj*;`1q>H8wdM{4oQZqobSrC2XXP(FKLQ! z!z)n>aN|Ax<@{HxK@|ALBAeYpN1luFB2VjjPJ=~}BCP6<+M{wcb=n;%DEjlg$UQSC z?)?^#LYGC*UFD(05$n@D&Wxbz@RA=bmE!qa*RzMF^`&}#gQrTZy5*`*vi6<0wdO}J zt*%_Tb4^+9?mhmb66S|))XV0nuEKIszo#H?%?Mci^44nN(h&X*5Hi$YZ7KbsTNGWA zJ4)Mq+XLvMknnPwFFSK$pt%J_JkCg4pYr zd9fD8!8V?{Bg!bEmq8w6J9mW#d1J-$X=%0XtT~m%qMnqaIXbAbl!egYD`Kw~gKQ-_ z>&)ZVu2HbrTxyEU2hU|FDZ-lRXxX`R7oG|QB=To_&Un2nkBzNY%kda+iBB69uboM= z@q_?TwW5&(O|~}{e40T0?z9aamBESs<=JBs>9ZLy9U2`SaLky)KK0m@YRl{nk7oZ) z@Rg*GA95e$A>xSxjNht@5B=q1MdUSx<_2gS3puR!Pq8yqX|<}0RgA7ECH_gHOX`jszx zQYR< zwn$=M3XlMJ1&hSdLyQwLZ)J8pv^!iQHb_s{d>v8UCa$tZBi;JKJd}v*s6ZDNo^-y3 zn*YU2lYIzDMcEEESn!7~n*A#27Mch1g}}sNqU^42$O$#C(pVwf1QMREC#x#2 z58No>@2mvG6l@kLXGvPTsS6mH#XczNXZ%vk4Ym}Jq@#TgiIVgQdBc8?i)$lzG(7-7WwImp43QlY}owxRQFNOK!r65Z-Lb9 zvCP;%Qm!B<78Mshe_JAfV1a&Bld|PUTc@3SM?uE;m(Hv6@g-VFCj5^UC`hRJ*CBSX z0o<8{VA(IyouyvHO;<^q_JMbX*mMv@r7)|G4sK3LG>5&TrCos=Q2A1q$1FyKRHs=$ z5W)5xg!A#c?11hXXCMHCC7-f7i)%nn72ozY@Rw0EzcC7DjLxL;&T!9ia-vrpJiZI52V(&SW#)nV ziKLx!MIzW~7kGg~hwYWce=$Mkqy^sGM*azbngB ze!gnm>Qk&&T*cH>Z#Ag>5tPy#H!vpMd_3ltr1vlG=9isc;Ru5a<6u`%48*_B)Uy7e z{TI~qPCTGctJ7!0$VevERUHhXQ{;9|^eua}8^5FGbtcxTOu$zzVtL?$IaB{2tjW{? z==5PN@aGBmyI|TCxC$z&Xmu1j%%}bAU5$0rQ|`Yt318*pz)kT71y|IC^Ys35^ZQNk ze|{ugS!A7$$>7D7Km6bp`UvO*o*>^6I01>%U#g3Lxm#XLK;!W&KcBMShrx;@aVWzt z0h#d`j1nDQD{-dZq@(-$`Tt8d3U>U_#}5uk0ys3TXlpbZl3l{?`}__2|IG=4|MM+K z`W5l6mDQKXl1MQJ`QiH=|0TKq_wxosBD6}RmA@@Z98Z}G&!7qbZT^kU_dxp$MDGkP z=kZ%cVu-(=J0aY1$9Z>b5(#O=hB28mGUe>r&(>RR6x< zV+V-jGT;{iGG>3eBlFM+$A;7PSmd6PH<%J2BiSJ36-_TSGXkb##Qz3_KYy!i9jBgw zz2GDmR`U_i=B9aG`zzzOKh=>SX~!{?D1%*b)yy+f@k_8F2z!I9AUlvDQ~|K`5g>Z7 z#iViBHC`N*ze;_?L9+;=67VOb&e5_44mHbmN1NjqE9FFU$c>;?Hk)ZOUu$wCyIr&Sgy-g!ft6pQqe;;b-}%7tujp&G{Fr+*06Q5f2}RVUgPs#XfpYGx?I z%D{!G1m40ikkVxXXg)uv()e#cIpPJB+fP>h5o`t&5#3M!|K1fA=3Oz(0v7G7F={>p zIue5puR_qJp!h3oNBc1GX0~9=D3n{-AIurU3y8BsQUW!G5qZ!L;I_46rRQvr3N#;v z@`*~G%`0Q_VM2RRGW-rpm%oo2OBw)!j|mOKL@)&pbtbV=+cW@G$sBX%F{t41c2w6% z1e?3FgzRs1HGpX@uZ6W!f#QZY`4!++N!W%gD*ma4`Ooi9N!j#YFhzR-OE3i9kD?<% zs6ROZ>0=FJ+PfvKstIl=S;YG8YG~2Vg~CtWM-h0e3rwL-C%_>dV#!hh=aEzWpphe{ zFrgL-5p!8mIs>a>6WD19%+)2qtR48xoIOPGiurC?^{S=h8Ar_jQ4#%XjeJF5}`0Q`^X;4K_g z9JQ{*I}wDy^j!#E+XpJD_t^Ik`VI(DK85XsXJM)bkktsi{;wS^;2eVP>2~GL+4$Fw zKsDQi5#*4s#N2I+65}H;Y@dJiP3}&xuIJCeHgZmV6NopafO(WHS19LWvZ+8`5X! zwK!L1IlX&e5twHeYP|w5RhX3so)CNo%oQ?)kXnCG8M6Z{{dn1TAz0B7&iaS%bzP&S z59{S;rtUW&-u-#Sq+hYlVKev75vXGl;r`li0^X^Zyh?d+9roQhpzMXR3lsrva9i`x z4FCs^0|f@T+!wIZ3HOFXxL}6pc!S@wC0H;#6FlnuG>Gi_8NcbaKyYK=LcmVrQ{*#S z9d4`9mHC)mzPC)}QLI$uf#$z!z!2Ba9kr6AP9GLDM%Z(s{F$}N;s%s~_5byC-Qifb z@4LKDg@m3mie&FC>$OEj_Dc3hWRI+@lr0huAsN|a&+MXz%xsFRkUh)ncYS*EzWRQ@ z@2@``&+&AW`}4W)`x@tUUgrh2k$ys=^M)iv|x)iZmmeQHjVF07ZcPpi+a;ijet@T4n?FwfVxg2 zt(afQG&cb+gTC;(NF^IEut3@~Ogzu!{x)ISHZS&OU4aM3Ezj{Be*UYmPK3^W2vF9+hE>WXQVE?j9O z8$K;VZp@}r@@|f^=NJPu`6GlB-5V-iR`wi7g^V%QDedeEcec}TtUNt-d1`&&r%)J0 z3bbi`H?dg9?$1~OTVf-8E4X%=M#=GrEw-(ya>sW*d@xv+2ECGeA75TZ zg4=izjtt2cj{%F+uzSlvGPIXpNh7SjlWY7S=P1%>Z%2ys*9(}wD-reD9sttInSJd* zu4{j+$t3_6u&>;1v|tgMa*Om`2I<^91BkX60C8Ht(KzWFX&Br{(C_dcr$l@O$Bi^= z`qjXq!gf&Xs{+NKvkwZrValOL~qMtG@HuV3`Cp&T5BHg`aowsA_qt@sy_-5YlxiD z`b-yS2wsK#S(C)Sjk>)w@+lS-Ge<-qPv4wwdZh65X`ZODQ_ZywG)quyd3%jx)9a@k z;&LVMs(MX^e|8LPqa(zxd->@0Lb^q%j5X@B5$(0RD6~0!(Ptp<1UY8fK>pxx^*#}w z>&tEElv79;Op`lP1!U0sfu^;kwgUymcRnZv7$PUvYkM|RBDs~HK$wYt!03;v<@%G| zRXHFlSk@uBLpq`#&&e1jeUe&*8tV*$QVGHadwQZ@m?8?sl;K`L`#Dwhb0_x5jZ-~6 zf1CA9m^<}5^`F094rNJa(|HHESXnrz5sy7hGJeanJz>{yw%vZ+RQeuW=U=g?uO#+M z8Pk-V-A7+{P1V9d%Agyh#S?R9jlDl^O*39L3D9?Ik|zNfa?DpvPrw{eC*pgWb)9yV1JmYwrt^#zZ<+axUbxtMFjc;$r-6 zaE9ZFFrk^O8k>`KLc|?#D3v}KblPh0S{2L}Y39CT&i@qyU``^C_AntX_Iuj2ZMe;f z7fA@7>jjjbl*1o|ra&BNFSQz|wf;)cwt{ntO=_T(#fc8>dtTvgTuEx9 zl)!_npyUD2q_J;v{KWG{62ip?Ru0RbU%LQncMuq`=jhukfeU#lbe)@`J?(;keewku zyKKA%!^m%eanL92jv=zZbGu>)!if@A10ZKO5C2MTx(m=VN~2of)){{sUO$fH5*k)m z!B|uBEV*Zo7w!S~k}c^(gr%ZfG?JUj16$~g+|a4Nt(o`+r9DKoeq4+brPqNMVgnkq z(pqb^oL<|vO`nh@D(^Q5M1l!VtpRyV_mh~(27y>VC!WxkWCqb-vk4HsbeKKjL&d#O zZa1gz$QMzF+!+A%81ewKAR&s+ieUo5B)m`Y;b~-I9fZ^k{QL;cUt;ugKSR7|dhJR# zw{IW3L~@i$Uy?)Px!E>s4D6$i1jX>|(^3cmRm^Z;zk09>CGK60-m}rP|IH6EI%BnF zg_-w;@sC(QB{+ynlrB+I`*tMs(eAMMJ)%}YX0h@i0whrM`Y;s-OruAf-Jq|;L0sVs znb|N?W`ao=89%-WcCp*U!dtF5)}JjLl_)~WiSbF$ceQ-1=P36QU&wXQ8d1ojrn8aY zYuJgbqkUg?YUvj8*lpAiA9Z?I@t^1Z9yW?Yv*@Kid?VvZ&spJ{ega`dwKwV^1-1m! zww=koHf4i11I#gGXQr2@1E%}HZI2l?Fi=Fo%=&_q%Yhl)+)$G{d5)l1He;I_UIXFL zKM6pNhq#&pQ8^m6DSx^E(ybB&tc)~t#Nd;CSwZuxt$jl|W?|^3sARhQU5b9qVOQo} z;j1*o1S5B76e5ddI({_vx5U^L-zhD&>ErwLE*W{Tg!9g*H9r^#`U7%B#?tDm@uzui zPaN~VtJ)VpLSmpfSe@5WiPvI?VrKCr5dBVx*ZhjNo*a!{W|`wicMKM9qX!MG$P;F5 zqWl^juoxel+p=wwZAk}g7UX)j?&}(8QBYgB_ewYYt$xfXpRCoDzkOhie{(+vDZmtH zWtwdj_C5MfY~UY|pb;&5{+=Y3S(pf&hQn_s1c^C)ze?UMv_z`V)GF6;SoL0Zf=omV zRaCh~-}!94|M@$mu@#a;KM@}J*;A%6h~3EtGDB?$v6eIV8a;=+Vx;<@H*d7ef8iCN z*F}5x$nv0hl79_%%`Qpo(@3OON<91YE2km|aQkwu7k`$H%MN3fO-|r6zE=Y@acSHE zP@$d!?Vd-@$Yvir_&*<1yixIdHu2so9qX%x-gI3*Uqv$GQB(_bXy}45K@VqFqgoJQ zB+z2EMYM^!Xwqs6Pm#2Nd+0}a{cp>x{C_{7ze4mubQaiJpa@~n{OyqBifDS{sX+2aW}Xi zL)wd4?VzwF5-tP6bWUF$&ywmu1omHV!c6Y&H*2YuEb;3xP3k|JRw6i#qU3*=CS|$J zx=)^E6fqV}TAS`rR^ap4w4MWkF5wxlP#u&4wlG231*x->bj-MPpnO*l;UH+-7>0D| z28~QO-l;r089!m@F~|k=UP$lD3$_t5$rIa3rl91L#HN?M z!Yt7bc7*V<2@gm%<=_Dkw-=Wu;tTj-0(uqXKslg=MMaD7gb}X1_K*F&(6lh`L7*1m zQK38DLuPuc>-M_{sxl;Bx-tK-GdPoO_R2$wr`PmTn>vgBbItGw7^0&FyQw~A&g4@+ zAzU*FU?>aTY>nk?qiEF({FG0@&fG6>6*Nfg)&son1bcNI~*>JEO$ydOsYbG3|01 z-tB)|h|wrc+F8b_?5wL44{)2b5*t5)?VPgiA;pP4R;nzv*KLvmf2{Ld-{6luO{wXE2K?a{50C%H=KQ@PN-r#?WAa3e%`Gjf zAp;OYCXP;VF{y{YgR{A#U%|x7cRkjXk&b;##RZX&2chO1kgD5HtTGJ4E!HZGf9VXM z4~yf~2YAF^n48j`-+TYW33_Hk4Go^6*#JAW#QhZhWRq2W<%0fHOY~Z?FsQM6=W&)n zm296;LSs5gJVfHRWApdQj$rvDiD%bImVFB!49{ipRWV8OlXaJs@98d9xHk!Ko??A^ z;?BmLIkZ{^x9xwUaGf6*BPwsehXmfVJ5!k;-}|w-87u)k6%upz17}a(XqJW8 zDnU+S+@qP-djy`5%0Cb7D{p!6x;&Q5$`8a$44xp9y{V2SC&MC?y+X;r(Dd}y}Wb4GO55TM?MX`O;UQug=B;qqzE5%y-~8E`V_M`a7mQ zijk6A>PZL#K7RGhi)FKqXG?oPX0YzkmA72?v$fNyvz0_PGz{w?o#q3e_+bR_xU1?5 z{Hky*zwQ8-8z-ZE>@`er7jc0^)uVmub51g24(NG5q0S!95b=hVs*&5EKj~(0hiFlF z|NBG@TR|s9{Z_rF*ACKRf=uxa^|H)~t%a)iUD+lrz?zniq{+mpcoycNF;fIPD= z1}hz(eMR;0b5{=Cvep{1#%Zc9!t&-RrQPT-#5Th%`URQ5g{W zf~YPzQ)e5J*BV7E4zB>b_Pd5pjQSgB zg4?}riZ8ZnUj;z#-Y5mq3pX9(^CiyQQ!(964aNY}_f&EVs(V7tN&JC_>FZVZ89?A} zsAni}1;-nIgzeh1zB5{67JAET5UC@eFW;Br)G$^`4};OFQ4iI}I$;|=O3N2^8qogv zg_yDQ;>K*`t(?B7W)`glDEMa~omG~-&!-k3x7u_G&ib|MMliyF(wF}~%qR)o8e=^b+MQ_&<@nj#6D@O+fuWNKfFeh*Lla@`59 zYa@?M)FYlHR!pzq|7F`5nNVtv%h;J1rpSNWOL2LuXlBjT0&9O74uk4}V}kBPjh7!q zu{~Q^J&reigOs6b34A7g{;km|hpc;#(QMtNaDA(eFg;SE2u;y8*Pe#tX_?TPXgNX9 zDI$*C zwXpl^vZU#bO~GIf7YP+

E!(MCfIyYfBUvzT7b($U^kB<|d4h^I%$%C8CapJgzp$ z;^WK0Z}~c<%;#O9w_*^KQ9n7Ug|#GQN33d4VC3VRp>*LMp<}e&5(Cfw{5a#lDe*ysdPcN=1!^D^fws^ zM^-Sjl5KR9U-POTwp^{?pns_39}Mkmvx(*0IaEt>Pp1Hg`L+SIp*cy@nU1- zmhr0IgD0r>u)yXX5{2j@x}j{9hkng&*v_O;?KPfTt6C|N{uUwijn3`rN`i0YAG0q! zmTCoS@XBR=;B?sgy=4&j+o>ou;GBAhX-X4jpc}Hh5L|tXSCfcj4hG4mC99L3_;o^6 zk+t_cjA}R>i+o->t+En(n&yhzlogSOYF7fz8Tyw^M%59a%r;FN{$4M{!%%e~6gUX; z06Z5#u=5sJ(o#5B{rr$C@!0vy7dGwIdhgxw`0RV4n!``INjaI&#y=iZ|C+RNv`;T> z>vjx{LeH!X^x@PRE?iIf%v_yH9{HM9E5x_H-x;5%w*sJx%dWQ{i*G@V|K-eJ`qjr- zHIxKsh7+gGPYQ~iq_}XUZKoo9-&)UPB`&f2q8-g#zaVHxbfk|C26ys7xnyr z@dqE5e}JJR;rBPXnvChpz!CxjRz7_j^Vt=Y9kl^g^m4m-Gb0QJlW5@VfMI<>1ej z>T{2)7KlEhJ{q({BdR5NlR5OEYP5~}pN%3^y-*WeVlNrW5KI|l#OrEXKb}%$NiUa!`#41-^aE2UQBy2q8Luk+t9n! zM3((_8r6KI1Xazg0`?bgavl5Yu_8o|?p3l&s2tOqeA}Naaetj;u<6`tMC-eE_73cy z=t}H}`c$LmZj?FCX%Xaxhx+|>Kxr8wqM}UE6&v3)-8CmnJXf!;BRkC~ids%)6%{+_ zf_3=bn@A^{ybal@zKBD+6&$4_p!q}8Cn5O2cI{?jN8Dc(+n6vZKKSbJsX_kR>mcBm ztoPDB#S6GvI4D43Z$OK;g2lwIhxo6cm+-E*1om0kWQ}|C5El%Cnfs=r?gjF-1^O`I z$puCp%=aq)vIPGl?D4&UQp3fd>FFfDn4{TwGr)HDL8)ywU)K@9cT4O8#+{s(Rpit^EP3&OYHNnNH`l68dz(e zuUFxy!DSD|q0D7LN9b!-s_<)j(uNDa9kxROJ)_6?=+S;-qvhIrP^E18zIIpLPQ(%q2Rpep6w34Uykq7FofF| z!XA-U*bMWL2&_FlJ4X&PzUt)s$U&<6p|`vuwh;dO%xtEp<%fBS}Wwiv0K3y+&Zn9 zGKH~WKu|Z${S8P?uo%`>2R^al01fdgC3WKk{G0#dh#|ktH&PZ7iR{aP5ahp$|~o%o1i$63*C1e06LI&Tw}6(YXkum!NZYJNFQfvvM$E+ z+u0&vLMTV=KtqjgiG?vD`vA`Td6rn)_P^YU0lS|Wm0Z?1Kbq-2VTJuzJ<14oQ0v$d zr5^q5Mgxp_5zM3F0~CfJokGaPn%3J=8}K1&3C^>f!HOIokeuZe@H1|(Xyp{Zn62R} z;pDSapDWgkh-c}w$^Ydb?wmt*ShCugiDU|y5aTc2B-k9PCP>A5MbgY5gB-(btzLXn z5g@EoLqMyaW(S2;lbC@sZ@04a9oAUCQo%Nn@hyairSZwCrfa8aB(2I<4yxsj-M%MWrU3}i$Y0i-Q9cMG%NRv@&hM(odyhf@ zV7Az%y#O;PYKdl%*`i;IFM!(yI&^ae`bgyID|K1(c)nV?eC_Cf)k@uY;LDh*4-i!lqQo zI2xLA_>wZtqBJm>P>e5goNDn)MQXt=klo4HKqOEMMQ1mP?UNkUoygsTYQp+HKnh*` zoqvvf9jU4M1|@q&OLapq&(`B_g1aim#vl?}aX=^~7ONhf3jk8~ELJUvKH;}BsE?hW z|EaPesq1!*%ft_9=iNWwUTN|c*QdW4swZN2VT(gmxO>J2%Yy@5B3T`J^JEV0?+2X( z3%yWg`{}D@!-NMQ$&ckQczwm@$}e=w^AI%^@2x2kGC{{Q5l|puCq)L@xd6sEj8tp` zbmO?qcDI0Gv#|oSuhp-Upa~8g06dKvIYoembbSY^*tRG_;DAc-^&SdC573*Tf4v5y zoRHL^DmmMCXd3cAo7oTPF5o?7oXTy6Zvu4ijk(DZ&wLMxlwJz4{g8ZHf#TvNJGj&t zYo`A^5n$iX##){qeDO07DMZ1wF(Ko(Eg5SFtdh;XFQ3rb+#KAlS7;*r0&L8B;tth1 zfX|~PAd~Av0~&E+`voATQ`PhZ>ezN@VgkX*2#etFL*N|?A>J5>pt?K{^6ABw2}F9D zF1UU6U5pbndUe+VFoAAr2X4#O4HYnZV%H`b!vH(rxyF%yu%5HWj=~$i$805e$dDzY z&SYt1M_zEBe6)#-bQ^yg`svIH%s2}dChZp4hG0X%>i7=0t-V6Pc@~2O;nj6UPuGA+ z8QBLk^2#2Xh3<~+Xsw9l6W|wy#;RVXAOOs+6e>eQuYCX5(=!gLX5%_I+93f)u*|yb z%`^|bK<*I60&6u<_)Dy*aQ_5kDoZINtGDqGnp`C*V~WZ(;qp{r+9YJoCBiKPETb3z z?NO)e0TnQ?CIA^Vx44j1x{;U^&0#n)x%D0Nc%&O>xm*5Nh1hzXZz`f^pH}>fdAfXb z(f;0!N6>em@+TsH;D6S3f90|33CaI?D{XZ5V(UY+@kARhSuBD zSdQrDegLeyu<7!i_$1HO;Owui5(}+79VGxv55ViSNeNPtnC8a+<(hrh5!=%g+I4W! zexCdl6u_m{9x(Q*dZrD+RYk1NemG~I?S?UH^O(HB21%Weg^`+JY4Ht~RvoNNg|$hl zbL^VOJKo#A96O$LvHqoIO%=oqeQ--=)Y#>5Ft1;zQ$*=pGl;RP*@&60uO1I!$pO2D zlN8Z81X&7#1qG(E*xmfIFH`wqzQ8`Pa?^Rj3J(^QCWjW}n>{ zKr|ELlgtEuv#ct5II^)(%Wm+Ov7i|{Q3xR?M7R8-MW`0AbYx=Q)gs$7sUuo1wAk{~ zF0`lJ)F z3dNI{c^`ZpZtnR;GP{q{&%LCbE@}A#4oP#AE-PQZPSxR~j*dr5s{m*23SPip!RR~- zl3zVisSEYlSt##=49iQOdBGjGYNWvUexM7(nVHGvEFS{d)&_7UK7ry&O5vd!+f|HX oqJyLTKIX2TM6lc9mRLUsUd+XDj)7pG>{<05(p4HI288)!J(ys zdwVFfr<`-X@AiMVW8Bv}*BJX{j z4<2yyOG-8fn-rp?_&@IdLsC#uQPa@U{co3og_@Frii4Wt z_dZwk=>Ck3EoyP+zc8=>(2M6N#EEIeT=i6PV_``VMV@^1Bzjv)MJtNAfPOzgQROk8 zI?rGgq?2Rf!0KNdA`YtfDB&-kv^6;Ud4Y%Pk4*KZnqgPUn#p}RkIZ$l3bP;AlxDg5 z6ratJLZmZenhceWmP+u9M44sprQCJZl!!P`^~PLENNX7_u&k=8AIlil3*lSEJr&ew zb?MSGU-YZP7CYAxW4Yl0b*j;2^42>+ZqNZ3vY_|vZu`DcQw31VNqrFW*qFuod(WLYbg%tHW6Nt z5wsSScwrRPY88?%bF8vKXS)vvtd}unZ@5{ zH%Qx|N=nVakiWXYJtGjris_!@MYaYFLhq8QbGFMSp(qlkH+d_% zfy$0Y-Br(l#j6eBP7J&KH5QJu2$e!w+#0X=Ws!|EX-#x%HjyNX6Z z1#xj)WA^M1Q^&FV-XZe{s%Z{*aOkC!FT~d~xN&vliS1k6^LeGxhqst}ra}vgz3##d z3mbR!8g*;CXMW1=0`?2vWvI+w@NK>=-P$Gc27ATrY*`kmXWWrgV&$5Od|C!;X05Ob zFK(J*X0VT#GCHxi{)kQ4%nVAu?C0+uqU5j9wH?-!>MKoqr`CB?nC}iqRu`RwX3t29 ziL{E(F&%BeA1q_(1yz%Mb9$?v5}^AnV-6Ztt!)mH=&0@;-^x(XEm;D&jcyu4Br;4a z1+DSa9>~__PxkEO4Minui_(7 zFY;VKF(iEaBE5MKAbvf@qH_~RDjg;-cJbxWDZt~us?ApSbV|O!w0X3g5n9hETjMhM zD08O#39z5IQ-JOBord4hzSG&@6Y%CMcDKA{|65)a!lY9_aB@jbM4iW^ZZ`>B-V=a3^H3y<}@c*#8P_#E-iO~@@EVZh9Des-YLG7y&B7*kOPuC>{h>1ue> zJP-06Z-z=m-c^@{Z{}CaQUIia5VSxJJG*3v7FDoI-AtXSUr+eo_y^EEKU@jtR4PYZ z@n2lZesuAUHRk$S1gaQ+YhKADdi6t#*>I}*+8bizk36<_M&D*fh-Fw)k{;$)Imi?O z0a2)DSGvU#m%^*~=IE@Q&96c-Fwu>ah)On9aC5_Y9^rnH#Vuy02-55mkG@1c#d*K( z35!dpyL5uP=j^C?5cvmTnH^`3uQauky@?(kMD%r*7qIh{sIy12!uvXW^iNuOcav0Y zx$@Kt`jUUn|Jwyf`W|ML!dVi*o#=mEv&O5epE1eEB!eSm;b8k?3|Q{IZ>OeSuy5A& zY{NXZX78)sNz|%Boj&Ba-Sr9F6WzRMTWmZru4`hDs(+>b36gaA{v)qSd;q>0#|*I)YW(8ckn9KGus@Mju(% z;kvlSO4mw-%x^1mS)Dw{S&KiK^nBz7(W0Vqu_jR-EK$$D!1Q2cEva=iMSBvWB3am) zHE(xz--5Y@Dq+ZXo(m4F)2gF1zl0FYPu5zB-81J(#{kBmCwvjEM#Im$`*H*n0rR{a zzA0bsT&Be*o|Ifp&t}6|V!f~k5{#31ecCu*5c4UN@@;KiIAMPW?CE|kiEW117cVkh zw&sJO#Ap4Ir)HcpVdabIZ8jT$nP{!yrc!1as<>MS zJ4Vo8ClNY0_&(G8tF!=b91qh5qGqRNV9Dk7LQ}tLOm%!6I<^`sQOoocjI~Z|xk=Cl zRGg;cH*6e*zJ!=tW!WE;@vKB>i_pV5zbSc{SbIV~rT}_0&-qrDB6DkNf>+P;`wQW_ zVph+loZi?v=X1+@u~JiXIV!P(!pe=59%Ex|6L_SzTin3j)n#_Q701LzqsR8{*KnUQ zN&0jt6_b>ngpD7p*Y`fTd#5w8&MKk|-O;qo92GN03lP&XLORgxI`~BsH>f=pIu?8j zLS%}}gyT?$H{q{P|9LoKqjwf{N>mD2zq?TH%hPZ>kok~tmkDioBd(3X!)dia*h9TF znJl$fV_}y>-diZkJ&=<1pG~VR#hiwqn(KiyUYY&X9Wdm~#cSY+!UQlOgwDCkdb;r8 zg|&b%!|3jDlYx!bS|+f%uJ9?i-5xa(Yu9dRpoAxeGA2efO10PJ@{uF*)GW?GUQ*V- z8;>;WrdSKegQ}}8l5h6nO7FE&?PZ#c|Ff;zsJW4v9n>2CsB?k0eS(i8`Q+@qNtggJ zNEx02U@vIn7duVycBprDPdBgN#Xi!S&*WTRTiUWdf^_;twH~l$Ucjyso7gI&q)ZgL zcddhB%{F(c(nOha6Z~VTy<;+`dpH{fGa#&ICt z^(-acGucXy)Xv+;rh<}7Qd;EBJo@MnwHE7P#@&RC!FNy7)AKRa0e_5QfrSu{5k~U)MWIuy8wTL0*cjYt za6>IM80x0AG37UO&5-Qnj?z)r2ypwdY8r`Tj2gYjufp{*KOEp3qDDvyY+erFnp zUDZLu`LD1|lE7{YT_Pt(JZt{p(aa z$#?d`5@4KLfVr1nJe~o_x=jJcQMS!;5kTXP7@j`Z1J_zc4l9*-uOg2-1rRfS;q-f4 z9^#$}*R3R0_zt?>Fo?-3V<24WoVz)Ake#;%9>;{}Te`FoW%PfVKeCO}-)dQhp?GCi zDpqwOd~Z8pC~R0paIhT(p@!j4g%=fKtQsc&jRiFJr!>Mu)605_IkaTAik>OF_>ezA z%Suup7jxbA*mQUgN?0u0GT6{|z$%#s6yagKW>z9^aB_kwwZ3HNShXU?Q&!6r-ERWD zvSMato}y3OtJAG`_No2E5Z+rI6IijDDr7<+)Z=AZd+dnSB3$S}9<#zf9gLp~hUw!b zGKkz6Rb$nQ9(6j-vmL0FhgxH+TK#2E*C_N-07Ob?)lH&RHDTjPEYXo1I@K)9Omd)IeT^; z`lY*en{Q6wOo(2<{_lataYBnr2D-LHyj$dn_CT5`e@($wR@fnwpi__+m`>(Gu9x^w zOQlo_)Ok8|v}{fhG&>W!dgZyak_JlcaO42yMfGY8OBK^sXVZ;Uf`R=>dXOBa}@G}(@HcGkz zwV*y`itk539RvPS@zLP2%`B8@4cS5UO_Y?@CuUrB;K2TDTJQ(3uR@n~p)iGFSnS=eg|9%n%-zDGh~6TrF|4J}Wg(CTxIuOqH?c z`?hTv%UXfeYA+LG`#F$#|0-nQg=~l}$gVqNwBaLj??=f;Y0N zhdH*~Tt#v18+BMJyo{^2EDk=jf$LO?j*{&fvlen%cpNG5WvTt>m**Sg$@8yVKl8LS z3fq}}4i?yt<7+m0;F(;8J+7e8Mt=S&ORjO)3@X1rNTDm~Z->;4W`decenR+@vRU2k z_4Mv$Hb1uuUmH&B?x`!`Z(At36*0|B^9TlNidm@T5n=+Xu*`OhSH}&${257V%{!4T zZk&q_g*dd-4Un5A%^YuS3%+rc(|z|;qAR{rswKMCm0p%>!mwrhYR}?<_MB(DsXY%Q zRrCw^G{?6DZx!iMml7hlpTmhbEZ*hM2GQ9d=*suP(^8HJi0OLK5;CeG9mJN|fjl|K zmOFths-Dj8_nI>_RrSHA_rUL)S(>GLqR=-bA|Ka688^JNk_Z+`IXE{gWW63jE%I^x zAGZM)xXUCFRZq}7Mr`DVI3tZ~#>b-rR7iqQooM1L6s+z)J$R@JQfDc=Iqckt zJYH7Ca9uD1qj@;&61{4&C!%_mke7kE&XSAp?t&H+G}$UQwWz`en^l8#Ge$HQJ5?a- zSsR+t+UE`i7In==m`%wAANTa5L!0mxvR>iFz4FO`Oc8nU6jRHm)3v5AYzjb;>#`y{ z9Lc0euxwm{3f_L05du|AU3q=>F(eUlq%0t}(zr;Z5>3tv-7MK9_@YGbUjW6m4C;9e zLqv9?{rb@#?OU-liDidOIX_xxf;X%&zOLZ|Ytr?wgqwfX4JutU+)CmrIaD}xr|T_f ztIbc0!3x3n7rTlraxZ7ZV{K}QakxQ*LjZ4i)9){<=gtP*?9Y@K~oTE>8!TNX;QQ;y2Vh&L4FfcLib@)-l$lZ9` z236rKakf%-!QzOVd=Iu1#f+z2Ay8?Oo1QZieynTcUm6uAZWo?qkRW56i&FZ%; zSX^t%Uej(5GR>h@A?En6fU_FX7rlItZKpy!>L{)exVix_B*mJsr&-%lFW#4gugzv2 z#<^Mg`h1XVup3oBQl_UfaomV`B17PL2sATg-Y!or1BWA05-=jPv+?%w*T<3qQb7~R zWW35_GuglP0OCG8Tc?-2Um01C}n+3AqEt`ut298LGc+DsbDQ#*4>?zn8tl_KC=KC9Ct;}u1;n{Wq)n%^W zb7SrBmFHVtL+PONaDZJ{c+<+JQiObRXaC)R?7Z;okRhCpI}TgtS4QPPb=;&HVe$-RVvejLS9BsQDqVGR zIt?ifTFlTL2rXr$(X1xUPlY2hGHr{Y_dY)N|I0)Wp_^ss<8?qYYSxK~IyCB=<-b+FU-Yqb|VJhCJq5iOS9Uk5M5XKl7>I1hXW}-&%3; zH2qwjkdske3FE7GYFLJQ_=!@Yz0W>&@QOQZSP4Q8#i-2o{Dt&E6ZP2c>^<6hI6r?b z87ghp!&}bhSm`DfX+HmlqPbQtkJluyI(mbk28a@ljGCqWYbNQgM9Z z#rt}0E-=&T^y&gQcl#+2V)H9tB`9KT88?F%=4DL#PPm9Gl^jlO=_t9Hof3?$JC*+- zoXw47`)B}sT@{J=E@C6yeq;uf(ExVan@z>1p8B|RJ?vLVS?|LKnFJ%&IJFO)96-+^ zZh1MbDrPu{MrpVpKh&oEEk;^a3=t9~sHivGN~{>&yc+HSlwX8c7vo5#5kw=BajG-? zT%TRZaQ*cWhDp&*r_0$8i|?bE?vpl0M%YrZ)ph|}7!&h-eLWSn4F6fY_0KAJ;|^K( zt`-X5arDsQ0Y+pO0W!bCXsj@%21CGjx@7qaXYZ2w!Gm)tAUbkD39%FE**;|Bo#}+& zb;wiv8r`G~cLsAG*x>;xuizQ42y@S2)zoLY}(3CUcdbB`15!N(@Rv`5_K+&YDNhyXP$n z%IbeDWmby1(7y<)y{m+iVPIdh&61vtw1=vpts}gv&YwqMPp@TTS530MGeoHU^LMhf z`pB%Qc%W9?i^=k~*E3)^s1@FIvbz%x$zk)nwV4uGk!FABCu&*y65r+Gi+JF^EcXw7!<(_*}uaxoI| zJc=oUe(CAQ!*Dj3Zp~ruZ6#Hbi}q^0R;OKOGa$VNHK=lMrn}nU;fZ1%d%1IfFxc6g z^qrS{^$c|oji?s2KThoYuVDvERMGT&%QLnKR?lU$_V=8Wd7FF-rUy$5KwO)HvG2rsSzS~)4sxHew}zs zAB2AOL5l$D0)`O!99WXO;4Z|kzQ%H3&mP+GiJ`WU6Ob0xSgA$^|t3KG%MI`<8yqdi*?GDnvX4T^r?H%!%0R@ z@t~_^?U5ri_)5B|Ag->R+tWyuLR5*6Pm+8%`(L1)6x4q6m z2OyidR%NxS@`2Z}(8tw*`j0}avJ=qgtOR$s)l`yBw-bU^$*tYR>V12)n+u1e8z5 z*6D^u%hHR~sGq(ut8)np-qMh$&7NK1c2o=#JQ7)f$=9feGXwn+DZj8r*>9MIsB9Jj z8jqqHstc^eV)%qbGAKfXPArUTLLygssll#kha3jS&+W;oL`9F(tMY2)kyS+5HWt6z z;B8zQigr}e@dqf`Z!Ym4lR{ipYTSDK*_3BPiSHKBj^iQVnB$5<>s2(z3VUy_i#uha-?5Im44|L)|JTj5xv41%6PG3()fs}zg$;P@*>#0~|Y3Ll~ zqpNYb8;x&93pN#L{(8dqY6;%wYAD3Vi1ItE;C=&!xmy>(Xei2WE?}4Ma#ps<8A}Y^#|;8UY!z z?4s%;s3@y&ZCp=YSe8h1mur~g{>GVxlvM;nZo#U3yal;NkFqBhO=z+mAU{&+!P@ma z#UUB$JyCBz^W7R-0wOY*>h_R;!VN=V`NO^O-LogucJI5cj!%PZlP+ZBW;P1Gc|k72 zU8h5}?E_qr7{c3XCqMN$s4$59s%!)GJpA*YcV=?RdRHaq5{XU;=HHrh!`Yac?GQ&7 z<;*s!=pvgAj>`SJpqyU7hAd)`;p2-!lFvdBuNBh5u|U08)xMM&*zGnc-kXV;vMcCf zVf*y(=8ipU0hX0h+}ZU*Lu2ctFe2z-o5#|}F25EMm>+cL`5t}em|DyZv)?BjNCz}QD&J0-6^EqO|NtMOLeP^{oTsJ=FhODg|jks`;D^ z!C`)<0J$h0&3)Ao?~(}y#1mqEs@tmJR?YNYmXaF8)Aaj8-`>7abH4BN>oa7Q zbr(rUQ!~za1|Sp#Xh(Vm-pKsrXb)SizjZ6`3oEwe*;2YU#gZnCD!jYA>rDA0 zc?%7{@7si8IiCUI+mKzh9)j^%7FqpBk^fQr(Voc%C}~)#KX6P-vSQpiV<6D`W+|XN zROjL48;CLyVG{glXmGE{mm)5`{?z;SOvlwqowQK-=g_U@SPONnfeQnSHq5uk8$i;U zUtkFT6K`oIH_r(*p_B5>p3O zsoAAsaoqkF<6}kzuwQ@Stb5Z@9&R=U))bx9Y;flm{6ozzLqO-v;ubz}4dh;Ov}MZn zjBrj{B@tioEX5vTSsh5BlyAtbEgG%rA{S6S&(^Gv;+N~As#qI*l)p!*=FvLiBOB@Z zNPY8*L(dmK{PWLlrFh)h`U~`2q?+4=a!(m$ znsBUnYHK62+G7ouoS~XD&L9*PJL{s}>aw&t7o;2;30%%ejb4b_dO6wo-_ds|cLHC1 zPvgLCjz5dvPuOY|z~%oM6pVkAiQ@kBM__+yZ{9d#De5rqI-+GtcHPufStqM6{a-cI zt)P|_SF2*+Xh8$Uazt+-L9TylqM1>A9?O*z3a^5VWk$nSIE4F(cM|J$h5F0&Z zfo)e{s-4I-Np9M;Sux#e;c3Z=kfwPpUH{bL`zh|?gdR*vX6l<|SC^X6rZ#%>^1$Qh zD^K*vaMSTme=RyiK~wRLg1nw}ZDB$aUFm5NLZU8g&*t*N)AS*Nh8UH}NnROA^Ts*P zit@)=&U~sR{KoH+C3gHjilW<{ zr#%s%s+=@)9#cndgqFOM_$h1DcgkmY|NEzAj=jXCr&V_kpIVJVj9DX^TI+DGPyR?e zY&pIAm%jL}EaW4;V!}rQPWkfRip?R}*SHw5cgBGlo5e$t?W)GmAdZ}28cHwTXg|z` zd&@~)fm&{fzo7VLP!c9TdXBeDxmkQQ=k77#dsuMj5;-B%Uw1&TsMZ$|1<9Y5d*jq^ zugYeHzv4lMuAz}ZB^AwQKzK3IWHpl2sPCOlmq9SJ+sOmXDYM&KzkAUR(CLjPS%&%0 z&6;ayTH_k;#mWU+6hDk)kW1dSqn^Fh-Z3}}u$9O)*i%lQ3O`=+F!7Z9`S=BKlZEi& z@Q>=1TrcnVc#6zAYBc~CyW%9qJ?XJB2pgc#^G0cTu=|weMqAE`d9pcrs|=JJ^a^68 z4|P2n2+$MTUSf9l`gI+zCUYKlZ4w;W0b79oMOlS!(i0RV+dkEe)o3vJjMmj%^Hmd9uaSvC+2*hEd3n347FBP}^=*TtL zx9oVKqts4ENN$UN zOO@U*eLBNVw2V6{H>)mhy*jELLB(jUwOTPKd+{u-kOB)xNFBpL#Oagvux7tS<4eSg z&)x@5K%>p@@^LXwC1r2Tj(d!F>a;Tk@vm3eMGMxRfKxJ4<;S_Psdsv1d;4 zCc@-7#7+h7rP|juSHNDOY0T>qh^_q@zTt&^f8zYaVuPZDMdhs^L0hwG-n-szAh|C% z7v?1QI{QmW{1M*9E)5^glf+BXO15Ne?8x&{T2TZqIXyOt^Y+J-5es+lRZw(xXQDc- zCm6(=92uliJ7l8W7`KUD({^!(C?=KA1qf(~E zLH$xWA+DHMy~71-7bG2VxJcHDuU`R=HVa)wxx}#`SsRX0nBq zlNMA%!(2+f4kP$5C`J@&a=j&}2wtznS)mmx^jd@GL%P0MWEe|!7}?eAv$htCMPj7s zPCKe0h6>NypJ&2c$LLhlN%32)DarEqE_tq_&kRfUh%$_3iU23C8X5mlTTCvmSf+o4kreFSLdS_{mPy!FDge3#Cw+TD{ z5f^Nm*=uxkwHgzwwFh2Qud&GPO=PJL8hpjveRLRB3;M2B9fbO221$%iQdI!f%T!VW z^2y#ooQ5v(T-ol3_wEGeK88Wgx&#{wLb8&@3___Q3f!%f3_9b8t7d)plCiNTE6P1p zJ=pyfJ#p$laZbBkHYiWf#kNTce>6;=Q$#vHLav|Rs~I-uUFU6?AUegxyhogK?}4E2 zu;8O(SFN9u=9*%_k6S6k!}Xd-$*yP@W+ z%9pxSkeqEPYUmP0ap?RKU#I-Le&f;rFemNs*QPXYx(lfm&hLOjKU$Sw+`ZKV#?8%) zDULp^2L+~_f0y8A*lTfhPb`|^g8_QhdJ6+cnH`7b9%;VjhwI<>YqC!r03pIPhEqrM1OdG^;04XYwegm<^MzO(_@r3NMk*>3aCfRi0w@0KWsUF0_$^|*4;ACjDuO-mD!cFRtnk4{&f6uf^)nIqgei|bOPiAGzPU-0$ zWSIdaLZKMDUfi!3fh+S&t>!dD~^27NfG_rO?|R*8gzxEIJ>PST2iq0mIahe-w5^|5<7x1cz;#5V8AQja%fj{ z_ks16?g`njS~UAky5uJ#8^MQYgY?$9dgN!~DJy|*f z{=F0LqV4e8JaRm&_O|pewgcSy*lzdFhlGaxP99-i+UNTZq|f6{6Y1hsN+qrtoW<}M z+cnSXl=0IHYGz7XOE8q?u3Zh;!Wtv5Doo9^YN_p9UO)8yT~IL5j&ojeox3^Svr9MW z=3F!6czf`_@y#p2zxFo5j?R6px+rfGrtd1>E59Ut7zr^qW#{P@(LBg8I`h+v8_OXf z;X9#c#fe90ZLqUu(&}kj)99>=`?6nigV98~sXK-3MrM>0x-je4Nko3FCjttkbHw9YLn&#rvgwiP9=9?xIrQmvEC3Re)*r zq{Eo~AG`r7Uqv@XX?^du_t6ycjZ=aX)2MDAA*7E0ilaMdwi$ruanCh8X){=WUC-~= zW$s{7be$WEE>oVeRS?cvopP`!X({`szJ5{j7V_amWo>#$CDjygTZt<;NbA`05xot> zi<@$9<*nK1!GLKqkoV=M`sJC&Qs|49|D$*S^$}umT*B7ahl*^rdekSa$6d9|8JM$) zMt=PHSmQ^{#dGCVURL*}4)baC9Knz~R2Xg|SyL$v&xo$JeS8ex!>$o7omDmweoOCF zEGT|PmZ*+*DPIV2+k~~LUSxnb(?!T-3;wVt!oAcT)Q$$WEFx3y&yVYtuJ_Nc&i-ku zgOA9LyOaO*6D~je{rMm#6S4vp-`2JHe5$tW++kK(}#nZw0%UnpfU3KQj4sUravy@Gloz{JkJ0d1^s>o8-F&$wbO#|A_pzI9H+3aU3Lj zDauw~;k?}KB-d>V^MgN3Wfyp!;28~h&!ZG$bn;3FjB66FrcouoTL0xcNMOwhl?;dqzSc~) zls>p!ENz{ao&{jtY7!0I6G@w$(75~EePUqe zEUa5rsKnnzd$cOT64BV0A-BB*$JRJV$TQnTQA)FY4BYs&$NP%DY_BWO){CrjzIgi? zLervP3eVDMNhYl?j~%oc#UcCZgi170Hw{(Nu&sd}*gh5lr0Y_YmyJpSMb;$r+;rcq z(nL&QLcIPUH6d;ez8Z;{aDCsTi{ z$(Q_7N4$ckp`|<6&D{HC4 zE~mk)kopom?cLd;6jmIwKw`x%9u~_)cRRmQK8$y}^8cgw{!8v^i^X-%quSdTrN}U% z$Ksjc-k8P*QL@C|s;Gua^bAPj1E(mrlXv3p8vtimaKUSaUMq9Pu{TBMQE@*;zk7dQ z^lddIb3Uq24H6WztAAU?%^zNHka<^CI{88=gsn-=g<%9%Qr}(ngf>_5@nF1>Test| z5f890t+}L=Gjuuzv#BZ-bV?i5jqp@?*cf%(J*Zv;qfXLww>6*1AG`>R``Kr|!!IOi z_t`;%&r!G|-stw^Lk0 z5L>BNzU|JoB`M1xHNKjqp52)YA4D_Ueu~D-;9A*1upC~O;W!%%mW$kEys|7aG4Tl7 zUGKo0i_w*_11YTc)>j}B9cv6A%q5bAd=1u&93=xxpPw0)acDKStXHx5<)3;u-iZ!V zv9>-5TPQ_SdS&b#P2d$C;`Hz8kcIz-SAW7<)0JfnU+JFLetq*6$p6Z)Djt^Qw{h$C z_p}F%y&(!x^ZMC0TOG!Y_CkWc15L>Zz_jF@X@R>ZU$S8ON>uavAcUyyZS*;DP4cmo zkfM4=tB1ecEy#J*mZ@pde?@q7O6&}^&AF-G5Fx5&vSj@jr?R*H$dc(v|HHC`?oAjv zFF0OY#rtr-CvmHx=qxV^h)E$yGlKG~&Vp+VDgUE?Hi4=#fAA=Kxt)P&V#et)=TK-4 zA+Gq;!K`%auS#L>)@qm2-TjnX5mUSL?zPyLIr%q!d$?GOTsJ$SabL5s-MlPJC06z+ z=m@47pkaR#vfH5ahl~7BqaiM96vK?FpqkzGGD!7!tmnS|3GAcZyo~W24^7#r|Ae}G z_-s=a71&&9_%JKv_Om3SDO*G&FDnEaAqBxyk;u2Lu*BKJtfnF&?F5ZV&r+(X4b}A7sNW0A;{#+gE z++1@E1Wgfp>XN;X2D97rQu4C{x(QqX<(UmYgJq*2LOGQl1LRS4K_%6vK=-Zx)HZD} zFH&CGdh+2Nu394@Z#n)(hg{(5+%TeX=boW=^Iu{@FiD@E*o4PPsDXBmZ0!k}UP;rQ zReg;U2;{=8+$7v-;z3~9nB;fd4{QvJ3t`7b*$D30?2d`GA9&2!ROz-u{GD<@wK;=nrtC>l@-)J}k~K z*ZSz!6_w?&ohIH!GwBg+wm3yTB2^wmub!4Mxi%~7-fv*OW!`_%o+B66K`}QU)ApHR~XS`w4*8Pm*><(dNAd@1Ptx}q1tX^6F1)om>mYH{q059t5Z zfL+{Mc*Q!jCwe0d>*X)-;#1r=`ETG_T#g#6=zH4$^}i$m_dhf>M*opE?IU)(QJjYN z|D4_AU35G_?Nj}O2;M1Fz`rebju=46UbsaEVS%Gzp;o<06I4`>j8)9?K_@>RLVsyR)+?eQlZqvD*mpJ zuA3gh+ZRcF9gz)+!k1)IbD_n&`eV$_#)k%6j8c#Ea^rK3zAhT5>)xA^25{fYQ0+lz zV+Aol^tgUwtA0sxB$3r$B{Rc)A70U^>Aq()-88&=$e4ZDw<`*N<(`9?@cVWn2)tq) z#sm?J-ZWLc;C8|>G+SRtwih2ZG-e9|c832j#@2c~Ta2FK7M(afHJgl#A~Pt9YOrOtDs6>+Lu{O8~didSCK@uc$Z2*~u_lSnTm;6n{}2yXV8y z`qf+Arij#fLE7`1pU+Z!zYtWXo`R?Ii3>hlkvnYET(`k}suD)ck&P|G%Ka(|+7Z@_ z(Z4XH&x~UI@04G5Z>g2NU$(_@z}+RkgM;4LTD5^|IYQQJDq9OM#|lDeG%y1P zTTnUeVV>V}YB<6u)l2YUtoDD{QBQ*(3s zGSKg;MAT?VW1qakGwuaP2IuX#dPq*0h0&XreG`xTg-u)mD@VtEoqV@?ZBVaJ zt$oxR(_6 z{4Yg;^jIqM_lXn;L~+*g$%DS!cS>DNw+iOnA!GB?%>l4pn<5m0*QKhVtE7pS%S}I%QUQ2q5|wJd)f{_` zEj%&Rwl0<4fY0!K*-OoJ1Xem2{73iPV7uG(#`(PpFH27s93U^OQ7|^rW0eofQ_$4g zVe^n(`T6hT;@h%|&H(nR^!iO?=E{WG2l@CtZ2pQ(6^PjhX}epLlB3}&#XiyHuz7f< zogimV3Ov4-mWb24f=9vg_h`0B1_i=Pk&kQia)L*tT&&N|RVw{AQp8c4@Oom3#cDAP zRmCrtmJjE_D_7z+CoJ>L(#@}gUjXlu6F9x6Jh4Nwk9d$G`cyYR!ec9|&G4KlJu<7^LwY}}HS3>3))+Tmp2$iS zra{jHOv)xkGY9d@qJ(Z9s@QIAaF%=FZ-W7m4j+IfWx-wOQ{VuiqwZ|fofv;?Ayekt zrh7Wa2XxSrY0XTzmn&+yZQ$122nATn#x2H%TiUR_sFsyVQbM5gN)rsMQ$7wI7V6U; zcP^N*NNdXDTOw7+Jbl^>tdXm3G!eM=GH=M)Z$bYY$ZMRGsc&_zn3&MrR&e*%#vghk zd0{(VF{WU$$|9VSVqIl)v0-$b;IAziXZY1L_3Yc`B{XvVMu95dlBzgzu3+Bx{{dP+ zrN3B^M3M<}a|qN-5=Be*Cwq?Un|B1-wrjf80z%dhvHd5X&1djM%bP>J(1EPHJ%;g^ zx1z98ZQySUj7hJ5s39@KLd79umFfvV{1rGulWUp?rv z?8mc3#!?o#l+xw>7fC*%UG<_Z0@Ybztu=MVEOsS=Shm?!yNma8j_#=Eqm#Ep4q}{w z+Lx)fM^xHt0eG(tVzifdq>j;A2$iG`)}b8FcQt8_4vBz@l295DY1TV}wIqOQV5dOv z5x}(*pzb7D^fcwtryT(q#G3JNB9)23rT&g7qIhWzxrOnkunG2ZvnIE(7VHRX%Iio6cr4*l#0QI2+=<@$n=VY4z+;F=Dwi%g)7~`fS zLAz>FwvF2+P3)EjR5xS=+_fPyVkeuWiB0lguGZ~w8s?2r^KEBY+gti_B*pJClo@=n zxm}KH9dA)U+P3=U3GAJ4)?*uDrsg1G$V}+TXrcgGX!(p@jSTm?N^?=YpDa!^PcSYa{8%G zs^_JFT4S`j;z9Q6A8q0ON+r7Yu48jF?vy3)GHRO)o4hUNwhL6 zYJ_)4rrk9$UX)rUtnTOztnvjG}MG_tT|*>($eZU zB-aI$0ab-sL(lK4bK=tUSXw|wG;?bA1X`90SEMZ1H4}3{IuUNPj*fOF?K4+2ksQrR z$h9F+*1B*pb&F6-aKWoAX3ABdPI9&zH(0DcMeTIgg=wrNN{=Q|-e*C6Wm}pu(OY%n z2TB9%ES8#rmPU4FC96Wv&~2D&wa{O3Wf4$QGk#J>IR&2b}RtdJ)){dZxvzo3)T~o&MP-y27D%tfL~$5mHH zN^@?rU1^%0v`sFKgmq@KT@|W#;nZZ|NQ)u6M5j@!5-!wM)D>f(eHNl8sR@&SV6bkW zO0Wp26mordxR;?q0P8{=x-FvJBd2xP2!Td((_BmujjdlFAOX4AZWRsl{>5pj0Pjj?!^@Yb!F}!#=4I{_OY~4iUMqS+Pa zJ%Q(!H>0b8q1R61=%OX>OW^ByJtXU;ZLT-7eIKNlJa?fGfwNN*_YXHks}UDkNW#>L zr)d?F+tbd`-wBS2p080ph>5G(mk};IQoKaciRed6a7|)~&0;2?cN%@egdXbiOmGcI zrh8xn zgh3%hSwfI=U0S6ncbKErvN$qO%MQ@m&LLzav^3LaM-jQLnOxCLIh$nMpb4EDg?XT^ z`n4?-2WaFOX;QbK6w8z^*0Ug^vkpL#4&lOf;owCKlang`27RIlT(%QB&`E5m((x(uMDqiP7#7OH(nNC>yRX+5z+A<4z zpJA<}w0+67F1@V$;;W9g9M=uwsX&oHlf6e&5Q`W+9*%C8MjctBT~4IebV92XM00yq z7)uK7ZP6`9OaxZdnu^U+tw~^CnzIzS_(HtPQ8c)^gc~W-0nsBw#8hxQi31r&E|n}N zO3g#6K!pNI$SRa!P!(x*D)TL+pgCRNZ|f7@?o6idB%IG_(mzBwmeiDAxvC zkTw-6!EYp0xgBa_j6|*Gpy6N%1nN?|f?%3iuqEqvF+&NsB`qw(2`D_ps(RJ4FL6s& zSmTpBng$S-ZjyX53%721O3V#|CU$Pi(`Vr?)X8CNv~6%PjX9g3oQN}0Yo~D6O_s8( zJ@wJ6x2Pkz1FJCEmLfsOF0OoyvV%G2pfSSIf-vTx{P!w0S;_}h=;PwxTiHk(NdoUv zjSoYeWq@k!OET-48CBO;GbLw1nMe7o*v8jTH)v-HA+982JLb0VE6**&#Rfj?hPeA; z=NU?13KMk&gn{8?7G_p#K70ZseAH8g?rIb;DPt1>(Jx>h(VGWc8zl@EJo+^bzXrJi z*^g^5@huB8ZrWWginWg;#>j6Mr>BePJyojO?0T~)Ihf30j9k4fR7)YCaT+6{V{#y*v?N$WV3?eL_+}()3I;EhG&fW4Ld^y5?S5FLfF+ zZ6z$yu~BX$p?GRQG-rW9=u{Ht;WbFf=u?gsL2G&|Cg51skR`f8<1pG?m5!SQ9qMBJ zMs!}u*8OmTkC?@QA~y=n2n;EjrBGX)Zq7LcwQP=WOgSq9xV6khmmOe#PZvU-+ZnIR z(gR?DTY@WF25OiQYc)$N(Ty{2MK&F}Rh*|pbP>)nMBO<#M`BkeVhEa->eF+eHoCSx z!tU}NeY{d-Dk&UFt)teQb$7o-q2j$$evRyxa+Xy(T2K|R;jnaXnXFv)HpV z^yTC=t~rW_Osw;+X;zTH)o@Vaj|?Ez2VD8=k42Nt^18Vey$L+Cc&|fD+hba+V_OHL z9O*{IRO$sngLw1>#?iVFY%d;+HD*?s7jx2i^>noiwOVyCXEIKD&YeY}7t!H*FL^w` z58E}!*T_emRgB(VojW2~y9&XV!ht6=pwV)r%=g;3dp$UC=7Q*+nvUuLEDM3I64EaQ zqGHQjN8wtO)@q#eN+K=6NVP}SgS9v6x#+EvfEjS7L&)sZ>CH7V(kt*3!cExq8m^GpM) z&EW{6FiIzB!_QRZwZ7JG4gERKK)x2<)F>BE&?FTzgesFD&sK?2j9kb}Ta=Z=bZxR) zk5Y5*ozA)fPbvvZMoukG)Rfx~s?m6Q-4;N;mn^KcgwhE(uUnXFLF|-n&UyI1LRIyC zfcOq^8_8O!Wm*lZEv`%=&JDdqbG36bwcnQtlI(%GD< z37kz_%pN8etEjxdJ&HXO<{5I)N)Y!S5YmB_tIGh}oTVKeW?cZnytJ=aSD&EM$J6Yo z;2Ncz-4trG+s`j0Y=l$1x9EKDqV`7)vt1Khy;Kq8@wdG9H%zgdNUae9X01zb#3Ka& zt%fgixq-RSltgf?9Z;<;3cB>Li6fS;)!@CUaJ0c3#9kRroI^ro(L3I83vpYeXnKDq>ODc`Rxd=AM#3Ij z%KL94&$d)hF{9=|iEYB-nljV^2vkVVeYNJj4%u6)G_T#lq+W@{#E#uq75H4495Pj)jLXeXcN!^M2|lfAi_}#?X-G~-&=Ry&I2kCN zS`;->1gPN=@<3LoS<{DNa3)YHKL0B(pS)$&I((~SH=-ziT!kCS7=SD*Q z19s2z@cjjRZ)rZ<{vhysTX@1t_E+(jXRJpoO}U}vnA!TkdF#s7qDAMHcpal?QY~I` zdmyKVRzY>>8VG#XqkLU1*x-_!@AXR~s-54I*E2Zb#+da_I@`PI(8VFohoeGy$ zCTmXC=C+!$(t=R&6E#O#q-m=N8q-D1b;&_cXL^GmJeIu*uW}_TdXntrHL1BoiL-<> zs4Qju26R6!m99F~KTM|1a5S{kZ$`^Hp*huqwKir6FMRj?r>V z%FWPWW`vq4lxJ7NxI0t6m&B~`{b6(xiHNnhbkL0sr4oEQ@B+~?%uyMOcXBRTOGOcY2e@w8D{F`p zFCa$g2(-&4cLNN;|lve{3 z(?(!p(#6_f+f3F|6)nr`FA6Ch%iLG3 zYMpCZ%@)g*qmU$Wc^&Cqdz$I2gw0_#8eO}Ip6ZyT>X@opCOR4rxS0^u6C*;RY;w}0 zgO;sXge+3?D+GqB5&=4O;W0sIj;*R36972s9TuhFbiE7%uu21qz*KCE3(+jKrbW~( z09NTuc9UcX6A6O7ZkQ(gm5vgzSskUGd#PH%x+2uFEa_VKxZ+m={goVZc9S%MUEXN{Wpx<+I>YtUYRi! zI&p{S1dos5eS^W_wo#(oy+T;(fEcf-scX=~N|vmLT!~uIqR4p%ve#tAxHyz0E0A_2 ziv+Zv~|%~ zzc)(UNkGUX>2>%H5{xcoN)c+vNahnTZvrP&jI8v9?^$Hl)e6L}ob|+pz)&*%JQeFg zCS#bibjaLIXc;Lew?`nd60-BxWLnn%-qZqERs*)9H!Z3}(#Oba6UrRW!PU{|DWb;I zgDk3&K678rX5aLlGkG40fTxudMsdA1Xir0CwV88Ct0uNkLjlP#QP{#-ESD>Mh2mBpap~aY@pcT4=*XJ5-pO7BQi937TT7+a^%L8a)!> zKf2OjMCPDp>RWm9Y-`hN%f6BFUS%Iig$->gkG^j$W6~rs=Im4t z1NqD@3CSMW6l|w`n8uw2$h%r3Ml`&oFgu&I2D`y6ol9DpzH`&(LFc^_C&h6R1lF3F zxsWrTZT`5%^m{_|>mgPY$SD^sKBov$+C_8fwY-+!Q`NW&tg=N)l;ZByKbhkFQ_1r5 z__63UmeK4}+)hSilUM``R;Le4$zfa|z#~V2lBU-mG;4^gy~V;kgi2E#$UAGZa8B;2 z=3YI~>%aFBFw0+86~{Z zvHH-g7g`Z&^+2&vgIA@Qd5H;_uy;klb(mRG0w{p>o@=JE7K=bfTB2WxDc*Wn&`uS4 zYKiJ`Mj%S$)~8Tvj=|GeLC&e@K3n;curl?d%UHDZ2;H%_u(*B7Z8ro=R zO3+w~`4Sw>dU`L;xMAwq)530}df4v5DVL0Hh&mM2WtN_!*~`)Ja-wV?Je9_W&_;_H zTPZnY@9{K{HvZLK2@$=Y#GhJ%xZD{6uCHl`8>*1!{-Z>)29qLP7 zq}5?q=6A`}4@yR_51DA0B3{pQyW3exZY8S3Us*x`W?0SRt+S1sLv$KVvYw)<(8|ts zQnaef3l;0p&E>VYmVr2o35F?`D4;B5L^`DFvJK44?dw_>x*msR(+6V$-g?X}%&u@6 ziVU@t1g-TLbqnZvO)oLAvee;URC6Xom{GZx;lBV)2Cvs5rEF5OIn3$yzFpiEAd^iMAXrLmW8W0VL6hYy5 z1}MEi)f@pjvK5Q)sog-hZB)lXN-6^g0v1A=tki*P)UInIsLc^%a7`h_0f7A%XLW`a zy+{g)s*DskQzY~?7NJ7bw>8z8gj!`2(NHDUs53$ETd67D^pHG;%)C+%YmBTZ21-k2 zXkz50mC55M&)$xwfuUT!xEQ`4AdXeEBl&huSa`^!DkGFw@z&(x|pwo;!#1_LncMrO(X4?7a6kR~&5R zmV8}|F|{00EZg{debkw;gQlLdKS3JER2VRZXoa{FOU-%cMUp@sF!w0DXY@|xJ0Ewr z*M~1d_4$Za%_`)Pz1dZcrl(h#@{*^KBKXDOsQYU(GJZF6qZI|8{46vKzH zm4b_(PCVTf1>FWTO3|tbe_WrU?yB);u8{M)-e;T=uC0=(1WQG&q+_0nEn)HOgsuenngm}`W&(6{ZPBE{Z$2Gh(Y1&abx#Yn_-c{Q~O8s=Ov(eJMDY5nW zV@b71!jgsWwCSB<`$&M!&&g;g&ZQX|TIA}#KJz%dtJ7P>*D3aCWA15QOV9l)!bzXC zgSDD+JG`)k0QGCu_4HQCiS?$2rE*RgCU9klzZ1VonX?Z){@IoG`>f5!)Tq4hy$ajT zZ0ZTtMuk|TU98q~dS*vLT9j>QrV-a7zct%pu`OJ?k+f{4?J_m->D$NYT^?xe#`(4A zakcs1s47ohncVK4xwL-oP0cQVV`Da-8F9@-J4D+w#Ja3nq|9^*_Y|=2XO@lDaURsv zG6m5*Z1yT$B4k4mTc*BF^(FX4eu9oWcqM&S7e4Y;?w#aN(QcCrY>C#VL5yt{pEBjR zHN_%q>N9eArK%>A!>z4EK<*Ua9Z9NIcq?0sDiSRPXs9!-4iTw$T9ioas9yC|1h85Q zQD_3qI7W+z7hd&-$jM3yRjez5+&hSzlBTGW(JpIrJz>ou-XdEfAZW1WvR0Ep%tesJ z#Wt%-^tMB25EL@9(zI4+r&?vc#(9ONbY9j?HMOeJ!k2R>!Y`SimT5_5zG6=74_hAz zl95-?U}cqbv9_Sm5g4kM7gw_$#AIG|<2yo9K9bGwDyCICs3CqXGKk%Bu)m+B$ehhC zHe*`oX!>c)yCK+M2WB=~+t~WLCzp_`%<_JV&-w5&M{~(^@+*<L$ffc0BEoW(swor(i?9H#4@YnJa+x^>W|LH4IIolf3CTYjNK zI<9c$mV3O+_a?_igK$Z0t+8u?&o08c7{jhAye4tzONEo$$!iZpIvc00oLt#j&y6eD zdYqlFK$`%aD!Hs>L&gwK$Z(3iP5QQ~G{-ZmFxPiXs$REl*QKc#s@jb=a7{+xagU5MewZ*!yiKVKY071=ABm}sgt6feSDhmc!*F7evK!8tC2?uPEnvC1oJr&D}%_A*T zS;QCB8ucj|7>2$oT zz5K3WEk#)8okLwt)`f;>HB+KIl`j7%(} zS8pfMckkizv~g!00-#-S-g^kwUVynSEfqq^lce+nDwz`BZO)E@^p>}jfGqkhN4? zx=OW+l;@nqZL^7`k)rltHKF-k`~L@3De=o%3R{%|d3C8a6u8Z=m3$#nFa7(;(m2o2In3AvzMFHES%b2B#ot$l*qZ_mr^1K>HCqZQC!N7dF?OFs4Yqw~yl^W_gwt~&FKwJo8I z=<@Q74Q$ss^z!(Ao6U1!TJ`nC?^}!NJ1TRv@vl!aaO7b=%HCqh?D_3z=bYj-leKyl zJg1|{N_$IlzdF!|s`LObm1$~umphFFo@_9C(1kA}kL!G%QyO>^4{aRxZ68lLte?@? zH9Ivm>&;jp#){QP6%%H0ly@9P<95bO%B<^MEb3Ul5Zf8q-k%yw$T4$}UC~QS%HI}c zj=Hq7Jsr9aJ@nr*?fdg722R+fQ<<>GhqIHFCR#^08WJ>Dw@WQsLn}SPfskzw;VAml zy&YRXtJdZYm#Qn%P~wVM$q}6vgE*z7=$XNBnRT{@p~>AQ zcs3n`NJ6zT^IQ&JJAu$qR-nf&^&BGAnPn(Q09C32^dS%)IG8Z76f7fxSb)F;#nwAk zO{%a2Oi0k6FC@fJF8*7ig)LNfQf18v$;n}cxWQSTf{3|l>|{6uA5a7`QUKZmG*jpG zEqV``(i+QkYb$Ar*68cj>aS?vzgmDx1fkPu3E9Zp*F7RydSP7M+@4kC&}%QqG;9+2 z%y~OGcPzi>Ha!UtHFBo4DN<#ik4AWa#iy1nm!O|;O+}pOwNcPebz~hG=xuo>dau*3 zl=jpt{eenA_llf6-CM-@nb`$p+6($EUV0CCUQHawDR<8enOk+Kx8(G>&rm99;kSgg z-fvv$YWUrBYNF!&!O$|y4t9;DW^Uu=^-t0?K2xi2-}$SXH{=8C2W!W-vz~%EX1U+G zj7eMUFQ0bM^1itXuP(o~5_dwjWP#e^ zvzV}9xV>yiHO0?RDv+(hNTlRW~*D!k@ZN6 z+pSJ56G~&M1dfUaTh$#~Q57A6DX?tS?im|xX0*pFoov%KIjGmZVJT>nGVIm9U4v5D zoEo#5W!q6Etd_X-l#XjHhRjAW`73jj^D-K?N@4T0x78k$YCj*R5H7c(_=i<`p+m2HH^6iE7mg^{ScVRSO`-P!Nc} zOG0y4V-l-jaoB;@yo_a`WzTh!=$ZwH8-YkN2)cL;>6fmyGhGv{GWmd&FB=Se2o>|C8EAoPtd}RVW4_c;^%DX-)cAqYg{{`z=Vx;pp&2xd`eP(j3ZB{H}oWARN$CB+RNzJSWIqyM6Sme{m zmDPPST|ENv&ze_9BSlR-0bKj==69S20Zmr^r-~*g&?n9M3@ewej#^!W zoZoUq7qZWV8#I_+o(%dz=bzrm)C#t%E;IwnO5T_<7BAUozDAy2Kq$p>5WK|%k;_Gxy%nwKq&K}K&B1#w zYV%i$-IlLaonGLm?j%%J3RdW~PfSQ$!6Rg^a&vLohAzJY9K1B?GvU2TBO`L?%^D@i zX^+a%4p~-ms!*cN>rSk`h^l>f=BwSpy{T#>HRSk2s&u95kXB)2#1eu_QYwn1aIz1a z(?qQ$9cxJDCc>N2$=qeExV;V?QqUk>ROO80HKHrksJ%HkTI!4o(z->9Lp2SAthvN- zm4L9Frq-4T>6(d%khHbf4w}HlgbJMNhP=G{zK6!`r|a-zm1FjxeEZK|T-&4@X5A2y z9+Ro~(=ZNc%=7;MK)&lAW(VfoGulStco7w+p_{GNXXospq{*zbR-!;(OQ&(7QZn_F zN9S{C$&X64JpBc4l|SYE4kt}Z`XkiK3kdVUUCy@GmZKOmCRGaUpR02z{tBfNVa~q4 zoN#mJeIm&6+1}C4gTeYgLZw!ZBIhJ|{7-#@vh$VKy{l_gjw^=h0Kkcc2(syi}PSTo7!^M-m+Lm+-A(0YUdzSewo&E z5VKnQSo2@J2}*HQ6r{gSFC~Y1#H9(>TOHa5;9exUO6(%T9D_tzOAYi z?txa87^y?ULE=@N7OGdcY{J00XwyqKc!_h}FwTzVbkpEevpEOz7ikMvRW} z4RNw1LhFqdq(XBsW~PL*1q7lZlR&L*F@aOBAZcij0cl`VQXyZfEnd|q?ntUFamZR} zVV1HK6w8?gA5}U~&;;s4!|7&b*(H#Tex7db_T|g!xB)EO_RJ{u|ezBD~3q` z8V4oftqQpM-ePm~J%HI7on`pjnm%a6`VnMXjd5A^KA^N6^7I-AULY6NmfkMt)io>WP@RqESPX!A|?$)`a01zyr~-M_SlM2BoX60$d|#`uL)CWe zC3bw|wT6*m)EA(hjXb42Gn(WrM^xjqfSY_{&FM zFFVgw)iG+pN171sFdW5bJ;YG7#|mp9rEaXX9Rp#kz0)Nr#S&`*rF(^L?zAcrvWX*> zuN`sHEx}TCnLX0Tyh|p8t7DtYkV;v)-h^b*^$P1`>cu(JGh?Bl3&Cob`e79jtT0K{ zMQ5xyn}x^*VJ4^y2_vll9Q_oUL`SCh)U`HO*1tuLq^ku}aEkg*sw&!4n#`+fRIhN- zk=7bQePE#0k#XjY{0BVXo!9fbG`1d7T589OkBtOQZP!KUO3fy~Ei_fw8alzcD>t%H zfxG2vJlTQHY?6Y>dOPB4>8hztUp{;7)y_*p%KGm=)MB*}zAU$$xh7K@bA@CJQ5{P# zzLs!yxDxA{(zdl71nh08dA*g!wy!>(drwV_Yd?QB zNc5U{HSWJem|AC-^PbHPQ3!iIQ5#hpui0ZGhtbXGRYksP)CB_uf&A@rJyOf_tLx&u z(NTlya17?Gg-&HcoZiM8kMyc+5?uu2XN_qLHT5%B57CP?;qm?Yj=W`k_GrAxy;7pd zrla^QcJ=Q!nd+;dPD`HUgu~y-OU}=!#!o#C?mWEmp6s34FQzhisXtrg8t<=u9Ao+u zruS|y$wr+d5mX7A9qDS4;MeHk;LkP63UVy7<^w*=19x5g(o#L_;si14n z)RrDBfUR(f1!|{2G_WSSDQ?u1bWfREc8>ki~I|=o^~9q(gaAuL-!mBo#Tl5IXT><{~D9HU%yxu7S~tqNk@h zL(FY?SDcJ4s5q=l0(x9s3cN+GtIe|DpCi^2HSZ~i8xPa-+RtWe&QCm>UZ=>rk=+E; z#%PC{&Ub={Hy7zyI+>)W>g{yRT+2D$eosY{jbX==mFXV9+h)#A8g^@KXKmoyd&;f1 zcc;hL7CApb~5_+zTiPTHh0<#LS5EX(z-=jnQ3 zb9AvTb0VeWl5*?a$ojpveiS5Li^&~WxV>#Gi^SL(+JY>K@XK-DZn0t9-Y2aJ)Uzuk zlt)C5qH33ST8X`EKDA|?9YJ12VcsICn}uMKgw}O$L{McM-n;2JE@HKpXz68Ok}%1o z0h^2jA`Lp;ZXhVg0Y%$hSi*3jB`z&OTw4Ta)L}qtvbC?R*Ap z`aDem=+jSADrYckQ=VspZ7fo8_0{cKTc-|m&AW!hS_RCw?M9@-JRLm>txoG*7p)=M zqzScU6BdS6Ek#pdOGULT$>GSRv%wab99H#DrYzqWB&14LlZEcQ*P_tF-3q~ZP`cDb zpmZ6y5{nMiL{`u{Qq^c8I8dtYD45f6L1r&;>6z^o+bWzU!)uf$%Suq9rNS^;GYPnd z^bl@zqRlFvPF}87xvUefaJuGRkcT5`9?$eh^g3WZdLGr};zC)YTAT&}M=z!S&Osfy)>#{J>&y+ zy$i{u?=idK5=E_fUA)}>r}Q%6InS!3UMnc9 z#lyOKfslMF%`OwuRzUAS=!+uc71>yr3wKKlLf`dQ?mKt%>bW$W?THc_#Z=#awHJlmr?$;w+ci%oBi_fjvS)8<$*rH*n zD@u;0;5v278W=Yi^0D@@waHK%7Yc;HX>pKrr`UOKXEmrmA1gOSh5}Qjn20z`#e$J& znwm`zN>(JjgT$niiSyL<6&qfICwpqQg52;iE3u~U9Hp(G-R8+uwRYLPSEM~lp z+j)9nw5|rnD@Jn7=`TZvm9d-GVMn=)*HzP_D=TlyL(|?zXL6X#Ed?^QGp)AxZ7$;* z*R2nN_L^$n&S~S#r=jMxGFuULwuSkgr8rnY5fIB+|S zHmzGxZs<%Xwye7P4?nsaT|BNkp*iYQI7A|0xvNN3y(Q6euBer)h)TAwv-7mD$yP*N zb3LnVbD>9kt%en69cvxKi0d+>q>0uOa&)jt6w}At#?v%cWql=OT2Y`5)Tz|<*j|S_ zGYgt5_8%uSj!ef)$+KYGD=|rZ)rmSffK~fB=X*|$*xw)0=D?QUn#|*w&eB*`^j>?@ zCeAaM2Ft3|BM0Bg+*&(FOQP}A_PQ2%eGN?Pk?^q5q{pi8N7{YIne=!$Q6@){XqoOp z*(#Z^^m6nCv%IBlM*iQN=zf(m)3VXab!*SY`Y~!J<&*Xpy=y<);Cjqy7I3xkM6q&F zju(*B^xJtx#K6GzIDHfyM#&XS(j7?b&QDH^nf(HDu>CKW#%t*O$EuX>r=Knp=qJku zrTSbB&C{b~4;M}RsPa$gvl^XcXb9IH8gvN$8lF5_`TWoo+NzZHvQDtrDVMep)wSI5!I@_7r8M-S( zN?gu~wtipD`tP4L+If4sl`At~Zc3sev_ zI>`EN-AHSJdN@N5ch9*0!NQiLBI2J)5C6V3*=jkY^WTD~3Gm?>Xr& zKb7yWdW}W}smWehrt683>4&5#tD)+pyw-vl79#3$P1m`)&5uRoy%u^ahw2i^bNM8P zr;?AA?~h1^D>}WsaUYGgvm>o7nCeorlqjeJazAs&EC2yxZYD- z&NxG%tcAMzki719w#2*EUAGg=(#?0Tp}#$=o5Z~3<3ny#tfg{I6lHnzF^g|IBI$R% z6KCv9qGwngJs+Lf#qYi3{S?dDx@f9EpvsrLrg(Uz?=z#FwCUF^4$-eihr58v?AsTd z{E^%_K~baR{ZjoA4}OC?%pm)@iamf>v5%nLX4T&1}o{VoONvN@>&!bV%e6GinhVu?9+l-h{b{v`rj>CRR&Q z%7+&lQ{BOL5p1U^(H5?Du6C1{o5^XKNw%FxJs+L*h}pDX9r|VwYl=X%t!AbmNN}q# zoopJ&;>5E8aY-p*>foH)8s0s{C(G89XIMGuZR`t?iEw>2%X4JLvv*BhSBk zCezro#MH|Hq`e!o&Q4p+^sk@#7CmQBUp46bha1$?@>}dc+FaQ5FBP>M@o8$kW)QS< zX*_&PaBpLn=@gV7y(Os6!uBUNIY+U#L!?C2erOk>^4j#YGbqT{w$^enGf4NL9xQ%` z3#B^OmYaU7Htq99Z8a}?Vd|CV0$NkVjfm9Vi8osXzaD4M>s~7>+howTzefm~I%_P` zL)5F>08J$;Vp&%v&c;^PF?>xNUY6|QHJfSs2IDJlH1_ln)J9FeNAv#xpm*t*x1hk$ zAsn|LDuJDtWxDjrwJ1`UzW{)0@*|4X>0+rkRk&qiCsNW8Nz`g*+4+BJ znP8*GXqbt1rS6!jP$$Ex(%p9tO$L>U5?-htmO;iQ6G)tKtC^t-Zj0w9wM?sMweN*g zYp;`0zKx12YS5IK1@^ZxVa{O;DFIV(S1X1Zx-mQGCqXJ}=frj|@eZ1*KfOvEf?vd5z;``?sz9>rY`iAHdSZOGh0yE#d7ms-d=Yl*|HI!g9pt zsdMgG^4po{*N65#9!&wJ!h4QqY^0_ysmsz5cD2NBM<6+cOIIs(7LQU`bM+ArPW{uU z;*BM@lch%HUn8sTL(^ttt?ztaV9@%ywFGWOWYx8v#5IJc4Oe!&n&^SORAs|qWKfh8 z7(`{O)lO^B%FQg4#95IOK()Hcru5;OD*;-}1vInYPkNRdYkGnvuCeTx8k;hMwL+Ac zDk91XDcvlc6H(YZxm7-D-Pe%}1KNt(vdUl@Do7$KD2O!T(N>`Am8VED=diQ1Gj0$; z)O3W>WqO_ORgs({AD{kKURWDtXUmanU!VC#S0CEw_n{kwQtI zMuNQi6PBk(GXWD>zddJ{LSB={?$v`x`DuGU73&hx{2}!Gj&bPT^4fS#zHynIXvwc^ zLx$#XnRzXs_QodqZzqCkT<%)-ZYHOsZlKrmSsEHSUb161OJ64S5(UsJ%a3Vzk2Lfo z^WOr^Ey@Rc_Idgd;pptP8}a*m{aT1iT-Yj2-#OQsp+n1bo`W|lN1!?1o>cHC#s+7v zZ*O69kIplD#e@j+CEFg;vl|hCn`R9tUTb_cJ}-7XK9n8J8#ab7r(ZSX7S=}u39@|V z_B%GJ&i5W$O}(3gKdOt1T-;;RjV?*O6*__qHqy@aejMt)!{)E8?mrf;wm+JwXPE72 zg_NAOMmwb|RwNVVEiO5T4AD3gD<|PC%+zafYJtHd7qNOk!6BvKyot5osF;>;>Hs$a z%qHGfpo?$}hdq|Hx@v1Q3q^?34o1%Efj*@LF7+QKdkQLSnZW1F(SYlP$wE?^%%($8 zh`ROYpGQS2kDw@85FRqDMvCXSjmkOCW?U*|Hk$PejM(jBO~7QCR4_AGqy+V1)gf${ zCBwCv)AGSLLOGv5=$3KwL3&IThHk=IIp(=UXjoIHmC*X`GB!5+u9g}VB9BgaVOfb<6fSfpEWG^dmlUB&FKktC3;Mq3|#8`j>?RN;&M>Fr)qfoU!v#g z_3l#TuxgdlCzAJqsrhQ(N(V+>6`yC>FEsnB^0>W8jXzxd8Lv1GU)`7U`g@CYuNY5f z2=R|@tO9f^B%W0o(YddomyXBG|%*WhV`|J=QAF9{&no4S+WULZ38;` zp4H6s`PZe&4eqt}7tnGV=qF>LLL1U%j53(}3*`JadaT}P$Oc1sntd0N?D`XSJaO!3 zQ}MRh@;DmE`Lr^hbpHU9_Ip>A^8UX%;{)jaJ?-z>`VW`ss&{A1i;a3j6V>XrEtR|K z%BH=w%@U6J4&JxeT^$wVTCZ|5p~@jDy+kDrauTbQO-^F+BXU)pOTkqUR!X3~1v4Dm z9+%5+D%MrC@!dYS^3kiK)Sno_w!=A9Lmcq59X_;%- zos+C-Sy+1OX{Bjiq{~a_iJQ80Osm1>W8CmQ$dJ(4d9CKxvSq1R=pf7Hs(2;y`R}tH zYf)hEMg}dJv7KuyUV$nz=zC_C(NuVv`<^IqUruAkZC<-8`Ac4YlDA`5#}-UhPGB}Q z+ZA6;fu?QSZw%MjAgN}l4>er=3t!jhx${x#v$CuczcC(EvI@FMUCrlfy`gI=y7-*= zW>tWBS(9%ML(;W;=9V`^178Es&9maZkMqo7M#HD*wXLXRww*D#S83+%?Wz?Hc^gaK zgU@;x6GO~2y+9}BE&6|+uxVIcfm-PO=cLQ^8>}K?;Cc71$AuvMe~_*gB%OOa)BpSb zJBm=|lv8AzNf8@4ABtfZLXIoR#>gbcoaJoHVVlz&bEZ(tp&S#jG3SyIO3pdtkdS(R z_xb()*nh9vUfc6|y&l)&x?kJ%92+x1+5PIEo?Q1(K@SB0wltYA4TUc4U$y`y|HUE zRz_Hx$lLX2UQWD5J>&-d>bw1L#Mp7QQd$ss^2)cJ4?=yq&%A9OkI)q^JH{0$pAD*1 zslZuLZO$<0Cp{W&S#D79W|8)}(|+Rm4MbC^pew*;k-WD1>mG9SVtM`FH2h4rOIbo&>o7p#X#+Y;tKy@jIBzRb@@PC)ZX7ZHM)Et3;| zCv#9^LU5k47gy|*9`t|4_YUkCH zI|5gNxv=F}7a{j8&%EeIGnIE^{_>$C6`GP&UTK7}=k5CZ&KT(t9HqbC+j_KW@1^Uo zd1J7uuz6>A9s2<0%k14<9N(`ymu5AEch4^?ax>m=eVz(`m9w)KEPs8mqAKjtXi$4c z=yBt2n9r;0C96)nwV4vK_31JNUe=!33O_d5nv2QcAMJ>jpt6Cc6YmW+ZImQ*JBNM;UmqD)V=#7%k4<|Tyh;~0f(F!o zqy9Ug6*3k++F77-vpO|-uwOeN;>3*3^9Q|~`xSA2TX`+#6bvY5-wjH=Vmwa_>iOBW z8-eX2bNn{Ox*hSq$u28Oi^C=JOdw3n%!>BR9887QGJ=SZv#96T^b)hC3`3}8$(!gZ z#G3n?_C55=e2(DfjWgHX@6Vo1{Cui9?qt`C7WtI!O@xG(*&?NpaD*IUf^ z0h?<}iDPC4-~F8E%=!kU(_N*xH_cjta`ESRVkVmG{iBZ!Z2^$w-k>3HDk5ZegVct-&d>%?`Suu z-w=|zZ2fwKG9iD@2{oFz@S^k4IFF(2)jee7fUez}(UO#Fli!4Y+NC;O)G31EWuGpG zagj29UAd(3Y^UW)SWT+_*GAu)zFXq=c)UY05L4;FQuTJh<#H$78tTkG>u%Hj#5^7D zz4&SI(XMvJx3EW@hzb;Y?an@cNwngwN>i>Ty$+|?qWMRH&BM0awd6NWZs&I3tNO`K4UIW=7Y+$bO;f67 zy6~Dyq2&&3u6r-Ue(llGjm>Mna#Y$@CUVKc>jENc8AUl!pPXc3(K{X{oRZ!xO5M&M z+4y1*8%x3WeVs)r%s985JV<-`nS<}*S1XpoYeXLh%~D5~mIrPSN04<%ab`b{zh`$d zlTnJpFIRSIE%&vp#ywt@jnO8CiwaJwpFlaJo7XFgeex{R zdc$vYH%I%{E$uxu24Lax2t(XRR^E1Tqi(HjYs6P!CgWfgZksGB(D67JSEvy>Y&f*F z;D0j!in4v(i^>q|ks*)4Tx~XtZ>*2pI(l3uymY2rEW!?_%EidRHP{QJ)CYU;A_RSIi$j z|NCXi8Gd6J1 zR3Wuu%~4jv6ff$6OA+|A{r6@`d}~&5SoH%_b9tTVWzINEU_eMy-NI-+_x+*5%tEs; zmDtgNKK>)Q6uqk0o9NoXOGi4-j%+=DHeg4Blt;f>+`qe&t~&j7UD!kvBO*dLzb?<; zZY<+8AFF-0=|Ys=ZP63Fx#CZPmw!Yr)60WBf+oo$FIomQhjR>4J-sfFUiqaa!%&CJ zRT&q{0?A9V_GaLROQ%*`AN{onaIu^C??m?gW|IU>8Rb6YVO=C}EwR==p(^*xyGjcD zhKrr3Tx>3x>v-4Tx|6s~d9WtJ-=|P9Yq-hxr64+=oA^na?MclB`MNFGPMy*UbqPK< z(HhiCSB zExch@y^39_s!MGhbSO?gm~v#zteMmGnd%)|H#^!ow|Y2NJk|H8THMe?ldxXsP}W!2 z^d(L_=p1!ld~Tu8c$r!oDu#r1?G%p#hx=xsVSUgFx%AAus zSN=whPZZfiqy7yV5#cLZhG`AmeI;{W(&f59&eHoPN@I0AjJOg$^XjZagxSo`2t##w z*@>Q&M}&vK)dYBUW9`VAC1+!zLn*sIYIfv*R*@SXot@Z-5)qD{d}s_W`h| z`vhuY$_M0~9hFdxh>%BH(-O5dr+ScR5s z-}?QV`hM*wBiBl27NdZFZ}ggkxaFo@64)Nr)pVOl%EM4EQdbm z$q?ow{Kf70y@Hpc)N@Uie@%-BI|LDoG2gj6mmMTZe~Qm3*3AEqeA%I2)HOE3v6}bM z#RncO9O&4@7KZ|z{zxtzVvg@yl_|$)r^Kx#@fW$KpFG!c)v%26t`7btpM5mb*@0xw z!xy0d{i&k)aiKU$J8#M8k7KlFW+uhe^~Fmo)(C5P!-t1zdsoQ?W~|AqHoOtqRh4mm z&GQ-z>CB8~*k882m0R|o{>pxSk(Itg9t8KyQm8XI==Xox)Kf2Q94pWCy|}Vb(2!Cc zy)E9V(8o|YUFpIu)>AKvUjzAL8&4$L9@Ce!tO~?k{&J`0QFOeQ>-sY%D}Sq-RCk=M zRUD%d@9qhTH{W_zS?;&rNtrW0+i6um-0^#2(Ox#MWjf+_K`iRp3yO7}h*gDBOYbM4 zzGe-_j@Vqy{mDl#bUpH_eK^r`Sad~LJIO8k2=u{l2B>+8Lnx)Dm=fdaU7E^5o9)M3d(G{r4#5 zAX?qbHt!Bi?i!5R4rsBF9}C^8zS%##C!sS@|FcgeDY{w>iYY2uJ-*n|SIpFY>F{G= z%JCSGMJ_a1z7lsluKP<}TXCG)7dTuK`ul|tG&YZHt~2W0wyqWPv%uquOj}($_eA(~ z&~euHMxXItAT$(mdNOA1@LF+{zd=gS!02<)!7-7yo2HeD!e1EsC(_2%dSC3xI|W;L zsjR;4W2Ph~yRK(Nfcz0vMT>`z@9dQSaBLJb#FN*Lo7+}u!ph8FnOI-;D_E1i@KGl6 zmMW?C?2!p?N!jSwX?%>niLnWK#aSPeO3kRX3joEie@3)Er$cx^-B(=r&_5tVR7xP( zv0#p4dD;Am4mxwE`^_>%S?RFZoo>p+Q>g6@%|2`}ic z;5n<*gXcp%y!)3>b1nK>=V+m= zx9mjFy-Mo+*W*v&=H4`)09l9r)-ccFjC*^`D>Z|+t<$M2Hp^!+`J(0cGfiOjVBnK` zcnHxphhfWyeKXwqTiY``ECSW$bc9AP+)T>3{A%pSfgZh)H3_n8t;22Bde6Tu?5=H| z)s%bC&lxYKF93m&u3Yw7QqB)wCT;ktdo>2#$XcY7 z9?ywC`K3Ps`C0M$VVO#D=<2r{R}=5$!~7df-xik2o!M#67oOc%{L9bWz7=NvzOu*p zD96|ocf?glcB4=o3nNyL)JKDGkJ}$_GUAdhT3ui`fvw8)w4X_?K)G5OkW@sgpwSt+g!tI-`|Cut{<=?4qT>yfQrDJu5?qmC0u9hwQ*k_JDXPHsgTGm%Am`)Aq308k z+*ys4`+Db_{X(b5!}I?;p-2@Fzqk^iSyib2{nz8C&y<1GEcI)))GkFZuV|ex??#m{$Qo!!Yl2Iug1{I z_bk>esJ@MPidB+o)57kn{%uolbj(YZvmYM+un+t?6t(8A-7)JF+zIc@Gq9~z!K-T- ztBC;awI=0Ty-11s2!U#`_j^+V1A`~E<>j{hc_)Tu#Z!&6v((>=Iag@@lCobFoEey0 zRmKUwcrsa5QI>_P3@>Ge6i{LX)y_{|%Ovfz?Mw{q4#Qt%O#Nv2Bd<~B{k2Cp2)7y} zeO(j2kz-Gl(J#&e&=_}TkDyhLl-W+I zbpWC8RF$&rGv^BF;u{e8i&*%>S2E-hAL_H-z_mGkhjxOWfbaL{jhkaXJ5qJqY9No; znmn`TY;sx({8HNQP$f1$k(L^iUp()b8ra2DuH;us(iY#jBG_~F2HhmHzK36rP^kT z)VBmkGWILbl-Q^B_vA_n?O&lunTee`Hxx3oRI)$a6^pQhwRr^Z zKZ$O+(d!{ZL+kCD2j$=L0B%km{SM9jV%?lk^|mbVhZj~x-;-yI{=oXD9(qts{$uUS zAj-c7D{uX^S%cZOY;ut|#P4Ue+N%vX?Vxh?AJacDMKY*-AA{P1C~SD4SLq(7ttP#W zyH{>B9WOuMIh=HF+0R-?u1TwNWcs!4zksqxOVp0hi<`Bli^rxqEtdqV#=c({0vK9U z4J+VR9X4gEhfMPbRnOcXg@eGZ-NP3x9;VY+Q7^-y+|!ohl<8pT z_oFjSfgy*o-_)}Y5;nqLhl?^lX=agqY~F@$l}^|r1Dk>$*zUZt5D6g%iLHcJ^p=f^ zKI9A%=^8*umt77!oBv>VRlG4HtPmkEGgQJ6CV5bEjr1F2uzF&2x@X;^_j-7;djO8n z)R({HnQs7Oj|o-_crqJueX{&gX~?VA%jwvgxe;2AWN-OZd#T($@|a$6hAy`|EdBU+ z<#GeH;q>#%8|7L3<1g;iUfzA=DZS!+K_NOLzoGq-Yl~U3V{QrF@!m(1R;MHd$vE&i z<2uU^J<7^u?Lo2U}*c!iU4cW|yWd8|F8yTK(3Rf8mmNUh2iP$lxsCmfqLdka*gWLK% z-A^TdQb(>gqrmUcS`ymIG3{Si(=rMhoLn0|Ecp9rB{^D+&ORonHH$3l-c9@!-R;QL zAh*1Her@4MYXhyN`8B&XMZfL$bJ~i%WuH;R%?PzA0S_n>MOZn|mTnG-^JPl}eLA{- z@xnIhVe2E`iO(P6Lfa><>}r!a@SLxRVn0TMQ>B{r`&sS9+dG$un@v#v>Q^~4KUIfI zAVzJ?p%|)qX55tdO2)S1_d&m8^ik(cs=z%e)MnP~(}M?0O#RIIKL^KY`_{Pe2P@=2 z@zZ06*W8Y*N6kMg)jJvqiBhzfqE+njEr-q3D;H?O;sJa?lWvE943#M3G-(eF_1w-| z$b94CkO!Am8ds+J)H!gvz|Ur3iQUYeoV-A5g*joswTr75VYtVgK})r24i^gZV-E#(~b zdkW9QxfJSwlWpvOMK$-_b~f-$_ja1mJfiKP3`WI8G9Y)@m{%mx9)y^`B02cSL4Uh#e`?*ZL1B(G?|8(IUQAw5NI&*!)hp=mdSDVe zcN6>R(Iv)`%g$VN-|cEemu)viSqH>uVF|ZE{&M>G$ljw`2bkto`G=q*9rI_$!?`b# zeFsir6>H?HDyW{a$$7Pp?jPg6WQ_oJWgiwPJ$Y2&CRF9-p>jWk4AcrxA7k8A9ZJh~ z*kIFZ=#ilJ3`e-h7g`pMw<%AorJimq|Lcn!ZvFLB=zbH$BRB9`JXC7O=b|0n#u;yGBJ&r|)W zMS&3m)taqNR2msQS?j3&P4Qb@ZAJkDulCYk)eNUu^PH@a+7H52!L8oxA+KZ{!^C==({fKH z-;J`hiCwt;Bl!}{Vyazohp;^6Uw<>!?!hcNLS3S0XK&`iUgH3~?bVo^MN~z(&HPl- zIkVpxD81D4(P?|i9-q+bD=AkJFpkmb_ZDrya)+II)#r5dG;-2R(2q*qRWCg?a2yy3 z{rt%n_V9?I-neIZt2tKOixmP&Yd=!uGFCYr z?%sQ)rL|_LiB6UQ6IXI`*qTIaZf}uH8c3U-?O==dKs_mJ9B}Q+RE@t zD|VM%Sw{qer zy)39}{Vg=1qdxRVW59}vesT8Np5XZ#Qi>07$DNhkdm^sIvq={dv_DfklrBo{$t!+w z4Nmu4deWFPdUvXfzWa@Mw%G08li#oI6lSw!t*$(E`5s4u`(Mq^y&ik*<{yDohomyN z2aIp&S#23*X?CJ^3hfk(OUX4fmU-InFjqXv)nmC&*zGJswmQ{R?bx8|EphfM68c8- zC{#LoFI@2TUUE>TjdsGp+1{{_4vjJASwlU(M;7;Q-<@QrWISIkgfy;Z{RkpYsx!mW zYf{&wUWsiLUkDC53O@OG52kV!n!2v3Q<})^9o<#^-0&)Qk9qef;?hd6{4=1VWs;la zU?*th&7gaLWsY*;hens?S)U`vB{niC@S@+h5VX_e*CGUG)n?ZiPz}qBl2|%mtZumGHJANo=o+{hUZy4L|%3m!f6Ic&nExvMOGP zC+@VbVf7ewE4G7jOJNm!OBJ6?Ux|vh%EKcbq&3VsM$79eeaW5m%Gl%fc_r9awwv3J z__*H?_8_}2=V(c1xXE}=-T(pI;=}_={@w{KwH4W{G ztV5cDKMoo5SqQW^9h5fDysWA@_@Wb*(Nqxf>9G6b-xJ#Au~OsuloI8-%j}S_7(U`zn-D#J;$kE85#I=HegTpzZ1H< zwJx>8h1j92Zx=hm2?`}v#ftX+ctW#;<)u=B#O>~K6S-xoOs>=3aODvC66mw2qAg{S zY@jTF(Z~@GlDA5m66CeFNifYF+2dSnH!+h{@o9MaeqBoIe6kxRD0xmpc>PHB)cju_ z$A0EQ`BKHr)p?y1Aokost;0&oZDrh z&L6HaJD#IB1TPIpx~x{`=Q4Md$-`Z?IRU?q4U1d+do}lLCR}eGeS2Wpq~*RvHbiCJ zBVs&!w==9xm!Ce1w+6QtS$lO0F;VcG?5RauyA{^M1;9lxw`^$?kHzvXyDhC?{Nzon zhpqKz#7`A5OiF*r9~K(&1%4WMmN8t@U4a@2sCCu$s`;aST(Jg4B)r=-L>3*7iVd57 z4+F1I?Z15d_14VG?nhq`Y3i@7qSEBVF74iy8Pon{|CDMItTS!($bRB`f6`;Finj91 z?7sqj%7K~6wxzqdrk^--)XYaO3=X`w*SJ%Fo{@WbzJm;rH*Fi-yqS^OqTY8UJn7cj z&d|&aJDKDCCE+SByXE@hZX@~LmhfQb!J|UGlT3qt*?te%cN{dO$&qI8VOpUvXUe^!nk-611XZ_Xp7|R1vi! zs&0@WI{}E#UrXB@*D&pkgRTU9@x5B#g)Ie$)W#_8f39R5PN;t_W9$0p(U*Lj*x^N& zg=meCJcCxE3%H>+=jT*CkrV89V2g!x0`08TH5lyhABGz z0-HT`ts;&)U{c6QI z?5t}}o;^hvB`Qk2!qx*Z$aFl7Jix>;(c;^H$Xf*V9t#C1NqjUyjGLP;^BgFx)bLxh z1lKW4=DaR3fBtt@G#eKeZfNUkCWCxnL_z~;cp^^|248Xte@5R^ZWIv8rzRE;(vZud zXDi4}{zhTw#P!~*d1vjOdn=&7_O%6IC}c>0vokaM5Q9XbXl}iO$tftHhSU5L*8lLG zSntn9cuWvOa`U3#y1XzMu~-;PO)N!^D8rZ5L|YnmWy8=)eKn&gm?JtFf+V5WyLv1@ z07-UTCe23*W~nBYP^S|m0#33qXu@;v$mcStpvhk`$lO+XceUh1L}8B0E*God^L zZlP&u5QxZFz(feGPyTnp894PoYMZs%FnCr-u`J4|uPd7uO4UnQLD9vK=OJuycB6ivuVJhmeAj68yoX z`UA=EfrGCmu3Dt&)50wWbK-U`rlN`7HC+qrtdNs)uT07-x@lR!H7K;%1UA6MM& zJyiUuD>T5x!2w8F|6i0q3C{P+8kl+OO^6sXHV!VFr5bOTW;6TOdDXAsKUkj@{aZ#79&N-%jSCZ;^?@ z=i!b_p@h241fn6Y#XAOv(BZ2nz&)Rbi?{p5guYEM&@)0%s!+lf5Y1CCsi4mxB-Gb| zJiZebe>sg9jgMT9!MZlZz?;x$bOgT~Sxs0J%-D?i7X-u5^NSjY&I-AU3gRP%*ZPS_0`@n(D}Lxnr0@Z0>?H94 zEcHM>=3$1=!nnb`0*abJieSqn@?MpiyT>C3`RdiYdmWqsS|fxFB@_R)r)iVF>0}-L z{jUG5Rj*Fe+$kmrjb>72*jW#qLGL~*;1sEcdakCpto8cApI0|vK3eIYJ`?IMBdQI- z_ONN65ME%yhA~f4Obk#zCUf9p3tP+rVFN{2K9d}C^2Zd~``_1K{? zr+U5^=8<2m0_k1zx(^Ja%Qr*9_w=rq<4CS-FjSFe{=^CjN(iYLX~Km-Q~l)XF++?H zsh_B???zJzh%G1w?w=Y=jW=jkW3sp2{m16@TB(;+@I7BCS58?R{W6&kcq@T&V~PpQ zK-figSpw~%q z32DXN!jkJTDPU)BRT7?GpWVQS?=_ta1lnNo@CZvj#U?HxvEVMDrmOWLL5=5Slg9PR z1pb(*>FED64X0SMkFD2?OI;n6y6%zZ3graq&Ls1~Fb2rvV`0ezlcy~qa%7ka^*|De zqY&FC>B2mn=u^`YXSXBH03iXy%X8fjL&dBv923UbLKIX+$!c z)Z+1mI2Xo(R{=`ZfVl>kf1Ma4g*eTl7h;-1unWI+50#BJdMu#S1G$mr5c#AT;+zKb z@jp`zt`KQz$Zd{1`WGKM370nj#y-}iFk%wz9ft#Y85Cw3GgDKnHKqw|$Wm2!ssWPF zyUPo0gB$C4xhfKA3(7uf#4Nu7j|aAY@MUlVyFZF;X`?+R--yRBA7-)`qNX?jV8D52 zf|d~5d@fN^(JZe-#3NxX`o9x+sSIa^R7t$B)raq{N@!QQRwm7W4e7&V$=FQIyj=GF z@Q3vn$;Z8Ypvi=igo$BS43gGy(Z8OV`n8GHAGW{ejAN zhO2!JOtH$V`C z5OYf|9o|GFA&HXgT|kU5JfSYr6V=72#|_b?Rj{*zSEUh2-G2yX zpz0^8LOc|S6fTZX@k2HCYLuPPeyNZ6N-b~hn7iUVbm~;Z#g%`V|DBi}*jIS;vOmum z+9s?3hM^1tQXpIaKA295G8!IVANCn2AByX12tea|zBkwt>$ZSEW->d<>0Qas2o5t;8BIw*7l7IL*-pa6Qy#2t!@aU#lN08xl+S{-6R4RA%0 zA~?=>1&C%o?#0k$E*J#pPPsL*S0k6OQr?m$Z#}t;d2Y%T&Bxq`mVm@T>)30Eu158} z1_nqr#|+Vh4xGHjjC#C9RO{9te=;$R|`u?!ZaL!bzB~}JOV4LgdjrXGACeN0O!n4 zJ**=YT4m)R{mgSzW~d`0jlsdeSqy_AvYX(lIl)rbm8Krcgzx;K>XdDxOkB2ye&4CS z=@4qIggxWZ(DXozJA6o=Dk5fh@|^`RhQR4+f{~kL(8(Hd1*_|w&gS1}3tDN}lza*V z0f%E)`s2;Z%Ot~#13%cm+x|Ll3{-G>qMCT-ic>GcRXGVHi5qFs1LJQIE}Tn<)lHz+ zTV2OR>r@f(?3;960FmY+I3@yZLka@B0KB|1aGp3uawcpE5h>`aNMs)#%;whzND`UF zZf@O5Q##O+<9klu+57hEeuhXM&vmVLh%-W^r&=1ySIAz6a&=Ac9!b))#;bJ44Iwcz zpn*15@8L}HG0YH`ypc}^{*K^EWhveDQzowNZq|DHT95yk`%@1h4EH+h z=O704fhEcM=V@y)>1X1UL%gN{0D?Em!%MZ!gz_rfY`rw-3BE}MH~mj>Fhe7mXMTGu z_38^jTmI4zNlcn0pHN(!q^Hv)Eujl6yK(uol9QWT&J_rTNS4BI2`Qih281T`PvYj@ z`|^K~`}ssx7v-boCHFj`*g~2w-f!aC2LNtA1d$_V24PR269GJQT;U+}ys&W=u(Ox> zuw?W=Wq2Je+Rg+V>6ESiE36^@-B=kKbKctbs<9VU@-^EB3df@b~SEc^I z&{Yv)*u>Iixm@u{FcjCTj6qE>j%Vk_c{`V6aW| zf-f_hS&}fXnsfL zM+BV5LTL*Sxq2U%R3=dCQpZt;iGg&$*UAUWj%H-h(W@8k^b-^H&9oz464TVLBl3;RwT zdece-8lF>Lj+xT+dQ7nG`FC-KT z0v>#Ib2T#r5s8m`^ob#L>uGdWc)1$rdr2l#M+(9aq-mft7@Do11P1G$XHRzXFYYJ0 z0ITPRdV4@1R@(E*&z{}L8xU4TRw7K?SZkvPp!vu;|2_qrITmLSS>mOku%C!b=FV_0 zEnHa`9y1YKIV2VL&jd$+8yYG<$REfe|HZHWqX3?6hyQn?Xp4x8r-qtMc6t{3$y_ud z@5RSQR=((USZab7Oah{GG4_I3cisn(Te{3mx)xDTg*pokK=Z`>QxyT5=EZ|3!eRu< zG>}z+7#Q@m3T19BOztD1cuIX>(9|z?;-DO?U{}W5;RSgWoZRx*d%}dJp@>S9nH_(h zJAxU1{eJ@g~+&c0$ELw{1q@cM?dbyR2Q<;iAfew6&NZB+ijV4|O3@)4q_hRBlv^)@E(0J6vR?TG zVjBCU?(!EL>fG%6(ETR@cc&B>XM|CP|ji_1+=uZQLx>uY9v`U(@5(rkKj1O zjt&*Tb3Sdbqd<(BtWV>kP?!Y+gMbjKsJAq)0xlM&G-a<+F;-e~=80ap>|a^-+ui@f z1H#0coY8v`*u8!7rCn!<2BY6+NB$f%VfxjC)z#;88gD|(>3kNP;5jKO^M7^kKCM)r z0^Y|*pJw@5+5$E}C-Z_dK$bHc_$*VK1J^siY4>M}^Nm~uRVcPT^DIb%p5&?sLc1dB z&P(&15*(Y7)td!3vo;NA34|}8ZoDF^(Q4@egNX*n4WI?|3!IK1i!ufF4BhK-uQ3)5 zyfd;Scv_4$t%yC1E(|jS10s9ohok|;P%#sL$kL36Num-}-`e}qCVH_jMVp=Y7h9|m zVeYjC{7wD!_sHPlhOo%=ND86IdyY+oUKqz_LbW=}N3)BAvT`1_0Z9>^(x8)=o-B03 zdLrOXfkUTR(1Dj%0nNf2tir=bimA$5c?TrUGIOeVh<9JTg#lXBpYtZJO5WG;LLA%| zF$@Bc4US;p8Ir4+b2bxDLl%{lyWen|=Laqk&Ze3d@~+p!PZGL-iRX(H66i@(%{vR| z$qPV9D&`mmEG#Ipou7xJzPi050Wo~dcIyDn@OHw&D7Rr z9n~o$M2EH)r$7`iGztk*LdM@?88ke<6H7fth*3~}o_RdbLX}mLve#rXUVC5|dGX9- zVkA6~&k&T>A%;iRcbh!OSgm?-))ZV2;YpPaS$4@k#7&%)&-&fD-$xZnMe}5;7iZA;YW2J@EdfoA*7jM2oymdhqQeB44iCWtt-v^X$#8%G{kN~IEeR4ojfpx z*q=z+f*NmHDJwTFNjGtLMW2Qlkuaqp*YRg0Nv==3qE8D=jIwgwfIF{hHj|_WR81;| zffUmwCntWwkh$Pncs|y%ukSCE?1!Mp2!k0(u5dan0B9ptKfdZI&$AR&aVC2oe%&>Q-PtrJIn)!c(()65A-1*}3UU zbp>%fSTD5OzE-P*;5eS2z!(4EUPr953&N^Pa#;9xdODVJ>A&mJZ%H!md@UTh;O-0$hS+hhxw?9b$Cf|d6H>9 zum~J|fGvRjH$=j}@CzOnf1JsLg}^{W5_lo)EyBAy$T_hmu!LH`wqr8!#4jvuPD&V% z1Nu(vp)(~Bg!su~Z~5^<&IpN6{67^7zP-<&B)CN+3FU;)6Xg^B+qL0TD&x;G!fNMP zSvWseO)Rc=pGM$jM`4zX4G@ZH3#>hE!rKp=DL2}%=Pp&&nmuH(RVt8y#}K%9;RFsb zBrm*0EEf2d{oOtbmKdKY_MQTtrLvq94nw%;4hVUZt%}($fZ7;{DnddM;ybvwFh6g8 zabocnBQIVsSSBwXh;*KM<0Df8H-qwFU6n28N~9$jLxxg({nPgdLeu4{U#*aP*iZs3 zh8FSiUuip?0#n&X{qe!d-q3YL7TOiqeBe+NQY{*~8cIl}tc8`3;jPkG0mtGhKs}dL z4TZ*(tB;v1YvR~zykso>17=zUm?^<0PlKhYk`2AXAkFSKR?Z-neTO+Rj)AP*NBD>} zkzoc{NrsPBp5aMZ4$2%}JYk(FJ-faD!T6{Fm|FnPhiV+eDL4~|vNUw>A%QmQp;D)w z{Ljn6Wa(sS$@YR{BX}Jyn{fWz>Bx6?R7voOk^7}Ulw7@0ie3;uk{uIYKP}Cg@+2+y z8f>6;#fBmvlr(`%lDz|MASmK{fq|Am*Da!a)d~z`F#9rvw14u_$S|XQ&>s&rV~Not zqV#_5pQ^Cpf7|PhqYBH$tv|?wyhz1 z88m{bYMU5sP`MX-#+4!nF_y_%t$$GNHa`!+;ymS;lAf@lVhoek%|es_d?X2W%Z0Fj zSzsx`C8~3XBA5@L@8aGKS z4&Bmng+U-eXW+_p++t6h_CBVt*fTnFbidf_?7*3Y+e9D%fO0Z%Cm8}HJ=fo5GV)R} zfIjyNdLc(@;xxE{K~GN)Exn5t;~d*`mOsLthdC{wC%Q2J_C9Imqo(Aep$NWyu{z#C zY$Gxok!jiQ{ulY}SB%rks{c;dL+G6?VO<%dUn(E%7Bg8)58|U%4D$hj2?euvHsCdv zt9KBwG-`5eURp)`z;&>Fzr};fB#`=!IahMMVb*mbiT6@OCSEUrlE7Pd9P;@W$YGQ zk(m}+cY!l8h`v1PnYXuk;u*^iMa_RgCFwoi?~NsiEQGxboG+5S409~BL^=E{|6~59 zgWN@{+wmnOnpYEHSdM{8SLd|Sm_sqc({bkfhU|Gj)jSBkSNS@KJ@JmA>O(Ua=%(tB z08;>kM@~WN%M18>c6=mntYujmm^clH%C7HW-4%8CBg|*mI8!B_R1+?M^n@jg;CP4w ztJ?!2(kwxWIcmbJ#p*?bfWfztrr`VLm=7RUw?ljj(+r1y=r9EK8l}n-^mkBj){(hq ze)@>TwlO>b(E9Eqet2RN_0#M&sU<;=jZKS1?6imir0cFu^SWB^LHJ5Lp%fqs&@?F{ z>3v|Qs~cn%IIR4}9>87aXUHC)d8n~dj_U8NN@rs%c56Bqp80T3pIw|ka9-8sNez*# zhxn&gx8zv7%%Lr3V9Jr~7k^y6Sp^7_o-i{ApX;{_O4@I|^w_JR9%By1_}~`2aq}sh zHy{c=6nb)2-?hC_>;6YD;FwR$cyi5~25i-EbX|GzPXlL+bfk&Gj?*rzPxz%`9tZaY z>C-I0J>dSQST_u{3FSxP`kMI?dg%3ZP8@+%eId>LKwt_40@r12g|bN~g~iScStyj= zGw+lL)^W!ZokM6uNQi3ofijCEr%e+XNkfy&sk$Dw|T=my9b>m3HWxLIgsxPK&+(D5CVg^@TI`|0TJrhIV=9Ov?qRA%@h* zYw=>Cya&snJYYQN6c2#{p({>iGDZ30*L0mRDR5UAjPvi4xR|R&@4l*%r*s8rU6GPx zmZ79AHsBRmbb8rGp{C9ZrOY=i)6YK2 z*Ot#?KFS*8!hRVk=9k;1S1ls-gkz!{QH5zyxAsF?veFsmpki)140<`_naCE=>eX;7uS<#PA55 zfq|JFAFevQtbtAGHedz-gWSe%jyg}{lgWHANv@C`mI}ccM2wk%Z#^^Q(awF=uxc8iud=3dRbPlIXOsa5BTOQ8Qd3T)$esawKe^%W*Dw%8ew}`Q+ld& zp|~v@bVF~2Og}#nUP(rVan~(Y$jVZsI{RTiMxmV*jl_Yoi=-oakXpKZ9{w-ifKF4y zgm(F`CrE}XtogE?`~%8+cyVWNuyJGtB-ycEc|OJ-0rv9vDOqY zzrc6h#j^j>qoKS~Wqk@OeA2S}HX$a$fC!V8#czZjOleT2o8qlHJ(<3ed^Eue=osr3L! zzB9k)gITR@s3hyg*Hg}ur_4PthzNK3H*k?CnPR@3e_SSC7HsBt_h*T?*~M$v-y+Oo z!>gos`}-vXc-E7oKM1ng(>28i`+CdG@afIY{o0zOKda2O;Xjns8tTySR-KdX3WGpf zY?X>6-5hnR4VN>BV@{eyI4qOGcjF`4wes$718;vVcku#;1cdCC=K(rd)>xBB(M{&W&>gH#i(XdslE`eA+L_*WytVj z+#-c$X#q;e!!Ob8s{JjxMJO(->iB{5w+{{Kyb~Ast_EU$YPEgbdFS(8&oumT=XHfF1!in0yIK51bptq<){E#h_K-Zq z>7F@!21hHs&d#vpVfCdEInyA_!vAq}?(t0b?;r0jl~ae!aT(gt`LL1ZT+9qZ$YDt| zbDpvlQOTDaHs-KRn55e&XXVh64pI&qQbL(d4%5M*JMK_Kzt8>aU;p&@?0vYd*Y$k8 z-VBo^pps0@fYY+ztDJ>N)8O{~VlE|dbUnZ0?iwW1e@Qs6NCatMumn=+DwDmytdPp% zD8eoM^<`EcQHP|K;r6g^AY3_-2W7d;z!B6{dwYChH;aR5UQEWbFFl#|-|>>q#bT*j z!|<<@v!bulzF@uc$GIqk!M&9oUZ#9S2QqSty z`i(E-ujhOAzs0H`z<7Un53F~0`L_|HEem1qVXyuNT1K0lGgQId(?jY5RRi4IkQ>Db zl3P^jiH_z(Hkaxf56>kKRyn4o0LM}5*zV&CjaILo`?D=Re87B7O?sR_MWU?%y#PzQ zvbFC*n>-H$k~K$=wYdaK_J#Z`B*DS+YYQDWDUzWHo^&Xn;0)woCf>1)s?|m;bhzu|PRrn&mW_`pwgwd_{f~T5Z*8XhiN6n3UHM7> zmL^~?XnCLZUShnOCCcXhEvoze4*NgbLLJ{#{|0Fl`ky&&bHZ%t@+qfTzNDVB`{O;K z@Kfdc=Hy+UX)z8Bzu>}&Ry9VL7CMbehJcEG3JV5|tl3 z*E0d=EP0n5zuA%_7GQ?u>tl{=K!T=dLmd@%XuO7#*r{}-;GBJU@(vWc@G-z}6sh28 zdd(oVkC$3J^`Xm%#G8KIXO((3ZRe}Vt>!I%wl%A^F5l}d zx`KV%(CN(6OCl|igM-xozJ{kdVNf7F;jq+MNY)3Km%!Pr&e}Bt7kXX1&#`uUSO4^a zuSqv+CjRA;y93`^g&iK9U6uUKlX&-b{C*XZM2UOj>2+rRxuRbcJScO}Q?Y1+y%}j! zJ^R`xE$QnOvy=6IwpE?oYqWjND+hI9!!SMA>$9(Z59yYJiQ$RImt*CcS1*^0TiLvI2|$eobAb5}NDWx2+zE}r0-G7^J_I`W zt^n8%2Iay>)dG1LCC4W1QGK+qd4aD?<=_gAq~MC+M`#S&cDT`YfS=;~PIxCG(1r`6 zw)d8kK9sRmg8yvOoH4Gis#s_I*=GAWWGkt6V5d!84&oIw1I|EEphMK__=SWx$+AN~ zp&;O?17pKz)nzm9+m+eCiTT;aR=W-l`(_FqGWKL_yUJ@ij~diX7} zWh24jCJKVA+wufXj@dd7XF+1Q4j+F?dQhYVjeNy@b6;^Ya@cThfY#WT)doVv1m32Y z<;eWAEvJBd{4vkuT5@9x!7f;}J7^S4&WELPwj)_gkvT+c0$(6@nbH+65%6m~lTHOD zK#%Q3P7<1C{Gl3Fl&c7`bWrk*QXxK_`DD^pz4XhIK@ixOu%i*`Ca3aH*}bERi}+Zu z)8GyrP}_xh-950lSH@^FOg=FfK&Lo2DuJ$Io^vy0&3|1o+F1eL5NG1aDdEL)Hq&%t zIBj5vd{Q9N$(D>b;8{A9Ll?(h%-gLuy(^_<&LusqoNcov?EAp9fXh@3a7ME5_vu#UNLc!*K$0lDvQkvlqMmVmIXvXaG9ht(9Y zPQ`+Eu>#5o+m)}r+IPpq{fXc$lLePX&z}Ay-_`V+6|RP_=B%B{i5#>J=+3AAc)5W_ z`-2ZMzm|a@rc@Cc(6#=8AcI^&VPGn=VwV|_{t@Un*ls}Ip@>91CUc@sD>|rt+yPNQ zP$u;8B=E$S;%lpw>EpN(cRVp043xmsQ{%WI5U5cMzd!lkDC)2vPK0*KJwuY9k1phu zJ4`Z+O5>R6ra`yM0BujD9Z=X?VsOwHwE3QE#c}4!4<85kuSV7QtcTV0KnZ%cPBia1 zH{&}sD;XR4!Ty9Emz?N3lrJ8Ts=A=2A6u{AV$$j%-yd>;p08CDQMF~UHBodydo3h@ zdnMZCio=P|db3YiluRzY;_h)xun{=7b4Djb!Gp7Vv_Sol-6yimRMhhOhGvUSy+~7A z?#M*dak&4fT~*r;h~W>S?vOkc$3I0y)5Z*cG#)tgBcncXd4}?Zg<5MYX3mNzrfaG{ zyuVeiBndgE&8Q+s2|Lri(AUMV5{^%N5&|5LaNs`rZ~Fn?8N()#3Wg`}L?#`xq5EG` z28_?G8$!(_jDIXo7a0?&#|nn2aUT8oWJdfAawHcMrm#z1^`L-b=H7xNgAh`J^jBgY zvcKWmJ}vp29jvR(0INBepiBf&6d-7m?fx@bJ5&K(b#42jJBPjlY??l$xpm|0{LOot z38y>HZbm2Z|7?S)oW7a&XPf&Z#y>3uYZjm{8y^!k_jtJMdvS%+sfy*i;?fpb@FODo z*8zVU&X!K)YsI-A*PlkV+m_i)`)~C?Yj2xXdxTkr!4l^h?;o{steI$WQl8S&^c^t# z82@Br0`mMoBY|sicHryEJ}-I8k9wxf#oqVJ)meM20u{3ps{U;Ao%!H(+56-CBTzzm zOr%QE7<24L1l939X{59ArWmXbL896m+cpX2F*#;kCyCws2!lyHH7~V;I{~*x4&hZ- z{YhJs@Id9E{|1y)h9W!1?q*C;71u5gcswPPw2-cwtNKz{UIv4E7y=YWk%kZuLhdrV zawhStZu-}9K&$n0M#aFs-Ft)Q;^4w5s>Ep_Z`uT>n*jRaiM8e$6G@Fwm*CM-NHTo; zPpWXZ`xtaD%C`TlCO5j~Z73ozl-T+3gSu^e%%5$*75f0b^(Lux*`-mv+2`wRc8^ub zfI$~^*)2l$&o+!Js0q;DF3O(Bite}+ROfdwN?Et$?M)$*P_U~Yn-(qN|t*?xaJ zfmhRe&{H95}g~$ns0?;O-Z24;%pY@y=5L zFDp4-&m9{P^)SA#=bw|UUKts9KwVy3^c}7#Jk(gAn;%1HT3WsR?*D(VwA_18Uv1>w zm@d@2&UE#>8|SVrEU?uO^1AiWTV~jXCXf>hjyR-lBrHaTU(C)DG+W&KSzCDd&f$Kg zvIe&v7HV}Sy=DT7%^ALfs9Pnyib65w?EWW^vZI`^BDM|TTw=5~SQ zg}pG^po}~}63YJ+K5}Zglro(m70>B`yYC1O;dOmBEtu_Xq8Aipt6EXZvG!zmnjumv ze?WeJfD;(Y2!q2v!YOaJS}z~Gsrq@*ejW4B=pXm5V*azA_qf*zo5ft26qF^%*oFVuc5nu+#8P_mp@5n1IV`;- zhJg)Ne#r+P0sfR;F_8cp)!p)O|2^h%>!({%Yyv5POf^Ai+^nUgyMMs1;rsi2Ua1xV zbE5+wfRW;c5`TjaATz+)>944j<{*wr+dbiG?>Lmu+(Fo@#rDo@?(RDM?&4mjraF zTqdallCd0ZW&g`)>0QN^3o2`V$aMbCwxluR`o6MPMoT_hcXClV^cIiC<5gNU*A-PV z0*?Roc=Fm^wO&})C2OLqGwtmR+r_p`eH6f3KF2RRo0GkHTesiZR{>b#wFTrtaMU9e zpI%E-CwY5dOVV2@@yLya+7cExl$2w)(AC$91hj3qWd#Bl(r^Y_rsFd4(papT#xHSn za=AY;=t*7y5LP(tjI(Va<~vXSd+N7?!fvoITRt@njztpPL$UZ%P$UBdd%Rluh51_i zzJ=!0njA}t9k4i4qUql*@h;g13DIszQC#z(c-uV8$P+vbV9D%J?rY~`VVbXy#LugB z4rfENKuQx6VtTdLio#&AZc>!>XSsr~U=N*Sqv;3XK;Y6IN3VekUyS<$T`q{VC4#o+ zgzNRDKT)1m;Y;ug@FUAO?ZhN*;IpfA&-}9~J;gm+79W2lA%2vUJ5wIbr(OSbGu7VS{1y z`~SHWIBnC{vk zAFU$`a1DkzjtJ|%h$68JU$d(OOW3`mm+Wj6AG5!kiJv~LieyztQ5?(oR5q?s#29P^f{PIc{pUfl>tNkZUQ|&DwlWThmfN=yBR314ct(1 z_?4tCT}4a}qoK)t$^=iX>Q7hrl=E0`tcR_d91PIJQJnmJb56MNmXiDS?(@rcK3BeW z70uP2ib%S5?0Vfp0~=0k!OWJ3L1zbvHcLJY7I;DS>T2!sEqLRG=~BH(k7l!iL!)TK zH=@H;fzvgC;qLDqIZ^hS-|b@wm#wFnJ2&1_4bUfPu48mp0cV&OKz7H@-t?=MWRMsv4m*J~Hwrfwv0L?7x z$xOBwP09pud!0B6=HTM~0tcWcI^+OBIR-ezB!CjhD&YT~}X4vv-@W#R`2#|w-`#5 z#6Ql*XrpE;913sWdlXQApoZf*thL%%$Z9aELk&4&^55p3P0`Zf<)ijkCHVHhYqgZ1 z0IoubfEJ~@t~3=NvL0|>Ire3E0JF8}{BfpFIa1~0)>68wDP|{1^=(9S<@M;yfTv`T z`cK}Mw!WCcV;m1fXH*_E#?-Og1Q^W{!|4b1FJln9L3r)~=+3`jmr^DGc9x1^hq@8) z-2f^LqDr^u3o98AMxR-G^&@F468jzW!= zj^%+kgP!&a`Hs7bE3N{{>G&#@lkO&e>|k0eKJRa5sd?1)adzX>*IUE8xgE>C)q1rs z{Od8v$efQxDT;2Gnt;#uRg8yi_a2uV-oFip$S0VHp)?_a`_82X_sGPP5#L zJ~EmZvATad$6E>DX3GfL%z>YW#gYAgwl%u+#0J>A$VWEh{%S}9AgnL12EOhru39T8 zgd1mCc8JWFV`Fz6!P#2l-}^nAe0{Z>CWnTw;y45%fbrp~@}jcAouDUzWcB+H5R$z8Sl-{lBOZEMWNl0s=Er%nyie!Mq3nfKfP9pq z;N)mfH>tnL9Vi&1|aNfDbMS*_#chwc)uDxgWN zG>-Du1;7sy&UW}7Ui@Ar2QM)%wJ)mFfeJ(;xQhQx2k&y?0Q+~Ze2yE!4>@E{&E)UW z*~0~votnl!5t`$}rcSDu7SN4yU`i{CFYwj)4p68_+v0GCavODG>H#~6Q`N_swf3!8TZiMTNZp>a_EgL=YLP-Rk)^fd`Er1(y3MTseQ@d zLA#AZfbYe5cX&V_@$pZU7>`4GUw;{`_>L8;admhR@|W}#Py-X0 z@Ru$QCo}V`%0?^kUy|mpssR0dh1mm6_T?baqU=2$qOun z)l}fLE0tYPWV2f!o^(_q4Uf!zd2fWHMG3hd>~Wi!bqhGJ@WFV_Dk zh#(J*AR?x4mz z&W)c7gL(YH!~*o82f=v~27K*ygbd(^P@?L=$TL=sEDfpn{dIO3F9I~b`{(%l*=BI~ z*ww`W-P&p4!$wm&TKH$%?zf}D-`pOPK*`G&`&@J==3N{~bWy@IvEO3#KiJTVCA$^WOw?d!3Wf;yK~~Xw2;?+H4Vr-=rLtRv!f^){UkzpO zw{Xyt5<|0B(zj+Gq$z56X1;3anoi9*K%Gfm8ihaf#d1d#|4m9uKAC?l98J3-c-V3)w zW-aSD*}`O`TdAf&spMp={HYR`;Ow7V!r_2SOJc$J0YFI8LKG%I7)YlJSGVg?nDvTr z`Nisd6$-(Ol$zsD4V4G8x>Mtxh5ZHOS8!5@QSH%Y&i0prX?*2jdxx6bcEdZwWEmMA z6{v@}0d+4RszCP+h$aC{$^lwbw=;@IykDRdJbX-NY0F+rXtE2R$%h^c-KYBgP9Pi^$8~-VO_AfGW zCX^&Ond74CVGb76^Ho_vH_M*)99!=Ey|7YN-=PZzhvJ&bkkBIQzpa1G9u_^!T&ebgZUPaGdC83^MnCc{0T#0q9P67WE(h%pNO zI-pAqpiltrGY;FqQys!1fyRfVz}oDA${q9vQ$fd_=k*%cI~6pS8gDN)RbZArl>~*e zG+ip(-l|j$+fLQ3P_V~mZ|vmF>hMaIbdG%9Me*y8N+nWLClvcq zJc%7cRjXWlk@(NH%ZCFr=UxoI8S00Z*C`7NoN8xpnI=*BBECUbYqIKIeYzF-iWO9< zxlOEdLD?>Pe`#Dk!&%Bh8k`*YH2=X>1ue8QiKG6&QjC8xjENP<9Pu!wBfuE&Pn={j z26L6w&D}57b8gV#?81_+Odjd#E`~hMp%ei%k3q3<5Z>_~2=<>t2)qbWP%X!c2E7#7 zi(I3ydtkag``?|2R^D@YBEQ60-XTqxoe+D>*Gcv}0c|Te#EqHVrvf>YULkDKjBCCd z*xTaHvYn-yurx2KsCJ-ujd#SRC%%{8XH6~>T1|=`-fuE9ExVeUrtCn#SJrzh&33kW zh4hJtVqGB@&amN`uLPE7J34`9)r;SM7GZK%p#r4A(n71NmirK7NaYnH}VZJ zh2KYfyglvSN2lV-kFjWAq{y0YBRs;ESH%?pHFN$QHvn|cE0wJhJ{iuLW+A-h9Ecv& zzlY?nQ5q8ET_$@o!06o|zy}97zX2#!P2d>E0*8R8sN|EJPXMd=K9OSw!4mVtAZUgO zP!G^m~bTO8F}ZlknTG|NlfOr zc)=d&?58FIAp6_;b;#h>FvHRG0BDJGhXMd(@{m1T?Gh4{0OP_PWC8C{@YGeQf!#d$ z@E!|*!+SdEN@n@7s=V=BKypACPy}z6*~abnXXJ~b_wli1#zsa z!Ftr5du7C-cfg&kVB1a-;UsOjk1)=NKij^eTOI~P=`BYzROAQv5n0=nt_uM*qI(e%BQ6R5b&3@@-u+9K%&>LN-V!5&aAo<=ORy5629a$6F+fE3ebMDe@)vjmyw@#7np;2(`*(MFtgvx z_q%V@boHN8Tx-XWhmV|x{=HG@BE{F)YnNB41Mu_g)FiLq{lL~S)=gG~peY4h%2^6($R4;pDUlgU6t23U$-6lqM@1(H;Amuaz=Jxf z;D-|1R<4yL4ZIlGk?S)$773|$%TN8zm{Hb%IzI5v0r8vqD9x2cCRRF+*>1Sy!2VYiqz>S+HYa`F+T!xrqTp zdcmtOxV}3T?@ugR4bYwaUU#ydH{vmYz8Xqcj zH?ZzN0)18LYN?3D`auB;l&z*l-AuQNDAMx3zQ^$vDl8bYp^@?v+?F~ z^O~Wt?`q_g>dREj0e_rRfXKDX8JE#9%av|Y$4#4*BBE#Vsq~X&azQgd#k-_m5@a;1 z)B6BnzI3gmA)ptWaiEbDM>jtKOp#jakT;8t6{?O&m8r@h3gpY&Q{rBRhx=X$XUc|51H{aXADOnts^qiK-B;Z&1%3+ZY zVhA$In8Bt1Vdv{>FGTwQgzboZfGZe3ti4vvQX2bkdsPtbp@P4p=!V|embGic9q0++ z`>P7c%4S)R!|xz~<%WVQ*$w(8D#9rwD`hB~$La{r@pL!=S8tw77j>rNd#!o!bzqi) zwhNyXNHJyYsp)L6y@Aq@NyWFi2DVh^mcmC?ZLRZxw5NS!#qo*Nn^L~3 zKBAR2BqA5}MwU3{qL2(uzx`)Kim{dQQS33rOCH_&$;qJo9K|cn*Fw3ujrleGroRsU z{R>!!#4$mD*@^K<@kxzWA_(Xb&V;3Ml_O;T+m?#&s%}Vi`q9V_scg_~^Au@Qy{EcP zgDIiJ7wwq!JHUzcyVh}~hI9V0C@X?^t!88Z<eu$hDFh6{s1t_>&5hN;zXOhNoqg08c#ud4VmZb%4cIQ>$HT&ism^mKI&pMhE4_qEFtO}C6+v#P+u(N~nEq>WQV~rgD z+Z(Qt9v1gK0Hr;ra>c4tAz7Oj(7QcHcKC@vJy?yJ(O!hmm;&J&90o^4S*^*6zMV)Q z3L(K9R5&3(lkPBdfd|fXV(ad-BwWM0Kw?uDFSmhp#AW3UueuW1u7Z|02Ev2`P-A#I zNCa14P!~dzxIK;IUZ(&Ki0cTrf_0`Eo{REvbh4OG_NtX^-8x-_*wrJy2Mng_;fkzP zMcQDN$97e*u*nWd9NHVs!(LLvdXrWEYLpF4cczB?my8V2kWDC`6P0@02R=AhVc|7+%ZcgjC z)fHQVKAtzkw}y+j2&)agOaC`0O=6&abz!~id5DwA?uvVNYqgiamk4&@S=gxaj~%NX zc2mon1sB5kSB`BU6n5A5WtOKKK7Z%UgN;Y#a^L8V8Cp-SxHr;v2n%|URac24HVQRhef~{udDYf&$ z8=m+aJ&S1U^|~hA@$%i&P@P$%xfPk=ym+EG|Q7eKrZKepj}${jRA zr7}Y7asN$zs*_bKEAzyur)eU1I2T8)Q&n*u_?df5O!{!zr0`@0OqeCgX@m;jWn1Mq zygzU& zIW~;M;puytD?aSV6Cqf-!xn=a-k^#i@P}gE$c6GU`2^jN!j! zzJ^4hdtjK>!dNU|oI*ey)T`hDC6;yD@f=lI^c$9D{*9 z=H^)TQvME%Fkn8RM_D;9S4SDSXK@Z}uqZ8yKnBGq5}$Y&o8oxpK_Y(zu{XC)y361l z8`zTB z>j^P89-cI^D|KiaS}v!U90AD1-d`%>I(kbxq}SzJwIB-Uvd@m% z_UtONYW3wM3H&d7SJcpM0x3MXKvwtKG_HB`WeBH&O%_n!(;bWrl7msSE|9y_ee=vdmU+pCgvaKNXy=5> zId%nm9Wlh!qls;I<~r8diVjy7QzaK&q|OOQ1#zbvIUrTc2JS5)$0dsTb#dbhkj0>c z1)HyMX3~)g};1Bcm0|=7|$5Kw8lJ2gCEH>Xu_}itUyW>e!iUNd#0sI0% zO~Y1PCthXUL)EX{DP2MmEjoIW#p2p7`c}^$=d0}uS}@O~R&k%Xg6o#Oom6K+o$-}` zYSHs&+mh;*xti*reE5*O*%Y%q4pXt)ztfXDV+751)gB`_d&Xz|X8{J}SCbC7FT@1@ zT5mehO^Xgp9z2atf9v5$+x@(KT@8T_YmELXBl((1j zvqD~K4jS@eds}Mn3DyC|j!UL=5NLgCQl!$NvK0HC_u&g&cjVLY*X07>*UnGhlDU?( zn%6n=`OFqA4@iv3)YEWpqcV(NS#Y}hCX$6O0~hJ1PeN9}lq+ug!0gbS5p zK^ZcSG;~TlPUSyM2+;J=UesCZ2#q5Fe)zlQ+KoOnt=RlytGRfM*9P?m=Ek`!Z(16a zVwk=fBMRBgT+&c>Xn17`V16;FDGrq>r;~udLtIT z=@*NpMJI856vjPH2im)lnt|{X-5VeYl`qCk-Wu$v5Z0-FV4&chYCp@%uDtrQjro}L zq931b{o$a~Y?J4)Y3B2pVG->uFP;^Q;_sn18HgbSU7x=Ev$YDjJ(uB`bqqZ}k9frc zTxXYZ*~c#O&hk#0BbTgr(@cqfne_uKm1Or*!sx1PD+Z$J@E#g$E=pq_{|IY5kR7i` zZ>7$r6c#GFA(FfEL|xdqI}wtRTLEU~r(Z9hmH`_ruq^?g@h~^Rj!I;bIIbf9VE3>dYytoLY4Gzt0}a zff_?G&oX24N<33N{O$Tres|V&RL)O805`2fkl#1n5y3&`+9{6{h+5MS`(IG|UmHi;{AwRzRj_VGFpTdz!~?8@c*O39f6wI>(cVoq)^pUZ54< z971EE-Ry%u?k+zy{sM2kVc}@d+V7=RV2ElJzCqQk^vTjM&;GV$a|e%`*ZMSvL>I() z|1Mkt=D24YO(uVu*6{K#&79gPlKC7aPN(LNw?8U3O8HrKnT!lbZKSqd<46y^yFlx} zLyio5auCc2+|jbLH!3rvUdSqivA?%I#bF#ua|kXsofCm9C^)DO@joDJQOW~szwivn zWO7VTu#V>3iV0^sdof1dyn!k=Qy3eY&TIwv zVA1wYFT*vSmVOZm%1M`XK6sQifOP$>*>iw?<*CX)R3T9KTiT9isv&!=H#Num?uEwq z&M}OIuhWC~PHV`cuB|u8MAt8QiQ}16mqqFxd zS+9uocw>kFJV2tc^Q&B_AW#Z+IT4(IZV3d^&4T00@G%Fv4yTCLPCgjnuAC?0iGX4` zakgFPPEDnwz{I>xuHnj`ZPY%*^@DE@GP{?!>AU{(Bhy%ESr^TL!CeVEq_@q2V*%2A zZiUgk=vC;6rsCteQfMh6Rj{jED69LX9nBNICgNaPdX3H_a(!M0<=;uzX~L1&e}|z@ zHl_>z)-E;a_1gP2*Ch(+hJU>8@}lN>xh*#mlNi`G4pcxu%nTU%faG5J_6kd++I{ZF zJ=MYEm9wl*hn)6mN^TkD&rdhzpHv*ncKND1#<>Ay65RSuQF$ESiJJCncCq8FAgADs z=vti+{Ts}%wZG)1?>$L1O6BXo9u`z+N-^c4_K-v_hG`#4uH1$_Hmd?3lFr4rmMepz z&fqHn#@c6t)JFecEDFE}AIUw)4R$aXlKgE;gQLPThkqvGfHX+Vf5>F#*z-w)yalJdT2LHS z;!IuCqQ5|eIyL{}K?cg^JAw7YPJfR1^M)IFtdslZ&Pu6W0%}Sahm`J7a0vziEXA%Y zz*Y6(Wr)5ATePO>!wU?TZoBtkU@BRjM!C-Neg<5W9BuH|UcBGz)j@AVymi50|4eAKyUKlxU*)Rz)!2IJlPJ6y)(_I9cwztMsXg7R@fq z<#&0K^Z{jemB@c&xLdN_EGuzKgs?!59}!%#?DPeRt=Zrk ziNirJPC7TgrsGy-l;R_`L(QUEr7k$695i^OF-Q}T+-LMl$oeqr{A1;8Sf$I(S{0;w zxMDN5Ss50MkQxg3wcF;aJ4jiI1%DbojcWOc!7}1oM2Dv(zDEzRgJ_b3eL8CWrOrYw zUNp4`*7ppr5H+2OmSMXrD;6c1G3X?=o9`+`Twr4mB6vL`_iqtfO2q6b2Js zM4 z0`n0MXu)jLZIlP({Ojn3W6o}7t%EPDmhUPnM>e2pnlsN)1`zUjm1){(#Ox@j^P@l8 zPGqdyxKS$+2@^|*ta5Z#8zMM@tr++u6%SB72{}8p~=I!j-@DI{0 z3MOM>g+uSm@&xww z;Ag0b9|q<3y1;m+1wqz<{VxRolSa4@S{Hv}P<)t_tJrh0$KNWr9zH_7P3-@X@~X^} zlY#$o_Gzf^=oqSgSMR?>0fup40hHqnkZChTT+f!YF)0qKFKj<+p# zj&K{ho$-{g?eH8+B+?BP({*AZ81{{Gk)yDF5A9ru&ayP!nqS$&PpAPVI9T&N-+GA| z%P;?I1O3+Qv;D68Q=EHQeb2X5+9i|q-~~zE1Jz#Zh5+xBA<;%^iz%_NGS`EeI53)6 zPQ5@muow-K8yB2FUaQAu-3yhtCH9KZdS0=k;JdBtPnM^ z%C84>3y#x}x8j)3%Yb3o+icoo4+vty+kwFNF+{KmAkvQ{aco}P{-{c!*J9X$b=>za zgTLv19lJFjI?SWxrST*#3f#_QJ2}=1U$hJGnQ+!=Wl~(G7k?(?`wW`!FsEgm^Tgwu zx2zN;C_6ER8q~KPvtP7F?n9|#9z$9K!+Q-|M_c$!1rXLDh{e+2fe z`TYDDHvL#Xc=Ic*=bOeo3c90#L)mcrWwJ9>g)yN=JKY_gBc!Mb!u<_iFCibxN!WX2 zq#d#v{ik&<1aJ_zOb-RS{|s6K5y-w1R>W(>mNtuxx|BmmI_d%3Ipki@1?+%9pFKBuv7WzPk4|Dn+OHbp90CvC_v&hMo&-_+_tRxJA?kW!;nJm8PKOKp%=*W3* z@ITRf1qE>ni2=IGjY;ucHTf*^`^=CRIVcHV2BI(Ffk?sMTyo{FEmEs=Jv;7+NP+Cxot zue(oFUa8WcpUgFNj5H{!e(z;o?o&3-_$bY%Vx60BF^Rx#lR~nHq0#^buNk2Lv$6n6 zJ*whIl|WPs9IGnaATbnk>_Z*GeEn==+cF}%8xc{ug8;es<#Wo0kHI(3f_;Xv z-v)BSKnBIa@*_jL5qV+`l(bh1be>8(2gr-#1wS7D_@~^`^*~K=%^Ctoj1)4U>4VoE z|G=*Iz3imRP330V{les403xxi!3p98)}xQ*2;0s%mxpnwrb!d0>TTPCfXBc64T>@r zE;&+3OabMsn#5D#g$RV&nSCC?8s^uv_Zo}#W<`4(I?(l2_=#Z05tUS)E2_pg<0UT; zu91*WJb+}QlCkE|rq0OIYZWzfYT68Iwn&-E*Njs5A`Uq)nEp1Ez`uF{0>@CDg8n;MH4F(=O$Ydz530U1@?$#9w_o-Y-3*(QLFnO;~+rZ&z`(ZM{4jD_!sxd)FW5!dM~TTYqeFS)qckI7hCT~ z>}Ci3uUyw($qf$7_&~SeHQAJgV^BN`wjn|vzmJO;_NIQ35ZF)|IG)U<44u|jC~%Z7 zda@9nR^GM@=5Pk6K~FN;9KPohkAfo(WZSXSmL;pj??HGC=|RaQD5&c|&b3Da>CRDI zp7=g!yKf2x3BaCkX*}zP^PmP*Z-3Q2gxc~L>C|CwsXa6M(n@aw< zHg+XVaK+rDB{VLuC9m)~`;u)sVTcgd3orvOzFy?2xP-3Kz1S-x?g+4xwxaFCBURx_Z5)B-%I5g z$7qr9811Gqjh`!~*l@s6cxv3Zr=(Zi9~?uQK_0h5{_UN=2^73Fv zV8X|*7Tu&zO1z%uk#b11&5L@$6DaVrTVy-siOl7@qbhyu79Zh4FY!fEF5l}55M%lt zD0k2>xmCE)Rn4w4;2%5TXB_YbfNf`10Am87%DR}_H^Kx`ckr7IYpw4${F8k4zsLID z(h?kg@f7Je_eI$5xT4A<)W6R%a@yB+`gQq3PR)o{hUeU$ZC>AEj|6jpw-Zheu3G1@ zlnkej%3l|k9|OSSue1V(xgO4u*b>j!W*&YrSPK6=3@vx;??F?BVg^E#@}3}f*HepD zX+mT=fv_a5T30}|VQWhmPij$9+`p6FrG7tXnK!CDHxSD})lxbb7tc6=;ORm4ry{G+ zQ`L-%iH5RYoni>POe`HQgTA~Py!s_eT;c7G`emSpyfY7Lg&1^dlt!#P#t-sU*X)!B zKL2$Yz?FM3Ky;EZ9rK;1`Aq#$3vN-R^+&2rWzniV-r~J{!K)wZ2iJdE7rgFlvvD~; z_&Wv(-|ip^_R@IO#Wkvz3l=rnYPsEHvGvH#KU+*JeDdi8DQXS zemvs9U9(pO)R)60P@xEe8K}nU=Vzh4PeZcV#bBVI8<=!GO&*5uQQYqFdG)Xzj%0^! zbWWnvqK)v!$UHpMX`CUM!{4z|nq&~i0=w_|!UECe`wYga8QQPPvu&iG?RdN1o}b`c zlV>*(pupF22aq9u$51aTXVz@AN?UUt=$J$3eY50Zfu9j zkaos`0Mp$38v~{IsrTMhML@rk}_~iUu9B4{5lT8Ujd{p$=$ghbs5I`Vz)l;BFcow~vVPm(LL}`)+Hv%S7WC z$*PKddri93ePo*?R7X%_YpVe@F!J60%d8f&O6RfcllKpwOjEYIv~18O_T ziz!(n;f#1>vHNrCf7hX6Oje{Cl0@lLK}n@1ztXj{gW?`+r?LG3$|+rbzkt2fr`rlJ zT|c$o_ZYHxLo>NZ2p2xF={t&NC)6MGkWP9Y{Wft>$`u?2!+qQ*US*4k^A$fAOfRsA z@)1iC^|%>>p(7e88{>v$Fdl-igMsh;Z`n4XX2KHaa+y@ID3iME*UgaZfXxz&udss# zKw677P;PS0;bU7$Rh1VB$?%Z5I(x$4c1*L5aqga2E~}y*A6dT;j3Uh(;w_s())ELs zeZ2Z2>AQ;MC+l=$kXJq()8o!wCEKq@NRUTA%6DdhY%X^VZsQ*zcD;hz6UNCNJbug% zyqq*Ie(V_yo`}+Vyi%dDuNq-3!`)O%ZQ@RR2|8;tDRQIP<;-@%YxiU~Q8zz!0ri&# z)_n~Jb0dgC^eJ$~qU%ZemAc?Re`CMwcb-JPYi2)x7x(s-`b^mleHtno7-IL3d!AY@ zU_<7Qu3Cg1@fml*L+&iN_xAZEbA-jn~0@ zhwPed{t$98A0*m2)U?26s!~H#%?5T=E_g-*Ee{H^aVZ0s^}SXSlzDrh0Bfz1Y#`YN z2H-(<$SvA5tlZcq*gJEyw@Y&tG4zdkQ$iRHkwPfcH=vW2|KlS9CswtaJVQ&K9za(h zQK;{ZpO>3{OOdGO+{l)5;f~X$>S^3jV$3Hi2g`{z{EZB6?Dq7 zIS1%|(i6l^D$`nwXWnER>Tr>pwS;0C+*c8{TOPe%`PY)JtVm1yyn`E|2qx38QWKP^ z4f=G$_EsOd9P|Wgpd@$tQ0+MzCa<)x+Gr9ukfF?>l378LO3|WXX$I~lc2aC(0kxi& z=onKIz1B?>v|i8xd`KAWrNmihqUkvviRUXjuQAg%(7RcVm?b0cO)2et4 zBvaYgk9NQbRv^P)8ycNW`xf%@m&U^@U{z+s*SQ#l8mW%KLb$T2S!2=)en*UGbaBD* zGJ6rq^OSVI%Ih=R*--vdx_ra7*kAZO3oc{UyG-bq;)7jVY>K5lh9vRum{ zv}vWh^BI`3NJR&0&86fBT$W8N?k|-eyAx}tIX8R`{viNg_NJD7lh9KDbAizn*5dhSa)FYL@ew+AFh5lpy z7AAKCyjdwd-29VoPikYtjYz=?-l7_iYlak51` zuj`pLdK`cZ&R2GTf$F}L?@Fvg$ib}rDNK+Aj1uKQM1*kD5aZ|L*ZM!Y1U^)0_+q*g zvMWEfU$JIS%txfKb_?gTErk`_K~LoI7xX4r!-IvKy(Z+9q?AwidoJlg;NM*L|IEox zZKsT71v^35I>1awma!TU0v5|LyG^rhT*8WKX7xlv;8k!QK0y8uyzNxc`KY>{ooy+f ziYdQlr+nw#JEZ?pOPCQ34j{-EhBBvZ?*iC&Ufu&t!=S7>Kboni2!f+W0^9(l3Gl8k zIXr@$b(=k%PYRO(p2zWZ_N(tr8Xjlk9=onMQSmpEoQl9%gA5n?qrwfhPaAC}sqe4u z6H1>9eeonn2r1v`8+8?yy|YYB|B{r2bPzYGWBp!r>KmG8OwbDjh{+MqAg{Yx1cLH4YqPtS$_H9h&6xYd4<58cs2^T`kVrk>w?g2o|(HAY)3SVm%v76%QQoDN5UeZ`y8L<`O^y$g*lLDQ_ou_~8g72TD&&pY3j`UF)uRd`M zA3MSLq15!=swp>j7*+oSITSwX;+25&^8P0yb9IfV>x6$&Be>9kXq_W5zTN{37_cn2 zN&r1pf{VaDRrGpiGT8$$Yso`}KKq`vT?(&%A0+4zApN|!ulL*G=k#qDNPNJQe~`ew z{&}w<=Eigk!S!k%y!WG#1hCff`1K7XkQIA*=&}O63tTA2khII$lq^M7Q7$q!`O-kY zcE3Hs+VZiHuju`qFy zRFnkkiLXx1bKmoW@I_9(G_2)^hH1fUgmZjDnlIH%pxoaR;UX!XfDLKhHzoaO0%*ou z?z9E_mkw@T2~Q8OUeq52k#R&-GTkxN0<$%+U_HuxIm#zQ%=E^`IZ7QJakULHJx?At zRtpk~+g%`b4bI&=xSta3zf!3$RX;LuJecCyWoO(0h^ z^8@7}kt4l@EAz*@b+HGT5Ey4aYg#!xkboFUzE42+6C-gFeu@4N&YOJhexE7Xz+~&B z)`@J(9qLO+)KP#FUWX4S>DPxU`QoFd!wr8buSto97;$@RV{g#TC{-|pwXJaRw4eT=L@aEQZ==}@U1$4 z_iL8`x5&GuTDSTm3Wc#PF%IK;7jJ=CDcl+0IrqdNwqpFQgWs|?B-33!#hUw0larIi zM>k4~-vWj!KfLt;cB|v90-ni8s6X=xqIXB0GDHT zM`4e|a)C$iiv^3&wD-g3guyp^(z^c?6{g@kh7FbPxCzfrf6#=bzYOWvQv9f@nTXTvh5EygRy7kf25EXo2q zMGl!lNx$vQGG3=GxshQPkynGl!@=1}XHEnLzd4S{QxFUgtEBd6Ol8J<`zr0~@aex43S3E^mGd))uXINGy1`dZ?D6ZCYh3*n zpCYF=mVicYGHb|&=S501FwO*wszCGw`T9+S72uL3Zgf;CIu+SrG(<@UK<-UM50h_C z&w&g@pb2oNrnad6Ilr#klrnHSk{;Cxeb(P_Wi!-zY@e}pkt_ks4<6NRBxiOMxXtJ- z86i7D_{-#Y~7N}zjfO;~u8 z5%&jHG=6>}<0t<_N6X22`e*yk3;WUEjAPdF17(Y>Vc8NhbMqAg-+wx_Dx^tRPu4Ug zN=N7Xr~}UoF1%IKo6RVGR7A32!eVz^z4I+4@fDTTh=7kT9$t2LuA?ww7q(P*QW#)M z#TVnD_={u)y=n9;*jG~f(fmaaUh>q(qH`b~kxts7unuo3*2g1@^!?pbA5$`|ykm2( z3=DVWL@pj(SpcpXe~bbIuF5y;`5$TczaM>ZnUJ0UK!M-}d?cy*VnP7r^cnl&u*eL8 z8LN6z6(ZP@g^qajk6R0wY?Tz%XAq^*QMC1zs^7kI`=JE~6h-X5f3rG^BQVXApNoDr zGrer4>*M~$mZ7MJp~ke(B!8)0mp{jnkd~cRRCyzMrp$CZvF6vU(Q>vhp^1ke(MQ}< zs*}kwGMAsgpDUfBS6dN`#s`%r>v62-AXIXoe8KGvL(XMnRnkxSbFv@M`SOp4zzi61e^kll!U!Q&q%h9?@ z7EXU*Bi5^8VyTr6EFC7moO(W)Ek>5T1W0Alm$WV&zqsRBC$Rwx9UJp}n$NP4dRIa` zK%Pi$8zOk3on&4&25sHXaGmin%vEh@x_{<=>!4!uo}b@{|K3S;db1&fDST%3+3)lz zn+D%(aN7ZpLR6H1X-l%04U4IYAW5;Zp5Mg?^88?pCLG^^f?XY-OD#(&&ynOC0ZE@r zg22l5+#N^8(3Mz?`BL+^8XY(PXA&O9p;b?w7}Jw5FmaJ_i{fSTkIuRKsop6+-|~8@ z1+qg<7s`;^0%VS3$Tm%IvtCG|8y!Z=2=~nOmgHsKRDOt6Qn$|$bkTG6y|Qb(y5d)h z8CdlS5esYtq6CfET+~$`mk?X(=^-spaZN)q7@hIrCi!4$c>1u={6U=6zo9h! zSOD$Y)6k1PH#4AQUNA)J$%Ztq#W^e5q zf(Zpx^OM9kqqJfc5IWxs-VT!AGK-Q8$={@}--QSqOnN3S7nu{q1l0^#6% zlK0?>*ZWdnf+~5+Hv_Xg*2T%;fWma1J{0W?nTCX#FlAVb=o|2IA^>0QJU=QzK0oRK zI%dS~W_htsj0p>xZz|e8KUsmba;XcroM2ct(Y$ppQ;1|0U+t{k}FypT}9k3JA zLZ@8ZkqQu-spUPT_g`tNr$uxx;cq$&;mx-Y*<+`3Y{J>`Y< zd(`DRV{;ck+^X#!>APg7&B$h=nv?Cl-}l=!aT$Zzd*XvL<|zlkBeeITTd<`YWJEUN zgWK45*|9($T1`AJbx4w;KTtYeb*<|A`Hy5WcmCnH!^CK2YPbf=yCt>Bd*$oRhV=PG z&GalT`@~seH<1K-Bk6ycTI#nKmT>eNcUSh@EiG-{7dP5Fg5oZUCrpnPHJR?N;goPT zr)NjAxb4!^97t-3$|xa|-!*$O%R7Cea_L_%2s2}OKf_jmk9a?hxc}q}hGL^`uGjU% zR4{nN<|q-ir<*H$ovLz_=AlnHkdpdOlgkH81(TQf<5i^)`;WzP0O8c7l&yV2{7YeP zr>CmTg}|jsAaSvV5t0qBs*6p3EEy-T68vIN`{FDTa2$F*@c@+cP}?(pY2ArLQ$3*M zX=2PWq3)DHY2iyvC|MtO4Nd$YQm~f-Xt3D!d{{CNK8l6rd*nQDt!)+)+n(5z4z9PA zm9|Q~#Gfhf_?lx*N%>C5-h#BfobgSIWJ&QacD41AOuQsuxUs3cKny_AWue{1f((13m(l*=G+G?+gtn?hm z7wb8!UEW+*bb5~wq6*^1M?$w5xZxp2xXawOTfV?Pyg}6Pz1p6QA!fr z1U#|_N;IJALI7Au1d}8!VQ`O1+8m$+ire<|tOvSy0FIZ28cS{)o*i*e$QnYR>P1EW zVlf>EdD3eRP$*OaaMJ!N{03SLSs;o5`&?k>?R(wh-2d6gK)4nXCQ0w=Dr@`JDFmP7 z_!83Mf)?*a`gE}+Sg$(CGp(ij%!}^i7fx`2i}`p*Oxcp9*%e{!cyUQ0?6Hd|P!faq zqM1GM#PpXU>b#xz3I$v!t;BFw^R5Cjk{HWTi;!{dR2#h?(;YqZs92H$>_Cb`<|=eM zc}OeFZtJ2VYhf=2q7goBVP4u{AEj7n*>~df6NmaG{8`iaLn@u?d(j{j7@0Qs78?8R zl^JZC2EWP&GLue&lr7v9xniKOr}TJYan|Kb{j7r$Cqm6_p?Ub%No+eF=({`+tQVjD z<>_~C-wmq!j3Y(ZmmmwQ5JDpmZlCDTMz-Pn61@FDdHztM8n5s-a3i0MxYl10I3|Mn1n0|O! z=;{a#HIumhCvqje{c7!HV%LPdQ(4nsa6^=}&)Je;d57}Nw{=njQ-USAkp0-b^cBBk zprH<2lk~bCTOBi;`WJ$4pcdHNgvnH1unAXe1ls~06!RgULhpGoEuY|VpED&jr;`7Y z$b>iK<{CS0Tf&YZVu?k4a?D3L>0`I#ea%g|o&m!^C?;%A>Hfs;Sq>afyXwxa|D4Ww zKD7yStbaPJhc^FbC%$+EaCu@wP23<%a0e`5Xp`qyC}D%GLiHf7BY?azSO)#3`SCg4 zB*4^tdq-3<$2Ni_%3Lp)T; zwnmL0wsE$d_xYaXgj(uZ5VLrO@F0VO^M z1KKGXFe^|cDbC9~t1+r9FPl47+!SiMZ3flBiOo>Rn+nwQD< zUoB4$%?EV~FWU{<@iCvxTqE%|q#R_5&`QhfnznE__?4p5T!(W5Hm6n16*ExpW)X2- zpMAZl`-4X42&o(2A2>r9J2$#{&L`4mw*)eqn-ft|ctc9)y@#*1{$HM&xUF*g}5 z{gT7wmk~!)An^R(eLg7kj;qjbu7yBdk-@Y32)}d&^^j>mJ68tL!`>eDzhJ4RYn>d+ z(c-T|R}6_83>rt}Coaf`k#?n^er>lYrfToF!tPAx%Kv?g|xxCG(wrWkL*av5E>G69X~o}{zXJu?+Y1jF5@@K&YNqnt+-0gKyfQJiJ|IZsI0roI7m5$@S?TFfMrf!folbyWdHF$X2bx5<4T< z^Ip6f#?7B}Ujyzoi%iZMbl+xEbjc(+HtN#FR1T+JIz6Mu$FHkmsF`CAMxfDH0vLhX zc6B9F%{}-hiRrI;Qlc;l!h|D;*vpE;iL*r&VcB&(bN$?44Uq?w`^j!WBRPxIA>rh# zUPGw!hRdfBtOt4bWQyx#qk_rNFpSiHht5T_hoQ6Ej~?H$2n&6|2Rk zUy+Kos?%iFX5R3U!L4NW%X4P%`5?*g)&DTaHumE_r-MExcjClkJ}mYGvHqJ+8cR zyWVLfivbSLU^zaky7tUI;`N~A5Nd54og=Za@A^wW?$P~u3I77hFJP^+T=(;TDoSAW z3aD=rn(F7lfZd#iS7z6O*R*t*KGFhie;yB~HDW=?EJZHrV9Hn24@g z|LeW#XFWa0pVrUy>mH0-ZZ&?Wg--E0z&OI(>6#&O5w&YhuyhAQX3KN%q-;%y6>$#v zT`aJfB*qh^@8nOk7$uTM)`R?(#){10FPB`F8pB-VR=Q#WetawAXWxZRjQ3VMIa-t^=cr(JN+B&oHJK&X|(%fCL;m8V|0O3_1?k>}z!gFh&+FFTatkzI>K- zv-E$K)inMim(%L~m2G@-=cC`~i2AE)1S$E=K5O4aYzy$LfjP%6$JX0LlLsn*ff{6( ze#B8=)Jt!>Cqzg@zCe^ArtGB9Y}r(&Rw|i0b)=yRXnin;%A=;T%t2fZ02`EoFiCqw z<$$+}9?t~X@m~EL@-}n1I{1b6ciD+2YA!SNxNJF*ND+zr3Bh;=&s74xv@;cIgP}`N zqO$m{_iOB+Ov{Xul9$U*hpAr}qN|qtV#Y9#V`A`SxA%PvMOxlOX1V70xTE&i2a*Ba zqJS4yW|3Ud@_C>C!sU+V`uASULcdXBHuIj}2fJpQ$!48k{O_5QH-1=p>o@qPN?)&b*YgBkK|;D zmckf;&fvetL$J!KG~poO$v+TJljLr6brb*EQjOw?;p!b zu^>U`?tf6zrkWjhkxB>hkns+fFIRWM$nyEg82V>UIA#I(I$d6>4*D2#;@pL##!o=z=Uk8w3vG1A^NkWHdSyYt{*CdGzy z+~|(YjfiW#YUg!-6Lec)b)^1Um7q=Bj1EQaMG{+PR{{kJ4G12QL&12)Lu8kGJPLyc zt_MWjDwu@Zya?)CzSb&g(!rhUbS>237r)7-Rnd>~O0^bG2EFTZpwz z_G4Hkh<1J!tNrX9||tFBxer+b8#7^ybpYP28TA?FjYnX9-+Q z!jd+Z)WoW4%Q$-L1t3;=?d9ufmGgbtNhOTJ7a6~s9a;GOG1ChZQy9fp)`|AMt$j;* zE_idLs8a2VI$wCgxLf^kSmt{*iZaaj88eKa7>gcI48Lhr#Zvjhxe~&*?u{ zKS5VNFfk7Q{qe;OO2M+hVej?HB8FDz|MH+eNBTt-a>#zb32=w`OX-tCT}0tA@VcsA z>;{O&s~};I-IY9G@5)7nG@VT%QG@^~5^6T1{Hn_trs~J$h$YtSCF`pFMxLX(wY|Vf=W$EGtHBHbH}+0?on`EPK3#aQ zjX(qRvp_f^P9@C?HfZc(-II8r@S3sZa&EhBue{(h?&Ezxv1F>3R1sW`>F?4ey{t*O zAg&{}jqz~yvQU}G4P&>3mA4CEI}BYnvXJ1?+02j!uYFXu^zGKZt*xsloMqVMYZ)om ztM%?2Hw2xRx#uh?WCqX7H5G95N`};C+%Yn3HGM=Id@B`L;*U`X%p6d(AJ5F)H#&kz zeUSV61!mtKP=5@FqJ{ zvC3t6EXwz#R&1rIX!*F0Li3LHC*9z;Z%W<|Pf+LG1w!O6KfHRV^Gv5IhQp0+)Ib+k z?`<%lYY(mJtgJp_N^VRRwHj&K0-ipCNknxX9OaiIzCO4A_+`Pg1L{H3qnQVz06M8N zZ5k2Zm^rJP zy?59Do{#;Ncc3839z2itOkp3Otr8b9?o$jWZfUJSBsvfa#zO916{*PFQz@`T{|i^! zpMqVKsw>PwYZ`pan~i>T-8Rf6MP|&>sNI>@bZ+P0aVbY;4zL|ts6e`m_KDs9bP3zq{3)Tljx`uGZDr zs%aFO;I($Gc@fYgxYFQb}ekYsrLE$4}0BkLHZvY$UXH^2M=N zDZ@9Lx_I5G?9wN4bgUR7Rbyn+kTuV$hB9F7FxzkEe#QVv;jme2ldJ;hO5k6`n5r!4 zQ#PSh1}&KfsddeAA(gaU~TWA`X!XKuo0Bpx|;k9?< z_0C6wpSU_D=;$%Mxx2aBL%8>mQmNdU=39xL z1%oH3Ct76F+(?Gr2#->^?1MAZ?vH;Zj!ue7#N7quKJh4$s?1=_XL(`HYe>0758Q>P zsL6%;KtvX$wZ_@PM@T(^sa`WjjHUaP^BjiY$C@x)s}+hz+FOifmB9KgMzelCxf{q{ zF!+1H;dH-?MVA5wv(`eTiDAdX@HsLQq?Omb`g%yOFFW?3FWc1y-kKHk%E{$F#>u3@ z`>=;caEoP+&rD1n-8?7G?2V(hb z$W}aBeJUMG%Zjj&e5m);!9||hhHR@+dAZW{C|Im~hTP%nqRben95)k6_t>-bYrE!V z2fLQ+5t3DU8mNAFFWJt)#i z)rgkNVOV1c<;YUJ*g%W82G9QG4l~GU#STWRE?L6MJwr)|#yui6YSDac!13!_>GC=Z z_Sb5K>5kl3A4iF6)a`O3<@TESCV1h(D}A%(y@`IwolbV92I?cMt8L#wT7vxP!d#QfjV9#wW5Mr; zrc@Ro2d?)cZJCuZY?_Zxi~k9*MwzKc}=~~GVxL?!`Jd{DvqgCzFD6vE7u&W@HR7f zbH5Z_jkn!~l;>i1%*>--o1Y4A#}~Dly|Q}5touIL)ePIKUgU&#Kgj`ksgXPWp- zONC{{F1YukO;4d#KRvMh8Alg8cNaGsY`K?b+`BAuQk^a2qd*K$J43-}fBEngHn|M0 z$nx0Eiv-f6yO_polM-u#n8y+@Eb=ZWk88+6i~b>;`EfASYR(7zR^51neG^C($NW{5 zscCM0+rCo5Kb#vW@-pbc{mgrVzZ%u#&u_`Tgub+32)s*N*Dp@uN`22OKB`)OP=8pjFqvp? zW+QpJJ*~9nl&jIt$)wP7$(jlFuoBtNRI0?f z?dwvdxwAs$L|x|v?eZX%E_e{J=8Aw?s%IURbPXr$yr@=1 zE+WXg(`GBo(VTLq8y2x)SSdp(%Od$$Q%|VlE$-lXvK3hd%o6wk`zoymRnj6n_4=YW zvLyi3wK6ZQ&%ckq_7GxBP`0#mEAD7WLA*e<8tBS!UwFV2957G?h#U`&@SKZ?2X5js zD*jJTxm--y=-d4bf+=z?1WQB;Y(wg$*S-;WPK9qJ3&!;B&yQrdByR1n4bQof=}pbu%@IdW^mU>3vRk-DZWBj%#?|GE&9p6 zBAuGd*iZKL3CA2};w22szR;_)Wo<~tlI|&_pM^Pt^44c0#ma5h%IH%QjT-2N!v01o;g(N~oRZo%1B|l~uH4Wl+rpPqQc(Af2B}_VS z$%Cl#4z_FD<7s*S?a_r?I2*8Gq@^PE`VwBwf>V;s#tWn?w4ZbW~=oU z_1vEc?}mU#GlF_=wCJkgT zP)aMzw(sI_k$E-+JpB^L6xhDwc3B-UB}uTK@_JR?kHB+1#_f|#z6~rbOszLaLc&y} za=Y@iBAaM-MZY*Ru3#tZfj5NTUtT|D)knZh?yy2jjK^S|0;{k5HKQ$kb~)Og$>SFy zqO?>W?`&BOW^3|)nq;zBO+gl4toNU*M@1RymMxd;lFp)>_1&>kw>Bb^S0^slNpw<0+ zX!eb3)}cX_1ErYANa~`~ZerUbL-SGztXbI|bZ4|%-oI=1aD4QKTM+pH_--=_E&Ol2!I|K|Gb&7*p+UuH&fG zqHod;%OXvHMgk;kI4muGK$azx#@?&zX*-hovF2w=Z^)}mG-J8hmZ5gl*anW4wu+LE zJ|Oj~VPW=oBQxth^U0Ova|;9?uM{oW3S~I?CdF)Hz<&?cpqhyk?R zNV2#8nu`7KY&mObFv8{I(x|NQt7{LVB(Eb9{ui(syl~jY&A8IGria@#Y&j%$%Z`~I34p&#fiIAM+sGuDOf2hd-iLYvz*AOY?cC zNCunVq&@`y?>A-u+|NhLPP=B9c>6Wz#8785u>%>fX5NYTe$9e?GmQT;dxD5;T6TCG z;{r3tTry_ zAhqu`>iDM2WagN$Gp#9n#cn*~(z0G<)>DMGagDd&!;c;1?d|lJVS|($1sK6VT-8#q z;rFk*7}Jbfs{P|rpQ3>8Y7&eBDf5b}O8FJUG}SW+Sqctuigf29q=eZ9D;j0_1zK1S z_N}!VyNLBWe_^=5M!&_msXys&{a?UVcAskFfPG}kK-3fmBh}XY%fOv7P@$Fi+z7i_ z8f8Z+NX?~$l*^Z^M32UTZX^C5g*Lx!cH$8(T(mb1zor?)e?i)aE!!6RU z2mYur33RoCM_^QP8*zht7dYN#z(%mwYxF%3Q0Z+0#Ap8Mm(36<@=}!8XvUC)Y8JOk zv^~Y11h-@&mC1bJ=6OVmu8w2g#%8B|a1awgWH=021*~&zv{3V zA^7B#sHJ0@O0wMee0k|pCZMhP_m4#4E=tE;I`^~9-HbOijKQ+LZ*_9JM$xheJNX!_ zU$X6z(yn&H$%KWr3~-z11FCByX715uT#sr*}v# z+BHkX%y}Q`PL)e(Oj2+PC^lWf*DO!#l8`1VJVNupFGf0Cs}+;jmSUi^XR<8llwVXm z_Fevc`|pCp`;}drL|gkjWi3MJP6&rZmnxi>*)!}0^m3HX z{D%>IMfX&^X`6NQA&zswHyrQj4&GIpW>=%L9r6qR{^1_^BYqEZDp6Y!Y=S4;3BFOk z@}|E%g~+)u7u#SQF0eC;EC%pJUh_GlV#wpbdT2k8kpitUm4e?|{cdirKbuWw@5#1T z3V-c9e7g5%or+qp4K-keeeP}FGgnr&wbW!TLZ&+?x*E)z>uepx|-Q_#5+b*JPyub97k5#hxHBm)tVa67+SwO9*(ao=8!xM zFSgjmWKCU0$9{CTPBb=it4nRxHS}vf>+M z`TtNY0)_prBq>kicdN;RO8sw#N&h>3y!~eM4*BWnquex8|0fcN45Mbk;}Cx;$l1W&en5_G)B2PNN({pb)vIcMw5_~Vmj$^hV;PRb?Lf_EATSAx z?%!%Yx|AcTM*q=A*oQ(O9%or}lgFo3?K)nf=C3UPE9WNgeW4O;JPYF>P1>9^4-_*% zEEHkxh<+2WzB{^hrj8J`nmzGjD{tY5ND_~Y=3k1-51#u0epI_M>eA=f+Q($2`twZ} zPbhn?E`(j&fov+)Y?Q7!-L;Ox($)7GWd?7BQ^u`_)vY~(-}#8NwPGDgG3`v=PN%MV zsJ*8hGNp4$UESlk3A5wE@3B>*$-HqD4!Oz38>A4Hk{#7hVG$mVXzkwsrgKg zyjIKDvLvK!0JWJiMh7;6M-jCaMjva(cb*HD%i1N{N_MULbvWMjU3A>bG{173zeYT+ zX|u3@WtF&RD{aGIJGaN$>u?yO^VSGg&0YZ~E~NpV_SmNORfqg})L2)lkc7a8Ro}`b zluCHGQxcAmfwsVOG|H2fB&9y@VUE782R{_iXEcteEKSTQY`2u{l;M;!+ncaV0_lE8?5cw782xD)oZ>fQs@5 zc?P{8*0su*2K;st)`5u9Yo20^|*tzIkW@Z9+q%xq-;T9he$DPHU z<+4iXNd$z2LCGrt8T0SsXPOgskIb}E$blIVlBZf!P5E5qZs?NxtF4^9lPt!7q+Z(X zkbVWV|@si9&iaH39R2CC~5=#css*)Pq|z({ubD%6n%>YH84jy9OZ7l!Bfb4kDDJZhD!$(l8)r zddnxoSnw08)V%AhdIgrwlERs#80ARwKOKB(?si>PB>Y1_<#G5SLwI#FA65DAII1;; zWF+twXhMVde%aqShCVg89%0jbHZKaXx+Em($-rHCw?IuqPIJPI+I&6Dr%$D{8Bzh=Mtt>onP2^ z>Y}{l_|1%e|46b6_xFtcB+yamrYAUdkhMAb*=m(mkdhc4dHK?XO&_N_UgpqP5DyGN z2gvFFRizqao*k%svltw!y6DFyzoN(2N8n*Vn5(zm1FLJ_@mVNo`RS>@9^3E&H?1J` z?>6(#qICc^h7SqS6(a_6gcUY@t%9Vav-!vAw{jDLUroi`g;p;t26=B3!Fr?oqg6=W zuai3nAzuo-zVwAwNUwsorY$a?iq;;!ZT?U%LhH|ES3(1w6zgmP7_TtKHS ztbZJs-$~`w-)TrP#E9n>YtO~U1fg=ot#dc*0+Z9;_hIaXb^%w$t)%~@|B#`@oLmoC zNemv~p8ltCX7_=asRn!LI3(tRRQjgUCaxqqw7&-S9`^Rc&CdkiXLhvA#z z_1w7IoROFr42dRPzb{mgO(>%)TQHUFQ(TdU<>z0*V#O6#$CB$L@(E}W_0@A=3~l=u?7%-akvD$Kj>VB29WGY_KAeN zx+rPAJ=I)Vo~`!RgV%#ZfQb3%fpeh@>NwQUQrL)7<$aW`FzRjV14$$-yjTbnGr0r= z5B~p6y86>CLZLD&{K1%%iprf8z{hhaeOK1KhpNRRz7HP>Q`t6n45Sp?ymF-M?32(n z7Vo3bSn$=RH>1EU=H@XZU3ziHqhwaz`hk|2lg;mU1-N=m;-=ZP{?ftXdbvp+mtAAm z)w#@^kbcPvD;6s|$Yp zdyDiHHa=I6zw1%+hZ8DBCX%aiMxYuI$U_Q{fkW@gQnkIIDOveG$l z_(KGKpu$YVg^@Y3UiMI)RF*9i$Yihnu#|gO*7b z>6;2Ji}`w!E6<~k4dve-U=_n2lbcvCwS?c4Y+%Z#xLR+@SGOF@hB24Cf0Ca_6#a?f z>FMlQ0LGypMmGrY+oa;G_lBgW;28@o3iY}xfN3VQJ>l74GhHqUX_9~&y71qhia>C& zqy14K_uLrnCL;A)qS+d8=aNNyz?5`SRWK z&N`-`zt3|T;$S16jpJB96jQdo-jVydGzHF&NKwIfgN3Aa?{sLX zh3r_?f#Jhrk)}vC%Bei)xzlj|_2eS9d_z*N_3-6iHP_29&X17q9Yey1`R0?4uK;q^ z_p5hTmW823X#>VastqNNFu`rfq$SfX`wJ3}X!hD4E6a`G4BoP~n({dD8+|~w32ppukkN*9G-_xG97{|CU>%FDgq%2-7@)jj& zGLvc3AuyHWZ9y8){1Qjynpb1$i@wI=9j)BTCdytZ(C~Ky zk7IeMC%QS6rfN8xR8dKWq+XALYH21$*?ja{P-y5ko4~#i~GF_h{bNa zr|`P^x3pXn`%=6|E88iuUY;<($50U2>H6@fsRNV5z}wI{3L)ChZvkhsma*U31B`1T z-@`t6HWrU_81>lNnqKa5|LBzvk>A6>t>{dlO#|_UPsTxY4;l&GV<8^qBKqK2^0tQ|Uj$pomHxlESz8FvAR;*ZtVG zS72!gzu!Vv7jA6|$Z}KEuP(iY7#b4LWHKWCg}WFz!?cin8Oa1ovBTd}qIA&AXf?W> z5hmMIAh>Mk%UF##dZ;|G@uYB(A9KaJ#;WgAR2CMe(QB*LFq9M^pX6+ZoUvzbH{N|=iGV^@UJy;nnq)>G0#lm$hm@4S&SII8fZrJqv-Q39@MV;64e zX}s^uzkg74rq;yNE+ns7zfz|dJ*@aqgEO`$cL+~Bj;rHsW_x7EU-P3UyajoaAja3* zqs)Xc4fztM#5HRb3_FU3a%6YfIEh**m1lStRwoB8zaGeq^0$#!O0M$J9QP@5q_v%z zyhR>IlJoH~Yy^-!y^~>-Dh>KVubDJb@SXG?H}Y|!h);tPdZK3xJUuQ;^ZtD(72s!# z*bkSM(9Myu~hCjCLJ!e zwkvorkXVQP)b@G@t=xD5>&=*%vUr_aMpcMXBmc5(f`W6Kx=0#ZE6Z-fr}^1f*<#28 z50MB03Z;rGMymDQbn+$L6t(e{6ue|gm8szLi9DdmNxmD1pB1sRwD<8nqwg&@XP9VF z*M-}C(Be~j&)K4NX=&7Y5@H&ZBeV?Ao8R<}L?K6`C)dUL8x-=z^Q>9JC?9g zT4l0RW6y+R4&t+}SO;)~L%49Goyah_EceDJkg=EYk+(?gpz+pDo}G~+-*~?CS?;AX z-1kiA+-^G&qCTjPXW1lrr+4xNcDj!~E&nd(ZGvF>6!W68?D*vqBlqGoFQ^IgZ>Rji^`IXlDVVyMzO{6`3^n6}L>t<&V?>Wy(IeSHofQDmTi* z1Ze&Tn^P9E6Ni6bAn5M|a@WY?r6i)!FZ<=3batG4`sr{#I!MVP<6XLJ&vkRJ5N$zP z7j&X%*sQ}SdFolTtMT>5dXOe#ct2)0D_C>bgXmrG&hB>7t>ue)6O0lML=M#Ao*zb>ZUA&69QXAr+XaR_7-q8)vR1G5XUes;PL=A9X%AxM9Z z9Gw8nPi%I-Ot<@O&*tN}E!4U^3L5jq+$ToZv5MA!Zy=5cV%=4tdn64)Q}+w*W)yBJRY>%H`LpRi=9wSnj5!z9bx zz3DDG@MaU#3NJJ-Ev_W1Er)g&1=-|G>)af2+BIAot-%|&3fiwq;S_ct@9TbKHvHM6 zMho`#(`mjcH>&cSu(6K{rl~t04nB-}ZI{e)S=Jksuo~HtO=@M%eKI63 zsd>@rw!}nOZ;c>63GvX;juMqU?|*T2sqy}hi9!_`JR{+yP`K9s%N1rVY^)`LLk>M0!%s znqUT~dQ)bh%=X_@x#Nj<^~BUaGw|mcOJF_-CqCF;9^P5EvpG`UNo^R*%+B5f_R_C9 zI+|Ne2)HDkmx)R?Y8JzmO+1XEjCO6k`#6RTtj>C<-(viL@^U;OBaaPLHL-(~Nqj># z#_O}ZqMq>$e;dDfq;a+QNdSgrmr6N;x*zs&Bi93R9dAmO%d_S8Kkx9E4ESq7FSQyK z^q$Lq#ru6vYm{nGjS+yyx8P^~B(+`GetYl`bRQ8cEqfeviG0rhDHz{&&v7rNJTWg% zZ5B1A!L$zTad6jHK<%7VYFOj-+kzZB<(0k6gLsJrc>;KO1@wrhWhxt@i%YEaH09Rj zi8?lj$crgN2|SZOPy88OpAnW6YHvx&R9jVdK5{)QU9CUWWB}+NUGL*Y5_6%4UiuH} z+IE3WYg;PynG`n{3j)h7JA#DXk!#~*ZrMyoV;{)+x`?j=lX#(W!Vw!%^bJ|iobWIj zy|#|(KkP4_8kpr_??z48GiFbZ6k;6z^`xi_!b>2LVk1aD7Ko#2q zW!jwLi$hypt2G&1G7sx=6R9lhukEWn@`{eQqogBZ^_h6kh)~`zko9p^dzbI>)OB6+ z!IL{JxR1zC0RwX@!ITF)AJm+W>}Ca-23K#ef__?XM`a3?rt***<2#v1raquQO{i>@ zLjk&dmJnqxmc$bf`z_19G{FXj!Vhg){pl}h87oOT2&{t%v20s8!)z2Gm{`DTnP?j5G1@SQ zW{9Lb+z+me*BV(3JPTTh1KBEK1V(U0sdGM^zn5YGeudaqD(l!#4_Q%Jocuq^=^62R z8WtKlHay%&tL`?$Nq7oN}R4Z zbvU}(DSER?JThN~-wygs+%?03-wUcVO_?p-c3(7mW=Zw?X_6v9imRkPRP$MbrR+()<%{k6uutxr!d5*}>)RGOF{`d+|@)`4!MX z`)}zI3n=h0EL;M4gCozFfn5D{X1D|D#FMU^9Rr}rM3Rs5^km`zdpR!?z5EQ7h1s|{ z;6w;BP+++_KOiERn*Qq{$o8g{Fje&K)F&sis>=9xB^UFJOgnHfJ zvSei0b1RUJooFzXcoeUtuG2w`Tz97Z;GzbpFfx;-NcV>h6US)ZU9S*^o^xi!&4>Q3 zo1}kP<_TDpm8#UM242cbxA)g^U99&|!y=~vduC*`nT{y@$i_qUbmbYA|6fI$07VE-YI`EuLOD^t2pv* z%E*9UM0RFvUqbm#Z9CzwA-VjypJs7#cas#d$gsNpWO@0gyaP5DLl6b%Y#a6)@HEc5 zFrzmx^&SPiSrAYXnCg#;6S1}Wfh}8#y~lVhQ@Mjt`@t)~ z!oo!Q-)PZ_v@5#*Iel9ucpIbc9DyI(VF^okPPqBK}5WRQhXe=)m?wI_3gKkzjj;}q~kOzF5CJ!O$w3x zN)7}N+4JFAACCr$to#gpma7gzcj_B8=lU4RvgUbQ_{G@~|2jx!RQZ;sQ$4P>(;uep z9^w!aYVJnn=rJY#vE6!?4p?^I!DftK8(yh{; zzn`PbjQMZq94`?D4iL9SDEABuw0?9my8wauC2Q4I4!!HgUgKHk14G5s4rR* zC;8}m)^I`HzrX$I^5=LcytYJQz>+U0F9bTxB%!K2*qEzDG5k3+DA#?^I3)MC5*xKl zn8N)a9)7JEy+}?G^q-E#fL$NdyT2s7`_!Qd=OBBX9jWtOMWZ_UFA8lJ|8lQMuDD#D zP<72Ip*p_ez)9Y~h6j(-|9i&kfWBW#frq$X$e7d4(@}LVUr>$b4-KtHioLVi(a{?d z9_`;+l{dDhSRJgsAwGR{b~}DXJA?5mI~=Bkbs;CN&Dsf-zri;f-!~pN)X|UR)?joz zGe>23+cx(X0Tor=rG$g4EfytV(*uWer=+e${Fl)Tb$j?_KmFF-_=OF52MUo=x?Aey zZwi!ski_23(Suhk#hy)n9lpxIMCvqH-!2=eiPYh?$u z%^t=kI;BC#H;udO0y=v%jnCHP{P)O4rzsbf4II1l_6|S>TBu~nU2RjS$H#0LzDBLM z))!)qwDSz4N}{u^Fmg31J24)X1^*L_1?ZJb7#PQei+Nu5&0Izk$@6i8)po?_C~(^i z^gcPp)2~rnsi_jsRPs)224;5ILqmfD(^x_#b>5WZ(g`u_jT(Mr!ru6`RQS!Kb#mY3YhTB@aH~l@D1a;gTyJjGFJ0qiX_LJ=Q z=}Bx8`_03^@>y{U45Kg)4;IE}=QOl3!91h22Xf_;x@=SV7iGF@l zTIfAY-KX6YDI!hKI@7_z5lyb5A|s*yX^?&|ND8n zw+E|w=L1JDa&|{CgX#HmgVCQX?@gUmZa>^o&n&JDc=zcV?3>0d^+Gdo58RRDUte5z zqsQMgHf(+=WS=S?iJZ!*f=-@l$-H2*2SrV+Z_=eGJB&L@yxR@PMI z<({Xp*7y8{BBl0f-Sb!fAcPEEd(+dpgvNOm9RBd{ZM7mbRV6M~Kp{0!kvE6uTL&kZ z{bgb;Fm+<{Ms>b~pKcZRMI#JHf4*KtqgIgs7Y~20^N2QM)U*Vzu+8tXgAiS#@RhlymY;BVsqY@SOL!V_Lw%m_l$3Laj_CsOf}9 zNmC~9zG?1$ibJHxo-a=|?^*Kl7WH3>$A#zwMaCtcOL2j2!9lpSjCIR!%kXsS?~%{d z$^@(MFeL?l+4n|;Uau?PLVGt|tqjNQDQd*q6UYHqnK(J;sI3j20jGSp!RG&RM-Zc+ zH1VL?KlYl@D_$sEK%rnnq*v+uvw^Z^h_zJS=PZK~m$-S+sw}wtf#^+IQ~A1l5-#xV zr^j*t!e(f>uDL^0Hn*jz#Nph^xRq)|imAwrygk7nHZ2OfSYZ_j-HeQCvu}1311LjW z<_j!W;_eZnK5f}VB{@(YL;`3zA`nd9nlyMkpevWcTk zqwVK}3n*EGl=`j`DfrMiaeAWd+x5`kC}|APL+xt2;&N3X>ABrXy{n}l)?kiGBi|p~ z15)UDZG0adXH+-8k6zGy&>xzAq-H1JE@IWR)(8s%e+UEX&tje&h-J=V;MW>g(xk3i zJS%6((Lh^IQa&WRswBwGSHVh#tGNoW8se;Q6kHkOM~ggp|AN{&;0wshf@F%v|2pHQ zO8T9xMo~Y^7A-D2kdEp8ArWVtlD~W;P2zIH{!?#ib{T&f=`^kHR#IZ{+CFyCD{93^ z?B)Bbp6T}l-Y&dp=lBmsP^2C#P5)h(hmBu;KKLoYT<6dJ^C*^&wV-(2xRI;6G*m0| zmVSkR6ds_R19=5DP%vgHRT$h4+&b6!ZfwpsUPfC4e+yLZ9{VNF^vj(WjC-lqtn)5x z!I5uq{*gRb>|Kmaj~Fy+I%w6LgSo{LofuKR&QOq*SPeUh@aJXW=?JP6h+n_wAN9vr z#mjBrs^Mwlw4;_EkHz8EZ{G5z(KhL;k%M9~vk3loN}`wD01hWJDZXlr&Fsx@YXFGd ztqT+SK|^XF2LRC}L8En|KN*queFuuZ+&n0_N;L-DFfX9|R=w1gDcLwVCRL zxR6GEM@>0GBb5@Rl39z1d2*qyFghfcV;ON~a_{GwXtNvl6M z2fXDPg+bf=RaV2S(JnN&GL|h>cN;q$+Fq?7*9apQqNWUuP*>w zIo=MywRoaZL5cpa)QyF6?JnQ9Xk58%(Xg4DiK?yR;#AZttNk3 zv>iL!Y!!|Gw>`L|dQ{1}T%4Epe;aw$ryq`)_V6v8{#}UGi(R*RZ-ebWkea}lYFgJa z-wjDkxkMq8(jar&-ax)>=u9CjseZxuxpL)GKu)7rQC)9yVwtZJ2z^bw5epZIfvYw z96L*Um#tn0cMJatMxlbC$lhA8I*U26VEI_3{<5oXVvK$AaAU!f%nva?hD+C!pugVHNgz!)6?sOx$=UZkkP#ZSo;zN4uqET5*QkFMQGd2a_;{+o1B zt)AU$owfbFY=ap1pO=4qr{ZM^<&?a(>J`(;u>@Vi^aUyr5%N38{H&Gp=xliDfVA3i z@?KTwKy?smSpMKvL2VfdTHvbMo|Sqjyl*4V%SQ$2VLO}W2n%iBbW9l;OoqP9b-1Cf zSfYi%Cv_u|7Ch%6bOqTwTW`g8lmD7157W<8JNWoq_;n^5JL)STTd=rld9Ma<_Z)9` zt~0>|l<_o{*5_`&OlMo9nBl?~nhZrXbcVdpl_Amp?WnjDFJpBi0*$(*DcO-(e^UY# z?hOc~PlIqO#lx%5ie)=q-ikMwNcahf(&V8P?VOok*021xZu3a0Q0(2>L}>C4_EuN( z*69a^Qwb${LMufe`D;={yJD%vjYZsox};pI$n0}zkBj+MVm*8!V>IRn4y|DB|3DVh zDiFXlNLhl>mbn4WmAvFW1JRM;{Xes7FT1TEYLiP3!w}P#K>xRmkVgJZd|}b9@L1mc zZ!#}VQv;xFPXM`J5kTKn84@URCJy`f{y0fVg!%@AHB{I}uj^MIwye0@IyyH3k5pUZ z!hW4`;92niqC3*G+2g>_YKqPaj+IFwY;Cb6Q?3$@wXsvEiNu#`v5BkM5f$)InLN~* z?K))R!amb5?V<`#`D=Z)7?qbJ@wqwpW_6MbMXpiRMJV&d$21=~70&IS&Ofk|Yvy8y zFq_QbW97!L!Yx~;|EMpc>Eb2MYx`58r5O&!nGEce0;zmy?;JgA_ro85ZPOQLsVriU zq%vD|cD;2K`ay!i_NxcF^C?mH_Gn&Nl>-!agT z54L{$iN2kK2Gtp0;*rmi}h%N*}*%6|HEm9>|1{PV+`qKZVGOSq%8+O$WE=u6YEW-LBG+P*QC8&HgX$ z*hzR1IeArch-;vf>|I%Q_|=HJRL35G2j|&2qqy!83rqwlrwP+E8nSEXR+{(gjFg{2 zqfNPi3w{PF$Ut~y0l4n+LprManQ)>YJ>fB)_+K7z@8*kTIa72#fdWErqvI16a;I5J zhL~+JpjI=;>!mvtch5>?bk5iUZrl>>I%r9{GD`dGS@!^*nPzK0qUatFnoH|dbN&fPTG>9h_Frf26*Rl3_=ENFD$~$0!@8Qik~io! z7qzkUk_&1%*KYKEwMH<#T#gwtZ9`+@#~AA=T&-jKYM1IAg7639w!nS4s2SVaW7IU zuvW-G8K6Ul2ihgoUyL~pcQ^4MiV4zgOvB7_+egpO$wf-pD7_rIU@YTZVObx8bRp}` ze_A&d%}M1*^Q)N3hm1G^g910(my8 zED`q~3TDV!dcni|fMd>Cz&>r43rJN6j%7bAH_yB85R%3ACKmyl;>Do4!O~&!xb+@& zTXhTh(K%}!b->BUUBYGhT0P|si8P%in4?eN*d>mrZuUg4qEd>oF>AqFy&ppuPohO_ zVIx0pM5bmN%qh>XP;=(vx^z8@KM9vlr%FhIX1jF`Qwc@!2A&ocmuAWn_(xii(940c$xQE{>-$Qgpa#w1HGehG8!6=Eg36@`QK{;P|{Z}*JQ&frmj?5iM9xH z`|;W#y!`h_tel;zGgL=QXFk2H>E9ure2s^BjVF->D()}60{q0G>P-d>9mP};e491; zuK9E;)Di($s;@1S1ffIiA3hRA7fLEdj?mnEUYy1hfr_Qs2idiagAm*_B(HY>;YWc( z+dXy;s8fG3-}UIOeIaKu7u!}o?Q>$p?vmtuXhE)!UT4KBAO6-R$li@hk%nm8v)R1V z^Fq&7l%1XzEo7~c`v6xYfLRQLh`<1`rNw#f62YcyfYi^K8*ncKTpIo}`4zHyCHNp? zqRYq=d_jEb?vtF>v)x5%n@KAO3Qk zJ1f);IyGAHX_WPO4pIk&1?X+J~6RefyV(_!B@GPR7^ z0nW7FKOxnDRay0!tOZlpYiZ9pIw#TxJ7aLYQNceCuhY!!nJaLu`b4#OKJ`mAzT1A z7?44ey9CwQuD(>}sI7T>#S?$`%eLgOLN7G5X{x1Bpk5 z?+abt9&D-pI|8#^QelO{VYNkzS(*`Ma8SWFb$W0A{(-vXQG%x4^<3d`kACp(y1HfT z@V0> z%0s&ck*N`0kHmsS!QcF14RBw(c`%fGfvyS=Vsnn8Kyh0aLdYXDI}?MBF|-vK3ug0M zijk8ON6T|$ehyVMKL9UUToNZ5?1>>a#YWj<=~DkRDDJIEM?Ao0N5Z7k$aa z*_DRPe9y;|{pdN-<2#Wt_*vu6n$2_HLJ*hnKGn|xYL(RE_%TuO^r7l!x*n!lJmwR_ zksG;N)Jn7*bTEOoU_8ID)YtEONG^DF)JT#Ta zmCrX8bJCz&dak%WiXOtLva_4&?yO&^XvcXr7e%pHb0f{^t-8zdw%+9~@XNB-II}lY z1_u&|!_%A<*trBew_XjrzYKT05m2tfhi__}dcuGAYMB?#A`dor$ z7r^OwDS!`#Fq2+$%GakA$>g#zW#dN8QwRQ~cPVw4&hH;AWNoj509% zlhX&)IPjKRQqqE>i$lyyCr@YDiH9qi9uE{05FX5NuU97tSq4QCyPYpbbu`XDJUV~& zU5qg;`0!1)-9fP+EKBP0S|#HC4d|YPJI(9pl7TDM(W*Ktt&zu?XkA!qYrU~mCQ{8c zkZK*Xa};{hNQXBIZzg^>Q~Y&?7kX9`zrem$_vH&#j!bP8i z8-*S10UyMJJRXIFBKvkPZ|y-o)Z*74;0z8FgMD#wHYD~JFNur;#4$}G<7rKPxWD1% zG`GzmI_xcsX7z}kT~Gx*FVRJB2BC`8U4cz5a18^MGP#8a$kqFqmWO$-pbw#$1lJ09 z^&M1}S8~CP@6$gkFvkNivSC1@@`INO!*?~vB@)re{x>i`44&$!{s^nE9W)Fa*aDy( z9O{SEEwv6w9jKvw?m$&VDPEWRcai7&G<%$?pm_Cht0Oh=hE(pgP+`_aHDNrgh$0fHxo4-Pi2-1X<8%y_ zgZDj+rg*&mY0OvREH9W&x#O#u6Ha)}vL%bxI;piCa`eKHlAw2vAtMO6h74iPAcQa-cW*HzO2H0jztF0REb!ZGI|QnsdMCSK&A41w zYFgeT5^7PA?dEbMwWP{&l*;tmQp_%jUf}+3LuMWL{PNVP3p|nLd-!gr?r=|M=hvAVDN1`he3=+pzIn7 zT1H`GHa;<2jh+x%Ax^OHV(C0HyRZwZtVrBbca;f^2bt_Gg|A)2P+2eH$Qx{1Tc7i3 zTPOb`1}4U?RpL_jxZ#w)rOC`9n{F5uw|x=G!6(%21s$ zx_D}I_HCETXSvmIJW^jFQr=olBB(!Q(Lp_<7K6xU>6og~Y3@J(zdE9*rUV}gd@YcL zFq5>txV1K4N1TMm#K*JZTYbWFE&m~O7@}D5b>Rz(*=nXm+N$#Dr^o~6goZ3(E7A99 z(7#wN)eP=`(9%JS0`l;9MfLNu(TjT(qtI_7_)GTWl^V`W5lcY2sHlsYH|Ax$>=!^9 zi8I*EK29pp^Fj)wBof*FhmocP70&ukg#>b)4tGs``bcB9g*JAH*5xSZlq+ID7K>hc zAjM0V?TJ2}oxJ|=DLw!2OOBnPbKk!Kne7Y?S2fh%bbn^zC6_^UW_4#1yh(NEC~Kdm zM_LzFpXV`AChDF#ieX|Y6c6wZj=Y?GvS*XS;u4f%=LHWD`A0+X%E#b78%KljP>6pjD&OSvy)z=caiP8 zuq5vDEc0e~d>oL*8S63B7;kboT-)jF^j9~2pkDv{^IA|R^uP7;MdAo?%eN%s6NDrs ztZ6(lG6IUR&&4a&3*KSR_O?yO>gYD}Tyj+;|4B!Tt(^`_096HKtn9}JRd0QLiCV<)?|-r zM6o~bAw9IuT%^Oj+<)KpHH7&5EJ*QC&sDMa=MfZ{(SD>4rRue-XhEyd}K}wjl{f^E~3`9 z3(()Ym?zqLB|VCY;GviRN95Kbcgx3g1IqE@wV|zgB`Z`qB;DC7qG`tdr@WOx4XOyJ zB;IvP8!EMB$-0%H9x44`jBB8&Pl*~CqamC#x9gOI4d35)%Z`-wtLb){XNI*LiCe#b zp(Q6MYmDS7S-}DzpJTVIPputP!p$gb>a(BNQdI_{BI(h+h$e*ndeRLM4^cn)oXf#Z zjxaVcn5@=|8o##XPkp<&zkwIbXJPfeXA>Xk?_rzvvY3?M)25*P(M{i}YFdC9?)kHd zleB34aWB1#=0^{*5LotLDLgEoB(k~IUw{nXopmUpDvpd_AL5(ZV0KC-af1TJqGw!9 z_&c|F-VC!5{kx3!Bn_8|j^G%Sk?Ly;>kN-X*FLxk+o>28dzc-torpKjeU-w6u;078TrEJ9Jv*HxYBbt?o$TQm0`E&H}#->4z7) zyy-nz#fZFAd(dRirQmA!#Z~0&S09+EExao97~#bx;s@XTQJB9%bDpZ>d}Pkb(HB(8 zZs_EW=txZ1Fx0Sq?rTx9W|dpbKlZzG8&l#X7zVCqzdDy!(eh+ylmom>U1)sPh0u{X z-@}WmRy94xncFf&&9j|7Cj}g-7M`-rO>nNvk&AC@66;7-@;} z#{ihCk}MZXs=LAUHYdf!u)5tPA$K$YX-3`M!ceZlNwTJv>uIKoQ{s^>Q8+JqZm>?(Z(*>o7R!@FN_#(F zWe)iwTXf?5!zed`cX>&~mi&vs49j0<8XE?n2-fLMtJR!ajHnLT&Y%mAU`w4;_*A8?O#rry^v;E-s+O0pD|pCVJ9+5P>l~7KfP{f| z?TI2Qci#MSVx_HlB2}Q-hbd1mvJMTO8JR^k_a%i}vvc4^zUL|9du;`-il?It@tB9M z!iy>6tq@Kl2=t2X1T49EuL!q(@8wr?=nt<4lO=A{J6@ieYHV|jtd%QF`rdcCzh&2Y5*TJqXaf}YDMRUrho8U!^M=-6v8 z7t~X9S*le66&IGH7r%11L?W6WFh^DVMIO<<^~b@v+^64iS9B0&7FBHE{bwVuDQTcg zo&+C$?JRu>GwxJ8-3+fYy$~E;qT+saJ`S#5Vmx@K?<7IKqVtnaepJefhT*Br^?NSr zI&Zz*=#nw6URLC4*)4DX$7t&R7XG(%7L_i)8(r(0kf}qbx$V5XQ@jTgMU2XbyR6F1 z`NKt*#U;}6!>NPo)ltQ+;NuXuPl?dO87@9h`$gq|%5|m<-O4PG@j8X1?6%~zfni<} z%#&aAJ(s!T9+eSjB&Dq1d;TH9w>E{_36{ojH(Tz*PM#LNAjhjoW8?OFmI1MQktlN&|PAa-c z&RdHVuHg=!0t@Sm5oSvCY@ID7V9oT@Fi}50c^9NpgwEDk1bFVTL>T3?9ivEPcV)6i z#KC1%-Mj4Wn)f!ZC$^-g*ofuKpvEy-1n4@l-V%Btr*O3jc_5StZoll7S)S}j(NCh9pCJO zFOql3Y^w!O(j--j94uo1+wifSwpOG8OwU{*h=1^!#|^_Kl%_hSAWQx{NCW^ex({l;aVg~+)4JnsYWrD zCqQQnJk*MddH!^M)!wx<@doDs4-@SlO5Z*CMG}-JZ@7J?C_E7`__JstVn{Vt&A!*N z=`AjtVh75UO`tL52okFs`>B&_@s&x2CrXq!nMqj4IT?Wzm@jqL#&pHB_V*$NjPfww5#6 zD`fMHxQBaKW(Dyi7XXVKIp*OaLpq+W4gvI5nCs_LW);=Tp6*23WOd}#wIkbt2XF2Nn`?iziCUxzY($ zEw5F5Mfq^{Cq{-BKiTwvGdekBIJ!v?&JVt%a8GrtOgQMDNCFz8rSEbyiLV z)DID6H10n9R%O+Q{UZ*PK-vz3kVPOPmJPmJfCKg?YYhQHhgJTZN^se)GqsSvwt59r zVRC4|?3xO5Kkpw_n@RQl?J-Efp>zgf@FaHzu^b z4Ynllq#`0N<2e0#v!J|K)5lnMaR}3OZC%mT1BbLMMluqCRnMqgkLnVp$gHwm)0+eO zUrsd<$r%XI;7t;SZWte3`{1(Uwf?QOigdTikgA8u_s8k|8q34kR-BI~+P}_Bx3?y^I<99&+nMD~ z9UPrkUO3#;yL=aRDY5~q8paek1q}gU>aDRzRFNpcYv2Pm3f!H}4Mb3juTm>xwh~pS zf4%hg3Y!9T_TGwipTXi z^e1T6#p(AgbBQY7vYaR&B}?3;wMe)|rzLad18&2LHr%dCO>P{O*eZ6J3RgH>l0JV` zu=pkPhDSiYqr~dekbR6QRo|Y!3H+y> zrTdM}QVuF_;ifO}9aNJ7Ru@CtTJ^ke?YHgMVb2F4pl6Z_!G2dJGqdm%iFh{BI*YUU z0o3;a5sYBA1?2-!lZBlDqXf{R+6$j7!)E$!!{Gy`QM=bwQ&bp3%wdVCkZPFW~4}{I%0&Uc0)1 z^6QMxipMH1u6Cxog!&V=-(A8uJmp!AYlC?l_wAr*crI_+T;-_``!w-%K5_l01#f@E z_;tn)Y}V)S&!@w!bqyr%8b%?edjBLa{;RZ;=yUu>rvAU1iKj8g`Q6(PLO0;onbGcJ z)cq($Iq$EhKDnX1i{`)Q-pDl@JLU3LKKaq~LH#L$ceI zBX&2^GCszNPikH{{$6^{|86;0)$`UQ&4pj=?$;g9|Hu$=H{aCAzAM!^c#6M9{QWC6 zBFoP|5z8{JC9Q2*!f*BQD-1yYOWm0OW|>nl`|QN$-Qj!eki^tfd57hWJ4XQ9oTi@4 z{dsnXX|e8#sfw8Idf(`)zAMMy4#hFAChO1fZq@I~co8F)O+>AvUXshv{VRgB$o)9U zNeAKF0FRHe#vR9{Z(Hf?*ubS^Tc%!;bFu6+)x$3J=e%A*>XGc8Np9MgUGel2eZNKD-t3bYU`{HJ^l513W(w#-1OC(KN7M~+XDj>N`DrJFd?^9x}o2T7xO?#eBE7%pngGjzR*&jGT-oAGQWJZ3jOU zlWlkTAg%jBtV~W}cBvd)85eO+J1G!H+3gwZ2&sUj?SD$Q_&g;JC3mhB>Pp_Lz~{m^_~9`qiRVj$?h<=U&9LC ziUi@Fn~Sq3Sc|n6U%OPqBOzDGw??Nx(&ccmrP$23Tr0%Nif=NU9E-gtLb-n}AgZsw zZ?N6464<97R>ntWT$8!fv}c0tffQ@=cU(VIwJ?WVOUf0?&dO@B`JPd6h4LsYLqOpu zXxk=tO0_2vI$d*XAZV!u66p!r8SA@dZJpf|%Tx}&eCJ2y07_TS<{kuP;VIY&o?5(< zid{)PG!=Nc-VJem(a$glKI>Gof+JEgK4eOTS-p&9ja{jEy|uI3StBA#hsgIo64liW z3kxcsWTZbzwzdyl=#c;}yw}WpSg)zV$M4(WmMz%?blJSrdDXeL!jxzaagmWXhiFUt zhZqHjO(mD#og$3uB}uDJn?IspAL5AR0XvyDAwM6ZR549x8=-yQ)v+*npjBV+r4IYP zeyqJuodoul2c}~DJJ|obWl&HmUg%Z`gqCAL+MS=bLEBzxVms7|u;Rn|=D_+{dCSdp zo+7U?uY#Prs$%a>t&=v$V1H=*-*A(KsQOz`bV4m#ziJJ$8*K{49Az6WXBwx; z+U!ZCYqfiR+jbS!y${wtr?jMn3)tB+z3IFi{1^b0muk4`FfDf%R}|5M??!_y?gjpv zd42uu2mY#aIKYz92)k0t`zn(Sh6EE*?`8`fgZ79}NM_T0SijmW0z}Iu{FVLto7Ya` zG|_{>YdRGfsn?Om(h1q(O(VQpEH8wt_|Ne<`sLx!yY(qmdsv}V^7a+bj=hCnGxnBE zpMyB>J@2Hn#+HEl{VO2a`b;%;$TDfqdj#KU7?_R|iL;s5ykbMJudUR&*@eiz2f*N@ z(SP}Vwx62zfl7iM3$GvfKCcz=@4Cnixdz#_oDx_75qskMnN+ z#qQlISSiCkI++pjpL?kFNvpiRp?7`65n$){3uHveynzxP|pv3nEzpSjDPE0i=65KIk-bCWem6kQYeX< zlI(M+RPm_Me%>j`a*ynFaN6e)W;X>tZfb|b21-%gPx$3c(@m(bX^OUkprCdtUvL_I zA%-OgBl@PLZ(EMn2MAbar1Fc0@z!wk*9gcAIcQjG8l6nL@?=R_GA=yHg{ z?S6;p@FWO<`M*yFTq55%FK=zb9^U(~3`|cQr}Q5iRhq`D@V)$QEgt z6t%RW88tICbzXiie?5Qj;dyxO`~I%i_qxU~Z^As7O=V%W`rtbE(_6TEbCN$K-TS!b zu8Cul9pS;vo7fa55>o1on;4$F)N$W8EAi?)=vBO-vf8?e2*QrV?44r-Y{3p8g zk&08YSNc#(ro~B&caQU}jsQYrzrFWjZ!)_MnKl-(Bk0`L!PsMUr{{H>Iw~@&(LQ2> z8~x%&FfgfFk$hF44R{wBu%i(>*< z{n^rh=D3T^*Iu!N){n3}qj>ik*lY#d7&wwt^N4+OZ}nk| z`lP&g+ZzU`<%XpD#AlPPn#46MN~Lb8LmObiu*{`Jo9h^jCkJ{3s;Ev(XiOL*=?u1q z*c1D)stirh{S>0Z$xqmgTWi(-;W|TkmEY@~+V7q!E$NEa}E2%_&W*6I; zHv5_-kwo>L*izhce$dVyAk29B!uNEkt$jhun_whTGGgne%p*5g)-7VT3eHXm*tZT1#o z!t7{syxFpME47!*1G+JJ-G9Mu+<3OfU@(a_VuhvN^E%i(LeDw=4k}OTc^#W@_N8lO zQ^gm2!DwuRKX_udCws?W8$-$P^R+J~Q#HS9| z;S*ld&o>`rTr>Kc_Heprvyz+gc5lzW8OKoRkq*JH62fSL)*h%19P*CTb@kZrE%S3z zDyyWFhXh}5QY7WsCh5rLv5hc`8bRTmmkoy7RTr%-YOmGy2KOqSAmKI>4Tz@F-+G{` zmd4;lJT~N&!Na|kt~0lnWb{P7zsTL)9i3U}GOUBXH#8%+Ijq}uB5K?M%EuP|`5`fA z1pUkSnnmqZ!H0k&E&+8{*6$2?p)Wkrd9+LJwYH@-YaXKa5|RV6rTE391_ma-%cwQc z*XLQl;!F!`%}z5KpKmncgqnLNlWP8W_VMoHo>=;o9-SVIT0+y@yBko$Uh8!voG6S~ zRME}*-3p_af_h)lZ$V>@hZT;N$96Zsua>~g3VC;r<(Ej=5slFqf4F>GHLO?LZhH^v zu5x$(_gFBd7iiPJLJGE9i#8>!EI?-hw~Rsw$S~UHMmAdc>?;+M6bqzhE$oyG`R9f; zqeA*wNzlyz1)D%xz=FW4zyg_~;dWlJou@SpUQ=t;(tx{HQ}voAjSihM*;EHX(vb zo=qYzBlXySH2M;bx^c*JJm4h)d1+MdyGd`$@jq45NsSW8jrUW?{Pb2<#;tiBPo#WK z3fX&X{Kfv{MSTBnBO2y!!I0P)z)hd)ua7CW+3#dGS%o3(r0)l`k$ELPcGr7yu;Og1 zTsx7(vZV(9B+#f_vtR|O`2^kEXRfLkpqg(DyGmVS%t?;4md03JD4Z`p3kn^t`TNYv zq((c@zHl~Cjt3#3$Ls_EU-UB3~S%%tYuxh=Q?wQIujO8X1JbI+=HmQTgVf}Q!! z=K*JUffv`}wMjwewX{mbvfITa*MxZQWWkbWa&1hFzxcGWR=lEKVPg{;1wDNYwE+n& z0WtbUr7TjCZZv-*;+g;T%H*ziU0sD$)OXO*Df&==##L0l>=1l|oKcRJvM0u9SIL8T z)vZo@x8i|Ui686~e}?duDa*;u8)4YrbS@o}L!5)jdA0y6Y*4>j$aR0xw(1nY+T{1| zheXHH7`L`H>^=|32hNsjqcN|^FE6+c%u8>Yw784{T8P{*TvCCBJc;#DTdiCpo#6@@ zb#NH`MhXD_Q-{uC4=k{4kNNWL|I`Pg6?82<8hyP-U~Sx#XFhMt^|4mA9VlZW1rhf{ zRF^>^z`(7PcU0yB<6Ls;d4Och;-4Qb0rFihYM98(6_=o4y0Oa4 zow>xCGn}*?81oP{-q?}@TW4nO!34dEOxSUR2-l{MX{tYUlWMBO7j#38HJ^f38h79; zlf_k5zAI=)g?3?V@0;L8)yzdDDs6Ovz>7~b^Ai~`h$l+Nu8q3nS2otzd-nS`&|gPSxEk>` z&N7eQY-1Kx2rkc$DP}h!8m-u_Cdb&>z^DL^s{*k$t;a~M{pSbew3l^COx$;9_Fao) z`x~0RH&}l8)P_V9$DDk)_x0Fetvv1`q2Wegq@<+k?drK4p7!MPt-S{5OZZQ}1-4zl z!Q@;Yz23c%SvRp+j&Uw?8G-AC{PF(=Ugu_1r0Gx2w4`&ep{k1>dooZ?vak)Ou^|cN zJJ9dkOC4j&2~r<-*p_Bf!0`29tkaYsYn?=kxUFi*mBB-8U3+s*BOdO0V=~#XLOGvo zYk%Yj%by}f!6`Ff-@i|6!R{>q-o$1M<5#`qnZvt&TeTIi?`0ns*X`}?0PlDN@hYrq zzLw*0Lra2qhTQGT0N12oROCPS?zePiz$8(y(AM#X^}zI4yCruZhF@_wgJ*(C4LO}w z7a+UyhyDaxC&QDS;j(kA2Th&kL%hC2mePBIxE-nUX1anQ#kRl7NTRkG`ye#I*3`DV zl72k`*=vWNnszN){A&vIXRu#lmuinWA-|k&@cL`$%A3F1eVc?88L@y#K%C|Ry2p2FDYaAyOgwho7wwh*!$BUitt_6m^$WHyYmZ=8~}2DKXzm1u?RLh`WjkYd~TM%3ci_eF7TfpS|k9y&+(^s z-bZ<6i`Kb|v@r%N@A3HCSaI_8fH4zmZIG^rRc-v*Xo?rMu5R41+CLp(PUICibeu$43)aH36qm7j$JEDLMt$ z5~oReozNXct9rr*> zjf|V>RfKu?t1KtsJVjHWy^EirKS^BesnS6XXZRZK&nIn!n50V%0;bkkZlhWOVbXeBM_7H#Rs3;fR z&APP=w`k)FmWdO01Ob)O2V>Lu(PzGF7QXQ&G{aJCxZbz?r~It_Oh9|9`#on)U`Gc> z8M_3IlY1D)>tM3)BuSqiVGQU^s>?bTgx~udW6wAHU7&J?s@?!Wbyg&ckz#S$-x4Eq zvLWY%-)!0K6DdF))-|teA*1iLd-)^uDTnI0Mo%RKcQh9CFuwT@DVofig2-UsafI53 zJ`h*&iF^zH@l8)zXi|uyPHtt_=uUGIufc*1+wBd8gZ_1D*D@Akb&hW7~W4 z_1#p6W>>+LLaU8ZWa^UlQ1Ht#z5tO`Uo1nOT*@N(D)Y*0OtcF}pK7w~xUtrDx&!{L z_eBRRu0q0^J*l_2h~84@d(Fc8t;ZUcIGbX>bTXrq`vkE#pqk(t0JTw<=IR=b|G6Bz zbtoTi98fpTd5r# zf0r~3QzGB`AG;vqDEpEZlrU*R6ON@v@QB7`^wU*SX$j%}+J)&d2&+ z&Gs6<$l|YojEq!^_`W4*Fs82m)U{sxfpzgpt>50+_q7BR7~G{Xxd+D zB(gKe^dE7~4iR<#DNhRZ=M4L1H4|1gEtDs0Ks2?vB!)-t8EOyO=@!Z{F|~K}G3Jh8 zyZ7HTx%y}D&8Q<@s4Z23IUdIwA(GnmCspJ8!VB+|{9)9_YX8PO(X-oMfLL_t&Q|Hj3oLBqD9L;rtAVXfl4a1zG-Bwq2ZNS^6q66|*5Iqgzh1K^ zaycgAAU*&V%H&vS3_?Ug1X;|yKR%v5i3*BF(@(k9$?l~JaMtGAAgtEe>L({krmUQb z`#89GD{d0b%?dtpX4(a$vqdw2;i6jGNyqVVUTb~@nD_Lav>OVc*OOh>kt zSjMx0WYLi|PsJ%PDxf@u4RUc#H)kB)1}hVj;As$FBG`Ax+C|O`ZHnG6}r6k^?#JunT zQMXg2yl~T(XlspV3qw3lb1JbmH=lo=Qrv&_*E06RSr9*id;9WeyVc`DiZPxw!s3gy zZI&uW>Tk92<6x4x-}PVnGl* zEibU%-afV`4bs;;nMRVZanazRiF@&;{S>M>gDNn2;0}6#G&_*N9#r$2QynAwAbrrd z3a}Iai~8-m#;4BeY2jgm=+G`}JHwJ}(m z{n=m ztav+qWRP6gzUSI|65c))hpvbSRGTRNPp4&0vE@_R)W;29@D~%J_xLiKw(AZ`AR8E`H#c2-|7%*_3-c!*vcikz#M~O2JbkxbL>sI~ zWfsXsN-1@nIJjYBz@%Q12uz@YPH-%d+u2SavS{5h4@|DMBgNXAKGme`w-WW3Tm;)H z7sdrUPVow(@Pt4aQWF&BI$hcLCZS=O-ebm(L$9aox>2(F&ZtO@cP(DHU1|Hwrz4?X zm3kI5YA+6=SK1OywB&TraJC*qVEK7UvHW;a2-Un`vBaf*0E%DX3&oyIE0H1BRykAf@ zJ~Gt7n5$v}y{OK`kJM&EP#Ev#JW7sqD1} z*a>oz=#IG3JA>+5ypUB^)VGlEB)+P|pY#@1Dv%~u!(ve0p|(PxJQfLh1Mry4rX+Lk;}?ZV~D(AJi> z6I@i+%He2(&q5)giC$AYJ@Cw3Q)0s{5MT+%Jy{}DOrv@$$t%hvT{~V;y4g1xU*$2R z!L7O!4t*5k7*PU<@6VA}Nb(nL+>-X!X6P_PYM+a81=-KB_>M>*67~V%0O)=QA`KCZ zp=LN%(=jc?YWX`$hW1G2%*h)K=bj+2-j&*1A*CymSF@9dSB0u+PIVuSk;Tw(?nN5iZ5Q$U z{NEfKaz;NDvE;c-|5bDg5YKwxDpPP{!1jGslk4w4X+zlHCc-_s#yMY1Lx|ai0-k_9 z5uI(dZ`TR=kcmwRf@AT}mT;risutNKFVrT9xH^wo3JaJdciZ72MsmOr!Oca%LJ=YL z*p|_sHEz~zfOvs`E+7yng2l+07`^X6=sL5gk2k*w3SGHfG|$oWLA10@=!%rAcmN%8 zYk#8+y?u#B6F`1S=qI^iQxI(Z9nkPXcNbVd4u6ku*X%)aI;m4ZcZ1u)B5Q9GD!1WK zS-Za56#nxAbRUhDnMG(~m=kCi7})Y*Ne_+AYA}~a-7x|`s(H2j?i0Yo;(jxC2*-w0 z$eGMD*Vi|Ya;4(N^K9b-*2w6vnL+`5lf5B@t1ZvbvyB9tEWdL+E;8qyzS5O zdhox}0B4x4TdQJe&Xl^!HIqqzKmMYPMP>OMN1ksq>P)ytMG-iY3qY3qL{;b%BggvV z|7QAl)x8iGJLfbvQI%t)z_gbjkkaS^o688ENq8zLJpSuW>ct2pgNmzcgUkU23sp}w zZgRq7Fr4ttl*TjfZ>EKIr{O!i09x+Jx+_DIk1N>%8o>Wz1_tKYw6IDkQE&?x?vaIH zqe=Xv488*)Y&v-FmNB z0_X9Hdo+uOd8vYge##M~NW>Pzv#JeCNpGpGVi)+oc01FpbqfQ~q%KlW0DAw()*son zf78ll3Jkl@DD-T4w;M?Re}%wBdQ#Z)2J&U{zd4Cduc|F=Cxw~zl!c-l#HDO#Z|Xr4 zlMiy#k9bYtYfy=UYsrk%j1<3a!OTA!eMN;q3TC?pOu`T}K^`Vl9LllNpVzqc+6m!{ zHQZWmb}F9{=0*^Eqh?<4pGVn_7xlmW-5r5JR6cR*#D;UvXoWyb`y0x(ou&2-3wMF$ z357ZECqzTrH-eI9I`r9-JLdkcK;W{~yZ!?6A&ZrGTfO0KSIzq3%6Pe(^g3c*G1$-F z$}Z`4P9?Gzh-dDlrb^kYa`DazqMU_i8mN#nA=D=>u*oFueD zRzI6!tTSxHI-@bi7ubQ|(@6Due{et=hEyync;6D?|T6FYP9{fCS?={(52q$Sw#};LR76^WV)cIyW)m)D{c&j{0h1 zqgseztwK49I5XYatff1_&1&=fi$6}?fviYTn|k8=vw3Z>m0!U%Q@w=uCNOTke&eL` z#mai*4QL-bgUqoBCd4ATY?KU%eL||5uXqUDr*RbEleoFN*l@xc)MaS4F#z8%#1a8) zwz=6|M69_=hri__m)Yo}wg6lqBLfdfAWAR&vg~gK+_)c?@Tk$a&^L6p-1)YaV%oQJ z-D0I+yK4;)YE7G|1&YtMIG(+cdInO+bm(1l-I@stoPs!aqio0ji#Tjcy20u(H0aN= zVUq@|TwWNNmiOYq+HGgq0kO$BYRIV@}D1YXS7ON zIf3pRR6eN>qQ+M*q`s-*OtQqj6l1}%V$F!2rO9?;@i%Wjspi^wok$t5yOmQHFVN%~L7vr-h-ZB!0)Jjux>#2reAKqT&?RMb5hgt_9NTm)rRbG&I)njMuYmnIh*xzmKjDW>6dQ5a z%;CLjiN#ZK;mRT`R58D1GjfX~=z?hJ^IoNd=HaN2Gk-+T2RBF0?I0wms?nes`@}&F zR+e~AHHVI@qxbuAuaTF=Tb2I`D8e|36cod!i-61kGkU+ecnH}et1rn5vqX`=U1LTe=bbo>V{E!*)Y{#z$SvsSm4NR2QgCv94^6FF=au;EfmWI z#EPvv@fdkNb{7sa~s71KD6FP1`xC9q+6w$qY|^&7KV^U zsU#U3NWcbQy+WrWy8|cV7YeLa-n%UjE}Y~Rn6A09OT!)Q0}FLryrLWMA8VTQ=hdF& zr>l{>vkRw zMjt`6*$LW%*~jr50-+1KV?`jztd#g%-3(%a*tA<7H!7mhtqco252 z)C@6(oR+{kacrEA%kICKv*jxT1E0IipFGB!thl7gR`c%LW=Fr;UNu~c$R@&wq7?|Y zId37up|4ubV~j(7n$YtnrfSDTlbyK~@QYf@ zWm3!z#-Xx~fLgy$@$6z`5ux>eoeXFomp=p8yzb`o4aMW#8~c(S$2! z9^! zSmZn7%6T^0K^Rk>(>TSjPJlX)m7g5VK0>#xQ+6}<5xU%cK)$O@gTB9P)^A`AgHjHI zs5n-&GVi9YzE$0~vmzz5YzB9JzSg;;pv-?aP5V5IToo}A&6+fWd4^sc?;laf!u-qe zgcF1pHDxbKUkUc1=u(=)oI7nPBiFk|P~9W+5fq^eRX56^JE;Qo=SHEMt=+{~#L8+^ z!K2NWkMpaC*DE-t*5DEAh4^_*miw;$;98fJflRt}_yNVgk5rW{Zp-8HY!95WZNUcfb;;32fGO`xZ%)E|6h>`9Rk86~S{pZ_# zrdjc_&~)fl6YT9~oJ(4oi<7$HBwqUL_xs{h75*NrZX&amu;Df*;S zf}15mvxr=A9lY#YQCS#>$4_50eEK03uZ(}@4p)0_m%I}tdM7-0)UO8$w)`!nr~5ST zr~dY$PG2R&*SFj5^X9+>JB}Lj((EJU;}3RmQ=@}pjVA5Ji~jjx!D)iqs2?aBj`HQV z*_VCDX2hvPTG3P+;M3WA-r)L0nU@FNnQhyTSPH;U>eO%oT`JW0qrZd3AW!)x#DHV| zE^J07y;9T#MGg)+OcdstB)trS7l{Fr;C@({oQ?xemwcd#xKe#q_vw$eC+ZMl&g8n? zpRxB%iW(&gU~{OM_o7#ZS1n^UxRW-}mj(tyU;h5VJ|}idYhy6^gUkyNbMXZ!uqF@_xYzDsi;fPade5oV63(}%6mw5Y9Wn_vM? zj{qOiRwR`PCUEgpQL%3Gk1N-2Z=}os^DWJufp_}L>FPQk<4-h*yN4Xh%gAZc1(pDg z;lFwB8NXcv$jc^3ATR1)Kp~7vm8CU9t+c5XET!lJ{p(KS`+?HFGip2gk!^%JPzjxu zG@idB!o80Z)W@GK^$A^PF`_KbPAgdpy^L6=58b*NkArSRgPI5M+j8Y*k#NYw)Do*7 zEuTGTZKwYUyPVVb;duWH1WD03cSPEx38_s9vG@jMvfEm-Sl1mer&G`QGwGKukbAaU zEJ$9%w?V;DnW6P=*mvi!gqNfr$uUc`zH1&TTNoJSI*E-4*pp^H=sMkPSZ{3>Rbak( ztNM##cH}KLYtD?#AaieyI9w}U)f*`f^A#x@KSTc@wA9&u#jj82L|gUuM*%Vett35O z+m%9c4_suXRZx}~!>aVM={RM+PH+9 zeVi`fA9NJ;KS6#;n+-FCtO6x&v;cLZEnBnlI<@PHHc~zsq ze67k>9#z?DnV5K`uiZR=O)0ySP!X^E@1x@~$Hr&v7+{QHjf{fwGAP$I_|bH@eHWxN z!5Ngb%Rbf1u-gHMI9Wv^RtLRSxk8XruW{jMsFv03$Yw7@V``lp`8L%Esqf+b)%Zo7 zZujOJXfHsp6u3w$G7#9)`+mEwr&v}b4h4!m|L|v+?zR%mppI($O5e2`X^2%Um0;<> zzHB(_Wnj-=T|hPPe{A~G0kyy#Z_TG^t3aa(NT>sYwZFs~WF*h<%G@7C0cr*9pu(~I z(ts|vyqvs@d*$%y*nOZPFp4uX6;x$6dnQS=owZp!vbYlKG?{0&r+VlETu4KsAWa#b zEy1Dn`P*FdQgtfx!pxk*s_O}P99N2Q^HaxU? zItJXS1`Q)g0c5t&y$f1>tTq?;EB5qk@d9#58y3_&k|dDmo)o4#=h93@39jjzJT6sS z3=qlL`slG6e>0V59>;J<{e54Ec@~?8)}C&9JiXGZ8TitTbV199st-EXYnNo1?kT>t z_4J-OV8B4REX*Al)G=ZhbxU7BiW(VY9hq{mhP)*_*Y%%5#Jfi>TUt8qDgY=2IhT^bK#y+F!z*A$rZo*T$>s(*gC$gQ;rK!^`k1bLkVe%cU0PqcbP8HK$J zM9zfaQ+T08C|I-mc$dH0G9zvii;6Wntd$LEMoOHkKjq!7%rozSJPyBwWK`r?Zk&Bt z^hwn@?M;w+K?j0Lnkk=smA_X)0G;%H&vvP$Y1zOvZQpV(}@zMZscQkpxyn$O2bnQ-w#{EkrrR;Ex+h)d^Zxl^ziau&cBKbtkbI^E)67^J)MkBLqDSd{ ztjMc#vkp>hL*(slHg7SoUm2qw8Bn4 zPK-WYz&D^zUbwOrdB1vaHLv-^n$DpB5#sv=TjhdlH*nSQV1Jp=1`4&`O*rF~W$U(u z_{OngzuU(`wvl0@YO5ITQv9p0dIw9cG}}+L>^Pl})R`NMwk0)KAF&bAa)F1vu?BtH z-MLh+qdFh`0P-DVV&hCDXN~y{gj^mxY5TmD`*C7fcBlmHFKK9lAuAVds|s#yD&{wh zCR@c+klR9@uM^YN;pzNmwf)4f7j!u=Lg#_^u$I{Vaqyq4rK4SwhPIy}KD?y>ils;0 z?9$5ypIVXSXGl3e8V6fsqnFlEthTMNlu zama89LvPTvMi%dP8$Ui&vJ~dM;=7A4Cay~s3VvDOGjb9RpJF``2-%}+Cbi|8eYOgS z#Vl3(Z1lt;%2&~e@1$Vd>8&@Ql?+;VU?=o>zk)%W`jF44MulT4|e9(Jl|8V{k&~ALo@ZvzDdo5C0D9Iu_QJ} zA5e!sKT(kbI^y$QcSN$CCZk)M>F}=YdaLYAGfVDzOc&4QB_8S5G6vMI~{2a=_zj z^v`ACAxe@Y=qSVs&WPsPmZBR3+OM_K|NLMf_{Q>weWzXIEcz=yYYR&2wO_X%6X%?} zu3dyFt#>4r8dLYKg1 zFRvj7RgU*FPF#mNkjO2>Fu0KA1XVf4UOKIKy|%AUSafp7ZoOBseB+}?Sv|6a{Q#7_ z-Hsq#E--T$06IxE-;sXWL#6i7)mD%y`RV_)=w?ydtu9zToKX4*M7L}WTdVLcByRRy zPjFv=ZK?T3aF8~X!Y~LJa=NnFt5gmGB5~cvpq4Q zlfQLo6m(m6wP~z7EqCPcvT-2b!;3D~QNXoP`k}OQ~cnrIuF42Kji+%flSBU&+0P=<4$8E3?PDG&hMTzZE z5C0p(mvfx&=LVo?LRMvQS)$&&--LjsY(2lRDueh_k1iOS$8BSdX=( zH?t1<6%$ZsOf&7>vQp}l7pwAo&RSBC)9}1Z;{70@NgA}*2eT$Y+Xe@jeMjUatbdSf zmVDR@EJV(C>qV3E9&@bW6Bj4tFH1B*+yf={*GUBWT;tB#z z+if{JXd99pl%Gkjh$4w2FlEjCw|HOW0yCup0pj`0;pYdC#@=9*#q(mDGS+ldeT8Gc2JMT>2SXunGAl1==1~DP}3fQDKYwuSvu9F^;U6`Mjs~3qUt-k(Vi8G%b++=6U0GzkZo*Lm#Nl z!P51or7un8JB&_C3}`LNa6d%J3kUNA?5IH(v??lro8ImE#R{Q&awpD;jEGukAKhN) z`s^NkW<4n{I8wa-Q((8XD5%4Izv|jVYDFsd2xH>r;U9GzcDgxmkypJU%-cpBV#9ED zn>d)Zm^vx30-QmztV7YBe9tSWRtmxTlsVhdr!Pyyk}D+a^E@!U_pwCGSJrM{zm`L!sAr(BAX z&+tOKPCAju(U~NJ#bbJFY^dF>2hz2Nw*+6$l3Wkp|2Q!%PWbA&3G)dm*D{H2Pi%4= z?27WzR-LAj+Pi&MWGAZEj%dY*=ii;X5pN<+*;7A97n$s(M*iB~qL>Sw% zC3(Z}&h$64cYsO(eP6eAwC{V8Gmgq8JP?$POqb zUQsi3V~&cxV+IXqW0jwMea&LvFG1hRwPA2RJveK?!O{rcs3FL%?M7}oMffk2ty`pZ z@Bq$EgL?}W9zbi+wBcG1wHjShqd9&DDm8p&bF1-!(Ior)eEMcle42`JRsEODlB6xz z(m%9(amG72vPaFk-Mlg&Sm8D3D3OyE- ze$9;c!0k?A=7}H%(mbH-MYhcv@=m4_Ga~fiajfOo1YAI$ptx|E6ulbLk^N7NcrUpN&LoX}1Edmh73jb?NSx);qpQ-bxdwGZZy`ZM!8w5X@ zuf*!R`L%(KrfK|lb9%Fvd#E^Ue9rPL0#GRPY4MxW(}mbhCA(kk2oFe4SjxRPeEP0w zzlx1jRy1e9G0LNm>-NddlbBmAgyE;Imx!-q26xSJYV|^9BjNdtZ^OVUXW4<)n3|8b zgUa{ZQKc6r^Ejn;4Le3qs7ed71BRHs4S%i#H4ALLT#Rl6UWNujw_^h%R>OSK-BN23S4vUSP_Yc z>S}L3x$oDk%!V$r`O_NPx_ zD7idKhui+I7{}j$PPBK;2ly?~`O5*DMP66O8>(u%zI(5k)(MC}&KmTe9~hOgoe(?0 zqy^f|R=uVCzU{=~KGbMi(e7~Ea5if*y)*dpuQ~%V=!f4RXm-d<=HZ>vV4h(|Ty?(C44)pZ!r)HX zFDz278S0SiS0P?@>dGN>xa$+xl?!@L9&$`gtan0JyUe!Yb>Y7XVPxILnr^GT$?#O| z<6lJ8yQRJmpaL-dyW#dUrDYZtFoakEe?s~F{4TP&PJ6j?9uGVrjnkzS*2M(mrmyghc;(;6Q7|S|>#-f4w^_gX>$h_p>0smcAz_tM+yV zqI_UE&`BtHBg(j0P$SmdEEz8mhau_7f5oRD+YPR1iB*uzlk79I;v(Rgpk+;w`9#%k zF|sIl*+ueMirEL;o^8>DBvF|q9cYE;kQ39iC2wDrxUiiN*B$f&dkjuyV*)$vn@`;|m3OupXKA~AL<=e0RjWe7&c!ro?yBcD zd>dp@FGGG5x+90AcX6}t8Hg~X{}FjGAl{|w60ia>DuF{ z&{3{H4qYpMF_@3RJ2&3}w?`<}YOdlkbvVZDEUw_^R9-RqpC5u6Taa_xQ*X;GDyRZ^ zOj*EIbw~+_pJv^1k~A}}{_R7+$(qT0S;l}>0jvH(ps8VV()+}Vu3?mH!n-av^)s_Q z)H}wgRSyX;mLUoH?oO{48{aFhBgh6x*x+&wsWTV%YPN(ZK1ftEqOQSJMj`I;1G+f` zIu#09FSQVY-H$e1OrGLNd#=PX;;xHGYER6XY5Bli;n_&lUo$5pCd1!t7m=OArQ%_y z`EKmWUV7^CGhIdhPrjz)Y(lAhvgd$Ks`pWiM85#&DHexy^ApeccPuOwjx7?mgBagY z2P{SstFKJ-Tm;O!3+$$z7*_+=b4gw&d!5I}I|p?zdyDz|fB?P5h(2@hCL%2LZF^R| zeEc!5LHf*1>OIRa6*T~>b+GD1uU7(3B~W<-bOrh*!s9mikWQc}P?om$!Gqlo{2#s# zy4+go5555xv@4!KKk2y4^{veo z_+GggGW84@D$WTBtncCzNhYQ zQT%3K&~r(c4r}#4jtQ(XgQ!|BQ;gzF-4X+p-cD=K-HTq3Saqq-QLJ$}O4)%(`K*^r z#W+U+XREtUe9~LXd$ySCr$)f1|8nrp*z^9PCp_~srq2VZxtkiP$xXAN6(L>`7W$Tz zF06q=4D2!lC_Y`#XC}RlN*vfIdA=XXD2XvuJ6BGeq-2J{VO@lUl$!&{jGHHG7Lxar zoNmrNBCZH37%2AMSMMM+K1Nwv8Ca35uQ!pueNnvkvWREIAuo_iq&i@LwBL_*Sw}*a z;Cfiiesq`a;K8H>6;`~8j+`MJ^kuI=sT6%6^R^fj%V=$kw=I)6^JSh%>(n=9FrrH8 z_j|rcFklgS@J(z&-HKT_KYak~s(nGOII^c+8dORch4#nQha7w!eMnd-w&Qpw4Lv88 zNN`jq9er3?$=L*~X~Uy{Ojsa^(1TM?JD|mh%Fr9Vm%cJMYP|p}e(~qfbs`e+pNQIHq!C zf54hZ4lAW0me>WM*z2)$hV65t|mVLCSm@XZGc+r{ua~z|5$qKxF+B4f86)Wf)}EM zfPkpPKyo@#@-01JLl~nGX&BuNACXQs%8im545Uk1M>CqyIZC>_{O$dH{H}j?|F`YB z&wZbBo%4(ZMK^AB;0WiF^$#9EEeiER&P|eRj{RvcNx%&ReZzzcVc-1JAKIy01JG!Y z<4qWT=ZhpWXI{SCPRI$7Da?EAxtL@bsTSn}2(#Sw1(^j;g?~I#+}EV4wup7>9BLLl z2ZU?Mi5LcgBvvAL6w>5)X*&f>Cu^cPQ?CF&BFIHS1y?_AyT ztL7(GzDXE5K*TSpt**3hc!`orU?Sc$cQ<6vvoU96VAWJ zbxu7~Zld2AmUtbRqN2z+SNR4^Jt~LX!S?QkhI1RN1)|^Nl~4)fSY&pm7n&q-aHt|e zyI28nDm8cub7fUtj<xdE!0PY$h@&9s8v;b5n+ccN?jWK z0?ZbfjV2QSpwrB}w9Db%BaaCCEkT7SV$W57h*F{I=$s*__`f6W=LP00;e6FrxQ|Eo zHE|%#rEtTvg7)ZJE~&D>2GlScRpB)>8fK2pDs%^pUuz&5SU3JDI$Azq@p~`X!+*dT z{psVt#u0t7saM?O_Sa?8_8^v0>uIrTDqz6T4j-xFEk)fDQ{chEleA(4M z>`E#{-_{!Y=S9I|7J8Gc8S0>)qtsB=$cDZ+z)ONw2PEvDtv&EEThi`~_D#v~qKAYn z1T}80Pyk#^Zk}jg%1ee?dNa3Yr{LGa;~5^5T#a^hRfp9VI9o-~C2$B$OwR@7)z!~X ze;Q*k%dtxGAMx)~c$sQ-i41EVZ1RqRr(PN0%Eo7TQ%!}H-OqmF{lW7glll{^SE*u= z=#PL_iW7!@o4LJanJ=>$R|w<%E||tUwq>3Ds+~0TebgS6O8v=P#>}am1#6x3+X{+M zrG9E^3x62Qv=9^$PDt__QbE26DJ-AKN1zvucbMY<51c4y1+~lmoQBf zkplMW$0801iSIBZw?1NhHf`XX3x>k3;9P}lGPr9OkNtTvH_FDf?qMU(`~)&7^Y+|J zchtRo)A-wo!yZ=*k)R!%Xy_8>vJsJ>fbOhflO8aoZ}M&iE1d}#!3@C_9;W*t+oWxg z*$E0T+nYbJv&4M?0#3l^g^V{7awFt6`;odkS(YwtAapW1$g({hY9LS{38XhT6g^L^ z04~S<=qY@^q>S=H;4$>Qe^0#7Ge_xnA%v$krUb9ZYPjH`r&g96JmADHhNR=mh zYUg9-;$H+4{_dKX7hGb>+bo!#<#U+;r-K7gY4w!4>})Qv7`}W=PX{j}gk*E59CO2s zdkzh^S38vOLN_sYD4Eh}U(joIH-OJ+b{jypOSuIKMLyQ++{#ZF{mj@@6?fISb7g#j z6U)%vX@|1WLNlV)*vLKM>&cdpsB@(5NErl;s7+jnGPqUDTfvy+Y^Wp;BgSka>TT+= z^qM3lUE^BeWKC_ZORcrQ*GHhyD$V|MxONk-z6zJ8MDEaTkEdq#;L^Z}?OuT0yWl(w z-#JKF6V1P(aX_or{zZNo#4JY-ly?bwMpRxt@R8?1NylV9REkhE(l*9i6A<16ZN$LO zwSuPDEvRjh^*Nd>w}C6ICW`=^B`x5{QbdnBGXLI5Al++XH*R494Mn1h)1;bYc|2*W zrh23x`Mk%(5$VCZqFQQ#9`+aMGlH5OsjbMl^Bf7i(=6rSyrqIMM&Bqy60Jz|*~&Zo z3u?+(+XRlXE!N*L-QR=RvwcYBqWgfYdhCmboGR=6K@tYbnHi4=4LvzHGL8Az@>L z@e*>7O2^x!3K-Y-qra+IXr)A>#w1AJ#xR$cqu$Y*oy3A_>7LmtJOlfq4pO^A-M&oS z4y2yw{M5S;n)AHj%luKl#7E~T8@973k0rZ$)6)f4^jtDl9J{oH=KfBc(AMN9EtP8W zgqT~YXRq}(Ykt;iF9Cw`{MeIUghr-IVro_bg-y|x0|Hs}&4;4F|6FAKx>PC(zT2#N zxay3r=9?$jX`Z4HY|?eYupD7_3-jB(vKfgp$2XO!^%AQpmAN0SQ3E^{A%E|DU!O85 zwiZqC(T<^;70PoMhZDnif)~9_&xBi$*UE(F2U;sY+DxC^Zrt&!eA#?hpXS~p!nhVW zv#B$`cydoAoce~r;!s6HRE{8+)Sxl6>#WIMngH36I`_5d)hYJJ4Lcxabx z`j%((9Mc4}CHDGEuT}QBJj?aZ_t8Ujo&nusM}_I71>;!t;x#+j{7M!QmSqrq{nL}(=vPCM6}GUI zjBf{s+DbOD$G9#QE9R1|sQ0hg(?Qvb-SP@sjEweesFGZeKs0W6EI2#|u1C#}f$O33 z%z9YB!AReC8GkNV21{S=Lc}+<$9nK6=}!)-gzMc0t?2jin>x4G%q@TKY&tTj{m|qN zT<-gF#7Lby)RN4HC{LHUnF7-= zwbNN$g^ z(%(Cu0TxF*YvKx}DHkUvHV0d#!&Gaoj=Vv^)#A65&b$u{|+W3@5t3AI#wJ1q{%uQMqfS;z%3oFSxuXaw&^8A{d@eYh|J=NPev5FYkmRM zl!g|MmgN#hV{D8wN7u)c&5cHuTgm+(HBakX(|y49?rhLuZP^+?_xHAqTAHV}zfAtS z7ezfqO2-DJQy7U>tVe=+e2hoHUH}EbD)j#6E6r&+n}S5Okl4TctrbmGuiRn<3FNEP*15243Lh`+o@mIuj+uV#gur;ITXGpKGZ&vOiJP&C#YfZ{E) zLq%wMy5(NC(oc=P3lI>i4csk@ta&=R8X=UK|F+cr`qhli51i@uzjsotszPw&R?!V_ zabJILSW1={pCo_c-#c9e-_lmQbpjc1C{#w0cjCF=ed+UnZ&{+&9vRXUbzh5MRtNGW zi0!^+4~gc0y6>7+)s^na>j0xu){n3`#t}@w#y(3)=Ww8Gi`7}ieuy7+68$KpKF1sT zeOZ|vA*`XR5Bpm)ZT!Dt0XU+Q6_b~wfMg;pDBO@dTiF&K_(*&%Jo-^uvnm}N!mvP!-*3&h2jsq;Mw(~0o0SaYuZb0{swE)X>P2rF_*8zAws?}Tn_rpt;60|-_X(;|OW z-G{y?B11z>?9`7~ZjBg(BDL0J(XF7cv0J5M))5!y;&PmQ4ARfAbF$g3MXB)tl)*Rl zXZNh>m+it#|EkbW`ycNbCkkf24gYq|;4cMJ@xE*zVZLDh%rgihT6YS2iSU7yr>zPC zEqoDcj=)8SkIw!J-Dea%JK zTXWmoq+9DTA8R&ywd|x17qyOZ#Aw(ELdjqA7E;i|phr#+VAErrUM4k2!ew-kl8n?~ zH~gJ?sxEvCS8}ZW^)yZ0=r%ZnckCM3fgT>u73v36o~y1hcCJ_ZF)1F53}6dP#*s&_ zLe5q9V?Sk8F`dnL`LXyP^0=1#7BP>*biiq-Oh*(MHzgrO?VS!{3hi7 zqs3B$yP?kK@AmZgZp0hDly#_(tiC$_?#1Ya>|TgamFW^6kJQ-BpWBBu)9;RXq&cHQ zueIJ82TAr}Ha?C;p8`M5%J1_5uW@2VXHoNuH*A(H{#1I+E-{+5? zuy-NM)mXcO-+=KtV+!^-23kx zfsaK*-{&G@YXq^DBV|NsuZbGRSTK^?%KPZ)2;?;hSN6d5L-BP#%hCLwuov>?oDZ}` z;k&{b#4xyX~0y_ zpn9s#t%X`(h8#-FenT$x`X_RSA2!T9n}VH}@a8Tpcx)I*voWo3pmMjb#oSe-#U9y_ z^JjE0TTaA2yzo*s#uL|OE_(gr^H|(npJLi`1vsY?(segSdHjoXsPbu4#+$~FSt-#H z4Q#UAZfPFPM#PGXp8N%sB#OO^Q{y;MA!4Ymh~03t;k}xANWDjJNZ1nj9B`VF{L{22 zP42Vlv1-fdP?^)ERl$jvN3b0Ip%NQIm(Xj&s%b|iepnBOsi$p>{K2{szn$K38F2|W z(g2>z$^BweS#b3MQ<`*H^q{s;&Q9~_gIW-rX5O$xqd}<(i1u=ys{|ySgD@95m6a6w zBMTf@=yogq-{p&_HRDk6pFPs$MLDTwF=n3eKW$y|OxB8T-2@UX{D?&H%m2mNu&w%~ z*0tOfa;`MwEck(IfCkZih&+S%0@5|iordMBXSNEHttN~fI1t)Lx z)Nx*I(Kl6(^M8d4tvY)XK6}2BgMUm=l%v)gqs1tB}>hwdfu3b z{XKtk9VlksT>*+ODVP`fZ#RACkLO3gW7SQ+#T>F%P#gPyWZL%67sZ+&$4NhZ1<{E+j^P~=gW$V zSHFt01E}N*c-wRjmuZN^N>anHZ(!lpAj)-~Q%UmZf)8)r{;B6Tus5*aLqcghVUC?JRs@j(^`1E5ZBo9|-JKdMjmR&LPXSD|$bTrt zef)a|-4(3PNbZYBNe^B|dXB1`B0mn-tl4^7bZPguehwrP;LQT#bgKB_Wg^gldXr}x zMM)E31B}WA;cP@(zW`tZtxdy{|&fmcgrQ+BwuaTw0ew@**QNXE7T6Mx= z9~laXc1DvLS!+~aN1)@URQr{h(iX0{-DMqn8fFtzUn8@{G++wnRdEePM}p5>^1KI^ zhzm*&4?q`r1V@`5Cc84wKmc1jOYY#;q(l0vay~oLmHwK>3y#-QGsV7I$9l&(3?2b& zN~aZn@7T$X+T3CZ@7Pn^j|7IjS|0kXTaxK+9%3bd^?N(ZUEPctn{K4fKso$<57 z9=0%JXA$27Dmo2P4`ZV=*bfcw8xy|JQ^+RUI2EpcfI7gtjj-FLQ*E@ z!@qy;T)h0!t1yu*8bB>novE_tK6V3_S2jd^)M*TeJQco?62JW2QQdo~J#9k zIUe+W#jPu^=_2-5CH(p1>QlIzgE?%~`<8I6$h=JM>fEU7$f=zm6~?h(cVOj|qukHh zfoMIY2brPyn5+!0+CN3ty+wwHM{%lZMOh;yx1mMZtx*i)t8RJdk4`Hk`EXh7*?^dx zlA*W^9XWY6IQ$T>54_ukbLbmuRcN?@+BUuCD^NeGKvemF861`ZxfY8-8-o>!Xi2Id zxqm+u{~FM9Fy&TJg#AQYzwaF5Zzm{B>n)+w*Q|1_XHTZ(MxKxyMvscGQ>R8>V9T5O zwd{gacOCVzpMY-j3>z#ip)tR~$3c%NNypj-T7TvQ(E&sAv6W+X;QI) zo4lj6n#w=m6t>4F=6vK+8N4h)Ax4uWgX@1gmC4&q4U)mM!Pzgy9K|w3C2FIy-X$7Z z{LWHr@_UY!62o1UDccrgaH(YT6DDqJ1TlHzG_K4?ZlqPF}~4)Y!uMhaocxd4WNO@!^G(4C!G8$UQvJG!G}=3DwV_G zmtwYK+=dobDj}kt^hieKe6p`kK>VpQz24;Zrr>w%U==aJza`6bvQhLhS{7#$zvdSP z5EAD^CRd%?VdOb5mPU|#a@8UzjV$Zi(~~Og)E+(oJ7*A!k8>U-A8Qqv(+&-N07y zWjfnjYF}N|vBca*5L*;L4%;x5Ehf{KOxgB+G-1_8r+b}_Q060D8 zcv#duHq$W@&sIyYx`-O9o^}j6=`OIGIPF>skTY9 z&m70G3aYDL7_`++udWyI;l`>;!xsMD`7IJOqx6zI)i+nqQBlr|F*pgrja>8oere++L!rKA z4<-(?EG}o6?TFb&3pJp{a3j|cIcihTzOm=ntgxNH1XZq1AW&Xdzfmx41?r6Kzu-(f zQoUshiel?+t>?_jQLL%{$aUqIc#IsF8oxaZ4IMX3mIP>S3g%ANz;$z?U-!;{#_D{@ z<~5^jeWx*kQies*e15R8_^hcT_=LUgSDTL`#d)Yp4Y(dA4po|5S_MV>tca2f&2?hFu+X4b|6v6GqCb?y>I?@l?Vt)zxsI1f4hr5?db-1R zJ1Xp|nf_deSHfLbRcM)7ZdXu=e;mpe$Lt{TE&!rcdPb*FH!byAbi3w?R$!#vPDO!l zc5w=Ki-_m@^H}9`-z`sj%lIvyDz-V-1Vo!DO&GUs5Qg>#u6!r_z4M_qVSIsJP_UN` zE)IcMO{6Mx!*r~M3T*hNIwP@+I36l^2$MH!! zhc992zAV%QkFpT8&bcMke3_%uer&|e&8brOiv2CteqT|N&%V8eV&x-*xwvxzc+%H8P)$eYs_`pIi^SrUC@1~7e+hcs&CoKGgpb~5 zNzSxG0hD07Ns2*0?~my%II>HxDz}$a;&ri&+E&>WHLS$s50Sv^WuNT~9U!7}^!_j1 z$>KKXK2eN?A0qEa}6%*Ro~Fr~hnas zB{a27Q`azkUes=%yWm?>B^{VN54>%!gUM+C(xt=a7W$*pw3B~G7ugw-oz+CSxheXc z^R;*tr?WUzpSt_}x2az?kuM$<^QpK=)}}gptH=~1=;tZS-K>hU3g$SKgEgcuW+~+E z3k=hq8fg|;`2D@}Dd63C%0w}bUZXqG8*qF7Cz>U$KZ4jJ?-ZZ{wMorTl9IFw8@-M` zTeA)VQ!VxSwWF$`TGbBy#~D#7rS$aoGwR>2e)K?UdX-2A&kj~Po)n;2x-`2nPH379 z`~0k5Nq|A>$NDCP2ZGLWm6Cx~8CUkiRP0OtLy0-KTwiE*i^^v@7eE`O;fWFShcsFY|8L+apDO>}xMF)k@w|^N8uG z@boA{uqY{W*hQS|UB^*bSe;b_8Z(ytIh*Vz+r4o*An7Gtz?8E|cw#$u8@ID2nOv|T zBABrz44?S*O}BAhwWuV2vuGPz(BIJdyJLQ>Rl#05C$S{YNu=(V=D4cg$SQECRUPHK z8Mvdj30y5+0j}|D31tEgV{7J9bGgTSw{F+{I%|pO4;P2;2G@c^wtH{Hfd^#T6>M;F z%8z9xley*o>an8i%g5o-l+F=IxX4L=H7>!9(bK?l<0zPeJ0Muh;X1YdYa_ZvG7XY@ z2@k>|wBXN+8rY=ksf_;3it=9arCJirwxJJZhdWGz|ILKG{FY>Q$bEr3|D73mz@fge zX7uD`xnBy;J|FEpn(E(meW@Lb?_%s%%d)q%-C?aUYrVGWNO(Y6*h*{{n(89#fH#;R z_gKI2h0O^^nyuPVSMM_YT0QcFyEU9X^iseg`@VWI{J*m%q-3W{CnyVTXju?(V%~9A z>-<&Io6OX%39qHgV%Yz`Ov@~)Tc^909Zb92Tuxq&8Ilj@xU#X!8~95tVCl$q)82`0 zcz7Dd**?4#)-_&t=6RCjMboq0)PfuOe`|Cb5_45^a}adL?z|OOx{D>RRH!Y1dY#Nyu`Rm@d#ZG8L~dmmA&KD)h>BxR?sk0 zTgzN@rq01~x#?YYG9I3JLD~hieM?GF#WMHHF_k7TNI>vahEKR#1Qr zTut9T=oAh+Fscgm@;-wKQet7-1zvA6yCB_(nr^jB!PcZ3>pBZRD%uDCYp^s@$UD1H z`eROYrSfztYLA;_l07HNOFV}>cK8Yqm-#O*7>Bisrq)R{_x%0VuWGLct*UY|!UuOt zc{btD89RuRSSqsuJFCz#w^qk&r-A!BFt{LJ0ZeXt3{I8-S@Kl* zmFtXZwW=nSV#YHcl{Oe3bZV}tpMZh}Ydpr(BPwrlk7ZIi`KF89^(u?4E<70r9j~~@ zh{t8tKZ5V;G>PTJC7RxXZ=@i>4?UTkgS!)fG3vAAFzI~vI9gcQu5k#1gKT`y98W7@ zap`p%Gag-@KQg3t@Upj3zvQoL0L*6n7WA$W)C%gI-+3Eg7%MVgD?S@?j{o?l%RsTk zDEv)ass(zPG>KO_%Zmt$bYiv%?W7MYPn|aMqV&I{k58L6bKDUZh$;J3Q_otf*fPPt z&?0H}6t!PZQIDo=WlKWV2fN;EMJp+HCKYBYH4ke3vT2k6JI;{Y=6--Ed~EemR3x(2 znYI0w?UFs?Da-~<4V#fV@fcM0J94f(Wi4&ox;b_iY*ti*e?edWsKU}X1l*}QOAMRp zvL3%K_(x}2RHk^32sZ^-2#VWOsd<%|{{9Kbv3Np#MJhchSND6=9Z^cNAKL$hq&OCf zde0^8DHz+lwL55cFXq`dW-XaDLCjeCzh0rEN^oMYSely9Z8R}DNzOOn*Q35zP>w$Z zYA^^!ztKzzw-oFVvJ2%DRf^2)l-c53#qwRU8k+aEyVJqt*IdqGX96F^q{>I1N*NNF z(^^0(4TFo1;wqZY@!H#>`d#K{?2N!Kv2@!Olz4B8S;6?ge^G|%belF$2k3!ptUCgx zRT1a^k+_m{v1Af##vYroPHYS4x9qx+`+?Fn`$8UYK|I#OsK)qQiK8kgDM zHK($lA?lkV6!)gStiH95@F1}sy*Cp?i#=^@VI3z%l&+YggrHkIlsmx5eu+u72Uv|7 zxP>fpZE_JW=P5kn#Bzt0Rnjz@)sw%yr)syPpUNz7#w@5Ou(g7L1!Z5)IxfOZmG}%{ zM5(OZLD-e&p|X$(k)MkrSODE9IjOv8pi9`Kcf{Jr-q;y+j%m*SQ%YwF{z5;qZWk7r z?naV;?xv07U$D?r^y{vCjhbsYX2Q2|h>MEOBX{^#zn|3mzu?F&ew>_b6M8k?IQk&V ziCd-KX_zDxnXxff%R*XG-idQ*wZLwZobcxwPQsmPzOC-HE67-xndi{SO@z?5$<`TN z73b3JCJV|oNVf`OT1D8IfPxQ~5T3G=@$HmdD-b3w8}uh={*AYFeqTL0fM=goA;yhY zgvmzYJySW|W=87+`&A$U8B;!F$uj4#x|NV~{Za3RJ~HUnA!Xajg7tJR-KN4vALpqA zY}*MuAWrzbsTIf1AX}dy6v+4*ou$&;b1qZ#`&m>ayB_Wa>ZU&2fg+($}tSi!9O{n67_UK@wuyv7DPldo`r>8 zOLjv751ayL7d#$8FJx6z?CI`sGUHz`;wiV?X&V;I_-kT;@r~v3Jd|B9V^6ymgI0n^ z<^?kKQ6JzY3??UX30i)eRx|9&+1NMLc*?mX1^i8t6MmaP!rxDivGd1#m{efKdI@wp z(7?HZ>RFdb_qG)cfpjm91v#mJ*UFu*5;|iCZO0o`#no|VbmwP}%J*GUdfT+x@sYkJ-xKFP_!==@xM8V0%T5#l|(@dxhkgA zhZv1-JD5=FWIE-})zZvAs%80?FB<0-_AQ+Ou)(>x6&Ny6gL-Qc%Jao&#MTJX?PKuu z1V7M4Z?%t1ovU5#m!ftVs`pYc;|vjJd}B8)-%0m8&$1}#8r)_wJ5%;>jAp-&$6D<} zx8UjSYI#5SnZ9a0&f181A~0%iGCJigU_W5^!A~#~{%U$x!l$iEo5}2%OuzVEqq{b} z(0)2g(TE}zoK)d96T`}w|Fv4EZz`5JCGBu-%BelLNeFb9{`iM2medySAX+O)8~THX z8shEIxjxGJV%Us<#P1F12eZ>1_&1QtKgW%b6_Nvwmv{{aiVIU}ME#aH5oqMCV;>&z zh0fRC$h z+l2R`(turQ@^e!SFiZZoC); z=g)?xew*>`?3<{L{wQWChuf(Soaa=~o&PK)tPVEr^)dKBlPih8V=GFxx1zWd*zd|SQ^U|5`~Sz&Gk zaepq!bW&V4#MF8ELrQ58+tp4OOUW*kKcMt5~7}oDfAjbRG&elGEpogKD<}$$S;)&x1 zfjcs*UW`^T1Q9DF&M%WC7ZzF}Dp%+{Rf>0wXq4y`Dz7tRJqmRKKZ=}iK zKgn)1eZuNf5(j z>ByWepTG^`GvIwJNPe&dX+x3q&%mq=X5AIZq$j>P=lZG5rIIx1 z97gOcOk5~t`cSu7GE_}fvB}KLjgg5Xr_)k-1#KWga-$O=^K%W%(WNv54mvJ`3yNy5 zO$mvmB~Zi)hLWh6Q$n`$;+37IU#!`lsftQayqqF%cCm143-@{ z@jTDAw?%psr5S$kJI~ZsSbN7GN%idsHw}Kh(5t>6eAMI`9HHlC~25={tK7P)_tmv!^+OOb(g?@F>p6W8+A=!kQnXi`1JJOV+ z7_Ud(0}ev%Vx15IPDYfRUY*u1srXO5`=hLk^ZkQWA*$Avp>`*1bv*8})5K$rNY!YM zvu6u+69X5_Squ&+0NLr_cchm>q?M1+In&-}d%y`%vH|C~cNGv0)Bn$zJs_AAT}5&A8R z*7@`FU>rjRSZNsVn&a&WoWk>nU1Q8$4Lvn=5IXaI`<-_sWA?dblv^Lk0dVF^MP^R)+*XVg65rD{@r zs)yIg_Kd}_czFR*7SaJUK2A+Sp!P-*m0K61usSEgU_e@+!SZYTsd!*qMaE2{MF0p% za2Lj}#tFuj?yuvV@N@OJ($z>GBR5LtSAG58Hk=IS*e8x?7{LG#LhK;Lch2V8DdmWAz%X2Xs+U;#ah-aZNlA!yU8lWjBCQWb?~dTv-gB0F5+(6w)qOCosIE*aYj`^7m4W0EBZfuH;#U_vtAUXo0~+bMrr zC!;L_Sm!IGyI=JU(7E*2OQF;`RJ)8FOf@(k8r*fJ;7VjiFD{r#n3k&!YO~Y5$D})l zR?;heEw3+SNh$fd3;l+$k6n)}aMhBPFuB71T(|w-GC^;FhQ7Bj;;&K#?COKYS4NZ+ zca7`JaP$fCgKls1*P-GzT%wS9al9xnTpK}#k-JnT#t*X6x$pwR2xd3zTmbv}}G|{1{tx4V2kGTqE*X~zUBmt?OIM?inSaY({hV7HM>q0rsf14Y%&=V># zvBlaqp&STyMrjJa%;`KURC~_Dq!!vxGdDYlVYCI_+la^BoEJcP-s7Xg)4wpgn5dv3 zbmm~PK(%LFE6L*IMphpch@&W=DxKgB5Uej{R+PK4BOY$vmwwY7oFoH_|_k_rIzMgJIh4#4Dwu7_r_EW0<^*JBw0UnSA}kZ%1e zwX3AeHtX#gz^(#Mc|}KvAg-NDz-{k;8~b9s#GAxiL_TPSTUUb$7OkNx@UTd0$BrS? z+X-feq4gMQ>Z;$gp`LVHbym+htQ`~U847*C4{2Xxs7iYLXrYYy#$om5FRn5A&0IOV zoj*6-1jF;uZj&?2>~yA7X7^GB3{pGdMMS&8gwK+}kE#H=O6pJkX{R$@)cxIK-V2T) zJ+L%={M7YzrwfrJET(*Hk)3U!kS%Ilr7!81D5_%@Zec7K{>?5fCQ*y(r4=~4UB9;;X{L7wZFE%I>a`=H98%*CJ)_0G9i zXGOXLl8fo14sxO1)>!Y<`Qq)Dm-6DT`oX^yj(8BO>By(_+}QkaMv1TAD^mGG)_Z&M zzOh#*Gsour5K`Ozq!V2b{>7mpz|72sOM_#ll4ud&*!oPJu2Z9}u)Zx0XiuK8PMZK% z6Y@f-$cV>#}G#Hlaf7iq2w$1*&2b2 ze6h|IMhwUbpyjhzWUXW=k+Qr;foq}~;1+*H2f-JG zmL4PLcC~+e8Y`?_1$!(x&ed=jWOo?uTSROnttfp+Q59Le6_7&5>Gp`c2NJfpL>+C{ z2>{YoRCKofemRPkfsro#6*h#LniAXBQ=J#dO-rdC@3Fk7zEn^KvRl&EG%pYN7<$CU zU?GxVQ%ybu3vpThh}IHihPAb4pc%}p!efUs#=Q;ZY&u&_HM zqHXz#ZDjAqkeT7|#!Q)5j`bmw6sy@odEaxSIwx~pxX-7~O^{m~h=BoBj#3BlyT$fD zmrPg6WD-!YVKtBg%o&YJdM!Sky>`hcT~;d!SGvJ;iFD zNKpFV{WU{fSRmzEWG@?G_zrz)^bV!l$$MZ8sn-0gvRwm9vyqPkZP$uudq{QGaWtrl z#g4(z&uIY0T$0O>SN@RP#!kjlPiR<0Dh`z{n7w4`svRbYlpwG>8PFTmlOpa@r|WVz zgPm6y0j#dryl4c^!34%EVK}=31c<`g!c(oroIAiVS`kjb}2wNr`Ym5mayW= z@_Rw56PrI}7*`MOQ7oUqf&=VK15}#QCb??hNZ!u#bd#b7#T>2$u-rzm-qNBOShk5@4JZ!ZeYh z6)0??uvY!+B^%%8Q6DUYO@zPLA1Eb@`XyaK(&WiVDf;j{?S3m7{S^J`^a1N1W5{qU z_NOtabDbn2YBfX0Dhm9$S=^BD$bW!pdp#&(KSORL=noz02p{9aq z%~@@9O^@Xa_154Kv?(Q)ypBm|gZvO0u)Y@Q+WGM1lLIuIa zg2|4H%XYmU4?l5f%pB$s#%!s@SUNlZ%sV0{L+YkBQ0*kP( ztC@pI?i%D{&KexY3z2}n)ujiIQjzfOnR!(jp5&tf+cK;PA;~wK!XD?vys7x93${@I zI+ll7ANq%0LY@7O^*6O4drHNz&|H3DSpB?ER}Ag_#jtRz?%op#vOO3-laM?B#Qd6|`?I!whRUq;#d9)2 zJ>RyR=nahjro8;h5p9t3?zw~s+o%SB2Kh7*u5bI_P3>uRGB8U?N?-V$L!^)q1s0pg zN$H<5m*?OiEh0?xp+n!Z{ybXkqSWurgL|e=jNb3<_Q4b3x~?3yoqY!&ohU2@-BuA) zK$q{A4q-{b1GptcKkJM#GIHk%N`39?CRA(3&PdS=^RqI4WNZ+$wz5qP1$plpxyO)m z`bJ^02HMTc+^CktdDZd<2)!ZD_aiww0DuH{=)gj?!R9P1Y)Uw5Zyar?6NF2~CDtrX z=!>so2wC{pBc4SIU{La~GOs4KMt3ipw}-*Orn_&Wq74;50d3dr8*5^JjFs$$t~8M| zpf_HlsmBt0)l5~1;ErK7VzAdHhY1J*nCDBzq2lCZdP;t`CD2Oo{eLW-hd&$a7q?q8 zNQjw4tcbl6v$Y-xv8k%+P$NO9t&7$ui4c3wmIkFm5tOv`LkMEk=s@+U7;W{bwxOza z-@NbV&7Y8ba^L5B?sKl|e&y?sjecggv??jTDlqcgJJ4lNOyz$LIaT8aVxQ{M9*F^N z8cx;cph&^DN^j^tH@bW7Txzkow6(+)52t|#>TUD?;il&*9q?nqY11N>QTpfyZn&a$ zb)9%TMJt^usq&808R-2;W1ngGCvetdz2K3wB;X#U=48ERj915lVC8#v@4}587xR>V zqimSbrB92z=F2pzMDi)Y3)>U_JM+5Zww2JONr{J%4^DQgWE&5Vzd`%GrlprO#i_;x zW|w4)1~6QiOkvCm35bh%Lw=5PH&P@ZcJ9+dB8oQ*wu(WPp3s~Xk=P(VC@7|t3e~%~ z3)!8SyYBUHm?Wdu6m!~%cBM7tWRCD-g_)k;c9bCP0zE)+fl)P&;}Y7DxgJA@lWduPF1c$K~cKKdHf>>_lhc&LXy z^IUsNq>tV=V;QIPc-gi`t=3k-R@~v7zQB*n=`aJI;jWz8OPr75K^um7@V(F!BzRUi zqu#8_LTrl%y4;evFfA$-8&Ve-@Tw=r=9ex*RGopc()fF9Cw12shgPaZWj7e%At!2M zYf(ry1H_<|KJdeDb{R-A`-Hs)6P@D<_WAE-0V18i4!Ar>hVYI`NJ!ZU4#)6YSu`p- zO4aT0j%wVst2^aR}Otsc=s zE0T6g@gZEKX!bDdgeC-7UM8?&W~5J+7rQ%(%(1VO*1B)12?Xy8L+YsuI` z=@{VMT)4*@oEkGy#ST6!B&KJqW)(q2D)PZo)W-MafUntebQM(yF*Wr}SSb+Gm1UpI zcdbV#r#Of`FBjfIL@(B6l6MSb#aZ|>Zcyem7qQZr&p|AknAT~5G(Nk#ZfMCh0&1A5 zSzEE3GvvP@30vLdq-Mnlfu{~&`2podM*4iwX=W1Q^f`?soW6~IF8{~|8mMKiy~Ya? z)4?)LaI6?Rbp*xZPKvpt(72GfbTsX>nrw*jMs`B)@%&;9A0hGVclP`*mrDRP6?FkL zCh#ucEewCt8fz+8m#3BiXjB;*hNOx|kCc_BS`n4Ih1jfxv;hu!b-Gy_M^@d##$6Rg z2xOXWiF}1j+Z9l$ID{ApfM_jQam>&Yyqn7YP*gH3>f&<|+91#(vz#a`AMFMuEm3S! zqp4PTq@`#BB5y+LN9X>6&8b;F^^y4$RR-TOQB09RwK}g`UY^6?(^D}~g^_byWb~&B z5XBjBN-sXOYFts#G3;j{T0}Rj@=ffULBcA7qqlXkZ9+^~F0q$&OvgU&_>)5FB--)8 z4Fpsym99T>IxPV(oN~y2d8v8BL_jX#9p0n)WD*`)z<|iteaQ?JwhI`6$5^f6||b*VRi!O$KzQ+06v@* zWN#Wce#C&rr(z(APBohRS0C9Y+W_cM_w=PS27FQ#3i!wwdJ;&YC{7y8t~Z`qfujv> z1X{5BJ*>u}+tIjy-{UIAN-n~vXf;>og4mWgkCDn$9vG>P7Yp5y1@&TOFjxhk*?J@e zn0jV`;vWx0@SPXB-q&el8>5AhP`zO;={gO5qr{Xp@!DL+m9Gx%DxQ$7y%I2@M=lfS zmeN}H;5X7qc3|3m;zI-mzaByU^Z18_OlX*fuO6@k_%Q$e%f2!8LEc&UG|&SzBP=bU zcu@eFz8b&m*q^{o)%ZX*9i?Mp)#FfBD&mrZbr^z&L{=IoR~U$*tLcFl(E-0bfGFJ1 zjwu73NuhiU>nn|GgjA||y6Gnbj_ApXPBp9j!pZT4a;^h}9O?vc9+(($TN8GRa)nT} z8dPUg#0fDmo(mnxsJJ<-fZ2tuU=oDqT--jM2b{5_`-x#5Lg@2fO5z@4~*UyXDLAxf|dfXqTm;B)OO;pLUz0Ss{g z+N+XH_4I;k%u9!IDy-)GCow{CqVk-u`PFNiT`3$LNC{4}j%8zJ;&-2rU{)hC!m*V6 z>Zvbd$7bC%fYz?o0d&YiCKBQP1!njS_woUZB%TmMfI96UDCg+mgfA1c{!E)5ffHe2 z*-U6%EqmSYf2MG`V4Xl_2I1IqK5)tekl%yX4k_-W#L;kMSZKbst~)iZ28xc9YptHN zmtxnNj37{>t5&*v_us2dD#g?2u#sYRPy9u3T5a>iai?Va3kWhsMqio{k%6G}BceB}_IY1`x3@6zXMj&y~Cb!;A#p9Ifl)z}`*E?S^HVtRoi^$~HNO4Fg%kQ5eMZqPzE(Y*HUqz^yQXzXt z?`$+v7D4?fKqdw+2NIVXLD?u?J%v##zJqeXh*E&Vo#M0(ERL9cc~JyNJynC8ZV^ez zDQGnJh|@r36ru2>Wj$oDPJ*CB%hGDA|_@kp30M0A<6=O1)N6CT;{8QbKMhd_4_M z4Z4vkQ}#Bl*H%?(s{Ef-2tk*<);k9^C&4U~(c>eK-b%64=$WTh5N8v9HS(oVskg z88q*5>Pj1?K)d~;E>S{)oJ(R_9-yOAGEvT3{OLtWn)N5a{r_pGPx$E9vLpLXzz~6| z0tWB=tzcYHfOx%uagnH*$cO7pHhv$P|E#Z(P(cz+lT}G2pnavk_K~xIS<5jgWq8(I z?KFcxNsJOldZKGeLh_QdLx7i?*BKXw9`Wj(VuPnq1saWS?P=?^=G-Ay3L4RQzlmZl zbjLasyfHXFKr?Z;nxKvMfu#3^nA=6=jH>~zfTFETmuEqlh>&TaL5}?ZS~7bQ7UJBW ze}^e68w=sVOB#J54PlAd%Kq{AVjI#OT_|*=4gtxG2W9oN+-vNvU@}IhmYE1af-(#{nzcJoP*T15pRKK_>t3G|VPN=|& zZ`cs3woGWL%^&ko+JOyLq393x#1PH}tZ9C{?fr zWuictJZ)i`@qImRSw!NN+*TQ@!^;~9K6+U#l3@8t3d_RF#NF`k$=Wjd!0K#h;VbXW zr;QY32U=t#@)n~8_5hJZ?+NoLGg%qCh6wr>>pLV>wCYcdpgVxBuE8PqT zm_LrRljR=!7ZsrM8VCUuIC~7RhR15;A*BQ&2MxeeF}cIeMGpt0HWlpil*$;&8g!ir zW}rIA?4`uCp{;oN#-ZGHMW)i!1ViH;KUy{~ilO`z~+@D!@&o9SVZg8AfsrZ z8+z^5juHh$y*y}NU(3FWbchc=j)bR>LndL_aiz8}8-E+>479mq9sFkeMIdI@T*kl? z6PhCxPEVcdKv`HRNE(|H;<#G11qIU2zPbFxscJiZPlW&!(fmn*z4-Q#)4Y1W*Z^3i|~15+DRg(?A~?#d=cvpk*h z^WY_+;DEI)Tdj{mDRD-4J=slATQ>9wyAu^~C%h`!-(*yza@m&xUCz>GDzD>af1u%BoR6#%}ZKa}uc16fv=cOWr@f%5? zS5`zP=1H^4ZiX*kJMM}RQHB&uyfLmknJQ2xmT*-o$LO}p0LWJbI$MHs7Qj53Nq>`af+<1v2T3pVtt-6J&@P_A4b|QF71eD%o0wk0B%qzEogfc%sr2s=ZY(0_bX@U|O7*ASIyFfBNnOtsLS(Dc+|*=>=^=Q% zFq0vxv*1nTe1~L=i$}Jq_ok_3SDkiB!^S1Q194l*FV)R0?JzI0TUOt2)MvIC=xH!#`WerVNodfi~|lx0EyA|1|l zv6Iw{&w1n=hEUC-Z%y*a|LXtc&i1R@K@;p&1kANet0&0pZUv=%d#r#Ac~uhGWa*~B z3zwG{mAI`l{5mc%s5)cNTBG?KVd_oGfJt|~M)y>Lu^k`4NOM3W2+;7?R&LD5*F~*vVUG*Sg&|^4j1>|y#84^wQ$O>}jtN|V zKEU(&R-jglYNbw^&##ZrVd@w8^zMqaF-D#M*#gRH!M_?&ag0TmvpXHe2y_1mi3O-A z-3^~C!6(Nt&duL#HL(M02Q~SfJw5(`{wE0vN!mf?i0FYC2hMbHBtt(hr7EY_C6R?F6)srD)gmWkP{N^`I6lLLKEzcR>crq=m*`bR6?3NUL3%xa{$af&_5Q^DWZ;wkbhL){5 zwdm2q`}21NGmL$6f6|^6MlGcF@9IJOKXuiI>Z@gGLW0|d_H#@>eT6VrT6mmS2dci6 zcFUqXAL29P)WT((+#VM>^$0}fAm-W8S_TkamQR&E94UH5hmgaWr^Xtu!s6iBW^>(K zbhV`NKAU(s#ZSwGo~s{FYr6a@d@4M`rpyc3V1)g zZ_6x*9@@Y5{EtFR`0ctY3i{HnOSv`={G({aw+l7~U`1#(5{bQjL0-7kr5-m>iMA3c z%!rj_?R>ULS1^?FlN!@lGO)ri?D?VOA-HU|+2%5CDsoVh3NVQp!#;!cPF1dD&Fd;QHT=3&S=)fb?5Vs$-57~o1ZHT_2 z{4FKD&bE8?Ii!sGt7Nl2LWw1fW8Yv+C2`nxt6>M$8`eKIs6p)&yAcYAiP6yK z2jgoMuKja=4$rvz3qk?3KQJ^hm(9cJtK`ywM^PZln) z7t*q!atUxeFzDK~>(dly)+dO|8%h(wMo+8q{KloAC>A?^6f;FrS#r5yBByg+t)f>=F%ad-}hflnw1FTx*+nUgur3VMbTYS zyuV~u`k4&4hq-{=Mb?9NAneh?1ryzH@Fv^v zI1zxJfJwp$7YkuiMcKZ9adJ?BfD(;yCtg&*P}9Xd#lMXmj?N9z(~*~|z?tGdI>tP& z0O-q5D@0a3#^cwvVpPZ-m#5QnSoyJe%uSbXGTYvErUijo({W}N`AWgK)NR#{r}{XO zend`4O`GK3V_)Jm-Dee5E}>cusa8UNz*|O2M=QyeAnW{(hE#$)W#zkDMtngV)Uvf2 z{M)@9 z+K?Ma;A``RIyYYb@je@~8oP@trEzpC(FTXx=Pc^kLkQ@$osE=Z40YIaOKgH^b2Y;V z0q~a)kEXB8v&ewfIVS|)XFMh&PmKT!l2aDUuAH|NzwUA@wF93t+50*^D&=|U{Is9g zD7?<*8#1YnD5+nJofnSwF zl63o{@yvdK)eA}kU{dQpQx&LHM;Sz$tWs-9jM=RV60qJZIr3Uc;C@XQ$859LLbr1t zrn8J1e_?vb`u@KMRRrXwe-C$ovpY{%IEpQQ}TYr80&@`8t(r*5~jZoUcX+6^2o znn@%-rTXTzn&cNf;H~j7S-}v&L`9KUSyTCvhc>5|)x@%=I^3@2L^oe|BM=k@?J^AV zohU+a^?SBjJ4*wMskEWY9?^6jAz;4`AmFk3bimMfI0ahFLQ3Iv@XHxWjgqq}aLUDN zF>4(TBMvT;pNYb8nwfE<3;h9Kh!{(OPvK*f^zZ=0EZA{8<5b{a zmu*b1Zv@}Hv`em*ZLYUg_&yzG(I=;~KSUXv;;4PEK_Frp{M^YTUmnwkPW)k8=&j7} z`HV8iy7Kw~f08xkl3CKQRkgjzL(e7llM6`3Qk^>IfYMmqnxR>nRGNMC(X zgZB%K?%~_)RRK-?J(dp2IL97gBq@%x6x7ehaS%&1-L}QTS?5pWH}34A`SYJ4DPisc ztWaAB1N4Y<`>2mFFg5Qj>3U1>z54n^(_PsrZx*G_#r=go*zx|?#y^tLy}{}>abnJV zKik#0V45(XC+@M)gG(~vNjW2D9V)&KXp`e$qI5z+k-vjUoRt8aM9NT4QxH(i)-Z_+ zHiK4G-VK*INH-mS6m)b#cbEp*_s7 zA9WG1(>tzQDDX`-nFutk32As?(Ugm>*^)ehkd5EBXk(MVTi)TkUwd-!TBbdnbRcTt zaxn>q{gq68_UyfjyUm~Nq~Wyr+~LjjWS-0U`@(BS7uUw10{e*j^SiGa1A|}A{b?>O z;7`sV8wTI0w0Ln5J!7?)44CoUm(c@*01b~J!umA@Zv4zlYnQbvcu5LD6;DHQa49|OX4MiNdJ`l zTWLcs1XJ-6J!XI08(0>aV?jzagBuWL=n~O&r6G9Jm2-)b7tIxsP?7BuS@<_<{G+j( zE-nL^&6b>WVbTw=?1u33sS0w?hx-g0E$9uCp%I&$tB+4g5LXjmAb%D<9ocxkjQ68H z^0e{vMK<2v|3gFF4Zl>EN)2hAnz>|b zTq1D*ubDhocNZtefJ^c(GepOx;;NS-`lCxks!s*Bd{P^J4Q-Y=V?UM<*ES)wU50y5VLgU$RFsz_yrKox(z6dD@3 zhyvXc%g%ohvFfOy9}YV8HuKQGCfXq_NfyS+BWT9=>gJqp{BYI?6i53SZ$arCx@M}F z@(1*7AF_TG*zv|A`&{hN^t0rXXmj_JqQv2dTU(=Ch_h&dN3q=EFPyu+n#s-JQj6I= zblHhNji2Bm#ye8RGpoBAie4*T3dZLXCQ^sJ}W$_9ra1=0xPZN2RQ+KK<4g zbe%i?)@NZQEgXA2im1B_+S!2!$S&cAh=D$t16Q%fxx43CM3YrpaRzW=_~9EeuG*13 zfYsZ%cxt4Nx&E3Y5KWMVA`(W-rdU-3T-XNtJ z7{%Qw0;aLzOj%E$1_LqrLg<`)U~+OHkwf{dNwY4dhF_OhI*O z{Y*;*G{IM$I&f!1csDEd+Nw)yTo(G2x>2Fzm_ODwF zHg;uGw~nzMHl{{f4|HIJwP(Ak?um`bipeViOYOy)r^#=2BzjETC}BuwAo5mXWqx2F zn_}@Ymb|cDAr-*QjZ;I&iLb$P_$y~~*%;9N1 zrbY${t;lE0n0oV~L6Ix8hk-x^cLs;%=Z(!w1ZCO7K4*fB8L?hPf|^S4SR7!g=|=zk z0&wsUMjPXx3`Z@14J`FUL{hV@fOJ@j?cg#^cr2T9P5JrCwOUzelr#m}ftoRe^)IkB z%eTJ@E0J5o*Nxkfz|$h2XGLmiMvO+f)v-ieFO~>dN~T8Yk4fli1G+_D?i3mB8H_^8 z!1E7#zE+PdEi$Y(A=@gKzn^!XQ&WF$Ib=#n!h*Jq56W-UydV9hSk_xSXy{95+|yS0 z&cE7yw|A2(0gyx|EM=Y4^~+^`XMxKzn*lzGj=sqKn?BD*Q68pPa z$DKBx^`vH6$m)Au-%PVu8>WQ|ezX1eP$)Of53;Ah+%MZy1AECu?ZJc-O$eJqxuo|c z2W>TEVTm{IqwwlYhGrDb&SD7mm)9ZnvZuIRi*iTFJ(2yS=?u-xr5F6ON42Cwr`QI;@(jtCX%q;uGc%2OZt znmTZV!8l%?4I z!&h-|!{o+`=-ing_xlN_*RC|=zxn6t)`tg{;$?lAi{HUqEKBWNsJx2t8n>9&=2Csu zexLYV_Em}t()eEO*B*5Mdgj-;a2UeTjC0fP+fD)j;wuaTA-rSQQwZDhHV>Ot#zPXgr?2Sx(VSd^bc7sQ|AuB2! zusz7!(Sf>ARl#}+SrR_b6_77ff{ynv3|ImNp9T+kM5~X!UdkeBtQ3l`Hmb5~+0kKS zM0#+-BeE%jf+ZeUBA0?o~8>S3d?9@HZElE8Y z^mz!C!zOCZve0Wo>U_{~V+lzjkO;M-AX-4HUT7cvQ&q?c6hH??y9+QfxnOdGAC@Ad zVUkF8%5rHEJ|Fu%nK+u=?UA(UX+VNv?+fyHgfn+t9)ZE4eZbmJ+ACwkG^sb)1cT@m_8MLh4N|Xi| zzC3untb3SD^Zx9mzHKZS#ZzAvwr$6-d!aRSuR2rqdT*`ONVQkkmb%N42&$~&Fr&$@ zQ{d2ats{Q+!~NN-0^JPBali1K^DPZNag(8xN{g&-4c#D3lgimV%$(SJe5=0W{FI;m zmhu)1ZZ;k9fN-<%E9HAaHO<6^k#o5+VB4gOa6(mZcLQsc_s?h}g9qqvjHdV>xhL3_cQIjuisaYYK)(%E+Q9n(aLmuo& zpuD&cLwSz%Xnuc3=G~-YNoU&9HN>xhbG5GTBc2OS7ae3?`+b<>eP0&+qc>|05}ULc zHof=vSolZc0r|nQ-er05A zEVBD_hkE_iZ=D&kRx5Nq!a(wg&rLcFry++s)`dwXCS|u}{;f*Jo~a8FFiR+(kUbE% zbaa;|k;{_b^wUZlhgogZg*J}LcF9hXt&bguLH#-`R?siMmXs<^tIkh@_UsNtPWuA? zl{M^CZ2eh)D6o1g=TvQ1$FCb=5a_u+2E4H_Rn*rwg-D?kDy7&7+%;Wx7Q8d1A!Tb{ z^iet7zHlI0mb^ix1x(&@cX(&{srH40Pxx>%WXMOPfQm+NTK$!}p;l06IcqE}g*&G2 zgfuJR1hmEN^UDxy1bjSwXl74Q-Rxk^BrJ4ARzcLMN^0cy(13{COmA&7Uty4=*kYzl zyA>b+&Z{T)V1*%k`am?$$S~?o?fkWPM9Q(L9Fg1W*92O>_22<0 z?jWqMhW`O&TPx*)^$1rF7`N>HR>*iQcz*Thq$zx#8vz(LpW};DcDscgE6yiz^bX-1 zlj?$kq|d#CtB@zVuy@tvpBH)8H4E7Le~*2wtP$C(llUmG^K(!4U%g262T4D-E;n`MPHJ}3bi{Lh033#s(h)95qiS_886Oj8d#%!5{reX)~E;xTnHIw+gamc|)Z z{PN zgGAa9Yh78M26?DKxN;wBBB$T7n9w}BK(vVMAqW^^uS2s5tvAwj96D_p#cRO{?9xGs zX@Ugvq>K+!yz+8d7&nUZ0@OST0_cd4^CYSTFyWLf%H!50#ews{3OSC_SV|G@MDQ@) zn;6gnmzLR+!T%6HCbbsne<99-c3JOLR=vNH)BA2xvv;^x@^|(FgO9iNDep29{cJ}o zI=2rqNB@xj*EZ&|eUQhv*X76S@#b69x_`T3@}8rpV)o+dm6Nxx9{Lwp4QcKeTdTPL z68&*HanQ5^5*RPVqu?z|_!(11N@5ZacC{h@zwpNWg1^V=SV;ucFHKrCan9N) zm!oLjl}>Amdna|2_B7n?-SR$=eS84$RsYe;`m--E*Ddw*C$E*%PAZ$Vmq=A3C)Ru9Gt5KBev0VM2)ZZ#a&p<6tqr;syypI@!E{>OB*$JRz%MO z3Y6vR#F+~QcC?XG&vpAt1u};}R}^b#J z*nEHHyhCg_(*MYbcqt`+O#Z=5BIx%OJONV;Kkuk_F+a^ho#uK#MbYhfj*ZfXr)qI)?W=V$o`dw zI^5O!a0tKcBtx>kfPvkgL0ZUA&?P>ijhkonOdh24 z$f>M-)<;69O)=wP7RJ)GbL)C*7^yTW?YzyDMH434zJON^QCTwNTo4_bQ$7~2G_>O% zYyhmmjBJeArprTj^m~LhQc~T&x}U9DRc7|x6_iUwK*@aNh!^UqHMUyg(T=Bbgr)mZ z9*4J1+2E!gH!*7Y%<{uSr)j8e89H>`CFCYgha_!qOJItgm7vAZsu&Lf`136KZNfz$1F+XF<{|e~4>BC}rnMN_RxG!eP`?Z0^0p`2y^|dCC*OXHBz`}b z%P}-nyr!yE$h|1%-aWOhqy3p)ncmeZTRk1cVSW^MidS*4wVFs?9(#GRipTp% z#TN8EIB7)Gx!dc=dIKaQyHoG=APvtlnF@6V#hL^LJ*> zGF{qJ0<&SG>RhI0rJ``iO~Lv(AKcKM-l)S>QV^@PHNAFf`2*7b(kI>YI;%k`1F(_0 zsE4uzwi8N^0Gh_D7ql8FB3F|Mod#nD{Vq;J@yLxcO2k^BpYw9(ebt4_?`0Gz*G?@f_l&#SbM-+2lQ_p>A!x`$) z>l|Dg{P+c|d{ReIxCFC%a-#T~ss1h!LX0L#2AKj8;SLa|*E^RMv?EEjUlJ)VthO&a z)jImj&yLX-y#J_B^MAdnZa4EbgVm;0dR-3zMc26L5N>^)nNNDn*811D8UBoL0d^o)1CH+uc~)_cjvuaj=VLXt#h+sJj^?<%BCGgzA6O>iCS zzH9TEA+rmUeJvj^FX?X%CovCSCfAP_E&Gi!EWRfVWNtq$YxsMNmD`0`J@@25xRkEQ zdPC9sI9H-Kgs7^SA}{8xU8ov8za#Vbi|M+3(xn=aLqN_@$>|rv%SEFzUlcrjtqZmm zLQnSeb00T&QsabQ-<>*Z{JI#vG43T{sArrW42} z`iC!y@#4i&+Rb*C6NJ-@o7HhvUx?s84K};LI5hUlbKzM&Az^Z6ogl9%t0q$DoQV=y z1!bltn3o@r&iK%uE>yk?Wg*h}j8vqCAI$%^;(lBUaJNe?SlPi1apxSzM6&L@zD!I? z0PiVk$UmF8YJ3pobM-!&N%rfJ zt>Njihr@}_{s;$6wvIa<^kU`T*_FTk?*2*YVvgy0OHWO~SaWXH#ZNg2+dt>FY@4?C zWgo@wo1=;rxD}Y~=)ecnU%j)NsxrU7MTu~pz`W?E75*MOeE0X5V8C0e^M8+}3TfY~ zMp=7v0v&H&epOz0$!O=cxoc26XE>a+_)$M7HWV4w%X?Gn@39u^l6~8Go$oSwe4k=F z>>sQ6pWpr=HZ>z7;jX`4|5T_``+I)(HRszF;R=dkVj`?|XRkwf8q)k*%cpB6n+9ie zk{6Y&|M)v6e;R$S#+wmqXve zjgU4QYT;vKAWSeXB?c`%ZT6g)Gl>j5n=Q$G8nDcpOg*dQVLX_9_Y!5p;Bin6JBJoM zO$`cJZj*vW)amQ%sj2rBrN(4}hhB1&l%ar`cZIA>-PQKKpGkxkks#c*TQd~8mJ{y#Msrf-d8CwR_~-A*^Ql^`ICJ#Uc>5bCu6^&< z?BV(oN|mpk)sU*|p14flm0qA-R>-G~_Y!L9KR0_*95rgjXXdn56kp@6lB{w1FG^m? z26M~#*Df_PV$SmcX#8WNkDdzFKY65sb&8$k^>Yw<2U>-B@Wux~6Zt{=)%o4r!vvei zpnv@`hBz*DwNuGJM&b*T*aq7 znRh~n{MylF7g}`0s3<)@6nD)sm&Gx24sXYbXv~R65q%_OmpexlB@%^f$X0r7N(W** zmEzd<7RPab(<&q$k}#4dSVO0fh08Xw9lt`lmcQoBPwW;mWKEzm!egf1B4`+siWt|| zP0_EM@esf(b>XfP9jFz>$7jyapY}OvNzs-vIxQe`jYXn^#lyi-0S0pj)_3z8cHN!+ zCdP_w1ASHDBYJ~HqEOziw={1-C>3;C36U=+#0<0JB1UH`sdmEOWyC_ zB?&_8FZ~Ou+;qRP*pRKz_TrDY{#)47LBFf+OGW&Dk3kOF_8)|r^wu&5lATp=>H3x( zUFP_OP9G>PB&MbIK22UeEWQOgxVa)e z)EitJ+uid5zO{8xJUMps)$G-K>fYQf1YGcubH`e2e}Ix1HGd9OXT0y&8i1ScI1v{e9*|mjvCu@!Uq>9Y>-J7PY%iPa-8wihZ~$yHM=ow3*b~S5!Wt^~zx~i1)nLx%Sj!||zEx>moNTyyZ&cO9TIOBR5u-}z)9u*TTWZnk zt|dp-d4$S8;n1var#iI_&I&b`b>&lUK z8M|I7^d|gK#v=$%bhwCevCXn-vElJ5A)-pq5*UBX={?0j1&=I|5N1a$ zQ9fcd?2l>2FwF~nP_l`!yPS-5@QN`ybqpV8_5w$Jmq|x=N-6*8m`}!VQ-XNr|!7{t(;*+mYT;US! zBkaldt+W$rE8K8Wyl^1%E$CvB`{yHfcjR30f=f-O-=8(7r@l4M*Cu?+4!n9<<53)Q zjm};XE}dq_HOF`%^e|KGk~@!&z$6E+0xPlRtyML-cW`}M`b6A%ym$S6-Fru??|Zi| zx_2P*?v(lco=YuA%z(k$Li5&d>%x~LPRVrLElfD|;v}>{2>msn$lM5Dm*gS+!LF<@ zM>w!j<9!0M1HXeqLSvZ`*)UsDUuwtAxyV@MifBg2+03~&$^X>z)nQ4QcTbl|-Nk90w8!;tCXf?}ib2)CPMyJ=noNDq{un1=g9s^?HWdksnGc+L<2wlpMwx8K5dm=%kU28AyN&Fyl>`UX==e0evAA z@_}E&@&8bC-r;P%eH2%Fi@ir;tG%m6CBzo9_TEL&s@nM>VsEueZLKP?wTReCYqnNP zv=l8Bs%E5b-u#z8a$ULdB z>LNmq=TrXsph$i~;4I#Kk^P~XV11(e>Q$th-`P0wh*&FPuG;<*X<$)n74V+>sT~Xr zXD{_#ne9IKN0OB}G!>us!?|kK%kLvIuFws={ct{~yLh_?ecr3)A-IJHwpNIRY%;T` zmur7Y=p=iLX8JfCa6JJ}{3>i@b-hK{>e-@NC0HCQV#Um6-8T#{F{k=pL!xbO@khaG$wd!4_Vg4q6ecjle2p8067Ov>G zVqU`T=7rC2OQ!A!QvH`_Ssr@Cq4Dh_P`J84v>|s|l7jj}q^bfti#SG-huU0=#X+GE$zE&ntk_5o>CAAI1-|`ZM9S17?MQS!)zByAxzAiV zn%^)biLR>dOx?sOJ$sqsTL}H~!CwU&MHKjpns40Xi%np_ zPkyKF35gEHL5SuF+r#d!MTB9F=CPrVX1HEBBwjN%EhwaU!VAvh_K5rFBDagd8(QkM z(qmlmIfG!iuYbOKCD1b8A5(>W`SI02A0cJrHncx&s@LGqR^L?Qjnj!v!qEVny7H6g zKazMIALSFj_snun2*2f)Pwr~Q!7+-jo^;_Wk+!{IM>_k&om?`07N0zjGcE7aQ?ZUC zc(PVt;%85QNF01NVYq?!CYLR0K?)&FVMBF-Q=$zzmzW%qV@?# zm^#JB1J^W+YtgTUZ{N8F-=y}_LO}JqhJp5%cpA52qefqx0wwS=<8q#Xx1T3Z@49-X zuI?en_oIw^Pk}ob%$P`3bu)7cix)P|l(>M2M3&q0KrfD7eSIE?+r5ONqzb$d^9N`K zPwNZMVP5I2FbrkpXlAtod+jZ7q!!c~d%EYZSdehT&O+|cPX{PjCR^7NP+!2nyzhkM zt?^XRPFgAZQ06`vLt+N+gc|)+T$5E*mG2YP4hJvJz1T|qIL>Irp;w)@&$wp=0rc_m zjeQu_0x!nvrk2-Xr$3wL&)I zuQ{2(qcqwYDLei=&!ejX#{V`m-|8X7IC1|-N+i=Cw)V!v78AE*!(W}pXJ#Bq0h`O0 zyx+HAiErX?es`L+e{m<(fAyGKDkKo67?{^Cf>V`N<}r`)%nfb^hao3ogVvTmh&q6k zpWn->j!T}j|Lj_(CVN*c%-tdD*PXxxRY_GBQ!U4+(pQ?Y*uU^%Ckc{FU91+J( zI)cug%cxEB#!KT9KJ90}^U$73tWi)l(pyaCT26fFk;BK!Ot)>L2e387t#S{F%nWYn%bo3}>6KFa|(GOyY_LvaFy$1+wkOn2KtlWT`CH z#Kl{(B=g%cd8wxwpf%DJT@MLEY&LG9HmsL+J~wex*sF{OTm+pZ6(8PO_IfiVlV)if z1^ji*t^QU)q{m25r1igIginn8%P;cGwwal>bH_y2k8-=g4hyrhUcieFQq{y~pX6=k zZ2Aw|y-s~+lR%qFBaT7IY`OsDsmg-Om6Y5%+0sLuy*Zi4Kgsya`!>e+<4x|%=y}eS zS|2qy?)pZXwQi?M*DrR0f*%iD`OoL&r10_vpqG(ow+=MZH1|ZgEjG&!>&=z@9p9SZi-m9 zawWySpDB*&zJqVByqI}1?{N`C1?e<`vB5$MMEWM6)Vq4(>u@71So`}fS zT&g9M6ez8_AD0wN8ugS&r;dGQGwBvj96(XDD!a!l`6NA4iv?P&OPp$Mun5SuR5xrM zBpL-%kG|(`@!|f}AmZTP5xjEom_bm+{?LC&+rwf_1d(*1$b0ZPgD1s*7_rMilOEfF zoP1&UT_M&TAx$4bwgC;w%@+F(nS>=yw(*Gqs}i{*trFAoN=yXj5-?`&K3mMSwJ7@W z8u?{La;g@^CPltU@%O!awEoT%6oty}h|!ggX-T~g>8+h%fe3qlfRku=I5@vxzC<&EP^=Im7>UY^@0)$c>^4ccm+&3wCBr?BK6kZlln8h7iB$c&N zuPKBp6mI6ROh*GMccyBN*8))GIUNU52i!hSH{!_?pC5pq=YHlF80$o#x+gy`u6A%l zoMyBK)UXyEHjoG031d*S`N_-x0GKbImu*I*ciQoESA`2i1| z#Tz=ab-Ai*c0`rVWi0EB!bkc%O7Z-4&>C z9Ue%yrVCk#K1;>aRZ$xEa;Z=NGL@k72>qxr(>KecZzl+pOIIdd9uY{}U!+|osP?$@ zL2#cyCPL#DkQ51}4iPO?N*W3&7?n;&%#Dw)GtRFmn~pbGnsZaH^CbW1-6Fl;Ej&4& z8Ubcqls|xe>(HTo5uhBEZVqLkNAU2nW>bU7Yh7iL^DH7$#=c2^IWkSj9;m?(T#bxm z3f1$nd}F;m`80W(bZ3eT*-D&YV!@*y@kGiBZ`!Gpcc%jQk#8YKkvv+j{teAuQ>SQS zoo?=&k`IkJg>Dnp^kRuMsZ(>Z$wx%T>zK*-TUj3>2Y zh+Kd?mZ^!JwLL^9bYpM>+E)0pouJpB|Jx%ga|3Mb?XDE~TJB6%s+FrmhOS$uJm??E zB0A4-V>-6AZB^x}{7;p(U|!aQK0&aRfhj;lN6l)G=-2g*GL%~67Vic2uOgQXS(JB=p}j92=#`%&1IJ!IPg$_Dp5Bj1e&uE#>r z)1AB8@MUlo7clz`9>zxz-8?k+Z02b^(j|>$Jm+XzKhrO&3QiV>v_3kDa zU^b+w(<){4RG3nY+o_*! zNJIqAHQ(aE6EE(_6kV8E$=3|?`G#=irm{2bZLUaL94P-%jbKJTY?!$EJaCxTJ`dWa zQdw5DWaB+-!stJe{L)`UKkymwsWqJFkFv0fE)w)#lL7ecgW-r#olBC< zuh{%o_b+I)>?bRy>|Jwb;>K$P`KHzc$A{XMZ5FHgJ#zG*HJ)*d z4qSH4x>ehk2`K;WHm`=KG}(0dzlWG7Zr)+XCn6j1kHl0rQ8fzM&7`WL3I*m>2lA^d zG+p-UWS69?rVV@%^(_;2oq2zlul!NzF-lS^O^iH>eS1CKLAZxzF9l-b4+1|Do6H8U z%aqV%_#`46XmgG4ec@R_Ac0jB3d7V83BOZjDP6+uqfwqk{Pf)elyh zpH6tWO}k+oUp~v3K#DcXex{<28>vDa+Qj9e{*m1K#2!nt!!$v5SMd$QPeEaXwTVlj z+qoU3&-P#NtHIo}+E@3<>#^|)4}$r%Q=0S2k&{2Zd}4GG$X4Wm`1?@24xSse9&s;R zyX~DW`7LyfAr1OQt&yf<>CSN?#RW?mv#}>Xqi5i7$p|!(DiRxO4(Q3EdtRt%Dv_I2 zB1@IHD3OuoM~lzQWEvWFrL;;Kijoh^8sWGj|1H#+N&=xM?uGgbFdAm2qfV@rclLlX zLoHU^l}7lb*u_Cb^GyD}S1eFxdXY>%Cr&=$qZCg`JeM(}CfS&*B~P0q2L;f88$DFa zVNusT+~*{mYBa)~j;DTm;=4S;Gg||hC5_8;^uqeRS&E=Es@nFDz&G4J@o7+BQ?}bZ z34C;2GFx<-{0ZF>KB#=%pIRos5)E5vWEy;Y$|bWfT5~Pt9nCFzEl|*9r(5Di2l<3A z(JB?2DBqmc$P9k>kA%!>O6(23xbybsZ}%5Yl;0LCM3^y44H#WyUaDxRqu(n{$c$_M zBl*g%>Lr!k1~+Iyd$RA#wO*8TKFIm)34gY^PM~7`3|k=fkbY8xI4r`as(;34uV3Iq zx?kD;BPqJ#MLBo{ZutjPeEkxa`^C(q)(AZ;8=6H-zhBp^=B(opB?REj2ST%wa=WPp zSf5pVhZsC*Uai&OWB5n1bUTj4H>=%z9I)Hb&Q&w@IqmFzx_`LcfygQ8QtG`q`(`^Q zDM4=<2OBN=-FI(xgO>Udg0X6)6)Z&wY@;4a?moL`L;FMNOyLi1^rc2q^cvBG-j% z#!8wji{AJh7X@%6iiRU6PYxAyZ-L?XgkemUaVrI<(x0BBTPvBnvSc3}>pYQ@1Q_Aw zM5%0Z)hTlg2O|cvZ)ac%kP^C@Icg&k`lc3b_BYb%uZ4KGz#b)IsW|CVk81UP`E#)O z2sz}p{l+m$KP^&RzuQ|(y_|_GCldyxiUiGL1>`53#WFpX#GATKgEaRE;Q2WpF@}+v zH>7M!e=&X=VgOe@+F2VykQZVH`3+gh%E^u)7 z>Vm-F^g}s}8!2+pNCv^#YmMwdP*@pSq*rXGR!mfx#A5yU>-GYJUz-f3K5KZZ4G z=~9wN)^@MS4Dj6;w^*XAB~9E1f%n3~ktO{4Zhi!{>;|#4IePT(2ku;(Wj(x29cF9XZCRKkm2fhC)qBQ(sr&B}$pRe@h z7k|4&YXd&(txP{OThOya?%gW?_vxr0@1nuUve$oG|5O*{pX;G~Kas!lD{dGkcI6#2 z`Q}9lZAUCIzlQbcT%Y-s_H@OZYL-vmN)Az3nb}L*l~Vaf5-Hfux#e%uXA*K+d@`=0 zNetDUDxtV;st``|+AH91K_Ns@-wm}lkw9Ve2(@`b6~j*y5)VoR)GH0GCZ3M<$9UEG zZ5mor{!PA`)?S1X4zu}Aad6)cc)>G!SAoznG*P(WQl7wX;(&0nnjW=&T{-uV%LJu5 z?@kz44^^btuK0cR%!+n4=}d9`fH2I7$tjwA=$QPhQ)g+sv^^~g*vYFLM7`(h99r79 zU#g(bA+5u_MNfYs#{Espb1V8{-rq9W0?+lyE5%aw{lf)Pxac@SpDR|P7F*0~Fi(}1 zb{BANa&|AzhjCT{(HoR3PAxmWG=t+#6s^WdN=>M$j5_cMGPfpD2i{S(C}bYRM{u%& zs;Lh0Xi&*|va~ayOXifZ3BE!(9wLU?nio(&6e4$N7^gm4>z9=>RLnL$m?OpZhkS#Q z_DXb~vDbq-HC6l{3H6h$jJN3lZN?34$BbM_ebv5`b3eFdOP7e0SQ8A6jg!AgXC{%J zeFs(D+_6&C!WHN@ZlKA#biuv-jCjW^O^LnBzMrSuPsiASEB@VKJS*#UCj9;ar4IWl zTSfNz={NkTPOrhy+R5$w_z>at^|-;2W^VzKo_z^+!FKorAxnh#C{1bfYJ?XaF*PmU zSdztJ!v53+-a)yD!J!BSV@2Au@}NDF+1iNd;>~Wu+fiQAcrMkeZP(eA%jol+f&6ZV zPCtBkrAzL|-8#bPx%5U;R!?2k>fI;nb;}2aLxURfq^FGs4UaGD9vczp3qER(wl-Xs zI)Z~z?m3iFy&=O zuc5a`Dv0KYHXro9U6A&b2(nN(*+Hm+H9=^^4@nu;d1vd{ z-YH=3y|Y+eEG27TY-Q2|`X6I^YTPR?JTdWH+ww#ovXty#8R&~BkZ#Yd`@9K@!& z&RBZ`ooi#%2IyOURlmG_#r!K?a9wH9YkR}i+b-I3Jea6% z)QZbe3{m5emIDi$cBr+3oftwExlC5i1*S(QANEDc>}%#cd`-U+{cx(~*AyATrt`=X6a# z^pRZ?gLH{6wk@2SY5Lb=9b_3;WQ`5e^4VB&;VE-;pgNtA3W>K4j8LkQ691r0)jiQ((&o`i-n8rGzjU|T`Y z={vq2Ka+?7JkM-ST!#AIQL~nN)O);32{T^Bgs6G7Yux(uQpbteHwJcK%zG`WW4bSX zqJ#7u?mvvpqWJIq!L;e`2K^IC9h5I?C%Qx>$m}}DtINpxZ297v_TcMCYcYPJpuBK! z-25f`*(!K7um&e*j;U+S>s$%wbxR^0Hj#n1fE$hiL;^2)sqtdL@wdHOL|o3fG&FP}`>C5_r9DHdoNOb^^P zoNk;DfgqK&Is>Y8lE_)Lk#hkiu}trHHfB7b;1tsbqQ3r-j13}`+3T|7yky=FODMV4 z^CprOGX$6J74vZvFxTFy{uUd&vMSMw)8d$!iRAEYb10g8>;1^58$<{AOuDL+95y75 z5lB820_xy1gY+yj45ef>1Zo{jPxTx$3cIi^Mdf#Sez-&*tXCv1NB*au^cB#qtY0gm zHs@Dx;NI@k;6|0KZMgN1B-L7s`uOpzX94rP#^qVy(NkC8cry6Sg;uodU=?^c{7`tXCt`rNEBMA&VU|5*g z?hl$*uX{o+D`{b?MIUxB-i%Y;71)(Rs0YRou6z$A%h z@?cZ}IF>Q=t`JmU6gaCM!;b1bWUbEamC<_->;P}S;@c|#N6amNki8JZiz+afBi5BE zcS*5!jBY;zlE&c$#MBdwIotu0$zfCTg-$#QEX$Om%;wS#712sy7iz<&`7@Rw+}Qh~ z5R0GQN@TY(9o;Y7Q>y*@3RqV#E5lg`9tB`fs^47aJbj(&NY*Yj<~dB>$tumOoGcg- z4IDz_Q-ea1hj}`c%xTLd%Va}+83e2QmZ8FnJff~C8^CthT_3|y7jFlQl1>T*k)5KT zCzGtliJIWmsx`QY0rs91xee`ZyUhgB_R+s%&NS-5X&gA8O*b<888hP_!3%Zb=LnRq z2YCLG+$tH6T))YCSH8h+FFaya)oa?yi1$s+p*KoF<7M@ei*H9mZa+j+t)5N1Qz0mI zE80HXJVzNm#5-Jho;Bf?|4#P#ecJ4}c!7Qorq_8w4fjBD{$V1GO-5OVMj=!d;WYI>#bo}D1N z9>_``o`EonTX))@pOm&Wd!}(S0f&bmY=}J+N|MgITwon*;WL)?tU5DeXqK^4_o(pXMI4v zAwu~CME~N`@ft6tfEjdPmq(uv27=H-L$SwBa2Ye~Wu&2SC?#`G~wLYY;Al-P15`+II85yC^Seg*}ML zLG5_RI)96h+a+1|wI=mCS+E>gV1n8pLGKTHj@(u_bT#Bp)rE3ue8dN^TK>egc{F}h zTg3P&>{Lc^-HnDk%RBCiaGw@Ax|Z!4Bn=yN`;>S37q?36ayRO%ihull?rXkmYj)x- zFUjj-JdLMD)2vJTJhPTk;U7WZ70{oEbqydU{dT9K@x1UnP}bsb%*l$HRR7RF5+kAm zd#bYRXc)5C+Df3DO(iB8iUQ>$iMqsfRpC>rw+JWC)7Mctxy`|sb7Q=p9#j5Kc|hT! z1h2jX!keUtw+Hd&Ypzk8P@aGVIERQUh1@Xjd$EOQij6vRk`>52Jtd9tipyT(K-xEq zXC!=^3~v(`+S1Q@E2dw@^VyCZqx8jv!J@lqY`ci%-mvNS{oJ9a^s3Bnlr6eW(u735 zMGCWq&cS_<^tV^e)7ChQQ$dd;UKkF6SRtp}iz_2$S?huvK}sB^wLvjFrJ}>o3fT~H zWKE(c73)wf*a^GF+ySUjWJuWV6tXXzT2eAJKeoQrtH2GS?GBnZ+@Pn{giPuP3a=&MyLxeyzO>h+Y0cnW&NiA1ZtVH4kO7ru0u`Xg-m1P^$# zFnvvI$Y>-Q4@Dt@Lzo+TR)Wse{ed6d<14SuCo6nko1;bd+CP96SmuSiEjP!;CX z{QC=gUCy&ucc-X9MtJeLfFbd5rwS9>c$hAAg+s5rdR2F@dsrT=S)Y8VlgZBHWYDRJ zh%39vcvbTh#9WE88Czx9A^M@M0YQB8#|_HMYwNlqBaJO}qR{7|93oq9N8?)`qc`yzMch;dz$y=$rQeRkFI{7j$})sV}L3@dz(U5al;aYSQQf zz?A30st;-)#SKat!~ytmOESeE(-k3HUG|+w)0*i8>Cv*JqBL!h+T1JcsRvA2)HqDx zumvhl*qOW)vfV37Yq$i^wFc$BY`s20V*|Dqv+OVh)DsI^9&J#zI?y3dmC@6D2gV;o*OE7BaPTFcpq z+!Zt0Y_n{ZHy-_o{-J_u?|XU~C^uL1{xU*mNSM{)so~(3g7*Wnox|;@9H1mY->ET; zVDzeAp@Zj&pQ6Z)aGuas3Rk$;&yd-{4etLs0Ll?(?@fLojQ>c+FnulcAr)JBsZaYi zvDP{Io6Xw|Vh_eY?YSCu3DmQ|x+RuW^414t1y;J=N(PHpmz-b7{W=w6)nzL_qBeS8 zo~3j;^!{KiN|4UvAZ5(<%LBA$#o{U^Zlz@Zu*z$5TG$QxaB!OXQFSD2UZ?%s)dXIo zQ}~ZWL##u*OTz;0ap<=J!_lve^6>lc3VeNvZ;+0(JL7sDdsjgV)H^q_0@vf;>|6q5 zwdGCUpF{D2Jw3fx(vq|hC=6Y@qnFDwOUv6RiTs1hlNzU0CggB}VW7S%dFsP32ursp zr>fYDd&Z*yO3u8d2hDmUaqx!x3bkEVCe2Ob@oVSW1 zaOb!+4(Zn{AxyvXKAH9~Z7|`2F`~2z&+;NM7yoWZc{1E4VBtoe>@4$po z=)L<3<6efZ-li4|zt)oRhCX4I?k2>tzo@Js#L`8~l5%^72b^5O=MdLQa#*X%tLAf^ zA@tk(Ix^k(!UtI|wGW1_KVBDq@Acbcx_eDbSHFz6Wll3Mw@m#=bZj>5#G?0JeazYR zHzOun*Y)<{Q{{e>Z$xlkcxJ#f#Q$au8A@6T=|@Ol@jTz&*Oq6eE2*d2mh1fwc;Ig8 zx2~;+SQ&nvdE%64>Vq8>=RHb2qU;CcB1Yw>YC}iQ=n~j?0@KI=IQklj;TlO-7LhM< zdHuRsxm@bK6&CWBKEs>bTd9+g@-??&uQV4H?B}e$f0Z}gYTIYsn-T!-Nwp=tMyLX= znX8MXzDktz&L(*%ZK#XSSnPW9O6bc7cura?FfhVWygDrnW2Ice>i>}t2@j|JR$0$z zs>7(wS@~4K!P`ytx^2->;O)5V`d*LDWmh+_K5;(M@5DkAtv4zakmanm5I|=m`ExH> zd7?b=1p#CjVHo2j1zwIfI4C}~Wv<4Vc=OyW+^~2nWDzH=x?@)?mcas6RVQf$CLiw? ze9AbJP&q7W{f(P)B)0k7q^JmDE)zACwn8oxBK?%8Z(_vMdu^V^b3w zh+unaqv9_eBU|NOC})9M7#{t^;fM6?1%b+{I5&T~;9YTEnxMp!oKmViX#PM0e{Ex3(yN}{^)q)R6>oG+^_7X* z+KA>9a#iPT2^Hm7#$n2VZAc$1&2kSb(-vdUfe1P@~rsot}2Y$S#i;8{aev{}S7| zGQfk+i+_57)K_abiFx0it-70oYxJ6Quz_jGop=+~z8Pbe_fPD8)xb4pvFA)^FT0~X zm-%)oHC+)-o=^Yol`6S+ zC;c?m&|Q_g4||AphK#l-fFxcrB$3pH+O;hX6^>i6ndT?o-Le55+vCPNMcFE8>Gfu; zr|xx&DeChoswvk%w&HH3^FqVI3;+$L)vcobqd|-l0?yp|+Vo!eaXI_A%me5TFnzl` zCu$6#rf-pz+dY$d;7X>i_iY?O$B1w{!!jkk3l?c1@#=5l~K?{i66wT9oWUD@lE`Np9CkxlrcQOXB<{T6OHU z_$u6+a7hf+kb0Z_6iu`b*;ed+^i%Tspn3<^6@)^?MR2qTk`PtQm5#NRe|)HR#mih zXx`ut2!Z`0p_#{v@ysfsA>&2-hqJw_&78wopIPMo6WwC=jSz_ZCWQ=m zcXDSghqUIf1by#k3fHiYZiYI9UVpAPDWdSw6EJsN3T;`4rPg!J(f!Um4avr|aP3o? z$&!m0kV?mjXz(ez$B%+}?v~4B0M}$#g)2EQ`BJY$)I4whcUBmA#05-_WDFVt6-5dK zjIPTJOSt&ZI5N(ek&ZT4H>X>CR`u1O)#3`$-xEQGzG6u97$3`2Rt87;Y^eVgUahkX zBTJ`^R>`86qBc*fD73MViR34xFsXJ<4)6rkO3aEGwsS%Q_ey(^8vJd8iJVa6^y$J4 z4WMG7_@|dpE+UN>hw&I>rm;%^SX@8`KV9%H@`kimBK7wm4g#0dMYrxkwsEuvjZxSW z(RT+q3_LH>`#^4NknX4iQSoAeslgwelVseb&TC|SPo0@~m%W?(Zz{<~_*%+U09OgP zl9by`mZgdowe}-$QAgkxYi*coKW|K+8J=c(wVv)oF5&p2uTXF#DA#tfZ{CI}YO&i8}fSIyYA5mBz0F z3(xBjNxZG6&X@-H`MhqK4gdF?LY>oD2u|)Xd!$e$4dOsDk_B5Ym&oj+ufU-#7*30V^;iZU*{EU4G3EPT*7xiIHI~v$R82v>QToui zbgpG?pb;0an`KHe)iWcm_$b5jHP26$D81YgbzoYXmGYC{(JXDp zY{uGW^ZzAP85l|rE32xy5&Y4RABDtQZdN7`kckkw)Xk!s1ZG)Aj1HKX7bz z1};~M9Tnyu4gklWCd296^1kF4w9e;vm-8I8MNgN1)!V*lz3@gOYWIL1G^trzw&0ej zRvHnR2XPa4_}(kg*{OJnX2a6;Qx94zo2i}a7`R~GPdTLt!d;FW0UD`6gS7u1FTmvV znxW^-Wqx&i2Et~VacRZfsn0c4|8(KTALhCT^j(Gg&b`p?iyn(tL`WIbX1OIO7zhZu zo%>pydK}0^!hB(zA9XsFD~A*I=|>qvj^P_HEBd1zc=ecDQ^uHBm5=xZCqZsyJ%+{Z zQZwWe*u`s0aF1N+G%n9=&k&aXHgG3<@0y?Qot){6F7ToUm8p=$knS-eOSSDHhJ4H# zO#QybfW=jq z(f;?>FGtY2fbWjh^ z@ih1=3&Th0v414*amjzdtVIg#IQiaw%giJrfHi4@Lh~cssgdZ39VGGKt+)}#gez5m zsj!w9Va~AQLg9$z($lOX>gBeZM8hELoW1e+zR)U5-0UgH!vML6)BGI^n5EH9lGunX z%(aV~#>OiLc!c~TamXpCX)VsnUf47_(Dj;T@WXYTiw=Z5&XI-{ClZ~I*ue7bz>cM< zA3E2ooN4x-=SwO>o}Fla<^5QiG{1<8ERAZ6{WHP#S9 zg`pR-rk@{V7@maL`1OLQmwYR%o>TW07OE%$N}8nn^-BJJ%bbI(_ImmoWyr& zgJnYb832ftFT$Ey{`Ce|^3&A4s`{2$x}lDt{&k~?rqwP6XY85NiZJuUOyaPEwMA}&#^lyH zE1roY>#U%)f9QJp*lnlebF16jht9$4)A6|wGxyzBF|6JeL_{#|PQ$HwO4oQz0f{_> zgHQiIlDO<1l-db8me-;G;6UpiiNFNon_Qe?G_R3?vXPm-!G^HgJF0rvq}h!KyWs%4 z&x3tO8X|aP^9-IS(XQ;W%HasxiQhXTOk7?Ia?)ayWyn~z&AF(-%+-EHtp3K~)O=he zqPo0^sfJsu8*)PL@?)jv)>+Sz>k}F&p`)KBKeoVn$}y-8Sb*H-evC^ngd&4F{mGZhWz*3E&q$lnL%Lh zNVDPO8>>lyz;;}bDYV*@W>03Ss5&QaPj)n!f>UTjZ1{0yL;B}B`Dz1;(U_djuV>o% zG^W98 zR1S{lPqQ2xbM)g;=NO{2{}9>lM_h%uH_O9qIU+F+<6UxlpsoOX7dP(%EA+l~@J*WM zLE%CbePU-NigG0WLc&Cg_lP*((bZU{JE*m6>`?Ff66FRme6Hn$j_@&mc^P%>8SnMg z^mW8vokaCyra$rdF3alAq$usFJ`3^_PIp$~3z(6TTj0}JNn=qLss*tO_b|&8iY#1F zc*T)P?JN^_hyNeRpM5>zZ-zm&7ltHp7IM;;YHVdOFr|*q#6#{S4E=y=!Kb&^rQQby zUAu*;Uh8D$ED>CIoI5XIhtFfQI8Vllb;6#pf4eDS4pRDf)IIKP^p5Z-XFKlZeBqkW zM(f?;3Ow2|mR?QDb>+Ph>d)NAbbR*L>Kw}Cfc!7ki|FI*AdM(nc#z5^$KDqo!i-&+ z3tGfDZpLoS+Ea0Q-O%%iFK*0y@YM6k)QPYYY^X(=p$A3txK6Hyrc+Hq&(shbBjVXw z4;mSu$o;DK9Q%NK1<6X0>`5l?QC-XPCRN!R7*=GN_Y2i>a8`6+!#49n7s!0i5heXa zQi17K%Leo#BfnJ{yJ7eL0XIHN0Cf_aBba0#} zuKk8*)>Q*9zs_!35>P!_F zzkDch-DSxo7(~oWe?Es@vc@m?##b4_SltpFbN(g_l&o*A?Dk_KhUKd1utPZd%E5a5 z)B75u>(tGnuYD*-14@Ou5>p%HxwYAPrB}|8olpm%WK92P!01BY84hy}gaAvv42YrFYa1f?-={oun69bbJST?N)58+N@*z31bj+RDzvLezk&H1h zqN!d4m(OL8SI{uzUnzv7`w0G8$igMkrJbVdYXBxlS?);H@sWOm=@7#=6Gj$fTxn_TNFoet9mM~UKA>aQ}bCpXmc53VEbmqY&YD&k5?R+97Fci)StwbT){ zbCD^f@&tU1-hyf)?D!m?`j6yy_4Mg38iy;Q7N1#Vk z0o+SP2vdX5cHLUhB-^>-POUViqzurip}O|5hrkuz4{AqK-Iu4vjyz1v0^_pNUJL-m z!h@iILAAp22|!Wy76+A;^aIZtmbt}D%e*{Zt|^lUG4cxfQYPfB1Mo_jNzRb6fG$XS z`PN);vKOCXb289TnA`*fLuvDb^{cP+eVuHFxCiIi__^D+iE@x5C*uIBmZ%Omfme_& z(MO^et|!h^2+TV1mI8+l`NuM!kMfz6QS$Nxj|N|W|B(#*BY8$ZY9WJBK@1;RkE#nw zaTVIvaBp$uGqs~`=(9imro(WmYo8H_ zt^WHwf7YVDTgYMF&F4$!nB#+ZmCS|_xE9*Wia&~oYI_pPpl~CT#;tFj9l7%N!S{d^ z!VR7C#G%LKKAwPZ`8;+aUM2r9P)cp2A@db;!-8EdIX9)0C%w*!685IrOS)Cr$_{74 z`lgZUiQ?r{LxEt7fqneQChRnr$4fxB_Ll2K3?*NM70!y?QsFlWGFe2WUwBj=l!U#et>V|rHRg0&{T+hj~uWk;E{_HI7QW2tsGj9OV3_*z}R z(qrfYHc!Na6v4s_^*mvrV^&mxOp16+$#Cbm@NXSB%6Y5!yRUjR=GE|fkda}nJM_9J z&15<}<c~FCOD&ha#IJ{Fjs93(4vefvJWD_)ypx+K z2HWZPQAi^0DDiqCY9JQr4E@LoPqTe*jQ&Yfq351n&A;eJoM2?E2B4so01Wt!>+|9e8rXuRVVH_a-9*2ZnSr_?_qmbvYhh z@+kij1ZkqzrC~@N=^K}EY8?&1)DYwrecv;w>K)0rrRUQ*osqpPVs(lCe zIP~2dp7IXc{Dugfx_FXx=AcgQJPxUB&LpM4zLjgEkvKr{MXzu|&n(PG;8%97#JGe= z<^wR}B{%TD7x&r>7=0?aws-(336E$6M$g906>INZnZmkQ7 ze3PX&-kOw}YO=Kqp{Nz>jqF3dS3r)Bzt=X+SKdLP2Cet4ZWwZimAaFNyR6tg1yrWD zXpw2NV3L@Arqn6A+awp4!Zy$SapsTqCYES*obxpeE;w|3)qFF`8f^ad7eIt%_%yj* zdnROyW<}$$CO;XJRq0lBjpx#v@mX-&O!z61)PqBa*ZRnbz+bs7`3hHer~F$}wd_AxQHs!M*A6z7-lGzu?LT z_nL%t!zoR47SF++w@up!MrrT+w=Me>n5Nfwh92KfiJu-}+2OAC;GZ=0@L@%6gMIV_ zDBDG*)RMxc5iHV56Kv$eW7r3|DMD{$fRq`YrmV#Goe~$!W(-_~K*mOnq~ZjHMM{qs zpNWPkFk>EDqQzV11ky*MTF(yV8p(!00zymQ_!1NOq?=BZfS|OJuK+AoUO2l9@^Qd z;h41rb@eC*ws8TcZhMoo1%^FQDv_R*X(HLzt-K^0leG zv&n~e!Jv|l@Gq*uIjp;0?C&I{)k=vy25s3@{)wQMt0!}*=8;i>6KH|t(k$;be2fCm z1>aIl$f8TE;(CG#a-fmuH4waQswGf%!!by*eifgbynydoF1LZZd(orW)Mxmu9 zEo{^bH6vtKX*!Kcso*?9WsSAik|drni_!}{X2;*_S7CP`k&D7!2-BvxY5H{btbmA4TWkko5lj|6B-)il7K?aG|Mz14rtOA>v*QO)~){GAb?WYFSrg z2#R};Ow`Qgb>+1(6GX*TTHYJp7LK}hvwO+>biIxH{rUSR-tY5zp7VS>ZXG>$tD=IC z99{SyK>Xsr=ZC-e8tD%F{4n~P!I`HQzx@j}GmU7wKW!~wyu1EQbk;7^5^5Rw>J#J6 z4}CVTZ@T>w^SQgh>B3L19rG>mNu%F$Oxv05Cxhy?(pfiF6qhT-FM0&e{`tr1hq!Yg zMLzojZGP6A{x9C-@1My>-+fipf(4d*!CCO$6MIv+pn7wXzlWj7OOyrk=mC-4ANv;5 zPq+NwKL4}ko|izcmHg@);MueRmlIH>NT<&Pzh3{xVv?b2SQdTSI8{h>#_uy4d#EF* zmm~aE%f0aH`y`1pT3SP|-i zYx|OR9K`GH$%>5;<=B!~&W?XI~-Z7v18GrFoANOamrt$gG5m3h$dmGMyUgyNrp z+``t+Zz5MFOU`;senTHu%fsmg^pz9eLKCA(UUq!`CS-2A^Cqu%>l^mltMzCD5J1(hms*BFsq+{sW{#%&)Mr-%hYJ4e9|+ooqJ)#86l45SS6%~uZZX> z1^Qc<&*mPb@-!Zxq06Kt^DdV5fi3E-o%!63I@Nzc1dfO*V5=yhSguo zPmZFU`ZMl>4rcF7Q1O7w%#WY?4F2dBxM2y?%e-Bb<^aDpUCWuxo{COkG{dd)N9=P= zB#dNf_Q=^IO^;V&yANAZktOGO+ML$*Rb;4f6O7auU6l$l5m2d;E4qZeAt&$-5}V8?V9MM9?cgHFuODNA@ydB^ zrd;qgjVivLW~P-%yN=qf--!hNuETD2UDPk;9_2M4L^vh#7>7dlslsv0g>xfYNPhl{ zh#-O>t5AN>V*B-v8Lq4z>Q!HUV#3}x>NJPnVjo8h%wE8j%S!tsM&NUklb=aj;4rto z_zn-C;MZT2*Die~p)cAjj7iVDb`U9N%#fk3Z*7kBAUz~sz>T}(=~R`&UO1@54cTrs z%7vPHf@B}n(RL-~Flcm9pf>s;n(-H=@`d?t#^==G!XjSI@2~DsW;@0%p!ThOicRvM zj>V45Ipf8l6mD; zF>JN&wIvq}&}8Rk!|rwVampFm=#9c06CTo>zJFgT)#J&&7A(@WR&+sV5N!j{e74O~ zPOU9eta_pB+bsvx=}I>~yc#QsJomnUNd31^YS*1yd2v=p;G^wtqZ7aWgr| ztjiUf#>vOP`}snt5%rT`{$5jcrdn4(igldHGo{`0XdUUQAT?r<}XLppd^6K1w+$PdYZcG`a zJiVXk1{!by=6F0eC?5?4G{FE{W_3D`azsp^I;c8c5DP9B1PZTkoMj0C{n&%&JXDXG zVRL)@s`=Gtbu2BlrXFdV*kAQS7IRZX*(pRseUU}AjYK%jecM7Hf_-6+neV_x%6G^w z)yZ+kbdL(JQ2^`AAq(RtR0Vo@0Xc4DpF{2S-Z1VOq>s<=g829#kaSsmz|zc325DXj zLst)_i6^T9ZabF%k0Oh3^SM1z)lLWHck~6UI;j9?Rg%M|N2pEP(RY#eFZ>dX1fN%h zS7}fp&(jI4q`zRFAQ7TcxExyEgY|L@7VfE5ZI!>+@Ie81IEJv%61W?|4@v)+liXEU zX`?*ZRUfbQvFL%$Ju4dM7+;>?G1+r^!u-XL+(+7j>j-=Ew)&@b#K4x1{|+XfxQAwu zb2H zX7k}gI-dHLyZ^{)N%-eTbzuaR${VH(xqPsSd7NyGx>T^G|J+++q&?BgL+ypA9jsn( zs6r_DBL&ESQi*$EgRsD{jX})pYB$alIIJC?M~nk~TuwwW_(3{LM6%s3 zsJ?DZHp2`Y?|`?_nrHeT9%{aQ_6|Yzm~!Iu1Rcf%V=n8=U|&CrgG9HMf^q#m;{d$C z!r~^+)!fy{LHUhwnzN>i(AVTiY|HBakJ<6%-PV9Zpo0DOQMx^VZW4i9Bw|)FsmYf8 zd0FMu3v!-HAq7nqN>42$alc5%5wB@GM&};dRhJK))*1)N5}vT7{kxSFmf*xAm8kL= z4@cX5fCmVHfXrv-3hra|8XZI?jfAKGeS`L;G3_PVQ5u6d>*d1ut#2;j5TG_yE5T7bK1%wREMK6SEeWh6>-fs)A&X3#R%4OgF8J z%RXMRHQ%#(95Z1%v?h6iA9P_U=L+*$2bYedRNV77l&{{_?j;%+FokZQF;arX$bX`V zF4lh>qh6@FbCyJxtBI*!o?ows@r3+4|1$WX(1K0M)iNJIy*<)>$TcO)eKZORt$&N@ z{*m=tLY~;u(^S3!Ng~-M6s_Grj|wbL8XAv}9D-D#8=*b+&QSd}1KK?jdY*KmI{wYm zB4Hs1c-E>y{o>*%lIhBG8AM)+?OT<$)2-&=>6MeI2T1|GXc$5rO`mVODc=(mGMd>R z66W#Tj)*XFcd_j)6h{yrb9ap0d6fFr6G5XMa<^mX7jELz9jm;QU>Smj&Q$)#yJFBY z;JH+zR+E&kbjE1o6C`qgSg1U&3icofp@T5ViQReOF&RXd<~)GM$}xaEN2t9m3X^}a zn7!I)4v$Y((HF9{1{wMD%*3L zCyFja(gpQs7Y|^6j-&kywI^ZA2BmTHpik_;UPvrUI78Vwy z)g})dNM=xReI^&KIvzWuZtd(=a-kkpqoNdBE@`AT619QDjZM0k-QJltv73mcc>RuT zR*gDIf`oaH=F0-xKhvU0q8)KOtoslI0{AoNPaNC@q4|WF|EuYBIEz}Rz2TuMzvoa4 z)38r`3DuG0hSX{8%ZjrTULoQ$pCNsxN=#DH6jP!DhN4rZn|6px_0?NwT!6l$0ST%zBXAtYgV3!oV%0{Aw*Ln)1TG_QKJyVs2{R z^0z4>VqZ>*+&2H0xt}eG;@|Ytzt9y$hNcL)Hs56ZbHjLBp205$+<-zuNU9*3?yg(I z${3xAXyB&bcZ&JUN17?GmD%5(d{+{kZipM60Lou02MEA~F5eY+YzepxRvWf^EB$*LX^1tQHcmurOyk!?NF5I z_cWP$t9sYog(&bzev0MSmCCMv>M~Dj6l#=9)YuI?0dL<~cs1E*?r3}ePF2_!|0R8$ zLy+k8L*zmFXQU^}?syPrTgn!aNr={j{%<5kF@d@uKE8x|Aj#5cx-Ebe_0dhc;lRS%WN|yX>r)YsnC#_Zx4KqfQ=yJKQtN*OZeL4I-Kls}${pxN z*l|Qf{)OukG1NutyNYlNDdg{pt%i0Y&H%ESiNiZ$psV4N!0b9($KaS=)JOYi;v{2W z&^n+`nNV0ow;{f!=m$eVISH^QaE33f){!x~*Si=lt)j>-0%X?@kp5-KJr0wO0PfE_ zvzq3zWKf%)4-gO4;~nqX^+1O}?v7mt*^L6PE0BK2g7Q2idmHgo+hD&OJV?|-WNNAD z2CyWeF((W`8%9K|{msoo;dV=bsN5cn3s|m=t}Xzl&OBWJ++RdFlr`5bvvp?;_+^cW z-Ev|Zt$Hql`SlCy$*9aHWp&`E-m=;)(ieCS!+!|`Mqn8gt{~a`Z5Sd;g~R@@!d-LU zS=Kou&+V!X^9?e9pR2DXVWgRf_~dc!-o94iT)z(q`OWubr7aFZARc_Z`*-?hBIZzyfOBvLiP+JR>(*iS*a)= z4;JgycNaGNEh6>1{qC5j@eyj$wm1Lxf~O=>;VTD^Sv>L|1O7^fz0B0ln|Weq%xG3m z=CvMI;_0p7a@?gV$Zkq7^)K*orQ}wcDd;5&=&(@*2KGvE?!hSwY&y8Mc@8*cnbP9(=# zWjzDhN%RHyg9NY~Yd#G0u`cs%FE|Yi1(I|mH3)fz+uM={jp5u($g%Xmc0=B0Pu4G( zLmE866mk=La3$LX;i-TPne)8gG(6Ty0a_y^a7gG-uc71z{k8Me;fYQXu`tW|HW#t` zMUilbqHSP?n+ff~`1@2+VlmT}eD8|#us@&x=nXB%0fLow0l2?BqlmRJ?3uN_aE67o zxA8|*Ql*V2V7f5%U@6yKsD!EP5epOm;Dr}dO^v6-fqzMl?eUw4f*SV=zUSaV3T8%d z7dhioPGi?3;lZ*TGc5N@><5bmc4oSTfgo?AcogvsJT-o@=3|s8XTx6=+1C881*4<+ zX^}|I%N=m{3J;hopYqNm)E1X&PuWowW3Xl-ho9_a2Z!VcCR6{UC%}@8!juDEImvCI zqZ*z>;GXUp9I=&45kv+fiu8eM44Nm9t?LtctzGc>+PO2WHG&^yiNT%XN!lNDD>{3d z-%EMilg_zYGn%Yly?$p<^(+gscah6j5P5)zb1{VFgADBg@7)ok(H-?mm`yupSt)nV zpj~&Zbxfsh9n--?ImzmZyP1|>ozS!#ubGxi162`0e{j|l+2NSWJA18mJStqzV9fw< zJu?E0VaJ%kw*}cmm_>l||Lsr*_izTcob}cS$xjL)i@nv;MgC)2hP_4{->|ej-F2J$ zwP6Oqm8r2C1P_M_7Zk~QW;_%rvJfV{DFq5D(9P%+oP<{eq0avdxRrB=r$v?5aXH}l zS;S3$&4n3F+que}%G(9JuMkMrk*a%M8h?7fsZxB>ZnB{66=t50)o2T%xNaEBR`v#ItJzzr-hlCO zi@@HOrvvnQBg>0({5ETA3ni_>V;pPU-ODxmq{pNH)Zk-xeGGF*aC43t1uAlq?$-aE zNxyAwB-I(2Jys)0Sg=pBA>SlL3WXO5<-{U}rqGk@^b>(8I#hMmktW{Q81I(0Ipp}u zc$dsHK{0NEo*ix1t;S5>##Wq>Y|n5v>`Zk8h;hEISMYjF5jcVmc);+*8Vv9}ST? zin-6S;r)Zu@bLJcq|-l0gb}BFuN?3iE^~fm9uZybmZi_P)->V>+(9MvX3NPIS;;U9 zQD$s!YzV+P(_b;j2(q_9i-F1o8FYghw&6wm3zd`>>)SMB%gtoDmAlXp#SxkQ{#=&V zE`aWi_hX;rFQv9Gp)1ccZ3wmsBD=CPc0l%`3G8lzw$RE}F(E5fUdv3`;&I|{p$zAk zd)B9jiq$4~{VGPGjRquJEx%fG=s@940#3x+E9^9=z5%6TmK+YOr8c!ETI-4C-|}y& zhT3j*I(OJf2#3Jz5y#+B1LQhIqg`U(+P?v9_j~+J~Ic}k7469ADGEq{LY5`@?d|N$RqaGWBe2ZHd ze7JR#9FZtt7QQu5ILh(blalo9E9B?^m)rKRUGq*LQ#5y}bu)22MGwVdOz0Vw+p<;>OgqC=cqt7F}7VPrFq{W)GiNKCgw@R)frN%D6{;1wR zBWzrYpjbknIS1Q5pCMr4+H%uFk?sZmdunVZ_`>vOa<;SwZ$h5!_A| z$D@?>ZV!s5oGQ|GY1WFhmWXEOY{+O6Tc(srww19^~VM@xR>C<6*}fcb5u*&zVz?Xv>HQZr`!E3S_&7JSr4 zd|lbr#Ymr+F7O%m^|NCuiFv{cYSSLgGE#VN;lbRAD7veT+*@$)sdW*h25?IRWo}R3XTaGY{S^LsE*1xGf3;I_*{T1Z z%Jl=UHG!|r0u!q-BUh>p%8LpJ>355qrmv1+=G28l)QLO{hseX}==MjWCf75F5)ZGT z;=)Au;{w;U!umLIrP{rTsda4DTcXwrPAbhj_!-E_F5bS)CX$%ur?L5`Ho#N*cBykS zJ$gWUcW^-?7Qs81b+fUtM(R&|mh0byB3DXNz}=x}(jxA_>Zvpj1AS?ge0si|pLwbK zT7?VbfMoJKx!W&g;zM~cv6MG&M4j7PviqM2EgbJ8-!h|J>qpEt-c?15iA7eAcb7P@ zTHIhRz9h<(ns(Z!R`_s(Rc|*vsF;JhQ)T676+=0#6o>)ho>qB3p0&Umf`yq3=_F%@ zw3JoQ{lK(_XV#LP1?P=5{k{ENmn89a8P_O|!VE*AwRw**GBr-X(4Q2E*!>nunWQh% z0#py*;a^1H+4E&t>#Bc*?wWBMPcE46T}#h@WP2|n>E;1Y$yk(wiGh5D7pvys&pCho zA?y0zMb&tV3q|8ahRjjtwcR_KjJwmBsJ`v3zRVoFNNyL+#3-s2ve%Awd%feiJJQT( zL*V$wTCvMMs`I1D@9^y=f~bg?Mx|2IgYp$o0({vH7L|M^%OuxoEs*?LBfZofb(M60 zv}t;TqcN+BIOsao%uWWKWT2wcTHckK4ufpt{Df``W0oI~T=3d;exoSD&cZ{04aWLO zR&@9X5~C9_>O^>O8=O#kB$MBF+uc8FCv~zNKDdvlxew3K`_=gD+G~&91bWxOgU}2R zc?(U=^F+CctD{eiQU2DZL6LEj>6ICSLIrbuDM7-YYthzj<5&|+A#_*bZ**(b2tK*f zh9prBvK8U)=oYKN*UAE~-skV?y`*-JHMw$_vX~{1nG;`HqYOS$1fEUEZkjbIYasR| z*aA25+#E3@1~}TG{E!&n|<7MFI+lk?SX5Ruc(wZ`Q;5= zOH~E{@Of+9^#Q=pTzSFh3ffCy=IXr}y%v`+v`?D38mD*Er}!lzwySS!oEM_N6kPl%ktu0h@b5n%_$t>JNSA!@KDU1|TDT8f;y6cyKEJs)oBZmr=2+Ykc-! zlFeKm-bvv^iaqi8C)j3MGSs}z1W>8$eUAd&h(Hk9kKwdEz`u3*P1!f%@*@6MPC48QttlRS=ds@7p3oFfmSFuvGKgmJH{A5(QNaVc-iSF!B&SOv zGhUBa%KmJ%8h6h6o{6Mv?*hlLRxV*qwY|`=lh{;bGw0+i5{PijP$wH&U(qljaXDy@ ze!;xwva=_O=dc@cWmKEyfwVh;$WWtB`!bS~U}o67)~$z>qc|KYC3NHbR-C=r-~;)E z0%vkdZfEG*r<<*>9GsBlMC;_EAgT6a(;E3F&Fl_iag^AP>quhd?gI6VDrc%!2UG#x zMh%_?c9$v_?0@9icP6oAoqHr|ciWe$b8kr=$rb|RAWtf<;G;=ba)213VuK?5t_OPe z{&^^KTx4WuE^A%xpk|NvCWP)IXThJt*XtG+icdl0@3G{E+WduH`%b=BOj5S@yO=Kf zgLnY>T5BHeN;zL7Pu1E>G~j@iYP0ISDFGdUR_XSVpCeB%{Vya$8})mZs& z`8ubzalS9Ktk;3Ud;w>T-o_W{aZeBoIqn8_02gBUf4JjCg(yr?%Te4FPL8Q?(x4~P zJvoVQqciQ?<4Z*5{IuQwR`DOtC8aByCO<3@&g(y~N%?l60G}8f3 zaoIw03gnZt!QAA$ZCX0GUVwx1OtS<=bYj}tb{g59mOc_VIhXC5I1&jipVc5LKO{P6 zHVGf}Ea+G0j;B$%CVv+!0>mUqZZ&S&=9UXdjci17roZ z1M7jC=mSJ1cmy-K{$O>e>nbd7cbv_(ncJGyQ~T|@-DpHA?F7# zC}F}m4AnQIoRW0=@}46iLvfUGe=l?V3aeo$ROHH_OK!ME z8B08hxkO-)Zbk2}^f;d?NvVBTh*W0&udBx*-m`7F3>qRUmnFh^sFKy8N2P0r5@8-Y zPxhfod8S3###rlsEZ{}pA85#4>CKc_$WxfsAfn7Lw_s!$m1K^!fcGOM7UtZ~kaFTW z7tC%UpT(sz8!(ZrZx<_gm3nT7qC=9~A$3RpV$A>1xHpB4*D`4AS&!g|+bP>fw!a`N zxC4vVz#SxOZ|U4uW`cUBVI}0wI^j*-6nrpzXK=}`BDa0L|0aW9P-_h4jyjq9*z$BKN;o4J!7YmArz)O<796B9u?xB*J~Y zC$!z@Dk@#o(5YEpDB**1;^%`YFhYc}M}X@8!+ac36zq$gEh__Q2gum)=S45X!Fqj| z*}8bUSGi7-c_jFNn0W?es{SM0-8ti?9Xsd6E!6F*CJkt z%0F7tjoSgcw<#bkzrw_IN_hwOukoY%+gyY~7mW ziTFx7V+pjvT}^l}cw}^!C2)0>R)h~%BtwU`RoQtRs{f6RtCVU-g5Et$fc7V{EzzhT zFJZctJ>t3caDHsC`wcn?R#Z0~tpldGrAg%`F1hh2~s zFF(nFm_irlDY7{TE@2SXQD={M*x|ZJXQ7Q&sTDZ2ThE`;WmEdO)UYd{aN>{hCT@ym z=zdH;%4GLEFQQiZ0{SQr=%Y)^sg6XA{JrD18_pE5vC#RV_DhSA0j)f{Jl1{A{1W7i zsf5*jGso~G%CE;O`rXeF@yS<@{BgYfvR3`xsM(=WSpV!DaIrG_=T$$E$IXYkzFT}b z;)j2EbN9v}f41@ibvPbj9_)29Fc9yPj#W8U;iP-m*hh|{3nedW*wGccDlnHWvUHV*3(Czk6Rn#!07CqM~kBo=a0itLJ*AzW{#fN5R#bAg!k> z*MVJQ)mY^Wt%1p37>_Ls2U{BC^2WW!~caGdQ2#J z)Sh{MDOl=L44&pnG6l=?NL&y&jVFu{I{K!|78)(|ZT$arWJFnkiCM!yuqxC~{G!(z z4WAI;E-r`X1^??4akvMjwL8L7l!9KGf_cgUJAW8X^L}o<+g~A~)g;q%9SNCY83Le4 zCfA{9-vuedTamiaySQ-6t^}a&Y<)|t_qzlm_S&Lkmj=yl!izsLN^9yu`shU zlYL)Y>yazdKh(YRq}HLW@kiu}-}N^#>Id8JV*}tY0XVas@3|pFMr`nJiUv@@Az&m$ zP|-SYZ1mb-v(GNu!3eU=T*O1t7bC&eP>oRPZt;$1yB!c68(U^;r`XQT6^zFuyHH4J z)&TG2dEbmU2EYbxVP?(-xo8|452bv>- z)7&$~Yrfr<6gQi@3wj;4#3s5KP8i`t6w zMQxG2*~LatGaqzSU1e*NC~}*MrduXKY3t|w5m#yzfOB|ch8-7Y54b!*!-#yZG}Rk{ z_ji!?01R)jkzQv?C+(|9Nr#RGb51cZe`U`50>OGvGi2I5o3O%iYRiAA7pT4Zwk31_ zHNzVmLtwfUXQV7I@uHs>pM}`{n4TP=SO5Niu`rJ3<-d3L9ZAz?2jCloWpOI;D>&1< zA7%=#%AisLx{Rq9z|D0ayUi)A)E=yxrpSOl^%wc8uGYE$-uy zA+rFFG{`Y7sJIcAbFv`aVi)+t5rE?ITwZkNU^^Pp@7=;qTA?M_@BYA zh=%$^0%+Mo3)#Tf*W}uB_zK8ntTxzRYQLw0QN}B4q!$%Rq>wr<5y_R^=_1{g#(y(* zth{MJJvQjL$k9xZEi(1tr4|xTFGJ^8R|;@Jo9ZZntT3+c)}SSA`cHD+J3Nu^dlYQw ztes@{v_LEWqyQ(T|D`w7BQb9iKQ;Vw*t(@If^+<<>Bm{UtI+XixFtJJzrdNI+AwoO zb&Ve;n3M9HfMh4<(>kNZI%AIkICkn?TKBUjnw4C<-50IHWP!h1we2$#6p$d%fp9b? ztO_~ySh^rP&!h^;>NpNEgNuUbSB+>W=2z&q$VLxiOg1HiR>v@DB2^1-F;0m4M8aitWkH0;&ui zp+1+k7R)Yc{Y^1}`-8Mz{#@Lx+T@`0j*O{XYXEUnZd4?l_IQ| zfmm9lLq%_1)^|>2f(-)6v`sh47W}0Z*%pMMt&Os>=Lc1^bT~~vEx04XQHLlJaBE@Xtqct7yb}nwcZF#u{3)u0;<_xp7;QAN1?iA4Xc+56t%{^&J zzbLMFjkJ4pJW_hyIgBRmosMDL#>i7WPXDuM1t97<&1+}gonbN=hz5=K7KQb5@jdmi z*C*bllD9#!z*zS%cc_gf4jqy39@g5XkI-7z+Tk2QCr=J4mLwBx$^_^$W>N4d{ST5v z9BZ=I7qnqiiY^fzgc&^!d2U4AN8YD+b1O?Ob{ufZPe;_tERv87GbA$eTShy(Q0iKz zBW94@(!vv54-xSrHSwm^bZ6;MMD&=2X>iCRG;45wURK}Uahm+O)~|l1>&}@8C53DF zv8w0BBTwWd$6sBj@>yjcSGbf zSbiZ`r}jEpyHzsvtFey!8}8q{Q>tSX_!t2}R6p)Nlh>GanWn3Sbf zUlSS?F|_At%DMc#!Y3_Rm;J^-l`Dfal@|JJk>WI2#kvC+G|m@Ehi!Js2ohb%Wx&Lf z_&jHfEQWS_yU-WGz5=trv_9Ixy)T!SH-uD*OD@}ru-~_OF93M9GtOmn1f&X4}?<G{mC@Zt zi5UYtM0)4o(|Kdl`RAw|!-{Vlu|1-cw;8HOd<{7-LZTWLJAZ5u;1VhKdS zQ>GlA+V~fp%M4Q3=?wfdxZmQGc(z0Kd6%SHmN&VH1NG9`iT|M6TzHVXkk95&7k2#2 zp2x6yZ!VO5jLKSk>4#{2(MpGG1%(Rb?TAtEX-ltI^;J+72rw;M62D1q zDcQ-AjU>SpFRQeNiVldMc*krsp( zBXhF3wY0|K>j8o%ZC@F(rCkre@r3Nml9;c-{f_jqQ~{!$wco|N48xF3&_tKkAJ*?X z&~B7JU`Y1_#xSnGF^S2gpWcD{-NN`;c{M{KO5MOwo#IHyMH-}|<7wP0;)U1qO)#?m zE!Dm%8|?$Vwc8pnsW*aDgk7Vbls%INLOdPbw&tMQ}$w?K87JVP?Xe*qK#lM}XA zl;{XEnnw^-SONMi_H3d93Jp{Kn<(J1m8o^tC}NX2(`)`=?is=Nl7br}k8$7h z=58?0hMawFB@MYIqTT$AS%*%Ab=Ft^&se+}U<_lueay8q3#UzHxYSke71f>$$ZA8p z(Scp22juL7k7bIV!=MngzA@^uCb za^2@zg86~*E#ZMkopR?+luN*zzGuP=@mT>70NoW$h)-=q;TedsV#T_l5f(6Qx zZjQwMzRgKF01lz$yw)6<>keh5SB_GtV-mr*Emp>0zzP^ehg<7_JZnH&q?+MOcGz^p zp;eKuC?;o+LPALo-{eTGeLV1(WkNkH0A>?|%%{{Ml zC%gC+{q}h%aPIb%D|BR|`)EV0cSJ1By;QyCRob5n6GI&Bj{#E8EOw;-%&{$ILtT-q z72?$qw?0Y8j|DFGtyTiENdX~x34AYM&t7V!=Uo%f#N2JFC>GDV4`_<;K4EJ&W8v%@ z9k0AIAKNh=rE%h&6_8L$=Ds4EHGugsoDV=Y@IsWAgex_ObJD4ZXge0dBT2rt+m`?e zy+aZW=h|)|e`8in!j5;wR_O1S?`_$!C+cxs=zGAImIj~w7lY@n1);4$bYase&%cU! z%J+xB=OgH__8*A{w`z0YuJ9TtN*&M8LShq`M;iqWlFa%EN^IKox%}VMg(~ab$<@1C zuprj9WLtMF`x_@(z!8+3zKmkA2sfeL>3kW)R_!=9e z-KcNZhIIf)aCq&`nKe*mNKs;dBZ_^($^2O{}P zj*x)%m~q2lqfM49-8m;2udjH~^PTtwBFFGx{2+3QvEI^?VH2LECH+w^K~1ICd)j-# zFPN^}?NW{lcw!oio0-9Kyx2^uj->~#&Ji~7RHhc>6Kwgi4%%`Q{8_9spN@|9-E-?t zK&a<^3vtZ_aWLkX4NmnG?Pd(YFMkw&%|S)O9(rr5xB{i z5$sgbbF>c(WaIwaj{<`-N6~X}Onxrn&gA^&8h;utNSjP@4DB1KgvSK-dR&_7YSL9Z zW(-Tsci7Ji$d2-Ux1LLUUH@MY(xAZC>ygxy4(0lKQ`V{#x4Dp!gCrzn!^(@~@eFhp zHxTqKm-A+F$3FH$-?s;L3 zr=T{ntr~jzOClzQwA_&0c7y$gN+5S)Sgap9+4p)8l83Y(VlQzmxJ9mbxo4UcLhRQX zOXKU(87`0BhE{1Sy9d`fpd8pe&oJe^f($>s>BXdDlM%S(&ttCSOUo`ZQ7gMs1#yY< zJfq)1y9vwdoGl*1TK}gVo99iki7s4wCFXNBD_`*cHG~5$OYcm=Ivj56RIIkxd0-NE zJ~<1iba^+Mpt7LIbDC%oqjjGtEg6Qfo*cX#slAg@h zjTV+?v3YPo>NRlpE|fchFIi<9WMw@bWHz~9Y<=;xjyWy{n29I%^nABfXUsT@O4G(C zym36(kcExK(m_MB28}^e&97-m@Jr(GDHGPbRY2mIS1`&s$YvE{vvh6xR-|u^r#)0b zI?H(4b=^nX`Bjl-GA<_)^>h2lK5OWJkMOx>z^!djAgp{YQ)4M zz&;d3c}22p!hW(3V@w+wDZLmk1voR;{kub9flEhO`x@poI0r^vo*G*>4-Tf|+>Tc# zi$+R2#_v=cGgREfMbY8>*I`@eyl3qv(3ff!6K~JRL_dzKi_tD_jIeFA3-AprIJ1+h z*VdHY%x?Z0@@?V}PxV)nkep|Ph*aExWrJDh9O#GGKC@M4?G*5HKFpas8=)iRZvwq5 zK-GCq)K`qS41)0D#o5@_xvjVad~6X+p+2IOZt+K6&-zcdu9z3*Awwn`&CNtX5(hM7 zFiYUGdjl{LpS~MzpZher}8_uhdZ0f!aQe}+4npj$7rJA2b$M-r%R&5JNzxqP#-nEw) zILn`0@1}fsx0_MWX?i-&(e~Ok5U9aqoZJK#7ki%bhIF!Qa(UtD#wQMKglq0dNb3@A zjQmBvb+?jt&xBk>oCIV&M~@U78NN^YS&M|jT?9z3+CvdM+d2k)?&JT+K~Sg-@F#+{ zV{o0>R6*Jl12EyFgWKf@8Dr0JXsK=K?m4RZMXTc3va#X(`qzf^w_8lvg&(|SC;dMv zBFshoTfb#?HsfsOo(=BqiFVWYhIpUTZhzlj(=qC1tyY$uqC@Z*bAygB>z51PMO&i+ zLHUwM!~7}YQrmB0M_W`+xG}OK?ygNw>mdA|eNn`|kAaG#DE`{;xK0tzg|4vdy2zpC z%)I;P@nia#A~kg6fmbT#GbeGEUXnq>Sy!sVI&-O?X2mpK4-sBB!t8>2Tf$V0pJ$71bEkO-dOuYw{y4Oo3pVOsLV$691(I&k09?JRb&OS|u^G$JgmEEV%ayl^T zeF59?rcJ(_lEAS&;T#b_4hl6ran>)9Igg|x8dp*TF8z_hgcW-Tm89D8y^PIjh@ z%ePL}j!#r%g{?>GdFaCRPTMQv5*^Iz6twyT@_ z3~rK=7;T-9e-?hHX!Yr(@ldYWF<;Q?_)+Lr8{JOgY>pN56xzA5LA@s`*ZdXpf4U?> zVtKQZ|KSpJXF`ZXA;Y z=0Agdtc1n2Qzt+JBK1B+1B|b!esNcI0?1g(oQmz)Q1BekKWjcV3=k&Fyoj+8l?x!# zWyD7l2`2K^e>5`*`q-W^g}|-x)Zv)Znon`TU)-r8O|^j6YzE-wFT5{0%`aTr%MK`s zs97|W_f>R`QDaob-J%@LWj|a(b&fZ;-ENU+HgbjmXaTv#-mjV*q?;OVqa4yAOBy2; z6=|fzjvOa3C`3-5aw#eJDR|XQ`G=G*R5rJvtm3bv0NY9PNH!s=u$22Y_^+^tk`!u! z{s>a?jUpGGJO)`iMs|EU4bS6u1ypX#za*CbG_s494@x+aYfj1{4)M8Gl$v#Z0k+x! zb+j^aTd134YUf=huDF?_*;2SCRI=kS@lnS#+6;S^a)R4D`b#Vxxa5&-G@Ac!o4JVS zxLR;^Gq7=_s<~A(2*rxwvXDJlJ18w%EiFvmNMV^OB9ZJTFB3tl-Oq|2QTE znRzK5TkN}tVywaHQ4g<~t$oB2#2=I~5U_F{1|U#Ja_#aOId4ZBvY(`;c`(a6#*v}H z6}Xi8mpep34lIkR73y^ROchWm3t`$H-g6A}BocQkVsj#`wys^Zel|y+SC(Kk&kjM^Yg%;VS=`VeOe=)}MU*Vnv>apuaBG48Xc=kyh zQ}I<8<6rG796aN3lbB(bvb8W6{m?PKb%vCn#8o5Kr4s#|-a&$Om zt~ur$MTVq8hNMy-=giqgY0{@$^;xA)l24z`&-dr|N4(#!_xtrc9?*j}p)oW>T%SSQ zKN>Z^0WMqN(0fVg1|`w;mZa@(;^P&!53h1#X2{J3^D(9$=#&xJRZEglyApQ%E!@EG}i6Z6xm26Bv6K| zR6KS8jgZxIDchNvQ-aHW)v;6SQBE~2SAf(~XixOmo#peO_9w`Lf>&t}mg*FwU~2IM z#KHp-M|T~vGSN9A61#7#LKwjj%P5x6c}0T!xAO5|;j>O{ij{w-Oy#)VlC5l+XUnJD z@*=-Ow={{GsACden#iy{lT6Zsq`P`(BPo*tQ#!U9X2U;olB5(Rhm2Tmbbc|JgoY1b zn6SPCcwf3-%`LMPg#rCNWD$P_v184?H$6v z^OkIubL4!j_i(H&mqe%d8)8sl(I5HLtNXTIT$kmI*%X&8ANx@jL;?9Q8y~4FElOo@BE9s| zrE`r({-HKls8}v#!0aX@1$ez)+oLb)xl_oNtKPX5GAU5lLg+PdEH(vSIPS1stWZ4m z*@bJ#$+M2AqQeFqh`OCD9)CqS&0Vfc1`E51F>_L=f^90)?b=G(fd0E0W#X+R zl+li{qEYtzS)#{F6GCVGh-pXRd!to6FfLM^J(kwkBcRj&zl!gjGqN$o^qcZag8}mV z{*N0sh^P&8iSRXIbZOB1O&S=eAaK*94A|#t$>jq667UQAXzxP51hsTBuv`B?qGwnE1hqta)Q6YnkMhvpcfV z0i^{Vw_@JKHd)lQtPm87PD`m~2>;4Z9E`DPi+>4Q(Sva^T{=Sy5d$bon9sLvL~h?X z*O0+!i#dCP8JiwG8^e;9gi4WxFe9qSVAQ)fT_YSYDuG;XqtQgo@yp z$$R%iRI3rgZ3$EEgsG(o3HSgX!_ZsKzfDR}5c~6pc>IC0 z0H1qF{+Zbiox-M#VH(qmW0u!0Sn|(5CE-AIaYu{z@TIjxPGQEyh~d`RZf4 zgsJC%dcl=Vogr{G|1Z3&y`ehFYr%@|3sLPsZYY-z#SJy6z~Kw!A@L-$QYM9tYzrt1|-0StbSw9=uVfW@jRr=u>RwF(H(-XjKzJe z=q4xORQX{k=Jq4;m%C$0=MjR0-p^K6H8z=4%3&?^8|!AdXrHpD{$Ne^rDjX2;vB(ni%G^X;b^rqWV^zQ-% z#(iz&)zkNTZ`WT03`}$i-QZPgmmvWzyE2%PCf5`PGN@(T#DXc~QeFDg5DpmXWfh3~ zyR<4>L(8)8g!^z)`D(!l;Z?(e*Vc!57v@G0XV^%@Z~0xragCizsOj`8Xh#=S*T~F4PPRFwSXvxgXhPllNes3tI}^dZ7<1p0S^d zadHCc;pD6|oqwuzeB@=?Ll7cRzeevZh8a<#&m48#W932V8MG5C7bp3s*JKkn1M(LY z`u&AV#1_kuM67D{WgiRXKoQoO8Ihq@MM=Rd7IW^#wSwcKE!|XS(n*j4R;!+{Hz&K* z=AdrT;$^Y>tqkSejAN3f!3x79)Z=1Pys*Q(gj148Re=}msn6Q-zMIzqrLPiPs@*Ja z;@tb~cA_?;inbH^vs4^zG@`4rYc8Y2QbHNoe%Uw4r7PLwQ4e#9ON5A+7#Aukk`-L3Ng%I_HcX zgch5ObMSN&Wlm6|*6mnwJF7J zYhTCQD;*zg#69i^vSr4jns?8dkU_K)FP%fHl8HQzbg-KQxs{BC){ zN2%0mJC0)CvD0WZ#>X65m7!erUwH4ZF!Z4f8lwo~Qbapg{G= zl%q-@bYZO&w7lkvP(@)9Ol?a1fnnunfEB-ozZ40UJZGg(hbX1F-#l6)XhWO;I+LIS z(Y~_PskLq@*{W|0D@sb=rgW)8%X%py)g|Pjxgp-P?2X%7FyYpWex4!5>H_UgGvotx zx-4Qay2)9(c*9?;*eaE>MpLOm2aI|)rX}h#_B58GjFrF**g@YzbMSrfaL;g~Qnw{7 z;HBCb^)B6B?wW2dD-EyudEn`we1|_*&P~xAPQizq9uba@dhfIzM z>t?mdybr_|N+!N-%ExTpu`juhpK`KQpKuaYHArBsGNSn()P~3sMY5{C>i!!nfX!wEq(3G*5H`{dYUKyQ9Q2 z3Gtnrvxp&tk92?}25U3l))8y9e?Vl2-$5lKQV?L!Z(F?=$Ij%cerVo^LHBH1pOxlbq=hF{PVu!wYZ_sIIiwxO(_yBFKf*G z_H$-M+#OH?(&Tz@Qzh#q@Rs^s5Vy-$6hIWGn<_g4FXDS=f0)vWuKG|srnyfYGomeW z2CVSbWg$GD!6K7|2}MNZrhxCgC%Lh=rFa@@yrbU;3(f3Nf2^CKSdFdz>P=+RoB|c6 z2u}%fah_%V|60=%h!sWKet9|_3L{x5*&I*wJ3L8x;0CFw380Uhv@zMlD73;gNQXti zVXix^C#J+dnGjy)hRKP4TxI7T3Q=Y=BdXRlbh~JgDG0XwuH!?Hk^}uSgYK4INHIW| zx9ecm{~MZ%)0ql23mU1JsWbap_VlcWQtJ|u02LkQmoeAn1C7#xP%qGgZHeta>q<#U zqxu6Ey9^F(AJ3rXB5Y~ajSe6OUpRw+?6xzv&|qML=HZAwP)g?}SSGS?iM+gF0;&|G z9M+-nSS-NQG8;UDJ=J^0xAJ2US?pFMIC^X;Pl0g0&FaXZNsT0PE~BfdcQhkgebV!@ zR9ifl<>MrEx4KJtne#(9BSq5Ovk8?EOc-^#$7_tMp$8YbyNhmRob9aGgKTHzLn=g8 zz3xVc3tX8wiH^U0J$#kumkx78$$-_qYvd^B33^hSy>hhYn=zKXWSL!M>yRH#F!IPw zc`s(o&)&3&zs&k8dRAr?J{E))O{dV4&bw-s+eiWP9(Ib>`DWre|I&sQO{J|RAFEFO`t*0+gcp@FzY*wn+;nsup zsp3Z9bg6tMYg5A`{e<>{#&(ksi=3;@n>D-_JBkY1-p$o0R>18>pjfB8M}PU1vFp25 z!N4SRdr-!)8K8|tY@cN~#C}L+`0cvn!e6=7;JeW^1JRGv0=3V{rjjOZ>(yG=I03g* zRtPE29Sw@SSfrzL5v>m&3;Dt%%*)YNb^7eFemlmZ=~MzUn4|O2{kV7*Rh>RRVvu~r z1g1H6v@^0AmSP(3SguasO&E62Cl2r*d^hBI8kgxT`T|qOg8@?~R2Pchs{7Zyz}b?Y zZ9gCGJpmhAA2IKzVB0($;W9sz=f)EEJyHBa+YC#>Z0a`|BRB=wpx$Ic$~5}dgF?|! zE%nQbfD@3-#fy($; zyqy6B%8lw0i9qAMj=TXEb}2V77hGNjZbC@_;@xJJj+F>WyKC z^|zo&NBa==(qYuzg`tQ-{ert~Dg`;OuyBOjx~dv*yjoW$&6(Y{6B zZ>pnE_|v)P7Hmd(#-ja|&E|MiX~2IT)d%;T8HpBwAvCW3AcA>SM}9`t7a#q2!&MGc z5v|R(!}`%t(QmL(&SP{FQ!8txa><(kA|!qOr+WUIlt~p=0^`({c3m8;COpv4Uj2uS zc$R<5Q(2dPZtkQVgjg9`P(thh=iK1`KuTEs!F;gDHl6 zf7^Z`TxsnRUDF==rr6IbK7UYlcY$Fwj#rucU~nLAkehK8(Ii)VPwo^5Nkj6AZS=Pa-~T54RL0=p%zT~jp`A1*iBr8ASM!ZaAk58FF0E*zT-ot=$sxtka z@SoghIts#2oS11ELan_^!i#0lhNX?8trjTW-tsMJ$bt5AgMgfD{A4P-MFz4SFC%B4^7 zORMY|i6Mn~CliZ=)@TzWHGsOhO3@C~tLCKv7Fg{P-$<*OfC>IRc*T}1lZz7oO__v* zXKNqOPF3j^{SEhA*dbi&&SOO}phy%j0TQ-$l%1>9Y^R>qg5?njaLDeKi zKOoof3$Ln+LagHK24V-zkrq=*iw6e}8-ft8oOW*6Z`$A}!E8o;S9(l@nk4=1C}EFy z^O*(ieev=r?U62Tt`_~+^8TpO8e@F_ddY&`WM7ic)oHj}r|K$gW_&UQ*sTIF!(99p_uBi(E}69^&=SL}Mz z(KJWTwbP;YEahxDxJs%V3e4R+EAjc|mEJi;rrCQU;X%P~PEY(Xae0&{8hDP9@wK!4 z6=71mla2{4H?~LP+_qGR@_Q2p&nns*dsCA{73prKz%_zlay;Xqq7kTb=eX2=Q{gK) zdLz7ijB+{?u>Cmn{Lz1Kgf>*V)fx-HvA88Xz20}LIVZ9a`2Ux_Pmw}Hd%WW`(q{=e^PQKyB zv@Bg{WmXMz&_L>IYNFV!DekXI;Cs_Foyv5N+JT}ktv&p=a4ooOv!|r;*IncJQVZn7 z2I=x>MaBVDc^p#Hii@WwO86;7)GQW^n!ZB1j8tyh@wAQ zhTN*6%g|Yv6)I9jaWywVpk@SESoaAKzF9xF6?XuqcAyzB8artpt&h{0hod#2u02}$ zZo;j$$|XyVfjnC4s)|IN{uPbL`jn7bV4u97vHVhd@JX?R6&okWsl2DhT@o$!(=LLu zcxT~*DH-oma`MoD`J>@uVR^q?%J2sMb$c%@Sy#fXL>5_6(nY7lnziZ*E<@x3%s6F6>iE$TW7kv9e<@ zK3oauEgY0Ku}ShcW+;%HVRqXP4!6*QE+M=`qP;AygCU@ev8z^=3UuEWK)v)KFgxagHKP{2S^%Mh^+a-Xgc0qqu0?RVLIS%<#BVSQu_{(Ew?M}TA?oEt-)SftBb68>kI}A`QNgcn*GO>~6VAGKu zhVJ5^k`z?+%FAunZ?!?@B*zxT7)dS@+MiImz?&&@!@*6$iL|-Ct*H~1ZDHOJ-Z#zM zTVW7dGIzeHWw7CyOmpbrq}o!$DGh&jxIeh+;Aq3#Q3`|V6T}}?Yv~S(vXn2(kcyRb zE9ZGcUNtv@iApU^D1Uaddd5|x6G`g4Tn{go40U5AyS0DG_1ONta}2@<+=}>;s-@k` zC+bNM$pi`VtonET<#q!x2(3XI=YN#ij?2C1hFX~TYXztqcap&+?3n)WD^l=#4!-IZ zOs5{KH@h)NU;q166kkATxRUuAl8zok8nv_5n}X0w_?#G3;^e z3{p|lpZFys%!8G>9KMPGQqEuI&Dv&)zgF}S=ADjSTp2A3u@b)IaG(Pd%2R!an0E{a z*#-Gp6iC~Bjq6t+?I^bg0$7 z^)%TTS27an7n3qU-Yhv3MgLkMbui1w%Xl|+b6OrVG9pUTGQ_mpv? zvN19S4dxE}O(wR+N6&X-TqoawlJei*Jyr#%tR>~v+GA2HVr+8fu4W|)yNXOnk)U(@_x=R-)C~%4>;j`x<=Qvoy3R7(6JPM2A3y$f# zv~vF3>4_F5b#AE5NP5bH?AAA9J;>*ZN(xS6FFrOUD`Qkzsg}W&x?_Yl4CNyOC`V<( zkLC-8TgtFwCPdMDh86Xw4a5{D2$5xL9)by{Z>UAEC9QtggC(*L8+&(3l3WUA9<^lmiXzaqM6Bh=dUn|gD6xs`rS zyxdJ<;XcH&L;gP3ngjrFhn3Fdd)+K@6)two=>J8&f3&DGd>zgR`^ne{mc#GL%*-B? zVx~MLy--`k29^aFhc_zL$qtXImy{-*axL~F9YUtcy?AKEv6{R#K;$)rI(=3rK2F&W zawwlzp&gSPSH_N1K=IgHan5<^mR@r*9Q=*bU|HV`cp{L|hTVgjrW7yWQmZO^#0d>` zdl!X}3;pVvXtoNcN}84|?9*+MrAx8lZcR+BB35P0{V+&J#S|Rl<>$jxhSvQ;1fF zl~L!@P`<97MejtjrtfMii&Gu#4{Ev1vGZXS`d#H+XoT^S9j`zgG6Hoj-;_Td{lIi> z>V!j)@wjYnGK|@=isIeO^TWk0yJ$h^mgzynK%6^OOzXh%CPLly4?tXb=+rHuIB7~& z@4Z_&)^iQwdgaijNuKIeuqm+5unjpGu+X1_N{LQbto6^9)PJEQUu_Wwre7@nE}o9{ zs7C&HB1tK3)`NZ_OVUTHM&YcKvO1sY#Ym91*78hapONsaN(*<=i+i7e0B%irU&?DD z6%0!xF@*6~Kd*F7odCR9b7&(Uni5ctwX(ek)g(+K;-}b~pbsFwzbBt@e3Lw3M>O$D z&=V)c4=sDJti-8^>&eAy5W&QyM_g+@>x1#hPygN?XJDHfRVBa@fj!!q*2^{lH%oV)ngRMv3?oY5Yv-X!!UqE^z%`gR<~O&BddI_2z^<_MGB(XcPLqaE=VcM1Q^;gJ&^IHgx*f@RU)or``9Zp^NpfzS;U0vf}& zY%}CiiZRC0&o!f?Nv(mme4u2Ls=nE+sFk8moCKO%-<)9L5ZlP*{Auhh@R;u0u17QN zxC=#dL_LoiDzPWK>2F#$kDdcuj@Vq`%b|x=!eDU8joTgTg8g*>SzltD6(k z>Wd#A7wI4C2Y+=~m}G0X(*B%06b83bU&&i>wN5>kilN{gAQ@(!eGh-j^`35kr%iWm zesN3`hAwPTVQ(5fS6@e)6$;ZOe3{rrfvbqF2^Tz@;pHnfPm585mRzM-rvm%);{iWT zSCimkm47CAc1!2c`sQUReQ@U|Rpezv22-ae6H?&Us8^gPxHpQv7FM7b8iwi?Jy8}I zDSkIpW*j@1g*E;?7%jJQOwjM_dS=~e#zf4CpZrjxU#ln`*~fKr{Vo;EIgIyb2jp>0 zIdSeiP?m)!h46t-n8fO+5_os{yQYFIaIECdeO|cw=S33{P1kDLy&I#)I2YuDuBncY zBJ+wA0a7>TAuqSj7~SZx9Cqo}!3DOjh9U`n3g#nJO6N-`D%fD{m6in9=0C}^1?kj zzhmWhjJ)q)BcUcU+?-`NNsg27Yx&X#huCSR8$9o6TgRk)t_es=o!FSRWMj|(ndns= zQv%^;G|TdEzpN738qIhtQ4WX_^^FqVejY-7ApT8ONqb0s`w3w0KH~^?9iXai@(ZEDpLx#*Jyoq zS^Vy=Oji35*Hgd5({tlmaf$1yKP%icd?!}19yS}2L1{YNd#J~paor1O}q2V1>wRA&#lXn5x6(U@&)9( z|Bluh-O-yhy^`h_nD5q7XG7|!Rgp;kguC7m^Reu>@)$nd*$K$Qpog3Q%kJUDOslz( zZx35rmy?U;#?f*b*1~dT9@V22PpfOpv7WbC@f%`w5<&Fp{f1V@?Y;0Qdz%)6{|Q{F<3N#N(5M| z<@h=g#<4z69JV1371I&v6y?`d6Q47R^ZG#=9)--`DG9EJ*kE?bKVt-$J0M;#=$P&~ z%SqT*KNV0G_-l8k@nJOpmp@T$j1a2EHXdoR+t3Xiafl?>C@Vro%}ntAvGb zF&&S0-a~WJR%!b0^ekH*>i2RJneC;t(-AmM)10rTLddXu@t;>@EE73iT`6}*9@6x; ziJos_QAQl=|J?tMcXM0xF&yH5MEML=73D2H{(yLU+OLCm0~_w0j}bILH(OsMdC#a0 z@;9n1(*~?X)lUE!-;iB!!#^WR6vT|Kl0EqI&`t``*;Q@>&jN1axUK?X{@eUH8-F&bh1{nRdv?e%?&h8z}mp# zV#bYAznk>RuZ(nMt4cgbI_;8#XyrXiozNOpzClt%#~r=ClSC>bKSbMtSFevR(B}(3vo9 zhBr&^g-Xsvmmq%k*6Eai9+{F##se)mRE&*EhAyVy2BOq$0P|>FDb?RyXnceIwao55 z#+>|ISN3nIsX=BCLVY4FIb`l}1NxZ?LC?X_drQOd)ml}PWQ4QdgSBg7m3s3FQBn~N z^ujb8nV-t{jE7%u3#NovnfbJzqjB z*3{nU>h(~h@cMutkFzN2ho(wxt*@XiKK+7%?t+zkdChcf?rzZ#dFF-EP~FGg zkxb3z51acuc-!9gnx?{vT$1zt>%_kz&M#W48s&$R6rSs_njE<=AAMsbwuT6nR{`W* z*DiPaj;**cuA?juZg`-O6Is(}rO2m*IC1e`F2|f5{Rg)a50WMJa0T>=j2C6zpauxe zGPYakZHWI8LziPrgRL0q@QM58x)JR1LqY@b0KMRj-JP@PM+V&meK9O;=W7K+tr#&CORrFvV}X;%|pdhHUMV+dan6`yk`Y+d6r4+e>^J#CFfsD zI-nZA>vb3RHNU0>wef%PCvgz*hMd{PUkvd>zUxwTrua^7`#8xw(*nYOs3w=8OqsY@ z_0m0T9ahHv%`4C=G)PTKnXWPno9qEARS^$qe9C13Tu&OfRVAY&&n! zt3>~Bo8baUdy#TWx1h)^8|fLJwkf=VXj+7DfM2 zd0k(7raV`>Eu_wqE-~gg@_5!UrFX!C$`wliNx*&&Q6=ksU}lK9y0i8m;;rN$Z20oU zGEsoYzg&xv2%1%nvWKQ=P*If^p5h1epjhEl-rtHHc^B;TN^EaZPODF`zq@0LojBJF z8r4KtyQIF}M*z{tv?`HBc5gk$G@v`W^ajR}xLJ&CztO8THxwQ1fzglQETgD}5u`pN z(?6X}(i{iKSU?uQ*Kmyu*33Lg!LTmIFH^h5hM2aO=HX#5vRq!)Z~13El!V4V_f)Bm zhX<5BX7n34wNzKQpuIHo%cq74K@4)4sQ%D^nF@#Ep8JY5#ECdPf6+4nr1A7LQO#Eey3bh`vW%pOBFJ3SjU-`A>_<$U>ScQfb`Ix7fwwZ2!XI9$* zbltwf9T^D`HjZf8dH099AGZF^rNcf+lElnGEuAl}y479@#f6Pyc}}g^*feyI z_J3>}^{^m~=#|hl8$sFMKn%7=%FF{PpX5&o=Df*$o*PH9FX^2ha8L4)`Z40A7;c;e zWVV098^@u|*->Ho6)#g8vJu##0mF{h1d_HhVU`irUP{F^kk-Ch(|V^Kjv2m`Yja=m zh%f0kW2mg~;Xa()L%UX>(xZ!UE2MaZj!9KNrhc29>!$JWxE)5aOcH49~&Qz<8HkY-Yh|Id7y-AwfGraKRafw;Ecs8Z^^g-5Q>SO0rwlYgwU?eU zisHonmSWs2XUO+VYPG)aAk3-cyj$yqMdr_^vCywpq$9zK&y?#PBC@fgt<2(NgZu-1 zE6C|z0KF&F)Cb{XGi-zr0Kg!2NPEbMhm8G;pqpE@S$PPlAdQg~1>Ganu4iN3-IHCr z?#@(>ubdmCgp0fpYuQ$pnRAFEdfE6?$VUx}4W*DTnCEy?b(;dq`<4G3@4a)>TevJ| zSUhN=N-yyDdt|66KSSHJzx7=k5~Yo=zep4Jhb!*zg$BMZ!ta+pZ?G z3HMwitVr;)(Lm+UE6(_mQ40hZUNL=dlxzDb+|{~iSp^-*BvtK2mlbyiwbDm&_$#CrPEGOD$Enfu zn>YwJzz1|D?EShL-b1TebxtmWGGwGjFV~lOS?UqAW6~1RApc&~r*OqDj{DW%8mu8z z1qF?sxr9@@7v$bTzq&VhP z6AQO?!(R>NE>2u2(Nn2WyC%3iPEA|#JASP0$Qn}mSw3uD@oD#hy=n7%bS;#s}y2g1jGIU$^X7Vnsy@rC&BFWtuSl# zn*T~4w6sYt?oO7n9r@fRtO`vcZBwQulb~Oxfooso0~#v16f+qD0XzzGRG+SJ0du-V z^ohMEqZ)coyk8vQt*ht3`0vVTw~SZ=qUQzM_H947!tR~CB|44V+0NPb7eTjufIl2x zNn(w8;W{OFsfyBIS-&|S)|K86f4R6=v666x228r!a@(LUa?Riw)8wQTe^ux1Q{4wP zZ~jrO%h2Li@cU&(x%)@tBDiI;U#WtUExen^ZygKHM$GmFW4MD>m0b`_O^}B{k+EQ z9(!#aryItGntwj}Slanse*F>c%(S1Khku+KKWh$@uKX027PS943np z>=f^)Q)?cj2ZD)SRX zm<~v{x>*i$plA)8OBHOT(@k}*O%JDIlFTp4jp$1C{j|u;nR%C>98k`Z3rp1_%)^q+ z_sKc4_V`rJdvy(cEd@;q_p?U}#nOboDtWM9c{##bCpJS>$h|&9wMq+F+r;0?4^{tW zIM%sntr1x)X2ln71At|){1t+hss2EG(F&{8skDp=P8!;cS&SN6rZnu?S3aPs4vc|4 z|97BfMdK3JNSM?G;q0aSrG3O;QcUXw^+ZGfx3uQ`et(No+DhJtli z9?|kQ0iHq%_D@h3-BG)&UkT-lXG|DO^~(f}xt=jAFW{iJczwtD=P2g4wDbp!lNP(2 zRr3+^YoeO<-#Mnfwy+2O{?Yy3Ec5Y~EAZ-W!KRd^)vI zl#(iui+~%5*V>imL2s?7Q5-GCEjJ|<17BQn`%HR@Fw6H}a(&TswB-Jk%2#wJM3kam z>%9I-DMCw*JlA@KeWA8g=7GL7)$&vYHe+jQ@DI=4Po@4S0t$;kK<4NBCcp6o(NZaGtPBI&)ZYe4w^A0;=%5tM%U#(;jzL3(^w zd*gOg9QGdF{8Yy)_YQ81=OakY^R47Ra>&2j_b9w0Ba|a9>*jf3KZ@Vm1g|uz6c|j* z&8Y6sQ?%0`=%0S(uKi<@AtxX|cQ$FbMsn*0O&+D`N) zmWQ1bC7zbLp7b++P)b-l=!=v!N%1O+7ucDBxzl%ft zMG@}1Uf|9{BfnWn*$;FYVb7QX@CjuqXDel{$Fh69aBb;zB#g(|jX5Q&l8*wLfS+9P zm$%nAf-D)Y<1M93#&pj9@i*v;4?@9^&kee-hV#}B1_t>JbVCGE`zmVtvytWbG<0ch zxyHJs>J?0(_Co6Eq$$?~xii-9T=~hE{x;L-W3ZkC3e~_d}vp>{&sr=u;(NgNV}FB6Jx`A zdU|UH6O7c}_^ht32MKD5x1Y`P;y|8Am<(OR;EpKdYsC4DZ@>-1`~7@1uD52Qx*4l& zCC+A-Gz+L2(7H)mfK%BUb^cQ8<-0{b%EUOt`eCW;jT?B+H%+|#-8s&dxoBZgLHd@C zkY@~9ZyPb6h?lR`I-$>VfLXg%+XgI$fv(52$)C~T!n}`GX!Or3Q|@mIz?n9g2V&j_ zk+iII=1dV_y-IFAFc_F+ES7EdzXM_!{B-7_AK-)Wj7!huYqY3E1e_Io0&?H>H?;US zP5-d#MCZ1Jqs^5=Xt`d9@|Exozlu|7&OXFG=Zsd@t6^1fSwG~ziHB!80Y9#$k%RJK zqh^&Kb2;PvW`U$1WY38{=VG)Azv^1jPA4`Ed<_PbS0+l$n+Vcf{PD}0{6XnO`lVgKX`((qY|mr@Lc#k&cwsd zMyde~uv}anS$xkMOh6lLyEI)!*{7~e#`e_@`j6UGKYz{roO)$Cw&V+vW8!o~x{^vFzxj-+G&XP9%BiXoO=P~w^ z@bX1$&|?|q6P(R%Fe6NBqsDm~=zA9FO1qKt;8z{K_an#~Z^|j|n6N&h+nDL7iP%0O z2Pi*6av6j-?yt`7Z&7tCUmrLuJ~)T;VpRG#GZLI94UVQ8okkVB|3=Ctt6RBTgm?1l zgoM2b>8}8?_cT@NY<~L)ja2JMz4ii6*+Fe-Q~awkX^*s*)DQgk%LL~4ii)h;Ys_1>h79MTz{ZCQNb~Ip?0y3Ox`TV=} z;&G-??KcR2E+=1E;Knbr!P0eu|8KZUC&~FJ^9=$IFxPW&imNYfSll;&UJVeV%@@@@l4p*Swr^ znE%)4@F_mmaxZQo@Hl%dLPBq1MQdlSV023(*SfM>+m$kPA$lBK73r^1!d*<*F@0>} z;<--WpX3I-%Cu1fzhiY)p{_I3P|5cylN#r)~wB6(Jl=f1s?D_c`hsCh_UK=u` z|Ffh%7<9dwlXuVWU$$f!cw59c7I0QUSHtWlMo+f`b?S3KFI>w5?xyGK2y^&V_PjyD z=ewrMQSOOF^%fz<*M;uX9{t{%5uhpa;HR3pDRz0+)YDn#N)_5)|-)37>pwxk}p#U8-_yZX)dKFtmxey5Z(&!+KW7Ba;+%)HF|P z$$1?5*lvmGx{(&q9`TL2Ux+D&ULZNqb-cy-wW{j}9Sw$xEA@`nSa`AwGD#7t-psgF z3G&I7)f!CPu`17u6FcN$9~))|sH7S1=6M)0d3DC~8uEI$e5k93jB!wQ_URXlGx;*F zfmqXfyiCNrTwS|G@^jqtXlS;|A+1`e64WyUf)$sP>2c9ljP1sLBa3{$XDI7$_e8$J zSfmRaQweaEv7oN-)oO%W6-%crX!}e+VP9|aif>ncd>)zjaFPO!hJf4D|u-w);GsRX5-Bf82W<+Hdf0i&jbs2E3#>n0xI)h7i0L%ae$ z*pJNkc~M48*{kLp;yG@(B2o7qsK!q%=YdYQ9_>}GXfzkIu~c(IQ{UdgGGGu#JxR=% zemm`d5sY%DhQ6-pr1$A@XAQ*DfhS{{$H|6|EuQF<^I%%c^Dz52mfSz^nXmLRuhq@{ z6U#Uv2Y&+b8*-4iPPry^eW~yMV?gURtj5yrr}ou+d)OPbD!ZbBPi`HHB(W_m0>!vT z?!_mtjPWq2NPL{vD-jYSy5L#Bjwe)-FoZtOM$>*dFyn-$RD*Nqh%)t7>=BR2=|6@d z^!x|of~$2)RChyvUI0V0(n919%_e6;?=SF{GAM8&D_kYz1Eu7Tg)i1j-Wv9xBGOWNA#>{@FaMifQYz1=fjC4EX zy5?tf`3oU?eh!eJ1}jq4Zc=C_MQminK%>L)op{!fKJ$HiA@K=~>5JPR)&i*1_Jh{{ z@TEDonlmVE6}eG4j|&F|P2P2=pSbk4n1Ouvg@RebsXkr20&T4uAXiyAej@i1tfC`E zpM}G&Ai#HY`;fO~X^q*t2+I+#M-NGDC}b#a!hh>>UF`LjHww1dBuMwq#s+wyr}T-u z#p51xB6N{svCQ*zm;&kt^&e6FJJ6%T;+F31D36X0jt4wN%CtUPs8(L`6G?pGO?Q-Z zN72;3{$HnxBA%CY%pa2pbhOEs*sR&yEh$h8J|2V4N7*~^9&AnSYegaHBOzX2Kim^t z1dXEmP5FGIXoI*(-D9rgn#dPfl8*1bHe8g;r(|ZrpXFb5S#J1|W2TQIdMZ)JkE_R) zy8X_mX*en5EZs88z-fDdT?KIqjbDdrI@B6FYqO>Z z_T=Eck0p12pr072I&{^MUOLbW_hIu&U93xKLI2HGMSZmOs7UyyOulv7=K}YX%W49- zD18scJ^7LICeuB>ll!0^o1!~1ZlU;XVf_AeykB!^we27$Zjxr1$+}7E0Dan8wtH59 zPtwcW`dyAe-r5&+sEV=KI{EmJ^r6map>_X>Wkmvp8M9+Mbxtk z4G8i#=aL^a7Ek^FEQOu4B9h^*&$iDOj32$tX0!WkQb{p?=-Si@2mx!a(l-5@8k!^I zmwoBycI__7HqIQ({X;zE|CqY!x2C^8IzqzHD1vlOWVFQSk}gqUbPW*c5z?JXj12}z zs(^($28@;zh9f>I;>M61Dmua;6J+9-AHVl6ct7`f?!D)A&Uv4MD?{vJHh+bV*q?pH z+=MPh9eoqM`hULB!{)z099qMAJ_{Z{}eBX29kMxBG8WR#^qB}27H3yoDaWwd% zqDGc!(9+)9Zg6((y z^ndA`3_sT1Oi1L^Gr3#lpc5@i3RKEZgo|clrkvt0Jq)qpicvXB{=l~R-X#F8Ugm48 zg|CI|hZc}eG`tEj5hseKIdNLhqfwlZ{Jplgkc|->fPA*2iRg=5u9jp zmRAaJ9D-_RS8`u>T=>RDdEa8z5UGv081-t`U^CP>q5^s%?H?oS=dp7S*y%ZAUw&-; zeDALGQ4hAL)qJNb`|z`EG7H@nC1M_y3M&+r=f}-*atwV5fBp)hb)b*82`*j|o$lkt zyIx^D@*2Mn;<>%XFTea#_fwKi(YuNRuY2bwoZ8LbrrsnPzR6p;8C5ZwvU6B77c74WIIYH1GEw%@b%1Ij~G zx0xb}sh>k^fgbPaef{Hu*B_W zDMCV8Kf+%^NbWaY^lpd$FkSeVBktoA-|YPJ$%4$#O}irLF6?{siP65Hhiu8cq!p6= z-m~p-_O~H&aW76jI{Kb^Yu_r5aOcp=M~7c0@ra!c}>rK(c(UYh8pg_2+BXCbrzTj&-Q%E*jJ%1xz-k5|Bc8O@ynCgP`$VMThh9Q3)=!} z(6uL~PJ@t%^&Az~(iG7;d4AVY(p)3iXlcAIEvdMICYrX5c zdW-9IrjI^TZ$@Af#_xpPmoE(KnTgXz5BWYWaZp~(mn{?nE&cv%6`i#$LvG%fJc*&~ z53LrcN6htP|90J5%EG7IiGgKa2o|*!s=k!^L6g~ap2$DrF}g9NEgMy~sKd|Neq!D=j@Wo}3$gYs?_`G4;>8Es!Xbdvzh5aBJ!U(=QaKT4&Q+XNYxbXC>Bp^oot2ALh+Yh zD0?nwO!~S>Jzu@1^=O{i%)2cyL{ht#SV_HFEf`4tas1p><-9O)A7B2`(QUQ8loOi4E@W*Zu)iFUuew1D*{gb$%mr54POtG%FE!`{1#= zacOtRX1M#T<~zlU*`s-W5b&}h{Ndco4nxr(wum;4#DMar*0R5K_TGcEJbt=0%1Q^l=VZ5SS;DJI)k`>oyc6TUB=itod9pcvD7kiH;q{M4j_In3`3KYc7-1*5U{1+GfeVM2|;5 zp#pN!?iOlMzz+t*J-NlVlw3nCpZw^+B)!-lbnSlr50fu|HiNo;ntzKE@D|xG(sVRHWze$c2%ar$3!S%HSM8tFONCw>u#GkQ zkSHdBWGmo(mbjbW3->&*PJ%Wsc>eL_I332K&DFLy47{n%ISn4 znf~#mcK2Dg*b#cfhH2r{miFX&>1Df%T`>U_uWMDMU2DCTpkileLUqkX3f9lQDuKsg7` zSdU6H{FQ!ebLReX(YX(74_rkmcYU3A`{@m$N^^x=6}v964j0J+Q zWn!z+7e5jq^apQRIxi=0R)=VB6v3Zeu?utCyOBRS!<)(c4`4tloqGJ{*jZH^p6Et@ z+29ah-?=Huxgj{8sX0NTwgwaEk7()o0^QGVZy(=$AhsKp!L8ma!(0--Td8%EkllcWfpq%&;G+=>`Q_WyqF@u@=LZ#8H&Rf><;hup z)S2C9h$nzg8JRjQJfx)8Z~FCgowJt&Gmp$eUi+HF{PC`p-#y3LCvD z+_@iYTQ>9c&ZiSxpO#GFq~V2oFWvr5-!VM=4&6JQ{|)nk&WVY;PD_`x$u&NLm|lNb z-3NxXroPX3dhWw#+h?HO4!eZ`){d{xqICn=uljJcp4G0==3eX<4dcEVMY^h@8wGgtKQKo4|cm> zinEs}438}zs#1W0FzAH(Ixk9d_4Jjt)c zWxQp9HsjCsrag}mm$aN)cB^)6BHhk3`OVnq6*b>@ZgpQ;-}!8U4A%z;;T;RsS)+Nw z0C{EjY8d%)DL6SY>)hS5>x$oK74hW?3TT+$QO)Mu4kaR={OD0qey~omFkkX`$B|z; zXJNpI#r&MfC9!w6dxg0wDyI)}m?J+IY;j`eH@8$vVOFt$oI} z%bsY$3(X35E_Z3bcR zO9f?Vd!g^Uom6Rux5_=QYTo8@HBEZ?M#v-M#jDE_vF$sHEc!2lGb~@rwO*C{o`UHG z#jbj>OZ)?@w&Y)me1GH6tWD=|!)ajh+{@Njz+lVU8COYmdGUVCKfuDacGfmEIC^cr zEiphGC~2J}W-XLrw5yi<--|$C$P1A(Tvnv4!3WDR@QWQ>H=9?YM@M@47^5kKdTtfX zi?y~M?sqb7J-1)DUg&8@zv!jP=d2Jy%sJn_<$BiaYUIpC#yB_8F&rmtO|*OWWa+~0+JJ+2Fi z*p7{i92sj>Y83?>`NeA?vn3;>+e$+rQ4Xr&M@_A1yrB&Uv6@wDj)&i;CMnA)vV; zS-ooSV%wmFScCMtJ{*^xvOYn+crl^Md;e+r`To|A5=QC$*P4m@q=aX!)vA|Hgdcye z60QB#GPNVe_YYuuh4)EQ!|tMYu1?}pw=f^%sGiO<80j_;AAcJVKw4Osedm5}H-)9z zzY*%a>NGG=s2dm|bM}_7x$D_^fs+s)Z=z_D!Kc~i=+xnM^e=AKN<|mQ%JZ;hi^UCo zms!QdvRm^V$CrAIM%Xld+`1E`@=kat7w7Q3W{iBI_AMc}C;Z&yQg=_5fr?m_TinmS zK;KNr_Q^6W9cA7&iGR$zY74jlnT(2Czwv3&BL^$>X_p2~V-{?3Ma4s_r_Y@$>^?2o zi97$O=s>_`7s%_vlqaUDE&w21gGg*=fL@m!z5uD7{qnN+D>HJ3wdFDIm?C`-XLTw1 z@)CDqlA3XO-)57KxxU;_TdDh>!7X{V=86wmOF@V3VL#89!si64M`m~^?h^98kD~5L z0**O)dn6FrUfG)8xiI-_Z<(cfhx!zBV~OsCQle%mJ{HF<^km(9lUv*k@g1wl_i?7K z;)C|XOqslijhRNdp6sz*$u3mZNi}!V_?KKG-G2+OwU$0|zvecvw`S_s+;zzcJy0xD zqlne4(H`r%r8XgRnKqlX{cdQF7pf!lPWWEs2dC>Rg1%Fom@j1KaXg}iy3UVJ+{fy< z6$Wg|30G^j3870TSuL+tc9l3u4dKhPNadJ7ftIBfI3KWw2+5h7jD z#zwc%h#qKIh{M-}gtS|Q$ksHU@iROHrogVv`~$~l0;w}x_0S=;D}Oe(&o7+xH2raL zI+@`D92s0+WQ8M1^|`zv2DToG315uG)ee(>c+S)9zLnQ$y!{j}tk16{rqmT0{dL&m z+|`sp2@c+VL`KT>_*?e=4QGRB@fHiE^80<)q)R{X>cjSF-GlU_BSJ}bGmY_UKtX&BlmD7^2%CZYR65p;f3nUJ#X)S{u(H%Kk-^i!2y?o?*&%p|E zp%$j1aY@a9E;SY_mer~9`8@YxnG(wk^Yj_0wZ<*YrhUoahK8JsM)NOj-bDQB<9Q9A z57q9fDdrnm=anjXGk!^dUEmNY4fXx_AqHPYT(x&|n z#Xhc#kav4@ng*e{&(om$y1lIF7T$u<~8fky)lQtK?$!{ zUUGNFFh&=1gRAqcFPE%*&#Cx$&iV0OE}zS<>f^-c5v-%t;++3gi5|q%2BM_P7#1H! zF1l6O#;#q9x}YVV$LyS0gBmkguvYlp4dT_hiaOwzJCt98)?aU*Ysh-`4?u?Tcb?6( z{FUDBLT_}Cv!AZ^%rnw;jHd5;ZHi$xG^6HT0at3Tn0m*c-hER&61b(c>L_{m-|ZXH zVcA7TIb5tKCVh^y5oEVyA>aJ54)rh(HShKS*k=s3Tz4En5F+jsv)a3l4 zb0VjQGjqTCZkqc<9Ko)IIu|_VqiwfcZJoXTlkHh zC{uD{(-T|9%QrRx3KIqLZ3VJg5tp7^%J~u>77HEvPmTDLZ3AQ=u>T95cX*=8E8mv% zX7sVlke_wVpEqiXugvwphY-nMDnGk>lO}Ka{LLBv7&65eSc8Lzk^ zz3X=OQ2|$yU{_D&nK+x>9&$kTj$C-;Mdu*RkvkW~3p?Y-9xHgJ@ulC@X)k%Xg9ps3 ze@}wmO2d>sDdgk@FW9xm1%4OoKl3>GYv@VQ*u{*wgOZCWD@tObzeHB0ByUtU$IK)o zZtow)jSU_jp2^uA5IW=F9T~4rbZSDiUNP?l>{UeRRo~-i(H^#PY{SKc6qbFTSMX%^ zx79cx#9NnFKaR-Xg_3k!G#jF(@8v80zWTzj{qqvw?M3^eD|Y$DMLWktgHfd&)!%MQPOG0A$1BT@8-&BNe3@baC0e**R6f5mkr$Y_J`cM;dnU;ruam=ul|9>y9cg| zNEa%7o$0q_IOnC})22{2TeXi5nV)8IyiS{2;n%S~DF%Inf0i{=Skk+I4tIN1J|f)y zt(^tfEAj&H$(<7oHEh@os#v-Kd4SrHl}pW@6XhKtxI8MBzpoa{+Fgd53kRJ*s;V&e zLB1rP9S7@&C|k)pFIQeNE1B;1KS%a&w=#JBFRmf(7v3|N(Hb>V)jfHd)KPx#Y7NB0 zM{Hi|4rh&6IzQ+}DG5>~nDV>brvUp8P;=K7KF<55C~%}+vOOnmTtQ08PceJ=bC|(T z_e+`Q7pq@MxsRv`NHKjA?X9y-c81JME7zvU@NS2C?>t<%`{=#qp2prnxHxg3cDS&lA5om;HZ!OF@-i?l|}a9no6Q+Bp{9B_O7T9#m ziyJOmq&U}!-yYq$@agc--`nZ=1F)RO;3FZ*8;nox*8ce27rtvk%9|2Kcj(+foLkff zDZ0y=3s)XVz=O+$^IGrO*HC;u#MY-d7QH*a$e!%x9Hy4^+0WPdN8(f8JUd*CfZtk# z=lgTDVYybN-;bqJW&0ED!QsZpZn^oMF1tl{bEb!Gmw0AhlDmcPHK?l6p$gg{BFR~qboZ{z@4 zR(DbkY$2zdy^vEZ_oOvrY7S+QPDaSAijOX;v;oUrPtDv+kUpoe6KXzO^6CpX+NXq> zuQkJqN%=0At1ZHVe&f06(!(b4*~E<%;vXGf&5t>=N{Is_a=*>KAur}Qu7?3}lYf{~ z2lsZbn}9uU4i_+{cYkQ?3gxQZLfL6s#BQ?8#rf_XpYH<;=- zUENTdmu`xFZmEu8te$7_xZg`6FvWXGE@*+c|2u;xXSk0uAtMp9Pu64p0&KS_Hm@hnDd(yK1 z&C)uu_ipnse*yGohO2J`6u86sE72tm-L`V_#I`f%mf2Hq?oY>os+w{8JrwD|TNA%! z$(v#mLaKg-w`Q~1+rMumlnDC7GC!HmsCjZJJFHD=!^E}0jWu2)pKO)(6Mzesm=!|! z84*&Rvq)=G)Pz7CTPXyaN~c2gsc4(0FV=nk`1%V*N}1 zRB>VRx#PXbhq*&F+;L(C;r3$JJN+gxr({5KE8c-etCT&I>;Cd5Ap!2*qTa9{v=_ew znSMTYb5uNrQ`=3+dx@u|*kRF<<827VE9{_FFXNsozrk|40(v%r9r}T5SNr^Lpu-N6 zOVl)u%Z4N$~-?;vpI@uF8`@{bA*iCQKrX%yT?w4=lIODBLpbLJ3 zCJ?rvSg65laHYw6$(v6;fgZ8F8?|??!qLzpH;2~UG-15pnRizp{VgHvPxprr<)vbI zX)dM|hQ=j5+-V2z4IWFzzj1&RKhyuOQw5s|z%Q+C%6H8_Mk=fPRNLlYVqs!3=KBO< zy-OC)71jaTciUmoMYVIdn|IfWsgNWJ-x!Z)xL7$!h-2QMpDB}^Z8@P2`qE1b;`B%B zZ`bHD!k-f$0AJ8vJpNt&bYWdDgyvnK>u55~Drk@+sOSV4OKTiKM(&ARV}5NuJ333D zW9oM#lc7J16Snz*%^VlBNxx`QN(f}L!3Q!Qhx$$HWr|AWH4IbbD~{BHD1$l5^>x!B zPXvfkbH*$XI$w@;Q}{oC|5O6o$%D-og=)U1&sPvxYD$QGyN0{UE{J*og`~{9=WW(t zHS9o&gwW2R4@w2kq5Z7`?SDoEaJ@A9TY|@PA@T;Z(A+t7RX>zl2}%P+^#fk&+41ri zI-3(Tg0bg`1x8e+q)FpJ%bv&vfodzMZqRjh&)TPXAo+>U44~Agi}9HPcYhLss~B-- z?*e|ZqfFlS9e*)T(0AD)DXOS6oY}_-_qPM{nur*-VbfSV7GUv5uqeO4=+yF6p&vJ! z3*saL{ek|J7f-qGJ2t-I)E=i|V7j(120Cey-7tLmX_^4)FPfMBA6BK&Z}Tb9=SIf~jz8!YbLhX|d3g`Z?YczOe6bOhGa;;?w~*OIaSx4Bm!X)vT1ut_y<74kH`VwhZl^Q%Fp{@ z@mYAf#1tOY3&KNiFi9dsLcKW1gt{I~8{fK!!RlW^TKI>T7X)9%maT2v)-&gS=id#z zAOxj5o+wAv%3RF%8BxHnt;Ny4F}M^g7HAoWv|4D?QJ}H`Zg)+ai(yy*x>odNu(}_p zjQh+e2Fs&gAb!M3W8tE5p&+mg6xBU7+0m#98^|{&lHc=?OKOAFKLmB4w*Q()OoQYF z%!a9LXNO^9Y|%EP1Wje>Sz9S7lIGrpkYhzf%qhPfEKZdyF9m&9t@+qD*6|>2q`|D) zpK^aBcZQ&rJ7r&Y#3V_(0G6X1AOWbxg0>hgkpNMu+Fx$6&`$+VlD$288Z9j|0rCqF z0fj4=ay8jSmXqHB3~P!GGjJqEAH`-ynG+)U{?|Ywx=kc5OqxcB#d9%XTWCB)`|}te z=K^H=!``hdaNxZ-QVMs0>JiU`as-t!&e|al!@62tqz`9$8R8@?M~LzOSw{j#QrOus zC}*4%7S5>(mzYZ}WGavs;*(#P@Wh142vOvRJRh=_aGcKtp1g|5$^eRxY!c?)FvMmb z_%WCz7OyU2Hv11j$Z&qb_B%AIGXGCVjbR671JnQFp_X4e@^ia>GK~)&NBa>?n$nlU zoN)Bh4+sHiWD6uLzJtSP3gkZpIlMdx4P?TWk23n{hQvVrPqIP)Y84UE!L(UGuoH|N zVl9~x)#{KgsFLfF4&Onqi4XG$z5=`M679)VxK!FRb-0; z0y4-S{K=R>{R6OyXG$;S+gw{*iD)CM<Hy>!bK^_;K)m;6qzz#H8zxF;BX1bCzM%HdQI#1U`}v7WPqI zfQC0!a#wrxSwrE|L9o72KSrco+j)XicMwHy5(ShE11AVi_`FE>K)>)Io`mw!#Oc9s zK`J}`Zs69&gwIP_4BlO z!dbKE0C)bKxwY-%8)k}U zGIWqck;CQ&^_6$#@>I!ub7MZ<3_}fp9|h}Nl~qhICQ=5HA(;>@?SJxy=;DkY-~Ni& zQW!Bn*?d2jY2#T16H4sIjm#j4AIBk=j*Tsnn2$pALtuEmwU|J>tf&^nB!qJ#zLIN= z`Um_E;Acck?Kl!)lns-MOR*5dRBj`%19aGd0S$E1xC4Ij2~M3jHY_!_UqYr9!@$yW zBlE+h35m7T8at%zs9nkZr34F3$tWTIam_a6URkbuC+xJ3IexsQO=Tpba8$?>?vQIE zU#d-I3vcT-><+B24pTDr%@PLMPhH8zP`PUSgEl|mIPEh%%Ywi}IA_8_0^57p&Cd;R zZ3xNDlSL*;_!M~<`^g>w=}Zb5@MMb71en6G<A zrz|29>@(a7>DLJq@g9gV`AKvisEpDKQ4^8%!z8fTZx`pvMJ!qjA{y#C?|q*aB{4HQ z3=x7#hsW?`fki-nq`sKV25LJ8t1+HD%4dh9Yf4QCyu(u)364audU?}(7)on0P2*${ zQ^SJpp1Lrg;E0y=%x%7{e>W#Zfo@HS?=xt0mx5sK@lX|P?rRrHQlsd2Nu2}Xd_5n} zl=cL;ShBU=uyt=>Il+H7vJf6Gj-_Hfd^U@XNfyeLX9dArxcA)qKP{L3Uhzwq<9`jM zZ=l2E*T8(%6}ht>fdn?;F$nq;5$M|0b$N1VxQD>w+|?qEWaX&^WbW*>aI|qafnmNp zLQ!D4jTZy+ILWuCf*)9V^(FE8Q%b4g{npf4k`E4tz`|an<=xr)MXBZ5{vngZR6aXt zBllDq&6)$^-nk>UiEdj{ASV1~&A^U@6rzsQ%4A)`u|2djyc3eUN~~c#HnL1rzC>_R z4!_3i8l6W6hp=kCniA2(!jvC$&biA|RmjBk87Iyygu!k`fRqO9T-189j+ih}iQ0@87|3Bp8Y zw&ERO%@>t{nptD9Ky!p)R)x<I$^SyBlJi>z;WEN)JrZffya~UM_ct~ zCKjHo!ayE0ApdxnbE6X`42uiwUUl%m@8HQh!z6Sb_LB0HyX@hYXuGN>DG1mkf~xXn z`R$pGGZdw1bE28gs5eoXTIw!1x)nKw*T-M0GVJ$DiuXH`AHs_uEj=SWiCkzM!M$=& za|U7xZGX$ut|;P(T{-3UCxQq(nNf3rqGTu69a3tJQJ;9DkXwZ?Dc}rf%NLKDisoQS z$jm+hH}nk$3b7M0S*4!DV1d`>cxtX>0sQK`BsFZ06^1hbWC=-}0Bd>FGt;HQP33cM zZgBW%@JMJd+>-{jWj($AS-SF1V-$|7B2{yxxPkB$*^uP!8`O7vfi_o zYFr=T%+1E*MVVyUPh_7!AWSJ|p_3eZ=GSYQ2Mek!$_UPK$Dya8>ls|8QyIz$gwX>Y zv?$*NISG$;l8AE$K|BYMmT!CiG?cv-y`fCg+Nb?w$LD{-M%raXhQ|d>qoa!th*|tY z4E*1mfo?d3<3D+*4K|j>GY0X48chTlVz#1%tu$t%5L-wr<;&?{AbE=}VXrS^dz$>` zhVJez>5xj8+orS2a*R4GRcmtsW%X+)~<`!UqtC7I*1X0IKoki!fO6BX0X+3~@) zK_#OS)-Xv@qg<8zifm*ppGgRqdUi{NuNGH^Zo(FUDC(g3o-(|MYS8ABVFJ&_kNBWR zsPZxarko!zNW$yo9|BY~$i`EKPb6Hyv53{_ZG!Ib6Baop&=lQ+Q3^ZA6GL_j*^NOi&9id=wK&-VK&x2%3~)_6xQl(%mB=R7?`fQcD86I5z(a0R>6Dj zAw+xB(OF33ut&tnoWDuc6BAt50It4bDO&)HxVk(k;5!@`MuNYGOHjXxii8D*aea6H zk#q^0#xN8ZE(i<1j(p&I34k9}G4Hk*w~`sOd#p_QuKEiBxkykU=url`kJQ{XfP95r)7{vsCh8KQf>y|B5$p>RJE5PNSBd1a&3S{YJLKtWM0~kww2L!z{qN#_= zw|qEj)`1T&ERc#c3F?@FOV}|A2HX7{q5t8HhRv9ykt`Z)HVKZO=fwIEQMdv*o)PB6 zPGtzY{KP*1CPg3e0ZWk^q8Q8NA5>{ClcxiHObsz7OoNOJs5xrhKk6R74aY5qu3-U5S?KKeWSoce(pDCnJR#7Dsj~SJ<56+XIK=ko;?31^V%uT)B!dI~`FWWvKM@2&OE{tk7>JF<*M8V|Ib?8z*SwvQraz$hwXXq+y9 z@(>T>Mu?`{Av-wXeppqSwJPebrSy>^O7(!ve0lM;$x(nB83^~Pq+Li+-K>%h!iSeU zcf0pF7eglgXB*zHr}I4K{>b|@#ubuyIOiNS)f~tq?1_~|4isnrM@M-Ndc?D?G*JCQ zj-uUbf>l=)5YqTeY_jj755eaBE)U`k-d!z!xItc}9D|@~(e#MZLsc7=v!k70;rZLp zh}?oe7o8Mi>cu&AtXg|9wvukdD z=%L$JG{JQ&HAh2~yz75uB-hICu+z$fApUKcCM`VpjMF~pg&NnZcDxuAt_RSK4#NTjDU|9EUL z32D>J6pGa5fMu4-2~*T2twVy6Qi6pdav+qte5S(U`gW37ZUlmH*>!=$;E>PWo7A1! z;IT=x0p7sF%$@!H2PzDumc6AVWq6SVDyb!Z+=l{BOh(X1Y5HVp178_pL!@Dane0at zVCK93frWBuJX@0!=0n6&nA&R2@w_jq0k)<$kP#`^c@1Nh!G1CQ>ws zTbg+9N~ccc1?EZR4KARsZa<=%b|<;cI9uzu!8$iKr0N;ou6n9 zieMA32z+iM!ZUU{g&=>hYPbkE!X3v#+|7%@6@*l5il*|34d(p_QapcrbEq8)2oaz&1A_^pSOD%8t9vPO4dQJF_n~IK_VtS%THX zX}{+Uw5tn^htNj(2}NPjGJO3!Ny*{mL(~|*!Xl?CKbP?=8~D4f^*}@jOv1h%QCC1$ z1i}(H;1ibT1RzS7baTAT@D!azHzJ(?TK5NYN`>!smsCz^_alDq`SVJ*t#%O|PN-(4 z*!+3enmU!w)WDj==N_^yh|(9uqy-5V9EZXz9T*T;$b42{O-BvgL3Q4)0N*;rq71@)(e{##|eR9=0LC`SjyQFQ{}d zYtXjZ=a4j?MQ)@el%teD7+0>G!n0OFIT?b2Y?up|Y7~+}>#GI|Dc?Ut1vLh zfO4BL>W4%3LN>SuvlHiP+gaJ*Or7gDOkVjN0pv*$^yN#7G6QPnP=_uHrPr&-%UgyUJyF4o7i*%=rRGOq! zh4g45igPn@+NP?5`8VooP?3_^;r&t!*`MyNF;5#&EKqTlSIsBgG;{TNXb_w+;qTq~FYmY&I1!+y(BM@)Ur z8)fg_>m#D1kLq$nY)(N)IIJdLsyt}Qjo|VjK5%p7tX92rP&;a}%0BS5$!^9)7(=p{ zgl3k^wIm(dfeVL+K5cXdh~+PkiBd8W9%MpDQ8C(=29(Nesd8!Gq@Mo=m^-}-6bPz9 zqS7GZ$08Y4uksW&4-o|(0wG+Z{hryf)3sW~n#+uQ+FPr@=Q6Gzvs4io7*4V3Vg_d* zP(VdM6H&z;S(h(fM+62xK2AjhHveo#?yh6XW96dO_`yF8)uUP&cDex zg94K@&d&%~G$FP5ps)$=dOvM0X}!+ay*lC#bTQYt?JO>osOtfL2Ga%_4;IHGGv;Ox z>}&d{-PJc(g5Jm(gpG_TIQdxZla5OT*cXu9D-Xjzb-x%J7gfV+Noks%CLkHTX0nbC9}Yy3NmzHmz9FzkZB(Qysh zWJH6Sz{P-}_Wkd%e#Et*$J6;1ch}C8H_J*RJtYbEB=PcJr0>nMZcHUeQcr+bcxp|@ z@20E{Mn9unii)6SRQVSVR54x`PM}oGq0_nObG?yxDYCm52?eF6b_L1U2eN}SkyJ5+ zo#yxfU(`_98oG*w-Fu!BSAx_ z!0*(WJaG!}(z2MO4H50I3}tEuuk=@Ao}ql@2n-Av3>UQ#e8PDp3t?mj8eJpT;Ay`N zXguj44D5xkv|&IBd#>(;C8!Qbkkhz>T*Um!73jxLc0=QPtBTIo1NnP~&#aKB)#N-B z=CBHttjg+6#NLtG9tlr?_0`#&!7UQXpBqRa@q~z?*Xa?sW%9CVYQw-O2NS}kilZBJ z*d=jUOqHWU=SH>v0YVt}lftO+2;NaZ${7~0G*zy3d68_fTlKt`O+1qrkmJW@t3o+B zv7#9adaJ>&N1A%FLR2Q(ABzI-3D$aMU>EeM8>k6LwX|F+cWCDOQeE!i2<4NB5GRl>;e!-fzx@+fL<`RXi;`YQu%ug#y|yX#qv=&) zuLiMd>s3p$eqVHvfH7Z;s0krVF*dny`gP{5I2P{1t za@3Cx+Qy9$0{40woBshK=BB%YCz7_at$p#i+t16;g+7R8Y^@c#EL>KbyJz!3#D}(Q zSS^o*5Igd%*)iCRBSlq1fO?7-IW`{#CELhd`O!Wp&mylAq7e(G-n;BLoC2_HncOef zR}e|f%E1+e*JVrZZop0?i`!ZG#*X?~JtJ1ee&IwTa1jh*monq%Xn#MVv$JtT1r95x z4j;p~D29ycEGA+V;>}0l4sf+v^OU|n^F{}UHV)}$5P_ToOH8hvMBX3P#4;*ZJuIxM zu4C=;usajL1R+a;O5653E=Z(Z^A&8gi=)XDE1R`|!%(9NO&K&^Ju-DePf*U`6G$XBbT+}waI&m*}s z66tIv#8Z*19l|nL$8lk5g|n(%2FzM_51SzHfx^-zEvI~g#WP})deD)GFF&h(IQBD` ze`Qi%4iX8Sp*GIFIfSp26UmrxE`I(h8Q|`^7vopiBpD6oQf;4NkTbN6wSOOgQCN=X zOm9?K&?i+s$RYcb_2tQ@7Z=^tzI&Zp@OZ0j*kUXb225Y%%D&kpmQ`gh{mHL9NP+_8 zJ20?ig)iot(OpX>TF~6y=enEg5U=8vrgaHi#f>? z58f_6gF7)`h)$3S8IluGwB4@+DF#7GA%yuqe|fSCte5DFUza6tawnRY3(psT{JDA&v*2Lk}lbO_YO1-rq7k^In2)aOp(9(p?&9tRYB2KfvkfS z=u$Jec%$&A7TK7lQ~A60*3o%1(q;%Ffln=OUoeBa8{<#-!Xiyyt;50Sb!d9j`m5jr zcHKH`%;jOEqnUL{R*o@;R71Mt>8U~(_cDsY$;QZk0NL`PhHipXsp()2TF$0iAmM7q zao}J(n~oolVlEusD0C-)!#%4legF}yy75#8@qj4G!J13X?h5S!81SP;A6>P|l?9&h z{IT3Xfz9~^5GmNsyFeZ{p%$`hl`*X7SD2mjEekB|cDC#C| z=Ib{TA|u;UUn~ccU^CzZD>Nd^O(UH_L&J*5%ZqmJ~@P z@WOl^liF(o?;OR#PM}CfTj^d^n%3_6@4Z|QgE94&Nvg0W=@70dRmEdYcBo3li6TZo zYrHD_EuWZ2u#J%)czjw`J=EwnVni)?!ZHnNG%65_R#i^ROlQ-WU=J!5PECHE!8y{s|!AV4#5qoT}x*F*&@$lPkOZL&fr%(PrX2-C7M2+LHgv9OFLMo07W z@O^%Hp1@0_A^MrTt`U9&F5 z7sJ-qI>~F=a)g;hBY5!w>7b|XIgJiDY{RYDmLT;%J4} z1AMG*yq`kP=wp1o%B!=_sW0mQ*U&OeafAR?=I_J5*S*17uKWJp|KFd=*4fQ1R6c6m zR>bKe1EA~9tA@Q!!@h1ma79n?=EMY$vK4UeT^X7)`rWHt+lW~QW`ac<5QuzR(^9&N z^qVN-xHH3x(QL1}fBOcF__c~*)PxmCWl^a1;>=kKMSXDXb`%*#%^ z&E&l_RnDcM!6N6Xu@HP_#TTuYz6L&nIO})R*-1+%5Jnj)=PaDQoRi8eDWjpy#VQDHorb9fT6g zyZKo{$Hk_cl6cx}wqZcgUVsx9iW6)c+=UFzKjC>ItSaU578u=tpONe0OO-{ZA#E<|)rHT+^LcURcR0B4+*S__4CPln*9p z_=>pVi|mh~nrR1Csg@-~uO9M8fmp-!5bQrR!yd$XUR@M+vVrwrx!g%{COw_0(!gTc z=nhpaakZout4v4CH0iOQp8SK)$A}#CKW6@feRM0mw`;ifXhzPGNuFo#5qOwGWVysS zwZBv_KZ{#&Tggi5B|D}4^u+4Rtt8fbQn5%r`3$otG)6BtLQW9`WL1H1HmfMVP3RM$ zUgka)I_13~KoztkKNzY;QeaaD4IWI$XgMrSNyQaLdIqc527|QTmtc4~SItvOA#0aB zjft++%MLhPEi{P6S4FvMPYK8Q8*7;j>GfTn>}cEY#Qx&qvQe9({yF!{Y+V*#U=@Cwnm;BHo$F_s z@gK)@>Y(&^GY_`dQ08tla!fI;5USsBi?>;n`Q@hxT=xKvnLJL?ikfH~ypGrFu75DM zg`DzaE#EcAPqZND^IOv5kMn_PS=7>pvK2{{4)tD(YEY7o_*d15N))n|Xu<&5+5RoO zB>lR(X|7v$ge3*(PK1k>HzSbit1jxjs{|3GW6h}9{)j8Ow3HpS=_NoETjU@2^^xyg zoF`$XEy~S(Mpi-Ale{APD0F_NVq4F{5KC;s49YT%F3T>9jxF^23GvJ9;T!&w{L=>I z&nuj>2$&ErbL_#uc=ciAWK+9S;4%4@@ybUm-S|su>L@i-VIw|RcY>*$XZzy&$ebS- zPs87PG-tP!fpBo@F@l9N)uQP*%XrX3muP@^xA<-)wD%eYdRZ zOHlL4=LE!xo@TFNYtjK(Yb zG8Cv(GXLvDp2`ZtYh#OClk`b&$kcddSAaFbH2mV@;m8e(*7j#M7jBS`gjrNkP_YVC zv}+Xedz?!(Gm?t#=DC$+_Vn&DJJz=G*;mcG)$FCf`q%k0)B$PA6J39t1%YQdAb7`D zC|{lvd+R*m9b@Y!^DHu-NfUq3Evp^r?Af7~Rm0?xUItn*FD-_K`=Tc4YEYA=7R0*F zrNx^kd*oY&J-fD(4+qsE@)3~T8zm>2czN3cX}VONzxb7APh@qopCaB^H~E}2-1(UH zN!d=6w2s2t^MtjolD9o%>M6+Wc4=ohtr34`&|KF9ZLz#q3QjWa1q>1a6ac7v>MjJRhKU1V^!?}h! z>`l5_CNUBXQhGc&Fpr<&1$pN0Gxk8N-WT*n?!Y~k_&Dx!a?|6Or9$qaaN z=rHs&+eo^y{FmrC>lAIY@?PJDb<1B-noLObV4O5*!e2FH3~r=JCn7Ru@> z`e&yODT}}by5NrvQb0q3SJ~(4#EAR6-oH;n&mo?=D|9YTU?<}z{yI} z;jP2RfqF}YF-`;1i(c#c-3nYS8T6n!56U)Al^VIndFpbFUsE5-{h-A+3Zkr$KZ=jK zFd^T&k1sy<33V@TPoOo7HVjI14ZmnB{-x`aQu%yY)*#oqez``TB3{2X!Wcw6g5x%? z8$Y2+^U@pu17(r5&m-S))^M6@Dg;cDY1}tl>|Q&<#QV-qX{)r%(s*+pE>NXvqaB#2 zrTvW?m*rlO5SK1FBpbl!oR{OfaEi@3P4mzUWNK(-A6DVH*djH^S_!?^9=>;I>cQ`|J|T-%~vRpswenyAL@aIkFOP4FsjgWd`2 zJIPDD78&Q@_p@@P%~0{G@7&2G!ynL)#7{#9e7bI>b^gLoo zYCGg6v})sO-`~&Ico1$1I7}4ZM)hE3!&`mFOs^)cqM$ntOo15ATg(5a!agipH-u!L zsxy^pyEj}n#CKj%4UAau-EZ(rp$)_x$A6>_P^ZCZ{}gkH1N+UM8WubLHT9A+s9)+X;bY%%rPD6!&Ur-NJ~f0U z{;tjI$?nCuoxevd$qTf7yY?3&eZuqzaix%6lbDutq8CF$=nyu-W)j+%Ybf$aZW_!b z4Lyso1jlTb^=h5NHc+>xIfQ)IwHnEH_@_+Z>!9`2^XN)NFwcLV~*SRh| zbqTkIaVGf6oFkj>Gb#VgS4`=wrYD#e%guLTndWrW?QJD6YXs)%Lg#hGq(aZ|S&3J> zX7(b4lIYDovZRrGl8T*(qFu>6o#pUU{?FCSF5S24SE~d~+)(EJd(Z8Jr=u=?S=CQR z*v=3)v;aj_!6FJHlyim9)uJ%iUZj0>z-;~**ph|yk*ktt%K|A?t_!;Vg?|V(4Pu&# z3aQ?04p-W0){IA)ZuUky0(JGR93I6cg}mC%3%?Ui{g?aHU-Sdl^^fxG*Jkn}`Y(*AE=l#o%BF5jK7BJ>=RkwgWO#8V z;TGQA6?B95mezc7VVAaiyXcD9_mh9VkZDW~znGpO?QQtg`m3$5N^yW+N{c{L@x|85 z9sB(bs{RpR`hRCvaK!P~dcYGDbG7bUAzeY`;;nv}-FUlR8@yFl#WwOs`Apg^NX1P? z%*C<7)+ArC|E8p%#1c!MJ>Z1P?0LiA#txYeFhZ_*Ira3Zth>)?P@B?^y)M_`E;c4Y zoBA2+yQL=y*zCaj-Q# zP5R1Y-id#X(zB{+O0E zcc;iemiv1jOnGH)&^CkDJrU5Zql!VfYf$cy^+JX}-|A8pzTncor)5e?Fyziik4>t7 zHq07!e$MqQNtLXAldJ6J=zmLOsGqHYpC-mud~0fC`HEsJy(q3ux+oJ!o;^8IQtN%A z_6@U&>J@f=CsVxv8G5pbN+D}jD&h`kH*w8Nk!De~Bh!chgt`FEPDZ>FBF+S?a2_xk znJKeE@^X#vZZ|cmzA>Wmg~*QQK{ra7=-YlV;Qe45*L~p9q04p)tK2AKpU_s?1B5Hj zOmJ7r$z2#RA^mpfCjwg7oSjHU4m=2&t4_D_peJAon465->7ye--64F{JC~$a|j3y^uDC}Dq1GA(B;ogLEaW~uhkczBri!b$_g#INrL*5x| zcda@@jQ(;oBvyL753CWeL;xm3{-WLPY2{Qmp&cWt%Lvx|eG z-4sh`Rd>4BXEfH&=UwU<`6{ADWIADgJu$JO)b=Nb>yw~mJSd2+3l~>823i31jHAR= zXb-y2?K7+!cT-UJDE#=YlwxY6>1$Dr&;=`gP3(G`6MY$RwPI=4lh4MI+oc-%A;IX@ za!wlIR~7Ya!!SuKa5>VD_%%71io@9&#>#YzP2wY^^rF$~c&Nh{@K3!dpLVqJ^82J_ zU$9{yz-1=Su=b$$IJX38VI=C^Uk_E_Y+bG9IG5c1a(rENFnVwdklbu9Gwa)fPv3G; zbo)U`|NRQrW{>H^wzNt5FL>8|+W7r_g>?30u~E^imKr_PL!G$W1j2u*-4BZ`qPDVE z5DhaqO{yWCv^V1ce+=2c&0owUF=fwBseA#H8Ikm}$c?C}6o4vXELcZ^wP3e1u z$D6LLi}VK&JsS%k3IA{72Y2a~=_&Px#9(c{IY{}K{}^^aW5`ml35yaI((?@#KRk`L z)ynbzLi{Jn*`^!zIC)QqYDiK^GTs(|)X^5{*JFwagY6_VUfH$&0@G~bpb9svF<74< zU2E*-#5V+XUYreS-hpo&jwqKB}gABf|xFT|;_c(hmL82|gR zlPUaK@2+p?vZ?e7t+*@{_1{LYjw&up~Rxd93vUDciz6b_y zj(n@tv{muz=X+ZA3#UJ2PSCt3m2s-KRUS?60w2mhd>{D8!`jw|XT29Fk$O?xNue>> z$7wp~q^*$p%dg*})is__gOOA{6@S*~%axuqWfz5AvmzE61{tbSS2lpaX6B7;D!xkO zYZl-e)M`r<;{(rGA71jR}m;QgTuTt9Op}GGz_@(-P!LOXuI7#7%R-1P} zx(j7u|9G%`4)&j)0wS>PXt*<&tCO6jUdLd?xo+9cH_wOLuW6CZ*LG%lB5@Wt)mTx8 zz6|2}QdZyahznUR&0!YwG&^n7HY)a1oGV?BHxmR)gKp*b z^=+2@)sl0tz>SJH`8Gx1PB|^uTy`vau||gvs=2&;g>R-op7Yrkf?|(u7FlNN-G|da$O{fJL#h|Ie+`Emg|A}Kb+1k{y$Ll;v8^_eLq#MP=OoW2FKq*=^7U!O#GD`(+3;>7%!4Ih2{cuUW zN=;+`*>GF4kkIhN;?U5*0R*@rG%R?`qA0<}sXYXeL-!{Kio`OzI(o|q@&9o`q(6@T zG$0ZiLg)+Bbk)-#u~ieRY}X-SS>aTG7tBR96_6BMOIiYM_&2BU%vJq{gI=8N)o}o+ z?LN>rF$b=`WPv>J(TDU=QEvqcxLJEt@KZt1-=$*D zEnXE6Q+ae}zIM~=Ur+HoUc^JVqasld6>J`851EA!TlC2mi|3w~`K7sbSL%JB@7>J&P@vM(Teyj?_Oe4>~2v$hyVFZNZdkdiGDj;@TAXnC!Te` z&5-QKs#VLnkobENL!df(e$KwxQ5lJ-^aO*g$!l05OykgXIyhgD}J*&LBXQ$>&osX~ zqCZyKTk`$ci-ipw4YLK05w7EWY$GJ9pM|7r9bn$HzbIhwNz*cJ(xWWeNt_)$kTD67 zK1|6s<_o^T2-Bf{o8tiDDm6;lt1Gkt8BScsSPDZ0QE%nXDzKh=HkHA7&IT2y-D8|y zd@CX`BSItm-<5XEz z?O_!`Xf@4&Rnc(Sxa<#Ui>N2FJ$!~vAI%Hy8s;g$r_c3h^Ja%t0c8=7{G`{#BdiV& z1P)xYn@awps*Mew`&~Z*NNG=1S*#ZLy5*fv>=Q13flD)c9-_~|LQEl)Jj-}tyI}R` z2rFSU@@4m^)8fStmKjWu-&(%r-3W$7bpcNSJ*dJtUCHlqkZbdZzDh}=jlhVZAJi3= zS^n*VdIP<2uyMH>%r!RY0!Sax4ISdln)4PfPZu|{7PM}J9fsUVa!Thf*t3_ad~FFg z!cPnr+-EEZuM<6we%<>UjKvXwfQ0jc|L(nX1oT&T_Ub{_9W%xGwvu}t_rj0lY2r1d zhEO$~BapV{vwIH~BnNqF8Mktj*trdB5+ie^iHzRSgI~zZReAn&t!k5axWGhfho~HQ zqW%Od;!`YI;%kV$C(y#J{vK*6Er(-6j3eq9MxwIFPant9ZdP8|@vcuLn3T9!4%HQ# z+5At%b*DW7EGQ@&JCGwD>86mD|Ld2VF2Q^ej_j4D%!!_>9guA7#<4Y={sif{;w5&H zu*0H>5Pq1jK`mjw_sbkU)9y?$!zgqrp@(orvusstkws{!&AYrkp$^0HO+%D}6QNGs zzG`~vtC(yi0vcHmM~}vJ+TKaRz|Zn4Y@HbzBPyAy!(q!)x_QT(CHE{IBdfzT1wi&U zxPimSwSd)fv*UJ(7<4IAdR6wD7WqYK#bJ>V3qA>}#HR$I zWGa{ae;2>oJOQDin^s4Y0I14=uVeH|zwh$;b z@#6i7b}v0;iMxnVEe>WU*=hTm-p5-v!z}DgO~8WNw~-;ffvW~h%|5y3xN*dXfyS$e z&sn{CY++7iCFji3I1g=W#ZLh%`YvZu=5l(z;kQ*RbbH&i9T5-E1^dgp0q``g2d4FcOBBm8FA zuV!&4*DjTz_#^8zc3tNWI-qxMC$=$Hy{)i!aUpX2H3nhaJBQ63R>GfVVGOl zU#cEj@e6-PhpyPEZ{|4jS72fiQGZ6iB(96H-m=Z4kY$qIVjT-&gBsjO zS4QW2#1-nlw9jWY-0`bWfVLHyfo4&!NLGjC24(visJel-9}fEQwSkUV#&hX{77Y;W zeQ5X{x0sK}QXGbVoC&f6rT>S*igTu=f(%tE-`NCg5Bte-x?X7iK)gMSi-B(Eca32_ z`kmmq0j}Ews0$LKguCfHcMmGmcr7d!xa1zn@fZL#s4J|+E) zugkqf+;xK0PgNu{Q(r<9KY`sXTy%H_@pkW4{vOxIGiUr7el;#xp!_BCnM7)?C}4;{ zV}>~TcWaxv2zE+U7V9v^g3R0f67%0SpoT+JO%!g13a1&4FYF&8=H=xi#r$*#?>$X+ zF_D-gdIy^sHKiK1Z(=e;Ks8p~!7FOuaaMV+3OT%GXYCcox%mV5dmSa{-S-jueKA*= z0-vxcKlP1kDczFlE=P`R=%dk^@8U+{ueQx`GjwcHg*YQ8@Ml@T#5?0g+TAq6uU9X6 zvI;2$8{5>T11aP#hZ{tzu_Y6v1BYnA~8j!?hgnrKR?z8)@iw&X>7cj`XrEd!aY zVPXT5Z7;h{&7L}Ha6vhv#@~DIiQ#h#q;(<}!>@n}(?2>Y+>A;yiJBN67w4Vd*l);q z;k8i#&SxQbmMQH^!^jrHS>UyrBtuW4a{OvQ=+!_0ctcd|fq zjj)uE7RQRAH@Kw|7P{m5#~V^CuTWeaYE=K{rr>t}g*B77I&&+e9X69#*96HYVr_Rs z{_N;<=bo~0o!mz#pwjYJ7vxEbZG?%Z@O$$kS{EVbiI&-a_k8E#NK(n--#GPOgV57v zTcPHt*Q58dD38U*^sYr*yW*Mg=NSFH;5757B$e8erER<01ur>gDJZ46!?QU)PuU@2 zO)7)4`R7DnT$X4MVf4!{EGw`TW7{;|Sgf{_JOMa6cLaMfeWPcCk+ut-R~+i|Y_4(Y z>kAcGGUI_TnqWVuUVo)##2ASGLj?@e#?>57n}o?zbGVyH0lA*pdJyfSs;MLms)k?Q z7I*0#SYpasRW*^?=?1FpwV`$T)F|}#lL&w$k1y_y^?z1f z#Z!MuUA(ZCC6BQ8Zh*G6Uo$Q{AlpKG{qW&PN}zV&?R%fC`62b=O{`|wcQvb|gv1w` zYnph->GxU$!gNUKxTP@OXW7LA3>g zJqL=AUX}&X=mk}KCR)v*D{qIz?BoYEH#D)vkv8=+K9U>8!E0KXX++}T)S_^+7du9n zH=Rm~RSCi)olVH(AW?TVST}%_a(hDm0cnZRlJ3aHNMm) zGSIoASUg!<&69vt1IBV$_r>9HjdlIVk+i6H5K>C;rD5&W(^0+vt%V(Z-h#<-nM)_R zb?>@L8%3bm^gEXBfm7&bq3SOm$=i|Kn^k>u4jSI`!EiMpZqA_K9Lf4nA^dQe zcQlpNtwZsP%TrYe;;rgTwQ%h5$zC%k^BNzcPW;Yis zy(&<{`2s5}nK?bN^Z&W5#LKlsq0X+6@+pmQ>K}yTTHl~C7Rwj$eZLQC8**~q`t19-Gs9g}iWD@z zBc+axe_1$CPj#){xk}!d%<2e4~ml zGM)Pu(NTk-2o@y@z3IoYaYGu{xUj-B&?54g`aC-iVyd7k(Kv{^EiP`{{LRLttmwlS zG5yoW1U>P)4ZItlp(_remBtMzDajivw8_U$N2 z2)unqEcQG~DAx1PvF{fR(Wl?;8PN!`60p`h7*adUn?@s<#xb${0NYU=e3}iBR(S=Q zy-$v8==pvu;_BK#lo7pdM~V}5w5@ifT1IvNe0ADmKV!ZrFd)58)a9gzYPOQLR$HEz<#n>e-;RJE$oJ-}KroQM#zo$ZN-e^^ zH}pnG}$G@_kY@OyHDSixoW}VFKW5Pl!Ke^oddDnE{t??DYzz$M3K0sH5bg zs$uv)XDsSg<&Ms`f5}84Wsy}Fat=6e56&vQ*CLx?4wP1uN&|j&m5tb<@LmtI*!%*~ z%uk3++u+!4mNn^Mb|24rQBMlUnjQfw4 zihlnTZ+7xLE!L0!#d>};h~mlCb!G^r-fdL%UqHScwBYn;yLEzmxmxoDhlA2S~@?5H(_!Gp$9n*dl*nq7B2`ErUBH{s74OC9<0R;U+d9+ zS!J_{^4btQ46h1g>9;?%8{=#ybIuH9o`Vp)xlYsLj?#9#{|=}LTlK{K3t{cy5+W`u zb83mJ9dRQA98HoUD>~*)f_L9@kl-Eh2=n+js&7*@DOav%{L1|HQ!Eu7@v}Y06Vlc7 zM$7fUk5`Y2oP<4@ITfJ~Y(BCme@kz7re!YbhOW}DdNngo2f$s^JN=uBD>n}f_R2Af zRKWse9P%=}pksC}Q9iPsow{JCg?)euaW?V2ck%R6Yaf2 z2(p3ZZrk#JTw*Qs*PS+D(zI$iLZY3T_4e($di~SYr}S@g z@!Ha=8Sjlh;@2H$)0@u?QWrP(e?yxIe!KT!9Zb?|s;NlyLYa-w9v;amg43>J06(`d z%E+mH7sQ?JPD}1)wCnU+981g|ZdAfCC)wY>Ihwn_9~zFLGUaDcFTw3!`}9XWJ+?)F z7&v(OmQ=>_ul+{cwi+r)FDRO--qB(lkCIr6$wSEP;m%fuvSdfHlrt4533eV4Mc*(O zwU+)ec->artwdhlR_Vzj+iJ|jqo2iR8qxPKn%YXEid0>&0uHy7>=Q|(-`u^A<0o6540P847srGLxD9Y=IUhU* zyJ^R+yy7bP-a0H0+bro5%R7Ohmv|_aub~=Wt8YIxFVXubWyg(jC5Ac-eBedn-lM$W z{pbD_$HYo!Y8P)(CdHEwA~x5tNfKLRQuAEqL+`$|DD68@q0?vCYqqM!`;m&$b65E9 z=x;-4hYVaug9ZJ-%J-VuGp3Wvjh}k35a^*GNQmzjFGY3Y;q; z+vAFcgV6*Q=wd%$0|GKuYLsxA>)vFiF+>D)G4td28g$J&-XP|BVqj>HMyis9ePfA8nx+9sf>X z>=`aO*Fh}95YQrm94-ua{xJoX)(OnNyr*QjzeM&t&k9-O7vH5+LFx%t!?~W!%C^_l zQ|8kz?#qGNod#1|?!oM1$*$hYPK93~t^1gAHD}hP?-^tf^#OH{KBZA)6dcmxl4r{3 z?;%Q52M6DejjgHVX+`Xyx-j(c03_GQ)ApL5C-sp)6KMxRXi=LOi+kBeNNCw4!t%TT z^4P{bPSaPNad;viWIpcQeOt>U)*zJ~uOWl!X?{?Vty!+ASOrUIy#EHVY6Tn>wm)pI zq*m5n-tLE1ega}cuzB=&VFQnGQ%Wgq9p^BW>sT=|UQopn1~Vc1ne$0{-4-;DPSg*q zN?^~})b(sXM?n9`jss>~s*pNWdH{JQcjwh7pILJY;vPR~;c9jRk52y=)lJFYDLbIm zfgP_hoI0gy=%fL-ynI(XvZI~>(uVcr5jRnMN&I~5?%L4!#m}clvfhbUD3q5dlPe|+ zCqGKG1P2%gkA}jE)CkogCC+N-c^Dq^%6$C3d>1*7`YQl z&R)x&=3~njzAehb6idMRy11y^c&=N|g}QUsG|T3F;faYG73WPG5g|uBk;8hx8<(^{ zhkb`^`me2~ATsUWEUZdqc@laPK%&1P-PC8XW9F0FX|GG+9hh%(aiJg{I?4V~mAC`! zGr8uaQ0}4gl|+Y1Ac@6#DSoh@w?;R&<>#{$b zEs$|sua@(f-3@_{`pxF}bFbqv>}zm#VqN_}jIC+J7FxBhN;VS!OVKHhGb(mUzL7$_ z+f?mgptjPFW)GAzBF44GOYn5QgI`J@zN2|g4HOV&rd9(FGp*gq8|ncul)vYVS`_!PMqB~sYyx4`do4pg{xtwCVt8=Ua~Eqy9Ee7VVa zZd;ye(98}>>haqPrY{NhWs`IKV5z72P&XbO`2I-*=a_pu{O}XT`WljBu+~vW{3eV6 zcXiSyM?OZ0h9*+NS6L#f;n2GdGKetG;kQP(S*eeZ>iU;%{Nym%{5nlwRpel9ov&7! z>Y|4^-FC9d!wQM=yN?AEs)ol2lybtCG$|~!@`=$H)cb)k{PMK7LS+HgN^QNEi~XkM z)a~Sj7_9L(4j$io3&LHHs>SlNRsB5N)=0AZLO@N8W34@VgJCt+Q8_z;#cmWd3nPkS z(W-mI1nxM)Y*n7z9*(t2Fg4p8Mgu*Cce&B5@Ra2-aXG02QML^y^w24b3a0U(K8Y@n z?6ltPPg-SSu_paYyC)ev2;K}6plahiW!ostn3>xTN9XM1KRbV$jv}SMw6_CX7D4$T zLCb-`N!+lHPO6K1+drSghJN{Q|0dLcHKVp`dp0BBBX4jxC7jKca>uSq`|Q$X$Ph@o zU<;QaIWk1wOj8i#*;M%%wDfD}+UGNEZN8QI9vSxG_a6?%OJHfwm^fFWHCU=l%7n4v z%ucR3N-L|{F5YG-)~=O+pmGqriua4vBkumKMO!>>lju!}B9DP8rg$d?siu=gJ!Z2| zAH!o*l zgB(|bid=O0ZXU$lw5Dc0Fmk4G{tL@C!PQ8LdRZe|?mQc!H=j-tcx|8&O)|Rwe;}RK zu{1QzBaP^54jFNb=g`SkN<~86PCOhh z(U$GY?*6F`CtL9S55uY#uWkE;*37iPeZ^U`-GIvcJmEOdSU6CcavFzHWJT>_d zWdNuL-!qw!y3+K1m{}!!=v&=`d;U>@eKzFj2^$m-jN+z-`0XFN}w-y zl*lZ~Wi3!*@23T;aFlFa7j&x0;8d|o9|ALpWKW1)xF#a$I#Vdy)T^45I#YqPDo&@F z8{g1ylllmJH`P2fEb-`p@4O6cD8I5!F#7?EV1FJr-o{JfABt1mErT7sh{g^N`c|BU zSsrNigP*jFT^3n8!x zrI}-qVkuMF8){b#i=i%DvUW!^%s5iwDT3aXZeUqNKSp77?^?($_w%o-bKO6Wtm(%c za;S=ImK0tpufNKvIv%V8qa2GD-RfyQOMDpJohGva7gR{cWnE`i5aJ&FaRbar#a@Rn zuQvVA$5TeCdkt=-D)bhwFx*d7AT$4R8cqko9-&@vQE?OfWrH4e@t}cHtjux2PPfSR zDf=1Cxdmq&zP3J4E(U)L{LWp=RAkdPpD8BBpyFy8i%XHDtyzh)Y9bSOxX~6yJ*~X% zG7kNRw%J6Nt zb7oo^0ex2VRs4>L;BQ{vsBYQ}7yrO6DrPyE3y!|l=Y>VeL1!lTck=O@dQ+KG4bOJV0D(=3F}UrStJ+tFf26g`Sqp zR4ur^Yf()BHpRdF?JwHDMmHBIX$Ss?Futr1tGbF>+IhZ) zDM2#oG;)mP)B+EMGbH5Oi8>u(x|jpgk6y=L9Gk~l#dj?+{8#0=LJ6SirOZS3DQ{>8 zUb^=RiFZI_#&fGd_>K@HZ)nMraJezE=YJ~bTK}(6R(#>s;7%*2KAWxCR_{MCT!`-6 zvOVT*jOC~kj{(IuqNyC#cHSFwW5;EM;4?q^H2NoNS&x@sd>q*jNK+9vDQlY&F&m~A z`lt<}3virr`w9BLDteq7?+f=4(-SHD@RfSTyS#j5<_SsLFeMhl!OCQIq-#T@XQ7If$*5LGS2f#6O1{QiH<*GHNg`?uSf&2rkUptq2n`Ss= z()j6dU5G(GzADr4Yj2FysnN7jJ^7c_`if1!(kb99G&&QQy%20l&~^n}-cv@PFZ96WIpCL>?+ti)4g=*5 zYp$K@l!vGdCcRk?JDf5Zo+Mj$aH>tWe8gub_cR%l?ux)fmS!L;2HS(u=Bkxs#kmi{ z*Xh9;fUTJ~rT)VC`$XKZ2`k50|7l9#^FS!6aWtdivE}lEVq0Yfr|iGWmUw{5<`(bL zh^RnQ2Yhc&PA@eCr{*KdkR{nW$&s6z8Z2|oBN&0&9{DRu%UZaJd_R(Kwb$l-`068O zuf@4@j81=MJn6Y>k~pHDS;>BDUaNJOBltlOo(W-DJj7jlkCJtO9lT04LOVPFC%IFq zzc)C@4|gknhYdU2bf^DdVvE?hBW>;&((rROG8WXU>R92zRr-vj6KBP!nT@fvhiJsL|9`!e4SBIkYRlNx5|!Bh`dhhiN)OmUx+2W~Dogrk$0*)e1*X`jOo zOXns34GYs`Ur+l}W7>sxDs~5*G)zjNeDFhailTNs`>%cY@UB3oU|9ZIP1@A&C3z1O z4lYTozbO~eM%5W+h&LacyjWV3_S%0Y^r}R;VX34r!b_(1+vimKi~SoNu<4}Q>J`Nn zy8Zo%xS)^P`O=PSuIM9`&_tlab7ELWDcc3X~!!h?-fL&2DPUThFz-5b^tV|iX_`RH{)D#IQH%P-FBD4vuW zq2#9pnVr5zJUC$IW&2Y#6h_B4X_K^OSnw$;{^%3lPLa(zQ7&`J5}~ukPY(^*rV#I3 zH35H!=*}8m0Y^J-&%Iz`DxA3;P+ZooEpQ(H`+q9-P`;$+ReP;h4dPMn;%NEYkA|$Y;_y`|g2qdS5Y99LZ*W zN0Lr`Z`vAew!~j7o3VkU3XtQiZKfyAo%^ll+=Y+iU{|nOmX`6*b^F1gm}O=PtslJp zfZyP}itCIUcMzA@nvI@a^W9}meONN2eTko8>lk#OVW}fDHn_e(0#<+D;RxFM6#PGx z*I^ba|5E`yveRRm>(LF8u0Ia`=l<@R(-K}Xmup$=a0MZe=4($viFAz!xvq@DmH#c0 zy6hk&cjSB1$NS`f?lkx>-%>n{9l!C2I6opm1{_v8S1?Dugwm%coh(fkPDF7tMZ!=&$}B&H#0y!V|qeq zpJ7(8l}R2%pvI3vG&vT3$X&-QIASdD4|{dr-9Jh?o>?jPu0q>bBhXlqcWspzQ*p)I zk!T9qaEPmli|VLmyd|nXla&kqXe2akbklIPD2YWkeRx9p=I-F*SwoQmVS?D`59NA7 zTX4&R(#iN$#9f)THpsIQzx00bn)M&o*e=QEc-1lfS+MkKbh$> z_T%MN5EI*L9ZTZpBb`cjcmf9`$i>-i4;T`#xsMY{qvy!g(BF>iJfUb!N_(>r9q!<@o-+q77 z>BLC>(b4GP``_lVX7{m_Ac6!#G{r{t^yz2QNe6Y6spx)IFHL4mB+Ix@&qc3g<7ER9 z1}NPHEPM1QE*Sy&_TflAv|IS6R^w!>lr6pP%^+ZI{EiM#L8-0r)|bk`l+T*X#pDDO1N-H z{e#A)FH|ajAHNw8X!g76*O1#Qak*SjyIF~+U44Vg!HOfL`W4<>II(ueoP&f-a<$-M z_#<4D#rbd_p-@BV>#5tc&6Y>a1Um&s1*2=FiuKct!%6K|d*aj5Vr1_a&aaj}HH^RX zjRy@DUBW#%r==5iQPg|n&#nZq-JgxSH?K*eJE&x|;%|&cQyV^k2OQCQgj+mXo~&Or zB+vvOF?FV_+`qnN^y9(`NlUkw^{ZMHZT@@eGv)HH?GboJRRrH8NBNla%e(|OrktQc zYy=KwkuVAaiCtSYeE(J)p9gf|_8{S<>kcI4%-_4A#}PBNv>K{6Ct^bCHlv$dzK(VX z2*U^a1i_0JFeVqc0;{eKlk)VbgH9Q{8r#vc$BM(D2lJWEsN)OZUDyI|vO^Dag!c^>kG zJG9C}LV^SM4o{!>AXdv1{t4xxm?Sir__2VqR4^$7e(1|EB##MB))4=otVk1c^3+z_ z#vZXuygHgpmwSXe+2ywk_sKrTX}uB^I2=~5230jYP31>y4w|~{R~cSWS}cVq0k&rq z0~kd6pvM?n7%0I@($zo*Mt zA1#Ppq3k@K$p$v9uyO}~0R~SAeYIuATXxxdXp!y^PS_sWEBG>YHrD=R4rWSH7qQ`y zhLa2u&5XNga9Y8<tietPw8>eJ~4*?TTX`m*vpi2)-mK3=j} zWaPUwAOziSJif#|zu9RIvUW~GAlW%S!XoLDVLYD_Y`lTl7%`8s5hXbQ_FRR;vhbc= zuz?Flvx73l8pqpUGU1+(m`O_%;}@@%ixJu3uf911A-a_6}q z&&%EEa2V`Mq_W9Y`y`M~#6(eWHVHZ=$FePfbdnG3du5L-x~1NHlEP@o8ySr`Z-gC| z#=CZB8unQp{XkxE{^1gOfVn+o&*6cVNRi7RvJdU^A>Ll$)W48_W>6q|FLE3uw?rUJ zoq>WPDLqG!TobGKkl8nuyC3O)MTFc1#WZ*$*w9gU8sf zR|n((B!sLTEMpt~tj8C<`3?i*A%vR{7D*s-{s`PQBd`OpoI=R#9c7Ub3kyp7GllFe z0VMv*@4`d%E|7GzO`J5FjV%KXVB(<540I|Ej7Ho(pAq6%%`k7@`W%?~W-93>r& zdma${zlr8+7^xy;m-!i-xQ56u$$!};-%O$9t=n~vZvl7nERW2|33P%wWO0UAcEe-{ z47`xo$PQaMaP6a#*5qzRAYRKnVDV-cT3)vyC9g*8rf+R|@?oq8E(jl%Z()6x8+cX& zk@V!Ud?bA+JjzZ^jFV&IZe;V2e`Q9(xsdp=*JiJ&Zre2@i7ir=F!Ffp?{KVQ5GF*P zu_%{J7F^<5Lv8HgTVU35-pWR~Ag+QJ_AQ6fAigmI#70|r41qahi53~m!6XbEfP_zP zq`%9nEG`TqGjM|-TffUc1jXES*#Z<6Gwhx0`wCdCj(#tUDImxVwy=WL)0P;1Ts^g7 zKsji3)@0o<`8d*GBe1$e0mgeFp=sfL3?8<}Cgg7b%Olv{zRPggN_hq)Vc6INEk4R( z=jGrap;;%m!fpu~{w&Dyb0ddcgvjZ&fi)(f$v76k?1O^a9<29akb_>S`rb&rgyFOt zn&iD@J(KdEU=JGvS8--Y$uoraV_2Pq8eRJ){t>G!$=a@K*)|rOOkR3GSbQx$*^ea& z6^|vql4D_Ea69-b;WroTOpnC!e;;7&=PWkD6y=*b@=3`8NU#;6St`3NCH5>N3pzJ! z4f|>m*Kd2!OzHIHt(g`ov9W$PIwI#*q?&}*^f zfUrnR3CpA6vfO~d*j_Sms$&ETSOy0&)1hI+kjORH@fkYCu&zA48%UR|Lu3Fa2p((~5s z;|JKo!f*ZBq$85%7p{<77qzHYZNd$ax@^u$_wXhKu-RTD3m17dG=yuJ$?v2OnJ^>h zWDuONX@6)s5D3oc7unvPegT9RuyY`ty&X+M9ALBAV_QG*6M|c>!0RM&&dXPnv^YX> zaF!OU7?9-85I#FTl*;F$kVou_J+S!0ifdzd9G>P#;&w2$=&`=YApmfV26qwRjJDu4 zZGqutF)eNNCE0Y}CA{*%^30Qvooz$xK+7_@7v%d8vKU)2ftG)=GJ5hsA-$CO7c%IR zeK65}O-Rnkj<<;mdls7uh)0(}_W3LMKOg{3nMY$pYnID$aKO?Jj917Zd|UcinUWV{ zHhIvnUfDf@j|aBzqy`cUvL;{dAqvvlCJR}p)VJ~57;lzxgZ zJwkbK?102c8$*F23x_m-_SneklhHh|-bt7*pWs2G+tSRqTnE2^plzhTWa$`%FW75| zFr6dVEw+XkpIDeojk$Ny4i$&{57G;W99rEAwsSI>eTa3m^vwA_32lydEgncd%C{cI zv&Df5{{TxjAC?2rXyAze@Q`C?Ie)~?CAhFY%#P52SapwNJ^UWzv#1kE2yCmqO!afv zJR|PenIFRb7GG!0n&#h2kC46DOqZ|?(=25qgyJ)`YO|5~Y%6RHRt9K`xS`0p%O>UX z5;I~-N>Gq;#+!P*NjWyMWu$k>3<>F@eFV?R8^0%L1>X;s$|JO4kj_Y&!LCD6^lk*J z3lP1P^(l?K-h{S!EX*IRl7lssF^n>un{VxaVQI!B)RW;3i8BOu)E>@(IDn6AqV+MN z17|W;HP%PT7929$-p_q;or%@*gmBOj3LIwzmbpLvx|Px2oTaRPMv}VGpP_` zZ7xBPG@kZXGXc8Y@xT$i~KKU@h9E@`b9uWav+LAEXV8yAD9?QU7B!u-aVtxZ= z8GA2`w`#B)g?S=aJ%y#SwxgUs1nA}Ku4uHC?1A`^V~8|-@g1*Ngr&$4%$Vw1*9C8{IMW9KqPSTdiqS^<^KSF*xI=lt9;o{jEu`p z&le1?$9`@;iMeKt=5Ck2_^6kFDUqNGIp!sHlbdG)*I2HmPY7eLK7)VLK zB(UlLjlDqTZMGR`#^K0Fd6W7rgOCoFa=JPjJ=j0s&e8iCn#+dBaa@Obiz7gv5(ag# zY2}4UL1A@j^RZ(e`tm4YJ{W|DS$ZUKH1-0K#`;MIJ7A9@%Pil|z&ww#XL297j;Ke3 z`^o-9bHf3Iya53{l#GhXV?N4xBeG9zFb1|Z(EDUK*`03CKe739bz8o$)~>Px%TFRY zb`#{`YB0T&_Cw^z3yiSq9+nAh@)Al@EtnzLQBZ^=Y;3{V}PYz&5@ zEI9~rQ@w1co?7{^F^z&986L6-8#FH^yo}C9I>jk9bjU$%8D|L#`76l@&tP#dA~xtA-k8;jYEb+Idwm!+?XaZ1 ztPjZ~@o-z%f{fLT23pCd4sp!X7{v%;ECanJ4yrlYYX7FCF|J2-|Fg$Mytc z-!6`jI1oCNV7dshJ9$1pg^fU3S&{xO>coe|tV@8T!c1mFP2_B*Rsj^D!ZW2HV4ozB z;}|mgByqM?V2Qc1>~E3n&O>8pJdzEdFr|Tu1;a8_U%~$X+^V8S7HEeSSAi*n2iP7M zmihK9i5wD8O<5@ZA-M#9vuMV@_WB|&_hxnS7Dbbg zmOy^V;=r!c1C~xg-b+klk1TwLV?B{vAWe`jl0=1G!P4F(qolAWBm=hN60U5#Wl2EWOT7JcB|AE*bhccKH8mu2RUjZ*+t{Oto9#oqYggU zHMjhBS`3;qw65PFOxdksdueyle{jY^og@vzAN>CS`v8Qnev?)I0B;aKu*L16CdyvM zOqkjBXjl_HF6G&r$z4-hVxZ}`@RjoSF&u^cf{`0&?X31n@7QCDFI~WFE=u_u*bASM z1El?l{I}2%QbN zxye6UP-S$xFzac<<+|^L%$6>qk;!LZdGWda8=adO`6kv`ooah|Eg2oGSTaEKSMJY3EOI$SfX>?{c6nZTMc zfNbd*a5}lTN$(Kd7DZtI*iWPX0CymA4#t6Z(sbx&*vMGP524wA9{wo;Bq2BZeiVP} z2aFqXUyY}omdB8|rSDyK>Ge7(C(|N0z?_T}f$)#*t_#v-14xF<8w598xl=UIUmd}Z3Bd|wN2BKkg+}NF9(!3rw#Pc|g8i#gg%!K~{ zTVt{uZQLPaAVDPf?US0=f!G(Mqp&==HM_}4U5)`~`(UovoMRZ!%Se7&ILL6B_hp_& z@sZe7;undCGU%BE?bsEF>fBZ+21GW)<*SnBL(qn!Y35iNxhb|EU{??%&P_!*ZpX>_ zv+vPxWT*Utmc{`(b&@c6k;fvAQ68Klo&PKM#<0Fdz*q91tEr>ns8@OojFj z#k)ey;Q;PhNiReg!a_>zud(A~lCQ}=Vcdi-xA9!?Bo|{C>HgT(QX3avbxcpVAJQ4R!{KkW$nxwF4lKs4gmiBsKVc%7 z2+U>e#ujc%7FKx;Pur!Plb3eT(q*1(u(}L7CgRrubjR#TiI6~c;Bqi*Y%Rin3>Id` z4TQO4jlNz~IPIkv*T{}X43J^LZBaj)vUHSk((mDCAR8%&EUv-s0uA0G(KQi=ZM0nWmf{ny(sk=5P6IdQDw@tUvTBO zoY`_V^Q3S~wH`W+30rw%SzX4)3$YxsH+kX!Zmy#)#lQvr<>*}QKaqOEvr6t7bDnMu zaBHG1+luWRPi|vXHHAXk)ImJUG-?7>e6Y!12gG+wg}Yz5yIgg#mFqmkvxUzvO3ar) z;rZqR$Bp6%8+X)oF{x1grE6UKj*oGNIfa^A`HZ{0>IBil!6H+HGhcM zFtWA&CV_EfKr10*#4tiq-^8q?p6)d*3m&0tY(2)N`|re{bV|$W8xZ0syz>MH?40X1 zdp%6PXE=b;cLffr7$YiT``L2pk>5A{LfzGKEV@7v;MGO<05${?tjG@G8sZ*uI_{t@ zWd5U7$?+GMfUhtcDn1XGJCXNtI#BFvq28ZyE=8vN88CY(IV0>a^FoX)A^;wmuH->Z!rU^Q;b2-xmAekIhJ z_^#MhX1tIJ$k|#+O+9x5)Ca@}RSddwY5{8n_=J{oHP<1IzY>UKB}CZE%=Il5pK(z} zRO&s-7UfuLFCBZh6~}H1uQJ%_;yR{ORes_JNA4A0d`m1Cc#bIXA7S60P;V~(0PKOx zNx3h@48p7Fj#!lZ%AJIG*iB2gJxcftiR4{moy5cg&2ny+y z4<2K*azS|v>I=8^Dn^Zg@MStUjCE0k-{vMtRCEA5dxC<|m2%C3lmr0kC7|cxIusp+ z46k$KY~qQ;H@r$!1U4plj9``DsZ*|h64J7xLg^+J(H`Pb!Gl%>Gkg~c6!8nU`I~Ax zZC}(&ZTf+{YW6fa;oXFnXW|;sUohK;F-mH@)Kmpf`Hag4#4bs46iUnfqCCWQl^$v4 zBA{=I>OVu?PS+5Ky81Q`ABb2(j^)FJP61yKmC~KW32^@a5sJPp4O)_?kBLD;IuN*R z%qV4!e{r1u08po?hHp(0p*=PL?DqgUisArDU%u`luOizjp8f_CN}Hh3Td!Jo?#A`^N{r}jT134 zI;lS5D!jyHHS;*sH8eiqV$aM5$MX+=hj$bh|_V=ja&q78HECAmd$Im-*iJH6+`Raz3WcK)M)y0|wLCq-{OL%SXi z2Z&ig6g2SNNP>c=0a0xZ;8! za^LY0u*|LMT@BffiFp-ud2?HnT61>AqV-4E`ozy|Ow)4!oGNY-=AGvtWPIKEFxezXV zA&%eiCU;u^i@nw5;|QxGZ@>*`c!4~T~S#~#!8gugN2te7DRo>_JW>I>lynCb$F z`hplvN+44I067Nrn{8Nj2lF<|7)0h2ZTpHt`!+Qu=1eN0lN!Gl8tBXLWHeiUFq3P! zu^WD1lp2w(t4FxMD#u%G@e~oKs9{I*9_uROxwb72=w?MN_aA6$SiNPf5P>6G-b4>^ zsu%j1JGn=Jgq$e7gJ5}<-D7$0CAsEGT(+SSuHSV7J@X!$?q$XQ08u&I?3a_x@zi03 z{miSx=NnL}l(r;Z*D;+WaJP-!hBJPcDpSw62{IEOP*l{_^)b9|P->;T{{VG1UwH}t z09f^VQAX{q_6Rnu;}ygv6{Mn6#*fF2k5^ljaf^DWYF;yP9UWb zHwC(~W_314*}SJTMWhZ@^#s*%D%~+b%J&Ppk3mv#D&f+37b$qCHEKL6M5{v$?YkEa zAW>c;Mi8SOV=cP5a0FYuBAo2uG9eAvFqC`wg&GK;>}SZ=nVuqFe9XrG0C9jn%oW@! z&9lT_i1&#I8>)u=r94V8fE-*4{$eTW4Nc)k%MBvkU*ckK<^YKE3VCe7ENAm6#3c7A z9E9Fu(ud+AyxcPX01=t6gj>Iu1LBB%=fq-BaSo;Z#*XF1NL8c_`h@dSYlCcSsk33k zO^=C0L#avc+!a*5qBU;fCG-4DE8vu?E>xpTzG!vJa5EBv}~yJzTp%N@o>deJ9&Zvk+-EqLSNLZ`F7D0mOWg$9{pUpd-LWY zy=llgIf_o-hU4%xSq`e7m;rTp;sq={!>%jLD&oFpB8g)4DApV95NGoci};6?=NTyn ze=t51Vz`b?0OMlf%=Hz86%QSd(U6srlAJxu$ZU3RU~ghj;XYf!z41@L)51DY! z7>F6I!M?T&qd&NIW=d8Zbt;N#F%WMjIT3YJYP=y3hnW_Pm#CMugPT(d<~*LfO4n4z z#JPGczMz0g*AT`9%8bI*vX16XVYH30mrD|%XK_w#OP#>WfVW?W;mKX59thOFrBfm^ zn;)5Zbo!OvMII#=M5*KR1n|lszqn2supY?jX@0qhN0>lN7sRGeJAZI3IcH)dzvd-e zLaw~?04kx;{w1l3RX@0+xTUGCfXhFTW)loL_5OX8S zMh>G~vf+2sCoaG|U*=r%`+_v$Se$GW_c`c@jhuewzr-3B9KaqYR#ddQiZHLtwd*2g3l|K;_N-r`EdR|5$ z&+`lq8PqI7JRcC(Lwv(X2X5jj=KQh8?pY1r#4SFfxT&vKHyRv)UZFEadWx+s{{V1N zP|lzR!c^$xmAGj5mA}+9YA8oX?o9VECr%eS!ZyB4e80QmONxYR?77;;tBqQt*iV-PCmGf zd3GS6}l{f`<$svHFC{+RB>A=P%|nwEWEq9{7tXP_zyr z3hu^QA2UvQ;Mv2pCZVqHh^6c5;U=+VK+qh(;={Nu3-KL%L9*B2ja?MP8J*m4IRuK- zKps(%X1$qE1=$oR{{V5E0PoyeK>2o5z&uoF`uxHRkGqXqu&LN%!AIs53JviNi>QS2 z4KHFBl?WF1%v^viLRU(bozHOlR^ParyhOIR@hh#;Jo7!jFxyYmFu^z+pHT!uvtP*OD71il-;IQo*z;&ky;HP@<`$_X-50 z%42p_^%bzN6*C_Q5UL>4ljHc9p<&}`{<~7(TJ^ZmpoR5fv z;^x>(hC-tUJA{RhoMfuk><^zE~px0j{LxTqjjkytd<%6c5QDrVb@%+wy30Cnk*RJ9# zs5My|V`hlSthMvM5|rAgT9RB;s<)Wbfw2IG1;Sn;qi}OktBL2!9Pdw2wplD_&%|pk zp+}-=%&l`7ZV1FmdxULOP~xv3tKM~$h&2+5iE6VTmd$#F04lvoOBXdiQ30WdCY~eH zyO|5ThAo5cBq=624tQfAm*O_ty~;at_<&FD0AC&=2vIAJZ?2%{&O=Ay3Il<+A$5OK zhQCCr7qFh8(j3=_!%<=mH7&ckKT&Nf@!Tbw`ITvRsXzt%N)0zx)J8YuA)g+mgT;7; zsT68CH#&R}K^ugpBzg_;66h`UP_GIJhVcs~J|K=ZQrdIXK%uRGHG}gUe&sB21!Y}I zR<-N@0F%iM>ZS6d!LS$xdxj9g8ce{kFQz>myv?mXCm&FSo;E1!e&B|daksIK&vPNT zaR&0C1Bk^R%%aCoMe_KBx*dg5)Z`<1xMdnwH?V+Y*=>#}p9u(gi5^`!Vw9>&`F+RS zN2MF;7U67bH1pzJVQDyu=a|4_pfCv4#8PolTiP$Uin9-%V1;cyWraiApSVv)sZ^r; zGQga1DLIBc*f;8I7aE}T)690!;uhH3QBYdM;exejRz;(#zxwkt~|=})xs5}8t<|a%WmQ>VN|u>P{E9hx+4p>?pV@u7dt*<4P&j=Lajeg zBK0Z_{li*EZKv)PX$;lFG?%K8wzj5JT~5ljDq7YWzGW=i>m$Lij-Y^iLM+BDrKfSK zxciC$hfr_F<`q|L2h6Y@l?1Jj z$Gnu*%f4l+-`oJZQ6xaP!$^_2mlCt;8@{5oR{%jHC~`Uqj_-aUf>fdN)XFp;U%8UM zsdGY~5zu~R?f#_&WKg~{@jYO{ZvN)Liki=H{{XgHi+^N8J|$N5^D7$WxQtY7WhJf4 zY==-NAyJT2^X>w!Ur=q|nQkt#%rVR8U}zxmamLmAhqb52m?d5P5rFJ5$;8GM?LrXs z)TOm*Sw*auDP8?dLR2^)GU3}0sd~-oDWm;I1}hZtM{y4i9%pdoqYf^%Dg{y8BZkHf zanGncBm6?p+#(B4xcDudL(y+gCaYmv5~0%8R8ZyQqo*9%b-IH{(CR&2rfYw=*UM3P z$tsAq-oQFQ60yXEF4#ePuvl1J0A0yaS5P!V$5N+X#6_z0+%&P+Xj{G)iEwJqaJ5B5 z4ZTIe!|oKS+{D@IVJqeuSL!~3-l{s%mS$4k;f9VQ3rao8Q_BKgKbXTzaBG=ZQn+G@ zcI6>uPB>S%YRg~ZSOTWUel}oP0iIz8aGbaT?9N+-RI2bd8)z(5{{RtG)#v67;*qQj z{{S({TO|&46)NgqdzDb=-T8>qR{;-jE!bKA0JZ}AoVdkFU8~`P6$XxdM-dZ{Es3BT zNSZ)}*I>2v4VIfU3HCv`e6IxNh!Q{!LYM{r0O32C%)S2r#sVj;VcZ1u3N-CNdz7lmls^9e^SJ(FM%EVY;VE62x2W#_08oy3igj1qpcXd) z4^SF_F7QJ6@fU%AnOa>Q<$*aDbqflwnTI5CiSZEBF@9x7AzJ>4a?2WZfG50;oa^7Sx-HUkr!XbRXG1yW4MH@WBaJ)jgvZ750s_qxdxNvqjDQ6FwjQ7-6 z7aN8O@hl&x#F}P6D((^UD&3b|t$K}Qf4H;C{KeaQjO<fuv_=05~s{-t+Wyx%cxz=6GQdSC$K;kjK&el8VX z6$F(Pikx#5ie~}njTNr(DjhQfrPsvE&R>|?_pdU?RWf+@FC23&132mmm{)L)G(AJs zsB$1j^DICvAu6&BIi0YCk`gyn2o{LApNIe)^3(-& z?st+K!e<{5)u;Q9x$yNy~Q-&5tbF{g@mcb_BJ1s>M=C6^TcNCnaIm2 zZhXMgThlJB*7@c)l363JVsO{Yw^aIAU0bY6h!(7@vJ=#pKM+7GsM6}aPn+qNCqrK| zDhQ2IkKz#;znNO7l^0$efU>0(b&!Q~#YQPc!dV0XGu#_AWhN&Zu!8cwB2ZAO@c`1* z*wt6ms86kia9@aa5G549WD=AFM86WNv&BNKZG6oRBNSO*F_m5Y#)nn&GVxv|MfVZ$ zlPTEKZ{dn4*cSSa*EB58Pl-xLMK%Bc4wD8I6n#LN3+4q-a7*r`+g@U1T_a3_bM66A z>6fzd4*UD_Y%$L zhydgF7c!#GCr5}mT*JbjaTu$(?KUt9gNKTmYBXR~HTi>Gea-not^CDnM{@zngq|Ud zWCW~(R3tX8T&SNg%~=qycMDP2h}}ifM)E}P68s3B?&P|o#Hl62CA9dN7Sq`*1+&}+ zx3>+_nw6Oa3z>f~(@f@36a)%ESQ4#vC5ldb?53i=2n%J5;kXY z?NXd#p`+rWQ1w^D67*O>sac(*_zua_phARvI0PG^{xZ~n6 zrFwWJY`19zo?2yj`CF3;xEi_ zYVX7j+{~9f&MhU!o{E&dZ*cPfthXPM;lD%iA7z0Bg-;hm}7}q3fU?r?ohpbMy(q>Yzd{O_byi!#bI|26JtA% z)fyU}>za)C2mqa*F}q$>FW;ZcVO;XmFa;YxQhmb?gbKef?mTlF2H@1g>Q;}4_(p*@ zpz{l})j_-Q!3-{X?mWw=RkzG3xS)i25;-tYU8O2N7;80rz{F)fS0q^9BA;=Jv+)Yu zapp0oY#z-s&0>edbzH%=sknu4^D0c@Vfl)OH3h41^9^eIj`o&z00O24s+)!eqfxKa zxu&y6#M8kt`s(Km#w34m6lnsDimz`bdB(i*Me|`3yW&_q#r4-!6i(T)_wni`;sMZ> z19mG1Fvk+1ZbOU2zgLmf6?J45jl#jqao!nl&8gJp02A{rHX-nJ40w(B!ctJjYQIsb zYw$ulk8T$~$q>5Sir*6U-XWeoY6uA_Yu|ALo;aJdk?WXM>6SXc`Xijd4G%GoaZ{dr zOAeym)Mo}*Q7nG)KLO{dZI2O`5b8N$beu$`HsVh)thLDK zA3REcUl$fXa``Pv6}VN)d`4EduQKlJmfMm#R@YNT+qgyZ$5886)bc-w^${2~s_rY? zlm}OJQ(~@&!($od;Efb`mY@`OFA5rfZnw=#b`^fPi%rD$9t(YYi1PO}+o)m3)U3qY zUSKJ8_cAG>6XpJ9n19zB9x=`v~wOz=!m+^c> zd-=G<;>)=HVkYl2wrxdn>LPZdFDWflcE+c9m4*KRQ!`j*T;5Mo=hE^V-TAIiuoQ5j1;wyC5xarvN{^b=5I$S2MHlt8`{{S+G z0jh4(%zBGzi-GVZSHuBdrVSh1;27}%Xz?3Y^&7t@n6_t$ut*KOz>j31C$GeI1J1$J z-ZEZX`*Sf7S&(Q~{{XOTxqDp&+&KNq*{8G_YNZ!|as0#pHi)}!Dyc!Cu3u56U62c( zaJx?D={FLkq7rfbq8&gEd4^c7U=hRsWk98OCAN_$tw^$Fp&rH*wKcQ5U~65^ZY5Z9InsNaa!t(?SNR1mQF zloeBhT>6iVubh_!>k6>BQ+th7Ld`ItgRovdiA8^jgv#F%!J=6Chc+PPj;#`aRAyqu z0TK5eZT!Jba4!mw4D;erm9T6#aWbi{qtTyHAhd6&z#9=xIxjxsb2Bgy`xmvzP+ts7T*3yG~r{+EeqtFd^u)ODqzG7^5 z^B<=OL*-b<0G+@nN2yZP{Xo?>2~(5t4lcU$7`4Uo5L-3`m2cic%Fdxf&mF_6yu=4j^9F6}sH82;jfxdmtf=^p7y6kjt#-phOYU>Nh@@VP zlpB#KCb}7aZZ8c(+$)fwYrNDzVJ<7OVTKUz7dAfPpwGBRFiXE2K%XZ5Wo4z;5TVpz zqdw(Hf4GfDuQ5T}m90EG88%|vzM?KxzsW?7=#ON>S=DzJ8$^Pt>gu?iCz-%d<~jBUQ2UUC!NQuGF~a zuM<{0kb~s8dg3s@<`C|nuI>mZ(tEv?aq%aZz^foel8&WlD&=q2Q!3r+qP%a+xB7KE0awgx@OWmbV))ru zHOCVoEh%qwMwGURa5pK+np`<4PCd4L?7 z<`Z265?y39-TX^km5^Jn9w8+#>iL(DbBHCQ%WpGoOqBtqC6G~B`GTi7ln93#kQKO9 zXm4XVU~DEPPswG*W%ltXtPH=HN)=!Qdg=pG^c*Bm!+%o~GqM$F4)g_Y#3EM`DE!;9 z)eRJb3hbq_OWr)Ks1 z!?0gO8~*^AEF7{IRV(HJ%6-Pl`9wCgafbmE7NxCjqC=hW5#^EJb@3_%MeE$M@ni(R zhVU-@#G^XWqUgZ+>RPDM3cJUSd5N;InGxcN1D;vVR=xEHho8>DX` zj~DMI3!Hh3rE}_CE#z?04+3lEC^&Kzl|&^O_<@~92`6~-6C1e4)-T)C8eTZa9{7*+ zgs&|H*SN)3(yK>?qw!KlY=8qOlMxN~)0 zqODgaF?!}*XtAwC;1~kvhYHGojr>Gby(?mo5xyBiy!8QB`ji?TU_shp0>QQdmJ~{m z^RO@uWt+Yu6{Zg~A5aaU`kHa|Jg4}YBT`(t*JaikGnn01?hA4$<4D(&VMB>^uBVb# zdAFHWhDDe7loZo`V4>Rf5*q*s$q;odg~Nv6iUW#(n?vSSi|_KwhexPduMq2QIy_W1 z?6%@d&U=6w3Sj}^mCFT*6h7w&pV7qW#QPhW$&xeZnsJ^+CHkh^z)Ab6S{YQUtg>s%{N*8QVcG~JH z?}&lJ07og{yOaQSTof1hmV3B_MinX7RVZGoxKxy}tPtmomxV3y+&QJqY8arR73VUe z;^p8vebl>6uI5wzVG(pxx{gl$#emLg?ATRb3ETvN4?bo>oO2POqEqz)4mcnQZ+*Z5 z*-_-LpVYNLbLJ%r%Ml8l@8%sg@>Z7aLKeBy+5yE}sCl+gTRvEQ~!*^`I3A*MBHdHu@BTP{+q%PtibQ#@n!03Qw|n?+Y-E(*_ye9%W+%Ae{T26fyR zSyjbUrT5${kJZ7^$$L<%>&qUxB`dhntJiT3b?OVh5U|^v$<#%$;xd&hosUWn)C%|a z545reYq?`=WPJFT1+%^47BA0otaye84=r6oFWco)wbJ^RgAq^;bn^kAA5h5f)M!`c zC0ViIjVOC+DumOr6Z)w|@A{T5#FiKDVPw9eu6t7Zz3Lslb0whURZp1hHkAp%yKY$7 z$8j-p%;U?m0N)25=SBCd8!Ll7M^xbR8P#LB_eQtB675Q^2xCC20ju*1uMfFa2R`l! zG#l!mTC`B)@d}$%hJm#JAPfV6U_jJiqfgACI}ly}0GXX^(vBdG{KRS+XVh@Q;*SxF z;^C{6f^c>NlriEO8I^Gh>53gU6nH)YXrgb&%)ZL*QnjRhujj-hF1&rji@&*8TRp-< zh#|3?ycx|x*K=L*29FO@AWnZU+^O>ilVTObt=HVG1tMD9hM56a#zA|;U7FtFzMeRR z+Z58|D0Oj61JpzR0LW^XSKR5i?Y0A$6miFJQN2ovIh?J36MBx8>j)d%hq^;ri@irhf)UbnI?lZ}Vh0Cq;5`&y3)z@>JxV2-{G!L!DJTMaw@e8Z; zK@zvrdrLh^Rb8A`%UU(oY-BWocopVm6?m>9z>WMt8fAEhb5OWGpeoio9bTBq+Ll^C zAq!8bP_BLEVreuO z05=~gf0?YhZzTrdgZ^X6c!YBeVf%zbdhrN4uZe5UJ<9Wbm>yijVAy(Sh8w&v>X(D@HhY2=p5trBR38I^ zEsRYDA0z=sP_5qwaMj#Y6oYE5@W!!p_?1N0k8wkac)u}n6uq1?km>4F3b{c25mGEI z-ElS?H3HqcE{Ke9{{S+I2ZQD;aJqFbBh7VaKE1X8_0EX$Q0R}lO|FC$_RfBcn9Wo}Hlq>7Ic%rM89g$LZZF6J<4 zhhz5yuwySAU&OKDaRmO7p=TcFsk)wr+#;X0V70hZ^^kE2ol1UZ4VgD8D!j2Mt-@Lq z!dldXadW7g>0MO>*jyWYoFNPBNm|4faFtdC1LmvJj zqAl}M>f0ddJ#oTb#zkq+8-6 zbiU@=zRip~c@-hG1T6E!(ay&d9gAVVxC^R_4s5B^qKE*+QB-@M!!8hW4YGxQnQ%4n z1eQM$+1IGiqL=uTEq)=2K4rjeP&Qsn&c&le#qzI2L@MK(NA4Bi`jrkaxZlh|)_H*q z74aU1e8a3@4I=BzMwZdT5iPZdEI!~8aUP+d!=t^#QQS}Bg( z8optZXUawfXBz+_h^sEHR93azT%1+Iclk<~x2K3mcCVY_Rd2^KskwJJ z*Z%+_{{V=rr(bdHS}%6vjsF1TAVJjP*6h z(?sU(R8`l3g%E0vX7y00fGfW-HPIWIfE3F74ytz5WK%w^wk1=o(MSQ8Ui3s}$00tgoH8Rif-#gEFNP=10G#7L+- zSGXl#C-FAk7y^aYK4Jt-Je@_Qeo->HJ@*;ABiR1{n2KCaKjv+M)xe!Z3W^UTt);RH zPHaI|%2ePXxQ_?wAVACfM!m}6E`{bpPm6>f6q44wkn(wtn|dJ#ywoF_==T4ejdJHaZ%JaP#tWcYS);mf)@+s3yPV-xr^9#o>b62Vs|+KS$-qt zc^wz#B@A?qb|7$EMj_^F1Bi4va0*tng1#;+a^uN?p}%ke1({L6vdNK!>}LM}Fsbm& zs%ScSgu4FVC}sE|hPx4MznO6V0GZ3z%my3v53jj;moBYg8aU|@THeBk87XjNX-g6f zcMLv#&SI}nhtHVlvHip=7J{r{7ZV5%pfYKh#xTbg~PypB8hg`e9?2hu=UKXVP_;EQq}b>7QsVG zG8$DtyUP7Q)90C9D$wt1;K@FX{p0gn;s-MI$NIMg1sZ!1kA=m|2t;k%+ zLI%F75IDWFR~22weD7nUApybMCC9h~X^43k*2g86Xd%f;_Z?c7Us=sTZwv-K-3_z0@QUSdqD-MGn1X3lsAG!em0Iay={ zKsBpi1!M;1w=>|*Fx0qdE)q54n5j%Rt&MdI?j?m45f;WPdFO~>)Jel~v}uq)aKr;Y z613PgFm=b~F9VkWLu4iZs^VS65W#fRH8VYsE02j~I`;`J312kBt~vDzl%uz)a5`|b zmV_GGK6-;xbl^RQsew}3%6&?{a&L)eE$H%LFrWg0GYPct*M~v{quJi%BWpHPi33t#thK)QF-y=VuBsjfNq9F{Ai zm@0z4!U{D@+Z#1e4}Ad=3ua^#SKaFO&cVAt3?EOZ?WXV+C!3tam~BcHq7ilCShk8W z+09-;-^c1a+r2}0bHsC@yoYC-fgBI0G1W%auc<(AMH<1ESsHkQW+hy)te0NA!#M+d z0{|3%cPeSrIz%{y)MG42%AVqzG5$=xw@+OnO9PeBo*RRQp?B} zb-q}rB%l}1#G#q>9|K-$Hx?I#W|je;VNA2NVmSV>+yN?NGNFK;iz z-K_fJA>DgrVb9z#+y;j*l}hy$U5N`_mxf`);q&SklVBC0=?EV7K&D+B%@s}I`i>Wm z5Q%2Y)Icpa1CUjG_W_kFSy=#4cjgj{W%UcPGWN~$?l7|NxIEQVXuewFZ;y~5C8c|6 z1z|_=FKb727=ZoD-VX8s`fNJ4uTU$(ulFoYwhPDTlo}iOj25xvsNFy}#7ML7L;yPR zFoF7jC&#FS)0H^gbrP+$>NHl@)VFQ;$+1o&y?>c)mA?_Mi}T#N(avB>(-@>0>tzCz z`j@e{^A^skAg)KIE=Kp0J1#15TRv)mX@3&*@2J7SAw<47uMoheeqd3%VX8Wv3BMN= z)|9|P4<+orMD<%VGGW%eS8+jOYsFv87#jUR8xiWEXG-wEwrG&s+3=StAgS}i5jft* zaaU@%V@cA8WZQJ?_b8y)`tDu!RY2M&=Ve+w*YhkY;R0hu0d5wT{6;FO#pW6H!a+qv zgInC>ShWoy&m;3K*xLU9?5aEkR8(&mgBQjB0CLfP>MBL^0qElY0GR7rLHYF+2P@)K z7(04?B2iXepEC6n94O``C}{4p{ma&({PQS4*Pn(35PXmb%xetpK#>M-Gyyri)1u-&{td#_9vjUR|AYhQ8AF4YArWsYv* zs<+%-iF@@3Du0MdP9Y9%*a`#l4#jgS>tYigp{E<@hueu|wldp(7!|PX%;YY2z6_hC zs)25BdYkg`kwN{-(`(#b{6L+zYlr}Lqf@s~v#~Gdw&g=*Wx0LApbt{FKZ#qslr-4z z#~kl*Ox69%g*T8*72<4L8H&z{pM(R4OgsrdcbB8=dMeQ31CE_DjKbctEsIsjp=2hb26fJd7NJZ*% z_=Sl_j4#X~4he=bueht!r0AcxAxiwRC04V{S^+&cih`Hn^8krK;qe1=Jp0~d1s%V+ z!mQ31C7>CMrmuQWXQ|ww-;>;7QA5Vr8cPS0%4c6p8cBKKm#XFW&P$=)M)H?$fA=%w z`i_Ijeo-kgs!w~w#M@u)BFC%3vU;`g>MbW6$ZMtY!Wwg2OYPV0Z1dlM;Qh))wv2j? zrd_n#{{S!>K=6OcmkbX_L^dzkbLt_*49~&uxx)VdQAb*MU7H%Ug1K)qrI!I5Dgz`5 zfrBwZy`_Wm2BEN^AR6A@!UE_FIPi2p!GOTS)TL-e+Z|eQf>^3j4JF(~-Nc;!VhU3u z1I@k4QZcOCU2GRCV3b~ea+ex|u4O540lNr}E-hAO)<#C(sJG$s5n8ntskiHyTjOU> zb3s1ks0%1BRx+H_7siu}+)?sMA-MEFG~UC4ejzi7a^+8d6HK-nu;MP!;$V4=zIo1L zNYyn8hjNDB+&iVOxS?zKVS~ZP8!o=r45?B705F$iOpOzkHSWxe&zJxSX?1rB_+3Cs z8!tWyQ(NY$_?5iZ%(wo@qnPo@Ml}I>NGplV2~;L#klraeA$QO99O-9KirCnt0mN#x zo?@o@^Az^^gw%t>o@MKsiC-jrF8njN{KI_gcW;JLj1SynVfP2~UBdtlI+_jy=p02A ztayNF_H!EDLnTUmK(uzj&v3GYH=V}5zrr~!YlAIX^lR3hJrTy%XwXKQv$h*jFuZ5Ht*b{ zD;QzH09e!YE?X&%lQs%l@o*`i2l<|TmvxQ8iBJn^#C3)BQ3Y2$$|_`F6>oLoA~M>V zxlltvx^J>RO_a3wmZ&E_Pba8>e-I+Vz(2&fv8w?`=dvCgx~G5dacgy8OiWy+M3{g_c^(|(9(PQFP|lzF`+^6MGm;wr(u()m9-1M&Xm7U$d2&S8xzI}ZYog1e>sN}dA0CJ6blJE`)Ls3Y&A~}oID`Jf=pxX<_dB9rzL@ooDPxlZ}PHwU-3%Nq> zZ5659>@j@#ndgWTHsAu>xMkd>3(1jq`Ieq#!r4&U66#tsh540*aq3=WOH0bw_H!(@ z?P7&WK&3rTA#l^zy@68i7a^uq!Lf;5#0$Ll35A?5;u}5tm8y&vi;k3pHu!`0;Fi;= zNJlcEfn0pW4>F#_V5{1w&aZxDtIQhl5S;u%5BZHN8!oz?#|!{ssunkQ0iSttm9;7^ zmepFGAuUhFk8{72UQW7yyBIZe|EqTrM{Eq}y3^BpzY4$!?dDL!D${lHzE^HcD+ zB{rNFvZK4#Q3BnUIvy(J`&)cKGxd=ZnBBH)v_DrY=?Ox%`GIE;sPK4!UK*H|ejp3@ zl^a&WS^AY8Wl3SYsi^wrITA6F`8m1a<~5XWR7a)X;x1744y+F0MF;9M5UTMixAv4& z$dytnR=5dQ4`I*d00y_}RswsKn?mOcAKY_2vkaQKD%dJc9KaULk@PjNjBiqm>%^l@1NklikC>HZ8vj z7-3;_mFUa6T7pyT3<|@>cQ(FR;gVi zqo{rH`HBY5s3XpN@fMV;EgmCEP#-q|)33sKl&m+g?od^s*yQyAyv|(4Iq~i`s`}W2 z%*b_IyvCsC_K8SsQAbra9P;c2j{vRY$3bU0_@*xKkJO=ZJpD^wZq)gST{vO=#MtR( z0Q#~ev;wr?F6g)Q7jaF_ZjlMje{d%(1P01`g{Pz;P;_x(lhu zCGx@yH}qiMjx3)mHZ;t zKk9p#^BecCKXbbc?Ao2b2ymID$4aR zo31=W>Ec+UxBHilZ@5%G;3#LPnYk3WJ!DtE%wbkE%gXghnU~I^DJ#|W-i~TyRrA?J1e!+ z29z4=Gj9Cst+6G=+MRuTXAV_izG;__%~t-o_^@tTq^J zS3exf&@vi$u$B#w?Syf=iFV(|a<#lnrF=ufjO<-r)SypMM=$57)#mM&Qmmw|yxhe^ z{K8h`N)@XYG`V|ZM%umP2bMnIR8XmK-}eA3gs*0z>L!Er4BEAELC@+thb}E5x!e`! zBj7PxyLy_=x@AAvD+c2IP`Zy(%A^?B0`y5<$h5)3TKI!0Ve=Na$d{swTHo9TsUp!5VM6}pCEY&U zVAHnxtEpvM{vw>8qqrpqjBp=<{{Ryw4eEJ-Ty)=1<3W`qC zqEYCmN>@MeC`+9e#MaZndnkYtFO%E<0Cy44a(_S6qhp#bx$^^vEF)~Di?#m%p63cu z&Uvr*@ew6>?z7%YQWbc>{{Y<)6|s4LQYP2yi&N`|G%!e7e`J^aL9_}OxU^&B=|RW24) zb=0s=P|H$>gRUbXOi#jIxgq(9<4+Y39RC1th}_kqV344RLptz02RYsOX?%q7-{-~G(xw=%AXExf>Ewv zx;YSat~Hg^x9Tcay4smn^&Bbx0OYOJsFvNRlaM1At|u|+c&Ne3stDwK_@2y<;ZYTt za5UJ!9o$L_zb(Y0#!9(<8Je3>E6d}!)VO7~J8OO+(Wk)xy#D3QBA*c5*VLevKH%TB zRM|t0We%Kp<`DV*p#z(I$_Ci?C>q&tzS%$r>L0{Ti-on0!M8e`FaYFZOsHI@!{x`g zWZK^|Er&eH3kTdPQ(rR3N%*}0Qs8gq8YwuGCy89ud0^JX7OMz9iCYhuc&9u? z(ASw!62$#Rr4I}QtGKILl-0L{{RzJwshYR ztJ{J)_wfdW+tb(jmqw{gJU7JroITy-OB4+Q_<>cD$Uh(V>Tq5+@OoUnD_^ArC7sBA6__xa*gTKR;Rv7an`V<<=Z zVV4q*Fc*)+um-VSnu@`2ped`0oF+l7ZO1!}XEB4uSGiZW$N7m$Fo9Q{)Un4fgR%hg z2&x+AGb3{g;sv(HZn*I*)Um~H*22wi=4L_Xh@fVCK~nDh#%Ih>+i(G}g{>ZDE^Q-1 zn;v0Tby-YpJo$t#e7g%;Wpxo7ZZ$86%7^M$vcf1U*3MD?08xY6eB4h}*SO=Mxs`Z2 zh^*7*BD3nH(L75Qtd%Lmq~m&m#dRqMKKO#r`Hz|}<&R0(SS{C<2zi-dQuX8&c!5MT z0;NxW;uDC)Dg)ZWha&{qpAc!S@exX+<|;h-h|QF}9kOzzTkEv-CG2brT$Pll=E()XE)LO{RbqF%&n~P5oFycq1ij5di8uyId21p67K}sbHYkZamy{ zHJ7^QwrZu4{>Fl8dtYct0G}LOcey{joz-gKD4ma1(;M8ovJ6iVpTSUcc0FOM6_tF?MVair~`E!_HSw*VacjzJkK4zc4{>8O)N^zCu0u9AK5lfDlRWAOLhj13~d^HtJ_F1*_ zb6C2nPouewjq2e$ONyMYsbcX3t~Hc}d`zPl)`oc4Te*?0K4Inp{{S%ofgGd%0Eo5C z%eiV2oO^;(2%{1;azGU#zT>0O%o6cTYs+d35w7E8B6sx)6wmu{!(=tb>LpPJ;%mfZ zGv*89<{EMJQwC&csQHwxxA~MYJZvGViWyOK(Vn7@8#yi!s;!NigkL@<-1&qKkK8p< zJ#!Tv3nLc6xVF*nf+EvLnw46Lh6AE475jz#-ep)3c$re5+f+9Y>HeVa55(k%qaW0iO`=*wh7qpLe-%()>knv$i(XTKq() z;PI07K^@Q&V&WrEg2wLU3#-eN;*;WH%9K2D)K`MToUnicjY6QCwH|EgZj@VD)LcV@;mGTWWQ4WV#3jW;%~&Oz|LRO zJ_Y>2yTyFmq~YFpoYe*Gg^fk>ax+F%^uqU(ffr}ER}j7R4w|IC9Ut)?s+X!;f8X39 ziUZGw{4jDhTV22IBQ6P^C%^lsO(|nW2G40@=f(S)z~q7VcQm-6Y59MQj8B&T026-i z@yw#Pzx;~2HJJwkQbX#K?&EE5D_VThUl0_b7l6a>TaIb`Bl{u^QNEM-VX2qH z$@%{PGR~&C$T_R&i|Br3_@7WOi27o=6Yk+=k?E9oX~W#Hfjyq4fdq>vFG0j9G*mxf zg5gd+AsQZfhQ~^jTaAK-^#{gOqBvYhYUXHj99zuj?l)gVN|T-$a_K&%$4k_ARm=v5 zxau5`Li|RgQSmNS%b6SExP_OtJ5qe)tD?V&Rbzh;0;?hq=ct6Lh?EzYL7GaBsb3Kn z#ghIXsFqjpGAX|h!2aMe5X*lMZ^xKkpf0FjaQ-D|GJxJbCJRU6Y*3;gB9{c)myp4K zOi=GJkygi5-S-_jmvi~4xhszmi_78|xf)KTE63smnR_cS7t|~{Gf4CRbBGdv9vXqY z4^Th@@fk&adWuIE)Jqq?Fe`hUZHsr`m^PZPiI}GlrPol6?e9?ztgqZ_W^zVBt$jsN z?Yjvxej-A;^HU1vArW>^O?^!Z@x-@QhDNG>t~qV-%&_yF`JBsR3X6oArZhaiP`gjK zh2_E>U>)zM1{bWlU-KHms$Cjl1zO3@oj8Yec*72ARgD#K1&@ZOWLv1iqqt<~e~5sA zc6BUVej~$9{-u8+CoTRXl`M#>iA-^r$}f~1WMLa zn$$1~zGEfW_p(xJd@&c7@hS;*@lt@*Jxhi0;t(_25!geb6Yu7HW7nPY5I&|^RRYSD z3egA0m@37jggu3|{^ekkmbNG={>EKbMi!VKxDQnf=6)v}Ky@*kN_v#Bw^+eJ z6!B1bQ*U(}wx;sS?%21Rd8;CYq~|OCVEG;mf-O%(X|;Ec<^a>nk01A_j^jrwbL5l@ z4Hc`X7*%=Xje(vQWB#Q}OGoR&@f%hcq5lAM#wDPqkn8WL6kja%OnTX0WM1p9;2+?R z0ZlH&P&gP%g}ueoDP}=xwf#lN?fKCDV6I84PB4`(z8?Po`xzPCyW=8Pbq(4_5YV!V~G}-UFj1Voh+Q;v@fp!4FOp5Gr1NQ#_iB;9E>Vwp;5f!ID#_QlX%rY^qA5v`%%MJR`-D;8@}P7Ha4 z_H@gd`ys$BbmlSLvQ^YF(7fChrbGzj_=-H^GrZV}oB~{T=3hx$QBst@KZ#0K%L1P@ z)EB8qjzCOa6=zU(n8L$} zR5!yKg+w|2V`0l2b{Aq(yvrNnxAh}F)ygfGb%seQb` zsTblt2i!B8>L_J>&G3$dltQ=rj0&jsMIC#U+c&7pX=fqSpld2r3w=Zzhs0`mWf5+n z;cRmEeatvGh;^6I4FHCR7hYil86Yyp%9|^oJG;M^UNs~EEQ?(Z6Opn(P=9nWzj@+ z7&$MA$QHdZ_fNPNmQgXkh8CZhY1BhMn6y_un3d%syuT}vfo^=F4xbkVAEj^m>LdkQ z;?4WA3xE;OE(#&eaeqz3Jgo4%L0v+)vizUoEmrRT0NgO8Pso4Xrl79}PxbkL@Eiy7 z%ZC2|pSeir9N#O{s5Wp@k5BOuhrG?ZJbgn*Wm@MRzL-KRtg-#XHBz~!${);192R%( z^W5kHg_Xv!c~zhfzGcFZI6Yw-3vSe}i0WR`^jGqcD&@HR*XB@7z@YyCpC7r4of`Rx z&*lCgjkg))V1kej%;Q;I+pG^W*0GN>gco}e0P;GH=DqwQp{rH+ieTP0O6xCV6 z+I#i&5Q5QV-A2LFOQjBeI_3tJk3e?i)(aDOvVPy@D0UT~U#he|*fk{Zl^;5Oj^f*0 z=7jt=0$p)LPt;7Lru2R}{Y$;iT1@&Zy&sPdSFi$)%|FCO(H*>hm<7hHO<*X3^a=O? z$y88zHHo#AI&g_P&l-N>fWh6vS{K6?lTm1-Mw6%@h`JhmMr!iN)OUg|$sA63=HsAU z97`2<5m5-&^8?Z5V~7=U4J>!6gAIN9j`P%^a$8@Wj2n#f z;MnBmUP8|bLPz6?VQN;oxve>IfYF9Vn~;+zbEGP(&ZT3#O`WKKaQ6tIH{2jV2GQ;d zumhO&-M0YX{-u)+@)WQBF{`I?mSkm6&GiU3;#ja%iZ@5xp{HW)<^on<@i#THpv(A% zK0L)p^#`ljQU2pL0UTZ)pqg34T1p%TsJAOU#5`nVs@4EC&xqHbNXJIg^C|&lgHQ7- zHkI=UrdtTA4moA*MX^?#=a}d{;F6OYiraDa)TneV452TBCJnChiAzfH1mON9#vY-V zE%8yFWwN$9=$560a?}wuRRk33Fn3igUoi#)#}TQtJ&}Xn!M8Jf+*u_*td;^mWz}Es^zHB>Qx6Gp<`L`3@OZcZh3_hm-Q-h*AZiGK}xB! zlB>?=N$|>7R2|ex!{#VpBBQAFEQM1F>I3HDX#@WNk?+T-PC@q!T7eYi{_+bz?nQ%bN>BA+BMA2 zr>N2!Q0SrIKO9SEDNy!*f6NgfPhjWdg}TmQ!#jF*CW0x{=}lMojI*Gt@oD@qsqb9# z>LP#^o>`rLaIruw`~fMxCY$wfMCz6I3m2*n-M^w=NZPzRfY-79=WlDwQi89?PylfB z9ZQh0Q|$0P>-ED9|f&pS7W{UCO>AZl08n?l(yC ze@id-_XH4X-Tft(_RN>33WJX$XW~@yj!k^NWj$2bN*I92#Vmb{IZ!(%@bW~i>vGY3 zmLJR|NsLQ}=-4%(9UVW3bSyD7XRk1=O?fT(nbl7LNl_RqmI9|+1RzsO#sIB&M-P~+ zNR?guMz8@I7wO@Str5NR3d|$zqwWY33kNDCU>IO9e@Dje3ktGEf6@Egdj! zoP{izt#J(yf)mzC92`SLber7AvlP0O2(vBo0T$%CF^3|tQA+r@4KCmwLK3|E#_nTP z?vaWyyH(0p^97@H=9px+m~~fo7@&Wsdw!w;Zp^PG6MiA11Pf#;YnZ~;PB#4ayqGX9{gn#Ei1s2ebVKz^gSex+-r_wH21Q5{l? z_?8NOrQzDI5Sjx$Lrom`jRHC7mDbyFscFDja>#j%ja)|Sqtq1Ez05;OgLNwVj250F zDes9{<0TG-`Gjl5c*uZcKvwq@m*a`ee$WpNd_o?ekieOm-eup5h-|#^J5^cCd(&Sq z0^6N>KA?xija>3N@f*oxF4r=a{9I^3hqOnJQO&Q^5|vlBR+Nn;~I4hnY9|#d! z%q+{Rm%H^4D(UdV+K1X2;g#YbC11G3!IS{A#Jbf{<{9T;7F;S|o@JeSip!$CLk)Iv zroJHa1x8vgsgR)B;%4LOAq*~3zNRfyFu7F54IJ6=45cbK1fLly1rA+BgaOU9ED1_7 z8!ZnM+@)e?se0h3no?K68A@-*614mX(H5S`hy3VO!QfN}fIqmXpdO8tF7HbXQ-;yk z%)l)ADN#0%zjngb)${#Z5foa=75+9bUd}X6s(buEHOEWy=Ar>hDI2%G&${`P5D~+pyn26#rE1SEzJ|N-_wyD|RVA}a#{Yn0!#?;3*eV4Kd0qFw2hw~P^idQ(KqwIfD zfj*k|04V3KJ|RZ!P!+W0-}5|+th3F3xb5dBU>4$}QxYquVL5A_QGK&`B zJ;v@pUl@1)0KzuxT)n+t%PXp&@3Oi*`<)720_*NPRe@rM`Umb(qfS+arSNfI%n$*u zmX8Z>9@q)Y@Pp$Pz5eE6BeJgrw0xh5U0(~a!_AraJC&gKAo_+^<{+S1P1Eh5zgHGW z^H4v};^7~<8~B9k3K2)-HWP&)>vQEoK(&Tmu2-0Qym8FNX z`-4CT!-|JY#u!MYrQLfN>1XCR-7He$2t&n;CDZVS^DHCgEzDsOB@TWi?u?6ESHU=C z_?gw#z!LPiP$JX-FP@)XCm=%04@iT8LCtu7u?NH=6mzp0l4B3?p1s7 z395OF4afnmSC~#4oEGDQODJP2Z4t%f1);8?TihNl9LIToP;Isdja%_CZ|Xc5VA%Fw zsD)ddOO-4QMIg}G=a_Dp&JI9TT;^u&`6EZYh1u}NOrQ?sEwFfm6a2C|($~akM7h)< zacN)0Lr#!T_mDJFUOsu6J|*Wd(dHf1) zXDDLA1|Q}KWn?1ZQ)e(bjKomDVmrjDkdeM$Br54VKvekIZ8q86!U4}42VS_0Em}ee z$CzgKe8=qF$D(YcgMY+jY~#$?fGXy|PZym0@2OK2ZF@^k>N>+sEN5Z-iybYqO!=?-%(#lneIZ1k3L;T_?Z%25 zV)u$y?0CviSL6Xb&d4>iPMN zAGWI6_u=>mwT2w4c`u{R`a6Y17XfF$kWUqN<)zeMstypo5A$%v zoX(;>+Ee?NmQip8{sN+89*ljpZ_9~r!Ea~ePX2ZpRaNH?<~IiqAi0t8VZ-lxp3LwG z=9}|Sg`?yE+sM;jQRB-{NABSpO5qXp%soJM9Q2iOQp>c#_F0Syz&M7(@z=R@qA75T z6nNp4iWBz&%A)cwFzSk{VhSV6A0Xz)B5-z!OADLf3HD235qNol8sCU4_Yo}T+$2gb z;sbKGnOa3e@x;R$VvB14bMY*{+#j=OVa5vdV_hABc(yN;h%T+bTJs#Yz9qm6U{?*CGs@&5ad5g>#I%&Q z$(33acT&dRxWJ_p1z!@-MdP`UF9KQTE~`iOuZQze|S zfN}iBuQv?6R4`jxI-3JNqs@4(`-m2t;=IcZGC0?QQ0;2wJm<`<@xvHV!V%fN7_WN) zRYlb662r%ip%wXs0VAQqC5YT$>FRM!7tB`o^8k5+{{Yky>uPG3%(3{wQq*npE6pni z1?|g)10u$3Pk_g{XL5*-EcY~EPjevx18VD%Du;iWNVRdBt3?7DMrOa5Rd@S@DNFXt z_NCNIzuXPxxrXrMHI)Ts%kH^}buVD0)vO)>qFhH3?`K}%JpLv`{lSZ?m>LeE0YL&4 zS=0fx%+PUpD^F6g>Mo>N@6x0TdENZ>0lI(CJy!8n}q z!CDF&r7zTa!p>OifbnZ#`-|0moHNjI9J@}f{7iAmwXeN{-o_0p+u|6i>>2Pq*MeGT z1yv<}pca&R!Tnriwmdio-}{884=MN>2?DGG3V%;NaxXx8uVv$ZWAhuZiNdeCx9{^a zTWJqp97_XGt34`lej1k)EvE`j&M7>879T=$D&HR7-gjfVAb{X^?5*_0ZPQ_GZYk%t z@0ije#tHJ-)>1z91GEsnUxe|~UT!FrKr8s)zBM060)8DBlW z^~-oywq1H0FTSFIiqf_DrtXaXjz;n%x^DC{imLD8UA_6p_v!6!2&5|eDCb%a#4ZKm zvi(`7pqmf6BHPNj_R1XBfJfaD{vg%EDSawY_z0|z@>u==iLTXv$HPi~WxD~YMEOHV z)dZSA{H4i+--l<^%w(m6cYHv*06efWiHDa!DWDLg3G=K1`_4m<^l<3zua zxa0v=vYwECGNDm57x2Qy$MpS|)M|Pz?NirGHK2lv!F@5*1=W=OFrcdZUDS9F1(gX4 zMg7MWaact63duROzwRujjtwqoQuv%=?+~y2Fh>hWRmRFL>%>Jhusd&1(;$Z0Na(LV zVmKfRpUh4xho&_bIi-z4gTu_bIi@Hyx9&7MOiIDIQAQYFJi@*l?j8^33-c5nXk`xG zd59C@RKuR*4ed}nY<}P?k!GzG_dK9}WmNpGVONmW8=USdE6lhXsICEss|Q5Ayw|AX zd4#1??iCAGz07V1+EVy7I&CfH5H;f9qm=|feiQyTQD@1 z3fSHq&O`Q`;PklK0KT9#PI!QeYBJg`^&qg_qW&SbhvGS>4%bqYsbg_e)KnFDv&;%B z)IkTBVrefD;pl>3?loR)mPsnB&xw15{{S)4ar4BeJ}wdp3iyQz%Jl&ZyMieTfT`ou ztvSH6%q=`VWWbs>2&dyI_QKdM6gvd>)Fn97cKM`WhLK~7GZjUQ^{LVqPsM9IvBHKXQKVbp* zADL|}=mN*aiisxzR%`9B{FNLMX~6(KjwWW|=>YpJ{lcXl19biG?3zU(p%XYQ3GORs zbcI{Ub^XSnQG~HQ`G5!p=|;!JJ|)(|h9_rZ+;=s zuPG7uOohYJViZ1@z!11GA52!#nQ70@`6cR|q!ZT5iam0%h-EKbGlbh6*hI8d#g%*a zQKgqixfhr3DRuK4rAeYz$3bhkuqgl!?qSKkrIs8_`TfhBo;jIwEiT8;6Ma2ROUPKQ zsawY}j~|H6t4QuwQSe(`$dH*xS5D!Urye0MFNh)pD*;YG+#e9&a{84Yh|yNfhH)5v z`ioBS#2MQa&F`Cxt-aSgN**DN9%i{{VO7{ym{qMnSY7_2ioJlABk;mK5WEhCHv~7~ zJiuHwIz2L`Vw>T zY~U3V+TT&^p5i3hg`u(PGz2c(uQ>v~;1xi?6N~<#0c0#+f?TWmnC=cY2uCeO+TSEQ zQZSWPxt9-aVhUY?{{Wcy7|5H5-9D6L_dWzr-d+zM!dJvKCh-QlvS=*=p)s(o`hAyzvCPXy`bF z=W%h6huT(@eaoIW@flIo%TFVjlM{KUa0Aw`O~ZEy)Kq25s8QH;Uz51={X=4J;#%5! zo+gsC_#hUw0+{#2(4{ZLydKytc=H<#d`4=uuMyZh=@0Mw)b7kgj~H{u+uK@*a?p?IO#k>>Vd#=!$j9F zmJp1AP5&hH+7?jj}ZvCkrAT>4CoUf7jB0wCifW8xi?#R%m-X`)LuT`aaB4DAm zY(c%Q#N^Wxmh8 zRmiTZrp<^OUT7L%Uj4*ifeIZOfak>zBGT9E^%0b_C|0FE&oba`1^ywj3h{I;50{_8Eb7n)ldtm)V(QURF1ZgS=jK$T6rf&H`X@#@rCX&t z4V7?C>^DBWC%U=Vx^gu{K!e{tCU^9WmL3|G%B}0<(4BOzW^;_x^2#ZvI z6ms|q_QGnk(E)sd!T4*`X~w&B;mv6Lunhs|-@AVj(LiXnKE{|h9Zg%C&Xs=Z;>Qw! z6z7T`)B&(NF+9>6_$Ab66b_8&^(`!n59Am8GS=?t{t43g>NRt&QWMpR5R0PNxX}Y& z6&yR(swa^euZ94mFjfvgze1#{+HqSwCW-iz{Z5P9{P!>6W`s~aA0IH$Qnlmmp5l3V z)g>p0*xG4){Ynv4e}-f@d4;HYF_=N-xP^I<>h30bCZaB}MEJGb#M`jbIDLw%m-(D$4S2%IT)NquHyKWi@sRZs^SQoFc&X;N(zhgKt@y= zs)klv?U2uZ#AfQ^auu1Z--tm*RIGQ2RZjC6Q(AW-g+I(HSMeBmYVM+r56rABs6byX zeM6Gl>K+L$3;TuK_ID~4N682U+u|JrtVf?UGW$EpTdzK$H4ehB>Jm8gM*!khHsIHq zl{6E~VY{+fR?D@29 z{K{}YQ9vel04x1WuUSeaL8Xir#3;^V8qzmb)Vc`NyOoh!m&|s4Aqu~U+-q?q)qKDW z<{=GJG2Dit?YiYgN9t4;ner!bO#MoV5ipp}>I7;w?3*hqt3ffMX;V-i&-Dh1+>NkMp0_vAAywUDs3tX^#kAH8(aanwc@+JN*ByR?i!0=rg9>CsMePAECK~k>@7xdc1TqBqH z>@7mu<9xYHR4whr9i@==B|(P228i{IC$gV68rd+sFUjVf@jOD>4@RdYm(R-Trs<)e z6z#2E^qpg^e<+;UM~eq)SOK#VIu^;!G%QAM%xLFg`pdVo?R znp62-%Qz~o64&TJK8b23c_1FKr{)Z#fo>mk{{Se8mt8iUAP>oY<3@n&N_;MmAy8$F zCHjSa!L4iZO)46p!K(6CP(XziyKoN|kBL-(VR&ieoNhk>>eGamMd;AsWndn|U4%*i zInnG2e-fZ9QYlI4@WOpg2;k}YBHE3s=HAZ`(f}8<{^5%^hxsEBB|2UuKmu}fzzqY) z^$HjmvFi=0PNhY&$n_b30>mY34n*ONuD9lA$NP*dW2+yEn0VD95XR+_V*V;x!A^^Tbfv_?dG0xT#LTN4o1Gz}?Ouuw6wZV)wDF zjHzpw*q5b$H45f!KQM>_{Z0V!89$g*NLS$)S82G_Q2zi;ol5pxFR*@Q<+eZ#A8{SB z0BJ%3i*j1KsP$K28md2;acg`<4V%g+)J@)y_*E&zZAj=eNx6TkhhR z+)QZvKvy5`0@^P9%<9O1sr!Vgy~5su$jq;ON)O+dS>&h={{U!#S7A4A+zEkh)Msf| z?i&o>GcLJ>Qn0-rx?jfea3Kh04bcn9H+!EtZT%n zYBf3HEg?&Uxo@a8SZAngpnbxp?hSB$BLzOCMc-1Ir;c`VpFBe+Qs|}ko@1kbnQQ(! zg|{zY6GPMt@hc5&a~nNZbCQzva|9jlxFrmLEtv=@5Rb$(p{#x;jecPV5Dj5`dw{MV zQpOZTQ$~7W=MX7@sGP>$QyGyr9lovrA>Yy%0Mgz2_Z|)2bFM+;0hyjb4Q5nPyu2ha7c;RJBr#1)IxWrv4 z@IW2JH^z$Et5Mah5UN9j79S%cgvm z{v{d(9Jds&?Tt+f#V_T5fcTGOT@>X>zukNgQOfhU(y#6EMoO5fM?3Ie!89-@y`Gj8KubI2%6eaxu@VLT++}9_#7DOG7Bna4K&xhs+TB;eg zyY6#jT_vNAY#e0ac!ss^quThGQu0tsYq`k2rT2mSN>!NY#1oS?p{sE#Rzd#J0c|vS zh7OR$&LB>OcbR|uN(-&?vhRpq%eYI(S@R1WHe56?ZZIx3Yvh#`qZihE#077tfNPm@ zVuy%^q3XkBLvrOpd@#1>+%eKnm1p-F-y;&xea0(Lg6=z)_bFD>#A^bz&C3mU+%9G@ zhpmpg_YgN~xD+ns1DcmrtPrCZ)GlN$IlmHxu$P)cZHhc9`jx!A`i&00=En~F!3N|S zr79rRKIbYRM{RdZp&54pyhh#FLjcwJA+3kymsE+|+Nj8Dnw%W7%(!$M6C1rC*=}<; z0_&QYTK@nONafiC5A5+Qb6-8o3$K}F3`OY;8@J^+G0)g%w-dr#exb9?`#N9=BgRLiU!vdiN(Q>0lU0g>#&{|EbKwdpc+V1;; zTfO2i7W_--<(ghEh}NA>d5W7))DYc%qYF8eEd#`-rPmDQN_m$QYh@P#_?ln$D5eBE(9qk2#hF}O0Ih&zF}l;Z>=zp8m{1P<{&fbB()_) zXnrbGd)}b5V;&2p;EyS9Vk%aeEr;Bq)r@8i)-{5G%qd(QZ@0u5yhycm*SM;Iwp&+$ z#l}mJY})e8FnK6>U-1&0w1A4x4i9S?SrKxc7o)e2a@8yhS83za$sw2Lv-!dv{%5zU z-VcD&wgUr40?qn0_QFUi@ClvKLFl$4X`G|`yMGY^7CT?g;q{P3mEeQp&*BOjwVMZv zpdUOy>REQA{#KJupe=t1znP(cw6~|yG>^r_%2T$o{P{gx6oL_69u+ZD&oGxjXgSBO zx_vrS1QY?~c-NmI(lx?kd{C6#*??~C*-iC&ep#F_^#Lh9 z9Zwc`j-}N_g^AybH|0oL`IL5wT=Wa~47L=j=Nr?-FXUnl6x@5OAIN@KBN_p>Rb_q? z@hh_gk5xi1(-{C`r+F8Cb^EAZ#y7Hq{e%B?4ohw%ujK@j5B{%*(AU@nnKYJe>~mIeO+m_nAO zz;G37?@oM?(G`2L_o3hq&9O6Z(pA&&a?4~3fT4aM_Y*4(VM_5G|nby{DKomlQ3hBQLcbhM$R!Rb>74vHm(REkpm6sP2bY;` z!5ow}BACP`DpivcRMXUFNlzV-+v43<5eKFcFsK%4D7^WASk-ulxmn_R(T%1NT||~^ z)T6|X);S&}Nq1)iTYK-!Fct^Q0d&6*hlC~3^%S&gwPmXth?c(+qtOXdb0s#g=H-#J zT!-z{uSe=wpm*bl;fLxg?cI?}p}WK(0XD26ZU<#pXK{g`^OB@${-N&|>zK-$daZ|D zO9A|m=}`HNW0_T`Hq7p9x6E*IR3cRp!Ec@-*F5o1KyW<6MN}(QTtY_b`;EMQAhQ1e z5ZlxWJYUCg2Ry<+%D6HqQK#wy`Sl1b{YQ0@fo>JVXM{y5E~hXsZ$UYL{6Gr|`j3r- z{KFt-4t7>mkLprIueeFP`p9D2za)F#;wUXX47y zS;Xe3Xng!eR_!H%mnAm8Y(REi-us6?)aAJ-7!VE@%s`5?)FJ204$`=cinl2=?6)T4 zCAD~pHAW!=rI!s?ih)!$US{vl4CgwImG2=9bafb%^QA>mkI4vY`iWOt4Hw6$o*CsL z%PLqDq%Gs|F2UXtqBw>L}2h*Qic6ZXt#%z_=y;_ zsCh$Oh;-e%zb-@8LE%TFcXJH*RqivQ8XBH}{#XjByG6ebQ`|ORVv{k^^HC+$GkJO|$?vKf9`GW)stB0B{ zUrfP5x^Ic{*YN;fCD9W56@RiAhU|jAwj|Q-_I!-OuGGu<2VfMTVy&L7{K^o*79eH? zUx*U*ij+G_Q(i?QR1OMIimm%&JZQB!botwjP+n1bp~NbeVp;wr&jD`<;fOp$DB8QP zsJx2BPV2Y?C{cVy%t6KoD&0KBx8BHosPMhOp>(`zSO^N^#8p`wj7m#U>Jr&-!`$vC zm@(5$uvOQdSXHYSCG{Q-w-Bqph~ejsAPT6W&Nh;#y<%_EgoQid3QM)mkL2u=fy^}<0=?CQM6mju?AlqOY?r; zQ2@Cgt*K}VRKiI0uw8fN5u{>pTX4*EGO{pbaR+oXyvo8y7o-{m{$PW@xP`}j63LIu zGFkOHg7YitE20%_uG-=e*qzmctPnWtKoz^x>LInE%w75fwrI6cFcFOv=ghmpwR0F( zD_7lDGPhbRpnRdv+)BciX-ixH!{>-mKoY8Xt#bSPKz6JPq|kR%TyiLZG8CZi1dB}JqMT8%2PB7{PpDfgK1opx7xG#4-g`BZo0nMKLY~~ z5BfPdx15LY7wNdRuk?@CF^#(o6HoXz++}%0L<`|G{8!9CT2{13^QS+5xZNVAa8try zuSws`OOy>MO1rh~H&@n1RU-@Fj^9JWUf2i}7}}%2`xW|^>PnIFG_~o+>LmwSr`fG9 zc4Pt65Ua=le*qa?f_e;3#Mc^edqy9iKA<9~AY*jz>xf}jMWHH{Ve%MXIHGuzx6S+K60jr9Q>`2u_}Xl(Gx(56n@L#6F%+intf9!)GC2{tCZ{ z+Z_SE%t!FUqgV>`RCb7;aBQ=@Q?Fqcn|WkJTT{IxW3g zp9(Ojv8p9i|oPtM_*4@#1tuiP5U}! zrB_ZPN%ICEDRhnB%qzVTtPd2$!F>m_QY;m>JD{z%uEm&1!m;(D~*X9MOIzn0)aVHe7CIntw228wc?k zmfiE=loU{uk=66WTI=Qnh@N1SAolYe9rp+qt|bS}Lj}6XX*ybmt*5e9Tf^HZShpxT8P5z^j=o|N%kv!H5}~2TfsR$VdW(J_Lw8@y zeNQ#9(8i-RdH!Hy`j!oBs?Q$bN{Qi(P2Q1K zU>=jET=9NbuF)NOxNJloDlKTT;Fj6u<>{762Q#=uZ02yOWMf`$%vvobN`lDusd!s_ z%76hI4#ol87qZ}shOK`Q3{-5eEmh{ajZC_w%S*zx5`aqRA0Fkwz6)By+X%q_05S0^ zqXm2ipKct>k_0Z*(!BF4yv_cGZyU3e9$r@^>rrt?3lCAG5gU**?t}9Q;szWj?jry* zQxC5%=#9fvQ#Du7;P>1+seplf9R8xMO+S!#^%nq`SYM%ct1XE+o1T5q>NAqD#YwA{c>bL+H@6ms6SRi zM0u;(X?_794;~`uAWY;K3rkgHc@XT*G>KP*Lx1mcfkZE2>i+$J0r1+VoQ2_F` zBK?pSps1yY(&v?}mlS9MQZ!4x%lyT03Q($-kfr1rUCo-RicS0-0<|wVyNRt$(g)D+ z{a?%}L^G8hOAY#u$eycSn*P}735R9hdH!Px8f;d$ea94$N#Fvu zPBNe`d_t^0G1Pp##DhkqNDBCdu8Vq?4IB~f`~AY#FkNe3a3vu{eeBFO*gyk$-en_& zbx^{L_QzJPW`MG#$BW{6O@>p+uEG|M5A77=es($H=ZKI004ReNjw2LmHK=}BXuR?G ziHDBihNYc%IKy|#aRh&vVf7n)L{~Y~C5_+Q0H`xAHWbCBx$lxN0{7fzmZ~+o@eaXx z_X30p>)brxxUZjJmCvhyt&CROWKM zM~PZ_l{g^BOnZ*kdFC`EG$ zgd)7Gjioy_IK#LBk;~AWT2;U_;tP2$I{Sgeu@4Uf3V^r`gjgcmN6ccECaLe z%%N}M0;-1b>L7!)=y-@N=eciZ5z(yQ9LvdeT)YOlV1fRn#s|4rOE1K!2NIU>_+h0q z*K)LO;wLewEK9BC6Vdift*c<1F`Z7Uo+F13%mwJT4{$VfV8Mya}Mi9?SOP$_>zdE3eUq5_Qp%-t1q zJi>7~A2Q~_T&oWcVsfyIV`VI(SiM)Oj99e}faMP{RIAhN{{T@+#Z+@^-}b%L_$IJ=%xhn?m%w&!zpwRnlnK`zkn4 zG_ZPWPs&R*61uB96lrIRKZu}D0Jt0@(s*;~Gk`z_i%j&iq4LAvmL+s9iv0fI)m5}r z!-{_)IYk#9HMRO~FJ_s1 zQ9eYQFrqfVN%*irsnUU3(O=nLP+?H09MV4kMr4NT%2W8W@eI1W^kx^(EFUR0>@MkW zQQZRkHwaL?608D;ux|UWnP#e`kj3(Rmi@8NLdplC>3!2*M5(JR)i|twn}$}6igsi2 zADA3tLY=zL(5@OtK&|;KEqk-@VJihd1(+9>HnnO2mdm|s9veS$qLg^|_`~r7SBF%K{Y0aWVm|)> z`6;Hupgy!}F>=j~li}q0vU92q0{%gylr2`ehv80sVRWNJ*gj5^>K?*Izd~o~7K^C> zi(m)0fcG0ngz$(6n4ZX()pYOy^eidV-Lvx@ax{5Ixw}u7Og({Wcs!RXR;rI4iBQoC zLz{#MqJiB?m7*L*z^?g@q)>hcO1x%rs&nF9y5^O{B51xmLz%+1ApZapz2~@2B_WKS(CTA1 z?pd-<2Bym^m_ff0NL{UZf*ud?9<0bCl_PVMy!nFMws-Dg-m_zYv!-6wuc+GZH}NU| z0J(TO_YXL@2sp$CyYm;CAXkIL0_%S;v>bzTCFg5mh2Hq$UCemcM7%~4xpFg?UT0mP zgf8TFF@fSRz!o+C0JwlDDk%NVM$5}m6^nTImMyew%y=7Ss7Ln*SnMF_A)2=xR?ElC zu|e)IZyVxP@*s)NF_A;m%F6kQq4|u>sK?dcwk6!X5Qq3n{5EkERr^O7XHm1Z2ufDE ziddBZAH*lg_<|MuAPc^Dm5SnCt)e=pWqVxl7G}bH%8MK$;C~T9o%}}+GNk9YMSV|2 z2*ZY({KmCfl@+SILP{Nu7S+$0a1O6w&_z%^c$px*&-&%XXgrdlbjz|4R}l+A7+aZ3 zP$Oj#)mnY^F$?La^ePNLxHS1*5Os@tTO6pTP|9-e)NM*A+8gl;Xf}@O{%R>xY3JD+ zkQGCPRs66MxztyX^H>L)V6i2Viq+TIaP$yHHOzz*^5QpAuYQiDLtbRov&;;Oqq zUUODrz;w9zLzol^o^AE4E;P1TesQDYS*=c5^gld(N+7){CywKw>_rcPwe|c;giZ@@ zx)=4Z70na@?N>h+6k8X_{{SVWj43EFP&?6D`elz21uae3(2u@nGlt-3=rOZw{kb^^ zscTCXc}EkH$El#MlUnJ0ve{LDIBM4NZ|YaIumNfa0rOsA8fVuFNeI&)%#n2aHMQGA>*-;cs0H2f0 z5~UHP-~)8fVv*4$)IP#G*nzsH?OW@>N&>i`ZvwWTG~OALiPZw`37IUB^}l<2_dz%zrzJ8v7f~sf}=B!WV_*WzEiK&N?n7ZWigu43hQQk zQpc@}z@rJ*$u`s$%E2W{XwpXXrjtBLRP`xacYxwuu4Gi8CG!cc!}kK&PjZm&;uJ8V z1g+J0g(Xv|4yb-AJ5>Jw5S8u#SGPGq>%<^N$f%TQc~Td}CUF<7sL5R1Aplj*L!9bf zg8n4}7h(~R!hI!I4TW0Z;i;NbH!DR!?l2WFmsMLl+*U8@=MDKsQL36aE)RFIfrOC{ zzM$KOdLjtZ$BAkhsMy<#8+TlD3tj&JF)RT80C3ZX+}ZULO}!;Uo;zlC+}jI6uc*PU zzTqdoh|tUTQA)$3m7XEctLr#`$#)?`hlre3)L47J5aqYw9^+-T90l{#I2YBxn*Jrt zqwe4rnR2zq=HVCI;teqmFq4rEyCRKi+=ZWEZl*bBQ@2usnO3Dk|HI3LCjY#eK`sqw_8e$#aEDOFf(5 zNJp08#@)u{D||vh%qkY;ad7!Li|{bUmnsT`5vxKvPMe*5{X@^?2&{h)p>-T36h$x$ zKLY$hIoSZTU3i)_d_aX);t_TGmoKQCgn1{-D!s>z8#3axY`&GutzaES^j;wkm_>q* zF?1IAyM#Q?IiuXL($k5zZYpS4mymIs%&k7wIu^&K8dWJB3L^W5OtK;Nsc?iRP49_S zo;rsGQRK+L3m}pNs<=AUUoauNSL$Rb@gB)rBXkJQnv`byyvwtEiy69Ew;N%lsMR|a zI+Wr*R8aBp8hdJC!5p@w4)}&bHl!;sU0qrQ$j){&RY1i{(A%{oVd5B338pcmAiYON8_Wz1Icn6i+i~qw#_30ysJP{)TeS!N({=}IH zLLYHba>+Uhzmz_pVI^X_MMdZk_|GuVs-PHHRr5iwv?)^JwvCt8gV03^cYBU#iO=hy)56+SY`2mRfRB zUXTL%y%bU`N6%N-k&VeYE5_nK&=mcX=T!-q6&tTLTt!*5h8()GY5tv3dbQGSTU=_)+{3 z(gJjyADT#)6%IuDZ{{q}TjbOEh6F%3yG%bLSUG3U59a0|2Bv}a#hsWjXpzDw2c-W1 zswe=C7Z=3Nr$H(0JY2Fw0*5sbYehxsoc{n3+PFB=%(&NED}n5Uu9webXESmK4jrR} z?p541^z|Htm6gs-c5)6m+*9E~m_=}5eZ?b&jl%@Si@4z1G5`!?kp=V|M_Z@-Lk`Zl z<`FFJ8b0O6Gep)_HInIfkdXfX6C*?KA$q`!GpM6?o!F=?Yc6aG$IikE)v3&<+@{Lj zAOy-`2S1r@eHktt-lsN=Vk+#vaYV7Wh4FIUOX!>PekT=lO3<<2k~E5+5YW+Ch23Xy z5Z(R4ys$02Fcqt2*6yaA7{Q~DQuU%0FMe)4wm%aPAL4DKrF8Kft-qMUK5|?fnG&Yo z@d{M;=28;x<}$9+xuLyEm50Ir-;XenuIA-g;`oH>pb+Rx6hhGad4)}?olJpG$1yY? zGUd~E`GrN5*2A+u)N86Q&zR`BeaBJcxqwo@RausdS57`)4(rS+-Hc7|m)|jvHXK(n z%RnC=<`=Fy|%lVbAahU_2 zFJ>Z>rV{g#;VSApZm+o2S96~|#gzDmaBz!SV`HiQWmg{AUcBi>OK4Z9Y7C9nP=#7J6*>I~a<3{G_%ZdsiN8GLD z=4zZh#uv;rPD%Z067`ye9MkF`D-zDUlB28n;01l#$^??b>m%@l)^Z* z!27vnKp}u@ewT05DT)ASHtT@-frG#=1Lv!MF{RkNoT26MEL&G)Yv}%1f{CXQRq$|5 zR-V_N%(oS%3NQCj5ER!ms=ojvwD{1C9nwG7al)C!bn~1a4ZbCq(!%*AjXcw5sCt>P zdIh0i-CJN#Qt1Zm)5u-vev^E29dM;uq_9Nft{SCPpb@QqTx^i0I05W0mKnoHw_pMB zK|V$C0j#wa+QDB+znYBGZvx(+JLMDeD+)UUg3f#F^=wLL4{j7P`_OwvY=xE$y^r9K zt5zVMc6I2XeCFO+Kj2Zl00 zLR&}g0>yZJGh>F=L18xX)1PR@Kun;NZExisEP$k~s98=`@&%rjbxk*!M)*dk^lmZm z@^h_$L$y_UD&>glWw1WM7pH z$zaD>HSJMz)%bzSD$(;mmiTrWip8*D*{+0s#EVwPOt(DUOd3C32xg*Quv+qXo-e zYFEn#YErZ-72Q=i1ps0DmILN>2=?P%+0C~-!nv%D8l?Uu&Q13g%5Clz+hTA1%9{RR z)w|;*qg_qFD#VHgM-iVAs=R7Y1tIe;s^S8h?AYnBvmxH28#2G#XfGmIoU8@B@x&ly z`kLgwXkH~HpDe6_iz+GN0oIl8iEyuz0G8vcV+;nTSsMDk%&SIRsMN42uW^%;bC^`x z`kD<*p$NMa70+=|Tk05a`;Cw(-w;YRM>2J=^B6aeEOu{>Y68=*GMihHl{kb6MO+`3 zhGRx~h6aXQL~Oznfk>#kzGxlvq1o7~ge%p)xP!r{XB zxkYriQM#38{%#mNg9sA1zFi_uKi0J z2dTwj8`Ub-+igCZmTDDnu-=@4)%uIY8@sLxmF?j0Y#9_;isAnNcE(Nxu7~|a#HbwT zU-$jOnj=*xJqJ+e*lzBF?kWat&6DFT{YUN5r515)ufR(Bs=H1u{{Tg@)IhFuUbr6& zXdY1!IEvjIG@UF`TPwg4(`}T4ty;cyYz1*_7Wz^&)hl!)a%F%-p-W+P=Njg_fS@yg zK*;hG=S8yPo`4HV14iwDrYa{gt;FJ~SSyi!f$DH7^ex(*$7)9>LEM=y8Yj~N>YCA% zTCX;X?Fa);XbJ)Hq4986Rw1C=KCb@iW|oMkb*u0JUjw<_PUg{tURuHFn_%8h5?$bP z+fuy?yM*wsgK2ht6ZXe?OaTDX(M%@UP(vp~7}!^04`?M(3@~6Q3ewAGo9Y!@rVW7x zT`YZlDJ>u|d;oJrC)m74QFU;Ew&g268rq2jcFf_Z+Y%6>rCKv5RfR^&M@6$$b2h zq?G2(51vVJWuO~4zcm$ET`w(K6?m3=(LcCF7NXMhs*XUkQ1#48mIVgwdXJ(<`6H%9 z7{WUPP4+Rd3RV#Dwiq#G=vbC84hlqN>v{%(j36K8ZtF~q%bZgR^yk#qN4RVjpqziq zbahi;Q*u?fi(X|a?B;93VF77SEMHOWZf@mI0z2*?SXWZUQp67)sxStt)Un@we8h@= zU@jTVI!ipu*K%2#_?88wd_tP(+_6{nDMruCpy~AtDh(lcBeZ2)R-KA02e@>+)T(UHj$%^=M_XBN_a3qnk-i9N zLCd))Yzys+C7NaWgzI^Zrl3`X>M-OLPVNIx7-yksQeBi47-IC{6<4xsOUU+mtt~4Et)Bi`8De27`7@M#IW}+F0Krc zjC+Psa|(=8%;E;uQAb+X%rK!J9mqUe8j8!Q-gt z;^#AlUXuG#ubAx%x74uK{mLj=aWAco!M}0XxZjCj2YE!Rlb9%V7!=0h9WEHX`iWR^ z+yHgMl5ePt%02ZFw^xH>q7AM_R#3RWTE1hfc`4i=3OGI^My+i6XKWhgTo-o0Y~{1( zn737>)I9a1t$dsera6Y9_AFd zKvfYT+N2KYJBsaAHr0!9&tkdjk_*^U1YfXx3rAL}+JFm1l5fhrt5Wc!ii};fiqhVI z3(dSicA%_rZ1qXk3)qX2;{uSg?40;lnAi-8)&`Ti1RUV(mPFm>IC){$UIS^xy%JtQ5NII|m)HV3L=aVq0TfE(m6watE1({Siy@vU;s{ce zql(oD;)?u2A~kgbz`Xny83YP68mOw@H+{n)$QT?9RG5^qs_F!Cf~8nnA_}oW%K#Nx z>&V5Uz__4|VG)FA38WJZCR3uaU0$0b7N#1xw!vb0KDnq@??g__<0fa#Ky`62Q)+{Zz9MH1X?`Jbjze+Pzsp$FB&Ffbyoh; z;0^_ZsIV-gmExsM^s9?);Bg4d`$>s&?6UpvI94S_Y>6U)y~illN5uUipo zcg(8DXa4|VL^K2iX1*Z~sP!%msup{l&SST0dx8^~YfbYm7y5*pKBZTX(*FR8j5Yp| z`-TOu!~Br{`fixL%Xd6gAOT91k&r~Jh$OXFgIOZb=* z_smK!io!n&=H=z9xEW%8CB-#3h^1#<;20aHsjL-mA_IqtgrZV&1UzI061{^cS~e+M zsakduhLa;Fk5OqYAXb;eNS6^P_{nvyPcqI=)V;(o=N==f>Qr(7bVdgVJsET4eZoaD zp@k{tRax=OIN@-?+LyR*)H&C<=8xhK?3p&#aoI($n2_`LE);C$Y^$c=PRGncL{>)+ z=BJR#5jc-z#;&7;7QSLVmQk{va#O>O=W{*GPvQt)UZS20^X@K`YvNMdKbg0a;bVom zzo;}*eZnAv_c8w9rsv$*qR8#@3V|RG2tta8-d^nCYyzZyAsQ{pBcxRuSqcr1;u7aO zScvUINzH{epwo6)WC(|y*aBEC)ymfvhCry7uk$lXFgLiv7KDJI4lQro^Bbi~ju{|b zBg{(R684y1onlL>w)OM*VFkUltHI;(6G|Ly90<#x6-8h`EaVl}xpZg_$?UFQ#AU*R zXgv+9=uz8px0HYhSAeTc2CC~S-bKN8K&sN%g$8USJ z;9VHO9vF{qY~Z~ zEMI>x{FVS%H2815zT#aZp-$*~pm%NVGmrwzxo92&d@;1yNdlK)e1LvdElRooQT|H) zA_txKCqvr>UnPKog@C0Tt^)M7!(NX9fLO5Az$_*;{qNRm>W)6>7{*faszkN1l|l90>x{p#}LGv7wviL+ng`NMJ5_U+Mu4^=3U} z!ACf@ry`!05OCU}@)0-}prYm^X_mak60A{un+HEY9$u<3I;1VTt4*2HpnK|B*Z%-P zfssTH^$!*{!=Er_G1FdWU_IPJDNFcfBo(K5iNxmA5-U#Q+1aAOLD}~Xh1&Nn8kb!R zVkbP!LEe)xreWEqPAkbnQ(zfCg8@L)mc^r0yvN zr+FPgAGw-}#Urd8wfx7s9{%GWKQJ&xC8a+zl5b$N>&&PQ)$=YF@v{ExJ35N7XW|DY z)&Lu)IE054JZ~Onr*O48f?ejBm0Q6vBYac{oP9&NRa|6vS=ewn=AaM=`G6EZ5YRH< zjAx$^;UKGg!@Zl~IDt73cnCy>Ji}R01qJ$wzByrBD%kT$&*E}4`G9hxB2_01MhB>C zS9jS3jLYgUOW&>~Lc1k_)axz-;Du%6t{<4|< znaYYTk)RqwXmk6QJ$hm9_M2lL3a=2`Q%^)7*o8RtF5gcP==1X$8*`a+kl!(&n!=}; zt2wLU3R-gjU271mKIP}Sc!WlZuM&}tC8;cgOJr^+>R+Z_%Kl=2gL0T)#|Dul@f5#2 zM5@I@8@i8Tgl^X3`%41D8nT~JPaJO%gmoA--Us@Zv?#9!Y%xU*auFid-bgk|4j1Zm zF~#yh-BI-lG!cI>3R=4PfK$W7%~@`^dK8skaG> zYS&Vm3Ijn+*otaF?bAZ5r~$1;h{)ptt?6vstN6TG z5kP6`-XKbmUs^UVjV|N509KAH9JU+bqPd4$1DHa|d;o`N>Qxe+=m3l70r{$kX|OG7 zw%%5e`t>m~L=Hf2&4bW}FiK3jp9PTngxDidWhftLqh6&vr3LT`4@D=%O1cq4z(IXl zuab!D0D>S{Pk#qOf%kr6T?CkMM+4bQ)vN$2Vzo$o6k2;9GVLH{Sd34tADH?;E4+hNa#F8P zs2Z@AFrc0)&~MU|z)&;-j%tf;l)9{TF1{i9C|@sLa#;exQ14-3<3^6j${_az(A>BH z9I8(+g6!yCgUv?r^brJu?qjal2!H#Reu3(*NB^;469Bd_8y9{Yi zhY{N732+xH9TFPxHinxT91)eZ1wsfX5IMWxj`1yMTg5{I%*a4OE@&=L-W3fCt>nm6 z!421#3w+Fhap_ZKh6jy`I6luZ`CWGe148~|YUdDE&`#}iFl&rP6x6O z)kA8F^Xh7plEUHnoQ8|}iXy*JhYJx(xQXHvHZVwOtJ;U}cOrr7sGVMTfn$UKa6-Xn z%*ndB!RB0p-_$B=y~O*ug5g#5`=ObCYaTJd% zbf}I;?3F21^&7NR^$2rMaK<0kCih-t?4lZQI- z3y?7GD3<)k!iG|`hl_{SeB3C3UvS+!<0FeZfG(@*T(;YjIv<#3l?W=oFoSeI5zi*` z3*hI>A1RHxzftP1Iz#s|;$5M{bc5%XA1PIFZAi*Pg6Z)q$s*XfTM1`ZwF-h%-n~vG zN`{#ZjY?%&2K?*_)VNc3lFPN&0QvP097DhA9$j62AjSFOR9e2Fm{V8cT6JpVv9{@IzuYCkTnHc3Zb28kmrk+J)tq24W$a8SyL3mxfNB=Lsi6XlgW(&DHmG4UtPq?k0*v754b4eBJCx2 z+%5|i3*r_}Vtv5aL=8_8o;>_^$^b#wk{X8tV> zvQS`Z^4A|B-)L?apA-xgL6&$DDAgXa@D2Q+d<1ebK%ot<&5HDmHq!noAFt9CqKkrr zl&{(Ojjk0Zg=h=)cleYERH#a(%6z4_=2-F7x+n(D=oj;G>`vQSW_A`J9RkH8U#hx(NxJ<7_VQ%3W@Lk0DG7yEKlMilU0>2Pyy9M z4=h1esEj&W;!yHc#^PBDI0NPpMm2j$1jqN(0XAi#(*Qs63<2n>Q`-R1o=!zdc$(xn#qXpV~82>L{uE=cBEmI;~KB3nIcN|ey@gBQ=E@*WM#_k+jL}e|; zJ^aJ#n0gB%CmUT6SV$+{!BTS`Zo)nfQqzdmX-|k(p*O@=3Pa){GQOY*`Vb>Vp^QGF zRqp;Kz-a(6x#Bu1i}A6uR`_Es*syd;vLw-_rC z@vxMq^BTC=Dyb~LA&~B}dxQr832L|!0{$iTw0s=F3TeL*uS@d^lp*d~#Ar3O2QZ6O0;-{p1nZ+CDLZDWHhp(s)#!mAx4c>kU3WP0^p)M#RpNIMZ;!15#TIwcdsh< z{^P-+v>v-Y7^a^xoWDf{Np2m+Xid_%1d z1_8E$_QkFg<}@O~wTcV1)`I(XP`hf8tF#q_taO4r4>cEtrLpwa&2 zQoQHK+!-}C@)29aM?HxMu!1YjFb+!!FdNJVV@Ri{teC6Aa^=Z`-7~_OJ_VO<+D3Ix zCuDA*3;81;mugQDn24f~(FEI^S3krX2PVp^y74fE{6%#cHuub}sIprjgRu_BpHZ~$ z)LX_fw59hQ-<~;)EFL+IqrhkR1Wj`bY@9`XLO^p8tB0vzbKEPp-O3At>ekBSTuHaQl#MIEq85nE+FKu>RSvzEi)We=P4 z4uhNJl_gz7@ItpPpj%bMdE(-{q3R2T)FQ!8%w)-5PvK!P$CQQ>ejyR8xXt7sQhwzO ztbpX~pw~VltxR{AyhCmvgl{6i;p`ng=_OIcHfBg#u?BH#bm18FZV6U!vGspO|$ALUer>B*UW2M z(;0zj?mRBt>Lo_|W#wvhV%DX*j!K*L7=r4#lqpTZzMyvqLqL5?kTn&@C8mz^45`8t zA!l&#Hh7f2d@$WuS3z-0BMvoRiB(;9>HraP)9DOh=4J{uN^3R%e?Wl06%;`VS@6Rm z!h3@w>C9oE*h60(AN2i zh!`rxdLxR;4q0+0_Ky&X=neOHK{(a7!H3#}y4^=F9E$jASOG}Bj^%C?1k3!y(s7h? zDyR=tfAzx_ixa7k1bkgFi%Le9kl^)v{Su&#+^J2fxSW0>n;j4eoq7-4Qf+c6eu#{A z6o&l8zyqNy-w=Uga_+wu3xV9;z7#ZTrWKg8Z5|l0qehA`B3m>X0I1^Hw$-)QcNL|9 zK^I~zYV3S6g-{j1EF255M5jZ^2&CwE;QYf@Wto>7lINV5+gu=z87#;=DOFq!ZmQ27 zsvcx1rLGtB&`x}%l)4HrL)vw%QDiRIxVfd3J;s30F!} zq-Y(WE#SRlyIjQqSBu0GF2>XjDSQB|pC_2nbuHx}yaTV^2W#MEF8Qkh)k9LNc+M&_ z1&Kk$XrSE+h9&b2ng9Zs(&+N?)M6(wTmiuzt}U$%dVl~9h?(%cG1l@ZY%Z$&9^#0N zEaK=P_-gi-nNit7fPV;Gy&>k}JV}B0udqklJ$@#Iyl*e*gMgvP4%gWP1f}8W@NbU6#A6CK+2)Sem2h_Vbg)z5!t6m0+#*nr@Hu0c4LkDl z_?ExRQF)`7%#AR-@em8P<|;S9$I9R<{K7>k)j(>9apG~I!`u^Fjs3zU6ct3e^?_si znH5mkXNj>mnSp-dT%&wSiX2QlFH@M}RBUVJ9u1crw%W>nh~rc3hKjExD`2SM^2F@@ z+_Zyt?tEO_3p?1|rg*7Vswm)A8G7+t#jc?9u}0tKY35Rm{lgb;<{?Nq?occt4>1>c z@eNSm<72;YfV#q*r{)9bRJ{m~x!=n+8m~9ZTy3vV0e9zmgdH{-c_M{}KH}}~(=LKt ze9reCWxK&J?6RXiCE7ZGR6gO2{mQBU?}>P`G5~mPC3riRD~2Wz{>0*NA&Az;7GvOz zrCs*MR0wYzN((F1Ld}j2P|XT>;sV=O_>31^R8d2dxYbKoa3QY}P3 z1-WI`%7TNB5P&e-DYYe)TFM9a3{a&nF33bIDtR?uZA%I(dyYg;Ef&pX{1K*VTF^fe zD+N(b{Z1AKmXp*qgnZ4n9IV=1irPDD04u@tRAf-sL--<@i&z&<@kiSR$MN3l3@Ei* z_#-NYTFSex16Q2-mZD{$&^)WhsJ54v8++&1s4W?;O|5rVn;lGq1g3~yN&*%KVMWJi zyxQ0WG;paLIFxY!(t^=WFtoHhuWYHVHj5Q^RMK-&ka0%QJ5!TaDfMKn>#7wYcfzWC zpulPfkxhKv3KVh95(T`{CDl|pbR2+|aI_#y-5+AGM)+f@Dv4Ym?=*=#F_oagKLti;H?*gm493@fI{S>}uT8CGDj?1t+x{X?izmjGx!DcB35vf#=Eb_S+89vT4| z=Fwh}e*~6*0`x=5ROgDu%XM;qIC(EP3bqwG*Fd(#;>fwia}Zl#DuR@*9SXoGwYh_y zqJl62)ffc1{J@3eSXIYYr?{c%79!Ebkb!4EGOq=`O810wL0m*u z>k69p9khOKWwk!oo&F*L;-ya~`J7OF!rotGxZLqCaJ4t@9Bi#rUtGm|myDLzVF9hJ zvLy{R+fk8D^$E1sP@`Ek)AX>UxKB@ytqH8RVQMz6nNV3WEBA0Q@d#r+Al$H*Ml38_cccKY zzlau5Q`gc7QrC%EcsqjI9%EhDozVfjKrM#Onc`H?ztkWHS#sBzyAZwiD&6tiQ;nz0 zJAW6%ynZ76;u!b#)PE>dBGcnwGX^KU*Hj z&oHd9NW*&b47Nu5jt#??3!*;!!3qiUa~$t-;R6YQpAZvnJ<3%fW+{n}P^8EW%4; zSA9#=0y)Lf#;F}1516^2Ee6OM2}g#r1A4nDe?A6U(fv!$UcY z+!n3H9HwY-mL2N|V!%@l+4dXn!wrcGA=_v+mn*@0%p;{@TKy#l?p9kV&>synkA|-7 zMl@hWsv2tQoRrXbVn~Q-qswDMlubFM5f-QvK-lSk_^CferSx5$Bx^5;rz>#a6G7i<6HWO5m^;r+`d#1`ImBuLke6& zlE8f1ABkek6|a{|`>6dB7|M_rjbF@a$^haDx^ZHsVXpxVvMa#8fE-?zonJ7Z#ka}@ z1aP}Yieh6%p0I4jz+TnMTa~ER>ws{Slg)zLhPbpWH1~C2XsWF1+Y%ZOA4RL+4`C99 z4dLdkfZrm%An2_TRVcAlVAXM#xv=gSYrr3h@7USIEkuQ25voTNMC`FF*eHQYV~;>J zR%n_S!d-wb$)Js17SDADN(xV6>|WPc-y=7v-fE}dv&E34Bvqvc$T-8m61(x}wTTKm z(MkGh3gZt#!sy=nxD3kVwS*wFDD8+!XqY}OBQ?biL*DD>l^698GF=s3RWS=c!AUwR1xRmJ}QX1+^vQ%=2VFsnm(|2O| z8N_S}DJ91Hy@IPCUmBjkmnfd21PELz_+xOuP~VxuRYA!Ti@J?LrddM#`i88$jF%NH zdw!!}vgKmDVWsJoCUNRmJzNE%bKh_-zjX*GU(G_M{Y?4J>$r!J@dOk}?a7c9R^)c< z->9V1jB2GuFt?hGqm}SQ1y&s#xFu&X)I(hH3n4EySJbl{cN?4^Q5M1gcRHVmrx*1U zaPNwX>^(EQGiMKZlG=4$!{_`%19-`$z`%!?jI=|*f;ae7z^$H&fnVxxOUdn2R4MPAlo(*_4K8UL47Uex(pM6qym^IB znR(m4d_zlC!UZ?;0&|G9j)hU?;46#!iLbB3#n9iWN(KZ|?p`=1(akpYUqun zseQKs730jgF^y*DzwRQMYj~75s)CgO>M?txm=R`Fq@aXH737FzIT21^8J8Y7Ja-Ni zs^a1bcN>ksEi9{s3ZX|#pUyh_?D?f_ca;DJ`0;taA^hCP?tDtUL$62h#y;v&`W zh^>zJl$6nxEB2_=uK;j4f0)EHDZdeBCnDv;p;IAm_0F;)!=j7ae65phB1(xK1-MawLYDHQ0oGQ{u*HQRc-_DKxh9To z4qu{|YTklYg*yVdX%NoR`?BMdm<9zjE+7to<4Yb>QYckuMM~M4EC&NAF}AI$zTJ*9 z-4Z$4Y>xpY)3?@w{3gU3{I;6%1Iv;IM_IAH#B=A5h{d9w)F~Pe1@yGiOlcqypnR`` zk=*X0SpeA808<=@sQlCp#e*~vA1M>zBVsma+J!z;hpUCe#T+0p)3o_u!*W!4IJwa1 z`Sk$X_mN9})9_*(sf%%IGmaDPGerv%Iv!|Ee0iGKX+w;fuxK8K%MkYCbO}%6{%p%y z7g`m~dFs8ufb46b;kL6au59%(*qLuY4u_)`mex21P)K*=tKqfuM^iJeAA)`YhCfk@s8-xx9 zVgmb(qg3Yc90~)W;C$3Tbey>>fdjRKLaPn}MlpguZPR@-aNIWv-`QVL+6ZCfh!N;&#!Nj>` zuI-iBzY7TE-(+f8vWjc&1=yErx6I-r6lLd$wJ3VIK(6lU842TKu<7#xisO@!St>ZE znP{gSR2NdW#6Sl;LJDadEmE=H#89h-j@`;W{{V=HKXSO1o%oFNM|I**?_(S<$r4qp z&38|jbRo4JY#V@dzuX1eo3;L89~SqJ7}pTXM)ehsXcdAOeM`DXH||nVTnLBZE=Hp! zj~x&Tg0k_fk4j(SD5xWLY;g;I325i$R@SVHw|0C*P%D<9k19t`HQ`_(&C1xDB~3kf zjxkhQJ{aM(ol89!)v%%k2NdoaZ8-BP)wc$?*>c!J6ru_13Q`bRP&tf}<7}yG@g0pV zj9(A}_>2(lRByyvKbTlJdx+zp<~U2CAOUG__ZUvR%BqsRMqyk^T_FqwQ4`31VlW<} z>8BaM>|tekkIqfth#tC$0pjIRQ-0xaE2x2G9IZmYZ`%mjbqz9BvM@#Xn?{FhXI7UM zcJILwf+Ow-l>Ev|YOI^;vK%EpLH#2{zo;gY=HddCDsqXH(&gq?J;ZM{mOkL< zZxhJLPCNane}&#+_tT3cykkSHS#5 zTVK*Rwo$2Ow_O=g=@Eb{6P=cA)d2Dk6ex`i(3~;!t_R#?C=nOaFriMT!E7Qzx`nCg zR!N~7rQ#Sy`h7_8JCU;w{FB9u~*E%esEnA3v+ zKzT-dmf_;sR7RC&9TJWoeEbSdxY_4od2RCsafMC+s^d&wQsO=Ez zlLOEIo=9PUvO3;@&RyE)+$AtP2mk;ZZ6@D7U{D~LZo~$h8aV7D;>(?&E{-mzl=om4 z!KHNIQ&Fv*gDLuapbhOpuYRVI>iZ&4qn@DQjrAD~HTi^HR0!#ZQONJyuv+RG+Fu(l zng^&bn)|q6RsG9>=eS@2&zV8(8qh%X3k!Z=8oGSKQSZbzt%R9Si@L88!MEyDZB*G3 zxtl{G85xk5IM*Tobr$L4!yV7%FLLS-F8tgj8y-28fNQ9Z(x8A;0l2j+ZRTEiIEBsE z+^DxsVNkMEY4->@j&hODFjxNoWjC=Ncj{cMxao1JZqBY_>Dh0nz^7jm4IwHIc)e#J zWU|g9Y6p&Bl+GeLG(;T>f!-Kkuy5?7dk5gRO z)UbvbElUi7@B?~?x}a3owO-(|w7K04mKu9!Hm>;C2dAP|v{E-xq1@pjdcL5GTHkiKAUV2l85|y@iXeX3|?0`0qKysBAaaZ#ViY%zcke7N3;4yNf-7GDA zUB58Zp#`l()98PgoU=f1kd5>LdIl5YiN@PO^;zX-3=tW+3Mz9*{RSeCrAF%DQ-amI z(_PUm;wdS&n9_{84h$$i2GMD;7y-dSo-|;DRirCbK&$rrazhqErP_&S%GDi0V4w!R zRZ(Zi9$9x6`X)$t(>%>3l>sgLEqmbnMf(L^ufTp)D1jJKm!zbx;!vIp+IlSh1dj++ zA`5WyY3b4%FWOLrM~&2E)4Y^&gB5 zbEx1~2T*!M#-}diWlQ5Ds(6R4j4+{n+zKk+)DhYqAz4NI!65NaG}588rOll%4ve*q zS;HDOHvGowaUNwuM(X}21I)~Il$%eOO3^&S2nW=l7vd~5SBs3K6nHjbD!Z9)69fZ9 zT|h_KD;oVpuuANWCDp#A0F|DgebgcCS;RHk&f9&GyMX!GW3(vJW(265BNp+<0Yr!t z1^DJ1Rz4z3rXh($E2sx7B?)kgdbxYEUZo}(%}R73&mLrxo) z4RHqW;w7aw6n5pSMD7(A5+HUe!T$j4b?4?7FZd`fr8+<9s}1SDD=J;nzJz;`YgP0Kza;_JR307LRZyA;bD zS5S)f5@E!>p|XM(bImdfW;{pXcg#y|SIxp(s(}k`5}qaFWm6tu6f8Rnj3x8jCcle@ ziCsk~3*r#1AH+kook}enm&8U6If@o0h77R5{KMsB$NS= z)Bs1D&WKwz4U+74mrryfeMIC60c|&7%IyT9u&H*jg05aho=%Wj#LI;20H|9`wCt-9 z#V#as81PV)Vd=)EIJVO6Phzv-80BqTs_7*U0tNVj)lDi@6Hcuyb@de;t9jdguRjnx zGIAI{t%Pcq285mktsWLJbwyqh&&@vWGN@TwVM)S**EYVVJm>|ZVv@FjTHaT<4vMaT z2hOw(k5Hw|fGxW#4c$~+Diu`+U{$kTDOFSoofrTOb)a8Ba_dYs(`JL%1^Bitw#_P+ z$_P=$uZXqb+Xfvrr^PW%BTL`(5&0p-r)s+VM#4hCU%F6KSS2E?bzqOv7^0;MTv+q( znB-{Mp8+)cA)+I-!SM45gd779;Ttch8Jqp=fo%-{0)1L4x+7le8kqU9OH>! z5Oba-rv~yN;qy_h22j<)HFxzIEjQHY)OJv_6*(cIl#!vK$@x(kLB&f@jY`9Gbu3e@ za}c{{xFgLM85ULKMhZ`Imb)d>cd!8W@fnb=qPH!+h+$@&S#Az5W|CBh#+Gi)>5t=D@hRZ$^$ zCH9wINHQh)m)mIf%=#*6qI^oHUYPCzypvkz%rQV~sL@z>*;Q0^Ee?46%f@}Nm*?s< zfN>3x$B6S3^uj|TN}--1AUU6yYH&U!0D6R#R~>mwOI5@Q8{v<7+bL;k{P7;8y+&%V zj3`TvKQIez988VhnOCLt7!J7HP3}g@6Y3Ww2bNlH<7^n?NL9J&SkiDnh4zB^gz*?T z%q4BF@eVdJ1BW3VH=FShikb%`pj!Pf0-7JpVf+(ty+KO6!l{uQb%bK2Y$`LgvF(Wu zLz#ZtSM><$rEqjO*uY)fs9nIes9CD~%!nX|RZyap3cB+EY(b@)DE!Mt*CG`cvyjS$ zFbnUvV%)u>OY<^P{6=c;k|^{40Gkr_Trh9M3Ue65SV_cdqAr%AUea!MmYZP(WM9Ov z(ELQ|2dsore-iS?;uYccM#?ADqRNIioOK_V^9OM(eT?C<=8iXDoW6s`O0MZu^A6Hm zmO|uXJY4SiLl^{Vtaye2}9OZAXV!dCN7_Z+Hs zzs$4(;tF55N~8-m{PPSVjzO~hL{h-?BI8k^I2#|#IwI#PHy+9#%tsKnQt9Z4Jx62G zJV5mLp%&%vA0hk}K>p*~$l?L|TKHfAA&!FlpkK85k3J#brBDa1K4Yke=qt^N)%%AG zy;*#OcD*)7)Ci)2s@f5>y`fXD5rG!C%XTery$pMW6h#Fw!)~7omQ$Mv*pTOGY_Z|H z8?m~1xE9bYhXb|oTrk!p8mbb_P3Oy%LeCCn*3|$o(*!X#+WGf%Jbc z_}V*DM0`=6Uf_UAr2s^LcvNry0I;5tYM9-5a8Y|mwSt2D0cxFsm(~ZEB}CaO)mFJ` zf$Z}fwjw-j8=!dz7r>sNq=;e-uc7jK?exR}Ra@j)I1XzCdjJwql&MZDd@n#N%hj!5 zY+HuV3_cH;ax^F{ogg3jM5acXb%3KV*(ly=JIP*;V7RJipY zlCsLUoyAAoV1H37!{*`#j%FU=f;SkCjU^O*X$UPCATpE4fu_m*zMNZlwWd zs$mtXelsCfdNvC@ap3_Gz0N4TztC1?$Lj)n6C!II~OUWHt&0NHK?TT$jJ z0^6nu!A@a?@hejE<`OziZ>YOhGL`|63d*?Os7t|rIS5QIm^BI&M1Gpwk8dYiEDBeM zz!^f@ubE}Hu+Z}XQiAdBU&pyvPy{eh_bVC;Ak}t$qdY8yt$z_A!1oLmUzqd+spO5U zKT$zfBT=v1T)d}=%t}5bK9arU-r$F&86ktmY z=3as@(T@6qS@4Xd^%w;hdU#I_2#V33r9gqE2tXA88bIGu)zAJ%fQ2PSJVl1fml!sz zSDJ(dRM+ZOrw<-j!T{tS5W(@~VDQ%TxKB8FhGADcPD<=!V5}$1Gr(Hjwl-WV7rzVv z!YcMHs}vi>IbTs8;3=>W+jJ=gm~x4~9l&DLu1h{39X9qE_-1q)g)P4tLjtb!J}!xA z%N?>fPAhF{eDwmfxjF#tSbkYxV_FbChjr!rN5LEv;m{A}mM%BNO5SCUfIg;Emvr^z zX)201v3`(2{6xpv1pJ6KW(xem2^T@{WEujHM(HZPlo#G)2RR?^FDwFeE z@ef+Ojty;|A6HU^RsfAso8xl^#Pt`jWLs3A62#GKjj)-bk43;z{Dl+a%v#V2ymfr2 zpHU9LK(rE8h3Wf`$+59if$HtPtK1|;k~%~?wt?$=kFuBzyD5ERZ)ps2g`(6NzZj@| zF9N_y#vE2q4ogLOT=6P_8D%MUk5&P}odh9#fm%R6S)Hf@SXn5b6gbz&Hj3H=3{I)mVw$!Wot_W9^( zjlw*Gj+**m;uM$Z=U{+^V|@`6l7%{`jtgo#+m(&odwGOv06$XaIpRLOS#?(YWUind zF4<{92RABERe6dk+-fz~aY1GTurR1YYKn{$)pr=SN1J7`pPh!5#eKwBh4TzJUsBNL zd`s@ZB8Gj%3bY?HGf(C=NfQfx;Te!}E&?K1?py;7yhfZKQPidgT5-fWvWamjzF-wr z%a*3)Olx%*00K4f5F04{MrxESC@RZ@f<8Kp!k-Y2E&RgZ;qEtOuW>cU=cqE;uW=mB z!%gr&D~-xcIPgp!<7oZMj_q|Q4;A7x6^~VwD7Z4EyV3DB;M4APwb!T@ORp03O&e*J zDC+23p?-UYpr3vwnPYs%X*cbUV{yP1>x*M?*QhJ0#1%s&TI!&yQBkbFQCIyqhPeGi zM_?ztc#Ku&$1sYjFT|_HdXAV}{2;~9kemdlFcpw5RvrQ}Ra@IQ*#XuSHlvYK=4rlT z8w`O|wZJd%!XD+Ux6}^Xx!3@CBMY{@OQ2eE{1Jw_z9SjUR?C;Veqj#30ReZm6@rq0 zkGX|IW6j5<9nBxGCkA2FUt=)%~g$OFkhh zABbRA>T!_#KstUWNZ1Y_4xk29B})GQ#gFbWax(;6j02R4$Ws+BUh*}IN@s>UEg8kd zub6D~;7YMo@#au)2P|u%+s?*I+hx6M5!(Jta3~$}3CO~jR)>Ze2$U7cf8sD#06u#^ zbB6`?z#&Gg1?SvyxiwGX5ia-cCdv;sm5VcjQ2t_4!BpUf%Ch>&(^wxzKXCY2z=eEQ z1S5jd96k<@y_Qqx;(#~GYMug71W4SUG_Jp>X7PbfU<>*Hd1d?$MIV^A@_wbuz*_fr zi+=fm+yWs3S^yXEQF5}{0tFPm*qvQO6+Vh>zBtPtn&MnSS*=RCmJ6j0$3`o_;*|EV zdk(K9g&0~ARSTp%@;6UVEER+G3ST0FO==nC)D>LP*aR+{qwyP-t?0@Nep-5lv(+f2 z3oE6g;bY+eK(TV(pe=YnaUQ6$g|$EfwE*31S`9g#l7tygvZ{`S*cMP|#8QM+P|<07 zP6~q>4FGTes9poSy4ZeF%t_T+hlBG4FA70jZM8?hF2PZw!8ek07aEpc`;ei5W$zsySu2guJ$+ zk!W{@63`Kaa6%Orb5MXpMTS>wA5!3={6bm+9l4(pm(BQu8Cl{Ar02456u)zGW9s2G z0-j}d9G`ahXQSjcqQ2@5&%Egn#H3$5Lh zD3A0xdI5*WtmtRC> zFOQ0ZFf+uZ9uuR80jFJ%@K?bAbY4J4t!r7w6LTQ~tFCHhQBTA|)=O&5IG5%GLcO|& zlOenAo{`kXz^T)wTp62%ISVk^vkkQKOkoyG+AN2n5TfxD~< z15twA3?kE*C@zjfU9}Kc2EJfRin_J|Pw@%IdyZ66cpz7`D;(s#Bi|V*peyPn@+oAz zlz?%*B~?)(#cn6#4F&9Q8yd}S11}j+w#copV7IV}h)rZ9$Rls=6GL9A8if}MTejkh zY#_kC7zj33%vM>E-eNNqWB^E*U7X}EBh0*60GWr>D`dLLE)wbVMvQsv_Z$s|yh;aL zbuusXfDHXYI>=nq2*8BP{{Y3W{{R;*ELf~!_?`0(CJ5PNd`s9{y~N-_PI<^QJhVI) z3gsF)ClwUWFxI7T?2l8DtB5H!g(r`gWmRAYP}X@Cf0>XN5ZjC#rElFo?mYWqmFx&; zHncNnAhIjn7)lBvXlWXtfEE?5b};L?pbw%H2}SauEdf_(yYOtRU@h>knjh*prgwmS zyuh%i&1k5XR469AnE1ul?lD5?!=8w%J$2?K(3HoN2Q_(ok6c4^*)-A^d?0e>o=KJ>z$0`u z>zA2UL8i6>p$@bkmL+Nh4j8Iqf%{j)7&?h5O10X6aZfJH)gWw@vuL*mS9Sqgb^IX- z`={ia=!VYP;Xzz-d7VS5o4l1i^5r`aRov*L-)LVW1tS)%HRPopjDd?YMFjjD`{&%e zH4=ba`BwPxQOQf9pgw_rhEM_F7&SdX7*-n;`T&{{S$Gp8-kqi2k8l zrg2oiaTsr_RQ_ecgwQ>CxpyhJ{^7P4?pK#YK{IDEqjQnrxCFluwOW{k`BAj`ALTD=bgi~8nG_uIapj{Q-%<;dDp#`^Ip^pcMb!b;JTHf8U zCEC5s7AX=D--wG>a*$Je)a13VWDz-QsYU+)iBOz)$kOd|urmkq9^1FfXaziRu)%fw zO!6)U_e8ufE5Qsbv$>F~Ur{TY-xA2x=jtjTKZs;f9OP=j@2P&Yd+G|%*SOhAub3-T zL+pfkM-FORXn5uiyL;vWbXxN%1<_KK^9U;aOv85@>jV^2sNo`xzjETZiP2&|h%<}K zn_5WYMPdlFTnYi|THB_eciX;WR+X1=mt?BiWhqjXY^d#2J1g@7QYt%EOUH>>bt)2w zTJ;UMP0G585ekSO5yo8RBHX9}eL}Hv3FQ33K?M1i<>u}No!`~1PdxJ8vu@6V1cGpSi4+A z1+J*5K&~+Zhtx1p1H=IU$RGGuiP!#hDhI#)V|UI+42u?`!Gn?eW}JWEoG<2KQ4oUi zQDHC4Vip7rHX@~=syJch30C>2Mkn@z8c-dqjrA4E%ZjKeY;H4>lqv0j7Myd-{{YCY z)J(hEf0?mWri|_t)h+CBDBivzlVBlk{TPme*={BK1mL#NUA% z`nW(KQWktFKZp$P9kuN`{zN5I&<}lD2g%|HDS8h^yHxy<7Rfr)e*XZ)dx-@$-24kq zkobbs%28nOgrsX-@fO53$n~H;YUQ@L4&dU!c4#||IUH8%veBw`+fAL8nn4p)Xst>> z*EUw%LejGK)Jw@=(WrZXjS2uZn1#+Wsx5XTfSd)Rl(a7Z1Z=@w8Rn z=?1?RbKGLXr$e|mq4 zwd|IntPVD8yjjFrD!jEBN&tO&i4TU~4qxs8I%@Ml#JV=Cy5h(G0JD53*jNUg#7bAh z5T~+mskrD7v6Z+Ou0*=TYbe0!hmeK7C{kCSRD^HY@tq-I@=%;DC+2H*D!!z+9r<~QnJiodIc8%lx| zRU4e*E0vJIKlv%TxKuu-mhMSz7tF6feapABW%;iVQ)LVia)6?t z+ZMqlp(@lS7|OR&h36R@zF?6h#-fkhu-hSW5C&D;2ZSS*MP4pZ(#WZ1MqD>=+5ll9 zsyY?KYR+as9B9GXcFWmhAxwCci#7EwILTS0Agjb`35Wo9!pg$)+(aH@2C%MHUD16& z5W1Qwe&zHonNufoi2xo&_==YeTThixd}Tx{D?$A8?>;817Q6f>SyRHQ3mbvQ4F-Cj;40{6ro4tC-va@f|a?WluPtq0~2!Zk{R zSDq*((a!mYI5Gf2fqGJ{=y+a;V+uLETj z_?V0>p|5MMf_yHo8Rdt${%<;c#LFYJz~)2d1NzvgBu$Wg8ALHt~8 zuF504`Tqb9)O|fM0>7I>)ko47L|%caejliyBGQNzsDl16`Hd-SLOcUh--uW_uH}c&HR86JitU>HCZG1T*b!6|F=|9EG;^?p(F!u3*)0 zKP+o7_W;xmAQdGDE4)S#MvHtVkj+Zf(F(t_Wg-fV^_;~E3&%0Tq`ebj_>@SO3u=-l zG~Qfx*Pk-9=?EHc<~s)WtB#9TsD3nMsUS3$1jxE=sK(d3gHchq7w)AMQCWVvgw|J? z#S40f6dpDPt?|n#Qp>q$3g?@I1Ixz3SfmPQ(B374afJT>2zB|D9tbJ%E{(G4T%$r> ztT)^+!Vt7lCjbawg5?Nels^zwyJZf^>Irv=*N6qQv-JQqE9M<0MKo1P-Cvky#2+Ls z`tvSPY4I2|FStFy);L-794$XFXc7;I&YlP!KTv}>hF#eDaP{1&U1SMMOy*MjOdHpTg=__{ zirb)zpK0ZL&};tf1}%qgxRU@?PV zxKtOAM~(FvT^-~sEVHOUSd5_|uxz@g=!0x4+yYU}FnO}2!MsC%SIH29fsn&*xm0x= z7ieLR#4sq7bqaL@)Iafk{{Z;k{4@UmEGjO;1I zB34+}GMyDI?m9%EgU|j@DMO0M6+xygzGsS3fJPLewWDenb%TDE+;K%Cb;uv)6RO-o zqbW3c?k;7#^$n;BWpM%Fwx}9TeptX%2O{6EQt)XpS`ToEdU=Ikqo{&`rUvNwe8nn) z0Y|eEEDd-sG}Jmc*lVBxNFD*lw_i{^>p=o?`Ny_3L$3#+x>xv%;ev`D=zaoJu!Dg& zpsP>8^9gr=>^m|q=ZGQYq zs2Qszjp!>_4r)NpC{9i6^mJ0WM{z4kg5^9G6u=qr3KFsEz(poXc${kY}{5y|TSR39lC4Z2c%S&pbJPq z=?2Q$cjf~MSp$%!%K?=3W2MKApizg=9*1e;h;Z;@%>AAHL=7MgY#Ht50N&+J-|-9Q z;t=iMX2R+dx#Wma9B#tYtnmQAvafY2(B8p{ivHyxc97{Xeri8y==jL%4|^Cbwj!z{ zZ^cR_5!!s`BE9Dguw-4j(6<{06xFEK?2$r`KD8{SQMxa@Lzl|t!1KEphGMNa3q zM+tJFvEn~a(gLS_Mq5@lU0fl;kBA83x`?|^XApx$oTM=-B-ima7Q_d^=HVBFmnFt_ zEosz6h2}DtWkP|2QzuEUtCd@2NV2194L)I`6u8J~u67atrnw2VWs{&xqR%Zvy!GlE zS8?e#x{Nu0BpMdWhnc?;msjoxGV9a^V9Fm?4|DMb>RvFu@(d}+QkR5LZjX;JDvL`l z8qn#~qsnJ;-KL{0Qv9b7hs>yQ{s`z(^%pX-B~_sxLytst1@p`#Dy42|+LaW-wRT-L zqFPHzmI137tarGjq$^fesQiZaFzz)pa(Qp!C0*t<(MOi14Ojd_hbI?tx-4miAQu}P zaRIh-(>G&AR3$%|(KXC2RnY|QAgv+UZ$4o=SE>HE4QF|z6S)kO@yxW^iE>kN@lN3b zKN7`WK-N+28WVbzWem~WKX^ct7fAGrNN!7soL!uq>q1uJC~c^1p`XW~0QAM-y^DmIwFmOMG6`H3V8Qv7TIsDO-UD#+4PI@_Ey_VWNV{D^|wKa)vy_j9aux@rZRn^g^cFmmqxK z?nf)gQa-F(^g;(wq4Em1@`Zv<^Rrbd4?E$pzfQooI>>=SquG_F|a!@1OxKIGsXyd1vME8H zP?vIo&gUu?*HOBsM${zMtGLrv_=v6B&db+9bseE~(c%cBuX4vL_c=>j*mW9$I6iVJ zo=_i{OY4bpH=cYzE~m`BXlr&7;^5NhuAqYc;a?_d-_*D@Ut}e*#1PSt4xiuDkE6jWXFDEm8Pz0 z6#0h~t&7Rj0I}i(je7S2RBj$&>Z{;}U~w=Js6+n%US-9XEQ1DZcQ4oeE-`tFKk%?` zm7;<+HMIy_rhb^VHnd<#UEe@+%`h*%D z%D!k?_^81*3Qx#@4xPV=KwU0gRN!@$2AEb5-3p?el?oTBEPQlcD@LIw5`baRYeKLS z>L2%B4>U78h5gD!d*PmZapn%1d4C1F`;Ad;3jw#|%ex}A^<|3ksSY@PA#rJDn>siT zDl5b;%LG9m7T6v&ZS@Fjjg=IfsulFh!D&lsc>=A=8}SGb!L>N+P`^~D=G5>}69~&V zAXx3eZUO_Mh^f;45gX<)qO~gmqBm8Ca_wxZh#>$1v0$|fEDflEvRD$Tt=WlT_qh&_ zz^!c!ba)rUq@&QDjDc@81$7W)xR;jKH}M`Cu8x<=1Lw1t;E14w>p%$ORO7zMZPkkt zw^G&gKbd(}wgUIbggpU$3=2AZLiV4tuN@&ypvXQe6l zQide#Vg>#{sBvx-v?_TK$H!46vzObh*W~z#@(w{oUbgt{NbKR}km!#KDJ=3sb_xqC z!FA8cjC%a&fE99vM+;VA=2lZfig}c{uc=r7rCs+DLoN^{T|`R(i;BGRt+=P4BXPc^ zBo+uzm%|)%&Iamb{6k4wOOWCykyd()JEPMb)t6CWwsnjt*N$ZsMC@Q`TlwxXrrY3S zu50d83J=WlE8HTip67nwF}^PVi$HY0TF&$EF@*zu*e;rQ*pjQCP$kiJbqayF>ARv; zXSlo9=2n4y5ol7pO3ONx7NgSjHaW14cP%B9X2P(?zNSDs(+CmjUFgiHu-(R3zX=>~ zs)PzT@eA!gh~c(ABRnY(KyS=oY~nKYs$-FTeZ%^)6~rT(&98`oR;N${->4l%P0+RN zht4|ISUEjGBr4l`3t>2!313q5#TQ)f#CBs99AAisOud9=@z}_-xJ6emfGhJ7qMw+6 zdnJ2S_=K$o)B#;&Mo=+>iOk3^Cl$QI#TT?jSz8)4=cuknzOOixHlc*H9Ku8b2uc#F zTC_l2mTo~bQ>ep1N5rADpvhfEn)4{R!?p=gGqP6J3^oxP>H?OsQDT#2P)A&>h&vy- z!n~BWex+wWQ@;M7>o2KI{rQcWE8J_Yo?t8M%*OP~)$`?p6P@LlsWv2}=ftuQx{9g@ z-Bn+hBL?||S`}n)*V8=m?~CRV^Di5Xb2yh2gaK>jCoDK`h+ZOfxjTbkri*(bpyc?5 zgO8}$n+K>L`*jvvzd!hVLJ%X8>R!c{fA}6HOe;x36hrPJxy){BB|}Mj2J$g1$x?!^ z5WpP;dV|2w7rx1MlH0R8ukKM)N2)p8m4ORV^j;%)e4sy=L_!c3M-?zYAR6Cp&65GW zrzPayR~uHL_d8NL*#4^p4IV?<^cwt1f&sJ&B`4v~jC2Vr!^dm$ki|e!8(jgx<$9bB z0zl(mfaUXqHAK@xY1_X3x{Ux`&?xa#qnxW|TR`MJnn3#tYU3C}?zEm74>WzlSLdby6fg-wp*K5T4z0cNs^kST{m@LK3P$lmT@U5pl@6%T6i}$YD33)gMup8ySX3-!byfR$|Z;TuJ?OM)Gw zwD>>-Wv#w;r#eAoe;Yn(-SaU*Hv#zoxA1zD=cOa?0k7s)Lq?(_=(qDx^3l;M^+5=f zDIG=6rkPrpPQs1vf2eo@)mr#OSHLgC6_uKBDRu}1dZZsWE;ie=15e4!1F%XkKT!Ap z;_#cU6!+b>sb>sKCe7^9rkb<|(1$xY3Nr%F$A*+#QI$Zn7DDp^D=T5uy!+9QO{21{1E3t;N7! z8<7gA^%Oy^`HxX_LoSmrJB)JDGT>kJ2=0AL+rFS7O?CnTqa7h3#`Q2X5DwSe5ObJO;DkpX64x~{Nq13fwFywUv7Zp)S;V!YmoBZ_ z*mT%!7cU2!fD9!Z55(Nj_?H+$g>@VrP_j1wwTwpig`L%0Hp=>kZ!b_N9JPdS9zT>neQFlIHsr2^(&8wQ#-;3@u^OPUV zq}SOhMwM|~EUsYF%t6HZh#F9WO+4!i5d2>f%@MvSg0VI%T1wjsIGF=a7c&88yOuNs zm60ukB#(k?l2HQBB)+YmQ-vQgu3NOH7)0GYc1EE_%H|kB0YyqWh7#h%ixyx01cgFz zEsy>`65`}v{48x1_@2@ga~Z^|+yYVq{{R8yn+OyxTq|py<5F)pV8q>$t~S|Jak0mk zV+=t`f#C4Ip=+2lEZ_vCN|vQ+n}5V^1l{17QrQc7Bcyg&fW4*@#*cI_FSYIZiQQ!d z+W7U%b;Q_`j_CgYaBS;nyDJ!bQ=SMZf5>&oRYAsq{uH~Va z)ml5G1M5Cmrg*^Ll+Tz}0@S>t#@q0b*aDF3`Y(S3alO%3tZNU3{lp7O3uQVWw=^%N z0ckWWt`vTZIEO8omV(i2cUO_Y8W~J_06FbtQm?xp)S_(d_om)*eMJYXc|C8OaOz`-P`E{kN!-MR-&hb(EUKtu252+U!=cM`;h1col_9$b`2m} zz#pl60Y;&xq6IPy4%^&WlRS8ooZ-cl1y&4IC~?FaA&n;XR7HRmRq$!>moCPQCf!AP zT!hhU5YI^f5wbQXn&#n(c2|eoyWF}Cr5xnw*>?DWPjPxg+aBh`8rbdHzsw?y-u_|A zi}e};7aa3TWE)D$=5@=|QqAxX1-G6cmpSS-TD#^Dn|}xDIijx+nN)sd)h%UHqo{-r zKM*S0Jn;l*Qh=tuppL$yM-fwIex<VTDok4L=gndgkG%3clrg!5c>0L8;>- zF9ydF&m79MY+oHp2CmN>O4X-O3!|S=4&M-WW#NBN^+V=XMs+Pt4RI@p*s-J-y8C4g zwj^=en;Q^~y+@-+^(YGUD`nnv#Z*+OeQw#sG8K?O7E}$}2pjyw4sINJjv7JU;3s&A zqU@EH+%coIH+k=8i0sj_RC4}hsuwpa9E9fW@$$RB`j zZe9Ra%u*Aw92m z)MCXHF+HWcN6cgKE-`l><~+ohCg4{;a|W;up)L?NFC)g{tsF**%hFuKp$AsGb|`zY>bYL9XwAaaCxZDjK3E!HhE1t(V5Y?I0ss z%cgdAUyg>AX5 z^Z-9k%)BwVRA-u}^9lsK(H{6)^>B!8wkMjPXGFUbW=ZTo2X+s*;t^%olC42g;5ViX zz^X7Rl+ZDxNA)T!0Qgq{()tqo$7ZEg)t~?hx@*3n8p?rL^wkUU-^5OjHZ6@8Yz;eF zrlTS;E2tFXK&vRe`Hl7ggf!TV5`xMyh#cyonLw7H(RIidd`q-jZV)L3=`p4^C`KGI zO~nJjPk^~j7!T&yFgaob>N8FkNxTMfg?<~G?n&YlR;{bE+tehA0@IWLt@)sQ!g{oz zYn4Ltz*Ta_!blq@R>jMB?Q57*YQ+oDfcaH?!KVcS4<0}dxP{kXFRSrEuhaqo*%f=V ze&bC-k0=MyuKW^{Q9?jp3YPp5!i&{EBoIEBuqAHCK=Pnh)`T@(=};dlEPd2-DDhEW zaoC3KOF@Mo4c8b~%pxQg5I(`Xea)@|lr4-*PnCagCtr}W^>FA4`-BZ_tpq(a5c^Ei zgi4IfnV1Db;?zb|rpw@8cPu6-5yd~aShzd(uyR`b!g4Vw!w-QTvuAe#nRT9FSFv#j z0^awDOFq>qXjkw>6$^eR)d*#v`3OWC3e$;_?GT+lrJ@5oLK2t8aTM}X9aXMz3K%XH z)n#icwQs~44Tq}$hAkBYEA7adN#<;qncdXq`xv*$0E>*YGbHChbD|VX{8XuXdauHknGK+hRm16`cVb@Q@C*GkGgMW!`yB+zM zJMc<^5r&r0+yJ6HH*6+SUbhzOV^@{G3?-+NZsj-@d8n#Vc;;h!`IMA8>N2g@sk3{JeDcFu=2#SY z^B6^caO-bS14;Rn8>M@jg#5*ue{%6>{7Oz+mAS9tTh3L##2{2t+%4YxMp`fC4ib+9 zamG$4yY&iN8C|OP4?%|$a`W6q@{^av&6>6|bwn+s-w;by^<7M4X4cu}2EgyAEJfK= zOXf79zfnM(MA#|jX*&KUrpx@!Z0D?DX!8gQ@eCAPy@CyI5UT$GD1P5?Q*)T^1zt#H zVSZ*R=f%OY>*fv=^VDFoovBcwcqKrbK?)*u5BzrG)U(XFWLWVCAqT_=5{Q`+KbYeO zxYXGAsN#_q4Dkpk+$tQwm*Re81#rd^s#GuvvR%|SV|D|dSqH8(HA4blp{`j_K+8uy zf+vfJTIRE3ikk53qS;=^fR?X3!dq$QF6EhUg9GofafQ$g=R?^PMd=I%ArB?sdWEv* z2#tFahG|kEq*J(F;BhzlYpq z0BK~D`77$KC{aYz9SwzVLVU_o?xWeLB6i)rC?$wh!K zg$mBg2e>Ar38IG1<+jti$nRCPTfl)Qe5-~vpb7GLs+G=Ac$QR+l`!oEEAvCtbO=jj zx2q9;T=fk%d!VGgP^dm`RT0!sSJ3MGkQm+4P}fKWJy=JOvFsz&UHs+Y7MsN7LK zjY2jkRxkOE1qQl+rq${Z1VBekX7`$*K@>eAW9~8=&0uTWkI4&xY(zh@2@73Yq!fSL z9ufxyLtVhQ#E)fnQDhK2JwTA1+JprSK@_#(<^D&$X<;MkCqF1=ht zr!tz_$GAe@Qifm7#DRBkdXGHZGGSu@mWh8cbSZqkV+C%TmqUhk2;K*9kkjJeoa-EO z0-uO=Yww7YYj12u2}=I}aKT5y%EdU$;wqy(F=D=A5OL#~h4~^Lz?U@8R8z^5gou>> zU>ak7BOMBLWOQJGG%5lsej`xkqE=ZAmHf+<=5FrJVmk!-K%Ur=w)YsT=2GZLp=-S6 zGFw*wRC?+HwwNID4h745gw;ccR8YN^eIn;kY2=ol#Cw*$PnkgC*tlUT zm4aue;-eXA5AiGHiUa}I#8qXnU>qN~0>9XewL$r1`UlEJLItn*M~;fxl=042rHe|c zlr8RzABI-l9xES>W2G=@C|7phQpeC5U^-YZ}3 zixzOx2>{FHL&0y3SVXea*xFSs#ft7NN7$W*x=2Y#)m@^5u$Oq>lOW#Oga9fEVXdMS z;y-O63`=MNB?y=x*ueorxnTkmRDgD*cG6W89o4>+SHLF61R^LAyH=$ZE}<_GnpGpq z6(}!OIDxBLlA30SYN{v;tOx3(WTbA54%h&}+e1WfGvqkHV4k6Js2zrhl^zr1iN!=4g=S`1%+s2O$eEyVIG{Y!(;#sCfqgQ&03%;U=SWz3q`gSt+xP$>qs-r*7tGQQ#T8BDy3 z&zNyh@ey>`@fbQ$<}9jyI*ki_)G+6VmH`Uf?TKwZW3%zF2YFyQc=awF+Xx}wEHih# zY%_4`5DGUciLfl?J;!Kql_m{JS-BOI%kc>U1$X9LP%c&LqxTTU+_7hUF>S6osPLKU zTNQrcp{_sNA%ebPW095DnOGk;8;dJ+5sr$#5Uz1YBnj0%ZUl`LeMBLp)F1^f6%J|m zC5oUd0G!L&yW%pcDtttMwX~OtKLH-Dd!;>n#)#@ z!vox>M=@)S!QFV~I5e{Q$L6ALHGU;wPaIb;@MEGeMh1TwoAm>lckREi;}%ndm!TM zJ0SoGK%x;ZmR*9&m+mjPv0I1pDiAlB$B1HFzU9T9qs+E@f8oTq`9$u+gK*eKh7Sz2 zPjnss0H{k+)(xDi_>{YGUC)dsV-Qpv1I|V8LAfDS&!#8l+y=UhXeaUx z)LTV+6yJc>J*lQ9e62a=&!|xx(L{Ox2hjkErSGqaa$MGlN%0lNfWRZ2u*6$QC+hD$ zb}A$Zpcmqb`7(DhX)|7|AA;Gp;|3nUuh~#Z1-mbp5RTc4vVCg55v>&(b`JP(LB~}=u-MR|)_bUQv>k#GWCc)7T)K~U<)o=Xi(vR=(%Oat(0gTV8wxA{ zoQ^ttOb;dOKcias|epDDgbgI5yiIM zUHEy1l~Knio*rw|Y#~8Z3jr)Tk-s5iq$)g(ZNeTYL)1?o0pz}gquM`E)zN9AZjGcK z03HZzDo~>Q-L-!=DDGB|!h+w-q^TEQ>qGp+Ek>-D+LR3W^#>G31qa(o5sCz^H2kDg z4Qkax`HVD&yC1Q}5Got~CIm|72Cme))a6mT^i&0C9!Wn#f2c`C@FVzP1qnJl$2j73 zY(ZXP9jE)Q4F%*etMp5XXXj>R|2o|6;i##IzLfx4rTod?2S|pS^9!W_YhaVRaB(vM?=g z%PTtu5h|jHyHhf<4xBxikqg<61aiZQ=3G2Mh=2}a)5Ye@@uF>pcJ8D2s(ip?G>rJ> zZ1RL9_VEJDhLqImRHbjI?T6MzO>JRAK!rho-SKcoi;nF-F@o>7;1~xLC_8e*6EeGw z6bku>%M?*^;H^DeV4h`ymk18jGT{ve#Y*-r`i?ds<~%q*FfG=^ILPn=0XQo9g}z6) zVd3>JQ)%}Jl=At60lMPl!F)=#A5w%gj~1VZKn6ezsAAxY8#{?!;ejqJT8zIe?hSJ; zFh1h*IY92n$N7v%!|4^`qCVnxEO#8rF6Pxt&zSweqnm(Df(I}h+<8&AoI>ra6WmaX z*xS@1uDy|Mg=Z7$H$APdETlpBjx7VW;FapQB1}80$tw!!!2Vw>AV57!x>EVT^=~k^ zm#Q!E)MW|)(5>o?&u~Nl2HCg559N%tL8S-Sf_`Bna5_jo3UA;db7x)4!nA$@XM?fI zc%jF`2+pvzUTh9|7~+AOLWfq;wH`2Y0lpV)UtCIU#!b4*s&8~agd1gQS$zdAyLgCg zZpBWmx5y;HTEhfO(NTU4<{r*Qj0KATN_~v%-Ab77pOi)`fk)P$~nafcVj8jUpf^ z%EAxJuhisvPy%{dG4(B`UQoY=C~eOT{{TRKDjEm6Q2t=VdA))X)bU{ZfQm3MXdkGG zO%wy|T|@>$$*<-$!g^HvHW8Y;&Oc0NM0>gFf&`plP*O=AhMiC$qX z7Ytrc5h@%r>R0f55l&5W<`%<_o>+t~#36)ekPVG)u>iLGLm{__i?CJZY_Ynfk9d4X z+kU1xN5lrxXNYeI_9vZ*q0^{aDxT|@SgNnYLasH9%uCD9P(Y=_WhCk_ ze|*3T<~?fVTE_loS!_U1$Y2Lh1-kozQqM4}keH+p*;3b-dgM?L{hEBdMu%$o?f!0}O;Q6;f=#OyD%ffJFcgH7?2@jD?9& z*haCsBh+rcQEbx7AL;?dubP!2LU;*!(SH!d4ZDOwx^ok%^-O1XUS)3{vQ_Yzy9rR@ zm}qjM8fv0Y;Q5Btw%*G8pAx@mcFkK2NnB(xWt%T;r&q)`w79@M!^%u3SoI1pAqEiw z5!Na}nqAu)a=8cB{&OEO*o+num?js67zqWJ7|fW&_XcwssQ88R8)E+e@YC)#QO(2J z59j7t68`|@2m!>m%v(8^`GuvA1;L&I5aSra?lfxZZ=t+gbZ`%tQdw?%!vsw%AAxJ| z9^o4v06!J4;ZY1qa4+W7ex^fZ+o(K+NB1gguQnCx)%>!6IJOEOK=&^$0+NrN$#N*- z&;!EZeiitd?KUhvCB78iVIzXtss2`%1MJkZrvxqTR9jxf|i_*-k(qsg@%Q- zrBL$oaZ7Lj8}@he1So6Kz&xARsY*b37N`FJ2gFB^XwTHJz~n!QHJeWgiC9n~RrHw& zrBngHf{=HF4^Y_4iU*xQt$D!tiH8CpY3TyKzTw3jH)+3;(eAD_);guZMMA@za4(!)JLT# z`ezb33uaFSSaAVV@#a}%b%{}r{lsW&;Vsb-$$*YuxNuA|GrUF=*W3c}zYHOAO12qI zdwKT_X9qr^zsIOmKoEE-^DgOIkeNz8ZaH7t3r`7)Y=pG!`GN(byj)Qg4|f*zv|tu4 zN46`)!tE)H(sYGFcu!;kS6-UG((qjNr zZdy+4;-bz?a{yae@kiC}edz8|P#q?}#%o9b$U@84Uxx3;e4Zc}L zKwmvVu{(s6Z^R@N*O{RFLlkN1R<7e$Ql22epi z8dl<=R``on>(d0QY+9m2A9ki2NRBTpM^Hl!; zFkwVECndL#76xULzj3=lR){>~%uz{8x3_ux!P#j=yVyGFxw_fl0mYu!2`C+dO+YS& zAv|as4CE`^P!nNF&H*3I$A1*02n+x->Rzx_0Vv|^y?#m0%S%-AZJ)rxiv!AqKX+H* z2wZ3lHB0Yr^)3`|RE2gtqF{0Gk$-CzxusPF^`rF!3IXEZj-r6Boi88mEnEQKQSPZ1 zSNfMjI~_Yq*rCA@x3q#~@O&HF5@Z3l2KZQPIRQL-!C0 zUso=KGq}MAhG=}l3YB?fU9$fGP_Bua6%YY(`iw`Lhy;5qLl8qtdC13Q>*8D#d^t46 z$yh22N0u6*{r3dbVf&5Z);vV%P#j!4SK*9#J;#E}xBwvglm(9vgIcbjUYFbjxmtj{lKuDD0$Eje^J|*Y$VpCmthIZiu3*_@2UP4_0 z9{jt7cF5WdbAgdWaCaWod`CjB)cOaAC7_*DWj(|M4BQR8WO+q=k#duqsgktfUk8UW z;Fsn)Eng6u!(GNm1M&NU>aw$l#x2vb+&?64n0aMfpkDpND9SI?Wk_!@7*@gpuiQnt z*Qi+7asfaX*-A#MWzPx`q@~{ytQ8b00>r9TBwV7Q$HW5Eus2||c2?a}eM>`WAnx2A zLesJ}Y%a=&#aI$=x+O{kjf>;lMJe7TU=&#KC45WJA5f5>i$nvMjqOfrW2?6ow{tf4 z6OF-x4kF9mV$0qkzxd|I+8#5qI52yIE@x3lq$1|Iv9$Sr;Kmgc_Xb?6AeInpO5!Mr zNUkm-Ub5>O+!g>bHtK^_{{VFXM%lhsmHZqK zgVuMJ|go_1*&Odsq2C?!%=BRHY^+)0CK{qZLle-;8xpi zMaFQ*(pa_>Q-1E_HtwDpAlujVoy&BAP2Gl4%B00P3TXm7Es>zL`#EdY8#%6uaA;#Ke3%PyjPu0Z!FkRV$x zkX`+?T)e_v&5BW7*l9OAJ|kVFy=d9kD?+e zTDyL#C?j6M=rs5^jkQ9%sr*AV>Mb9eIs1(kYIxgN(hhs`5tm8m zhn3%`JHnu65>#3PkM4-Pk(eRlbSTOXOTdkI(ggJQC}gf@oQXyp2U z0crOLYgi1HBsx)CqGGBS_bvt8I~KPY=r1yGFFtylMd2uvzy^cNNZ6GTVTg7E?g0M) zxF~WuL3QR-@*ZRH<_cAxnU{`7qKI}3l~V@zhgN)Tjt}{bQ9}24m-VbDX=}{2dcZC} zL|4`|#4m$9Ma2~>&{|b)A)<%W4YkAfrIv>KwtZ#B9>vwgg)!Z%gwE zkBo{AI-4?6hC=A`1AUGq#noppD(mB6r*;Albr72B6Ac%nG1|9dg87;hE%ydkp}OW9 z!>qXW2A(69((;n^lbT@?fO>{252)ydT6Q9;=gjc2)t5ZYA&d$tJR#Tq+(ZX(obiWq zNbDsJAi`g$wFrAfJ4ww8y~~U4Cz$v zrp&4)N)w}2WtyM~;JILNb!Tvk2@zhn2=Pt682Q-b4do;FKtp4MhP%!1gX*67mE*?D zXCjB48-<6BP<`97B>?D0>=g&j`-Vd`iG$J&-&EJ!4XC3MGtP_jus}s}h{w%wDnT;t z$od*$Cf^E`eo>sWrivVSZ{J>U))f)c*h*`Fen2SC?Fez4j*^@FLCtTgZh-Js~p*P0GdyIF@bv@ zb9e0vgMMK}-7wmJ9l!!z%?&EKV@_=G)N4CloP~T}E!;Q?-F-(&q9&cfVXtgRt$DaB zu3`qj7BX-xqL{T*=a{wx^g=4b+^ef7j+ocDX4Q4P!aBBfJeY%MzS;5$pED-py(y}f z6sf**0rTyIflBuUOB-DE3;_P&Ze4kVL*KaRxI2*>O4ku8%Kb!O(eZH9y;ea(Z#Q8V zR}HePUASis^oSr%C8$gpb8Fh1CHScI3XCIRt|svY05Ta=mkRHhM}#k9>ZbJAr~{ue zkhktVXbxAxWMg0Z*1OVe~*nY+o=QL^o2Np_j@M=&m+1NN9;0H@|T>BJS{_lQqJ#lcFq z!y0di%9MG9)5I;K;u^xkRR!x%fIJ;S45AovLkKfxbeDE>8DBF00C7#n?ltaU(koRj zL>!M%jzxUMd5ZH9?o#l_Sw&nPph6SD7~iPzzt8>~fwvEF4q!b*_?7Bk zr^<)3wr$X|0(ezNpgvcaV{P55TD_}l?T$jkpbGp3%F-!=r}1+9A2O9mRR`b&ue68} ziiYR%zqOlSS6N+B2;uPT0I*Vpr=r8{zld940*Y}~ungKFi}ew^*=Qa(6Usu=Gbs&p z4KZ|D!nPg8s4zGz72HbEW+ZwfcSC@pkgC-T17aqa^ap8Igz#$C5ufX2LKINwzCA>d zL$08L0RRQs_kL!F9evIb+vACs#GnJr3R*nHYUz0{f!D(X;e$?hhwF!^Kx(9D=4zd! zL~_btPz446Zz$C^98!!Dj@Y)4ylyu_ymBLVE+n$_RFk_U=wKTG3%lay`v;g5BFn43 zj(VjdZ~~1m{E%Gp2?Q`Om5K{Ji}{tw01AJz>?H-!9*rGS1)}Z{41VHh!ys9mWA_7PCx3R~qa2n62zzzzgK*7%I2Q-7%51#iSL9(>Kv zuVrLbpkEcl7XhuvREN>e#0>!}$0RMtYSu9WdArO&)mgP!89}@K$M!tK(ECg4_7KkX z9IWDG%ic*+_kg$_Zd65=z?Uvox0pu{@en)sVyyiz5K-|Icw+|G96p3g7hoB2^8Tr5`vj=hQjJT0+hUuQl6pKM!qG(dvULCJAm9mZ5lHcT}n!qka-~;d*L7{d=bDX zx7=D&ZSKuz3^s6=+iFo}#owqa!}S_1QTUa#Z-%C_ zs##TBPOuuRV)o#UeL_Y9N@xXF)LR1{G){-MD=a*|kc4D}(4RR#YoW z4<&8iwfH5l7(i^i6j}Pe=2qyiac2x_3Y@GgyDnC$>4CIu5MZ_JgBJ9|x~7g=(?LgW zmX*em&{zxCh6Q)F4A2DaX%s4hfC?c&0H*{ETwrej-xY2xOQM>!bq#lCs1o_FWV($v z;&MZ&ysvQ)M-k|%^^p*`T`X!tZHAR;PcLVZH^Pfh)*+}e*7h$D#c~ymXnux=i(Hcw zcFcG+;v`Ubvc&L?{Uj_DO{MGO!|RWUR|&n0YMQA2Zf8pU)Vof4W$r3`PBtFl!(e5> z)!xgHxaP=-1a}Z`n8Kxc?U#SO735uBjA_>R=e%!bz?%;?X0RT4P#5F@}#9Cf15#tDGgs`#C zL`byyjiwF49zLQA56K>>?16fGB|wf!@mEr!`hwPhAcCpL0>WhNMY(-LG!wk;U#KiQ>pOz#TnlbwhY^8vbDhIhtX}*<%X8ym0Dp;2dG!J)wu{-Mm52H znR8V=^)eUg8n72M$16$ZUT);6+lOiu@eLGToaQD_3Z)!c$NOXA34C8k3NrXg+YzjYchua%3Nl^WWjM5~5?$=`rMBvG zbb>fxD(oLHM7tuH6t8gBt+Hq@hPjl)g4EL+IG6>tOWG>i?qdz+RN&=70KyPGKnOiW zRk>=@%y#D9JkMl!`06|6dn2Y2zGY~a7>s}LT*Yhy%nELOpi{UXFnVG_>NJUQBM2vj zoOxmhhqxpw{J|2+mq94P4kCccIOK?%brd^_GSH@&Hswcl7s?tqX14P>bxN_R+ystq}tfg2JmM<*Md2qv*M`by-f+8L) z3gtMLO%;HYTR_XDw8L9oFnZG}(~hEwz$n_iH)f?B38Hd|w(zB;*sg_@(F29Ni+v9+ ziGQG&P(jDHi}QXN&LL~1W&`%zrwWiCY6tUw11d-j?u@1SPs}>C4QrK9KP7%6*g+vF z5u~p-lKg=~@`DdxQxT;A(c=01lEAbDu~4b`KV%azg}OF~J~>VP;sRDxf|b$f6CVlF z16ONBI*3C^<(}-W1Qd%L_F$qt=y@sRA@4>9j$1bnJcuyKisT6`X~g)#??!NFU2DEk z$4tETLnE7VZ+l$&d`75*!=bQjYW$XYm26I;2e9t^glf30yuQvLkY(N?c?gKYDEkNO zarmfG@;r;+EnlJdmoI=(N%bn$+Un)Wv`3SfNJ;cJ@65ENM*{MC_=i~Da&rYlAyV%u zBO$^S+Y}|BTSgb~%Vx_fWm(7KEO3p#`5Z3(BY?V%6<+VeA$f$pU|$66oKj!zppwdP zTN6$)!<(0^)A0fi5JfToXGe(7{{UPKty^LTW*e`FiVb*$%WtTLkd}*F-9Q3jd4)j{ z3m74`jL09?0E_+1U%BQIBglm5G4!E(Teh%iDN{ zn#Gn4*zP%&6H)2~!7}nCgJZ*7K!~ruQ_m-e2n?WBLlNInsLuRDKyMMt2Gpr~=z!9y z45vbHhp1F#)B{aOc;#M>7Bc#^zaFZ4Z zRreg11|g!DT4u)!U${Cb?r+b|!K%JxgDwGyrjeQg5R$n74kHc;VLw+iTG(K*^Tgr- zokG(+OC{ayfFPU@V5R*)s|Zc;2~i+V=}`+ve9c6+?l)*aDi?(6I=gIfc9)w7DS^2f zoZ`01a$Ip}@h`_6Ksri>h}!0|kKz>?$S!0FH_6l>yWf~~&k%}^BGC=@J-Z#fxqETS zrVj5?{`letn4bBDK5kwo7_sJ5Qc*e{WwUJcf973~0u=x{%{h+|wjK8xX2y(YH#{sj zLY`pk^%2%mo7AwCOoT6Ic#h&Zawnsjhp>{?c!e+paWw))8FJ!~})*kq?do?YG56#0pVYt9tZg3g*|`s_2TAs>L#s zmtn*sM)bFka1L8uh`T5fz=uNXn|CjlCXrrGz-gNlDRo0{P!!O$?hc?l)sC74Y^|{h zk_S@ZAOg@bg6gu1L4&e#t@=K`|D}dk}u%#!u)`C|*=;dui%4gh--+3A*aZP;y6kRn9$@}52ZalOi_U6O?ff;E*ceSYN&sW`LCD_HTDEgk^YDZ zX{QM+fC)+mr?b*FdzlMCKv%HG)z{2nwMEi@*Bgl*i(02VQ@Tg zECEN%SIx_!@$onj`j!@#@c?j_tRvsJ?;+;kjg_uu>0g#P!xfd1vL5{LD0U-yi03zm z$WxKCe_}Xm;gkz&J-}rL%y0(RF>e0=h_52~gBD$oqMQ816<7AcG(x6Z;ty>`A84Zu zdx6qEhq%I>$P)`gFAeulmqWM20i>>RE~uZVR;XUJ2)#!Pm%bp3I)z9MLKOIH4XZh^ zc5PMi!T@s-ZOr>*A;|#~k&F)k^BS54V@j3TF7Q=DdX&lr>Jf_ijYCM_(D8AB#Onkg z=UyiRuW$u!{P6%%0Xd+~;K&e3X(*m93k4o3JRxMb!Kqsot`ut06KL#;GmrpH$OIOeO2X5LxCiP9;6i|gmoL4GYsBB1 zjfmOoJ|>gcWTT!ViCNy_Y)&uyT9jVQ`S_Mcb_eq`;!=GQ!-%XQQuYtHq2vDmC9cLc zdEVuG$6Z8jN{xL_GHf`kSyG8Ac#km#$9kjx00I}xy7`o_2xA(Kmfpm6X6CQBUxCbc zrEg3#gSr|$vc+qnhsU7cfC0~#8%))#`-qFNcr5SCXuz(ILK!ss2u?D6#jOYpjXm}t7Xjrcsm494^)!o$n`Msf`Jn+rZ={K{l)PCUd7 z-?`-GH(i<)nzSOWG=_+#`in}R=1}AiX-}GpZv*a7@G&Vy9%GAX@fRI^N5Jc93tPNK zBJ3X7TW6jo%fvUORNlA_M%~@x#KeY6tTQ8V%vaT4ij~4!USP`^k?3FC&vp5jN|rK~ zT!4Ja!5Qiv*nCA44{_0>CFrHou#2STIwinZ_?Aq|hB^9!wV!Ybqi+=r>tDnn&DPw! zXX*uQ63PYl6-Afw3WdiI;vw-21IIF{zqxs}aVmo01SjS-ZmtOv)0m80D+|A}lPyymP8D+go!sWfqpD@o^1C~8u-^@>$?ulMy3DnBx1mKIz zT#N2H<(!k0Y;o6c?FQi!xbd?0nBw`3e8k0XSg!Xsk*+w`>LCTmin9Lz5I04Z3zP`J zv5Z|})ke<183FtC8#qJlDi!r#5yF^6F0a(MP7B0#2XJogRgEx+1Qs6$m-eU80cS4| z+O<=X%y&^(O0Kc7QEAITioNPfO(4glqRTeV zNCVwuqArJe6$5KSg_dV)`TzjCR)8+8ZAd|>&=$(KMFz*WXc*P=fmr~fsYqH@xH4aG z=3`eE0Hfdm)>??Yb#x&3y*1(Kglgal;?N!uPc}p%DI=&l51aHuOh-r>Pj(N4X1tWZ zp;S4mQ^?mO;mQRKQ)DlzK(947h!7IG-3g}F-90ZCyJ;!Z8lf+eIf>_VYhuxv50 z4FxSUCsINSnguOL(^*$8Tk1#vz(%P7{(h!`>#GSXz0FIM^*}kLF##`IHw?)T)iMA5}o0eB7ifRvcZ{Bs!~us0QlmauBkryi0|7 zfvU0vW{^AE0JEWD*2NhJI_4GOYbrHdd-Dwj-|-C2%7jtaqU@GJ<1!gvl%RG6C@cGp z&6je}`R3rL&|_UKu4+_hqw9#=31`F+&N#?GjeJHY1Qel=^s*6tRRge>Xi z4I<)h;2`k;7j+WFpP0zD2$=@G5}>p^N)6!$ZMGeAE<74Ma~+jhbr>fw^*iwalnV7W z;_6jIsecfQ$Z|#in?Pj0oPsIO9KeVXZ(>7BytzZ5%aE3PBDlAhMNZLzEs8k&LLqs7 za1Ds&^(i!dBAyG(3aY=%LGB=yzTos&LzO>>H`keP);Kj;hi!K$YP$a556p11{K73N zyu#lwN#)IuY5*Rg z$1<0_O74~_cIGjWr~S;v72V{|KCU&}+3KFjf6e~@kfCG`ITyKg)NOg3b2P1)>`)NK zFt>FV+-@JaoJ1gwC07+?MgIV*HtGwbHPXmKf&ht9q-dHU=Vi>cG;?6D#74bG@igml zl8gBBA2IV>%PVjp2EkRVW?k2U1s8>ud5+4fTUXq&H2p_bGcMxT2y%{g_WuB=n!V34 zi1(MO=lp(SL;w`_=>FePR0XBVbPtulKd2#P6(<4cmVg8V!9-czT?c6Jz*M5`fkz{4 z?vvz*j0SwsRjn3+jyD;~ltBjNe1fZ#riHdE5F~9KL&fvipvd1AaAjb=i~)cFy3`?F z2U>YV1`uquVs5+w2{Wi@+>1(5Q)#7fNFB5k?cLVWQW7C(vQvRpd!wQ?gyEGz%N><=bW4i_nPPHRg6!#7 z+#9OEss{B)eL)%`04>Cs=7aYhv7D%it=Xq0c_B4BCJ+a97hV)>VS6khAfN*Q7K6Sj zwyi)+qKdKQ6-DU}8=MHENTS!F(#@`83`%SlK+=QkEEs#bu>uVd!Gc~j@f&mL5Y?HX z*1=`tgk?!oF}LD zQraU+qZRe{DZdi@jXCoJcK%@~Bg3W>hubXW>FQLR{KmSw_X78__H$8GrRyP7Pn(EC zU4^A+o6{KVZc0OW<{)m!Le;qLU7X4dxQka*z%;O4f|wmo#2dx)%vcRK+_wvNsb0kD zQ1Cy*ax_AIB3*4M`j#rI;xey`;^h@t`G8Wu!F@_W_GJmx^Rk$?T#}{+cq5JnjDQH% z#4A-5&fRki)mQf@AoCDS{ma^Z4V0H{_bc%AESE35*%CHJjf-wh@VtZ@^<~WyUaKoJOa_=vlikH4+g}T0&=oP1M8wqCIp-cBKY1A9F#@%p6FgLQ$6fZj~ z4?i-&VhRGivY^%37#l+?m@=R$_9~>Mgn0eRyu=DqYycJj5`hUm5%UpI z1ft^JLd+ME8&UvpPXHrC9^eO23s*StIQK1W5gXQ6_Xe7xTYX19T8>AMym1gcu`UX3 zqf0;smKD~M#6eb}0*KA;_>A(f0ab4?@}i~47WM93TXX~KpWVZ44hI&w{{RpOt=c&A z`wkEHC=p(ci|!&be`J4GZ?##@jM}ZroUuSQ(274c56yXx-NMvS-8=!y#jxR#U4y|4 zTIoS;EkUq!4bY{Pg!`dhu!}GF}f3Pkyf+AXWRutfY$&|y1%FkB%rx-W1cQI zgC|u?PP^2xg0;5;sh)P;0#Eff)RL3oer*;x< z2rC*PX!w_-2rh6U0$$U^75VssLw$LUKA{5Tz_({1For!#Z-?$z;$nsU%fqWXgqNra zBcmnPU-|*+6dix$8k_otyHldzQOEuX>;C{8zu*1?vAeY{tAIF$Mf}BeA83%~G+6E& z#6pswDm?j*W#gxodh#h>n1Q=k`BYb_KzSw3P)BV1Np{q_Bs-3`+*Eoe?laW&4GOVd zRKb0l#9HjC3sejEoSsi#<~BfC@OgizBcLy}>*6gdC44EbqYrPXP-p<){vk(;t^=4- z+QKy38otx?5iS(jTS4Z$UhFwu%iBqN<*}#I!0k+PK&UIgD$$y~%S)ny)wBjm3|>Qe zwyWN;2w_y!#LX>L?*snfhD%LXE5`n%e?Tis;@`8Wkq4dLbszhf5P?f~oIolT`SSUm zFfES|C`|z7={S`l3TAu1^Bc7gUGaPW0NFt`rf%&*t#0`}c_Z|oQ7JQ~IZ7_2aRmqz zUp)iVY+z5x3NEZ)cR>Ee8K9=d1uluE5bqor4)x5f(`fSuRj}4LguML`m1t@HAPG!8 zHN#^s;w*5~V6$QPJ;qAt zfne8J0;}~CSD%?|q4OOtQOc>U*>rR}eM{?A+j6*v9}=Vioshw3VDy#Z;V1!6z=2-o z${h2Ojth0o%c3E-taR;tz-tIs#mWWARYLwdmPIqe4&EaYocW9l52>zK5XHzrwBJl% zymPFmB`~@bazjLHh14QuL@3U_AX@@Gie29j&F|tBJNT9cM3rZY?rQ`en1Fc2=~rDw z6t3^YRYgviVdb|HDN2D_G{uTx#lw>E&PA)0;$ymnYOlCUOsQw)RyUHvV&?){#az<5 zfFK@tgz%RDPaQ|k!4;lT`pfkaNIr-)`|OpRc2z?B)F5%5C3IdRV|@9I04uXPS1c6S z>QvQD5aJwk+wBIO94>Eex; zd(BJ>QSz)E_x6FZ!xa~N_XlU`Um8V zXv<#uirfkmWaf%d_Zy&S9@Vw`U(~vtq`0jX&V|?8N8D@9FWGhdtOTO$j+ZoQyFh;s zFKt@Be&P#5VRs%snCf;l{lV02rOj|5Lv92bpc=oqkw)jDv-y=!XqJ4Y#4FBY0c#Su zttCnVg52(0IeqfPBDL@y2wa?<`}G1a(X#mXm6nRV6U-_DlPkoqROUcHh3`?U?z{0h z(%E?!N<^dil%?C|JO<9aO^$yM;@5&?Jx1goisXWYbjR7$tDeM&N}a|h5@y<%OIbDZ zWn&%W$O*&{;!3I3+RSbktahhU|% z?h3S*DF^zMU;LcB{7gSlczEjN%C)ZyA+W-w{!?>E>}7(T70j-t4S3k-&}WXIWr1I~ z6NX*_{{WbFM{BrU7kpf66O+Ttx7rLC5;x{;wuc@i3L)klZ8F1vgx%I}Fru#r zYhd|h#Kr7Y7veai!zSJ;@;I3DQ4;J!h)PlmHQAh%75u<=D-GlWU(5xg?h*lQ>NgV; z(SYZD#Yx4*2ri{srZaHc<~c4SvxMfDQ^a!XDV^)!m>Nran>@~0;FaI;HFjOX++pSX z@hD?^Qti1pgPyWL20Okf433)@+%{PJws7A+#VV%WCsg=WQ9_uB9<^c>Z zT8g=?YwkHb?c4wWTT!X4tOCevuOAQt+53T|705=HT>k(OhWm3oLlj;IHCb6#Iz=Do{@YPx3K>u3mVEgi{F6EWQ`0F{2K=6&1oQZy^W<2B&nE zeUi)pO1M&A;Eru#Rmzi^?_f%k&XBJae~*Zki?XHH&%WgWXg%=)RfC5Y@8iT)yxX-Z zM!AjyV>QRzYH(y*RYwQW1(_H$zv3ED&mJdGuQ1uf&1d?IC=Z0QoA{Rj_>Dubs+NeQ zv1sCJr#UHC%&|#fJNSn3_XMpW1@kt=nk=yr;(1#irJ!=Afda}H9BXFAH;diI%#C4j z_7Z!!xK&lk%7`h?HxP7RxZ7ay=5K@D%2BuEgrSYxiwLa}k!Z*_u$ zVDQ1N?6^xp=0%eH9>|uw!1_P%vORo5ocNge9%J0CoMG|IAZafya`t@AZI%wkwx5|@ zn16DEo@3K_d+t~skK!2TQ&wHZIK>TS*z+!ngLs;AaH{38cZ~C*GyZM{Bg}OJT*B_l zD+q|2h;NS)x9SxNLk2k=a%|EnD4JNb=iEfZ2qD%I(Zt_M#aTnN5Ngtch%XRYYhi^z zt8o<4+_%J1u75D?99%)V%`b;AoM9YXs5h}UK|%e??RB#DI4j42fhBlCTKusc4H55O zz&@oC)HIvU5MNxz7lJDIq>c?zJ@ocV+rbNYRC|t(x|s#Q2U*-CtK%ir00Y%2{g37s zlFQ@AxX5Pz0NV{E{l>Dk`IVqDzT@Z5h{$yD=jKv0YGLy#YX}-XA*mQkZsvBh^A~Ad z`IQI1GP)}zQ(NX7n_t9x-{w@6*O+Kk!f_3UzwURPGmhlGBUvz|okJJNmIysvh|`&d zbLu~3d`RNa+)Kv!_D z5lSv~3RT~Zp<8bFhekhJ8{y}~BLIgGR;7358~`T;!A2H&gj932=4Hi>Oe<%&Yn9q1 z*l=J;hVFA*C)23nzYNDqC3|sMYl@%6_A|Z;wzl(!4>_Up>a99~MLuzr--0 zJ<6SJWEBN`M^L3F)G~8-C|1LnlX{N+%9luG`07&%2KJ@ldoN2aDJ=Si>m3MqiN0d} zLIML6XgIlPP3s}8R(BX#)6_&3>zkU|x`%*1W0DrVLmX@XC~?s>sxlDNhdC|?KvwZA zA*Y{-m@VC0(5Co?y;UqLn35%tf~+o*mcD-B z&Bj%9hlz`z?}=-9v$=X_1TomPlxV4-oyF&gm0VSMzlf`chC6qe=TDI=?af8*9z-(+ z_bu&-9?3(v(BzBhH`G2zb~+`T&lI)YA{>#b$d<~D%NPl8C4mUKMTjM%?pdV-0{lP@ zW40w8D@=~wnOYwcn)-oP!Q3wKdyWS`Qvkt^>YiqqKW8Zb8u8D`9{yl}JrXDvyl)xz zHWtIx@O~q(&}iSH5j6vDFt&bU=vwmEFtnxwCGObd#|ChDf|}$xg17Z6c(e5J_X9T3h{7a14_>QEpzp2FIU1UUN{7T;V zfI{*kduK4!LoKt<6L0_)R{fCkUTulCjE!3*>S=@q_Fw%XmMvsCsLQ0C4MH3QQL7^^ z!Mxl^HvZspE7P?Iu7kl7fom&iPP3SCevIY-2>d_*HPKNf7u2Za_Dp+^i^wrYJx3sZ zCnXfYT3^&cEO~o@VsB?Y;Q-nNeM}=mzHV6o9`5Xd>P|VArP#t2Cy<2!Fz%u60Pi82 zYKR>KfFK`4J%lP+U3h|RYsEr%N{wY&{qYc239VB90CM&gFvSH%TNWA!mle5fY+<(` zc!rtO6p6j$a8jCpKu$cvq1?RLaFt@K#HGQT0A2Cs5VRkuQbqY;4hobJ0))sz`i%hN zq5`q2hj0eW6NaNzsmhlg9oSa^_fb#)ft*~aDL$aU(jj}eWoW)-1zgT!7}paYu^>WDvX0nOIQqRSNN5AnF8PT*53byC6$J?xloid3-_JWbq2j{E+D& z2ds^1Hhe}0*EC8LyBx>}(;PT}d`-tKpo}fw5m{Qo7voSolA}v^Gdh_YDyArq=-bUr zr=l+?GUgvqnx$6Slq*8pjRiPF4rqIfhU4Ucef-?PQJNR{fF7<2A+d^CrQ}^*6A#2C zkB0vM@p^@Q`Jdt+5d6aWxDA%W4r68yFkx)Ds8xTsgNUH_)J?!9#8gGawx*hAb1H*R zHxiF&&X8}XZTK2LPse2M#EJ_|npYsdY=N>QL+{mJ}IfF@B`05I@)}yHM{-aiy!S@YD zW3<(`Sv21l1|?wzhb-4WxZ0_Oq^FNE$|2_FEBVP%&SLJE=g-uo=P|17j6=*mGKYuM z8z~?;>QjhKoXS@(-AxRF1wpIsGm_+53f@vPVVA1P00Uc35kZ6IVg@gS``Czxkid^t z5TT0dS9DmF&Gt+9ID=??b1$0yB?16<#HpeAAq7X^io8RjB8L7*E(gpbKwqQ80|1He zxS--*ReCB2x>u_rg4r0hBfwm|M7NI+NW(eTJ|T5o#$B(7D|H(`)Ty`Qh~;@633F`v ziW?t@OV&c{9p4v_!Ej94{^0UuV>N=h*_#jIP{1YSv!8QeN7Y0Q*sG*%js75&$JDea zkqks`!Vp#-J0swLUc&svb#KHmbYH|aI;d1E-^6M8dy3WHGjw@^E;HViP=G;8P3L$IR5}& zQU3r4*vV7H9->7@P(C5+I3L`&RA?l!hyvcrRARa*MP^^QX@q0_#|tG6ibViw0_>&}qnJntRoOXWqgG$yT+#*g zQ3&T*4ik&bcMRo+o}seTcf2)4Q(F!N$oJ;X3o>gI?O)Utz@#YPF=xS_rCFH#I575bI1M{jBxeIjtXoXD+R|)va+wZ z(sJLJVBqE`!TFiM3X8QAN5TRauC#?c%hUyW%dH>OLv8tDn;v#OQ@rddUBR>(@e1Jt zJPLCkbz}fi6meurB4h;r04UW;vf&3XP5JH`UHwe16(vMsRl-!y?kWzwMcJ$oHsnUH zJkGGWuR*Uewrk>3g+>W8^EX#8XR>3wkT+fsmn<`6%2teEvMw&9K~-9r@x= zKN6Lkb1)N$aXBgg9QQ0j!)_vLi^IgClhhb%MR;}HYb z9LM6}x70}~M=<&T5W1cljxihu2)4qvuMv(FeKUcv>e$y}4@@90XSs@lju;@O-q>_2 z_rx*Q`+FtAuN6xQk-t#*Q_q<}SUg;CRbS?L*8D-m)6_u5t_0k#JkAQLb8r@y@6-!%}m_pp>M;45RHvRG>`XxUVc;sVk(t!x8y zUe}mL+?+C8cHdH_(1+4zxYUf?_=Zr|aXo(HeHwksr6JBW3vB$#Kh(frN!58_!nms+ z`GgZF{$WBH?hq>cMHEBxD&FCn{L6rEYnU`gA~&~)o*%fEtMeV6eA#^pif?9*#Y4o00F4OYL+!t#!#x_;WaDf z1$l={!bINac!C%HX4M{=xHKqVkJKc*VGH#D)|V5zAD9W$bTZ5SAOM07asEBA+SV5mF~ip?RIj<3wNe8*cf53yM5Z>T}Fs z#))xN`kGKGTJ7R1;Mj;$TDd?q+)0hOO$Zu1!Dk#tXmMj3RC+9?5V_~Xx_%+5b+RK1qPv4J0Bg?0hEqEQCY6R8_zIs&8b{V+PiNqBzjJwM)%w##^HM0^>3dM zjal&&E1QFo3`XxBqh)Nk3*>>a60a&DKpc(|HGM=VGnS$`3h&|-Ru#<<-B5=q+(R_g z*Kzqaa@<#?p@<`_0g=?PyR)5^7>LCHt#VmLrcpFB_?MIx`5{mRPaI8-SK=+W9o9ot zflr7uU6ZQz*=V^Wb!JP_8(`KT=u zoFN`F1Ju%2`hw3NalD(8C8WDL`h@UGmczsVg4ttX&xpYsI+dZ1;#>gR-O51Mxm3G6 zEHrM#MPLM3eQcxQt|JYvSq9Wvu3{^_CoYd0zLK+fX);&fJ z2+R_Q_>Czqh}e#B;-TPW+u)mno*+t8Z@E#=4+nCT_r=D}eZWGsGi;+s5M9p`P(KkW z(T8yGRvb!G*HEZ$;t>?n>Ipe<3L3VK$xb=su3-Wc!3*cic$N%c^n#fG0JwogE+1#c zz+rDv73nR`k6m+ zpj^0NyHIvrM7)5aU7jN#u-)V~6ibeC>LxAqJNM=_4=~^3Vr&lT*L4VUC~M8tN=o*P zmYa1C{PsJAPGTF`PczhAfMh9qF75#p#2WJg@e&@T)(cXt*a6q(WB&k>&#H{Q+((&P z1`*AVSw#0n^DfVLjmX2TfqZ|d&BQ+hG(SI5nki-6s*Dk5sJz$QYB>$*IeDl>PrRG; zgm%I$o|~4nu*v3CZTBKfSJ^+S8yq& z;f%So+xmvh@Xbt1*CzWeTzHmUl!`@RxTOC85v^A;+{x?IrG6u%htG&hcPv%il8d%Z zw%Cc)lEFxre785h$uIxPm5|dgeS)3gWU*mUXlYCNWh$ zG8w}}XxjL^gHV4kMe0EiKT}DiGTJFwOfD+%l?vC0mJxhZ5UW);?q6`1oSa@B=O6Ag zd6ZK;?jcGgd4%>|wQmAq94Hk11?^7kI ze&Myq`G#s&%yo`8Wz!URc#KZbZ;oNHOZIUTAYM*2uS7wtEz<9Go-p?o;>Z(q`+~FV zh7<+#!~t5-vWnY%M^eweqsmLJVb{6_#0&eO7$@`9}yz%o*)H@@eQUSy)>V+i*xaIZg@i;PcZS0V!- zjaI`PK%7q<%38{W5P_Kt4wwqbSsoeMqHl&OU4@K|N9SXEJ|k1iQtE#u9b*G&7@)0K z>BjT0qEV5?l{j&qF;4@`8f&g#DVF=1i-+?9tk_rw6CUne!OrCq7{NN}H}SRFw`K&U{3cC3N#J5)Gau zg@kB^@7+rkjKF(>txK^~wJ_JYS|0~DIBf1@sr|y21zp!sReL<0P7bD9vumkJ;jjEh z)iAcSK^|Gp7P^NO4OK>E}3B7$n4URlOH3NHrp=!9CeFAQD3RVn~7W0=QNo zEZ!wZ)%M(UDJ$kVau}d}M6?6WLN2)KC^$Xa6*gUYmo#(cD&rg%G+*TL7&o7pau>GN z`HE-&U4=$UQF&)^vmcpT&Bsau+YzlOHCbIpJ@Fb)ceYdjK5j9|^spH%?iVVGTQroR zx0~u#M?<_u#qL~{*I6!P7p`W_u96%9yP2o?d{ z;6t!*98tShp3T4z*;hBum=8>rpeBa#8Sozt6O7g(g)K!ssg&n}fMB;619FMfM zFGZ9Y)G{d;778~7a^n>kLYI?^#9j%vhHQnoux%)tGFtFT_CuFZZ%67_ANIsn_0&pf z{mnOf02jCZHUN%inBTvNqYL?rYs7S3i5Z+1DqooQ zbexMwic&&9?O zgc9-_R~|07>SPI$2GqNye8sdS;Li}+=u~_P-*Hxu_rc7*7DmkOP;hEzP+pjCgyr`* zvW}w)1!TXJGEsX1>-mSRi@+Vn3$B2|fav|hJ-4fX)G6E4s2mRBWM@!LfaxRHcg@5K z?>J*Sc=sKU*44`Eo*Rb)nT=~aOOosEUbN@TFuH_l$bqV1TR#vI==IqUQ^(Ap5#y_b zZKfKi`+)0+tu}njVjXiDupVXIC#bQ6e9Tu(^RZWR_=T*$a`gevGSGd%09U_qx3!fW znh;2^K)Q!XR`uiDyuCcfn<8NuZ{5Rn9PtQHv%gbwx1TW{D11}|1+UDf4d$x|=rOJy zVuBsn)D+B`aZy(6pq9GkB(jU8-)xlJ%@ftlBtwTjo z+krJ-Qm_I&viM4QrXjF>!#N)&%_Oc}MMFV&XSy2Jz-Ui73~`*~G{b6KN(d_6!WKqV zLat?iUL``H;#bO3Rh1jmBkOcVIEKaP)%lb=9giFEFw@O4=HXcvVd^f**haC!1L>Ec zlHjzLWOHT3da6B2d~0Aty;#>1A^!k~7)}exa*OjDMtndaqV{{2bO}xpw5rIeBg{&3 zJ=H7jD07m|S!v96;!0hBZ5KG#5XxQ!#160j00Ybq%u~d0$6g^LC1I0{NXv^B$_UZX z2;q&qH3qtcbhk8eTYFNim;V6rHu!^muobBqD&w7Ch7iue6^byeOl50?s&G!>X1b3- z8Lu(aWJh6P1AW0miE$5cs+}2->YjL-br)L*P@{|iobwPoJkK!8gZA6rEgXf4Gpb)4iu_|~*7gVmxroDNB?pxM%Ej4e5T>-c5I(TP@*e?0Vtyc}n zc|adh-hx3oSz~pKAfbLE17SFZZKo~c_W-RQH<9bNZSfnW*nz*3VTTL&j7JWkO4^3^ z)K=Z&a$E}8`h#%nqF5g=ha0PkziX6*)@-~~$+{fr0G(X%DXMtmiBguUh(Th*vK*&; zN9rFicn@tvDh{sYi}xCqkpW$Vs`pK_*(-jDGg z7OLSZ)Li7IDx!*HDg(^3dW8)j2X-56qFkd@gpnO=BTeK&UzqGJTU#g|W4i`WVa)rT$w)O$V_&( zxC<5mTM^x_#>$dgexOpNjl(wFG&~;TieGgQF5(})AW*ie@dn+G7iv~taNC|GRsBl* z%c8HC<)T?}TKb6I^5MPFQKB#XLR5A&AsZ`ite%bymIz z#19ZCqbj4r0zT|E zRA`6U?qa`in`W2yFUJl&M=G*~>h-x?>CrH&eX*hqusVZUv*hA1(Xt`SGj;oxMYS=? z+r?}`B0n;<1{-ngrqAXfr|}cY(C5^l#cEb*eN;eS)k}}d8k&7|B*O_hw z`iN}TG2S=iBb-TGG1VGQ$%(4Df(9J57{==RC1TG%5g>(c%mT^aq7_VEc3dV}sJreY zEFKt(qo_$X`(tEk;;R_n<^k7wVJKS(T>fJ(!Q2^Ei{X~5p`)0zRRO~V?gIIUwOn1) zsY>rVa=mOPjE3mnBzNx}YOWUnU#V+IKM?e(x91^@OoUDeY!rRZ4*p}bE9wba=0NCG z?12iI4PlU@rWe-}C`%&Fa^uPh-WT1GO$|sJe@FhJww80dP+r6P%#u{{R5X>MCv#{{Vr~Fy~=X;erZ@QCRTASQvsj z^BJ)ltQPYPp$;QGMr-+ukA%tKfJUHIWWp-tsH2HxpQIgc;&EHOOQ#(6#mUPqe5Nsb zH*DD_QC1OGxaqx^*N$NtOYWlp2#g4wl7QVx>!|KsAl}ZQ8PedkY&m`*rM-X_ks-3{ zYut2QJi&5OjL59E#rMQXx-(Okh)%22N*m@{HQb=erZ$(l zg8>#jYUMgXMwhOWJNNvKRZL*2G7gE-ZHGdOg0{iA80ky+CYW&Q%!_*)J9+q;)^((zD`M3hD zeaEmNS7z6^JYfb)hP?EAr@}zuZfpW z+}kadij1V8#4xD>EfzwjV;d~^hhhtEtBFt*l_~LFp}-atab0l(V4(2{rSwP3K8J`n zt^4FA)ez)kEw=o?H_Mfl)xgdti-g^rz?U-nWg9_XBsZ+;JEOrG(814g*-AboW)@T{ zfqziz{wYvG)-e*47(;7~?&kT;MFl@_E7M#`iN*SipryiEvb@7o1UabmYa^`<5li9j zaxpP9u*n#TW4v4?Bx-R>ttLcbUo)V{IKomg*y+9?T!8T5+63($V)0+i04*C0`C9 zHBcSP73TzH=`Y-8oBron<(n9;t{*{!=-tMVu6#?Z;x`<%=2kfvgTU?P~Sobwcn|_Ghsq{@ix4r0#tN3Ts$i-<^nwTIaWVjBcy?sFy25{QR7}G zKM?Ow5O)Pss%?G7?!?1r#5wQ8b=nb|a>}Uh#G{5S@WfU9O_cTJh-v=eF`S4%Qb6R9 zzQOJq!X^GCcwZ8M26jc73UvPfPysPIxJX*GWx^ug%nsDPNTGCg@fZ|c_>_)43p5l$ zAa0D8Nmkq-+I4ZL+1$G8&%~mdhEj{nr%k;riAwN_)P+<+BEFs&N&E9Wuf}%$qkQ1wdG#vPaD@@^+f)}ZE68+R& zLHdbpUy>ZE?|_UT&Zf9s^DJF)#zw2E`i^*70NZ@A50{jNjbDqDXAyyFoWS-A=ZKPF zDyW=yJBqpLB~({LH+p%fg^SQ*1<+t|8X|OK5Uw$!J;qUlLF1oL^+N6ji1!ZRO9Md~ z+MenFwjXhD+g;W}UnxR!4gdi~aT;J$cC7@}Ouvw~#BY{mr)$hZi~92md00OE!J=#X zj(u!!E{~YhKmrbPDPi|7Av_FVi}fD|=#P7cs6(HEDg{^6%A;x6BJ4`@?l&?0Ox_TN zzo-aJJB8=m4ASBbpP6=LM{F<)gOQ;*U=Ym^O9MxkL|#fbV6_#B^B-i%vZGl_kWRvP z5?#7gLYyV$={_YKsQw9R=@9Mx#P1Ml(e%Q+#Jon&F>>?s8CO!L97dBh>j+iYmDeN6 zrd>`4iA_dUu@V~?+JtSmjZ;1$2xpi@RL#3Pizi-~c?F5j9_0mP{PhnXgg~7v;Y_O| zMc)|*m%oS{F75>@xr|b)<>DqK+hIKrxl#G+sK2>RMrp9v&v)v1&1HIfVGCm5{Z< zjfT*d>M30f=`N!~E>^DKW2SDxC?w1xuLA{`jdVr=q2i*a9aK9(_W%@Cc!hGe?3EM~ zsd54%z)A`m^(!bD<0Hs{GtI|p)OmrRi|fC{I@AnTp;+UIZ3;r6yXd*BJ2dJPm6iD= zMK!*rmDe4|QisezEL!7;=Sn(D9tjF>zS#Y$e6f|6%p`!bQZYOQYxNJ2*ELbfR4qkn zO|3zOfY|nfUZswkDr(E>WNT~3b1H1kY674&mdeo3z9$Q|1xPpqz5xE<@KqJDL8WoRz<#BM*Gj)6w5K$8IDl=9?s7v9E z)Ela;f}~zsmW~rRl@TUf`j-mqa)5Y&2ZyM(pdT{)XvZxt+zp~FWZK-EWB_iRdzFRJ z)H&WD0sv4DPRA(Fbq(9)VW-r;&zJxLr<;iA_{eDHc5DDI<_I!SDefU_P=Gw4j={Ce z4YP1uggJ;j>?N|})Dt??L7x526|*KOSH$A)K4tc~NbGldOv`pH!K$t%`EYBP1qJ|Y zX@e1t$^nT8C38sySBY{2AS=W;M~)&rM;92$#Iu}E*B?G6SnOftEg^7RjYf`kr4AUg zE(z!N2x((}RH`|@hzj=z9%3L29(F!_d`7CY1+ikIWm}1ESU*v>R|8I5YI5RT&J3>* znl~t65UO9MC?e#ieahP#pX0b`{!z6dJ8ZIDz^(jCHHykG^&D%hLf4Y!>-|d#W3>;& z2KRRW4g7!PDO+IW;36xV_=)t2n!TLwb43>_<^=OmL+&M)_?9ZiA~9)*R;+wQ7UZ5t z3B|&$ne#ZhluC`tFtctocd#lHLYSaw0&d-Ha~hFqHuyVs~U3i3G@zkp?>ICOec8P3xzN7e6La@e4;B2u_ zR_}-|QR1>Upx(-cS6#fo+#E&V3tl*wfkwpUCcH<)5Xtc_XqhO2E##vaOi*(L>z@84 zl9VrqWy`W$4W`+$DuUidg6*wf29gud^u!|WJuRX(-Ki?uTWSE-z+68O>XRc;Y<)0* zz4t31r4cx`wy?^p)y(SOTf}q(8o!9UBjI4)i+&u95H|UjLS1=;0PXbz+Ixctjrf}o z<1$}OCiMshY_=UJDW$_0`M3*%&dTA=sfAk>46|XbM?kUeC;@LiVFJS&;s$U>VU;1C zWrFhUd5tJ7^vYvlJTcXQz_QO2yKzcQoD3iqSD4}z-Y~c-wS2*6g4Vl&05FMy>Rz3B zgvHoAf97k%8&wsN6@H^zdY{QJ1hlJVJfP9eKw{;=E4BNEe8i?hzNHnp^9dk>A|65z z;@}l6Y-t0KZ_MdqFRwS}h$*y}nBUx_{{VA|b@vG#B}l;J=2MF=P5XxtkXyZ&3x)@Y z$d4oAB2#o+aPmSz21b}vVjcegF@W*$2)apa)NY0S%?9b0x0q){L3$%Xc2NC9oXdew zil<-1I;;7IBJ(3^3w|N&EepqMItNiVyA`OSHB}Q;`IkT|%&Vr%Dy|gnqgA=G%#`9( zA8gln7v78fyq-Rp(Qr7O5) z1}j{{^%$Kc)<;6#3hj#)gzET(l5e@P(yfieQq8zR^})G0`^*xt>KQ0ha3`2P)_a$f z++pw3V+}6UFQvRE5yHrahzTVw+{seG3Wg;(^DNAgSEx9)G2-x)R_jpQK;)>$g<&8d2zd6&W4^2a@bt~6>8%W5#Rt+nb9 zjW1hlAhZt|FQw7v#Mv)0TG4lWOIHWEUK+8CoS6Z&H}wqkeX_WJ+-SNbamSf<&|pyj z>M&%b))`(1m{-;D6eKUrOSoRqWUG95mr5RZP9Rn_T-4(fo(O=Z)Xon?FfXewq8R`W z5YE11M9UQl8K4}>F6o|rt;$;(Bs8|!6nkOW0FPLKz$W1{W@J?l?#&L*%!dSZu7gI2~bq{FN=23BN9kWHk*bwW)JLrINlB(D98M=bK z$aixqa!Q_Ok7L&*9^oC_3vdq?Er0}YfNHe?Q<$!a9#FL8@ZkUox7=Y@Dk}gxsA8Ik z;Z+3{6GG34hXqtyM=lW8J;74H5m{MytUxE;z@{q-Qwee)=#4~0?sLtjxGHo_XiJaE zO8tau5d&jhag1GM{%S|U)Zs+i;9jM|$T zSf3WT^(kVrov6e#r*igCrHATyn0if!R#+D>z^LswgcVBax`k>oYB-M<9Ozo$W7S!F zOQ}MNsAYiS8><7j$T;^e+M4OBj*3fkkD!zIm|z`VGN6BQz)%l~S0)=PIalToZqB7b z-fYd$&NGj3{orPD^e;>t1N;8ly2~k42OKB7oMt6fqGmw(*(IGJe zq+xVOjII&FK!uS`V!%+8;n)uW1)gVr!p`~boX>sVdtaAxk7~1&HHILgve>lr_G9#n z39;_B`VS0j`}te5dZ&-8WPm~4oGSo{!{~eJlV5T(PYdIjtYC%*k2SNRk&z@vH1I9M z=*CB|fQa~}$lW!L&n1iHGiSD4*ek)57w|l> z^sNvc-0F`NHcPg8e?+5VRwdA=Agw6DTX_i>yOuM`ObC#-A()C!jcZ$MelzIYbZ**- zlg$jtFY3HgYJ?&+!8i=n@UzYH`l4uAn`{~&{*OJM%^$J7O|69W*exu%GCHQb)*5V0 z42P~A1GWXJ8qrphEPb*OlOdxIOZh6zZhP++tFtwa08}JEnJ?l!Q;QYK^JnqXCRn2fg+> z%zas-GjmQ8&tOG_6&_KZ_=2kpZitkv*^R?O#&$5pH4j3fRMNn}Z1RGvK=`XTcV&7P zC8w#D-$2-5J83>=6SdZu2~*$qYdrIVlH4YLDK*JpO_}i>qOvP*PD}%S-Y^l)+bomy z%7)lX%n_hBR|N8*F;K7Xdja4R2+!*1eDXJgytzLaf$Kq{$CjbYIUQzQ#qo9W!CcTv zgxuR>ffAuus~vxU|57+9ydVlnOj{HT2w_99Z)*F_7Dhb{aa|AtoO%K^X(<2#;aiF>wKT`89&xf za7{7j2dC;f&u}wrwYe3U0da1YulX<_>}Ak<{x1%;JKzqukg(LR)a7#%qKt3c?SC8|U6 zpN8&(I;$e8J8vv3(O0RGCHYNyCsY;E?PB1P%`n#Za@6asTqx_HGMjU2vb=;(t*}CQ z*9q!ek%j>$+fG6smGtqGIC@xY2Wm*)ddyAIb}mlg3nxkamklUG$YwYO1J#Wed?X~L zvkjO+yV{l074}Cl&1tR@SfqfcE_as-f$}ONbyLg>ll<1Q@MD@7*krRIy#zVvbhKOuaakL(2SuJ$2t&-=l^{vNWm$`)Z{ut9J^4F2jgjq@{No zWn_vCFZ?vSge$Q9jepge%5^6*KJo4J%p2Hqn&=RvT51>SSZMB8dh99iq{$FwU4Ipz zmdN}cdP$aB{@N&Gp71uhXmwmo_{x*C_7wTdMVnS{UM>1e_QX*(&Gig1@WU_DQ)sO~ zOyUTpH^R4X>b4H8ZA3~7)^8;OwoNETef)fJ%q1i=boa-~mw>~Y{%oTS7}{edU?)x< z6rF5j^@Mo{#fgDqxt53%V!G|;F73_N=#QVT;@3`*cJ%n|=_X$u>d|nxVTu)+jRv*} z6mu}=+Yp@^4pE(tacEh$wfn6g z_3U4de=fkAY&<12cdgcuLSit2D1yQvxI~x!eHC>~znm#bCE6ksF_gyKi$ov}kKlYY z%5#Kdde2*zFSd$;y9!KCkec+5T@}3eT>q;qEke)zPJyPmhv@$TV42bKb4lc%W1l7- zp+-4IAMD+Me2*#R(0=ciTR=x;d8Wr`F7!#P>`o%TYSZ)%TI8<#9WT4&s&lc& zLb0+|U%6C7SK;D#ak2e=PI~c=c5B@~b*+AU+!P;h*6lmAZ@2xSvFPbtK4}5KvzPqK zp6fg;CA@Z)Y5DftbHatm?L~Wda6gxtt7rqmjMWdMvpd5^a(Q>N&wjl!_?^jp=h!{6 z&)XGrt2QFB@{XCU{-s(er-1^$C1zkUvPZh z975`QR~W!3e_V*OJFAbgCA@iXq7>`SdKeK;tIspfFHVsBX^EBYuVfNV?+i*C2w`P4 zqxnx0E>)l^#+WN3yJA^)3XjHm}{L zJwl+@WZg>;DQVcxu%AMKKMQ@a4)sv%*mg8pvotbH2JBbf6)4L#` zs_*o=YfT`a-yyQ24bs|{!&5oI!N(1*gNDqdCV@Cvc9u*sj`d=c`dK+~)O9~)LKvd* zA!CCvNa~hEq&g>)ciAMIg|NQotd`@o^%XinWny^;EbW-t8PilN4xZ2kcgH%GC}Iq%V5R9W3qcsiyI&D zQcICoof(T|eGMayGMF&sb)MsdzVDECSqYH8@q)2im|vBPUnsFwNlImkTKjHK2NsPh;}qwlR|)e<^>b!>E@Pe4-xVtzq@N(m7X@|HNzZ@&QbCT&h+!m^}Mq( zivhD~*2dMOf{`U{QYbeDXLefdJL$pJroT7hz-f0Pl(UEUbcDlln+$xkSb8E0T^HcL z~80Yb3z8NWAxOachs9bCl-oKKWK-1f2!t5L0)H!Nll>AsAzY!y^=>@UO ztBuid5k$}1oKsQAq=92`fU8$?UW z(y#F{{LT7y;O$u6w_|qU@0C8)=isyZrImSG*#1l>yG2<1nCCW_Rv-;NY)}{nuVq(* zbnmjmylickukd$LsVS9f5NwWi8>{XixwdhSEJ%q7SooX^Eb~afaQknfndEm;ac^~| zs$lHgZm_yESC=@F2hQHvTBH+z)lyB2L`dlHD9WPbq+Eqs103Vq+Kul^vf2nm^lTgh zDN>X2n{LysE1Ql+YhUjX#|UY*>-aBzf)rb~jvpp%UPw1!Tj#4!5C&8tCzji!}w>dFYDr%VsCck?J zBKG+=T2>y*+jhzXIL-y$KqJQpp5X~V-yw4$dm8TGTMS=aCHYynynK!irI9>NzABP{hEf3 zQt1jY`3FKjYTv%euoXQ9G=(XP!ZS!i{Nz{yk*t(6{YWkU%Yg;Y^iR+y7A$r|sE7D{ zTb+-)X@p2bY#phkSY4x{a8JP;+YJJh(Gf+y@^(!x-%eu!ppp`-9sfNyPIfQ@5DnQ` zzmUiqd6hx$Iv~vz0q39v4JRhsqVxxSbw`GS9g++QJj7w`1XnLztTk4RmS&$gAzIvP zxTty64CAh#i~8@5BGa=`S9yWtWx68iew5w#8x{T{i=gRKrXl`$fBDF3B0Qhx^{D{u zi^y)~o`$Q`tokpKdZ7+8u#i4|(q!fRXOXUBrowA~g|Dpfl-u1kmJuJ_Pl`ym*5MZX zyhOlEbh2xl`fHs%n%R$B%DL z!jYN^qb|!G1T>BMbHSg}<93SO3JQ+rI7R(;>(bvjnd7O}pU-X2JKN}D(&r7oJm(W& z<|c?RnAq}sc`9oEM@Lg!sNrE#x4;BA!M&=W`fRVLJ~a7n%H0bd+$K&`0l(*ag?zhAVX$>?q5tK!`)z84m;+N!qN$FpA4%Fx7ojpR zXc`|wbcLskKi&h`_%|i~OXZ6;Eb6`ca$j=MLH|Q3cmvG4m^WIRpOQ6{z5(W>x%DvQt@O2_R?=W{leaQ%2M5qWg{E-T;%T`te^V`|Jq+K^ z{a11kGT|7nvKB5|VwSUXYco2@A(e!5RQCOl?=SF`m-}x?L&q5KHR_KZHT@6ztJK$h z15Nl!X>fm@yc1eF(_Q>i=^BA#l3)3cV_~D_9Jh-v3i*Fi2=Z# z&UV@5oB`au_wu(6^AHr=^@oTqBsF|3is$K&;S;@3PdkN^cnR=N2$nh2@&8B^Vddc7 zl}H!n8NL9vuyzMz6Qq8h2CFzeu1#p-YDtaiO8JRK*YrXH>hq7FW%TQnzZu0RTRQ}mqG-d)MchO2_F5M+ z?WmUZAWhb`xzEzC?^5{WJlILMTif9^8k21--V?`LwhG#6hLfW#wLB%PWiPyas?R%B zR1>75s4Y6n&0EdC@RUpQ(SCxy>@z>f`D{sZ%*`K--1XaY6E$kyIkwXqKJetEXc)|j zAKWxMkp7j}ms7>G$QK!(Nco>bN{aslwdma?t#|Y|dWlLV)A<1yOnVsNuo^-iuPXE_ zYR-jf3?4+G$7arLb_((0zlQ_@9&ld@0*F1?M<39n5CJrWG1R`p16I>kKyFAy3x;<<)3ENxOH4AuSOhnP4 zzJuP^R0T#MVqT)iD1zfNXg4%g_>n&w2OF5u=o6%M2W-c9w_zd8{1rj`Ax=1^`?%)| zHC+dY((2+aNk@aA#8jC}gwW!#0)amBCxp|3xBajMxp$@~cF2n8L){FfN!}ikeQ>Y6 zEW95l7fh7V8J6cE6w~oV3oQ`#xPjTAyOrpNSthT+q8WEL>06%WVS=7BJvpmECzI&_ z=A)U`G6a4Zz7OUN0TZ24kB!OI;17AJJ+=AC(^;oX=JuveuC$X*;~|t=mD0KRM?tHT zhXT}CR!4QMFXxJ`U3NJ)OOEoJ0~nmFeWZr=%;kfit%tCCX{aEds13v>fv-&ME}q9& z4-BR3p*g+fohdFGiydjqE8Z;bBCCqYB7sF` zrkM(RiM*3~n8u41w!pio8>Tu0Dv$v>PWvr#jGwZFz?bzNjup38?2|WR>VesHT}Y-@ z7-b(bJIRP!-AUwaOHizYCXoS|2KQgmR9n#&LH59T z+TL_!Ji2xTD?H0rkkWy6{dkoWclbZR+ns+!udhEvhsO=%(Dd@BJ;VYIa=BWPtV3xE z_R?J0E$@aYcK_*6&Gf675EA28=o1`ZOOd@#9KX5cH-DFA^9I8i;_mr1HA4mlXdU2> z1NIG^%ZF1~m8rqbU&P?4qB7WyS>n+?ZN#T(l!(!H+5|4NOVu4qZr>P`>eibgv*|XQ z6C8Hgll_H}x!oA>H{ow)HP9;l*414%s9C7r7fow0a+&->y@a&-Q3wmoLbg5uZgzHs zdt?*f!xjj%trmS&g1+C$`k#)W7ayh~KB(xTkY{1$SBIPtp54&$)>A@tTX5iGRKdrF zb?GrF?5k1NZv?(yZN0ivX~6A#3KgoIhkW&yX-MX|!o9!Af0dJy@fe#rwe2H_=bkNc z*$QRh;eS~~8|(T2C4BABd0=d%Xi;6Q=9&jMLVgMfMKtYaW!k_02r@Q6v^X;5Fhpw^ zSo56+l7FulE}WoMOIvHN8qn7qT)A6MNpq&H$j&jFG-+5*`Fng?;^J;l?2#ll#DT9_ zU7mbI@+%bk`N(5v#U_<`M3&dP5d(sl`_QP{moIqm+n2Gn3tN{+IMoQZ1R_8+70AyG zfkDT9ge-cA{Dl_+drqx5wi?rH&CiPK%&hC|taa>lj$mIzBgYdz z1;uVR!Cd?mAA4Ow+xe@>Zzgu{ z-Sxb=glI~5U&Zr+B9r+CvTS;XM+H6_4Mk)WG@t03<hq?1B&rK!&)*Vt8Wz8UM_S_!VzszL7urgnk za%b?mR^z*CrrIA2@4(1VwhPKpsa1H7{r!QDqxDyCXQ(flCVR63V;cokV~aFk3YIA2 zl*FcTqMb{PUR3vVIC;)KVfsK9lJa(GX(2WL_!jfzguT)A$cEYeUpCJeRL()bl77U1 zmMipJF2A9fOI^2)3#;n>;l@NJ=wnVt8Z^t-cHJhLwX zIxnPpYSjIHwF+~T?O-f;8y8>bt!B^k5cpV^(4_uN=3B#yDch@zKtGt<`!MVSwDn0TqH`P#==qlj`eV3i)Gk={56i3XPc`!A zzaiNP8^swu7nLc|SBV6(joom@ZRk^KnS6AU?hY# ziBYhWNYiOs!3dWue0XL_VX2(F<+__q7IRhn_XAco^QpEBcOKrQR?>2nk-6fTmxt!- zN|^>>5tAsTY=f%YG2jIGCDtCG?m=rIl3vN{z|Sa?IDN-1p3-X|(!iXLeevz<4bRTa zI!zTmjJOv&)vJ4!e7?!VA0vx}1v6T9_>lCLdH6QBX07P6E$|rcxYtjoMo6Ru`Qdr0 z?Yi1H#?3C<-IxnTjHK^o_%M9lw=YVV?MW!SGda#f`2;0ncDgz*nuO>0I8hEX_H}ZV z?~Tcs93)nOLeX8LPPGN5cs>!)4bA4rNdTZjR~bpNax7LuZ6&8oA_Hl2LS(iai{iEK zk+bHHjCue~-6P>kMCGvc%N!Lyw@frlWtP6*{1M+Li>r9ShMjwtl3E5#~CDQiRfiacn#5 zrHGSwz~y@(Wsx80+&LztZDi|kk=k6@<`cag_7 zS7n^mI8eChha;qtW=oXpHOhx;v@BbpZ#@JY{rv)nl#axxsMpU*gM(Lj)ZagF*&&cG zE8#ra$I=5%$Uzx6RnHRSUAE+BFBJ0aN+K%0>f8&?9O9t=>M&tC>H<1Pw+?QmW#WO1 zB}ku zxOV?`eFxyttS5`swBYfdhAyKvzBtKxX}v%l6zS))nc3MCY`6Fa9s|T0?a^&7(k$ke z8G(td9l^hybOylMUSQsSM1zH@yL9XxZJUoItp*X87|j%Y^*4c>n1idXMfGc^fi%Be zzR9)LD-rdeSD6_fF$81`ljpdxW z`M>^B`?biT7|Uip;m5sw=UiDih1Lg15^ zP5Mg)niKHr<9F6I+r94#Z)QzjP-XDUazV2QA>`!ykSPQjt5i#WWghrh!_ z$5(2lbCEG9bwy}r?LBl9kt4Si%0cov^n>HgERstGR*IKvDTl>@8^OjrrNu|UfuVny zK^%8Kejm%{?2f}G}Gp9YKCZG-++$<40KgGwSR1}73;?2 zIXOAp)kEICS9n`puRkNia578N8a>`a72n<1`*Iqql6;&QW|8}u*z+Qo;sSaINU%9h zndU==%`di;2Ykk6yX)k7p(Nh3;1x?rp__$c%(OO`YhK#%6 zFL%2#Z{hKFMZkWpbi8~mI6*riKAz&i(DNn1rYAt)c%&fn>T6vSsjOt(7>k!pM{bSH z6OaA}_+?-Mz_5%x^@SRPxN&Ask7=&CtXH8y4Sd(X1Vu`)Ku|OgU7=?vml;pb_~-mB!-ur;z(0P@v)#Z^`;GxbZR*vR-u-Jzv7hPL_hlRvRwm~xZYe3tVi7vF6RS;hQU|3EH{brTx z8xc$s7u0JMLjZ_SN9+KV!6xFboi5G$ z=fB&vF7CMaQ@jGcHa!)Pi-~t)s*3KDyqWh7Gi_SU+>~JlP5$y++?}3tX3Z zK|gxz*smc)E+iiN)G{A7@}1$pD)GcHkzUUGMA(@oiy+{FmHCE20)=dF;Q+o!r!ZF!0M?TL}=!sIu=yWNP8e4NM z&u7)F)cV+Yo%dZGaUa=&idxL#-odDsPq9sH>(kRs_Y;7wtx<198!--L z9YDn)m-!9glF2(<@MG$2zoNgT>XE??h2?3b;r&i-jV^*6Filh>Uivi2b7od!Ml8Zj zwixkSHCGXPkzZqVYFcuHByXq|JHxSB?ui>79tnKVZsv#%{K%>>B&xF*E-4xb8~54f z;w^W;*t~^{j2)YQux4oTvHLM#Z{4A*{r=e-t4K3zYq0Lp-g8;O5=q*f^vPspKnDbL z0lbvWBryM@OTqxMviu=PPSXklHh_F6HC z{}#4J%0s#Ebn-dB*cvX66~~V`hTppw(Ts@E0eWkJb))G4wq<$3+#^DR^g9ZYR|*&z zJO60@WbP}~6c`D5ke%q2Zl@EBtFzO64_{5uIINMgK zqO;;?{(`3P73R-9;Db+CP662Tolg*qsuvpQb16tW*!m3oN)8Ia+-K?eWzT6fCb;K;+mnoEC@r`}$Nxc< z3Lfpg+Q20F+9xYntmRNy)Pw9mU7`~3_B9B=lH-+;cWJ=euBxOLJ_7YR_kUVaVBW^Q z;kS=kbh=r9d9TB7+D9~bsR{Q|eAD%gF!bT{^51lf)F8zlFhO+Y&?s%fg9-m5xc`PL zBqdr)o+tLOn9xn~hC{82k$j}u$qmYml)%d;{C&P7qx4f?qp$CNPdnZU0E?NMa8#H-B9-A#iG3+Pw?nI=M}Hyv zScVf|@e>qNOi2*Sr}X9E%QU&nl*nL~kPB{wNSRtl|BRNUy^1Y+`(HKI z^vCY6`e9VZpfLJP zlo+=rmL%QMnu7DE$jkM((Ajru;7T(yr+gS zEB_nNr$IGZvvO_Fae!6qK38n_`4ycnVbl@ySt^p)a%su%TrHfS_GsF37cE6KiR{gR zSmpNC5i;9l%(=rQanwn6jmRnj)m8*X=<8!w0l%=UnwFHvtyHI11HIzPSpXi4_h7i> zpK6?0$vF+L#~q4mg!5L|tAB~ZPr#=l+N*_^xfwJkkPQ6vjG$2T1!t!-`_hD{@Siw{ zpH7THwOk{t;9OO2SX}Mc<@;Km?D=3V^cWtdLo0qR7F|6H@$q;q5RT{8FOOHmMPx4B zMOc_6EPD`Va>PGio^(bP=|TPr;W^UKre|kzZB~BeViw}b`4Oa{v#tF`=ZOsRDI?RX z60L2iQa=mt(C8&2P0>jAFimgO61jev42^*#R+~`QZ+e39hWu3YYn$DFi1%S*&VAuW zgE)Zb$|q3nL#U4u|IMBIwP?1KU~?*KaB97hCGrvHyLxg7J%Y$`fQ3im-=fdJlft`c zxpKU6ut$D!uHVUw(Qw#^xLT6XHvA(g4dTFn3D0HLpiR5bIW#!c=gFGvvwS?E&YurZ z=B&`64|iakmv8x^jsDJ~tuj>hL$laUi8M7~B3O`CJhTz<`q?L__75R;GN_pHRjTFa zF6d^#7ON;`Y1URcVSuOgequTvy2=hDu}V?-AK+e){y3TT2=|!G_w0siTL^)Ba!fk@ zHt(lO(>%vHpa&iwFV>I@ADW`*fOz+!H_gV={K^-S!!0F!%P`!+`ohz`(7cN~qk?0R zWQz1U(IL!h5cyn58*jSD%IVQg#=iUkh0_jTZsXbi&JY^froeOD13aRR%{}dca+c1o zk#~C7nRv`v$`}Lbo}0Jq^PlP-ePe3b(+}akxGF@n1%#+HO&&gpM1CbmHs(V6q6R=Q z$g+RM6hv{?TQR?m7Ah58Rl<>BiP?C}=!Cb=5N|WPVyITFCJ7?bJO0OsH=IYvA6%V2n0RT1j{3$+nqcCT_2PcU` zIBAxz$faTjcMLSK0T0%r`tyQz#IH%7IH3DAbabydyrrxY<*#xNtk-&ohKULm{DW5& zc{55;nI@1C8L$+rC1DiDKX`Uf6+G+QBtwT#Cd+dqq`e#`6q}b{XU5iFwZ)Ri(NXwCZ z)U_+OSWO<(<2j|tPF%(6Q>asGI%ffipw;3zL;yNy7Zz*LoKYu5ezF&i)2R^OQp4)^ zFQ0j;>q}5{{$%<9rN|rSdhF(E^z-Gv{!+VT=K^T=%E(;u+Rr7ULP*Oo8zql)=Da;) z>P$%)FKN({W&+u{;~+|wcW?P;RHx`8A4H=D{}qkEz~cH>#{uvh&V|3} zjRNHAG5-S`#C{3zjLIlw(<6p5a9(d9j%oMK$LX?v9fS{SF_~a(9nxF3Jt-@UhfPJ4 zuV;D2&LwMRtnNwEVl7$o*vnGH1y31XKBwAln2@v=X6TO@$A8@ZMTWNhic|c`OeV4~ z^R-ELE463(bs&r=^jC!M$>5Gf$6&JWWC7>pM!?u=H=If_t+|Id(bG2N}Xil~u0P)BqB%I+Xs&5J|$H_%V+M*oWkJPJ%GALAkB@2zl?jkxKhdr&ua2dsF(Fv9AM@O*F3%W(~`d7vMmZm?NCDpxO} z4bp6yI-hm}4h_2X1U3;=%Dd=KFs$_-n%yg(Jw5pge<8h(Q>Ec5dIU4x0G-W-TNVXl z7s7KiIf4grx972py6KP6>(56OEK6vPN!L|EUN(J`8QdIHE>!w8W6GjnQIH?D?c?E@ zLv@z*(_)JI6BzB^(L%w-yr z8BNC^BFE~?npYQYx*d@#|1ZsvcXa_!AK}i%dqTX)B|)^jal82xQ-#_8ib%cLN=bFS z%O;C8%?CrI#%-oB{)xjIeB-y6e3zl;@@3y_E%a+z8io-q)rnN0bc+0Uvo}BB#Txz2 zNn6FE^#a4CZ#?j_XXj$Rp20@_=>GxAq#lMmcF%U7!jN_h^s~Rh^8d=t4GprS{(&&> zhdeDo+DE4OoI>&aIlF!TE=WE+0rg)nix5C8k81_GGeplt)TejOdFL`r;LGce_qg`c ztzM(VD8U-$M1J0ivv8WXUMEml1+JZ-nL&s-FMVuvpZvo? zh;dM8!A(TYgWgrm>ZMP%7h*um3!wkc^fx)4lI=o)&}q7%S~<0|4Zf>4U~ zEo>j@$lav)h3ZTf@j)cc@2~;alqfn+T)g!HB{lw8KL_@0Wzv)pSOG$dznaK!HkzB* z2V@yXFykI8zNe)1QtCho=H-2tpMv+PdhbDW)OiiSEq5Edm*<&hrXpk>*E^7_^&94sMrC}$8PQre6hJqhvFWyGQ8qqW{ z(hra1Ms9}F{dYZM-BnS*Q#A&?T~+-+5+9i*Ow!9i;t}n@Tp)A+sUqfoNJ6oW^4rmR z#pODUU2#y4=XG04HBNc*XNJr&s|R8RN>45)+jkprE|DeVJUpYjERiLvlj6?kOPSc0 z@9<;}z4W$|r>uTj61#t8#!MCCz}u0S zhp;DcIi9I~67L^MhYeLQi=SkaD}2wcfU}pR{J88%W@? z^LuDz(UqxU^JVV45>~!#?%bYYZCGP+tLYi*wVW|i4zZAVquY{hrSa>9Zw|D~AMHt$ zJ$9!9N!g*`66^!l3)=4PFXd50%aMSQRR~4z4Mt)`jNk87>s+I|NiOnle*VpR>c>h*CsWn0B?6K~4}70@^NLA8u*z43v9J$wQD zTYFsiFP5G{DwX$bt_;J*NU*N3*vnaQ&n$AYUgkdb`=j(biPok&%(p~pH3;R#-GaN* zWf!kO%K0NYL~oMS1jb)~WG&gyn)RbL^W`|(pa2y_-5SqZU=6b%y(`HeDTefLVpw!J3UKkNeLCNK(C5GfT3i-WwIAIv+^c0G~-7gq`4&B z@Q9!9*y2b)WGGVuwYx3U&kbunf4uJ~b~BZLCP<#P3O3#Y?nCoV3A{nwukqIt8kKTn zxe)&iZVVe3b#}WiCuW-a6+tG4+k1xS@V&Up@1JKVo67U{aXmXsSxm5;HvSVK|5e|f zYn-D&!AsOO_2`4j-1*%Uu@s9(@8rM`~?iY)it? zJuENERMR9bIQd^%!wHlI?$$~-Ls39j$@F~{i--4J6i;C>{Vi~7S@Y@_=Rf!__Pr$Dmfxs;#^7|p2>E)yhq|j_(I26*6#kI*=jme z^|aI#RYPms@a5(Ag}GDsE*t!$NC6g28PbjVi2s3B2SlPrOm4tn+{nUrE!4@7?4s*UV9FK}j zJ2kH23+D|L(AcdFiYCf0LxmmY_rYXWNimzwrf$^h%+=>yI8BnM5T0jY+cA?mCbA!v zo)gtn9PDQSPKx%%Xjo#x!lUZ3r!Op}@tp3qcAkb)XU(Wgr72GED&vkgCNMtj@r}`C zMH-G9dq0q_U1&dQblEIVPR$9 zOGEX^`j>jY?P)qQ9Sr~M(a@ww!%rjdA}n_>PEg(4P!74$wwy94#Oq!)Jm~BH0A}4{ z9C!n%fo>Qhh^x6Um2c1HB~n+>TF+Jrs0oS5BN{^M5{HT)wPOk8C0EV_lzc|TbM~E( zm^j$PrzX=uzWt_kq;#Lh8*esSWhQM{N>W0JAnQn1GAENR-%kY41xY$4moa^=q;Ui#5#G!RZQfs(go z*nbL$e4r!MB55A4aBMH_3^Iu2@GNVuDl?6g2oS%Z5TE)9*$9!nr`c~-N|AmmtR;rF zLTRKpYKm5)J_=?N_zKc&42u}5^%4jO*ylH#_GCA+q@oA$T&xbv==4fpef?&+;co#w zhm|+=swoV1ZXu7R6NToc%I`e&Z+iI))Tr>0t1+Nm{M5#ftPA!hIRZw}%cwx3oiK~^ z*3Sjz&N(bSJ#z?ZWaq@ledQu0>F}#kEe$6pxiclTVuME@!K*o$ip487T8)*3+Nyz6{u z0(D$1q&OiecRJW5`3f=*JKixw1&}wa%uI^ysGwhG9z1>h<&EXRt2DgaIE33CV@WiM zB6I}Iex!b3s}EQQv8;{?zisHAD-JrWg%s|pxQlLFBh3S)`5OqJye7W%JTTiT*Ql{T zL(z0ZqMl`_gsz$RGM?5q!NdZU^jvHfMPLtD$b+Z&l zdT2Z^p(dJF4}R>W^drOP%G$gTuv31%eeMLSPbG-Zn0)aTVvK1Fb|U-mzig(Z@qSpl zA=G~#%YF|{0gZL3O$V)@$th;ux?B$Uj<{(L6*s?0j~#W#;HpPG_ObT~T#QOM!4@gl zbdN);f8#)a#OPRvl z7qe!wXZcJ_Ui`62RA*8RxPl9Yv}P?=6zP6KHH|9w$s{zQd>T%h6NTTHF#mGK$Y~Ab z&Mk|ness-5yQQccb9z2^%+eI|4`=`0vM$4$ysMl>Aqwsy{pl*>f8<7)>Pkb!Zu>~6 zt#ALgBfG5<02i}&>Y5+_2YeS|u9H6Z3B>5?HtG3Q*JYHD%=Y;*4U|F<%}hHNw{Tt@ zPcuI7u#FX-X+F;)ZIeo6l~}=<**bP_)wee@gS?JO^Xkqy@`TSxL{{*@*IQvrho0|9 z5WU*(W3))o+lVEWz#@>P5slgj4BXk+ulri7gXPWy7NZbytoph8Dj$I9fIkB z`!&FV<^3WS<|WMYhZGA;i+6R9?aTj#I0>?x;Yn8ust28e=t1Ir4m~|O1~3Iso>~h` zky!8XLW)F(fYHNvCJgZ##T>Z8?)K_9pHsXUMp~8J%oP6+7^S4AGwyl6=V!djE1=^D z`*QmJfnIt;OS~${Vb5#&@gw=g9@aganb1j^u1_$1Y@TRyG9QiD=IBIdEZuY^HE4fr z!FfcbRLJ$QiX)=S=sSq~krDkgZsOZ^@^mO=kj}i*KPG=))P@5OdhEI_o#l)A-p`~N zWC&NQlvQK@p?+?6Uj_8ZXn!j`&0N`dJGIK29HU!ui=9hB*C$Y0~?(+yX`FlYAJ3aGd`AVA(xBi0JIjSOhDDt#+_MTV#YT4V z5Hz=Nos=-Gi>_x_Yem4DR@-ry3txzWZ{`*@54l6X88O+Txl|=k9Fg;6oV%$1ZKEfqo zz7~$w4h>T~cK&dTgHo1SV}))+6zy?wk>)qtFc(i1?rb-Ug3N?VRC95uZ5(VQw8;a8Z?e7+fkb%Gh>p7zSo) zT(5AIGaoT(w!ULWwC(_``M7*@_X|JUAANALs8_jNp7Iv)e=*%P*O+^NJL|aYgs04G zY~nqhCe^&_<}44?LVJeH=bmDw`?+C$;8#+%zj-J)YlsPYh)NH{MO8mAv8KdTG2DKj z$FFb%GUs-FViQFZOTK0r#B+a%ZRNWj<;BaWo3UyWh5W@=)YAqMr7iOf+jx$yR@KV_ z5XC&pn*?6e5#m*)gG_{t_fnPBLoYt+IBE*D1h}#41O54gTT z8k3vhxT#6n@rYNucf=}dGN9*~#qM{TT8^!+sNxH;u6#0@gbchbt|diKXWTLFGIfxdp^ghaV!TTILuo)5>a8o18@t?PCA0M`K)9O` zHVeZ7ShlU$%e@ptuyFm$z+Sw^D#OOkQUtcyyD!r~@V~^bc|dHv0|xcRM{`tS49=$> zCd{Vj-eNMrt78I#&9D*%u|8mG1f*SkkfjRNCnOb+U5N7vKmZo_n$XZWW0rJ1tV2ZfDtHjij7o~UykK8S@n((^@b=B9H6^}xtdm%7$&oP5yBoh=1!f%5k z`21|fTzQGJWlGkilCoTIFnEI&wQf^xii%r2@0n>6hvFuuxB^*q<}*f=BOnExMQcfZ zCb9wQRtm_loHOcOE#_VHiaNE1Y%C$9ICzL)*?AeU=hO!T{YT&~<-MC+L&15#M&Z#o z%?S6MdxoKZxa>QWPEVMC3XRiJC*n5Q%=6qM54bMXd?f+zWc--r_YK-3Lxm`mgc zWMJ0)v8TQ9Q3av>@dht4m6W_{VILR1CHz9j>HI~>LD6OphMP8-NOy1z8-m`1-6aB=p z`|F{?XlzM_Vu z)(#r=m9eV8RBRGnO05bVqhq{d#8(0ANM7LVJB?5&?2&03%jT9aogir=}i2@i0 zaEoGsaWM5)F--uJdXFBhV|5FGaak*oj#Lvrl=AyvsMHiqlWJDv_y=67HQMdU}mrRueX54w*PY(r(&QELf*Z^hIp zXf@0Q2Gg9Cgby^Z+*f#Eg;8C6L#hyK7Kr0Bf?a0@+KytiY&6yJ@ft3#+gO;k$#C=&ZqB0s>%y!v(Bd^bKn?K?`5P$!x4D9}y~~z>eNP?pagYLpG9@1! zOu0?&MH?uY90^w*$N7Tbik>zET@b(FlS<0wIw+_`xAze=$VHUbh|e8UE8s#{(<>05&;clEqYnHp&L`kT|`rBinE4KMH?{)bVK&pl+#TDmED~zph~F*8>TAqPw~3Nf+wK7%Z_m`(=AsIt_bhvrIkDyj!;ptJ{{XQ# zt{`2hkKfebyVv4eXA-V&@eN0(G3n`y6@NaagNNLxH@`B|#2{7XVDtHuIN#!FR|^k2 zuTbLk`H3zpeEy}yKd9Q@s1Ur^NmlN|5CVg!_PLJ_6Nr7>@@x8!TWb+@vZim$;rA6e zsaMV<6|fat#9j4sORF;J8Bdvm9j%oL%G(;S(#`kT_>9{de2|a;WfGANc*qAr%UlZL#p$f#TGy=H30dElf%5m4hqZL*tVs$+)HYR0o-N?G-Nt( zFFnc(P!^`~DuF{buI$2S@9JI+Uzkduj`tKBSB#FAS5=FhuPg*e`D!QvgPCB^I0(QX z*IKdCt)~K98&_gNA-9**Fu*m3Ra3f^!LS08m=@7OEDHQWjUhBS^)6ml_3oaR?V zyY2uu{{RQMt3y)j99BOkKbRKwn0W5vhT;sSDT%%0}L;u5P<+;|rD znN!nwnZ>pRM}5nJ{{V4r1@F0VE%+f9EtGgA5*Ltwp+k{{)!x9Q3~CWjyAQ(H+wlxRe-h6)z;5uzIZwFhw}+T_tg>^l(&_KGK@*uo)0~JU^ES{- zj$w!HHmQZEJvSgb{Ksu?exgJ5DKIU0i8E$NWGr5EoGEn+{n+TgOs?%X)*G zWLtyv_Y+iJ#b4l$ndptnS$>=9aG8(=fe~0sOnu6;Zu^&-Y^lPdZ*fN|Ank0kqN8UJ zuIXa$jEEy4kBC}vP%Ry=h;3?6IWlXmpr_I5WOuHm%(})B``;rkoRXmaZd#VSO|hn@ z7;%VPIdb&h>LO!PE~_O{st`5B%!za@)XL7GV|$E5>bi&v6MbEeS6Yt67mg+OG7p>L z4e-p7DlXpPuN~ANn{bP9(OVuH{{ZCYrwM{n6K6k|fOU@P;sa62pL0g;UPlmi5+jGq zK;fc0+ri9RPjP}U!@Tw6j1}q}^uw;c)Q%-kiPnHEjLMf(W0srS^C`n^C9oov)GkHB z+(%HaF7`KReZj(SjbTT?f}^ZsTW5}9C4$>UY-3b>%Z0I+b!w)lSCl_6>Of)FwbT?O zrJN=2fH`!4r0r92ecN?*b1so*Oj<-!#ml?7Tjq2!=5r6g9ThE!^oq6OHjZI{eDwx{ABp%k29^bGY1il0#p3%x)s z1bJ94SGd>?Iq?VvUEhz1aw(~q9R&+O{-Nv`VXJOfni@CPP%S_-CBw8pfjOLsZgYe* z8oZ;JdE?=DmYGj056rG*eAxXE+3gw+m@DmL74|}v>?X>z-FS*h(zutwo5Z-6JS@$l z&Brk`tZw3B8vUCDRSiZV=7 zZRyCzn>nkO7k@CL{KHb`PGMD9`Iq1P$3-PyBr5*^b8qKhxcir17cE9bFV4zziJyo*yXpshKwa0kEq}O;F#aLle-NsvR(K*J zdy0nGxtn|0L4Ep%W?9r^aVQ^|XE}fi?xmq;!vveA=HzJ-%#3lQ)WL$!Fm6dQ8wog6|K3pihsE5zo~4TceyWB&H9e&khl*2 z0Q)!x*XmGPO?bG+n&J<_3f^SKnra&|ueK1r<5Lo!%&9M_OGd?fU(_LzhDt86B})dU zJ~Pzf@i3)ln6b0>Hq3j9)_tSu87r^ExMp?kFbY2rE3>n@_>9}N3|9y~7yxS7uNcR7 z0c+1h9Sc5ZIN=`Wf5gu!=A4mXiBiQn)%j!x^S2546`9<2u2@exFF~8djb04S9QThE6goQiBEMijh-X z^*Zu2#Z?G!OQJ7;vibw#yN-$}%w0tKJ&#t>Y(-R3G)!USSj zE-xb5m87FQN}}Md3gQ7VS{HCak%J5&f@esx2 zaOT3(BXt*Amtj?;sJs+_juR2NMmv`+`3^ej*MUf!8k! z8&I|G8K8cp4lQ_s5p?hq;bcfeBEko>Ig4u)np+%!dW0&gUowV9wGLk_&jE-*Ft*ZvaiFdXJVrpJ-ogqG zF>TZ44`TIKEQqSFiGOQIQ-W*@Tt*3xs0G#DNC{Gnrx9312o-tf$1z;5nO@0cD%HNvZM%}Ne(04iDW?lExKC@bm+ zs^K~t;#|rv8w2gZkc(F?A$L5&y5>^4{6jQj01YT3ZKpg&O*ef@Wn;!d*GuOkt_e8H z$BLXmwebqC8RA^atk}pj*X9Ip`i_P_QL)%c9AqC-g6&I|41aQ|?iv0kI`=IOYTz}o zMB}MLP9^-6@eP>+&F92=yBuoefvi*%JNGF)MGnFcVlpp3t)3a`3r?zK=5Z|@ z?B(+bD8Hx;_=I0w%Og+3`6$>!GSX|Fd5V>*9dDQwvJ8cw=foyBxTk$MMMOo9EZX%s z7rn)P4e>qo^%C)cc)yrkcw(SGs1)BB5X^S3I_ZTpNc=;|;IG71it#CvzL^yG?SmyN<~FX{<_%@zu@T1}r>)#jU!R$sw7#Q3PpX0Mrxz9|s)1q@s6f(ydd3ZA zJ-kH(HRselL)>(yCiNXsSb2;}5bEJKJAUC8Yhw1Iz9G7?H4oGYh%

KttsmUrO8KAu#LE==^<`R`RP^Dd6q%DUCtmjQ(02rL2`?TYf#GKR^S!f zLIjjcc}I-cbTGWV%A9N^Yht;Y5XkKie8Q?rMROm54@_r!h0DhZyJ2)K>ZRLW>OG1u zy#Taor!@$inh!SN{-J;dtqr@<`GEwJV0G=CP#6LH^C@6064T-~M0hgKm{S{e-tViI z%$|26RHN4rt*VR{VEKm*tDAqgDsxWY^4*?pUghRM9(Rmr5%`1Y^9;~u9wKXvw!#z_ zaK%b?bq&5e!(9;P)F3x-VvttT#89!lwF)@=Fsro^Qfj?0TPVu5*LK)&p!w=tjokuV ztrn8ciCCiZNW*p1+#eAQ6$4vtFP2_g0prBQqFt%8CmO=y^Ba7^3N45xex(Wfog+Q> z8ga~N&8yUQJTUF-7uXYta28X{v%k1`RPFbX+%M*0qT3pI<(9OuN8Gt+w&vGQF#M6f zbqy}UG7m95KIO(W5JAnJqp;4pfv!I=#FnBjo~G>n;`uglDv&HU@I;v(s6=vo#eANl z+kU27nJC?jbCS0I01)rQZx_rqekY&x7P(`tU=7%g5FdXK1zt*y2+2BuTcvYyvs4}> zK<$@6b5NE4024#;EKuVOf7=V$)D}4}h?qTfQ)Ta|_mQqP13CHr;L<$kgG@1< z9%HJGRs`yyc)7@^$4+>dHX>C@9U3~hRo>*Gaq@QqOW)>UR{Q2(Zly)7_D!uuFjCGw zU}MT40OsJOU(d|$x{T}3QNz58pW7Xq;xMv9y6A{_vm#hai}FFr{{V?a^H1s`?l2Bq zH1}~1u`dO00%jU(xZ{dFcL^G+(SK2rKxt=E@olo6qo>qLVJ5+H)$>q=jXYma*=gsx zmX@h6U`Cm(TdZLKUes7QC?67rf*H1`BK4ppir++Zg&eqGEB6}e>zPh2;kk5)Ydk_I zRXswesE)P`bjMPDY{Zq6v9j_DT@GQ8mu3*yzTuIA0=jRfh+sAIE=WJPsx%LL z!vtL}JrV)oiHky-Mi>k{_=QEW#J3@yR4&NMrN60YLi&o4U*_dI3gVt)148Qfga>{M ztl9CzxH+TDPf=E`bI`3hA^=b~_Z+1Gw8ahGvt|QIjLE}!8A8LDXrXrV4*BoCCG7F; zC!uLBI0e~ZbbzeginvDKs2BuCSD&a!L0sZlgL|p93tB{QBYq=v4x=#Y*WbAPd8XM? z1Bhyu%ltt}U^<8bTh~)G(s2|DEmPb~AT&5Ln4U}0j(5+AXh1c)#5TaHkL&^U+-OmE z>IHVW?U>jB?inbm-KlyNS1XNHN?a8lk$-UxwLDu1>sL6DXArC9iCgezXI#a!f*xYs z*Ud(7O^356q4?PEDlUjCU~Z^(FdAR(7o|PISKZNXQ0gVun1$RHFx?Mu@~-SDz%R5L6p|%_h4(B3gOKn$}bz zPg98l&obrz0K`%eoQH}znFy%I*Ur{?hP;T?p!Mh4)s0!&9D7%+B`x_J|oyK?rpsLoDMFc*-taW z`aoKe7zTg_>Ybf}pBI|GB0%KJ|Bh^o{{7Y3f?Cp7L654~LlMfR(zM%%L7chCyELS=_|WpD8VpI0uP&R8GCa z)q%nN$HG<`?B*L?c5J0n2(i$;>Roq0wIJZ%xUJYO?l}OVp<<&$v{z9fuYs*ig?GN7 z0Z6@%W%Cvw4k>m!sB5f((l^1^wg4IWhLx+`h7@U3PJ36Kau~Z=006gOM^NQ207KN; zQ<(@28{z~Mr_3e+5?vT>?uvwLKBdGP;`*17S8Es9(+WrU(CL`8HTE>xp_t?8(v7XC>>5V0AP+0{$&6cS?VLX&GYUMuveTTIymWu z>!9owHd)+6^UlVeS1MFMbbv;exmgcLMu*JSCmU%;mnasqX20_s*s!;2 z#NQZssaoq8gL;DAui^qNekJq0^W6A~^#$F;4_{;+uj&;xrWhp1SH0^X*NoZFN}YmO z-^2=9Ay1ekb?O(Lg>J=T_hbd{5JSW`2K_>dC3}QHqA;SqqEo4!YmTOLh^K@3o<`vV zb$2%5a3T2dII*TEbq1}txf?8<2clUZCe!W}VlmsSidC{QUTO|67xczZer1?fhytT) zB{qiF{7uBl=#IJ<4qJrH6j#K{v+5%_v$^bj};9qADA)k)pH*we0iMSzU5gwvn5s&jvVqHGF@Nd zG*K*TKN0#{>SFim9i{$dDQC{VaAj{u;aPs7$2-Fc!`{Rf&3KfGQZcOdHkeH>it6|sr48w_^gJyUU-%${J?6f z)Z9#{=G3Wq%zop|`~Wshuv?B{7LIL%fR8;8lG0xIhn)7c8|n@97N`waWKU_@>IrRO zSiB(FlH^ZHg<zIBO|30q9Z!2$9g1D|98uP1F_>u1q8p@RMyl@UVssH!;%PS3c$Jh; zsMM5l^h2mxYRifY%J1B*qe8Ia2*JB*ne@)YS~dr zTB%iRsd$loBNy7aP)k$0IVI@r;$2`1GzW;;(9!+39TUxK%s2`8mr`2cg)Do{CjcDv z3YY-^Vk76GL>c|T$jkiQ;ahL)B!FEj^rFBs-=Jz~ov zZh&elqHXalqku89FYzuN{E%Z=_@6Unhl)JZeJ2sVc8NvLJ(mkS_?3VITNqgju4X^e zxpEFbt{yv%E4z<7-w|+m^A`}-2c>18a~scI;IG8VvA4&>P2S5bf4OzsvOGW=S>jhm zYY5d&{^B)n5u*5wiONh9k3?#%m38{!SUFEJ;Cy#2Pl#VBW(h%;Ow(JqCz{Kg;wn1D z*|rW?JV6n!h}AV1V)~7MtfH*gN?TC72z!Ttb7Gsj$f?$wj{N(cKl3^90aa3mZeuA{ zaV#CfpBzg!TYhF&PoGe;&ia9E@8&Ie_>B{p!B$)-JS1vwj#xmRa$n8&D7^Wd@{e$$ z)4rwYZ$EIRZKSnm*XAZ;P%A$q;@)gz?(Q?N_T+2l=5iiL_mlaBk z3aQ6&L3d{`uv17a>0V{{;IPwHR!`D72Zx^!K}g>*NO>M%J&`;LXR`bA5m8;7C!*m! zEH$>l8xa6}8*rXGZY-hIpOJQ_(E;%E15Uk`UC(Ij0HN-h98?_#7xz1&> z8*n;A(<<&47pkX;e5ACJx~{6|h|Q6*AR+^}myiaoAzCTo;WK-;J!JDtTJc>l@8B!U zxyk9RhY(t`zf4L3994|Hh4~ALcUE29U03xnfDGI%H)Z|bOZt^<4}Hc!0qRkC*{6u^ z!8=YiQ1mwZ$1A`zepqB81<2|X69`-pZDv9Mxa&}gJ)bewqWK~W1Y7{QP=Twa30MIb z1!C1Z69gG;=?N5_tkQg#%>~vGb8m zhYmOmwH_0_FU{ zWAQC_MZvY4MBZ%qnw#9nJwyus0OwOhj&S`)7PJ$H*l&U2=iL$jca|yE?sJq7sYTQ= zLgi~%aVxHlrG(WsX0GZhsRhb{+pS+00(q9Q_u>laxH97GT6mfl6K^C|mV8X{>Z8}@ zd!Nh?j6FnC^)NQvgJJ$Fi;u72IvKlQ4?gQ5l(7Nhh7TmLMYw9((1fZg= zMYU4ZtMhS~UMN-*Rw|9=5v4yo!%ZuQ=n(M%^%G#z8uV+9V1|>{LXp35$Ol;aj*hQe zSx_;kT0mNtI05IV!Jr#wG5KWoe~AA8lKElgAKY%NJgajjb;|=V^gbXHMc(^_Zdh>} zLW8(c1ts!C1uFbPA-NlnopC5&H`@;$9%HSSD_oD!OFTgP-##NC9+8G`j%S}t7=TrK zjixpBAvtPUI2MDH3$7^g)-#SZ}=%=_Y1An%wJ$C4ue2fn4q?W-OocT{SuGN3BBgwO;A#VunD3+rG$ zB|*@GRsf>doJ&~TcMQGxxo8C)M6|Xtr9`_t!%>PCUBSc=+bSyxHAE%ye8O5& zq6r8WhY?t$sMH%!64+loRJu~@OPr=*$8ZSUs-?c6h%WBVW8m>*-9T$4;G#TQOQ0_m zaivODy+dU!ybYB_m2}alF=%rEmq4vhO6J%~4cC|~7IKbXHJrhzy5QzEr2u$_(62)W zwO@;Zk~v9o@axKYjX_hJIFxLIx`P7FMS!VK3?dgtE*Id_G8N}0KP*?wAOsh(qySLL z>OYfWp#TeE9b6qox@JHM?5YbdxTI;j<`L4`mNun%AX(jh;CIvC5m$Po=Ff8IqlbXr zTw4lPnCJ%!4ujk^-kbQ2QGVs$6t7KL`=}#>yEsCh*%8HDsNuK{k5OB%s95XF!;Gzj zwMF$F*-G;opV0!$JDRRkYubQ{l+BvIQ+eI@1cnT0PMn^j)T{5Cls_C#`>}2D604FU ze&DkOJP-=vtEivfF>Joi68&0xh4T)j{{VAByvmFss{PM>sAGxwiaX3A(cGlqM&VPA z38r%$YRE?g$A1!n5Fq*9s!)t20n_dZIKHN7N|(#Wxl)aOVRpiFbvS~m&zXBl`;Nf1 zbqKHq_X<*s^*$e&dceONM@Q68G=3`OZsQ(*5mzs9#TCR<{{T?>N1t+jwIX}!Q* z086U$^U(qWLtIXNIF7j=EWhI;tZFTHhlycS;yt~6MgZ@Mm-j>}=HuS-{7dQvX3Lm1 zw#%=Ns5(}}ccQr^n?Eezif2}#%W~)!4Dxev;^Jhmk-<1lk`Gi4H%-8@ z$S?OOl7(N?W*QwKcDiwJvNgUPjsbhr*9*bwJJJD?sraI%43r3j&ZV2y;YGP+oC;saJ3 zgd|f=*mWUl_Fn0|_vRghmmZ7c=4FCbJu>7zRz@oX()Jr77j7jghf;$2$mm7#vamv? zyur7su82WFmp3%$5ts|nENTZ{V)YKhF2al^ghJiIAIvkJ^;c7+CitidXgdDTmzgm! zqm{iqwc-n8gKg{QiF5m)jeH-`4ZIHuiQ)uUTC%g(@dq00(7q3XF5BaNV3dk!Yl?<9 ztHl!>(bby{LY%o{#&el7iUsuu>er{i8K@BMR{$>|E3i;_>N!%DlKGA*?c|j$<-!JC z6*}YUU)N5Eq7uDKqvW*n=5rg&dOED>%K5C>1!URFF8x>*A)|HuSsm z1VNSKh)9ehURB&NrEJ#@;HtIFj%lX6%~p!G%aDHJGqC0N4!DBSxtMYkO}0Nw4PBD) zt@BY#$m5|=D~=}}C02#+=24YT5w2y&>RJBC#)(#vuhhByR}sT)JhH#H#A;t0{6)O3 zWwZN+!Xc!n#{1v=C36#{ejsVZ@iBhol~)aYZg(+y^xQFz+z5dF7*XOBuP3Mptmdn} z>IHL-p-wIMB_*l+LJu6pgz+AOp16pm++h(Fe{m%izM{jAUBay`uMvWooe@rk`Gr^e zm;;`plTp!7%heHgl&XIew^bnRi}kZQ!47G+xyZHLFE`J*Uss&utV8&S zNUxdV*ktmr%t(bWu??R*}rk^ej+-pa*zxZ_uRjjzPgQIP_dOqZaqJKW${gz*AW#I zUFVoCVsc+3Zp$Fdidqo%?OeF%{M;%YeqkX3%h**~zNL7f8@jkTcvpyos(bSi1$*@l z(M7f2sbf@o<{fsfZVM3gtiBWr=2eUet0S!siERN7)Tsc~QFPo03R&MU)&{KGnf=Bv<0X`xT0jY6OzD^j(u-*|uA`3#Uzp2-e!WZtlg=sCS zfeWsbr@xvBeF#`bhmM(lafFBB>i(nc&1OUCb{(G4lfz4YnST&Bkbf|=(lZy3B~(Ro zUZRll*E5O>FX9}bM->kh3jlSFLZ$DB0E=3y<~u1XuH#fty@iO=v6%(X(RiAxb;P@} zH~YA|u^^RvH2_;*S2>hj_vR}JiKM)WZ+>CYi#xbOv=5kd@T(WuXdjXQ@@3?t zPw$yeQo7_I8(l>=fw8VwN&#F^6|`MM5Ks*e+SDq|MX*pf5m`b*wo;L+ z30zb@RhY_pPq81UDz#iQ1aS8ieyS5)>}tA~2bzpioFxYnMmy>?>)dIHlEjp)L$@() z#qlY7B~izy%H!%4dGT_hxt_mKRPHOrl?e0mQR=ua57bq7`ihSbu34=w^C+Ibm>w9J z-oVj?hTd~17UztHKKg)q`Gg91=z%mBae)oJLJu_va>KHl@Wc&r0mW1!`63fiSfOkM zz;;TPPgA3}uTWBziJeu~U`6-M$J_dcW8C3>-~;g~!t-ILdAeL4c=c>l<=6EO7g42H z zX?ZNlGqZ>Rjt=evNV_TxYuh*Bd_({SN2>_Ycg%a+U#RwY?32R;u>~`T$XJk6UX?5ea;>br-i)+w%}mwgnvS zG6h@Is|1g(VH$RvRBF+6*#as0mj?R%%Owj%GN|64rd`$)q5h!8o#!PEWpuUo9TfK+ zEe^)uDi3ykVDz(^<^%yBQtb;)8j2`~xpORCKe>Ua3a-PBHUL&v50W)b!??o4PdrQE z@d1mg$IM%lN~(tN(O!=cNpMv?!mPSu;#g@TR`;^j*qku?BkM?R)q#!$P{+kmp5lWS zox=-7J@XP04ZsA8I)F-}@eP_5(C!?dBUdE81@a*tia^2r_>3KWM`2+p zON6!FBX2OR0$$$7B?gX-grOCpV;RzJ9F+*X@+G;&M;SVxB@1G4G0x;;l|2$v{C zZzjZIAoA4I1JN&&)VKyMtKNyyk3@J1rB}o&G&gnX02z0-iDPmlzCNNjs=XEg3-Nae z1zY0w5p}V^Nwsi!V&tZ*Tk@~<7}i)e&x+tWAcF@~Q`)YWDJdrm7 z&RT?YFyC^^aOe6&hP*tt)U8O}i4d(3s2m0MMnN0nsahw9d=0J$u-V#BMZP>secu%1 zs;bp#e83@~`Q}u?MTyisCCn}|f&;Gys8dc4nRQO`0#zQ9s|-R`x~o@lkb7Cm!XQJ9 zm9+56)Z!-yzcFsNX;8Az9PG#fHod~BO_O&(qg9W^H}wR?WUm2!wi``X&n&B|x@r*w zl?x#SR_0CxwZA|3coThoC2uI`vQ=X;a%?Lhqgkv~@e6MoJSIUtayZ-1nMJpp`Hj8&`#JP71X51|qG!GMkznBwWihwr=c9vnjVs+2lsB`#)tIwH0r7?n6 zSsJ!aQDV=;dIVhhMQwhi!h?DvJA@kakxp{xIn{E+2cJHnI%m{vaOd1~ zIS%1dsgnlamJc4|Z%`@ktC=TV!504jnOX(3B?_jt8UV}YZczSVLbj(`7YI&5rLXrI z4_{LLHhv>8rZrc+fV4g;8?-DJ$t$=Du)oBm&N!6;K`&=ewAQmZfjyb=aTxNHJQu8B z1p&dy8e^sF;v_3lcQE7BLcUI;Eh#c;>b_&RCEl?(R2xywo}#Ny&oNScR9bnW%kBVX zKZvBpDsNglf~^|$4h#XSTZ@rg<(D4-Z=fNduynE11Kqa(YPf`Uy~Zms4VOTzd5U5~ zd(FZGp-(b`URe-F3-gfDcT(6&gDn(`S!&GZ#65oNy4YqRMkFSXv}z3;bh4&w>tHxL zaUO3blTWziF~VNQxR1{ez(vwHB|R}jOZpgCq43QBw=(d&d_zX+&v8pqazxg}&}kF~ z>qrWjz9oUAZ_FaXk1ueHrnw;~tG)FDsZP91{BYs?$8OQBW52jVzz(8a0DMaDTHs~W ziRQYSG)9%89R-4|lyn&CgJ(n{!a1)Hq61rEw&FfxZQHH}sx`X&yvCcm;vcwaw@~hb zRm?uBl|jma)fJ?+VZCpedxZ}DL+#4R`M#q7L*74aL*Kv!e-J$u+~d@CwQ-Dk4)Nj{ z5~GgT_(eF$M{QG=7=29g%Cb2&aSjR;Y+Td^upyVsZlQc$LAL>w(BBO~NH2ps{vmp; zFpP?xtGMx9TDp$P73a1#w%0)5mq{&WmRVR|At=(FJijrmfCq4ENn8+?@bee|DpwIz zQtqoI)k`;iW50%z?pD|zHx62)=eAt5C2+)n2F)NPRc_15IL13Gb32>C9u8_H_K?zJ zAEIRq!7ZxvSV2y;NGX6FF}>B${L9CLK3p(wyC5Dnk~1&@)DKB_DnOaxqJMFk7AGQ6 zA0R+HF=qq`TdUkPp*o@p<$*5aqT>681#tk}NJ}m_hNI>QbdJ4!%P$Y8BN+G8R7WNE zN4_O)!%ij|M_xZu)!fsFy6RT<{l^YYTx@TyuXWfMFd_qa$yz@0WZV2#xA>*swAwk5yf-ssN+*A+x;%eLX9S;ZU zD!&n0ynZ8nfA$0xv)>I5A!W}7vfmmZyaQQ8*|1!DyD#y?hqg_9ffSKlc;>R zsX-J7P(Wgb>KsZ|*N6tkF!AtCZB6Y&9(wZ`3VdX8vwX%OUGuTyMOGz8eig23xCFjF zBQ|Y(Fw<3USsGEiWFY`4!yMY5sYOQJokx65akmn~%MiN<@fRgt0e~o1PjbU*FFKO8 zCF5{Ib+Y$k06na&0B`dz%_3O0W-EE^miSBJKGh z(Jf#*@ejHX0u#_`ElV3ou~4cxWNxK($q7pf&fwBr+UCbL3(Ihty1f$=-!x0pL!g)V zE1;;whR<+?*Y=hghRSS&zyq5W6N@}SRckFOU#L7)V+=I!h-MZ+!m@-w%}Sp z=B^_(lP>o3LDjIuq=ssxEtG0zUxpB%iBXqhusDTDX|$(5#MRpl7?zaC)ivL?5^Sf$ zY*=)2DL&_kRJphSsFO|ksA<&&*Idp_5XuW>oW&%N<&?x|nuh7P4KeAAZEM@H(~ZZ> z615JaLN3g=h#f&%v6^KIB&g)H3(ORtI3Eit7pp_KraqdAML_S~@`stVWvfqI;UBo@K=mpD8gAr-gehIHQ=N`)7s zA((#^Dop@)D0L3ojM;wU;ithJ5ZzxNsMYODjnoBpTmckA`kkTk&*mNV%sEw;?W&Ef za$3?~xpK`})F$|ZSfmA)^9Vyr^9oQw2s?UqU6Pi z5M)#`AT55QSGmg57Wj-cvo1J`qnOgVi(kyT@L3gJ`pLgvaDi1&ivFXl*wD+`*7$*W zOYt4w&k+t*{{V<8spsx8txM738>C7<@>-@kT7+r4>L^>V1a!j{ULXia|bpy!et{;QZ<0Uj*u<~GZ6 z@?>h~aTAs%bNxYC2LAx^FU1TtUUkH1Y$~9hFS*G0b|J0x5i0}~-!&Pv{4ifY!abJ? z3~NxAPwE+~QK)yDsOVoG6Vt>^PXmZ(mFFd#IrRiCvI5{jqJz{s)AhvO#(YA6Zu__+ ze{p-_QO*7#a(*IHVN5z*4K{3HoVCoTRp+QiDr<|1sJh}zno{|W#dNneAOtUJ4cGB2 zE7m;2s^!4A^|u=hr_`oJonP}SkYSJ*Kp4|hvcb~%s6`JPR0FF|Fj_~~GUA5W0WAOw zs7jc1Eur}`098!tZbc8d&%)uA168#JzCkixVHc=?s^h3@l_aYa0XcfMl^Glec!@-cW6lxEHtigE5YLyfrUPmGr+Uzp&4csq{U zM+$NT0y`?N+&N0?l(t$>8muPF7VZh~b5iBa(JR0Sq%JINCP&IddLdxUJ9&sL??uD3 zA4iCcQ&+?_ZKInBUl%!mR8$IoBg7oE9K~T%!^C%J9*1G|QsyQk#Z}0~Rtz-;n)4H> zq3MGgwXZVYjj$RJr*Pwd;xh6qC0{Shyw$d378Ha_2ku-{QRZBbW7Mk{BdCjf^($82 zeL#A$6Wb*c+RNe}s9Yfoxcx%(R5gvFO7$vN&)g)hVX*m@3)1Z*x;P~#J4xw45Y`STumRI@e_TXqxnqTSj+ehN z^-OZM8q>L7S6*VR()ykzM!Wu^siLkaVm0PDZ9g)Ts4S(5;?>Lgyk+*j$$VZdK@sGe z2?3%KM6W9^0MLtyYNka)T*PCk#_M1Oa+0bHmPO(dmtTm0Da;|;V1{5kLWQM}Z`%nu zl@3cP7^{vOC|yh#g*6RY3-iesK>%$=jd#;>;bYqw7N10PpaZykQP|lU zu%)RmO=3NeqZVpP0!MbmT500rThjQ0SpFfDReMJhD~B5|FKw4BRh> zO76V(D7tt~CG05q8i$mt#$G=FyexZbQyYobS2b!%@*S=&4MNe2DCAnega(KvDa z5KgY5QlK0{t&VG%mm6y!AIZH!a++J?^ESXuyME%?t+tzCQ7zP6&scaqpw2xtGElIVZPc zpUQQD8=>0hu5K5}5nMfOT32Sha^uyzch7B{`4rgEaU{QR>!mk&0Xo*KUl&RrLcTXt z90ZOxC0e2->;(vrmVDJfg5xjK?*9S&;`)485@L~EI)=9u(;Vc7GoWK=QlZy}d9)w( zB}rSnm24fanct2n;v)EQSy^m8cxuj>IJ@!LH?zt-t9~8tYW@981;rYU(-U!|KK=$v zN53n-PgFU>dY=qs1uT2$Nd6~FzQ#0<1Mv*WZal=%ikjoIH6)_UV@kdCj{smYpA?SVpm+(W#X?Fz~O!znq|Rs~%?cvGW~_2FIM@TQIl#wS$oY5}reg}F$d z4VPtw1;Q`O9xM*BKVI9?X4sZ#j`>yX%x_QDkukn3)qiAZqD>pnokg|Og%ggL&2^ky zdXC|0O`Ge_eKjmQZiAPp5Rye&>e<_HXk=szJF{#(OE5X)JbU6{Z&ka(Iqw_Ws9$GM z12^7HUwn8WRMq*!>vMbi1@}VB8R4dnMmdd)i8GF-D_`CrbH#+n!G34}-R<^)nOc*f z2L~6NCHBZLgIr;0G$Ta6tzk2W$5D}sI^+YAl06Brcfe7!{qY{}8#K%86dF|Zbf&ZS zs1D1+E&RqMdPaiVCFdf)^=S!y*T8sQFV|=9c|+5$l>h#<;pW7PlpyfuA}t!6X2W~J zKnsPt4Xd4DG(H1QGOo*Hyw81Tp;_^g#waPxJNo6=b`2&yygA4YgGE36+S{!o(Q6DGc`BmjW1P+jW*|D>1O?@W=#Vx zln$}Kx{h?^;bm#d8$Ud`E!A?tmS;c2lj`C%q_}fNmTMPxX!$0=RO|mCC*F)W;(kh3 zEu=G>t1(qftRHeHaIT6g^Lnm>$JDw)1GYxh6UEp>Rs9Wha`*;MF=5XIJ!caWDO_F8Cd5yI(8nSC*RX6=js`&Pc-s`Pq26~R)_8+SzR1*rZpZ$l8-(slI}a_;WIN)#0zReGPX@W4s?4Yba> z)jZtlyP={8r85E98j}|C0SP?Rx$Cb?9;}`DcKN?Vs=T*!Q3{SV&x73eZa(8bkQYo?N+n_PQznqbOoy__ zJMv1myaG)~gRs)=zu$&zgHIEt`gry$rn~Myzq955shi)j*uV`#^}9O$80iHioHNn7 zQwlqAXnx>6Nkp}|jelLeZuH{~$YukjtB~kcr%sK)`gHv?d?$j82M8Uwyv^mKS0+A~ zZdZ67`a@EdsT0~`sYVRz>dsh<&L!^8eZ;l^{@kOwK(Qj+VX<1vViI>JAsyyAwqpar zyU3tP0mmfNTH045RZWeGJ>rLU_RK(cL2QST>K~keu$#)Q#W8omWzA+Nj)@YIsks?? zaE%;dJZ_)iy*)*=nU_A|Y=g|!K)<&5MaROmW=zeN8ynBMAY9R}Ue$J_C_uKg9#-(o z4j9XRw(HQPSz{C;B_iZ*vZmvxVHW!p;^qc49@!i6UJj?PewFuIymApOyKDjO% z15;b`9rT73c>A6D(FU!sC7*3cCpt&Lax#q5jf~L4OX%_kic!<{U~<2jPv&4b>T($e zHqa3Yv10$-iaAp>3al5mr^yqg3L&??<2BW-xu$-hnFBnpl=V@3i5#u}<&R2p9JxrZ(l!d1R$rBCOv8?h-8+k0V-XEdOr z2d~Jo$*};sQ=wz9Y*aLWiB&uQ8c(UkM<{;)xsDTS=cjc24)RvE=!!epacRccby`N2 ztY|pgktF_BTs7x^fK-EUBOg~WG<(fv=qs@8guH#5GERpOk~=mcb3EW?l(s&pS6&z8 zORY24GUvv^V@?#^{(?0RoHg(lTYvtTMw67`KlV(^;}>D;SXqi`uR_+Qx*TSg^VBDd z9dH;#0Xw8JmJ3)VC~=joDX9F3@MqAuamJAtv0;oCP()v3{%*i<_cbRnOh)=3jj>J5#UL97*TGe)19qU{?0HCTTTOU6BD4H1H* z`UMUx`Bp;z11esBxU7S-M(#{~c^ApSlv#rVy@UMCa5lTO#gd{mCtdf~qVOGY*QDhP zvBRnZj`VO%6~Wf*>vIUAnTQZI?suUyDU)bn_N=@zh^0ic94>ZCj|~SgEO|s?T$y*P zMKOX7CuwcG`G1wuO3nsn6Ix+S6zz{UY|1NJ0!Q_svS$}KiU-If5(F1cMlyz+HYf<0 z=sh8ebopn8V*yRL^h??5R7<)vQ*mKBbr?@x(F1#9ft&X>HU>os`V~q`bA*G;e;4d7 zpj`u7L0t?n8LzX|_^RSCrCS>)e4r1ai??~BWlDkGqT7VoRbflCcj)04JGB@6<981P zZ&Y09AD{8R{ULLs^|p6fb81+#;rpOQs>*v2sg$6YznkcCEL6BEGx#eX(Rd$G$d9~6+sAjGiWV{V zUT}307ij||_G52mKBYbV$*=U*psu`?O9-=Tp7MRl_M_OLO*t(H{}~PR%Ci_k(U2{+%?-dp)H@cbRFE z5KaU%=ZEAqZhNrlJPMoAQ#|1xAH_;RQ`YCYQ>sQw|Kp65Kc3Br^{>$jFFz==G&W1mu7oV}{T4-f9%Iagj2>)GHcDv|%Hlm3k+cj#e4k7i z7&(!rdSg9CwR{qQcPm#A%pqN~c+0RJ+FY=^%=gv~}VwY9U69Ex~`6g_YDbnPC6S~P(vFCDm z;y~Se|AOBl8>W^q_MxuzkBJOh&KqxNzwNGfk1`oAOLDw2f}VQ8mI(ne<2pD}7aP_nxzx5>zA0npUzy(GY_`>fsyhuOiLNe>?+*q|9qbZzr|!^y7GjU)^{o`TD>-_ z|8HFI+5`ydmX1jXqP0N+zq}NBZ7xC90SK{Q+5KFS^sxO;rQhz)nd1DOo3~`ffB2DL zb4eH2qdOS0?d^V(MFnHf`)^kwJlFG@|DwG=J zZjPtx+aWJwIM=$h$}qgI3*_09(mGE8r>|$!r9mGW^tTw}VL3Xy>h>yCx$$ttTS6`~ z#kqnI7u!!3d9bR?SZ_6ups>S=hm&FjdE|on`R)BQ=taKM{{S6ywM7D;QbGBwU%5^{ zWa-bCH8Us!&cFJ>0vak{nF#n_Jy2U(#J7sQdTt1>$cCxkM3RIybxGf`P#YU)fH=&4TDHO5GvN%@aX@5^g`H?7F=Sa-?y z)D#ZkZIKKQ)%Hk;Ewr>5WGEoA?AC8Zrd!&O<&Etl=^*+$whwHn>6Kbj{upXw2pAzy zwT8O3DKz);LxNFB#9_%0h!TB3JowezZlF+z-A@789>9)WXLpmsr!t3=#talDt19+SlK4@Gkt5&9wFr~#vJ)m~p&69xz814gYjtUu&$3Sh{BATD zZjn!oJw?1NaJ%gd7Oorf^d(#$P9LNZcW_ppikDm9b`I=l%yLWJ_cF=$Ez306F*HBQ z5|MlKjKOcXqX4lI&>U+ z#7?1mIai!AZ}sn2AdDr;Ob>xCixeweDG(a_lWVO}(F(h*$0$2R)f7BDQlRS64Dhy3 z$0*e%CiKP~OJ9Ar>Z_qaC(678^P2?nk+$m$ZJSY8J_n&5(u6&p`ux=SOq=F&fjMrqS+2C(Py5P9L66tsD>Kvd){UQlBwcCve+(3P!Zu z$h{<~iYNz9p9VU6{^XmkqYGlL6FdJhH=94w(eR(uKv!D-g;cNQkJmNBg&570ZS6l+ zYJ|%dca-0U$oPy)$Wd;RD#Yi6BW9e!n?#)T*JTjgO3gpNdHsStPx=&8xRA+vN10r< ze+0ZQG-tP#V1)2B4X=nO&u`DM$2S_qi)Lke(_~t_Hp#p9AZ-)vgo-%>?sj6 z2@vCw8E9BD;kWegHbqmTZdyd zPme0#I@Rw&6kmb~odsE$`9Ff)X9$1lpG{#;J#gu`r`Ml{F1zbkIMJtddPb+?R{`25x?Fa>;?#o|Oai+R zqUqF+uqIL_I+I@G4b(QdX78(F#785CB^?;cV1oV8eFrtzD`C2%br;_m%m>vhQ-tN zGW!Nqt@q=-4KcE8u&A?63mf1foJW{i0@T3SpT3Mu6k<%JuCrF>gxsU5Q3Dy-*B8QkiLad+(lJ2mf+6pc-)T|LtC7I)E`!mMzPMg2 z2P}9f8G?Te*65LLJVGzLmv<4xIiD&8UY3`C4C+yEBGbeZA|9bXFD;{|>;4C@#c<*K zh>gnu&xlPrdN$9zk;=TY1La87@!{0TO){v#4AdtPrP0yCpzv>~P!{fLnag>`YSyVT zZ~wsnKPef`>E9WCCy40q!rJ`J4Ii%;A~)DKEzWtbW%pKuzPI)2zZ;q?$oSUONi^#h z>Nkr&N%mOKhEWfE4lRMjI3_yG?=(gy&Z7~8FM}lZ_ZN(X!fwRczNh)4Q5Dnpf%Xf2+dE)@VO0p_ zIPp4R#wpxANUAPUfBA$5v+K?pF2%CZpOM5;;D9(6aAsrQ*HdpU?gFS?Ryv?rir#*e zMZTyi2rRPB;VG-<@ezp>+`F;@qx=3fT}i+3@E{M0!>$P7*j$$zGJB zho`)3OY|b$m^I&*(whxi(2Yvi=cU^PFadMyFP)0y&34^AAng8XPQp= z*d1}*NS@vU1(im+)n26{p{2*e1H>vxzIzYw0!;gaNJ}2%{AQ@GB!Vd0te~SWX1Lh3ltS;B1&TqsSiU}7 zsdG_^wHuG!$qWpJN3&=JcZ^L3`hU>xcR11HUhmtOT0_?;i>8nr{qG>QIfe4o-&FWY zea$M-60@OH%~VENUxK|*hh%#rsdjSRHcVae&)iuls3077&8oPB`y*@%o-ofOtev%o zz{{L6Z<6c`&)6#xC9^|O)KS?EY#il-t3(lTLkOfLHO1y3RwBvU|5gD)-t{*M*m8*> zHg2I=sI!xCEw5B*W=;I8;OuzIh+@;6MwLG>TbX3==h-8K=8bf0Fvh)<8|J#@_Up&e zmfX3B!9`V#r$b||Q2zCuj|eO2)M1x*(1h6XftEeqI{ynk{X2+`YLa-PCBSJ)TiHGd zYDY|27OR56@<*>w!ok&U&6oL2uH94t$>9LyzDCre%9sm2BU7)$A6>i$F9N^erbx=P zsNuE(Gc`|ss_x3O&;J*PmbHc7pbL9U?2V|b;{;B_X-5Ub1kXd<4X2mN z#?37f)@3rTj(kjjG38W?Agleqf&#)W+D3}9z4s};C5Taz6qTS!>Dr=R$gq~RaA_7>xn6geE_wRcxvH%-LC?=&H9$Yp6wfNdo*!fD;t}; zj;|?oHtsPrI-QC5)*tx$%a{L)XYv!Ln-qS~dydV=Y|vi&o!TDV{d(aqyeIZ3cN;XQ9& zHm2)^uH4HwX--VVie-u`(_VQWTv&WLsL>@Qr>Fs`7xC?S2@~n?FTQ;^GlKTC4YY7o zt+Mm>4z$z07^RwuSMCouFK?npr8|T_=C&&g#JrimT0j`JHi7hHYQ-Tc$6V|Gyn}zn zhN)A#0Z+rjZYcXUJ9^DAO4~Z$lyuG?ddZoGucy_VzD#Q9?@N!z=}VP9)YTXJST9uy zq+0@i6c^Cgm3Pm1_VJy}97qn?9URT;1mA>U4Ne|6FnAw)%ACvVO!Bqn^vhs!ic$9r z$i_nOaexUhIfw!(@PjKJ1z(;=h=G6K_?p7BnyDS>rcKi)NYnh`%p97tBUt&g5a; zm4P+$*%R#Cb6!0UTl>Li;haCpX9+rI>*FzK;0J|zZ?^nsnOEi8b$E4S#7=kCX_7H#t*$X?JHq- zpY461Jh%z^n@T-SyA9OJl6-VmT7_JHCmj#6jU2f@{zls^pQt+1Bj*RD)(ennZQ}JY zWR}oPHI_6!f?-JW6ia{P8;&o%lkeg$OWE|#UH@5R8K&{dA_LJ$t4+-S)sRqSIlUL9nlPw-q&^*Lx(+*<6lh%f z(Lb$(*Yg{oZ>~SQ##DNti0m58^PmR*HOs|B zgl7H1K4})*(+{7W@oDNGveC2c85DiZB+HfPW})Cn7+e)*$l?FfX3rg1C7vPbgz2I( ze-tjCLh6Cl`KqcMG<4m{tnYa{l(NrSz0m2xAEZ;k7xwSz+oNVnzhW~Q0_;Uh6kou$ zC{%5B3J`F72Tc_a6Zb1ONCu98DtuQb(8=CH&o-)+Y%`Q67)qE1S$|tj&goH1#|Ct~ zZhO!j_yqq@&S0%E%iKE3(jh(Mp;C^`j88W|#>g<~NZ{BX@tKOet%#+}PPi@rD7coV z-F>zoGtkX2A!VT9ODtEv@M|_DYxQOX>PQUZh7H#EkD#*oIvV_7aFaHs*jhWc@59>B zG0``um7UT}{xFsNYC2>FfTzoDcy~=xf5lU;C=zHqJgkkGdSuyp0P$vpOI=m4)da(U zKK9G_^fBT6Q@}$dm-(aS2yV^3sj!6>HiA9SHB$YLtNl%JKGL1Me&IwzvA%&EM}<65 zy_dKdv$09$H7RG8pb35*3%zIiIfzfC0;YtBfhNmnBAAu6S(sY%oVIT0aciy1RRwgg zV{f~!LxEOWvuUEzsii>$(BYjsL(=+j3XVdGaa}S%>~%~^C6~7@F{bnbN>39E9N?Fd zPY6I~B=UwwilB}~e}4RuXleTWn+6myM~vQ?C-eK~^2tao+>bOqE#YLGX5WvSzq~a4 zXE`pqGelUsFs@P>S2dU_sV3J0=%331gQ?h4`Ltw=W8SB9v?keR{tTEhZ$0|m0(bxM zO|Cze`Nq%)Lq%n}1cXRW&$eHzgY9<^E|MtL=gJ25%yF6*eES(j zsCK6k^{p=t+HBrnqDnHUej;c=0y1^wr@Aw@V6X1ZqvIE0(YF+&8zz|LI#<{$WOqA! zZ|7}N1N#c9o`+Pm8uFADx z2(y%VCuHY?a?ZPs!Uybyb}e;zoF@%;^%N`nX&a(+{eE1~ed;YzX1NvlsnR%UKa2V6 z!XV(3#1r(_e46Q-IQy$GQ&6TVgW7$T%xzjml9Ci!;=?i_>*tk3K~r~dp`>wOW#ET0 zV~gvLXtg{-yJj67<3Y8Y3z9MQt_ZGXccggVlk&$LoVRaziT?_o{?8qHuo`j=z)x!M zV@CMR`R9qE+3tRW)oJEnRtupMT2CSkX5xpxL@V;hbT{P3YPUa4pM?~E}Z(nb})zmy}CpuZAL z)2J@RMqhUGCG6Z?IlWOou4c_5s(S=Lg2Gu6tQh@>zAPUR0wKLQMTaC_h{QC8r1@xW z#&oke(Pou-r=fVaiZ5D9Vcx@5`&^ZtsV7~>IAG0A*bgNUNeC@)_GIXNUC?P$LQ&9H_{DpkQa*|euUNYBiR5t{+i}-_xJ?6s~i_$IFig^#0jy z9K)CtHKL#)t#O6QHO1Cb6C8U;Q;sGCXq0A$??L1D`4-O4L|&c^3)wfib6*174iZ*3 z1T9X=;3J$ef(b^P44|t*DW`k@OI?um4`I3z-{~IYZn5!8F+h8}!c7j2yH1q~E&@dQ z4o^GLMn)_HOH+vXuCwnquqz68O*zSf>OFz4l%}7Hy7exBp^tMR3)=R(+$K7z#-haH z=W!y3{S-H7$ia4oXJ1@pKG&Q3UR|l}D%?%1pH(XGOpePYl_DmJ3Je5q(963pru07E z8yrX{J5ZO;o^rBRooJ6W?GxS}8GD*?)dtV8*6bXI^~h3+t%hkGV7*PHO}8QWh1D4m znX(?OfZs&TI}|H;zl!R0_Y3|KKcCt3H2tF0IaMVuEk(oqwzrW2(LyXNo}iS5LW?fr z7ad!60+tK5kd|r25~ouL3u~ntOWy3%-KJ&J%M@5}GFgz5F*5ALx#d*0+`?eXqusso z9 z3wQ00OG7b{2U2rw)Em$dc=D2~&42l+k)TD^yUiZPo*2t=(cy2HzZ=?QO+jIA_?O3> zwCfDVWTwCd0Teh)4If1kJeC2=)X`HhdX}Ht<2#+NTjlkNb6P0TeHYK@l-R|%PC~qv z?9PdMUqN0E^YB^idi+EQv3OxN;UNi6`WIZrA;V}*fHO5PKCaH;)x4{ zr>SQ*>#-@y8_NB;(6AS4j8q7IG<(mD=NR=qSEigXFj|gr@Ha{|5S8K(lme152pO-J zpnL`u%eFsF*2YvC-wBmUb#Hd`1j=73kKY#zXY6sFa;CYb14%r0!H;HqMEe^5eSDzs z22u!`3=`e5r?I;k`k6anyk1A8i+vP3>)q7rx1BJZ3NP233>ZJW^ziN@%CaWLX0{Gm zuZs98ne1edMz9#3c^K^=MGZ555+`?s`raSUZjCA-l%CO+VTa=0eKPS{cQJ69+ET)l zyNu1>Tkg`#;i8#1=O!3pGATZ0%QXtFF;TxJusPa1_Fcf+jRX3Fh`D1TT^P38h6Gig zKjgA$p|uG7?lAX(^jFUYqu1Uo+#2G$Y46=gmwojbGVN?UAmYXShZsv4fgpov z91pUM%@Y#JOVf5UBCIoMFT=X={8Zq5fyKm7RmT_}+VR>+JT80I;PWFXh_PT%*rCB| zv!|AGI?$|gl;CmuEE!^X#1+Z_xE`Mev?}glcP@|cVGJ}?gr*&6n0bVgSZJeyy3B&^ zy)y*FxcN$g{zI_4hQ3Ji?{B~-1Ac&)a`(i3s%30u`u}H?;!5##(Or3sj+t-MFB9Va ztaDdry5E-2$vAllL5EH@^K6^svIqyr8tax50wgM%{ei(ph{Xd-x=8@yOo8R3LTCn4 z1e|=Wcp?Gjb%*#~crhzp6=Bd$Hq1zPKTD=#bVdwB<{QJ{*fpl$ucF4R;^P#x~%4p?HE6#@%_F`Yq1kbjG`Aflk(V*&Jhcy$6x`lnpqj(X$Hu6xH-Qy zw6{;EwSw)~G$1cgiKUq|YVktg0>_c67VD9kLvm&2z`{1x{`TxY;x={|l`SX-?vKo> zDZq3eAzFjojAgWLA1c%~h@LE!lImN*T0E#sc|_bP2MClf=l98?Bd0T0?luK6sel5M zo-?%QoXTo4%owPyo)FUw$<}_fCaI32Vq!1RWj?5DL(4mQl)k3SgtpvM1+hd(ORJ>8 zsSlu&18OPHV}1IflfbQr^VotbWzalBQhd;OTJ~Le0}*KXW3<_;F*%*!+up5AUl%s* zj~-0FAtF3Fqk*n>R4{jL&AobEg&F1lt(|k+Iw>wCadNHY#XTii?-7R0QKy5Ql1%Tt+=2#M2N= zsYH}q^^da-KN#3DvV3+|;srlt)J7lC6XMfO6!r51TmvQ43Fmw|*K>d2t2le{xVh0gm*yw+X=uhmnlX>wQ}DRUK6ZTgmYV3TnM zGo~gBQ*T4rY{0G30Sp2B0)MCPzOj?*6gIO{%Cx(rOY*D^t*O2$DzywLngM1xMkrTs z9)ZgU5&@Xh+tC0}<_drUE*>nNxAtB1n z6g2e7&9Q;|OQPwg+7ZuFai{n~>D|q%+)Ng4K@~O)P6l-=d;DHs0QY41I;}T-M`1Ob znO*Wo`Ezr6@-l-w%HP!>68zZTsR#b;*M7u?O7}kBe{P*WD*HR#qW@!6 zUZ}=UY(Td6RuO_J>o>z5#|S8^gO%I+p9hrFZ`9PU!R1b6&l=Hglp!}!iKmZ zwyU!GKr(fVG3Apn)>Ad$?Ig91MdlGPl+{kDuS4Be=7R@Ho5o>AifS~QS*!y>gwTHY zaG1jwmnDK|VGetajdI)WkSG_M{IR6h)$XkypsNNj)?d+oH*n@;~DwDFferv?dj7Zyj;8xRby)V=m}l-Wr<-{ckX9YsziXDW%-S z`HVKz#3Itea42X&POaykm%NR=i&d0}oL&gzF^Z?vqDzu^1{r7&F7Xo%)Pc_@3!^kZXl|6V%6e_8?52V=_zP2{Jk9aBz!hW`1_U9)E2=C{>}e zvV8*9bFIToV$U^%&x2`4pKQ_EA!gX8W6sb&jZ$4aI}VUuCWkX(T$P%-L zr}-oFeZYV7QaE5bcnkjDrmz<}O%x#EUyLj-5KfOcLu7we0`|VbPJ}oml#FIU^5IX`M)6sA4 zD9^|bhjFen@II#NO#PMO*eDrOu+Yd>1RE~xeX#0!>rAR-U>gkZYa8F%GQ$ULFkwtB z8e}p5)@?WA%EU6b{uGCOzBvKuZej6?nB*+<2~<;1DlFC$U}$jK1S{$V)ch`r&+U%M zFiWw=4asO~;FD2N1P)2vp1hFmoKH;VVVZ`4{9%AoczjtW)jN$n9o^|`YY9v5y=^ro zLV-m%7O9s!iotH|%jMif@-LC#w6DZplT?LY;78pQT|`tuCjLQmdYl{)+0&24!+^^Hqo$b{df+$RzYZB2uB{OFdlPlK*H;f z<)l!j(*?haU>k;+tJS9aG*{I&j9q7WW7@n$1J}S6`j7^qu1!4yD?fcn_w`qr<>AhBBg~9^1Zf`k*i;*QNiuxm|5r82K^qj@sQ2jt=#L%$WPI zr>|}+D|Drncskth^G&_~9Q?D|v(BsFP(dlx$e=|oKBJKP%L({>`-PkwnRB&nO-qhc2o9g)hqvvE>gWPPw)egaRLidyOLaUcFX#Gfu{8jhNI27gfyq5sui- zM5yC=>C$3JbT3_BDreZNN+Th3+v+)Gx(pUuS3SHsA?_-Tp)rgLL4R#ExAgQ)L~DC1 zyzNeDgzdPM>rREi|Cy7k6~?{(q0Z(x0ir;7(ugY{6XmOfw%b6TLGd@I&E50ogu~~YjXD_ zQhNZrMzxv@nWXzgA?QC@c*&mjB907)K4K@gxHdiywVrZ0_6J__?lBx5DX*|3Nz@Nq z$m!AcFm1T-;Up}mK%VN-Ztm=D;9LJ1ol<#Y&p}e|I9rc#dxq(1(8w9xn$9VESM6!Z zPNnj!z+v{}82H6$R|zYt$OUH>f9wAM%5`_YN=XK>LVdVbsBD95WzIjbPj124T>=G} z3ea*<9WJUzO2d1fL)@EVWM+b81~@DJ@T$2Mp0TcF(;@VjOf>{ccJ0KgxQ>RV8BE(` zFv8x$V!on(gUys@0T+VK-e(-~q%d3p!A;gQOI_ZTre_yURFPgjlL-vO^%MkFENI<3 znmzHs04Aj4I(c12UW(waE77%LO?Pz;jR9O%(<KJKufae=JjHb_%hhsc@daP#!#C)2mKVcYHxfB-Sg$p%IDLfWQVX&Z zJz`r5DO#whP_<9%&hC=9u+UvD1F_sR__4pfamf4@jgKg63}*UmZuUU&RKPzk$eW6r z*0Iy4K-5&(uASOml4k^%rv55RN?jwzo?5odY3y7io9x=&0s0x^(W>%0t1%_MX7_@7 zK7Xr4YKAoJqBwU7-eG-+aYCF%5{? z-BbWd%iIo%sc{Y--K`E# z%i6MPehve)Z}rr!{80YN2)77btlfcG4-2%zOVSaO;mp*mCMWLiLbhh>3R3y69K<5A z7`ImDPfxq#*k|$zrC+W8HHaMO9{2JAT2*}J;(pF|qEWZ?5pTwwID$|ch(9>xnlfsY zm+)fw+OxzNaY|3cON-9k2udvdI`icDJ!?_dLCm+kwL#vLkMvN`7wUFrri@XzBZH`U zcn)egAbj=%y#`O6+Q@ymR=ok9d7M{?vrF;kMg0$HBL4)Ua%O-e_rHiO`}kZVdug(= zR~sEqBl_0M4(HR#ZM%bq!um?>4+1l}!WT-sZ;G$2EvU3=cE7WkzG#Xtw_zTtQV z?e-+@f4Ua$@asv;&VeZ~s*&(wWbahoW2^PGXBM$W*VrJIB*d(1x_dJ(_no`4pB@GL z*in{sS`^ODC%g(rbyw*12zS_2P^Y!*pDAWL;{l#Kj+G93rFZ>ueU0_1Pd5qcyMDYr z)X6uCsA~*tt;c=ip?MMI4AuaXxf)TBRL32(bJ#DmM*VLFOr~3{%LlTQIHO?G_;Q)l z$MlN1VS(1=GbxFQbb=TE8zu4$$1XDbQ-u*y@LxToerAS)cH~zEOM0bXtnROjTDtRF z88bS?)2S}>8XTB1){+rGBMXJLH1#b$HCXM9QmVrp{Ow8LPT zLGLA|b3tzP3t>t(tA-QrNbgqIpp-`hTgOQRJZnE!01Wgp#&W7zggD+4q^Ip?Sa&8~ zH@I|0flvpz)xz=BV!`f}rIWkqw&Avv9kOdQ)55`4yx79mX=5s~wABqH2Pm&pu~3Xq zcPlmrbIm!J-1ui5pH#>iVAE}iR|`nMA&Fm!)RJ;iStN3MM9rwxu1TWIwb&}zK073J+LV#nZ)mYy* zoSze>=6GK9^vYLpsDr#9GC>EL)h)I?sY#xJ9&slst;ZaX>QZ`HWE+G3(i zgE1V&n`*c|7<@%v<5nC=bkHuFLqPFkMKG)X+8%gT;FV!5B4ue+=7XWA&PL!J^b6Lq z2GkKDWI>(Yx~kt`VyqLI#T zakpp4pm*uYOpSgdVr1g2CBdHOpx+N)wR(IhQPzCv!E5JOck{#73+mn5`MJxzrWMPf z!DBEo1625(>)W{U+b0VKtCv}#;&zZMdTbB$<1y!17Vq16;a$7G#j{Gjm*-l$mVPQ?pUNcGz-t|cRe z0?%2mTjAlDP_X`Sm~6Pp5g zf4tFFbgzTYx$%teSo0tt$Lk3eE98pzJHG8g2(Gi+&{Lo*XJE~(lu;dSDVHa!89m^3 z?v`iVpw+7~??pDlREE9dCE}Ue_ZD`r+o@bGJc=G36e#e6j+@TS-?)NWzf|iL7+7Vv zV^%=XF4-sFZOWz$YWrdbL>oCYO}~-om2u++>|tE&auDxOeYSog+RZiu2M>KzCg5Sx6P_h1_kJ0E zH(Ue;Ud~n^N)`ZX04kHs7MK)J5wHu@xQqzZFENX?X=4tG-LYc1ud|3a1o|Vi1TL;3 z0z7yjUUx(LjhMNvNqj`Ct+{)nTfvgDg$Kl}D_-oHsNX!p@DKg6=&SbyR2N-K;cR6Q z!>HW@XK5c-0#y!fMVMJ^B#Mu4xm&6%mJ|!zfNUwZJK`ItF_u@Pji{wK?glGjk*^Wh zN*claIl%nJtu=XY6=vUwd~`?+G;nQHFRz8%I+tKy z45~z@j$y16=YyCPYQ6}57U?#o^G@iMcwbdBatl|O^yCRua^;{bA`YxokRS|anO_Do z0c&XFjCw7_LLiG*S1RJ5?r~T=i=Pss0Od`Uf())Bn}F!xmjKWkJ0q`Ae9QO+cM8ZD z183Y~ps_&eRHXtbBApZp*^>g%cMfQ1&>T$>XL(@|RlT!g3xM5LLUmNJeUon|I|Jy^ zTPhu5Xqoi^{DLp07+l(j@npF{P8I4DRcQr*?ez>*o_fC!?wWZbqj=O^Bh(b>3K+xy zdKq+z_V7gNqR#|imi1;-=3rW0ejv0QHcNp6=2kswkottu3Cvt|TNK7x+g#N@46)7C zmPW4H?h7X9;xN?%x`rWDN?s!YlJdxQ!JS6gb#S>TAxDVmwXboVeqaI=qpo~QBb-#p zvTU`E1Suww%gBJL+fn-AZTXC-Bd0_lEnam|n+*^Tkq;xu7 z3(T$-^>U$S*3K>p?Sz=mj$*JGRr3k}MTyh~B3vUa8r*hmUox}+@{xtTL}nuHh^(DjxzHXAy`1QjBhBYj;s}mf59z z!vu@cC2zzk5M5th=J3YQ)8bNv6xCcNUJPOjwPwMgrUS>K9YtMLtbKUqHU<0(?onuE zRmQrV{K~kwDa2@D_ZM0<=Y~7^WXVxp0K@7xriQ!`U_0JMU@PD80Nk{BQvu2xu8?8| zrN-2J=3m51cDJ{i`GOm*d_lZzLM-4LEX!^G00qCc64!AzHF*pw?c!;ztolz9o8~!Q zE_tdtLAQ;K^mP@xs^SY?6%7g|btxdnZe~?A<~7}IJIrEIuV88vc#U1NyNu`qTwJAX zy&O-v7+iRBzTx|Qn9c>A2Qzw=?y4H2c+DY0K=`QVAaFGb$SPBe6hT%OEL~EvDBaGl zFpw!)ysx%bKwlik1VZ|RC>6#-5Mh}RBpTu~uCHGbprdY~%s?8g>X}s#;9j7pOUC$O z0Ud*jjZ>_r>Q+>bDJdZpex;C3`IQw{U`U_}KX zBWASbvs+HQ%5qj^EN6Q7sM23ZvO!8 zq0(IdzU7{sw)5W-{6`vL8>~)4equ^MupMEtD5Aac!%MOq0`gfCphB>?6b!}Y6QIC0 z**_jtL~2!yxK*b)uiWEE?YhS_YIAW#X3mZk3(%ZA$0}D)@hYgbt6L0Qs-mG17xxf2 zIQ>8s;)sz7&;c9#zIrV(oPPxq~6WO8!I>M(7$p)NBoS)}KG-I=Vnmym1HwTi;UR zFSIleG04K<<3ZK=fVdwJ*#rroNXc^?_$lB%kd7xJ4?a~l?^;VVZ))0!UrnucS(LdO{f~p?gU$A)wUj%c#TC% zl*%T&n0f==#hmdjz#Jf+YI%$zX?eJHV5DW-=@t&6ugoTZy{JaoJ<6Kj2XRxB>W>Ou z3xsLX&nyZVIM=B7z`Ms1=kB-}%QfUBaW>=T8gyC_=1@_!Ypg&!Dv!)W5IKFGVM+s2 zsRGm&iEYd~d4fa&n2ZB?$liee020#R?H*-H%CrWs(9zGA+;)M89DMqeQk8I0i$r6T z`;HakvC5`#v1=pl8R2}~xlTrCl;eUEMGI7nNkeJYG==B6WeDxB@e8^NN>%vSaYK4O zQ@HXJVjTTOXfE>e36FkQCt6%Z>R-^Kr^E_^s;SSo5`+Y_?hj40aUSjDV3fTfz<_cn zu!h?lQdWM?Y}Tt}&VX|c6ku^;4wC9LEn2TtbHczTpR7Px*Rw1IQxBq$z>sZNv+ zxCIbLY=RV<Mz(xD^`O z2JRe~c~&bb>59rzaN_P<1U}PAH6gOU~fYvC3ZGV=G2K5$IZ8 z76Bmld_*+5uo5MqFDNpAwweM1gFO{~Wja0&F-fYZ64Qw*jT)Ha={umRwX?~e%!4HlH(i_m7qz+K^S zWi_>2#4APB%lH?&W-fh?5c52bP-j2gOh{~AU9mUFgB{SQ6p0BRF^O)W{1QYV03I@Lk-$pMu875!j4hd8da|ZR7DLK z>;ba8$3(W=<%1qBruYV%loYhq1AZnPe5xDvt?!wZq3$+=w%EzSh1WbobPCrIOs;af zjEyV{mRw;~3~F93CsF?Z69(C3#pad@|wG1e99`r)E7|z$4&T@;cC#WW?EI{5zq^_ij9;YB2^-{ z`TqbC#DPZoj2fZC>U2z zDIN6|lj5(5S$j$#5p3@DI@4Eiiv=96#0M?U7ZS}z0e1jJhh{}>iAlWlM|CA_dyaqr zO|B2jyrd-|r`*HELyK811^y-LSzL@^xV{N^1-hxkYd|=tnq6#ZjF&HQEeK|FE$t&_ zDg2P$2S+x>v?*e3Sd7rBaA08Hi~L5(xxY~Hi>@7t2?0u|#HyF7NLX73`-;`U-*TH= z3wzE=v>0W|wPlNtfSAGPja1v#SH!aa0H_C|p=Sq})~Kb2OVkE54m*c>SGiztM67lk`mKFL3I;8%5CqpaaP2*1&N;sgBvhda9uN4A z#0%J7yhF>BDMRr0DS57=3&_mssv*k`vRM zUKBxL>~i6;q}1jozgJ9kGN&%Ym>1(FOjXr*fkf7!kWeVhu4Nqv=QQ^Sl-<)&2F-v` zNpOx7iXUtc)NW8)4D||-3h+v+lgAJ(Y2~A3r3JFg3I+DHe-iMOSc{UPK=Lj9!$2ri zyvmhHUvZ!WOVXpl)DL!=ml`WCBp4KYGNA{aEP_e_!|c7-_*5asD|1;E?f-0 zJ|*QTe)yH*D%&Bl2K;d@g|N!WVL*74! z0qPfk*+(svjU;^P_9++9>?~&JSJZdQ*h3~IE2x!#Ew5~1B0MJ4P5^t>GI(~JLDD!X zo)C%y+Mt1>s^W7av@RC)sFcQWz{+KT&6VR{Fn5xv@k5*Kqoa+L-`EhgVoa#~f5FJ1(|EkbTAo*7QJ&7veBj zJcE}5r7o+O4)vU+SEvHiTjhx~Ik_3oW@Nx+HiQyW!h+@4tmWlCBVz}!QS}m>of4t( z1)&?is0Ff;sVwC1#1snd@LC&^Cgu8Ogby&bdSGrcjc>Geiyvr1N%HKxfjFveI88gQ zBSzmIC1rHm;x$&c-w~}X(E?T@$XG(5SDYd0i!lEH5f}yTs^(H5Z2=0MQKaG;a^6RX z1w+f`B9lTE3*uGKHMB?i8{?uiRaV=Ug36eXqs!0K=QZP-8%e&zNJl*t0swOjD2(uS|4m zFf0!&FnC(MdV!<@z#kpTBK39_&+dhR5WmSlomZZ^&6XY zpVSI5WU$3K*exkdCX%L`nr=KsOa$P0n$^|7?m9#62;gUNhHr4GZ~`#qmt4I?LB#UL z9mZVOd56oPZ^U9)3l9QBTl^!0PCW7MAJzKTo}n>om5u3(&AP-tA=&OA=#6la{{U67 z4kI)~T5A4ck@Qv{02|y^2^bBG$*$0D1OZdQ&BBKYEIdV695w!>!E2RXW(AaY6;{3o zm;+uR5vBM$kA$JZLM_1QiUzp%5vta2Fz8Mp6O{Os`YwM^^$wXyNQR^U*Q+_IQKrxR+RI5D4w(OzdBKNYcpTu7{zlhUoOqPcX zVV%wR{Y2mgu@iJQvGWZpZUhI+66H^U>5UfLD7GrF9F4JTX;odDXg->WfQzkM$RNFj zK^6jraLd(~SSKHGxXWcQ{6;DYUxuTy9tXq`TI&La`iIqHY=_bWabq^G+-XRySm?-A zHxUs=C%)kjZJ>LG%@(ahR6?oo8U?YTDrJT7Qs!@E!XyyN30up8-Z>Oa&$5hIHs ze6pHEHG7#WU+ytQ9X9}hPL85f2w0I|YnxzgA}xNU;e`UOhxKD^$9jNu%Q46>=D@EiXh~akP5mcpF z1cO23X(Gy-@0gi@R;DZ{!W)=gptX5~ zK(&HGrP0U~60oc~>IAmcN`Z9|;!$}8iBzueY*Nyys<@6NRn`&VN{MUCPBgp)yvJ-9 z;C7Du9T7&2unqW@A5b(_U$>S#G!R@o5S0z{0o`0|y3_L(v{=pvyAt?}3Mcaqt%>=F zszKj~VW_pdLA8aHZo{ktz`*NZQ+>uD8rn-G_>pirmMitJ$OSFt8Tu5bSr_AO4S{79 zr5cRP;Z1qDRp8h-KBg@?TU-+G$)>nIV7*7)vxc}vJ42-YE9qO~hvyY&?L zlJ)-pP%f(7+1$9e&FWVXcpoI7?iG39mlU^Z99RqIm~Itt$*X#Z#jp#wdZ$y!t>?kHe^h{sheyxHb3v98_E5x+gV2@tt$Tzm3}Qfk4Wo6)>K)O@z%H6_47 zYdeisE6g7e@KCkTJmgFw)fSnI)wCao8?0oa`C(E4ZJV(CtjEU6?5jL=TtpFj#1#)V z4?fL{Hy19K<-&T#HP!$SB0n8Kqr>K8+Hq2(6uu41neAtAO9rLO{$`CFj<14dCxCfj zqJ``xJgb?9(&8G{Qb+q2f;-2h=rKd=1O!AnmZ>W171a zvKx;REEIRttX|rx9^&ei(1@@nxR5q|%(IQQJ!3|<%mq?C1h7!lapmR+@8%#Akt$fh ztEj*Qt$Vptpn4)=o{nRZ*Uu0=wo;gOGP0ZC?sIIo5d}W#9&kNz92dFUFWX68O`M#N zU5fc2PJn!*dvtjv)`*TX6$ga4L+YT57LBry;i-1?c|&Cg(|ZiUV&B9zlreb_%I4zt z9MI+y2yjRB8nU@szrJa$-04GA@( zIsxHaK4Ut8>lBp%yOi6w>VnqsABavhu)qqQVmAt~3yG}+`gxTpKv(K10H+BmCWBe( z1HhXGCo>`dq&Z`drPy~3(urG~SYE{tCEb&NpyBQ|XfC`!>Oy0DGNnQ2O@~3wp28L8 zk<)mnRN)%FFOmopfy)mK0e`rcRmk2U*`SGd;?@v)G3f+vVR^*S?DY&lA*N)0S?J)v ziD`=QyuhkpJ*%q1a46j3%dgx}z}2rM)r@v*6x(r}tSACg=3{Dzc$Kli@52r_C`F7> zBEy96hceP7P4gWfuB}r>MF6hhvzROXxW(n&n2^X*BMV0P*zPf@Zfjaaly%T7_wGG> z0GRt3;AM3#Q3_BrTSdKF<|G@trvCuMe?Z{(7==UhLf%XsNylh;g82;teqq&@+-mI) zFzQ1>Sa456!P~O;70Y1gJOpk-Q&u~V>+?C*kyz8r;;yp#yJ^7>-SXa8^?cQHBGc}n z_D)n}viVG9+M!IZ5r%{x#B4wgPNrB<-GOd^0^k}|IbNaW2MSK+Sm5tD&h+*74XZ<2A8z;d++x1=8B^2T$zq09{dP9WG9e{U9KzyC z)#&jL5l0tM$jQV<=a90${*8b21C!LD|Rq)3} zspX5vQGC_M7LoG|s|w`OSO^`s+0@-ULje$Wr8?DKk;^Ff8D$78Td2eXW}_3gm{~z( z9|o}dE6TTujKmeNFZhGlPa*h*m_rtqmAzAg@5{n+ftG{M4~Tl2R=Ed=wblGY(%b`)c-&jN zuW)NB-KB8|3B?LADg<{!5N>@YGJu|J+;+AJcF264c}0Z&YjA8FIN$t7G+DyG#Lu?7 zX0X*@Q=f5-g8WWo6T6HI3xQ-Zvigmqmg5Apcp#-h45Nv?F#Q)r>>Ld@l*g^Ni|!Lh*W3XHguD>&Txtt%V|se+M6Igv2@0K| zA-pe`bf}bG7=>z~K<8l!mD#*SVC3h-y9JB44D98nk}LdyIc{C~#a*Fvny9adiyXRaEWb5yTTp@iKxvjIEqMEHZ>>QT`wr zh!lCawOeBMQD*9{UvcpDw~$#Nh#dHVcqtz82jrB6Sy>wGixu7t5E~J|TE3yza?sb@ zBSwH5UzTei!m(T5sb2_eZ9ooIu07x&E2Mf!W0!1Sbi^8z9>`K4|hsQexN}f#WJRg{$ zzhvVnz%>5=5%Z{pqthRW&J#&-+idM87QoBmStnt~nPYRXu#ZzfZHx+!IBL~IOk0_U zRKSGTA)*87#ruKbLoJ~xTpAiOH=(E^$A%Vxxa|}fcazf8UMdjs*+vr5;*ykbr(eoH zUr=BN0CWdXmTI>YZoVPcwK2w*)Nlzenv9E7;-P>KRdFZ)stS~)55#rqRPPbR6vYdc z#@TN>#B#KqFhv5^c#k-AAwX2{d5yxfuo&Eq#ajj}p^md#Af?7mjSw^qF&w*ox!dljugDSiqv*az92>pgNuwn7iyaswsgV8Om!69MS8AD;}p@Ew1G=;cL5AzZ(iV=_88!^G{*n>OcBGN|faSj?9 zq{tqzQ#E&d*UrcM9SBn2lWY3gHH?qS@BRYDd>5Cf=HvKyAfJZjunBO zLh5eCd3%5YmPa)L_=QEcQdS{_@hNiBk?JM2RTHvup}yh6^My=@mw;<==F-xt@ks}> zR5HiUm|YP{fN$9zJwc$qajmkrA1Pl8LE;Gv1E&!vm2xRRbLd047}-9&%OEM*7anZ; z&6QKvgokf|y6PBM6GVA~XYghX_jb%u)jHppH>z5!k5k@LtDAA>BMfB9DI%hJ{Ak@d3~xtUSg9 z2ks;aw!4fCdOD75;jsXF5Mavl)H@Wt!=Vjx99U|H1X`+=rP~wN2Sjw>7fBHeja)ET zPu!&%CF2rlSa-1CK)qiuV5azE($a^R)CVG^R9BHMz9Isnh?11PgZYUtF4na33kOo+ zzTN#2!cx$C;uq0WcD}gg0byD^dJ%_Hp#LlcYifP3FdLwJ z2lX5P9<4u7%b2xWKN8eIv}yW^%Qf5mxrHwq!E^fa3yr`42SMTnBBrZnf&mk(aHEU- z!jiL31E9VF1gMMO5bdBjI)gj_>&!Vy)%O52-s2}@!w@yM#J#Qhj+kwDA!d@F;yvpj zvOq8nSb@)HD1arQqlhXNzWa`Lu(T`cAvsg0xaA%J!3-)aX_d!SPq<7W0M%9tfUMH3 zs2r^K#1(Hx{X%I>(cPedz-2#j(3TrU5ebcQ;4M?`G!7y_%V_VA)KZ!eqTJZft#<~V>YxCu&l z*mI)Ic3;MPY$IT}YkWeYL%KGl0EvB9rh_D4_6$ybh?7gC^b;pRt0`(1t7N;?6I=1c}1JGJ`+^o7O zKwPF6V}*g_d4vT<{wfg~rdoa=1FC^gu)wUWj%28H+#RrcJA^178BoNuI38kv z#O-qWj+Fd2u=}_Shawl}GBl#;xi41<=3`lAUo%zGmYVuw!@d^kYp*v zd*U!RSTJachSB+#0-NE4tXZshjBFGxDi{{D@f`HPht;QOLIkNhfb5UL4i_F#fMDN( zwj7SHgt%JK=o(>1sZ_C2=!S~59GZfv2i-vw4JytfoEw-lmAqA}i-l+cc0(Nj!xRvz zoFqpY9Kbj(+!sP;m_aJ&RlLH?=u#N~0aAbf8o|O|XD~=rTlj+lZ^SB95QKw0Tyn7U zQ6Px$Jw#AYs(XtnQmeU5y4+4aA!TZK^8}kWWvztPkQt>ZM6{LcwFIPiM{{bREfC_D2iw&Hr@S7A}A1MzNJfsW08A_X-1DxdfUb| z6s`_abqjzUl;kBr3L=Jx@m<5&jXB~7L=}H9mL;S)7(s*{I=*F7d9x)Mt{hY5bAM#A zmF`mMrlD{^t>~28RvA%)K`j}evXba90#sF+{{T>nUG`SNw5K#&HcWJTg6K6$-ziA3 znqX)X^^ErnC}7(ibUL=Zi|)W@+R34$tU z4%(Y9;S%>mcu87`eZFCJyW`xcymC4IVRoMdiyaTHSryQM+mZ_ zK#2E2_+_g~`?>wbAYSc1%PACCcmmh(G4B;@xLbGrps2rqs+Yn_%X@$zXPbyN3Orn; z95>MiLcJKL9%b*u7O;SA1E3;`-PBm{3w4DMG$o&gHP+r2`G6a9$phr$^%!VIq>mmL z(I}re^#gz04)60SwS93BV{c>%yaQE$L4>ykYOu%_vaSb~Q52#9#AaeqDty`V(}yP`63xv!nvG`a^^cqx6MKZEjfNC9E-sK7#?%;H)5Khjj0LZ;vl8G z`;8SGxX^-7C^3cib=_Y~ss`<|vR`cq^QBFR3bT^oa>zX`kc4OoT_CiO(GT1d1un&p z#1LPNG5D5%(V{^BSow;^g&Ia7c)JZj<3^*EAysm=F1sTtP&_#sX&bvXj69?pwlBO& z*fsQOF5>$bTov?l%T%ihN5U*2##P2AcV5zwLe*71Q4}0=dmf<^b%kn+i20N?C0`N8 z0yKl%VFgFxJr5pXR6Bvp+=(%H8PJKUfq-7O_?7D^t`+kPlve@T_RP4ecE+XGK`J@{ z+txbE2hPiz)AKKi*YO<{=q1#=Re+Vt6DmB@O^{okK3=5D|Hj`T;X-jD`&gK-9K^FZ;ORp?M+n)kWhh zzz2~fj>f?0W!A#>E2&{c01xUNL?{j$B5{hSIxiy@#`QubW{r)*9B_Ui3ESX=Lwz=z zgl}HQtm%i7R^qJpC?~?X`x4 z*>)@pjse<*loUB0VK;%X;Va?*SE+iCs%e2BI9mSz5&9OY`Y<4U4@<-@h?{A52EkrD zB@hjTNXtwtG`nDi+r5r)kL&f`ssxyj+vU?Fe&Rgy~P+mJO zI-5J`gtharx(9fON(;Xcl~r1PiQbek%M4S<%c20ZWz-2p>Kf_TDwjXpypTK@+`sX3TL^0ACcyM5mT38ofDKw>?hzqJzc7iC@1i|ohzDNc z0Ih?W3p5HWwpDi9*$+`66Sl_B)T=TjHsVSfpj7Gpremnlj}SfeL8nhJyUAefuTq1z z#S}i{LSvD#Ox5jAF^jX{V=ckpG=&$7dvonJEL1-$Tkc1;ZX;Oow zLiCFm3kydvFLY_LqiXL_QV^FORW}75*syL;t)bEGA}FiD(HARxoXQHB0TXHUQT|0j zxI~0ojr)VAcQ;vidJ~7JuCH5ioJ9>}%+lT=4H6XFE*J1YXE5q4p%oFSXs%j|P9rum zI@Tu2lrEzB0LdbM(jbmNpu@g7mi-<~C#5_8*fz=*ABR_3y8T8x84wW|r9AcpBsrPwo) zpBKl>1M2Hz;yBZ;h@D*N7(_Hv3gQ=9x+E?oQhIFs#!^};{gbND`PfWjM$O0<|hiqDkL|X0@{2>G#xo-k|GgHwxCiMKwI@FV4^PlMxWr0tC@X6 zNwwk;AXwd=h#kVW($^#ICty=$#szV7pPFHx5HMsZgj}O>&GEzzamO;gU6mT#j4TOQ zU-J!-4hB;=xkN4lOV0!fHT^}!8;Q-2GkTsubeOSWvibsmx$@1y3bNl#99I#I z)sLRxl^V|5&`Tpy+k$mW5xRyQ3IvA~e5=f}Hjanl5(QUXDdHm#0X#|)0>iVz0`Uc% zDlh^*+96Su!)00z>OJE^_ez!YLBU4_Dln8In%D#z_=p5O0}Gqxg2y<9{IsZv@gD+> zT>c_&_=rdh5#mcK9o(VNAg9i;tSbRdiNgW9d6m>~TjJs*0WGJWn0~tD?fH#Rr!7i~ z1=mnRdNNU_C$btTa$d^vkD6`#$0vlnW4u$*gbT~F)I84`q(*Gj1qZe{fYp`zcq7{h zL>p;5@N*uBZko2;dx>D>EX3-ev|1^D5b{&bq^n##2h{5rBgpqIGAgT4U?DfCEt1gq z_ZT2iOUl$rL}tHH@`&=>DORS&_dNck%JI}m2$|u8OjeQo4K%t)!BiYM$kZ|5_Qs)9 zSz8L_YMPf3t|dJ9mHQ^e3#yDkB|%nHaN@R<(ospA8?Kfi4&le9R=}Ng6>km-Y_E?3 z3WZx|JlI|LHLz?DN)gZ~wb081$dCZgC5p3DOf598k%?&61aiTe$8Z{7P0fb^wQdJW zZMp#6@h^f|bAO3hRIn>N!+y4FkS852Tds95x(<6IFal!oeEEb`Ca}~XXuf<(-*-T` ztgL#3TCFHAWy%S4YYY^2o!oBA*}OiPV>-GdosR`ncY%tuPDFr&w1V%ZJh2$5KXn46 z@^}13ioeI6LiO0QFjbBaIyD;X!M}dMgh(RTvf`fq~IJOChKQxjJU}a6kcX;UicsxQr^WN*?2a{1Sno z8!8r6INx!K(9Y#7i(zyTsDKc&NpA*RD&h1mv0>B+G3SYMD~(6yHLU7l*CM(P^B$8) zXtiN_0qEio3z_it$E{~H=lxq?O6V6eghxYP*Pb^)d? zL3ANes!ql7dZ>pHr1E-Y#KUZjB@o+ew=#u@^3*C}I4;Y?BDq2F0mxhGSp#mz`hwWt z=2*pQ@reR#VtMfiqn$MS7`o7Ef_@^##Y9tbh<7Ng`icrt*9Ijf~pzb(20nQqR2`h!2XAk=Babw@#{x}eT0g&db%keqGubKK0<*vv^ z)%&yj#9SO5LI#S++jZi6{pNpQr%W!yWzKY0Q-Sd|E;VW8-~KJlcqU$0a}eV>j0#>n z#gS{K7XEC~)BF0NFX=jV(3HUx~;bPT)61_JFpF zzwDgfetxEf&*+U6WM?EaD)v-(e98~zfKava{XzgE!1{^o&Yv^*(}&#sDf8Q@?U#xA z)A~P{wy%;jX%ACZN5Row>N*253aM?kJg|xjxO$DSUupW^)G|qZvqm3?K%kY}AOJ0a z5&)qI=6OGvbB70B=eFJ_S6BV9ysv-Es6oS?9r=sN-C$+J^SnQaa;5K4wbz6Bo?Xu7 zYM$9df+|?RqByI^^&4k@>Re^{XMdQ~TDu#4XVJ`wMxe!~3l;mDc^N{l#0KFq(rw?F-aP(dS|;?( zqpckLPEX9>e86l6>(sErpAodzsfM#UoIh}8xx9bilBMB^T2|g>Yx4{$&d)WyafB)!UO- z`9>QL#KwHYm{`?(USS)CIhE;`Y)^(ZCqPA`f7+1H1ELI3~& diff --git a/site/sfguides/src/building_real_time_anomaly_detection/building_real_time_anomaly_detection.md b/site/sfguides/src/building_real_time_anomaly_detection/building_real_time_anomaly_detection.md deleted file mode 100644 index 6da229eed..000000000 --- a/site/sfguides/src/building_real_time_anomaly_detection/building_real_time_anomaly_detection.md +++ /dev/null @@ -1,354 +0,0 @@ -author: James Cha-Earley -id: build_a_custom_model_to_detect_anomolies -summary: Building Real-Time Anomaly Detection on the Production Floor -categories: Getting-Started -environments: web -status: Published -feedback link: https://github.com/Snowflake-Labs/sfguides/issues -tags: Getting Started, Data Science, Data Engineering, - -# Building Real-Time Anomaly Detection for the Production Floor - -## Overview - -This guide follows the **AD_PRODUCTION_FLOOR** notebook to simulate production data, analyze it, and detect anomalies using Snowflake and machine learning. By the end, you will have a registered anomaly detection model in Snowflake's Model Registry. - -### What You Will Learn - -- Simulate production data with normal and anomalous patterns. -- Store and preprocess data using Snowpark. -- Train an LSTM-based anomaly detection model. -- Register and retrieve models from Snowflake's Model Registry. - ---- - -## Step 1: Set Up the Environment - -### Install and Import Required Packages - -```bash -!pip install tensorflow==2.12.0 -``` - -```python -# Import required libraries -import pandas as pd -import numpy as np -from snowflake.snowpark.context import get_active_session -from numpy.random import seed -import tensorflow as tf - -# Initialize Snowpark session -session = get_active_session() - -# Set random seeds -seed(10) -tf.random.set_seed(10) -``` - ---- - -## Step 2: Generate Normal and Anomalous Data - -### Generate Normal Data - -```python -# Parameters -num_records = 1000 -start_time = pd.Timestamp("2024-06-12 10:52:00") -interval = pd.Timedelta(minutes=10) - -# Generate timestamps -timestamps = [start_time + i * interval for i in range(num_records)] - -# Generate normal sensor data -np.random.seed(42) -temperature = np.random.normal(loc=0.06, scale=0.002, size=num_records) -vibration = np.random.normal(loc=0.075, scale=0.002, size=num_records) -motor_rpm = np.random.normal(loc=0.045, scale=0.001, size=num_records) -motor_amps = np.random.normal(loc=0.084, scale=0.002, size=num_records) -``` - -### Add Anomalies - -```python -# Add anomalies -anomaly_start_index = num_records - 200 -temperature[anomaly_start_index:] += np.random.uniform(0.005, 0.01, size=200) -vibration[anomaly_start_index:] += np.random.uniform(0.003, 0.007, size=200) -motor_rpm[anomaly_start_index:] -= np.random.uniform(0.002, 0.005, size=200) -motor_amps[anomaly_start_index:] += np.random.uniform(0.005, 0.01, size=200) - -# Combine data into a DataFrame -data = { - "TEMPERATURE": temperature, - "VIBRATION": vibration, - "MOTOR_RPM": motor_rpm, - "MOTOR_AMPS": motor_amps, - "MEASURE_TS": timestamps, -} -snow_pd = pd.DataFrame(data) -``` - ---- - -## Step 3: Store Data in Snowflake - -```python -# Convert to Snowpark DataFrame -spdf = session.create_dataframe(snow_pd) - -# Save data to Snowflake -spdf.write.save_as_table("SENSOR_PREPARED", mode="overwrite") -``` - ---- - -## Step 4: Explore the Data - -### Display the Data - -```python -spdf.show() -``` - ---- - -## Step 5: Create and Register the Anomaly Detection Model - -### Define the Custom Model - -```python -from snowflake.ml.model import custom_model -from sklearn.preprocessing import MinMaxScaler -import numpy as np - -class AnomalyDetectionModel(custom_model.CustomModel): - def __init__(self, context: custom_model.ModelContext) -> None: - super().__init__(context) - - @custom_model.inference_api - def predict(self, train_data: pd.DataFrame) -> pd.DataFrame: - cols = train_data.columns - scaler = MinMaxScaler() - - # Prepare the data - X_train_pd = train_data.to_numpy() - X = X_train_pd.reshape(X_train_pd.shape[0], 1, X_train_pd.shape[1]) - - # Perform predictions - X_pred = self.context.model_ref('lstm').predict(X) - X_pred = X_pred.reshape(X_pred.shape[0], X_pred.shape[2]) - - # Calculate anomaly scores - scored = np.abs(X_pred - X_train_pd) - return pd.DataFrame(scored, columns=[f"feature_{i}" for i in range(scored.shape[1])]) - -# Create the custom model instance -ad = AnomalyDetectionModel( - context=custom_model.ModelContext(models={'lstm': model}) -) -``` - -### Register the Model in Snowflake - -```python -from snowflake.ml.registry import Registry - -# Initialize the registry -ml_reg = Registry(session=session) - -# Log the model -mv = ml_reg.log_model( - ad, - model_name="ANOMALYDETECTION_MODEL_1", - version_name='v1', - sample_input_data=train_data, - conda_dependencies=["scikit-learn", "keras==2.9", "tensorflow==2.9"], - options={ - "relax_version": True, - "embed_local_ml_library": True - } -) -``` - -### Retrieve the Registered Model - -```python -# Retrieve the model from the registry -reg = Registry(session=session) -model_ref = reg.show_models() - -# Access the specific model version -m = reg.get_model("ANOMALYDETECTION_MODEL_1") -mv = m.version("v1") -``` - -### Build a Streamlit App with Chat Interface for Data Insights - -This Streamlit application serves as a Manufacturing Floor Q&A Assistant. It enables users to interact with the production floor data, leveraging Snowflake Cortex for conversational insights. - ---- - -#### Overview - -This chatbot provides the following features: -- Answers user queries based on data from sensors monitoring machine performance. -- Uses historical chat context to enhance conversational insights. -- Integrates Snowflake Cortex Search for retrieving relevant data. - ---- - -#### Key Components of the App - -##### Streamlit Setup and Configuration - -The app initializes the Streamlit environment and provides a sidebar for configuration. - -```python -import streamlit as st -from snowflake.snowpark.context import get_active_session - -st.set_page_config(layout="wide", initial_sidebar_state="expanded") -st.title(":gear: Manufacturing Floor Q&A Assistant :gear:") -st.caption( - "Welcome! This application suggests answers to questions based on the available data and previous agent responses in support chats." -) - -# Initialize Snowflake session -session = get_active_session() -``` - ---- - -##### Chat Interface and Message Management - -The app manages chat history and user interactions, storing previous conversations in the session state. - -```python -def init_messages(): - if st.session_state.clear_conversation or "messages" not in st.session_state: - st.session_state.messages = [] - st.session_state.suggestions = [] - st.session_state.active_suggestion = None - -# Display chat messages -if "messages" not in st.session_state: - st.session_state.messages = [] - -for message in st.session_state.messages: - with st.chat_message(message["role"]): - st.markdown(message["content"]) -``` - ---- - -##### Cortex Search Integration - -The app connects to Snowflake Cortex Search for retrieving context-specific data based on user queries. - -```python -def query_cortex_search_service(query): - db, schema = session.get_current_database(), session.get_current_schema() - - cortex_search_service = ( - root.databases[db] - .schemas[schema] - .cortex_search_services[st.session_state.selected_cortex_search_service] - ) - - context_documents = cortex_search_service.search( - query, columns=[], limit=st.session_state.num_retrieved_chunks - ) - results = context_documents.results - - service_metadata = st.session_state.service_metadata - search_col = [s["search_column"] for s in service_metadata - if s["name"] == st.session_state.selected_cortex_search_service][0] - - context_str = "" - for i, r in enumerate(results): - context_str += f"Context {i+1}: {r[search_col]} \n\n" - - if st.session_state.debug: - st.sidebar.text_area("Context", context_str, height=500) - - return context_str -``` - ---- - -##### Prompt Generation - -The app generates prompts for the selected AI model, combining context data and chat history. - -```python -def create_prompt(user_question): - if st.session_state.use_chat_history: - chat_history = get_chat_history() - question_summary = make_chat_history_summary(chat_history, user_question) - prompt_context = query_cortex_search_service(question_summary) - else: - prompt_context = query_cortex_search_service(user_question) - - prompt = f""" - You are an AI assistant. Analyze the sensor data and provide insights. - - {chat_history} - - - {prompt_context} - - - {user_question} - - Answer: - """ - return prompt -``` - ---- - -##### Main Functionality - -The `main()` function ties all components together, enabling user interactions and responses. - -```python -def main(): - st.title(f":speech_balloon: Chatbot with Snowflake Cortex") - - init_service_metadata() - init_config_options() - init_messages() - - if question := st.chat_input("Ask a question...", disabled=disable_chat): - st.session_state.messages.append({"role": "user", "content": question}) - with st.chat_message("user"): - st.markdown(question) - - with st.chat_message("assistant"): - message_placeholder = st.empty() - with st.spinner("Thinking..."): - generated_response = complete( - st.session_state.model_name, create_prompt(question) - ) - message_placeholder.markdown(generated_response) - - st.session_state.messages.append( - {"role": "assistant", "content": generated_response} - ) -``` - ---- - -## Summary - -You’ve successfully followed the **AD_PRODUCTION_FLOOR** notebook to: - -- Simulate production data with normal and anomalous patterns. -- Train and register an LSTM-based anomaly detection model in Snowflake. -- Retrieve and prepare the model for inference. - -This workflow provides a foundation for real-time anomaly detection in production systems. - ---- From 3dc2cb5dfc0f907e3417f02c32c24e7c2984dd33 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Wed, 11 Dec 2024 10:08:47 -0800 Subject: [PATCH 20/35] Changed "Conclusion" to "Conclusion and Resources" --- .../gain_insights_from_unstructured_data.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index 2575832df..d2ea58b0b 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -445,7 +445,7 @@ reviews_df.select(["REVIEW","SENTIMENT"]).show(3) ``` -## Conclusion +## Conclusion And Resources Duration: 1 **Congratulations!** You've successfully enabled customer review analytics by leveraging Snowflake Cortex within Snowflake Notebook. And all this without ever needing to move any data outside of secure walls of Snowflake or managing infrastructure. From e1d9a57132fad6722a75487e241cb0e5512961f1 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Wed, 11 Dec 2024 10:19:10 -0800 Subject: [PATCH 21/35] Hiding Inprogress Quickstart --- .../build_a_custom_model_for_anomaly_detection.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md index cdf266ead..e6138c785 100644 --- a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md +++ b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md @@ -3,7 +3,7 @@ id: building_a_custom_model_for_anomaly_detection summary: Build a Custom Model to Detect Anomalies on the Production Floor categories: Getting-Started environments: web -status: Published +status: Hidden feedback link: https://github.com/Snowflake-Labs/sfguides/issues tags: Getting Started, Data Science, Data Engineering From 5bf5e81db3e239f4f683b8af58b81b19908c0b88 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Thu, 12 Dec 2024 10:39:52 -0800 Subject: [PATCH 22/35] Addressed Typos and added more details. --- .../gain_insights_from_unstructured_data.md | 66 ++++++++++--------- 1 file changed, 36 insertions(+), 30 deletions(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index d2ea58b0b..038d76b31 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -1,18 +1,18 @@ author: James Cha-Earley id: gain_insights_from_unstructured_data -summary: Gain Insights From Unstructed Data with Snowflake Cortex +summary: Gain Insights From Unstructured Data with Snowflake Cortex categories: data-science, gen-ai, data-science-&-ai, cortex environments: web status: Published feedback link: https://github.com/Snowflake-Labs/sfguides/issues tags: Data Science, Tasty Bytes, Cortex, Notebook,Generative AI, LLMs -# Gain Insights From Unstructed Data using Snowflake Cortex +# Gain Insights From Unstructured Data using Snowflake Cortex ## Overview Duration: 2 -In this Quickstart guide, you will be help the fictitious food truck company, Tasty Bytes, to identify where their customer experience may be falling short at the truck and business level by leveraging **Snowflake Cortex** within **Snowflake Notebook**. They collect customer reviews to get customer feedback on their food-trucks which come in from multiple sources and span multiple languages. This enables them to better understand the areas which require improvement and drive up customer loyalty along with satisfaction. +In this Quickstart guide, you will be help the fictitious food truck company, Tasty Bytes, to identify where their customer experience may be falling short at the truck and business level by leveraging **Snowflake Cortex**. The company gathers customer reviews across multiple sources and languages to assess their food truck operations. This comprehensive feedback helps them identify areas for improvement, ultimately boosting customer satisfaction and loyalty. Leveraging Snowflake Cortex's advanced language AI capabilities, they can automatically process reviews through real-time translation, generate actionable insights through intelligent summarization, and analyze customer sentiment at scale – transforming diverse, unstructured feedback into strategic business decisions that drive their food truck operations forward. ### Prerequisites * Familiarity with Python @@ -33,15 +33,11 @@ You will need the following things before beginning: ### What You’ll Learn In this quickstart, you will learn: -* How to translate multilingual customer reviews -* How to categorise unstructured review text data at scale - * How to get rating from reviews - * How to get intent to recommend from reviews +* How to translate multilingual reviews +* How to summarize large amounts of reviews to get specific learnings +* How to categories unstructured review text data at scale +* How to answer specific questions you have based on the reviews * How to derive customer sentiment from reviews - * How to derive aspect based customer sentiment from reviews -* How to identify issues highlighted in customer reviews -* How to take action assisted by LLM - ### What You’ll Build * You will analyze Tasty Bytes' customer reviews using **Snowflake Cortex** within **Snowflake notebook** to understand : @@ -271,9 +267,13 @@ You will use [Snowsight](https://docs.snowflake.com/en/user-guide/ui-snowsight.h ## Translate multilingual reviews Duration: 2 -### Enabled by Cortex Translate +### Overview + +You will leverage **Translate** - one of the **Snowflake Cortex specialized LLM functions** are available in Snowpark ML: + * Translate the multilingual reviews to english to enable easier analysis. -You will leverage **Translate** - one of the **Snowflake Cortex specialised LLM functions** are available in Snowpark ML, to translate the multilingual reviews to english to enable easier analysis. This is done within the notebook using following code snippet in cell `CORTEX_TRANSLATE`. +### Hear what your international customers are saying +This is done within the notebook using following code snippet in cell `CORTEX_TRANSLATE`. ```python # Conditionally translate reviews that are not english using Cortex Translate @@ -293,11 +293,12 @@ Duration: 5 ### Overview -In this section, you will leverage **Snowflake Cortex - Summarize** to quickly understand what the customers are saying: +In this section, you will leverage **Snowflake Cortex LLM - Summarize** to quickly understand what the customers are saying: +* Summarization allows us to get key learnings from large amounts of unstructured text, all in a readable form ### We want to get a insight on what people are saying -* In this step, we will get a summarization of customers are saying **Snowflake Cortex - Summarize** +* In this step, we will get a summarization of customers are saying **Snowflake Cortex LLM - Summarize** ```python # Step 1: Add a row number for each review within each TRUCK_BRAND_NAME @@ -347,17 +348,16 @@ In this section, you will leverage **Snowflake Cortex - Summarize** to quickly u ``` -## Categorise unstructured review text data +## Categories unstructured review text data Duration: 5 ### Overview -In this section, you will make use of **Snowflake Cortex - ClassifyText** to categorise reviews to understand: - * How good their overall experience was +In this section, you will make use of **Snowflake Cortex LLM - ClassifyText** to categories reviews to understand: * How likely their customers are to recommend Tasty Bytes food trucks to someone they know ### Get intention to recommend based on review with Cortex ClassifyText -* You can understand if a customer would recommend the food truck based on their review using **Snowflake Cortex - ClassifyText**. +* You can understand if a customer would recommend the food truck based on their review using **Snowflake Cortex LLM- ClassifyText**. ```python # Prompt to understand whether a customer would recommend food truck based on their review @@ -384,11 +384,12 @@ Duration: 5 ### Overview -In this section, you will leverage **Snowflake Cortex - Extract Answer** to get answers to your questrions: +In this section, you will leverage **Snowflake Cortex LLM - Extract Answer** to get answers to your specific questions: +* Answer specific questions you have that lives inside the unstructured data you have -### Answer specifc quesions you have +### Answer specific questions you have -* Using **Snowflake Cortex - Extract Answer** to dive into quesitons you have +* Using **Snowflake Cortex LLM - Extract Answer** to dive into questions you have ```python # Step 1: Add a row number for each review within each TRUCK_BRAND_NAME @@ -412,7 +413,7 @@ In this section, you will leverage **Snowflake Cortex - Extract Answer** to get # Step 5: Generate summaries for each truck brand summarized_reviews_df = concatenated_reviews_df.with_column( - "NUMBER_ONE_DISH", cortex.ExtractAnswer(F.col("ALL_REVIEWS_TEXT"), "What is the number one dish positivly mentioned in the feedback?") + "NUMBER_ONE_DISH", cortex.ExtractAnswer(F.col("ALL_REVIEWS_TEXT"), "What is the number one dish positively mentioned in the feedback?") ) # Step 6: Extract the first element of the array @@ -433,9 +434,14 @@ In this section, you will leverage **Snowflake Cortex - Extract Answer** to get ## Understand customer sentiment Duration: 2 -### Enabled by Cortex Sentiment +### Overview + +Next, you will look at another **task specific LLM function in Cortex - Sentiment**. +* This sentiment function is used to understand the customer's tone based on the review they provided. -So far you saw Snowflake Cortex - Translate & Complete. Next, you will look at another **task specific LLM function in Cortex - Sentiment**. This sentiment function is used to understand the customer's tone based on the review they provided. Sentiment return value between -1 and 1 such that -1 is the most negative while 1 is the most positive. This is done within the notebook using the following code snippet in cell `CORTEX_SENTIMENT`. +### Understand sentiment with Cortex Sentiment +* This is done within the notebook using the following code snippet in cell `CORTEX_SENTIMENT`. +* Sentiment return value between -1 and 1 such that -1 is the most negative while 1 is the most positive. ```python # Understand the sentiment of customer review using Cortex Sentiment @@ -448,14 +454,14 @@ reviews_df.select(["REVIEW","SENTIMENT"]).show(3) ## Conclusion And Resources Duration: 1 -**Congratulations!** You've successfully enabled customer review analytics by leveraging Snowflake Cortex within Snowflake Notebook. And all this without ever needing to move any data outside of secure walls of Snowflake or managing infrastructure. +**Congratulations!** You've mastered powerful customer analytics using Snowflake Cortex, processing multilingual reviews and extracting valuable insights – all while maintaining data security within Snowflake's ecosystem. By leveraging these built-in AI capabilities, you've eliminated the complexity of managing external infrastructure while keeping sensitive customer feedback protected within Snowflake's secure environment. ### What we've covered With the completion of this quickstart, you have now: -* Enabled AI for analytics in minutes powered by Snowflake Cortex - * Ran inference on industry performant LLMs with Complete which are hosted and served within Snowflake - * Performed well suited NLP tasks with Translate, Sentiment, Extract Answer and Classifying Text which require zero prompt engineering -* Leveraged Snowflake Notebook which provides SQL, Python, and Markdown cell-based development interface in Snowsight +* Implementing advanced AI capabilities through Snowflake Cortex in minutes + * Leveraging enterprise-grade language models directly within Snowflake's secure environment + * Executing sophisticated natural language processing tasks with pre-optimized models that eliminate the need for prompt engineering. + * You've mastered a powerful suite of AI-driven text analytics capabilities, from seamlessly breaking through language barriers with Translate, to decoding customer emotions through Sentiment analysis, extracting precise insights with Extract Answer, and automatically categorizing feedback using Classify Text. These sophisticated functions transform raw customer reviews into actionable business intelligence, all within Snowflake's secure environment. ### Related Resources From 25fa59024cdd609be465b957a0f476a97381c856 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Thu, 12 Dec 2024 15:18:08 -0800 Subject: [PATCH 23/35] Update QS WIth more details and changed format. --- ...ld_a_custom_model_for_anomaly_detection.md | 195 +++++++++++++++--- 1 file changed, 170 insertions(+), 25 deletions(-) diff --git a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md index e6138c785..22f319752 100644 --- a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md +++ b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md @@ -3,7 +3,7 @@ id: building_a_custom_model_for_anomaly_detection summary: Build a Custom Model to Detect Anomalies on the Production Floor categories: Getting-Started environments: web -status: Hidden +status: Published feedback link: https://github.com/Snowflake-Labs/sfguides/issues tags: Getting Started, Data Science, Data Engineering @@ -12,15 +12,56 @@ tags: Getting Started, Data Science, Data Engineering ## Overview -This guide follows the **detect_anomolies_on_production_floor.ipynb** notebook to simulate production data, analyze it, and detect anomalies using Snowflake and machine learning. By the end, you will have a registered anomaly detection model in Snowflake's Model Registry. -Download the Notebook [detect_anomolies_on_production_floor.ipynb](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/detect_anomolies_on_production_floor.ipynb) +This guide follows the **detect_anomalies_on_production_floor.ipynb** notebook to simulate production data, analyze it, and detect anomalies using Snowflake and machine learning. By the end, you will have a registered anomaly detection model in Snowflake's Model Registry. +Download the Notebook [detect_anomalies_on_production_floor.ipynb](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/detect_anomolies_on_production_floor.ipynb) -### What You Will Learn +### Prerequisites + +Before you begin, ensure you meet the following prerequisites: + +- Familiarity with Python programming. +- Basic understanding of machine learning concepts. +- Familiarity with Snowflake and the DataFrame API. +- Access to a Snowflake account with Snowflake Notebooks enabled. + +--- + +### What You’ll Need + +To complete this quickstart, you’ll need: + +- A Snowflake account in a region that supports Snowflake's Machine Learning and Model Registry capabilities. +- Access to a warehouse with GPU capabilities for training the LSTM model. +- Python libraries: `pandas`, `numpy`, `scikit-learn`, `tensorflow`, and `keras`. +- A copy of the [detect_anomalies_on_production_floor.ipynb](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/detect_anomolies_on_production_floor.ipynb) notebook. +- Snowflake's `snowpark-python` and `snowflake-ml-python` libraries installed in your environment. + +--- + +### What You’ll Learn + +In this quickstart, you’ll learn how to: + +1. Simulate production data with normal and anomalous patterns. +2. Store and preprocess data using Snowflake Snowpark. +3. Train a Long Short-Term Memory (LSTM) neural network model for anomaly detection. +4. Register and retrieve machine learning models using Snowflake's Model Registry. +5. Use your registered anomaly detection model for inference. + +--- + +### What You’ll Build + +You will build a complete anomaly detection workflow for IoT sensor data from production floor machinery, including: + +- **Data Simulation:** Generate synthetic IoT sensor data representing normal and anomalous patterns. +- **Data Processing:** Preprocess and store data using Snowflake Snowpark. +- **Model Training:** Train an LSTM model tailored for anomaly detection. +- **Model Deployment:** Register your trained model in Snowflake's Model Registry for streamlined deployment. +- **Actionable Insights:** Build a Streamlit-powered ChatUI to interact with the data and anomalies for deeper insights. + +By the end of this guide, you'll have a functional pipeline capable of detecting anomalies in IoT data and providing actionable insights for production monitoring and maintenance. -- Simulate production data with normal and anomalous patterns. -- Store and preprocess data using Snowpark. -- Train an LSTM-based anomaly detection model. -- Register and retrieve models from Snowflake's Model Registry. --- @@ -50,10 +91,25 @@ CREATE database Productionfloor_db; --- ## Generate Normal and Anomalous Data -To train our model we need data. Here we are going to make our own data the represents IOT Sensors that are placed on a machines on our production floor. + +In this section, you will create synthetic IoT sensor data to simulate production floor machinery performance. This data will include both normal operating conditions and intentionally introduced anomalies, enabling you to train and validate your anomaly detection model. + +The simulated data will represent various sensor readings, such as temperature, vibration, motor RPM, and motor current. By generating this data, you can better understand how your model distinguishes between normal and anomalous behavior in a controlled environment. + +--- ### Generate Normal Data +Normal data simulates machinery operating under standard conditions without any malfunctions. Each sensor's data is modeled as a Gaussian distribution with predefined means and variances to replicate realistic sensor behavior. + +Here’s how the data is generated: +- **Timestamps:** Generate a sequence of evenly spaced timestamps to represent consistent sensor readings over time. +- **Sensor Parameters:** Simulate sensor measurements (e.g., temperature, vibration, motor RPM, and motor current) as random values drawn from normal distributions. + +The resulting dataset serves as the baseline for normal operating conditions. + +**Code Example:** + ```python # Parameters num_records = 1000 @@ -72,7 +128,14 @@ motor_amps = np.random.normal(loc=0.084, scale=0.002, size=num_records) ``` ### Add Anomalies -We will also create some data that we know has anomalies to use our model against later. + +Anomalous data introduces deviations that simulate potential failures or irregularities in the production machinery. This data is used to train and test the model’s ability to detect unusual behavior. + +Here’s how anomalies are added: +- **Start Point:** Define the starting index for anomalies in the dataset. +- **Anomalous Patterns:** Introduce significant deviations in sensor values to mimic realistic anomalies, such as overheating, excessive vibration, or power irregularities. + +By mixing anomalous and normal data, you create a diverse dataset that challenges the anomaly detection model to perform effectively in real-world scenarios. ```python # Add anomalies anomaly_start_index = num_records - 200 @@ -96,6 +159,15 @@ snow_pd = pd.DataFrame(data) ## Store Data in Snowflake +Once the synthetic data (both normal and anomalous) has been generated, the next step is to store it in Snowflake for further processing and analysis. Snowflake provides a seamless way to store structured data, making it easily accessible for machine learning workflows. + +### Steps to Store Data + +1. **Convert to a Snowpark DataFrame:** Use the Snowpark library to create a DataFrame from the generated Pandas DataFrame. +2. **Save Data to a Snowflake Table:** Write the Snowpark DataFrame to a Snowflake table using the `save_as_table` method. + +The following code demonstrates how to store the data in Snowflake: + ```python # Convert to Snowpark DataFrame spdf = session.create_dataframe(snow_pd) @@ -103,23 +175,23 @@ spdf = session.create_dataframe(snow_pd) # Save data to Snowflake spdf.write.save_as_table("SENSOR_PREPARED", mode="overwrite") ``` - --- -## Explore the Data +## Create and Register the Anomaly Detection Model -### Display the Data - -```python -spdf.show() -``` +In this section, you will define a custom anomaly detection model, register it with Snowflake's Model Registry, and prepare it for use. Snowflake's Model Registry enables you to manage and deploy machine learning models seamlessly, ensuring efficient integration with your data workflows. --- -## Create and Register the Anomaly Detection Model -Next we will create the model and then register it to use it later. ### Define the Custom Model +To detect anomalies in the sensor data, we’ll create a custom model class that preprocesses the data, performs predictions, and calculates anomaly scores. This custom model will leverage an LSTM (Long Short-Term Memory) neural network for detecting patterns and deviations. + +**Key Steps:** +1. **Preprocessing:** Normalize the input data using `MinMaxScaler` for consistency. +2. **Model Inference:** Use the trained LSTM model to make predictions on the input data. +3. **Anomaly Scoring:** Calculate the anomaly scores by comparing predicted values to the original data. + ```python from snowflake.ml.model import custom_model from sklearn.preprocessing import MinMaxScaler @@ -174,7 +246,13 @@ mv = ml_reg.log_model( ) ``` -### Retrieve the Registered Model +### Register the Model in Snowflake + +After defining the custom anomaly detection model, the next step is to register it in Snowflake's Model Registry. The Model Registry allows you to store, version, and manage your machine learning models directly within Snowflake, ensuring seamless integration and deployment. + +**Key Steps:** +1. **Initialize the Model Registry:** Connect to the Model Registry using your active Snowflake session. +2. **Log the Model:** Save the custom model, including dependencies and version details, to the registry. ```python # Retrieve the model from the registry @@ -190,8 +268,56 @@ X_pred = mv.run(X_train_snowdf, function_name="predict") ``` -## Build a ChatUI on Streamlit to Learn More about the Anomolies -Converse with your data and gain actionable insights +## Build a ChatUI on Streamlit to Learn More about the Anomalies + +Streamlit provides an intuitive and interactive interface for building data-driven applications. +In this section, you'll create a ChatUI that allows you to interact with your anomaly detection data, enabling you to gain actionable insights and engage with the results of your model. + +This ChatUI leverages Streamlit's features to provide: +- A conversational interface for querying anomaly data. +- Seamless integration with Snowflake for real-time data retrieval. +- AI-powered suggestions and insights to help users make informed decisions. + +### Key Components of the ChatUI + +1. **Streamlit Setup:** Configure Streamlit to display the ChatUI interface. +2. **Session Management:** Manage user queries and responses in a conversational format. +3. **Integration with Snowflake:** Use Snowflake Cortex functions and Snowpark queries to fetch and analyze data. +4. **Interactive Responses:** Provide AI-powered responses and insights based on user questions. + +### Features of the ChatUI + +1. **Natural Language Queries:** + Users can ask questions like "What anomalies occurred in the last 24 hours?" and receive contextually relevant answers. + +2. **Real-Time Data:** + The ChatUI fetches anomaly data directly from the Snowflake database, ensuring that users work with up-to-date information. + +3. **AI Assistance:** + Integrates Snowflake Cortex's `Complete` function to provide AI-enhanced insights, enabling users to make sense of complex datasets with ease. + +4. **User-Friendly Interface:** + Built with Streamlit, the ChatUI provides an intuitive and visually appealing experience, allowing seamless interaction with data and insights. + +--- + +### Benefits + +- **Quick Identification of Anomalies:** + Users can swiftly identify and understand anomalies in IoT sensor data, reducing time to action. + +- **Natural Interaction with Data:** + The ChatUI enables natural language queries, making it accessible to both technical and non-technical users. + +- **Proactive Decision-Making:** + Gain actionable insights from anomaly data, supporting proactive maintenance and operational improvements. + +- **Seamless Integration with Snowflake:** + Combines the power of Snowflake's Cortex and Snowpark capabilities with a user-friendly interface, creating an efficient and scalable solution. + +- **Enhanced User Experience:** + The conversational design ensures that users can intuitively explore and analyze data without needing to write complex queries. + ```python # Import python packages @@ -533,14 +659,33 @@ Converse with your data and gain actionable insights --- -## Summary +## Conclusion and Resources -You’ve successfully followed the **detect_anomolies_on_production_floor.ipynb** notebook to: +**Congratulations!** You've successfully followed the **detect_anomalies_on_production_floor.ipynb** notebook to: - Simulate production data with normal and anomalous patterns. - Train and register an LSTM-based anomaly detection model in Snowflake. - Retrieve and prepare the model for inference. -This workflow provides a foundation for real-time anomaly detection in production systems. +This workflow provides a foundation for real-time anomaly detection in production systems, enabling proactive maintenance and operational efficiency. + +### What We've Covered + +By completing this quickstart, you have learned: +- How to simulate IoT sensor data for anomaly detection. +- How to store, preprocess, and analyze data using Snowflake Snowpark. +- How to build, register, and retrieve an LSTM-based custom anomaly detection model. +- How to leverage Snowflake's Model Registry for deploying machine learning models. + +### Related Resources + +To further explore the tools and methodologies used in this quickstart, check out the following resources: + +- [Snowpark Python Developer Guide](https://docs.snowflake.com/en/developer-guide/snowpark/python/index) +- [Snowflake ML Model Registry Documentation](https://docs.snowflake.com/en/developer-guide/ml-model-registry/index) +- [Source Code for This Quickstart](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor) +- [Snowflake Notebooks Overview](https://docs.snowflake.com/en/user-guide/ui-snowsight#notebooks) + +These resources will help you deepen your understanding and build more complex machine-learning workflows using Snowflake. --- \ No newline at end of file From 7cfc0a56f3febc32974a3d45f65a839dcab00f01 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Fri, 13 Dec 2024 14:40:36 -0800 Subject: [PATCH 24/35] Added SQL Examples --- .../gain_insights_from_unstructured_data.md | 170 +++++++++++++++++- 1 file changed, 162 insertions(+), 8 deletions(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index 038d76b31..31d194518 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -19,6 +19,7 @@ In this Quickstart guide, you will be help the fictitious food truck company, Ta * Familiarity with the DataFrame API * Familiarity with Snowflake * Familiarity with Snowpark +* Familiarity with the SQL ### What You’ll Need @@ -275,6 +276,7 @@ You will leverage **Translate** - one of the **Snowflake Cortex specialized LLM ### Hear what your international customers are saying This is done within the notebook using following code snippet in cell `CORTEX_TRANSLATE`. +#### Python ```python # Conditionally translate reviews that are not english using Cortex Translate reviews_df = reviews_df.withColumn('TRANSLATED_REVIEW',when(F.col('LANGUAGE') != F.lit("en"), \ @@ -285,7 +287,29 @@ This is done within the notebook using following code snippet in cell `CORTEX_TR reviews_df.filter(F.col('LANGUAGE') != F.lit("en")).select(["REVIEW","LANGUAGE","TRANSLATED_REVIEW"]).show(3) ``` +#### SQL + ```sql + -- Add the TRANSLATED_REVIEW column with conditional translation + WITH TRANSLATED_REVIEWS AS ( + SELECT + REVIEW, + LANGUAGE, + CASE + WHEN LANGUAGE != 'en' THEN SNOWFLAKE.CORTEX.TRANSLATE(REVIEW, LANGUAGE, 'en') + ELSE REVIEW + END AS TRANSLATED_REVIEW + FROM TRUCK_REVIEWS_V + ) + -- Filter rows where the LANGUAGE is not English and select the desired columns + SELECT + REVIEW, + LANGUAGE, + TRANSLATED_REVIEW + FROM TRANSLATED_REVIEWS + WHERE LANGUAGE != 'en' + LIMIT 3; + ``` ## Summarize what the customers are saying @@ -300,6 +324,7 @@ In this section, you will leverage **Snowflake Cortex LLM - Summarize** to quick * In this step, we will get a summarization of customers are saying **Snowflake Cortex LLM - Summarize** +#### Python ```python # Step 1: Add a row number for each review within each TRUCK_BRAND_NAME window_spec = Window.partition_by("TRUCK_BRAND_NAME").order_by("REVIEW") @@ -346,6 +371,57 @@ In this section, you will leverage **Snowflake Cortex LLM - Summarize** to quick print(f"Summary (part 1): {summary_part1}") print(f"Summary (part 2): {summary_part2}") ``` +#### SQL + ```sql + -- Add a row number for each review within each TRUCK_BRAND_NAME + WITH RANKED_REVIEWS AS ( + SELECT + *, + ROW_NUMBER() OVER (PARTITION BY TRUCK_BRAND_NAME ORDER BY REVIEW) AS ROW_NUM + FROM TRUCK_REVIEWS_V + ), + + -- Filter to include only the first 20 rows per TRUCK_BRAND_NAME + FILTERED_REVIEWS AS ( + SELECT * + FROM RANKED_REVIEWS + WHERE ROW_NUM <= 20 + ), + + -- Aggregate reviews by TRUCK_BRAND_NAME + AGGREGATED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + ARRAY_AGG(REVIEW) AS ALL_REVIEWS + FROM FILTERED_REVIEWS + GROUP BY TRUCK_BRAND_NAME + ), + + -- Convert the array of reviews into a single string + CONCATENATED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + ARRAY_TO_STRING(ALL_REVIEWS, ' ') AS ALL_REVIEWS_TEXT + FROM AGGREGATED_REVIEWS + ), + + -- Generate summaries for each truck brand + SUMMARIZED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + SNOWFLAKE.CORTEX.SUMMARIZE(ALL_REVIEWS_TEXT) AS SUMMARY + FROM CONCATENATED_REVIEWS + ) + + -- Display the summaries and optionally split them into two parts + SELECT + TRUCK_BRAND_NAME, + SUMMARY, + LEFT(SUMMARY, FLOOR(LENGTH(SUMMARY) / 2)) AS SUMMARY_PART1, + RIGHT(SUMMARY, LENGTH(SUMMARY) - FLOOR(LENGTH(SUMMARY) / 2)) AS SUMMARY_PART2 + FROM SUMMARIZED_REVIEWS + LIMIT 3; + ``` ## Categories unstructured review text data @@ -357,8 +433,9 @@ In this section, you will make use of **Snowflake Cortex LLM - ClassifyText** to ### Get intention to recommend based on review with Cortex ClassifyText -* You can understand if a customer would recommend the food truck based on their review using **Snowflake Cortex LLM- ClassifyText**. +* You can understand if a customer would recommend the food truck based on their review using **Snowflake Cortex LLM- ClassifyText**. +#### Python ```python # Prompt to understand whether a customer would recommend food truck based on their review text_description = """ @@ -377,6 +454,23 @@ In this section, you will make use of **Snowflake Cortex LLM - ClassifyText** to reviews_df.select(["REVIEW","CLEAN_RECOMMEND"]).show(3) ``` +#### SQL + ```sql + WITH CLASSIFIED_REVIEWS AS ( + SELECT + REVIEW, + PARSE_JSON(SNOWFLAKE.CORTEX.CLASSIFY_TEXT( + REVIEW, + ['Likely', 'Unlikely', 'Unsure'], + OBJECT_CONSTRUCT('task_description', + 'Tell me based on the following food truck customer review, will they recommend the food truck to their friends and family?' + ) + )):label::TEXT AS RECOMMEND + FROM TRUCK_REVIEWS_V + ) + + SELECT * From CLASSIFIED_REVIEWS limit 3; + ``` ## Extract Answers from what your customers are saying @@ -389,8 +483,9 @@ In this section, you will leverage **Snowflake Cortex LLM - Extract Answer** to ### Answer specific questions you have -* Using **Snowflake Cortex LLM - Extract Answer** to dive into questions you have +* Using **Snowflake Cortex LLM - Extract Answer** to dive into questions you have +#### Python ```python # Step 1: Add a row number for each review within each TRUCK_BRAND_NAME window_spec = Window.partition_by("TRUCK_BRAND_NAME").order_by("REVIEW") @@ -429,6 +524,56 @@ In this section, you will leverage **Snowflake Cortex LLM - Extract Answer** to # Display the simplified results readable_df.select(["TRUCK_BRAND_NAME", "NUMBER_ONE_DISH"]).show() ``` +#### SQL + ```sql + WITH RANKED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + REVIEW, + ROW_NUMBER() OVER (PARTITION BY TRUCK_BRAND_NAME ORDER BY REVIEW) AS ROW_NUM + FROM TRUCK_REVIEWS_V + ), + FILTERED_REVIEWS AS ( + SELECT * + FROM RANKED_REVIEWS + WHERE ROW_NUM <= 20 + ), + AGGREGATED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + ARRAY_AGG(REVIEW) AS ALL_REVIEWS + FROM FILTERED_REVIEWS + GROUP BY TRUCK_BRAND_NAME + ), + CONCATENATED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + ARRAY_TO_STRING(ALL_REVIEWS, ' ') AS ALL_REVIEWS_TEXT + FROM AGGREGATED_REVIEWS + ), + SUMMARIZED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + SNOWFLAKE.CORTEX.EXTRACT_ANSWER( + ALL_REVIEWS_TEXT, + 'What is the number one dish positively mentioned in the feedback?' + ) AS NUMBER_ONE_DISH + FROM CONCATENATED_REVIEWS + ), + FIRST_ELEMENT AS ( + SELECT + TRUCK_BRAND_NAME, + NUMBER_ONE_DISH[0] AS FIRST_ELEMENT + FROM SUMMARIZED_REVIEWS + ), + READABLE_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + PARSE_JSON(FIRST_ELEMENT):answer AS NUMBER_ONE_DISH + FROM FIRST_ELEMENT + ) + SELECT TRUCK_BRAND_NAME, NUMBER_ONE_DISH FROM READABLE_REVIEWS; + ``` ## Understand customer sentiment @@ -441,14 +586,23 @@ Next, you will look at another **task specific LLM function in Cortex - Sentimen ### Understand sentiment with Cortex Sentiment * This is done within the notebook using the following code snippet in cell `CORTEX_SENTIMENT`. -* Sentiment return value between -1 and 1 such that -1 is the most negative while 1 is the most positive. +* Sentiment return value between -1 and 1 such that -1 is the most negative while 1 is the most positive. -```python -# Understand the sentiment of customer review using Cortex Sentiment -reviews_df = reviews_df.withColumn('SENTIMENT', cortex.Sentiment(F.col('REVIEW'))) +#### Python + ```python + # Understand the sentiment of customer review using Cortex Sentiment + reviews_df = reviews_df.withColumn('SENTIMENT', cortex.Sentiment(F.col('REVIEW'))) -reviews_df.select(["REVIEW","SENTIMENT"]).show(3) -``` + reviews_df.select(["REVIEW","SENTIMENT"]).show(3) + ``` +#### SQL + ```sql + SELECT + REVIEW, + SNOWFLAKE.CORTEX.SENTIMENT(REVIEW) AS SENTIMENT + FROM TRUCK_REVIEWS_V + LIMIT 3; + ``` ## Conclusion And Resources From 7d4a6ac04caf0d41e8fa3325e1c448d5b36f753e Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Mon, 16 Dec 2024 13:41:26 -0800 Subject: [PATCH 25/35] Publish custom model --- .../build_a_custom_model_for_anomaly_detection.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md index 7b7646577..22f319752 100644 --- a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md +++ b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md @@ -3,7 +3,7 @@ id: building_a_custom_model_for_anomaly_detection summary: Build a Custom Model to Detect Anomalies on the Production Floor categories: Getting-Started environments: web -status: Hidden +status: Published feedback link: https://github.com/Snowflake-Labs/sfguides/issues tags: Getting Started, Data Science, Data Engineering From 241b3b4f13e17fbce2b7593d32f631d275df4916 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 17 Dec 2024 19:26:54 -0800 Subject: [PATCH 26/35] Removed Note --- .../gain_insights_from_unstructured_data.md | 1 - 1 file changed, 1 deletion(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index 31d194518..36f0976bb 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -29,7 +29,6 @@ You will need the following things before beginning: * Cortex functions used - Complete, Translate, Sentiment * Model used - mistral-large2 * Snowflake Notebook enabled in your Snowflake account - * **Note**: To get access to Snowflake Notebook (currently in private preview) reach out to your Snowflake account team. This solution leverages Snowflake Cortex within Snowflake Notebook and you will not be able run the quickstart successfully otherwise. ### What You’ll Learn From 48e25f348bcd31abcc25b8d8487a4d4840120fbe Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 17 Dec 2024 19:28:43 -0800 Subject: [PATCH 27/35] Language Change --- .../gain_insights_from_unstructured_data.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index 36f0976bb..db374259d 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -436,7 +436,7 @@ In this section, you will make use of **Snowflake Cortex LLM - ClassifyText** to #### Python ```python - # Prompt to understand whether a customer would recommend food truck based on their review + # To understand whether a customer would recommend food truck based on their review text_description = """ Tell me based on the following food truck customer review, will they recommend the food truck to \ their friends and family? Answer should be only one of the following words - \ From e877349e4a01c34dd07ff2a075f6d062126d53eb Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 17 Dec 2024 20:42:03 -0800 Subject: [PATCH 28/35] Incorporate feedback --- .../build_a_custom_model_for_anomaly_detection.md | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md index 22f319752..1e3fc904d 100644 --- a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md +++ b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md @@ -34,7 +34,7 @@ To complete this quickstart, you’ll need: - Access to a warehouse with GPU capabilities for training the LSTM model. - Python libraries: `pandas`, `numpy`, `scikit-learn`, `tensorflow`, and `keras`. - A copy of the [detect_anomalies_on_production_floor.ipynb](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/detect_anomolies_on_production_floor.ipynb) notebook. -- Snowflake's `snowpark-python` and `snowflake-ml-python` libraries installed in your environment. +- --- @@ -67,7 +67,7 @@ By the end of this guide, you'll have a functional pipeline capable of detecting ## Setup -### Create Database and Schema +### Create Database 1. Open a new worksheet in Snowflake 2. Create the database @@ -84,9 +84,12 @@ CREATE database Productionfloor_db; * On the top right, click on Notebook down arrow and select **Import .ipynb** file from the dropdown menu * Select the file you downloaded in step 1 above 3. In the Create Notebook popup -* For Notebook location, select your database and schema +* For Notebook location, select your database and public schema * Select your **Warehouse**. You will want to have access to a container with a gpu cluster * Click on Create button +4. Open the notebook once created and add the following packages by using the "Packages" button on the top right + * snowflake-snowpark-python + * snowflake-ml-python --- @@ -177,7 +180,7 @@ spdf.write.save_as_table("SENSOR_PREPARED", mode="overwrite") ``` --- -## Create and Register the Anomaly Detection Model +## Create the Anomaly Detection Model In this section, you will define a custom anomaly detection model, register it with Snowflake's Model Registry, and prepare it for use. Snowflake's Model Registry enables you to manage and deploy machine learning models seamlessly, ensuring efficient integration with your data workflows. @@ -246,7 +249,7 @@ mv = ml_reg.log_model( ) ``` -### Register the Model in Snowflake +## Register the Model in Snowflake After defining the custom anomaly detection model, the next step is to register it in Snowflake's Model Registry. The Model Registry allows you to store, version, and manage your machine learning models directly within Snowflake, ensuring seamless integration and deployment. @@ -268,7 +271,7 @@ X_pred = mv.run(X_train_snowdf, function_name="predict") ``` -## Build a ChatUI on Streamlit to Learn More about the Anomalies +## Build a ChatUI on Streamlit Streamlit provides an intuitive and interactive interface for building data-driven applications. In this section, you'll create a ChatUI that allows you to interact with your anomaly detection data, enabling you to gain actionable insights and engage with the results of your model. From aa671c7f1bac486bc4bc0d6aea55f7ecd76dd163 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Tue, 17 Dec 2024 20:43:18 -0800 Subject: [PATCH 29/35] Organized Imports --- .../build_a_custom_model_for_anomaly_detection.md | 6 ------ 1 file changed, 6 deletions(-) diff --git a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md index 1e3fc904d..2c647b24c 100644 --- a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md +++ b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md @@ -332,12 +332,6 @@ This ChatUI leverages Streamlit's features to provide: from snowflake.core import Root from snowflake.snowpark.exceptions import SnowparkSQLException from snowflake.cortex import Complete, ExtractAnswer, Sentiment, Summarize, Translate, ClassifyText - - from snowflake.snowpark.context import get_active_session - - # Import python packages - import streamlit as st - from snowflake.core import Root from snowflake.snowpark.context import get_active_session # Constants From 13eecdc7e308cf5d848d19b9f726d18f1f92f9e8 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Wed, 18 Dec 2024 09:48:39 -0800 Subject: [PATCH 30/35] Swapped out Extract Answer with Complete --- .../gain_insights_from_unstructured_data.md | 85 +++++++------------ 1 file changed, 33 insertions(+), 52 deletions(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index db374259d..86aa8f581 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -44,7 +44,7 @@ In this quickstart, you will learn: * What our international customers are saying with Cortex **Translate** * Get a summary of what customers are saying with Cortex **Summary** * Classify reviews to determine if they would recommend a food truck with Cortex **ClassifyText** - * Gain specific insights with Cortex **ExtractAnswer** + * Gain specific insights with Cortex **Complete** * Understand how customers are feeling with Cortex **Sentiment** @@ -472,56 +472,49 @@ In this section, you will make use of **Snowflake Cortex LLM - ClassifyText** to ``` -## Extract Answers from what your customers are saying +## Leverage an LLM to find your answer Duration: 5 ### Overview -In this section, you will leverage **Snowflake Cortex LLM - Extract Answer** to get answers to your specific questions: +In this section, you will leverage **Snowflake Cortex LLM - Complete* to get answers to your specific questions: * Answer specific questions you have that lives inside the unstructured data you have ### Answer specific questions you have -* Using **Snowflake Cortex LLM - Extract Answer** to dive into questions you have +* Using **Snowflake Cortex LLM - Complete** to dive into questions you have #### Python ```python - # Step 1: Add a row number for each review within each TRUCK_BRAND_NAME - window_spec = Window.partition_by("TRUCK_BRAND_NAME").order_by("REVIEW") - ranked_reviews_df = reviews_df.with_column( - "ROW_NUM", F.row_number().over(window_spec) - ) - - # Step 2: Filter to include only the first 20 rows per TRUCK_BRAND_NAME to get a general idea - filtered_reviews_df = ranked_reviews_df.filter(F.col("ROW_NUM") <= 20) + # Step 1: Add a row number for each review within each TRUCK_BRAND_NAME + window_spec = Window.partition_by("TRUCK_BRAND_NAME").order_by("REVIEW") + ranked_reviews_df = reviews_df.with_column( + "ROW_NUM", F.row_number().over(window_spec) + ) - # Step 3: Aggregate reviews by TRUCK_BRAND_NAME - aggregated_reviews_df = filtered_reviews_df.group_by("TRUCK_BRAND_NAME").agg( - F.array_agg(F.col("REVIEW")).alias("ALL_REVIEWS") - ) + # Step 2: Filter to include only the first 20 rows per TRUCK_BRAND_NAME to get a general idea + filtered_reviews_df = ranked_reviews_df.filter(F.col("ROW_NUM") <= 20) - # Step 4: Convert the array of reviews to a single string - concatenated_reviews_df = aggregated_reviews_df.with_column( - "ALL_REVIEWS_TEXT", F.call_function("array_to_string", F.col("ALL_REVIEWS"), F.lit(' ')) - ) + # Step 3: Aggregate reviews by TRUCK_BRAND_NAME + aggregated_reviews_df = filtered_reviews_df.group_by("TRUCK_BRAND_NAME").agg( + F.array_agg(F.col("REVIEW")).alias("ALL_REVIEWS") + ) - # Step 5: Generate summaries for each truck brand - summarized_reviews_df = concatenated_reviews_df.with_column( - "NUMBER_ONE_DISH", cortex.ExtractAnswer(F.col("ALL_REVIEWS_TEXT"), "What is the number one dish positively mentioned in the feedback?") - ) + # Step 4: Convert the array of reviews to a single string + concatenated_reviews_df = aggregated_reviews_df.with_column( + "ALL_REVIEWS_TEXT", F.call_function("array_to_string", F.col("ALL_REVIEWS"), F.lit(' ')) + ) - # Step 6: Extract the first element of the array - first_element_df = summarized_reviews_df.with_column( - "FIRST_ELEMENT", F.expr("NUMBER_ONE_DISH[0]") - ) + question = "What is the number one dish positively mentioned in the feedback?" - # Step 7: Parse the first element as JSON and extract the "answer" field - readable_df = first_element_df.with_column( - "NUMBER_ONE_DISH", F.get(F.parse_json(F.col("FIRST_ELEMENT")), F.lit("answer")) - ) + # Step 5: Answer our question + summarized_reviews_df = concatenated_reviews_df.with_column( + "NUMBER_ONE_DISH", cortex.Complete("mistral-large2", + F.concat(F.lit(f'Context:'), + F.col("ALL_REVIEWS_TEXT"), + F.lit(f' Question:{question} Answer briefly and concisely and only name the dish:')))) - # Display the simplified results - readable_df.select(["TRUCK_BRAND_NAME", "NUMBER_ONE_DISH"]).show() + summarized_reviews_df.select("TRUCK_BRAND_NAME", "NUMBER_ONE_DISH").show(3) ``` #### SQL ```sql @@ -553,25 +546,13 @@ In this section, you will leverage **Snowflake Cortex LLM - Extract Answer** to SUMMARIZED_REVIEWS AS ( SELECT TRUCK_BRAND_NAME, - SNOWFLAKE.CORTEX.EXTRACT_ANSWER( - ALL_REVIEWS_TEXT, - 'What is the number one dish positively mentioned in the feedback?' - ) AS NUMBER_ONE_DISH + SNOWFLAKE.CORTEX.COMPLETE( + 'mistral-large2', + 'Context:' || ALL_REVIEWS_TEXT || ' Question: What is the number one dish positively mentioned in the feedback? Answer briefly and concisely and only name the dish:' + ) AS NUMBER_ONE_DISH FROM CONCATENATED_REVIEWS - ), - FIRST_ELEMENT AS ( - SELECT - TRUCK_BRAND_NAME, - NUMBER_ONE_DISH[0] AS FIRST_ELEMENT - FROM SUMMARIZED_REVIEWS - ), - READABLE_REVIEWS AS ( - SELECT - TRUCK_BRAND_NAME, - PARSE_JSON(FIRST_ELEMENT):answer AS NUMBER_ONE_DISH - FROM FIRST_ELEMENT ) - SELECT TRUCK_BRAND_NAME, NUMBER_ONE_DISH FROM READABLE_REVIEWS; + SELECT TRUCK_BRAND_NAME, NUMBER_ONE_DISH FROM SUMMARIZED_REVIEWS LIMIT 3; ``` @@ -614,7 +595,7 @@ With the completion of this quickstart, you have now: * Implementing advanced AI capabilities through Snowflake Cortex in minutes * Leveraging enterprise-grade language models directly within Snowflake's secure environment * Executing sophisticated natural language processing tasks with pre-optimized models that eliminate the need for prompt engineering. - * You've mastered a powerful suite of AI-driven text analytics capabilities, from seamlessly breaking through language barriers with Translate, to decoding customer emotions through Sentiment analysis, extracting precise insights with Extract Answer, and automatically categorizing feedback using Classify Text. These sophisticated functions transform raw customer reviews into actionable business intelligence, all within Snowflake's secure environment. + * You've mastered a powerful suite of AI-driven text analytics capabilities, from seamlessly breaking through language barriers with Translate, to decoding customer emotions through Sentiment analysis, extracting precise insights with Complete, and automatically categorizing feedback using Classify Text. These sophisticated functions transform raw customer reviews into actionable business intelligence, all within Snowflake's secure environment. ### Related Resources From 6bbe0c929ca32d5c8b70f205f412886d8a13feff Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Wed, 18 Dec 2024 10:10:56 -0800 Subject: [PATCH 31/35] Typo Fix and Missing Text --- .../gain_insights_from_unstructured_data.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index 86aa8f581..dc7fb444d 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -26,7 +26,7 @@ In this Quickstart guide, you will be help the fictitious food truck company, Ta You will need the following things before beginning: * Snowflake account in a cloud region where Snowflake Cortex LLM functions/models are [supported](https://docs.snowflake.com/user-guide/snowflake-cortex/llm-functions#availability). - * Cortex functions used - Complete, Translate, Sentiment + * Cortex functions used - Complete, Translate, Sentiment, ClassifyText * Model used - mistral-large2 * Snowflake Notebook enabled in your Snowflake account @@ -477,7 +477,7 @@ Duration: 5 ### Overview -In this section, you will leverage **Snowflake Cortex LLM - Complete* to get answers to your specific questions: +In this section, you will leverage **Snowflake Cortex LLM - Complete** to get answers to your specific questions: * Answer specific questions you have that lives inside the unstructured data you have ### Answer specific questions you have From 68840d2eec0e15d9f3371f4303b0c9f2e3bfe815 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Wed, 18 Dec 2024 11:04:11 -0800 Subject: [PATCH 32/35] Fixed dead link, Changed Wording and Added more Resources --- .../gain_insights_from_unstructured_data.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index ec9aa5024..ae4806bda 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -249,7 +249,7 @@ Duration: 5 ### Overview You will use [Snowsight](https://docs.snowflake.com/en/user-guide/ui-snowsight.html#), the Snowflake web interface, to create Snowflake notebook by importing notebook. -* Download the notebook **gaining_insights_from_unstructured_data.ipynb** using this [link](https://github.com/Snowflake-Labs/sfguide-gaining-insights-from-unstructured-data-with-cortex-ai/tree/main/notebook) +* Download the notebook **gaining_insights_from_unstructured_data.ipynb** using this [link](https://github.com/Snowflake-Labs/sfguide-gaining-insights-from-unstructured-data-with-cortex-ai/blob/main/gaining_insights_from_unstructured_data.ipynb) * Navigate to Notebooks in [Snowsight](https://docs.snowflake.com/en/user-guide/ui-snowsight.html#) by clicking on Projects -> Notebook @@ -423,7 +423,7 @@ In this section, you will leverage **Snowflake Cortex LLM - Summarize** to quick ``` -## Categories unstructured review text data +## Categorize unstructured review text data Duration: 5 ### Overview @@ -602,6 +602,8 @@ With the completion of this quickstart, you have now: Want to learn more about the tools and technologies used in this quickstart? Check out the following resources: -* [Source Code on GitHub](https://github.com/Snowflake-Labs/sfguide-customer-reviews-analytics-using-snowflake-cortex) * [Cortex LLM](https://docs.snowflake.com/en/user-guide/snowflake-cortex/llm-functions) * [Snowpark Python Developer Guide](https://docs.snowflake.com/en/developer-guide/snowpark/python/index) +* [Intelligent document field extraction and analytics with Document AI]() +* [Build a RAG-based knowledge assistant with Cortex Search and Streamlit]() +* [Build conversational analytics app (text-to-SQL) with Cortex Analyst]() \ No newline at end of file From 73e8f40de0066a1e1fb8cc817ecbe834deb839d1 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Wed, 18 Dec 2024 14:24:27 -0800 Subject: [PATCH 33/35] Simplify rest of QS by doing more setup work. --- .../gain_insights_from_unstructured_data.md | 563 ++++++++---------- 1 file changed, 239 insertions(+), 324 deletions(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index ae4806bda..75b3ea04c 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -63,181 +63,211 @@ You will use [Snowsight](https://docs.snowflake.com/en/user-guide/ui-snowsight.h ```sql - USE ROLE sysadmin; - - /*-- - • database, schema and warehouse creation - --*/ - - -- create tb_voc database - CREATE OR REPLACE DATABASE tb_voc; - - -- create raw_pos schema - CREATE OR REPLACE SCHEMA tb_voc.raw_pos; - - -- create raw_customer schema - CREATE OR REPLACE SCHEMA tb_voc.raw_support; - - -- create harmonized schema - CREATE OR REPLACE SCHEMA tb_voc.harmonized; - - -- create analytics schema - CREATE OR REPLACE SCHEMA tb_voc.analytics; - - -- create tasty_ds_wh warehouse - CREATE OR REPLACE WAREHOUSE tasty_ds_wh - WAREHOUSE_SIZE = 'large' - WAREHOUSE_TYPE = 'standard' - AUTO_SUSPEND = 60 - AUTO_RESUME = TRUE - INITIALLY_SUSPENDED = TRUE - COMMENT = 'data science warehouse for tasty bytes'; - - - USE WAREHOUSE tasty_ds_wh; - - /*-- - • file format and stage creation - --*/ - - CREATE OR REPLACE FILE FORMAT tb_voc.public.csv_ff - type = 'csv'; - - CREATE OR REPLACE STAGE tb_voc.public.s3load - COMMENT = 'Quickstarts S3 Stage Connection' - url = 's3://sfquickstarts/tastybytes-voc/' - file_format = tb_voc.public.csv_ff; - - /*-- - raw zone table build - --*/ - - -- menu table build - CREATE OR REPLACE TABLE tb_voc.raw_pos.menu - ( - menu_id NUMBER(19,0), - menu_type_id NUMBER(38,0), - menu_type VARCHAR(16777216), - truck_brand_name VARCHAR(16777216), - menu_item_id NUMBER(38,0), - menu_item_name VARCHAR(16777216), - item_category VARCHAR(16777216), - item_subcategory VARCHAR(16777216), - cost_of_goods_usd NUMBER(38,4), - sale_price_usd NUMBER(38,4), - menu_item_health_metrics_obj VARIANT - ); - - -- truck table build - CREATE OR REPLACE TABLE tb_voc.raw_pos.truck - ( - truck_id NUMBER(38,0), - menu_type_id NUMBER(38,0), - primary_city VARCHAR(16777216), - region VARCHAR(16777216), - iso_region VARCHAR(16777216), - country VARCHAR(16777216), - iso_country_code VARCHAR(16777216), - franchise_flag NUMBER(38,0), - year NUMBER(38,0), - make VARCHAR(16777216), - model VARCHAR(16777216), - ev_flag NUMBER(38,0), - franchise_id NUMBER(38,0), - truck_opening_date DATE - ); - - -- order_header table build - CREATE OR REPLACE TABLE tb_voc.raw_pos.order_header - ( - order_id NUMBER(38,0), - truck_id NUMBER(38,0), - location_id FLOAT, - customer_id NUMBER(38,0), - discount_id VARCHAR(16777216), - shift_id NUMBER(38,0), - shift_start_time TIME(9), - shift_end_time TIME(9), - order_channel VARCHAR(16777216), - order_ts TIMESTAMP_NTZ(9), - served_ts VARCHAR(16777216), - order_currency VARCHAR(3), - order_amount NUMBER(38,4), - order_tax_amount VARCHAR(16777216), - order_discount_amount VARCHAR(16777216), - order_total NUMBER(38,4) - ); - - -- truck_reviews table build - CREATE OR REPLACE TABLE tb_voc.raw_support.truck_reviews - ( - order_id NUMBER(38,0), - language VARCHAR(16777216), - source VARCHAR(16777216), - review VARCHAR(16777216), - review_id NUMBER(18,0) - ); - - /*-- - • harmonized view creation - --*/ - - -- truck_reviews_v view - CREATE OR REPLACE VIEW tb_voc.harmonized.truck_reviews_v - AS - SELECT DISTINCT - r.review_id, - r.order_id, - oh.truck_id, - r.language, - source, - r.review, - t.primary_city, - oh.customer_id, - TO_DATE(oh.order_ts) AS date, - m.truck_brand_name - FROM tb_voc.raw_support.truck_reviews r - JOIN tb_voc.raw_pos.order_header oh - ON oh.order_id = r.order_id - JOIN tb_voc.raw_pos.truck t - ON t.truck_id = oh.truck_id - JOIN tb_voc.raw_pos.menu m - ON m.menu_type_id = t.menu_type_id; - - /*-- - • analytics view creation - --*/ - - -- truck_reviews_v view - CREATE OR REPLACE VIEW tb_voc.analytics.truck_reviews_v - AS - SELECT * FROM harmonized.truck_reviews_v; - - - /*-- - raw zone table load - --*/ - - - -- menu table load - COPY INTO tb_voc.raw_pos.menu - FROM @tb_voc.public.s3load/raw_pos/menu/; - - -- truck table load - COPY INTO tb_voc.raw_pos.truck - FROM @tb_voc.public.s3load/raw_pos/truck/; - - -- order_header table load - COPY INTO tb_voc.raw_pos.order_header - FROM @tb_voc.public.s3load/raw_pos/order_header/; - - -- truck_reviews table load - COPY INTO tb_voc.raw_support.truck_reviews - FROM @tb_voc.public.s3load/raw_support/truck_reviews/; - - - -- scale wh to medium - ALTER WAREHOUSE tasty_ds_wh SET WAREHOUSE_SIZE = 'Medium'; + USE ROLE sysadmin; + + /*-- + • database, schema and warehouse creation + --*/ + + -- create tb_voc database + CREATE OR REPLACE DATABASE tb_voc; + + -- create raw_pos schema + CREATE OR REPLACE SCHEMA tb_voc.raw_pos; + + -- create raw_customer schema + CREATE OR REPLACE SCHEMA tb_voc.raw_support; + + -- create harmonized schema + CREATE OR REPLACE SCHEMA tb_voc.harmonized; + + -- create analytics schema + CREATE OR REPLACE SCHEMA tb_voc.analytics; + + -- create tasty_ds_wh warehouse + CREATE OR REPLACE WAREHOUSE tasty_ds_wh + WAREHOUSE_SIZE = 'large' + WAREHOUSE_TYPE = 'standard' + AUTO_SUSPEND = 60 + AUTO_RESUME = TRUE + INITIALLY_SUSPENDED = TRUE + COMMENT = 'data science warehouse for tasty bytes'; + + + USE WAREHOUSE tasty_ds_wh; + + /*-- + • file format and stage creation + --*/ + + CREATE OR REPLACE FILE FORMAT tb_voc.public.csv_ff + type = 'csv'; + + CREATE OR REPLACE STAGE tb_voc.public.s3load + COMMENT = 'Quickstarts S3 Stage Connection' + url = 's3://sfquickstarts/tastybytes-voc/' + file_format = tb_voc.public.csv_ff; + + /*-- + raw zone table build + --*/ + + -- menu table build + CREATE OR REPLACE TABLE tb_voc.raw_pos.menu + ( + menu_id NUMBER(19,0), + menu_type_id NUMBER(38,0), + menu_type VARCHAR(16777216), + truck_brand_name VARCHAR(16777216), + menu_item_id NUMBER(38,0), + menu_item_name VARCHAR(16777216), + item_category VARCHAR(16777216), + item_subcategory VARCHAR(16777216), + cost_of_goods_usd NUMBER(38,4), + sale_price_usd NUMBER(38,4), + menu_item_health_metrics_obj VARIANT + ); + + -- truck table build + CREATE OR REPLACE TABLE tb_voc.raw_pos.truck + ( + truck_id NUMBER(38,0), + menu_type_id NUMBER(38,0), + primary_city VARCHAR(16777216), + region VARCHAR(16777216), + iso_region VARCHAR(16777216), + country VARCHAR(16777216), + iso_country_code VARCHAR(16777216), + franchise_flag NUMBER(38,0), + year NUMBER(38,0), + make VARCHAR(16777216), + model VARCHAR(16777216), + ev_flag NUMBER(38,0), + franchise_id NUMBER(38,0), + truck_opening_date DATE + ); + + -- order_header table build + CREATE OR REPLACE TABLE tb_voc.raw_pos.order_header + ( + order_id NUMBER(38,0), + truck_id NUMBER(38,0), + location_id FLOAT, + customer_id NUMBER(38,0), + discount_id VARCHAR(16777216), + shift_id NUMBER(38,0), + shift_start_time TIME(9), + shift_end_time TIME(9), + order_channel VARCHAR(16777216), + order_ts TIMESTAMP_NTZ(9), + served_ts VARCHAR(16777216), + order_currency VARCHAR(3), + order_amount NUMBER(38,4), + order_tax_amount VARCHAR(16777216), + order_discount_amount VARCHAR(16777216), + order_total NUMBER(38,4) + ); + + -- truck_reviews table build + CREATE OR REPLACE TABLE tb_voc.raw_support.truck_reviews + ( + order_id NUMBER(38,0), + language VARCHAR(16777216), + source VARCHAR(16777216), + review VARCHAR(16777216), + review_id NUMBER(18,0) + ); + + /*-- + • harmonized view creation + --*/ + + -- truck_reviews_v view + CREATE OR REPLACE VIEW tb_voc.harmonized.truck_reviews_v + AS + SELECT DISTINCT + r.review_id, + r.order_id, + oh.truck_id, + r.language, + source, + r.review, + t.primary_city, + oh.customer_id, + TO_DATE(oh.order_ts) AS date, + m.truck_brand_name + FROM tb_voc.raw_support.truck_reviews r + JOIN tb_voc.raw_pos.order_header oh + ON oh.order_id = r.order_id + JOIN tb_voc.raw_pos.truck t + ON t.truck_id = oh.truck_id + JOIN tb_voc.raw_pos.menu m + ON m.menu_type_id = t.menu_type_id; + + /*-- + • analytics view creation + --*/ + + -- truck_reviews_v view + CREATE OR REPLACE VIEW tb_voc.analytics.truck_reviews_v + AS + SELECT * FROM harmonized.truck_reviews_v; + + + /*-- + raw zone table load + --*/ + + + -- menu table load + COPY INTO tb_voc.raw_pos.menu + FROM @tb_voc.public.s3load/raw_pos/menu/; + + -- truck table load + COPY INTO tb_voc.raw_pos.truck + FROM @tb_voc.public.s3load/raw_pos/truck/; + + -- order_header table load + COPY INTO tb_voc.raw_pos.order_header + FROM @tb_voc.public.s3load/raw_pos/order_header/; + + -- truck_reviews table load + COPY INTO tb_voc.raw_support.truck_reviews + FROM @tb_voc.public.s3load/raw_support/truck_reviews/; + + + -- scale wh to medium + ALTER WAREHOUSE tasty_ds_wh SET WAREHOUSE_SIZE = 'Medium'; + + + CREATE OR REPLACE TABLE CONCATENATED_REVIEWS AS + WITH RANKED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + REVIEW, + ROW_NUMBER() OVER (PARTITION BY TRUCK_BRAND_NAME ORDER BY REVIEW) AS ROW_NUM + FROM TRUCK_REVIEWS_V + ), + FILTERED_REVIEWS AS ( + SELECT * + FROM RANKED_REVIEWS + WHERE ROW_NUM <= 20 + ), + AGGREGATED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + ARRAY_AGG(REVIEW) AS ALL_REVIEWS + FROM FILTERED_REVIEWS + GROUP BY TRUCK_BRAND_NAME + ), + CONCATENATED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + ARRAY_TO_STRING(ALL_REVIEWS, ' ') AS ALL_REVIEWS_TEXT + FROM AGGREGATED_REVIEWS + ) + + SELECT * FROM CONCATENATED_REVIEWS; -- setup completion note SELECT 'Setup is complete' AS note; @@ -325,101 +355,24 @@ In this section, you will leverage **Snowflake Cortex LLM - Summarize** to quick #### Python ```python - # Step 1: Add a row number for each review within each TRUCK_BRAND_NAME - window_spec = Window.partition_by("TRUCK_BRAND_NAME").order_by("REVIEW") - ranked_reviews_df = reviews_df.with_column( - "ROW_NUM", F.row_number().over(window_spec) - ) - - # Step 2: Filter to include only the first 20 rows per TRUCK_BRAND_NAME to get a general idea - filtered_reviews_df = ranked_reviews_df.filter(F.col("ROW_NUM") <= 20) - - # Step 3: Aggregate reviews by TRUCK_BRAND_NAME - aggregated_reviews_df = filtered_reviews_df.group_by("TRUCK_BRAND_NAME").agg( - F.array_agg(F.col("REVIEW")).alias("ALL_REVIEWS") - ) - - # Step 4: Convert the array of reviews to a single string - concatenated_reviews_df = aggregated_reviews_df.with_column( - "ALL_REVIEWS_TEXT", F.call_function("array_to_string", F.col("ALL_REVIEWS"), F.lit(' ')) - ) - - # Step 5: Generate summaries for each truck brand - summarized_reviews_df = concatenated_reviews_df.with_column( - "SUMMARY", cortex.Summarize(F.col("ALL_REVIEWS_TEXT")) - ) - - # Step 6: Display the results - summarized_reviews_df.select(["TRUCK_BRAND_NAME", "SUMMARY"]).show(3) - - one_summary_row = summarized_reviews_df.limit(1).collect() - if one_summary_row: - brand = one_summary_row[0]['TRUCK_BRAND_NAME'] - summary = one_summary_row[0]['SUMMARY'] - - # Split the summary roughly in half - half = len(summary) // 2 - split_index = summary[:half].rfind(' ') # Find the last space before the halfway point - if split_index == -1: - split_index = half # If no space found, split at halfway - - summary_part1 = summary[:split_index].strip() - summary_part2 = summary[split_index:].strip() + summarized_reviews_df = session.table("CONCATENATED_REVIEWS").select( + F.col("TRUCK_BRAND_NAME"), + cortex.Summarize(F.col("ALL_REVIEWS_TEXT")).alias("SUMMARY") + ) - print(f"Truck Brand: {brand}") - print(f"Summary (part 1): {summary_part1}") - print(f"Summary (part 2): {summary_part2}") + summarized_reviews_df.select(["TRUCK_BRAND_NAME", "SUMMARY"]).show(3) ``` #### SQL ```sql - -- Add a row number for each review within each TRUCK_BRAND_NAME - WITH RANKED_REVIEWS AS ( - SELECT - *, - ROW_NUMBER() OVER (PARTITION BY TRUCK_BRAND_NAME ORDER BY REVIEW) AS ROW_NUM - FROM TRUCK_REVIEWS_V - ), - - -- Filter to include only the first 20 rows per TRUCK_BRAND_NAME - FILTERED_REVIEWS AS ( - SELECT * - FROM RANKED_REVIEWS - WHERE ROW_NUM <= 20 - ), - - -- Aggregate reviews by TRUCK_BRAND_NAME - AGGREGATED_REVIEWS AS ( - SELECT - TRUCK_BRAND_NAME, - ARRAY_AGG(REVIEW) AS ALL_REVIEWS - FROM FILTERED_REVIEWS - GROUP BY TRUCK_BRAND_NAME - ), - - -- Convert the array of reviews into a single string - CONCATENATED_REVIEWS AS ( - SELECT - TRUCK_BRAND_NAME, - ARRAY_TO_STRING(ALL_REVIEWS, ' ') AS ALL_REVIEWS_TEXT - FROM AGGREGATED_REVIEWS - ), - - -- Generate summaries for each truck brand - SUMMARIZED_REVIEWS AS ( - SELECT - TRUCK_BRAND_NAME, - SNOWFLAKE.CORTEX.SUMMARIZE(ALL_REVIEWS_TEXT) AS SUMMARY - FROM CONCATENATED_REVIEWS - ) + -- Generate summaries for each truck brand + WITH SUMMARIZED_REVIEWS AS ( + SELECT + TRUCK_BRAND_NAME, + SNOWFLAKE.CORTEX.SUMMARIZE(ALL_REVIEWS_TEXT) AS SUMMARY + FROM CONCATENATED_REVIEWS + ) - -- Display the summaries and optionally split them into two parts - SELECT - TRUCK_BRAND_NAME, - SUMMARY, - LEFT(SUMMARY, FLOOR(LENGTH(SUMMARY) / 2)) AS SUMMARY_PART1, - RIGHT(SUMMARY, LENGTH(SUMMARY) - FLOOR(LENGTH(SUMMARY) / 2)) AS SUMMARY_PART2 - FROM SUMMARIZED_REVIEWS - LIMIT 3; + SELECT * FROM SUMMARIZED_REVIEWS; ``` @@ -487,73 +440,35 @@ In this section, you will leverage **Snowflake Cortex LLM - Complete** to get an #### Python ```python - # Step 1: Add a row number for each review within each TRUCK_BRAND_NAME - window_spec = Window.partition_by("TRUCK_BRAND_NAME").order_by("REVIEW") - ranked_reviews_df = reviews_df.with_column( - "ROW_NUM", F.row_number().over(window_spec) - ) - - # Step 2: Filter to include only the first 20 rows per TRUCK_BRAND_NAME to get a general idea - filtered_reviews_df = ranked_reviews_df.filter(F.col("ROW_NUM") <= 20) - - # Step 3: Aggregate reviews by TRUCK_BRAND_NAME - aggregated_reviews_df = filtered_reviews_df.group_by("TRUCK_BRAND_NAME").agg( - F.array_agg(F.col("REVIEW")).alias("ALL_REVIEWS") - ) - - # Step 4: Convert the array of reviews to a single string - concatenated_reviews_df = aggregated_reviews_df.with_column( - "ALL_REVIEWS_TEXT", F.call_function("array_to_string", F.col("ALL_REVIEWS"), F.lit(' ')) - ) - question = "What is the number one dish positively mentioned in the feedback?" - # Step 5: Answer our question - summarized_reviews_df = concatenated_reviews_df.with_column( - "NUMBER_ONE_DISH", cortex.Complete("mistral-large2", - F.concat(F.lit(f'Context:'), - F.col("ALL_REVIEWS_TEXT"), - F.lit(f' Question:{question} Answer briefly and concisely and only name the dish:')))) + summarized_reviews_df = session.table("CONCATENATED_REVIEWS").select( + F.col("TRUCK_BRAND_NAME"), + cortex.Complete( + "mistral-large2", + F.concat( + F.lit("Context: "), + F.col("ALL_REVIEWS_TEXT"), + F.lit(f" Question: {question} Answer briefly and concisely and only name the dish:") + ) + ).alias("NUMBER_ONE_DISH") + ) - summarized_reviews_df.select("TRUCK_BRAND_NAME", "NUMBER_ONE_DISH").show(3) + summarized_reviews_df.show(3) ``` #### SQL ```sql - WITH RANKED_REVIEWS AS ( - SELECT - TRUCK_BRAND_NAME, - REVIEW, - ROW_NUMBER() OVER (PARTITION BY TRUCK_BRAND_NAME ORDER BY REVIEW) AS ROW_NUM - FROM TRUCK_REVIEWS_V - ), - FILTERED_REVIEWS AS ( - SELECT * - FROM RANKED_REVIEWS - WHERE ROW_NUM <= 20 - ), - AGGREGATED_REVIEWS AS ( - SELECT - TRUCK_BRAND_NAME, - ARRAY_AGG(REVIEW) AS ALL_REVIEWS - FROM FILTERED_REVIEWS - GROUP BY TRUCK_BRAND_NAME - ), - CONCATENATED_REVIEWS AS ( - SELECT - TRUCK_BRAND_NAME, - ARRAY_TO_STRING(ALL_REVIEWS, ' ') AS ALL_REVIEWS_TEXT - FROM AGGREGATED_REVIEWS - ), - SUMMARIZED_REVIEWS AS ( + -- Gain Learnings from a specific question + WITH GAIN_LEARNINGS AS ( SELECT TRUCK_BRAND_NAME, SNOWFLAKE.CORTEX.COMPLETE( - 'mistral-large2', - 'Context:' || ALL_REVIEWS_TEXT || ' Question: What is the number one dish positively mentioned in the feedback? Answer briefly and concisely and only name the dish:' - ) AS NUMBER_ONE_DISH + 'mistral-large2', + 'Context:' || ALL_REVIEWS_TEXT || ' Question: What is the number one dish positively mentioned in the feedback? Answer briefly and concisely and only name the dish:' + ) AS NUMBER_ONE_DISH FROM CONCATENATED_REVIEWS ) - SELECT TRUCK_BRAND_NAME, NUMBER_ONE_DISH FROM SUMMARIZED_REVIEWS LIMIT 3; + SELECT TRUCK_BRAND_NAME, NUMBER_ONE_DISH FROM GAIN_LEARNINGS LIMIT 3; ``` @@ -604,6 +519,6 @@ Want to learn more about the tools and technologies used in this quickstart? Che * [Cortex LLM](https://docs.snowflake.com/en/user-guide/snowflake-cortex/llm-functions) * [Snowpark Python Developer Guide](https://docs.snowflake.com/en/developer-guide/snowpark/python/index) -* [Intelligent document field extraction and analytics with Document AI]() -* [Build a RAG-based knowledge assistant with Cortex Search and Streamlit]() -* [Build conversational analytics app (text-to-SQL) with Cortex Analyst]() \ No newline at end of file +* [Intelligent document field extraction and analytics with Document AI](https://quickstarts.snowflake.com/guide/automating_document_processing_workflows_with_document_ai/index.html?index=..%2F..index#0) +* [Build a RAG-based knowledge assistant with Cortex Search and Streamlit](https://quickstarts.snowflake.com/guide/ask_questions_to_your_own_documents_with_snowflake_cortex_search/index.html?index=..%2F..index#0) +* [Build conversational analytics app (text-to-SQL) with Cortex Analyst](https://quickstarts.snowflake.com/guide/getting_started_with_cortex_analyst/index.html?index=..%2F..index#0) \ No newline at end of file From 51d770f96661339257f7bf6873a40f687d0693aa Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Wed, 18 Dec 2024 14:49:24 -0800 Subject: [PATCH 34/35] Change to text_description --- .../gain_insights_from_unstructured_data.md | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md index 75b3ea04c..d3ed21828 100644 --- a/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md +++ b/site/sfguides/src/gain_insights_from_unstructured_data/gain_insights_from_unstructured_data.md @@ -391,9 +391,7 @@ In this section, you will make use of **Snowflake Cortex LLM - ClassifyText** to ```python # To understand whether a customer would recommend food truck based on their review text_description = """ - Tell me based on the following food truck customer review, will they recommend the food truck to \ - their friends and family? Answer should be only one of the following words - \ - "Likely" or "Unlikely" or "Unsure". + Tell me based on the following food truck customer review, will they recommend the food truck to their friends and family? """ reviews_df = reviews_df.withColumn('RECOMMEND', cortex.ClassifyText(F.col('REVIEW'),["Likely","Unlikely","Unsure"], test_description))\ From 4557b07d58797ceaefdd426b3590d286f546939f Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Mon, 6 Jan 2025 10:06:29 -0800 Subject: [PATCH 35/35] Update URLs --- .../build_a_custom_model_for_anomaly_detection.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md index 2c647b24c..128654d5f 100644 --- a/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md +++ b/site/sfguides/src/build_a_custom_model_for_anomaly_detection/build_a_custom_model_for_anomaly_detection.md @@ -13,7 +13,7 @@ tags: Getting Started, Data Science, Data Engineering ## Overview This guide follows the **detect_anomalies_on_production_floor.ipynb** notebook to simulate production data, analyze it, and detect anomalies using Snowflake and machine learning. By the end, you will have a registered anomaly detection model in Snowflake's Model Registry. -Download the Notebook [detect_anomalies_on_production_floor.ipynb](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/detect_anomolies_on_production_floor.ipynb) +Download the Notebook [detect_anomalies_on_production_floor.ipynb](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/notebooks/detect_anomolies_on_production_floor.ipynb) ### Prerequisites @@ -33,7 +33,7 @@ To complete this quickstart, you’ll need: - A Snowflake account in a region that supports Snowflake's Machine Learning and Model Registry capabilities. - Access to a warehouse with GPU capabilities for training the LSTM model. - Python libraries: `pandas`, `numpy`, `scikit-learn`, `tensorflow`, and `keras`. -- A copy of the [detect_anomalies_on_production_floor.ipynb](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/detect_anomolies_on_production_floor.ipynb) notebook. +- A copy of the [detect_anomalies_on_production_floor.ipynb](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/notebooks/detect_anomolies_on_production_floor.ipynb) notebook. - --- @@ -78,7 +78,7 @@ CREATE database Productionfloor_db; ### Open Snowflake Notebooks -1. Click on [Getting Started Notebook](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/detect_anomolies_on_production_floor.ipynb) to download the Notebook from GitHub. (NOTE: Do NOT right-click to download.) +1. Click on [Getting Started Notebook](https://github.com/Snowflake-Labs/sfguide-build-custom-model-to-detect-anomalies-on-production-floor/blob/main/notebooks/detect_anomolies_on_production_floor.ipynb) to download the Notebook from GitHub. (NOTE: Do NOT right-click to download.) 2. In your Snowflake account: * On the left hand navigation menu, click on Projects » Notebooks * On the top right, click on Notebook down arrow and select **Import .ipynb** file from the dropdown menu

E!(MCfIyYfBUvzT7b($U^kB<|d4h^I%$%C8CapJgzp$ z;^WK0Z}~c<%;#O9w_*^KQ9n7Ug|#GQN33d4VC3VRp>*LMp<}e&5(Cfw{5a#lDe*ysdPcN=1!^D^fws^ zM^-Sjl5KR9U-POTwp^{?pns_39}Mkmvx(*0IaEt>Pp1Hg`L+SIp*cy@nU1- zmhr0IgD0r>u)yXX5{2j@x}j{9hkng&*v_O;?KPfTt6C|N{uUwijn3`rN`i0YAG0q! zmTCoS@XBR=;B?sgy=4&j+o>ou;GBAhX-X4jpc}Hh5L|tXSCfcj4hG4mC99L3_;o^6 zk+t_cjA}R>i+o->t+En(n&yhzlogSOYF7fz8Tyw^M%59a%r;FN{$4M{!%%e~6gUX; z06Z5#u=5sJ(o#5B{rr$C@!0vy7dGwIdhgxw`0RV4n!``INjaI&#y=iZ|C+RNv`;T> z>vjx{LeH!X^x@PRE?iIf%v_yH9{HM9E5x_H-x;5%w*sJx%dWQ{i*G@V|K-eJ`qjr- zHIxKsh7+gGPYQ~iq_}XUZKoo9-&)UPB`&f2q8-g#zaVHxbfk|C26ys7xnyr z@dqE5e}JJR;rBPXnvChpz!CxjRz7_j^Vt=Y9kl^g^m4m-Gb0QJlW5@VfMI<>1ej z>T{2)7KlEhJ{q({BdR5NlR5OEYP5~}pN%3^y-*WeVlNrW5KI|l#OrEXKb}%$NiUa!`#41-^aE2UQBy2q8Luk+t9n! zM3((_8r6KI1Xazg0`?bgavl5Yu_8o|?p3l&s2tOqeA}Naaetj;u<6`tMC-eE_73cy z=t}H}`c$LmZj?FCX%Xaxhx+|>Kxr8wqM}UE6&v3)-8CmnJXf!;BRkC~ids%)6%{+_ zf_3=bn@A^{ybal@zKBD+6&$4_p!q}8Cn5O2cI{?jN8Dc(+n6vZKKSbJsX_kR>mcBm ztoPDB#S6GvI4D43Z$OK;g2lwIhxo6cm+-E*1om0kWQ}|C5El%Cnfs=r?gjF-1^O`I z$puCp%=aq)vIPGl?D4&UQp3fd>FFfDn4{TwGr)HDL8)ywU)K@9cT4O8#+{s(Rpit^EP3&OYHNnNH`l68dz(e zuUFxy!DSD|q0D7LN9b!-s_<)j(uNDa9kxROJ)_6?=+S;-qvhIrP^E18zIIpLPQ(%q2Rpep6w34Uykq7FofF| z!XA-U*bMWL2&_FlJ4X&PzUt)s$U&<6p|`vuwh;dO%xtEp<%fBS}Wwiv0K3y+&Zn9 zGKH~WKu|Z${S8P?uo%`>2R^al01fdgC3WKk{G0#dh#|ktH&PZ7iR{aP5ahp$|~o%o1i$63*C1e06LI&Tw}6(YXkum!NZYJNFQfvvM$E+ z+u0&vLMTV=KtqjgiG?vD`vA`Td6rn)_P^YU0lS|Wm0Z?1Kbq-2VTJuzJ<14oQ0v$d zr5^q5Mgxp_5zM3F0~CfJokGaPn%3J=8}K1&3C^>f!HOIokeuZe@H1|(Xyp{Zn62R} z;pDSapDWgkh-c}w$^Ydb?wmt*ShCugiDU|y5aTc2B-k9PCP>A5MbgY5gB-(btzLXn z5g@EoLqMyaW(S2;lbC@sZ@04a9oAUCQo%Nn@hyairSZwCrfa8aB(2I<4yxsj-M%MWrU3}i$Y0i-Q9cMG%NRv@&hM(odyhf@ zV7Az%y#O;PYKdl%*`i;IFM!(yI&^ae`bgyID|K1(c)nV?eC_Cf)k@uY;LDh*4-i!lqQo zI2xLA_>wZtqBJm>P>e5goNDn)MQXt=klo4HKqOEMMQ1mP?UNkUoygsTYQp+HKnh*` zoqvvf9jU4M1|@q&OLapq&(`B_g1aim#vl?}aX=^~7ONhf3jk8~ELJUvKH;}BsE?hW z|EaPesq1!*%ft_9=iNWwUTN|c*QdW4swZN2VT(gmxO>J2%Yy@5B3T`J^JEV0?+2X( z3%yWg`{}D@!-NMQ$&ckQczwm@$}e=w^AI%^@2x2kGC{{Q5l|puCq)L@xd6sEj8tp` zbmO?qcDI0Gv#|oSuhp-Upa~8g06dKvIYoembbSY^*tRG_;DAc-^&SdC573*Tf4v5y zoRHL^DmmMCXd3cAo7oTPF5o?7oXTy6Zvu4ijk(DZ&wLMxlwJz4{g8ZHf#TvNJGj&t zYo`A^5n$iX##){qeDO07DMZ1wF(Ko(Eg5SFtdh;XFQ3rb+#KAlS7;*r0&L8B;tth1 zfX|~PAd~Av0~&E+`voATQ`PhZ>ezN@VgkX*2#etFL*N|?A>J5>pt?K{^6ABw2}F9D zF1UU6U5pbndUe+VFoAAr2X4#O4HYnZV%H`b!vH(rxyF%yu%5HWj=~$i$805e$dDzY z&SYt1M_zEBe6)#-bQ^yg`svIH%s2}dChZp4hG0X%>i7=0t-V6Pc@~2O;nj6UPuGA+ z8QBLk^2#2Xh3<~+Xsw9l6W|wy#;RVXAOOs+6e>eQuYCX5(=!gLX5%_I+93f)u*|yb z%`^|bK<*I60&6u<_)Dy*aQ_5kDoZINtGDqGnp`C*V~WZ(;qp{r+9YJoCBiKPETb3z z?NO)e0TnQ?CIA^Vx44j1x{;U^&0#n)x%D0Nc%&O>xm*5Nh1hzXZz`f^pH}>fdAfXb z(f;0!N6>em@+TsH;D6S3f90|33CaI?D{XZ5V(UY+@kARhSuBD zSdQrDegLeyu<7!i_$1HO;Owui5(}+79VGxv55ViSNeNPtnC8a+<(hrh5!=%g+I4W! zexCdl6u_m{9x(Q*dZrD+RYk1NemG~I?S?UH^O(HB21%Weg^`+JY4Ht~RvoNNg|$hl zbL^VOJKo#A96O$LvHqoIO%=oqeQ--=)Y#>5Ft1;zQ$*=pGl;RP*@&60uO1I!$pO2D zlN8Z81X&7#1qG(E*xmfIFH`wqzQ8`Pa?^Rj3J(^QCWjW}n>{ zKr|ELlgtEuv#ct5II^)(%Wm+Ov7i|{Q3xR?M7R8-MW`0AbYx=Q)gs$7sUuo1wAk{~ zF0`lJ)F z3dNI{c^`ZpZtnR;GP{q{&%LCbE@}A#4oP#AE-PQZPSxR~j*dr5s{m*23SPip!RR~- zl3zVisSEYlSt##=49iQOdBGjGYNWvUexM7(nVHGvEFS{d)&_7UK7ry&O5vd!+f|HX oqJyLTKIX2TM6lc9mRLUsUd+ +## Overview +Duration: 5 + +In this quickstart, you'll learn how to build an end-to-end application that extracts text from images and makes it searchable using Large Language Models (LLMs). The application combines Optical Character Recognition (OCR), vector embeddings, and Retrieval Augmented Generation (RAG) to create an intelligent document assistant. + +### What You'll Learn +- Setting up OCR processing in Snowflake using Tesseract +- Creating and managing vector embeddings for semantic search +- Building a RAG-based question answering system +- Developing an interactive Streamlit interface + +### What You'll Build +A full-stack application that enables users to: +- Upload images containing text +- Process images through OCR to extract text +- Search through extracted text using semantic similarity +- Ask questions about the documents' content and get AI-powered responses +- View source images alongside answers + +### Prerequisites +- Snowflake account in a [supported region for Cortex functions](https://docs.snowflake.com/en/user-guide/cortex-overview) +- Account must have these features enabled: + - [Snowflake Notebooks](https://docs.snowflake.com/en/user-guide/ui-snowsight-notebooks) + - [Anaconda Packages](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-packages#using-third-party-packages-from-anaconda) + - [Cortex LLM Functions](https://docs.snowflake.com/en/sql-reference/functions/complete-snowflake-cortex) + - [Streamlit in Snowflake](https://docs.snowflake.com/en/developer-guide/streamlit/about-streamlit) +- Recommended package versions: + - Python 3.8 + - tesserocr latest version + - snowflake-snowpark-python 1.22.1 + - streamlit 1.26.0 + +## Setup Environment +Duration: 10 + +### Create Database and Schema + +1. Open a new worksheet in Snowflake +2. Create the database and schema: + +```sql +CREATE DATABASE IF NOT EXISTS ocr_rag; +CREATE SCHEMA IF NOT EXISTS images_to_ocr; +``` + +### Create Image Storage Stage + +1. Create a stage to store your images: + +```sql +CREATE STAGE IF NOT EXISTS @ocr_rag.images_to_ocr + ENCRYPTION = (TYPE = 'SNOWFLAKE_SSE') + DIRECTORY = (ENABLE = true); +``` + +### Upload Images + +1. Navigate to Data > Databases > OCR_RAG > IMAGES_TO_OCR > Stages +2. Click "Upload Files" button in top right +3. Select your image files +4. Verify upload success: + +```sql +ls @ocr_rag.images_to_ocr; +``` + +You should see your uploaded files listed with their sizes. + +> aside positive +> TIP: For best OCR results, ensure your images are: +> - Clear and well-lit +> - Text is oriented correctly +> - Minimum 300 DPI resolution +> - In common formats (PNG, JPEG, TIFF) + +### Move to Snowflake Notebook + +1. Click on **Projects** on the left sidebar +2. Select **Notebooks** +3. Use the dropdown next to the **Notebook** dropdown +4. Choose **Import .ipynb** to upload the notebook +5. Select the database **OCR_RAG** and schema **images_to_ocr** +6. Select your **Warehouse** +7. Select **Run on warehouse** + +## Import Required Packages + +```python +# Import python packages +import streamlit as st +import tesserocr +import io +import pandas as pd +from PIL import Image + +# Import Snowpark packages +from snowflake.snowpark.context import get_active_session +from snowflake.snowpark.types import StringType, StructField, StructType, IntegerType +from snowflake.snowpark.files import SnowflakeFile +from snowflake.core import CreateMode +from snowflake.core.table import Table, TableColumn +from snowflake.core.schema import Schema +from snowflake.core import Root + +# Setup session +session = get_active_session() +session.use_schema("ocr_rag") +root = Root(session) +database = root.databases[session.get_current_database()] +``` + +## Create Table Structure +Duration: 5 + +Create the table that will store processed documents: + +```sql +CREATE OR REPLACE TABLE docs_chunks_table ( + relative_path VARCHAR, + file_url VARCHAR, + scoped_file_url VARCHAR, + chunk VARCHAR, + chunk_vec VECTOR(FLOAT, 768) +); +``` + +This table stores: +- `relative_path`: Path to source image in stage +- `file_url`: Full URL to access image +- `scoped_file_url`: Temporary URL for secure access +- `chunk`: Extracted text segment +- `chunk_vec`: Vector embedding for semantic search + +> aside positive +> NOTE: The vector dimension (768) matches the e5-base-v2 embedding model we'll use. If you choose a different embedding model, adjust this value accordingly. + +## Implement OCR Processing +Duration: 15 + +### Create OCR Function + +1. Create a User-Defined Table Function (UDTF) for OCR: + +```python +session.sql("DROP FUNCTION IF EXISTS IMAGE_TEXT(VARCHAR)").collect() + +class ImageText: + def process(self, file_url: str): + with SnowflakeFile.open(file_url, 'rb') as f: + buffer = io.BytesIO(f.readall()) + image = Image.open(buffer) + text = tesserocr.image_to_text(image) + yield (text,) + +output_schema = StructType([StructField("full_text", StringType())]) + +session.udtf.register( + ImageText, + name="IMAGE_TEXT", + is_permanent=True, + stage_location="@ocr_rag.images_to_ocr", + schema="ocr_rag", + output_schema=output_schema, + packages=["tesserocr", "pillow","snowflake-snowpark-python"], + replace=True +) +``` + +This function: +1. Reads image binary data from stage +2. Converts to PIL Image object +3. Processes with Tesseract OCR +4. Returns extracted text + +### Process Images + +Run OCR on staged images: + +```sql +SELECT + relative_path, + file_url, + build_scoped_file_url(@ocr_rag.images_to_ocr, relative_path) AS scoped_file_url, + ocr_result.full_text +FROM + directory(@ocr_rag.images_to_ocr), + TABLE(IMAGE_TEXT(build_scoped_file_url(@ocr_rag.images_to_ocr, relative_path))) AS ocr_result; +``` + +> aside positive +> TROUBLESHOOTING: If OCR results are poor, check: +> - Image quality and resolution +> - Text orientation +> - Image format compatibility +> - Tesseract installation + +## Process Text and Create Embeddings +Duration: 10 + +Insert processed text and create embeddings: + +```sql +INSERT INTO docs_chunks_table (relative_path, file_url, scoped_file_url, chunk, chunk_vec) +SELECT + relative_path, + file_url, + scoped_file_url, + chunk.value, + SNOWFLAKE.CORTEX.EMBED_TEXT_768('e5-base-v2', chunk.value) AS chunk_vec +FROM + {{run_through_files_to_ocr}}, + LATERAL FLATTEN(SNOWFLAKE.CORTEX.SPLIT_TEXT_RECURSIVE_CHARACTER(full_text,'none', 4000, 400)) chunk; +``` + +This query: +1. Takes OCR output text +2. Splits into 4000-character chunks (400 character overlap) +3. Creates vector embeddings using e5-base-v2 model +4. Stores results in docs_chunks_table + +Verify data insertion: +```sql +SELECT COUNT(*) FROM docs_chunks_table; +``` + +## Build Question-Answering Interface +Duration: 15 + +### Create Streamlit App + +1. Click Streamlit in left sidebar +2. Create new app named "OCR_RAG_APP" +3. Select OCR_RAG database and images_to_ocr schema +4. Enter the following code: + +```python +import streamlit as st +from snowflake.snowpark.context import get_active_session +from snowflake.core import Root +import pandas as pd + +num_chunks = 3 +model = "mistral-7b" + +def create_prompt(myquestion): + cmd = """ + with results as + (SELECT RELATIVE_PATH, + VECTOR_COSINE_SIMILARITY(docs_chunks_schema.docs_chunks_table.chunk_vec, + SNOWFLAKE.CORTEX.EMBED_TEXT_768('e5-base-v2', ?)) as similarity, + chunk + from docs_chunks_schema.docs_chunks_table + order by similarity desc + limit ?) + select chunk, relative_path from results + """ + df_context = session.sql(cmd, params=[myquestion, num_chunks]).to_pandas() + + context_lenght = len(df_context) -1 + prompt_context = "" + for i in range (0, context_lenght): + prompt_context += df_context._get_value(i, 'CHUNK') + prompt_context = prompt_context.replace("'", "") + relative_path = df_context._get_value(0,'RELATIVE_PATH') + prompt = f""" + 'You are an expert assistance extracting information from context provided. + Answer the question based on the context. Be concise and do not hallucinate. + If you don´t have the information just say so. + Context: {prompt_context} + Question: + {myquestion} + Answer: ' + """ + cmd2 = f"select GET_PRESIGNED_URL(@ocr_rag.images_to_ocr, '{relative_path}', 360) as URL_LINK from directory(@ocr_rag.images_to_ocr)" + df_url_link = session.sql(cmd2).to_pandas() + url_link = df_url_link._get_value(0,'URL_LINK') + + return prompt, url_link, relative_path + +def complete(myquestion, model_name): + prompt, url_link, relative_path = create_prompt(myquestion) + cmd = """ + select SNOWFLAKE.CORTEX.COMPLETE(?,?) as response + """ + df_response = session.sql(cmd, params=[model_name, prompt]).collect() + return df_response, url_link, relative_path + +def display_response(question, model): + response, url_link, relative_path = complete(question, model) + res_text = response[0].RESPONSE + st.markdown(res_text) + display_url = f"Link to [{relative_path}]({url_link}) that may be useful" + st.markdown(display_url) + +st.title("Asking Questions to Your Scanned Documents with Snowflake Cortex:") +docs_available = session.sql("ls @ocr_rag.images_to_ocr").collect() +question = st.text_input("Enter question", placeholder="What are my documents about?", label_visibility="collapsed") +if question: + display_response(question, model) +``` + +### Code Walkthrough + +The application: +1. Uses vector similarity to find relevant text chunks +2. Creates a prompt with context and question +3. Calls Cortex LLM to generate answer +4. Displays answer and source image link + +Key parameters: +- `num_chunks`: Number of context chunks (default: 3) +- `model`: LLM model (default: mistral-7b) + +## Conclusion and Related Resources +Duration: 5 + +Congratulations! You've successfully built an end-to-end OCR and RAG application in Snowflake that transforms images into searchable, queryable content. Using Snowflake Notebooks and Cortex capabilities, you've implemented a solution that processes images through OCR, creates vector embeddings for semantic search, and provides AI-powered answers using Large Language Models - all while keeping your data secure within Snowflake's environment. Finally, you created a Streamlit application that allows users to interactively query their document content using natural language. + +We would love your feedback on this QuickStart Guide! Please submit your feedback using this [Feedback Form](https://github.com/Snowflake-Labs/sfguides/issues). + +### What You Learned +* How to implement OCR processing in Snowflake using Tesseract and Snowpark Python +* How to use open-source Python libraries from curated Snowflake Anaconda channel +* How to create and manage vector embeddings for semantic search capabilities +* How to build RAG applications using Snowflake Cortex Search and LLM functions +* How to create automated document processing pipelines using Snowflake Tasks +* How to develop interactive Streamlit applications within Snowflake + +### Related Resources +Documentation: +- [Snowflake Notebooks Overview](https://docs.snowflake.com/en/user-guide/ui-snowsight-notebooks) +- [Cortex Functions Documentation](https://docs.snowflake.com/en/user-guide/cortex-overview) +- [Streamlit in Snowflake Guide](https://docs.snowflake.com/en/developer-guide/streamlit/about-streamlit) +- [Vector Functions in Snowflake](https://docs.snowflake.com/en/user-guide/vector-functions) + +Blogs & Articles: +- [Introduction to RAG Applications](https://www.snowflake.com/blog/build-rag-applications-snowflake/) +- [Vector Search Best Practices](https://www.snowflake.com/blog/semantic-search-vector-database/) +- [OCR Processing at Scale](https://medium.com/snowflake/processing-documents-at-scale-with-snowflake-a894c59a449f) + +Sample Code & Guides: +- [Snowpark Python Guide](https://docs.snowflake.com/en/developer-guide/snowpark/python/index) +- [Snowflake Machine Learning Guide](https://docs.snowflake.com/en/developer-guide/machine-learning-guide) +- [Streamlit Components Library](https://docs.snowflake.com/en/developer-guide/streamlit/components) From 7eeb079e42f0300db6c3ef958f085f8bf5e57c29 Mon Sep 17 00:00:00 2001 From: James Cha-Earley Date: Mon, 18 Nov 2024 16:50:42 -0800 Subject: [PATCH 02/35] Removed unneeded File --- .../_shared_assets/Snowflake_SwitchRole.png | Bin 63592 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 site/sfguides/src/your_scanned_documents_made_conversational/_shared_assets/Snowflake_SwitchRole.png diff --git a/site/sfguides/src/your_scanned_documents_made_conversational/_shared_assets/Snowflake_SwitchRole.png b/site/sfguides/src/your_scanned_documents_made_conversational/_shared_assets/Snowflake_SwitchRole.png deleted file mode 100644 index 37f563ecbe8d5248443115cbd5bc2bc70c8ca209..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 63592 zcmagG1za3Wvo}fzF2MpMNFb2l?iO4EEEWjv?u$#X0E@f31_|!ENN{&|XG3sjvAvt; zJ?A^;-us>R?EZGTXS%C;y1J^Xru#n|rmQG~jX{EefPjE4`&se}0s=A}Jb#IX0zU>R z-}N9Myb!aJkWiMDkf2m{0-9Udnjs+2#hDly;(unM8#FR9G#ngbq{nb_{}LJ+`Nhz$ z`&Zwu5z1ebqm;?1y1JWha5rD7btC*x>1wjUiln@+Wf?4=^vhQq8&E<{q79*lwoAkx zP>Vrq{_-Uv!T*YaQc;eDjseaUfKZz>B99?@L`11mfcBe?(hDUt>y=T}i<$(=qnC!< z@5RPNZwM)MDEX<`kq3PdO%Ff34=bjw$-4@45_w<@CILv&jAS&9goX z2D`n1A6Vcr>gfCBut|!53pK#kP8Sw}%hcFRQ`THT0f7OYM?*k-fsgPKo_hiRB7|5W zApMg^K%jxA2na9ZgAq{SDL(wCoQwFMrO0%-FaI--aQU~Qn5u-VEId^;aWXTrceVt& zM8<6HA|N0NTd8TfXes~%On`PQMy5bxGZqg!hrc8ULLLI}teu&Q5v7Nnt-Z5=$0w?P zY6!sde=oCAQT|iK#pV;0rh+o11klNhlADE#g^fxWgOZX`$jQ`P;ESa6e~`n^K2ce^ zxHt%~vbwvwv$%7z0G%vY+4=eTS=l&PIXIZ%HJF_}?OlvKnC+dZ|Hb4#`AC{Mn>blH zxL5)0DgW{{G6uT3e4?WI+tB~{{Odl=Jgok!C41-p=oY+#tba>b*;&|F|8Hb2R_6Z$ z+24|Xk^R%Je>Ercmzls2WFtgQ^w1QJQ z!}}!6&dI^{A7uaEqW>$Y)_;+5aB=>3%KujK-zfj~K|smL3Vx$Te}yQ_F2wr(yY?UT zg;@Ve_`gZ~U&Hy&Rrq)cV+gVSAKehfNP1w)M?erokd+iu^LTNTg_`+VY9=Hjvkqy9 zl1fFiFEoIkalhQqH|n>=H+G}(fOGB${`^#B+@#$6d_)F*G`Vs9kg6Pg>$HrFv^DSw zc%{9pbz{9C`xWe@Y7XWvd*7Ec-J^$RJ{|1t3w7tJ+&Ur-{;fEfOrDi@9J ze@r%Um0uL{ApIL&f7_wsLQ)gevYfQ({$JSTBFfpl{9o!QTcZ8^UOSn)03!T%eRv`D z3!P4*O4DB2?>1_w+1H0hlBe9j!WZiH^L=FeKb=Aj`_*W-GMb3KGqyjLfyuGtEo*aK z`qlh#vBv!5$nWywvnjP+r+ro$kLQ=#u1hlevWgy8Qi6qzKi3%-naR?z0!Z-{O|ykR z*$G{dHvOf-e&?72(zfq^=Bu$VM^MFDBZV(F{djTUKyu$dmqbJ4!_H5RU!(c3&hrD*@DD-ESOY-xnmk-hq@Gs7!9wg!_UEs4; zy+BFRqftUhQvuZt(zc*xtz{fU(W$szY&qwP8`8VxiYBPzo%<5S?zy7f1vt;r*Mc1-OG5rm6 zJT%V$^lvq^hNb&IFLHY6TDFpXvovjX@#DM5 zs2WRV))@`b(6?jhJb}T-!!HuLw(2#au&?BW^8}r5ubl&AH06uV09=iGVCgpcWE}5HET8^!Oup@<(T?42 z`0lhMtR5tf>F7Slv$&jNAOrQlG}jw)@Ik?P;sLv}@!qry%$77cYsQjo6f?I!cRTOT zI!|!keuCC7*>paQNw}|??~kQr?KC@GcK_V!(M|hIs$FmBztn6bVX8L!)gE*e7e{m< zA#yrs=ax+&^xmO{vFV&J={EnqhhJVj!$$v3xFX^Y?B=O0D9E~>v@hzBPuFutVLvm1 zmD!%n((@m?9t;*OAq95+P&$}41GGy=jpnyFSJ2;L)OkD$ajsYkggVqZH%TZgUF_Ah zm-GHJoqa~}KSl8~OJ>qHefPY9X`aJ^+V5vJlFZ%H`ObK~I$@NA+a_%x86Skj54|z5={BA3>Y-xY8e!2!N-Tta9(rs~KS#=NWHFW+QT$PCnrQW%QUJuz>U^+a*1?!e&g1Uj7lO_Y=!rb)3=J%nvJ@im$MQ$d|SW0 zi0XpWRo`(^ZU3o;WEY9|$*~;CoVJ+>d$f1Xbl5I7*OXWj7xrsM(E_?+gq|hcpSCi9 zd|Tp8)X|Z}L$YHGdkUROFt%dy>Iiy`qC~HoJs>P~&xR-c5@%@)kOuC46!xh(Fbqo4 zX|(4&jmk7%C*zp|WPw*_EA*$-%GBn|HNjJD=WDN>9UkuY{c-$wRrkx;E|V*`QsfY)7clMk4GUh7&bVp{i^kTi`Tq*3s=5m@uTD53uRm?~@RH{&i{4R-D z{d5}-*@z*4WN37z*>*fQSC(kkltXV~`1kXBbilZ&xqfFoSeNr>C5ntSVij^lPEd}e zY=!jp(fXenV`@wq%aVH`78}ctF-^;?K&%X7^@RF9wSXoHBcgm*fuJJShJckunXc8(N~u>2LUbZqDEo`b3Gw@DWjS;Ln;m0+^S&v_C?HW7}_wZ-%S{yWY+1) zv!HX4=k1(EdGe`_`Ew?}c@vM_T2rqCNZOL#kN?c1&SeO{XE*h9cjk73le1Wf*8uBo z@;r#BLOYH2UGqd@ok@m9w(l_D{*ZOVgrr%>Bi^kTWa7VNmoY&R>|>Fxz4dH4QmpTF z@>VB1t!RmbSyu=txy|SP8Ek%@A5;|dqzD~PVbMC8rp_k5|74ziR2xyEQl{SaD57n5 zp0)YX)#Py`19kKnrQV-qCGm>*J>F#OjpVch(VX;nt$Uw)*4@6)(`DN_ z5b+b4-uki;&8oHP0ZB>$EcC>%wJGJW*$saPIlv#$*xKpl+!6$KTm_WXT{QX%``+5k zG;49H_OTRr9XRWxa9banj)Si_2Fl!^X*Q|D&YtYEDdgFHV}?X+BBT4uTP z?<$Yb9`e6~4Rb1Kt;3=Zb+M5Yi8Vcw~J=9b>=Lxt2U3zBY zWUk6Ke>QLICJcpaIi%nAXc%fcv;*1P>1@VQ@%Jzuyj>U~eq4?Xn>6;N&&Ajuf z#!jS!KS{%$Mw|)#u)XEn$eLj9=aRS912#;rMbF~isus7_M0r1mJ^jLQJL+|Reo*=` z`pbQTowPib;(4(9XO2S&?v-B9d7_=$(aq*@)ADIc#UA!oT^CFCo*x35`ViXssg3Hk zNXV7UQ;yfX&rFy{_SsUdFnuTm$`+f`Z{<4sW9^Z{ba0K5=Efke@W2Im_482=j_$_n z>^AbmhVeuAt-EhY=v9tW5%4eRP5%|nl zlNg*iylD9Bgk**IVb>5W}B_Td7!s}RKawX~jIm4;@J!2&rLtF>?x4To3< z`zNyw59uhf-cmW6c{=k7wU2$1cmN&?2}*O!hI0yG{^J2n4M+m_Pcc5vhO$*zn)Wb; zR5G*Pwu5Kh#?H7BNvhoP;d~|MNI3#T-R4B$ajxR~o31^-s*Y)+)0mY$o1H6y1RWX! z>i&U0p%Ap0=)=`sWGMot)s2WX=%G5>Uk8+Ka%;VfGPBV6_(M$9vHeQe2hxIHd2apAz(P*qlPl|Yedq_TPA4Zv4I2A(AGUARe>M+& z0zZvSDQ>zeuiTr*&An?sTEerBCrhHpW;fEermaG)FSU605dc*#K|#k)db*X=Bor&6OstnH+s1fGY(eR2PLGe)Sp9T$-ul72g6R8eWY9L z=ahp-<|7lkPr({8{6;p)n!t4eBSrq_%$8XftGc=}OqzaQV-C#`7J;MX)`kNo2LSaw zw;=T4_c5;mHPcJB*R3S((s!P%?!(|5$deb}Hd z=9PN(5Hi<#f;&Ixxy;Fu)`XVm({|RA{we?n>9b(xES! zt@?7G>+hcg;EaCtMRXP5gwA@C{Ky)B8~ob|R?)=w0%4+iS-)>Mi98teehk<_W_oz* z!;+O7e_siF$e@lE=~`R4{S}B6pu*av0qi^>p-mNTeHc=tgI@LEcmy_ILLP+8rL~QQ z(2KKAKv=h{-hn;4n?IsCE+OOWu=YO~3psZN1-fV{q}*24%dSVJ$UI75DYkCtN()Sn zh{R!}3voCbJnM$Yh7`#3F6f+Zdk{Ux-{6;yHgCC6boC=yc27Rx>tx|JvW}H`>s@!d z6ul85PA3o2N|9Gf?fyGWw;dEaQ|r%xTxU7*ezlIy=&AoTlN}qGQYE?@lo74L>?@9)2jY(iln8c1O2wK_qrr*8gvU)aIPj) z6TTVZyJadRJ6pA2V$HJVzExUoN+SA`Qf322vF|#W ziZR)+R%?&70OegFGeu6pgsdOtqsMGA%xrj?gV;0>CPav$q35%%_+xsRgrsf$AZUOL`7yy z_x%y9i&7C?`=L9E4jwlxTi>p2&@JWQYZkF8Xr?)K=4v-I_Rf#;KSHk# zfqhl1&5szo2NHuJ2JE9r?I0q;z^&wpl~nM9un~{lswIoyp^IRRPfy$3GeU9NU@!K) zl_a3reQ;{P;|H5U`91+jq}bM*&m5CNPmh?RLl!xQph8|Q8D_0*bZ|3l z$O3Sg%v>iVErD+L2IWL!)gfW#B<*Z~f@L)A6D!x+1mB1Ph+W~R{#JPZe&y5!v0Hwe zZw{*_(2eF-c_X#vi>mlSxir*o8^+uv9UR04J{1I4cyG-Fp_$Id2oGYUkTmyF~#DDf!+3_-ifCVx%v z+2qetO4ctQw+D9ho}xtl0*RN-Lo+>N6Y4uC*u6Q$Ol%S-0^@3p+O#q**1u_jY${^e z@VLu#`g9!ug2cAvbLsS|tswsP5tb7Yg$a=gX>4(%dd+q4fdj9<$h7rbuAacG^|G#u z2cQg-Olh4}-506WvW?90T&nK%vD#Vi_`&>iu#G+K?B1%R-}ku_G4RD%GY~i6+mQq`;07r0`s=x2Kqq)3+Ei z5TQ8ppK*)3eU#yfNB3KDW!FHrY+Q3(Yfy}>gLFKk(dzq*S$|n@-@wI01?)%jLthgs z42*ka$XB+HXZ?Vp=(+ANpJYfKLP{?u*hh}@(b8vpyRV{wZ;yL3SUP8QFE`fJd-!Pp zAqH7qLuMzWz}bSZha!*8x~R*Gx`|NMeg_;*3z|+eB+t`0h<^QYpaS`+jwP{i$CGvJ zfoI=Wq$mQGw~7LnwzR!w@6FDNUyhlUkp~uG&lWwM?88oe?~If3*l!bgeS3t27hLS< zUp!qdB%M0$?%|hlV^kq3aS7s~sGbHiwPA_0Kr6l0#4*G{?iIPILYyr{imaW_D8#ep zUX0DJsA!-IHyvYE!2Gb#A{xyw6ynoNhvm0L4`~)H3tDRTbI-W8!403LgF@mr;4zV_ zqmv?d^XZ%VOM)?tDZo+ng1+Oi)DZOqh0oT<;_H|q8uK+vZgjhq#<@02ZV28V;k!}i z%J%oE7Vl5?aD<&wT|Pa2p84@`u87+P7xQr0NvOjuXl8<~*kH0pZ=q5BWv_ew-a~9t z7ML{K?^H{n?-IxUEhMmlM7;@K=}At#@!=OpF(W8FvdKUl-(*lPImz zoY@sq)##w9K0=qfEU}K{@@rP?bb^_CIFFajA;xYift&k6mV1R=bc;=Fi<2PiD&*E+ z!?!=%G0NqXb2ToP{Bx)3$jwJotu0G#Fd7KOl&bY$H`;MMoM&gj#3DmJI@D@4VF5gG za+GhmQJ>6z-PN_fyt5+MWv#~lM-zKc*y6-Y&VHdW@(<1y7`)QVj}aq7KxhYLj1IeY z25Sp>37u!PY!yV?t1y)75B^5?;&pwZ>sH{RS87tnyW;g)z88Y}cU5Lh!qBJ2q3?Xj zxrdJ|h_#5ub51)_*gGG$iI6RCy%yP{7HHkx0L6OFyUQxwRO&X*e-J8%yEXB)|2$=g zEGF|kI#-;DJw+Cyh6?qvAl@BduH0rC4=6{%D2Woy&W9-Gy~zJg$`b3hHzDhHze&6A z2>8Un%g^-#ew8i|%@5UY=7(;81u_%}eu$l%URRMi#Ld6%mHw`5`(uexvgBSpWcEsm zdw(enb4QsiFjv7FL_osr2ves{XVABv$qNMA)~wi{4Cc<;q+c{~69(XJi|a9q|j#h?zu5U&Jkg z$L(!YiVgEF1y)wrM(e{5!P@aiP zptnw7ZNhDz3ZSXO^q4s=+PtW|4OMP{%x1-iP^ZhL4F}^m^tbIM|)eIftAQ5%0V8j1oMVlsWQ?X?1IU(uT zgdzwqnEEb8_g3<<{9qUUP$!Te38=}7%4kAD9&=*F+c%`%j}Tn=xjXt$CyDFOC5ac0 zP7JXtr+gwm+@=gKS^*+E3-U;vl`h6=4G}AJYlM_V z!>X}MHEZGp=j*M+zLtIEJ*=4L;y&q0Z8(p%R<{DcvAgL zP>yKp5A>TzYXA*xQ9*Al69yKHbjqY?XQ!=W@Ns-!B@D&1rIhZxSbJ4N64Nu51YflC zmD4x<4?bOZHo3oMdyK@7=anz z^~?Ss*htd+tZp@qwO5jDC&-H18}Ee~aoI;fw=2s_@ZMObW`Zl1Fae(UP~5z(bLt$x zpw%PJCWMIz-AMM=X|+kTbGPEjM5;hv%LX5;cjrTD*#MTEii4Mw1M{6_d|)ItT&#*oltG=ay}I<25)o zAh{5Czn|%BvpZiltK0+~edkj+80+-YI8OD`BpP^V<^0z7;O_1%>WMM;DCu1wvi^>s z7MdN5f@VBHo_01N;$FQD56hfc*KVw#XGH8yuUu3GlyKpz7~QOBRO8Tl*P^BW16XNA zT-5z1=+_m0?D2YL7%!s9Pq`q?PEbRjUa8CNF2%;n6SqwrGzvkt6IqdRBk^*hlm<|a&3*W^3*k;!Csv)SXS#YLH|5kCKrZRTc1VH`y2uisEx^P+8+ zwpfO~4o&74q&%Cr#qx|X7)SPT;r(N|W=;MK&(799b4JC!k(C7vNn+90?}Os;FecvP zzNUF^yi0qUVVO*afNLPM<=X1DL?jg~46B8KFeGfWa`e&2rkuJGSpj8*vRMrKg=MW; z%p-G(D@Y0LV(urngD5md;IPIBv;~h|{sa-^Jfrs{+2Sy5155FS z<6gV1@Kgk;6XwREB{X`^;NXum@l*vpST*I>J;^DLp9KI6dBv=PlU%FxG-Nv@VwP|6 zUJyvSYZKfk&VM*hvU$}=ivN{uL6h^^ln%pr{nqmf8>uanK&9fCKysBkw12y{FQS5? z|A;^asEdYie(T(ziq&BIWK)yFa%*)*Y3#}J#9)>p3uMlmUvX9W;m#hLJ)x6r+imYSL7V3}qA}zQiQz}qA zyWiYp8iGfYxPaur9qU6S4a=6|Q9`Di)~7s~Ov6`W4Bkgny?vd?sBX62o!#VSo--~JcIXxh22SshHx8&oEFH>4O1@-e4nBeV<$UQ zY3pL<;*0fqAUU2p$9GikSkCw>avi-E+#LV<7d^6or9K)aeJt=BP_ z5uA||n{vh%M|=DJm$xQ7$XII!TI z4UD-bazQ(0a&Pf{G>n9hHxg3C>kPjWMn~2>T2-flHVogh8bob-s`%iWR8ji=UICm^J~n3M$7JH=Y(vh z(r}oGul!}c0-!$c3AMsB_r*fQL)`SjqDY>6 zFJnGe9q-cJjfZnpy0-Y8>)ioChBAkz=|u<+LOSCec8|t8ZMhOEuF%waj+%Fz_ZE<{ z<06=@xn!9$t4-@LONwnMyG_4~bBqFopDUVZ+Xrp^4NZg0Axqy{K@K$w$Tt+)(+zCs zFsa^SCbsWlfh3@R2S{e&o|M-Z{wghGeX{?#?O(b67?kKsKGS5w*>owBF46s2~5Wpm#Z80v4I99jCJenG z;zja9d;M(VQ}kqf85`*)qY7;S6k+gxC&)g2~K> z(P}5Z^m7pkf1gLo;0`;m)zr0oxf4N{pb6qlZQQcJe6b)6&izHBb@l=&h&uQcdIXKZ z$}O}1ZYMf$J~A6A`6-3U$LEpVKmBOv*H=LkCW zM7I;^P;ls-Fjoaz;Sl`!`B)u?DHMWjs(IA~dHaE>Pe)_Do^PN$Er_f-1o&$rh)tw_ zftqw#IR$MknMrX~ea{E!-3*O_6DfJuNRH>Ok!RvDpYyWIVZ^y&ir*c3MsnAW_GQf_ z{aRl9hEGV$yDz#Uvw1@1S+tGO5b*IZbrMOLY42%3N&3dBTu86c)RtT-lN*@o zE%kk586F3yzeDIoMkHujAK&LjGN7I!tEl;feka_bCB>ZLHT*Ls{vOdd`^oT9)X(2w z{O31xIo>ocZyaypoukE|Q^{3DKoh1^WL5xOcoR}kidR?%BRa8*&|~w?nBn0U)1>RK z5fdAf%O^)z;)`>s+lYN5c}lJdE$?<{U*8Jb ziWU_7<6B#)H@WC^PK^{ujwwrBi$B#J%`=P3A*Bkb{9j^B%Yc`x1vL#VsF3!SIRpE{@V8R}r8HC^cn)139YoP6UwN?Cy#vN4 z7_1V8Er3P;ZyG=dszW|qvI~zp1lL!f!aFWtBLAUg*Sln~! znp$=$3`Wmyy@%`|#902;xSpLEPug>?84_fk5QzC^g$%!6iY;PSun^!kdt9R0qfxt~ zjL`}90Q5#_&2L4I!f)70(IZF#rh$T0pB{~q>IG~Wx)Op)-nMUX9yY5gjXYN(80BnQ zU~W`AopcVMzrd^2TR!||!Qvf%&FvAgX1JHR6YX|xbicn)8YXiR#_7u%M!?#EM4KM} z(PY`+?z!jcW?jeL1@nz%@cOmoMk-GA_p38Zd1w{it!)a2wy;2K+gdmr*4&fN#lXp`41HpU``SO{D@yJm>6orP`srTSZ0R??{@6Wc} zh^;R`2+3n!zU0?|m`*?Ux@jM+B|N&bNRhx{{zFFdXpjoQ~Zv&{id_2Rl#NP z!_nZ5l1uve#j2Mi7*A{+ruQw*2J?&!Fx*q0P(VQy{j(7@`0Q5wc)4YFvuQJ$vRf%2 zQupIts<@vmCteyWX z**}`1Hk8`?J(JJ&Knz<(-6NlsKlCh_y7t46F^=!+s>XAwSQ{f=WUoKdERM%RBhl6- z*>_h;1E-%~hVMDbtPJCC-9+>p6c_LYhFG=zoEwCRpz zTSzM69KLbxj;MWi)br`ane`)s4AXu&?8m(XU?JxB>>#wcVBb5HZ^&9$JZZvPZ9b zYITWJwN1*R!D62D%ZD|~eQD4B91`w4?$lIciFYgT&y<3(6Y>E!NaD5M#eSNzV@5B( z@Yqr+mKj3mbK*Cnmy-Q4GVZ4*-dy02|BMZ!a(e@?GwMn=3#_EMb>PdU%8$5jOx-ul zP<4=S@1kFezr=)@={tYsibZLAN?svMjly4)qzsKm4}l4c2DBxxg~_X*?+MJwxV^CW z6^0U>Gx#8VNKq>u6#guuRoR7V+dH6>9P)xVH7|dPP)#2_niW7ZregHLHlLcr$8tmx zx-2e_a-ft-&pFYgSrL1o9?`F)?`#9BlU%SA<4BVhqzxSuL>!^iw(=3#j+hqVAC~uR zJBV$X=5aPcGz4m%wxrTK#k4Us5iF$7Gl^JkA7CFw1zysPJ{k2?PFZVru3IaATV^xw z->V=}tUXR@4nwtj14wJ{^%*rdH;C{8byHq^N9WQ84NbPX+GLFc=K}TDAu9&oLPPCk&LQ9~RcCVIC6(8W)k&o)~4E!@c4%u}TU+vS;V*-d@r! z8c-u$M$)IJ`wT_4KR6TI(B3C$d!i_(nVWzMTo;^MWV7LAs{qc2N%x z*Bw3l6APLYDPlrzHlWICo!f{=kC;0TVvgIFceAJ!EoVKn{KqbjFT5T~9*&I(PXL;` z+70$Ut_L#pD2cvCe?Q`1C!M1ZXrd~V>mPabT)>QJhHsJoEzSYz1L)PspPm?V526@l z9RD<8PjvU$TeY#8>y1d431lqIceCG{YIZ<+rPhAWGKSw*kD7nO;4^pZKMXSd8$= z)9yTj5;rD53^AxL(nz;HobMGK2krIv ziTw1r??KX|U2*#z(d}WV+_vs@qVsCXC1%@ko$nE%ziw3aA$|f>II*qxI%mgI^Vx|y zHIV~Um_|2V-G1_{u@-OQn;B5b5aEB;!5r<8cr`i6| z?Ee{)8_SB8$oCl1*|aA=N>cKV+W$KWbX+>44&8D@If~D`+ze*+z%R@08m#{dww7`Z z?PpjM&Q$ibT$&AOslzmCg#Nz=3qu3GW6=3j-&7+Gmlk^SUVr&tM16q_m*2hN+7Bo6 z4f1xi|3!$8;(vu0RNi0qzX%Z>PuU^@{k>cc!b+nZ=OZP5k%0S0xn8c%{KKB5GjySM zugd~N`E5wTJ=KM#pX3h99IQV(PKc~_5yk(2W!eBcX&_F!o<;GEWq=C)G50r!%SAo0 zLy-^NA$y-I+abDMo>iG6aS%B{T->AGL4s5M1^uI4-Dn|JImxBMM<;+Q6iG1JDf zm+)U$X*66Ybtds{?jUsFTI<{(t4NyTQ2fWJM~*0ZMs?&3Z^Fxf0U=g;Yo9&j_SMd^ zX2?6RBoL#K?0~v`A=69to{N8aVTgYKKuup3iCyprRe5z5SL09I^!QnRhp7Y2GGqLx zHRXPX?s3p-LPvo0l<;}G9fGZ+JJG&KpUs|EUeA1R+dPgF&qM!|T|f4h3NC7YayZ1= z36;polLp{1lFV#=xj$yU7fxtCwB2XkbAL@Uca&P9)pD_?Pyq)}!dGlL|Kbx1<&vBT z@Kc>y6O6x}aTlZ#3+;Q#svI)1{@#1m>-%)ODAkT$8Nf_HcrP1mvrx%>Xh+dvHB)ql zl;&Ytt5O7btGa&UO30}0@|1DqoJQl4PlaJEl>)a%;2}2)UWLU9}^a#qsw$BN63I@-vrDTH~UJ9l*iT~ zV4&6YPx=MnFzOAEX%a7);)&Gfy^jvfHPBb6S^XIo6uz#C6i$QqaWo}DwIVcS>T|`P zFD!N!IGjXVAG8xj>@4aGQdp4VJ5}Jg)6x}1Y&$tnBH(OVPqajn@bgS4ZT>OmD=Fzr zOCLf-Zu*mw0X;Utt`C^jmPwSBx9Zfo|%7s4~V!3p>(;*rc$oQoz!caX%;r>w+ziauYto7 z%lMZXe>ur(7aZ`$F;-*kvc2zP2>D(}*=(GRh>OXFQBj46w33jxee!}Dxpo%4->Q-tj$Px?KA5g;&tB-+D;dQS*^7;)G@_2bL9D9ihqSl;4*wu!lO%v z&v@?X3uUR*HO7es=4)cOu|!rJvT%gDX!zHzg?MBAvsB1Osfwz$+>{4*!rN67h|i3O zr;aT%CY#ZUS&Cj}Nd~X2;`kJc)k0-fny^o+R=s81(vbEmw8FY;QTvs-!8qzMC6T9H z00KQN&G!&8r_d$miBE-#aRUG{3Q3~R6h+vGEp{`W%-z`JH{wD-IXMlZLzDnKmc0 zzQIzb*WQXvHV*M20Ls47O&eKuR*%uk`22Yd{mGFhaJbh=O#&~n#3-7U5W$uyd?vW$ z@=Ul(L%=6SRNAJ&o;DVjTt4_5AgkDqIwAZ}4&6;q%50=d=SsvQfFtO97TTU}R)&Z< zd-_p_hyfBrG>CA6ryr?mJSfOZ{Px8+lgl*j#goVOH&75~{lg_yW};+RU~_0fGiRP( zLYr4ifU4rX(CLGxfW~ty?cJ4`6eTU%PZTr7Nrug8HseqeBS6gOnGDpFG_EJeSh4X} zwxmRZ)QLBB-GsTG#ny4iLj^Z)wPF#!r5ao(+1^Ch_|TsWHOBsS*bJ2xAu#4?5_1UM z{~!pY&97nPZKWhHOOC>l)9r;qa{OAkCJO)yS?$g61!}u`-?qWI18$5M+m`sIBKyFwkK@Sw2m#xxPeXU90TyavBGL|A+0+ma5yo+%U5X1R?<1%l<(ca=4ZrKXm>8Gm@uP=RcMt~MIo%-7Gd z{mx&SdO~pA-(0-f3CN}1aI7s_=a&`49Q>AtCP^7P?wszHe;2;(%r;Cfq6m_}Va$B&#h}eIlAq5w>}TcPIM$dr_uztY1X0j3SWG&L zWWyozZZu0OPox1uw81PKoiKtP!1me?M=9rHqXr4&r0LEm3X%1{Q~enBOp9NFlV?oJ zlQd*B&7_)g^NF#lZJNt+@)xPy7f6eOV96kNEIjh+#iLVxVU|Ob?8rk8Oa`u-E0WX= zE0XaHaCXbywwftys3!rgr$3ImCd{WkJ0I2l{PG2jGO`W!{E)SzK8cCOaBk5JJc7TD zwE4@w$o+KPUZW}ZOzJv&JJFXLY=3Re30zM1=-*c`FloNsZt$b|SPNYAm$L}5{qIWNi-jx-g72v-(MS68C%O%pyMQL8SW~+GbYNX4iRRNGK4wLZ3Rlhi7 zcdI$zH7SI8R0$MW^&Rz4{>#P(D%Ux} zEL71M%|+K4>w8GzxW=cG@L~5YJK*)M<8M@;pDEL+m)1@v7G$nXA@I$#4IZcrwQ7;~ z040h`B~i#j+dMdYOX1!pY?@1g&vS1DmOgh_cZ&1hU<{F*aXW7+)nqGU5cBAbQ z)l4UPwvmiCpstR;*V7&;(a7=82OdU!W`;lI?UzJ}ywe#dEgZ{YW@tYAVokal)cu+aWe0$SeiExo18|THac_-h5h~jX=4)|oYdYIQpWkpEJ>wh z=E-&`AtfH9tXxe@^=qw+_WL!a4WrWVXeh#_3wS~R>vyslJ?_a1L!G?bpoA>xaqd)1 zx9arxr}8w){Q!OA?UfO02<6WYN2xClQ8DOc1JTKjN#1`{N89aT9KGz%K!+rL1UOH7 zi4Y9O)5WA7Gyyk+RoHy8^U!jc!`ya11@dMLZ>d-8?oj3s zV}znR#k6_6$XtGqiaMP`l=RG8UwzZ{{l&{s9Fa#{isJl&o?wsSOeeWn8>#2Cn*^zj zaL&f>$TYb}`m|-I#YKd*ioLCKOa#P=80iX(iCue(q=6Y}E;J?^^nRpL>cMyja3USW)CfZc86yf z=cRCszSK;og!;4IYiP|TwMV5^UH>Lkv3O7_M~u+zI~jo1F(`J`Mx{8@^CnXo{sxL> zr;9X%WIw#=nR|xFp6#+cH@+IR0n5!yoCF>|@)pR7XuQ7XWmR0ignOp-$hVyRUL)uX zozM3+7U#}OW+`T#MZ|yC&hF4mZ!E!Q=kgh3nI79=<4vzg@b3=f_7~f|ZtI8q#LPbM z@|{P2Il&dxiKi$_EMFAodtx>l795kU9MNE~d&Sq#(K36Vx$C|G-bVH2-^gXhoL?$X+FV&lXs>vQ2l=DZ3%Nd}V}T`=+T5(+}^A z&?0C)o}%Dc#nD*F3kP(Y4Szaq7UlY4*0$L`o_Jv?96^C-DRv?8JJgdmW1DP-h9{{6 zvVmfSKoCp4;LBkBn0n!PZfdLRRlNLc zY|+x+rt^FIrA=Q@!m5Pw(5Lr6%@)X~09vc=hmREN5UH)l1p_~B5!hp02Eh+zIf~z( zYAs&Er#kqSWjpTY7L<>^G~jur!=sx-L^v<~K)6Vq)P}pZZD+%ZRrMa3KqN?pXxt z!mc}pHuK~wg%9=X;Pl39F~Ti8?NWy?v5d_-#W}tt5c0b+Qf})+{`=oQu)#14Y*L<4 zbT*5z^gVm_W;=M;n#OJt4Bq#cQQ(zz_(bC`I$95|7ZV*);-;?)=--vC2XuQoU)Pat zi&}1fkoVD6cPB}-Et>hE;-)|_9q%$EQA8k){85TB0gn%+VAE}F#x>B`fLKvkxQ4=K zshZs)1F)nwUj=IBeSm=Hqg$f3ANO(^-#n^N{d~L+FIU$~iv&fm zHE#Qm?<3DI_Q99F>W;FJ4|Zf_w)zQ_mg;ZvYMft^Os++S5-#W0g55)bGGj59E79tK zSy`=8IvkNW^14z{6!I-dN|inLyy#$?H7E67`qP_U@#NqquHP|>;^epJ1X2Zk&C$Zq zLa(`vUyTOvn_b>(-Wb#wy)x?IS!c9vw)A}M4-lm+M3n2ykwprB($?VkM3Oj?#5zP! zu_4DZa{f?;v>5$WuI&5tOt&%|6l@mmxf>_5x(1hRYC3nFbv%<^E7yp$fDtLSM?SMt zak%Q1y4655xdJStlfAG}ix5TL>zy90PH?(=xRtuOS1#`bx&NB`#@Z_U!2zW%C4#ks zFI#`1Qg3WDjdSg~3zfo_;cMwGC~?)0`U4j!{E6)-o7Zl6mi*da9PbR1UVfRpi19?L zjdlh=b2s!Me9Zds1Az`r8~?}kxAwf_?_a?lYT2U;6ofg_T3rwKy%A)R{MqEfMO&%9 zH}2NhH7$=hHl{+=8ROU5ikVi;-wEW^6DV%m;EOAVC4b2H9hv&hIm4glBiQ3~s@mgn zwr$pq<56=vqJm z($M>brr41?yqtuHkv#G}%%e0*|2&cRbgqI`4$t&&^Bp%c052U}ZJOws@R zF8~M}#~bjQ^Y5GVqDTQ={<`M5Io$0h)(xajy|32EO)8}xW2ma82C=B!?$nq45ybx= zvfctJ%CLL;RV0QGh6d>zknZkoL8QBpc1Y>&Mw+1&l?DZ*TRNp{NRb-4;d^+$^N(}R zTC-RTOgwep_ukj_+xtP8o^HQA6xk7QhIfTKM{*03KMvxCs32oQ^8HQ{KrsXQ+=73; zy&JN>3C7*Ai()Rt4xVrC@$T8y`d%Kyy`91BQRATMBlk>d16Xn`Z_f92P)EglFWetw zCW1aaXMHt)uc*hO2&%w4uIlRBgNFR4>ieWokm?Vlfj?xPtVH`Q%a`>1*WWEJTQ5skGkp@XT1POL zwh|~$F@v)l1VrF;qQs`{h-C`CpLFjIk7YOqwgnrP?cNh_$6yX*DkliBUH&^ata$Sw zd{@9-GhLVC+jh`v^FjT8j za>z{_((cb2IHr*me7M>eN!1Xy*D2RCXH?Au3mm0?pwYIQ`W(-5{_wXraX6gVmLS&}k-7dpn z4fIA+fnuw*Vh1JcS{4s+MRL{=xy!gB?tjfz0w4W} zBZ4ou`pNNesvrY&)o$s_&n#{eR(^2217eO%JBITzyMBJ6X3=$b+DoDz6 zseZV;P7vd%+vexFhr!sa>KCaGJz$bZ6YKB2kqAo*Gp;f2hJa-3H>Ae6uVK#VsRKX0 z_}HeBsW#1L8G`cD*!I$*Fez~@PArLCRDVgdm6iC6-4yx_IHwh-2_tu1alHa2e>fVO zGIGj`oqqm-PBd3_-i26N37cf%^{8r2EDd6&HLB0c(q9YVTZC_v zO#sE2svXD*uLSut^+B<#9t=-e4-T>xdqIib{?f>{;QdaympIcgLsnF};d3jJR({*i zsch9h32WxNRwwtmCO*AO{+G+!i!SYafS3zymw33Mt5=Mq{8-imXf!hU#DCD%dgO&N zt8d&E05u?fl>>sb3`CzIg8ydTK{s=M#u8UvPbIWixQyid>N{MbAgibJ^Ta>h%hXgy z+z#`Mk>qM)w$Wng&{(TasH=Gsv5&toZ1$|cpMfq{o69tOC1S3B|7TE$Kp_@y0T9EM z7>&4n%<9-nb7=~?23%V*d5>B2xj*}~zW?)j=XClJ)j$|TRYlf59Vb-Q_UM-GfU7k) zx>^KJWk_nJW{aw4pgNRCeIyffHA^>EYn6Lao|fc&SA0KKf=cj_suq`P96!IGm!4ZTZzPR2x2ds#E&&9_J2mns)C{RO^OcXOS)=HmCQW^r+=@*f!svF)_AR)AiSOwnHu4eOwAn2y1TM?{^Z7 zI%o9mKR^t$M6`cNgCg6+87Cik`0AMn6Y1^)1l5Z5qg3LV;{A!VgbuP`jFGc)|+2;E(ch{=ma<$tExO&?C-8%rh!pDxp+L+fAb49!byrAri@bV`4_#5q`XGE=5I>J$^| zir0nGxsfR0O!@I|VIz90gcGWUGD>Vm6fRw@oi1I;UqG%D#UIMx5GYni^lXDPU7wCg zG%w?rdc#qOw?_n4c{LXnkE71$6C{^SN=E?60tEvytFiQcMgyaPGf5Hbn7(4)Z)S8z z9A2!t_FB7a%_uF(v#QKt$Y>_F8b0%R+ad9Msie=m;R zlcw0(8LaSl=X7e6YOR13dlH);e{r@M3T!X^QRd*g7m?>6VHniZTJG76 z{^b$T#!mXrLyv;TV(@+U;R-NX^=hr6>x>4cAK1!U97$NjC%U_kmmk+cafT~_Ix}_Q z-I9WSK-GVPi~$Z7MQ7Ukv{;DC>?2=?3pa1q-y6pF)OD%S=NG5H_CYV);&#AGAQi|? z0WpV`eaynsv8*k^|9~pSkuSy~)fuxdR)5F->n|;Y*9_tkpc&@+x0l#74nvDRUk)CI zYW?_d|1w0$ZlT^D^>hQ1y^*?-O^04;pkG={ut>#fzh34aa(QnWCDg@LL2$mo#q zPL?x}@@B-MW!7AriD9_bdgui5R!(rHR!x~CK&sw(oxkpGqbFc$u;H~PJxUs&EPY}( zUbuhiA;U|TsdyE=Y}!u=l$s+q-Tn<%hkkL%$u2ZV@lw-=Ic<=y%iV_5(;E*&N{qO- z$X9>d$@9uirc>Bv_GQ&U$T++r=B{1K`l5Iai0vpK^2N_-U$vaS^UWu`e3(eVqP^4B zVb<-+{^%0z@)@5%{fHql2q6WJmAdn8JU`fD@Vnps#GOT@@M$>~Qt1IEs#UV8t^APN zt|a1KmfNkwX%AQ?S{W&cWi2*?Jgls+fSX;_fy(W-xJ=xj>H)UR)faLYnSYzYHZmd4 zx8~l>kJLsJm|Nr%5vnDkZsl<(hb2k@y;4wKmNz)4fcShLNKemqaALvu0QP{2E8;sg zpQP7K|983QL*j@jDi+Ba@8euBG5*m&Dx^PLJd>&T9njpx0lJ-K`^(rXR(T$(mB5sX zP>D7bh^c=`N)@ctj>G+)0xm(4|3eCi z2U1cm&NNZfvzZeQ?Yb*evhP_kRBgpYB+JLY;xo!lX$#Z1q^mUPiz7{~b;Je|`?G(4 zhSs|Eff*1DIl;+r5)nF{5LaZ(=HmA^OjOOQsEEUJEQ~7Rc%$;iAX!yXt>urNTd-_! z=I))~H%C!?QCyg7N@dwgKk?PL++Pd!nr)uusj{8RP(Pp1yT#9%z7R-3 z+F9yHp%+Nu_IH6m!i%& z^E}f?g*Mawv^aOiJe^` zIh%-F*Q?U7Mjd4eq%Fe?-Yvr~>}{&CO1vWD)8HQNi z>*VG6MW_aBm+KM)qKaGZzh9W)ZQZxA1~F^Yv-93S5NPC|a*8?k z)w&5!U8yz~`kfk-qIk>~tj8nf<8eNp^&o-3#F{=q;X8DkVZlj!ji+2rAo#lzV!LE2P=6l_1nu0US?{~9_Q6^t7f(!Wb zzBLxFPw-QOk0#g-CVH7A$J9}a&gZI?>$nCJ%(TOOKP2{blC}Dr%0EW9rU+(DSt&nm zvxVmFgiCD7aelp%dQW|+u!PA(sD`Zf2JaF>N?KVt-Zh0YIxICzEh~sSS%^P7`Kmk& ztV&z58Ci`BF9q?<>!D>gu^ZL?TD9eQ8vSoZLP-j2pZr+> z2PN6rc?z-pwq}qmM#xu#YmC$+oWkGvKHL2|i}LhzCga$L@3~9(n4|T{EMu z!`BknGK^lAp@^Qb6Ci2XyAdFQryMJhrU^^a4F8(%ND^exDbKvPH+&(L^Z~(oNv4|Pr7}llVp34j#N>~xww-Ky$!~VSNZ}{#5 zvru5lObc0;J2{&Ye+N1(uGUGw+_sR^k@bQY33oOf;ek8>{=?1pj#>?ak}RdqPBHI- z`4YXQV|>VC;shsdUgy5oS~^W=Hj5euQyHt)&J{$fp>PiLg(08r0}KOW9*Mb6q}TuT zqm}6J>meR~N$wsF9axf*ZBPJ#@Um7C1FS_gF%-Cxg!UJ83P{1-R)*=)wh(I(gGyK) zpu}DSA*OM=qESy4^V8mp3pJ zoAjk|kWMk3MZoWe$UX@qF1mi5gM9JYNMru=u`cU7^tHij-|u3k0GE>Gq&qc^$L#V$ z)6A1A5izN#i$P^|lloq7vS6CH6s8%xlZj%J)VM(6Z zpNx3l3f%DC2$UlU+QQX<>u2phD2DprH-8hba8vV_d#gj&sfHrlHAAQAvgFQXu)(6m z%*egf*RbmkZYPEQH8DiRM?dkIE^?YyFoC1|$E-6zt4Y9)z=1?jCmvwY~m2~zA zL^Bb$N!f!urlPt@&1esJ;j)wcKK>s{>+BoS+zkEH;dNd|Ng7>bcXD zy|GwfR_aHV(K|tcTq9A$x>BILX&;WsSmHx`J}7*5W0PV#ZYiUe|As%{%!@X2IP8H9 z#LrxO;Uo2T^U%cnB2^`Wo$nKiuIIs2zAr&7xKaR6Ru)MTss}_BOtjhq?pZZYDNnG{ zs>19v)>k5T{51R|q!E1U-}LKj?iN#RKUm!<>K7Dzz~#^p23NkiB5IY@kM7RlfTi-2 z5v1^6pKRxQDNgO>r+?^pLC>+mi*Z9PPQT%zuR5Sac~Zg-REp8VHOg)1bCwG3|3bo& zAv4T-$Uq=!YTH-2}zAb$u&9f=u2|XRvv%4gyK!zERwo z%u+1g>RxapYtZJ$5+S5#@k)XDF_o~rWF_3)v?WjR>U}MtIr^%>0!EnV-aZKo>sMM! zZ)2NPhpnC=w_#0Y4s*?w;J6wP>5woZDGfX~zn;jLZ0GXXFdn^j%irnAJCqe4sJrml zHF=xeZiPF}pU0}Ti?4p|_I|G`5#o<`PvB4HPku*Pp?LGN`XT-(Dj=Tf$j0K4DC`?R zF==xjQHl%zsqxfj<7UroK!r#kekNB=Z0a|Gj%;5Sw~-)zV^=q8;@iY2 z+)$0grdYatfrjng)qJ?z+&|URJ65JytXgH#iZyn8`wKVaIGL@_>6plm_kXxEj6Nvc<-xlnMOcbpV!nMxgfr2sOq=}oKner_s=nu@KQ|K! z*M3#YPf~LT;UDibwf;h-Yc(Js5~RyQkwbvM7V$N;9qGok!f;EF7&`PA5{@7I$M2VK zKd<(i!H<#3{w&E|-OtgTm-`qGUP2Bv)KQA0vrmGl&I#_cg$+2py1s{PYSaw6lz8=2 zWgd0V;*Zw1VSGs^xV-D6FtUC&m>f)dPZaBb_00N&h%b19V)s-~*-y*%I`wqA=e5tY zI0v8id)DwoU>@nJ3SHVRXgu9mS|_?NA%P7)ZYr#9=RXeko?)(-em-}RYGeuoNi*;q z0cS_Uxdp%^Or!;)BWRF>HYqmx69rzNVsVb-2zVKU3Hd*K_t3xG{gN*%Wzrq-vQ;S@ zM(6GKcz-$Kvy+#>HVkOD)>p>|%TIVfwnODWQ3Z((J8f5y407>i?1#eLxkfk34D8Ct zbXNWKlh^2plwtT(B`Xnqq|`L_0|eQk zlpf@|)rA_QUe%_ld3uYxcFJF-R?D3;<;9a{y+QF%{`$JTBsDrOYtuL(=G`{~Id9RB zALN9muH}>P=;>7QA8i<)b&y?zULSt#q!8Uw$nOn{d%%@qz!$jod7Fy(aE8Iql%XUW z!0<@^!`NEuz}_SjJkC!Mrfjo>4}0yQw{+$9&4C$9V|RA*uiETw!gS~*Ou&&5<~vm4 zZ^AfZ#yYmq7tfRr8PPWe(6*?nIy@XtHlrW!07fTP`0ZJkiHa?F_8u`^kZ zJ%6(52QZj$BSwMj<4FQ{-=E`Bpho+|!i01ZZk9Y!B`Z0wF8nH~NK@G3pLWBXdJYa9 z@0%w>d#cu21=8^nGb8%)l(hisHSYs$m6O(ry&$R>&aX&DE0RK`=yXPLwxe2u?B4j6 zJWMRoBFjOX6db9^;Y8jO9`ykM1zDmVp92nN79kK@&u9)R0+bU@X* zvl&z^{efMfDPKu}Sw!LBl>6&8Z+BjodrLTA9Czjw3f5 zBh}vTn}ugQb&~Nm?i&lFczGJk3X^}6rLoPjIh+DxIlT534?w>}m$c-alHlueU?4hs z0^a=Z>Xk_It&@mj7@g4_pwz54T&(!I*pB+IM?-$~dJZ?EhvtuSz6Y#Z=sjXP$3@s_ zwAwYxTf%`wQ3`!L-48fpp-J4I=yNvD?B1*#U?rehyV02s_Es!4F#`(^+4RXpf(1Y zB@#nc$*z<9#hpf3u#~6X(!;IqeoZ7kCGAyri3lkM3-QJ_wZ#;9{cw0TpMwp!tLPxw zW$;N|d#f(Qpd~rb9QMSA4JXma(0`+K8~)X5O&J^Jda|MZPK!PF%m%a0ZL;Ie@V{GB zEAk;hw}-i=zG!$gAJ81V~J2 z05-?I^~kSKyQObz&R$0awwjl7LAE*_&TB2jNP|q9XIcMuOC_Db9h=BBxmvtPX2?4K zza1bza{L%7dGc$o63RH>$Q>#n&maF)ry~0+KuGz(!-m*B1)@&s}<=pFe> zIX@%XdKm;7d@99_MOq8QCKpzmnR$y|$gmI%62#ZkZn`_71^4=qvsApm7Nj1sZ8wq_Nx@Xp3L`;d~EsF_<1$oJ@@zX>hv%Lc$;P5`-IXzh|jmR@#A4shLgmQF053F ziuW_+yPnUB_wDYhS%}0LLUa^kFvL+NDqHj>B9u}u_TFjQUK(X`ygn#HKvb@cHS7Xv z-uJyvTWwdW^-+ym3jw`Jvb2g)({grwczE6#Cw!QLZb(p10L^7isgeso2m_ua>8ENr)%iHi>b& z$>eMSGGfB%(o!Gc87$6$+buU~bq)>wY1a4b3kbBfGjI{;qsH@gCF2Hb@3Cl`$F7iT zTdkLb^OLtyR?BKegGS=(R0*m86G@-ID>&L0|40srVXL>j5E}sFK$bwG^e&Jf`LUi8if8{a;6MJd%XH4uem&}D{RAeU?N}jk@nhP}Y`EW6B+uuI~qQ$-Q z2apD5SdSitL;|3S#_mM>N^cTE9e4$cnKYZci33ybNREmrl=NFRyeF;87XfHmCWmgB z`eb{|H(_;H_8KdO!}#bErzyMot}~0jfp+~ueCbGaY0mOz{@PRi%Ogik8cb}4HUqqN zdAgJ4);bJc><8=8c-vIWPv$#~=HL$2A^vAqsry2%S z(OlP#US%XI1Ue)a94PU3^Zs&GU^U>j!Uxy|=)M;XQ=4kz5Sj>FUplW!HvLW%eAap&k?RuN6|4Q>q`}vIF#wC6p z=Uf5IZjp1|3Ir$p_E?gLzsXc|>b>z047YFl`zdIStbQQ}izX7*&s0OB|&*oN{YNN+mYfcgF?@Nv&` zuG@`oF7W)1?)G8x5x*Ij_htLzJ;&}k44_X&hc_N>k2L<}eSv)(^gEkS zs60&lNFzn96Ttiyh!wE5Ihtt5qrWUbN)h!#?9Ia!Sg9OgsQ|U*>6G`$wryu4L1gs4 z>ty6I*o6wUGfN%IfXaLAxo(`uVPm&{&aM_CFWy?+mpo4c16I^^y*B^bi(Mp*n%|Lr zbt_#(f7}KbGD@siV-l+#?r(F*Tw1ska)`Z8@jXYo@cbc2sZ$yf%j6$^)0j(5odmqD z;Q+w~=E4K83JH5?@eSVX(rOP4Tyaah3Y)god+gVvi!<>*e`k9bodn5K91Ke**?4IO zn6cZVB1fu%3a7J?`NU^?vttLSBSj!fH~>#Jy8H&r436 zjJ5SE36P$OOz6~5eHOY-i@kobo$O^!T^^L8V~)E^mup3c92`?l`xNl$*M`mDZe65O zIShjO@F?M=J^sABrRwyQomq%*wWn#zx+gL!W84mdHqf_tIfyG2>EGC@{8xM!J~l=d zY(RJwIY88^S8u&XG{{$Tb1XHCfnyr_CWq1FL`Sd33P)NIoog-BDnp>!s$=ZX8{Bw( z{h|?(7b?~~iXQI2AqsH>wq+9M_huZ!v3%(qXM~w$a;{tdsPRwHzM;OWL89 z4ijm$wBU~jn=#nIRqU*lCBS*;FVHx}_+HIP)h)(iy1nrdRZzi0^16B6u0eS@{!pBU z*QYW4?#=C&1bez^vL3!I?~QnY+=w7mBK*=l4Gvt-2gKJ#8?)%~ITl4k13tpq9H%pj zc(1^7Z%4^4@}m#fXIogco1f5HnIN)31M?(Swi!-#g1=Q-0g^Zu|DtLFlh->0GSr;4 zY&s|9f7$$uqA8xpI3ZM1CZ!ZUQxm7_q0gF=E&x%xdg9r(53A8lJBNMjB!4MR@&!Z` zJpEV3&g(3YRoR=E{+jaoFx+ZiQWQM4ne$0h(clDIf!DA^%(tCq0B1E+f-M>+AZs|Y zJI5p-56zszJ~$rGjo8SpxM$8!RncYiJ3EFH7*+~uUcftIdG9UJ>KDNwUEO0MN1{`$ zzFv{5_!^=#n!o6rIt&|@(!5ciK2rZegiBbv+Bbz10`CWS2LJ9PJ{*^ZsWlXDij}FQ z>ULuKg>1WqYf^^Aa(lj1&gV|nb;-Irhi{>zCHGnr(Q3NS0hJnc$LI@osq| zW)~($95G2eIb-oS3bB#d#iEOZz%!{AGK{1p{q%{Wuv=AG>gfcR_IuBU8w9{Z2)`9R zOwA{AZtQ#sj(kaGv*Leg?A-jvjTiFfD~DZ5w4nIw@r2@3X~_*f6}c!*vyNvOeAAzg zeWfDt!uUcNIc?-Jq#)njdhXX_Ir`A5i-e*I%3N04j?qcaqkl@8Yf9C#xXgFhZVzW+ zdwE)=0$LFX0`-Rg?C zbKL)c9;n177(@7ZG)}T%mHRiIK(-;o=R0@}ti65V;#aCoe~V%09I6_C?3l^32my>U^0n+gP+% z->o2S!`C^Frm`KW{Ww$2p#b}m)wiH$>{y6KU~XVtAulO1Laf zns$zrX{>JvVft;R3eyH6ycYnxJE!1LEf|r)u;hl;AXnH#X7B z(BMF2j%$JT&NQ<8PbPqR-)s|g>7yxR`-#*7+#iQSa~RNc^P2Sl`nviMbs;j^g3ll|&UL z!?{P7AlTK~Z6=9~lQ~Ok_7T8qM}S&}U12n(X6i)Hd$4k?a^hO@XiV)#v;wRYa4lzb zk!pEKxH+587a3b{gjtA^XaG$aesusq?k&qE@P4HerW!t*a6g#|?s-SjfA?Nji--}V z`bMrm!0IsBLGD?bRH4@BX z0s27FG46@W>dnlmQI9z&?a$+C!x?8oN+0^}kmt(0XtbcT0Ns&Po320>gozE@Lk4}x zwm^2i`0B+AUt|L_^7Ht&;#Wx9f}okJ1n`@V;xb}J8$Wzd92^Y`T+9?_8wMxq%P5-s zeZUhYt|?1q{rs6xR#`BL6ETw4$>8O)d^7Ihp7e|EAX2C+@~*U5%$iR9V`do7Uu%oF zH(7$NMQX3iE`S(AIG~#^j2}4@Ki!x6H=}WsJAC76{;3kbj00Igb%hzt93ELKhycLg zrU&}h#>74y?Xq(yEh%Sg$SWY$D;g%uqH52s&G4h(pQAq92Rhzb&7KEKA%%WBAI{$Y zM%`j)KdiZuY^@vrov4%uqIYxa68ikLUI|%Znr^GKz4Gmsgxi^~E(`dvynfJWGST>G zQokV2?5H)0Gq%U;u|T5$S4ilFPv0{zQX%K6QuO-Fj@*mq3n2d{)w5Rd_glBpb|ljc zQTY6{hYV2IYyTvD~4ZXD*- zcJElOsSIf_Nedng^Bt7~W1*}iHo7jjpL#!)VlQS9i(@QJ^ld=jxZfV=yiuLkv%tlo zC5#N8gG;?YEy^{;7KHaz;c!A%tAWXgnwn7RXOEOI&x(x{ffTp2E6uh%Lh>IeB`EyI zC(Z{&Ul5t8vM`DVkTI2TU}k4royv=i3%tP@)ODs)!CaOVD#~X5{5FtH}ZC z_-KwX^RC)!kaV}XPHav4`2Zb0VHZZB@$)H$wnT}CIrR7A2+L=``9fKv24XV9Ce1qv zvhFOn;}c1qm=AW*P|?W(Xy+JRst2;Ns-oWRYgXy;t{{R6ypx`waCCwYl_+!ymYb^t zOV{wGXV%DMm92Uzq$FkBg>)uS!Qc=jL`X-jU{)jdJemM+DcG^}Md>f&>mfNqStxoZ z{Q`gH)x`XeEG1Ug0+}@QFCajBVyB|K%^K(2EjW-j=WtuQO*oQ?5-xD!2BmybKRT@z zjrK%d(CUc~LOaC)k~E86&W|(L?45v%?x)BV!Gav`ckMK%@}bWPyK0K7S1HmM3WQ%TLPZXvzsk z;J|{Ys{kLja%5sW zBwUGWdkX=zKMgB=0I%`5*@8#uVeS)Wg&GBI)NM43PT&W|iSjL9%M{QBx002#g0Es) zWo+5A$7BvGRhCb2_{^atYG!lZO|oMCYoW@TWA*n zK_MKaGqMa4|eYRDqw*@C7ts|B53QDDgCZOp$#`%us`(xGTRWPdh)82D(a z4>t*uW_VL1!gf4eC}x|kCDF}v94RzT|LP|^zGtW*JkXG4(zYlQHw-5n zR3=Ap!|H;$)EVMg8oNA%*$&RB_Kn8{cHk9$L1dKGys(s&2(F6LxF2h@A(t|~lkl~D z?j?7852q^)i3th{1{Rywg(1uF7O^OOV~5XbIKkTc$XE}rJ&TwyXi+_j=AxJ~(`XB# zf^XW#)|w8Rms*cK{l<1q+ko~w`}@OCFI%s6=qT3cGm;6LT+9HCjV$DgmWDOlp`(~$ zB>BbBas4GzADC>EvaoK;-SI{8&uO~q^|1^%_0|=~?!!)AXV!|!dhdq*Lbz8Y@xp!# zFO1ZUwcy345A&U_KRZW8Mh^ML|mQ;S(wP%+%MSZIAv777N}&6Z&g zjv)_cn_ucFFpZYD8-nM!dbyHK=xOBHZp_yz+m*LIK)XfUbU3r@sErU zCn6))sP@HYCn>#pYx1$_d9SbE{qrDV-8j@-V(Tz^N)p`JMk%u;P6U!wEwVHYI#l5y|6yW43=G|B$E{KXr$~%?%$-IjDf$j{f93hWxVghB>Ou^?6NwWVvpez$ z-eJh`%;S&rj9JaTm7d<{7;~`QTe45|TYo*+7t77zMY3hvr@eZ3>n(JpD(vjH-TPPE zB;xO{NrP?i-|M(((hJvsnU2%?9r__MC-qzB1J@fS(x7$c z`eUGm0BgtS%&++6)*S-clmGmxhisr%ug6`Wa_jH;P^?(`*SvGTye~V28n{8vx@p(u z<#LGHHEzzg4y-=!yp~lHwv5uIMnW26YR3^Wzt|By^X1Nm30!g`%M%~iKmP66Am4c) z5uk$N9rvMVEI<g9B&>uYrOkeUso(c2>R^_bFTO=Qlk`W&jHKcCwxq3(W@$pQ`)QT&k4(HzBJ@gY^l@;bB}OM2ik=*oVKPd1 zd3esNw3FkK7)a~QJ%eMS<$Y~qIW~mW7s}ohP6ijv&4`jG!Rgjid5zB@Mbge(B(gE$ zrhYu$(=>K1eednfpo*ta62mD>#90{_I4|9C{4?Z&I{%_`2<9HIK!p&i2wZpTy&h9R z5t|k#VzY+g=5t#9JS~bmrq1{}V&;#xTH-k{q?w%`AZ|T`PeWo!OV*+xRH$z+1;Rv|xU744;~LXKY0@8coc*#JCrIa=wyR2NPeu z85aA|}S|uFId)mO%2xn(!ebh7|LiLwTm4gu8Y!yM93L zPa$V-ZMO$HQG`+7bpnKmm!^?w@_{QCm*~ij<|WLqD0frgNiXDCdg!2a{_twg*4`wZb9RrVO#&n`p{RXs#_+i&_)*(jss6XWI0v z!rUFj2FJ^t^#@9&vGa#f$wg@hJNa_$@=y%a*~VA=*z(_7WZ43y;75aqqP_EqICN@q zJRQ}I;gMHkv{=EY83Cv`HX;I!M_Du!IM|_RIM_JW-dHD-!AW>dn_^=2$6=e#6KeVu zWk~ofSuXZwIVfH$d^CaiWRi1RDUvwmTN6{FD{R8!i0x$6S~9$AN<~HI-~&o?)Vp_# zT76eBR*4Wgcnc^pDm+T1rL4PO|LV)p?@Rg_*o*}Hw;l}iQ?oEuT-?ILHLU-MYoQDWeT`uhR4Q@)t|OOep1j;F8*k7C3>(G?Zrk zydd+4)8K0C%OESVbZth;1@GOR+zT#T(o{ma;q(of6;2pS5rl)6&^$L03nloN zHp1r$(lr%5boU=f9#cuafAKammXShWODWH$-+?k~y_3_w{zm`4$ zHw&_#7w*S(_r#k0+_>S|$iJ?RJxV>gw7W05z4|C#mj?->JLT@;%R6X^-=;9W7#FNe zjcIJxBuY%6cEqL0mS_>-!jUUYMViR^nFtL+X#X2(l8i*LE#;%1EAqijDyesLB z_x;?kRi6VAjSJj{+q-U$Erz=yrX?QL=j{SXh$6t_F+XEka58L{eICkG15GYftu1n@ z`uDPdJ8+G?i$ckjDJk4Q+t5$_IelqKF|^d*^yrpwVk9p-YWlOu`}g(OX<W=V77B4sQB1gf8O0L@i7XvI! zXl|yZY&2GRtD(nC8~v9@u)sU-2eJPQrUmg2?F%c$b{IX*?gnpp2$;?jH$JFy2eb5f{p-1ZePc90^4VL+=0?m< z;=<$f=89jm$;UHBd=|=noFKJBH_Iy{bLqnd56!x=Mc ziM+by8xo}P(Puf~S@@}ACFH(8=t0F%wc1^ks+zAd_m}FSxt6E2%zQ6kWxbuaJ*Hgv zrMqZJ_KEA{8Z+E^^N_E%Tc2?#O+z&CZ$MO53xR@ZkiYNemN|JG0qc12v@7wg`z-A~ z$1NtS{E~X_I0PBO)i8_g>)kPwcGl;eBE^Oeajgrllh%9_rI|(}2#Jpthmx@TG-Jn3 zoYj^Ee-Xhr=zf1)lX4OdbQx$Tz7b*M8r4ZG@wZa}YjNvq}&>uTuL1G_QjuNK<&!v*p*bP_HV^7i5jT359&5a5<{kmLtST$@<_+!56I(Q_N zH%_2GmSRKTq(~FkvWK*+U$P>it&~c$Fm!(Z6E1u)4zY) zg0eCGiQjoQdaF8Cu5?RK3yUIQOp!)FmePH{QDNd-n=_lIj8Y*FJC2culh>6`5_Ji^ z&B>}T3g4s{ff)KGSBS-KCm((I2`wGJ;99jzSNL^x`mLe09$ge?%6_%k>u7EM@F-zR zvoeL8Zr4xwm+6);5$k&H9Axo2!^zNXbYy)$^}EReJJP%4XHIF4ngK3#MIOnLq@~FQ zm8?kC<$5=-k!X`bpTWTFZ+@zVa}3HB2qJ&}+!c%-owCIkgr@4zHiL+Ruu>+n=GTY` z5SD_2YZ*F*_>s6d#_Qkt{VFi}si1R6OO5m?`5A>$RALx}E{%sAi#C5DeDKQQt19iA zI`nZ9+=0*??jg;Z$pOUzcf7{{<$}296S}x%w8-9?mgN%2_?NC_v~s#!ETqAc7bWFZ ze^@@PYcq}wXnlPXp=zh$J#RUQodwcHMbdOjNwO$Hxua?4PSdakKgVSXL;@wpEe`0# z$X2egjUiAc%7RZgJ|!?A0oxRd-;tB~GbRdog&_(Y>#GTTty`)j>5HN&;GeW_UZAh} zcf62*|BcfO=X{eIABiSC(mKmC1qShDCH`Ya+LC%k6Y}OAqd2@1c8p{F^qyzW8G~~# z?s*-SKYM&Ei@%C(SBwq@{HEPTswD3|3ER2{?qBZ1>-D}V=~;co&xGrNSK}hNr!=B5Sk_$kV9Vj{#sYteXOPSZ+L16%ttZ5TIP8Bdh>4XfWej3c ziu^7y+q3w3WZn2{pg5sAGJs3}_k#%6H5m_An(^r?)H}kJ7C>2`s34HGClb3>-_X}D zIfA(U#Lsbo!}R|=f|cbvT3^1_uhAyQ1qUn3N*>5E+;C|V08c{D6$@BNvONFi#sB@T z|N4cA4GE9Ql797G&iR;&{^`Q`&(8hN&o=|;Og+shkCLxpz%J=Lz1llM?Qv-Pp3v~? ze~$V8=MDe$)LObgeO0%TEj8}@htD$KKEU63{?{f0UmpBkuA~3c?Os)Txk4i4pKs3J z;+}T%=^;5n>k8=n`apGYynahDj}J%k$2Cn==!h_}w&DN&h}W_~{T@97KoMg%qXx{8 z0w@@eF4fhPlSCd2?LedQGjm#~uK}vQN=@&EHX4N^o<5yGn%dCt-It`eG@buB=1&K| z;5|4~zy;QNy`6Ibc+_)%wcbWGfg)a@gmOTzK zEfZ=8b&YCD^mTtfXoz2zv;wtro}DPf+P{xI-r$xwBGbRo`DrSFERpOCvsY>8n43ELG$eog&{w z9siCO{sbK5xo_Vqvrk?k~GE4)w{?X$D`Mj(oQt2r2 z|2nJBam(b9!L+y#T|IM@Mf)##F`#7cx3%%@p*Z4#H8TM17>H`^wi-)ccm-UCfrcGCRjjsSFsD2bFa9vSa-E9d(;xuKs``00sj`SIvJd_j2AKi$ zdZ!`QI@OP>B`>sKKz}+$r=rQ1Ns;^0oKP4;AVr7P8=;_TK;HxdpeVQd=T-YB9Rp_X zkd2pZ@CdR6fIG5$s*9{R@fWE6uU-JH7Ym(qY1o)OLo*eIXvZI}w=!__pL)Vv6~CPG zm^F3+y0qZz?N&D(wcW;XS6BL89$o+)jpm=K1c6#F6UFWmpu1MNM!q;)#PQ!u1zDqN z7B>T^1k_qD<6X4Ad<{?*Bpdrq%?Cd_4bSVR)a&?Wji%PlfWt_3{(DA=0J|iR_Dwg) zs?B$n6ZEa}zsBx=MzA(9lDCqDn_G%UOFeLb_I1j{5TB|>=;CY`1KexE3{c93SZ@a~ z3c_Q`T%ZG<*l`a&zvCPy9evuFa~y{UfVa#6XV*C_fDnFYuwTKghXFt%ddjDf>ErSCp&7;+dI z)^mJ#dTrb*zQF*%{rFqCYptQMjGo#%H2uXz#!OrLSN9ZNX&qX9Y!Pm!GFCq3ZCb; z>@ge8#fgip|74eR{{#wh`9Z~T`OQF+97BM%-mhp_!B`|QZP2YU;WzIJqb3iyT=wd$ zOH~gx+CD%@b#iTm0c>vs8ehn3XslLD3NW`I_^wyhN$%Bpx(Y!oB_9$U1 zVRM=(&ocHu|MO&QM5yB>s2S1#WAQ36NR;W(vXJ5bJsMAt+wM+=)^I;<=G6hiD3WU% zOoNb)A)^cjIzNDDDOMyvALEX6~(_M9fxd_q95rI|w*ESLkmm6EYJ zc>WVs)W6If%RQZsJ0&`j?-38$w-kTb~JNW^H>U2zRJ+D&aOFB+~HWu_1b zI_Nczq#)`VobNksa^|co1a?Fm6iSYBOn}o5%$Z|g^$q#9`j_5HvZ@-3 z6osK7>bTN>cIi9+?iZ}o%S@wnR%;f^!y6qTj^xK_2PMT1^#WC`7uimABm8i^dM{93 z{ku)Id9dAXkDG?dMgNP`n?|m5ND-?O7G+5&>Pw7Vgjwlw5)gv?AHLoKD#~u{9~J}| zl$Zf2$r&1Hq=%61R6z-8M7jql>F#a?R4k;VB&4M!q`M`D1_Al+dE%VsocDa+S}Ygh zIK$kt@4c_7TY zVkfP)Hsd-F%{0cz!4DBvN^&S%T5;+sr^XbIJ5SD;{9+ zPJqO%x^$C(7vXHm`fP!0&A2n_(RVv5tLL#o(v_##DFV#_Th+{;fAwtMQn_dasHaF` zYX%gkUzLO7(lO8^a`Yym{Tj8MiEJnVUobsIaHnI8;0T0sijgZPfL!hcHojAiQ?7sy z_NZ|pycSMwW;nYISEsy_Pd`dUi*0z-4OPu&6GPqM(!ctt;n%xx$__arZY_T8{y^Lt zfp`Tws*_EhQgqsQs_tcm6;$2zH(^EbIThcEW|P|b`#Bfgjv$zJ-g^+ zMYwT1X|$g5n$Q`7M4@ePjsKLvteUSqC(gB_c1@@&sDwm#Pu9&z zmVudujF^Q!X|QTHf>0%NO&jx~dV*6WW?ByYg_m%yUW4=3eX;9frg7CaAPWobs z`LcJl9#0sr-xPK{d%_Ci=M!_X0GIC)R&+R)*y%uDYGSqZZ(bf^iaBO-Ry7>e}TK9Xu;Rp!$O=g!y5^@oJ>tP?t=&ZlM7yEN$hzOd(=F9h zVMN57t@P~$KI?Dap8$ngoRFGH-=WA}?%`J>E*`qlQFRZ^?(yHHok{Mj%>Qh$?dnoYP zyTa2g(-63CUk2gqsL5%A(*LVJs0M#`$f*9iBnK-~YZ)Kv65atfj*HG%$*0d>29Y&X z%?YrHL>!g6nDqLzP7f#%%9OPN7RQ1^WZVF|2AhN4L5V6}Vc_zQo)6XU+|7qiI+sK* zD@X?0lDI^!!p*;tnGMG{PeUK-TlI+dv~VQt$$XWzctHdqHwMENWj$xzg=TZ*)ljOF_^>?$Z9$r4O5c>%=kvTErX2hW;X2+?h-aT(B7tK{b30d;9G~5klym?EuVhYp&gD)e(^9sR2 zNONwtWt1{TXNUyuxinf!{YL9EArrs1ukm%fYHr#!L(t<$wc^Tr!BkHS9Mz*FGkTD# zYR^f9kqJO}s581I_$v=+`6tbTPwzex~?&~#d|8i~Xt|Xw)iUlSpLe1wU z`a9C0QI+9)rs2t;At(p20OaGeJoYoh*V#1_2y`Bcknd1ch&vZZEKbD65q5i17$=vo z#WvxjI>&7k))ldK08gu&(#Cs%06Y8p88?y*H}9Ajez-%zY-9IsKdumDL1Is}R^N4T zT`(2r9z1n#=}odH^PP5TSvGxH5&i2dNc#1!v=QgzxW9_ZdwAGW!Z*m+>Ss{c{8R+T zF37}l;@w1i&h!s~r6Y;aywilpaYfrLY{f@mH9N3)SJGNXB00XGb^j{s$Ry z5l=FGQrU0J#MN-J(_*vsiz=J1EqCcn$^&Gitp0$4wQ+C?Z%2tGX&q?4*Pb*DIf25S za8W9C#W^_*w4}?d@gF~Sed;a%1(YYbGk;!|4?aLLREK(Y? zYG`-8t0Q^3a<_I6%G$}Qm!llS{Hooze6{?c>17n2W4?0J)H8GaY$UJ zUwygrA3M?C$K;PRY4BP9pvZap2Xyg2AA``+0r-Kciq=`wpRNA?`txSibDS=-f}z;| z{S<$^9y2pTKv^Nq=f=M;?Eift=~DcgccPAg^w=H%1O*>~uc%GZ$ESF91Bo~OR^MC)$Y*3g@{-b}&U$r7`)pzCs=mh?d-@GpOHtaQVK z=BQ`zw~gqV6ZRJ65++w-uJk{@q{*0hH~Jet7GGF?w#{OB_c6cmWh582V21PzU2=F5 z(4^;L!kb_9MIl#vv#d2G4wLIaKk@S%BoC90@EBI}))!ZhgG6Yuz1JFJ!*6xBzU(vz z#GZnlFT@?w+$)uXhllNioXci|mg^b(%h*(nYj(l|9DUiB>hq-V4XSJ zYNFo5bh^25pgc+7(l7Z6WS*3JBEY#2NU;QDZOMJEQCyWJ00HTT?s$xu;(3FDbZ~M8 zwMe)z{5GlPh2o=4V5lad%Yj5t+gBvG@61ThI0D6f`>ey4Evq<*qjXHO4X?kHJt(w0 zT>nuH8un{E!=O(bnwuy#5}yR^@JID5q1-8e!8}35jl8>mo2CG$<4q@lF_IR^`51^W zZGnbQWaf32L#F#Aux*+Gm_|>jg%7|8wAHVOUxz$Ze*sb`UiyImo#K(hd&~b-%luW* za0g^#zlut_m+;*|uB(i{?iN^0s$Z58RW~DV7qhug;wa*@gN)R1v5gPr056a^ky zxd;`dv$0b1py~+py2oxCg+aMhuZ+=SuVpe!qA1trVV%29%uDr_-Kj@E^d3{mEQ7ea zCkBr7?h8WALuvYE5%GeJM)v0ye;}uS-~0DdF>srfWp{Dlzi(`57Hm=6E;aF#AGLis z;&{8ez|nCB*?=(^9lV56!B{nsyK<8NLknaJHxUKO+DV`N-Ysw=;s+v{b0Y>AXco4Nb+P3eF2)3O0WTRQ${6zcW$p+LIIS>6}>ITD_^v=Q z{yacdbeT3!0U|}XObNV|yQ}ST!g#c9T2NvbAB+ul35CIqrfk2r6#7a@!nj1qU(SR_ z_&82gJ44wdIG?@$Sb5!y!CWN~@6^nw)(t;56=0GNPx_>S2a6I|msZ2@2-cNnC7CA%Aly(E81fYn?(ZA(5+YfgzJ zjCAR4hBm``3fgO8zHx)|<$vJG0Zic2R`H0AN{(*Sf6y)x6D$Hubh|e5G3Kz^m{LFB zG9cZ9E3v#4j^e!~ z;`vyq*#}H5!xZgF2c_&(mx;TqFxCtPJlUlKs=7{M?ZkMSx>l&*I9<*Z%jV6~urU=8 zp@qfjdu(E+V_-Y-g_K)mtIO$0N!pZ;1Gx4nfS?W06X4DeZb{D?zDzZ6D7BmXHq@pr zv%0&MeBTk9Aa2edAm6;d&&BgBEwfh%Ea%!?xaX&bFf{u=cJRNxf3ZUH&EN$N3;~Q! zX@dM#%^v;gv27MSJ?IN?$Bl!XmJTP4)^lnA#G{f&HjhP9Vl%!RgM@MaV#ZG{R7AC+ zCEfNdk4r2rGOTl{>h37U(%4}7Ug*U&!duC7i-X58{tMF)ifqefERHgLyVw9MbCk^u zex-{?VN!7Boz9(iPDsViL~{%_+v}Dl*U-R7X*sRnhl=0(0^9D^&*X=(-NpvTg9elt z#_}-rzfa0PPfclVY}G;;>C3DL7QJ;dyAE?F;OgRT&+YueJ3ufK%RR^ZhVz0e`2Ho> zZQwWS3Tyf^1XyYFjg^eUD}YB(f-}zG9>8r=mAl9BEov3?!#eDgV|Lj} z6Q61HWeM}_?45`tM@wbIC3xCY!A@!PZ2rEC@1S$eIYkVJ5DfE>$@J#kxeLb|NHRSZ zOQ%isv-bxy1eT}8=LYNbWwA52yLUQ%B*?wE1$*()B}|6qG~fRIc!zBomJ&uXh+R?`*vC8&z2W{V;j)~xAK5)o zVRVPeZjgvn>eu(;?OC4s8s#CY%C^eMhgBD~Z$_E92hMt%P-sR;!HCz=g;_e*bA)>%-48) z9+x^d*XQ8FK@KzV$h!syA_A+mME_)~rFsZHfHYFv85 z{ddUG{Fj|ai)0T<9A9gcS}RDJ?)#s%UCaK#YG)gND{`y8YNlc}kIsHySGL?fch6_a zZ*=;bc z7T5Dyx&0Eq5sl}6@cZobKBD*VDi3>ND33LbcZKiC%$K9nR!!MwM-i7XzU!R_ei`d3 z5(Q`3-h22Svs;%Ga&)r^PWJ}YP-k3^Q+{WQ`aT<5aYvmu;SJ6_ZI~VAX;6A&J^#a* zNB>f?KI+2|1&oalyBmCXwx!Qhsa<}M9gTO;5)D+|`F* ztNLKR%I$GBN39#UMEY}K5x?fy`v-6WYAm;-IH|%aO9N?rqvH8|_~3S(SGdHpS&0$L zeXbAMNh~9mJpwYm3um(u2jtYdUwtb(9~exQz1_XwSs&_d__f!K;>WPFY%Bqa+clHV z=zT4qx1%!T6Q-B$KEw%Y_>Y?ZIYj!3<9p%9UZP)5o^_?kx2JzOthL=dOf#+sibHli zcwF$ge*c$ks21u02U8N?7L?QtM$D|=$u8@y=5I+Y^rgm%w5GD#HM6&bo?6WM zpT!uV+J9CywP)$)-8h@nEcdU#+o7?VRm(72ee8T6B75OH!g(et_|kazH}ImCZ1)cr z-lepGDvG~qjsNI5#h&AKL|iT-!fvb|9BEcS=Y41SQ1C~rM7`e0Ooi7zI^&)mj!LY* z&yJ*NPdycTlk5kF4jYBS)(#CLq3froQn4LEpRVR_X-fU3 z6gu;RRE*9#TT>Fp6QWX=Z%>>!AFyMel8Ee-b#FD9wrn=fym>hN?67$(HrUpcdr`t` z`qfpL2Zlo*M+^lZu^&)ppY?*iQ%Gp+r#z_qVNg|>r@MNnz+MXVKKSize^&fuV&F|K zT|rule>TWp7z-rH~*g(R0&9eTPCurt_|>u!(nE1``@zc1#7{sH=K;#Fkxx#CO)A zHvki0MlcX}sT`OWvHi#HtVM^D&SX9%U|vSI{>r*zBJ%bpyAAh8v$?c~_r$p9{CT3i zCVm;Y+d~HAZmu~G4>Sd>gKdW3XFHM)p_a`zH?d(q^s%bcUEJgP0(0Qp&|CYltsn;i zue_P#bEr;aHEQ=zcx*LKopX#j$OVy!c+gJxiCa$Pw}_-nwEyDOV{L@7l>z@L%=+V^Lo9Krs<>R3Au=JdDajj&U zV8MQ+@Z6Oy;P-Yy!RD~*uZfNw&5{7$e*9C?i3?8^%IsflOVHQ8YtF1=Ja2jJk$F;T zUiTczmPbUp1HuqFHywhlKheXsCo9i1 zjT!I#DKh!zc2`u4LwS399qVE<>3CK%%)z02sE_LX*=7-|{TCw-!u%O7_Fdvn1)KCP8S5o=qVpsf8alO?+y+ zE7Jb@ZAp($j0;KPGxy6ILC=*$`H&3zrG>Rt6KQoYBhg&y`GVdDhMfvAs2(DTmFkjT zpYIiU0N=g+k7SBRiE!gw=XrULnYXNy?FM!>8y@R76BjO+NdpF1o`3&VC}OyuofUmK zW|CnkyC$$ovoY~`$0Sbb;KfC1W=|;EzTKm4=Vp|GS@sUWx|&KM=4L1@ z{v$&nMkb#hshu`#HS7(+O>Um{PosExpa2X_- zBfv7%s4vvm|6`2T!md*;Vo&1eYkiaMEf`eR$N!?udBik`P&Q01tyfqx#I(_(r*Ny; zze4M9L%3w8@k~fCx@oH9mZ^&x2afk3D?Q#$w`2#sx#zTtu3K7Q8kI^QuZtMT+JOm8 z?@M9Bv|B{;qrCTUOqc1*wlf4CtaJfc#jT*d-^08FjUm5|#0y5vw({SMV)lsNI2x+* zlF5}KodX*_^j}I>9v7bL2q_W9-Ue-y63bV?#Ghi>X}3NV@jrZ+%Bp*DTX*_C`Cq4b zkrFlvi=U2~RDa2wTMofQH@Xo$$3czXyGXF3mI^F@99y;soIaar%ql&v5qorHBjwLV$m(yEaAVW!8{RzI-B_j`#QU!A|21y37GL0iDIxkBKDYgQ7EiHbLYo-( z*MDCGrYFuwb;wlKvTUh{RK-31X#-VqXjpj%&FyPtL?z^iqxsJ`m(?@7kE9OJyyWyr zX>OZSqIxd&6ai+ixmxl0Xn~jruJripi;pB$69ayp*A|K~LHUf(8+DzpO+~J;WOiDh zbYf8G-@_JKXXAt|+Zu$&PHJmY)eM5yxJJs{sl^%G{nAvsV3OPbZWOoeM@DtJ;%x5w4_d^C~MXq=A}8GWq^362co7ry}ApM{}?BB zwXK(jQCy&_3y5U=&U?t)`&hkncd=tK^zE)ahL8I5>lEe`uost1vAEQk>snxNB_gCh(yYnOEX}P}bL}KURZgfm_o97K9+=49Axp*{`R(s3@w+6lv#<8{6 zigOAc(T@1MO4)p$ENnI0pp5UYpY*NNSA3ysWzvDd>RP|z_ul)X%xQ*Q<=lInYLgot zoB9^CbWgr)mg;o{?awE(4T z@EA4l0hr-`NUp6KRdv^C$5jbI>22=h7yKIw0!@PSTN06jvBjX1)r=Xheg8n_jk1U& zyG!)6r|ik$+tnjN0VjbQ!shb)<2|-Kbtblz2CU(cC?!m7XnHwtXu#6Bm_` zMkcU=5HcRv2~6e{6IC;I9sMXg8C*51;>By4a3-tAP{w*G;E!Ly(Fiw2=;x|gw%%N0&`dCQZd*1vl0 z>&>pF<*kNvA|=mG7KcUBE_8hSK3~;cu$}UlG4I!Uj58x~G%3{}x^bLh@ZnbQ!&o?J zKp9KPrVAkjDXXeWPZ1Q5x=J0RDNL7YXNmszvU`$4-7CnF6#+o5RfGQ|F}v&HtjO(O z3lj5<78J{Pf~R`n>4v|Rqq)L#(J~3Ea(B-VN=*S*TBanuDbs#(r`7-+kDxh?ywOjb zs}r6UM(ZEQM=BgjG4g!Fp#rXF>|mXT^3e~gvb?k{R`rtSj+`?iH)aX1;Sr=3T5O$H zZerrIevIUmc-g+f9+3FZ&yn7zVA^Ht2b|stX9u)BrlLbqU4!B&j*T;KDDY_+?LRU{ z{<2{*ovTGDfI3LlMp)|{w+Zp5-X<5XI;q$!NR5;$V>NW z+nu?$96Vjf0QNr=jN#Is;U#h$ALjF(>QdjA18ZiGR4d%`)n&vz=|6TnAY=r3zV;Uf z(4E+%G#;I1s_6&pd((|j7b-ILeHg3ntdA7?B#+dkU5{Cg#SPu0c22dJya=as3zQ;> z#ull&g^KW52fa@7>fVFZ*^+%Vn+gq_ryLjzt}^s}RhLMyfx2b>Gq5V}Nn%&r2jW2O zaL?s4n|p}=XrF)$W?Q*NBaCR|EYQ!iEPGIrBsXQeRXH~7MY?)66X8rI_{$(~Zg#7( z(zn0ifL}21Ru0e9?=$|#b3t$n3vUwr`$t7RIFUrnIvJ|(%KkU5@kcj(PaLo$@2552 zUH|`lkn|7u3+T?feS^1!2(1E$4^SEjft3EUvz;I+H$tK2+W10d71JrHp7t4LM>pD6;O*6*Sfg0c=MP)BG@Luh;t1~6i| zn_nJbPN-CQUC0)Oh#TlSovs?=PA$^*3i24@Zqjf^fET6 z>3gbEu;$>?JatL`;`$w&%YT9v|N2wIrtO3#Ozq)Qy5nCKv<+Y!s% zMNA#v8&cw~_LXo=O7|6Hrq#^bS?K4dhQnkx?}<{G+Cb=YJ^t0 z+4LkQj6XxBK;q#M2uw8iOXEm5lLXXWB>>Fp2MWrPIu24YRv5xpih{K>&O_!wDb8#4 zEGuFp`uPA=LiY*n&np}n)Va4E?f+CNvw34*Zk9h9r=yd$YXk@6!i@S z=-F{a&|U-bt`y{LJeJ>!^ve)&&X?Hx#&`qnAwfC#Wk-n zv(f;}eN#p+Ln$A~A5)V@_QCcZw*`_zZkPkP0&)bN6SFc z)XnwQ5D!H4kkY)w@8VY_nC22z#=@uaE-pH1_~C&{aly0)8Kv zKq6W(3(caB|9A1UvBXm@(Xl_Ey}YUTrwW@gYc1ZZAUB3!677dvPSz!ucTO|% zD8*=M!9GG?*>(x%&h^>rG#xSCyQ>uunE}G3GJSzE7QU37;j0|QPz5AlxVsKH?jxnN z9%FEetmKh6FA#z?dCT?#OirdNk|6?My{&XU=%#qhG;Sk|B)Sp^I{EE3roVVnniKP_ z0G%lTHX-%cF%ZI5eI9vqJ3Iiz5exX1P11|7lL$&Q$dAwm;U}`Fa|}TPjO6O9svHy@ zS^SnNN@-iDWPc!TZjW-qC}(#Y0LK{}ow%OF9ZmiYiPc=nS1eJ5b@kd!P8OG(P7W!o z3F95R&ijuX-@CpV`llNGZvc&r7+X|=E#tiTqsP{S5U9E?A1&=?yY}G+($hT(CR%U~ zU;DOdUo~x|%Jumknln0*d4PbjgXmMUKtEF8g9Di849~Bb-woGem|w=QD`*m?LYOH@ zoC;1eSff%*nkpN{#+Y$C^H>oV0Dw6{w-ARxovlQ+2MWS4GV=8F&{F>0r*>d0S5XI` zKS+@rZwsP?!2FjuJ_V*`<_F+@m}{#Ba>THm-^2;zrD(tk6CZx&a>*0afr+cDwQSG1cKDexNgRt zPx#XjF!=FwpEQG~s$rQkKvaC7dWZ8ZPcyR_bLzd~C&tPhXMp#U;YX@WSI+u*KQ`PH zcqbInbGsPD$ABSl3$6ov|*RM^Q zQ*so7vRZE-14>_MSxVdW1UKOdf$hTT6}n5eM+zM^+y%0?|LK7M3pYSTgW-*I4bbS~ z#WgPsUo9nh$?!D%c}8?a9l;m*Ax!Kod@6Hy2RaQ^quk(2S_Wy0pBjmHVmJHwfW|%~ z{zuJfF11_>pnoLP=$b^*9HQlGempP;p+Gi|1EIn2oEJX5OeNK)L9Qg}j0oIC&)QMe zGnSO@{bhllsJiE7kZM%AS@;J)s{maD`DI4ZI;qESoj%t7GL@EKo#eF2u%j0u6YA;&!V}m&sP47~^r6#0P@KaNhO?MrJY_(iX;%zjv87J0MGe&qhw^H{= zPJM+p#U_2F6@w?9~6fEdxi3h^)UBLY>U;yM4&B1q*@rc`s=3!k- zqF~;t7F1vs6b-x&iRk1Vl$ZCme5}OjIy#c}!9X1%PRPT?xxgFE-QLMC;l#pUa&fPg z-)UayS8ivt)SI+h(CY#XaeXO+o1^}o|qGXH`NL5Zo+Ad?Da*O9RcYUq3oA^u(^lM zGgA_$zy%G@TXkKN)P?YWJ}K~N=Be9)j!n1ZUO>;$QZNR zJ|+i(?)eVxLI-7=n#bSa!C{DNQhijyIC40uao8_hBgLF~(xv?Up2-Le@{#lBC>iRa z#s##A&FEzFcqPlIH!_|R8PD)7Po5|3r<~n7g~8)3Q1=;o1V#i_FTsIME!K;!EewkB zCbqw#V2xw0IfQk^-wzL|P(!RMmCp<47=*yd@_yZT&`-j>dU6`Bh4i=k)ai! za$k;fJNFyz_@tZ9LK%xolx>ZfWJD z6x%r+w4R35X%t-+z*BMrKAzB*6X8!2FlD{8GUTS}i-R<5A{wJuib8PcdJM=@fUIC6 za^q+eyUEIy+8J*#W4Q+7=5AoST}9oJN!`6oP^G{t;&*;yFP_fbZ5abC+Jy(&q%(Eo zSZX1hQJ;XPwn1$TVc9l>2T#71WsY`ftImY@*U@NW%Dm7E{5OlZ-60CbDzKmh1>>dO z?n5yBiDqvNjCgy}V}yQTY)o$a)mJoAuX54IYdOV~+_k;370n-Vo7_72US7QZ} z6v-sdyMmRj+*qj`vl{iJ0!W1341M>jQX>os*nQsJ!o9eMNax$7n*Z9P)bAG_4~Y&> zTnb|d;ftWm;fJiC71&-aM&LP57`1APIY4XCXp8K5HM$jeIrb$V(O&gEO2JL&Y_+4j zysQ`mx@Gcw>;%+8!TaIfR}su~zmh|~qxvY06tm?xU+YFc(~=5)fYgO87ZD@gL^)+d z_CRj~C64)Pb@>rkS==b=v9X^Nj(oAF*fp5@=>_bu=nhp?My%ZSLsAws$O3(iv7tF6 zB$<}(oO?Kh?P`}Yb*tlAqX4e7Vf$jTST%2-JE>sTRh~g@mOip#d$DVxlIEh~c z-W;Q7K*G^?_0`C9AX+Ns9%`(H0KnxBX8-9etlW@@(59y6t9rTRPKoe$P`pr?n6rHV z9g*a!U!T_d3CwVE3>pmDFP3n#N-OxOVlo_~xV<0EwtFIPpDex#?X)YSk`Tsdtf5z+ zSMxnUa4AkeVp<|go+{Sfyr?^(N-|6<^Ivi3Ot4W9bb56SFZuYzD zp{#RYCM<=R2sDzr{$Oy9D{S?l1xs#NDw1U z$!C;2IFLD%9OB(BZ9>d1r^m~Nvek0Da^WrClC~hp;h}}IEX+q{Q&(YoDrQUF_1OK2 zI4U?6+qcs%9l~P`RZ-UF;mL06&i1CmDMWl-{em*Iyo1^bb$1HvVbOI&avBUyIynx@LhSd-n1o05<4xG->qFLs5L+iMH&kxzhJ zAbffqE4QoM_l`tsY0yTw!3|Q9pE2Z&PY*_ zgnvs{vx)fjaz91G5pidY;q`uoC}){`51OFOm2796;7z+PO+j`8egAmf=wL<^Gi{!| zoHJVSVlCWLk*=~6EH)0jfJe*sqpOS3-3)Iv7g9?RYUxPU-7KBvGI%tI4qVR9+i79# zc+(UUnbeTuu5CIndgiCR9Q)c_l%2S;t-I|8HBa&GwL8?Td*P8uOHpl9mhb!XB@Q0r zJmtp1A;;mOn>(Md%5L%@bjFF}!Vxak+k1aK6pz8uGBE3I&^6qbDWzBU1@+--aF=#M zVzJfwRmzs37<1rmpvTxe6WCRbR!ITMHxw4BH?$t|_6 zg)cBSaYaNp_OB*&M)T&4^+{0e3N5wK1hE=7JDkrl-VYc4w&w#hrF*xe$yp^(8A=SlZ9Gp!Kl^}I-YBcDSo;L;sL1CnZ1@?p5f zI@<(aEfRK}G>X*$G)6!`Y@HwQB<|`Tfx`G^4IF(ZqXTiSdH^_zV_92iZCG1 zKKcf|aHX>$B8^vbL)H!olb6$-8Viejq zM|rjek0H^De_J>tm04Hvk={N;t|Ms0D|nS?`vP?KvelPEL{1Wn>$^UR9rUXR*>Y1z z1o9aDAwD^EKXu;p3EmS@)a+}*8qk8Y1P3Br86N%Gr-BJUGQ-pB#7Vh+u1d;|Kp)B~ zavi%PcxxKUY4eD5^J&;`n^^(x+q>v}>0WWh`-_=s3^@5_7zzlIaH`PIT^jzxbt0MJGF~~Xo53L1NBY)dFKK2f=VXbb`{LJ6>QIvB1L4NX_!TVZLqTIeo&r8S6pKH!Wv zA3v$sS?Uef3wu*34nqXl0|2%O6Ur5%zGZM z$L!i|n=#~72q)jpBE>#)wiCOkZano(Jv;@!OFj8|Z|NFuvu$tvrfJaETeR;*W_?nM zS739Q3*%Ayna)MKb|83ZRAFbP{_4%jq4^G1f>q8@WIsP7RqmBZ;i_bIa_TDej@pvg zYoqzvPBOk0P?lMmWuJwos->%XQLXv_r7sZ}L=$RlhfwBENm(4yj$Z3Jlo1b6%3M0R z$^SzN)Y{kKK?;U(b7)jZgJhm2of`_h3J;~=FqTA_x-_*t z4xJLeormn^C&Z@7r9G{nDrEGXLX`%PEsE4CiXB?^DB>tSd$-Srys0U=oQ!t)CdWsy2RXB82qMV?;bCX?s^0s)bi_%aEe>T$f+p)w>07J3!5fi##6YC?df2# z_L0`zK7WNRRA({&Sv6Oi=$t4yj^b83ZV2-h7LO^0`1d58J@<{}F9meGZu zhV=M)^ijYD%|I*Rz>q|ZuhDsuP*g472iz@N?t+UKl75DRu4*zC>{qdG=a`^Of4O4O zf|Ib~A{j3sNo;7wmEMIf=?tr%qHvLtk`}eJINOOw=RlL>kq*C2dF?76xdK5LB4CjH zrvP;T(58!LKSrj_o%ZY}7#vU~xaL{Q`ui~wuF@xP?ZO|Hy>bs2oFt8l-i@{G7rr&W zHYzoV3N19+yMW41L%H~Zy9>)eHY1l?HRCfK^4!}sp+?DvbwEvm&??1v=Q;gpjR3Mp z0AYByYu0wvSD7&Gy74=7;8I-LHDfC%8uc|oQYqy?pLskFkGmajp^Y{goyP2=q)8{$62?d;4_>BXZ(n;oII_>B9|IBuqq&ewOFoAz-Xsp*gx@Pssl zb`loCP}bLRx|9!?&N0h`I3G-9xFO(GF3!{ZyCgf_=2kC-IxW*)v3uL0r|Q1tAT0j)zEnxeqa7pd;-YMYnp-mr2Rk&W;vDE zj+)g)OT<$|yui#&yYapqt;|O6*LzQMAi!4>ZXJFOiAU)SD)77w{P>yJNDV0GS9>=4?4Tgy$_O(;!0zvLIaOtyql_rOKw)E zE_KrrpmCVbbA)cdLt@3ZZw!Z3-Xzv+R|_Ru+-Pdw`4X?^u#zC|C?X<3*?)* zEpE~PJDlR`g-C`HYt9)&oeY9ZbN_=owXwq_5P(jbg#* z%202g%EkT7w$f^kwQ7qD5AGT6)6zc{3?F8}5O~tw2MZ<|f;Nd2`T5e2S%QFAwr&Y6 z9X!{16=rN0o(f?`NiqcAtAL|n*Y!wbzjj*;`1q>H8wdM{4oQZqobSrC2XXP(FKLQ! z!z)n>aN|Ax<@{HxK@|ALBAeYpN1luFB2VjjPJ=~}BCP6<+M{wcb=n;%DEjlg$UQSC z?)?^#LYGC*UFD(05$n@D&Wxbz@RA=bmE!qa*RzMF^`&}#gQrTZy5*`*vi6<0wdO}J zt*%_Tb4^+9?mhmb66S|))XV0nuEKIszo#H?%?Mci^44nN(h&X*5Hi$YZ7KbsTNGWA zJ4)Mq+XLvMknnPwFFSK$pt%J_JkCg4pYr zd9fD8!8V?{Bg!bEmq8w6J9mW#d1J-$X=%0XtT~m%qMnqaIXbAbl!egYD`Kw~gKQ-_ z>&)ZVu2HbrTxyEU2hU|FDZ-lRXxX`R7oG|QB=To_&Un2nkBzNY%kda+iBB69uboM= z@q_?TwW5&(O|~}{e40T0?z9aamBESs<=JBs>9ZLy9U2`SaLky)KK0m@YRl{nk7oZ) z@Rg*GA95e$A>xSxjNht@5B=q1MdUSx<_2gS3puR!Pq8yqX|<}0RgA7ECH_gHOX`jszx zQYR< zwn$=M3XlMJ1&hSdLyQwLZ)J8pv^!iQHb_s{d>v8UCa$tZBi;JKJd}v*s6ZDNo^-y3 zn*YU2lYIzDMcEEESn!7~n*A#27Mch1g}}sNqU^42$O$#C(pVwf1QMREC#x#2 z58No>@2mvG6l@kLXGvPTsS6mH#XczNXZ%vk4Ym}Jq@#TgiIVgQdBc8?i)$lzG(7-7WwImp43QlY}owxRQFNOK!r65Z-Lb9 zvCP;%Qm!B<78Mshe_JAfV1a&Bld|PUTc@3SM?uE;m(Hv6@g-VFCj5^UC`hRJ*CBSX z0o<8{VA(IyouyvHO;<^q_JMbX*mMv@r7)|G4sK3LG>5&TrCos=Q2A1q$1FyKRHs=$ z5W)5xg!A#c?11hXXCMHCC7-f7i)%nn72ozY@Rw0EzcC7DjLxL;&T!9ia-vrpJiZI52V(&SW#)nV ziKLx!MIzW~7kGg~hwYWce=$Mkqy^sGM*azbngB ze!gnm>Qk&&T*cH>Z#Ag>5tPy#H!vpMd_3ltr1vlG=9isc;Ru5a<6u`%48*_B)Uy7e z{TI~qPCTGctJ7!0$VevERUHhXQ{;9|^eua}8^5FGbtcxTOu$zzVtL?$IaB{2tjW{? z==5PN@aGBmyI|TCxC$z&Xmu1j%%}bAU5$0rQ|`Yt318*pz)kT71y|IC^Ys35^ZQNk ze|{ugS!A7$$>7D7Km6bp`UvO*o*>^6I01>%U#g3Lxm#XLK;!W&KcBMShrx;@aVWzt z0h#d`j1nDQD{-dZq@(-$`Tt8d3U>U_#}5uk0ys3TXlpbZl3l{?`}__2|IG=4|MM+K z`W5l6mDQKXl1MQJ`QiH=|0TKq_wxosBD6}RmA@@Z98Z}G&!7qbZT^kU_dxp$MDGkP z=kZ%cVu-(=J0aY1$9Z>b5(#O=hB28mGUe>r&(>RR6x< zV+V-jGT;{iGG>3eBlFM+$A;7PSmd6PH<%J2BiSJ36-_TSGXkb##Qz3_KYy!i9jBgw zz2GDmR`U_i=B9aG`zzzOKh=>SX~!{?D1%*b)yy+f@k_8F2z!I9AUlvDQ~|K`5g>Z7 z#iViBHC`N*ze;_?L9+;=67VOb&e5_44mHbmN1NjqE9FFU$c>;?Hk)ZOUu$wCyIr&Sgy-g!ft6pQqe;;b-}%7tujp&G{Fr+*06Q5f2}RVUgPs#XfpYGx?I z%D{!G1m40ikkVxXXg)uv()e#cIpPJB+fP>h5o`t&5#3M!|K1fA=3Oz(0v7G7F={>p zIue5puR_qJp!h3oNBc1GX0~9=D3n{-AIurU3y8BsQUW!G5qZ!L;I_46rRQvr3N#;v z@`*~G%`0Q_VM2RRGW-rpm%oo2OBw)!j|mOKL@)&pbtbV=+cW@G$sBX%F{t41c2w6% z1e?3FgzRs1HGpX@uZ6W!f#QZY`4!++N!W%gD*ma4`Ooi9N!j#YFhzR-OE3i9kD?<% zs6ROZ>0=FJ+PfvKstIl=S;YG8YG~2Vg~CtWM-h0e3rwL-C%_>dV#!hh=aEzWpphe{ zFrgL-5p!8mIs>a>6WD19%+)2qtR48xoIOPGiurC?^{S=h8Ar_jQ4#%XjeJF5}`0Q`^X;4K_g z9JQ{*I}wDy^j!#E+XpJD_t^Ik`VI(DK85XsXJM)bkktsi{;wS^;2eVP>2~GL+4$Fw zKsDQi5#*4s#N2I+65}H;Y@dJiP3}&xuIJCeHgZmV6NopafO(WHS19LWvZ+8`5X! zwK!L1IlX&e5twHeYP|w5RhX3so)CNo%oQ?)kXnCG8M6Z{{dn1TAz0B7&iaS%bzP&S z59{S;rtUW&-u-#Sq+hYlVKev75vXGl;r`li0^X^Zyh?d+9roQhpzMXR3lsrva9i`x z4FCs^0|f@T+!wIZ3HOFXxL}6pc!S@wC0H;#6FlnuG>Gi_8NcbaKyYK=LcmVrQ{*#S z9d4`9mHC)mzPC)}QLI$uf#$z!z!2Ba9kr6AP9GLDM%Z(s{F$}N;s%s~_5byC-Qifb z@4LKDg@m3mie&FC>$OEj_Dc3hWRI+@lr0huAsN|a&+MXz%xsFRkUh)ncYS*EzWRQ@ z@2@``&+&AW`}4W)`x@tUUgrh2k$ys=^M)iv|x)iZmmeQHjVF07ZcPpi+a;ijet@T4n?FwfVxg2 zt(afQG&cb+gTC;(NF^IEut3@~Ogzu!{x)ISHZS&OU4aM3Ezj{Be*UYmPK3^W2vF9+hE>WXQVE?j9O z8$K;VZp@}r@@|f^=NJPu`6GlB-5V-iR`wi7g^V%QDedeEcec}TtUNt-d1`&&r%)J0 z3bbi`H?dg9?$1~OTVf-8E4X%=M#=GrEw-(ya>sW*d@xv+2ECGeA75TZ zg4=izjtt2cj{%F+uzSlvGPIXpNh7SjlWY7S=P1%>Z%2ys*9(}wD-reD9sttInSJd* zu4{j+$t3_6u&>;1v|tgMa*Om`2I<^91BkX60C8Ht(KzWFX&Br{(C_dcr$l@O$Bi^= z`qjXq!gf&Xs{+NKvkwZrValOL~qMtG@HuV3`Cp&T5BHg`aowsA_qt@sy_-5YlxiD z`b-yS2wsK#S(C)Sjk>)w@+lS-Ge<-qPv4wwdZh65X`ZODQ_ZywG)quyd3%jx)9a@k z;&LVMs(MX^e|8LPqa(zxd->@0Lb^q%j5X@B5$(0RD6~0!(Ptp<1UY8fK>pxx^*#}w z>&tEElv79;Op`lP1!U0sfu^;kwgUymcRnZv7$PUvYkM|RBDs~HK$wYt!03;v<@%G| zRXHFlSk@uBLpq`#&&e1jeUe&*8tV*$QVGHadwQZ@m?8?sl;K`L`#Dwhb0_x5jZ-~6 zf1CA9m^<}5^`F094rNJa(|HHESXnrz5sy7hGJeanJz>{yw%vZ+RQeuW=U=g?uO#+M z8Pk-V-A7+{P1V9d%Agyh#S?R9jlDl^O*39L3D9?Ik|zNfa?DpvPrw{eC*pgWb)9yV1JmYwrt^#zZ<+axUbxtMFjc;$r-6 zaE9ZFFrk^O8k>`KLc|?#D3v}KblPh0S{2L}Y39CT&i@qyU``^C_AntX_Iuj2ZMe;f z7fA@7>jjjbl*1o|ra&BNFSQz|wf;)cwt{ntO=_T(#fc8>dtTvgTuEx9 zl)!_npyUD2q_J;v{KWG{62ip?Ru0RbU%LQncMuq`=jhukfeU#lbe)@`J?(;keewku zyKKA%!^m%eanL92jv=zZbGu>)!if@A10ZKO5C2MTx(m=VN~2of)){{sUO$fH5*k)m z!B|uBEV*Zo7w!S~k}c^(gr%ZfG?JUj16$~g+|a4Nt(o`+r9DKoeq4+brPqNMVgnkq z(pqb^oL<|vO`nh@D(^Q5M1l!VtpRyV_mh~(27y>VC!WxkWCqb-vk4HsbeKKjL&d#O zZa1gz$QMzF+!+A%81ewKAR&s+ieUo5B)m`Y;b~-I9fZ^k{QL;cUt;ugKSR7|dhJR# zw{IW3L~@i$Uy?)Px!E>s4D6$i1jX>|(^3cmRm^Z;zk09>CGK60-m}rP|IH6EI%BnF zg_-w;@sC(QB{+ynlrB+I`*tMs(eAMMJ)%}YX0h@i0whrM`Y;s-OruAf-Jq|;L0sVs znb|N?W`ao=89%-WcCp*U!dtF5)}JjLl_)~WiSbF$ceQ-1=P36QU&wXQ8d1ojrn8aY zYuJgbqkUg?YUvj8*lpAiA9Z?I@t^1Z9yW?Yv*@Kid?VvZ&spJ{ega`dwKwV^1-1m! zww=koHf4i11I#gGXQr2@1E%}HZI2l?Fi=Fo%=&_q%Yhl)+)$G{d5)l1He;I_UIXFL zKM6pNhq#&pQ8^m6DSx^E(ybB&tc)~t#Nd;CSwZuxt$jl|W?|^3sARhQU5b9qVOQo} z;j1*o1S5B76e5ddI({_vx5U^L-zhD&>ErwLE*W{Tg!9g*H9r^#`U7%B#?tDm@uzui zPaN~VtJ)VpLSmpfSe@5WiPvI?VrKCr5dBVx*ZhjNo*a!{W|`wicMKM9qX!MG$P;F5 zqWl^juoxel+p=wwZAk}g7UX)j?&}(8QBYgB_ewYYt$xfXpRCoDzkOhie{(+vDZmtH zWtwdj_C5MfY~UY|pb;&5{+=Y3S(pf&hQn_s1c^C)ze?UMv_z`V)GF6;SoL0Zf=omV zRaCh~-}!94|M@$mu@#a;KM@}J*;A%6h~3EtGDB?$v6eIV8a;=+Vx;<@H*d7ef8iCN z*F}5x$nv0hl79_%%`Qpo(@3OON<91YE2km|aQkwu7k`$H%MN3fO-|r6zE=Y@acSHE zP@$d!?Vd-@$Yvir_&*<1yixIdHu2so9qX%x-gI3*Uqv$GQB(_bXy}45K@VqFqgoJQ zB+z2EMYM^!Xwqs6Pm#2Nd+0}a{cp>x{C_{7ze4mubQaiJpa@~n{OyqBifDS{sX+2aW}Xi zL)wd4?VzwF5-tP6bWUF$&ywmu1omHV!c6Y&H*2YuEb;3xP3k|JRw6i#qU3*=CS|$J zx=)^E6fqV}TAS`rR^ap4w4MWkF5wxlP#u&4wlG231*x->bj-MPpnO*l;UH+-7>0D| z28~QO-l;r089!m@F~|k=UP$lD3$_t5$rIa3rl91L#HN?M z!Yt7bc7*V<2@gm%<=_Dkw-=Wu;tTj-0(uqXKslg=MMaD7gb}X1_K*F&(6lh`L7*1m zQK38DLuPuc>-M_{sxl;Bx-tK-GdPoO_R2$wr`PmTn>vgBbItGw7^0&FyQw~A&g4@+ zAzU*FU?>aTY>nk?qiEF({FG0@&fG6>6*Nfg)&son1bcNI~*>JEO$ydOsYbG3|01 z-tB)|h|wrc+F8b_?5wL44{)2b5*t5)?VPgiA;pP4R;nzv*KLvmf2{Ld-{6luO{wXE2K?a{50C%H=KQ@PN-r#?WAa3e%`Gjf zAp;OYCXP;VF{y{YgR{A#U%|x7cRkjXk&b;##RZX&2chO1kgD5HtTGJ4E!HZGf9VXM z4~yf~2YAF^n48j`-+TYW33_Hk4Go^6*#JAW#QhZhWRq2W<%0fHOY~Z?FsQM6=W&)n zm296;LSs5gJVfHRWApdQj$rvDiD%bImVFB!49{ipRWV8OlXaJs@98d9xHk!Ko??A^ z;?BmLIkZ{^x9xwUaGf6*BPwsehXmfVJ5!k;-}|w-87u)k6%upz17}a(XqJW8 zDnU+S+@qP-djy`5%0Cb7D{p!6x;&Q5$`8a$44xp9y{V2SC&MC?y+X;r(Dd}y}Wb4GO55TM?MX`O;UQug=B;qqzE5%y-~8E`V_M`a7mQ zijk6A>PZL#K7RGhi)FKqXG?oPX0YzkmA72?v$fNyvz0_PGz{w?o#q3e_+bR_xU1?5 z{Hky*zwQ8-8z-ZE>@`er7jc0^)uVmub51g24(NG5q0S!95b=hVs*&5EKj~(0hiFlF z|NBG@TR|s9{Z_rF*ACKRf=uxa^|H)~t%a)iUD+lrz?zniq{+mpcoycNF;fIPD= z1}hz(eMR;0b5{=Cvep{1#%Zc9!t&-RrQPT-#5Th%`URQ5g{W zf~YPzQ)e5J*BV7E4zB>b_Pd5pjQSgB zg4?}riZ8ZnUj;z#-Y5mq3pX9(^CiyQQ!(964aNY}_f&EVs(V7tN&JC_>FZVZ89?A} zsAni}1;-nIgzeh1zB5{67JAET5UC@eFW;Br)G$^`4};OFQ4iI}I$;|=O3N2^8qogv zg_yDQ;>K*`t(?B7W)`glDEMa~omG~-&!-k3x7u_G&ib|MMliyF(wF}~%qR)o8e=^b+MQ_&<@nj#6D@O+fuWNKfFeh*Lla@`59 zYa@?M)FYlHR!pzq|7F`5nNVtv%h;J1rpSNWOL2LuXlBjT0&9O74uk4}V}kBPjh7!q zu{~Q^J&reigOs6b34A7g{;km|hpc;#(QMtNaDA(eFg;SE2u;y8*Pe#tX_?TPXgNX9 zDI$*C zwXpl^vZU#bO~GIf7YP+