From 287672ee02e5d42fa6e8732b1810d6c3087e54b7 Mon Sep 17 00:00:00 2001 From: Simon M Date: Tue, 25 Nov 2014 11:20:01 +1100 Subject: [PATCH] simon michnowicz. First attempt on "data processing with Python" --- dataprocessing/BIGDATA.jpg | Bin 0 -> 53173 bytes dataprocessing/Python Data Processing.ipynb | 914 ++++++++++++++++++ dataprocessing/ghostbusters.jpg | Bin 0 -> 34251 bytes dataprocessing/inflammation-01.csv | 60 ++ dataprocessing/library.jpg | Bin 0 -> 518661 bytes dataprocessing/picard.jpeg | Bin 0 -> 4733 bytes .../python-operations-across-axes.svg | 610 ++++++++++++ dataprocessing/starshiptroopers2.jpg | Bin 0 -> 49399 bytes 8 files changed, 1584 insertions(+) create mode 100644 dataprocessing/BIGDATA.jpg create mode 100644 dataprocessing/Python Data Processing.ipynb create mode 100644 dataprocessing/ghostbusters.jpg create mode 100644 dataprocessing/inflammation-01.csv create mode 100644 dataprocessing/library.jpg create mode 100644 dataprocessing/picard.jpeg create mode 100644 dataprocessing/python-operations-across-axes.svg create mode 100644 dataprocessing/starshiptroopers2.jpg diff --git a/dataprocessing/BIGDATA.jpg b/dataprocessing/BIGDATA.jpg new file mode 100644 index 0000000000000000000000000000000000000000..4fc311004e0b7cccb9f5fcff021f4f3fcd6addf2 GIT binary patch literal 53173 zcma%hRa6{J5biFEy99T4hs8Cx26uN^oB#Z`Zqw`~BXf{eTj00;yCfbSRJZ3mDp?QLfb0LaTT0T2NI01SW=2m?TP z=jh&(T^Q_t)c|bo=|7TncD8Y}0svqEfOv%e?f?!hE)Jx3p5>jld`~cW|Eq;A3;+Q7 z-+cdnUAz-A6Cw~3NC2P!FaS6J`~Y!)9PkrB7hnps1-bydfq_6^I1m^Q1eOAUZ)<=M z00;&K5fKsjJ^g>s|Ez|L{Qf{gLq0jU5mSU?aK@NE!4_WmvKp#K)}{}2fFeH26h5C#ePz1#xxor8sehlNK$M!*2U z!hm3aAOI{DHXIH-0wonS=Lars2}H?{Y8qxV>gE=%Ztg+BNmsZ$-x7Wn)HMvuBS~o{ z*7wcg5ztzCge2z|_RlTs>|NtG4oYk7-tz8)t!~~2AprhQ`ad)H@A*Co?0X3*77*}0 zyZ77wEd;_~VN*&_aZ0|e0#HG~_fG*~0mJ|`y&Ddo@$s4*wB`+LSV-#;x(iwoEk03I+8^8H?NR7MwE+wxcy*-jz* zh)e-B1s4}A{I+l_YIJlx?8wU}AXGf2Nq3^FmV`>?gw*OePkU{xo||w4zQ9FP*2@>fV=y1CTTX`{7K_8vk3M z9^K}T#g^x&zeVFcfIE!&>EfS=s%pCWv={Gu_K6HF0(1_VtP)@A!Wj-;q5;bM-RrE; zmk15QN%lf?M24t-<1D{q_aLr>!~5x1RwwoYhR>*0*ik?n_7`uoNhoY|;K+f6XRHN0 zizN!_3U-k9$R!&$8z_7P%V4FR7m$_$1K!FMOmnI=*NZG(1`q`iJKL}yNfaOKu?34; zz3Q^<_MK8k_i$+wn5KEy*V<3!lwuV01-cb5gTT;f9;BDN#b_`#B}j+)rQdKqT6l$br&!y@sojw66G<12*&xQg26tB4wZHc)O%7Q&~C zQvls_LACTiyN$isfrW_=^jqm5k~Z~-e|^9e{!u|Inuo>D8l2z z{f5<9$~Su))y%Wrg@^Vb=!5W#U4Rtgvc^u#0IcIZRPVO0d0Dw`m9Ng{V-l>UfDCwZ zL?n%H_UUPlqfdLST!xRm#k{YO%!P_=ghO&NvU6J{479|Fe-sE;Ja4^GR~;u6td^h% zv);u_u=bV0b_^P8kaj!AYa^1dVZlrQbTY8vjaE_I0%>#A6(pm(hLc_|T6o@yJHEe9 zIE^66Vp~~r*5l|0>nS^X!ix;g_>nmo>xB}*;;mZc<@?IrL`izWaq%zVM`p=gkcRIn zgY9$VXG9C$0IX?!M^}(IO~bjD5*B8ef`RsbmjzCg2o-Z#0g*YsIq98rbCGJ zMqpg8D$iQik*sMvHTwf`4dW^dubV-M;%CF1RPj8byd224`+=*&79CuFf5n!Rk7KOT zDv7nXw3>QeWzyH~R0<6{A*5(CEz7btu66h@)eSh$<1( z5+*H(b~`oiQ1{BdIyz1$s#&?7wCmlDnhSK4#@+yTwr1YqCkdQXJC9F%n326|8&=&@ z-VJP}%8DHG3>FK!Ztf(dEmaBYZm1|48y?KpY zD=1(fF||StbrxA*89kyBtr)9eajb+0k5%ZqJP%Z~vtT9#6H{~ja}CbQ6QXV%nH@@K zynNqp{%A$)8%8-bObA8%xLtT%>l+L8!P^*k%R?0exXo!KoR#KEJCeUke5(IfcKosNN*eMc~?<8obR>sAieabFQy zLUF%fJJ+U*MU()vGIo!GzaDNZ)-eX$A<*kl1=SX;Pe>Jawc#Hjr?exo6{ztbg6D#B zWU3%oLxG2h4yG8wc`o1r2WSE{k!Ak5ST%!L?8-dWjB0^;8wC5EB#=m1JT(VY*eYG@ z4n}w`fxalPBt_km`$7ASZ;!YY7q&T@x=p35W5@(B~vM!3d#=;>D}UV0UdN z*WHJW;WDSNR+Ip8(X!)-kj*A~mf5)jrH!M9_8!rOL!aHN_1YHHv_@@a`SyH&KB?w9 z8t1}H@4y1noY96qB{XA|eZJ;V%p|AlRsABC5-xdX(SBnUsHW%h%~d$PIYcMGWU}R& zMcf!OQ|7msyGBwr-OZnmvrPe~RD*WL2@2c{?ix5~Ep+pGhc`JFIxT}u4aTi zQe~vHqFD<%oK71ow?1v%LB9T40bUJ+%e#~_vE6GxV^48Ee&k)_qhZ(_UQtnQ+kMGO z;6C2$*(Z~dO)gUQt6e9bj?|Z{v@#{(@+C!CaWR6sUNZG}JS1hyXR z7DVh+Yo%iezh)rN3pe|6y^*E!Z<)Bm(aJm(rQj@I2E3{cUp?ho{C6AqPT^*SFh1T+ zn>P(RP;QuiN!rW;arV!afgWVQL|rPVp#8gd;?cScG)`^V_d+_fugQp>p}cfCqe+v>%SVTH``}2*4*XP}<9$T1lpT_pNjzfD zi))vnK`TS<_j%TSgMfyeR}Jha#{uo-g+Xk}^wd&g%3B&^wVG6a{YuPV^L#&-I8Y~B zL;$~})r5}ySfbRz_w>YHD_e#1RH&7hIA*@4V0W#F4A7gHXOG^B4BkJHD1jW$$$eK+mG< zLCT?vYeeI*m9aN_gsj@!Y#5-Eka z(!%Twu!qJwnUE^06}un+2}A>B+mCzzWt$@8fb?8&%ua*q!LmN0wlEK}5U<|wY5r5{ z9|BL?D8%7Zg$m&jolQ3s78h~MXZx$ZJaQk+(CqM1l$43G2cW;7$34stH?_11 zjVi@@Yfxa7Mk9uG4hU@nG<%%K4&tvAdxu2-crN}K4U2lt8-jHlPu&_qSB9VWDkPUp zZ*l@bpzBg}xsb8uzZl_<=MMW+51h506?f;34rqWW7A(bel}MOylyvh=me9Pd}jw}lR_1HMqCMrE{1 zg@p}#&>ZJw&OMNklU<+H;UZ5Zq9t3_A7fQPgZ~R9tBT=G#RY!ZQ)v>*3h|yVJdmjV z#|&>m5xQ%Y8xYvML1Ep`0m@bo*MnhjEOdHT4d@O;L6y;g@FQ5oPtY^nvD@g`3IS-I zb$`@w&c{?jMMF`@mMLyg4>axC-)j`2v9d8dcX zH+tgE)3>)zKRb9U+cH9^;*+W21cKn+LC{669ULtj!*^!asxCpUScJ@#c446A$Wc^^boECiAa;*ys z_1?Hx-yUmux|qT}@DMdtn0KYM{4Q9nOrSjFBRU~^Z#PjRIb9TL-PqK^N6)h!)quLQ zy{BWX$Yagw+`9QUW_HW@K39-Jt|hG1)7FMFE$zz%HTJ&}yEJH~JH5#C$NoU;o*Dri zI&ueG#^E`mU;1{$=|J21Y4(Vh+}az_M2apq!IfPNn!w6ym|)MoKNVl&x8{!|tgTf- zR!9c>{QX84IXSG{Dl)oPP+PXiUomc?<|e|`yGWW#hMid85{&MNqd6A(D9a<;0W(xF zYrlpfnu#3bNcI#KP-kT7-))TdBL>V$L$}b#3IN6LI-ZGh3f4)@wkeR6IA|>;h)d+F zp9}2Go}P;reePX>9=R}QzK`#}3H#at>ybe-;h6#0vy~~HHRM{iW7kZ(rtiP&+Fo=DC%y@=QjE)?)u^3>@n@@k zwdo3Irbi0nY$C|mwcG87g0}G#%0#Wp2H9U68R-1L$f1Y7lnP-l*Y8p?QXtk!BgnpOA(IS zV2H6$yqG5%&*BnZA~V-9>qE_i;%H;HO>O`y<6(hMt}wG*igMTtm;o$BF1zw-{Q4N) z6j!*llTD?Q8GNCV>6@PA=>PdKo#T631MTHTU{I4qZ~?cwp1izWapn(8jnRZwNcZs4 zYj~pDPF4lCn(HBc7X0Z~zoKi3mEWNRl$J>LeG|zs0QXP=x@GOU%GOWyyw3clbZfZL zPU>jQ!h5W86CA1q&v`P-3KEgG(ROB`Fz{gZ7(%uoa9?OY*QRSX8K`BNIQDFXC{WzV zm~+&dD@e1@LV_?9W#91)a2?neE@Ww6mzS!#8x4t+SSnx(WKEdj91Y;=%PJs7cj?uG zVsq0w61H)jZB<0r7jHa7Zc1Lpi3nh@hJ2AC(Uu+U=Gfa zcwxDIu&Kl2So$@>p(D1ilOxsB^{kT-a*m#u;%3&A6rVAOB4{*_k-@C%%<&jz*)#hv zEpF_{*T;@zd#RP~v$5L6btQV@#J>u0?eWz;BER~SoUW*dIYf*hGd@=p_BuwlJd%?% zmw$qBWo61uvmzuAtrb5GC!gW$obeKM{;bWz-HU)4Z&|cF#Mx;1W18++sdRCZY?CDM zi`e}V>jz64r4yOP+(+74oxplm7QGTA=ZXrt$2S0X0r&H9h5nycG+_s1$3rWYA**lq z8p$Ag7lgI!xa2ngj}P^7>4=BN)AEcql1)*9O7{ps(*&HuVMNcPlrTo0zPmg}XhKGY zKbUG9$@;7BvxSeJd}?PEbM~U|tXdO(am{2w|83+hZ!)9HrH?8jzSg35Cy6hyC1(UE zGvl)@sp=I zl<8l;gz$eJEia9q$zUF3Z?a`ii+T?7hnS!hIAx1ouh-G^&h@UO-T&C%EqYv#UM34R zfAm6@l;wKE{=EI}Lb4W9>F%E*i-qu8oqj;ifNt26ntxSmc{$c(LS!vZ_Rm)HHPb@t zHd8z^gPc@6?UPD)+cvWXBkyZ@|FL^Bt?M!8pU4ovJftexA^%g#x-lGpex_Oi&WqIL{E zir;noeYHoCVGHj2>o>W=U&`Y*=KWxj2X*!Apx+P2Q@->XucK%4iTHcSZD@=Ow_eb6 zdDyF+ky(kS7^ZqTHoUHg6y!WTJX#DU$H1M%fH7T*?Tq5-WCu{4aBlX9(c&S+VD}Xm z9!#j2=$Lqh7!le^J)d(mH!2P!$91)~>@+xX9l_F;WxdlO|I35K@(epaOa)_;1u*uL zl|hUiVf4TNED;wu9&k{%)f7s+f-v;Wfpb!*K)=dcJ0UqWop#7Uqm--U)rCatAqBB% zr@6FF>V?6W?poXhFEl3N+uvILj!dDbyE1F*Suc|`yStW+P@DT+MmJok;*s4ZeQ}>O zs;6z4H^3>d@5cCeE!NSfZiN&(9;R*D5+JirKP|91aE}+!E8>{PmznsJ4*w5g~9WA)L(nf(w*7U=B^{7OEGjj|Z#}g1{T5N;$_c&5~ui zA0WgTLvDJ%qYJ~0IP`Lo*l8=*Yn1Ljzzg&@lhgAoTl3LVh9X~nSU5qDbDtyjqmH^) zf)1FHA%x_II_7+cB=yW59M!a&9Dtw^r5a<`u)O*<_eT)~CQW*r=^0b_6v^uW9{6*< zI(bl= zt%zZB>_bp+4~X}OKB=6TmKrC`t#INzakR9wRM5KYCm+y3o-J!G;zaT}GW0ho0;|W= zZ|B(%BN>i{mL7ck)o>K*6c>P$8aL5c1BNn$XLOXXvIYRy-EEX_rOjXQ7EC(0G^N#IsMq@I`v5JU_aQxV~ttqjrF}qgKBV6p83v`CXOu-6b>_3jD!c zg3uS`I#5}{&gJ@kdBTcM(h3Jy5J6S{Lf zV^I)Skq3PfHxGfOfoEQ%e5l)Vf~#2Uzjn02Q2xm%7C-m+WGGAf1_1B5o=x~TR3iX4 zXolsxPo6$U9Z1S?QzfT&lE2W>UPW-HeAfFDoy%9g8W@KO^vA$vNiAx6f$}(mSOmw$ zK~ilY#48y&^SiP+z5R|Wc)`6&jGSUO*gci$p#&}06~~cvtp`(zS5id=##dWOl9b2X zTG*VY4Sz?<^+)GE<>Y2$IU>San~`FQ*3MG0dGlBMR%}(q?6jJR9&?d;8Q}%*Wn}~; zGU00FU-2&@mb0-vYB_NxO5&C-dQbawo!9W;OxLeS8b=-Pxg}02@+3n-`|@58H6s)$ z%S!a869y!Z-Awg+O1JdppEz#&SX~@QINA{C#zOpLi0@)EGsE`I#bAW5=7jy8hNsNU zhFp*EiWNt3W?z!kQ|B?Swi2W@t<~*jAI2)1o(;eMAi5gu-=snK{-k9>+N(qKy!0SV z?)dIyB*r6z|F}rPjSV>*T8cJwoXgv0?f+!W;2a#=F^=k|m%(+6VJsDyGUAovg5c>} ze_kT`*g(0X5u|as_y&;4__wa05(D{t(y1=JA}Q6G_<%9ny}2|gV%r!8F5aI&4Gf)k zoNU4J)o^ZnZSC3GQVj}VeFNCMx6|nIHm`Rl$R4;+DX8qRsAz{=8zPh2)khwk3hn;X z;&6;za3FLvkK^BPYO=J7=Z!~8h_-rnR<&WRa!&!e5;lB#s}(eUkrvkQ!#v1HREET^ znMVL*nRw9p4ws8Q&j~hU0}r>Ff=Zgc0XgeF_nk7#(ePQXFPCRgFnN6^{L5Q^sXZ#X zmCs`G%|GQXny@*!rO4>BVK=?)*5SHI#r=@=Ra!>7T~(8&V|Y(4h6zj+HDyL-TJ>q- z?mv-v1dCi=lE5|`w5LSmzUFhI##l0^3gxCyJ`!uD{9%syd1c5>s~f&zmLr;QxU0#l z#aA&F@h=WLrCA>_Ql9Oa{sjkg2ji*xjV*!)xoha%Tq1rkOLD*`ouD=EM3ir#2#qu2 zViAur@{BpfZm~h9t8~4*l~tqCnTz3R&`GKyQC#AW*!zHbP4AlX7Te?Q*yOhWS;)?j z?(G|(?@-VGR56#*F`HNGF(aTc>fl?OR3SxKl?d%CF3g{#u$b(fw#d4(2jm}?lws2G z5mXX-gqA3l=Ak3JL+>k`hg<2Dq@~NDJ@W1i&vD(9e98k#91%ME62MzP6ln1PO$n(I zp$B#Z>;Emidvvf5XFS^HwMPpsp*#n$OyxzSZq3K&reS*TdCwjU<1&Fn&aVOG z?ju&;y9r|7Z}2v>$y-L~yM-RPeu<%X%?g2KWDJArW!m8LjjlE}*Vqo!VQgCp{bjxH zlBdYb&S*Y?o1^qBhR?@0)_#XMD`Tl*RcID*ro8V{&7IA;)3dg`>E4~N$vxYNfGCZ7 z%rC$n;Zit7;Ztw{cCpflfF9=Zu*s=(RyX3LSFnIaFgt&hF&g!!d~~eIIVx5<}&PRoS@TUz`02b(^k~)WU4+`M5@0) zWn`p^R6F^3LQ<`@wNN~pRVTAjdKzb8c#nWYm=1K@03NsmVdmXL31gaQ;e>Bt1!Vq1CE-Q#H$;?pnLcUXXP*+g5_af-d zOB@EV#At(}s4)f3gNP8%bsuYIhq9;vrcimeSYk7sWPmNnUI%q?`f{z9RN$_w7nacZ zzcZer>_$cF%}Nn#n9}Z2+v)nq3SH!ung<}^M@pq(S9~e_)h4z9$jW^f+8Y3#l-*ty z-*$@zl4jr&%x$!E3lkW?9sh9kbGBV>v=dQ*@K&MdVw(ARjW=@hcD?fo-%G`po8#$A zNM4(u#iA?20Lp3SWA(4YN2*S{o{$G-A+-}y!jv1XPO(Z?{#Yrguqi%(*-4R>)?vjG zI|OczngU!~@o!0qrcVBlX&fu6O>q$i!|s-a8X5^R?ag6Jt!j3AOQn@zViDFA^F{g% zppaYfNCn-77KWE?Qm7$#e~`sX`>iq+AxkHp6TOfEVL*oT#fQ z8fPyI`^K&EX=pxgXX6}|LidPz zI~e$0EUA+z>w~LYSA_$J7QdBDa{Ofu`JT-!QB0DLqL90*X`h+med zSyBDc8-I|pxX?fo60_AwT72ikhl!^NzvmIou5_QlNgJh1K-Ai+DkuQ2!<&-(1_<}{ zmOuG8*E+y5(pp)+-&uxZF7!R!$%h|G9*HZtuEX~w;+OlnM5m~}XM&`)iYy`q?nys- zyx8dLzKI+U_ zJgaf_Yoa!l)f}}&VJDq~0-KR(yl@oRomQMMZ34He{2Nuaa(IN)w;OkCTAo>D)oF8f z8zkLjef*;q&R^-fSKcmU#WMf>xl+PnFI=2{#Dhge9D8Yahcw*N0?{{naEtjy^H1IXXEp~}58b0FYR|LV^;VWM_mI1Vy#6^QjU z^F?aahh8up1&!p;2422-e+?ln|MJlI2!)w@^x0_GJUQM2=TZ9_YCUifte)f+040V* zrw#gT_YLiS$%)hUaF-*>O0%~5)|C;epKkkdE=m}aJC$&I`}4VM$d#}zB`MzD>JR*& zRGJV%K=sZO_}_!b*`jFZzsdgnt9#~D6&Y>a2!RBS5wOkUe9p3*XQ6g3njfBIT57hG z;)-|CNY}tl#`8=RO9If_dKV_$fu)9zE=c1FutynRoHwE839cJ{G%+%%7Ni)=0LD!`lZa^ z0U2#x$hgjnEPp^_NVber1IdQy%!`gldmp{DhWR2@lm0!L#izc7oa|!CFrJ%o=6nJ6 zlJ1uJ9>vvvG-CPc)&2yTh$`a^!pnoPs|HP<49SVFko{2IId5O#IsVyf zVfO7_&OGPTpwHULaC8O8SY~CAPA9Q`|r0k@pI+=YcG=D&da%n>N0S zZr4xjIkoSu0;ui>O>{6K2MJ3t5bg&Stq;!`n-mRz20?+h^c}aADy}R`(jTwJbK5@~ z73v=-66a3)iFx7uX=i|M<0+!AW6TIrXbz2THnvVLRSUpw&t>SgUA7BcFP}A4`jMUY zxgV~c4+vhqSR-U-JPJ;g(Zj$1f`@P|02BuA;sM37Bonq?@ZGQj2w_=#R-d73+SkU>fk&kK z=#(N-DR>C8K&w@CH9LpoiKjGfeLiEBP*p}rO5lpo)*S9H`elgBNei#T{PhUkLSNSS=mjNT1It+oJXRyT zU)_L;`7%L~EadN|H5<2z%XNO>)W}IQ;~0EPw%bp5pxP1X3d{g@_q zJCQ>qR1ehLUkPc(i$dcu9{CSCZstSdm8aq9w)+vI)XjJ};S&55>(}-%7vY!Vv7@cI|IA6FtOjZAGJd)?Kg(!eXLU;8?{I^v$Wwm^Z*@82i-OVgdyK&j%HcZ|R3T(T3DjlYeF}L9c z*z@Z~gIe_(s2I*X$JVc2QBUbH9zD2@E54h9hc=}0cHaS31tUF_(8rA2w!l=EIAoJ{ z_)0UkjN&Zs;U4Ff@lb2ts)h_MdkbRwPlJ;sRs^=U&OMuN0KX5XTJy*JAwBguY3Qt% z&Dq+kb>laWx%Luh=DP~%A+y1Q<=j*8zt%+qR)Cohj%wx3{B!4Qp0%56s#846O=wYA zkw@ko<sOoP@NT8im152M@E=)rn(ZA^Vh?{=1bNT-k9SoPnGyHQ*qb#xe+tJ@ zrU9MF5peNY^fXQpd#rWltX=YoX(Rb991r=?zN0KJyAVg6kc=Ncag7e_sAq||>hiJ| z)?}}8bI;RRMU=>|SZ}(zi;&_+r43z{OeENIOn@CF&`sb|Q_#D8FRl#^CcD!wXFqcw zdMi~%B;GlKzhVkibNf!{Z#hS_vF|^}eBM+i{~|a=H$SQAvQENH)T%>UG9FNNQ0&ev zrh_(NfbSO0{djB6lixrQ`dHpR@({XsViC%cda4;}X;Mjc{-*vl_nNe8PmNCsI{03 zx7{1ZeUxeTCm#(Re5pa(h3D(%`Zb56&)A)8Js~Qp7`vj%PJNX#D+*I}xkT3^t%TbP)Gxyl(jF8_QzQ>?6| z9>o$xj1tDzc|rd*9B@C3-Kd~PNJt1Em%y+Ui)2IynP~mD>ZisKzFx00sonhN&#dsf zv)7ov&=^PJl`#EDz+@prJ)%8!sei{^OE9^zKgv1qu{-ABpK_tGBRdY{aCRwLx#1lz zb;2gNwUVTXQ9rG=L1pRQRMRf+uhC*uToJs`xpuo1H}+oVYQ#54BnT{#^}(7Z4C5mu z|K9C#7oq4{`rir#Zf0OgQ`2Cn*h||MN)nA#J-2mB^n|VTl3qnFwaY8A zRLGvS1!=DA>)*us@)+a)FwbfhE!7+1q)vCq@g5yEG?l4D&5L@AnFYsfNB?Rr~k2f4)uf=vh6a>L&Lkf}_(}B!WC1fF_B8-*=7>J5^T6 zJ=Vf}!vSddg6QhN$)_v5;ji@WZ-TVpiy_SNX8q9q6fX@|Ie+IWDU4oHHEcE9CTXhp zn+CRK? zo~~(5P+zjIRpc8N##KkQbVx?W()U`}4l?|5F<%;W3@wO-MeXQ-cniyW{_(zruvh>k zmS5cH)%wu>WzRobc{W8F9V-a+SXX$lO>c58Za_2cuW&*+x6)zI_wY|@ya_;+F+wEv zo3U*m#>bQ%)TfN|$)9D4ILh~(d6;Q_%_Db*{qV3)+YdXO}z2 ziQqpINABDtA;K6iw%27v{e@N~gvXOO5Q8(diSfOM$|t#`c58}NiX6(&oj&i`HVaFm zJIKGowW&jESMOfp0mIu2lMja#XqKO%;lfuN$~gA4}&Gj?99Ze@u_45PI`YD zs-NCL10kY$b`(}xdBU`eGy&`7v~(BiY-f%zc5e3YJ;%l)tY+c3>u?ADLmsp$H$W?U+v8UX`3!XZ;3HQqxmRJzwCFyF<{yZXOvc0()qSsjtI+FVJ5dEFzSlJzR(6 zQRRhmiHqs4GX|V4aW{z`3z;OPya7@|t;&er!?(lQ9Zrez{|anX{FfO+*LD4)X9vN* zD)&j(8X#*+vJ*-cbGk>EzvQ=7Ve_g@r2EQsH(&lTP`)>0Wk~7#m3{wp3l?bUZo|JG zx)0LUaI~wF3eu$37Kd5$IA~b?oBq}Iwe?!wQo`PI=)*PXUfhwWt(_hbFxZn#;qjAs zX_kWSKL@s+&TmPZ*y(LrScm#gbijb(Izr2G_ZSdz*WIIOf3Zk0PLjh}Mw;HlU~s2F&4*Uqqo)6$Oy4T_LV7L(sR$_Oj%_hGZ@!EGfLJi;j2Y zfyBq!WYHaQ+gCx&@~%C^+ZgqGn`QClh~WovViRH_sl-c#_iRPI9f{E$u#Ic3&PI`% z@FNNwc;;F3s2cLGPO|66*7P#sT#h^WW3%jhXU+wVT-xLXe)^lKIJ#16A7mzyLJ88- z>xK`B?v(r-VIhS#h!X?n7?j>~&1-uD5UU7+oS={|dpPYN1t&ZPYw&XcU-diVyoGB^%zVp%H`n$BuKx#-Mt zJsGV1ge9V;AiL_B2hrWDYNm1`APxb*$o3qF(0uaqw@rx^j99;3>)4eo5|rSFLGfce zjT5>5{g_mv<@DVEo;?_vXgr^2-7$CY)r98g-}I7H*KFI6)uIYxQWW1h+h+gY%Bd+< z0#pLVSyR!N)8Gf0WK(1hxp}t^yjuH_acW=ZKtURFj$~c3<;A*anDuhm&s5?g)BI!V z0Fuo7LVL6dMd|3k8x!ewjc7SZau!vvssUNTuZ_BSk7hi^~)9s<-#V)*QyF$ z3Al7jjnk_&*AaN1t_)7DfA5&L){pPH1F0Mt?fEc-7VZ zF*x|)!a%csV}IkXU*}B1_ZB_t&pL6QzPd=cS_B|kkr4ivpA$l295TE2^;zQ${~qgd za4Ip@lj}k-ujDPEm?dTz#M^VhcEs%ro~(FfH$L!%wobE ze&%NoK|FJj3vSV>Y~3bEcXYzGn&>o^I20o0+Ny)~^&LAS;}sjNqu!3ZX|ERGrRk-n znc=3SbBrA@?uZr0+U#t58I>t!d?BYgfTkx+bcgFXfmQGSZQ3L~F|=L}S@_5*w0!qQ z8UwE)DG?ur3mNJVlaY^J`@RSFTZJCh38T_&Ciz5A_GQu=U`o7lrkw_l%TOdEvs{QTyR!yb7jXtn{+N>kEp zJ56dZm>i8`e0SYW?yZIg3sb+~aQvgTuPzE#|IH2flW`AZHZ4r8jyp&naqxu1_f zAXrv($o=-|acQZ@RT$o7-=u`>)@`9!`%;W3{TbzPgXwt;I{8LZMZV0ZY_4LWd25llhYsi#(VlV}M z`*w*oW@&;=6V}gvc*>}Au}arE>rJDfZ-8 zb2R!u`4M4a*ne8AtH0cvtuq(8{9LlDwXo+gKg zt}Oh-Vma?shrY)^8;X1};OS>YUo3v-#)@^NT09w$Yrg2(j*v1R{b^7NV0q6EEw1&{ zzaT-&isL!7!@OGKXkkB~`js!my+gO5m!|6Hbq^W9#nU;Zn0HesGd?EZXwurR01-LQ-o^`e4EEB*Pp3(w9k_HH?=gEmA2`;zs=X<&TRQI ze9hk(=Fj|lDma!rbknRB+2k_oK3br5x-M7Sp&Hl`x?yjpmr6d502DR#wf2Ig@F7As zeZ-p|$t5xB!OPXv$!f|?6C1w=dqPGcXCc9M`FGMyjJk-}vLCZu5v!!6Hnx~elODOl z3nN!A+zrfo;bV)m^HT2n3;6l-n3&XIYOQ3=SdD*IDn85Sq0-7@uRax25iD*;QZf{6 zwjyR<%_AGaru<&`GRqknq1ZW*t~4>8Cc!t_h_Cm_+r-=~mcq3(+0Xy;{EyFsb9!J* zfc30=2?j$#o4fz{Fdx_2?qhs_Y~x9ar4&Av7mFh`3E_TKme4`M*Ll-L^`?9(>^#Qf z4z8O&Q8J-C4)&z~ve3p$4%2V_8TJ(GtmMl+fHYy!nM#_s1^$jO3KYwAX>;<)eaX{x zKab0rl^~_forGVtlCnM^wKoO6;!b{DM@Y@>H!9fQOys}0NjIzNUS95MEu-^q?I!Qf zc}!l23S^=>o+QN|I-~k7QYU=fLwr3dprw0&%}Yvj7A`3{3xS865o7%@UeY#~sD0RF z&)9lBS{(GPGize~3H`zyH=*G+s-_y#yLy}v@bXLpEd$#|Z% z7WcQ^SsOIF{3rNU+GHTAYSuxwxLuicP&)tDBEALcK=QKX0A%i*=ne25!TyE4iaI`Z zwJF$MWVV6=>CWn2{0AY0DY}bQ1U9XNgqBty&3ekXltN9Doc@4^bicH|Zq9E~elnzZ zrV7Q*>-D=6^^~VX7}4|uHCjpKx}n;J2rkPOZ1!6-VcOJMz#4IEqMkYzX!MLs4q9ej zu3m`v!`5eNR}Wj=9oT7mx1N=66yQB!5;RQ7jFO3iZJD|JxYok9gK_Oe(Ov6;Ydci- zv0ZPXL>logpZ?CTEu0>qJ8`P9lc-&p^}g~j#QHCJGFvv&2f|zVB{+$;sQs`f%T!ExFW^WbwuqIO0xw?ZQlp21ho>hcm2%MaZ-wIY(GU2*13Q!DHY zV+q++>E(@~SkF}KVF|tL;a%xvwgu-VNAKZi7aR|$G@~ube&<}3%BoiWS{J!P*RK_p z@bH6feY2H#;x~D6nA{toZ{ zj$*+zW0q^oG*(MW&+=*eOtk5Gq{>?SlJhs$c@#MT{?T#j;JBO0vxwMHp}>nV-iZ|p zVeE7m@!*ewLd$`p-&f<&5ioyR@&dDf+|*V3Pt$=(_T`eR^28H03h+Q}2WFf|lk zg-`3XuNncj5XrlTESi^{%v}r)w?iXLBfd;ZQTn(SqvhDNf%WwDPbR=z)X}zJRBobl zyO(hoNw>f29i!vQKlsBh6Wtx^{L_;4IWZrVABD#4@Ce*u^IEtzE=H8*{UU0HRytOM zOkN%{qPEe;CPY~7_58w+(lSIQT0Vwu%gzKAkKFuvROMB|Zml4wP`rixzM$AWon*?1<0~IkMS1@rmNYJrOuvtwFR?N$9h!l)SqU2UZa?ob)1tyR`beor#r_Z$s|9?kMx`{x`ty z9O9R{xFadAYE*xH7hQNV$SK+!CkDP76=rG}TjcQ$zYat~<#E`4!ATLIsT?JzJ>bDy z$j{2;$hBqSdO$hK8hobD#3FJ>4_}8gbojO4no>W}ZJg^H168sVu{4F;$Vdr{Q-W## zU%FYZdw;Q{@JrcRIH|_OLfsU^`de6(n8AT!{WjG@@f68egijC)IOANpswrn zH$WTO_Eo|F_6`zbiVk}lR#+JKn82!{U$-rL^l3buwZ54Z-9dEG4nfG~oB|NbPaq z7NznW>PvyY{I>|IcV79^O5<$(X&Ih1hr&IJ9}1LpvQa`cIGE1|p6y63m9O2fA;NxVLJUH70Ph_DP>7wBj*vV4Z{z0jz(NH zs=XHPE6JdQzLvT=?d_1x63L_?Z}C*6n5t5C5!AlGnI=3~@%o!b>n@tt$NdrhkYf8oHTxK`M5hO%hQ7`DlL$lcn{kSpy^ir_oI1!xD^|y29i3 z9YWil{V`bJ_wezh=T zLWRE2-@`?vf36xBUXY+FUX=jaB0cBluXn=_3`0z_m^Q_hL!=u9NYG^fG{88j%KRkm z)!Wqd(gCpJvlLq{wa@@N4(!0b{{TO@4W9?9jvWq^W@Iu1mAAZ9Qi6DLnKb5FWs;6y zpsnKLD3pCFywNC$Pgis!PGQb8jhdo?Ilj}#cL`J7`Tqbc1A_?BnYN}Ea)uX=47#yA zo}axbDJeNJnXd$fQZOTxxa9UA-Tweo!+%*3PL#6hvmuB!X`eeT>u$5-6S9x=cMs{I z&!-b0;Ni`_YRiX&$`HJTVYY4@!=LZKM02yK^x8TjXu9)7YIwWt#e>pq76-8z0dtDj z%hksEw}-U9%@DI#2ST4Fr`yd{QBXF|uB57f=yx3z6%{s7QDRY=(_vgirwpBADqhrW z{o(x|Z_p8zm154z&ATeWkV~tgIVM*_s~5&!2h<(}CtH^djTe&ikss**?)!S7G37!<5lT9zzJFQv`MwH?JA@D-s)`zVX1cqSDTthf7UfhOV$Tk{#C@d^ZmN0Hcoqw9iRW zY$Y>PmSv{RsfQGMPCpOnGNaia;OUaf(MeFvSBIoe<(j3n9+I1zee(FUS!O8}L-O%lZ}^bA|^`b!Z=tH*r`X0Nm)9Ofm*^X1H^R((XLG!8d+Ci5*;FtPe{YdFPo9a^?tL>+I|;#ckF0k(9jH zx=Xr6W6SNcBFBc*h^dCAv@~C(N*Ib&#`vv#XswOQBwQrr70+2ZEzzcp1t{CRQ2nGP ztEq(GCvtr7p@W49E{=hpR0a-FRw5S(e^r2qGqcd2^xKJXA_>&I+LYq|0F%4@HsW?j zy17}jinXR2(@&?rJN-8z(xg?*E!#Nye~df*I9ap-C5Ms~RW?MAfiemxD3pd|sqUuQ z(i}KWCrF1xhlXK;)kNB`@Rel|5fhX)v^4VtT<+|~9PxEUtj_2~!!(_@CLWg+-eStZ zogv1Bh7IE6*j*LpLiDX$n-`6CnVxUD2RlgALd(H?Mpofe?}3>*q<7~?q73M;4_~d!fSKIuul_MH+9XQc|Wwxz+Oy4Rqdj- z{L0~?68Xxe<1z!QlgiHuxgW%T74c2G!D1 z)`)R~ftcgHojv=z;fe{4Yhr$INoFRWbylggoL%ylbcpzyb}BF8^KFDKoT{!8oobI7 zqL%8>8hn*ed-stC+U@UvusYN5nPPrT=^&M>6AjpE;qQ02-dU=O0#;dW0 z9F&taxR9ip5~T*yZH&LS{bF9x{CZWeRS9(3o7snU_h%4hsPs(aWg3y45o&3)m~c|J zd1p9x{GaT;X&(iZt7BgBCAOO#O)dz?IRiE;+k zzUCqQEtynBg-VHGIN=kQD$!8x8V~Ct_-MOkj5X(0TD$7vfoP+3J-njl4}_Kw&>)NI zstHYj;x_>#yE?V1r4c=^jR$3MM+<8ETVfJ>!VeBoB}UBJbSwhzj;FxV!| zouGHupK|T>W5Ask`HaJg+%R67Y0W$Fa{67O`v#B2}rmbR|TXm}rqo z;BY-B=Q5$QDTgA?q_G$Wvc-~dS9C)^C4LtB;&syv1a?(Z3Xqs?eDkIV5>q+)gvUd& z&L5>=$l~mS%0%vOEEUy!#F}k)^N`Oiu=>svd-tdd!1O6aUm9W0 zzTf)08vHbmNFyq%G9tZg&l|2cEC{yOFxH+wlZjF}K#N3puG(*+2P-d|FYM=U2FZrU zD|3mMd5(R!kuGYlNX}+Svw5{;#chAlq5BaeG_Y z$;&3}%;I0!dqm~qtSM+tw($AN2+XptQLBVj-YcF&GdoO}svZ{FKK>JqO<}5v)UEw4 zRQy*YpAH|@SZ#eAHMLcz3e3={%Oitl23*wG5f3K&?l;AA{FRvG>sP9Jnq>xQX->rd z0H)kc$rT^K?^uk^O*#uY`w3j8xN&Y0Dy~*;D-M^*dnxtz=YOXb zdMmD!%T{6Ul`rYWS+pVH^LrMsZcR+w5NQ_UD^Vb{tgV&VR7jGwMTR4$PpBmt+z*cv zS45eEVS>v**zyFY#)Hw3k=5r!+V94QkR^k^igf(kMOa=CYP%C`TFjJQQ*Ryk}DIY&tq4racvutj!Qtn0VF5e0qIKI+AtHQDn-2d8*P zN17o-qi4hqiNuMsrBJqz_)17KebXpv-fA9SicEI>r=p0nOT051ZoL_>Lr`?Mr+s*L zw_hd2Lr=vFPYsPy8&e;2rKL03n;;300)K}!;vJ3u04x1(%Ee`G510zq2PI9FMF+pK zyM7+-?X`ub-8%4_ot(T9ZBeToruJGc<9l-3;r5xI^@#Ty()4)Dko~B{s#qGTeXKf z_dl=TfN-}o(HdCjTy84$fJTKonM5Soydce@BC717ZKC$X+jVUf<`TIo;){v|*{jn= zh?MuMo~=<)T=A-wwoRF(=Y%)>!+}}A=SWnO2yUMwa0`vj1-XXnN~2&Jld4Lpvd&&g zt4*}ANhn)an%lf1*qcb%B0AR4xlwG`Zei`Koa?hN0h(83eNciJ9O^Is0K+%)v~W0R z{vfMgxUH(Myr1u299YgKgHT6h)d409Y;mq?3>u}}sFN17i(c|dB2`O?tX^CV>t-8p zQCuKVD>s4W&AqhbjuXvPm%S-eP1I>zClLZt`-s=AGEeugaf}NXc~x7%fh*h+?|$|H zKry*QK}^Io0$xt;9cFTy`7RlieDwT61}ebXBQq|dMM^8Tjc++MamDYfy{~=;HKkP} z`+~;HVqoRZs*=xs_6C*JUXU8laDzqv03N(d7wzPsV7ltK&W)vu~AzGIqY8a+W;P{bb%Lc9cud6x9#@x!JH#j+CcG; zH6+m*6%_@RN&x)6n90!*U9U@9~$S5hX3pJ(^sZvF7QEVNp zU2Pk_{{W(MpPw@=V3XP-i;m%a&I?snYnXT_)hk+N@>JT3-inJH%;*+2AdV<7jW|1o zJqpJlBz;@yLvASu4Wte-;Z%B}ZS_8jpVIeiNSCl8-yyG$yS?H>BddL0;|&o#FfEL_ zHEXH3(cHTOExf)az@$uiB>Ghkp5W~K+yT8XnWJbaUv&_+nZ37cO!{>+sYs z>PuJ+=xn(fJ!qM#GODNwi*Yww%DQH7;nQty0Xxz^2 zjun(dQ{r~KC8~MhPIpW6p`qg9jewHcs7r@!^P-~5eno&qJsO$Y>}iFds_wH}tnOa! zFJ;LWYMQ3ax_d^Zc?`VDCsyTa+-?4*xp97YRy|{BB{pL%5baLi3{Fc=84-SZQF*0N zQCFEQH`13$L99(2Bpa;IMvdOO+S=An)Un{nP>yXr#wAVdd{m$M=!j8Z|IARb|zxmg*}t zK?LvOFXh?gJJJ=y9Malt#2p>p^OgP76U8)_N!q4vEMSCIp(}tlf3rXo4HKOs>=u_> zwdpGd-Tm_&j)CGST1gVEeLSgu@?poMIzOe7jU%&op-Z%DWn6u}y_uG9<$WABaQt5% zc$6E*FFS6vCl9IqjQ~5E1Bp>RgzulO$5{TBG6hT@Nf(|lX-(h1-u={M1zDKGve^;2 zR;idkLKc1pd?INdY4{@(E+4A2aFkUsM-c(nQ!fi~q1*#C`{mCwYw-O0BCR-Ov6vxj zUI7b6*U&-KDsSIN1c^|kAzAj+K`M%ywB-h{dC4IWzFFgQ$3B_@A6Lw zw_#E$>%agPsTWj!JXrY*9krXCAVd^xiUBsiW$ym~#a1CbP2u^o?T&J@vZ&$>=#}oI zOWHjrX0xH#Po^~n#s49x%-E_E1w240u(4uXeRmBGq z(>#=J@fO3{W%)>pH8nb;i35lZnx*AN(&CGWf@wU!flekLGOaWO{$qi_v>VL5&wGH1 z@%aaadVO1^CGhD6l@+5b%(*7p;m4@{1TGTjt`?*=uSPAOO)(LlgZqw4VDcD|2q8Z# z4;o8-^E$fSnK}=T$YGJi$=E2s_ zuG@o{1^633stv|Pxg+54d%$aV+F~ zdm^^@OZaqP`aau@1EGjwC^QKfcPU}h_}l(NJrYqfj+iylpCsky8|W_YeCiP^aspt*X^%}>nBxA`16N7jzEu?%i#@eD!C z$D9fPCuJ_z6N12bHsaO)00p+KP5Jq(P=Pu$s~G^QJ*3m-+n+@~CQxiF)n2U|K!J3w)UPl7SjxYZJvL~kUo3kT} z(jfg~X@v7`v@-6@f-7$3jI6LvB9I#h2)V8=M{|g4#inf&x~Qx-H1ilnflgx>zoLGH7YoGo%Bbg@*t2KDPVh_y2*h`jUDEgQ28KK}q+$z1C){)yec zBynq1V$+Ie{3aTo={Q(pEHVyEVC%+16XHldnQ!$LzQuPgYwLYg^DhS%>|1BiCMC+m zW%sSP9PKjCo4ijW9{6K;J5vm~F8Cv?zT2!k+Vxy$!!5v%6?Ds1iGt!7jt1)r^URy2 zE-rR+GH!Mcg1WzaWo5g`J2zX~U68u0hwyIcl*72e%1nWYvxdG%f_AZG>~?H7!unYB zsUyjs;HSh4w1MX6q5*|XZhKSCl#f|aVN%V+0i;3fhrU$ee~2#}XO8bK)Z;8vj1tOA zY9&>7Vsz0g2xXWCQ<`rdx<4rl9bRBrk7g=vwY~U$P9=cYkf~-y<6Y4g>5i7Wo{qhN58pE4(<^bL#=*iu z39%+IXv?uYa)aOGP&9m{pp%5+=n5V_0dfMjWi3)3=^s!L* zq(c7y!Qa0Y24lew4x?fTiK4kS>kDka38QWFgtfZ3tk;GL>#uC|X%H5c1+$W*HrkFd zwQVYQBX^nE>Pjcg7hg)TevK>ARjHFkXAIO;?ef1fak{xrAI$*)Vw#ec!=+{4Z>Hu= zJZ&1xOaq~n!%(mr&f)y878%1U*56eGytfd`h3}C0)^@NZrWuoyP@}E7b48q_g560cnW0YN{4&EqTo?d7DxQTTo zpbSnqF5|Nk4mPsb(Y)Pf#j9y(dOyCzGg3{aqS&6oWy|}#a_#qlPhH!Jfh2c z^`4djQOEF%BxdIG)kM1!WFFC_)W8*d>SmzH|1<{Ip0wMNz?JY@heIjJV4+7NDY zB3v41#Ds6^W&Z#(@_C{f);^1yv$&!Ry!+*58mNE=y~Jd zE^V0O?t&?X`8CkHJ+19;@qcMtQ$!ss9~aA!oGk1^2Yz1DaQa456V-8qNpw{~S4Ol{ z>n7ByL(f388B$jgX~}ukKf^^bDs8ypI0YkO_;fxq=Y}HopawAge{{Yeet3<0++KalIVKp$pb@?!L ztmevgRkCE9$`b=|cOg;7(uhi3T+fOiM* zzMWE-BTKjc0Jxw0ym`T{Jt!&cQf_p`1g7R)novc$(wH-T&-LK2NdS;2uZ``Y4@exV z#R1Hb(u+t@#7$^KOT1-qD!~~&h>+_Udxvh?0heCS6Ych_1N*_FOHHYUWrRSIW^P@j zuV0AsZNiq8>i|)i_7qJ?>DiYvF5DWLe`o20ZwEXHAI4;qwkS+BH(za$$Nii)F*E~p z@-ZT-uJ2x>_~`%!q%p8&d>nAC5fiG@=l=k5B@8o688n|On^Gec8~lHX`a8BFd@B*P zg`~UW(6*%LxQ%YTaH+4Ia@9WZ5_&v&35foKg*hR5-y6wc| z%*>;$zD)|6fIG2wfB7+1@E07Hbd^A^P1+{uj6O6I8#i5+mO?cLaTz5byL7#j+y|vP zyYPj=jk zI{WiE=Hus=#AmX;C?1#Tz)Cqf4TurVVpI9KiEy?u@9;9)?7X43wRT5?1)Y>f2ygXOmVT`^U%JAZhjF5obrqhJI zQ4_k~cH~JqwKW_Y8C{B%!rJ`&!=LUzUrk+q3GO2LKIGhn7~4|vr0C^4G9=@d0Jh#^ zjyty1Ri~L3%&^jX_*~~56>IKfn@%{S8JW)rvJQD}*R*Ge`M9MzAwIna5D;1_vm_#y z{{W3QnfCV(#F>$DwNa&dsEYyVeuwx;O3nc*Z_Sx2uDVG6G;N!0WWL{1qj^_9in{i1 z5vZ{~33^~NGSdn-DW)LmxqRWx+6E2f@62&y$1M!RrseAEZHj^x`KU5RK2POh{C@|g zzvSC`YDQ`FWTuU$Wph)se~1}*kf~I?;ZvtYBKVQZF!D8pyD*(N=2{mEI$rr;a!>D$ zr}4ha>7p0VZErUEwJz+AA1>nIgka-gi9SwteVdMd^7u`0V#D}K=+iUG)U(bKw(|~( zt5}mVEI5ul#hKvdc4FCgvU@GORoKcbONQudyt$k0fuW`h%(6IG>n}P@+Rco<&6$&x zN+LMQBTgzV)yhN=aCk9K2)Tr~8De88F_>kBx~>R}k|AA)W>_sP>v9UB1qDe8;I-ec zPYv0eHQ;VWT25qCCNmCWr1q>mm&40*v&*t8hO4F|B^;6&m&By;30a`YN%Oi|efe7r z<73IT?9NAP**e@udS!`AA4F}CX<9y&F4kHf4=!o8_<5dFf#qOwlQ8e$XT}NBZOk(X z5d=FH`Sz~=0BDNSuYU+xjDHpkMrEd?p2%uddM0(PvuL{zO$;G*cb@})W~yw+#AX2h3s@;JYp z_+dX;az@kbO(LQfMv!)2-8IBvzo~VI)0O0u{uIg9i9%xvm3eOz5|?%6Ln_Z7q)fY( z=O}+W;XN**lTI>rOgKqpSj=hv06{==h~N0rQRVgzG)k&w+ot=aF>78Y)%_$)l32bV z{F-6)Vq7Tuwpz<%k5XO0PDy1sbY(=ZnK?!eK(WsX=CI}$qNKdTg}z8<)eAlC-z^d* z9pMQ3m}lJ{j@5c2vjos*c?`_Y=tq_AOwBUN0J3j1-JomH-Zx9#-!A4?*F?9jy?MPb zjWH^wAlof9V@7;k$W&eu@RFP`kjj(-a(T&7eGngBgb%P2nams~RnN;N+yO}N@BZBaEudb|Z;1A3HO38A{c zCnRMbGF-L9OElHW3v&4{zN#O}5fO_OuH-dl{`~z?7k=0!}C=bip-?biE6detYn46a9nF4hZ}Qc6U+A} zljRYogFKmuGQbhKc7tXunOk+F=V$#mVTYn?74JsZ`tW8`PM?ofJ;2+PQG0w=X*{gdyY?WVlEvx!V>TBZX~;HqBZ{j_IpT{G}We&x7%zn0yQ8a7mjk* zGW$IDGdn!LO%PZ~0-0B8-@I4dzh}eqKrbGa;Oms=VH4!+yP$3601(~cZgid`ENM=< zhY(<8oWrpf7*oB~0AP2+-y50xeDNB$G{O*t$h9%%hhb&82C+M z!zeQ;J}TPtL_3PMeP7$wuo41keiZ9Z1GqH#vV1+Z4{73k^A3p}c}ud>K`(|*vdc{X zRT`2oX`~O8&FqC@BbI)R8lkG9Jklx%9n?@dQ_s|Mm3Dj!37Fm}&`Z1*z5|oKNZGV* zi+yzcVp0Nb{{Yu^ZMATT#6k-fa}R5T=hDJN=C$NeRTl@HT6bs4{{YOzY{50bEDkp& z;k>F$%d0Ox#kdcM*lqf)u{U9kg~~)ULJ>pVJIBVS^;7#`50dyf=2rzYLYxP6DG+S zDv(~4+0K;$uPS`$0OFd~1|ZIB!-s%4=(L7uiXGm^%yWtCZ+vnP%UP2KNq!9~@!N5@ zbGz<)zr0|1Y+;*~TL)^Ye9*?)b519EF2(uMICB>;bgl&!REYuQ%P$wl%Xhz*{vaC~ zd8Ow27P}$?PP@#a6{hd!MiV5JOP z-rGRRwiuH$wl>gnPA$J)Ps&iH9!|z%1S5JjI znP`7m4JDPjV0^*8zefQ70MIa2*L1cvAPM_Of8vs=`$Bf_wtvnKvvA4KhHq?@dEdPf zHV!;DSDmR}fhsFs#)vidUbqQYR=W6@l#ym#8UxA_09PJ1mc%~lwx6Xxu_s)<5VNx~ zCM*z3IlE)h^9Jc4c|gl?sAx+v*)r4C?L6J@ZI=6u{{UCyh#N+9G!>U0QGVeJLwtJ+ z+kY*;%{b%*x0Kd%O@d#BNVuuHdAqz{D18RM)dk)dq@}a`=!SPl6`YRi@3q6V3SGB}r{(s9o$_Jgd%)y}S77%b&sL61(xLwm)H_ZRbi(s z$st|*Qi)U@s{t_hI!u#zw6X_!O$XrgS%*Jo5x76J*Pivz?C@{I4RJs#Ipx7sYN&QXg(|>$u_HUmeucq0i-I6ZJQDf$xb4n6;%_h0OFOz zL1x^3s(`03K&#i^VaCEAJ`UJ>12=~_=%TuKyA4p(?QN#RGX0)YGyee8s}Se+L_cauMF{-gs>OrKIGjFi<%Y?Zsc7qT-l{*y14_P|T6N!egY zb|&6owA*8D7>p(3n46Om0ydJXU_v60y^Ltf2=y(l+?r7`MaXd)E>V>9Nv6QIHw~U`>a|&vC~; zSq-Rk`*dHje~(VE-a>Ff^8E>K2YH^OYzp;aEKJdYqVS>QbO_Q zsj*Wty(vFp&2%A-|0$|gsxMqG^trL%ycMwl9!0h`uOuXNuh?$H8-%bEH z>0P~GZvG#miL+H&{+h$^iM%nES$t=~+{YZw-Mli*zSWkT?DJwF(wtUcn+(Z|fRnLr zgxh{oYYow;0Ojx&z)4=4WEXV^8NO!i{{ShM!u<4eDTuJr+}rQn=V_p8_OOQ`i#Q6V z3W&AZwgG;a9sMA5s*0iWG|%=yu$pks2}$0QEi*GUF+NQhQD=-C7Q*)Wjq#fL=(kvY zwB?>_aM3zMgIOrv6(-2tlP=-!x5bxl=C+-LP6P8@ zA+z~UB=j;gFCTR#SrENh`iwDF~nC8`=%Fs6KxaM$|G64W%lL`SwuUU z3&euq{F^@{IOTDkC|(lgWiSnOcbnn$(ap5U^?Lm40P@ua2WB6Ly>n!_Q|%yM#j&(w ziD#a){A#t?MU9y^+r&hM*HyNR!5j?nvd27}ICW8to!F~lfT)raM_V_(`j>{zJEUr~ ze9P69~RJ{Ds#;DFc<%#KOr0T7sQ>}~$lw)gnIMe9ganbG%y5M{Rs z3D+?qtvaOMe4B5d<#F$wVXLS5R9!j#YO?d~BWg>wi_h`VKN5MN?~hKYV-kd>Er?>% zC{9+0jf}-qiC1DGB2`s+B0v$);?edxP~rzV+wM#Xwu}qNOo}+Bsj=3!qs^)>nN3n1 z*p8jxmM%feO*jrVjTGY~d2~uu!!$=KwAx(NbCp$9RaUX-ZXiK0=K9@vkuBF<#BvL1 zYLiZzHf7pZS$+N|q=2(}$HXv~)rM|q(WUK8S ztr1go2d%-8o*9OvgeJ1*+X2nFs=jPr+I&pf=Cjm*^#RG$M5%0Bd3CLd=d8_O^m(J> z2}^XLoZz{d=$in?v26F>Wkhj}cu?Y?@mg|@s^4s?v;s`-bb#$0&2uTUZX>-_%*xE8 z$3AbP2;9@AY<0MSFTeT2fV^1Fx}@5d7fr(#J+8?lnr2iVLsy6k zF|z_|+y-L&qO5twx^(oZxNbOe0w-@2?gP&>&#!kI%F?`>yQ8_oCQ{7DHq zweYLMW{yr-*@5ZPK-J8HZ&{k>iSKZyJd<*(Gc@4Jl5W@{Pc4nM(9V#-%iZSPEip zTpO2Rqa!s|OWypOnZ8r)-W-z;D?)jxXf?{;lZ&aZrtZO~ySO9z=Hip#m~~m&Te)6n z0(xPkvn>uF$!X3+T&SRrNoq)MIxGue|^u^`%qkaqiB{J02%6YzM`6?D*8Y=-UQ zLuch7O^p)7@X=|!Siv224dHEki(Q}WB80_gs4eOs_b5h>?!E9n`r1|I^8l|*_-lzSJ}bsVYNva zrKoIbn}>H?+kj7$lt%EZIm#^@3EP*&`}xN^{pjK(XTf6|X_<^w_L*W)qnLGDc+IJ- ztMc1CjIVre%S4BxQqsi8@!LWMfflFP``*|$q<9k{B>JPRDXS-KCJc`M0F!`pYg$Co zb;{f-;7iN~-mo02d;b7id@^QIg0)*#=724lxk5~Wz?54ef4PWT(?und7OuGcqLQJ?M9sNRL7RQDHN~x=l!U= z(^%ULs)4-77qmA(N&r18lumO}>F~bK_P|lM{0{NbRa;~_*AKH#cm0|-7s^&-3{b$3 zg?5Uf+$C7t2hEEUii)ewkV0kah>3gF7v)Km6BW!%%QlYpt`O#A=&NegJn#!rIzFn> zJ(}Lz_-lRKKY|u;?F%`EjqBTGrngAX#y@D>62Mz+W!9&}ZPeWN5OvKiF$ZPEMO!y+ zBKbcZxY%qReh}aFAQVx#b!k!FCt1;68tg=(s!p6}K`_LkD~N#f zn^OS0{6T*+_Kmp#9pG9wF*f*1%QEBdx>mH)L2(&-fQv2QfuoK};w~)nYQi~!;*QEA z;cjLi@9KUWY9%Z%k*ZN0|*@)dQht_GZQ40jE3 z;+4WWG|`hsXim%={&;ac>SDYvTm(0a&)Q;OR3W&o1%uN#)4=IAZeHS9zP>i(E8%*) z%wZlTCLKacuLH^(f6-ov$5}c(g32{4^z5O`;`5TtPtGyZ4q2&2p9cB^AQJ6%ogX3B zf65>jddR|@Zw$iUE=I#fUmq>UB0t3Rk>YG@0!Gbp$nCg3Bu~2joR%3(EP6VmuSSwJ zmr0H6tcN%m`BnN{m~J=Sqmt-Jawv^Alt|&nGlJ)>=7vhW;!&DKs`s01m)b1WrU-#O%dPm3sZvCP;GlN4 zXo==M&cDe+yGOM-i{jwe;h0qP*vqifPAs&ckc+!qT*oZ)pW3j}z;s#n9co<+1zmZd z4AZr%+&r+4N410C`sNph%&eZ5Vhk=9And_O$T2xA!>+NHp5}XQGSiMbGJUV^U?@hG z_&eirAAaF;a;s(Zb-PaAZx#Z(l^<_Az`>93atxmnJLP(nv3arQ=jk${c5o}%K$Yt(+D&su;zpd+QjlWJy%_Z86W-gSm19GeIJj?OGfn!eP`z8q6i zk4UV;Wg{r?N@vV>&Vi$nZe_AW)U2DTh^mN+ph%lUsSiovy$)Swz@7}PB7zg&z-GKgYwfX8n})v`AzL}gb4S4G=PpZS1MLw zt|rf5IyJBO)VwpXsZ=H!ZsbC~V5q+MaUy7z1kgJ(mTK#6O1#|)_U^sue$X=i07ZMg zX)8$l7-wbBX2MEosd8vnMV9`5ncWZMNI&dQ6|KfUMe4fFO*aDT3!qfo_*jZ*jKk z>fEowjzV6KVMm@7MWx}l+V8}*uALbWai=92X~}s~YF{k;p?e}?%)ZwzuM0SCi8RYE zPPo+49`H%9+h9+&?+wiPywBq7@#S+_;`UGpSaCLB_#mr*ECa(+-EG@5Jg1abRn4FD zhDMY$GV=t2=3pa^syGW(L{o85QB#^Ka$j6X+SYNod8B2bZ5er)ax!I=JH(k}s#XfL zC!E%5F2o_;LR6(>Ju}ehPM19}vhwCG;%);i69V}Q7r9Kf4Za`arE+SDinIncr*PS9 zLCKliPHo94IYxyTb*8gPXQmF4vi`P}0mN5(?1zqtXvxlK@Juq>EWF`jog|!g#_||@ z45nBrDtmU9V)-Q4yqRCz+w4v~D<%$>9PIR~z@o{B^jUnzGmVZeURM7A&-o?EOj^9dzyhuxE>GB! zz$WH%;O1gWo0mJ93Ym_pZo8C<>w8%dj&NLT>P-gFJIAYav1qlyp<+$}Pr8j0*b+Jf z(aSj8!|l-6U{!{tQJmyF+^Rn`>gKL$)oTi9CV^rTQ--oKsV0cYI;${m3uujo)kmgV zB{Nm-QYvP1UTO|%*H<7SDvH=rH??&d&q7@JWCp>zk#LqKr$)3+MFSdxE2-T*P zPa(}n;Veu_l*GWa;ZDl2nU?v7QO9#z+YY1V;*45s~><90UQSG$0W^^=7hmLk(;Na;$kW>peUSrIPo8bd0LyI|cib@kNl~=|) z+l!lmXgEJ7B;F%BvoiC;Dj_Ix(ycHhk)GaOTYgH&2y}cc&l{DUlKYlYe!+F@#hhkm zvw6MC8*9G$#8W8ymRDsgYh?m0j<~f`g<*JH)9kP;I_o_ZwQZiUIBo85+T3r4+Qn3n zV|0DkwE&T<39F?YBoW$SV4-`wxV3tZ(`Kb`mLy$vU8mY@&@pk|&DS1t%4I8FQ@`=~ z>VB9ot19Sn+ynglIdNSR#-?zdmI%}AP7|yiM3`r`>u2NTx8=PoDpY!Z_(tS$6#JU~ z2vG3@<2$*JBX{;(+Su>@HYQ@aGz~oSP354A&$U#SY)LZSalX^&>$V}iMuCtb zy(uDw%)?3!IfqK-mz2LT#-e}3aCw=WQRXGgMZ=yXsrc5sF{Z@Ei4vtSx0?8EFOjsX$WD8+_XQGF;zI8PA8#He8={4E1_e=8-6K{hS9?{7wj>@$(mO2OqlDCOx@ekP^_W+bYYrhR$ z0G119Q5ys?nQhN2~5&yYi8)!{KjV!(s$)V8Kl@9qbR|p zy()c{>+W{9`BGr^Q_s%30&i+_y(}q$?~-Ht2^D$1HQn#JP)LFS5kLohuQ283C!#9fyJqL>1`-audxEwIZ=-yj%%X%nOs?2JuMp!&9NZoE-*9uNljn0V6S)2y^ zOt@fpN9eOalElkxH`|KkfHz*Jqwn>@n^d^?O<__^%D(y#OE6~p0dR|;97$L68_VMQ zC5E29S)5d1$6aY#&X@&YSV7;&Z-|fHluCCiB(+6a?LZLg=jLfFZyLL8<$u`wC(G_R5BvlPcscCJZ zKzZHafrm{lKRuBzn3*!Cc*}toV=vkIM`8n(pL|VQR@)Qk^|aUx)mIw;I#chO?aQv; zG+i$UOc~d4iKA>%(3h1$Qa-L@E%iT`aS~{zjW;ztCa$)dj*FtT@h{B3{?^C~@v4j~ zBMp>iy@nfW`H`qUp{}7zHnpv9{+h<1K6&s41RO&@LPwX67^?fxcL**;{9Bmjj9ZgtQ=;RgZv zn@8jJP5%JmE^dwZDPfLbV(VCDHpp3;j!sQUHZx~uU5vSICsVSBZwb|0fxD2P;0mg( z5x|*1a^+RwtDW8ayY}qb5plhTCgccV1291@^X|AR?!=eMyDzkaY$rqz8E|Og<{?^i`**-NrS+cI zLuU^+1p%8H7k9?s_V3sBQE|1MpqeqH0?g8iY--&3C$jUqKfWBxOY)P3%Dr5ssGa*L zrU9XI076JLb+ZMcChR{4SSKkkPDtUe02kj3bi0^)^Hi5}-(Vg3`_Z{Wp2MUJ&ACL% zl)V>u;15Y)S%9q;j`|~O3Wr{xzP^~2HkMn%wQ!w8!!^CFRuK14@pN?6mn!HxUDkp z65#Tgjm%4ab(n6<&z$RX2QY4DmFOzpj8E^_=e<1KfbLq~nAfz+fG3UUoW#3LJ1`{v2+3?l|`>Ncq zDof%5&TBR}Ox>905nRYV{Jzevs#AuPtyYQpTZzlRl*k+DlqYUto90I0!Xp|6W+31` z#}@RDqwY^LB-jBl zm~LiIOiOl3=VXlfMxjefa2+jZ9B}3(Uu&qRFEJ!T zjjf+k2WCSkS`!veD{{^s+xuauHLPMTm*7od4NcoPM>xw)lZlJr=++_A^AJtRX0BVMoMvuVU)*np zmgOnYugd(L@SCiCH+i|IrI#pdoC%=ehJB7ox4EC?8+*0NgdIU?+RI|X=@^SyQvl+g z==C!j%=%X0r=_}LlN0MOjkrwTmJO-#a)3HJVVUV6Qmap@++>SJF)7*Ex#>sdW*SLH zvmTh3ag2=2thawP1|_uZygpG-r6yI}R^_#q0J7$+%g^~In>PC>?@D!G(O~kD z%;t-%O)^fNVv-OfvWG56yQ3jfF^ysqx?4LXE?^>{?6k$NX0+6+4pFzeULI4fH}#QRwL_<~a#}!mgtKI9 zwJ)CRsy~sLE@775{{S1Y&&}e*nTcy0WO2Ef{3%{-*~zzCcJOWGq9Y39S#CE~Z#t(& zlWny{-z0#!I>o}~#!1vC<%Ap@sy?8!#ZP3K$&GtKMIfaaz!{X$b7&7vepg(!^P9N4g^l+=FU1Yi}vxkl$DK?9h zFD}`*g7Xrf97n8|b>+)tw)-j~ZB47Tnc<(L60#iY>Q7!EuvuQ0Og}}M`**2 zxZ{c3D2d$w#_;>sbo|Sbm}Vb3nD4cysl?j z%Tw++`WNzQmcDz>5$#6}%k-|HU{c$_$cHPEu`P>;wK5+Dy_qb|XrTGSMo5^^Y;V_=t2T4U=kcCY?6HCuR~<-)&XAwR-Db zd?p;URa_CFBW*1OR)~~_2ApB(h|FZkxYN!wpf(Fnwp~wrm1ZvXlxi)ka|nC6nTu-I@M47S+xu6-;5)~q}q+jdS~XlEKkX#lp1+)S|fKP}lr z8-%lKNZl1G~qB;PqBn!eE$qe4A!-AA97v#?AD(aRlS|D6=r2 zgsbeS*66-=)s4P-t!TSxu{I{!gQLMm3MX%|>2_Uc9kpKv&vIjxc)<&R~yZ5$mc|VtBoUmM)j8#iPu^=YuvuZ_|2P#PbsiF zDtsKF+ltzhUaCM5gwK6orc(JraX;IH}6*|+C(|5y*`>*!aT$S>e|U3Q04fI=6N^|Q1v&ANVxVU7+xnUnu8=+ zr!8Q-nQxP1)_m_DeNDZzYKn{Aksx5`PB!CzcO~a>Fi^F$FqUFlf6K8aGnnVsN1A$) zdSe$ioOX3(^03*ZcnuK|{)i3aWGd`O9n8vkRdaJ(Ytuq*j!8bzqJuMn>t+H70vn*< zKza?P8jQ!L4P5E?OOF=l8Ojah9#4tU_^{v5?LlIa&o|Opl2ki@=4GE6HC?y9%f3%; zRT^E0soNr?QJi-g#gX}Q6P~*{&}!}7{D(6#{gde7(fV{#D?I1lT z!0{V8;ZI-B4hOVT5>-{`ucpgsmjMoeVkEzNOe*@BfJzCGMXHbG zfviUXO=)qR-s%(&KrsbMEWE`&MBr>6Lh%O84Yp=LgOcQ&0dd4;kq}Va5ka?MoLq0< zywj;HGJbv8*2Tm*RspqL>q|MuI-h|NPPB9idR=80Xmg!RI#lM7wsT9QJ{=>8@0?7p zqlUDmf?~FO!t1;T4D&(rSMiI*#%jys;SNR%taQ}B(J)NQfEmN zjFdqrt{HRmhYH#j&q|qXg0-Y@_uTfO+Br(X3Z-p!Ihj7#nKs&ccf#g734YPIYX1P} zq2-&c%}Kn9m!dbiWw)ruqlFz~sWOq#>ST%Bl|HDOt3iKjZ@_p}g`){KioYDq7~ERr<*JipTb*Kbr# z%qqCV&K!f*Bw^#Vzrb=AG&cZYnW02>g0k~1I_%4Bsy6e|?aXjv}fv3Pg!< z7SZtvCK*jr&7RYd!q&a&ul~)*hIEp39CV0Qsp6`|q0!xBVT#bC%fyA0)lr#qf5iG0 zpa|%`gFPtVy4;o=+k%dUU>xoCxZ91MUSpYDkDL!Pp=`^^zKu0$x*2Yr-K03MJuJbE zcD-k)z{LKoyy$mn!?L9!NZV`+ZUw^SuQX-ab@_gpd>ddGSpKdgr7#H@_LvoZb*VC# zA~P(<6^VmW`O+axHqnPjmTBu+ZDrayWJ?D>e=PFD-gud@EMj_alUhA3Dukw3bl6Lg zCs!)Thb8%Y-wS7>j%BeSn3M!|N%s<3P$k)LLgrf>$%%=#*KZNYw;xI~MC{j{Qh`^e z4QiTD z1#4eQz?N7-iml=DK&pehCuU)>^e&xZ;>*zyRlyyb#7KFuLA8aA^ohq_r87*+u3HoNT_>xPnWjq;6?p+QeXZ<$5k}kUs0(G+f2n1ia zGV0PZl`)hyP&dZhzRnc%L%|;h#Zqo^er9S-i8)D7;gdh(9ihx;dN$zKPHj8JC2dws zGBoz*b)yN@r+w%?o0KfUjRj{bDT9CtV?Igm}402*}S=s4(j$r}7AhR_6&r1L%6`rPlZNRNFQH{PE}(Oy2c%K}s)oIz=?a5?X^-#?R6 z_;&N6!pXj{3y#(T3Dc4h+%kmCL$r!tQ!RD*NY;e5}WV>FM^^g?bQFz486za`OhI_<0D@jv- zB;4%6{{SbQm-^Vby09#35GKbGl*8U-(pN1)%b1jDcQf2yy}ujzsSMu-4H$C{XAqNM zn_^{Er)W)_`(!fU+h}=?qfSeuUplqTQmIi|EOnv!%AOoU5W{mCDWsd2cR9&(CJJ4H zlatF~yxtyjj%N922X>O-SOQBMy*OTAod9(ZGbKr*@jsPueJ)Hu`puNX-4WS1F3?)1sH1nT*p4-;ubI~I6_i%w-F2ZBojV_3GkA_=_PkFM ziv{$1SZ=)GJDVnitxB}A?h&9iZX1`mFP7&Li{*2#QH351_P!ZH~*z-tDm@jxN(){YQMBCb@C7cgU=Gt`-R#%K{w9#cgS7ruh@~$76 z0p*5j%m#7HplBR9MvdnHZ6}YVOmF>MIhobViQ`w*SdDatT2s<*i;p>nqwh*wD3bF= zHa7c*>3&ib8P{aWsvt~CY;*zJu=n?P9V3VA?j#_o=ZI>w-9bV@BnL&o-|^cxVrizA z$jCZuO}t>^YiZCPAiBof?LJAy{?vh`_5SwKS=k({tjoUV%+*a*b|ZZ%xoOR6h?`Q4 zF7+cX2#sf~y7kgUTpUpu37P3+V*368t-py8i1GeZHUWaXy-$9Uq(HTC+Eexhu%07!?jvjaM+piOg_S*>)dTEIDP4-2@2UKZ? zotuZ>#mz+ce9Pv5rn192BuqB*t!B&va}1$nW*dH=(nXNa{X1f2VA~bRnaOB+JM969 z9J^@SZMT@~JWrv9{cAsj*e}-d|4Lq}MFs>gI0%>m` z;f7uR04V_=>AoaD2{iPO49Ekmqo%B=xA7KVYOlX6A!>h0By$njf_1rynY8OUXK^^2 z;9%q&)>H5FWfu${6c)B*+vNWM?nFf@@FG^mx$NHY;4Y2_t!z1|2XON@R$1dW6}RQH zO}AX!aM(8f_f5|u5H6PLHe(Z=S1?ApOudelUDmqUu*Q7F{UhsIhVB!NI{g4_Be$rH zTx2#ypw%t}?vKkJAu}~IFE={GxG^gwCd=oQHg0zPA*Y(@JP#wqXETcd31GV7W=}^) z4oPPv@d;^{X8Kb(6f;KyEnim>uGOH*;VSk_^2%Dev`bvb68$0aVGYofGe+hZzV_J5 zbBCGB)ev5in}lwOv<9YR1#2h0`Xe+$M+}v)St>byUWU+!`99JDN78Qzw%nLx>~*o0 zm^V6^opu~!^c+4kPh8Tth3RtS0C7y(%F90|-@n|`F5Q4)+x37=s^jvF}l``LF^6Jop46Pu$&b0?tC2nWU8!3ST4TVbV(b-6jV~G zYd$MPO{-`Wy9i57l*=Vr>`Kxe_-?iGjU8r9v{dm`)?E?*0BL|1Np$VW>}GUZHq`mm zARZF95|R~6QpB$n+iv+d4K#hF=VUj7N!3#B>eHw+tt-!@)0f)2ARyB=l@%5C+b-li z&+Xguz&VdcCDk^7ui(a-(Wx}rQtg_1TR>s5-j=k###vva2*&iGwB++k@VF2Tv%_R- zM39vDRi!liZfyL_CF2-#0?U>&EZW#&xiajx_?5QP^1%jiz+O%@x6I&2b0=2HgX60H+s#+wo z2UJx>*uo=ps%%{9Dp65Y6%|4Fq*1l-junN?Ab_0A@iG-^nB6w~YQF)G*X zo`p##njMYE%Od&SzG(jdIPO>GU@QEtqvf1h2pX#OL=5kRsZRvNRH;k6*!ySR$o*tb zV~Wg>(Oo9T%+^~1pI4HfjTh&Fzzw3UcCV{`0w0#}Qp3}zdZ^vz6=;H z#K@a@ebfCMKR2Bck>cPUDA(3d3FC&Sw4!`bgb=2h#+YTf;=<%w7A2kBc@&M!*51r> zi07rqhCZ`#4#~9Hd7Gq>BkNxVraI}R5jrM*@3(V@5av9p{Nt2e*>Jb&_I|No8x4h3 z5-$dhY8MSa0wxTW#)z{X+`7+ur!TjjDz1cT?fI2A8$l-6ai+;v#&!DTfJdToS|Vw? zwQ0Km)WLLaU4-E>(`)Zw7k$2X2TF7`Cj!E8!4*#72$LAlhb_B=3F|%RPn*N6RZ5|J zSO{}Q{2%4zguo^yZFI!UZ?}Kw;YUa`ahWM|bzOee_qflQHT01qKfAG3i`+gmHFblc zj?T%yDkss^;j-dOi9-JXSKHu#r}{^Z0INnram})G3sBw9=`XOxTYb&&{{SLIy25k@ zRkpxUfm8;X3)GL%{wQGSj-y_7azXYRl^~F9ri>qS$2!i>vuY)L`K7I`unX&O-Thlo z4ZSqOT9uKRbOx3%>WvrNMG~2L3SoT77tcyC8R>~v*i)CQtU4C9(cG(Le5>_T=gQTs zJ_VwUXtcn-S&XpTWz`$=H!XTIAW)9ZlG^m zP^nUus~#c5r4)L}J1c5^J8|gi4kp?qBA99mQ&SGl%f4XqZ8BNT5w>mEZJihn?jrNs z$}Wp6Af+HU&*qd^lk^)&iw={0^8+37J!>& z=Wgup?DL=|CS;#NTB|6Y<&!9+z7*PXh+$aKsJ&LE2wyhxz(LL%d!3wLiELdB5Q8xj z-y1gn09i<--@+rJ>+E^HbPxq!tZ)7J2Of>-6EkcC!z82*CExxKp_ZFst@t$QON#MG z^oJS;1f6Pv$#GY%97f*zHx^l)9xb;_K3|3neyylM1KT47#O2=xnZl@umoLIw(WAp@ zw`>ES0Q>q-kf}*Ke_0NxEN){x_S-bdZR_&Kbci$D=>QHxCk;eN*)8uRAFG*%)&RxR zGaJ0_<@AsawZakenG_b00m~0?#EaTqdA{NyooVX1_FY%yn{Y+fopxo$4DTazFEHH9 z&h4ykJLKYClfXsE_fGd4CQ4&#XJ@1C?A-cfhXyzg0I&-(jj0)nt~Qxh4$X+)**W*X zR7u?PB6Qq+Tuz!I=I2$nxPD9FfW~#|s-(l|amu2n0YMPXj#7!q3}F)rehp+H%QS~#6TNyD* z7L75|5E@be7NtqcEV;sRYGbdM-=YACC7euv7igh@K0qt5Ha_}yckFJf&1$N(Rjf4h zen1e>;Wbk;X`%{sT5b0nZO&d-F~|;|!_=zcy6T=(*3uyIeNQFl?t}7JS__LuT}r(u zCA=L+7~k?=59H-dqGc+!yR_j>{9TCRSLcJ`%?S&>`BFruSAdoHE3@IJt74@{u4wB@ z-3ZBQ!{xTlxHyQMny<{2UotEmYebta5frLusyKaB3Z0{S z{F7(dBTi_r3Ry$i+}f&U6;T3;8+oN@mG9Vyyr~K~bZkp*(UFB|pha~%*V$qz^>7GH zX!A;#E~e{X-=WG`WiCRw zZR-?Wd~HsNUh1#S3wpi9T$P#$$5%bp7?4KD-*v@4B`S)Jv}_`@-BD7gxpCP76RYZ& zaTA|4l@jEuL|vuTrFQqJDwE2zDOBBJRcl(Jqi$^5M6bg{t$8E@4l97)oPym@)_7|EO&=es*0b;e+!2J9B3{KCoYC)HzDFQ+&)d!OP&SFY%@_4M3r&IN7cUP z+vbN%hM<}quRQ5`kVU`I5@2R3swuC*7#Mk~*K7k)LseLNeA*Wm+d8J?IwU38X)OlD z6WW7dBL?MgQzh!x)egKfQ`m!vRF`x^(m0s`{P~aTfMwJZlSA{2X#rQo1pEMrEsa%( z{qa92*QvE~Wd8u!=-=m{+_nXVHowQ_m(Oc5&3@U~2*@PsTBrK3cMZ`~d2D7`UN19E zX8x|RC(7bYhSp?dnzyR1f=v+o9V2h!Uhkbwzm3hBD3k7pdN5p}`nKR1BdCX0dSQt< zWb@4v4VUvfSnZ8Z;f?Ka*4|%hD9@z0(08F<^d_a5W+z?SW|8n zrI{WP9;vB$K4^tQD2Tj4Nw~;QOmTb@2Cjxp$KZB}G~c z4BV+LVbgSTr?|DR{86o{lvP!YFv9Jiug@Jelts9KKMLQ|1~k}FAkz}(&u`BK8^xu= zYP&9<8SuIU{_ADYE1cCiBBQ}YRHacDlB!iIiOQ+xNCaGOQ__+dzU2Wg8%#C^^K7o|<7V=~AAn&-w_d`68tFOdu{IZv{wQmT6OA zj`tD2D2eSn&=y-zS{WrNhce>=MpGd#Hb(JWNb$1T{U3Zv3}dQ@w1{_9`b%aTDB3qN z;e?wPSizTx=^@aVv&6evd{fMV0H0XninRC+~&0;f8!sCw{7=3H{BRS$r-;UZpq z(I_&m55nsoy^ezsdW%Lw=b8Ti`mhSEH)^dCp6b15@8*O~n=q-dCDY+2%l9#_WG#2v z{1%V*unU6ZVmY!9IupsUW>fte{_J+v9Avv+brZUP$XD?<`f8he^q?rC>Q%Kqd!v_d z*4+bbz_?vY9YykkSmBH)6Rj~atMR~pR?T^60kEpU)2j39)hqsODe55 zQU_m|b;ReC!!B)KC$@nH^oI{^>|?5m67uez+Yfoe%l+g7sPSg$ykMUh&{!<~kTi(A zK~)}TDOLH?xnNY50O|mbz%c31Jr+5aE?&)x2=DTRTx zhtR`;CW~(4{{YM%-ooEQD(yd-1{n>T2`d2$YhNCit1M*IF3noJ5c2SNkR+9Hv0ST{;`vW0GS8#(EY7>{QDWP* zYe;WvUj%9VIp8H;rQ13d?%pR7bJ(r${Iz`09y8!L$xFHqG_*F1O(OGXwwQ$6xJ)*? zt_9x|{Gde~(mWwpnR%+BRuC519BGod5$@k`KSk8jW75@YMXbR z{hS!qI|xfIDwRch{m9k_D{dh(v&KEYR|d6)v=&#)>i(r*0%l3pL>0a$TeXs1{{ZuI z{giQv$(yq|D54Cj0^xzO2XNMze{ahUEFdb=YwiP|#E8pVfN3-Y(~1TX;6SO@9@At8 zSk|b-#b}abtKyuCHvU%Y>+^ZM$pY!rl40h{XDiWxz3jjhMw}e{&h8U+rwh)TIYooO zw6<}Un>oO3_Kl!El)zeT?s;}RpUSfcIG&Tr&rdZZ^s7@1z85t5HJZ?$6LT}@;45st zv!#S>HLmQyswJ0kD_^$Xo4>g&XfUKyZe#el3gn-YZ!RaDGVpY{3CR;i4wcDsvM=4l zLn*4QBUMpcI7CDIVpP9Z0Gs{VB7)F%s7wIvc+Pb{7xux~T{CS|y2D3A=|Ek}Ea&pR zcqybf4l^X$IWZt23*(ER=#R=}we!PM49902Q>Zk^h}@aPW0~#)*uQGPJf?J!yrl%W zS1HgP-yKh4r^1W)mI`TRo6DKYEfoccyOn8iQN|o@&Rwq(l-b$(sI8qN$7a|{j!WZc z7X;7Be4|i*N3prtfF!Y&K{~n5cAr+%0oOF;rP#Njt1SYmt9wihYhEX=wAuL}^6M?7 zB~@khTz0-Q{K2yv4+&{v!>`) z;nSyQcnE&-6)Kon({WWLR$TEd-3TL(X`@KNHX>K}s5X1w?&1?oY~m!OA%;)a#T!;1 zx;*UTt)aa}NQbd>jl!>W`!bvS_ssyegXyp%ZQj|}Do1wUzu4}2I8&9=a7Ph(JLR$Q zD?}=}k0GUVJK3cXHtaUb3XgjceUZreR`zhk=&OCW+@rE_4}| zde+_g#r+Ttb~K)(q>}D-pzWmVK7||EM;C28`zc=fQ-(1ju>n{lqaYWlv+3{Iv3Ai{ z&9PU{MPW%|6N)IL>ZLl!ci;7JnUCZ6sIp5fFMHdxrvCupz)NL~)QGZAwRDq;3)(T4 z>id2|Ph&qV&gwsPi+3#{XhR-q#Lud(?pyYldjEi*V- zq~i5$*dl9k?ed)_pEg2l*|WJ6QxbF#m?>p!y2hmYyWZ0+z8B+r@jySM@%hVCQe43@ z-EXzKv^)J2WHXz>=0@~49dSW6C^Kef=X*HZ0@SXCVXY!7ldnt{w3U{$e!gS(Frh1m z$TisE!fWT8c;Ecnc`ZVF7*{_$90^fM)oBWqA6+|~L{VnRVYjO)%PfAci~j(KO?XMl zo2KKWz3vszGj0l3Wn)fF)66OBfZG^yQU(S=D_TNZlb)j`^$c(h5~n0jh5=+Ig*GBU zufEWNs>~u6v{sHAr{08WzUJ#Awg6E#Q9ft^o1axpm;C#Y+intf{{S`vs%?&&V`A+@ zfCSmCd8(J5H$2OR1lky)F74S@pX*?DE8G`Bplp|#{{S`+LKo7X2a%Z}CnnrVd72OH zfpmAl*k$XJIXV~Hep`Um-fv@AvME1o9AR9OY zxOHXa)8eqe{>ly21uB$4A6DqXcS|!$HXA*=yPunkYYjzIS648-eL?y-0siYLc2z%h z)Ch#N&!X+jO(9Ga;wVcx1mhB!jW@Y4!x}_EuzqtQNItqJ zK1#P@rR}#QWriInWkrpI!lF}T0z9sZy-oS~rC#-C(947GS8b7JBUE0DnYqWC_>jjZ%p$3qEc1dx zV{NyV=3f#5WR+x$!~||LQ2yrYEGOziAPMm3U-KOtMThgt$4omFX9M@t_p6jp@N)os$t+qj{nW!!&zr!`$+m zIFxiKbfsmRQ49&8FuhD0d91_qnGNLSyAgJ!^xA3XubXYmBp3rGUjR2%Em-10@ zWT$G%aWj_A*51?Iz(nt8#*#Rj*tCSYc-{Lo^`hZcO9OZ2OBWU7QwcJ zy}u8%`6r@CV-nbxB^Tns`5Ee`d@5DsFNBVPbSy-yab0QT69;$&S%Nh*qy7i{Yf4Z1=;nVGD!M0CG2`Fuwr8qob@J1;eyMnnf=Znfe# zKfQ^^NE-=>X>?%H*InE-_>Mq0G-GQme2{-aBTZ}ol)@sW)0YqFxeu)$#WxY7*lh>_ z?A-b|Vrw|jW&o>1S#VnYB*X)=2a>gx*1cAm=kjpNoWTM~<9<(q;hyt9#pXDEQNJed zzOxUUB8bgPk^p}~8k$bu5jNJ-GWfg%`+N`rYlIA)mTj_BCmKFSZ=;6Zjue#1qb}Mz90f^UeCQ@!>e7M;5`~6Cs#=#-2l|qO04d@K(P)DHa)##4z_s#(3=R zE3%Uat-7x{nV8EDuYY#Ra{1OpcSGdyCPCTBEVm6eTYPx!`;7M8fTUk?MGYxB?aAZX z{_wyDhdPR+IFqQprW_ct8prTyd9_Dy#BJ2OeTPeUeofCQ5S}M5G$m=Uf@r&2G&`YE zpdKd`u}7x}(K?A?fyWbBWS@P!ile%yCk00fnMV}5J6_o?O2MbG8NG|p*-9s(fbLY4 zt%*AFkD9}d9ziulIk$FqsJ{TWJ3OkS3^JmgEuU}29m<61TzM?)+DL=AApmMX2oR7a zy|H-kN$n(Y1#0Oi`jp1s>w}WB)54jC(ggddi5^4bX3K31}yjX$;kX7Ljh zCzfd2Q{SSZ+4X$Ae*_+96cPm_eZ@ixwzInkMn#Ee`)NhvgIs-{hG?EP2U z@u|C~U;<4DGKPb?gl@?i%G;K z>r?}F*vJIwp9yJ1ssO&~{99oPXToL8xl%t`aSQ#|I(C9T07oeGde0L4Q2wY1S^oeC z`Ndt_zeWa=61O_ zsqkh(w1%Qjo3pPM#Z!h{wmv&*-1&SnCNOoG_SUtPRryJ`pd}19S2BzxNyT4|>^S9d ziAK_yttZBOA{cKFU{|n`7575xiTb+!KbyV}%ISMRy?G$`B#-w{6AL<9DN1yf*VGGi z7?j6ZUZv~tS~!WNwZPExoM}ERsf;bk>y}-Aj-s!sT&YikGPU*Ao~Q{xCJ}s7{%jd- zio*s=Sj-nGv|pmO9C&s-C)IgZ@L(3)V%pVq#(*o|8g5-wQEOC!M~jLofZXAD!q)x2 zDM$m>K}n220cb^P_@m6r@HxP3w(+L%We>G$ul0~?43ufK-4sRfi^nJeZMf^31Txdk zd*}6k^#1^h0Zt!e^GvupQ=#cg9$o zb}V!b`lEdzAOlsRa!Ak`uPRb8#}O;aITJ+XSOgt5z}}jcafY8cVj=4aU3GmYy=;Wt zP-<%uRT&PRB+4PU;f$?KmOaCcIpv+NxB@2N7(x zUtgLw%=>7myuXS8Cr0&0hqS7#Ny@iRGa(FpbWvu(fJ8u-Yp9+nx%O@*tUDD2McSW^ zE8aUlpE~oawyv57#O&Mr)B^UdFw8?Z+>+>GEi}*{Oaphc%yWmA+4gZXKJuXLR1Z)@ zQ>%>xl9?oQrj%z9)5~S4fF0R?9mYJTl!=mYiYH%hwzdJh&ukTO zQENqoJQ4d=mm~xS;kB#z>C7@<#i>4lDA-QARv6D_v6-1+t$0~Za!Pi84Sc&kYaY~V zTS28~m{gpcdQ1Tf0NQ!BfQ`>ij&_mbPLs$RQx1WJrjDIP0pqBhCrN4W70b2m74Bcd zKM?kLqT({zQC5|YJweT}bagSND>)C+y02;CI&iE=*)+q1uCkP( z){Zr`Qr*-dbE|gquUhC*lM&y&5RpRCNCEJM8gaC7vqxJ|;V2#B{P<7C^iEmi<1*1A zc*+~Y^qU~ogXohIZ4xlnNWYS1*mgozW$?qv{S0xYtkzZin=HBkmouttEY(!x*d_Cl z{{Y>DOm9#aL+ua?4NI?auvta_0CErL?ykl5^G(VkmsJK7CUt1aCABYY)qsHXgTa^> zMJC=Sfjt=o-&dOqhBZ+xSEvl@mToRvW?bUOV!FGtv0Ia!7j)pXmKnH+w<6P$z*aWo zFu^jHS0*oLjU8;j_a!k)7D72}A0tNofv*)MigqL)G2X?9kckd#j3W}9on?NWj@U0Wzi&PpuG};g%r0AUj-Y2b9BEVGtT(Wl%SpBWHdrnc>2Twi~lJq`0by zBdWgPqbLYYW^K))4LL$utr`7i3KJ*v6dffamVEcOlv`2!wE2_r(kximNQx}GUv?Qs z14^aO6tN=;x30UfR>Tp*M*6_29j`5M-Q33ZObKf#o4!KHQK4McF}!F z6Z6Uls)!_u@gsk7#Sv8n6&K9`SPwv(6h&(fm?cf&wl@}G{4iHyjARF#IDFKIY$r@t z{FoubA&JQj8}hm=L;Pjc{1Ag7gOYhuU%?1hRZX>yb6^pl!JJgs z?LPsyY+~BCdFuNr)b%nSZ=3#+AXc2CS+!UQWV{?e)m6!&UvpqW?iHw67W&*p^~3sa z69&;p$p_l|s4h5z&Q~llN87xc-Sy%3d=8~P3T+N>{RNU{wldJ7c*KxxqXbk&8bYTt zRIqBD+jhC|K{oJVsvCrEko8FXUz2VW7rp>e!PUfE^FvQ)95MX8{{T8y&jy*pKoJCO zMDb8ZatXHNb(+1<2RbErs>U}jL{#pA?anPJ9k(!_JRlfuUz~T*(!7!Y=^m;_X5u1k zfa1kU)1SqG0lIgp$2}u$C|`;MzibB_(QC2*n3)hwt50+7prpn*a;UVGROR|=4 z9rarKo0bsRHnB8GRvvrW0oiZ2?A!e8MffbRB3!iDz0M>JZew(1rZ-hwJkk^&5IaB4 zIZva8OpQsk0Vc$p8xWj3MKe9~x(q%v0|COEZIuLU@dlXb4yd~DJkj|=S}RFnW@RlE zQ_QOmOiM{9i&C%Pz?deh@PsvbRjFr43f%B>G>hd9zi-C}F)THds%|IYKsH#?4tqZw zEaAFDiAAa=-RMmFlnSbswm*dm7*-66vhY|1JtmaH=B3N-m^8A@aa5f%5p4TAIc z3?-JaiN1I4m=hCgF0QCIHM`Vo_`XlH*|%eV1Vk`A zsVXWeEfqN|2cm3O{{Z?JHp^@f zEg`|t^%ZcPT)ot_+kaQ(e;3UPwia6yk!o$VdKk;Xp!|9!SU8+T1Q!M9%zQ(FP_|OsBi_VGd zp$8qBc3$JDx*jmL8Kgf(+%R!%d&wZEtimgvE?0|BN$B7ubXq5UzIZg)il;inBD&Q? z49Ya)UNVHp5f8g@w&5ygTul>I8N)^D+}nHq07(I05kXZ|Ima&u67LEvzBEF(cC^;S zAbnEQg0o`zq%4Na`O$j#D7kMkywg;7QqS_}^>h6~0 zQ~ZBRC0QcMn|<2%vN=F7)@N7~D5`Bb^JRBk4}89o6(M@t7S%le02(zE>kroBqPdSO z!;XP_c*t~gkO2FjOxV`Q6252w!Tx(|1@kN49fN4K+Z;BIl zfI1?1<4wuez6Y^(#&mVr4;kP#<^6DJW%gFF##*Igkne;L6DI%98aFlXS=Q!Hj1@BwMJnKGURwb$DVQt>Qx+u=T892Yt%`w~63Qu!u!8 z(WSSNhZf(Irr3}*J)vYRE9MGM&48#4i+eJjOg>TXzTMm0*3Jr6H_#mzNy&v%-j$ay zH_*JZ%f8gV!mGr0-jzK(PjgSzZ$L#`uGs+imzKzDCv`SMikw1&jnBfY)&l^}p( zC~AsnUxo&8!7a2zPgDTXt_oFDiB{fL#}9$IN~$8Knhs&+0<~Lf=8h+E##m{`$X3?C z&fzad0Rrj9Fi%docGP8Z0KQND<^KTm?-L8rCh-^Lq@F{_Ig8%QUnJWT4t}!8LBn>f zNja6p@!aA$3X*tEFEKKW;ZLNoH!5zr;+37F`F3`1Kuo$Fswr$O4P=gFQPmQ4vY5H2 z3BDV7jrqRYAl5ZDsJm94EGFnwmMt#MRwV4a!G-*G&CAQtw`WCX-yqEUTSP z-OLuoV>5le7o>|0nh8RPtF31FViB%O<S@a)%6tE=xZyC{!G|m8W{#*zHY}R7-a4*>Ll&z?J0>V#02o zvFsU|dKgl|+^Q^brc72v{{UM@2y81uqN7Dh*Uw0BVS8E?PV$6y7)`0kJ#gv5*iMg5 z`@5jW6IwLH-eWH|jOrJhS8yl?^Qa45M9&=;K*VhVqC*bWhFwj2S;{$RE<%%7{nHN%P3Gc4h zLc}$G0^+*Ti%zdqz%9omVt2_qktBX0&N{Ho)(IAMkrhjsj zGBPoTM3+%M2sYCGn8?V`ZcC{hcSc4*u>=oY&((?Z%@bLHR_eEq3fa zdwiTG#zsMe!0z}U*mb`KGBOZAjw9dran_5c0Y45pjDS#QoGMEW>~1mxCOV4+7pwSD zk&!HrZFhWc?2V~!ByKVcZ_n_5WN_f6(WuC%R0_<0!2`L?VImSjn9cz>pn*RWbHyHsW>0x^V5BTiV71K zHjAhDLQmq&{{TWVG6KusJeTkztt|V^-;$1_AyTU2D4l3@V1Iir!hfucjDQkBcB}<8 z$i6rA#-kt);$4w^pZk#B(1}qz*33lPa#-^Kkq8{z@x^K-_(-wTWCVTSor=0rmd zmX^gbUn%QYu$+++b+zPiD@R$O>nsrZsQjDSv?=D!#}ppZ$\n", + "\n", + "\n", + "\n", + "Luckily Python can help, instead of re-inventing the wheel, we can use a library!\n", + "\n", + "\n", + "
*Real Scientists using a library*
\n", + "\n", + "Python contains a comprehensive set of libraries that contain a lot of code that reads, writes and processes data. Once you learn to use these libraries, you can focus on your science, and not on the nuts and bolts of data. We will look at just one library today -**NumPy**.\n", + "\n", + "**NumPy** is the fundamental package for scientific computing with Python. It contains among other things:\n", + "*a powerful N-dimensional array object\n", + "*sophisticated (broadcasting) functions\n", + "*tools for integrating C/C++ and Fortran code\n", + "*useful linear algebra, Fourier transform, and random number capabilities\n", + "\n", + "Besides its obvious scientific uses, **NumPy** can also be used as an efficient multi-dimensional container of generic data. Arbitrary data-types can be defined. This allows **NumPy** to seamlessly and speedily integrate with a wide variety of databases.\n", + "\n", + "\n", + "Objectives For Today's Talk\n", + "\n", + " * Explain what a library is, and what libraries are used for.\n", + " * Load a Python library and use the things it contains.\n", + " * Read tabular data from a file into a program.\n", + " * Assign values to variables.\n", + " * Select individual values and subsections from data.\n", + " * Perform operations on arrays of data.\n", + " * Display simple graphs." + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Sample Problem.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are studying inflammation in patients who have been given a new treatment for arthritis, and need to analyze the first dozen data sets. The data sets are stored in comma-separated values (CSV) format: each row holds information for a single patient, and the columns represent successive days. The first few rows of our first file look like this:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "0,0,1,3,1,2,4,7,8,3,3,3,10,5,7,4,7,7,12,18,6,13,11,11,7,7,4,6,8,8,4,4,5,7,3,4,2,3,0,0\n", + "0,1,2,1,2,1,3,2,2,6,10,11,5,9,4,4,7,16,8,6,18,4,12,5,12,7,11,5,11,3,3,5,4,4,5,5,1,1,0,1\n", + "0,1,1,3,3,2,6,2,5,9,5,7,4,5,4,15,5,11,9,10,19,14,12,17,7,12,11,7,4,2,10,5,4,2,2,3,2,2,1,1\n", + "0,0,2,0,4,2,2,1,6,7,10,7,9,13,8,8,15,10,10,7,17,4,4,7,6,15,6,4,9,11,3,5,6,3,3,4,2,3,2,1\n", + "0,1,1,3,3,1,3,5,2,4,4,7,6,5,3,10,8,10,6,17,9,14,9,7,13,9,12,6,7,7,9,6,3,2,2,4,2,0,1,1" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 8, + "text": [ + "(0,\n", + " 1,\n", + " 1,\n", + " 3,\n", + " 3,\n", + " 1,\n", + " 3,\n", + " 5,\n", + " 2,\n", + " 4,\n", + " 4,\n", + " 7,\n", + " 6,\n", + " 5,\n", + " 3,\n", + " 10,\n", + " 8,\n", + " 10,\n", + " 6,\n", + " 17,\n", + " 9,\n", + " 14,\n", + " 9,\n", + " 7,\n", + " 13,\n", + " 9,\n", + " 12,\n", + " 6,\n", + " 7,\n", + " 7,\n", + " 9,\n", + " 6,\n", + " 3,\n", + " 2,\n", + " 2,\n", + " 4,\n", + " 2,\n", + " 0,\n", + " 1,\n", + " 1)" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We want to:\n", + "\n", + "* load that data into memory,\n", + "* calculate the average inflammation per day across all patients, and\n", + "* plot the result.\n", + "\n", + "The first thing we do is load the **NumPy** library with the **import** command. We can then access methods inside the library." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# import the numpy library. See http://docs.scipy.org/doc/numpy/user/whatisnumpy.html\n", + "# numpy provides a multidimensional array object,, and an assortment of routines for fast operations on arrays,\n", + "# including mathematical, logical, shape manipulation, sorting, selecting, I/O, discrete Fourier transforms, \n", + "# basic linear algebra, basic statistical operations, random simulation and much more.\n", + "import numpy\n", + "\n", + "#\n", + "# we now use a predefined method inside the numpy library to load in a CSV file.\n", + "# The Format of using a library is\n", + "# libraryName.method()\n", + "#\n", + "# In this case, numpy.loadtxt returns a data structure which we assign to a variable called 'data'\n", + "#\n", + "\n", + "data=numpy.loadtxt(fname='inflammation-01.csv', delimiter=',')\n", + "print data\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "[[ 0. 0. 1. ..., 3. 0. 0.]\n", + " [ 0. 1. 2. ..., 1. 0. 1.]\n", + " [ 0. 1. 1. ..., 2. 1. 1.]\n", + " ..., \n", + " [ 0. 1. 1. ..., 1. 1. 1.]\n", + " [ 0. 0. 0. ..., 0. 2. 0.]\n", + " [ 0. 0. 1. ..., 1. 1. 0.]]\n" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The expression numpy.loadtxt(...) is a function call that asks Python to run the function loadtxt that belongs to the numpy library. This dotted notation is used everywhere in Python to refer to the parts of things as thing.component.\n", + "\n", + "numpy.loadtxt has two parameters: the name of the file we want to read, and the delimiter that separates values on a line. These both need to be character strings (or strings for short), so we put them in quotes.\n", + "Manipulating Data\n", + "==================\n", + "\n", + "Now that our data is in memory, we can start doing things with it. First, let's ask what type of thing data refers to:\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print type(data)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n" + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "The output tells us that data currently refers to an N-dimensional array created by the NumPy library. We can see what its shape is like this:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print data.shape" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "(60, 40)\n" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This tells us that data has 60 rows and 40 columns. data.shape is a member of data, i.e., a value that is stored as part of a larger value. We use the same dotted notation for the members of values that we use for the functions in libraries because they have the same part-and-whole relationship.\n", + "\n", + "If we want to get a single value from the matrix, we must provide an index in square brackets, just as we do in math:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 'first value in data:', data[0, 0]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "first value in data: 0.0\n" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 'middle value in data:', data[30, 20]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "middle value in data: 13.0\n" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The expression data[30, 20] may not surprise you, but data[0, 0] might. Programming languages like Fortran and MATLAB start counting at 1, because that's what human beings have done for thousands of years. Languages in the C family (including C++, Java, Perl, and Python) count from 0 because that's simpler for computers to do. As a result, if we have an M\u00d7N array in Python, its indices go from 0 to M-1 on the first axis and 0 to N-1 on the second. It takes a bit of getting used to, but one way to remember the rule is that the index is how many steps we have to take from the start to get the item we want" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An index like [30, 20] selects a single element of an array, but we can select whole sections as well. For example, we can select the first ten days (columns) of values for the first four (rows) patients like this:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print data[0:4, 0:10]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "[[ 0. 0. 1. 3. 1. 2. 4. 7. 8. 3.]\n", + " [ 0. 1. 2. 1. 2. 1. 3. 2. 2. 6.]\n", + " [ 0. 1. 1. 3. 3. 2. 6. 2. 5. 9.]\n", + " [ 0. 0. 2. 0. 4. 2. 2. 1. 6. 7.]]\n" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " Arrays also know how to do more complex operations on their values. If we want to find the average inflammation for all patients on all days, for example, we can just ask the array for its mean value" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print data.mean()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "6.14875\n" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*mean* is a method of the array, i.e., a function that belongs to it in the same way that the member shape does. If variables are nouns, methods are verbs: they are what the thing in question knows how to do. This is why *data.shape* doesn't need to be called (it's just a thing) but *data.mean()* does (it's an action). It is also why we need empty parentheses for data.mean(): even when we're not passing in any parameters, parentheses are how we tell Python to go and do something for us.\n", + "\n", + "NumPy arrays have lots of useful methods:\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 'maximum inflammation:', data.max()\n", + "print 'minimum inflammation:', data.min()\n", + "print 'standard deviation:', data.std()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "maximum inflammation: 20.0\n", + "minimum inflammation: 0.0\n", + "standard deviation: 4.61383319712\n" + ] + } + ], + "prompt_number": 16 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When analyzing data, though, we often want to look at partial statistics, such as the maximum value per patient or the average value per day. One way to do this is to select the data we want to create a new temporary array, then ask it to do the calculation:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "patient_0 = data[0, :] # 0 on the first axis, everything on the second\n", + "print 'maximum inflammation for patient 0:', patient_0.max()\n", + "\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "maximum inflammation for patient 0: 18.0\n" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Subsets of the data\n", + "--------------------\n", + "\n", + "We can create subsets of the original data by a process known as *splicing*. For example, we can select the first ten days (columns) of values for the first four (rows) patients like this:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The slice 0:4 means, \"Start at index 0 and go up to, but not including, index 4.\" Again, the up-to-but-not-including takes a bit of getting used to, but the rule is that the difference between the upper and lower bounds is the number of values in the slice.\n", + "\n", + "We don't have to start slices at 0:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print data[5:10, 0:10]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "[[ 0. 0. 1. 2. 2. 4. 2. 1. 6. 4.]\n", + " [ 0. 0. 2. 2. 4. 2. 2. 5. 5. 8.]\n", + " [ 0. 0. 1. 2. 3. 1. 2. 3. 5. 3.]\n", + " [ 0. 0. 0. 3. 1. 5. 6. 5. 5. 8.]\n", + " [ 0. 1. 1. 2. 1. 3. 5. 3. 5. 8.]]\n" + ] + } + ], + "prompt_number": 18 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We also don't have to include the upper and lower bound on the slice. If we don't include the lower bound, Python uses 0 by default; if we don't include the upper, the slice runs to the end of the axis, and if we don't include either (i.e., if we just use ':' on its own), the slice includes everything:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "small = data[:3, 36:]\n", + "print 'small is:'\n", + "print small" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "small is:\n", + "[[ 2. 3. 0. 0.]\n", + " [ 1. 1. 0. 1.]\n", + " [ 2. 2. 1. 1.]]\n" + ] + } + ], + "prompt_number": 19 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Arrays also know how to perform common mathematical operations on their values. The simplest operations with data are arithmetic: add, subtract, multiply, and divide. When you do such operations on arrays, the operation is done on each individual element of the array. Thus:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "doubledata = data * 2.0" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 20 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "will create a new array doubledata whose elements have the value of two times the value of the corresponding elements in data." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 'original:'\n", + "print data[:3, 36:]\n", + "print 'doubledata:'\n", + "print doubledata[:3, 36:]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "original:\n", + "[[ 2. 3. 0. 0.]\n", + " [ 1. 1. 0. 1.]\n", + " [ 2. 2. 1. 1.]]\n", + "doubledata:\n", + "[[ 4. 6. 0. 0.]\n", + " [ 2. 2. 0. 2.]\n", + " [ 4. 4. 2. 2.]]\n" + ] + } + ], + "prompt_number": 21 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If, instead of taking an array and doing arithmetic with a single value (as above) you did the arithmetic operation with another array of the same size and shape, the operation will be done on corresponding elements of the two arrays. Thus:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "tripledata = doubledata + data" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 22 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "will give you an array where tripledata[0,0] will equal doubledata[0,0] plus data[0,0], and so on for all other elements of the arrays." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 'tripledata:'\n", + "print tripledata[:3, 36:]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "tripledata:\n", + "[[ 6. 9. 0. 0.]\n", + " [ 3. 3. 0. 3.]\n", + " [ 6. 6. 3. 3.]]\n" + ] + } + ], + "prompt_number": 23 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "More on methods\n", + "----------------\n", + "\n", + "We have seen ealier that *mean* is a method of the array, i.e., a function that belongs to it in the same way that the member shape does. If variables are nouns, methods are verbs: they are what the thing in question knows how to do. This is why data.shape doesn't need to be called (it's just a thing) but data.mean() does (it's an action). It is also why we need empty parentheses for data.mean(): even when we're not passing in any parameters, parentheses are how we tell Python to go and do something for us.\n", + "\n", + "\n", + "\n", + "NumPy arrays have lots of useful methods: Here is a list I found in the documentation.\n", + "\n", + "| method | Descrption |\n", + "| ------------- |-------------|\n", + "| ndarray.argmax([axis, out]) |\tReturn indices of the maximum values along the given axis.|\n", + "| ndarray.min([axis, out]) | \tReturn the minimum along a given axis.|\n", + "| ndarray.argmin([axis, out]) | \tReturn indices of the minimum values along the given axis of a.\n", + "| ndarray.ptp([axis, out]) | \tPeak to peak (maximum - minimum) value along a given axis.\n", + "| ndarray.clip(a_min, a_max[, out]) | \tReturn an array whose values are limited to [a_min, a_max].\n", + "| ndarray.conj() | \tComplex-conjugate all elements.\n", + "| ndarray.round([decimals, out]) | \tReturn a with each element rounded to the given number of decimals.\n", + "| ndarray.trace([offset, axis1, axis2, dtype, out]) \t | Return the sum along diagonals of the array.\n", + "| ndarray.sum([axis, dtype, out]) \t | Return the sum of the array elements over the given axis.\n", + "| ndarray.cumsum([axis, dtype, out]) \t | Return the cumulative sum of the elements along the given axis.\n", + "| ndarray.mean([axis, dtype, out]) | \tReturns the average of the array elements along given axis.\n", + "| ndarray.var([axis, dtype, out, ddof]) | \tReturns the variance of the array elements, along given axis.\n", + "| ndarray.std([axis, dtype, out, ddof]) | \tReturns the standard deviation of the array elements along given axis.\n", + "| ndarray.prod([axis, dtype, out]) | \tReturn the product of the array elements over the given axis\n", + "| ndarray.cumprod([axis, dtype, out]) \t | Return the cumulative product of the elements along the given axis.\n", + "| ndarray.all([axis, out]) | \tReturns True if all elements evaluate to True.\n", + "| ndarray.any([axis, out]) | \tReturns True if any of the elements of a evaluate to True.\n", + "\n", + " The documentation in Python can advise you on all the information you will need. e.g. look at http://docs.scipy.org/doc/numpy/reference/arrays.ndarray.html" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 'maximum inflammation:', data.max()\n", + "print 'minimum inflammation:', data.min()\n", + "print 'standard deviation:', data.std()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "maximum inflammation: 20.0\n", + "minimum inflammation: 0.0\n", + "standard deviation: 4.61383319712\n" + ] + } + ], + "prompt_number": 24 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What if we need the maximum inflammation for all patients, or the average for each day? As the diagram below shows, we want to perform the operation across an axis:\n", + "\n", + "\n", + "\n", + " To support this, most array methods allow us to specify the axis we want to work on. If we ask for the average across axis 0, we get:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print data.mean(axis=0)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "[ 0. 0.45 1.11666667 1.75 2.43333333 3.15\n", + " 3.8 3.88333333 5.23333333 5.51666667 5.95 5.9\n", + " 8.35 7.73333333 8.36666667 9.5 9.58333333\n", + " 10.63333333 11.56666667 12.35 13.25 11.96666667\n", + " 11.03333333 10.16666667 10. 8.66666667 9.15 7.25\n", + " 7.33333333 6.58333333 6.06666667 5.95 5.11666667 3.6\n", + " 3.3 3.56666667 2.48333333 1.5 1.13333333\n", + " 0.56666667]\n" + ] + } + ], + "prompt_number": 25 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotting\n", + "---------\n", + "The mathematician Richard Hamming once said, \"The purpose of computing is insight, not numbers,\" and the best way to develop insight is often to visualize data. Visualization deserves an entire lecture (or course) of its own, but we can explore a few features of Python's matplotlib here. While there is no \"official\" plotting library, this package is the de facto standard. First, let's tell the IPython Notebook that we want our plots displayed inline, rather than in a separate viewing window:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%matplotlib inline" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 26 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The % at the start of the line signals that this is a command for the notebook, rather than a statement in Python. Next, we will import the pyplot module from matplotlib and use two of its functions to create and display a heat map of our data:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%matplotlib inline\n", + "from matplotlib import pyplot\n", + "pyplot.imshow(data)\n", + "pyplot.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAALIAAAD+CAYAAACeEF9/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYmb8bzh4HCcAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 27 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Blue regions in this heat map are low values, while red shows high values. As we can see, inflammation rises and falls over a 40-day period. Let's take a look at the average inflammation over time:\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "ave_inflammation = data.mean(axis=0)\n", + "pyplot.plot(ave_inflammation)\n", + "pyplot.show()\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAEACAYAAABF+UbAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XeYVOX5xvHvAwhKbGiUYgmoURSBKBZ+RnGsWBA1RgER\nFRRLNCbBoIgFsMZOjBpRsSJ2jaKoYGRjo1gQkCIWbOCCSrEGwX1/fzyzslmXZWd2Zs45M/fnuuZi\ndnbK7RGeffetFkJARESSqUHUAUREJHsq4iIiCaYiLiKSYCriIiIJpiIuIpJgKuIiIglWaxE3szvM\nbKGZzajhe2ebWYWZbZS/eCIiUps1tcTvBA6q/qCZbQEcAHyUj1AiIlI3tRbxEMJLwJIavnUdcE5e\nEomISJ1l3CduZocDn4YQpuchj4iIZKBRJk82s6bAYLwr5aeHc5pIRETqLKMiDmwNtAammRnA5sAb\nZrZbCGFR1SeamTZlERHJQgihzo3jjLpTQggzQgjNQwhtQghtgE+BnasX8CrPj/1tyJAhkWdQTuVM\nakblzP0tU2uaYng/8CqwrZl9YmZ9q9fpjD9RRERyptbulBBCrzV8f6vcxhERkUyU/IrNVCoVdYQ6\nUc7cSkLOJGQE5YyaZdMHU6c3Ngv5em8RkWJlZoR8DWyKiEi8qIiLiCSYiriISIKpiIuIJJiKuIhI\ngqmIS0lZtgz+7//gk0+iTiKSGyriUlIuuQRmzIBbb406iUhuqIhLyZgzB+6+G8aMgZEjYcWKqBOJ\n1J+KuJSEEOAvf4HzzoN99oFttoEnnog6lUj9qYhLSXj6afjwQzjzTP/69NPhn/+MNJJITmjZvRS9\n5cuhXTu46Sbo2nXVY1tuCS++CNttF20+kaq07F6kmuHDYYcdVhVwgCZNoF8/GDEiulwiuaCWuBS1\nBQugQweYNMn7wauaNw923dWnG66zTjT5RKpTS1ykikGDoH//nxdwgDZtYLfd4MEHC59LJFdUxKVo\nTZoE//43DB68+uecfjrcckvhMonkmoq4FKWKCvjjH+HKK2G99Vb/vEMO8S6XqVMLl00kl1TEpSjd\ndRestRb07l378xo2hFNO0XRDSS4NbErRWbYM2rb1lZm77LLm55eXw/bb+zzyDTbIezyRWmlgU0re\nJZfAoYfWrYADtGgBBxwAo0blN5dIPqglLkVl9mzo0gVmzoRNN6376yZM8D70GTPA6twGEsk9tcSl\nZP34I/TtC8OGZVbAAVIpWLkSXn45L9FE8maNRdzM7jCzhWY2o8pjV5vZbDObZmaPmZl6EiVy114L\nTZvCaadl/lozf52mG0rSrLE7xcz2Ar4B7gkhtE8/dgDw7xBChZn9DSCEMKja69SdIgUzaxbsvTe8\n9hq0bp3deyxZAlttBXPnwiab5DSeSJ3lvDslhPASsKTaY+NDCBXpLycDm2eUUiSHVq6EE0/0Ac1s\nCzhAs2Zw5JFwxx25SiaSf7noE+8HjM3B+4hk5ZprfGrgqafW/71OO803xaqoWPNzReKgUX1ebGbn\nAz+EEEbX9P2hQ4f+dD+VSpFKperzcSI/8/bb3hf++uu5mVWy667eIn/2WV/NKZJvZWVllJWVZf36\nOk0xNLPWwJjKPvH0YycC/YH9Qgj/reE16hOXvFqxwg89PvVU3+QqVx54wH8wTJ4MDTR/SwqsIFMM\nzewgYCBweE0FXKQQrroKNt4YTj45t+/bo4cvxx9d4++XIvFSl9kp9wN7A78EFgJDgPOAxsDi9NMm\nhhD+UO11aolL3kyfDvvtB2++CVtskfv3f/VV6NnTD1du2jT37y+yOpm2xLViUxJnxQrYfXc/L7Nf\nv/x9To8e0L49XHBB/j5DpDoVcSl6F1/se4U//XR+l8hXnvwzYwa0bJm/zxGpSkVcitpbb8GBB3o3\nyuYFWJ1w7rnw5Zdw++35/ywRUBGXIlZRsWo2Sj67Uapatgy22w6eew46dizMZ0pp0wZYUrQeeABC\n8NWZhbLBBnDRRTBggH+2SNyoiEsifP89nHceXHdd4edun3IKfPaZ98GLxI2KuCTCddf5yfR77ln4\nz27UyJf2//WvPjNGJE7UJy6xV14O7drBlCmw9dbRZAgBunaFww7zwyNE8kUDm1J0+veHDTeEq6+O\nNseMGb7A6J13fH8VkXxQEZeiMm2aTyl85x0v5FE75RRYbz3fW0UkH1TEpWiE4AcYH3kknHFG1Glc\nZdfO5MmwzTZRp5FipCmGUjTGjoX58731GxctWsDZZ8M550SdRMSpiEssrVjhs0GuuQbWWivqNP/r\nL3/xbp7nnos6iYiKuMTUrbf6svo4Hsywzjpwww2+Add/tRGzREx94hI7S5f6Uvfx46FDh6jTrN4R\nR0CnTnDhhVEnkWKigU1JvIED/eT5uG869dFHsPPOfjRcmzZRp5FioSIuifb++74y8+23k7H96+WX\nw8SJMGZM1EmkWGh2iiTaoEE+cJiEAg4+U2XuXHjyyaiTSKlSS1xi4/XXvZ957txkHYn2/PO+qnTm\nzGTllnhSS1wSa9gw36kwaYVw//29C+jyy6NOIqVILXGJhcpW+HvvwdprR50mc/Pn+6ERr74K224b\ndRpJMrXEJZEqW+FJLOAAm23m+c88U4dHSGGpiEvkXn8dpk6Fk06KOkn9nHUWLFgAjzwSdRIpJepO\nkcgddhgcdFB8Nrmqj5degmOPhVmzfLdDkUzltDvFzO4ws4VmNqPKYxuZ2Xgzm2tm48wsBhuESlIV\nSyu80l57wb77wsUXR51ESkWtLXEz2wv4BrgnhNA+/dhVwBchhKvM7FygWQhhUA2vVUtc1qiYWuGV\nFi6E9u2hd2/fRve3v4WGDaNOJUmR05Z4COElYEm1h7sDd6fv3w0ckVFCkbRia4VXat4cXnnFD7E4\n6yxo1crnkY8dC8uXR51Ois0a+8TNrDUwpkpLfEkIoVn6vgGLK7+u9jq1xKVWxdgKr8kHH8Djj/tt\n5kz/bz7ySOjWLXlz4iX/cr53Sm1FPP314hDCRjW8LgwZMuSnr1OpFKlUqq65pMglfV54tsrLfYn+\nPffAr34F990XdSKJWllZGWVlZT99PWzYsLwX8TlAKoRQbmYtgQkhhLY1vE4tcVmtUmmFr86SJb7z\n4XvvwS9/GXUaiZNCLPZ5Ejghff8E4F9ZvIeUsGLtC89Es2b+g+zee6NOIkm3ptkp9wN7A78EFgIX\nAU8ADwFbAh8Cx4QQltbwWrXEpUal3gqv9OKLcNpp3k9udW53SbHTfuISa6XaF16TEKBtW7jjDp+G\nKALaO0ViLul7pOSSGZx8cvxPMJJ4U0tc8u7zz2HOHHjtNbjuOrXCq1q0yM8T/fBD2GCDqNNIHGTa\nEm+UzzBSWr74AqZMgdmzvWhX/vnjj7D99n4bNUoFvKpNN/X9yEePhtNPjzqNJJFa4pITK1Z4i3Lr\nrWGHHbxgt23rf266qQbuavPcc97F9OabUSeRONDApkTivvu8b3fChKiTJE9FBWy1FTz2GOy8c9Rp\nJGoa2JSCCwGuugrOPTfqJMnUoIHPmb/ttqiTSBKpiEu9Pfec/9m1a7Q5kqxvX3jwQfj226iTSNKo\niEu9XXklnHOO+r3rY/PNfa74Qw9FnUSSRkVc6mXKFJg3D445JuokyXfyyXXvUgkB7rwTPv00v5kk\n/lTEpV6uugoGDIC11oo6SfIdeqjPF585s/bnVVT4Ne/fH+6+u/bnSvFTEZeszZ3r+3+U8kZWudSo\nkfeN17aCc8UKOOEE375g1KhV4xFSujTFULJ26qnQooUvpZfc+OAD2H13+OSTny+K+u67Vd1WlX3n\nzZvD/Pmw/vqFzSn5oymGUhDl5fDww3DmmVEnKS5bbQUdO/opQFUtXeqzf5o18+81beq3zp01N7/U\nqYhLVv7+dzj2WNhkk6iTFJ/+/f93gPOzz2DvvaFTJ+8Drzr+0LWrulRKnbpTJGNffeUtxtde89Np\nJLeWL4cttoBXX/VpmwceCP36weDBP5/GOX26n9f5/vvRZJXcU3eK5N2tt8IBB6iA50uTJtCnj++n\n0qULDBwI559f8zz89u3h++99Z0gpTWqJS0Z++MFb4WPGwE47RZ2meM2Z4/uo3HXXmufgn3gi7LYb\n/OEPhUgm+aaWuOTVffdBu3Yq4PnWti18+WXdFlGpX7y0qSUudVZR4QX8xhthv/2iTiOVPv8cttnG\n/2zcOOo0Ul9qiUvePPUU/OIXsO++USeRqjbZBH79a5g4MeokEgUVcakzbXQVX127wrhxUaeQKKiI\nl4iTT4Zp07J//T33eB/tUUflLpPkjvrFS5f6xEvA4sW+PL5FC5g8GVq2zOz1EyfC4Yf7ysB27fKT\nUernhx+8W+W997QAK+kK1iduZueZ2Uwzm2Fmo82sSbbvJfk1ZYrvVX3qqXDYYZkdPPDxx976vvNO\nFfA4a9wYUikYPz7qJFJoWRVxM2sN9Ad2DiG0BxoCPXMXS3JpyhTfVGnwYC/Effr4TJM1+fZbb4EP\nGODbpEq8qUulNGXbEv8KWAE0NbNGQFNgfs5SSU5NnuxF3MxXW375pa8GrE1FBRx/vG/GdPbZhckp\n9VM5uKlezNKSVREPISwGrgU+BhYAS0MIz+cymORGCKuKOPiS7sce81tt+1YPHeo7FY4YodkoSbH1\n1r6z4YwZUSeRQmqUzYvMbGvgz0BrYBnwsJn1DiHcV/V5Q4cO/el+KpUilUplm1Oy9MEHvi91q1ar\nHtt4Y3j6adhrL19CX33e94MP+myUyZO96EtyVHapdOgQdRKpq7KyMsrKyrJ+fVazU8ysB3BACOHk\n9Nd9gM4hhDOqPEezU2Jg9Gh49FG/VVdWBj16wH/+48u8wU+MOfhgeP5570qRZHniCfjHP/z/nyRT\noWanzAE6m9k6ZmbA/sCsLN9L8qhqV0p1qRT87W/QrRt88QUsWODbmt56qwp4Uu2zD0ya5KcASWnI\ntk98GnAP8DowPf3wrbkKJblTWxEHP9PxmGPgiCP8dvrpXsglmdZf33c//M9/ok4ihaLFPkVs+XLY\naCNYuBDWXXf1z6uogOOO8xNj7rpLA5lJd9llvhnW8OFRJ5FsZNqdktXApiTD9Om+u11tBRygQQPf\nYhZUwItB166+FkBKg/ZOKWJr6kqpykwFvFjstJO3xD/+OOokUggq4kUskyIuxaNhQz8+T7salgYV\n8SI2ebIf2yWlR0vwS4cGNovU4sXQujUsWeItMyktCxbAjjvCokXQSCNfiaKBTQF806tOnVTAS1Wr\nVrDZZr54q3PnVY//+CPMmwezZ/tt8WK48EI/sUmSSUW8SKk/XLp2heuv99W4lUX7vfegeXPYfvtV\njw8cCDffHHVayZaKeJGaMsVP85HS1acPXHGFb4J2xBG+c+V22/kmWZWWLvXVuWPHwiGHRJdVsqc+\n8SIUgp/uMn36/258JVKTsjI49lg/vk+nAkVPp90LH3wA66yjAi51k0pB795wyinaizyJVMSLkPrD\nJVOXXuo//O+8M+okkikV8SKk+eGSqSZNfOuFc8+F99+POo1kQkW8CKklLtnYcUc/h7VPH1i5Muo0\nUlca2Cwydd25UKQmFRVw4IHeT37BBVGnKU0a2Cxx06bVbedCkZo0aODbEd9wgy8UkvhTES8yU6ao\nK0XqZ/PN/Yi3447TCUFJoCJeZNQfLrnQowfssouv5pR4UxEvMirikis33ghPPVXzIdsSH1p2X0QW\nL4byct8XQ6S+NtwQHnvMl+M3aKCzV+NKRbyIaOdCybVOneCZZ7yQr1wJRx8ddSKpTkW8iKgrRfJh\n5539gImDDvKtbHv2jDqRVKU+8SKiIi750rGjH/c2YMCqQ7UlHrTYp0ho50IphFmz/PzOyy+HE06I\nOk1xKtjJPma2IXA70A4IQL8QwqRs30/qRzsXSiHssAP8+9+w//7eR37SSVEnkvr0if8dGBtC+L2Z\nNQJ0wFOE1JUihdK2LbzwAuy3n/eRn3JK1IlKW1ZF3Mw2APYKIZwAEEJYCSzLZTDJjIq4FNK22/ph\nEvvuC599Br//vU9tbaBRtoLL9pK3AT43szvN7E0zu83Mmq7xVZI32n5WCm3rrb2Qv/8+HH44bLyx\nn+s5dKjPZlm6NOqEpSGrgU0z2wWYCOwRQnjNzIYDX4UQLqrynDBkyJCfXpNKpUilUvVPXIIeeMAH\nlFq0gJYtV/3ZvLn3g2vnQomDRYtg0iSYONFvb7wBW24Je+0Ff/ubLx6SnysrK6OsrOynr4cNG5bR\nwGa2RbwFMDGE0Cb99Z7AoBBCtyrP0eyUelq50qd0jRvne1ksXOi/upaXr7qts44X8PXXh7feijqx\nyCorV/psqauugg02gBEjok6UDAWZnRJCKDezT8xs2xDCXGB/YGY27yU1W7IEjjnGV19OmlRzKyYE\nf155uVrgEj+NGvlCoREjfFbLSy95q1xyK+t54mbWEZ9i2Bh4H+gbQlhW5ftqiWdpzhzo3h26dfNW\nTCOtq5WEe+QRuOgimDrVj4KT1cu0Ja7FPjHz7LNw/PHeh9ivX9RpRHIjBB/83HVXuPDCqNPEm4p4\nQoUAw4fD1VfDQw/BnntGnUgktz7+2LtXXnkFttsu6jTxpSKeQMuXw+mnw5tvwhNPwK9+FXUikfwY\nPtz/jr/wAlidy1Rp0RmbCTNtGuyzDyxbBi+/rAIuxe2Pf4Svv/ZzPCU3VMQj8uGH3vfdtSv07g0P\nP6wZJlL8GjaE226DQYPg88+jTlMcVMQL7IsvfO53p06w1Vbw7rtwxhlariylY6edoE8f/3cg9afS\nUSDffuvbd7Zt633gs2b58uT11os6mUjhDRvm88bHj486SfKpiOfZypVw662+YdC0ab4c+aabfMm8\nSKn6xS/g5pvhtNPgu++iTpNsmp2SZ8OHw733wi23+BxZEVmlRw/vVrziiqiTxIemGMZICNCunS87\n1nJjkZ8rL4f27f2giQ4dok4TD5piGCOTJvmm+Vq4I1KzFi1g8GBfoSzZUUs8j046yVemnXNO1ElE\n4mvRIh8zmj/f+8pLnVriMfH11/DYYz4XXERWb9NN/VSqp56KOkkyqYjnyYMPQirlvy6KSO169fLD\nTyRz6k7Jk//7P7jgAjj00KiTiMTfsmV+CtBHH+kEIHWnxMDbb/uObV27Rp1EJBk22MAPXX788aiT\nJI+KeB6MHAl9++owB5FMqEslO+pOybHly2Hzzf30+a22ijqNSHJ89x20agVz5/pgZ6lSd0rEnnjC\nFy2ogItkpmlTH0N65JGokySLiniOjRzp88NFJHO9esH990edIlnUnZJDH33kW8x++imsvXbUaUSS\n54cfoGVLP1B5yy2jThMNdadE6M47vSWhAi6SncaN4Xe/83NmpW5UxHPkxx/hjjvg5JOjTiKSbD17\nqkslEyriOfL88z6i3rFj1ElEki2VggULfJaKrFm9iriZNTSzqWY2JleBkur229UKF8mFhg3hmGM0\nZ7yu6tsS/xMwCyitEcxqPv/cj5nq1SvqJCLFobJLpcTmRmQl6yJuZpsDhwC3A3UeSS1G994Lhx/u\nS4dFpP46d4b//hemT486SfzVpyV+PTAQqMhRlkQKQXPDRXLNTAOcdZXV7h5m1g1YFEKYamap1T1v\n6NChP91PpVKkUqt9amJNmgQrVuj4NZFc69nTf8O94gov6sWqrKyMsrKyrF+f1WIfM7sc6AOsBNYG\n1gceDSEcX+U5RbnYJwT47DOYMwdmz4bRo/0vmk7vEcmtyjNqR470rZ1LRcEPSjazvYG/hhAOq/Z4\n4ot4CPDss94vN3u23+bMgSZNYPvtoW1b2GEHn5WiY6VEcu/ii+GLL+CGG6JOUjhRFfGzQwjdqz2e\n+CJ+xRVw111w2GFesCsL98YbR51MpDS8+y506eJbWTRsGHWawih4Ea8lSKKL+Nix0L8/TJkCm20W\ndRqR0rXLLnDllbDfflEnKQztnZIDc+fCiSfCww+rgItETbNUaqezZ6r56isfqLzsMthjj6jTiEiv\nXvCb38BGG8H552e+HiMEGDPGu2OK8cxbtcSrqKiA446DffbxrhQRid5mm/nkgi+/9DGp227zDefW\nJATvFt1tNxg8GPr1g2+/zX/eQlMRr2LIEFi6FIYPjzqJiFTVsqVPNXz6aV8hvfPOMGFCzc8NAcaN\n82mJ55wDgwb5D4EuXWDEiMLmLgQNbKY9+igMGOADmc2bR51GRFYnBP/3OnAg7LQTXH01bL21f++F\nF+Cii7zVPnQoHH00NEg3VadNg4MPhg8+iPee/5qdkoUZM2DffX1OeKdOUacRkbr473/9t+ZrroHe\nvb21PX++/0bds2fNUxK7d4euXeGMMwqft65UxDO0eDHsuisMG+b94SKSLOXl3hrv0MGLeaNapmtM\nnuyt8/fe81OE4khFPAMrV/qvVx06wLXXRp1GRArhwAOhR4/4blqnIp6BQYPgjTfgmWdq/+ktIsXj\nxRd9psqcOfH8d6/FPnU0bhyMGuUbWMXxf6SI5EeXLtCqFTz4YNRJcqMkW+Ll5T5FadQoH9AUkdIy\nbhz8+c/w9turZq/EhVria1BRAccf7/1hKuAipemAA2DddeHxx6NOUn8lV8SvuQa++86nIYlIaTKD\nCy6ASy9N/jmeJVXEJ0/2WSjqBxeRbt38N/OxY6NOUj8lU8SXLfONdG65BbbcMuo0IhK1Bg18Q61L\nLkl2a7wkingIcMopPif8yCOjTiMicXHUUb5f0gsvRJ0keyVRxEeO9DmhWtAjIlU1bOg7HF56adRJ\nslf0UwxnzYK99/YJ/ttvH3UaEYmblSth223hnntgzz2jTqMphv/j++99ee2VV6qAi0jNGjWC885L\nbmu8qFvif/gDLFnis1Gszj/XRKTULF/urfHRo+G3v402i1riaaNHw/jxPhtFBVxEatOkie9kOmhQ\n8maqFGURnzUL/vQneOSRzM/jE5HS1KePb02dtHnjRVfEv/nGpw1dfTV07Bh1GhFJioYN4fLLvX+8\nLmd4xkXWRdzMtjCzCWY208zeNrOzchksGyH4Acd77gknnhh1GhFJmu7dYb31vDs2KbIe2DSzFkCL\nEMJbZrYu8AZwRAhhdvr7BR/YvPFGnxP+6quwzjoF/WgRKRIvveSb5M2Z433lhVawgc0QQnkI4a30\n/W+A2UCrbN+vviZN8uWzjz6qAi4i2dtrL9hhBxgxIuokdZOTKYZm1hr4D9AuXdAL2hL/4gs/4Pgf\n//Bfh0RE6mP6dD/G7d13vXulkDJtidd7L790V8ojwJ8qC3iloUOH/nQ/lUqRSqXq+3E/8+OPfsBx\nz54q4CKSGx06+J7j112X/22ry8rKKCsry/r19WqJm9lawFPAMyGE4dW+V5CW+LBhMGECPP+8tpcV\nkdyZNw922QVmz4ZNNy3c5xbsoGQzM+Bu4MsQwl9q+H7ei/i4cdC3rx923KJFXj9KRErQWWf5YsG/\n/71wn1nIIr4n8CIwHah8k/NCCM+mv5/XIv7xx7D77vDAA77BlYhIri1a5PsuvfEGtG5dmM8sWBGv\nQ5C8FfFvvvG54McfDwMG5OUjREQA7xOfN893OSyEoi/iFRXw+99Ds2Zw++3aF0VE8uurr3xzrHHj\nfMAz34p+A6whQ+Dzz+Hmm1XARST/1l/fl+Kff37USWqWqCJ+//0wapQv6IliJZWIlKbTToMZM+Dh\nh6NO8nOJKeJTpvhI8RNPFHa6j4hIkyY+iWLgQDj9dPj226gTrZKIIj5/Pvzud94HXog+KRGR6jp3\nhmnTvIDvtJM3LOMg9gOb333nUwiPOso3bBcRidrDD8OZZ/rpYeefn9uFhkU1OyUE6NXLL9C992og\nU0TiY8ECX2y4dKmP1f3617l536KanXLZZT4/U1MJRSRuWrWCZ57xvZv22MN3PYziaLfYtsQfewz+\n/GeYPBlatsxhMBGRHJs9G3r3hm22gfvug7XWyv69iqI7ZdYs7wd/5hnfgEZEJO5++AGOPBI23hju\nugsaZNnPkfjulGXL/EJcfbUKuIgkR+PGPuA5b55vB1KorpVYtcQrKnwWSosW8M9/5iWWiEheLV0K\nqZTXsgsvzPz1BT8UIpeuvBLKy31SvYhIEm24ITz7rB/z1qyZT0XMp9gU8XHj/Hi1117TknoRSbYW\nLbymdekCG20Exx6bv8+KRRH/8EPfVvahh2CzzaJOIyJSf23a+OSM/ff31vkhh+TncyIf2Pz+e19S\nP2iQ/9QSESkWO+4I//oXnHACvPxyfj4j0oHNEHzF0w8/+NxKLegRkWI0frwvCho3Djp2rP25iZpi\neMst8OabcNttKuAiUrwOOABuvBEOPtiX6+dSZC3xV1+FI47wP7fZJi8RRERiZeJEPxu4toVAiVix\nOW2ad/KPGAHduuXl40VEEin23Sljx/qvFtdfrwIuIlJfBZ1ieNNNvjPhk0/6BusiIlI/WbfEzewg\nM5tjZu+a2bm1PffHH31HwhtvhFdeUQEXEcmVrIq4mTUEbgQOAnYAepnZ9jU995tvfEOrGTO8U79N\nm+zD5kNZWVnUEepEOXMrCTmTkBGUM2rZtsR3A94LIXwYQlgBPAAcXv1JCxb4Ap5NNvGVSxtuWJ+o\n+ZGU/7HKmVtJyJmEjKCcUcu2iG8GfFLl60/Tj/2Pzp3h6KP9ZJ7GjbP8JBERWa1sBzbrNC/xmmvg\nmGOy/AQREVmjrOaJm1lnYGgI4aD01+cBFSGEK6s8J4LT5kREki/vi33MrBHwDrAfsACYAvQKIczO\n+M1ERCRrWXWnhBBWmtmZwHNAQ2CkCriISOHlbdm9iIjkX16W3WeyEChKZvahmU03s6lmNiXqPABm\ndoeZLTSzGVUe28jMxpvZXDMbZ2aRT9ZcTc6hZvZp+npONbODosyYzrSFmU0ws5lm9raZnZV+PFbX\ntJacsbqmZra2mU02s7fMbJaZXZF+PG7Xc3U5Y3U905kaprOMSX+d0bXMeUs8vRDoHWB/YD7wGjHt\nLzezeUCnEMLiqLNUMrO9gG+Ae0II7dOPXQV8EUK4Kv1DsVkIYVAMcw4Bvg4hXBdltqrMrAXQIoTw\nlpmtC7z5JugHAAAC2UlEQVQBHAH0JUbXtJacxxC/a9o0hPBdemzsZeCvQHdidD1rybkf8bueA4BO\nwHohhO6Z/nvPR0u8TguBYiRWO5mHEF4CllR7uDtwd/r+3fg/7kitJifE73qWhxDeSt//BpiNr2mI\n1TWtJSfE75p+l77bGB8TW0LMriesNifE6Hqa2ebAIcDtrMqV0bXMRxGv00KgmAjA82b2upn1jzpM\nLZqHEBam7y8EmkcZZg3+aGbTzGxk1L9SV2dmrYGdgMnE+JpWyTkp/VCsrqmZNTCzt/DrNiGEMJMY\nXs/V5IR4Xc/rgYFARZXHMrqW+SjiSRop/W0IYSfgYOCMdBdBrKU3aY/rNf4n0Ab4DfAZcG20cVZJ\nd1E8CvwphPB11e/F6Zqmcz6C5/yGGF7TEEJFCOE3wOZAFzPbp9r3Y3E9a8iZIkbX08y6AYtCCFNZ\nzW8HdbmW+Sji84Etqny9Bd4aj50QwmfpPz8HHse7guJoYbrPFDNrCSyKOE+NQgiLQhr+62EsrqeZ\nrYUX8HtDCP9KPxy7a1ol56jKnHG9pgAhhGXA03h/buyuZ6UqOXeJ2fXcA+ieHpu7H9jXzO4lw2uZ\njyL+OvBrM2ttZo2BHsCTeficejGzpma2Xvr+L4ADgRm1vyoyTwInpO+fAPyrludGJv0XrtKRxOB6\nmpkBI4FZIYThVb4Vq2u6upxxu6Zm9svKLggzWwc4AJhK/K5njTkri2NapNczhDA4hLBFCKEN0BN4\nIYTQh0yvZQgh5ze8e+Id4D3gvHx8Rg4ytgHeSt/ejktO/CfyAuAHfGyhL7AR8DwwFxgHbBjDnP2A\ne4DpwLT0X7zmMci5J97f+BZebKbiWyjH6pquJufBcbumQHvgzXTO6cDA9ONxu56ryxmr61kl797A\nk9lcSy32ERFJsIKfsSkiIrmjIi4ikmAq4iIiCaYiLiKSYCriIiIJpiIuIpJgKuIiIgmmIi4ikmD/\nD2v153FZnMxAAAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 28 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we have put the average per day across all patients in the variable ave_inflammation, then asked pyplot to create and display a line graph of those values. The result is roughly a linear rise and fall, which is suspicious: based on other studies, we expect a sharper rise and slower fall. Let's have a look at two other statistics:\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 'maximum inflammation per day'\n", + "pyplot.plot(data.max(axis=0))\n", + "pyplot.show()\n", + "\n", + "print 'minimum inflammation per day'\n", + "pyplot.plot(data.min(axis=0))\n", + "pyplot.show()\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "maximum inflammation per day\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAAEACAYAAACuzv3DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJI6JHAASx0QOAIljIgeAxDGRA0Di/h/rMF8PwBrUlgAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "minimum inflammation per day\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAAEACAYAAACXqUyYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwQaASPw/Cl3x5C+Nj1AAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 29 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Wrapping Up\n", + "-----------\n", + "It's very common to create an alias for a library when importing it in order to reduce the amount of typing we have to do. Here are our three plots side by side using aliases for numpy and pyplot:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "\n", + "data = np.loadtxt(fname='inflammation-01.csv', delimiter=',')\n", + "\n", + "plt.figure(figsize=(10.0, 3.0))\n", + "\n", + "plt.subplot(1, 3, 1)\n", + "plt.ylabel('average')\n", + "plt.plot(data.mean(0))\n", + "\n", + "plt.subplot(1, 3, 2)\n", + "plt.ylabel('max')\n", + "plt.plot(data.max(0))\n", + "\n", + "plt.subplot(1, 3, 3)\n", + "plt.ylabel('min')\n", + "plt.plot(data.min(0))\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAskAAADSCAYAAAC4u12cAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsEWyMcYYY4wxVfw/2+j2y0AJ8NwAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 30 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Would you like to know more?\n", + "========================\n", + "\n", + "\n", + "This session briefly covered a number of topics in Python. We've used Python's NumPy library to read in some data, process it and graphically display the results. Of course this is just the beginning..\n", + "\n", + "* On Thursday there is a talk on \"Automating image analysis using Python scripting\" by Dr Keith Schulze and Dr Richard Beare\n", + "* Many online tutorials on Python\n", + "* Software carpentry lectures online (videos and slides) http://software-carpentry.org/v4/python/\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 30 + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/dataprocessing/ghostbusters.jpg b/dataprocessing/ghostbusters.jpg new file mode 100644 index 0000000000000000000000000000000000000000..c24636ab261ac8dfb480e2bd03ff328dbef15562 GIT binary patch literal 34251 zcmbTc1yo#3);4;ekwB0@LU0KX2<~nn!96&Q1((L%2@o{620|dXH^JTAgEk)A-66=| zyfgF8%(uRE|9fxs>N-#F+O_N1yXsV(K2;CX4@G$vT zm6R1Fq~*ln1pt7WZ(wI;?eHRz`LXP5^+i z2AA`?I@!T7DhV9FaDWqpW7bD(_75!fhz$akqIisjl7p?Og_X%)1^>wYFU9|%`Tqp1t(@UL|CPw#Iff%d zMHYU2^XR*|gOu_=@ed;daTPeGhRb{HoZdakY2bLz8KNc%$MgVzh->N~q4p1bL_rU8 zRSh_P36~pNI7zGiQ|@77sGtbP@VbbZ5L?+tJC8cOMvm{{u>>gLc+uQM`mvAUd_aJ) ziI_MXGr}>MxwF(i?So_-T~r?Bf7$Ucf3Ec3$F|^{L7662 zl8`--;hz~m6y5_?e=)L#v$FWBCmjFQWBM;2+TfZ_fB`&ThU?kFx&DjkfAy%TO*GNJ zOCBR(60C5c0QfWhTgnP!-DjO-&0x)D-TkjN{%!HUq6CTqRe_p7b)b6CAV2|X1+{@% zK;58HP{ZFg|M$NChn2tk{x5$YWslxI_QJo~`_EXL09IJm*!{$IXW09x=^{VS^fds~lpfCZoiXJP@k!gU?sQGJZC4d4#9 z`k(j7KbaztA+aGz|Bq42`#6^W#R5efMGQq0pg^HV;X`3Vk$J@by7N$I;bnaAT>NkL z|G0Dh*7z?EO#VX)9+kiCF#R>^9>?lqZ5KFiD>!cxClfdL+5rIXZSCA0EX>TEDA-w9 zc_>8TOPL9Uw2cunBZYyL6~$jgjuZ|ijwTK+CdSOb<2v|Q4**V;|61P=UXJ`*<|GdQ zLI?0U>({?!U}pd*b_4)?&VS3^z~@A~bO5O3Hga}w`G-CD!aD>2j;0*!fBi@5fL5!AW#E&zn}sO=$jd*@`oI$a837kQQNtI5 zM{Wp20PxzP z&7ND9ZB>2B?(w zFWCKJGM-SqD{I439zCMwFm&)oLw|`+KuGkOhV~5|Jtr484=*48doghdNhxU=6;(BL z4R}`@8Jn1znOj&oIyt+zy19D4hap5jf+o6O!}Ifl9`pAlbe@cP*`43Syf$A zTUX!S(b?7A)7#fSHa;;q1)H9kU0zvTTi@8++TJ-nIXyeSxV*Z)dGreb0R6+QzdidO ze&N9VLPSCWA)!9{g@EV^|AKIkkYBN(;EH}gHL!n9$?o^$#k-h{vNkj-4&@^}Lx)lH zm(-lgua6&H`^&TccaHi0|MKi_$NuftEPw$*fOj4U2M_^n-$$v|P}|N|O<$Sr%gRp(- zbCtG2{@Dj0BV+Cg=88T1)@?HWMis_S8kAvOE^gkprFugDizE4HvNldJ3c?#l2*OKV zG5>0bu1VVJS}OC)ON1=R{pDOI3YsuVK2@RYxQHQB=pJo80Ai<;e;;0`$IKjFGI8OwPerL?Pqy0=$*oCeJ{ zjwdn8Yx3yXH?Znh;%UEoU+WnnA@DJXyuZ4m#XhSP5BoyZ>$zzu+0T%+=-^E%f>NXM z;E|)f>!?8lzopaJMn7n7I@o>VqbVcWfjP4KJ~ucW}a;h4Ib!Ra+4UZ#X$j{QkoWYe)e6(owPDJCYmW+oo7D3T!y zPcc^ZSI=H@610SocjP8#C4ciWph{lAWJTx#L2W*I;2dh~IAFiQL%oca)gK@8nYUzj znrvu43E@lkQ=Hz7H0}_slNr!>m`d!IvL=4PO<~G!RBt-C=x2s^T)GGCV}TL8J)hU* zW7w?^KoD$-b?eBI(U$2P2W8oAuRMTwC?-;aw{2T1(IpedmO_;{W+GOoNOOF{l#8l= z&%J3Xs!&shTB90YU0KjjOnP-z>q)P{p5^PGbwbZixps)MvGd*h`E1rbBdTKpPf5zq zQAN`dLLtT`K^w-@ou8r!T=2M7wi}4Xv$HFC&&En~YNZVPHWMXgW4d#aqke#5y$iKC zh2A~Q!tBJIQxHCLq>~_5a>tu7=g}zh53KuX7JJ!R;5XImdS=T0Gt|N--Y}lqg zHLWunEEjmmD7{&Nt5aDQ@n%#dC3IsTYoQFp7JidrH)>O}^x_7VrMH#AHAFT{M?{;( zH2C&{_C|RtF?L~=BOVJ>elQol1fwcBm_JC={xhsH0()041Qxt8O%)V!T!?MZTrybE z{@S;NIspD{($40+Nxh(g)K zAz$6yVB>OmmS9wa^NW93o;9@}J+c1RPP#p|?Z=pFV8Qcd9HqzPtNV<3D& z*baqEIg>K>El1E82rmuzv)YeX3bN$n^h6x&L3#4ET`8jC!;P98Ckj`F=TQh@6DRt6 zbVq}-pZM3=lt}6NV@p$Ap6Zo&<~}iL^fNW%TdMFE;h#IY`1bV5aE)Na^i*mXfwN%3 zVWQ{xlkxnOdJ?9QAf^$&5?l3o#*&w^Z`NR_C@H7?1GsYQ9{ca!mS$HmxMf}0nseVD z1+`LzYrI-6Qo3ncuV;VrhoM*Ex14jyHQ2(HL)|QrJ58-0_dTdrs35}lh1ZzTSpB|{ zw40YW_2NfL30hMI#1q_nS?2M`NgE~`v%z}8-zEgZH>I40tiVP!#b>;l5sFJZ*UqW3 zx7KpvKE{1r3}~FA$xn?s_E2vxP`MoCF-~+&M>(b{vPLdAN^M!yBNL|^8b})p6K%;2C-KJg@$UeA(@p>#ERLj}_*|Ec90r2OD>eK@fy5~#ERh+@JCY!T zO-sv0KVRWJmL^riOiS8+eca`lRh!Mrca7C1Pl=yl>&smDhQ(MN_wrH@1o4*AhmAs+ zm3b$>CkMS%hM@mk?0&J90QGh+@(%lbp#cd+s8Jh_meKTHdE3pfUWy@&yMv<0Wb>T3 znzg^Cj4a_CHH0gIr;{AH2%?MWuD(1EakV?ELeCG~ zrjqQ}*)fz#{BdC`RV**J6Xz1?Fb?>UOBtIdOAm8QYinbby%ot5Op->FA;N~m&X_`8YAvSzWPwQU#RuCz&FyOY&z z-4SH!QU~I)6P=&(7=gwT>SURj3q9}kmRDM^J1-RJDKtoynA`@m=983ydzaSyem!A zS6J6Mb4XU3r1nZJ9d|~8+BGeB@jq6xm_(;f%cr{tw;&C^2)hgq0Q3F>;5ClldQ+2p z+P>^M3UiWegsL+C6t@%6N}QJi+t1Ii1MsYia275*ABlVWSzw=2zR{N_txJ zb7cF3^9+sSg8It?KMGSSae94&^rP>qPOkViQ`i-eK<66;(mzJiZD#Jm4xSxzl}uA5 zDiepr>Z6#0<83#!`)oR$Bg*t&fPd@FNH-6k>`dMSU<5)c$M0#ce#^ftgT(6mAeeI{ z>V0yDsn1E>w8ncXY3dzubl8zdhH`AZ_#=tORs9kziYeYivdSsF(k9DnRb=L}b=EcL zV@vZyM;>C#g+Ve+@-V()7N9V?DsIGIcGCxt5xDe&9Idw&-PFfF!fSt zUxnalT-dpkm+n#v4g*teRo3rjVa+u=@)H{f&92NJq4*PXhm!0Q=3iRxGf<}=0GV(x z@``nd7lmLAvkW&!g~@~aCzi@J!Oq%3?4IgRJ#Jgq3VH}vMP#ll@!YB|!jJmxGVClSF*Kxpfo)(dQAivd5+h&g4!5s4;0N$ ztFujC-n!WO`QkXO`)g5#gLUP&*O;m4iRaR)R(blq{;-Nm;9Y58QzMzzk4Z>k3h#Sj zCfc`}68Y|h+0R{NDfGdn9pX>&MXPa@4*-1^N%?46U?KRasvnRd&wkTs+51n?aG^ufP!c`N$>WTOyn z2NB#Sv>1iNDJDcqmCdimyAo_`q6s?Q4`1Ny8`)cU|LF!r1m1tp6^By&T8=+@xs2t_ z5A#9RQx|MB4KHs{>F#s-$r!>kJiS3kdi3NLk}__j#W|$e+kn->`{5Hm%pP5+=ZhgW zJ$pR~-)hrG3+`2-HJN_9@_^q{MSKBy)XpY8cf<6=fz?rxjTJ6hS@i@T?L@cR@^Lk4 zk4yIA`Uku2O=-DM1Y0n`Y*dJQ4*>r+h4(C>him}>caV`1miY=V4BuHp*BV5+TkkAj z_*LX|qKOq=r&--)kuWA(6c+bY4O{ZP(M0%VNpCaR)wj-+rqmmsB$pK1M6W;d)?r*q zJhwgJerW=*f~|Vg))wq74lVgr7E;R!h6tGb_E9%Z53@fN^csJq|@ipp@8Q2=Z$W*=W-jR;~jL=VpDKEUE-%G#0+%w6*L|zEKU(QWU7>mp> zv&!FdLo}MecmSL>8Xf@B`;kTVD_>)lgP`xwEm|`5((Iwlw@a5)h4&)gJ+5>Zo4(JS zYHro3+Mo_|R~rhM4t;r^%!;yD^|FxY^~5uAVpID879oa4BKOFH$z%{~v^PZW_wr&! z$)N2lL{^v5T{Su9D+(xYVfU5V@&E4ZKyHr`KUn{nsF_XiIP36hU=Gk zGyY`dNErTXT1JlLv*`qL#pI`mTAwJ4^1048Ki@ysyz=cx@hKsTAF=9Pl&HyWL* zpH||$LaJ-S+}8O)fFJP0`Q?MxogTtJpGH|W$#`Jekn%z;7VT?%jOg$b;ToBP&@MrD z_{%(I8rFgj{c}lG0&Wk$vi=N5vHwRBgkDe@L&{OS*j4rE`i4CF$9MO54u{&4rTfs* zDm3dd>g1Q9msEOE=mH3-YUxi$a-p>>RJMyk;m6WMsoX0ZcXaI^oQ zBgAlD;Lz|vMO32b-*$K}}JNN^0-e`*9JxPkt!Oa=hUWbK|%~P!?l(%4NKmZ9UZ?3 z8ec;#mF3COjS8t@@-HMLRRRBZk1~W_Py*QKH68GTJ1<997}}M6<1D&^tx->+IAF_rq6Zp4`(ffK+mvg6_Y&a zkZfW;tp<#9t?~zD6zW*AbKMP|4ij&%3xiYgzu{+}rA9eJG(8uh+f{UI$Iw z)~6iZxvpR}lr(r}?q_{|00!Qa7cvZkHH-$>@@FDhwRhF{W7C#WbTQFvdD!@<&-;Wd z;|3bzQVNTWO>hh)X%SS{QrsiehPSd+e)+S7jfhzca96*m5h~y~lpi5|l3DcrW%>ul zo+jkl&2VMY8Yg{heMoHIT4A;fyH3jcaBXfcP9Crb-ZWtaGIL9L5Z}=n*DFf66PB*-V_=c=gOAbfv+YxC8t>oN_}A8T&1R6{pE? zin#Xsit1C+_-X}jOA9OGZe0ofwUl;mb#1~Jm+%`k;@`N6cHeXYL1WF`5&R@ciJMe$ z%=&Yp^zq5@C5DoD+b{Q|K67~bX=#A-sepUJ;(+`!i%f#+ZjRa76D}IvonS7IqE~EwQm%)(<1pRH^!T)N#Wo8v7`z};e4ORa+dB*y z&-vwaqIr!&*DB&#;)WW~Xk?MoL7w{J=kAb)=dI#sn7`UnqcjM=+8agn(K+J$+3q>> z>UV24)!`X`TA187LyW4br9azcuIAyvSF2}d$vM~Dhdm&!u3e8}{Cfill2bp$OLl7p z9CdXtN!s@U@_o7_Gr3V!&RV}oGpdPEO;6%8HqFpE$JVTochV&UFI-2s)L$Y5Nw}8~ z5Od(NU26=`IQ1vdvqI1MX18ZpB`m`enE*^W3ZmZ)6H`wka)r9fSXd&4*}uIlp&A?{ z4kKcEWyd`%SwNZQG>jnob=cdj@SQp#2qhtx5!eo!e3q)kbK%`~t<`lKuc?Q!KgO2#kPrmPZ zrD?OMSi)yy=7S>6_aWQv$MYcDhhQj`ZwRka)vTu3=B+&LY)N!zI=08 z`pWE8tv9nhGFE7LV=-RE9mZopLBVMw!Jc;m(=HGz+d9B|3mW@gXmRMfyuh@oJZ?RA zhWD9481h|TLxFh#3wL%HGM63pW)P}KsFxmPdA=3<0KC1@&L6P$^{Dyq+2GaJ>iL*f zR0{N9u~EbEr2&lo-|j6r))2@8@Nz_3B{f7T+_#Y-M^UF#{Zwk0wSO)^g7< z(V72*DQvp_Y!0v*dH{rXZwpHk9st~;^qVz^!USU)cDapvl@6CS_f*01K%My1ChJjy zN6JRG$l{i#yK&}^gTWzWnuaSTs5q{TtSfV?=Q9X2Yz1K{6e%{df}PzT())3ewtSqK zF(XYpQe!ZTS4BQaBUUN_0i%#j*Ud6Edroj(l5xcLi(XmH#GZ{yg+v|%QSwDSrrN1cVmmqyQjW;>J*cTi*GsKB!r1B z^`hG>vha;qjvc+=&RfA7tWOk700MUuxzcX3`4^+71~YM?1Vxd)dQny8c zPoHOPMte+g&Dxc7wX3d`4BwF3=((M&bS%^4nPgaQ8(~D_nR72w_io1gN`J?&qU)(& z$3M_Z#uc5O`UWs9=qR;3wW#p9d2dVmA+4%+fiY-3JDzRc;z-^H^<t}=*3WXAl5z=5t11wNvK7rTwqdm zxn2|ANVtUUpMDgtYeA$}w)*tjrY`^RHdy*4=RG&M6Uv^{p_YePD11)&LKIjG)(bGn zzKWiEQSVReqK2Ay{dVcd0~YHRb4#;V%`UVgixxItIfiJwN=`wF;;2>Af?H{ecI70x zRB%w)5Ufm{EHT4x6m-T{s_s@*SxqOaG9zf4d37tAvo)&iKDbq;Z4m?E)Anb7dNTK+ zNpv^msOUF_rH4t-k2F>o^-<%fj#r9i=b~)`o)xnQ3GB-*8SexaTJ|5^^`VZ$dFoS5 zR^d7*ySL$injOsbIq0&nhf#4wk!w@Ebod}7b#lbI@z^E7C{NymCZEe3ts53KK0a0} zeLlp!ah+WmDN9R5NQ&L$zHHUg6v`)LE+yK=ulr?r1bV`Jwye8*pBuJ%OsWZqJee#!!}gH z-b@DV2>AU|IBmJTd`gpt#4f{Z|9Z00Z^c0%a)~_0zM|_s=1m*s&*Q5p#H+N^!P=0) zL!{sYQ(nr3H)5{UiLhv3?g#vZH@A=F?nUE}&Pu1s*fA?rL{djcPZ^hf_XnwZ?_~OS zFIOY~h}(V>2szWI$QvYx*&Z@->)*~9Ena1N@v3k5poN)V{aI`STW$(C{;cmz788ZG z-VJPlqJ_5jJ3*uV7!0cJp9lB_)0Y@x-jqI}__!LU6hAw&^QN3<(}IY{qv`IzYd4hD zH_+$9jk@VUa!xrgF9FP3OhGBCTGT`Am8{m@ zF*gEg%i;F@?n%NuhSJ30V~SIvMOB5h5(6Rr__(bo#3b1UdC9#ZYkRH^RyCxd}Vkq9S*T(Z?WEu+EkHWlGkJ6RWSZ! zYz#e)(bWjqm>7__lxG#FdtH`dUvIGdyDmKrx})F{=E}SJj*DhouyWf`l1+;`BnD;y zA947T%IyXwBnG!_eNaQW>jOodv!Yqb%`VoD7&lX8UOhrmZ)AGUA!F!oRB_U>vCiZ1 z)4mtEoNxp(3mc-I6#qi;iQgpVNYRefdX}^$#kVj4tC{W}-+IeU;O=GGSRpz(r#2bO z6+^Y=An)l_Pq}p?jNBUic~}Jf+~G!L%4HNcrEJ-Ux$Y0ss2Q^4Tl=xb=EKe>#cy3L z&!PxkHng~X#cV3-w{^NQTFMiV*(^vFc8O`Ua}7K&)p7He^rE05J0EjXztZ`g_kCFL zz0T`Nzlbky1YwfPpN*Ro+Us^#OsMHqXA_dol(fnBs^~*oY^1yFZlcNTuklM!@tPns zoX7Ll#R6ks(RA>McAQ6ALS{@TWuS^*brBju5)kcE<+JXiz(4ggQ8p^61RQrjYwVQx zCihrDkreXtGo3UlEhv&9WZX3LAkLHIvdeYU-A8+$$-fqF*JP-Ugmo-OG z4&?i^e3{K(zL#JTh;n+J6r3_y&gJ7`e4ONk(UOXrxBKZj!b-d>J<_^gd**Q!fd^}R z4Br1d;|dZLo}7VvyUkhK#~XZId?GeRZ4!^M$u*9ju_42s;2(>Y`^h!j6xxB~WYT^B zn)+soW-Zpu*JB{xYoF(kyyMu#@*#a!7dh3S3b9z}jo<+|&znfHfP3M)+uT@=YMo6` z(i=%z#<4=NjPD@;NV})K{-oR3T3G&vNznPQkbO!+W;Q$Z!0W2Y90}DHB+sw|&Oq%h zweQIY#7|kM(VaGj81U!?%M|O@xi6W_L~cF02eAca8%8i8WtRMFVDI(JF5-gOV;%~> z9`LT|l}gsayUUl&v`x}j(vho*1mq!9^5dl;DaYlnHab&d{>rcgelCPkv?DEC|l7ayX;6& z8*V80md^C5oZhr=??tq{UCMCW3OSlvo73*a#M#`|dRJFvoksX(fF$ksQC7Le=lSO+!^m1`-SU#{;I34oO;2S>3Ns`UN8L>7By!B9c)cC;x#`|^Wu8CJ zJT>@88-^^LF)YU#-c1u8YArLIrd|!QXHl1WrgP1Mb>9mxCZ1A(ewE53a7HL-2IQm` z=WXj&&9E&7#yLdv*a@DM$TCSxd4B%HxU=6LQ8h`|M{=C^(tW;}e9EB8BKKzsZ&K`B z(yis^#2PjUGEHhRT7OCKWs{slGqF2~F*0h(sk~FxmQrs8P3)NE=nfliVE}T$nJn#yb|u5ON=WKw#6s3UW?$I zHt1h{RiQJluA=j{1f8>3LZ)!-&Qjou*1jQ%W}4s`wR86Dj(J@SNM`7jAV%uSxAeF) zda07^)W8Vc)HA?QcQNAVQf=a*fi6({&qATDRLKzC@}|nNB)%DvicWsw+tB%qCXo11 zNp97T1x3W(IPq7Szj;US7UsO3)Yn&7V23bSPoijBVGIh@`=uN>{l=JfbA2oOR3cV4 z-9vI`&m&G}5|Zsnpi>Q51(UN_s@EhEWdtp2k-GKrqAu2$nSE<7c@aML5%HTl-t_Ie z3cvkW6JirRwCyf;Bv<9`cGf)&K}T&BuTiV>Y;iwTlx%$(c>$!d?qjOB>8$r*0kJ(}1vD(+0RZ?1W{ff0sf#R=I`%*J*k=0)%91n~0R#_v{ zQdf~_Zbs6t=q>bEy(CUv{V+pKSrNJ$D?+s2h`qFL)O~YyqYz~|zHn`-ga8WMohnMG z`H@w~7w7BYyMD44ewp0T{UgzRO-Gt>%x~N=PH%y{RiC&fSo=d-Uq*=hdLZ@l9>*<) zVdvi%Lz!T-*R`hv&E3Ro0o(HJ9~NE|a6=;ENj)|XQ2!}e;zB7^^8B7<3oap6+8c(QrLV<8+}=43<9k2Q#Q(SSZx&tSwQBR286QYvNO0QRyzA9ql=iYOWqNwaKhj% zYh~=cBJ~3J?V=IsB?pomGAiNu88ngR7CXaNm=wfZ!f z`IXWOBj2O2Zc~OIZ)nL`WOi6G>i%dKW>akX(X~PyKNzj;F+8(!c%Eb7yU@9rm!m}@ z>orz0RmrI*_`$lb+dZFx;o_FHcSKIDu3EBGOl1wpWu-npRWt99tSi4aP0mxz;e`|5 zzGi0{+b2bEe;Iq->opgG1Be_3wjLz2(VA)`ZepjAgDy%t92DsdnLX#Bl|w4?$|HdV zn#*aZgfEe~4|y6NU_}Q0L>bxETLjN#P@C>MZrZ+-X5?S}xa6S$5~vK9-e`K-O*J?f zDw^iaFtQ<`@&HVgCY0o;drnv_DZ7c4eXe zr!FMn{rV?&$Zt6Jj{n9q%qE%g0kC=oz&E2thb<~n!Y&n49)K#DvyiCn678M+jqpzR ziCqnmfbc13EJ%O(6J@hj8~%Qd5MfUKf_G*sZiD-px_G@_Q)3XN7j%`YrVywetR)aC zq95Cs6_BP%8l0CzFekYbd)X`AQ9!bq3;8j+CptkSDR<;S)KT>Y7OupNU23`QRHJD_ zm@F4SI%KB2P0Fj8XBgHQ0FK9V;9nx@YYM>>?-le=udHB)C<}gk1Gm0*&}d2Eof<}OG*D|jL_c8#QBBaWuM=`S~U9=;@4`v?qO-3bDhq2riTo^ z=ehMJ-_$e3;ZirV;VU%(?TO6vWmnu~Ik~DYBJW}_7-M8?)II>S>{QtMx}~2YqN-jY z1n1+;++t7ve#yE0Lae-G#q49-+Q-cthnC8kzCUu7pA)nc;}vyWH=5>U9srZjAac*^ zFIna{ft&4wHY?mp+01iOt`t8nHcK4UKU7#^luI%O4A>^VoLyTjD*bkMr1p#slZDQ&=^ z8Yf3hmr_t4FKuZR1Tr@Ft?hM5-b|;BYPV+MYTc00cCc;eezw!JwxAi;;-z3!*%mla zyB$Umz9I-q*@Z-*&ZhB)oj*Mv34|)%v2ktG!}r6&h$c=aEep=^O zdxhVQl<0_llVbM`zM1s=>C;~~%mHR1jE}5nA1V7{jrmQwT*&Q38m%aqU*1nA0r=YD zw32mHBW(MlB8fa28r&Hz>UeZ9DB1*lMe%d44Yic(S;Qt)b>;(L8XB<7BjwDy5aVea zld92dar3>t9p9uidKF+sC{5*T2&|CnZAT^L(SUB_?ju`qVKS zzSk0s`d0|0^r$5>&7eF0OhMd9t+Yq^EGovx*~skdFEqaFrm?{)zx`&Ae*nZkMG`L0 z`(k@^l^+Mr>e)6lx1?>~8)BGUs}}M|=Bco*k7nt2U%2AGv@+yt9Uf!rDRDDxhY6?= zrlun3OU;Fzf9Kl#F15&y*F$htO0G-e=}W2uW=c(RGkiy}7Ctp$)?e&4UC*37(U4F~ zRrkaiswT%+NBq-X;~r*4+WYp2_$uHGg{f9mR39xA$7uDLOLvBJ#Oz?&<7>Fcy2#}B zlD?Zf<+G$yy0Gc0UGe)W^$CeKJZ!`HdyB1ax;<(noA%Ttjub*f6ls~3$6d>zva=p> zX%jDxBmZ%u!bf1tPgguJRrsx`PPG7xv-b2YC>5p!xi3&J%o#k2(J+m7i58LSKFl%K zwsNoH@xfzx}mZ>j+m2H9BEMxCiD1l+ zNpvY$P(9@A^i~g-ra#$%Fph9_yvl3J>H+Y?Tl0PZ&_ymRwCiTv`d6MW?_gPiPz|RL(o3JhO6N;k)6WB!*ss^q;%VP%@e=aw6r^k2gN5QmNoNvRA6ck`uUsJzW z8Fi#NVe4_=M`u0D-XEBW2`?ouG+xi`3G&j_UR_;F+5L#jU06!cQ?{)QCT$i({y4YR zhk8}?bfq#8AKt~23Aa2h2dug@m_v}Q0ctYb>WGcg=Y($sG_1{=rD)tV1^5#PLkp}i z_ForY*708RQP%BFiB|z)M{C|wJM>cxuI{#UC#JElTCU`k8Z2nWsZvbYh3D5`Mq??w z7Q0%hgYT_xYV<5%7$YU!Y~e9e-vAb$7O-}+peSynPXa7>%ii#ws(Jit@mqv$A&6PH zF;-P*E=J^P>#<$=bsq*`Z`0?!8_K> z2d`_MooLtqT$7&*%sFZ2*UlRf68{7eS1i^Jba!mp3c=sVpAeW003~VdwM9*9Ypmqp zBQsy~5yObPm^gdZNXC6WAqM?-ao$TKT!F46rDQyGU68F;u}3z$>acp#>;uo&@d(8) zR!P*kc95g}rdKNWa-ucE?bx(xdeVEE+@~zfWIYIA1W!b_HEsH-sZ!>@n(&`$v3F)~ zHrZ6YPPEdJD`Xp=svqj7(o3dF)u1x})XOSxsvG{{IT0>fm&?a*YMgw>Pv>by@xJK^ z8XHlDHDr}06qiwZo0sOR9>jFXSoZYu4M8lZy<13kDU5zibw`SHRq41h zy04ZvBohuZlut??kVj5-pQifq%R0&w8A2`7wc$7?U)=!CmMP5Y8<;?JOw z!xH@U9M6QS!bf4BJzs2)AG3S;V>g-2)6i^#lOi5~=kBbcc<;9EuW;#cU>_FOzw?@I zM@n7WhwYxJ)8}D0#-*%r{_>ecT#FUZP{~d@)q0njxMjKJ`)s&EZ-}fQcOiXmzoB-n zuN136z{}%KWOY-d#A83sszM-02-0KwTbMPuiKh2gtmTBVuA`R5hmTA9>xGMK4>PmyXvv zR#_Noet^FN1FV$#C`L?KebQADbGc}`=QB-!ornn4V&V*JpYcx!v33F>Rb*x@p)F0# zn31+LDO$Ac8w4St-Qu4vY+^d!=dc|3)-sPSdTv|7rMc?MxK-1Z>1BHh_* z)xWQ~rGA+mwc56?QR*JMWSpKFHZ*p6*JSVn^(Q}ydk5ZZT$EFU>pW+G?I2Y z(}P_$?{Z32qT`n7;=-@3#~M36=-jdg9*<7=ROOIb;-H4m{{b=?A-3Vm5Y}+&Kl^olx1sI-z*Bm4a{=4HEK?Jo=LJ|APZ-w z?CIT{%t=W>vlh|UxE&-sO)D(2V9FU>&cBMF`W6>crUIO^K-m{bk{%iJ6jNMfVmpIZFR0qc zJPmMN`jc|{=A5_}eh`Qe;Sf9uDeM@R%g|Iho{W&QsJ7-m3M$@OH^w<|L6pv;V9qZe9G5t(~DO`EuK572duNm}q z-rDGsa9Y*z_cdy%4Ai3wA%;VJWKo)LE9r<00cBvWlVCmgpQ%#4YUM-j8I`cld>^JI zb1nQIfG!@0dCW|IZz%)$*O*x0uYIK<_Y|2CxDUWb6gJ0`m=WTl{i=x)ebM8tui7Lz zy|Jp;Cv;|lEp=U9M#pIH-5?(lxGQNkU&VX1cviV?lz)-w)-*X7`E{(xZuQk=BiFAJ zT-6YF5{xv?#5%?Pe8M!k7GDZ}4d)bbLCtu{ER&d4^^~} z53+eHmA3>}qN6nqg`hvjE79Fbhv_p?OXIM}y|Y8m(O4vJyf6KM4KW$r=ZjMmU-}I% zkvuJnB+Z}4%)u+X#vj|YaVXh+E2wSQBlhETNtb9lKd^QSwxxG!44DpG4*dEvjN{rd z0{_pd8pZ4fxTm}=^9nFuOV46U9wRv!_Ht3dG`^$PJ=y1Vlq{()d zs5{--b-Ck(wPlHMco%hlT%-fGVu^N~qMAGDsB#BC(xuyV;x*uREt zn1Owm^&8trKZB~%8BIN;Ns(R3U!02I9GWhVM9Bt!3fssTe%r=1v!#?BLobCQpnkEKl=F%Op#VipZXlI|k z?uCAl3KielOle0722pV}<>1=*jjU@`>(dMA4XOO$RDXSSJyKUvgaF?Y?joD~;-zr0 z-3Fz;+r_6Y$%tKD6DneN;Alt_Dw0s?kr_%aAZ$C-&f+P1!6Qqu1WJQ%t8vFxR&W0f zJAFx^e)~ zQ5NWu4mO_et3xAgT>;CS9>(UXSb;(t@VM@3i-h{Dx41Krk@Q8)N5$VekhpTfMm?7( z@b;dmflDu+?tNVI=NzAsR9ju9$QGtQR%hPWn1iC9LOaE^mI??W~9W1q<0ZBdg|fWv^G?jgA*m zs-@i|IA-fvW|{uaAP~yp*-^y7_t8{n`>abmx2m$Jb;Yy52{PM~kF^bWbqF?DgEyFtP7Nl<*n* z;144g$1aFCI^_M}586E=-W|_L&(d?T=Zj4=9j!+_1`+z2VY5rmL-y^NB`3m0rUV6Y zz}xujU0i47lr@iMMqGw3UqMejLo+4*w2?r4>3uK0UyB^yx%U(g`j#-*ZfH~|#O`@6jhUW0ba%g{ zWJ^ePjf5XaI))#;@)kbvMDsCv@fBG?6feZKRJyOJad+e}>S|o<1T9gE+8x`WhkC+6 zOLJB;c_N)NO7UoY&xK#Psa(_In!LHTu>~X|Mo81(#^Ri8ARFgy;+a>rM9E&WoN~&9 zzS%xi@p^qS`?+E&{M;z%vf@wZxa#q6$OSbxWcd|q*}JbOW%gEQtLpT`aXU9nm8|&g zYKoVRi?zgr-#$!kG=7vbw+r*oU~|nM%Ga-qNJKiys`4NY-cz$SB-Svz9eastVKdO< zC@;~&Uodm!P$C-h{H?!roJ8--SQzwD%Veb9v;Dw8%4)_wpQpX>-%S%#&I?_d8FAhI7HT= z*6vG%B;hv7HC4pvZj>zjaUM5m7;|P5WQ*uVgW(!AKUspM3t!Fi3ZC&orN`}E%zhNo z#Rz?VeIXSPxno(G;y^kWQOUx~RcDO^!)eG?9#nH!1izdWQoNev!=?nX`F12Nb%rp< zqYS%B8pqw-*Vu8Y+yLid^S!v<`D?1$E|-_m6_SY}jTs(Opz@Aa3NEoyU2?`lwBlNL zKWaYL>4pUeK|~V_&8GyNi(gyl1Nxb?FvYYKm6mgff(jWo?%~POM?>g#3&O2-$#x=a z4B|sP&UlcC+f63@I?iGfU);Cd z@5&Z0C6vWWmNVO7<4(dCVAGi@I0AJj`_J-(aS4FJ8C_!-chi+6uox^1OwUdAHS%Ll zxznH*4uKLjp08-na{Fs*qheB{;?Hj(TM&@|J*uNUWu0yCK|*n2hxI3dY-ORZ(GZ%A z8}SBDc~_ar`UF-IX`7d#Ve17l(mQe=m+O`}vc9y9BL{=)1Ma9d33~)#g$q}%?Ki(P z%Hl2XMVk#~T0lMPI>TAZn96;PlPAz6k&`j1@f`-fTrN(iwHuGXCUHG$57*p6Z(otv z?qy?_NRC}Ij*6|b6DjD^K%FRbPRZE&9jzE!5o;@E`c$(kmqw~$)v`1=LVU~SD)Fc# zXt|fZTi6GDaR*YYXt;WsyF+;@uANVLy>GkseJ$Q7if+R0w;raOZRo*EY}8q+nO8XE zjSO2O2$m@UK0Qf^W!hYw@?>IxSkG4fEEG-kE`3*Xj1o{xF>7n)qPThhlwQ3HU|Y%^ z6G7iOBbauxL^&rhgugT;NFIq~X&!$TX3Kei-W9y5s~EfnKc0#t8*9g}GN_*SEnXzl zounp|odwuD9Az)xI_5#bJFr}=Lzj1J%TfL4&=3VK;-i&}(6(r8&0#XYePf|4A)ZNH zA1z7Z+Lkj>3?AuZZ8>6FO$nnlKM2S)J}Vqw)RiypEHAU-0pYw%h-3v3dJkyjY}kq(f4 z7VDP;JOv}Um~LO!|6F(yNP7k$_)T6~_tI2Vwu&zSB&HRZ9Vl(Is6R@)siSHNtem$P zV!q=GNwmh~VFW}}g?hDCoTfoC{Gzu%`gJpWZ4%tf7;@k`{G5}Ky60ZV@i9+HUdxAL z-Y~zvO}VN$o7-rxkeYy2Xt!vb;4a4Vj|OY+7#oEvbXRQLr1od{CkI72r&3wWx&bv^ zQW}5#Kc+%;t96+*PO>89mVFzbp8U-J697Q}zrBd!T0}ydNchYXy0kR&jaC*s^Hc{) zw`ADVq8#Hj<-Lvw^gCPMn$w<}YlM^Knekoa&o*iY_bY>$adg?wT2bn4RX$sj+p{#F zvFpWcLUSS#a%%z;`{9qqw&Eix-m{su4qBEj@#c?uqdx&pdcAjo%6esLoWJT<{3{gC zN~Ytj2^X>d0C(6|M_@rRNW)cv|T?_ zzDXm~^sQe~K9*K8&PV<5ro7WyvAeVJmDD%3msXQ0JEFOW#_E04fJftAv7vaA#5ORs zt%kdI`KY4gfo&7I2Z82;!S*L|CzW!%c?#WTsgEfH-#;h8u5gP^O7zFpx8 zrBF6c7|nH>K9_Idv}Kc9v(%+4w`4YXP`a&n@u=j1$Gl1*G6hddEorm^8QT^~n}NP%xIu58xgR!jmj!CIm4^egJRq-H4O zKWEDC=N#93Z>{wI0PIah_1s%WrW7j}%Wem!{{XJB=5B2sq^U(=6w=i4JwwC#hL>uW z7uL-TOmM7NV4q6o-|rtv-Pg6donuw=WoHm3L@|^1Mt_}i3g zoz%9vf?QkACA`tLLn9IVtJw7a02Cc}NK+$64yK$LHt=}r!~39qwVaXHPOn4HJWW5D z;v163Cw2+z_*W=ME!MiNb`W)o(3k;RBMp&^S1811)7rI5O-^c`5TUTc>s?l#De{(3 zNWkQS)84scR(S%VmvV3v4yV$-gYXB#<7FahelUyd*64y*H0c}XlhC;AJ-gM$H`JuPnI&#?wub2Av%Jpnul_ir3);`2)K zZH#GdvF$`t!j8aK&H_gBwPkf|bl1sHth@~LtS6S*d+#Mwk~@mY zyhn-u0Cyso$^I6p?V31Z+|sV|@0t`ut2d)0mIJu33Vrd&6j|*}P8VfH0m0hms70>vM?7T~&6p)B@NWawFugc#-dy3?5H3o1>@Z!09 z&1Kb&9fJ;_R~<^vsW-aR=H%BVu+(L<)MG61u~Nyw`s2NJItITBsTS92=RCt9{)VRT z$AcyKg`)U|9X{48&3egFbcH1Xd1EAo*res~M<8bvRB4Nj~?}b#?Z>GScoW**wW?Zxeu$931-*#dBA}!mh0Cz~*(Z zw^7-inXb(w9vrq-`zl@t%FAzY56rxGR{mnUj}2;itd>3=@ZF{Mv2SC4Yy0>tE_Nh` z9*2zAnOJL2s%Vf!sKsxqTMjnd{Mh<1=k>0VS@dai>v^s2buB9L%`tBnZPDO%2dJln zqwFdvC$YV3)7we&t36>x@ zok{htR?yNpEYzCvNRDP)k`8OuJUxcAT>4k3mC4-1s~cI%SeiuKT7sr zh!GQL+~k2?86a@S2fcXNgZ}_%XR(A{=@gdC7jW&?u4$l))d2Ub`6ie~SB!mX=9c7N zCTof8blCMfMsMuZ+GdYaCGIzBo1pD?CzN0p1J0^zR;OYPFL$$(&KAp zuSiD#j(w{>a!&81THJl=T0tj>G zf;yV%o-v&Ue9M^$3ye5{Ht!)!G0XFg@&(kH8$*^5To^| zRAhF`5fjEOfHN-Q6l7+-KSS`2qpPx9S(svj{(Iau2jnZF8b^djk<;Wo|eL2*9nOhr7Eus$&z4gthQQHYl%m;%Ot0edU4`3V%GBg7?Ed5SHZ3 z_8NwzG3zXsETcZW8n-028hmd)qjzl(AH^(#HNk8D028#h2yrO>Ap zce%?d^Licqw9#o1`FdTXHUWk*7|7q7bgcbTT#6Mk>bjCB>zSqgmEgLMjy22DRyo$n zGt@#k{Ogl>X1JWZuPo9YcROUC#<1v5GqLPim&6?|9qC~d_wsZO!^=w31V zyY9ZrYP_(4cHnwuxDc$<1i>VpmDn3bu<+sl`yH@foOP_*T>q>4{}tk)}I!7`SXMe_4KWD)1$Dx^5**u$Hjf;)E=Ky+hSBjwN#XFreX+|>C;jW{N;SQ>+ha(k{ zAR9V!Thk0#uw`O=&I#{Wv#C`+xU4C?3^5U0+8cfm)LTr}?q|RuqACSe)-`!9=JJ&O z=}!YaJ*yr$Om@Tr^B>NkJo0+hi7VVrytx#54J70fk9tvpnZ+mZVzn&c9%k1}f;r7q zu4QYPf30h1*5ZE>S|i8iA&>@AGoEU_#0r;=6dZQ+tD1GgT58cst$~mT>5=bJIHZ|p z#I|u+c&22AF${f^BZ}y}A8TWErrxx-acTE(vXzvv$xcfGIuV?8u6x9CEWRwfF^K%V z-zba_qk+>jXb@^wda1P2l6js{wUQzChoSbWio3CKe)fg?r%5j5>4zr-RZSnlI`@dR zMz+!P>F!8u848ga{ac`~r92bxOU;rkN5t-~2;MCe;16c?`U>~xEcDGD#UQY>wu%+t zM-*X4*1PH8o7P$#5ySIp&lvCr!n+>_z%^ZBI5iDyE>z??MeLyW_pW=!9wyZ8_2;w} zencCO&9{^I*S2aG`F1GQ?5Frj9E#v|$)UTqkVug%fMhzS=}x>Np=g>)Dk{kEZB}^} z)sgbcjAT~_Wo{?DyoV=|mCbhAy~7D*Mg#y)70Bss2a5K$1;zz=Nh2ie%0x0TM+b88 z%`t_x+)9}~_0Ve8VQxbV0#5|@ta7lr;zb0GqOy{)*9jF$X+?AMt9QY`rYl*iW;F-v zR+`?_wpl7UT}tt&a@E(`vU< z&{}A}C;_(RjylnEo%_u5twKL5U$_H>5_PXh@b&bTR?wA{vJsMV!LDl0MqP8o(pa?5 z1IxIh0i2P}KT0&ahqjJuDL^k1mE?MHTej_U2)ju4D{XA;-R2Zy+cm!yt!s3QvXSNi z^04e{$28qW2`$7o^SmKjDYK|iHjDqR}68{Qz%n(oqD z%Mgol7bOvZ5B>(cOHh%T<7q!XMjbi#uR)jMHj@OW>=skb_`K5Gv^`jM*7XI>;AcOQZ=vv>1E_`Ov%i<{X zE6rXg!VP*GQw7cN0}5vYhH?Gw{p-x^R7oViE3*JL?d@GIp3_AGXQ5u2&a+_F4x5JfS78yO9Z*O&N*P1suQ5%Mwl#eEEtJATVn>N*SA zGE{vl$z@39f#Z;Tq+^%d^sCV2cTZF3Ei!9n)gMyR?rrB+92LW3@HN~f zvuSe*!>nl9W}y#r-P%kV*5SZCvyoFiSGqN)h?E`ADZlXEv1X4Y)}1s->PBmrwq2eggC}p! zE9p4=Mkco~-&-W8Pd(~2)4U;hFk@wJ9KCmA1R5a-t(jA;&hAl>bK$#E4s#gCJk~<9 z0DBYDy>uF;mmRgg`Yq9DF~XCaRs!Kb;fbo9?qfHhyP|2o+FF9bWk}>F0Fhp`X`;)d zjgvT#V}@Rp@lR(;Mlj-6`Vlm7srfG~Lcs+GyZ9&?l4xh(m__9#p1 zpU$(UC5An!?CtXNfmzZJ5T9Rq)oy0YiOvbe4>j3%b~c$6dh=X8!{Cs8YtVca;jTt- zd9La^qb0fPdR~hoMH?>%Z><&HX)vL+jn5w-z+Ti>p~!S{qw}0*r-0(}KV}sdDtYTt z#2d^)0d9ROpL4-iJrW4a*6_xF7CkEG{44v*sl@VLL1?7#F_T#uM7J_rAoAS+KX{7u zT{X+V42;Zu%~dEVJxY~EV_EnwO@c5ku4le+>To|Q-%FIzAQtuzBrA@+O-pyESlL^d zXSj+W2X?PN)qHEG2~Ut3Th{lQ_xa2Ng9F`H*mz4$y}VE+p5UV@9qc&i^{L^|q0{_7 zqF&7pnB}o2XhzB89z*T=R{b^{UQIMG*vcV*k-bm)LcasqW=K{3upEe|8+@D&^OcXT^`&?+o1!`6rD$Npw_VdI#y~vQx)K-6>J4SVDuvp>q0SE#uenmyMnNrA)Tos% zi8F(ec&Iy$quh$Ia5+<+anCi;_-n$qI{u>;_ZId$zj-SHcXpk`({l2#uo4^v-b_#eSKAA~gEu&J8*Kn%AMcRt>O+NfwY79JVV1R7PHybwqS znIa6AKBW5A{5!t4VWHNo9pTFoSgtXTKWOMQCpX6QHsoE+C7 zbmAzPk(5YCC9_;Lsxui$oEM0Ki`jyl16&)ij^!moi4n3IyM2CDke7A@j^n*>vJiK1 z)Ylrd%&d;g$hww*vnb1{ZP`y=T7*6;SE>9{yd)gXkt1(p*u-s zaE>tf=V@M`f%sRO$*XFYmQo{0B+)>=VFZ2Lcdu&r!>k#g@Kv)T3~1ta9kRto^flCy zbeWrX)bfd0#39w#4D}tVl<>5JeA{KuJG<2I$dlW;6T=QFw%HZ%rz1S`(zun=G`-4( zHCF^E7(SH7=y8r}SI?Tm-k@&$VAbw~(Qi(;^6y`dm4*r3it24;+Y`DmbR6BRCI)T!vOWa{e`{?$KGfa{~j2w)0uHV4-GRdl4?qc63@p3DUyyXf~lIVB35R;01 zPaVF~=hL+bE$0ipPdiRUQ9Wzb{AFyDYBMpkL~?kU5Az-CiL&tg`jz`ZZ*ywcT(8Z+ z_V%u-6?vef&pxgmQJs=G(AYTu z)dP^;-79Sw&#HDkOHc8&tjrejCbw?vIa<=X*DYPq;G8n&s5RqY0-nE(NUrMNDJzb^ z)H;2OjI7Uog8o@-)QJlz9SP#KZ7ywF<()SF0JVzpFAi&WFE`m_`GzJ52JQxM^ylLxU=TF~nkiIkPR z)%P{kM-ZdBCj6&U;|VR_K_VGckeu_)crDU{y!s!`y=qsp)GbVM5}6&%VoBi$WQ>?4 z1d-D{eJh_87gBu4>%(Fr6{+P)n3q4&wCwP=V1rwiUKP}#l62OVxxwqx z)~?ClIL<1JpcHO%$6BOj_AoBo`NuiNYrODOgY5$+9E$VXvxeknn&^Bva@NdB@IkKX zYhwo_nf7*y%Gy%wBX-_+$LmFTR)^yA1-hiHTjl&HuSL$*H&x?fF%y>NonVjRz9s&!5ni(CYK!ZS79*^T=7ai?hPh0 z)|WIA6rchrGIPf@t)^Km)Wk6$0i5GBr6h}tThPrBvxBvIR_23XZZ$z81B7hW-G+-E z`4~B51C7gy*zob*W6E}(CQ<(Y2o8d=mQu422nA{ z%z4MB(!GPjhyE#O0nhLs%vX%xG7l3R1If*M7l#`@8Hurhu}*&)Q6;Byk?{fBaT?>K z$EQw}Mj46LwCOXnhF(DTtDYq|zaVftzg}H4Fvfx*+5natNyq6z*IKotHjze)kDP(j(R7ZO zD{6NdKZ)bimg{sa6Dwjw>G+D%{?XdycQYe>(tB3`9c}d^aR$-91;FoG*K+2`9yTFZ zWj?*@NY!>VQaV{KNdy8$ed{jz_*%qnBtN@Bxv)9KXIknWd;}H&hp&2?;YHS)G-Lt2 z2%*iiP0AN~?}x5pS%^WJiHT3N-Z}fdNUGMJ8@GyQlH(HK{HjM4 zazxQ?1KCe!1X5$=kwzF+PVEThE_HFM3050Kh7?@nj%$*3`Ht=g?Ol!5pAMR`Tf-wr zAClSXJ?omeiZJZU_qt-UQLu8dv=hk%%yUG+T~0-9>oQ%*q(yv@2DfkZiUxeLef=u{ zt9BgyE8hMM_+P^smD_3_F7YjuhJ_1e=E`RIr5=^hLLSmww=$E^`M>RxB!d$bB=Dyc z`-`b(^2447q3iEordM7m{h9PjBWI=fF!+&Fe2am!oPT)quZ;X*s(4>f@m14W_;M{O z$jD4lBV?%TGv2qvV4+QEG})4rp68c%egwGj3MAMO?Ie;bTgA5U#B6-7RK`~#wDfbL zCyC(+8=#Qw8>_3B!-#d1Ig`EyG>K$Uk@m64;Pa7PRg3M0 zPW*MQPz+pm$vMq*woJccorxi_$E8#FSW@_pPVl^&{se0O0PN}xarg@4?g0A)r-7C2 zT_1$^f5Ma2KvRKy#gF_1S21``_H?)){JlkIQD}!-;xX;nKeI47mpu^vU-0P!}I z6bgL4wZdEE>Exa`$RfJW1;|@hm@_vE!LBS%@FaRE-;%^0E%V~kWM%UNYwEqq_uuk$jJQbx3jwY2AXac?{DOOHRx8pB9~q8n2zOQNFybA zT;x|zHIe63N_8AhmKxqrrHoD&=}?dWKDF=KmbKySKTnrSlShK(ocyyd1x<3--Uy#i z(torxsG^iG$wh8|D%zZ!)zGmRS55A5J{#j&kJA;@>-u?k1=JvkSJJUGdkf1i5&3sk z@sdgK<1w-CT!yu$HKo%s zt|Mc{E1e^+T52hWH*?=%ySJJYXr)(DIOeq?X^<&NN$=LYo5J!9%Nw@Pd$(%z*hd3n zf-%_EeEh8ISSiXp(K-kfLwuu8KVtHsl-w>q4U|>|3uB&8~F$S&ISEw|qaQ$tf$2bJSN| zCWyfZ12wzh-8jR2`^Clx>MOR48kVL`Ns&dNOB`yzH&03{*P1J3)6dF)k1sNAsl)(?uVlYUHAU_bKGo-MM(j48!Pa%ACiA!znwn)uhlD`!&4H zM$@O=2E2b-vr8>h#*zo;sOeo!o>}Grn4hVn)NGHR<_i{_e|Yq$jO@=t6NHDe(H?pR zd8>AoS9jMd6|65alfY40(`h&J&*lp~hDotfa8=bc%jvYsA`dz`MT;OlKSz~67)(p+!BJGlHS6T|8S+p9J{LtXB; z?I*)&vyubwYtJ+`15_mRBBG5+PMd6ano*}!D4m{~n|Gg`hSP%Gz3T6W(TtLo7zOyx zerk@LKK6A@+d`f(S9E4(n1R3z-n%GhjwW>8G5LNPSsb#2oD+l3TD%Ik?E9(h-0Tq; zbCXnjUVq}&p=`F{^Ue)k`AabGa}aF1`t zok5TBTR_9{Tz^XXJHhu+N#N}@QdqpfY=`||&rhv*m&G`tx%ka2cSN%Nh8KS10}ktX#)?J+cjrg)hw+gmfpe$AVI@CLj{kZG~4ZZ zD_b|SvW+e6x!%fh&G^@!-CQ-z$#yti%bu0x#_Ynh(__nTgh&Ps{x8IA1*L-8S zuO2a+lg(e#wF`|iQ;OmyAgSk`qLL~y?s_Gq>cy@UW>pL^f_fV4pqFVNuw^5P^1Vvo zCY?1qPnHQzSx4|carxItq-v{iY^qx>J9^c|T54I-+`iT zeMU!W$Gwb8Wh_VdhZ&)<9D83q*j8V^8sMotYbnD!o!vWgQAipa#wbd%oKwWhBIg)j zITZ{qas~l@m0sUgYb%%9yT_$$!KG?9`c>8Cot4bi*7)=0NXbaE({pysakD8~mkcmP zD9JaWjYQU`VgCRLmEuFP7*TlYc{R@5YL|C+EiBGijb{@^ernR}!AX`@@=-Fnu~t)% zeGjdB--Y}`ABZ$qUT}$h0tC8G@1D**jePb`2E9+=#)B=@zO}DMtm*bpX|}=cEv9Tq za2VhO8RUc7m$p>Z-p16TYQ zT8x+eKHHLNCOnFkVT-ZGGAbA0myWa{vA7L-qn>&S>8&C$K*51I6_unMc*jmVRD&qU zBO?{-8t#>5x-q=Aw^-#Z^OfLJ`ymHu7JMp1p9A&c0;v08$nJhoTt(ym0K~py#&-6u zlfzogg`dK$b4!>?E+?4D3vJ5$qXc_bA#*aeoh}a~R5#3$Dz2=~wskr#)4}JjrF9+) zdt}xeNikI;gP#8N##>B3vkIPl>!t8gNiMf2O`LUB84N3r6>noZo$!~yTJeONwFZb0 zgy_Kasy-DNv%VQQ+rT|)PZkn&>wrK6V}V)P41sMYa7a1DP7nA<+PeMfIxCzmhsJT= z-nVoqw)hG_7=7becWSHQwkNpFSkhxF;RQJ0wQV-JPb!t&c5#~Qo3&w+j%%l})Gnc&ZXOB*oWo0$ojM2t^f^ywJx zrOoSYcmFAZ*c^52%;E!7M=8tjZep={l zz8=_Xx?5a_+b9_$HB|0%xLongB3+D`I5pVCepF>&1XW#o!!hVml}TBEKDEk!Xc*gR zW7qPmCk|(HdsuqvoE6VRO-+~ue7_wb)A;4qrTokS+)pz3uHPW=v&lwH}*0=PZ1vaf1me{kL@C9v0nr_xS{7won zT+tn)Wo?(7S63Cw#-rvZo|VgLT2`mw#y(;(LFzfEto%U(kR`&tIjv-zU76-MJDvJ! z7z1}o)V0;4M+bKm#K(CA>y>pQ*wowbxeY?7?{Oy4>8Y%Fu$0}`wrH<5j_zcTeB4o0 z?OA@-N0-l}O>3u#oi?faxvbD|Yt}qx0w$fyB4BW$yqmurE1Bwg^pi-{)7*=N^{qSY zMo~O)@7kH^Shi$~fYmmpK$#nz!`_s4I%-SzW`)hutSRN(FeG}_D6j5(&5b*@ed{^o zESbx7DUId^@@uLaO!xyw6N*Y6AzHSE1Y;-w&_Gc@^gRa{;NLJw26d%MdBFU*<#AoFgV-H6 zXMDA1W)U;|OXdS{xbED&sx1RYn^m!JyHyqb_C2d#Rke=y#86tw?HWiF61{7;)2-|@ zZ9mG0d2z2L+xV+EC3~{tD{N)K;VUR@w@q_%m0z8O!zliB!uW!HI@Wd;FEIpdX`WKW zy@q>M_lUesCAWCvZzjkd!4@f%~u_Bny|=% z(SA|p6U%3}rB}zzO&Cd8>RYz~k=MB7R4jH(3iRnq3;B0Jjz~NjnpnWNIUF8phq@vI z%v@)u-8BKo+k=DaQ|&6-dE3~~Mq}Wcm^dJ~@sLTM4fK*TBLU#gLDrl}^lzr}dgG$J3vt@GD?Ipaw zHLSx7Jw5)kTiv#utggq(Zt4$FRoLWl%~z33ke)tu92!Qm0g@`2WG@gYgbYkjgS5cR5ennM++F7OrLBQ&Lt5;Et=Llms zEC|ke9C2QW@gK%t46nW)_%BWHCxPeir-&@{-y_6Vq^8Y6em{6NlbrL(=bGlJh@52< zqkH}Z!kTHe?PGy&80wlIgms?{==Y*MFIF*|^wt1})GqEglS}hU#J3ceU zYcT!p_^z17D^!k3)0C3GK+#-m|ns340_x3-+5cSt{mKtAxOFLyLiPK+5OA1Z^Kdsj6tY^qD0 zt8_c3I&PeKR=rHQNjU`P98|XL`>uJ#B#0IQPu}lQ!g5HimvfdnNVOpa(DTTu@14qh z>cpIg$m@!%`P$uuB#UFxPa^gigAh@&2<=|kp=z*e8e7`jZFyNR%bpm2czf4}1>Y=4 zPu@7qY3Y~O8fK!0=S5jRcPC{(=d}*~1*z+|S~iEIct=$GRqT-8vNPDJOe=yg%buC9 zENPVK@~(4*>t3^Us@m&c4K)ul%Jb3^UMA|N`@s5FjYs9U^4-L0-TMlb`vlvuMk#S@ zK*-{|j{vwHAfK-ZTrI>R-tJiZ!6JjfUWU700duWgDQ-NzE0-F-b0eb-ChA2pUlpC& z{n-Fyn#s{rt&D(mEn0pl2m4;(vw%+=)@GD3Xrt8eQ-xNfk4m(^d2^+{x<=5YiHH&? z99FfX82l${q>!X%>s(Ht`IW&q=NYcoe$NP5$GDOcgWOh?BV>6vMx9pAJil_@B#Z{Z z-}!T1hkqPnNq`u($`E9)LtbHcdWW&2zN91cZHTPn4p)rIku>AIYglb&;4M>rOXJ&rDYdJb9OYy;KSbwAo|xgGVF8DjSI$b1V<#2n)(y8-TpV*;n04;6w-)axv#1%1ShHCF0E;B? zT_%rx=G`=62-C}Q2_5T)hT>^FMFM2xIRd(U2sC=V$dHfqp0(9Q9Fuo?9+#|q{{Rmz z2OoV;>s@v2!z=G%I3S(?uD`*X%rA|&40-m&Qg09c0BSd%6~t+_LNLRq&2$#_3!rI? z^IihY_hUiS)^d=NA=Li>cj6mq^ZU5KW;KJX>#pnbyLkidE_&5{O8)=>rDxo6m5+6B zmlqOT$kIr8^ap`iQ&%QZvLAPOE!6v*{G;wKWvcOw(`V51sK!s$twM+9ZndItyR@DsF)n5qHp@!pJT4)<4z2RH>0LRHO==l% zPAiz3WW1(Phox#*Py4Ne@;cNtbz#NXnioIMw??5+>s(t_?FvV{V+a&ec5+6>{EblElJxlqVqf2D9P@ zOXegT1D>60LzAAE9`zi$nne}oZq~~{b@ZBbmh>%`+VtWZOL!}z-;#Prz}5cvnB_~#uy%=w;|E2uY4VQs2jU@ zuc4FWg_{iH9jlnOxO+>`;|vE3r=b-o+?g#%q>5B5uB>_LYq#(kk*-gWK{4YMr=@7I zYZggzpm|JxFaEuD7JeU(NdEvxwt=1cIUQ>ZR9xvajVMhKz0A82-7%7J?$zC0w#^372WWal@US5$E2={elsB_*}2bN8#TlOh!*iQsWuRA+X!Ip=kD zlRxf;K+ZThuR{*(tSX-L+b&qRI2pmkO>|G$o1BWHWhmYT25R-o18!@Euf)w}tfEth zx7gV8$F+9;8#uI)y5w}OCe#@sDYy=J$*$i;g`l@(bJTXKi_mr6$06dQ{{RybIQ*-U zg4kT$tYqVH?_E!dPy9@KbM4Z(%{c!6#L_%-gUvzHO5CSOE{SmliZlDgBd8VUH&Gbw z-FD!EUqY&hG&NQVM&9-1TIH-Odm#z2v+35mDbu>SrP8t1E+y(wP{Jc{LdyH5eJqL4MJI=89Sqj`|w68g|Q<}(&?+oKU)uD1rSl|<@ z&MFm2uY;wrz`%&T2cujk)Vhwrom1w5G0( zX#7__D&BK1gs)I>`=k7;&22tiL>`|tch(m>v>T{E0C{IV{8tBRyY)p-a5q;i4yfb z?YdM(+S#`rp3#i{8p1fr@1Sfr9eLINg???bKasI zD2~BYL&-H^3G%b|hjCSpTAl(66=PIpi;%cz`CgS2>Y;-H*NS<Ahjxvbq-t&Zw>XFM+DsqnyxQg9=4$6#rUjIDyKKMMQG%Gbcc$&_f8U=h`T&2j!R zviNT|!>jm{Pe^r~?uK;WC<3k(Qzo`gD8~HA`0Sii=`x7%w1ybR6+2tT{okA|4mK=)ewMhy_0XwptYnE6Y zHMmiS@o+~<=ygIG9A^YB38|>HMwxoG*~nU*+PWN%ypw0ajD_RjZc&07W^kK3^L;>U=R1PAane-3xQi zO7uGri4H^V2lTHovy%=_0O!4W2A?kLW0k=ltqW0C=y9GXfB2Z^t#jIQ5vV7rVOu^V zecGWt>k7dC0L01@*XE(4czh?Y`TI0PW9T`rHrFPKN!gXbZ1Y}-rDV|-GB_ie^6h5T zBGg!;otf!f)SKlz+S{{t!>9M@jsUN0uw-p1I_KWJH$fmuyz!d$YY8!@raM=wgq@Ek z5fjh+WePBml)(+0*P5-ev^*5gp|4HxY29xjJo?v?i6lbXPSISmkM9}LMSF;XduQ{o z0OQiBJaQ-AQY&5uFLRbTt-)s;)@0xo^sg?xWeFbE69es`p~UCr#TBu2rkLeBMmeIA zuLg`NU}{EIu|h5mI~umVJ?gA|N7k%%sAiO8PZ`Xjw4JkMgPxu1GC%dTfBs$n018&r z?2SzsR51H7AJU-RkUq5Z`;Aer-TW(}J05*$JCR)c(J!q3psoaGv2!0Bkmt`KgzXq*rFG^gmH%T z+A~~~v~26IJH{s7mth^G9F5YyF6a4H+PbeN@#e9SnXr^-5 zyQynYT0~=n2`3|iea~LFINo<~T&2n;*ZjMPmG3!?qb~mPk zZ0#eKcHBwpS8Zec=w{#FuWd zZZVGMy;qI4$_ezQxh2j?pnc(27GjG`!+u6UrDh&k80|~{04%|%TcuU>6LtZ}!K(^0 z9&uI2-K%kQKU$W@2X-gS8#Q7%BvX`T{3>7hccKtH)#Lc8PK4~v&q0>{NQ{#1`!Wt# z_pM2-b$xPi3@FjsF94B&TDC}|PPPG54Woc7sF&o^Q)kKY_TscrRxg`Fk&i>tygjD1 z_MT9?5 zOyG2EQ{(YgrqYCs$Ywlo)YW}Z547|hJu4|Vl}O;{t!Cn`ZSCf?Oz3CvKZzrl#${zA zt!GJdtm^YDa@>GVP+F?oGd1HDV#nOlLP)p-5)Ns*L~5j@?AhJv9v0D;L^5jA+(C7_ zKPmZfT;8W+Yj3F-ttVOG&Q-C{S7waQ;kDdLe7(+Vf&T!PnLehfoSR~)7^R{yFX32j zNe6}*sow6ptXy(EJYH?>P`${h2}GJYm% zVtvLb`Dq;dqv=XN)&3Np!}!u9U^q(YbTj^gd&&O*R(jVuI@d#?a}Dl!{n@1>N^;c2 zxFk#M&ox|w`mi%%57Bty4F{%a#nr($~+{R2Bh`OxHtljT5r4!RcJZmlxw4W74}D;#*6Jn3CA) zde?0yq0E^Dq4_}VS1y|t-RnNnss8|WtlbhUi3H}jq`l_O+LHHTRf8uA1~O~6(hQ;^ zu1Of+gIq1CIXs@V-06hEH4A zpIT1A?xsx1zQu zL0+q1&bG)7-K6{RUQwa{0LQ@kSE*Q&_EE|F>#m(kBZi{6&-j&w*5e~Q@~JiMN@z(h~jUz5|;q08Scn)eZz0L9tsT~(uPgQro+HOfc-03W8hdqRAH k&ua2<%Ix|)qOU60w&;>|RrjKkvr$}0SoJGaPFo-U*={LhYybcN literal 0 HcmV?d00001 diff --git a/dataprocessing/inflammation-01.csv b/dataprocessing/inflammation-01.csv new file mode 100644 index 0000000..07a2e60 --- /dev/null +++ b/dataprocessing/inflammation-01.csv @@ -0,0 +1,60 @@ +0,0,1,3,1,2,4,7,8,3,3,3,10,5,7,4,7,7,12,18,6,13,11,11,7,7,4,6,8,8,4,4,5,7,3,4,2,3,0,0 +0,1,2,1,2,1,3,2,2,6,10,11,5,9,4,4,7,16,8,6,18,4,12,5,12,7,11,5,11,3,3,5,4,4,5,5,1,1,0,1 +0,1,1,3,3,2,6,2,5,9,5,7,4,5,4,15,5,11,9,10,19,14,12,17,7,12,11,7,4,2,10,5,4,2,2,3,2,2,1,1 +0,0,2,0,4,2,2,1,6,7,10,7,9,13,8,8,15,10,10,7,17,4,4,7,6,15,6,4,9,11,3,5,6,3,3,4,2,3,2,1 +0,1,1,3,3,1,3,5,2,4,4,7,6,5,3,10,8,10,6,17,9,14,9,7,13,9,12,6,7,7,9,6,3,2,2,4,2,0,1,1 +0,0,1,2,2,4,2,1,6,4,7,6,6,9,9,15,4,16,18,12,12,5,18,9,5,3,10,3,12,7,8,4,7,3,5,4,4,3,2,1 +0,0,2,2,4,2,2,5,5,8,6,5,11,9,4,13,5,12,10,6,9,17,15,8,9,3,13,7,8,2,8,8,4,2,3,5,4,1,1,1 +0,0,1,2,3,1,2,3,5,3,7,8,8,5,10,9,15,11,18,19,20,8,5,13,15,10,6,10,6,7,4,9,3,5,2,5,3,2,2,1 +0,0,0,3,1,5,6,5,5,8,2,4,11,12,10,11,9,10,17,11,6,16,12,6,8,14,6,13,10,11,4,6,4,7,6,3,2,1,0,0 +0,1,1,2,1,3,5,3,5,8,6,8,12,5,13,6,13,8,16,8,18,15,16,14,12,7,3,8,9,11,2,5,4,5,1,4,1,2,0,0 +0,1,0,0,4,3,3,5,5,4,5,8,7,10,13,3,7,13,15,18,8,15,15,16,11,14,12,4,10,10,4,3,4,5,5,3,3,2,2,1 +0,1,0,0,3,4,2,7,8,5,2,8,11,5,5,8,14,11,6,11,9,16,18,6,12,5,4,3,5,7,8,3,5,4,5,5,4,0,1,1 +0,0,2,1,4,3,6,4,6,7,9,9,3,11,6,12,4,17,13,15,13,12,8,7,4,7,12,9,5,6,5,4,7,3,5,4,2,3,0,1 +0,0,0,0,1,3,1,6,6,5,5,6,3,6,13,3,10,13,9,16,15,9,11,4,6,4,11,11,12,3,5,8,7,4,6,4,1,3,0,0 +0,1,2,1,1,1,4,1,5,2,3,3,10,7,13,5,7,17,6,9,12,13,10,4,12,4,6,7,6,10,8,2,5,1,3,4,2,0,2,0 +0,1,1,0,1,2,4,3,6,4,7,5,5,7,5,10,7,8,18,17,9,8,12,11,11,11,14,6,11,2,10,9,5,6,5,3,4,2,2,0 +0,0,0,0,2,3,6,5,7,4,3,2,10,7,9,11,12,5,12,9,13,19,14,17,5,13,8,11,5,10,9,8,7,5,3,1,4,0,2,1 +0,0,0,1,2,1,4,3,6,7,4,2,12,6,12,4,14,7,8,14,13,19,6,9,12,6,4,13,6,7,2,3,6,5,4,2,3,0,1,0 +0,0,2,1,2,5,4,2,7,8,4,7,11,9,8,11,15,17,11,12,7,12,7,6,7,4,13,5,7,6,6,9,2,1,1,2,2,0,1,0 +0,1,2,0,1,4,3,2,2,7,3,3,12,13,11,13,6,5,9,16,9,19,16,11,8,9,14,12,11,9,6,6,6,1,1,2,4,3,1,1 +0,1,1,3,1,4,4,1,8,2,2,3,12,12,10,15,13,6,5,5,18,19,9,6,11,12,7,6,3,6,3,2,4,3,1,5,4,2,2,0 +0,0,2,3,2,3,2,6,3,8,7,4,6,6,9,5,12,12,8,5,12,10,16,7,14,12,5,4,6,9,8,5,6,6,1,4,3,0,2,0 +0,0,0,3,4,5,1,7,7,8,2,5,12,4,10,14,5,5,17,13,16,15,13,6,12,9,10,3,3,7,4,4,8,2,6,5,1,0,1,0 +0,1,1,1,1,3,3,2,6,3,9,7,8,8,4,13,7,14,11,15,14,13,5,13,7,14,9,10,5,11,5,3,5,1,1,4,4,1,2,0 +0,1,1,1,2,3,5,3,6,3,7,10,3,8,12,4,12,9,15,5,17,16,5,10,10,15,7,5,3,11,5,5,6,1,1,1,1,0,2,1 +0,0,2,1,3,3,2,7,4,4,3,8,12,9,12,9,5,16,8,17,7,11,14,7,13,11,7,12,12,7,8,5,7,2,2,4,1,1,1,0 +0,0,1,2,4,2,2,3,5,7,10,5,5,12,3,13,4,13,7,15,9,12,18,14,16,12,3,11,3,2,7,4,8,2,2,1,3,0,1,1 +0,0,1,1,1,5,1,5,2,2,4,10,4,8,14,6,15,6,12,15,15,13,7,17,4,5,11,4,8,7,9,4,5,3,2,5,4,3,2,1 +0,0,2,2,3,4,6,3,7,6,4,5,8,4,7,7,6,11,12,19,20,18,9,5,4,7,14,8,4,3,7,7,8,3,5,4,1,3,1,0 +0,0,0,1,4,4,6,3,8,6,4,10,12,3,3,6,8,7,17,16,14,15,17,4,14,13,4,4,12,11,6,9,5,5,2,5,2,1,0,1 +0,1,1,0,3,2,4,6,8,6,2,3,11,3,14,14,12,8,8,16,13,7,6,9,15,7,6,4,10,8,10,4,2,6,5,5,2,3,2,1 +0,0,2,3,3,4,5,3,6,7,10,5,10,13,14,3,8,10,9,9,19,15,15,6,8,8,11,5,5,7,3,6,6,4,5,2,2,3,0,0 +0,1,2,2,2,3,6,6,6,7,6,3,11,12,13,15,15,10,14,11,11,8,6,12,10,5,12,7,7,11,5,8,5,2,5,5,2,0,2,1 +0,0,2,1,3,5,6,7,5,8,9,3,12,10,12,4,12,9,13,10,10,6,10,11,4,15,13,7,3,4,2,9,7,2,4,2,1,2,1,1 +0,0,1,2,4,1,5,5,2,3,4,8,8,12,5,15,9,17,7,19,14,18,12,17,14,4,13,13,8,11,5,6,6,2,3,5,2,1,1,1 +0,0,0,3,1,3,6,4,3,4,8,3,4,8,3,11,5,7,10,5,15,9,16,17,16,3,8,9,8,3,3,9,5,1,6,5,4,2,2,0 +0,1,2,2,2,5,5,1,4,6,3,6,5,9,6,7,4,7,16,7,16,13,9,16,12,6,7,9,10,3,6,4,5,4,6,3,4,3,2,1 +0,1,1,2,3,1,5,1,2,2,5,7,6,6,5,10,6,7,17,13,15,16,17,14,4,4,10,10,10,11,9,9,5,4,4,2,1,0,1,0 +0,1,0,3,2,4,1,1,5,9,10,7,12,10,9,15,12,13,13,6,19,9,10,6,13,5,13,6,7,2,5,5,2,1,1,1,1,3,0,1 +0,1,1,3,1,1,5,5,3,7,2,2,3,12,4,6,8,15,16,16,15,4,14,5,13,10,7,10,6,3,2,3,6,3,3,5,4,3,2,1 +0,0,0,2,2,1,3,4,5,5,6,5,5,12,13,5,7,5,11,15,18,7,9,10,14,12,11,9,10,3,2,9,6,2,2,5,3,0,0,1 +0,0,1,3,3,1,2,1,8,9,2,8,10,3,8,6,10,13,11,17,19,6,4,11,6,12,7,5,5,4,4,8,2,6,6,4,2,2,0,0 +0,1,1,3,4,5,2,1,3,7,9,6,10,5,8,15,11,12,15,6,12,16,6,4,14,3,12,9,6,11,5,8,5,5,6,1,2,1,2,0 +0,0,1,3,1,4,3,6,7,8,5,7,11,3,6,11,6,10,6,19,18,14,6,10,7,9,8,5,8,3,10,2,5,1,5,4,2,1,0,1 +0,1,1,3,3,4,4,6,3,4,9,9,7,6,8,15,12,15,6,11,6,18,5,14,15,12,9,8,3,6,10,6,8,7,2,5,4,3,1,1 +0,1,2,2,4,3,1,4,8,9,5,10,10,3,4,6,7,11,16,6,14,9,11,10,10,7,10,8,8,4,5,8,4,4,5,2,4,1,1,0 +0,0,2,3,4,5,4,6,2,9,7,4,9,10,8,11,16,12,15,17,19,10,18,13,15,11,8,4,7,11,6,7,6,5,1,3,1,0,0,0 +0,1,1,3,1,4,6,2,8,2,10,3,11,9,13,15,5,15,6,10,10,5,14,15,12,7,4,5,11,4,6,9,5,6,1,1,2,1,2,1 +0,0,1,3,2,5,1,2,7,6,6,3,12,9,4,14,4,6,12,9,12,7,11,7,16,8,13,6,7,6,10,7,6,3,1,5,4,3,0,0 +0,0,1,2,3,4,5,7,5,4,10,5,12,12,5,4,7,9,18,16,16,10,15,15,10,4,3,7,5,9,4,6,2,4,1,4,2,2,2,1 +0,1,2,1,1,3,5,3,6,3,10,10,11,10,13,10,13,6,6,14,5,4,5,5,9,4,12,7,7,4,7,9,3,3,6,3,4,1,2,0 +0,1,2,2,3,5,2,4,5,6,8,3,5,4,3,15,15,12,16,7,20,15,12,8,9,6,12,5,8,3,8,5,4,1,3,2,1,3,1,0 +0,0,0,2,4,4,5,3,3,3,10,4,4,4,14,11,15,13,10,14,11,17,9,11,11,7,10,12,10,10,10,8,7,5,2,2,4,1,2,1 +0,0,2,1,1,4,4,7,2,9,4,10,12,7,6,6,11,12,9,15,15,6,6,13,5,12,9,6,4,7,7,6,5,4,1,4,2,2,2,1 +0,1,2,1,1,4,5,4,4,5,9,7,10,3,13,13,8,9,17,16,16,15,12,13,5,12,10,9,11,9,4,5,5,2,2,5,1,0,0,1 +0,0,1,3,2,3,6,4,5,7,2,4,11,11,3,8,8,16,5,13,16,5,8,8,6,9,10,10,9,3,3,5,3,5,4,5,3,3,0,1 +0,1,1,2,2,5,1,7,4,2,5,5,4,6,6,4,16,11,14,16,14,14,8,17,4,14,13,7,6,3,7,7,5,6,3,4,2,2,1,1 +0,1,1,1,4,1,6,4,6,3,6,5,6,4,14,13,13,9,12,19,9,10,15,10,9,10,10,7,5,6,8,6,6,4,3,5,2,1,1,1 +0,0,0,1,4,5,6,3,8,7,9,10,8,6,5,12,15,5,10,5,8,13,18,17,14,9,13,4,10,11,10,8,8,6,5,5,2,0,2,0 +0,0,1,0,3,2,5,4,8,2,9,3,3,10,12,9,14,11,13,8,6,18,11,9,13,11,8,5,5,2,8,5,3,5,4,1,3,1,1,0 diff --git a/dataprocessing/library.jpg b/dataprocessing/library.jpg new file mode 100644 index 0000000000000000000000000000000000000000..0308127010cd4161a32b9d6dcc3e1cdb9180759a GIT binary patch literal 518661 zcmeFZ1z1(v*Dt&_o9-5*TR^&7Kw3mXNWC^sK151%NXps0WV08j)Z{dCF)Ga`x6hQ z7K2Lyn}PzW7>L;!&j zKrUMV8c=8yFedtESQIQHL6K2V(auoccMngmz~?W5UcL$riFz9y6B`$wkeHs4nf2jg zc1~__NoiSmMP=2OrskH`w)U?bor6Qe-$q8ikB!gH%`Yr2E&p6u-QL;V+dnuwIzG9Q z3$);WiS?&s|3NMSP%b27WGFJ)m0S=c_bb5(kWuJ(Pzj~g(M+6(=y{)^6U#)V6*Xco z@M$1OOq~ZXNg4TPnYOP)yO!*KO|XFfEy?~A>@T^-0cwE-7j^%gQa+}Jyy$-D~-<~lLLx5k<;$o5uLdrsT#*Unn) zz0SDJ;~5LIvsW#qEf#G>#N@?nGnU^F>S9Woh!K;G-w}0Ro*>a;V&(7GT2S8|-4hjg zJis`(cbegE6~}5H$#0KNPMN&jL7r2i={_5qdcia}*0CgMI7}0ba^h}wqIo{At|a+E zEp~mWRE%s(Kk>o05+=1`9@@`xd4&TmrmsEAPACMgq>K zQobbl5myEcG85#Ab$4b+xjC+NdHa=>n3k+YD)~!}IpD=h(*m#iFhwClS&XS-4lXL} z?6&&F)?3_WZa)qMT=wQ~#ARyJ?qr8+NDpUXcOrhped*} zlNF-hYB$cKKaZ(Ux<}zjq1=mjTRCG1T@=@*?j%ym7mZz*Wf|3A-_YM&WsOzkwIGxQ zx@|v6>b#{S#1p@G7%|t?L+F6Ja`1#tKVdGq^lK)n#+_b&%3;mG(23e}6v1Q-@+_-5 zvdYqDg#wQ}KJo-T9)#>#rk$~wWq7CyczZ5=`;=80S$WpZk{&sjWS6VtVEP(nLX5FwhpNCUJo%|P1+ucD zdrSFj@X6##XiT)m_c;0bVSz9uyTZav`Y?{nDxQYikQPguH)yByshlw%E`g?p862O8 zRQcmZj`fl&$13ev1V$;v%|@n&L`d{bC1J#)-WM+)&7NAJrp>wO(%#+aGM7ii^}-b< zo>1vn{8sAm;|Wh!Rz~s6V*>V>XK(yzy)?4abJ#sEEVV7=dGiZZq#E%C?6mzcY~bRs zr>`0MM>w;*9dItv-%hqfB^@W3I3#TeuZ&dAi?xZ@8RzinyxqS97)T{N#p9#UGZQib z2$wgrZ*Afk`M)OVTZMn15_H!pQwd6S@1o_}IvE+z&~WJQsVuemsju^LlmF+YgB$xJ z&t{aJ?hK|U;Z75^7ONvCH*JDC$2P_Z(07&y19!W3PPJ}_$VylQrCuaB={VPqFnWS6ZMS&OoI}xRc zvbZ1mp9i;W-Nf>O?XvD11aU7oUF0$PT8~6M-wu!U&ZBFuM6LEbPV-;O>5yktw?0&? z&oWX*z@w5c4lUH2p%6`h;U_0?FP0^3;!FDk4HKF_95ki2GgoG4^eC+tURY+tYt*rf z6_lS7bgtfX551unrRSy{-jWuRpYEI~k4N5aR61SM=#Z%1yE3?)Rpyb z+-Hx=ukYT8t7q|hF%ci7^5~KGt;j_~Nj%{XNIAHzuOpAVM^XH(BFQtYhQE%P$~t~@ zH_V5dbLH-`m=?&5yS@EcM0rU;WkM|w2 zS5Cft8CqU^grWYTpeKxwg2Ik)^&4Zby;4KN;?q9H!&UaA&*8=!uPImz77@guhZ1aN z%#%s0*1~OqDj$!N5-oD_^(ODUS>>%!<7JTJ`SH@xUSz?svY?6PMwdO|nl@sRP#P|R z=Wdaao=g){)y`7ufT`oR4FBG%;ghnvR=;4ma&t36G9l-#y*9;1Va52zsqv3>ETx|5 zpIH}=P1C8s$uux@Qk9p&gv6Tkg)RZ)^>$NYxO^FhhX2APz!&?C%OX{^ zzKAh~l&9F+kSR zgZ1gvuiyHg*%>mxb`pu(ovNI1U5;?sy+%$tS2uY$iak46ZJ%EP+8C#+z{;waTYi?i z{Pxxfr9Y0Jp1*!Vg_m7hWPx?0au>gg8c{o&pjKf|sE$*%e9p{7<^1EDdW`bZ-$`9s zrQlua!u#3+X}C73s&4*~Uu`rdrq*;`+0jnhuMj)X0qJSu==LJCNH*+iJ!(ztaLM5O z9^zf-!D|P8(E!SghUJLfFUDJpg|+p@M=l~_ja?_>)9Ktks>~8Xg;Wm5?3p78S|3 zFiX{{>!+uZbjDLWOp0h2p}}E4M$*Y~;B8B=isL=rNsj-X%LU7?XL2_qS<*>zE?Vsm z2<2bB^-O|w4tehrWx^LZi3h$>WDayT>LI110x5Htk~N;7H5I$qfk0D5)YdT^rK)zs>32pI3FzjbC+tM7$xt zKd;*{U)SOO<_7?&r@*fsajt1s&)cc5Il&k*nEot7cdyGB*EyI$ezm%aPhSw0SRyqum(&4XTSu!JON|i0f=0|%LRagxh;6n0-(bS2!hoB{adoi!RsJ;%4NI#(>aT@Gb+NTJgSlwi-g5yPL;htPlObA|R z*9E1!f9o5~(%Hey@n1-&4$jt=*7h)aH#@Kmww&fw?`qdHu#98k=IWpTvxhmGxWddq z0-)vT2>XK>^B40K<*G)>&XN}V`2SjdsGGB`mfZEzsJ|)yUn#0Cmau=JpqkjaYMEI6 z3k}x{W^1bj^KeyiQPfhsXX@Z!d(|QOZ}Pt|V^}#jdr8|`TmIG*-Y?-5f0MzMXrPyA z;%4g#LX0OcXV?FNUHdorU)ixtEoB{S9i0EBT!LTy%P9O=0X6~dJJ?_88pGAWQO(WO z1@`xigJ}zHr2j<4Hg#|XH`ITkV}VO-^&i=SRXaOOB6TBU-?w;!re%;e(*XNMHF)n8@+pSz( z9Ywjg>|Hob%pFW&oMsMoTplKlTs)lIT!6TghogxZ9Og=E3Iq491j|-+JqxY1xde-j zfGW4Dqb$tITG7iHrs;KG%ghUICSuMaC5eM6E_K}(2iOmXg|)3K%-Mw&=3*v6FRMX+ zUGE_ZR@uQ^O=vyrZ0%h{JtXL_TZn@Aip)h%d(Gksm!Q{GeL(99ZW*|>D=jalFefhu zAKz_S3uhBMn7e~BoR)`EfF2wZL)_WiLR90f{2yI{B?%M z;o|1y;^pN4IXGNA?OjbgIP6^*z!9&fVy*jUvwzWvweGb_u7~zjR^lU}kMD>Ui~> z_v&w{s0g^}&3P?EIE2l?ne*_Nn{b%$@|km(2=bcA{d;GiYB0pP zu9Wk)312DfKTGk)V%RzU&!-w^|J zZb2{6#LUG}Ra5@@xSf)mEUgR3bZvtFnH`M$@;iq(6d%yi{z?8{0|aJ{&Y+6|c>uEW znS;h6h@XSl*4@?dijDv=u_^otBV9QG#LnOZK}>dqEq~$L*F3-Qohxi^XAgRZNLO=q zG`BOq!Yv?v^~CMUYlPkdanKWMm^+AvLCk3DW@ioJtMCJ{9n1vuWRb64Nnmt^nOTAO z$~VAv*3ys#G581@9ozD6*z|AM6?ES~UO?8t(ev7&p}l3sN()-k!nBGocUzdNE5`%S zQ!sHhrMJ#=8z7CK)_HB^vz#1(*yvhcmV)pNa{wss`mVfPg5QFvC`M+dH5nvI?#ris? z0?2A;(VDqAKl#OieD#3>9$v)*hyikd8ejkqd2oQ?Eg?V*xC6)m%77Z61?T}rfEnnO z+krtbcfbdD1_S}G!PB!bKq8O|WCA%r0Z>+LtA4nkNH6#j>2uXwFK#Cw$ zkVZ%cWB@V-nT4!Cb|5E6P$X<5Vk9agW+W~oVI*lJ6(lVrLnKQiCnPVV=Sbm5@kr@N zpODIt8j-q?z9G#Zts(7$XC<(pq)<922UHj;3sr;aLoJ}rP(Nr0G!~i;Er5Q3wnK-Y zGthPDF)}JL5i%_@2eKHlBJx9IGh`=ZKjcv4MC5Gba^x1|A>>(P1o8z64hkg-JBlcZ z5{fR0C5k&r5K1h{2b40DR+Mijizo-EsHmi2@CTOl`L1+nRpU~>j2GJJLj?l5tY0!Dm<3!W6^Wb>(B?$ zm(fo#@G+P$L^0Gb%rQJMA}}&BzF_oWEMlBu5@51mN?>YX+F(AzjK?g%Y{i_!+{MDe zqQ?@!Qpd8!dWsc~^%?6c)-2XBHX$|}wk);*wi|Xh_DAdn>@n}i@M7^w@cQu9@iFk3@n!K% z@cr4g@%IUc2zUt82ICeA1BB}R}ClJJvglX#FMk<^mRkU~kBNtH-#Nh3&$Nk>Re zZcyEjz5%-te52sT;Eh8v3bH$7FtQM`Lb7jUC*-u`a^!IGNb(Bushh|**>0-ebibK$ zv-RdW1u=yfg&9Q%MKQ%VB@!hYr3R%pWd>z8(I`RRUEr)jBmP^&M&(>S*dZ z>J=Iy8c7;!nrNDOnpIj7T4`Ea+IZR)S_F80MUl>pE{(32?v$Q|{vmw;eIfl6115to zg9Sr0LlXmnk%m!~(T6dQahwT*NtnrsDUPX~>5!R)S%>*0a|QEH7BUtk7B7}OmdRT< zx1?@4-AcbT%!Kdoyk4HL&&4d6TtI@XNQ-K*Niub zcbE@{PoB@8uaa+@pPe7ZpThrLfJi`9;H5y5z`3B1ptE3s;EE8V&|{%wp;2LC;RnK@ z!e2#DL}Wz#MQTKjMFmA&MTp?4MThTQFyBb0k6 zmnio`o?hNkK2IK@AfVu_(4dH-sG=CDII2XYWTup(gisbz_Em0C!B){!NmQA;$9B*8 z-WOFQRb|z;s+0Gb?%Ut5Py^JI)ZVI1Jz#m@^q^WDRsDf_lKPSckA{y%yC#vQv1YF3 zftHL`gx18vTMykHHfiH&8))ZfAL`uIiPD+T<oIkigTnt?*U5P)So&fHEsDQmdoxm^8sh&T5KL0}DMP3kYkaN)JOR<-!uaI9^zv>O< z3r+~W2r&=oe9iqj_Vrn)S!ib%Pgs1|Ww=FnZ-ih(${W--_HRZar6RMV2%@~A=HIHm zEsv&+4vF52F^=ho<&RB`!;Eu_n~A>{Uzxy|@Fw9b(JJvaVA?MyCp{` zCnuLOHzE%y&n<7|lfkF{{JZ&;1snxwg`|bAKLelLKCc!%E*dFTDQ+qeE-5HwDorjU zDhnxxlzWyVDy%AID)lM{s+6mmzKDG(tLCi!SVLEnR7+ADQHNRgyza8ztA4-1v0=T@ zvT?r2xM`wUw|Tfly`{HRrS)r@d|Pw7bbI|*iLW&sq8(M8!kraef?eg^0^Maj0zGBD zg1zN^LVcC}BK=^?hdsLD-CyjyZ>!qvZ9a;7sl8-P!Ir&AEwrv-!0JmxZ&%=Sw(CvCA~eIX`)S z)~v{{^shczU0icqJ6#XjAlOLWytP@nb!V#^p^I4DcHX|+3Ed^%{kX@!*R=m&|Hpyd z!RcYh5&2Q}vG8&GiO$LLsrwn)S^PQc`Iifoi^)qn@PXXbVLvDm_=gn<3MORmKMMNQ zu{jh>G&EFnY)ouyEKDpc99%+t99#liEG&Fdd;%h35)u+@yc=Ys#AJlTB*fQ;{h(kQ zWE2b(6bxbG+(K-_35|CJ%k09lK5$vZP4(ajZipt?gIIVL{{OBD# zGyO_`y1CYry_R|Bku~wA7}Xyyw+_N6p0R&!lz4i$R3qA-FZ24vUR9Yb6}CZb`V_;~5PtOljq}2r z$%7tqLvb(TfLNs)rnij+)$YR|H77n7jd+n?KoH0n`8KkDe<_{A!E^Ra6iVbxao#eY z6q6v`5JD9{%_S2S@}08u$ZfP%91R?mcKzgoot)qiZe@fss#Mb#DNK(M4yhB0g@pNea8o(r;W`{VAcND$ z)E@Fqz9o7Y4*5}6e#BwhJdYdBM3?#U?%O43&JW0i+X>RklDrq{tD{Rk+JezmLoJzK zRCXleM#w%SICnJ?6rHoh1@2w~=p(7sTb_3ki{@_Z?7_<~fe&_PxilCqvpwP|+pOp8 z8wN?;!~Rt#sfkP%ozsVL3*Gf0<`FNy9I01@CC5|ObNCt8H@}nB8s5t>r@ki?+8|8z zlF={bjkK&ib6npQx46PXBw0K5;j{ouS z`(d#UKRbJ06(X)xg4pUpj5M#YVc|*P9Q zCc0$F%PcXUBIN8Yy47!O#})|r?S22O4eRS!F&fd-S<^C6-}E|qm7N=FISdL~gO;&! z2@vc}-ACaN?G}*#8t%iXsY*58rF_={6sia#gcW=>+^@;Mf2KuQJ7~l&OF26 zd#CdZ9jv%bQY=qf%+1D=tl4oxF_*0#l8GGTl)W<4v3*ZCKxk}F7IDWHzBpIA(N~+B z>FW<3gBlIfoJ|eYMZy>!bw59$%6oNW)B`Se#~c|}9$8E1d#4IUqO-iJOCSJFN`rA` zs#igfms)s|RmggT<9b+Mo>K36WNofT{)$Xwm)jq+>C^35zrIUAS@Qml?xY%*!+GgB z@rZ+8hXc~a513=Bn%A-StYq#N|2DN?9bw!z_sqv}anWpb28?chiyHX!9>&;3`@pHy zr+rq5?h<%DG1rAH|I-*nLU4hmPbvnMJfd0f?%@ z@`rAEz>^BGOW;+6^7d9RqslgsiXy67d~$eC^)oGh3p@Y&{eD!2vf_(ORrRsPKZJ2g z5x8QmxfepiFD`)y*94Atl$k%b?Id)mAp-NJ+eG^OOss4lY?A^C4V>(tRp)1B8rz;-r4^N{h#R>)|Xeg+Mlchio3cK$H z_cVu+wl9X9o)wMrinEnGdZfM+!PbAQEQNVGJ*yD5B~FBZH-3Kf^HB7CN;hfLbh>${ zW#SRDHkSR90OFgcTeETDb~R9haijW_o`Ipil`fESr^CqW?OWF~*eW)1D8cR+qq+)|aR?Sc=8r0!mbfGiqG;Q;>#RTSLD826^EPq12L`PTw1NCL0O~hjd@2I1?Osi{?LgkG@g$Jb)k5 zgiX{x*D0}K5H;*YZ4B>9)_JPp6ebU|Jzo!izvhT2)mZfs`KF{1ZR=(6Y>uY9i6m)x zC4d`luUZY!EGv5ZHquDV%%72n0j&*B-SFb=C#L;6tRSa0H80&y?5~%CWAP}+3-mUP z#=W-0_gl5AWV|TDJs9$h2|ObY&T#IUSiOZZro1d*58!pO%oD)U9~H*&Zysc9QgKvP zbP3?=%VI7;RJ3|YzWGv+mS!}zvayR5Y{r)PL@LZZ)naEs-fDQaQp{!7mwlx#*obrR zg6X1rM0>Adq9-|D`+(qD2PJVLqU3-sE z2q>)aoP$dcsalO}Zj{Tj*yXB?UIO_K&y>;)e!3T;wA>5Flh^!OsCXWipXnd^1$fDN z%lE57VXe2vr$<5558rR4?dsZ!xh!UXiMinQ>+$0_Vn9v#L8l^pFi=MX7k1pwZj?mw+zA(q{_1uBT{tTg(zP>qt!fyTQURH>}?ShYyG&>`QFp( z#t5P2X_`7#@I0{4oX8eK8R?*bLvi%&Dg#Hp6!s=VJ;h@W36Fy5S%LGV*Lj9&X4z^V zCSOt5jue;LOW{iwh#QNq2)BOUwu%*TtS{T^C|Dii3KOpCH+nD!hi?aert93o0xD$VegHVK9^nE`i0TGP$3h`0P zZLF4)mK5xu#xiTa2D@hQ+b^DHE=MgV?-zz9I}zleuqAh%t5rA6=4zyAXKv(zU%9|B z?*Zy5{FYry%D02VGr~*Yevp4yh4zl(-Tsy0`$#D=?{d{D)Q!o1$f(Z3G@3=AZ+MLD z{To?0LZ>NwRK;d$y!hUKT{pkacZ7Lj&{GjuvU4_os8qV8l|4Upp)gpFP|rC_9jj|J z3?X;>N?b0#35`6#JPX+lYwpPvF{_MBK0Jf(2VP*h`t>0gnm(g6T>`d2A}qyHN23e% zuadj`+P4UKlAR31#Z;XuR*o4`Y1Dh*Os!9jWNsf~=`b*B$!$00p z7h32*h94t!ozE);ycC`%7tSM)Cm%D2q2g8`8LVjDQ2d_XByLAQPUYWJl%r34!D2Sp z2&)V==1U_ToLn*q{y>3H-eZol_#tKq>>Adk&Kwan8{5`ZdSqGS#Sz|W_S!x6b6cTi zI+DveGMn{{dsV<3%OU?Wf^$%g%N)JVc+Oyh|MoJ-|g<5IjNALq; zF&&mNDeY>(omcZ=o|M#=z&p*5ZP?>tD1}#e%+J;w_Kc-%V&BkXql`C#>kH2!s>An| zQ52^5cWZ;`p6xMYiD){m^*UNr^|`^*$!~~pKc&eRR3w*P4je`O#E(-Se$J!mpKJry)fx%jbuKq&v}irMtcxY3tUD`l9yG3w{rq!7N+MaCkU`H&T#X%t zg+rfu?akG^Y`igBhYWv{7R|m^@#4YGpk(I3>=Ht)tY? zZIT)ep##)xJ8mbT@0sZGUV)*M`*T%?6_w?7nY`H|Y-eV}I$Ju;D)Ht=u$fawi%f?3^xBZgIc9+bbP-^q$Fx^+kh-pe}l@T0S z9-tvyJiYPsV(8%RTjD{ zM~6nao8$Y79;K>qBJN^A$!9_qx`@8*(kQeFzff-<%hSIE0*l_e?ld~F6Reh@W@RKP z9(J$+PFsmTO3F>_J27^iu2h7c!=aC&8QbV*o}zW~HA=lI%!uBrF=}5T$WtFyk9HS3 z#e4RpAZNx?T*WR&S0dEOGpcQnfQ=OmC=l*r$oEwO4XuTN+Y@aUByXC@tIJX!RC{(I z`4l;nFg^i_Lr*Ha7S3d6ex5O%atLhK!>Ure;l{TpS=CtIl}tvqiEQaenV-{K5Y*l< z{6=3n@>czI(@D_#xCaq?WI=+@O+9~1ISS9{V6$nq$aVBoQ+H)(ygScy^XB)M-VmGX zQ3GGYYNN8$AN<6*X}8H`X+=mjF1v_2o{W7!zPD84cL^w_j7t;ui@SWpE>+Si8m`=id%jvwep$xYB#)2r7h7H7@=JlAO)AOf=iXgwdk1wj9%US@{!pO2*qg| zXf{)OD;>Xg3`Kn;G2c3(xF1a;P{$Zsi$~_csKA(m6OPNLF)=}oMS84-7oV?kd%;8} zZjb*|Pe_?0$wZu5bo8U>pp*DFj57_S%Bv-?nG|QO{Mn^6Y@)H~Evi}an)IGu6lw>&L{N_ixR+tIr zj^83i8X%!9@O!UAX*NNN-HPk&Uhv&iqIfCri@3Nv)j&*0Z`%~a>1oZfz}5x&5rx?t z7cd6jQD8ZFV8O<#3rV>{`53&HvFk!aOz-ejg%jf$`}fw%UjW7`GxcLqZKAdNaZv|} zRzb|~P(3Nlq_%Vt;!W8!pL@ESHOrmqkk#V#hIxT666$>k9~hfaV9P2>#xt^cEiY}m z9`*EbL9u2r=yzN&>6EMwMK0}dh5C_lEslO55}1omZGiE z{ZCBs-sC$S_HGJLw!B1Mar-UB%JQ(Wep}gHZV{wfg##mm@OFJmp0`eEWvyabthHH% zYBw>RNPCtG4dI@*6qZf-iQhZtL54>eo$J$WomfsQL;1cm;N37-qIHxpM`h4n<=R6% zXA#YFj5@tLQppn^EY6B8vgRJ(pKV9@q)d*l7#PC1x9zaZ0hGC($Mkp=O%hj$!2hs=F(j; z0&cL3f8tbrqsVZqsmlr=$vt6RGwZUha3)0~AD2F7MfP^-1-Cx>T$Wtpi`Fxj#!i2;=mQ`nhw)Y&Rak&5m8*rIY1B%AIJ` zFT_r12KHs-?-c@jAVLKns6i)N(G~OB4(#!)dS34u@xEhT%E9cr80e~B$NI`V_`rTg=(B3g_Dc`=JR)AB(I zt!St@_UU_Ay9UTQx4nu}V){Z_M2Bn-dDrWNl~uZ3Z6d>}n%=%q+y7uAg!#C4 zuoxHV+3-PoVU`L{_|#2#x_-y8HJv(2k4KNT`$9{n&-@WaHV--|tq-LlkHkd*R3RpT)>U=&^m2x=3 znGp+%xY5T3Jc>$F5ZKezcWP;su4Y*9cu6467+13D2);FH&Ee2`g7s5}w0uCftUW2d zy{FP0wPw_CTNAD=*s-Lnrwb^~XlwOX--nE&Uf>z*z|*(oBbgJ@tcR3C0v>keh6>rk zC-VZDXC@iYC-xBOS!#va^RUqzi0?)yAfFJ2FSjmJKBP=?F~5C*9?&JWf>*>ZwoblXm7 zK7VWOKj3JS+);>uPei<2fB1|xyVuKXlw|ag;dx1mHWJ^?D+W2_`52n6#K!GVJBL|2 zR;D*px#*bOT^oA^QQZno1!EmIO%jnA7FS*@lN@@C%s-9tHaPx-xzyI`NmY>C$}Fa1 zF;K#|9WrvtlOiI*nBBI+lb8X+w;(9&&Kq8?^Bx&zJ{5TiGr(y^t!K=wUCTJol^Iat zTdogAyI|u;(!zE=&+8MyE8~3(NnSWCls+oLj;&*4oA#jGAXz%-p)d+-nMr=voaGlB z)2f_o*wh-$)(JQQ1t`jXT9d=4HN|5C`%%o1M?X zaXkuQZ5rwGB))1f&2tPg=}&%oNMd@liA8eXnN~XD&t(xmM0S0t;53f{BPq#6MGkktQ~cjEyXE z4)stt+i>khcOO)FRFc0w0D~YQNG0+q+WoS%RCGV2h}S9X!yIlb9{C$niZB`v_g2rt zhAC84%~to$zy%qyuXqu+lJkM5LS+R3}gz&I5^RHn_%V}b8F~>qx=gU z^$y!7LQ)VP9z@~n`rI@@sd|wy_hNj?ap7}GhNFp&>dLYp?I_;w$mOc;#?#d0=#yf*5#VIM>y>i z(lq%#1q3^z{inwoZ_|gzmIVE=%xZn)J14%xiS)p&QcDaEL+EQ`+xRDJtK%cLLbc1n zR?19sxw90JQ&N`&_Knv~8AgZNoIZyrX@3*1Vl)gnJj>i?2&6B%TeI`>q`LN>Lfajw>}YVN`lAO`}NoDw>DX9vCocrZeK*Rtmn#X zq)Hwc&*Z{IKgDi;HM*k+{-A{SoK!QFP^0?9D_qW^axGf7g53kR+7Jig>2~LJCn7~M zTsiHd_RJ}dmk$%+ZoJZH*moqHCQnA|_c5K`7rK8~sL@&uu@O}4Jkp!ZmppCs8m?gb zpgYTiDoQ;$$_L9Y4C4IZf#1#}LMA*e)mD1OP^dO5!FcOEiP=s|g8bU(1<|#dqt3imguxStn~H z*0w(HXg2M3q*A>KObgLaJjT)}X=bZ%8rIAYwILOtov*b!`l!6a#K?9D6vI((J;cz4 zysRKukj~spSRMY9XA>cR!3M+i%W_-!?6#EG6FhU~(RDIsfRikf|<;4V2klq8-)UrGt((otSdL*FX zH}gB&kQN0y+v`vH3?%Q(XK9rh4xxy@@uV&rFwPNm^)xtSE}DUEC=Z0{NMKYB7c2bC z|57?PYWBWFQU*V77xD&8UzgF7`L-5is2xidQ`!^kZfFki#I4tp<#^Oj_gej`UPRZ1 zSiXs4lGiPgC;Y+&tqlM8ajT){$Tc#G>AOBncz44ZxAg=R;3i~~O& ziQA+_KAQ?x$oHdZAu({lO09Dg4gI`NlXFnt;;qPxpwAJx9SCK~A=&Qv7%;82O*s_( z*hsa-vdkA=sK!5ym+#Z07Xz6ZWhnQBx9npCP90Z{-x;3-(Dx}vJ1rwqi=#(IBt+v= z^Rfry^r*8CBPQo>D+6QK<>6yzH>o9X7a+S;4diX?U;U_54#GqPsb1Y6-!j^oAxraR zo^`|u|8xno@aQ7Mqee9U+3MESUj6Q={asLz)Pvh78m1X>LI@mYG*P$Yk?OFaZP3kFBx)-kC zJNCE63=lNfncFsru5pZUrno}*d@II&R_Q;snqqMc*y7*1!iOJwjkd-8pi-66E|m)n z_=Mi&Ug(Z!f3*evs0GTGB7Y8G=CH7h=XjA4*OLER-!v~Zm1hNR+dE@-bsuF8jv56* z1v10FP%}tGzBgXrC&iLiw;I%k!}oVb(mdTS0Stc4Ny%df`P2}Nn*NDOLxt6W6Dt}c zwq*f)mPaI{d%HN>_Xz{59<`1Nj*1oy!N&I^$#s0biqD1JQm-FJ5F4@=O;itsv+p~! z--H``*e?q1--qvP%?BmN`mug_Cy|g)`a6Ht-G1WzqnmoD_J3D92iD((7&)T zFXs9Q?VrDhW?Kasi4sG@DZ%n;yGx6lCVeukn^GkvyM=7WB@-5+3p93l7!yU1m zZ=2-hj`nfhidwjtp&?PT^Hxt7aPoWCpPXoJ#HfTNpx=$D} zQ>mI8D@H*y^RIV>SDTb?NZpl0Q&lxHdbe^4Ut~EPKI|jnklk~e z>vL{}W{PA?%c>EJMN%&hPHVVKA<2k`*xYSvH#_W3LJRg!(B)K_H%%P-FqB6<-)8MK|R zKHphyt0O-ObKEWvF)SP!tXnt=>JthmQ;@rTA293p9&MH)BFpI#oa^am^`~(>(|nh3 z(Xfr3wQi8^c;J0+Fzokq^( zde#)qX05N_rE+W;xkNNN_{A98qv^ESr7(sM-6e{6o}^KC&8j~`MvwZ^F-v)B4T~k|)k2N6pc!A1R2OvCq_#_{bQej(Lcx5L$RscusWKSGqiPF}AxH zP~-PU7r!^Mt}Sh`@YqsZXR$rlN8hbhNaeGNHBL9_2GQ3soQ|(jFKv!O=TVD1OOwl$ zsKaqfvZR^5C8M=Sy}BXEd-R%P{9c!R&rX}mGw^v+q1kx?lhfRk4%3i*@+MjM%h9zS zkK5y6(TSzn#p5JZp(dG{fuo_LU;MfbnMd37OEcozQcLY^mv0Nx#24l^%J5Ipp`=S> zp@@=D{`mNf2J3>WaZZZjrx(36qf4u3Ykh~5Af5)i)!$~p^Mc#sX%5Ww3vBV(awyG3 znJ*5aa>d!BvypD6XEY^ApBGI7)%WBk0&o0lJjnYh26}@r6z_qERE(>|{b5*E8DHo0 zsg?vDNqIT%KUxSQ!|fXO)~ad z|CuCAw8l$-Oi_i$4z_!Aw+3@Nb?n39hw~D*g_!a$p3Ma=yWy$vx!K2A zcnX(577ck{M_5b28u+_UQZi@mHbd605O0_jG%(ir`c{nTJUBPqx7%A=#!^`qI&&7a znEeaj>ojCmEE=Rj=-v4a%yYTlvC$j*@_ix@sq&(!t^OfA%GIQHvg@D5Rx#ZVTb(TO zqH43KQx`l%T$Zxn>ppq&mjK0T$_>OtvK`B*aAZP!IQcVsR2QRn2%T0TKl+RIno17F zIdh({vB~-OsGp_m3xi_)v9tPZZ-0+Bf87JALv%>Zg5fd?UroD|m@+KIl7c%I2z#C_ zqYt8CH=cepA}B40P+@HuewZs)UGTF0Vk&|k46eC%y!!DtWLoIH$3@w38Y?TE4g)mr zZI55P-z1T5;mpRw*Ca)&rtoT|!tU}|k=FsvO1;1(Ai2K^i*lpm(u}RR?PVi|ZiY=6 zpw=mI4&N+%NzGk^r~q}1-0JuI_+ardZuPSc5!)wg#%LX6i8s_^+TUM1JiG*&Rb{37 z>&QL$j{}HmO>WIR|RqE-SqPHEM(X|Y)U0M5{X?l7~pcPT#~AW zS1Q}jvydN<7g`oOQ7u;S`sY3ogyRank ztbK;Px5;$zWp)O2xd?c=#*(Z(!C`b$iih?|_-uwPwv+yWXlQu^b$de}eMtd>9_j$7 ziQ36w{CnDR3hVF<7>a}*B0BGWa$)~|7>!2wCgilC*b8$+%M;C_p-*7(#3FOVnLS*j z0ksx-ukO_FOS!c0PaK~S7VKG0SkXbexJ}Ncl8tVxkUJ7@L*&rlhaoqX!OeNQ0L9&1 z2AXIvVEa@1{Kp*kaC?~Ew>anJDE7dPj4##){If$$+jVJT(<=w6$i0N5QL3N7AG}fC zsw4D~81kXmu5TuNQb9U2UHY=;kp(ZC(~xkR*J$#0CAu0p*blxpV>5mvKkG|2mya%i z+2>4m1Kephj&&Fc(2nP-c-&alEec^4kFu2chogoMq>fmrlW?9QU}eQ7etitp^|vu5 zMt7v%`FT(4lNl@k?L{Of5~tqQ%{oVAh~4I$uZK~qj>UFil6GSafP2S$$T9RF?ub>W zahh!WC%E0KZZLOnE`={-TXkW-arA~51xahZ#f>h#e+eW>3Xw>Ei{KsJ_8_hSU$fb3 z)$=xmbfFm4xaX9vu~I+2$(s|p*fzav$Q4{elzrr&RuQ{1Wv23cm#*bmFm(+z`x=#8 z#{UDtKs~=q^XkFEHfZB8tT0F)TI+rs+8M8JP-aiu9Akn{psq>@5_T(ryST2u;rl!n z*E?kpfgX2`a7RkZ6DFX}{Gt$8xXQ;vC7S8-K<}f^45NmgXABR}SFU_cu<-Q%01h<5 zHJ5#T?V~HFh)Sa&=yztkmhSTA>U(0^$iBpx@`~*$eZ6blG#>=T@k7O)67ZGMstcIn zL3+5t;AE!Udv&jp#Z6Oioc2fQ)2GiyN*XVb^3~UcFXFk{A!Gi@1b$uX?a%lnCWj@r z#D5-Ku-ahLV?d;LXV3JnrqlLT@aKlKN3$Abq}I}|*`)h2yyRoEo|S|9AAA?H_(Sn8 z;!VAYneFF-0Rfe8!9HvZ_x}LvR~=mLo+1*VIN9Gr^XG$wDs!t&T*n#z00l;!&%w_D zMI!`~O-4p;4^bG;^RLRw^%Gx+ROg&-102`tC;SyoZ?kwe;iZE&%(LA)u{?}Moc{ni z{KnF(mhZ$%6q}eA#z!YL^?5Q;!^(2<{E_n*rzcV?r~DRrAHyGlTIa=I6Y1U?&;(an zz2GJo8Nz}TWsXlA4o!BREB%o?Tj1%g7VlEf=V*auNHrMQh6xzK!OsWsuVej%bZ67Q zX`cfdFD~uZ?QJIK#>maAio|=2jw=iHvhW?(hd*d99V$I8d? zHP2HQRn19DOW5`OoM5?m6L!Cu@{8J=JK12At4RwLAxJeVLZu9Y41c@nQAI0HeQ?Bl zyW5gUC)TYrA|@jsGai|*T2E{BGQe3Py5yuRzqVe2p$h<8}&*jkw6J zbHgwz-EKd^GgiD=d-iQOqL6|^)OW8J5am*;iTgJWVdI3#>SAT3?oFg?vg-EQeuS~E zRrf4}XXZZNm3n8!tv^$=(KK6aOH_{fM2tqLh*QZ>dJ+D5R{`)JMgG|F)}GG`Pvl4> zD5o3_a(#t$UmE;Ib**~x;^Ix=owkVn?g!n)XJ7s0LLCnprD^*oIX;Jk-Rb`T+Pb8$ z!6K`sKn!uxx$Cr&+GmZ&%!dS;zxI}n@_Chy862MVMcmCH$O9uJj`j7_VI-4#AC+Tj z^ESxixsorL9Q`YL&4tt<*loc4>z-4!fE?uFy4^0+rMhm%&A=6ShZrM|2YQ#d&$9+q zIqT?Y#@&%e%6T})db{NlfXWpykjAC**tYe2s2Bi_Ys_^IbJ@jdV>;b7UnT({I{p>z z7HJgP849>4yN(Z2UNDGKM--OJYbTVV zWmMWrdXei`5lD`?a zM&cJB1MAkB6@l8pT#md}%5R~~2DyOz((oD6lW zsZd6{flxc+=xe_4&x9q>^$!nEA~Ia+HquClP6+_u9G*J+*IaOQu^4&Qj>zuIr%s+> zO-pw4JHp}APwv;v-Uqq1)3yCJ`t=RPtS%Yt)P3Rj zSD!*MR3*x7olc}`LCc=WFt{j0S3{5_^19ySIsF3KY&nSSZ*hJ6XU4_`g$s5qv}O zMyV?qP2Qt(a9sBdDrx2J|pqn%&~ZT zLcP^q01S(3337^af`21YYkv*({{RNur}plFsc8k+s|1uy{92mg zTXQ706UxGLUKFo-^RL-I!1h|tf;?HRYBPP9q%9OOsNC7wae?_}z0>v;(UJA7NuG2v z*+eBm5Q6B(ujxi;)A^rgfUOsUoMg5~&i?@LQLSNhf7&MU2!JbVX$rXLcQEhzSIW(1 z<+7mQ9!Fez*S7xFy2|*6_J{Gj(J+=Zy=cpmgM}M$`HIo~nSK;$-xjq^a?4N+%vdM~@gwsU(T1-a9uhSg{+Z%BOA&}vmdNpKBSDu?)-<~``J}kIjW%Z)%K`ms z^fTkF&-^04vIeUf6ARz!(OV>0$!OFLgX%w(a(4d!vHN^K@iv>R-Z1+;mB5r*ONK5~ z5;^tGG0jW+Q)u_vhr=I+`ZRh*p#`?7uEz}5lAqibl3}%1ocjJ%!B;YlImIPw9g@Mu zg#8%z``F?b35>e)0wxT>V9PvoqUZG-fh7sT|<Ee{e!Mz@bANaiJl~q z)yRD;a9?md~tuE+3D9suQg|E;dw#Mdj9~s{Hu}ic7)m=iEiv3RG7gbjmq!~1C0JS zuR?`*DSH^ZwfR_6r#th{XR*%+8JtJBtABSCvqOvqU*31cSet6L(p%hPnrlP^VndR9 z4CcG9c5%t1?P9l*03?hWMSv0s7{`3n>f49R2_42UN>F1ecT?XjOSy{uJuw>ALi zGm%P=;r{k8c^T_gC1Otm07eesN=U{+gOk(>FD|D?E!B}8T!9@WBXh{);x04)!% zdhUD%39@ECA z5u6e_(MB@E^E>W)&YdYjF;TsS+gj{KEB8)t4K%^!W$}y-K&xdpDuo+29iS6j?~HZm z^mtwbZ{K5S0RFYTJJpvW>RnpV!@}(6d~xD*fg0A|8DaAg*1eD5ABq}33`b~}5*QX2 zR*eZ8v+L_$FY5P&+{(vuvE<`5>>mT~BxoZFT0P*YDtI3C?_#iOo)t8F9I?`^iD^5X zmbKwo;EqfG0JDRz9Li2PKGc?oe27LtV!c7+R_)HG18G+&Belftb_0)`WiulEAXSZ=QUfRv*7`K@E; zIFAJCMl-qPw=opGTX)*5CE9S=uB*l-`009Gweo->Pmt#%sqbG>{AB%s?S2?|DZE&^ z>*^B5(U*ne3coSurF`A-13|sAhfOyUq_IfbBPb8u2j8`O6V0gOrx;Uz4(G`ILZuiw zoYzG-Y}5V{%_<}F#>hDbw_5ry;XTHi{{Rb9!un;jK3XK`=O-s4n)!oY@dUbVv2Ab> zGa881K=#FZ_w2*|m+@o6_jh*yC_B-dciMWNN}Tp`jWm^V9UNi$7|ghC@~H_NT2{&9+Hq`NMD*1Cd{3{1m+tH;C|X!&tf8 z4^F*DwS2w%QR+=38q{zDxL%ds2PZsN&1KS+NmJx@XQ`ZGr-P?bP+mvRzBKq{eW_`d z4+&eCqYJysIc5ARDKvwn_?p(t%<8emps?c^UX|-U4!pIKPiu4xr)sH@QzxZ)rmlk9 z$8%u3fG|HcaCon>%<&VWhx)U3K68dK6|q&_TAdDyPiU6yf*r~U>)yAbarR)_0d3fA zqqYrm_HYIQLZ>A5;}y|BOi>3$+nyLV0FSMHTU(j4_a)5Wq>rBdGTj&PBEEMwBPWXU z8*Re;;YQqZlU|YWkRkCB^%&?In)7%OWW628A4>fnC$gmz@$Mq2{?RQC(^R-=JUeWi zQ53F8*nxu~on2d$?s_+WtzdOg& zaj#^3&RZnuB+pCzi*y5T@i5$}jLT^QI9C}SmFr)$O^Ke~Yv~Xp6Nh9x0seoLeEs_` zc%tV`_>VNIc`!PY(|1bu--})*O>e_8#^WvyT@`R~>yJw3jBCcaminJ{h4xZ}oLaT4 zdAGtC$j9)~AxrUoqllP|LvPy(r_QEJaAkbUu2e6;}wO7iO8E@YBWC z-wicwep{4Ol4TxP#~fE1q?D(rjB5KeYmx~bLee{6j&q*1mwl)^1F)+x{_&_TwO=$9hdWOP+NfMV zls6N&4&uF9ICmx3<*$ie&8zA*>gr=Mf>oP1$9ndEg$}}aLv7u+t$1q4C3RvlH)NAu z_3&2NTKYDBor>pwpsX`Qp+do3@McAcVlw*KLKm}M&Jrwft+`M)Dy zrsPxq0BCAmQTeYGzh{PNE~lLQMvf~x-Bl14h+WEA+ky!`mEnFX*BV_S_67k_MgjC6 zUwZYgjGCZGwI+x(#7g;*Pe4w8Kk%=fZ!Zo10Ee$61*6(Z;k*57_qSCnGDq`7>GR_G z{KWVjcO*U|yk%xU5wc0?>0emso({7=0JSYn=GY&$UNnG#mK4H$&u|3&Xm0xo54y@g$PL z4)jrs<2c>*uG8VIrh#qYOO&`|Ymph+xf%R;`d2IP?%BS>t?C)th)hK`@ZA0CZ-yGu z*52w{xkxf0!y@2jzXi-{B~`2Feyf0uO0aNRGsC=2(frFBt&G$EB^I&z9G|RZwuLg+&X}&Po;jBl%+fZ?0jx& zxiNgQXPNk#{ch)XR{3+lCyKz0$>o!2&re#@)$9yXGRg@V=nwL$A0m|sq+_Wy#Rj6< zNKxgr(cgS7wHLaU&nylyThLdlcpp+tH^x&597pAitGw~`uQT{aANx_AK?7kNjtyAx zrNzWrl#>Zc$}$uVF<)6q&WgG6nEWr-qdGU-?S3$PR=Bgjp3>4)l}P)@-7CY+qb{L0 zp7L*YY?0QfYL~O!+~!G3wmCo2lEt~*w}IC@3i72T89O0mSw$?al7te!bECYtbkpKY zDB$D~Synd3?LkbN1AN)X0<|>~A5DZ~2N}m|&eCNQUW6IPLI~oxX*ca%k@c<4G}f9O z1W0!jMpB`Af!3Ewm4)MyRD+Yis{shgDA+NKf!3;91NOWr+*iPuQz;s-UAI81!;hn17SzPDuk%HOCJ!`=J8P4mZgTn&2I3E2^t$U}! zr7=S;*;$Yb;EZRJ{x#?Db<(SD$2S5tgv`~X~Jws`sa{w(!4vuUL*TX zkq~uxU4bCFkTZ^gzJ&d$Lbrpi$}jH=Wmh@LuOiSqFp~IU%HZscnFjC&LyQtD^}Kd6 zr5qQ!e0L7u@VKP?v~KQjI^Dg@+TFXdd2#h$aC_IN{5Xxjdl*!3Ms^P##N78ECPJP`;~(Q+&Uosxt&Vp;pfJ#dEUCf@$ajkEBDU4w`8Sfl z0uKs3ezopi3b!gP_GIS+o^!`q@qZCo{jXSs6F)P7j>GV;r2Zf1$TZt>7aIV( zs|zZ%S+802%)rF(|5L~`{K1{f??9ess-9yxyX zqx1{}+~}tUMFEHiil}4sF;_NZ71lgCCrc%~i6uRfP~n-yzO%+t##|%rLa9 z*@W?&@m@6DosVt{mv&^_wj1WcC>$JitoS9}a9p>RjlcwO)pqwX5{t?l;FHuIwa=>? zdz3~D7(d-D+PzF9d8Hpza^fmA2N>>tlza~*z7zOll1^<#GxarR#upM=-J_ys<>Lpb zs-FVLKM6cBwB&u48UFx*HFomb#W(^;)$!^p_PSH{Q@cm=jeAP8oV&9h!&>WVumqJh zN~4jCRv*SI<+1Qp!D0sH1Dfq3f;fKSDt!fT9~@C+@LY<-1G|j+;;Jq(s+v|o7M)n~ z>8d|E{AqAy*De*L0a*U=y5}7L{cDZCw^fWZVL5L7{VTHZeUN=ld5IjHfu1v-^~vhi z#ffyz<{Nf@wcLvMOx4O*s~@@HlX!I%sp>xo?xeN1O{($|M$)_wf316b`hWJ`n;e7y zQ;#K=Ds$B5*1X5yhM5r4AxDfBUb~MuuT9pqxA5W=5vYuelIH`TditEZE%vmbh^YP6 zelwruPKG9UYAVy{&RYA!@LSw3mK88LP&%5b+9kRWN@8q=_NteDHHzlsltH-s+#K`m zR`h?gYM0R+vXIOhKK}l-`XziuS@m^?rxnb82mP0xJbT4rDzzKmUdPiv592A|tvpHh ziezMT_N@N^5h&-5xvTaw8(l8ZKp}RF4wXw-b&@T|gIxG%I&w$NaULQVnAC#Z94o{( zw;kxIBvZYxc*&x^sWbWg!Z$n@;u^_k;Jr%OPcHjdoT_S8-xXJ3M^eG^ODV79t{u{`{<-lCTEn{@U?nKn7(Uf7#GLW;J*u*B*z3ny zP}n4JM|%BfsH5?jCoP$6Cz2vL!soSaX_~Q$Rl@+d=RND3NkAKN0QEHFa1LYV9Z#)t zRHUc6I_XrDG)(k+JxwQ!7H~0F9Ph@)1mhzfzV+v}x|=E5*;?o{?N!P7ob1L2wRqLA z&JO7J=wg(trh2DDsj16kIKGp8J1G6`Ie0Oj23TK3!>E@Z~o8rvQ6=V zW48pwA(JW_Z=ub7qwurl@m{03zIBO3esF%yKeQ&B;ja`H*B8l_b@Gh;6!pb^h5QHc z9hZtVtw#FFXy%3DTogIxx@dDl6H1)dV?5Tg#89hKx;;0?lNdZLeBgnE>c@(`;n@Vb z6^o9B6+fV=9z28XUKqQCa%2HO^(M4*2u;3=Wf2%D3W7a274$HJ{?wHEaxcvICvT~) z{Lk`7HSv2$U3b9xg^RmJmkJ|hQ_mz1>t7`JqxNy|_kzAQctcBr&AYSIA(}}Ht=#~? z_v>F?d{(;_9thNKPd-pb1J@3<<-ZkTL-E7FnLqNve=T?bkiMqAGl-($R;@^H?*1oU z4sFITUEk<_d;DMUJ&XKh*CMchTm7B!<&1HG$?4OI+WndBoxEe>1S)n55gL*}+DmoE zuNCSVr^2mI$G$T7hvFl(;!|yo+datE;&+SsrKgJ&r zgmbIY?iEeknNl2CF7N@6y+We#_z*3?WgIcq&Hcx^&RWwPlHy@-aYu1RX{J| zBy8g(;x+1jm3>*Lf%YZ`rYq%Nf>&_py0^s3+qp4sABkE?8_+5#&OZuS!85Q4^`?Te5=bu+cW{Sgn0fMklqjB6aPtw0a^bKfef3x?3O`W!#HT&8` z$L;uHk(18d-MGzue#57E<%<$n@CAOFd?D~}hde>>i@?(OiqQyNF$51VAYc>!0M@Uk zqUFfkH92aw;}+J3nf}>|qF)3y)Z<40?c;`Ssy!>`3wT*0EWn067aUjApSKl~E~ns_ zU>JootVTyUK>q+J&(gkQff_b{F^adNHGG~nO;l=IpIej4GQ+nX(5(pR;BPKw2T;OKELw*M8I$w%B z6=SE|+Q&G%kdq9k7!Eq~>NELQg<7-2%~XoLj%?nXDkw&-vFd(5+;}5UNVgk#Oox{F z59!7$pTE*1w>V^yDFNWH#%uR?#@`6MEPO3{=V;cV6ojAL#;QRBvBiE@{B!WE+QMpg zb~q6qH)ZJV)^k>ah_iVCxGPWH~ zKsC~6x3XHx<|~{5%I3Pihu;QA#BDH`9Ifnd`Kj`Rmo+1rx2tK%SysZ)*^^NQzmnS>D+M#(G6 z;}yGYI?S7g3f%{#d}bz-g!D(;P{gXbGWM2>HSz-a&-b{ltH53@kKz9S#H}k_n%vJ7 ztl+o}gR}UL;OLJ-_`Oq+Km_4~Q^>qF|eRuYkgTySa11Fpw=kldioMD3YQF}Z7f9809QL7pIRia7y?yOw@0D^{mIPlkoJPW4Y z>6%53pK~SXP4GafTOGKshQ1;n^gS&Ek}_-ogM*RJ@Z=6F?SJ?v2gR)q#y%L)be%8l z4|x^B-Ibmarw4(I^ZHlCUl4pi{vaB1$p@5ez)Y_o^Icgdv{a?cy1&TrB^Nr>)kSxv z;@JE=(Py%P?Gi_JT)95AqI@}NrQ2K`J{-yA^O2v@x-SUY@6#d*xdZ?+-mj!TWYuI| zGqaQR|g(*CL0*->GiLtJ^|^s zv;1c89rk?dP(TGSfrRM8@f_EbY6))oX<1{4D~z**=Dp|P;`ozBy72o>E#uN&)EKcWADq&V#aHS)1tq%d*ndI)nrp5j>m3u zjw_S+VTpWi;**b=L@01L{v)5%*XA|0iQ`Wb_{P)38ZG9hb>ebbR-PHje=Ijbat7aO z{R91w?ltX0N7paBO9NZ$4h5X2RNCOSF2IL7Mnm;HH4yBKVVS3q;ouEWxGufFXTr?N9hB)yQv% z9t?$fl07O{BhxbR{Hx->fsl#*Ai^H{dkC4xdF_rEW1N09_nBjl)a5C8p8<)dQgecX z=zgbu&E5jh^zVsUMxkw|S=vuwZ!C*(6612RY$H7h`Nn>g$o|~gPL@1(;~R;z=;oe3 z2*G-8hu%pH@}VHMQ^)OovqX$KmKN?S9v4TYJXC z_~KZ=P@9R*B;vRYLf~o|oQESM;=Fn*+Sinx$o3JXd>dYDxmb8+im*BjMPCUwoYQuFeqKN_QOrHRa;x%_Mr5DlIF-a>9}z+`#M@ z#Z3_C#~cg{3Wv)vD!$>I^!2L(aM+J-!Z`(fYs!;vM0%;oXw3JFi^%eDOO62R?OwST zkaTVT05cybfPnQluP+4dw_}p)C}4Bc*RMkw{{UmSAS(z77#a7kBQT%9kD$ujr5cCW z-?2_%{g^MV41hRmr6}CwV2ph$%RC7jviu6rp&1@_tvD)M@2{S4dGxPS{gG1O{>oR) z6k)>2b-x@D^0Cc%zkzhoFYNE(o9{h?rl|3S5#$y#9D(|CUVTKPN^(9LmF11Kx}SUM zH)(0$olyWSJ-&@2KH_k389aabtKe_hT`cXqNj2x#jmDvQquxhuqEa^Cjs`oPdv>q8 zd~J1Y2f{xQv_Y11(Iza-)UTFDTKKE>QqyI+{?)jFe3_&0)<^pU~D-kwIz{Fh&C-2dKq;-U-EEso#4Z4r3l%T$)UnNH!={0fE6J)38@0 zDBOCS)Un%(v}cDBDlSP=jP&Q9twiygZ;^%^b;}Ia>QQe)mNJrm3p2Hrk}GKTCO&>o zdip9av+7IEIO7CYylcxIulr`{@q8+$xq-BbaPw7RYN2z$1;P#X;DnV$n%L1MihVsMm0N0A@ zn!Wz76{I&eCg4Pi40%urFQ*-SE7N`%Sxc(?XVC2h$%Sm}*`${sd1Gfif7&~0rI$ww zhN&jc^e03PbYMIvl)lv)Zh+Z1gte{Jl5ZeTa9Dyd|lDzZHd(X!fhr&Oxj*p~S zT|m<6x`dZg#R&nBv-v?t$8JEL;4AOM+IHNVO<1dbb)(Ib*Oha|PiNQ2~32S-2fEe+orXDrpG$wJMCD?aC)jpPj5g5Yx86F_CWCb z8XtwV4Q@N*F?)To#jpVoL6A3h>&<-Mr_Fbve#tr&q)l&ZE^n13XF|@|!2k^L)b_8X zejdqb;IG+l#QMdyq9yYzuB16#pf=J!rFG{V%BQ=r_m~K}cuDg;?2pTT8fwGD9}s*? zsfLntpHQAdBF0?u+t8<;PDOp)tbs=yth?~UaqmJW*?pp;a(s6 zK3KdtO@?$*?z{5WE_IK=bB>w<~dvUA9X(D~1=HluR z0xm)Y5r#QDwhQIR`{qEwTabkFUuu$Ad%f&=^pv@jA9L+ZJ-jok zKf`S!!?H;%$dE;MY^|N#jqRR)yU^meUyFVi(!MkP)V?j#ZsdJ8OVO-llzibEY(U`- zc<<}py>Gy9_&q)_=vO)&lIh+>nK#?A>XIU40gi;=XX*S7(s?J@B5Vb@0>19w>p#S_Y9KLg#qK=VP^T z-+^7nidXw5_E*x;W>uF^xoKTlFiFoC_3Ko0yOq%Y0AmZ-(aK!wULy=pcUa@V{E6xB zT0gXe_d0*WKZm{>Gpk!$SwvFYAXi6q%Qi8MKL!ZyCYshsyCA?GO?M)+gm5Vgnv6A00{{R~HuZB9z8flW| z>cw8#(!j&AW!zNxd>?*6t_$IXnV#ds7s`Ru1x@FS9QGfDanqcsRGj+keZF6n)6J^W zp)E8#r&P0(O}u#7cDF;gRaXG0!8?biO5gE>t0uQHn96a0O*IrO8*5)TgQqjSvM!Mna0~ycEFc=jG&@ zvSO8O36+H=*T-9M_i2cHRApt@dUb!%(EZ7c){tmulTRTQtP^rF54sJ5jz21jqr!ymWA;@U$N4s z)Gi{M21$Y_MJM1FgY#ZMVi*+tnNJEnMc<68npkVgp|7B%m`1@wq5 z>?MhSmt836q=Rz4W7lXkBhTc68pO449) z&mx{Cym1scqp{}D!%Br^7WFQ_iD#0>?C`)AA(SnSPB`o9TiSd}_Df|Qa*EdcK435*=qtwYb!7 z8Wf&A#FLIaYd7F;hHbnH__I@zW+;Z}ND)p317{hpuEAxBmJ(H^Ez|su$g_SVt&7A<3oRn0x%OA> zaEJaG{{T@VB#7eqhv8qDUliw_Su|LQ%nJ}P?e#d$e=7Yo{ikI9(fyn+C5#pGV1<-t zo^i%&^84Z(lIF|Jl^u91i#!o%f5Qj_?Bvc5K;xFh@)uT-VN8?Zh+PL*@c-6zu8`UQK)V?8~OUv*WaZ8ewJ; zcZkP0Ba!^8=yRHn*(>aQcLq{V3thw}N~-d8Eg8JgycU#Kv53M{ILmd#<}n z3a?_|8H6D;_D<(iL$TUEeO;=bu{AwUs7W7#*Yx zk%3hOa6N0wmKHaJki_FZEqiZ{bTg`W+QB3qWG^NO z$2E-l6^@(YxZ&8Z8IX;vI6lU|MapYhFsB{a`2PSC(onA{9Hq{Scsw?4SzE}?)#JW1 zTy?ZBCCWb1KT7(y#j)w>;f=9aq*0a5&iyfvE5S7tfo0ho8(WUN=kl+! zt`IUwk~;Ji`u*Xb3F%+i5N6gk5=Ob)g9DFB{F66xmLl4@FL_S^3xdEqE4L zekNYYc^kse!ta&`?^mOIYPz-1VwGPCgYKYir;bVOTD~jzgP{B*_?zO3iQX_W$sB8p zbK1U1__OhT>&IH%%f}&0S7Wg~2e_-kW9!wmmdDxDjvk#i$)ae{*ZwnV7TR3;MU$j9 zrHNvndnew!lK$dr`CZyZW+x|iG>o!oEW`WCdV5!`3Vih)Mzv?k zP4X^S%R)=b(Q61J4#PPEj8-$=$#6?E>>Yrmx^&L%qS9?`IXy%M*IWEN;kJ+~B*TZvb_YwwJlYYRN0=#DP;@^n=AK7X)npA-@ zf-|^o^ArxlwSJ5ElH4c4EkPqtBsRn@MsQDB_-EpdkD%IkRjwN!+D8IH1~c@psls9> zg|8Nw`OR9ZGN(A!S|?+J(tK?Wwc&QS)MiGza>iB9A+zc9uRHO+scQz8AhJ~v%k!SZ zpQqc1Sr@lyca)O!|_Rk<|v%*j1iLA!LQx0*}dq&HL3XKBPFK{RI0{W zBe(b%tu#8M>YbCT`=Q9-la7ME2>2g(&@QNi6BDM^0OOxu z(!SpCHotA+kJ%#b)@NBRw8>gMyT0JwGAXQJ za?3MekRQAAS9{?h1U?m>3)m%+?Ub^y>?;q$GU)bK^EKM5e*XX`amXvwXY)1g-W3{8 zh;FBiZGg5Ayo&KIM%}z~^{>J+c}i1Ukw0V0=SmL#r^T9x{{V`ZY$O9N0b#-UtK7U( z9y}|jyRsl;0Z14buRYa#D|dh6hD&Qg>m0-71Fy|q%kd+^I*y;tCs4(u&KXr=#^g4>`frtBZ4r(D{qR#lFzwAG^onSRlSra4dh>t)CD|(@scHx7dGL z$VoFIkT6H%TuL{ck;P6Dgmyg_;em9$BP;8QtZ&x{kPE1Vg)R=H5_6pnCDQ&!-ZB$)&hE!b6S zi$5-X#X&yxe%8>iX)?G$oEqSlHmRLfglx{ERJM|B4%$a_QM-+!oL4`lhWm3jE%RVt z)`q3xD9)Q4MRB*~>Beh6NtevLR#iCf>0EetKWf`O7d~ofSnDJuB2d{6#xQCtEPcOo zu^8+*6(n-E?V66(5ZBDA*#u`NsIS&Aj?@xogD7)J-$QT1_p@4D&2bc_F`c*q zy}RK=?>40aFbW;PBN+$ZKDFf@5zwwRxMdcw`JP*CAoV7_m*KX9bEjTHw-GR9VU#Bo z_+J#Nkj5tVXYbqzTMz7IAGKrY4~X`1#o$XuNgoKHs^=f)r%Ld2uy}5~*+`jO?krA7 z&3!@Ry)B=>){fEb1~of+^U}U$){C3>SfoYT`%1CK2bog3lC$q-Pwl!mepq9v=x| zD&ipAcDdeozg4r7#48jtBaGmEE2r==^3r$C(a6Vf?_V@%SGtwYiO1SpyRpGj(-ri` zfPiaR6~1oA9Ol0P#yG@4%QQrpIQKThU zb{to+ipRY=i<~3M>BOIKZXEox@``10Hag+FtZuJak#n%hhcdcMDG`GQ|E9LRY zSZ1_C0T}Xlsq58vJ$~ezrD+3WF|3;SG9w7lumloy~#B7vHCIaIt8})N#S_c zptDo?l54rHBjBEY;Z%5EE4Td#epB16b-IMpLl7{jVtockuh`OZc0ZhIChAFfvekLl z$5O+<)0OOVz|D60Z1+C+A$=mo#O0>NOQy%6x032iMU3Z4%gHO7JVIBC#Ij%oIhx=LCODJ-AC!BsY>6!JeK?20kUsKBb1(MVxA{A=lG!;!1A@qFJE3{$A-!K88T6K`*=6+4IC-!k<*=&zx> zKN@tE&kXplvAh|6m<+&jbH+O#=U<-R6rW;(7%)9O25a;?;*1--6@2-?LL24u^!iul zuf>%GONGLd!Ox|CDRBOkY=5m>M)`2g$CG)0NP5!wm}A8vr_RUUj%ffTh_Bbui$~%- z&elYrf;x}Fl^CJwK&bFS=K_#QpmI;p(a4xCWv$Cu4nrTk>}twfJS9rA6$g==RUmdI zSCi{RPFY4qKsh|uJgBK1imSHzoh6>K#XwVmo{d}fI+&HV?ioD-_O1jrGCpIQS@|b`)Ihmnfo*0AKItDpBQ{K zVLpwhm~SPKJo^izDJ&#?;B(iW;=R($hP8-}g+U*cegtUxz2=2{mzHz2yy$l;MsPu| z(0|#F{t6dmHJzu2ej|}+@qrW?$_%Lkf##0K+*d{)6Kq4BUaHqT+*ScP3+nwF)BKOF z{x`FQgRC|sNj?iJ-<6hlA8j{*(b$kU}!xb*~Mch@KMuFK6g~`_R>a=6p=pVZ=4?9!nj`-Nfx*9U&B&2%PaV8t}>5}px}@PVZr9UTRi2&R+@v| zNA)=Hx24O>wYxme;ijWDhv9FCi*+dmZBF(PD-KB!j1SkXcz^8O3m+bMsD;3e&^ZKW zq2T7efcRZ$4fnz?9$nn4OwnpLj|`2~KmdL{4R~Md&<(GSd|M+w$SnebM(l!mn%9P+ z=~aY(t@8Nd-56%-w+C3Y*1J zd3qGaB0~s>>&W82IB(xa>a&cg#cS01>;4JRk?=#r?g-iasU{A2$cc0PE5Scx=`;Id zYo(ieFqh}XKa6qu*S!A#!8;g5`#yM;x`CFZU%EbS z{iSq0MSL;gCRi8|XP>>n8UFzF)n9=I<`br=QcBz_9^Js}UqSqNk4#?*_+chQP4+;m zs;V_c}JGFmGibArOg3C;_->3_EL-cNzz z1p}EO1+oDEoLA=<+_SgJN{#@>75W+bYD8!7yksAe3sq*ra!z^U+lu`BF&QK$JApX| zrF;2Y(}QQvPMVgDjknyhZX|@kCmdrH`m^x9)57!q&i)3w*Zd`O;yEp}g)z@;ak4Sf zCwh?C^aR)CTsvYdxDqgP>tCqf1il|zc+=o_fTOzAFKo)wrN zP))^L#}!5qqZHp$#XoErlU1L=mk~!YNBx(vBPRwRu6FMJ_Z{oz(CIvitY3C{IKZ!} zziuryEgM$wj5hgU4xV8~2N^*B0R4LTXxn*{q^E@(F=JmlimUA^IW&DHQmL#zEC3uq z9!l;0!Er+!+sJh!_vl*OOT(q@P=UXC`dp6?pc4k@XLc@;nu+H$p9( zjy!b;hrHlRB*O&ay3j=3@o0s!1%^w8#{{X7e zU9H>rr^22MzJf5ZPi(gl?*zCF$X+Y+e8Y{Pi~;;D$4dQ=Bg|^n!uvY9pDB#NQ=Mg1 zD?X_0d<4T;PbWL2U%l=wF)+2B`m@UO)qOz{#m)bbt*tGV14<;OWS#m^whh5;naQc&w7xFt?V7&!cE zDZ|=9#hlV=S~hy`?JXvjZFK(tDqTuVMo1zvCE#BvSNKW=IXUO4uL$v6`5IaT*b)$@ zoadgu%DV3vc&=X)=r*ul86~}gY<_DuCM6sXsIEiBh>QJ{&?98V3+_3|^cCynw7r!c zQ|4-WNMj+|==Q&c=`(3iKiO0&r^rM_yw6PfRb5Tx{{V!NW@~@4%45q!7ibyp&1ifo zTj8Zf1kbdLqO715KSNo1#q{msOQ`N0rwYBDbo=S&4kEp~NZFTf-pdi1`GfXn zzP5u%@txJptaIBgof5UFVyfA5!t0T52Qcb5__{PQ;ghOxk74p=(9lMCY2f67= zG`_QlgkF|EI^ve&h?H%87wCEy{1oTLnoo*;F=+n)*xIF*sST!vi1OLYvZ}jFBVd&z zbj5tX`#sprdEX!<9KBfPeFHCDP`Fb3R$Fuy1s z`-|s~O7i~z+w;f6Q20ONYXfA^0js5;ow)M?1sr}MzdHIq_Gj=EUIXxz!~*HA?HEZ zRQ;GDu>Syr`s(LVQRT&HEVy;Z3=z5d@+-^yJ8W;fS$RCE`?Yr5LB}NKzL%SlQkP_K z<+LS;#nOeex!CJ0G~FqY$qEMu+;;25b2gqGlxddwp*fD`W{rFO+-LdzhO~TPbOo7J zR!~mRr00t3zSo}!cuPws%CDg+6}g>-nU;rXn;R(Maxf zoltmN;opZeh$M~TyNB&k?KxqSfC%lycn6Q;dOz$q;xUT~hD@~tGhNmS>G%Udf2P!F&N?tHGjse4Brs`k~*6`1yaUXS3fXi!1XokR%ttF4$Q$<%4X;N+VP8cgqQa07=m3v^si}k^7LjM zR77#=PBC6?VwK{Ls>!0AIkW9A*&ggz{>c~1G^(Ol?_J0qh}?da=06H;Oy3Lq6Xv^p zo_nV9)sGH5+yjqZ`S!0t{g>Fq`zvY!Nbm)f=_IcKiZ=(}88yayEKQ#e{utXz6k>S7 zzo0T?5ZBzEdydgrwfvP@j3Rdq(5l8w7319{vmw%-=*yVv-0jZ<3C#YXW;#m);|xmnIpZr zu}L)KMjCy&b2iX;lLLX1`kML7OqDpLzx2=0^0-QPdd~e<2k+r&?dV}@JJ z)3IE!$-v`p%10wS{&n{>V?|S3&tt*G;ww(Hxn#FGsP%t?9~8f912kV}(>wzflNZkM zn|Rt~Jc6s!KJ`yZyZA+6@K57^+M3F3d9^F3{5~BSnXSoRD8%GoX9t{$KjD?Mopbi0 z@#ldw+Yp*whh(=49i_oR9^?mt*(Chf#d21^12nk5Vt*EVLbh_xJ+1uO+cI}B| z*uj)=K`r&IBB&|u+2^|0o<;BJp>M=+d^Atl8^FMeU}aZ}G>=)1p+dwT9F8aUnZ#67J)v{3{2?-vR7?AAB$P8?B|Y4NJsVf?JGC zTY17Axad0Pjym&QzJqEtFWNU*R7bW|lgkST+RK120qx$t!wllGdWtvSzoFTZDOAnl zIXl@th3yX3&VSlZ#b4Qz$u+&Mj)yFatrm9f1UDm+Yv*5&a|_>zdWqg}p;INZy91n8 zyXn`jrTkg=si-x?sPS#Gd1Y|U0Kh6ue8c12NNT<}zqsGMOOOk7;D2tVCm%}oZ`sW?Cf0mqd1UZ}{oD@IoNgm5y^jOEW0}jJ3e(Xa1(ZXZFpS!|v0K9$ zJ>QJ~0BH-|G{7~8r)ll(ft$(mBQ3LVVaoOG>t9iLg`?F!ZEuD?1+}rbw9))0DqGtN znSAGH;I?NDPh4?~o@>BAWX}qpAN+IGqqXKRSWlL>1+%X?_sQ~`~OOE^<@75$mVuYckTJx{LTYTw~g0Kz9-3hJ0_EX zkX@ASARdRB_*?dd@io+msM*Cdky+kE&myC4Spz@HPrvKUeXHU-iFEsWySXP-w~EPu z+rqO2$LGy_z46=OgXw+?(RDW=CcC<~wb+a~P@hn0g(Fl z;MbLWQEMqYd*J;d(!ywFw$tMhaB}h;zcT*-vx0c{uT}l4ZY{K5hW;1PY*B=F7mCsPf_~k@^eN7r3LB>@x8%1zX!vjNBT&;kFRSVAtIr>WF#3hf zvp@iO)d*9+*!p_c*Z%+k{0_Po!L1tAwFQR#Y?TzVV6k`JdVO(B_?r!{!@t>cNYSKH zx0<9e1})2c*kYvP+zRV78(*?`4?ww%S7+K4ByrPXMbLgV@{+BIuP5y#dnDTPf8>1@ zHm)A78P5+-*~QJJZmD(o>T{O5)rPjkkhC?dm#3fm?zz6!*$P#>Gn@IR~<4*|3WRLy5ez#KH?)~CzIof?jYu$WjuEV0*YtNxf zR?_7kBWT;So=3HOd#VvMq%p?l=WkP!z!m0XxJXn@&tc}cxyo%Od#{NvCbs>bejMnY zUf5^6n&_gY8HsfY0rcU&F-`rTwI$X3d!WFmVTeO+hkInkHh_P~t-p$vkEUOICD0wR zuxapIZ0Hlr`H%7y!u(*=%%2qFXs7cU*zMf7Auut=>s>A}omA53{_~Fm2TGHindideFu6#3j)NkIs2sXL0kf-?)rD6 z+Lr8gsZs`T)b7p{?nKHw+(-!a&lKq5$pCzybDYvhRG*lV&Ce9{8{<2P9jf(XP;qx` zMo@4O`OZdaYhj#c56*Zrk%*Z@a&BepF^tuew@|!)2;kOol1PYqt5TkApTzD{rvYoFEQBuBTdJJ)~k`$l_PRF(ch<2#RP;Kfu?qI$R~CtW)oZL9{) z)D{4@LTg6eH~S-P8Aj?m)m1U5F_Y$JoQkt;Fk2^F5zYp4UnJ9N=i9=RWl>2GYE#E; zEKMTeQF1fdvc4NZqWn_$t7GBqS*2YjQtbXig(RrXGx^pZ#Cz+(Xsd1j+yG(;&-v?G z{{XR<5$2f z7fseJ?L0fCNeZ>GofMq5(bSV%&%hM8(*7d^Mrg{ZUCMfLbH#m?@khfcr2JA_Xy5I^ z9WvyZSbgEQ8%90r=0Ab@V29%M=kD@`CfUaX?-|8um)D(Ks!Fr>k>XhaY2*Po4tvS|B^nwzTIeNT4PAH)7I_Ha+uq|FjZu^D;>&tK*G*Up|W zo>?_0V|6QlxKKGBw9&k0XZDnNppR)DS;=m5iq-g@%X8yhVnr$yu4HaM z-mWG&8a;9_yaE&)aBCd0DlW^h`YwNZnJqZJ$og|i)F#z+3%8ffh7GE*BcHp*ab9n% z10RmARd7PK2YeiNuSxKg_13K<(Ok%)RgEKTN0vp~z&Xd~UU{n+;_>w9ikd`EtvUW7SHc<)E>1))y24q-9oCK>^fGp zvm}r*msW&zY#uA&r0mbp;R}1wXEov93pa>9F8F2{?3t~lx!T)~)g#yQu2bVygKOcR zi}%)c(V{?-yY_?M#N|WuHg2%9J zSIB=E{wi8)n*G~o>mV5_ClX{8$EU7q#%8^^y9{J~KWK!Ki4YD;v6*D7!ohIl;gsID#{h-^SJ*EHV`L@w`; z%$u0M01SdF+{4jx*=&5?BM_7?axFsAdx-Zs3}b`nE1YHW*p1x|O?&T*bPH=O3MP&< z-ecXIV!RtxD;%z)87CihyHd6%80*2T_LSkX#(UG=Mj(;{e@cap zMlc3zc*Uh-l_h(~w`rx_T!naJE;z}>eIxKL%*CqO#^kF7$Cr%c*9-99OO9_3Pb{Ha zDu4%kn)Kg<1~~jx1BNIOumBn6ydEH?<3Tgt;kxmwi;_!Y>Hh!^1h#|_z?K{UIv+~t zEG{K&YQW@}%&IamS-MPnEsBC9jGVq#*0ppSbeqK%TVrIys;jW$Z>B%3ekD2n_ea$I z%B8-n&!c=>yZ#lu+Ng2`ze@QB;%|Vhf8ko(YdI1$naIh=_QidZ0Wf3j^n*_q2R`Ac^d>AnkP7BeJ;Oj$W*UChaFglgJsz^{+s)_z|c0@4%X$iEJ(wYl|n_GWs3{PpHj)iCWa~wtbJ! z8;x8?EZvf4llU9Mcb+$b?&>Ei9kTCmax;uq(LV_zcyvkZf zKZqJh;8_oy^PFcGJuBURXhpUE0E7vAs1-p0fyXBUq5SK>{uSSu^{b|33QfZkx1yZ% z_w8Qc@zUy6@Dhm+%BhUw=s5hV>hOI309T5M=~SI4B`SyKhmBG+zL(1V+HTvAO69N- zh#kB4uCvF1Qu*0iF`hvqy>ig9mJFkg=DOo_?0$Vxqp4C>S{{Y)yPZ}uuoP9?&7MVR z_`D+OQn`#IMY2P6HDBRnse6eYCny>-^Ri?QYM;cG&v|(wqvkSj#QN9OU|{Dp7^}1A zs>#Bma@gUuJ7_1o#BqgD&m7YvG1^8{C_Ban6{D$JM`&4yYWgEg*7WZbYw+Dzff$g6V55K! zYWZr?&N7l021HlmC#kP&_%cDc>A z#%v|{eQp5(L|k{TkagSmq}SvDRGsBR4^L6=Us?Fr%Wd%T*eK8Lafayxrp(%9cf0^{}!sRcef*9?<<*-Swb?_~`%FnS5&A8rsAEkI- z!nn%mDT9s54i8%TN8zY4#JR@+;UsJ@@ zCp-*i6QhD@a#52^#?hmcc#=Oo6(ml9I-jk53E+t%f-=CUCyWzbDIMLk{wIyC)CJqa z``5L24@?(uO2lq;!NBidh`CC5g{MRH++~&tIXw?s_+K)&^*>tC;b86MetebGVL`@7lyMqVEKkUn%ku{Pvp-DB=Xyz^8&qK)_dv_R3RG=BP&?6mi6c2B zV<3FE;2N{0#$j*XVWVOdRB$qL+Mj)9B#gE^rd;8-b6#ZQYctU2lXr>6YcaYj1SFHw zv8;=ILPh<{<)0WJjDEG!YADi1#0MDeI-jLvPo(+L7Y@bGQ=UMtV*xeoV4rjtiMUgD z?0$-T5?#Lu{4O(-_BGGuYqzc|;JC-auM7|Ra!>1Bt$xifiP-*WtF1|Tu&xv1I;@@v zx<()dMMX8xdkd?5(1{>YK4t6p)_u2(;*w$Iux+QV03y0gH^eP_G)O;q3j>B2$RA4eD&g=H zo$#`>yC0KEdA)hb<31lV*`SRstSzQ!!aJZOeichvw^g-by>VKJJYQk9P)14)m7l9H zYjQDOr57$`bL2BRbp4$~t+D3vFYgagYg>c0)=2aGU!{L23*uh@YCa#8q>|c2w>&Eqz;CCmeyN4bDOO2K zMt&=a!#Z_eDmgzfum&;@r71;GmgnhG$r*)6Wh(u_6$xY1fJd!*_qx#Imi84`s`UAL zQ~cHR%|>6IqZHyd9D%foR_IH1C07D62Y*_XToHkuoO)GdF7-scUms z)O#|_6Ps2JzcKDBUc*-M$YSRefE+eRBZ`?mK%{ay@mbFg8Ldvbc$rdqJD!7Ksl{*s zGISh+TJTD<08=0BeJjqbbu$44!RLX1D|b%U3@e5t=k%`vz7o#xK8FpDQ`Xi!OT(WN zJV)WHMzfDmmR&Yu^V%0-81(sbkH)^h_&xhf=>9YD9-B6=D%f0F>0?h#&M?6gftKsZ zHSkPYfSjl;jE*x`V7U7m?@WmY%!8*j;a9>!ZtZG&F!pt=b*cJY@K*9kzh_SwT=|8P zd#lz4PQbAr?l=v#CQ03~p7$;bJ{Nv>?4L!FqC+gr9fRXYgF1ax&dKX`C| z8nxn9DWlwE2UbnFCmj0M!8D^KWAw?v+v2(P-~1D*Gyebz55%yue9fy)K7hoP<$to( zpwj;UYHeqDGbol=_W^*XfByiky;uGT@gCpV{{UU&sBKzqLG9(HYs!CSok7p-J*=#G z1!QgD^b6)=A6{$7#A2#EN`!ka{V4efCH0I)_4ZHEU03F@lbms16#PHe4~P5<@gnT2 zvR!z_<_Pi+0ENl@E8l!o@nU-)iPCsUpjNkQe>r7ey^sMbkHmg;<4@r^Pk=S%w%Y`A z_=asofjly($L2^iwq=>qtBX+Ctq(6Rp;DDDevZcj`&Uf_z8vtIMjqS?1t2LoIVS@i zgZkH>{1?1ob7|(EFsz)&MhF9gTmJyHPNgh5Plh9GNt-CZ$5F{Ym0|oXXvUGIUPe?g zpZ9?O0C#u)0A9N>u;iwsmgmytxTh#e4V};JqJ-(f2*W#lk9Jp%310sIg?uQ;cMuMC z@Ch~dZ|#sp-j8(Zb|iMlsTk|YA2oa1;!_k52OBbsV-EujkL!zEFvle~_wz zPamatm6~npd-*^6x_7wUL6Ky({q9cn+H>!WSKj{svrH{>t9WvBMv-C{8{{1Z==iVC z``}_o{!q-4j1O$)zWV)>bvQ3?wAB+BCfNA4JQf~VC-Sd8qO*nj{--`|D7td8=>GsC z=#PmE6To`m#_U>2$KhWwc#yt>`#gBfW1VG+TPtI*3^K87s}l2XZAesz|dP!@Qjxhzq{WRyvKK+ z$4rse{A=nji{4V&cq|)nBaaVTwmNZ+3HlyS^{qbz_iZnfoK zw`7Sw#hn;s>RC3Hx9( z-+XC~NqB$k`(@;HJAY44&c9Z|<7bG%b5C@6c#nS(7}1Zq&n@tkk+fLkEsrqp6l7=K zpz#j9{hzNDX)zc$9=NWC+C_%mFjEY@mlft;5bjKR;{y3&xxwvT6*#O-cXRCVGy0|) zDle(%V){Ko1Z4TM&PQ4v+?*1jf#h>uap8XxOJvcn7MlRK{lDN99Su1cnOCz@DUlabupAkMZ zG#)DOz|-ZhmH`-Bn~@vHSHC~Xy?ixFRBPWvhOO|mwHvF*?_rt3!stOK2r^jul56wJ_Qvrbm%`d5lv5cZ zc_p99&f)?@fVG6{5hf8=$;C)@OOlvv=1fi?CSGRgdC(vjk~(!lh?I= zS^m;mf?n%M}0tVt<|4V!nB=AsspEryahkO> z+v53;HC!&@4{UU=UZ2Bx9~CZ_JG}-U_?E=j9X|GXtsqE=xxgdxsQfu?zf6Z}4CAh9 z^qyKi-GDF{-Cs9WT-6!(6rua5wp5HMd}kwX-Yj!fUm{qsN+A@QBOaanf} zl#{W~ZfQnJ_Aqdb?oDV=-@>qk$dD23UewV{bh$~78)C~~@zadghgqpx_zRL4xELKe z*SWmm^r@9|k0j?D_OBZ=ZAvyimnXDo)OS9({hmwPe#!SwlF_xD`<2gZHVOLl9@UHR zy2Kv{{3TgbZ4*Va-{#IubRPjBOHbIhR-7j3(#qg@hd3asa4NsT#d}W&{3N#@yWw08 z4}HTm;Nm3xl%J9CxPN;vm6f$U$M&|jlSuuVd~DBlZWiVkV**7`5HzR`KRWrZ;Wo22 zm+;qHwTDR5E)dv|*U-8I18M3rkFP-Mu#X}gl7etxCG}IuQL%zR8et#kI=G4-U_6r)&5pFg|*hK z{{Ud^NJ*;aLci5QjW_I^s~eG*^T)X9UEhs-HR8QP;zz+P2UXW@Z*OfOU$D<-WG$w) zjZ_>dJ9GyOCHoAbWQFE9_Kd44-}F{ztdNEmh2_Npy=a{3jv4)O>$6 z*=c^!t}JgMU`qj#bNCKV(!OHxec8D2Zm!{Wk#fLo>40%xM0g7RCDV1wsdm5Gbz6y; zp~grA1B&^&{&P07e;~%^m75>%D)#VHojep`&MqaCYT_Qd3*pkA@RD0LGGkYA*vD%3 zkAT+gWAN+6`jlufEz_wbNyte1eqy{E!`D7er*R~%u$6)O^gh+^KMz(-JN9JO?;@PW z^2<9&ILm_SfDHCL*NdEgyTTXUo=**HjHz|BN&f(2pASvqKN;(nMX&6JpDSuY=Eg-$ z#wgi@EH?v#ka*2~1N#8^{wnyl@oUA6Znn+kL29dVgb>n5&gyg5?vKvCJoq{A_H9E$ z@n4A}zcBrV&EzW_g$_$9@J0uGbJ$nhAMi|FF5x~J_`g;y<{R%3hzqdY@|-<(!$2u*y#3?oTn$;`vfz#tou{tns#D+0xGXRiTx`l$8av2;oHri`Ipy`1|;V{ zGM+w)wZEi(`obAlWV^hBCnRNw{m9B79vSgRSX+Gu!~!$-Hp0Qa?h6c`t}|XW%M??F!>S@K&RV(pmKjh@{-WVG%(jXFmS`rFaLy`zZBqiXI(i-wYE! znk9%&OBmJ#(MU{73Xx0MiMlJU??!Z5ZQ~6ez%}37Zt(!>xiOJy_5sg@@az;}8 z4IkRWSdQ~o)3it(8Ypfdfe;+3AC%yau1Dov7OSn^>An)Pic|J`3oAM93^>}w@y18f zKb?600K_d(yjSsKNnb4#+}!S9gXYL$z?1k2_7B<%SkqI$I`!Oav5Q+4gi1I$3xc4J z+t$6C;7+rn_)lKduC*B9mPUxh2z-E<@9)~YXG$PlCRl}0 zo;ds~-aZJwgd_02s=B~w_4(%});C;*LFj9*Fm|OaE{n@~obPpWTjEvQTlh}w!rojL z4V>ea&OaevG+RP$^@}K&Wn`Q#0O`;F09wA2{h>6Od_Umr9!rcNyNEI-?utnRBk&dT z{{VsXyPaRgnpLHn1-tXt%4Y}VJRF~D*DX={zcSGAa~a;Ol>Yz&*}rMcWk<$i1V{?$ znr*$B0CBX4fa~frUN5G}E~Bj%ef$1nl5)q>>)N_cAKqVT9y`}=H4D$S-J^MO+yua4 zyk{M{Qv4OuPOI@VMY53$qHEY9AdH`x)O7l0x_MO^ZfRYd7-`C+lvB~0e-e$xkE7^X zT#Qvx&`zd%RbgkA?pLW_ufZi%pt+<(V+tET9at7Ti}k2aIG_C;N3x zZvOzZH;8SlRtRmalHS=?1qv5zKoS0ZYta5XN}6Bn{o&gcw`fhhmA)ik2PFOsMqn70&H?RO5iuhuqi3P25rHJkxyv&WPkPpk z0-#6E4{TS{OGqS-g|8^j5jj4rf<#tuLgT(cJk+qnyMusBV>l;*DtRMDeYnBf(Rc=( zZmg_#s8ft$x#cYgQBC`$Nn;LF1_LLOIRcSlRhX3}KsrpzS>%lQP17GrskH^~ z4iqI(+9it}0q^dTSrmPp26tomSAS=SE#pNyq6cVFxcqA}&Na2O@{1K+n}X-PUbl4l zS=fXl0D21f+Vy2OW9cxol{+hHX-B`u4vIt4y2Zw zowaeX_K~N}ZBjmT@s+#ZX^hE@$<9LNw*LTQ%b&7-(ViD~nA_q>2b!?&JdOt5{C-si zyB8A1zcOP7j%#1`I*Dw*X@3mm<&8YaRJ1F(@>hTXuK3UWlA>E!tO7X-Qhnc`1H$z`)rK9RU7h-*qNT1nP zV7!9|cF~IY7xrJ!rqq9EZC()GUy%#B4bI>t$6vy{thQYE881_ctF)5rkq_-1Y)9>8 z7Q}y~yb7ZujEM3uea=5B`KMP$vGLZt*93o~+{w5efcjU}pR~7!rtu%`kEG~UcQR>{ zPO%`lkMDo0AJV>k{iJ*kXYk|VKDndWUK^vo%#vqp?si<9pIY_ue03T!Sb3|rbLTT0 z4N8+(n8{kno-H=1Al3`4fW+^#0oYf%cxoXoooy?x%jNu`PBUH!Yhxk4fU)Du$pCTC zSI{0Dg`ZA=4luFtp2ro@oXRTPhuHAcDm%_&{2ifM>)s}k-duSZ1+l|pJb_&obk(KAVnzhbuozxQ!pn12!OZ)4PKEu_3l zsPGv;2Mdx#ex3YzwHF_=G~u}N>}}i+QUdW`lRC6omZz@?B!XsvCqKLjaJX*x;}wQi zO-mN!`X%`vlGI=Do}G%`Ee2g-l!n^mV6Ug=UrK(+o*e$y*R>0@aUAy2Cek@PspIj* zeBvTY+61JwTjD*DIvCbtIbT)LcXiApHgakqxAb2pzXV<^23s^I%P6?E3e z&VLduOL)&&k7n7v)gUX=2R%PZ<6gpOd_`^~7#LH4dRJ-j6dS)9>g@?6i@63Ht};*c zu2<}@ABrs^5^kA_ji>Uf%2b?pKTYDaqm@(A+aF2zHtN#$Y3?G8;*vn3MqqNs9lK*S z=Kdy){{Z1&&K^9^ynWM>eJj=cF8)@jC6g&Z0131Xz4`pbd54PQdw+^IL2v++e86CI z^sC0*CfWJMRXF=q)a$J6WOhQ|>l5ZGMsr)Kfdk?(697itxCGT}Wp!1MFc=vu!>w6% zc2OW46y%rhUk4`TBlMeEH|TpVn6RgXz8EGN5@T3$RG=xWxb7k zfu+wJJ_q=9a@!MTqn0FrfC0%h@;~h(cV}_&Us=0Lg^;}N$X5gbp0)J(P9ajS8Cv%L z03-8k-h#y`Mmk>q0GUT#n%#6viBdd`#YPTIdC|Nm9NXEJ2d>dB^H<010I5Jur z%64NWzY3f^{{Wf$)U~41?0rGvH4ESw%dqmqIVnAt#v=1#B-5=IO+AT*)Ub+qXgf`_{?k+r#lz^7EL669@UIR z6~5~+Jwf#Te}#L`?7u0K;WxyzB$tjvkyL*X=vVsJ&;I}mB}VY(yA*{}INFRjKaG3e z?8Ktu;fKWJb#i>j%u^x8!+-!a`UQHt_*o~|_zH?1+26V`z7?AbOFtA`&nlUjngz-2 zoag-d)V>hbbbXg;bs3&R8-M`efB=l1-D?-&r-om}5^C15xdsBv%bXVao4U;rLf!ROZ%;C}&U8g{JEuHy)psLwbXtLQJ<7Ud-Pc@lsa<0?tU zc;ork)Zr(|hKq^sRig(rb)r8md~DLbqcWAqLx4N=tSftUl~WD@Cm1{&*HPo!c@t5c z%zj*(xf!l<(mXssfy;gDS9J;V$z1phWusb7J07?2!%mVFD0hV0yF0keNqpaAxS1F! zV$4F3*w;eIt-e>$r$ApOQXAEkbelh4@IN$h-WdX9Y0p@%k& z_Ssv4#Pr2t-*{e2Ws%)T3&$QI7m{{{Z#(`U?G9 zE~_YoLzRK_MFdj|*UTtCDa+V5VG zq6f?p6~M{JHR(SE?Ide>ra$UTiZB%NJ?r_miYwQtjdGgme_8NNC{W9;w`lsS$8sO| zR}hSl7BSb_z8txLTllVZPC$_E+B^5b^sm1Bcc&rveG>o(*`1!%@P4aq%i@_!DM98O zqZT9;OuC|JQ4n0dxeTKjy~ z4dwfzeh8eLCuP*>{54?kYY8l&iRc?}#eE&{>@0e8@3g4{b~C{h^M8Z%`^45GHw4Pf z(2fl zm(+~c$$zuG@VfCe>ioxP1aZbI>u5$IPo;jrk-mH+WY54jvX9mA-p|P3eluG%o(I&z zn@DRjF;~NCtTQBTa*7T$MHDHsp_@Qc%(Ca&ySB+%kO0^5m&KD>^d1 zW2tSSdYtvEcZJDvt&m0se43*JM0C~=aPp0;!A9aRTajJQiz9Ka+?59fiBvzqTz;=<9oYTh$>-+Vfs@-lweUH$MI273 z{nrl`s4i#F^$&q4^4c>%j)Y`x&p-aE_WuAB>ASSWX&=l$26y^nwRuPE{*P^H@v`NH z6&G*a9rKUEy_3flZ+mVbQc!H&gd88nzLyJ%#CteWgszXuvGgf@Zgo^_`<`c~Sz6m) zhAga%cJcEQ?Ovhbn6#-pxYQ`0cGX}w#d*e?;dv79td3Q=AwlEoT>|)i=SdLBXEc$7 zWjl$^?t9nO!!NIeo5a+ntp4-yjMqHDV(~M>xv%AnwdpS-{YT8{IkzjHqH+Goniq?_0jBCp zaLF{*+sXwSbDjokhG2d#dLe$rpE9lwJuzQ<>y zC7@xtJLCX@F`d6&qQ5^pMWeQlsLKn28Ca>v#~{~5405eE2AX|^R}bu$H#OqSjk|i} zdm3`c3Kgad4Dw0!G?>E=Q(lwQ^IE$kA9a_GeLDb0LAbtC;w``jfyFaBc9J+eQ^O2k zew8lEbE=eecO_{;5^>E<1nrEms-$tpG^hws@{oP&n(=9?8#;4N@n-#&u+gv~x(p2V zu7cBCXN+!O?bz1~8!=#{;;mZUG*Vy;k;vw_D&bVs&fGpar8dt>w!BtVVBfsQrEmCa z#u}%DFXO$_E+n>61ruVJxjA zS4cw!8O}yM&3uOtCk#(gFypmsY5pX;v2hc~B#$6*$JV*4%5$ge&r=OTl{(*8NcAl$ zea!$s8IQ}r?eFha{79`GmCu>UL^~H9I&)m#hV{6v=T(nrV10Uu>@~Y7Zu~o_&ZwyA z2`oX*SNv<|XBP>ppIuI@WgcXGTl)rwhxT#tJfbo|)b1HV9!T=iym$6ovX{i4w6>zb zzRfgqnORl3?T{8~g9901ZE@Hw>XBUF33G zdCB&#HdtP4S2Nnn{{TupI(0vPh--C!{UrJq#&K=^sO6U=JbFN7Rv#(I9OVB1yN|-4 zNmfsWx6>C6hI@mR^~)dTO<(w(3q$eVd%5FvwK`g&%tlc6EA_5o%YC21yNAM{kIunk zki&7~A5JUt?Cs8;X)ax^{{S;g6eRF*lkNH+Jbu{Pi)rcMXi#!A_?k=(`*&mOhOGYp zg?G`-;ad=JK{*PezTwuQ{k9xhUifQjw4P>}6Bf^GWMk8U2jT5h{tiwf@P?f$25;YP z!RLZ=kMrqYtY$Qna5SZE$C;2;b*t1}nd`r`Gqulz^;bj;R>mTD&OTw%z8ZoNHbG_F z8y`Vmb$-x|CEtO3M{yi{3kXqxemd3}Z0}B1?t9XVy``*K zHV{P#$OVb$1%8zLE?*eM@NdAQ!y1*Xq$f>?N@t9+vvb9MZ51sVl5#P%hqZo^{64wy zb&tWnhtJ_FD@*cp=*7p{8)#9J&|{u6UhOISub9Izv|$9JbIpHlYm1fCJS3Mg19SbD zzHn9IM&5Eoe5VM+%92DQVV|xm>mS?2?#0i97I+j~wwM-0U%R-u&JBE{1hT{s$e3}! z&p)ksmF>*WUnQ0Bw&m)|daQ68n{+=gGOqyl>G{{_7r^a4+fMPXgBIEpNTkx_l)v#a zl)?Jf=jG^K@$K44nNCk;uhNf%Hj&M$crxe9SmcXOWZD-UV&sbPu}vw#d9TeG=2rGI zcIf{ABh>yT$RPN6ugr6`EaYR4Wi|6xk9Bx%KV}_bBM^pRV`=htkQU&B^vSQJJ}F8f z_+R2V2+FRXDLEas8u>rOn)Eu4?7!kUri`uKy|tCHGWEbX1bXmml1d8{pZ9;v`JB2b z;b(r5U!l|dX|YR){4E~hzHf&u+X@ckz`?_3)3t2;5!K_nUkK?+7`3rxk)-O!Cbj&3 z;j3HE0B9GNUSr-xq*}q|sltWX{PKDFRyV*sA}dW-O1QY0iFru2jE=(~R;iiOCp3e}^6a0K&cq{i$@xE&eLnEypqq zGT6UzSf)?&ufIQOUkGX%z4o5kMd`D-KfaNqUEzS^X!Ng*e{E|aVewYkKvZco`(osb z79j>t(!WNdS<=JKowd2im(!H-P{Bz^e(eGz5$R&f(g<)8JO4Wcmf(mwhm|2`k*JfMl|cTb`A}3eu+Bp}F@s`cbKe z<$ceQJ|%o6)P5CR+Ch5jA-G-f$ekE-{uQ6$oq9`oL^8HxJu++Q@7vo-(k}ch;Qeby zl_!ef=Zz(d<#@*#uZ%1&WLW|ddXbar4STpbOB;vgsk!k@ye&&#Mtdquvcu*87*8 z$W7f;jMrDC+&%vQi9Gy>+{d)4sKzUb(hv)kLze{o;ax?hvj&IaJ7zJ7AmBMZ)#lcP zQxsEZQl|hBh8h`-dQ${+0FzgJ;t8e|5fdtVk#Wt151QF;BewhBt zcfZ=71H3hKBWO&~vy^j^GUu&%jsF1br|^5jT86RW=rkL9oko4r0d*m0AU$xA^aI+x zqu`@rF{ACAZ0~QupOZhg?eE%u zX+Iwv=l9V3l63TKpiDTPr2i)*OWzoHTSdRtG>;Q$+P$re4Lic|G!n9?$;VJn2e_|l zc$##iqa)(nY14|F2jpBU9Hcq8WFt|vVADa)H;+bx|IqQMmk;dY~19m#p)?g1X6VA`px|Wb< zg=Os%dme+~@trE&z$!NKLFTUoGD_eA2^r?0@Vl?}HM+3L*m$clNFo>kvQ9JJzG8Ca zn`hfWuVk*sNdp}2z{YdPs%B9n-z#LVYPRvLo5v_er+Uwt5e^+QxchTgPR!(-l(YnL zHCuhaf2>}A8urr729oKCa#lbY5R9f$M$o^2=lc&Rcv&|;(snH!Mt0mM|bc|V6(cnl>`?O zPYX%Aup=*DFT1A?+?fTWSjEv`&ILCf7Up4$#vb6Aj!pmC-EuxnC z;==CW-bWVJRbmup)MWIcofPUM_g4Io_Bm2d0_D-USnZ~hR-5)A@C}1T(p#;>F0&7~ zR7whG)49jKI`LhXjdjg!{{U#uhZk~8@f%A?0zLp&jg)8b&ph_8Hn6a{)xT%|01xOh zLwgtYd)vyei+K<+X57WI!N3C;?~}!JH6)gUpn3^d07zfr)u-t zJXg{}v=)!Z{9_$Q5jykbi`Jc?63l2xcr-X*nK&yLwfB9$sq~ zU$WoA{TL8cuVZ(0!m90)Dftu6y>oW)$Kk&cc>2{MztgRCG-z$-Fv-6o=G*K}Fny|j z5Z>DOgW>0d^f=_X{?O1SkIS`0Wmyz_%*;ES=Yw5UtI><-d2peNQE}yxI)I}Xe=qi(!`#_l!y*M_CAW|_ zXTM-;mHnllz46|&rRzF$8k~zBnzr&=BroMc!HB@`&T@T)eY^WSXro5`mb@ns{o1aQ z9Ei&fNGwmUTKYV0Dw4`+`#COa?0vTlVsUw0N!65oD=kle{4JzSqxdE}YpXU*K~39S z2}UIOMsxULzH6Fb(p=1|mUbld^{=Y_DC#lknr-VrDf7IUqiHa4&Otdni0@x6rjK+i zjHcPhJcinE264%+R+c6&4N26JS{i3G>SA$DaZc>RHycdua#IA8+z;|==^a*e(Z6O* z7RWc3F|=7-NAW8$Ah+Yk*1mYR&~*#TcYAF<=4Eyf9kCWr$Dky4HTAE>kA>biKMA}$ z;id3irDr5@!XDyi3Zr2LK7O5YaC_ps4C<{pDoIOA>S>TssYZ1hTD4_!nfOzw*=c{W zr;RRA*5=`^Z0zI;0O51 zifG%jyAs*_Sl6AJV<<`vH05@ae}SZ^$|~|pSzANVw8t^p#EihKQ3JRR4+AyFc=yb{ z*L3S}7v;8ccb}9NVb}0e`PXy=cTqZ_z$>>Sj0)#2Ep4?8cT$q#At-@kx5z!V?j!ZD z&nme=MRfkZ$ih_Bbtvq7$?*fgl6*+jd^O>bDYt8;xSgiP>?q(3y$&mYm%=vx0JGo4 zi(7AN()Y zJ}7vT;s&c{I?A4VTEId1MiFtJ$k%RJi=^?2Ri26dNbu<8QlakCSCi^_$LzstapGSR z>fR)LS_!V?kVApWvD{bboY!;VOUs$QBm7YDF@+xKOg0wrGXbBJ7GLH0RiD|r!FrE` zJ{_~pksl^WGnV?edGzVQdf-5O0!IBl*X5=>!_puz$(k9vRY8RBKO_#v&lza-Z? zS!2#HWRsuLli}QAUy0r*ze&Vq$4!}oC(IO{7oS@5pW8BN^xpw!mhPrV?K2E@RRa1ri2lA^wvX6sw?-qP_vp0{n+QC}n?l{3;yZYnvuAlbb_-m&4 zf5jShyED-kU}nWr!K7dmeeUBTa^pA{M^^m zzp}2C;m;dtx>toJ(=H{}u2@7a5Rvi{OAt>S4|@5g#oh~hmnoJYs4Ox-_OGpfXFrM7 ze+;}$q29NH66)X~jcy#2Y1FO@DgLmSeu7l0`Pn8}GB*YufDYcZ`K9smz}g?fzl~lp(7ZCzHj}4b8)P%ElLQR6 z^c>R3@fM7z$$PyuJY2#Ky)S7gd&_-1&ITJx&0;(Ixd)#l({jX($BdA9>-pE%{{XR9 z?1Y{%@Wek5u65b;+uLnGq!2@DB*8~rwfLexKJeH!Oe@V$n$HlsDf=6T}= zO`*sP5Bcd;KW0zbzfJI)c!$9dcxpp!V|l1vt=+u4N0f|DAdWg%bqeg(I)(sesK9XC`fzz; zS>3IVfg@a^hX5x)4^ls!XvBlc!h#1t0m-cUV8KQc*3Ld-%}NlI1AgqDcOGdHTm$lQPC;&JVHlNxR`SW}2(DKv^g5}o zh_5m@MEof?fKzJ?TWQ|m`5ro}=!NqWX9?^c&c5Yr>k*UC38tSBt1dan96mhq$c-Yy- zQ&v8M0Gwj%hDjT;s;N>>QcXTt7TyPWB-&Me=2mBL)D`KwC{gTpr z{*5+49@rwj0sWng?cLVnD(LqR07ngxU!;&)n-AC~#uG1?4vB6Up2}HrKLK6Y zhwkaRYouS~e10Dg>*CV>{C_j^v&0fA&2pdx%VR&M714gjYxaNIkHT*p;@ymrub9h_ z2}9fPHO}ix=Fc*+0_C@0dV5!A`zAm~?JMB_04^jd(n$G`XK4|i=bG}V&e(Y`Bkwa< zIcwPc8oh?@+T&N&tl#aIb}>wfakqIO4v(OA+kS-6M$j`|qw^HdWm2W>5xC z82vla0`&$Z{Rts*>&4>e$RHr#WbHo-fnQzOwlMvH7rDrcHf|`xxo)%cg1!@3bViXq%1a zW;!Mf$X5}zZMB^Ox#d^nr zbqKDtJJ=T1I7Cjd`JHz*I@g-`qSz0LGqSpFGi8|l?16$STx$K>Z1FPsbm>YdEo^sU zHk#j%A0s0@F;KPrt(0tTSU`$89{&JJHGN4m4Jjv?H~haVb`{{BFY&GBxq9)%E+9X` zI|}&hHWlI|-$U(dVxdNtypK=#hw=JrzX@1)cEl8p$(fc=z!Q;=@UIQLySUVDUgGK9 ziO(_|o@%_ZAXa(0dY-k7d#X9!s{IcHdRNuqaIOoMC+GN_UajoA7OpiUwi{KrUMn(5 zOpIPe1zV;o9_H^i8Gab|^`wGnE*}pe3F*as9V{$huFsam;^i-gV#WRT^5Bf(8h?)sLQ%LB6^RO4x;yNhQV z!O0u~bHz|?Ooz&`J&j8DvtP)iq24jDbORL>V|lqSo0lbKPn2_3|t5lQ3$*U;ou{{V+yv-gkub>R&|#F{>xEWRGFm&>`h z4S*ZEk5gOPf5E6{&@~&0(UN;uS-ND`tqdG7GP>OyQ^vds|wQr%Mcu8Zdx%HToa>M%%$*@Vmis1W=8lTd4$doxB`Z z!&<$%YC4CP5G+}O?gOoMRfRfn_lTug*QMRIKZvGeg&CCr zE`2N7d^hkHSw*&z;T>&mKr4ZgLG<^pM$Kf{aJ%*t8ifW88pVDvpJ=5g5SP=_rS zc^#N)6KmQ@d%ez2!X6Hq9|l~)t`}m0Lx4I`{3%Z>#sB~dWP$0|n(8fWBYhV2mQ;^& zvlcDL_Qi953()@n!d)2>0)VhT-u$cKvDNC#tE;@>Ne%4bMFpubBQYS(!c+Da#SaR^Bm!Gl0G8=v`79l=w+-1MHGG z@Ig4>59MDj{A<*F&jZIDsuKYK5rLIMpYVPJ{H>xpAKqaj{g9gAdb2Auc7|{Wf&E{8T?pZ zFrg+b>~YT=4{G_-;Rcr`rQy4$Lh4dXF&uI4UrK(-_Uk8rJ}3advb=7}M+~8P{6=f_ ziBXfmIljl{)hw$!_b`8FRCqP5VbqVESW3N+e|z7hdKI0sT%AzD>KS2?w@HDtd;8a$ zd*f!x>DUj${5pp6PEpo@YJImb_>elK_`^&r<%>T_pmFn6(uy-ZK1}5E&wBc6;ZlKW{F20H*mKGJYvvz=0i?5!fP{`f?O#)TH;6?J02$lK1FzPy z;QMluc@SOhu?H-Q*01fpJi@yj-Q~rIc^W#aej(e2?2cB1MRXtDiuh4(m zR!_71IlPo^By|hliu~uc@sQImS%Yn1A#JKU4^Ps*t3Ibvrdw)$X8aBCR7-QxV6&Fa z;3`|JE4K}vq>ujqU1(48!o)7zVU7m|zk*SM$w! zbEj2vAG5;r;TI#+e`SB)>$-qd$t)8fbRcHFxdQ-a^skdYW%Mv>*W(A4-bnSy>G)UH zVB}`Mbm8ZG1P|w)G?zAOHjXRf2?M~okvPbSh$rZ4@$2HVH~b{mTk*It-CwaE7f{LI zEl@5uc`bl@@n4T$7bIr!HS=&7v1cBJy0L5bjrj{C{{VHDsoMU{@S|$%!HSS8=^aMo zGnFn|9-O!5Ups!z4o0IPU>D@c$nA>y8v5WQxONJJWDvQ{ep{J0?Oo5&^35rx#w(Wq zrW*t1T>RLqT}g~EpD3{2a8F@Yq`nFAq84`O*v3A!m3eyi3-YkqK;eGrt_pDMdzQII zTXk3&$t=sjAXY>(OtU%wpaYDR878$^S(SnNt;b%5qq?wBvDm0lf=+$2UbYTgwc@To(5>EM7sxDL(!@y&Ao02C3V@P*m{2y6mRZ+fWdEe$Z* zSBI)UK73(vTf{T&870UV_5T10=d~MFf+jAZ19r}GeXD=PjgJsqJF=I~(BXSmHL3=9 z^1;Mog*|Y6Yv6O4Ul4x#MxE)VdxyY=RkUV!_Ng2I*guVXW};x4Cbci+l}+k;=iBLC zA@C*zmrPyk%D`~_a(%^mzObKUNTfsMkUsJJIQm!V8Acxu^-6W%kLK~mLe7%!YV{MpFI01DpIkX{IF!<9#M`N7E?)@$C{Npf0DFwRdo=DJS~&!@|C3{j|A z9md|^*XS6GWeSvS%zrjvxO*8K<>H(#8~NPzb0Sz;+eQvRKt8-ts1=&Xk;fHY{=!s_ z7i03^Q*M>g#I{BVuaJym?zGR*aTTg_RfOSXZH`7rM)u>mqN9>=y}qW3`UIKy`;|Mh z<}Zskaj$@{+*M zSIN2+vQOjfEh8Zt?JLM0joQDNa^+~q{{Ttz9aBjCg76Mg;XaLo+C`WlN2V*2@TA53 zQK=O{;MpR~7npO;RwS1t(`? z`CC4tQm$o9$EEIaUNO8U;@5-_mSl!yEDK}i+D}ieIImFf_0zY+w+{Qm+0FU+h~ML0 zLE|VMUyHsSmN_=5U`r97;pV+3!qU0;rEG+4QD-**z z{Ljt1{TlO6kS)w+6aCf|95(6+=Ple<*Pj{x0A@cGMX%3i4w^15)qKWCh$R=_@~@w+ z{u^ty+MJecV$E`-sf|;RNA<6zp_oGz4rslP0<9ZV_Ho?d&9jV+xD_YaNduz#*G;MT zM^e!+*S2#(kO&Nf7VFZpe#Gwh+CUiww{=wYPUg_VR!-7JOWN&xC@0+0g`*7TCbVR= zkw_t1Z%%3J41xMCHv z*iwFJ=@jvX1LhUn|;5dzucD6f? zwdB9DORS%?My}DgQzH&R{`8;`_2gH_ns12pKMr5B>9>sjJxNkL6{erJzHDb=e|`n&!|>Zgq~s4q0x zsmhv2TcJslnx6dic7%FLWICyeXjv{IIJ@?}Uir#z)@jJvk z*DngmB5(rZ)6@J#et*0o8QLr#laFfs5BQTH{{V##;^%pMuQ8+CBjgYOz#ovW&$dz?<@|hMYRb5EElRn`q)sti3gvSAK$RmM)U!>m&{9mtlbKt*#6G72VuCnP6 znZ9r~G0u9|=R_es!yy0=sz^D&&m33iufty)-S|u3m&20|fpg*&xzkeu50}cp$0zZx zwV>{rNb|Fs`#7kpo^ktn&n^A`0E1<4B9*k@%$;_U-0@#1#XbO1!MWSJ9B0W#&A8&dH96gMvqe>f_OWnt;#x>2KFtk z18)NWarLj$uYsCt8y^i^d5s{7(Me}N-i+`o^CMNc4DddGdA(hL7~;QAzh`Uz0Jr#K zMR2W;va0epz)$|Qcv!eMQlF~)!#An^&oq}tcfS-}m*Ibi%Hwd;=IhA&hQ2b?-g{5k zn_iYlzS9J$W+7deHtW0YpIZAf;(tF3JVr^!{7a_)0MHG5F@LTNN8lfbcD#`Up3W&@ zX51SCIrgqe^G>{9_gCtC)>{WGEk?RO@;;CF!LQrt{ua>m#gO@?#wU^#QUP6nbLm|d z!A}iB`UZihPU2S)86iM1v5DvFTnEQ55KU`wr09zhPKQZ`;K_lxvNnYWuW#1958(UU zY5p1T`7sN-Ta+GLh}^@DxgPcBQllthr8%yrE2#NgAo>x0)4F@MkEdTIp?zc`lpz)* zW%JW;J*(nx+ipDkQqo^b-k&qVyKBuSWU!lP{#-&K@b6m11RHmNxK6_2dsy7yHpsB`9 zePR1D{?7Wpj(!{6_=ioouw|0&Ye%=Z3?(~o2@l8_$*+~Zc$zrD`Ac8{j92M*>q`%WbB6aw_zU*e@U;F5@TZ2f7KV7z(&BI< zn{fcPI%lZkBOR;DejfZ1(mZ?N3s9F)+UnEpad6y$kKrqxob|7~zioepRzDYfQ){N* z>auAGYbr39#AHGa0qN5KkIueRpTI-mKg1clC*l2OeO!putnMb-kx1ly(gt|?8uYk- zH^SlI=+;-<`8nkn%-M5cWoNyQo4iNiolC&JAe&0mqY>Od`BozV*RcnvzBwy3##TVs0O0Y(e4Scum3v7aZ%$CFh31P73SY^qU)X5RIEU>Q5knl$%Bd{8 zpUay2*!W7v_HOasfvk9|#kMebe)c)O&P*jplWOol2e&4_H=&)Z=MzG9$cN=_>U~G# zE7!g^e$zMK7=9IaJHtA?l+tQ?49@L+yK%Zgp;vImcLAPwtg%=xtv*y^EYB3Fa$ikT zKTI|IyKfZu7EN15WYjc!n|789s2CM+M{o0*?!FFLojc)=hi%VPv|cfccdy1T1OC$g z01-YNXm>g{hqbLr(@vRKHLS_zMH?{X&=K;txX;$U(D+0D00lkp7lk|nqG*08()>XB zzMp21TwOtKk|o4|a>Fd7XWqQp88vJzXEg4bK64XZRj4X%HnX|vAGQzd+2C8>gWnK* zXD*v8J|KqDYySYXtju>w>5StQ@L%i)@jpoTSMg=_ePO(t86$gnB?`^uBYze!c*q?q zGviO~pX2X~t>P^r$HW?>J{Z5ALmrygT)+!etiSXBtegpW|`vr9!kU<(7*{#|*T(fjmKX~AD z_Z9h%py<%}@5FIhUEH)v@?goHMr%r6irV$hfMoFdCbsD`>heV_q}v5hF||Lvocz_r zX;XNYLDXWu(=6Ogkax<18TS0^EG7-%)U7m|HibM>l9waX$o(b#pFDl=*Y+91YPK5O&nw(bJ*%nU^&JI(zqWG=o-$ks!4Mml_~~(`xOAkw-~N` zHU&brw5c=hF?f1)Xe>oHFKYK)JAOyopYTh62E(ZQP1W^b0B`KAJOnr(A(6Olr;-8u ztL`t`2gPT>U$b|OZ<2PmmF)h^l8&lmV5I$UO@35<&p#c0B!16&-Oi)oog&)dZ(>+( z?JlFrNQ!d3^O2LydPm34+c)AL?E&C~@V=wrdmRSI%CgSZvNIWq^imtObyudPQOQel z#IHiOD!eDl?!_hdA0PO&kM@vKbFp@u^NPS?uEPzSdRJ9_;B9*H@!f45@_9Rf6&!yJ zyhG*%YZgL#5-aFoUW6i-Iy~%74;3lCNINqCsaT!B?bf4!5KiSJ6h76{f5Nrb{I&ww z$_}8gsbAslvim~Xw(Xd}VOsrmidN=F0?M&3Sw)=>g#$i`00ZSKz$UECkm?D*9Vxm- ziL2RZkwV&Q0Gt^&f&FVmbX&K5=GduTHn9ga^VKRv$;#)_(x)dF)3&8lfC#rc4Ck(D zw3g+I7~CG@6I(y@wRJyM&48b ziFM8nYuXIE^fFkmLm32P+olD1?7j%pper*kl(D*;?gt{fxlfg(G1ys*cqO}W^{+b} zQC6~v^jTF0LNez+Mt^5t4aFzy)uc@$NPPW0cE;azeq3_B>%Bf4xrlgOWxr{rM=HN4 zU7)G$_*cvy1pfeRZv<(7v!0*fo12D%#1>X<0JoGDQb8jmj&WOl82z}kYwdeVJ|T+R zOw+8CneJ`nX-@25A1p55GsaDLb?8YnlGjhn`KO4Ss?DzN^0GZg_PX$i@ppxM9pTr! zXuq^|=wfS!Yl2lzY>|_io8m9+ zS@65Yo+sNg=)t;H4L8w9DT|4b@#VpZ8h$1m$ zwih4Dwd^3cisZ)@Kf{0XQ1 znp>X|+Ieh94HNIieL(46Yi?0(zr^k3s-+*@zq$4=qF=1n>apAHF>aN_3Kf1s`Pa@; ze%Rg+@V~?8^jpmvR1#bN0HJ0SQ5(K?ji)&P8b8z*jjbe{;?LVX17|{ z{WJ0J!@myC@S5Qz(DeL^6jd*1q^|67)83nHVqouV`^;jJ`UvMPjYRV3rCc;dO= z+B4$Mg&_T(d{ZWu;u{(74TxA`x42f9cgu_@ImoZed!O3p$NvCgHY?&yP$H3*^BZx% z_4?5)4kH~=s&n^J@1gV3#Z;pUH16N|AARfo1<|yvOH|P`y&~4y%Tni7ZNGq>9vai`ul3stIB%lGnYfS-IQ02P zQ(BrrOCE!#!7{S5I;c`W>|64{ugE_Ze$co702LqM-kY!ACC#pda|o4|-^&rE{{Wq_ zjz}DSHTs>R{C@ax;wf~Lvhik^P_F2NlI-Vh0LkERO)P!`>hfIDz0yR%IaBu&dbj>Z zr=onv86Ce0;x9ZvbUiy;)mqiA;!EQgjy!H|iTuT0Pm4YaX|5G~QKXq52h34+nHU-M z=Z{MA2tR2*hriiZHjm=HJ!dnQk_j6Qj#!?1ezoRGlBvq0=6Tg+QiV4rntF6SW5c?% zI*Z?GcXsP&%vL1x2x4}war)O2;RJg>0&1F^Fo>;grnkA(P*;V7#+u%A=`!9>z>u|^~d}aj@B=Svv^X^NNMIUv?+GXK*>FE*S%>^ zE~`;9P1Rcc`zH;9J~W$P|E3oy76mwNLQ3;8nff!z~8x zEk@$b_fWJ+4(D%;w}8IC)Z7%HPY6Oq!q_+^R9_tDWK?4ymuVdyHDcGGVAUuDL)t;z3uWxpZEsiU)g)d`qkzB zl)8nj<+O08l_&!M?j#=hKgzg&+H2$8pT_NDOg0u1Y1Xz%%3*l}GLhkx&zBD;5|ionVf4^sTD_ax{NANgPgW1{2TqNZ$D=JW5*hPq2aN8G}5Kq`I~8t z)iA0*+2c6%HPQGd_G9qp$KQuOAo!oI%c<$Q*1d6Ys;WmIFvF6}GPvYmj=q)gm&8vW zPvdQ4TGpj_9(`rJ$$=m;k3b0HwR$&#{{U+R|PxTM~NI%6yLhqen)fQkJ~rJ-vquG!QpEyGfTYFw9xj}(>!}+D#eLnbJw1g z=l=i#^`x}ZJZr4^jTFzMO1a4!jE+eM->rDYw|sBlm_}5MyY?s;mh^51JPSz~mPI4#EkYCi`3t5Lt0TgT^5vpab>&vWgZSJOYT z_w0*h@ix=MejxF6_0663o>{Fe?VKu<*ccW*nXjO5h6a+UQD}UABBZO$Ml!MIKMOU; z{4t^U(3?SUE^OM?HwOV3kAJAI(R-^Xtp5OEWr+){U)fQW%VhG)kHa-QH(+?PFPo)0EpJScEw0bldU@?wR*M*F(u@RJ_wB=!j!%GcT4qaxy zGxLK~fVZCI*CDuKdwL4$KW9~f)8mhat|#8`!?}!cw$^Sr!4=G3u%FH-M1*t&dXAN) z@UL1=5BT=mQ5)aLMqI@n;uwwy9@WK0Jn&F^G<~*vQPRRrQ23HZ*k82QjHU415@r3jgfXzRpf7+`{NbYSjr_uFVH3d&)%;yHJhnf$D%&VhhmeuH~bQ9 z#oDOPnum5t^*w8m(5Fd1Y5SSb2}wzS?g=AkKasA3;f=SS;_HZaWpIoOA9KL2i{K`Q zVRQRxU0Kf%p4KIiquc=7jD8s4*N=yr!_=K#$okGNqOqAwXg6z|ca1a&^?wixF^Gwg zixyqD02BQy4$k%~KMb{ub`19)YCv@n%N5<7qt?CO<0{$M{C3oB!l8-H*(wJJ05~GN zWL=A0CG@)}aS*%`wafE^xZtjO17Aah#X9t1J8pkB;jm8uDbeQ991p|*KjAP$RxGIL zmjfB+J8SI!0NHshE&L^`JeKVwvH7w_$Ule674i4PVQ+KeHI*{Jx*i*=W0Q{G{;K=4 z_FnMi#9s;{lK7e@gUSXZC#XT-uzst)!%yg~=?^$;jR7ist_SVVIWBz&iYFyI5-X1y88s`u_kr z_1pbk8zFCdIS|__myz84-_E=|T-u=tLq>Gt>eZHEQ7)GJkDPpA@MQctyL;x5L{~eV z6$jnNdiiryZ?$|#mE!s2+!$`|G0CrO{jUE2YF#T;njIU%(wS$sR#|Qk9;dZ@x8O}$ zOTQ3DEz`TKjgng={&m|;RhAy|dKZJJfaV-E#X^ck1VG-3Nemr=G)u9u}ACzqpmZcAK&2E3UTiBl#@+$+MREYtTL)d^m#itIKRo41PuA5Exdo}4+kz8)a;a^2scs9a4BU6nm zgijI{jIiN|>+M~KiLK(2>99D)cMiweu6#cDS>hiPhq$z|GF!30X*dnmyeZq%f2v!$tw^O%eAm_e6n~SfUlD^J#Y7ZBY{YR&5hKd zZ?8)Fm*9lgJ_7g~;>{NE4ZPPDm)VA2vGIZe5#U zm03!gx@SH!2T{_EImL$)Iq+qSGK-6wT`o8$jGvrHxgC3sYsfwwcwXM} z?rW=vizFv0+;LKTF3_RZHCvXsQcQnzXCMyQuUqhzl@*Fyt+Xm(j|8zDeJhV0nMSR6 z(&g%UlyJ_L3Z$1rc3v0OCe`%~HpSxFAVnwuz(3~|*?euZj9xq|3oOf~1o|K?+rPrAd?l4fio*a#;CRQ)`PWN*s!wgCTw0}xbSlJ7 zIb}YC^{!XpBN;qoh}r$(lk%LBNB;n>yqv|xtCNC0+lNwwBCmU&ROoORER?C(v9?FK z_cfuTSQPPHmDIVA88d;-)BY7tL5@>p7;b|bf#;mpN24kJ+p;QiADRP_2Ta%HwREZT zKUQgb2k3jxitbX^;oaI60Qp;nYrwucO{H1l`VYqzFi-II=*bv% z5MU_a5nm?$(N+Rq58JA$tYRhkS37>0?_TnZ6xH?E{No6tD9T=J_@i9$ex+j+sR;7e zw(ZOPJuA<3-xA&G_W`b5kN1J(o-4ZXwX|_hFpWSXuRSZy{{XXYCzE+Yv5o_Q{cH6s zx|)@&kC@D9u31SQ-|#N;%J7!46l#2|<=Y&NE9sxv#@@%mp9{QsCH?$WO7!mlTbMjNk{H7wi;{ZQR-Xup=5zkCKQ)NY z@~;2~LHNGZa_S2eT}3+|n&L4Y%9Cj2^zAm`B3k9o;$GG1e{6*m z$AHnfDhiH=(z!ns+6T3f<3I=muqUXm)qR&G7a4XwKM#p@E2l2!k}6_Du<{>@`fK)h z)UMesBPp}VQpn|VlZyGG<};Q0bgT$4ALUA@Y$T8R(Nn+`tx6iO{iijN?p&j z%xUvcgjTJykobdi?W;-=M0fxYS2_2t`}S>&+<1XtF|krINab^%O7qW%`=!;JC*;pP ziLX`tmK;msSkXycxdnK}F`w|Srl(mvBjh;T9A^kgSbvHGit(fce9$sj=jn>`584jVe&2f7BW%pThUjxvz5=G}D`0_eB~~E!ImLb_ z#2C8JuBl%}e@pOA0|`7Vu?jx-F6Z6eFo%D`c*r>27C{4^mHFB62HIGBX!8831cgRN ze_H)0@jM1Uhh=awmg;{>{M`7Vauddv3mXzQ@~nCvQC}&ZMqJ8XN2S7*Tf^5&`Hye- zMJs)pHE9YJUc-`W>OY24$YBX5&4HZy*UJ9@1!Ze{K+bnI+=g+U)%6F$#(6rf)Cx(* zOw{mukF%<9@rC`C-^wTL0SZm<>rvg&RFjUq4SsRhcy`}XylGt&1!g&JteUf2Dn7yr{2^{{Up9b<{Nmazhya-VX=-=Dx#> z5TFyEdi|$|^ua+N&KzK^naJfnDX<<0)WPo&{#E$p@ru?*@jc$w-Sd{)k;k|B^sm@o zj1vev2dTe1yr$df)4hH@d{vM?i*JYvxX4*#9r*tM_19)CwNmS`rbVV2SMGQJ0JB_e zCZ{ZZYO1i$DoH-W+P&XWlkD?Kq?QZZ_OBHEm>0~xmBNP#xC~Ek@@v|BW?b&Vg2Rwh z^#1@jug!BC%B`9|NWdjzW6JRt6J^tJ0gv&1T`H9FVKzuhCm6>SogLJZN)eIC13ArH zOP6TC!Y}(oR~(lv$GaJ=tX;SAVOHdF@A@cP5wbhaoWSk29x?dANnk#=6Ua#{Oxo?R~7s5B0=x{5jR#xai`WofFC7<}D zZuke-_o6=%FAT3*3HL|9-Y2mwugIzZIU_jgE1$fwV{w+00E42gIrKjD)cB(0{{U=B zk`+lHfHFrl&tJ^#6BR0|e(@um`u>&q)^*PDEg#TSrxivjJJ|Lgfz9@7MM)!B7k4BK zH|JiNB5T@bRZw zR*Cp05LHyMvXuzlq2pd2((bRkMJ20BcPP((YrfJvCpMdP=6TMntPdoETy2+&me0kH zG;x(o5L;$VdZ&auL2cq~N*Fg`oc-g$ABB2YMS-DSN^Q2j|(U zyorAt^slFWAY4av@Y?P?D@L!pJMu{azHIn%sy->`4C8}&836P1X1|#7&w8Afk^YzF zu#-)ue!X~EL>~>bv_RZij0fej>0GyjH8!7L)?%3qTWxk0BeAa6OhXrftoY?%1PbB2 zDR7ebk6R-u(Oanv>x%pAB{@H2;+}~g%~_33Ok=#Qp~&m7eWT*Ggus>vxY^jKUbW~R z9B~iC{W2jUzUyiD1F#GJ73Ys|(fn4^f{`&fETr@$djA0RtGDpvsVBxAIdY~!ZE#NC za4YMxo3CQM3*o2D8jkJ1d-5p$*5Tjb)xw|$ETaVf0JJ(+75f|7NU`{h-;kFJ&$&Q9 zm399BwbQZi6RMCf!N~5|BY{{yv5Ybw4|tkcH#uw70oY^s2Lsx_E~ythU28t4>G6EI za(~w4?;6`jFT~wTa;avp#v2&>*aUi4D{cEZTx%B^t;|||zxrG|k2?_H0G z)c*j&*S}sA8vuF1KYG2xL_(TPqTmcfzsj`AoBFpRdbZDyRC#f-tljNn;z|Aj>6Ska z^|*XtrbRZf1kwb%3z8$iAP@1cknX+-$35M{+uNzOjj%Yu0QAj%r~FB>i&dHJE+Y~} zEA1fqV!Ufn{g7_;zY(XGsf$fI_5#IFea*jjKBpM37YA1nEJULRbM)BasMEtjbrqXG zKXqS)ucF&Dw-!EJL!n`xjJq< z6=vXP+x#o%zli?;11|g)s`m>U7Wsn2z=7;*?67l#sqC>*<$hlQM*4k^ya>c_;caA z2=%Qc*4+qOh(J~CnE>_ludKx7PMtSWoVB)x$7xq3PZr#Hf9#y{ewF$|`$#miX_wkmFr>1( zDngE#3RvSc=D)K??CoV~q1`tGV@9 z+&jc!C0+{3$Cpd{EogVKMXXzBFAO%S(o1Z_oag2oV~h^f^Vf~^4L;k%H%o13utyV- zNqh@%BRKv+qj*86q%$?MyiBXfi^gOpku(oYZClCZxA&x87{6VUlj|tvF z2@H{7Z5;=#a6TT>BrKC-cvF+xBD-x@C&O3B*pK%I<`~I7mHAFGw>;vH*{D$Ep>yVK zPX0JG7FRg{{{RnDpIVj+#(2XbfWTvJ?!Q{*{7W~Hs>py60pyx?opm{1ljl?X0N2q+ z56ww5d@Soqm3FUV*8B1((cOon}!sPVsJuB`M{i}Q{@mt|#hL$C3eRWGb z&@dl(4hZ_!=G+>v5E$Mdt=&k@D^E(*<+7P(wR056alJV0*jJ5TE`+4&TFmuS;aWVe zq4baKTD$y3qy|PMEMboz@$#s}YWyO%E#W;i`7UNDwY@RLc&+EeE3Xy{ajVPb%^LY) zW81DjrF$>JEkMtqrJV8vkWPbiXC;@Ob6lCdcUumi*2Y;rUo18vRbHvH>Hh$Y5ZhXQ z&su`p+dQI3tR1J&m)@ojFy+P=WD6-6l9%AdY9x2_I44lkZmUcd)Mg4!Vii1XTu+WpAJ(~ zu)e=*ttulJwt&gBz|K^TPXzH_rT+j8{v&u_;h(^NhR0oZw*Jx6 zBQYXC(yz=qWCPs(wfDFM%;b^7p8o&}He0{Y@_*aT{b!rO(t7};&i1=Xf&$|pV1J%#gBc!L z?CjzH0Cx%M%pG@oh~3z<1=J9{9A~G}zeT@g-w|EfTKH#8zWJ8+-NmsTkr1%{Rr%54 zP04E$GZ{#A+~d>J75a1VA4Ime(mWrjPYSKom54}LP5@Squh$jx_{yq}CpU1++V)ix zpGWx~oAET3_+PK!V6}v}2mRC5z6$V!F=`(Hz9dUG?PB;q6 zTe&aL?Y=nMXW~>U2@)@dt(r*Jvt@?S?T&t;yYGa4CbqNF{4b|iK{H&t?7V(_d4)D@1NGM6(tJ$ zeXrE;@JceTQWDqQ{SSTkt*H2Z!$xzg>AG&B-dh+`P$~}WAGwu3HyyFtn*8+rv*z=D zBI!2@tF~<--+XxcqZ|*)zUuhjb)i~4lk1{02+4%VyMS+{d^P)Q-C4=;KTrEGMvQ3I z#Nc!o;=aZ;Ct4FvWcnNB@Qf#R^tt1g)GhtwbXsMVj=%AD z$2M2X9qdbIZeHF|xl`{BJu(3NtK$!hIt`YA`%(BJ3t)+3b*RS-R^dRvG6DT-?0<*S zTHO3~_<~`7^r3BNlBpke?-BLuUK8;T;dQ5sem3a(>D5J*?v;L*5Lr6z`#@Pn;ty`$ zoqRvEg%+JnozD|0uZgFMjA^|(`W&C_Q{b%+$3L~6ou*n#6{e+SV2^au$|Ft?GLC=Q zIj=qV?fW#@cpKow=B#|{o7TLIqGAgVEtiv##y#t({h&0#uYbWrw7oIZ$!U4^IBrw3 zFO!p>ZiDGxV0a3~+r>T{@$P}BTcp}#S8rt$5~zPJKP&(SeKW_Ud-OA^nO%6{pzj$b z{{T1o8CStmuZN9!?ydOQAB{d4&=K`yki-Fu-#0FS>W?2B;a=uc<)cQu?sv( z9DU|04vTO6@- zIU7Kv+aT^iKC~>JgV@#a1}Uq=_M!2IN#5>@$qddAAdtn z`z6LO6d%W>HI z4CjvA(tl@6MsjmP%CKqdHJjt!u1Bo@0K)XJ%Wl&fY3KvcJ~!FyV7hZ1$2`9xyo^{( z7?IC@Xclvv5^r;GohD5^YyBo9b=AmDWup@~Lh99RVIj<|0 z!TaE!VMJC>CnSJJYELV}C3^{H7}u{k>u`Kg8q~4dq#+tt85uR{vZ~x@lPCpoA2~TA z@UNP5J2r<>f!)X=MZp~RucjiAWAN;RF4ADhml?+u^I4`EjS7+WXV_#o+PJ7rRUO&E zd_MTIr+g&w9o5uPt<}S+i)G9rL_wV71K*nI^gr4|La_0crLSISmU^0BV|9%1ffh$X za5Ijl9;Uv1)>27z3Fdb!%;kqX<29e<$WB<~wR_OZDORMXE~m)X$6{$#mnFA8x=-43 z;lJ3VKk$R;zi4TZh!#o^DC>f9LH6lcKM;RtFNgj#@W!E}TKHzqNfJZ0&S{>IHznH(YaWQs1!$tVZrRf&QZRW`*mZ5yWr!US) zB=oI|FOK>&G7_R_&QA(557(wo@~@uK(p6A#$?R#XYd-U}2qT^j1x)fxJoZoTI;rQl zxGqiE^kvt^?F#l{@|m{*#?k!#gQa6?KNWO&lQByuY@7n56aGzjXo_%7V{Cow=e;Pm zxL^*`&p52sOGX;sL#i3>F4oZXdHy5Wv}}tb;hT_7GCB78ckNKyc)LaO%E+JsFi22% z`d64Wtm?c*M<0%9t7~wiZd1D*L9WVqbttX=T?Fc6bby|vH*f-(1_`!WrDOt|KCV)TkWj9-Z! z6t-1Jo&w{Y{!ktJi{Ulwv!4wa@*H z3I6~Qwr?E&01+7Ss3YjRe~j8@aMPol{H?TbF^qpYOOGCSJ5rm?x{@g;W0x%$0Q>u& z@UNXCx1EOI7%3&9?hb{~j(1VlgE{D;8=+x)HUb6+@{Iks;RpRQ;~C2$B=&uZY7PfnxO zM{oA-Cfu=&tbG+H#oa#DztQzMdgQQ?fX{yZwNmHej+u8Tl4)X+Mm(0~z0OZs`Tb#( zk_O^E1tVF_pOIXi^x=}>;Vl~`S@t2jqIu>7+*Zy|0}gFv*KpT2R}(~et7?!@zaLSF5UQXVtY zn=9rZCye5&pBC6gtgABf+zRtCZy;j37@T#a`z*+(-MfXFJWSw62dwe-qew zMMSDy{X0}G;%f};G82K&gUxyTaLP#qNWjf@R-Od6pThC#)9M9fY?Zew#}&_84Ni~5 zcHyy@tV89BS{t!y@mxi{24X!0J{!bm0Z19>Gn(Vz42%@^?lLP<8>1E+t`E0STr;B- z^gCl(b9bKSPY$9Wo+V~b+knaG_zJb-8))U8-e*wXC_P4;E^EDzvtf?6(nE#Vj`qf>8OK=ReB6 z*!`b;38>rnd&EZK@63t|c@}v<2wl9sIQk6N$G@^Y-kWQw_{nwOmrIhuHMnrw2m(TQ zJ!|g&0E7B&nRVe07DwUcx;jtxd24?uvN=Y{Y~+*p^shrRpEe3HYpLW7<4OivX1TNl0{ordIk>AxEMD|ac5*;3@QNz?&@jMtHhtmxtAC_Pd>`w>nx z>9to@d-v@(a$>)+ZAv)fxsDMM!wJX$e+V_@9|?9x55+s1VpKnd<&Cg$&h&0FwWoct*su+OJ}{v0RSMV;}w_SDdIjENLNFeS>84; zcFY2(12`3{X>T&wfPBpCAdUbyt{i-&^@$%(!)|q<%=AYs46|ukt>atVGD)4ml;gku z0Is_)*w*$-uiBo)?p>s3iP@RCB>Vn#OH24O;@=b9NV4yk-SlyFf2(N{RMBAVyRJuI&xRg{8t;5 zxYVg8?aZ|EK4AETzSG7^H>AW$paFmguhSpdZdZ@?dt*8(;tAPTJPuD<_>)5TD8CVW zb$u0+#;>KIyp7-iS5{PU0Ky=PNZQK zvOVmIi;h_;Y2EWCY5vTA5VTK+zX>&MPh7l;%?16&(Ch;cPaIdxpR`Bqaj1CKX|$~p zQ4W@*pmirMGuMjn&ldR7^HpYo8J-(L$8154*2(LNX3r+N{{V*ilyd7ZHW5)DmaYR<4A8SPe57y`*6+dz zH|nvX7LXUo7#YobIIKGME=^m=^0NFxc$Bw3hVdSw=V*@+l)Pu0uQ;zivA&MkkC`6v zo;Qwb(k`^m?HeMa0D*%UTJr5y#q4j2XDnMANX9F|z{;CW2iRk&r)fP+h`cI%No%Xi z93j>+hX}l=Ijl`f!D(mqdv(KQfNi5BW8S@=;7o9z1$;w!VG{&PRY{q!6}L8jJl6>{ z=6zik>~9fSKKNik{cH6MwhEmnrL#W@;vRU{a_Ej$9X35XSA5&Il&gXl=G|Rqg`om_ ztGJ_B)5>#}7yt}l)jcmnzke28my2nw({IPQ5*J zK4%F>+d`u_JtJO|QIAv&A~nB|$O7`Ay-%fZmk?gdsA-n=mfm-o;aGJC-n}nL_;(+M zVb$a_?~3G|v1c5fg0#F5rLC5urb#WDY=%LSd18MG^s_9^jR>UWt%sIiCtjqKV%oXa zd^7!=m&6ysZDC5l$&ns9HG6J_rD*;D(%Qlp(W8WuxTqWcmC*P?U$xsoc##OQa1b^> zFDbuCPZH);vt9@g`y29IR3L$fl zF`D?l#}>caw;v|Z1dc!;@IJWf(!Q+lH0JBWy4$)&q2hcgIqGqaE5@PIq8h_P<%wlH zk&pt^@a0KS#Hh*NL(Roeje0VvK8KimJJMUj)7~_*1s!=GHY?LS5fAo-zNsR%#4+MB z8=U%)_*MN|MTY9+#;UOui!XpOe;icb3GB>}>oJJTkgv*HxaYC2x6GKQU zxqB;y`#8=~dyig~Yv8)h{wj>h`(=z401RZ;Nol6)sp0GC#lpNYDJu)086RI-$oMk9 z@mLp{Ab@A)2OxVWD6ZhP4E^2{wPHGWD@L+YJ2R(NA{`CB2Fp2oUO4rBeXYn&L` zKp2tRJ*%IzxeWwEDnT4!c&?AbKt8c&nF7XG9iVmQzci~JX?)MpAnJ-aC{<@Z#i{e9)1G1L?@ke1H2! z&o%dkpn*cB+jYP}$OgUWCGAp|k@b?II6tL z_c<6f2@uRjAj(fn0xP8PACYz83w*_ifZe>G>0F#J+}Iac8+leBvYd~lblxO*=J1`Q z=)@FXoCD2%EnA*75=``Qc!yeUYBtpRL-sL@rj-P&K`SN*>A^Mhx9uMzf5HaF6%8O6 zRqfBIublq?VwD$~O`w#ljvJ4c2RZfcUrhecb}TjU(c?fiJ8{Gw3e`_@#!63Ma}{HkIqgY}Ec9o=rjT0-+8hI3wHx zTz7&aA7nyUWUoSN)czXBXv=aWU<*IuIK_Uul3CW~N8}m2qehFeG8!2ml|kXTJk~de zRz$IUxppgFjj!mI(#nq$nJ`WW?_6hy^xKH+?jOo?7zgIZ-LKOnH0evw_?#tJ^R8~^ zi0U%M72*u-aUeW(ud2KS@dr<|@U(mGRW_i?=dFB^t*@J?WDuh`EJ5pDg{0`R{{X@? zB@gq+B01A2P3CH7KFWbjG^|+Er+C!WJ zBV_llr+;Ua+}1k}9&(O4X1^BVFWuu+wLhWw8foQKVSbGL2l2$I7sKnb+w8zEdq?2p=qvQ|$BDP$#K7~5b^id+Yx5t*sTuKw$@y5kgyeSZ&2Z;6HBoEq zkAtBXgTy!d$G?0QxDThG3>k6P9jofkhEtucgOSr1>0c#$6=gR5Sjy! zRDpEqLCJ0y5;_B3cL%*I99&@(>1o{=-?Tet;f|)eiu|Rx_OH(gA+u=OT=~x-AV#C^ zgN}Z+`X~E9+O+=w4RtqM|)S{>b*lu5}k5D|y6nIL8(B!0BHt{>pF|XT2bDWF7lg)SYYhY=NhO ziTv5c^1f*^hxo^l;9W(O0z^%KdUUVHpNZr};%l5CQY1NJ&N%H~v40mAcY<{vn`rWw zewFy|@ofw~D7_4D1cYStt#PmSt$7`J8czo=Q`5g?gp}%6axvc$j+np|?cO1^Qz;-j z9!?1Rp!Kf{{hB72Ud&KpE&A#E;0uI_pWU%C7Mwl;>7Wa^nF=U;s+$hywQb6$x2u3euVrmLm$Jx4k;KvVTj}Epw~>w9AJ!!=KdQMJ^=9XTzy zX~$Mx9sc?)_ebaNjBQBQXH%Hu^9dk!u44JNAKwv>*loj%S9jv5M4l$PML8_wg+Jq5 zZ;7IkNaSVOrB{KU&c8d(6Z*}%AHC6kyNi!w*!~N`rq#->O98a|SE_isLUE-UVj)c*jn@U-Bq1*!afobirrD$Z)FN4nd5L2XXz6vjQPwU*=U78zlVE5p1t7;5lm zzomO=bzM6Iau&WbF~ifLII3v-{teDCnYJFiOkD2Q`5a`iubTZn@uHbD>E^#9?;0zi zCu78vsq;OLk3Jw`=i!yagKB>9vN4W8&MW61h7x(76|^AZaa+YZa5~q~pAwxL;f>p? zBmDT-PfU)r^XI}yjmO136soEZwT^v8de`%2Sf8?N{{Tlb7pq6>)qyg2GR*GFc>sf4 zzLBOqo%X8gzw036;R>d<8begx&D>sy0+;4 zCg{?I2W*%;`*JZ}f#Bfsd}Gt(!-&O=&Np=a5B{}#`P+@?>)Z1>cus0m>Z@#|QT?rk zd>R{hLXsycGI?RpQ~v;E8T{`B>Y%EJOU;by{6rw;oBLNXf5Icl0mGvV`!-Dud{m^n{-?cTscRM2hvO4OlA_G5hZ)CSN4wrl4(UnsK7KiE z7g5(r+rLw9_JV?ITc@}gPd4J*0D2yJXVa~7z5vx4&*G1ZEcC0VTZ=s+IZSE+K`W9# z`q!uYYqNt_zS3+ZDnXabkxO%d$T;>Qym#SbaYOMd;vT-TBzDrl4Yu-nx*QM(uS)!j zDwJvQE0o@fO!_wEJfhHA*zUd;YhF6lej-~oxeD9q=_`x_%Vc9U@TcuqS}%>>C0PrF z`*gT+GBdp9zW4ZHWCBQCX{;w}xW!?Y5}GHaTIF`Bvt?86FqEGHq1|a6mae zm5-uIKFERBV*|kFcjsF^Ap!g;dL=5X6CiNuiK52XF)Kky7d!v=&;Nt3NNhIVS@ZX4}SA2u9(6I-a%qE)EUSQnC4lDRSZ+ zwKx1Rpj-HXTH5AOX)#h1kOw~IvNe4gO$Onj^E|{>;g`L1{uB6_;Y(X<=yiKhIe44w z?y5nJ{cFxVOX8%xxnm16!p9)D1Xh)>eE#%U=;GxW^4Xmoh0t??eqeLQ@~)%9o-x#X zHFXr0R|QOMzhU+CIqhCSXRka`?pNq~*IT7{nPxyGVUy4f{{UL~+)f4ArmlTP4=_tc zea!y=wMLiYe}K1s6x40ZI^zZM&-}9>ar~?1IZUwL;Ko&Y?%RylA8j!>l^gemrU}6O zD`QUa8%H!^=}V_VbJOsz0vL5d>L<`sRP||ZsnSSHkP(t3D#rt<7{~Rm(~pF{I`GGX zKWDFoN5t2*HX`duh(foxJqJYxp5nhTCXP96WuDegv<;^Vo>z}g{=I&V=~|px5A3h- z&gAI24zs9@GTD5MX;+AL{N*#w?v?ZzRHGheBg)TGl{$Q_>o3sYf8e1~q?)INoNXx9 z1%?MuUxF*+xPcKc`IPO(&c~nrxUa5%;GlOKu6!7=1z6in+!020jorP!!oEjLJa4qR zvBo{?hcHq0?Va2_)UbB!*@NN)SgnwJ%a>jJX9G3*kMKs?O&h~L7`3^5)4h~)Q?TX^y!l7hmR@|hY zt$8)GdUzU;_WIs2{ZaE6RUfKOGIsZlTjOHe{{X_*yA2CZDrnZA;fMtCe=JtV!(ArQ zO>4sQrJ;)SObf~woUhH-k8xSw7>YN>U0L_EepZ)mK3;_FVUNhyL-5N~lG9c2#4)4K z9m6UaRXD)TNj;BB_3GBAU8%!vZ`9z+la3;;pJ((sUyj1l!%|sX-A8w*tmVi>PcvWx zpdXEVUHfRk0QjY+G*P?=+D)^7=byXxabJ9VY1hB7E$pQJ&yxQDc_a5Bz7GAj z?ht%c)2sRTQ z>;}dE0B02?ag9#weSTqInPL$#t0-XKdv@-%`d$A31p6+(vwLKhZ|z&cJLi#AK_w@C z()^k2=T~?;zvf2gfhUE2JbXcGb!cU4dq!~MINtBFY zw{S({)x459BySR26)1CsAqs=>{>;Bqp1ZaYuPFX#{L=WQv5$$qFG%vy z{{U&+WVc_xkLD}DzAxS~>k!Er{Gu?t4%}n;{)WDV_=>-1_=Do94$wxYaKmq?koB)q z_!aPX;n$9S3;am&AB;RD9=WJ!8Ea{c%#pEE9^gJw2LyM`eMScr3@0q6x_*bdjiDK3 z>8GxX?`a>N_BxN4tF;arn$uYfgM}audi2d}_IkLv&?eTjMu=OWGPYlDng>!d-n{!j zv5M+RqnS)oDEpq3_mPZh(N*E_v-9Xw_7zTU6MXxtr^9)IF*8J9H7TQE^%#xVI;j1wFlK$8kVM1a=i>B`k1&=A@1VLVja|*NV-{xzg!P#_Xx( zZ6U*Qdt)^68IQ`i<2l7!@-VBlh&kk%QEo<0@pLVoaY@SBlL}H=8SQQ}k_jYa@!F-g z!ma{f6W0}agOimT#x~@Nb*+;y;9+*|K9owOmZrRmYZTrv*}w%wHKQePzkv0v53;a? zJ0=v2{M9$v1dEo9z#M080HmrbT?$m?PC9B~JS?lzEle<-pzZ0-D`49xRvUOH0G{{ShQB}r0!sp-4r9AtGQRi=QExNs?pZ-6=Zk7HW8msU27 z7_AE$U_aVcp;LG7S2#F5Yv}itm&39TEHbnpV{T3W^{<}vm>6E$upcmSz^{Ip&-MqF z_$P03jB(dL=e>MxbuWGmA8C-mMx8|x4;B8-o)go)77r6?{x6?a*QJRrB+}ut3lssy zNM_IZ!LOUzA1+;|t}-*}Ut9b}wz|^(3;nL#h~Y8E0+`7C;*s-jKzPACH*sGq$zbui zk^l}foMaEiy&R(vInsRZsrlX_ompZheXeH|3^yY4&P{0ecS}uITGMQ&ki!Mc=?s%? z1jeku5(j?1qLA7*Ar~Nyqk&uA1h)&~D`IdI43fu;f(Y&EE7`=>wFx-xbYZa0Q%C5e zU+_tf1Y2qQ8^`**x`c=rPaUKS8RM?p79;)zUpD^L-?0=wvwwvwb;x{O9=#Ra$hJrt z*&1R+Pcp>I7s{$>b*22zp@laj<1fi}KQH+TLCNQ6_2br-H!H>fB;e0rUb=Z>boOO0DCcRq4-lX^W$c|UXzPJJ=OJ~B+083Q=T6>M6Z z?#4(wpK5a3uKb1tPfU8&zST)ssM6&im5E{jBo6qf0cRm`&nGo~?4B|6boQWGwnh|@ z*N;l5*MwDylopJjtFV$3pJ7f8$adg#&JS9*BpB>Q-f9(r+dnQHx*oMkv}d?D^odcW zE;^JsrumJ?-S7HKwivuMCbOpQ9Lote+ddF}ewocPz_SBd@} zNoG7lq}=Iidl;J8=S(coo{p!ut~yz^7Ij@1$#Wxl;A+A=&1iB7zksI$>550r;;ifm z6?LLEM(XLbXEzJjjErUmC1 z1D{-bSF8Lo@ZFz?JS98LX$!~+B0|469R`0I^6_}pgk1KzJ|ty7E>gM=OFdbDVKp9;c)&zmm-0dAY*ln!^i^h9g@Z#&g4y z%A-zIXMSX5?)gYOXZxm_t+3#Y$FU}-7N9;43y;Q{ZNh_x89ghx$}d!Wl9gBP#ySij zkW?HGMWyF(1+sC|6#oD$B7wN>K9w-FAT|eHty((W1KBQR&QzJgkUMwhtxAV#bw5IB z9tIt=k7}?jT*e!4RreXD>&7WqwM{8DipUhUOJThUrZkP_V{b~jAl!1zh9k1nAu@1& zY#+RMHIu5R(AFx-$y|eQEy)FkY8Z};F;huxwTmtZ^)#_U&cRz5JhDrE*>$pHjBntB$_(!Wq|r)cW?TrUJky zVb5HO4Y!uW0nm0GYj14RIpsp#N&+?vPB;gg*Kn|g@Ku{O?n@ERY}X$wOs+G4I-2g* z)USf9gBCdl106Z9KOa#_F=xG$P-=3MdRXL!NW5yV?H^pqz5N-+>Za$#b-ruvm+&b2k;%6~7nyqWRTc=U`q6j$R zz7zNrrcU~=iayIJx18G`S)3iJcXT!PU+kx+O$CREVxCmEbh83kV<%`OI3N%@{{Tw7 zMP*Y6p!d1sRHYm?Dx&Jo&3^<<{gdOxx+Q+oC5Qv{75abiTSr*GWG&ZtxVnPY z8GP0mZQfw-_}Atxg>Lb9%6nyvWw#oJNypwH@;|M9sr+hKzu}ZGf-6FX#to`RBj;W# z=P?yIm!wZxr6mf~oL2Kk=B>dgb2b+%yPRO3^U}7y5tfVM*N0@bwOhM`Ayl_<^0Q-% z`&KTcZxyx7@3@&Cmd9%8eh5Zp_^;vhSY)~{Aq@;iYp};adw=z-%EjC2l^>Dy^`e#T zeLeAC!jI!7ySTcEH0#T2H+DoLXaTwk`RDdqZ?nhowpA&${3|p?I&xnik9zuF$DSV6 zJW1k4@aBbT&|O{Wvq+ZLQel8zSZAD`mGM`Er=P>Oo->UuS}CqH_qQQBN;eEC$NQ)A zso^?uo)O0SpC6s#B}xiV*;w|~ntR_4>vvPyB8StVMT9rr2)NuwsV2TawNZQGIbeU0 zWw`RrI3OGjKT7+zPVkkNi#`nNCrEj2d_jGugiB>Y7)S{DLHY{$hf)2SJZ-Zkk;CAsmR;*9T`yVU^^RB%5jVe{t;LSJ>5s9fPv75R_=}*C{8+)$-=!NYTHcL3R zp5$yC{cFIqjRwje+q+S^lq_={J-|5xvo_vG;a@;}9JVm{S4J+9tgB-dU7ISvp#K05 z*0}TVO77$1x_JFA(PLF;UJyQFGC#t;My;EStoPLReWHze>Qb_|^<&m1@Q#fI$J-N3 zw_DBIy!DKEgr2+;A0j7&kE)z~?5tgT;O$u<)jfbE)cgQQBJDsdkc9 z0APB0n*8kjtbc5Xej?j{!a3o^5@|?xHPLJbJ&&z!lXYAvuHTvG;HcHaPBWYLS98fP zzAg`ko+;MubjDd;{?V+%H#=03ll9`fe_Qbd?zuUh>SmCVNGyH(3eLN^GtAE+-I0=g z>mOFtKFbmS-2VV~JuBuFlCicqJ%7?poBfIHN!wO!vtcHJKK#4osvM!QfXh zsOoJb?9I^rlxg~;Ht>dKCCTFpk@T;n!QkM%`5!-x$4Xj9W2=+Q)C)-D2>$?t1Hi7k z;W`U_Vlsd>Uw}>rdh-Z%daCDJ9UHnpGu? zjo(x0Xs_99MG{{RlYCQ5hgh+1U^56T^maqCgDyX6=_!YzIxnA93-3= z+ZpuYxZ9a*t~CUXKPm4W_JCh+&FND3n??~_*}Zg z*{)3I-J=+v7fD~8ntmAY^nM@EH8qaqB|b|46m;h}KjU9ANvf^C#A~!!7ZFASC?`1U zfnQAc279ZI4r(IhgUjVGAn}#QQ(rXe+D*J45oMebu*`!6jyd$KxN_?jl+GzQRl~__ z&CO!^E4#tEMvYn%%J55ZT@S!zo_IV#EU3qTq9x!s4S~mFT+Y93VBaJ_xe2)JeZ-N_ zdskiiHcdS7_=%;3;t>!LN#va8HTni;%JCMl&48sEcqZGq)au%F*SeOPiD=Nsj!50u z9>2<}{CARl#TjhKaIB^=h$uXf;0z zzwTMW4djmJy+!avRxcXD2Rm0Ahh+5s0PELYK77!Ah2`2+)cV3JU$a{kPMPEbpUSWJ zZbL4+XBU*pON_R7&T6C>@`@sDUV(wlUC<(y4RcS%cNu^==trop%_V0h-*fcIzuYvt zA58ei{z=`#NaYa56|>lMuZcfs4-!FnVj+rE0wnVH1Jn*H?cWzbCirJ|7!q0xao0Vo z^Uvak!|h{F(=V@XB9S8{ipb5uUvd6=*U-|8C0;zo<~e*6>D0UG&L_iOBeT&gz`B$o zg(Nm|Tj^X+j{H$&tyn08$nq&AcenJV(mXXkiD5gg3ZTjWtD2|dZvsW(YZx54cVXTB zZ_2-F;n-1C6Y6|MW9?O0E9iA!3M`&~hTb43PI6>cen#$?uVKFZrZnFRd==8XD?O}p zT&=H^8)qPoZ%XrDgSNg;!yD^{AVOzgO8)>Ac;Cbuwz}0qvldvv0|(Z>Ovh1$NVN4n z3k_0Aw48gB-Rmb-S!6My119aM@{h`<)U@l!JUtx6@f4$l?OfiP!^muNp2ya^EnLYL zgsj#;HWfJsz6Waja~DZR64X+%KDE}gV|8=uuh?4Et~@sh*f;MvP&u!oziBwkUICOS z*jQr>bIvheKmNgzEPfrfRpiS50C%_*^dIe4a*=orU=G<-e2eO9t;KRSkG{jrs{MSzL(M zLR914xql6K=TFsSP4Xhj4hYX$>UB$4?)0f-g@en2a1KBf`iwDDYf*f!q51T%lEc+X ztZk|DcZlWPs+K@_V~%n9SEXq4h45i`)Onp4=QZYDCnhabkKZBjfnJZK9QZ47U7@(+ zps(jnAdm09XY9Ba%T7GKjxycMm$E4NM^eDm>p0d+(HL(rPf*7donkj$KO>BSTa4DO zl?%?IGhbI3w?YWTq};A_mPH`3AxKtPHtan9KdpU7`!zsrBDGEwiH0`!=DuEA zT*K!k2@-8!eJkpp*=6x8GC0Dd>&g1pKfuvq{kLEFBOyygIogl9GSspHVH_$vEw;KN^+o;|fmynAuw#vQ|) zV~X?hrlRcs0F>8*6P^nYyw7s@Fcu_Iq~jxs`w!uq0d&Tbz5<%~_u#rQjR!!W525d0 zXna3Fx(sK#a(!#e;R~o${<@r;XQU#%2>vMBE#H7O#Bq`KW<2{>=X)fU+MKBza7Lh> zWWndudg8xCJ}D!~@b_L+AThLlze@boxsK-3R!L-s?G3*R#|W+0Kaj7r&S`s0o}<3c z^fKUiHBzK(bQY0Jx9alG=Q$t4z#oNghcLk*W*m+OTB{1hIgF%1NFOl+(ydO5_E&BL z56kIa&5BA@IeQ49HOiusH7M?pGY$&tKDLE3YScCV+a z_uPUUxG1yvuZt|RT8VTyABu!8g0&(>@7*`c>&1RP{AUdxims#qO7ACcW6n9R*guLc z(ReFSkukX=EHht^pBRY$0EDjldgu3>au2?0@y&Z>e#c%$o5IPi=c9hhj}+JXfyU-k zR@;s_uWi=s#M8(SU}roIN40o&?5QalrTUTOr<6WoGxV>1zVgev$ir%$pmKi-_#Dcb zjIOsn>n-PVXBhU8tf~`necXoNpT?~wV7S_^hByQsR~YrErY33R3Pg;gvV~qx;CZH* z8Wlp>RUB@b1{Pr56l zBmtAsxvz#}9}he^oc{pFgeRZ(1$5Q>Je8!;{MT3blJ#OM2N?$%3f%H;5!>g`B(a3;J}=dgt})PcR4A6;D7ZETO@PCbL3V_%y?$aT-1pa^o_XDoedtkNA!aYoo}plv6uahj$4HxIc$ zM?;dJt^n5qiS_*tKAKbJzXR_YDP<|by zCoX5H@_)ozBp(c}wko3;Nm52j0bT*{V|#o}(p+sIT_)wnUV2x${7JeW@UG=7SPjGw zr>VtwU%_QR@UisLhagI)7~>%4t$#4(iK=qHWBoA9Cub(l*F80q_%gsC+lUka=rKvC zG|h2*C0qe&xC6M!s=5`yPXy`BDIe+=r)sUQ_<<$3y^1M3w@Y!ya(}|VNWgpXrkm)$ zQ~Ap?tr*p*cdu`}@hkh^__}s+ykbD_gE8Z72Lunq*PwVQmVb-(FO~%?Cjf5i%5#sx zys0IY^Wu)2v65I8!)LG@SFd+PyO<>(0o|XQ(M#rmwtG zkJ7%Z(Q+2VV?XG}C-GYN>&0F$Zy0=P&~AwGn6M2P>~Kf(udwuaaXpkkoPCc!kx~6? zuPXO(b4zQUzF{`-)R&Qg@m^CFoo9iNWFY6KO8Hps{{V#f!kwjLz-(}Eanio9_@pzU zzx zfOEh*dYbS*3F`3a{{R=-W}9uQ+~E`fH8seuax{fW(SnwG_k5BfqP0~MWb4RPq`%?bPo*Vdip+%_Z*791LiOg}Mw&8#> za(@rjzS8&)@h?d6)}48Er1^4381l-I^Njxh3D45J$M)Lr-l2W)(mh5v3^sPR11QIp zCxS(9m`a`=3)sr%nUzMiBDW?g9KNUJMcgf6c`QI@YY+jV3&|1kA0D37Ys3myR=5W| zJ9GHe6incO$E{LoQM){xR23{llunyT@f^tNj`<2Y*HNcyiE`dh!EU>&&h0=Fe7}0M zZEl_xD%cC_is7q;gQ=W;1U_U^lwrmR$Zu>{);|dU0BWBKYuZ1D zyesiX!?0fIx;$bF9Yt87g+@N`2cDmxuZXm*R$YKVPJ6A7zyAPkPY~#SCvOBzplTNPb_YvuDBDUKYVI3B$4)yRO8H(g z>233?f4mNGYs~C5yPYA^%gKy$u#=9T<6Xyxd`}jxhBh8t`59i={{SMmag(W5PF6ik zt`Wmi_7~lWui61;0<496$yb-|az9G_Nd2B~?e(t=SV?U^pBy%^L|eAyTo5br_r}_L z#c6Cqxlc1FJNC{$F<+)%vBV1>!Oazi`o>l+4`crT*RKM;9ypm&ayj#v@?qy2YI@G3 zg|v??k5&Vp_p6(qR2Dj&<4nm4M+eHz*afrG`F?fPOBdTLRYM=Y)ONu?)K)ASEEM_hHb^tER@NhxkYY z@O`-a>x%uI^c&qf;_UjL*xusO>P15??h|fse_H!26sasEdEJ_44j-B0l-sMf{|dk}}xBk~tOdpY697k?~JW^L8ZdrCSdujPtjiYwu5tcbdJV7L#bH zZub}};(m;o86S|ZgMV%NX^+K=2W^5uroh1$_&!m)>(akZr)kEcPpR30`01tC@FzuP zLaG)rIVJnd&9femFBXb+LfPaen--0YF|-F_eQi@^Y}O7_m3|8r1CF?rWr@x3mIG=p(h^3 zzHa!r;rOk-JNz-c^PWldEmGS1%WgJiRXF4EuU}1S-&**+uh@x8EO!y4`@%*cX z_{(e)_K5gJ6ghZA@TOQ}AG{bMzCJZumn&Ug;(6RXC-u6QceG#RagxCLhx`=%nI+pC z7Xg@OJuPvM#Mjmzvz)DQrugP!imv`9y9^V7kjg)xABB9g;kZrT{1o$8Y=9s#lB&1| z{U5)-9c$_@*?C9&B0edRmt>N7n)#e{=gbuAE90T$pX5#@rG%E9A^EfOYsZtbd_nPX z2Vyp@as~%n$at@!e`erQ_GS3za1ZYMt*g8H!UK`|iuupR(<=Nx@or93>i3-nMg*jP zLtjFE&uqu`RrvCxnaGC=*b-piW4CJTnsS0t?Ee7tmVF*3O<+~mSpNX&Ncr1O{hj_H zd`|Fp_J@QuyL%;XVlP-lM5_hWVc2IOTxiQ9EtibBqf8 zZ2gY>KVzi)Gw@Z-wYo)jsc6qF?4mK5pLrQ4^d8mmmA8Q`uD@uHiOAYh-`d4;C4$b@ zEzQK71q0f?t0T;+POsG~yRB{b9~X_m)2+=qD$+~*&y_r3EV@^S9yW!Mk@1{$uD8Lu zr=4pYf;_l<9m|k@qPx%AH%YbAJ}wAtEk4Bv)9qM5Py&Rh`@^U;#Q09lEa8YEkj}u6 zpz~hVYN^H^>Nt8M1SWT?m#baX&PkkW?9lU(Aw*v#z^ItcU)TvrcpK-+T z!>l}7icaS&(dQd^KGfeNEVu)Ed)H5_cpqHwt2`Rkn{lR0ISF$aLyTuQJmRqgYV5;k z1PtUJwe|{53sdttYBFB#tcnC+$uQ>1g{GP z1fD)(F;Fy27oZ`y2O$16%_`BU@V$1 zsSCj@hl=cn!9N|#V-4`|e!KQ5P&{*+88$MW;DN~JHJ7&JcWlijw>;(B$bpo{$r-O{ z@bAH0V(QDl1tEa9i%TVv?*z%T;OEnt;q@W4N~0S{>_jGZxSs&8@VJULYI?sH}1}PPMp^^Hxl_1gV$4hEjX*EspR^vfUYc4 z#X+NnMbM}6t~LyXlaY-2ab08|0%yG+3at(0vRrt~28Fg~$;rpea&w#>D?3~9^4V$s z01`B>vzZ%Jye+(*RaBk`_2;jASF!kWQj7i*580;O?3Q%3wRXsyVrI*H!~45N(}P|O zOig&fJMaESbfHb?k>jcGD^%3(ej`h0*3)Tz4cxbvZlN-AKnw0j;B@z|o-f@RX#pEH zw%(uTHTMsN^=R#W4t~><&aWli?ym$3<(kI7{3`)v|DegOwvZ_oZ8Oh%Y6H9ZhKqc?O(}6Jf_Z^H8K4-5uQEcEx+HR#!RT zr7hT&5ii=U&hkl-c^$d0bYxMY&aw3=$vmE(hP+nVAeUCit{V;y9Xi*yOA4lsF_KNE zW_UOwiuqjHP0AMn?6!XfETKeJ6U7koJkUry9!@%Ssi@Iut{C2I*QTLS}`}vA}MqrG2w=L*Rx(O zr71_bR5|HXRTJ3#eboN|Y5xEW_!r?mkAH77YZFIr6_Q76K2tKn2~x+72fchX`&53> zJ|O*|WANscCXXJE3`|-G661fI&GO`&04h%f{65$9UkB-y(pxmT3kJM-t;uCcOk@T; z@JUT+&_o9-p*)){Jd_ zr;+NK4Ei18TigsX9jp|C&!tlgRb99QdXClH{87_mi^tl%t)xC$iDI1A^IgCg0t=7lj%(;2 z+B@Ow{v6P}H#8QJ%9pk)D#vGTK~fZFb_cz4)x<`e;~6c+sifVHp+8{_TIw&^-%yfS z+3o!MkC$)vR5K6M*T4S)9Fd+4d}d9Crt>^R+S%#%pI@2D#|ajd zuW!hvmXX6IUoD?r=AR|GMqsK+4oZWZRFgHik|vsOv!?7BJq>y^KNW2JHR1bBKHtNd zHni!LlJ@2zSf64)t$qD!wIYxAgg31dy8X)pTZn#7_HS7NXv(?Fe1YICT+~;SQt&O+@=k>1_ zH=L)0QfVzuvf;Y1d4-{Op_AfU8JEH`IARdYNm4lGHV7 z8pAixm$pbkz5sJ6R;K5PS?I%2FMC@L9w&u*1E#5~;R zY4z-DKWLVQJihDD&yhB$Ib-g7R8JR}=NRB;)~`>rmPX*7yc%R)Typ@7a2JzLos&*8 z>{T|wA`H#$eW^k#oGOp6T-D}}=gz>uj-+H$RZr1nvX-)heP)nuO0usY$T5E_58^Et3_) z+u^pUXA$uhg>&|Kw|QYiOu^HsAmH@r>J4z(euBvj%&35>6;h<&9(`-{JNA72uk>Gq zp9J)82Ka};r&6)fpfSDOg~h(fRo$DIq#%+509X^8XO5Nh*<6zMpt+iR9xg7WI&!sL z&y~DsqxhOjcy(QPq=_nqh18Hjf(Iah`Fqu3@t7IHrT_)N<0HRMTvxRI(;ha^d`+YH zcJD#c-%ZlBC|YYM*oJuH-<_^OIqB+sE5|31pg>YIZMseJuC02zTU z8ZJrq;8)9G@e-8XI-A_CB*RpVdUfEv-d#`5KMVMNYafXV=P#6J)VC~sPcP~1U#9;6 zv=yYbKeJA)1lxS*?O{`nfbUxPd&iy}4e^o(w{^2douu;u{Mav?sIRtvX$d5g_FdHr zPxhH)w6+F*n~8Mhx@$%}vP*tb&2=4FVcLIe{MNYz=8{K0E^u-yr}!IS+Rw%R01iO6 zCeleRa3xSdPzFH;xx3A*?7Wbtf$i^Ihrk%jpBcO@3nILqXl9ShIL93R73E_Uuys8T zxx~|wi;`#A?WkG!E5|VFH`6`)S!uUX1_S1O*aYYB8LxvizX)Gk>YgIGu~+*&oF-`` z*l{A0pZ>S!Uu677f?JP?b~aLo*4j&HM1@-e85jext2W*d(bM6djGo$5mRalsK~^J> z!M73pE6?HVZ1DJ4$wy1G^St7mDqa$un@G+5pKs)Y##VY&$Jxa2THDDY#-w$OZO`HQ z*5B>hXxCm9@KgxuttPOM@VO^A!2K%c!w&>r9c1dzT1n=#F+(N8E*A)+XwP2Nsry|+ z6rK$5l=neZ;MHM#gTQUWk^0x#Vlk946}jnlN6qAzIpNnOWxIcqJ6{g?6GoH3S2u{H zUCCha$tEyUXn zsPAHRFAR+6;Eo6+it%$9%iF87@AzhnIcvIV$LWuNbX$!N!8$FC(N?&E)-{l)OobgQ z&HgU_(ViFhHDPx8h1_!AoFWY0{W|!t!+4zN)HC?JawPHSvjMvV- zEb*qZ<84xXLs!0<_U=~P@<`oluj;Q5;Nzk^#eh_*&UlB-e#fVLe*LL@P4T-{0_y3l zbcmZU*+keu?s3%n*NEIJGBWPmI_^DB<5V>*Vhud7%xxw*6VkP`zlMH4@qV0dY%~km zEZA=nq(qIl&VH5cQNvTBxt@!=>QlryFK0z**ygVMNem4lU=fUypW?1hQPoWIe5AJH z)Yn>{3VcJT>NDEGWcL>l{{XFy6(p$jHD$gU$)wxICHyi%OKffFj2u_g!W5}e_MINb z$Ii7%)!iobIf*cMLm4x@>fKEm$ z%k}LcZ1hWTVk!hcp)2>gfr|YZ{fuO{@h|N0;Vn5WqielB=0WDhGT;~7GwIa+RrL8Z zV^)N!wW4SLcWAQR4VKOZ!LOwX`83w+R;EjJZ?* zo<5c5=04LAgQ*sli*wn?YPy)XrmR*rG06gjC4uM%TIT#or!Bz@lF{cc3>?|7aVeN z-_+NV>z0;Q{w;=4w6MTfQQyit0hF>H007h!XMa?ye;g2O)P57dgirE3njc zh%&bOIgO;5N!zzLwN`S;`I*x@lv0OoYE6 z9AgH#%MTPu;O%lKEvNF4ig!rg3mTJwJvSlP#CZ!BlbW+Nd-Bc*yTz&m);#a89AHmN&@QC`+Nlh`&+ zTPCqfsrD2SNhCmoQ-OyITizXIePd5zGFD)x9fe`(tWw*M2yf!0+DE>J`!PSlOSke2iygsT*}w&dKdpJUjOK{n%BzJ{W(9v9)%uHs>p|3g zkI$(~mZa6Xoc*T8fwP4{!N*+Yx3!H#uZQho+FUMqJc2P%&!U+1CT)KYr63Exvg7ROAEmx z?o;z)n)lBKSol`q5v7PQ$IsJ0fUfY^cs2C7%iDxqq?5FD_w=uBoGM_`RONJYS8}eG zH5UFyz*^O{)9OyrMC#0Qk4o+UHvSTceBwhc?V0&NU+E)<>z9;$vQJFw#q*=lWBumkqcANv@m2 zD-!C=_pg03)^yH6P`u_mo z=A_qpK!!%#(ex*RMS0vIB`8))xy8m;l8fzP?~g!l25TUILAG(v(!K)LtsD1=5s4F~ z{xe^Hc@J6BfD({8|#Uj$t_M|4|6l=+8ixaSr1+3S+ZDmCBqCxRmfS$#^tGOElabP+q<3@il?hz{e~9=lb$h}{&7}yPu(di$woV$ zLVm}wi+g=Z2GP1^AbR`P)7A2)>|JzkG@ILoAG~?kvFxKf56Zr)ujo99w}OIa^H&!C z0Lb2{#{64-o&?nS!7-8g8vJ?qyDXCUy5WNGB*7!0BfWmT{A*_(0@M{TmW_ue9jo#O z;)^8yB)Z2xJ1HH8Dsj=hZ;|L^YS<}yo|pS8nU`49H$0y-N;V?#UhS?+Bx^IS;m0Yn zC;a|3tv4f|? z9!>7*Ph5(QO%jV#3Ret9;K!-Wde4rm!)UvL1Z7S@9s7Se{nsR{<3|s3`2PToA?-2s?tK3G zaJUHI1Y^Ts9ez78m`~hUKoys5>V0ab4_-^Wd7HYcOVsaYV6lTEZ z1aJ*{1(Xcl1+suP^Y(rZKr`)LS9?CM;2XQywAhk$y9?%qTmk^V>Gc)$)NxLavT@k{ zUd%A=wqYrBxA~l_LLvCkqy{8~EDI+}9N002%MLbKk=JG7{)lSiLXiz5mjH8f5`erQh!v_T~C{TXepw$_=Trkl35=0 zBO6->udnA{RCsRPd@=Cw#!sGnxg2i(AaY0PiuqgP4~LGKb>Yifw(}ZoTWOKGZ0F@8 z+qHdwELy|CQQLsBJXWDH{{T!>WOVTKr8_=kmaO8$O1(@fX>!S*6KV2i<3^b6wl#Sh za)s}cjD9$;xHNdkxU^t?U$KCF&PV?MUcM+o$K$jNu_~COZ<8G|*xl}H?kzGEQ3C=_ zAOIgxT4nyqc)7}w(&w#;jNyZ$3X;5%Igg4=$4|6Cxl-q^OxMi%O{|wc6LJpnldEKR zITiG`#Q7ugY@=d#7CZr-J!|K04o4XHqyvr0mq?#42bKdk{43>nk-zOoFGJeN>hj>K zCAsx(zR@n6#%%dvNo;yzzF+WiK_|r@m`az>Do1>p6a(Y(3QB4qhu)^E8@@Enn6Ft zUlFpMgkH*=dlO$zi@($&yrOgE{_be*yPi>D1YU8OU(9TQwD2nTjDdd&U6o}B5qA(q zS2a@9zVfkvA0rCgeze~bBY(m%s6^$r?NV`!U~+$zd@N&ni&OL}jmj1}FNPNqf5R~A zk*&Ct4Mm)up+*NBcK)^VcB24)6F@liImq?v?_Xp7&e}wJkL;V{Ddh)xT}q0fdw?7H zn)wgJaY_FG33LTek28!fe4Kwg*QJ7!Riuu^6)e6=JEjTkLE{m0@@i4jJva5j~$i_xL3epr7BU7HeSyI|oIByW! zj}P68b2{Ed{4xW<6{F!R*v;~^TXB#w4>aEwd>-*vg)U%Cab&Z3mw1j*&N@{O4`>$_ zI+QB2Zy~`ejt(ov#n7e8D5iZjQHaD&N>X=;?Y=fGABJsbXoEtAKbU>sp@w<&ufG2P zWwx)JULeBFFHq>^gwewIEr>h&Du32Ar!X9w|S-N(hPX6fR1 z;aem`a6VT%4u26+e$CUzcXg{p4&t`5MhGXP5zpscr^THUY??irO5n>hpv>Phk-!7q zseC^8WpnW7UDnLSq_e#-%N(({JBD%yub0PAsIan(ba%P62tRD(o{ly5`LBOFYV=SWB9?QsADW^q+9&|0N&vI-;eaK(lR$GV5K?U?f!+~ zFACJ+eCCK_*nF(HJShIP`a%By1o&Y80JD=|VMecb0Q4J$esIpRvC82XuLK^|`ZNCk z1o$BS&bKN!3#{HRKkyU%Yth5Y-*3ualRez=xnVW_WN}^>yny_C@nKTfp8hd_1_263 z^cAP^w!voji|{7pm&=}gQC3D#^Wj->gZ%50@R^AGc-L;@SrcXE0X(T9Kk+r+d|r6Z z#D9Q6i$=owSujRH`A7Ayn76%uFV!D4lvZ@BNvGBRO!2>m4J4oNQ(qO33q(HD9lH!g z@}KEnQU1)aIPh194BsTuc#8b8gPo_%;2-Ds*UWzf=WCDnD6hl_{{Ypf7bGcONC0!1 z`rF`+tlGzhb<5YVk56;0UMs^H1QtiyTO-$PaaNq(VHIsG{{Zxp(8b+Qdi00qBl5?_ zkLP&T#4_x0jZ)!A#y{nu&+A`9{?Atl5A37y;y}$F)KFQwA14*yo*{4es~3iutD|zJJtwC9GTgQSn~CX*`-seXdxcypeuFcXaKZp0(@$0I~edE|2i} zw(V8$d!i1Y;@}>=0j)2J8g;UK8J2l;_S7xcQn`{?Bgu9KM#&xekzQ1*PL3iD9pBxd zCtI7t{{S64FRNQzrM&ifj8Y`bfTVdn zN}S|>g?$U+T{i1T_z`g@k!F^%vU%?BBV3m4u}>KF{43{AgH{@JpAjRxzqy(Sp}7o+ z3|?yz8;!tp70r@Mlbx+KJ$^5#8n|e}-A>c?nAfJ(u5~?H`%*fk-R7e%>9&wx=HRY+ zC?CVX=DZ6;xo_=zIL0LX{6L&-$qYH`>ecRFwA?Uh*Pcza$J(QL9z>B>04p8^crK1l z_U(WfB-|hz_uN0izNWQKYBIc!%W~>9eY{j-rTZVNAGMyTKm0QTA1(-^XR%UDKyBTQ zn8$oq#-16ld;L-?x%6ExYp&ETq(_s-Kj+rI$NjIT^S@=NN+HRb$19(uai0Kgw2d?N zTJasOp`x964y6i+_NLocU}*I2f;~J`{Xd@ipg!Z7pTjFYauuVu%Y_Wa9_`DmdwZUI+2z zG)V9C)Y0_$Y-L!KbT}HZoYYGBfxe&c0XBtt?+u{hqD-iKk;>EVC@G zRXVZxbASc`7!~w??VWWbKL8-Ln5m!a5ym7Zk`D(Tg?w)&f#UxF7HU5Zv{^MFat4~; z*zm-q8rmRt6(kODGILxwnA2;q^!X)foYS_b;Jj%nrm^By5r~)VP7G`F1yI}qeR_AV zd+?5lapCWZ{{RF{^`sVYwwdmMHSvE4+G^{1KlOqr1jt>~*;PvB*`KIY4j{g7*xISi1dsnNKs&M9N zNt`w4*Q(o$S<%kR4U{2{;zn{$TB~MNnV5~rdJOcbb;VfY)4*Ix%06!2jY=&7!WsFH z^uWb>@^^)fH3?IfEVo0F1xer`Hhk-xbsX2Q&hj>npkfBP%9X z__@azoymaK>|)OP2Z@M&h1aF}^cn%SOy zQIx|P>dvi2d%X{k{Ab_|U%-02npU}I_B};ZJH*Yn07ge6j`hu5+%zyn7;Tw2Cy|hQ zde`W$#2?siR{f_uYkA^pUl?0x_R*v^(nE1<(=la@dJsVAit_J{AMj0WZ{b&f?>ti< zjBIr{G~Kex57}NfDi2U{LHZn5)?o8BUkMtuSIqM9*f`U#?4dPv(C_~MXP{m)yW#1C{d1NFIGQIlrub;e8;mds+_LuNZm8JN`+r?0wN+cIH#hdKx z80A}cemikrUw+Is9}j#z@YhE19*ujW>E1B5)6d(kZY7f8*C6?l2!=D?jD9uw*(Rgr z{Brw6r0D={QQ9f3a=S+J^C&$JJuBw&-dfn&vRe^~sOZ5Xv`>hQ;Gf!WS(4wb6Lu7<^Bxoi6_XRB|oX%#5T%__@bySAuwg=1b3sD=dZNX1c?< z`_1!n&3hiRFWWvPUbse3Ezkk|-<0H^#=g>)77q~*L*cU=RY<;QwwaNu_#;fTpUJVj zlJjhSY>YtQ4!sX*q2iweFNQP?3s_r-WrJ6aNnnLvG9sZMmKeu40moKTv&-6`Of^cc>(A$smy}#@H2y`nAqT1JmzU9Z1SJryJ;x)+s`avO0K&8%>%2 z05D}@=Ld|DN|Ef4woW>XbJCJImTQKJMkThAss~^5ir&$@J#VULy3PA)wt9S)FszAd zagim?pw%<-vUaX6}c^p(;l)2+Na{g-Jh*LR7k?=3Q{AjAMUUUOea zd{Ow3J+t@@e-7VCX2VT;e>=(IG};1#yCH`MoL9_x2;JdXE)f)?D;6wH(}Vg~(poQq z;`o<8!o3>i{q*&_wqnz&<<$ai*auF7pTfLcXSmdxJW5q38ve>hW&0akTwnYP@%78* zd#9fC?p~$5vPs2!CN2b%+^EX}=LG$0@4wj2-L!9lUl8L$Szy#P7`(zTf7N3qz6GAr zXe4wIkgizd{doNG^sX$Mkz=dN&-~A>&J?AGj9%J)hCZZ?d}n}UvK)Xp2ZLAqB*19% zB#1*6;Xuwg&06r(P`0;nEi+P2_ko=}Lm;L$%4yIp_z{yvtNEJXXmO z4By4;(>3pYBJlORp8zlQWVRAs!KplLcBi4=fS%wjW_&{UG`gL)fOPKzXwuzln!UE^ zPX7S)judCFOlO+s%O%O7_MCB3>r|;YbV%^2;@=PpfsXj0QQRm6NgVJi(sh5?o8p&+ zd`Y8eek9NrLORs#Z)H8z!UT2$I3yAW9<|AMqr+F84cD)9OZS3nt0@d`ExT?<_f{Q8 z_*c+5t(NEI6ky=*BN0`UVaVJLMM?t44&#yu>^fAQQz#4+VD~)Kn*>qrY%x8Tprf0) zwUg51Eg9oz&wQRSPQu9^03pvxdqjr-v0!-vJk#QVz~z2ia5K$j*-?#^wNggC zQzwBv3noZiUWO9%lV1n3SjX|lwToy;(Ob5mQ! z?uCj1xyY%SAjc&*_0JWOm4(ZFifWA>82rGWyiZzuiOzRpKX;xgeTtxMT%PQIr3F+5 zUBHv;!CJfAAx(2?%IA{5!;ZPAq&w7*Hu__&T6m;%1)l@jf`viY0VH*yHPBTl+hT&C z11iIIGJR{j@XfTc_*IocmBG$yiEJSu*DOX2dN+e1GI(ucA388NPMGHv$BmOvRy|Cn zpETMz3#r>qw4T%s8N)MYx99I(hpuSFN?UnGaUO;ziLM_5pdhY0b>g_65!xGT8}iWr z4lqdv1Kabi)5SKokPS9T3p$+*L~6$e?hbyH*N4PPG#udU&o3K=rz}ih;%xYuXS(=J z@TE(ZpX?L6Dsa5YK<;Zg@H1NmINUnz>&N|O*J`^6w9yR(nxYb+%Q;4qWJOLh9A^Nd_2m{y~Rr=soX zdhVBJYoq9CZ)|aI3Izp^Jv-OVKem^M^yxkx=+^O14aL-Ylv2EC;IgW=a!27`Mcvv- z{{RU6+)n$Xc$nmLA1!`t{?giZiJ{odsY$J~>$gl*biLcKGlEY%aZygUC3sP5NiWpj z1BF$T>ZxlN`JZ5FKeh+M8N4%hW}YC8uZ4pzleGQvmY zD74QYu^3_UV>$ZQ<{yXj%e^Z{wYHQP+{mU#$?hAIU#pr8wY}%S8_6u~%wzi{hbQkH zoqw%-?rS+!no`+zJ#~erg~Gz5m%St5@7aoIo8uRYw_(w3Nx|sY>z~%SABwlbRMF&- zh*k5MQAo&aH{Pz}_9@bzT>YlJL8DHeCFYYmmBvbujs;=-YS4e-9ksi(@&IVAT|)H) zXY{YXttdw)q?%W*sS28E?8j69DaT|QBqetkWw?Vs2`<5z^f z5B|>f*1Gy#E%n}~Jj3kv;#PRvjkxDH7(8~(d@u11-D0rQwq2W_+@VVu{p+Tiw}%gTn@UX_B~8Z7}mt{_CHKp_OSSIGq&ipBNAgX zNv1NVBagj<`d7i98@?lG9})gN-fBJ`hDdB?ZH1+UkY?@g`XYnw9Nt!ve~-DGDcmS8VE_1C&FI|z9&a>G%;OjQQ9@D#(wtP?jKQ_`7=xK)%1T6 zBe+|r=XHIB9Or-1zSEj6gdO@H1B#XnRu-AB*=btJAcz7V zVPVNEPAel*)GxG)_KCGaIFSHxyYA#xHMQhzHr9w7&Zt-)o9|~e=f;fGxvD$*A3=#p zMk(rjMd58aPvF|V)-tcv5;~w06$9k1H_(vpO1AJZV8PP zl?(;|1J;fie7N-F^gL`zUr?VW=csEMeD~1-8<-qI4iw#(JhP~-66eE4j4S| z-v1fbwe9Sj`*(liqqDjQb&~!yzx2kPw6y$#3ciP_fJ`tj30!j}D648e0gT^NcgS46;7XNTEr}Ei9Ac{dNx(nBG^L&Mx_&GYk55 z=Zg-kwvy;GG+%Y5r?wBAjKwOSsVyE5`I_sASHqWDdG3+JBq7jpEM^zK)}__rUWeDg^6W6{!?@tte?f5il^ z91(U0y431P(OI!-)6Wz_x{9D*x?JEd!%0LV$cJ&>m)GEh4Q$n7R~m;076ImB0PdbA zDIm6o={1H%-DqDcU0EAU-Q%b+>KP6M?8kir=U<3LR{2?%c&NpuC+Sel0h>erI1MMv z=&cjxvc_WY_O-d4a_vh)0tP9rBdfDd?x`2*ZB02UPuzqO9}T}~g@0u-_}i2@Rh&In z*Q?I5J>3Ny+m!-F77UFzdgr8RdW6t-&tr`Ocw+pA^kHM7;_3t}z|ZKmgRVwL^6ykb z3{YP*k;@E*YTjC7v6$X6&neH_T4HOQbFfhWz3^-WasWkeDXfaI4fWV;%$Z57>^Df2 zJk^|KUCThA3vRM{Grd!?iSrltTFJzBEWUo3KMe673O)=4a+Va(%`Ckb=j9rQzv$u| zQ0;g(-Fi74`jeYqw>;byImk@QQnTSzoEl==S#{kV`7+i1rQ(2>P;kmphs8CY|5v|O z}|JNOuk;4XhN3M3f}deQo-YpnsEKd33?Yhkz$ zD(b~P^CNRHP+mys=euu>GG93pd{eibsy)H-wC@DuhQ%}BwCTp2a~=jlQf|KEVVouh z(`~ZHKW7HY^*@-`b+wxPNS0C#y0M^LGC%Usba){@y(P`T~W0l06 z+=9W-b~S(5p3fcIPdCvzDe6n%?7?251QO&6Kh*9hzy}GWhDyWm?pSy^uj-Nmsz>P< z&vMYD7fk!H35?Z(MYnJwhgmwH1wG^4N;|+8y*3366%M2F=gz?_qoX#e;&d6{uj3&; z%pTGy|KS`$XXHE|lz?XYuUxk%;*v{p8kUPkzubh_UrfVXXa>fYPOf16x1SJ^AzjiL2-vJqmcCOD53p9TJd{(fph6Jio7 zsJ^(lFMqtTwRCZfD!H!B-*N?<2vWF+cU{aASj%T1A;k`)Oda!S4XL9gQSs!G|Dau` zQq5WSGl&CFA%MO^#}7)UyZf;FqN;P*jmvMpXTgMVj` zNR{k=I0TtpQtN)1 zzwGa(4MCgwMxIJ+dHf%j`I6J@{Vo=Dj9%9GB;hg_5;_F`8l?MlwTi4{cqnmE&h?sl zJ5{!j!k?1y5vI-uYjD{952t_76RlZO_&g0F_p!#!_I?*0&KZ78btSidEf^uiY#P8( z``&PwIQYT;a80mzmG6ir&*_=R2vqPsk-=i=@K*|7Djo5tE^?cZ_7KLOs40*=iFbnx zLF~82#yj|h!GPo@mqM3gLeEK6>cdGS$Zmp-{<+85mWkjTeMVfAFI4fgN6?~%;gTl< zqDI~{_E;ht1xa2GvSc|xZUBE-Xzp25$@T|XtRNU=yHfR)!}3({V}~DpLz&3XV7C!g z5i_qA21)p2F12`;LocBgg6YO!j0_pbJ9Wl{*vs8dK$8 zdM~lbz54YB)FpJX*4AnyybH`~$v8%MHG48Y2 z74BO5Bg5WxHaMsu7jB}JU1u->W#`kP91do_-Pk6|RtL5dKA8~H2aRoO)9qS1d7nJ^ z>k|g6E-98Pmid7=Yo*uTZ3Ifg$!xB`J9*|X)tvPdgRxe_w7NSI{W@p-x6K!Vv?GwB3%h$XYZO?$uisf#1;>qws0SJbdpEBmN7p3) z=X{vKy%p^v4je)8`-d0pr3qhv(*7mT9Hjk&!%^21W`w-IWW0jrL#RBkUv$rA z#&SD-?Ax&DS;R%tV?aw*(fxjQk0vbom>}}I8dAPsnuRN4ME2h=0GsoaDKC-2ob)A5 zm}E`npx+FPW%;e5v1uAqDHE`5CNJMIgHb77A7Y8SjwuEv<253*jL}b**b%;;gi7QXLJF`)r}!#Jg=M zA+k@Si^!&Ks5lkKm#%H)o6(H4}ANZDLYYLAvo#qISxrph~|inQL} z&p9aMEM7n{qK&Z>(UT>7#2(3KxRr3JD`?7}jg=$K0H-i1^@Y+fkI*?3bbzi9`3-Hd zw1J;0_pVv^fmVtgH6HevY-=6ur?UVqpjx!vroFki(=r|NMUg0jLsv8_dn0kU1M74u|PM$>n zc>__?90DXtLc1=1-6zg?-(aGKhkirhU5sFF&ifyi_b(0LG-)*8`$vDn<>ziGofwT{ zG7qR~=no zc}sf7=Uj&;Ab*)mS>i}Eye&t{g`3~BZ^j2l4JEnb-Bi^-MQIf zdxVbm^If1^=g~Yno!4LDDXZLJ6aJ!+oiOjU)~+~YZsFJ4^yj9I*g9gcwJT&yHBJYK z@m9XEq++lO@V?Immdh{SJ`(P{)Gc^=-6&-^YQ(>*naY>8Rt2|q{$H(6O*%4iiv;21~;IWa3 zMZuTk-RJVgL*_SBr#DjQ|+;UrhH68|crRHT%c_)5sF| zLLNMJeWzh%D8TUrRw#|l@o!jTm?1ABYvI{xVb)}X%N-4cdf!Qck2Z~ST-ct^kaY;2 z*O;<|dA||mlihdL8ZU@?+c}xVDG|aJUZGKq`{Mg@vKP?^TgGiUQn1^a8%5vk`N%a` zFy_P!vRJ0VhqSUlC5xXtagrs*e4ouUqwK?r!;Me6H~>|J6LXz34fjeF`iM&}- z4!W=sHemL?QN-Lpp<^@gVTg8l3-Jgqb2diok%JJ~jA1X}K=wnuUP@%*tu~!J>I+@C zhNg##+Ws?7PBBU+C^`aRT_`N1F3WOp94*OX6r%@JT-0QL`j*%s>dI5qQQyyObfsKG9?8VyD92zA*{NiJAjl3prF zJaD2vV-*Jmc9!) zhy9zhs*WkUYMuEtkREW~meUuEv-9SOlj`ir6^VF2e!M|^jc~G>5AS>^ca15yx$ios zG=-{11UZB#g7&Wyp=XScorfb1z5;#c>15pu|G&jet&?FJd!SFz9&4lX>lUf=Yg~Z8 zX%#}-Qc`kiu3O%w#OW?lVtx}JHk{1NMe5Z5s`o?jOwqZz5i(V+)$ED-FKyBXH3=$) ztTDiTh2~k|rZ{C+(r%dD*|^gCbnEv-(LyswDI`>K^~ zzF-QMd;0%yA|M*&*8#0o-4fT;lN^2zY_1n6$-lJzE_Y+uE3TL7*Z8(w^$sIk40AOT zidc!hg~!Oxc9#uHGr45!F#6qOWuM60C+%_oVv$v68)4UMq>N5|d-_<`>rqYdP>$0z zq95=Hk!Fc=8&EEN!x=W89oY8}5o+`e z_LkS@Q26L27RYv`a17@Ic9E8}#4fr`hnd`Tl(=_8?(YgZd3OPeZ^sl)3Q-ZegCt=; zI2m^eCE`Q8T#o>YRqt9SVU){eR?6?&zMNkKE9eb6Da?10yZHRMu|Q<~hvWYB(2o7p z<|?)U?`9a&H_NFhmTyzS?%kF5lw9flV6St16QBNC1&!8ACCC&3Kj1+N1@*IlvvYPU z5$8U2!4JrsTY^nenCEdA>h@jBNWA+HBVlpuKN<)CYsM|9Kd3eE?si>MxHXWAyMEK+ z8YaGO!(X0&6ckkMTT1D1ja~3_YyT|I@Qg?5?&)BKh;?~9X0CmsDu`1yT zFV=b$^`f5FiO&J9voLgIJyP+(8H(XN7jOgUeUb98FJLhBTwwhwrxpxMGoZ@%cfZ1H zfv@a~49?9%y6%FIo+sJNfEWm%Er6=wmbE_Uqn#|9_YES_Vz|pyowWM%LC&qr^?F^z z`W7TIGbPuR{YUqUglL(dA%db?1YCUT#_)+EWgQKRJw*QM+L$fpTIPJAQb*+Lf%!>v zynsCYSQxm#B;w-}Y7Gf|xG`LIt7H8-WY)uPosDr;YwEs~vP9r3A!j1V{*^4EIaCGZ zW?tA+artd+Z|!zLjYG+~j*g-Gd7_W^dN>Y!FU1WG#7M z6+~*MKbC9f!C!MQ6D=NH8)}XML^gKCm?ywGeM|rF&l0}%#g9*_81NPzLY^`&a5lM1 zj&iE&Q|}Xa?cV@XAd_7V(OVwnw3Q@OnqLU-(hGJd6D2Qe*tOH7$3N<5X5;kyhw~vA zVJ-N=cdwEOIw`^?Rvy_mM8?O#alNNts^BU^5*NN`W34K~v<1haEjD7$!#`%d!%oKn zm5~}3Z^JfP(z6&BQo@wBJ z%zRg^t+%+x7qMDuL*;%d6LJOR<@wQ>@aFCz2D2SgD`1QeIUSal`zvn#ve}ihC`Yid zevIesC*ndy1*XgJ&)yC4Y|VC!Pd~~IBVb-ZEWiwGv0uNT3mx4F=btRfVmR-ph^g?6 zSC}xSY6(VS^?HqPx_bCM^u_PRkDVd6SJ2=%a4=Aw8jF+9*^xe5jz#@IYunHywbM;~ zJPeZk=-T)CrY2N%8xU<0IC;oM6U)jNu~tbqT}IBR`9L=)7j$5aO_<{mwOYtA&5u(* z?XKm0EZKuwAa~U7uPwQWDv$WynHkR5+eVmdRz0{)XO#SL$BuQV6uhu3^E#FsLZu6 z^V`0jz+`aP8!9~NH>k+b&oh~D>ta^k{e7lNkG6;CHD6WhJ;#J?eqPo4oU5>xhtomH z=tE9h8}H+w0`M67LbY}j zO_ZPS2jM*@`471YhRqDnBy0Z=6ZdR4q~@V~-A#zEi+Rv+0>w4C7|H zMKFp;vQM|banxC0V)I2SxhAh7Jc$_*EUEbT;e+jfc!!zmP;{6G^$W49I+?V*PXI}{ z&4J}mkDQQ2=)3vN>|Gf;;sBZ_idxvKFF&a}CJInf<3M8GU>`4rv&W3)J2D(nML zFMseEva6CE{jKe@tIzDRllrI|>ye>FiS}8GPlh{yV#L?P5zpt(%JIIpG$z*#u_+#Q z2cEqfh3xl#3P}D8Z**8mg-jF(JE@Q~maYEsve?5q<83=SUci{B zj>gVc3u>f2BuDx(EV6@-lky(u4z1Z{AoyV0p}sZF84M@qV1Z7xyML*+x7;1eKL5wZ z1zzebi2eTL9~j4GI+utwxi@t`iuCY(BqiAs7obfr>QH}#Sa@WPM@lie>0#n_=&cZE z{QPfO-H*yAJh?-%zVIt_*_xdB**0fGppTPY$h=c}Qrms_@ICL`i1VoA&*m@+!0W=c zcq=oeqb(L{zV|X#)QyjNq>g!Kp3yT6^=lXLXu7_h68d1J_4}=VPmN5Eh9i1xGc&-6 z|L6DQWFehn>ey>IKpO{rR$+MpcJD|v5`MCisCzICyG>v2R|*0Ud{bU(uG}u5Z;W)! zL8}W?QVaPA>9$s{M-|Z3q4K-pp#qTE@gisb5Ed`_)oCYUU9^cr6f4jW#nbwzqX}o5 zk*%?I!`&MD12E@`b3b{#oZEyVFK{DK7JBMI)~*m0#1NbEg-0hC&}!o)c7(jA)wH@{ z(=G$aovh5XQypvGs7Vd!PQX&p|H}UoAqzJL?h_&dq^|~ZnEs7g{jl!2Pg=X@-Ea4# z0DXA(tm9J=2h}5J(EX1%3pB}Q+{fv!ew;q{1Wzt8hpvqV-d=%nEOqh7Z|cOAl>&wA zV}3*q;lz=Oj4#wJn^BL!@X8)&1&m>31?=;06aPCuvti0+YvQXSDQA*m`(SSUnSuzI z4sv{FY%}hALPEu&u^e^_aNFE#{cbL)`>L}kn~x$V>DsxeRUu-CD7{Qm2(Ww?Yz~ zQoqyIaknnS9!HE2w!#%`u97TXqK#MTRg zObIYq=;q47rKB*oVZ48n5`rD89gs48IRVhkkxSmM9h!V2p58?7wnvA?(o!X{PDa10 z1dbe*pU24&F)g@DoukH9<{kzsm@;ppL-h=?a)YT@W%O|Oaj+4Tv{dP>T}#>EfGPen z>VpXv;QL6nf}u{T*-JY%|4NoHt-7dTOgM31x=M0U%%B8i-b{ArK503_e)Z!GJmIR8 z=5jIoO#MmwY{fv*?NaiRXE^75-@orJ`t-iNGF&P^26@yFvTWm4^T#(Ygw=(9Gf>1$ zo{f(&Ov!+IG@xOo`ClLSe1b|87i3Hef^Ca8=W@?Ad25r{s6BLKe5XHo6w&-%P1+I@ zwk@F_d+e?Ct0v&%a)@K0=-(m3FNS;Ma z$47T`C2$}JeE>OO8^mhzl;^^j0K0bpJxf|=@naduB?9c)Q}R-qvv1178;iOBbl^rylL{$jH@+mG0LctsS+$L!wfdV;XRA`}e;acMt7qlL7BD z%2zgqrm?F~LMVIFytYLsA=-uOrSUs}o2gYb(@klNeDO12;gB=yzR>28&rp-9`^SGbUz?M)7(`uM-sI{q&2vW9{@li+p ztuN?#s647Ot6vVNirireZ9?U1)>NO4oe2LK(A;op6}$30KClTX!Kk32H0K=C(UIf6 zf_NwjT&PF5bk5atK1(}VC-8mOWng@I;{4{tL8A{5#@qTGn6k#+I|B!^_+WetsxAHF1({lszoLw8XvO>I zo!^36XzkMAoq$QI`m;4pS9~r%h5pxZxJF1cYdyR;^dmNH>t*3RG~|g34TrGBTXWsE zin_-^x5T>&u23dy2b4sgbh}nf6Oif;vg&;M!!{s46oi6acO&FqYE3#THSoXg=HHE# zA`(gRT>uJ*#2?OA6wN`0(JQd{Rbpdt?Oc@8j6y^6N#&1Fg*q7a1B~2FGMZmx;%ZS_ zWo@U#R-f)Qf5oVTLk|r=hY~N%${d4ULV^p{GRSt(%^VuLBfD{VnF{kQg*1mVYLD%I znGOmmV)OBz39R%wfEfvOn})qRQ*f zf#ev{5THy6`n~hoi%EIEAP<2bOL1_#Ap)e>0{TwZQy$+gW3{y}5aZI6Wg}3&txKlq zT-N!^3#2$bY?Q3%oz`B?__8y!`e$;yxa`VOiBQJup}TJpx~eSP30$oA=_z;YPR;Cw z*W9i4#;fOP*MV81>7&)9;uJ-~mr%H1LIfvj0ycks8g~-OQ8oN5=bjk-4hCA>dVlam z+U^x@*T_7~LfEn~N4HA8S!}leKk9?qaj51UiB*F_^IPwYtuXN$@JXZQKIRr^cLxHS z`Q>Z(`}}+bIw3N{Ua7=E37>9kTR{s+W6k#+FW$8XmV7oPpM92Z29+WjWZTm)F?r+3KF=Y%PBV zJF@(Ep9Mzl8sM#^Um*Td+a5kyxJaVj+*#Pq^lP-vYPrMYuf~W{12({avwS_ApL?Cs z?wl)B-SHgQMfe^2Z*Q5eSZ*W5E&@+%0$KM@L@RlO@WnL# zUG)%(U;~Vzug>*S5A1z*e2s-i4Z;SHE5i9wyRT#iOn3`A5;OK5UbHrQGK_n2j+uY| zJf2{*lPyOy9;_3;?Di)_kRBdkq#a^@wQMN>!{Ii@=aYqT|&+3ky;DY>4^G~ z(Eo721ffX}jX{Y1F_HtQ!Md*6`HtNXfz39e5uB2rI(vhW-6~6yWT@Uv-H?>Gv}DPg zfHc;Ztu8OGvrDdwi_}a@?sxjup~DU9=j<#hW8X+OV@1wpzk&LumUs;k*aLf7kzAE| zle6hH${-%bdK{L7JW`1mQ#MO|e-2~7OXE{u@+ih>&QBW!@-0uCu1i<~<*rfW zBjYQ0n7NQ_8FMbueoHwOKKvQy5}#5D6$VbMb^O+UCr0<{?PZu%x>+K%BK*lJe}9{p zhmV4f5;M+UHbZjG62#)TZHcv6hIJ^cTQIICNu*%6gPb?#gXW5p7wye#8OWw(QIx2e z_G0bRfOq%uZr8<8I|bs>mb?A>O-!W{KWe9sPy?<`PlWz>Q{fCVqif@_@##c#rF~L= zKoxJ(e2Vry%tCB=J=e|~EYVQ=WuuA(L9ta~5>9zA6qNexuhws=0Z3tP%e}|--=IZW zMjNCEaOHMJsa|QGBDr(mE6nBG}&UW z|COR@Qz&6ae$NmJcR*)DRj4yF;+b+(VwfUUtr(cEfHj6CHI5lZ(bDcY^=(#^BdJ?v zmEAs4(YAfQcO93fQ*`fe(URgTm#LrA^{fs+fkO{rgqdMA_7 z<)e;{9-oq~s(Cp_UY3TD33 zZRsw-4z~n}8Xg-YHxS?XuCpMP<;6K6tgGT1ziK~cGU66op~6pqWz-vktp#t}`z3JN z6}QU>v~KwiRiW$`Zgu+l`FHg@ApE1aQuB{J@sX(_M3|q^15Qj)rHzZujH8z}ALY{v zm>W7=EtmTl=r@LSAD5!Dq^w>}IU4s}AuCq)Z_d=7F>?Tc zuO6iDfhx|bEtVwmxzRpbzU%CNIIe)tO_{fx11mP6-R+YZtW{^o3#0GF{7X{2wzOty zPp8-~x(2U#KhTJ>Q*~r;VR$pAvgIe~&vrlc9K^1nepvQ^QE%TCp1j`x%9ThD`2)uC z#KE-NGn$A%ks<9|yR}f^$M4FbV|7>E264u1)t#^998J;!v)DtSlf-M&f|+n-b&Uvo z%S-}icGjb;##x01e{Q{+-3cJUE~xJuTAn9JVv0H+k%-Z^$c_2BM{At;7S$S5m6fSz zs@?RKwWar5RByp~|IdOg=V&Uipl(G?tUInjbCd6DJpE`zX%tA{_kTDY9U+AcGll&4 zJGZP|$M?2|n`=#V^{;pal8{$NN!E=!SYf8-y%on7dqsg~!#ZJoj~!KEhK=@-w4OTe;4iDJD>0_{d;rt{?seF3`YSD&ti> zyowN8!-&q|XZ^Z~6=pDKO{$dd(%SmboH(IR6RSy(a_D-Xy9nKAke3U|EyD|VV_B#t zy42Z0a$UQ3$4wiX8vUAc1?st_F;Pj=OmY_$e)GW>+iYQcse4>ZN)LH?@r?9&>WL-~ zcp_*Zs2IsGh2S{^twd23e7-s$-?2wvnK`Jk#p<*mGuyTddUJhv;6XIo_JZXa;Z+F}?oN zo*lGVb@uf?oLS9>g9l?Iw10$3klKpKMw8>h!qthz;}TjlG+~4kvy_k%Aksb(6I_Ip z!yprMP5OW7zR>msvEz5b-WWv7XKaA#Rqw1V>hg;y6^T1rpkd#(Ufu%JQrF7Jv|J7M z(TM_#`EM4emryit4YoBr}ThU7DR%Ef1wNWV}BawOHCBDpe8r9mzPj&RDf-Pa&8^IcR}%d$Hlcsdbs1^Clhf} zAyaZM8OKigfmn{#S4r{BJpbXWUXDWolVbPUoz{2Ha*9P>PbV(tQHuzWI5j#P0(m)+ zs+$@+68aY6Q!!85K9+kB;fj3)mHxa*YoN)gCXsM)Vi~-A0mJASQ)CeXMjNq-weIAPNT@m{S%Ic7D!JNt!rv`>2l5Dce4TUOJ{lQ}J$3~aqK>$xi{D8TmQ($} zvpF!Z8m{f$O~mKjs|7d5|16uj4WzJty17F3me0X&Iq-(fRY=~iko#_^kv707dOSQE zf_mWLT`-)nyQs7Y+pk0>^=ovjMATAE@85qZ>DyR|4*TqaDg-Io^FhB=F!1qv^DNJvre+Uatt?*6Eq3$`94uJ)AF0Ro#CaV#WPUr~vCRGP}_IE{R z=9Krr$ycgmv|0N>M=YCq9<~I#)?r&DF&>^w^p;UPgt+o^cl6}O{z4}@G8X3wnUXy} z!GC>5R$&EY5}(9)$#k~`GU{yjMicj2Sb~9*@+40}&E73KF}ZF0{;LoKKm-3^Ep?#+ ze(*%PW}nB)TN$*5MW?(6;ka}F+D|>kVIr1LOUf5cH?f=W;|pRFt0dU)kFI)-ty`HK z0Gpl3sPbS>U%yyY0DdWJc%9iPZjvb?WXHrSK@br}28MPs z&s4b5xka&re<-efIAz$srT7ljyRU9EuAg!L0se>oHRgRV6B4utHzUwT?$$k~vvM#R zI=Y}v4nag^&+Pr7>40~R3LWf-=32q)VLSsI4~#7ui5xru*c_?EwQuYef3R)??(@}W zvghCMI}uxM%dfdR=ww|3?kp};2W}`F7#B~?wE%su>EmPx7M;(v&qqy{wF@Kox zGJ-KHlsQLN8s_l6R~P9y%8wjRnkNg9_#NcWEL$?i&tt{tSf%9K0YJK`V zAMd!ZZKIKy2M+UZ97eXQo4Y#$hX-NT^JhzAAzl(};fb)R`@B&1E#0Tufp*m{$%g^S z%WBu-jc=+JK7S;-&AWysggeItIie9;_>P2hxBf~=op*g8rLXDM_zxP#W0fs?CYiYf z#^r-=BQZt8JHhjrEu7K4=6#}P#;Tm6GjiOM{bK?nv9PK9Q4v+q0mA3VFSQB%8nxJD zJJNMyW40t|>Zp+^P;0*xGX4Px>4&^}Pre6h;q3e^3}Rm0f1pc@%r-WZReb$KMLQXOeVHkJ$BD&OG;$AQw%6chR0dE|CDx`_TmSHjZLWW}YC!i4VWuxMB+TCh`c* zM6jEbi7pOEE@WKVdHTvdn3_gESvUrVB%a($&eysJrK0c7)k~k{GVu02%O`8yJ4wZ( zU*L$qSB%%8!#;#qGK2MJ)LPJcbO_j%`CFTPa81y!Q&<&Hr>pYj+WE{eMSJXA{aYor z@t?qaw4dHBlOS(DXA|RF_Dz;_jKwTwRFh|cf$R4bRAZVi^eno~txRNEBW3~4_@Y+U z;j!w5WrLiyhuy3l6u&d{3C;J)njt)`)FQJHfl_QMneCcJ2iGs5QOR#)->)`+Q4ee8 zyGwuPoAxuD+o-}6GQueC1o)hKZ+j9HOcNMQ;x;n-o*eVyl{a*`Y3P`$U)a3C0XJcP{e5H1#|Z`U>yzfpF- zNyI0ESh>)1jV5o#+h{5Xc!PdoC-6|?pJ2mlE3|bj|{{>R^(0rKMCiudYbG!XO zOvKWhihlg?AvAkk*9XI&g({uQpF` z?3D}b;~dkq5gs;SXU1eTvVMz}o;3ZtVZR;sR`Bqj7>DKX zAW@K>>1+ijGUa6tVwYwOMjhYOa)oM05LjTxB~9}Yqdi_OY;z5^bRUmxbynZ}*Q4Fe z8e$sJ`|wU@v-pdmlEYG$c(C1PkVJw(Jd;)S(e{}kaVzaAVlRY=V-j4qn33@#adEbu zA|1yEM+`@1Hc=DQH?^bBSqP_IIza zwWFaJli9jdt)-4+UMQ}|_CT1$W}N4-C*g=EwZiSumyw;_{G_X&nId_2Fw6{&P}Q7X{hPTnQPbxxk>Gqzde>z$%XYviXNIR1l1k1$o2Ok&Rs@|*~!u;3`Z zf3?kEHmj@u*AacVPieTepdehod2n1O|^mhIJ3_8r`^WzG{jDWe|hY*=LKak zo_C8#to1N5oD^K`hSy<44&+6Ur{5MesC)FZ*i+=+?|un-$T)%tHqKPbGc03g8r=%> zu%BvRe*Nr3t3*YX|I3Z7`C9+t&TjfqD5}OcIS-&wb?l?8={jE^A4Q?wIP4Us5mo9S zrQBWE7Q9_}5qmSu;9Jq{V8`@2mPi3>;xFxT$HGL1Q1nXL-~#4=siO1Z9U2|4j(@j^ zaUV+#`pSq!19DBdFzj5j5Ayt(P-r(bR@jao#*6xi62v|;UA-J@Q$vDmyAzGpQX-Fj zi|e}Fq-|Ih>mWQDiMDgj`@-SQq&AU5O(D2gqb%la7jik2+n2RDda#w3S6w{4jwCrZ zP%0xAH?08ci5r%uFdyOnv*v%*U}7*~Z@QBQ{e!h0I|-#Y zmAE8U7m@11>tIb@$wr$|`^y@~?v(09>Ug4J*6=0s19|>zz);)Al)mTiGbh*!(VEdypeU7OIfni2_4%oA0`>zP^ggn_yYu=TcWpi0 z>Vz$SY~)T$-X4=vFE0h__H+TTGWNzpbMbvb31a?y*j!^k<*__c?U1IR5y@zqS7GGr ze^0rbKOj9Kj&-*)|Cp=p&}K1jZ%E^F;NN|EyhWnw)l z9QhlCHE5+&ZQ2j$-Xx`Gm*eYYw)1hECV z&!JmToIDRkY1U6r;h3Ng|A{mH{2Dv+SAyTyVi%GtoaWv$Mv!O~O0_npEX7~-xK` zUg6NIr6d(D#i&TsPdokyUn_SEb2c%K___DEPXVAYrRGJJEM2$MAa6s*5=}ysCw@Fd^TFaHM-%5-{4~&Hlmj8ISRUcMlY_+Yn^J zvC{ikv^iOL4dyGRrNs|$PUGhBXOd4sj~=hrC-wc!-DwI_#`#rUAntb!@ALr?`H#tw zY+V;S$u1P!(2HQ$>Gjzt9fOF}dI9AEPq6j;2%Sn04dKaw^qkdwa+2AD$N zOr43%CE(KPmt#E@-voe?!dewY>H9@&>F}jodO&?wd}y}0kGm$muAWl&7Iw4nC~tfN z{?*Z$V-!7s5uI3sR7EVZY7EIDiXiim&Bs^UDl8|`jYXt}cv%ODU)s2BGT9*rF+_GOgA?c$n zuHBJ{7?65%mSraLk6=6qwxtrmyx`d3v~`_xa`y%u^KD^Bu5H+-#EBPC2oas`v}_jo z!Y*`evdH$*{gdB8h_yQ$f2wQhDv9PPZF)p$@F%R(bpsUndOWSwFNF+`P@mR^MReGPludt}LvfrPix2+NqFj9n z;u7kJW<4Hci7kG5X9LboucLG z4s+uFap_L)il$IK9yK#%ZIMmP*z#Q}EqQqUg`wYMYYUu0pHLh$$ZNfC(v{UK4~W|D zr>ktjA)F9VAHRZDr_=GsE(0dOZLyL~Ga-e*hu+}AWe91gUTaKNvvkAEGn_(2W z-NlcW&lx1)MbCh{QvG2C;sFoM3Z-Bze-r%ra+Ec5Xj0+BOAFPoZ3|c6w+6L=)rU}b zT#j&_b7&+}#>A)X?ERU`3bE|uHg$JDh&sGU{h6kHLgJtmtdZ7ySHUgLtUA=)on?=}*9MTiD{MQSc0qkK z9wgb{tX)~7mW4Qj6#kHxL}<7R{M}a&?uG|1-Y3i;nsK8uYIIrRw`f0O3v~neix3+|j!axZ+DTsd6c{3|ZvEdhH&ToXJ z^$jP<>PH&iuj9mGZX;+dvQ_LnFx-HNb|jfrTI&s~hL*wSW)&q<(PYV?4Ht{N-%p+k zsQc=1sELz*7iT8*HK>cs&gHC=WIV9a9lksmQgUA&Q0p0A+sN;b@FbY_^J>gZIhEXIJIR(Mqc+hc5 z5@ET2y-2@)Gy8%UUQO}{J%GzHc9^Ed1~4&$BT7ZC9H9{@x_yS}vl z01nzhAq5jwlQ8r?D5HUJ2U7(&{DmZC+cxuv9H4&KT+{kx#D>vNfj^T zwgB_B)c*kW>*$}_u{Qh<*FYQ=hdAs!#i}0${u)?(AD>&(Y-X13-b=H3S(oR_<0AvG ztk2r_#jr*2OHfOB2%2lCVo+4|50m_>(Zg4x>?)}{NuQokg-42@w@TXnC+A)KK2-M( zzcrfXSD)Qn zs=ApRv!09VUX2wtgAV@BDZ6GFpb`D9Y{{Z1`>K1T4y`VN$>^2b+@_51b zuYV1JZ{2A4ymo4%A7>7SA%Ck&ZLTnohuHpB6!y>m0IIz&;}^mkFAm&jZKQaT&&11h zV-?lR_G^W0Sn5{CQu@{Sp#?>i!OG-C8HZf3chmXZv~R>fy5Xx|quh6Z@An@BaX{49k6{ zYw3Ulcdn$9!TshsdgqGdJ_czP_J6kTgQbedSxYXPe>{L3hhqbb{>oc(jp*1de{QvS@t#cyT$vpx}wGc4k);j+Kzd}Hx*LbuWG?GhN|4$*?! z&VIQ4Yr6P%b!!Bg8Z2N+G0LC9xi5`y%DTmomf&1B+0>vz*ob@A{FHrI=hBG z;GxI+)$+H;S!7?@D(?0|WRg#vl$;Ea>HTZ#pMfbRiFxr%0!d3dY4<+?Pn9+SuZTV( zYfrEIbHBNEW`lzNa@X%kn;VhfzOHTSuNH99oqZESvXm$@pH z8+}h)w~JNOwM`-&OInNU_f4`tv#^a$KfUQ${{Rqe=h0<`D=AIg%N7bp%rW)oYtJC@ zeWix5hfMJ8{m70|WAo6J9C~MyTAnKLrl}sAZzZz%MZ+9z`<}#C%haIMVvgE%+peQ+ zjxtDZ+g@2U2__OTzzp10rTnniwW_ldE6M^OwnE4Ta@g-&Uy2!?>RgbRVfTGKabGc?%G8yQn8Ulu zOz1RAPqXOrLM}%2iMP8RdU7-A?O&Y!BR02R5cSl#$}-N(q&7I}IPKQILwqd|G0bEE zm1AHV@au~F?eS%fek|+0V}twV!2_Og!5);jHc8{6*~yBZH5#1jOBxzwqt9)3K@Re}@xbex;<-=S)^=YN z**b%@;aBx4F@Om5;=L1B4pYN&9DLwlo*SOL*9rSoX)k%M+uTB=x0M)BPw@ry^yF8@ z)t|GkYKPoqlJ?ZsP0kJ<1zlZuBJS$e>kc9;#Ec)NE6=_WSxDY7Xry5zyGi+nIj=|3 zG=CIoUJ}%U3wU6TCV3PBPT#G0-@-=VmQjymTs%1{*`Hi!kW4H= zVpNqG80m`F@b2gFKAx?DqEHS;y<+%tQhVJr2Fd_&^7TJj+t6^HDX=J6u_z=kuZgOh zUcJw=n_pIvYoYYtjFlh27YbK$v}^K#oboH-zuLK&Xr4>6JWUW)01z@dXWqW#@tJS< zSJyiZ#xW=acILhl{izb*X-r)VYp@^Q0zm*{KVEC-AisMLk@;p_1vtv?+Oy@q4Qcw# z#iWM70~i=^0m=_vYn}Lsrs}X-*{-KFv#(g$lVaoAy#v5{h2%EI*3A9oF6txBK=rI2 zj5oKJiDGUU**0NA^d8mvJ{Gi{NK?0C=kba(>Pbl+(fcr2Gk(s#CXulq7lGABat1N{ z>A$nwiw}yvB}0-5>BDNAXJ|bBf6!M=`yXkmdHX*2ja_o9aKvrn=IxVM9|i0h&&D4T z7(PGZT6knRAhGCw8vQ=HlchHMADq!@RV8lc&RXGB)h?WktR!N2C%;eUUs3!L@RpzP z3&ROza|uUSi44EQabGU@fsD7;L~dAwta4Y8^K)Nde#&~JQQ1f$Q1Zh8V<5*uIIoJ! z@bv1`lxi)Ju76Uk3KZu`R=(%0e#?FuPYn3m>|!K{hGF}@Lk`(B=wG$d5BNlGR1K%g zE5Fk?>0Hdme@GLfZ4e@VOw%v$+Ik70vi> z;FNlO?B~k_?#Pv!CpGKd8oGDVL_x>P7s#P&gz=Y&?tC=_lSYM{cF*Ttg?Kj?8;b#6 zSb3_esLO3C!$jBg{XSiWY3EgA#_~JhSJ(a~_%q?{N5G3LaV&QU0AnZtbH#pRLGd3@ zlg6=XjVmmW&AAYqk^cY!ucqvOYR!880K-jXDzmANZs2m=IqhC_FqVW|9;dIE=9OyA zDBj10d{mMT59@b2X6IxxW0Rget2*^zhr`IqRn?b;Bb@ryPmWHd;$IP)vmA`=FF5}1 z-z=ihVMqc zVyxwD*+D%s=xgAeM6+rP3v4^FwDuMHHU9tv^0Q~qFXUhXlqHuuf_Tk+Zd+5A2RU{~ z`0T|$Y@+(Jiuj?TU8js5NMrr%GjH3-$?O5Ia`+$OOiUyxu(&_$ALU;f{86!z<50MNEQV4^J4xgG=Dxx40dc23!Jfod zig@=%i1>PW+vQ`CoN_DVGtOs8^7cJ08m_2HSNm2+4f{QxFIWR;QX9DJYwJ;8Ec_5r z{{RUprg94pt}E(#%Z9()+`F-HXZz%R2$SA zh0Xq^PxnoJd4AGX_Y1CFtW$zoP33(#=zXi{v5NRQi_rBr8~yHoBh-Ik{bldJv>11A;Z$MkVkLs0ajkP1opa@$=$(tll8H z!zsj#z#aS7><7kH+wlJYQ~68f56U~&^kzj*c54Du4?Q_8g8R=f9;&~zaM8_%sB<{ySUT6CnqWyzd^FbgG+;tpcyZ-n>}Z*vdMPjtrI?G1DBH#eGBP+GE@NSx^b7MX-|$uNhA2 z@^koBZOm~>#70OU;QZC%#?DthjxgrcqHF8vSz`*t6CDOQK9!I5hiUT8rQ{+ro(Re5 zPMGi9tH@q5eSgNYCK08?aTEK-VY!*U?mPW@*QbDrScqG>=i<~I8K>C&IPicY!g?rf zzhZ+w_w8$5vOFH<6NnW4o*0q~}dB?qe%JpaSlU8;Xu>5HIJUMsHGPtYb zR<%djB=Mp3W&*s!$+-bv|41P3s*_ z>DPx6Hy)M6UpvUbNgK~3S0&=li#GFK-EEx|7C8!f*9)n9REeW?S(s&bAos7#aj>0y zOPX6Bx>Cf#l{FjmKSV!f&3{kRbO8m#iX~C~>h?ST0EpTpf~&RKY$qAbenwdS(3-Z7 z2#VTJFf)Qr6_>33(LN^CSSs9*6ku&9k@?rwQp_syMlEc9YmCY%)~`B>ddZ)z7vCJb zBd4Khbx5*1ZWY0JkM_&(E`qI#rJ0oD0meT%{F=S^gRI}NX)mM`PlhQ9o)z07ywAqp@KKFVS+WsWSliiT zee`lk`d7n68Su;jZP@^v@l0i7K1$=?JdeV=Y3Dx6SkqTs&Ptgk7Nz4P_4Cm8`M+zA z5=%3`+Wzws_uKp^uK_dQk%}v`{c6T`MqldQS^oe&k@i=Qt_u7ixpcy}+JMe7LB~9O zE9Y;7E&l))qr%LFMUdWw868g?53PL(@giTc{3DeV0>2}-Lj%Ca=4&5N zv7Y+*=7~rvA}oV%%Z${25L(e~w0moyk0`&3%G?MgL-sZ4-VoAa)a^V?6GlrXk`<7A zz@FcwewD(Qr}a6>_eb+L6j1j0loWOTu6cKZWNAJy*$jXcWhs&X`?c-f2xXVz?5`W< zF{L;P4|5`O`d80d-j}O*3&&DwURhNN>ZONM)4g;bvd6_4Ja6&qT+`$(O{R|j04o83 z`{e%s8rM9Uo;r(*?0v>Xg{ZQr&GfnJ{{XbSsJ><_Jej#uXI!<%QH<3E7ac~sP5a!v;%o<6nuLtjCZ zH1KdbE5q5)r4{G-pPzpdWheHth5lghysyFGMg|+->0e5I&mJbb@fN@0ue8qdh?Q{@!GvYO`>kAgd;RlL z?ikrks!O6w=YMRgm5$!s7=XqTuzH&D57|YM{{Y0g1S~m+QVfT`a(|V2H|^1=v~xoi z@}Xheg@+rt<2C310I_YT)I3L}TohnZ?|2KG0krk6GaZJX))j7z{-^0Vb~ZG!IZ*1; z{ExG~EVxYe~^||@IX5oY8OZvI<*TgY3r^HQIxgoM}3F*)BuJY|J zqwuYtnJUb(fLH_fee2D?lGB~_& za5MZwkLODh(GK`QGFrj59@2~Z#JW%s5gEcb4i9}7(n+KANz3rhyho0}Lw+gU3pBWfQ2(CK~w(@_3P zjMU%w2F=QuB)Dc9dY#1J9M@6extaU{r%1%dB%uz$*dDc&s;{5ntq~D}q7)lbq4|bL zs;6F9EIX|o`A3DJ97R{n+~|L2j}NzpJTa(Q&!4rd`InwK9AogWmp^XOKd@m|`A?il zY;--V?7xTX9^+fcT%@XmuY5260A9W?{k`T1q(d7PD)%R9sN*1aHSyJ|&k<7#R$IAC z^926@+G^X&@;(W@V$c?H2Lw34J*)MH;CI9Z@K@}w@SWF7)HMgY(>5s6;w`t5dGrmgA~01CoDzPSuh&o6yW$p^;4j%T;dI)xvczt5!5ltRO(QlLy$7KkYxbPFR$E;0 zGbZIuE%!XT_WF_a8-D@GEH4{PVJx9vf{pTIAAguv$M9LCNH)2ViOF2_ue3klpk&>{ z;CYrpsWcY{k^cZ(*nK=^iBTkAw7&32CzFnskYF>6y%poc#}O_2+&lc*c&Af%6N6ZQg_W*QtC~zT2hf zyY@vBL6sQB{EF~Y+Nl(M1|~W_WO;(!+O5Kidl4jRc7^^g&boa%8*AXL4Y!pcT!Ii-Erx>sNazZLWs z?cb&DIxX3Z7|Fw7Gsrm=(^^oTAKFKwIciQaca(>^cw>7gfq^;zS#wSo(HqF<25 zge0IOpKqmn#QMa~dh$mRM`p=E!jEBJq5eJ5wEb7(Uxp#n^tm;iHsTom(_(`QAlNW@ zuL1qCz8-0R4L&c8Gfc1+7IIj}bp#-BwX@&3;=Oz|8Z~LTSoo}EY0|{1YiH(pcfx&R zezxGoM2i^%=G%q!&#g~?eExLyYb!0Y$k>E7c9Yywyc4Dvsx}?mx4a z?3sJ}MyH7GY&=70qMaR*BD28Kmw5vf;1PxS4?Lf0`Kpv7TM*$*A9G4^r-f6h?7N<| z@Hh6o(X^>NJ7a%6&7GBVPlcbhmc8KL4)||I)-1v;P3wTKw7VpRs$c zrSTKuZo|3%0Jdh3gVch}gI`?fu{@q1a_O@&NCK(OMo;)x#s2{CPK)Vv4;T3Q`egv$ zTz#mK$vG{?eL1hYbd-to*jX292Vw_Ka%RzfBR^&O7c}TUB6TEx8oB{ z{{RaMSQ8?`$stcK=y8)?hwu(ke`imQC|3{WS}?)RImhSiTzBmO8vg*o;PG3A1-{)P zt`|5T{<`V@1xw|A&A%I1fUWkMGIoD^BbxVP9!wHZ?Ee5G>@g4hmY$oqf9Xj2W8vf$ z@%&x2x(}9b4J=BVc-g#Q`&V(UokCv;>6W@x&9$DalS$=0(;qE!lh5H?SAj&5{7hSw z4IC@si1!5qVB)gSnxm_Y4@;|Epx}d_ zTKb#z@`l+yBzRssV$oR*3O0!(&h(Eb0fFzwdiiuRCG-+Al~Eu$UZDDpYxMa&K1F4B zaf>}y;*W&2vG9*f)h^db78WF0AF^C4+zB7&9$)}=9sO(PzlVC3oo%SBH(F2jgwgMj zf6_J~IQ}39J@M1MeP{6&%Im{_vo4~yQzrd$Qn#KNb`LUSRRF6M>CYcZ@V^Gb;hSqi zG`1dmf(G8pkj7l#U}w`A=DTuiTEjiAE-R+-6w++)Ul`sCuNKQHfe!gM?L34e=L6V( zTJ+D4GWp*SyedR*8~ujUaXc32LCtx$jZ!&$NAgGH29u(U_vxDL{wv2kUlTMGxwtni z_IoUy*-$pG0=}ykDAbFnyEF3~FS$5F%^#qDw;Qwm%~~NPV#VF7tUza{{Uxg0^wsK)?2%1M28~>%Fh+>zk;NW3kj}C zGQ=5IU~R5R_v`Ck9}h)Tp;j-raT>K$;<_F8#(3}THOm&%3P~)Hd5atjxL?bmub}<` zhlfDZVOd?1%gk!z0J-XZweh9>`_HIJ{;)=;D2&9B?UVJduD@ri!K}95)@i?hBNj8oj_RY9irLaLG%u$ASHts>sTJRfNvf8EFyM5H!s-uuGj%(Y0 zYpckvwTmGJ7)K`8$IH3BMtfI^Sj3Hesh12`E^?=g^{A+nV$W|UUghM-npTfUwqk(p zpMp6(aniRS)vvUjUr>_H?d_zN0Tj&{KRWs!Vk;8iPxgMEqYB1eKtAk?f}Wp zzCV?6o;rW{rY(^HC|3j1In8ulE4NsF1b7+JNf=2r!w8={PdLc!-`2WR6r&!8oa#<3 zz0W)F%w$|{8%a~t^Zx+ruDVe2Lm_uoBxlmOT>-$6f*wz5=_Na%ARIQ{b46(T`ksy! zr|z$FJz!yb2`6X{JJ+!o*ZT@b^D+!z9=SE+KWN{17F>t(7XS_odn|0vrF7Yp0E}c; z&*ryEC)wn(<)=|SZhfWU`PM%H{5LP0D?~iLTcm!2n(?38cTu^MQTTH3-94<)-A*I8 zw+$4ES%)C|40B$U;QelWPs3giw~-Yd+Ek7iBKyordv^7#Z`w!U)L#)bFArMW-(BLv zd- zN8w$^?N+f|e$U=D*(7X+&5``1#yv-0*1ti=(R3GuVpBCyyrDox_pOQZOHAleOYU+B~fz*UpC6jPH!jgJd*I?<S>L((gZnbZ zEk9(h2h7_%nOZ{1{32!80zp4?eQW36icyI^IqK2RJXcHoo+B@3DcV1X5XZK2#eEs@ zYRrGb6!=ayiDX$4HB#W8m82)9t_^&}s&46jIYdW6sPDO8RHiSD(Z(y;(mq`fG&f z-zcEdx4Mr_{f8uJK0NrwIX0+|L=C$GkKSWHt$iEt>gdgN;&k$zy!)x0W?0V6xFcXZ zj-N{T!}c6S{{V)9@o)~VUqcJL3;;aPe-733FTwlKB%UULj4;ZVl9h-#+{v_tY-geE z#c-)58cBEk5%63{<^7{uTj-C<$)b<@PsLv{;Vy0z;0y-y7@T6Jl4xY`Mv5beQ0yV) z>$~RZR9%B>z9v}8vJ2ajyF6peYJyv{CxbM>A=whS1&0H!Ywu`A@JHg9xBk%2tiNCx zmM?^V6XM8d*66-}x_q)n*QIUz61WoSx|AhUnP53`cmtETdK%{c0N|e}r{Q145`~;C z=S4Zl^4pry_&=&!>H2PWL%{wm zTTONGG6?MFir!;t-@IT*>!0K+$vhinV|C+3x4no@Y|}D2hw}52jO26qSF!v;xQ-u* zc7>wezh#gjlh+{QHRK-;t}Z9|fh1PV9h{OoDVfMCA34rQ>F-~l*hOZo zZuCD!Kj56hPP6b=kKwky7TP7AwgO#%4+bHD$jB9u`(Ru7zA=SF&mlHpU1c_mE3t(?2n$-Q0m;NvQiY5)^FPQAg zn~4B($K_s^b^A8z_j-GIw~*Pq&Pj#AVx;xyT@S)<*~<6fU&MVg#8(=fmFS3&u$-s_ z^kRDf-n+0^>_4)UFRMP2j4Hz!Mvt?59-03D1suM-z4(3LSG&@q)0uTwbyUDIuHLvG zPWAce9mHR2omk-nyn9#O-|$e|yGHPTg70Fv7cz}St|plz-kX^T!t>C2abF0)&|FC* zp?8ONY>|%j?%i(7DvpF-Sf3JwHnz3O+6L{v7` z7~?fvrNV`A^B#bXl_8wvSC3AWo0oKY3d$OZEU5PRG6LD>9+d%Lc`KDs!KtNS91WnK zY8K)-TWhMJAH&*`k|kO0J_Yj;L#qTl?#(QSFx$Ba)4pj0`-uSHV*?#2lHD>!R|&aC zrZY(^%IKPumGmpPj#XwQw}HR{yI%=Q_H8EEGZhPxK>jM>TJ53)4nq!e#d;5dVTOGY z63oI~+1h&J+PQJx3TLC2M%axz7+)3`$7N}-oy?%*^YePwt9T2`*C5enb!@GKwy-LU zE(hK}{c7^Bis-E!yDL5eE_Zen?LP@EP1l3;6XpmWNax!B0Nq}{uX^pnM)_r3Y<%W- zh>aY|lalH`kp&DebxVy`Utq?~F+7d*kIjarCdfz5>E#_^a_)sXjtaX&T{h2kx`M@7BI}{gOXp zjZafH-YM~jHhN6(Kapu~D?xG}cLlHk0~zmMRqD6?3;mk3yI2}RyqseUQHnOEXB#jg+i9n~hk@deXbTih^- zW)YLfT;jeA{h)tpYtM|{HG;!S^DO*7Zs3Tz37`Az{{Ysm8}@_!pfCP5c(U(Mm_3%B zFtAyxouNl|9WqB+@&5o1YAG*>p~Quob_wnWrFG$Q+riYUveh1SH%kpTxhu-a9f!m_ ziKNpbmILOPnB=!0{SA33msB&nkw(s;a2FhbiuO+wLmc{9+U1uVr%Jv1E9e$}EB> zC!*>W!sk!A7d~`OGPp<`hw3ZrGL)-E-Ar@3*M~RR{7*^!f_@2jd*YR!if%kprmmrP z49c*XGBylk;Qm$h4bSYi;5qcYelg+8B$CrlxR_k|T&Ptga(#coxxd+K!E513HAw6( z%y3*@`K=O+05gEUrF8!Q7`{Jg-Urb9W24J!HQn9iyV?n3JAAB;hO@)Z{kl<`*zsdN zY&2&Dy^qSz7HH>7){-Upwn(IcIO|@=;#noTv7YiPgK+~GLM((GgBZZB8&*j5e;Pn# zK+$kE9)wq2;){_!k0XU!bXgKLwNC0WhOW$3IxvI7#cs_blU1zVGXDSx=l&}OJzgO! zo?9_qNzHp_ge}Cn9kh*&+XC(<99M;SzZRP9v}HF9%ga~3_%Tv#0tJ&N5rdq4+VHW- z#*A)zSwgg@C%FfTtkQP3x0WdG36Xaw$ptIYe2Ag&q)}Pht-MOWc|c?3tZgewveemS zxmF7a0pw0TUiIF1qRUH7Nu7kn3I$5T^TJ@>qZibJ`=<~S>dALB<;ELcf>_o zTZtk?%Wfwb=r?q)(;tFTv|qEtvN-a@I$O8b5tCn;e-vCrbj31Jc{v>Cb$*}x5>~qX zpW}{WxXY#OB}ZJQE1NKD+R60P`wA13xN`{~Bz*q>`#u48`&)Q6;7A=#gQ!Y351Wzz z{e*_UCyC~6RcfVWM-=W*O?Q}%4}U9PYDZRomnwnA9wclQ4PH(Y`V70dqDlDm9l z)zIXBrb)Lw2hYWO8Kixt3X5Hl=y+`zQ_X9}OIu6yK6CiNYn@`&X&G3`omB7#r`Ef_ zg_<!L?zCMESb#xapd8?8aY5M0MrF);lrP5Bb;E65cnk%VV zF(@tayKcuG+*e&#wU$zX-sc`Vw4P&$i&`IS{5+YYo8r7#VI105n9Se8RyG*_0LP7d zA$K{v_^~{y-CrA%CpZ|dyu2%<-gtw>KM_{dzRzp@obWnFkC>6b{SAB`Y(B&BcKX&S zS~8M04}YK)*O|)L8z+0)@;rVXU+qn;k7Lp1X>6uOVi{PFF_78(E6eo_LK{CCYYlcv z#%;#c4bE|p20B-&Xm;$D4(pSTf3>EF6`0qlj&Xz_CM)Glaa|a>fQ@``L49s z?3A?S09AfL{3|ScX(|fQ)cEW?=T{TYbEB8UHNeO9qYf*k@f`Y{mZDQpNFtd|3a=Y$gOcVcb?bND#f8Fqf%6W3O7U>d~1A8j!$!-UVEnO_~^V#<;k4;ST9JIO7$^{?M1nYpKH(#D!p%HC^$y z-Qa(XVTs9MR*%-NuVa@DpZ!-C95fZoZwh!H#4~tvR=Z7nwWrzGGzw4M^e44&pAN0t zPw}HG3;?V?UQb+SHR#$_ho(j0TluW@=ZS;LjmvB zzde6wFN%xeZ3J4FTkR3AmcaJKet>xQQnG)A_lDwhNTi5IyCCylpZ@?AJPQThiGP1+ z%F&)$PQ|-d+~Bgx_?oIwgKdLYB>dYUFVOd*1N9`Sn78Y1hY`?q$ypw#ZvgMrAupP2c2%Q%nlcL&yo-ORrGJ{rfrt?^hAHvL}PK-ka~YQ z@jnS)CHm?zK+Cb@C9*SsThr-Y_xm$w$)jFsS0TKYogA)D2cDzQ*XKA2md4al(?ikX zM@ism@^7K^C+ya&{yNpi-d*J6@weDlP5V`{zlP?Bg(Rr^!``|70NGw)bK^a1?lNs8 z7JL#vt3+xs@^!}ZKo>84nZ}Q;=4)i{wz+3wM3UV1M$Wy z>+uarDW3;AT$z-W&t%cWE2Aos5rlh)AA2?AzZLJ|g35F*7kYJNCl%|`_(M{)(!BHX z$FqfT&r0y0i<)KR)^3{uWb#Nj9{&JJ`RbBQJ2UMt@LY-9@XbAy@0b7^YkllzHR`?| zK5QtlKE^x(S09~uo{OZ&`jFnru1+@vBQ@*#K7lE-iQ>!u010p~0j@~hM^mb9(mv_< zAMj7Y*WLz>_Ins)xS9}I!sLQSCz|Fit^uyAG6ix#64zl<`jlWOJsEi>tB~=Fq6e5-pu_IC9Tgv`$y3HvelHG zL9k1<{{Z40{VVj#{t4Y{5b&0zI>-CRRo+iy+zR<)_Ky9U<@iIWB&uFtH|ON%zff!I z-}on;gF*2B08y2cug||oScKj1%FdcT9@(&%BkHgb9Lb=Nt z;LW3aJ7;D|{Al{4hWHs6Zx+N+PnH}F{^0bls4M0_+4s$p#aS!+ypl-iyPj+5%ID$u za^RP%J2deN-g5B~D7|o_0%_)XQ-k(CU1{`yKcnQShd}sjczD7}pzD104SVg?()}%xzph zf}yuve(B(ZAZWoP4)xnzXUJ@I#d(w>qe-h+GptncnBQwX+CyxVEI0!knz2w>@otqX zI-tui1KihQwT}i`$(%37**1JV)R%Dukb#4P(!U^nC9_51D}+zypbIy9#>lf_> z;wx)k0p3C-K_d)dk8D@u&%`-aZF+WA-}9ZjPg?n$eRS&bqx4*cn~n}#+FhSae#WD2 zpQ#KF-Vyc3Z|7bA0E}aMtLH~nB)%}Giu1qNvL$$R7G+{a)3~=<`X=kb%XM_jP;%J} z4r}DG6x`jK_#}FR;ME zBea3I6WrI$o+g@j<&or&lb*Z^;G=~0l4rkL7w$$&YaI>Gjv}`t`G`Qs3V0{q>s*$v z@eLm`5Jb7?G03kx*01H3c2<$Lf=C(ZSQi)4l_-u|z5(rC-7FMgB_+B%8kvOE<0Yd$ z>hMSW6g_+=;QI|K=SurT_OXbTMr`FrPW8|D$NmaCt!qJ|v9(P-N#H5yJx{HCO)Iu` zzD9rA=M=^vh#&*TH=j!S+F6ZQt2B>^l^i50IYu9O?OrDRt^9N13yCqRJSt8AjNoFt z{{UY2qvBr?HtYRLTZIdPyT}Ldu0hCk8%N#XQyyT*aHNsOJJvJC)~OqGHH2Xo%&m4^ zlT)65o$^a|&ov87u1gjm`zCXY+5eJ%1Yxs$*FwANp}pn9Q#!xAljgS-odHN z!ZuQ+f$lTK4j~Lg7LAuY@_F+5(NS&(xuUb>FWaN-FNvzMd>AgsRL6W(GB+vX(zsvQ zcMalgMsV4ZC01OoIVT)fp?pM%li-5NNhoy&LIB_}8R=eo`!0Q>{t`W5Q2=I%Fb^j? zx?;XB7Wr@zYfTaKSlLBRcGUXI#@cM!wTFiuc$oQ9Mq+Zj<2`tyc8ik@;_zy`X0WqR&2aGmzoYijt*-E!JlFm-ciP4mS^Lu`^`W``EjuR>O z<-L#QTt!OQy!FBn)fr#3J=5H{f3gGuKfV3Zdj2)xf3V6Vf3)w6$=~KKihB3V$^I4W z-yY)BV$@7B5N*~o$T;1ehxylre!^E$T>jJEJS-S_dLwY&(?$pBQ;)8viG<zv~<8O!BT(Nv^ z_brw zU+_?m-&xy4gEF@n9Y7g1&i=tj!c8;fQd(E!9!LQ7{HtU3@4T8#P{SSo0dU#+=kdj7 ze!`c6dz)wS-bR7n%Zf4v@v!{E*RSbbhA}4<8}&rct2j`UJddk>Hx(WnnTf#>w?5V5 zpR=ytI`=sZRIfUTo=z^ESYhpMhtEDa!T6V~`Ak)VtEnR@K5F%QnQq|l-k%lB z;%ORC&4K&8pVt-RelC_T_*q)JeCi#->@D(+bI-5;0A9Uj>h;ftv}7^)a+k!hu=!Jt z$JeEJ8RT5CjULut3H?T!@;blS;_~Qxaj}Zh)vc_|cM)949`7zpM(nv6_1pPZjegOJ z(tKUI(NhV;+Ah_3P7>EV)Kb`XgK{)U!z0bUf-cQ5=O4v7eZaPx30yi)2UmeXJPH=h~S) zfz2!|CRJdI7} zVf7n~KT21C#Xz~fRBvTt)Urunt{Q~oN#G63_A1K|;Q~1$&_P>J(ac{fKWpw~I%rVgBxeF_k zFTy_#dBilSYm6jeM{BbzAS!;b2PQ zM?1eh0$yx)|6<0~A)kJP*h7uh*a1r^Y%bgTG}@ zh0|+yFj|SUv{*#==aY~>0xR-0APpOR?WKB=$^QT&HTwbkFs6Y&?7i^J>x*IJ{{UvG zglZcxyDgo&yZtNm%nX&C&l57H)fmb5JdgegA9{^z;7KjU^_gx;mF}fu$J4LtUm9A& zEM)N6ZU8;&?a%lqGRAb@2efLEU|j7`MmGNJ0zW$V#>|r79pvY(0V2Lkb6lGz_! z!xZ_j(t7S@_?Sq#DmjtIGUt z;WU)nh=`eYU}wzsK9%<;!BuGd3v}_bd6B}IJp+8557NG3q}+LAk8>F{2sh2Q{UAs!uz{h9+&JpIrJ^=s$+O19&szKZXXkd#5Iybh676eUODxRO2nh zc=7$5G%Z(KzlTYMbr-Xg!roI5(U5V^t$NgPu$4M>Do5hm%Ju+rHAKM8_O-AI`pv{kSD$(6psst%>rby932g_&4x9yd|x^p)5X3s8!+EHtZnx z_r-eu0L6a-TX^$KhU-<1HnX)-?}77zI%Dy!nc~$d%_ z%w`^)OjH~X4)Ez{EZR8!QsV=TdUmP&74YNY?~HYO>z{^Jy3GDj+i@5)oFO9T|%S+a6(*3Od_~Zf@jOU(ttX(U`%Fp(B zkbpj2#DAYrUwZ!9+O^M)W4P6xz*&;fDtx(MtH<8=u6yF=?8~S4gW;But3##3rd+*} zGR*+mSg7i8>ze7u<8bwAs4ZJQVvp7^)cK~YeC_bx;-84VA8HM#cw<+WOqNvG?;Cus zxa1IP>%Rdv z@(ijUdbg^?`W@>*b3ASpwxqGPQbFsA@v&JR)tm-#bqT1Y_o?@;t0PY2RwladD2TnaN`5$1aLbe_X zpGimm07^&NJ`HG~v9VLPd9;agqa1Ck6W!{N_*+bEB4{DjXPQAA*DILv8y_$p!lLl? zp_anPqXJsqFcn5N9ixL-^ITZN;M*I0U1zySJm-=tLRwNco`iE>3x=msmM$^r{{RIZ zWq8JI`s?>d`GfZTNuT0giq}lCUmX@Pa8nx?mN_Ha)9YU-&IEp5(h7zJM}Mt-UHf?p zc|337scpCYnCOutOCTYYNjx0)ua+)h5F2ocPEOI0^#1@F{c@(7KE|0vHE4R9o;~r_ zsp1a|MQd{^rM;{oIH67u@O=^5gmzq#uI5fcnUjU*P`ja zvi`C0FZPN50E8anQ?}DDBZ2Rxx{(Zu0^pDbazP!d)jw%(*w0w-TzY@RtM3(AYO-41 zSzAqS4WWc=+=!$fpcU`b$I^{1S@loyKP*{%2?PH(d2Zrs)0w&d< z$MEA3HGDVV&w|?LiS+4ibbC23p-Fbg(5`l{90Gl7?w|N55lMat_;m{shgFLk7v&$h zZl|?w{>wkJ{jG<>Z8uVjSiFU`n3n2mc-U;)RQDbie^R3PUumzN3r$19)HvZeb z6FM)(d)Qv%?J>t~7G-wi0tx5`-oX87-vcMs)>vWFby@7ASoauWo66ia_0O+L`Yb$a zW>h`bW_%8Lh{NUhl~OQH4QzU6{1nel)2yQKTES@zt@N|XWRfIRC3+3tiLZ*S?jtu^ zi96IVzyX0I`eMGNw(#w@#jlUv6wtg^b91cehjf!gG{uO)IRU>4`V!0bH27P2tN59q zu+(DncKLBfKg$pUBOhM>07~b0sO8Z16}6Gsmd2JopVng@RL{*Rm^?NCcCzjS4(Fd* zlX-W)2XJkqW4;Gd&uaZrpY~w*T5U8Zlfm||&ucp2?Xr(12Sz=?>S{>;0A|03wpM;I zvx~y8UCXJR?IgtR#yCZ8cBtp2dFwlk?HC^QJQX;nul0K$k{=P7WAM$AMhd3UlaJK? zN3C`qIMO9wf!_~hX(g6Bm6hU#PnA0Jw;e@&&HG7y%N_#PJQ48sMbfk=bSvFYS%*)P zQ?~yAU*(wCxjVQg3)Z$gXZs5HO}-vMZzqYhd&^%8Y4;LY!6HTh3JVn^4&+y}hRi9| zNi=!&@Vv2Yb-&<#RrqTH`NIvIkbe#^E3J~-aAFvM2PB%~w1z3G$*^okbF_?O8RMVA zy8D?*eb5Ox7&Yl)T9g1mLB77!qAVRN(z8g-`#KA_HxjC{1Df_Ux5kYu-e^*>5~WTF zz|JekrXWcYx^8XCdi&R}NXagW*l`niLIX4)eVUeW>RE4i|>E8m)Z4ZIG zIVajBfcfz=Jd7L5%5p|I6+gwViMm#WtLerW&E2xZM3)PeJH1HsuVnar@H@f&B=}e1 zyF05Z`$;6Uf@$txn4`OF9X$soms|aZyeE3L(OT;_+H@g{{{H|IvCnUt74UdWAG5}+ zUuI1_O$slWJz64nO5R+Tdt#98`gHn-hWHQ7P_;%ocPo+isS7|Zc{0s4HP?Wb(XkC~L z^z21_9y1jx?ajSzeB2{SHI!++9j*5tmwMNR5quq?U0i8$K({duo;{~|Ju0uj--Mcv z#P5kSX<95|Iqfv*rIknz#HqwK^zhude_`eDj0vU693c(|oU1Z7eh{owY}?X?hjc!(Z7$ zLDBUjOH0iyp;@+*w2=Iq*Tw$;5OvACcky#y)x13{w@@rA3r!SdhyieVXT5#(@fOwm zdGJN-bgPK&UsbqNj^}XLGI9=jV->@G!#@qB_;s%QO4D@+;*#)9YIc~z;aD-@y*;a! zE5*YNh;^UG=6Ly@AL}wy*TdBO8hxZchVv4MH z?9R-N2=&jQuS)%)eh;U`4;X3}7WbCABr(tB6-!VIyM0K<>7Lcmd_Vo2HTw?_#c6G? zS{pK$@_d}1*1W947yYX#I4^qc_SpUZ04c^{a_qL9I#vQuVOUPxH;oY2=B?N>Fjyd(OM$orFVA{ZW?TlTJp;N7t>T!~{*7RDh;Zo_UkKGmQ53wRI2 zUIMoGg`{hGHO-yO>l}{{RHi)-CS*b@4(=P`_rE?5sSa@-GeYuc#F#?Q5wSeleZN9IU!# z)48xYY!ByNR%IB^-RpCkC4{PDIXSeq`G1k-z9jvm^s8Iz_KQuP>fSj7R9wrAAY4Xuh5 zj~j3wr&|2~0JMxp6YWA3WFbp;75bn1RD2tMk1gS?4K;{#Un*H8TdRmm8-uRvfc^OFE476KwM|o*Rhu3VClF^d!LtA!rD=sUcHYg zjwst3xZ|}=6|z6Kzj}O8D=yQuRCCQ)SkN#a9!5Yt>(OmDq1PGnF2z<@;yA}0DT!_) z-f|Z_fwr&tL5b(6;}nv`wl>CFj->RZ&(g-ct9z6_&HKTgbH;JTYTPkxJg6jeE5N66 zUja@I4<@I#x69-(WBuCBqh!Jokl}7!6t+6@Nu-t(2tmkW>Nu$*iAX27?0QlXt_URU z9kOdDsoxafxn!?$HH}mOxDtA);*eU#Fh^YTny|2ji*p9xa640?jc}}b9^Hj47%EOO zUS(q%1t*W8?Ny~zjwWt0dK^}u#2x^L z#GehkS>i^TNI$XUwZafKzV^Y%?Se7+*U&yDvP%zxIxU^Mw70gpTfAU=%%rH{NA;|z zRH-ZlN^o{QdpyIzW1!_5>Tn+s^yzPY9C&r+xffE{+q`ds_x}KSlEnTUD-Yovl3sjC z@T4Wx!)h@wM;v5i;EL}&A)+dN%$moDHB^>;L1z#kZWJ$E?d;jlHS_O`d{ckni<^10 z`JUF}3o1&d=0lF472Ca!qhL$B5*Z0374ccdw|z<&t)FH9lIcd_EC3O?%AW)-}&JX@HOJt=~?g z{T=Hb;gVlF%j>rTJ-w^1{fzXnFYRIB5h28KM}3U1f3vnft$F!fZ)H(j_4BH2;qJR1 zVE)OP1oJP6{@b!f`(SvS4nhOKuN?iTq5Ceq; zp$mugY+=(m=xY(8c)V8vG-`~?(SJJZbt_XZhaFET1~MdA<$uo^~W{Wm`S=YT~D3KlXIL}x!CBlt+$6YiRMo= ze&;-6t}9B`>(B5di^hdj&PWH9^sasz+Z&w^Qqyj)p|op;R^23{erM^p3|<=%kl~|3T+MRd%VXlt*j9U+&)d6n%*4lK zsczltvpdb8rS8w}U z+shxuon7U1MS0HO_jvyR8v2}NmS0If<%#rM4&V0mUrBz4%3lyPscfS{@+6XmB;e;C z=QZx%v&VonFCS|D9-KdyYo%nND}uS_k^vvBc{h%HFAk9`%+d+n*USVR;Xw!Wuh1{p z@546se+sl|{>rh*aSG1P4-8N7fAy=WC{@8zU5`66oM>aKx7Pmvnd_PdhYyDCUTbyR zHO@TgP~*(V=Xb4sdHC`eA^o9s=$D3y?Z6;%N7lbkwyaK}SH6B+42t~6_?W8Sv?qve zQ~hJzNwBc#&2Z+Hjuj(^BTL)0O&)=#z@ORfV{)G_@bUQy^PLXqV)18+46<+8Y!o3s zcy!Honk3#;tBIJ97dgi@=h|Gh{m{~Vj`X6tPQ&b;A z!gWhUxnqC0#-dV$4{D(AV)|vviTvA@INEwv^w8PeczRh_{^4hE&z^?@xu`~q7MXIE z&;F2mvBiF+UYb~Ha*TQ(lhd5lT9xp4Qfh7wbaerW4sSH!*v)F-n` z%e$9mW0Rh7_}3rd4Fxa!K^%7u3JFwjIU_vRy?CF*FlrtiiW_JHot%VTbLn0+;e9Jo zm&GgO+fF0i8_iTW9Ok}v3088X<1G)U%q3F1Q;M~Z)6WOndA=R7-U$ByM@~V&$XdY= zCElqs$d0P6RO7hKbl(pPPvL77xQU5a6D&qC#boP~+1ToPBpy~yM)QjKJn>7}YH5YE zXtgz|wWdU+ol%N!Mj_8r$4dA^P||JhzAoyeOSPw;A~@ardHpNz{{Rl@vP6dEq~C8O zZM6^6f-B)IYfij_$GYvrSdGQ(p;+|m)|Uv!{kk{O=a-n`9Sj{wL0>~-!1@iOmpAG` z*&MC3y5y-J(!7_)w$F3pjW|YGV~XKM;y7WP=DkzFI_<`u_ss5(I~Ed!=-=m>^Sxs3 zGvfPLqfpY#D&VtpJu&pJ)ALBWSk&U~bMW6iTq9CeRz0`Ilf`eQXmOShJED!{xMB|< z(!BTMu8%gatJ?{71yxBM*92o|>G@Zqc%Q;o*YIdbac&)<+a^aq3C~L7zB}4pKEDC7 zjTOX51_xXYIImi!B~!pO=C0Y{Qp@T`H>W7AJCR)cIPm_T;5O87(P} z2eVL=g82KR<=gc2t}_1K-&F7&+%P!(=>QO5A){}R~J_kDz#?arS~2$Cy1?l0eL(HSuT(a z?BgfbHOBbw#&+H+(^2C|Jn#y;NZY!e)!g{w!@5&lPjRi!8WP+t{kwtj?Ql?*b~B&UuROJRVh@y);KV_$!rKDFLk`0K?Q zbOH?{OuJ&kVR+*tkzZ4MApM!N%Z)g@Fk-;5Mj0Q4eG~B8;O>Q?#<59Z1n(d570rG< z{iRws_Te4RzQkp?dExmg>tp9X*r!GD^jh5djoy_sR?P|AZhl21o;uaP+O}UCLe~#I zlETTs!=cKKdgs!<-nFxW#t{{~NepA6qJS%i_~E3(tb8`rqM9!?RX1P`eK`E<^g215 zy`*P2Es{J6SUPaDW3l<6`#o7-#p9V-m4pN587HahkEL4iCB(3NVoA#q{{U+UNgF`t zuj(t^{tbLKCs~?*AfxPL45I;ZYX1O@{{Uv&xcphC>m|zDJ=A7N8?f9t>DP+-S!TF( zDAJU*J}S0Rik2>QW^^7i)+W>Rc&z{)X+gPMa%<=R03T}>P^lAucaB#drF|vwt3g{L zhB0dVLzYg_3h&R$(>8mrWXD(Nq4_=joTqPc3vD8>fT-6?k@wu8Q zwFR0Gs-WR^^NRI9225@=$9LjH!BC6A0eLl6EYC?B7sAm{_SGuLIWAA@~my31a$k}#{(S{*=9DntzvC{TQc1oUkBx1Nv z+3Ma;_*a&}quH48gWUT5HQMO5mo|3}l9EpD~&7ij$-1eev`y$_MU;Grc} z(@xyGk3up0HR%5Uuw}T5;WMznCP1ZqFe}eL;Ghr*p|d2i22G@c+P#1FF4D!1!P{BE z%G|#3$2bEV*Rz#4thW(w=0D~uFQ0(K*J3NPi&=Qj%4^5|B7l57a7vw|m0(ZuuU@_&St(#xJ zkIY{-SdP?e2FN^$`aY{9x749x_>unr!i2pLR(`n}%cr`t1qZpT-xmBq@c#gT>}0yu zbz5sCL7k5v-hG1guZ+Gje%+RDEcV(lK2kTx!1ed*Uq5$YyRN>=yXlzvmn5IozBX8z%{Y0VSyL{HVMtalsm2_Oj)T!ZV zHziE>pBnzuekAdW%96ZcT#!*o;2QF~tH-|rR@}h0Na@XUG2N=ZHuKaP+_i6%I+Db% zEJq{ou3FCfqrQ$I)c0VlkG1~*Vkn;HN7S9z6$Mm$yyREZsR&ul-MH#k74q-wHypp% z`j!~D3>fa>zNBk{?IGN#dw?s?T-I0EbvcyUJcHvV#fX!E{39!0B>3d)xRU{7%V2}X z(_dbESe`#FP0jKFf~Wb4`6tJ@l+5deEcoZCKD9W0Zh0l#`YB3L!$QZ8>pPN34gnnU zE1S5PqsjsU5%;m0=ry$>R|U)DbWVyMS9M8XQKww5U zflO(?bT}ag2Y>}eCSXYDn8)XIaFTJUB$>tk0BaNf04;x=73f3u za`6}Z@jsmv>wl`#?08@6Mj!dn_E*HQzu-B4k3pABer&*)`lhJ&_0Q@-Sw>%(!;&G?K&64Z}bCNNhzm;>~u@!3JDN$WoKNO>fRC7AD zp7uF!jyg)+iRWoVg?PdB?g!;uckG|wI~@bXdbYW55L?UrIo4+#{{VUjAEkER8{&!! z8H8Ctl1Rrbo_ApX04lHhH+}hl89!nyt?XP^PA3st>+z#|So`b@EtA!i{{X9;H|-5# z7gy6{oc6b{{V$~SHI8Q zwaX-**=+JNgyT}0f6Mxx8|e3uPy0=2G3O8GNEf$0zV-GUm-_ksqxo0oufp#VO{#v_ zwsz9HNf@40O!KsXllUB0=v9-3dyIB$AIMjJ0sjEC-Tweu8|Kv|Ruo(QRr#NvU+_@f zZS1aOiauG}XmQm^tzY;j=Gk9Om4Mt#s)GlB5Z4j^00jlOS#_Az&mM5W1HV0eI#;Fs z!Zr}v+W2}%mQ1`7NauD&N|9X{>Z+XJpIIZ!!$MU(qi<-Q?fXONRx78^dSXPmYi3g- zr_9yD{?Arp4h%%A+A-gcu790+2kjJEZ3x1zw3yiQT!+9Yp5EG4$z%2x9R1L6J6FAu za=BG$bqrRRB`cpFc*0%35%m;R-6xm`$^I?){#EQcr0V((mW*~uA4Ff640k8Jc#p(L z*}QqI#~Y!T$$%O0jQ0cUUZtSf%cXcrOpfH4oin~|`-2~9@pHtUH|{;Gro3xlA#R7% zpR;d(j)|o~tv%$^HQX$GsSZ_g+4)Cm_~-VKWQXGSh#zrcm$Mcb#(#MA_Rs9^bFDvz zp^E;{!(t%)%(=*HHURv&uZsTwX*j_6x#A^IFmGljaPDMk^f9r%3*>_XDNi>2<6AS& z>>aKnP%ylPz#F)!Jaa5pJ^|OvN<^s~T&d~vj!jk59L7R9B3;;0I0mnH)*{~yJVfUo zBylq;_xbDNF!Z0ai$3caXhWSd)P4=ju>Qf<#S;=8Lg0lbh6TFU&VK_VX}@Z31adaD z@{OaXb5wpE{8aHBkAY_Je0Kq~J?${JWf=@kde!gQ_CqJ_Ti{%%LT^TL*ym|Ettw&N z>MtuEohYhV6-t-CG_Uy|tNsd{PvY+pktlVH!yeTbx^Xo1C1M z=heTl%#Sa_eO5wSnWYHT1{qWPto4nn97~UP#0f z(BNjiT>ZF7dF_?d6~w7bNWhE)TW`did5= zP{^qZD()CzoD6m5zI!)nIE}g=Ps0Zd7iQ^4}M-q9AL7hg@4;Zhzz6?Be-UYvS z3%q987@0c~mGIw&+FDxb9%jU{$M#@!WE5x4=gayw+#uk~f@Ft_b* z#Q4fMsp0BksmH1!hsKZa_v2TI>@~-cG-<`VSqb0eT%p{<*q%QM_MJ-d-&*ix?Zu?2 zCA^U_NeA5{*1l)`u)zNSg@vZbSLKUNMmYX2o=^U@dndy8jlXAW2^pKqeLhAc^%*T$ z(q7LSh{G+EWYL~0lD-;-DQPRD{#{Rx{AX=OlbOS`jpl_b+Bc)iGq+o$XuKZ;7koEvjpnR+1R$v#oI3!-_OGwQ$JyX)yBSa1#8Wl8dzn!$eI50DE?nc^{o2Qi6wW* zr>f&T7BMIP0A9R|lBA_lFq^x&{L%Ay%%$~ybpHUG@INa)F6ei+9wG8 zY0#%G=fZytt?n&+MQ(i7krA><>x$|%?R4pWB$DBFtgR?3BXtCO=Zw`q0qNhrmQ@9Y zIDVDHd|17f&s#vOc2GU!C_pD@z2H}vwezo~Cr1-7X5n0$385uq6 z*nS%Pb<}(ZdAeC7ztN^1Rn?i4sd&lB1Kzw`Rzj6n)u++iRC5JVoUXm*tbI%Sea#&H zJJ2QbW0%g-B9RTaDxFU%4`W|8_*%{#Q^eXOt&FW#PdrDKL*D6Z=@6`2=+nUPf zNBB+Qb!*p|P5Q*rFkpCuw z+vz?l@dS64Hq!af#~cY5SH?LYXQf#1f5xwi{shor(exjQ8l8rbZlxi$M+_qw<8DF4 zdvs`8n{$%6^BBritIeu-B;G_`$zba7;b#YjCSFo&mf4#K+og(*F*a@_-f-= zj`mmsxz|;jI!*70v<5Au z_`_JRM^dgWZi*Kl-E4Ig?Pb`CSV$!&f06RJpAO?O`?S7i*1rJbc|U4z4`R0QeApRi~uf5WQ=^c7&-K>#hVq?Z1o?v4-x81c%OFZE=tSq^Jg`^ zAH^Su)^?KF*!)WI95xfHB+-4nh;T+QN$Xx_V+dnwdq_JY*2}Wm*c=+8CwKn<1pSpW zT3=jgs}#^&k)6@SBDwnD8cW@lx_+s>;)X(}U}p=CI&)u$8e;gjMY@jm$HrQ%t;%pF zitUxL+#YE)Ht}A!a@RVCjJ2EMPD{P>wtbFGaICgJ&-fjl&azss>i0ifelExV00|Dg z@Uqs{Yk9uUtP81DIRh073yffO<%M*g7;LVW;Kz;aty!VDn@71-alu@n$sYXIh<~ z{dM?9EEm5Gd>Y>*f%MCBg(HvMj@8}E1ar)r*LK`69kMI&SK+_M&xk%A(xH1_7U~vh z3mBq}X8Wi(0B1ihwR#qb`)>SI@ZHVC@p!ZQLH_9%(Ilt`ur2 zug(7e9RAZDG5Cq&8$S{1TCj&#w1>;Lxv~AnmZv$u2j01V7W`N7H;nAfj&ebP3dzF!*Y35QV*XuESi86TJohs;S>pchO6;M9bSm@9RoLTjQ*v$E=jboNt!GQ{zwEo< z4M$kIG3n953r+^+-Gkew^65vwf7(mHPw_9}9o_c5Z>8DXJ+fKcP6{N-v64vqO?*u+ z?E&JJ_-AL}t4o-z^jkh)K!C6~BLwG>&-1Sd@d4E(khHh5DsSKAuLC_l4k*Lrl)9#@bTEL1CP4O!3yf zySK4}PO}k0php~B20V2C0PEM~C&RzmL&Tm7_^+;b_Rh}IeOFhATinM!e3lu`LV^h7 zam{;d-|$d>7|U!__Z{peJbQ zjE_U~HQP@mp;9WPS#8kqYT_|auHi*3dY`9%3_M4p`18hIH5xXv9qg82ZSI=ZLdzVA z%&fWoE=D-wy_5D%idjAn+wF50T|(_QdVwUnfcM^LezbyaC?=L*iFs5RGL*;Jz^2(>rVRPeQwsjg+pqLW^UAE4i} zr+|Dd;C*kzv3O5R9vfTOBHa>5TNutyIX%UA=j}9NPm6!)le~($c=_KMe02S5%)T3Z zW7WPIUfti?-Coamc?!bseEwlkoaJkT_`&0SZ{iNRnxxvJrRzo^XH*=oZaa0a28I^9 zYBQG4bJL|Ihr~MZ*yQzVh*!gU>X{RGm=J_y{uR6XEL}(c01Jo0yC;r0Omcyh;Z8c& zpFe}IZ!RQ>^*Oda8bGO>{VRXrhJh!;&lcKimiKQo*4wtE$_4??t$jj;I&@_g^*VE$ z##yJbjAQVhsu~`j_WuAKX%_l~&35T(>{+{zK>WEpSI6J*Qw3J|-={~w#*q+E1~!1r z-|?nf{@4B}i^OnhHmZ@_!x@Xrk`*C=#zsD%*PMK4_?dU{qr_3`ekTR*<3R*oN(2iS zuPX%~VDB#XK6Y3dvYMWWS^j5=MHyrWGD+%c@*#x-XM#A~I%2vd(X^Ie#z`Z=`9^xw zlWBT*QW2etWbQnGYu%nQ4d{go6q5Ln&SiG0QW>|CyRwY+&*5B{>WR}w zW?2e~t4#IXKGtjh0NHQiyir>jE*k#DRDqoS^+8|PBzxD~uu0&*gxu5pSntc zUQ_YQ_LK29$E{gzbxD%S$|P8A^!rxX1ZcRx!Ol-|ewEjjR7#VBj^~M-QTDiwc)q&- z0AG2z@f-Gl)VyJOniY)xM}~#Lc;bxVW?)VkvDdA0e-m1J_-x+L02u=9#yQ3fc}|z8 zFZR`>P6M*cxhQ&^*RXhvOxjWx;Q`?L)-|x|g;=H3^zfL7)uS~N!*ve{>pFz*98o>X zr!2AafmOfZ6_(z?E-oV|clmfewdk5n)!O)i3oCir-YHa(%Tp4IggD=%jl$3}crYBG&Zd1|hDM}U3?YTBQJ^{sXkidzjn%+EBbCc_vjj+p2F z0Igo{ePUw$h&~tGGM0@sNu!C6@dgY*{VS>PTwh`RoxF0F)5R=rp&`UTE)EaNk>96U zsjR}*{{XNz!htL7GHT$0eqg*!j(s@&Yv%BnnO2Q%XZ>9ITB<(QgNp0=A2?hxDg)(& z4sb?!{A;?DXH-bHcY5 z>>{@jUB+44_?q3+411GTgK9ORk6Rp^@RH_T&!@j&>ybUTjbkY62CpX9W5-j{ybJdC zWPgtWHOk0fPndtY20u#rANC@)w$t>F984IgeNt~E0)FVtd|&%W>o-^b02)#5XOii| zzT+cg@J}D5c(Q|?beDGiJCA%r;!dK?Vqy6t&Pe-B!H zgK5-bP{*+AT<3@q+5CN*MM%_JsU=TxD*phBW}aUILLo1Kdl@k?;Nasw*0rjf>eIht z>|B50HmtThr^eR;=f`g_TzxTLO!ygz@a>~*=@1#uIIo#JUJ3D%mIKWja)a*v z74)BjWN+*XbL5p%7~~$m=QZhOse33SkCVuhoT@k6#POP$_3JfcV;PJB4m%FLE7hQ~ zT_?fz>W>>RehYGO*jE8@;q6Doej~TGvw*Y38FP{c$~yiP=xc3pW#Q{Z{kd8%Z7E)-EI1q{v*^P9s<^*@)kKaMvULWSe`$feO;o$`d{p; zsVuTI^1Yg~^Tskb{43-C02kOxr}$6AGf6i$S8+U14wwzudRM2|d{ev7z6#H$Kbd^m zf-DEWl%aX!>TBq;TqoBmPE=a5KOW(nOt3k8BRJYJYR|r>5B~rJ>X=FUW9kHty`f%} zAawogTz-|?{??ML{{R`aE#MZ8=%L8S#{_>W;D6wp-@pB^8t`$93jEgisi(ygLnV|-kg}4*9PSwB@vqW<*%TQ* z5ol&bTrIkVIOiCy%&F6!8DDeB;yRI7sm40$&vf!&z-~`Jc#8bN_>M>XG-rrm<(Y2W z9F8&lEA7Hi)bwGq@FgF z_Ao3)a52<=mGF5@2-n6aE~nM;1|n22Qkp#e*YdbW z-$uMI?jeduk)vZY=!$`+N^Nh2Stv6C{R(^EcC;Dq5 z0x)>SdUda{e`h}c_%iRqme+d6iayCKiVT)*#ya4Ade_J169x6i!jM5Eoa7&=uc-e3 zXTN~Dmx}bbHF%`9lHO$6h2-Tk(Bsy;Y{f;iSxdi6CEaony4rYy9)jC|ysqS76*P8kfXt88P7zr~j6o5FdiF{CGo5p&~ zGO>;`c;PTQSKK}c)6y$;g@ZI@3W9hi0=_NryH zk9@P#B-eF46k4!FO{znG5{}1VH z`69WuHo`1OxXTVZSI@r#rBv~?(}oJnt;3w;dRM6Um%@5=zkqHoKj9#`7bOW6OD5DS z^sg@X4Qao|_W@YSRZA}JdG!8O>n9FLHg?dAWA3x*OG#fPLy$V{&r0(jj45|%r5l)Y zAxAP4#&Cbay@OAKleh&W;F3GnH{!hmBjpI z@VK?IwUQ+=O)9qKQJuVJpGx^$L#bA}l78zyRKVe#JUnA_cfg$<-q+v{i7r+UjeB!(BOGwpAOl_t{{RHru<}1=?;pm|?N-!2@alhd zIIpC>4Va(yc)S2)6L74fj(30c>(a-oVd^F2`6C<*Es0I{{Yu{rr53V_asXif$zM}m zpWr*AIk?Mj8?X*5&HNRnl)n;<(S|@axy^cqge@b5rezpn)%k@bC5ew?^c-(0gsgQ{ z&wN0S&G2@pxdSkswb0ftjMP7dbpec@EZ}?B*gX;R^goLqRCu4k@Q-%RqmtMny-&v$ zvB}}(M;nmHqagG-7_Tt+WQNmKWdjHa8DCoU4<1e;@YF0uf6^mj0O~h%t{QQSu?kI| zmSY5}Hj(p}$G-~Q=<4#d%=1UL%o0l>Ez_W{J^hycAzA4jIq?pes7eCdM4~oeNy@iR z*1ntlrS#it{{R3y;Rl`<mQ zpW&rED|mm6ZRUQW>(=%cHqn$ScP~o#_v5~SXQX()OT8)nfVc38)O1zfmT$_9EB2p` zT_hxI{%U|eVoyEJYs!8td{L9cc5*+MUP+3Eagax-$Gvc0{;J2RkISn`(2`olEkD5f zL&bXKrj>gi+9ya)7~F78Xjpi|NWUtneG0i<*k=O2D?TxP+B&DiJz`s%Fl^Iz$r^Q0 z+nVv6Q{zX8^%wcIi?H2-Oh!Fx&#PK=Yc{n{FW1=e6lZJ zersn|{j@$PYjKz*@lD}@hTW*!K_29Hub;fe`=f5(P${8Ge5!N&T=q3sTGcR6P@?RS zjcT#0E_o!*!(I53u6TywpHS3hnTh+-Ic6vEHGwvyM0j>2o_%s_J=-|X%EzxA>Klnf zY^0KKaCxn3<1rY^My#7l%*r)V_)&6cvO@;k2+rDzDgc$(sPBraCCY*d9m~^`P)~S5 ze5V;a_pWHub~)uaRC|{<1`Ki=CxQ(`?;7KUE$R(ZlI5dN+m!wl1IlH`$~N`L?^;Ha zxe3V^O~Xerf(bd`16@U`SOd4ce8c-0Nb92NQxX-o1qwfiSFQM`T9)1k zV2`g{o}<>je!XvGeI*JW)~jsd{xWNet1U#_&rsKbE}XYYb$1Rp9H{>bE^i#loE^!uC9mQ@vTIJgyhA zn!}#qWy1tAHb}`_iu%Lh_v~YMakDq0`%LU2(gdZRzh;lG#BC#y*wzFN%L-iEXrq zBeJnrc1EhX8;SKKjMtKCU$Snpmkb0u0-jFOU6F<#+Bi0Rz9SbZ5xQ4A2_Uy94$yWU zQy9Zzp;laxsG`_?Ol(6 z{4FY3`4Y#5$N=N@u1rojLYtK~eMb-E?-z?y>Z_(F!cT>8YFBRaL<+8c@W>{PeF!VG{yf%q>{+Q2{vfo8%HB;ZPYg@fXx+Hi^36q3t_j7T=(aMQs#H&@ z_7{S!FYZ1QShf60E_Xguj31g$<|_XHgvryqd!?k3f|C%cnf@#{Pr!=Y(_)%G25Ip+ zvrh7?WFPnNPvcN&o*X)V#QinhM39*rr~4#C{Qh<1WmNGi6G|UtG=6DQ2}M+?TkUFa zAGA)XBrsg1w$m_{VYSC658Lyk{ggE`b8mA5szj042QI_bL%{lCq4?)-7N_DFqgHmi z4>Te)`L}}O01nk>;2xQ&=vus%Hu<}9M`9s##D1BRYvE~U?8QEO*gOn z5csEg6k5f?xM_13c3#_aUZvoYm;V3?>|bUgn$VLO^f}0{8u-g|9j2y|AZccqf^F!i zLF!F=zr%$M@aswh4E>vtj{MihWHg>58(luB{$tFg%Y&l(HTfPh@Lt_5{v&;r6YTIt za}-(W!y5WeSYWzM;U@q>#Qs(Df5SN3{CBywx{u4ABGN=U0-+9noqZSLBEvz{N@suB z-xwJ=+H3VL8N;kLU0N{jFUat7iTg^_-}h1RU%Tl~moSpAH9nX8 zj?Bsls!RK;^FKa+Z98G8`S)0Pk)~j+jQqonKRWea*perT!^21h(e_yjgY3KtYMQm_?FcoCAQw^{+(zoTUE%gj-UL=YiwXbn7QkE;u}AKU!1F9eVMUwo*DiuK6lB zFS2_70LJT4tLeAa=-ZwUz$2Iy74&xz+_PX^xb2G!#r-qG>gnlH;3w%@6 zl~gY2cPpRwhZX9xS@|9nutZld09Y#={ybNV{95v@z9ZhVlPr)Ujl zPwn0T(y<26(UN=cPZ;+&t~}bE@vg_Cm1%&cqPm}A{1fqJm96+!O|jFa5=m`no^k<= zq+x5}AKFGE{{Rb%#D(N6P3*jO;oBe1zd?Q!_;SZV@IH(7Ye=o(1)PfXTg?r5v6grU#}gW5$<^zYBHsRR=2=M_xA_+}Fd`;XX(m&V)Cic5*1f8AAv*Hq05?I%zIvn7nsMRoZ&UO?!*I)O z3u zc*o!?Q}&w$ydz?vwx6{Pr@rln74Voe<@Kd6=3lA#FEf@REqR_5@jhFd&)M~iGkJ3q z6ESQL-RC3$p0)GuiS@_6k4(03K#CN`-Ui=#_V0@7A@~QTDJrtOi2 zt>!F~NhE4t9j+#E?C|z{o@AalE*0dVpHKXZ^H9f#NR^F`14DJpl&? z>sVv$8Q}Zt`JX*isb<)hFXlc`(||V8Z$h9cIR~Bxe_H)a_$lHjbPw4lz}HhIqH(1} zc4;7a#xP2^^ER(!WUl4*W5`_?7!8d^6MSJV|%q_JYTI z%Vp1*^PUL&2>eZb{#7n%&gU+F%PJJoR@CQzZarQdTf+VWzP4vuYuK(PjipnNtdNz+ z^}(-@=2uumv3Zh0PH>~2%Qf}S?ZKu00Al!8z#4K)T`eM-+{oQnD#D`{5!R-`fx3yA>a~SQH#~$m8@i=pV8<4e+VX z-K;O>PI{0rkJ7lWg4XGC`&)cpmOebcv*(_szRrvku(*Fy;i}J<6NqcE#{SpZkh%Dy z_7`|1>v8)qX%no=D!!8=330*u)$^b2rD^@4@k>#JJ=k+Qvm-C+; z3k@$<{i-}Krt0T)gIk5%(wO(KOpKn#{3!nbf{?1){Alq0#ra!8LAgiX9&?UQ;47lF z@FtNb?N?#_vhj^B+TVQQP<9`a<>$9Gk^cY%A-6L8VDQq%w8FX&+NgRHJAwFcE8L-4 zoqQT`=#JWntX(_yK2lK|M?1r@{sq@kLV@nJ1rhFkSOxU2kFDV* zFP{yJ@=pT>zMuVtv|Bwz^{e}$OuBu_tSDIE?if6Dba39yYjN_(Hq_WFb|w%4OyT?^s0t8WFg!UjEjnEwD;@bb97tyw?i{{Y)hiOf`^mquNE{{Yna z{{Y~Z!~Xyec(eADeM4NnxU`!`-En0Sa3^E96mAay7C)7Af3}{X;E4VT-uQdN(jmN? zQi^jLCeYhSE!bwcAB7XVKeYv{B(uo2w=8!z4ni;h{RMKL7=P2eEM>fjT3yTsJR#rD zHTRrFnqqLc)kQrY`~z%;~QO8>MMAj)lIz5g62@%B7^JBPtv^H zC046@PUqBSG@}e6jgOm5Cj%dQ+pTqe5x0+1c@pksw?!FQF_BWghV9{*k)ZWlc;an1?mzS;>?(Vv{cT#tPZ z6x3mpNz_=wDwR%>M8}_ejMrCre?8BEp5x8ka6apf;=NP$to@pFFM(bu(yTPk6wl%) zbvqG%9I`~Qx<*)q3>Sl(6O)5pMSpH#@SL!Q1~JHN;DcU%DvW8)DE6>8hdNW`XPLI4 zsBSJLbYuKL;-CGkssI3+4>sp$S_<=Kix%GnJ*G8P_#p z*z@Jb`_!jd)ujp=;$i{myATzT_#?EFv{Rz=62 zF?KqaS;f^&_= zwp!e#7jApgr63_i&g^#WT~Vh?qB5;gQfks=Z6M#Z)Jt>oL%DuHee2$C!^xnWxWPR7%|VW;*uLpMU>%)_YGQm*v1qg3Py8Nrs(##!msyFde&HY#oospYE@HLk&e23 z>Z@VdPoX^2t!t@m1W5SX*L7<7TaM)!Z+enf42z$ax3y;)P;9!BsNcII5nZ6BkcodJ#s6X*~V_tM&8y?>ShVGaK--9AUNT7V}Vk` zscRA)i#*sp_jjuvTO)EnJQqIrcRZ&K^vC&<9S{oG3?TjFoDWmu6G@cCZKf`IvSAso&Z%A6Xo+k+o40K<{ARfR&zatG8Jw}zp&DTML3g{M0pe-Ln<8d`GXA8M>91ZZO9Rx1pp^$Gu6l*-Dnl9X;u+9WJRF{c^tQY(e6kc0a-*(KO1WUEJ(15WZFej4jBgWbm?fp>r%Hrt+R<&s zQUULZR*{j8;xU?yW_FjUDnBYCf`zs%<7&xS$&R1IdfFZ*KEN*(?p_`771odNw$}L= zNpm17z^_A^@QG!S!B#&nPAl9rTUjr@4q8T}Z46~RbJrE&=D2vmF-adwlHzd_oVjFq z+_UN)DAc5p-}i+{B%B2pu6pxWSni(QJQhF2)a0JS(z>lD;r6@YeNy5LAPHoK7rB%x zg>Nl>@#m%JlNmpBUjG{QglC!fL83J99<1D`{g&VIPAH^Q2e&HFHX zM2^jq&$rSo(=47?`HA^|+9#jO-n*|AX^?-zy*>=g&e4&13ysIAad3J3g<*w)RI7Wo z{{V+Ptal`F)D%^<{STTTof&05Zq-4Nf_e0-J^-C#_|M>nmQN-I)S@NB<91IXtF#_a zc^W_6t6-7T{VNk!xJ@SN+fc}dYZDxq`N78+KDniZlwn%uqm8FJv}Fi8H*@rF_C9EC z^p6@x5`i3ArQBa9Ab{ippQV0({B)9gzmAJ;WCC`P*JvZFXRqcf+&^S5iTdW1;GIsw z+f#>5wVG)}lFNe5%%qkb!LOXP;x#{yHWEoc+UAz!gFA9x8RtE^R?7n@)b_X2Q{eEp z>Cwk5H2yWYYs7yKwOt2Twbn15HiAVkuEWN0o=@Rkx!}JHY4`sC1-wOfcWn&U8O&a3 z`NL-i9@y_$e-&@m_rlsjBq#vX8aD%x!en##@lyB>=IU<*>taXEiT)y*>At|K3@Xil z!;I^-J$}Hy7rCAj6OGl4STHt;uX|UJ%a8e_RzA9uO^Ywb@1 z_&rzlZPf4LK(|s@Z!#wzF5Ht|-Xjz2Dori*K0^(GSe%OmEw(;d{{Vt>Urh(?lRS6; zTxd73Ns-PLNSGhY3hh2TX6xflq$6-ywK?;!1z51J@sgdHK4FpwF}6`AJrHJwZmuRwS2&Kn6RHdh&0J5Zx+| zvbPKh%&W-@jGX>e=~3RvEJ-9w<^zCzPrZ2^=D%|vi~L7tbsD|A7VlDYQYqdeE&uIHIfd~Kx9eeX% zH=4M{giLUfzA8>@Lf?o!JbXT1w5{#E?0V2XP*%wq>@k|)FZ^fY?WXHOvEOAW!BmW} z3F=NO*?u8^!kf3Tm0wPl_fidmc?yC7_ZY5u{6(*69v(;V&W98_Y_Xh3{{Sd;^&{54 zdzvtXqa9DCbkj~tMdp1s@bVo)QSc3{>dEH)gngl9eyJ=VVS^L*<(y$MjmzkM_6FNEGDT};BFR+=dg<0F+g>H62lzB;p#{{Z5qrjnz& z8i+Pdp*yR>HaJ4lDBvT_sBt?6f~o zz}LPSH6_&f`^VlL@YEgwoy;yZ0T^xN^MmL)uPXhWe6;bk>dd)}#&+%X&3l){AA)`_ zgTvQX7I((UlA^$kd`YGWqmSnn(n7KxJg>ar$#DX^j*)X zN=F$GlhAWgcsox1((!e?EEZ4(;t1gX0QKld{{VPgAYwjdZ1M$a_;Xmb(lyvF z9aN~`mEfB4sB)^QGvCDPhLVoOBxl710gx*HT86AH8*E;enToUalG_* zJn!Le?9ZUMKR zMDW2IoMQxa0P$W=@W$>NZ5q;RsiIeCRG*vLyX^7| z+>jW7TrT1mvB~rUttkbh3_;{~Y+||ngj?o%v$mag1k@Fgt#_?m&AFzTrQ^BHXPHBi z&6i?0!NI1>CSqZ^ag1WANpK@%0J4BNBfV`HU*XVIYPr43tsz-Aaz0#o)FFyxzh3nk z6v;9c{`PqEr1Emj z{0t6Br^$Dztl>Loiw|-lPFUoeVx9J;3Lj|4sW_^P7c9n7O7bcRE3W(nz0Cx`6+*20%LF6~3M*wSCWs*J}Oj_53SB&&4)4Eh~i# zoNWLP=Tz|3qpL(z$J3sWI6ZH}f7#%xpkddJl|nQo9+^^p?kl13XNqiQ$|xL+1D>_b zSzVb^84951uUhl5aB*JpIfI zgTWmQabK}m^Smjju~6$As;iU88+-m$*!cP-O-*9+Hg99NXWqVAbor_%zO4J41fd>j zc1O$~5$>-40JR;UR+3!cxCC=vY2ptM>rh#}yP?{^jE)!*G0lCQYv3I_U%F8!BQ1<= z`^VO~-;Lk1{1zHF+o6c8Xq{AN2iCt$z+^C|PBWUh_}36|WjW&A4Xk=s{1Z#!eb0+L zA$#F{LK!5y&|}>d%YD%Vj&`8@Lw;5Et<9V_Yl$OP^vJJ?Kj4`9I_dUb5u^#X{VL8N zPqIm!zQpriaaW_6!7N0e*4F%y;^1c~Q*|%9Z}Bj%G?XzFal(^=I0NvkXYjp@q_mJD zvHmP|uD*8^g{hdpr*Seatj&A<|!@7NyoQ}}0#ThsPysyMw zCecgH6}_S}pvK}jCcPixZSvW8YT?On#2f|VJXebNZ^I($!W)~ZSR~2`M|_Oty7GLs zIhA=Sw`6%4raC!Z8COW=uY6H&ExeX(CaCxi6Z z)qHKZ5*6_JI?yWFfkf{64kxMaS%+rCb)4ct;&U87J~J!)yNl3Zn3( z*t3Q&E;8RK+rb{0ubs}geuftURU2=eRbN zJ*%^ALIu*I4$HW$bC;J943I^B{{V)Z`lI~*<62beW9KQ$ zQW_$3;_<$O>&Dxz4^E>7 zw={XuO$x-71zCsPu6tg;ieHF2Bq4(la0Ul&l>Y#QMJj3yIK6KZ;3C|r$y@o2O?$#t zHy$t3wG#pv!;-}JtEScg;w!8os4$J#;O8~a&1>h+8{mA0IX!C;RfmW*5;AteypEjb z`F~pWaky(KN%dzH8n=fkdoR@a{{Z7vq{8avOKU@NszWm|$N+TWy{qAM!rlBa(XNpU zer2G2jtC(0T!)Kc5?ku*Q!*njKG@B47XB)S!ygYcyNM9&mf1?~JaRf8erw?}iZH@r zDpjboY5r%sj+34moi*KlM-|{}TZ#TT!!5$?SghxDe0}0}u0JDQ)#B;?&*6sFzgU9HBuvGz$j&&fyTulNZqTnS$RtY{LI=HmhnC)+T~n4l{{R$t z*!xQn2)>Cg#Q7KCCZ_hDA+ocX2>WKMI~VP^1Cjby)2n&*drd*)Rv30XdkXUJ5Bxo_ z@HdV$=we|cGZ(lbL6WXiGtu5Sf?EdCXcOLcc-vqSsWwuE&(X?zDH(Ul>WAU#6_`?mp znc}#wE+k0^yh8hdEW>wW+P;kVH!K&Ib}}c+`?qBUvw?w;{Hx2a%PNpi>m%2x{_i%s z7W`4B#b>BrEu3nBAPuoc0Pf>7{{V#y_WG8rtDFl-2wZg|y*pXcT7MDi_suDI*4{Y& z&Yeyel7AYD;o=)@a{Y$oj9W>7dK0wqUwOjOaIZDc`K-!qVbVW6zAn0tiW;2Y8Q9$U zo>L40GBMBj>0a{$_Y2^y1_iS*$Y3(I!HjM>1L!bo=WmN_^87;7p-GAsl|XL0MsPo_ zYwHxVxwQC6qPBeLlF=2e6n)@9>G{{8pW+=1UDtD?DZ9Z_Qa-BqTj5Pl!rmLRgHqQf z)*I~cgjpj9u?%z=>-g8eKeWp${A2L~vv0-Rs#Fes`&Z}>!#@=2UM0{ipHk2-v{_OV z8?Orf^NeI*lh0cCBlez$?Ee55HSfBt_fB_pJhKt}>*z7kZwBS)WtGNq%+q_To>^-Y zcEyp`YLYPHl0OQ)uQkGc$gs#iY;OgQ zhjirb^zz%kt#*G7^@t?>nRJZ_*oiN7gDk`zFc@=PXTx6wTWCMG&xWmZnb^SIpiixl0qL*~aE~AZ-VM z$>W;(KjI`&FYNyS;ZY!Q6C_zcbJza>u50Hn9NVPYrkwI9gd!qs&jTFiHT5-R3G&Ct z`wWhwjcKSoPtniV=W_f3)1Nz~GEQ6Txba^p{@D{UU)!lr!DTza>ZF_kE9!69)z&Y7 z8fGJ9RcVO_srirVUn&0AHn%sokzZ_Nfv#F0@6#cNABIM2=JN?BTME5S2;b}Yhi|le z;{b0h%SpWo6$MYto;l5am;TS1M~b!I*+=2DUK7{t{6BT}EX#3oXeZp8-{k{5AA0=L zg_*-DqA?0^KsW<6`e*w(MdH~%WnYIY;R$q@Z$8F+!>X)>HhGWtb`HN$U!r9X-;tLP zr}bKQ@A@29?b~ZI=-vvB;l%QyPP0q58`uc4aoZ#l_}9pSVH+%CEW~X99@ww2{{U{p znq3pY(asg;9(j<)c+Mlv0qv1r9mj={kVvJog~&W{UKV#}Ud;A5V$#C2`+?sW{>Y5d{3~g*^2vQODD>%?<9-54 zgZ8cX*bV_QTBtey0DB_4-`PsdwBLm=TDZfd%%z4g$u;wzg|$1IPuokz0^Uc8-hF!7 zDOFnnPnZsVmG<~Jb764qJr9Ge8A}z2kCQF_))uQL#a((yN1B4p01-|Ye&`SCYv}I) ztXBU3vyX?PhkC@iBuKl?TOL>(n)z?`!Io=Jj9T2_<|VYZBo9v{pXMv-F9|%B{{XXJ zhh)c>FZ?6+(h$R;FsVPOt~^9!tKwfyNBNYb-WG&q{K)x(#r`VPd>i{j$$zA}CCbAR z<)HJpD!Ib_4Pbx4M&ED6ZwpRvsV0W3;~cRwKk~=xU3Z7PNv7$)wVl27?1oD=i^?d8 z<}sC!Dhze&k6~QL{1l`tpA-Bo8y>npANTrC@UEN{KWBq!c^#D|rHrJPW8_!3RgO)e zKsh0Mb^ib&zO(&+EX@8E@uQ&MD&9g^5%*LMwemlc<-~WyRAV{KeT)A91n8UoDeoUB zP}^pVkDKpg5s%Wm9BWFGK9>_GP7X=-{Lf1Ltw9<;hgDx``vj_y=YmGo{C@3q-xB9B zC&MM$Sq+P^$3civuzzXg+ZKZ1f!n6s;Y$792hIIII_*4BrKgE?{{V$rTQH4otmbBL zxx%fwo;elsd1YQqS2JH~ADTXY9}av4IIg_^0Fypq_(x?m*X>C>iy|a;&|EX*oPbri z>F-&86m)p!_)^-$z{bY)t-@m&ZQ0FwMu+hF@8R$5VSfeA$BOGtxS1X`KRRs4{(qRR zL*m=A`~=e@L~XNbQpvfGJRYaht$X}oUKO(lR;9E50Dz9}9d$7HC{yxZsq-bZ+lZPh zZeGChM}O)nmxX*eqj;0V9wUQZl6YW-&1FfgfZV5c-bbbnTGNI=NedX={p|Js0P9tM z2+CvBd}AbP?d9pYlLI7t!ykoJJL;B)t(eMAjqY;3F!)R~-9jhPW;dEW#G4?U@Lc;5 zp7rVf0JB$%+xAxRXN+(47)9mgp`;62XcTZAnOJVmVaNXfUb-)V9}btry0NvsnmOZm zMagKKlMqaW;~X9hdFRDg9QeNeDZ>yaSWJN6<0=9A;b}^dz3-*cq zpY6U9_=`nLO;TM^Z>&=3o@D`-Jx6@@uMY7nX4=B#PSf&mTh_gaV}7+YDQx;VhmB zg_GYlo^6!JmFyom#}%3IbHtW5-X`$BmAY4!`qnlZenK~>+DXrB_O9#(D-DQ+Nm}xX zx%2tf9}$PCPMjyBc4yC;Ps1M*_=m*sXnHq>^-GJ}*+h2M=H0_F{8VG{t$!W<&;CC6 zZ+shl|+CMc+h`;~_PJ80H%|FC2-}t(FE$Jtm z%d$2A;X?CY8&f!`?NvBg-ProfEeS@Qq?<`x{2#LTd*Vyi3kHR%$_UTNWh)PH_j^=V znlHAoudY{Li z8|pBPt1hVE4{?kf4`1=EY34JXZ)Y{%@D!;=&V4lePYr88%&esC0A$osTReGWV&#wB z$4c!J!wVGmR`NM%?UO8nr%s=Ra~Bs7!!sh2yOqfu>(_=OpWTkBo-o9WGW^)jdiHi)=#u3_FOmSj_OBv} zHjY^K@NzzL&wBP@I{yH|JXJ?TQTEo%S?F>DW<;AWdGx}V+z z&0aAD^L}iC=NxpVNWNAQK8M!6gAH4j2>DE1E7X%rsSUcaCP)l_H=L$*VZC6?0^W;-5N)MPG4Qd4i_!~*;MOM@7BbrS`m;8cK0W=GCal zwPGJ321zCN3<_aF%p)BD=QU+wCL$PMmgr3+kaSSQ4@yy;wPnVHqhg$pEVyC!vy6_E z;SdO1C>@VAWl)IMVub;YK{RYESaGx*o@;4TPTHDQO)DaTLfgRrf;}m$7&`XpY^0BLwm~bJnHRFyxZ=9<7<5V*5d00RSFyd8r!Fwrxz2>sp#Ef={Yld4Rl2 z5g_Lr^XphpnMSOUE<|O>BR-XsF*2LeVa}6^P-{}czyh+f9!CI<^r%8bzhv_k}i9Q)OXZIbQcSjOpJKB$<}jOxadd$NwJ;oIFTFWO;ff$rUj?ODMHDyq51diFnyb_)aB zqQ|@CRxP_c<2B{xGI_>5c<)|*3mrQ2?vo}7fN*OTAKuR%PICVMop(oNbIW=iRl0q?H!scoeCXPno$ zcq}a64{gG;ukMIEa1L`_3;x2MH=E&){3iC-+D*oiERFL*lj2p30(o3@;Pw3RSL}Lk>}Zy0dC5c)cpp9AKp02vN%0L!teeP+i?k4-B&HScq2ZQ z*L+meE-pSBSXlWI!vt4SNE`vRvKF&%tr~9?MvUzg%zB{D8O>GrspA`aUk*dz+5Gc) z70Gfo95NhrHKJ~;;mf)`DhiDXb8>b)pTf5<;qTeM#~OaIty!H*R?{PWF4U0NMLBij zp(BsNy;H>3FDLvHr{LZo5lZ*=@vLq#I2T<0IQ?sm(R3?I{{Yz=$2V6A7n%K&Zt>j& z3Sb+!8OA^)VBqJIU9X7=y#D}#dHfcfDTSlHxA_~4ke5S0i5dKBy8@+Bon>R-vkI!N zK8>B#&zR*VHf_-z**ufmK9$Y*!ul92!_KG67yt$DT|1<)g5a>-#xa`X{vgSlD4d0C z9E^^q>0ET8rBcV!SE#8|=dtU5vyX>$&pzg2!}~AnlU(_27$<3rg~#Lk>%qJeG}fOK zG}fM0l*KET-_Z5-75B&N7x4Pe#eNp?EZ3I?Vz!amCm1LS9-h_k)K+n6{{R_n?PCT^ zTuKJv&jp4$*PyF8Cra8o+4>)zQp59Ra-J5eGk&<;OIvo#M4W5&rbcJbzLqE7r{Cs`65 zxuF*$;do;VsB=N=bbbL4>K-(g%mvfzvMAi6gVQzIT*eK>lNGU77iaKDE{9Y{yJ#nBcV81RdQv*9J`Dvk10&9wXgw-MrD|KNPGZ zhVkSQNM@2&BpyPHcCXMM1w=I8*+T1YRMOOv4_3!NjeHC7X8og<3vHob^GlZlmM6E; zzV-0soRI#>nuJqE(Yez10lOrEpy%sGV=vy%{@y(Ny???E316!G(ee-c6NRV$0EW=l z6=d4K@Qz*?R1O$@qTi4E>j&_yKaZ>ZoAD=FyfT+rZ*HG)JYdMexzG3~jni6w+j7OY z{{Ww`r;kQCa z2tHBM{{Yutt{<|yy8I&0RF%)!(-`3NucV-#uuZe#b8ICV7>TGWUAOq2*L8LgH{<0U zTE8m1T^j0Nv`>k{kQweIV#NJV^{>=DRrU!B8~~Z;r`EqLHS3n2_Jr{e$Is@uEz{Dx zoYMZwm!Z>c0Ua4nr zVT8CU%&YfG=clH4uQai(|(yq z_(Sm{O7KU4wCQj3=hYQr`QjvF9+>v8q5dX*&7J_$J|F9s)><4kw^7?OB)|?0c?ZK! zg}xHkG%IK?{7NmEloM}(kbNuTs%8}XfwyA_*E_D zRLpWA3S&N`cdrot0ELO-q}5Wvbyl>sGGk`YRl)vUE9o6i;g7@r00mfGNe79dN#j!D zCzF>W_&~?Ka5w(|5&Su%Sl9^sGY+U;Q6HIw+yU=gv7BktwKz9&u?^Iu;@QtxU1>J2 z=SrpCBB6jd{7rP97cI3*?IzmeOj8R*7--b5>+fDN9r;!mL-SoL9vkgZ4iX zn)Z9N+qD5DhfkxX1^kdq%WMX}8B~m-5NugMd0$fqWsI zZgs_Vo6IkMLE2AT{nPK(zQ-fPxyDqU);!)O!!BBNy4@q_--+HDpTt)>BikJPodIR( zT=(`wnk(ESs6%cIfza_@wW%lHzS;Gt{E#yuOsU+rS48m^*)ufki4O`G3rW@!+X}RhAl(1s8TPIcFO6OthQ{UzFJg&8kWrXtIL0bpi+>S(Kd5{@xq=(`grs3z zSY>PBO;=aa;l8?%T^SlcK`hw>dgIo;nsqHw$oM)qNz|s@O&$85q`w7xLk_d2i6V7n zak+4KuUBVPLd-&_86@--`DgI=_Pu|GdRVcxStl`!DzOcpOq_~~#eeWnKNxDT%Wnuv zb$s)?Ao0@`^q4$!sX@k3Z1FJ}RZ6v6=1Cu+9|5iH;_%+NG&7{_ajss=Aw!+5ya1=) z0Z-y9=a1WaQ_w8$EhCD1f43tECrHQ)y*NJnSHx-iQG7wtV!XG~d`EeuTHVVe(_7n2 z$g(@&5^#AW015UL=H4Lj-ml_o_LotO}QS1ykVwyVkA9z zJbmNqQHIDTJ4oz0SIE?*8kJ>ITDE(NwKT05?0U-n(mpwgGZm+ZFJO1Gqa~&Rl|TUgBvo?hVJf!SBwL#PNw6M$#DmE^ z)C4{-PtA@qP&q}BSd|#{rwfqmeqn)EsyXF3&9>Orlsk~4YYwLzQoEg?l>h^rih|~R zCD#Wsh69YZ6_hSSMU!?3>Q8#T zW1{LhqM^36mR8+>5N9CON}5`-q3tI5W2+{TQ{|)MEC(TYs?yFt{o8J1?OOLA4*XLp zI61CGS6tF(&)B5hA0Kq&)E9mt*RF|Iib%&e8%VCNs@+{p1SrZb)u_t; zhfi~++Mx%{2vl>=2CGj!oKb=#3`YS+TH)@c)Zd3mefTw9{{XZLe6dKr=e-|Qw(>Og zu9lFb{^Pe>*cFagV;!oD`hqbk2weJgHOU6lK|7Jydy01ZqS+|G{VP?6g}x%5K5yN0 zn)w|GxWeFoTR8{Xs!eimc9HBWC7SKVNPPNqqfUx>F3?DhdE+&-F!8>O;jN3Pm6RT) zoOZWT{NV`$n%&c^br~WIkg*CtAPVWcJEaMr+axDA;{v_I;O~blbzMT<+IR!7kwI3E zABAo0qetD`=2%*_q3t$2lR@}V;>~h6<+swNWhdo3di^WChxShRk#}wY#;*Nwc^M75Qe9k@j#{{Spk?X=z=({2G0Swi6T1qDG5gY-*x zFCLd_tWHVt#c3>eH`zKO@NsA5*XW4l)waPu6QE?zGpPVy3*z4vOcpd!$zeg zUM>93vOi*3w)jI=f<;~1v$;nd208rert!lIonUTI$94er&%JYhu~dsUg!N@iZ!+%S za1J|)>AYx-{i&BxxX3`~KK}sHzCA|xs(0>vRSU+QTW@1e!g@rqT*V-es&3&MpsvT` zTt&VeN~OXCUHyLX^sX<%z9Np@?c!u3lZIx_>~V_T`0uEsUk{W?i1(;G^Vg++K+})z z;i3F_n#!!RImTPx^%wpL;KBSqMFa&w*B_mI7YV*-)@gP=7mVt-VIc%)>KaFxYam&$LX`!$70+2|QY%Kl zseJsz9D|DJA=Z-OIkye?Qbs$Pi^JCt%FQ8Mk({q=`&a2Ool0<(&%xn4`WE5SrH&?7 zj2wf9UbW(%7cAUr*2#_0?#AuBXX#%imD_;qd3h$Yzh=C9APMN!6qTWA8S@gZfv>o(J(}vEWY*Y!Pqa>euJcPjm*ppun-)k3kcW%(JQTK}WufQ-d=7pZ9 z{`t%#=~Qy_f0^~(i~D={i%-#Qbc>BGUT9Z|gqw5e#dZGxvybf?fALe}E{AJ;k}Q&4 z?@05I6e-W?{Hx)+KNw;}mgd?wE6K_0UbFi<{C&`V5Byfsd|7#>mWJLrqc9_ME{vgu zeKJ2<^r42Lr4-?3eb1WYj3qfm-L%ixoj=4DciM)dZxqPp%@O3m`=Phs{{Z8M@~&6m z-;Xr^02_F-#*o;^k|vpP1-r8P>|>wv>0cFo&EK_dfu(qZ#_6u>qC0(0O#;eE*pud= zeTn#q59M8F?Dyka8T3Dm_qKP6m$wjE-a{Hpp``g_1g|}hTz`0a*VaW)lsQ|u;Lib8 zoF`GMC2!3iLErgzFXBdu;bj8r%LA@3IR?59h`K}r;mlFIV5Bj}wR&LiEAy-2cgDXI zY2G{4w0q4}!IX6v0O#|q&ke&R&xWsKEW^y2K&QAF{{S41!5$3BYuFv#4@f_5sMlxFI z`kxPe(Yg!6sM#?szI{O>VjCl9?mw5-y~Fl&F<$C%xpHQL+C(dkKJxQkfAQYm?fU+c z2q&FYlQ{q=#{B1}TJ~>%8gg6PET?ap&=N|JcV)WdeJkc^;r+HUlzLw0uUey6T9;i8 zs@p;q`j?5Wm~UnX7e7qZj|9aOr%`blhG@GAy@_NVAs_P0FxXG7-fE|Tt^-+L9iXs_ zCB1Q;2(Q#~Y&1l*LKPn@!(u$sd_t8N5GxeXCwiZwm>hzHAuNB%Jc2zpZ^K ztU)E8!LJU(G4dyh-rX8DB?(~MgZWk^DsQ1 z;hPJvspqw_sYUy|N`DM|J*-FYZo^QKp*m;wvMdqjo!h=+{HyBUf%d7ae$aZ}t~NC5Zvcu-yrP(} zNB;m?yp!NxgkQ$LvnHEmXrddH)a9AwCnpL)2EBveecqjA@w3EH#zxuvpcE5;-ayLw zezo$Mjb#jDanoPa(-&G5a?V7xN&bg#;fuDD;%$U-#u8?|aC@EucOJsJpV~7|gHX^d z&BVqefV7-{7ac1b!JZjyJK}V5$ViM&=0_OhD->{f`Wn~$qi^HW{5-EIP@x+ehI#e; zDzNHt%j?vR@{;_I&#A$Eax12%i|XDC9yahFhqPeE7`%@=daq1>K9%yOfAy>FUxbni*fco|rby(|ow9lYN%^bf4~jZ1_3!Nm;hUxDJ>))Q zYB)jWazL%&jh{axpV|Ens>|(0t8ho?SHRy1uYrCP*=YWE+8W(t-5~xVNk7)UJ^iaL z{QWw@+&}Kj@}DRDpvUGvUOy`Plfq3K_OE`VU)r|$<+;+Wk}y>oMpNm} zApVufR&uL6GxhurGYLLyRc>wDK73p%NtF455C9){{Qm$-{WkrXul4I+*=ym%o*vU| z^-0>#Y^if{U<$k6kanD$_OHxoH^mDRgkrf3oagIbr=PO!uY02Y%6|^#)3jTSYG$y< z+3n90S~;JKfBL=N9+EUZB*#C&9MYvYxPnl+cpGLifw@m^+i746eH z_-cH(cj|NB5Lk~7J88>p+J4iXE4jQoJpTX}TSWl`4aajYPjW%8vdbqgs!&h*)cpC>YY|oVOwIkQ zbSuqY;+KtXEu=+`(#9Di-oOwAvht(+^IuR{&*py3nmn=)#r!pDNe3Aw-9N^>Q{$pT zcj6z5*AgfwG_;I60CttP0FTVqw=ju+XRRVIfnjY9(E>2wDTxLvN!9kV#K*EUpYSm8 zeg6Q+_;2D4g?)efOs$TEr_Fn)I;z{G66|fk6!pl)Go19TZ}=#4No(;B!ExQnTIMef zppd%~%-(B)#P>PR>s>9I>l%0Mx=xR$L#k>iY*lUUCGwCdg+m?KJYafO7yJ~Faq(-y zZ6c{MXj@ne{G?AI&V4yG=|Z0_7vzq#p&V5kc0NU#L~uhA`8fj}z3c1$0Qe_VhTlQ) zyt`s4ly)>X7`9dh1bo(z-7=QZ)z-Do=>M~RDY zZ_M_e+D_QtYT8^p{hxUr-0*X5gZXB@Lob!FQ*WfB_%wLAR#cM9?!lA&*}(srSWwS@9QE zhHr~tq=Pp4MbuI@Mpr5hG2fxDnZ74lo6me|kQW=G z#&Exd{J4ZsGu9^zFwf zd*b}B2Z^;}7?Li_44$7qO7N0@Tx-<&ZX8^+CC&V&zJA<}-|&_AQ_67*4H_a&GmPVb zUmkd%N%nh_Aj*Z#dso+gwzD~R&u=5h7zrc}+>byrPedD)fyX^I_OGSB8-Bn)6TT~WJ5TX8kTi(&-9dcIb8~nV zisX)f9CWVZ{vB)aaV^?bz3|?}1nn1&SmV?8c;_Cq_3ITzaB4c)9|+;>W}hs z<2b=RI0mxFQk6VKPL@1e_N--$r3a>`>yd~_txg&Sjh5$nxfurooyNJ(3`9TSY%8pB zGOUuJWgLU$oPqe`+Pf_?LAy5>vfTMm7_P7aWsHbbesX<&ZkX(Amhf+eXSDdCsNT&# zoRP?F!C`{O%iWMWSIPZetvp33TX}w`(yFj@>LmWjrEFum@wTxnHsfNuCf~XXC{T0t zJp0$@hwUw(>F2^e8o3sc#jEQ6KfSiQxC7^Sgvx;fdJK{H*Xb6M;rp01{bp}BXnUem zFvtLaN9aMX&tH#LHw~qHEq50?W%!S%NffBc<8RuNaE*JA!JD4^Rn}7a(sEYS{)S%C zE-EqCL~Co_4A6Wv;&0loPtvq&cDK;<{W&ZrbOo&Z#RgEh>RTl4&VEr}170+5aKVlk zwl??8ebM8#YtI^f)%PuIWM>wL?{PUsShyM5I6rV4cFlYpdb0hwh)jUk+&KL!*30Il zR#xaucuI8R7Ie&lD;UubZei5+to48vD7%Xeq}GGl&lQr$atkjNoBP=04U$>7J*(Qi z*5pc*pps}v?VVKTlhZk&V%qDuat8*cRbWWl$QjNl%^pzj*&~t#3TARrw!<-iagGm9 zYK6fhkWLR(H1xtg3`CDmO-m$fH+e+zGtgGi^D=Z?m9{IadrGhY31QA_)+QzNKoIfe z=g^)j%M5HDBY?+n1UJ8W^{auuN|le!>j+%qwkzjzJtY)WmG=(fyFHb+XFbw(k`^epFl>x^deZp|z1816>9)`VDBYA_ zda}{0KHa6g2=7E`H1%ahF}2D~7R<5_z?zRnbrI?)$^bd}s?#A*#H!;s`D&((9J5?% z2)qC@)7vzvC2bCO1f{uR)+pafUBtI;w2|O0+;9(G^h65Sj+?>jQb4Lymim&lnuYq8 z7`DV~eew0$NysLlmK~rlY@T|Gx`9-ajErPdPxG+(a5~oQCa$_2mbb`<%iIXv@`0S= z`BsL9;cZjI`o*S`quNWTY8Px0D_A2g^0qUD0-y}CGXkY}!hkr#=DxikR;QH6ezbm;wNh{O} z=gIR5nCv>N($$(`aNf>IGRB4By-UPzDruH;UHNFP{z~M5o~O`P**~+Fz@G`|mYxFf zrRCe|+P&nG{j)@vD@KD123N0AKPvh6_IcE1({*1L5peK_(dIx=v7eWW{SAE=`#erA zFMJ}SXuV5e^AFo1SG^{uX-4wq{V zodH{WRN9KgGDyJhk@;83wgrE-q08kw!`H2SQ~PdDG@rC*ie^c?!uD{h9AJIU20g3h z9Uj?c*WhjrIlx}EmQQs_IWyPBs*ZO?oxpP|kVjkt?M;pbMBJ~m=NZLczKkryNf^d^ zRbab5QoB<*9M`oux}6R<(XzZz2!)|iGQ<;--n5tzmKpO8UU~|!`-FRU1{v#~l+A?z zIo+PTR!Th2LR>wg_eQAmwyqSB&Pk;f?60?e-gCt`#BjfKoaU?~Z6MwPoE~vc_-}DV z$xh7}+U$7K*n-6F!O7yc^ayQLd^pV}Bx{6Hr;&_~ezlk4RB!CX1Olaj_Z5G_@ysr? zGBLI()qx{DfBjX~?JOkq=uH@N;_3RHi}98Owwfs52RInqdEi%)gmA?`IXtl)I#;ax zW0A$wO4(_1%MpXqit?$P;O;vQ74x}lU$VW=sL!7@bsKadTXge&Qb9d(YT%8ck0UYx z+r4Y}H^JK1jbyrA6HB?(g`|FM!L*3Ei9fv9=qoyC$~!PSNNu}8&r0>>D6KE4^HHTK zN15z!ek@F0BjXuBaagv+qMkPZb;zyn88Q20YwER&YnPc6di1YSl)0jtI4UI>*zbH8 z@x1zrOpNQdBmvXjzOC_At8*XhTYq6PnBax1mfB2U9JtR;PZjc?h3)0V>Y|=T30}WL z`B&4PK6zvPkM$OoNpdc1BSdBSSLf56cvGuQ%nqTbU8${10 z&kHbQ18VaT?OzOhIk$=$>E~%rXoy>Puz7=EVIv**J zL6gs|d~@*dEBHFXHOXCsj4wF!AFY0R;^3$1kFdxp%B4{N`P)lh*)b`+C=rcw!RY4n8&cV7ML} zfP_3?i@3?psuJ z%x46>Xa3JhalR z(b3LAxg3wEJpF61@lWr+;GN$Ge8q6-e{O@E?jdfMCmy)Z<6c}o6llIB{hYjIuElYG z2B8k0Zz+o=J9lt^{LB1ZN8?_x;x-BY00i{-KBH)FwZH}r0r_sZ`uF_n>9A9Tp;mBb z<8-N1rHG=c-{Rc)ayFTi#{U4kiBH@-bocyglJWcsZ6n^oHVi-@{{Wv_>un|>_sWdO z+1$Kmy>mW0iZ`%TCpqT_pzbhh$fnw=efBC5_AR!3_5T0_@3Zp!A*jg`ut_6?$nD*X zd9Tk+ZYeE(FG;wub9*=&cq8|X-oHUV;GH^{zVNoJmh)|eBZ@YQc5vZ4{sz7Y@mvmm zHAx=;o7uwijQs6Uhm+^C{`cs3cvZ`bsdayc^(}ak%2e^Do_yAsOhA!>0u$I~us$Ne zC!Yf{4p0G;+cnsD$558<#ri0hP=`=q0h9 zZev1$^JEGEb}9e8t?A9QLoKyb%^W zHEIbVe4q=Cg1s!wTAXfvWst6FvasD7L%7#GP?qLjFA%$i53?Y0S3dRVsc6<3Y)Vu| zkfBqs&mC*ehQ53+uEi{4&X!PO8?neEll8AfyJVL|v2}8M&5g7kgdX+9m8S9Wen(e{ zl5ye0`duC^@mBR_)qIpj^CRGvZVApi*XW0ZH^1!1er^F}8g>F__;wB}^W);1TMa}f zmms7|TpbHG8GoW^NYoL^g*W%0g2gKPV*@;);E z0D^SK4bSbVsmSOQMd9ny4o^n&pk6+xPvmM(juz2DtxIVhVnk_>E^>Hg2l3*vzu=$p z2tRGxK)|7wO4MUe3C96R`u*DI{{U%*wx7k9t!$<=GTbR#`bzx%HSObl>@FSp9{&IZ zH%~RiU$Z`7@fc%ah9qokD=GHlHTt#t9!mE=1~d@P(uKBOr?3_IBjW3liknFYqmiBs zeysk)H&V^;M?^OWRgxf}4un_SMi7Pzo6P+4IjvHzWcw!1Z`EfaDN&!wLWB~dCvART zYVwcxUt0X3w<}EJaUAu>O8rID;w>90ftJYxbNE-~&azMZFOL%ZgFk7LJ%)F7ua?Y{ zl_t-l$ff?tfKdpRLS!Ib=S3ch}r|qzgD@SAW{{UF< zFNBZ5>lrNcdv>);2wu^W5Uh6~!8{IIIXg{gM_{_;YNtHtb{%Kr{MR=h$j) zbu4wwxX_f>bIiO!`zvZzRyW$6>sw#V%k5RcKb?HXt$Zx;OKb8hHg^`$p~^CR$iGVc zOYvhZwuN@ZcL5nBX1JSsJ9pB=jRZ^z8FWJs{jD`dJ6L!nZsN%x^0Ze-1Hy=UXb#H zwmbOaJ!{K6UE@6y!g-`&L$MA>3bJ!_j2DsFLWL%%Ijyp^tAnXTrtx`%iLf%)C? zKs_sj@E5`P^egBtB2v(;*_>_lJ?rLgjbF4$ZxlV>hxLK>J=xg3Gr-5vr<48)4B9q~ zw)SxOvnc7D4A-fHt6r7mOR3+D%T;(KCbzlz39Vg6Yk31nBA^SjmONLPd`$R@;oTxv zj`H>}Kp9=YWPNM%tKt{!vExq}GWk*_n;tf=mzs}?|Ux?lz*V(??sNGCmvU4HF z<>^~g!`8$mo3K!!OAeIhE49%dp}!QrYaa;P_-5})wYo_sc-k_GLmUy0}K13AUcpA{T;G#?^9O`^?36) zcF$)6ii(qrR)^L;BeNQIha~?1apPR>9joP^9{A@`6H3c+>QjZr~C&h^h2>X%QkuBIr%cMfr%rE*i> zPdfnfF=6l4t!fO}ZKrMyHs_khmOy04JqYC2zeZ5IRa4uX*F<2_IV#CZR!t;`0B3x$I2=?a=ncwnJ?f0tnI*vIImRkAGP|>c z-dJaDdREb-mghG&V%fSv2+I~7260h+yhe8x`MMP+BNb9blw;*(2l%?w0@g=u!Ha!* zR*IZV?%ua8Nq@Px!+UlWU+wH00~z+Ij+jb^?t4;yWU{XeLyFNx2#HCpij!S887Gr~ zG18!UBn^Q705I)ZGHKfo?Q8W&OYy1mLbn=DF(S z4x)7_?7JVd@b-N?WvR;2es(@@Z-aVVK!&nH-NCF)L*Xuy6xbHy2e28%cN+fyk434I z_iPv(0!Ie9-807V-(8p-Vn#U}b@s2BuSRfgH)rZJl{YS0v5os#7&Ck>(Uv2dV6D@Y zADw5(@V`V>&yo&LU81|)MogyVV%X&8x3y)>cB^F4lgU3WI#-?h&XPSi;IO>B)2AP} zu);t>TfL}jxxp0GsXez4?Q@k4~beS%7eI* zjANyG{{ZZRt4n$NOn7EHc*M^Yz1WmL1tVxqSbKx~>(a~c_3GEO+p+UG<|8h_<<+ZG zr57ltZ91F&GyRKid^Mq)zp|`eTJ9kZ{GL5JSDE}T(vF4k4$d!?0h}x3abK!hzMi_S zn{jIWB|^OW*TWt?_*XZEekfWh#tD*b%D`i2&mz9AR9n^yWAOZ+GKOmkl0iIo$wul*m!c;Bp7m|ucdTVvc0uGFT|+EwA6OH3Mw|9G?ij5 z1dK8l)}PX<$1&lbwWgYHejZ#i?r0Tq$PO#=U&QGgI=#ZEz*B+FYxSGL*r|Zn!#jjvatkv{{WL&AF-vgKY=w8q%#QsF5G;$KP_MJt+w4lRdfhk zkQDSkL+f8Fdtzy~-1Oa6BtClo4J}RIfUNANPa#?y9jE5$*ERZvMTDV3 zjMX*N{AY}@66S^WGW6ex_R(usa7yhIWk_Akg(TOd_$N_{{?jly%W^V!{OiU3BK$2_ zEZ+7B7)c)qgU{60SMb6s+fNFQG2E~i37%N`=DyafDb}Lgbb23_&YV@H4ySox;{O06 zTbjyDXMPm!?cTZ17+m?f#K(B@itsa&pQU+UjBb2ErRw(@wX}C0S~&v@J-DX$Z^pW( zh}=nc9>51X{_#C4VT=jlY~?T!I*Z z(zt&Q{`u9IU}qR3n)D4iCN~glJ;i@GV5KQzV*JnSyvg#t&hP#asI7G9=WsBiisbeG z03O(A3RRqL9-XVN@n)|jr-y`SGbYcKN3DEU@iqKMb9;1Rk&#)j0O$>WQsh~G_J{GM zWRKxaJ%gTWIrCYw=#}`_YqWm$A;&^_qP{#DXNX(|lg{%GEwpi-^jF<~t5`1Q*==OjDV-_4AZN2p1eo zKQbp#XzFX*$ohxj{{ZbL2Zms@hCNp9(kRY8X$cF@Z))qlH~ega;#JOqG`|r{Z5A|& zjbw6}L4bYFB+|t!mc%)cx#~mX9=ujm={j+01<#VM{W_mW{3qA7 zzlB~P)^)ue@ngF%7~?Jj2@@pnJ^uj0zO>T+0BpZ%OWu6K7+R= zzcKB#``cCqE2qk?1{|FGS3?iP?Qyi#v$?rzh(tEI-7f%Uy%<=DwT#m^@RaYkDKYV{nrjdvINM0?~r! z0RC0^J!|m}2{ebIx{q8icmaL0DFa~pm?a*iSuU{7>93@-6i}OdBlf^v33R-S?WsSg9wft8E zGkh-bE;uom3XR`;l27!k3wwDXPz&w#RpgOdUM7iO;ctm#$z8rek6um(@~_S4zuu$t z%tby}U!m?Fv58xcffkXKA0^Dn+r0r8uBYHeovSCuy->}k=SH}X&W`J7z>!x3W3S^} zx9m*IC&5IFfZJ}QJPuEBUq}2PfKNS~q$rv(Hu9sNy}~QH5+>?OKYDmaSbGUbMo`w{PeF?(UvJZWqGhD zWFT<8iq|9Y*G)^w>`Nx@2*~S$k^O7ksX@msnu_~J%28a{s3+L*k*>wytqVt6bw4K(i*Xpw0;l5SW)oU)E` zyz%(gk@#BSFF$IAwgFWwG|w+2XLiCDAC-A>!zV6otshZ_lBFqIdmmi*A4j;;JUuj5 z6Z!HxNJHcJNjR^8e`?_+p12`60iBt6?Vf+7evN5ri>4_>*o8^QrG9w+*Z4jlKyWs@ z^W2R804l1uWrv;`KBtYB)pc4v#WbI68AF|iO*^RZ;=lTZF zmXMhr{bTkWtMb!&wX?G}-Kub^I{hp4JN84pk4^oTejYu?m;tcc@wSMi&i?>!m{#ve@M<>&-s~u0>algNjI`vD)stqy*LUV??XTOr%l^Ue zuI?PmbF}(#89&Pv@p>vVp^eE>a5G*mbt_j%om?>l@bZ3VBk=;&qVUX;GX`NQf-~=m z{Ui8Ub8P49G(jjHMLCDlLB^)otZq!V2k>6%Z(3vB}RbmERC)HSrTjDK{t z+@I3C2f=;_)I3l7NO*_I!$qffr6-bS=*trqai3f+2e}n~`g`4b;?9MxY3*|+n-0GS zDy@jX4YZ7Xc&(3to;iz8_~-E+Ihe<9bK-xpWyb8ZsM`idL%b;e0D&6&jvkb2QRS1> zUdPH~uxkl=i>z<+GrwtFHfyUWna-DL zo>=5=*nWigZn`a{H%MujX8kQSR z_l8D&t2_P*Qn>h;;X>icofv}3a1JMY{{WwQ^00j6~lfwQuK>NU*4%YMl z@$Fv?jEnXSA7zP(lr-pjzwH6E_@hg6DCa@BSB#uw9iugC#!LsspMf$0=Wd^LNKgvn z$&6>~&*V*Uf3(!*PZ?=3M)Dck!&B_rjtOCbkHf8cCHz}vH;sOOR~W9&yyec z8u@&_nvNoW_V4C+*r@X1X?jTGd|#+X{{Rgga_S4m{fT_XCnGAWkIo$J$salMZG$M{J4 zC-y|}biNzVyiszB(nmGC6MUoQ0hIRq4Sdt_l5Z=-If2p z;sjB~1X06n8a8sn3fzO(bJD&^_{`?-#agSVRe3I)kemfOuq(u)7xlZh-1=S{l;uvP z*30xhfc>!L4XgM}cYOxjfJY#0&*$x5BzT_?>9tI1)$MGC>uX~CKAh14j8BtW^1JrY0IR3_$Eg$T+;4;y(gKSj-XFq+0c_>evX%a7K+%Z1#bgRb7z{SS@eb$o3JZLjKnmgpWP zy1%;A5X7uxmn!PS91H=*J%w^U0>8bN;$+cIvXu`pe4K#WcqiW&`d6pf+QSy3ddV8A z7g6$ze+aA}3o5UQH8K$djdw0tagw`5eEc0rVre%k+E)Bes*IrFQAKq92Sck|THk9k zfb!d|*})*3;Z=A(oMOK*{vv!}&?4178)M?nsB(Xi%brEEYaG#kq z`m>}G_LGyr`&GckG5-K98wS5R{9)kz2VS-Po8j_pjn=#4OY?bgK>5GAVWP!$o{0g{6pk+^fldUmgk zY=SPMDPxxN8LG|Rp4f`w*LPB<|Ed% z=7bw`+Ce*cz^uo@y6_7Qg1b4cbyeR|K#CZSa(!thg%Qx?@;YXu5-1sE&QCmasaI+z zn8+9d)`crQjJj-82=bCRRU?9GLlZ#?s;DY>VtUlxXCNE}E8C?t*a$QHAmgu7TDrF% zvr}4>ZX}6jj0PFpy+wMON&f&6R@}u=qP(``m|0k=^%x`8y&7HVq6Q?OFl7AP zo-@axuOl%@xU<^Ic`3$x+Z?68hgR0h&wI!Tmn^HC9(m@n{{VKZci;{(LF3xHXucv` z*!(?PbOO3C=}K6a8p@PocFzWIrA`i`Zp+a8 z<}V0@7gFppP7iNirDng1H2s@_WM#ku9P?dPm#4{fb!~O_M_U)Uj59JHD+Rd)x^%DA zr0}Q0uMGHmNYV8l19)yLtE*tp$u6A{k&l)RcNNd%Yo`+_;H~Xe{%0)=MH#<|pOMg% zIFaKcARlTxE2Qc=rS7Z!n`6aN@90D004a11N5$W)r_h0qqRbtse87MB-54jlYjunbAkBNwOuCn!uK~?ezB+AX_|$*GEHTF6GJ>q21>Fp z%AQA2&OsR**Qb8U+H4wzy{=zP3%nX8mvO5=@HrC2G)FPAo~LQ&6~lPf#aiFQUmj~Z z_lUI_^_^Prp_1zE;41lwHlpQJ1yG|3003Zgr9!l1oLbcSTux00QH^*$hbnbQ0zmBL zR$Qu$r?p%$pbAR1cIVQ+Mm%5O4}(+uHt~*!q6#*b{OmEGg_+3Q{-yaK5fAy<$X?QAa*Mr z?CsAcy({)|Qr{kY7Ys46EqWJ&&wT#?D&RahrZv2h`jryW#u!{}KW?eFsp}u`P~6=7P0>U# z#KJpiA!N7Y1Dx~fM|@;-=Dt8_QquIpC}few@VMt5wf4X5m#H zwe;0;jD zrDsnitw`lK>VHqpv3@3a8{yx>YkSL|hk6ahm1(PJFLNYPOwu%fKHTz8b{+jIxcC5O z{>}Jj3^3+-A=|n~AzQybzfYxo4mzYOVPwzF#SH;?=_D{yIj<-|Ero`gCm!j*{HuDI@rD0l_%q>)N)-sMM=PC?nFxSA{CJlPTXW zW+h2r4>>gec2*%&f_pbw^iKzT9KP}Agmv!`TX=`VdR4xYa3D5%o#&Hxa@=IY77qMm zXOUPR6MP#F!k-&l_-1bq=)NkND5IHmFAm%Z?Bw1vwOhLmhdsfsp{awdMO~cVTc<4` z&UxRG4`1T#P{q9RKJRRU&1hWdv+2`I7N;9&R|^oCBfE)_qy+x}5574W;~o8d4#(hC zwx!^$FJH9ygW+lK?=>~k<vh{5KJfaSxt@d5qw5jyoP}(QR~pgclkwn|m2g~B$+9Se#9k_5> z{`S_3e{zYcr`+NH06?3T(6QDcu$@~+x(A_7j_v0@J=y?6z$ z!hhL!TKJPc!-)J1;xnzK@7ZOXUrpqRHsmorVE`O-!1`4@d=@HBchKggMavGkbw4+} zQmcJ3+(OFnDsp!YKMvKA2A_74tiNV*0UZ~wrGCTffACE&fi`+I%fkk%Z8UjxX4M#l zZlDz-k;h8>_V|bJ^HjIK@kREP8_nU(67<+jbr2p5P}j(*FP(pX~ntvQ!Z>sTUfBm@0pVNgf%AMyVHl1N#s%yW(gV=8h-sjp1^qIBE6FZN#21j0vIwR=a2i05j?-Lcc4 z{39o8BwWHid!F7c=mCo{>mD(l1l>t;T4b|8(iif10PZN*Ta7dA^!l1 zCe8T-#x~$%2e*3rFXJ?_+WyIUlgSu?2ZoY7x!m%u#Q+i5b6*~OEL8shg?nU-LrP;@ zVDJrmbxCtVPt6|x01hd8OH2CH^dE-suA$(MjEspHTYnA2@AGy407zWt@UJ4V&;)UK zZtu)s_ZN`>i`7o`9G^<|pN86c!|?0ln=Zgdg{@}!2PIbI7SGphc@?kPr?${HNA`PY zuc9JlZd`8}Kd0+mH52x9`CjMfxCwJCL*>1n=#H26ohSYp8^qiGVp`aPp597kr_#u| zj4B`sqvg+2S--Rfpmi^gz963nk>=c}#zQEDPJbHcbdZ}|Mv8&J+I#e;jgPaV1bG={ zXIgS{jf~5Sx$N~{D3E25FtPRAJ-<5QJ}PUM5O`7aRnVn^+AGG9uNaby$B?5u*Lig! zTlj>^u#14OmNIAkU$7OK@lN6mSKwZms;H1nb$-ZHzUBFGgYDM1=(Ob>51~!_IYr9H zz8^h5V^0(fMroq9I(@#$SYQ#r!uxOqX!wfK_Sg0h_#tg|7R8SD%x%2?NPOu; zzu(U|tnY}ih8E2djqC@88NkR?|d;Yb_ zd`b8l<9`l#drt8tr{Vc*v{13DT`&Y?hXdBT4+bN{q1rApDU5Bw;I1pD8(mhX8$FMP z$tk*Xo3V@H11sv*=<#h**+vRaLyG!he}nprKMgE=K@eErWsQO#yb1O-2kghEX?mZD zwIA&}81G~dsEEwD3UkeUPviYM3!jA-@Y+HGAwrR;;YeZ9yqZ<2M-Zw(?2UM`tt`U< z9KNhH?tW(cZ_;lx?Rq%waBg>>F#y5HYWw@(-J9y43_OdWXwIxd?5XnbU%dOv{!~aTcupwPWN_~_VUFq-Hn-+m>)=1yGvJ?#t^8+oe)MLayC&+%BV!tePi*YZCHk>vyJY3h}&oI6dRDLn@IjbI$$pq!)h+p?`GgA zGB-jwtb4zY8Z>?pj>b!rwY&(i7H0u?$9nRwi(j-(iQ%mh!sAcAhVJ$!!^V%fg?*N7 zUNz{YMcn+;4VL0?+}_p}PEYPVL*q7~1;4_N5E(%Etyu$So_g_Ezp~xaS@;V~k&&5Y zTphfR#=c1L{{Zcmb>g27U1=iB2(BVAJb>Z7&Uviw0{+|jhr_Q5+US;cDRV4Ca>(t0 zkMXabp-&MBb95%H4|9_HpQb)7c&>CSrDCcbFn4yZHXbC?{5_)Wztke%8j#PpbnTBy z{P*$4?ZM;!02D_o2{cx*xcjk=aqsJ1KdF34@gB6Q_qvtD?tb>!2p^Vfs=W%>iE}4m zVX)DmPnK_~`gL*pPIwDLvGT4pXj$XqX7Q6=N8(T0{{ThM?yeV0vwNgcRT+5)(!W3M zZeHO_J2NqC?$0#F+(*vL7pPKlYZzs5ZAzq>)YTZ>sNUz)-ZcHcJXx;W%@&-gW{t-r z(Smm~wtXS?MG+dtMnJv&nEzdoV6;o&uqDd?ja3$Qw*R6Y}?9XvEuZd=s zHwn7mXx!Kbn&ZqU$`q4lt(D@b)T_#s&%1n2s=;;Pncg>73J=THz90CbtVK2S@x>Df z7a)rIKGR#czqgV(pX6P`3;ip}{A1y(3%iNsmNC4x*6dAu&L0q!PkA4pRG^hBMEQ?V zf?3^y#zSW$sOl>+OM8|3=*Xu#TNoc&`Z^y4*!hg+1$fkBU>L~y)!+D5`cAK>d2I`} z*I){d)9J;1j##6Ms^F3Exy1*BqU)!j^DVjEw6V(t@7|UXAh)_6RnMuJ~{MM#D zLQX0t>D2PL*-A|LxBCge17i|+#wy$zFP1l$&rA$gy(fY6!s=4rbAz4x`K#;Ty*g0K zu-;Ih`MMq({hKeBzBtYS<8Y|kPMUVhBW~%p74(SkzLO2A zZ-8wbFe;OHJ4~DxXz-5M!Q&qEp_s?4MzYvF&z;VdGNv$cPi%^#_8AG>0s1w4D|6tD zAyHA|$WxMcV;jwh*O|9A*TyvW9pAW(0>hcLuLlg3xbgy6dmdPc|@)-zF zPa~#DuOUfcveb-{N)fx~kzOWuDB=irbBRrW(yjw0#ye)RK%KahAjF8lWaK zgX((M)BgalHk+s3{CwALrD68FEflq)=csuRWIp&Ce>(Yg;Ju~r4ul`>*U&$(POo8Y z`$ygz*~C9+(WHvcb6_;P(6IjizC(4de=e+@X1t%|es#q-N|DKH>8|JLb$CCRUw6wK^5j{eo^-YfCGo8fIDd)cm{{o3RW*{_SOek959C*#JR%?0vN8 zQl%B_R-Mni{{UjEP`?g!J>6uOHz$#RbNuU5#?WV3QoxWLk?I9f{flEK;f2uo3mFMv zo}(3`@dSucQ0HM>?azPkub8Pgs?^))&2TH7)rWLg@LYBx@+qW&V|b6uTd6$qD&NEp z6+mYYMIsDSQ*GJB{$rF>!gJ={yEUZLEw z4cXnEmG*V9&9q1Tf&8oTz7m}0EKfIc-osM%Gn7T0f2}_ZJE;V#mEA2{)MKaKwyl=ZgA@?qAw8xq2pb)t@YEc?W@E zSo}|G^N*FsJ-XNFr^3x@&R-2%e)S6?1Gr!unnMRN*kY|Z-1ofHnWM0N6cPBW1niF zrrSm>{J0T3l^_kI99O_Y_KfjN0i&6+Gm^j&kJ7!{;YY{BxwDMlJ|)j1zH91f&V=Fn zx$n^Y+O|WE!lwCt@lxA76bJnyqmr1Qz{ebQ2D)1xj=EeC zhMsui1GwsIllX!07SqMoaGOF*XjgQDkMb+$Gx*h53W{$-^j{0UvqOj|**#vSr-l>|8#?gp{ z^9+na^d9vj8ic5<(X@aQ&QBlCvfYeH73I8$@y!GOw%=;FKH4@Zvlej9C3mlVdo#h zIL&#tk3Krs{7mtM_O&@MrQ4R+{Z}WRmGhOFsFB<6vmBA0D&D{tFeDDxtHsoH>H9Nm zI>XVa?UWVK^e&YxuBKJ(96Ug6*bhAM#dO{@uzfS&&xqPkB9-KTpk>J_3Fv!Qjr=aS zmK{<8zF{TTpKRCD{{S0oZO6e4S-@S&VNva!#Adt*VYwaA^tg;fYEiq`hxQZrm!bGy z!1}hI;v3j42$wLKPI~p})3tp&@CU~FM~J*Zszqse42&h3NMlC%yu7XnADw z9Cu>lI2FeHO!)r*;SV186HK(zH4?WF+`}=>5rG{>I^wbP{{V?vb%&4qMdF=0`Qnwd zrHaFG1hk-!l-G?o$va!2>C&euRg=B0ev;WR{?AY_ep>wW{j>C$ZT0(2`!d^$5ZWSjt)9k>i+=jg26v#e*iPE0O|S3 z;BzC_AGvZ09 zVX6B5hn9ZdY|;3C!cqkcf@_fc^c!O!{$PG}@qMG0mprg zzSQtFkb~je5J=KPGg(KwIXTL8$E|#E@d^i*!jnpYe3!? zie}WyhfPDq)-Jdp6vUXp^y#0*y<9zaN0Kqn`RdU2u5NGo(BS_7ZA*D>KWN=mAhcl$K6qwty%+X?=*P}) z*0g>M=vKZU{ju%^w9JK>RAEc0>9;xTc=}a8_$e!u_^06$ft9cXtm@$JZH%P_OC3rHpB-LC$c9G!;~qHU^slRb;GdVN29@KFID`^1Alt_{ zKjU92UR*rMjwA2Kdirnn4ZDI3H^$LO!Zq_^EPD0-06(pKR&iU|VO){+6H%WuIv&&U zvM0XrvR`>%`F=2B5f z1N$CKXM*RD2j@}zZPs<27g+dRaiNl$t+t59Fsr!oiVxs0E8_B+(y3XwKC%4IBQb)f zho@!S>AoZDanJEX#ERgQx6tkiGIT$5f9%4%$j>MIGuOnEASl+$r!Ew7z`6eb5m-A1I~)F2Mf)LHbu|;$11Nzh<9_cfvJ@Tpc}Chal{cc>e&$ zzgqgbRFcQ2Mcp+fTs`as`ll86qvK+(k{J~OpcvcS{{Wt99Tfin#XaNcK?4xmAU@^D z{*@|7UL(i>hItsO+Ir018S%p)0HWKCy^qX!uTSA^p3XKA_6wWH`d{`aiQw>m#5p#R zyT~d!7WqGwe7W&wb@zxhKuH+9a8!0X>+Amj*zZrhv+z%i9`nmlCA<t7&z zR*;QnRAf-1Yq?mF!5DtVyh=BoDYW~Z_YX-%HDbT552HV95hC6AKq?R+(5?ABPs#^R zL66qHLGeO?rrq&}^2>rxU;edycl%#SAa4X*2@IL={jlJ2NM3S%^ZHlHI=pYHSzW;r z<=!%&5u6j+z1%Xhl$+A$&cRA>v^PIXe`2#C{g*rlz`xCI`$8VLk%lw$ucYI|dRr`K zAQCg5YWc(VE?3gOW?uu^+^LP>jn#&724rK zDMnV3)idKSj@o{e5A4-yVZOh$o!;y0`en4Ax^w2Sk=zh-j#zRl!M+V!$^QTemxZDv zKbfoBoR*&9Vm)gv~vZbS@xux0KX7y#Wni6hqu{)35w(JZanEbwizI6Sc zqaIaJ3`Z)^Ui>Qo0h&E{0# z6afDKz-!7L`JQcVVF7K2&;Er$)TJWpSt?;V=#dwKkK+q7<486!~|xln$6qweRf2Ta%I--7hr4(H-e z?Ad4GU1~c|6iat|bA0owPZhMmWPPOz4DL}P@O|sn$MVLcA>{u6Lz;}Pr!MdO%nuo9 zH}ZTq`01}$TFYaiPvdiB_F(+5nADJtK_ehKf^*c0_{T|5ZgYSbxWEUe=U-}gwY+6< z@NeVo$kuFM!=Lc5=8p0cY(vR(p*K8db`~>;@}v{TUtfx}mCfiSH!l2eeJNn#l9OFc zB~tTHJH=lv4qO1k7{+TV_Aq2n3Z@U<#b_A|z*7V+e(ozC=R4FoWCq|?(a`j3OOGdycg-)VM3FkCAQEI8Cm@qY!wi z{{Uw%9!F8%ZE4*irMk2`a&fq0y)I=i-~-dHF^Xx~9j+3RIs3?1C?sXKa>Q^e(63@s z;o*>3ypA07KPc^7J=L>|c9fHq=bm%)uJ%A>@bex95Gx#KKQE%#dF*6uX{Dkp@71| zGmXE*>ZmBa&lmlhtl4~3;9I!w3?=+S8p#&IHsj_EoMQy%r=@$Z#7oF+ z{vmvRQK%$@SP0{dN8jAwk;fV0z3=v8kHcOV_JMY|U2#w_$9k3c(O zm-d6Y@YFv6ymV|dB(>Efjxjc%u&9zlymfxQznysaJkeLLPNWu^969DoTMFvXoSWr+ zx6^auYi&Ts@OwhjgfS#n7rALmWP+p+I`Q|vO7}k({7Tk5SNlZiRvLz*BHHP5#|@Mc z;Uh&b9(r^6*N3KwX=(7E!#d7oTZt}qBuf7PDIxhhcg8z|m_ZO8+U{=Ild z!~IP^;gSA0TU^UCYEoZmsTS8Eq(E|W)8+NzzU}y-@Snrq@PzoI#wOrfysEsUUT`^i&Hb9gPfyM z?YDCrw})$H^u4V)sPgHq*V9k(K4$oB6Gi_32%L~g9(TV+z##2mAi*OCBaS|TzM|BA zE^B`i{{U=%hp=k!T3fD(sTdMewpe74V3O03!TX~gox9hJ>Rt@C@UFe#YfDtcvs?vS z@t5;4li!S2ZQ&gT9}j-mUKh5RrBjn6W|+*OD=s`&@1+jx!^jNNvi`%<JyZ6^x{Fi&sXQy6Es%YfA1%I8zIHNCspmezxQ%nh$HM+B@znN;UFGpi z;UORp%BXNYhm7^&y`SQ@?D?$xZTRgo=(j0n9fgX`CCtZ!V&?=5br?0+_#gIG@YjX! zrqldicYm&Ga>&=ub!QQAxUSQ&|I>38-F2p!_~dW|AqQv4vsV!BTKCq;p|=%2Jl#G7qC_Dfh~)CiGd#w5TP2iLu2d=$7% zJHWm%)NUbJ)geV-@rMAuS2^v1Yl!&wseQNNkBXh=mgI|;%+h0YrynzZb?6@l{5sm7 z!w(nTjYeA=J9I^vBVEGapSq3d$*@TVLPWSO6yLS1i7w26jkqL^d-nXR+RgD1!_jTK6~kFB zGdRb}mKrIvy0f(XzV906_M6q=x44#Mx3aN{G%;)te&GmJ#~gF>b;+sz8EP_UKMDL> zcWne~DM+o$2vn22@sp05Q}a2h9~C|r>J#ddYWm-aE<8u7%M$OKjo1sdR|CHT^scwS zehr_*{{Rav;Ixibx=CY+ZQyODMtp1s*OCXPJ*&>iD^jmb#XH#c__H9# zmrG=1yjLtpQco&!2PE|T>Yw%)e}WIHNp&JbH3p3!M*ZIW42E9k2d#2G5|bV>uoyfh zOLrdGub#{)!dP00-4Cb9FC1JF>d(<%*)Lzwb^ibrYr4ORw99QvS(8<;v(qmngfm+= zB$Nm4lgG?C;=S9)8eqB5{8Ir{WxDYRX8S~Cmu?Uff!C*6`NQ^0(PY+Syt{+tTW=HD zJ~R9xGtcI0?oDpnP1LWR3+QAJDI1zBu3OaNzZH{hsI4ux;(no-!ks)ttlDc|m5-c% zWXm7y>mL~;Hzr7B)hAf@AC*9S00H}=y?ajhGoW~LT0S7Oc_P$r^;Wo@{InidPT6mXHyS~S_0YYR@QeNU3X)nD2bV@=O(iCrW5|ms|Zwi?R5oUBOfu`#ZE^- z)7HCh3}|+`&cA;=v2zS8ytoKS7|st`%kgKze-P-Ov;MI$w4Uz9<5P-XJ{XS3<6M>` z_8gk;z($g%%~wUz=gQ~!=~cu>2ZBvaHGf0a^=)@oyZw;-PaA1-*(^GAF~=?3x${tC zES|#{{Oh3c)ws3&hdu{GoQLvRi?PmH8BTu!YGk`_9DET^3ta>sYtmO^ugm44#7drh zai6KHpBXgY?9bT0;Vr7}2?&Sh$IK4KKd&{(fvd|(x@z5j75-+p=Bi@o#jS7pA1lpw z=1(F6l3N6koc{oYa32uXcCjWunb?{L3#6TtPZ$KVgcjX&a_$1e`( zI?C?Szk72uDtMGeH*G$|;+!g|K4iKdMTvwVLCN$!xc>lxb6LH=!kt1=7)J8OtGHu0 zkCXJTg}-RO4eA3$fuzO>P;K+lUyba;>yy(3;?WDtK!4ZARAS+%$@pAfDt9;Nu?T zAHu&;{AX?bvEa)%Eo5cH@w`gQ=r{-4n)!>v-?K&c#5r!}Z9y#!t?QQDxg@Js9I@_m zic3@Kuoa{ATJEH|Q|@}#?N4rX&)G_LmOmuK7$6$7N^0_z* z>5BaZ{iAfS{{XXpi7ll2u-K_M@3e#cE8q_Zp&Cu17a1LR{$AC)nr_dnj(m~F*v0WE#ZFw&|Eq#A?Bysu5@3Ghd zIQ05gqUrkGj9wi}hq{V5S|Gv83@EJY)V)^xj~S_bS}=~P=uIv&FNw5v!Ts9K#PuI^ z59?gtkAq(6nl#HBI2R*&osHf`QifM9c)(wFwC_?+4-8d~_0duuCn5l0*#F4PLnP+ z{ax`tiL_k;Hhb+>+SI5ZhLjJ_^RLY-NbNQ6kDBzB(x8dtk>PmG$5l8^{dO$?UoYCNUuZvoiitmwg9EJWmug4IQrI^h9ld;$EB8G9vR)cv)6tl_}RW6 z>A@mFETsd8_k6sLze@SvSNQL($tyLz!`h7GEMx#P(!HnlrnOYL^CUoAD9Md*0LMY? zUn9*LZ)OL~LfIMZUM>#@N@>Zfp5`+hQj}7IvC->45jDMWOI+Vd`8gxZIM1#tnx5`! zqRjUaJ2xY7Cnl0Z5`yCx9{g2T)NQ~8oFVP)UfgL$KMYTr#AB;e{w+q!A|RYN8DpGe z(?$?ucF~LhRcF2p7-5aX@L2O$_xkI>AXQLXHPadsp0+&ah^J+#(XuJv;Bm)1(2w?V z4^hyrYmA@8j^iqz5ITya-Xpj(?F#Q9?76OmgQ(HV^~gqB-0p5KB3Vc-TRh-XMegDP z9OsXlsID+vYIBewwwSYW4%1uuPk{V!s-c$0Nw}CCaN#wuyE&_7Di(I! z*CYmhZw_7gTcno+dN9pfi{P)tZRdhqIYv%xsv ztEmJZrBu;;F{xi%l$tkK#xhuRshtQ@TC{c2=BY_Z!TOmpEQ}8Pk6&sM+Hyfq<2?_p zcU~UwDr;UX(zJJQTKeKRK_j7J0RDCQr|_@-36JpO!#aEuc$nR5*W@cSVoxeGJ=cy% z{JK|N3UE+WCo3-_ja8%VIb@H=Xl?G}o-+HJ<{fM4ui4>9)TL>#n_}RT-oH+D-`G>& z=BcI6Z*Ad7wCUL~9Pm#jQHMi<#8<*{d^%r;zZ3OMA{k3TYPdVIh8gMguRk@VM!g2; z?z^Mw@+wqaNly;-Tc(dl(Of|gl1D5?equV4T-S+?=_QIow7AafbDwJ8iGFoawh&hs zImSQ6vUS)z$112W4*|`7PtK{-)crZPDtBvBoI=n@!_lwDLlzvK3LZ;G7Pm``62}Tq-~oKoSw{&T(IIe#R4 z8>Dzf?@`e7!Kcq`g@{LH81?5kuW7rBRGY=N&ke|m&L#ciMRFZT=BRvNoZI|6));q) zjC$AGRmNgwp&3-t-9J;{@G*@nOk88tADTBaeVXaUTjVP7(kb5^WA40wPr zxM)Je7a;8?E$>})Z#86Rh{RK+AAQ*76HR-ufg_;l#~+m?-JQj%5?qj@Xf2+9O7E?H z8)_GlBv>S;C*>n)tREaez8Tv0j(Fg21wpR3;p?}gbUfvmVVwC?*WPnJay)MG9kMfG zFw25!wx1V~EUV@h9dK|CeXEgJtC?QnJeP&|+B2N}Yrgn7t6N8Nr@H<08?xNs{{XY-E5v+z;>fj`l1U{X z1A;5E_!oWlzY|yupl#;=Ray%GqJLd9OCEHy1{$bdq*IcF3t@xEgV-n5e0}uC+d9)qGcTbc9M@AmK>| z=Jl^O@jc|yOh+s8XOmw=d`I|cKZI@MhCrTRJ!|K$6<|sPm<%(`e6BYUI@NDI-mLvP zg*r89bK&Lg^kqK`N^Uh9c$v3ukyQS5^@XR0A(jhkbcs}K1cC2gDR@yq)@)Q9W?Laih37~bB#49y;5xQkBB}Ig2wsP)aR}T6~XBP`xjD* zYf0pS;xch0OjZ7w9V^v-FwU=kCL58$oY$6G+y%LIBo)VTS=3IAS#qB32&_g9GO4>q zX{mfv@g41hTFO&|yFcNOXX z0J8R$+PB4hKHr9NgyV0a>-?!vtva>hn?EwnVM3J}k+qeX`lVqwy0V5<1O`BGYG)-; zh~$BqhQi!h*~Jh!+PJCNf+=P=P%=rcv_F?+Zf9+eHPozH?_5(N<#%#I*LkPume%nG zjYDU-rHbAgmNLc^4^T6jxg26O+B#O18gA!)Cl>2MFj`pfZ`#wt(cX9tTa<}ID8X!Z zJZJT<$^B{*4yPo3V3GHB7{z|Re$=NQ3UA2H?t=q0`3tP89b#;_KQ;;5jC=l-;o~W* zIUi?}Rdd2dGU(5`{{Uk-mJf$l>NXcLw{C+1wLT|Gh8dW#Tq(iEL98Fy4H$emlq=`w zWn?28h$ju7rE7ddmu;=rnVyFL*TiB|b4edlfr3?L(eQu7#x3FrpUf}&!dHw_z8Ol* ztFUZ{+m4-2x4lF0CP#k|Tu4Kx+(1%4l`q3KYkRSVF|x==ax;TpNiJoAZT3Gi&gUrO zB-*+6$L!dOm(bxvcsMJbxUaSCKjYRP_ZRtB#(%SVLJg~Vo5OwADff>Z>+H)<`1OZ9 zb`RxV9|$}BXZ%R`$})1qO|m^rJk2`gah%57eiiuL`&8N#@x|P49wS-V6|wh+T%UUV znRO0~r;tV~@(=dO(ptyIH>o1Bx17hX11#Nt3j5cDb+Hkv9){S9^geU&{D1K}0YFs; zjCx|dH$##sF3L^Hf!x=Z=*_bDGM#d^oWFNAi!Gl%UlW64v=0Ihg+rTy>Oe|ZniIp}a}>krv4R$Hw$=GsXX zIfMMWhDki|2c>-eHP)vGIyD*T(y16tMWoipW#Rt-*^fuLlXQi!KJa%Z@vMIwd@#50 zJ={xgkrJPjFze~~SGpY=P>pi8YWt2@#s?nN=3f=$y~HbULq-^FlOUXWSI1*BELBWB zs#JDATH%Z(8hGebg{|mkcqx8FJQ7be>K1YsgkW)loY$FnKmoLO2lKB=w~Vip17(j< zTv=!P%pAL)Wt-X7cRH*dirPAjnjNMoGC1i)evAJAZl91mO1Yo$epv2)4aKz^%#P+lPTX*M41Zeq z566W(uxrQ|09OsPG!saFf>>v+H^c@?+`gHbT-X#a7ao(-P;r%(B$K@s)js<;- zs|0*1!A@~fO!E<_A~3?A!>vxbl1MR<2cR7*(dF>worFb+7qK|W{VK(`g>JNg2l84LUy!>5`#Q z3NGGG7pLi3D)3t&#|Jq_NgiNz2v#f(6!yhO9n@&RsQQpA)9$=Arldimw^FC6BC4;4 zboF4rW*FvPX!yoB+zmGvW zCtaf56pwCeIaNzr8+}$u>Ur(G^kD`F41T>S=TJ{DD0AtG^cB!7CQy8c!!H;k2AlnZ zr~RjI+2bpKNdl+aE!q;pO-b^zi5iFsGFt3+K!=Hi>_@~7p$4sy~o~3TTG!R5s#s)H9 zjxmrjc;s_lKk*yGP2oQo-|4rOiD_{YVUqyh^T+93nEb9dIJax{JnX+8JY>`!mni%& z@gcRpw~3L4`37BvZ~^ANq4>|P+UkD@wHP6re&Ye#j=e@t=f~q;I(Q>WPqm4nCoB9| z=ufqJ$Bg6+@Q=hXGm@ffY!Tdo*(CO_g|5=7lo9$mgubn3t&f!MZ{ddEz{P)d-ErUE zpZ2)!85l6=2V7SZ;(O9HdEH#6BZF1p)XR~X3Bco;`Uqg$;G~a=tC%`caZ5weBa}!= zql}K(sfrbmGC1$)UULSsBr*by+4t#MmYyPz%eF`PamH&I;OZ@nXyc&ulRLPr%Vgj= z&U2re^Q&;rb8J^+(!{`X&U0Kvzlzs5JdxVAY&=LV*;IG!)Ag@5SUR`W9=$An9!|;X zbn$B%gltu3b_e)>`t=h|*ApX69B%2*g~uM1jGiI2w~%jrl5%$EIUj{sI?bG~^2`u* z&TE=@PDy+gXQr_+ly0VU+J3kpkbj~okbdywezo>Tz)#!f!ygQO8t7gO*1R#Q-3=}i z2)(jsog^FChseyh#&Oj2uZCjOEu@2qm-%smY__#|IH#T~BI8nf*PK(_2FNv|q zZQ&WBjFo9_B4%y4J9zJ3Wqb*{k6-NjU4pe8o47{8O!X zqe<5;*)Q&N$#=$!@&@#>E4M*&#HwK$MNhDx(u0N|*qbRoS zky!Jd=_)4^$1q-ydvEUyEwCy1N*H@PMv=-87 z;u$=+?yw@s3Q(wF>Np(^eX6(o6uKD?#9s%rK(_5Ik&qAp9&->sooxIf_@&_U`)zAi zwpTW{8fK|wExoA(0V(itthYix_XWR(fQ`L=?8PHW^dI)2j&B+sdqis!a` zUxR(E?6Uw&8fq*`IuddSC(!ky;$Eb5PZ#_(zGxJswu2+cj>H88Q-jBE=Tm%ax4XBt z)iW45(>%3hJ%>Y%)zRw~QC@iO;mEpGk|U%rk|_XXe1t!bHTljJs!no#Uzs?V!gQ%$ zT_5Cmr+~HnH^xKa3+Z-?X(h#iD@d$PSAPxp0bBk!Z2ri;I|^0AGTTN%bW$gWC+ma! zt6s-J({zn%;#{_N>1l5rj78&xLZ~dn@%b9h@$(1$lRhWBL=Z0F1OfL*dvEE3UuBV} zR}&hKtY!L~RpzPTd1L(1{SSqqLnD~W1x4d|98?g49)sg05-TGJhDSm}fBNZ=nUd|I zX;H%t4l`Aqopdi34kOA%!;Vf#>0Z59w%Sbh@iL64$C&!R_HxuOWbj{#M7JvN4JI&% zKJgjA2h**5o8!GL?l1KW;1#5;8&Ok^nXI5A8d58Mx787-@gAZO-id;jmYOcsdri@wSFu zMvb3Rfj~TtWFD35;hdcb^KW)}FsaJ#4H`dAKWAG8&^{38HcHHfE%6XIAnqo;uF^J# zPMw*z?kvQx{{UvV4*}`_0N9!(t-8qQ1cjNEa(8o{-7C^>TW*6RfLQqq*!4R}t#A|_ zMLD;$Pl(K_Iaa&s&yDuPpx9*7I#4l$(h&gYUFg&fl~8$v=<$ zEg6-7T~--(`F}9^di`_#Yv?Z+%CGwfczI?lS)re3$KF3_ab5%aJy?eLyWwoFm%CA1 zoM-o8PI2#FZON~c}eA1w2DC=t!8*`eLmY*)#bOhkQR(0s|*5zo_?mQd>y-< z@5Z{!jtauo*i|C{5h?cPu74W&tR+P8G~$@8vq=J`=Tgbjul#M3BR<$K~z=CxE{(8TmlzUY0H@ zrX{Aj9&I^$I$X=SkMS#8)htKE{V_E=q|)Z`OzkD0llN0f8S^WQa&dv5VP8CGz{#yf z7m#`PuS(Z-`L&H7#8-?;E#|E)%OM#%*prW^U(8npqFTh)aooBxGaO)WKMLrhMbW2c z*2Jo=tz{*(&eG-=3dhVj9fHs^AGZCCUiJ1M)vnL&D8p; zv|}4K$t@@00V8I5Rmgz2n*{8^$iV6=G9rock;&=pR%4N(DhDh%%~h^v7Nez&qY}y+ zawzGJarx9v1+B3=i}O(0-G@fra8Cdpw6e|(z6d1%OXL}v6uNzpWdwP;vG+}aB zV++_DGBe>5P{of78fZpfW-hj$sN&TCw2qA(+ZB|Tf&h;E}IsGcP z#ruga{{UyNAI#Q^@|0DW%n4@mI&JsI;fmJ%pJQtcCsRO?547LAnA;BMqlRpg#yb($ zJPL#29kgxxIDAn-1|+nS)bCZvQ1=5Nj(H>;SF4jvMlfw`bn#TVtJQ~lBjT&u$S%AO z;L9s{l*t*L?ql7;yGjT+&!8WjezEE6EI$nrLvn3plFU4jLjWPZPw#Shx)IPBtr2t1|>8S?)C@#Bu> zy{y+WrI=A_inlG#%`&XJ>J_4!z1sZGoqitb4`Ze4hTI=Ac>=pSV;~Ml9{8_@KWT?D z{7==(zIPz``5f&ZPpy5`@Yh3@>d#Pni544Wm5L|_BocW406w+w_w7*xdUwV>atP1L zAVyQzGT!z&N%O*2i5Xm+Hb z21~|mq;PYE9B_I13gdrjT@F|^zlhSOnRE6ZhY^`BCwjuu&9J8uOBfP$9X?^DKmESu_<-Y3TKb^=n*o-Pv6J0GE55Rz*@8vI4LxkSBX zvVj#+JS>U~xdR#NnvTZKJrBh;cKTx&B)!v8;RVdwVMT22+TaZ9M_B|anC>9fN=sSwkI(gfPY921UCFuZzo#e8mAPS|Ko zuCMcFKechID6ZH151W5#dq|tay40^dywcnFJs7p1!aEtsAal>-*jDerKMPyx8qdPG zZzA)flSo^aP{a(XJE;6PtiRfR(ILF?g4^0Xu>SyrLux}Y8Tn=;9y%T|?hSe$!3{Yq zwf_KvvIQ|c$A(O;7&!p>NBSE2*vY&y(@tgipD~JU<33-Z`J4My=~h~2$FGPM_K=wE zA=PA#IJ>D2$OqE`yB~zmP5%H2Z^Y2SapfDigHEc$BqV!+`}HG^;<+!{n&qbW^W*nm zAAYql5p>V*J%1Yd2lhw!E#dzFiT?l(ekE$UtW(&&lVWFvK-g25Vjs4;jy|`~!zO!%nqD7<4@E;9bqcehKk}w(bSHWMOkbQWq-+=l(wy$q2 za>izod)HTH;qV7)q5CxW8~zfTC`y}?9n0MAF-R3k#=M@Kf$B5Xy5E3S*1C25{Ge{P zx73_R=eE`u^>1E!*OkXPge5^!gK6CT1H(Kmd_Fd|BHv}$>pm%X7SF>z0o8A8?ckCi z6f;cUzE{rx4^PItm&3aG@c#hAh;Pwimhv5CW!TI?k~q^lTLgTho}RetUqF0+(?!>S zwVUrYIW9{^qBxiq!5IV*$II4};m^Y#0PEilyg7ZYcymj&x|+sW_^IhPQ1t>tC5>jZMb?0JKIN z?ryoqW1ee_(65_M_$#kGH!U33SCK~XD-1~*uON@9744n`@ZN>4_(M>aSkfBu&L+5m z#(8BwE*P?+0(m6y)2OZk!v6pc^i6Za(A>OQwY+{@t#Yd(78bfm#CYV&SslZ0bwdm0gs ztSV-7vG^*or1nRnfXl1k@zhmIZhnRS#M7v<*WVyVHoFK1Iq4ZZ55m672=eM%_ZmD+~@P-`B$6xr&nt$>l=8doJDm!Q5Ja2W0S|rj(E*_Me#wTSvXaYlHa{$ zIqQIb8tSD{)TdQ;R{sFWk>O$~I&Pcp{{Z&e92dmn6`zE4eMb3WmKb1>+9q-&I8%T~ zJPwEPughHyKNa|o;eU(#8>V3lj-K6l&$VvrH`YAN_CA7+BkH(Rt$u6yC1rmz@d|w&=S4~FZ{uigp}7&u0T>~-V2pJH9>0Zt zg?`L8zt|oQ@jjhzGsya+kfFFn95N7d$4^XqSH=GT7>iu|Xz@py!9~Z3CJb}CIk>?d zpnWU!hr-_vbWex=4!DCz^Pm$;3mCrgF()T*#z4=#eU^P*PcEdS_dZh#$vncPkx%y9 zx)&d_zP)d5!4z6srN&gFZv-B={7x(5ABMBX2ZMC*%<;-%;Gy|f)F0_zT7KGEj1qhZ z@l00i`;o1Jtc14VxNiD$#yuUgZ-tI|x8E?KcL6sTb>2@cj7G<_HFQ7+K!bqgb?d*b2RgS50fJi z8wBb>$mia=@p4NIP5FMOp$gS#VrtphH*dinOY!SjX#P5Q{y2tg^-GICF&RidxmES` z&*f6v$s5}tP^hXpsm?}!oq8s_;7uRJzBu^fsOpyHT|+~*vy)GK5#Y2yjXTB?rys~JL9p;~*5O0<-Hrz%AhnTQE>cj-M+tt{2;CADh^Q~v&PlU7`dioo`6WCjb&KZ2*NHxW3pSDlK zZw^O%zuOXD%0b!oSc`5r=n3My)mdFa+AE(5@Kx%!H5=V8(DoVN4QHlD7ZI7%5OILG z{{ZU>;QkNAEZ3ePl#sA4p>Yw<1fAS4_V=%xJX`yHG|L)zf5UR@g|`W>pE)3ZbbpO} z>*7z^E5{nO<|?Oz3zUJ ze0=d1ix0ui6WPzH+Q%feGDeYks#%*H05jIU0`RH%++1oxo$K zADwwE+>8CCJHk-LSn+@lQ{VBXPjZ4d%#xxxJYZyxsjo?4DaEOz?kr=aS+zB0^nQnV ztNdi~KCKCh?TnF(ow1xRJ&6AR>((^?01|vrac(Up*KbX*Qlb=?gbR+Cu10NM)*wqs zwY!o!ipzfx+qB@Msu-Q4HPo<*SNBdxVj)TjjXff^H!iN4Rbcz&x(7^uyTI_}%aY`v!8nseS+BaiN z%jI&%0QGG5sNVJkVy`Oa9A>#Ija*47#n31}hk;qMTn2Jlul)5x_ zQvd})`o8#v(jZGR?o*M^TJ;av^HoFQb-RfU1VvPVo-_J&ubS>7fs3Wd`d7~vzYTRK zW61|@HslP~(cUmf+QHaJ=W7LRxXA~%U)H#Pv!to>#zLnZc>=u56x}%49=rNSgGmnUK?>? zb!&8}QI=rf`ESsleD<%h!NFB&Nc`U)3C3>B?zDe}J~P+!=&!7FYsTPccR~zFQAecmCBIdf)8f6d5Vx}-p zIT$^A*TMe)7kpbMj673&s>x`Ut#K<#V@v=E#{-U>SJG6%C_zh?L&&9wgM+6hse&}L zdli`wI4jEI73jYMya{XKZxKZl@EKQjPkajH^cx9v3mbT0U<*zn(bHtXu74WV90El%xIV6Klwt3`8k#~gyjk)h$d;3A^+I7!@bmoCck|Blw9u7u7 zt#qFZXIrn?`^A?TA->F4D!+Mn&+@Cus&imvQhKxH^Ox+iI#gq^$^2FS0D_)r(dyG% zXxYD&yis>+4sRvD;5J2~{~<*JGi0Zp!P!Hga4< z5^0->0`p!^VPYWCU}KYJcqztXM1Y%Xkzf9Nf2ss(A!+#hke~a2QhiWjrfaAaV!Oec;FF{{X zil-WQYAQe8{SVLZ^<`Rel)S%D9FUAhP%HB*Uk$2!Z}B$p%pWei`Zh7odi^)A&AoQQ zNd7talHM`9GLnjWWwV1`Y@^MGt8MIliNi8cl~(+}QpE5qY=uKH>U-e()h$y?xW04c z+qhaMD!^i}{M6>1pON!9 z?K}oE3a3vK1k=8<)9^mSYgpRhXF2m1fzK7^-yd%wwfJ{>vdSa#K2ej5*PC5@Q1P5v zD&N7WEYb6m_H`Wx(!9H0@jkKfCuDl&p(OB}gjT|+2e<%qucM9{T+;qw_fIBg}i zr&OK=@OOnS%vZl=f>bBwDoLkko*MAhrK{a7vj>JPt-dATa*`vht^q z?sH$N<(xZ)z^kja`=5#D9AS>k?5|_WJUe@TCy3%lj#9Ed9F8zEUOW3^>9bly3fw=I zq~Sl$*1dy9@ol^wCV^5yT4%;e;YE3W?XKx2pB2PzO0p`q%ZwiN_7cI-jV&OLo5ABT z6){TkcfWJs8|#)gYzttXpc=0mx7wHHV5Iu=t5>$3eZ-7_WFEei4ZKo$>dFISjzxTg z)MGm*EuL%FegjRjU$VwL&ct(?@*R1JTYcR1$Wg$raQ&aO zK{l;paLiN!F~_eJ@anLIreQ3zW~`{SHIbtY9bW<%;v4jIq7t{81wjwK>Ih&~~WX?9UG@psHpb&U;;+ z0ped2wvpmNc?m92w*l*4QutTK2LAxz-M*?~0sN3kj)#i)+sE-ejoHs691M#3kHM}Y z_#FU6!+8K?eJkfFSG%hBvHFJ;;ONT*gq^P3lE0DjhsM7cL*fbVONB<~YU3EMk33fk zTwc3lAdF=674%och^1t^eo5pGYv;?`H=081uB=ab`MULet5SVY`eh1nz~G@8KXGfp zdORt4ZE(O4jhqu+#RrN2)#Gr=0pknC1$h^TrF%=1SH^b^2N@OF4=!7w<>!--RQ~`v z!i8y5m67!LXAE66?H5ANkM0ucV&wURgUGKrjzJC1LJg!I8oMtN=ayr;*+y|(1;pp= zMkP5doE&1iXD2x~)a;y{3Q8+$7Uv-&l0?8AO?y}DX8!>3c&u5~ml2b_fbM!%h|g~B ziZ>M6Imbg^Lw>}%GHO2+t>lq+G%=D%I6sw63M<>ix77Tri68qVX}zp|lT&1kWsQ-B zRfY(sQD1O>G91~mzVP{HwNrO&IoY3|>588~@pYcPaW$%LhVl>#!6ys{t!~#g{t<<| zXu9fVIRqY41w1!B#dUMWqJGh9+$`I@&pG|9?;79XP2^FQ5=+9BIIqavUPqr-xcRcC zPW@~3SN71<*30488@9TV;OCx|`AMiuvg$H11ZB=xbKe#7*w(pO`W{UM94uSzed+rl zMt|W~+%Y+F;~ezsR{kj2Z?&9l-|`mSQU1tsi9QxK4%QA({JnbM)vt+@k#8(ZCP_j_ zE6sdedUBMaeO?Ogq|b%?XB17V-HC$l&m5Y&@SZf6RB%x|z5L{4)LuEX7dqYBBXOUX zD~x?B`W0S9`%n0O(_HvjsC}h#<&3LiIIq?)mA#Ei+UL+^)FFw* zLWNDF?f0LJS|5aNB-I~cZ()(~{#~WA@YuG$LrrK%R{Dwdj7|NC_ z#d*JquDqWTTs#<*5rPoYBFho5==6f$8O{b`Cni7S+2(NY}2k}``P`|HyHH-zd*hYe$Ua_{?FbQ)F!qO zTuEZGo#UUFXX-1H9f84pR#K;{vG-XGd1d*86@3-VuZGvHeG0h*F~RwUE7-L7OoB4m z&mHT|{5j$8?2C~Y7#YE@Pt!oeV1N%w_`J3}mFe9drDs*4I<9o~W|xVy_>)SF-FYLN z^sheF^}RL-*+`8T010E9j8~(0@cEt{NaAcWCvKv?Xz>q#wJXV{neOFi2qXY{*Y!S0 zMxAePwC3b2*OqNFvZcP##E+-tMPMg_rBqS5xEShauh4lYFSdR-{hjwY zzlawN{{RX;+%g>fu29$iDj z2M$nGrD)2}{sI1t=FO!j#rw~1Q|x~ie!<=y_-m&=p+2B)^yO`()*y|H5;qL>;PkJT zJ|TQQ)3p278aVSI1Tq8EgX>?V9~-<+FNi(|#i=A~8tOJt-Kq?n20-}FSYsqt-J-o3}==c4{V-m-+UYJ{inJ)hbtQfW0FYYsQqj0 zp8|Np!(JcoRjfPG&PbsPGHk(j3xa+6SJ_v^aMdV6IBJTmN8U%sVe00wjHfzwUWeqI ze+hL{dn^+mf@qzRRFmaoU_c;)&2`=${g(V&;x8~-v`mY}NzOkW)z|!F)FIVADPG<~ z7_^G!<>qMP$lOoA*?g zjmBfBRGmnuxF0fGe#YK4P{G70FGSqKnzdp382H3aV`h)cWZkhqEuW=*)$#95Zw_e! z?@p3PdC3v*R1UoL?_7t3o6Gn;7m267dyDC2l>#yON+T6sI_H6&d)LQd@z@&p$>8}t z3dpB$8=6)jlNceH7{4eoj z+6JVhuWhB07mxxKiZNCydyX;=IRsV;+sSP1Vn&t0uTok0n}rm1E}V{My4u< zwRBpwj@or(s3*H;=1yb}`^+nI!5q?gAgFAWRp;wpResiA1!M3<``%dCEtQOPPmTiWNto+kOVnYN$sme|gdJ93+z{9SY1U|746g5&iv0%;qM(uamL^V8b{TD=tAZJbAXNVV@QyeeM5Hmn zA5U7AIAjNQPd$jPv*Eq3+kA1NT3io0DXtY;Bjo^|huXRn6s2R$bsTm$_wb$K##s_q zPwxfiK9%hsvfu2X<@jJuUFj>cMB1?3tPyxr;-_pHlVWSF8rL{`sV6k4( za$cv)AGa^;Md9z+{{X_;KZ$%ZtLis4*H=Q)dwoIHLL8|(!whghKQ28h<7@u_4r*4Y zrqdS+M?kp!EA<=x3b}hMe-3;hYO(JmGqIV2zekEcJKesxE2B;I15xV&efJ^8Pl z%p9RcjZHo4{%50s=EPO2Pn$(=$l@*Z&3TzrL@|t&}o)ggj0AkM%c={+Lu<<k+drN0L!VwCE-~c%OX1uFO_@@PvJ*3bHa0>6oBE28t zOq2fr!ZE*;N02`q#xY+s>RLpzGfM(U&dzcW6Sllu3?o@SW3M*EyemqP^e%((Q^S*h zl1cV{FiePeHQni+CeSqtKw{M*m6&my1IPaWuD&oDb?9IgD~z5ov56#jj zF2G6JjllK#cCS`>Qkv(BJZf3Yr7wA0`xyweiZrS`<*P$Ra=a{OzXRr9z9J0wRG&*COb2k=` zpgtV<<5u`D;|Tms;Twy4Jz-&cSsLa6G;b4?ER3fa89+e<8lU55$3GPOaMoP{DU#nZ1BUYZis_9U zRXB2VC1S9%sHWGvcJ^A9`GvbD@7s`b$N9!<)IVh3irP2APZDaE+TNihy|X^wArO{s zIri)8UM1n3VK24#xcHBOPJaskmlE@;Pv)szAGL=Y0MO&Bk zKTvOVdo4oW;{B|5A?KFb%qqm;n|9{LG4G0_;wX*3?4$8`%_()<3pSh>yZA7kC?3(_qzG#CL0PF1I9w zC5#1(d3ylEf2mL#BZ7G8UanV{)WK9&e(jq3@BU{VCB{^(ALdW)xA_?C>kRxR=iP&} zbgELsviNhxGDyENt+K9q;J@;$pAC4%8{4R@Un?gIwDoVt@U0DN>~P&{)|ZzpXEVnb zO{A4_r#${&trcmw-s@B7D^!hoQRQdXpRz5*!}ue{kllm1wAk4POvI{o@%?M$&yLF0 zUMAEn<0cqxogA;?F<(r40{Erj%`-#RjMr-f^62r}sy__DR~!$meAV&GR<-drh}LUI z-Uh|rwDLh53h;3L(N_1DbJ@yZ<2%MSj=|BcBGUFhF!zbB|r4sIQ%T8RlDf&q#I(F@Fvf zzw4r$*RxAna$cv4?@1=KKUI7gbta|Z){*5f$}XKGBd!DV^yF8jUP@%}^GE?<_IDvu zsrgPZ?_NpZi>6NsdC}VMPqjG_srgUMoz?1>Z|3+=x`L<3V~$7go+|R`S`}~7KdL@6 z9~aLbQ|CX7o(4V}{f@MqIhG>!7O?!0Nx4aO-S>_&*1l@^3mBK;uYn_oA-VJ93Z!&z zERcQc=qrx#{p00 zoY&uF74Y@2Rh%PlbuYmD>piD9W>g^E_5Dw~{4b&j4~UUqepzBKIr+B%laFpiFT&!J z>NhNeA0iTkfX3p|bNOr^opjnnXYCrZoG6az)tA)m2S1Yv<$e|_THUe*+>%D(H~#J% zl0P0lAzvp#Dvl=#J(CV zN}zzNGVnkko}Z0=*nDKVdryTPGnOKvRMBr4a(nqLiu_Zs2s~-w>;dJNG0$9>{eHFY z%Fh*UwmfS;XXIv!gkOdi(tpc#)#b@Q+}bhkp0&p4lRURdq_Ixf0Ajkmkf+1D=_WXk z>QVvgkfR^gxepGzo7}kv2LuoE?Ou*4S{n-tlxif|=&5c#&mi5^G4pd-5~dV}e)tum z6z)=Hz}mxt4Q9N>kN_~ljAFiVUABF_M;4Wc<6kST3C&oRCkn2iPq922f+Q&rd}WE} zbzInu9(IsDs+6svj9u2miV!fDhGxJhyzQpT3bHs76Tjyp9StK%99vlvYlHXNnKj!h zax;~|BZ|>QvBAS>5nVzhgDuko2R@bD+(d^$++PREz(0mRt#GZqP$_P>`A;~m!usKc zlp@PEPa$u6H}`nHs_ z+lU)7$Z$Yu3F!NVex9}TE#JfK4^{Ye;G4L-D=nl_=oYd`eqCZ068T`Xn^lQ9J=g>D z4mwxL)55x{vzJXyZWWwp*OIAprrOzh^=b6zS^b*y+gr~H>l4dw4D-dP%Bu1%3#d5+ zj^4xRRDLX2Nn`se`1)w=)+z2KiRDxrl4b)q&!-tbTHO7Z;}(7r*C8rVPN66Wi;^&V zoSweiR;TSQKEwMh`1WWNqFY4+xNb`UBAkArx60!>u#928r(YA*aK~1Ar6u|w9%~6M zo#4BtC(D$}14$;}HiP^m_sBh~^cPNxRJ-_CvaI4uLvElz$PlRV#&O3#{<{3e@L!H2 z@!g%yk$XHkMcmtFh@>o2zoskdChuK zz*N9enynjiA1zB8OBGfUrq{aB^CpqvbD?Qd!m%u-;Dtdk+N+b)5!Sv>{jq)7b_CmB5c zJm$J)y6|kiD%K&0WpHU1@2k z_`~Ahni$;2@XpcTmP8wohNCuivFV%){uSJ?KicI;cLwrqRnW*U!+#T-g9{~$tZ1v zm)^vZI`RC4dJn_<818-)_yv@WXQpkasU$j9}q zaQFoI)BAdUEbqbQQ^R7ZM|By!{Opg;&jxr)T=56P`>lO$qn}36d{!+#vn5c(T)b$$ zU|a%JiIsMf$51-gn|N1G`xou8;CM`SaD>+&`7EIF;*5;s0qu|0zKi%LVCnD&<2AGj zrurWeLvqrvA!3bE+vgAJs*ZEl^REH$W83QAw)cWqn`U_R7@Wyw+mc2Loa5B=_3z%i z>`n@Fu+B?p#iPGJ#VWa#cvMRK+I|P=FNSTx{9N&1jU$bx)2+_sTpWgRlk3)_xzSymk^lr=!WQDVRa;u2?sdfaaX)GY_WV^@f4;|UG)2KBlZm3{-g7&5RktW?^lA0 zro_RV@{!lX-Y6Z{v2RfEgn0Vy3qfe0UmTH$|dqVisRMS?iI*=6wExJJh*wnzSC z{*~$<4(yb8zu`+H!Pe8lA7^l*KR8J8Po^{a*L4cC)fmCQwf_LOBZ73LTN3J9X#R)g zFUPoM)qXknqA25Mdyf#bLNx@j-7f%pn*9m=jl3Oc;a?B@OwcdplTGq1T05UQ60=*Q zD~4<^;}|&vb{)Aq>iiw>rn~Vz&gSPuhJ8ZgU4m7(OovDF!QQRezEXeSBEE|7cY@>b z2aCQn*j`=Vr235T*qf$N8>BC2yGm`swhOinIsgrNxg}MK!YNwZzwpM{f>f*XU*bo` zU$J!he}=SO3jXD#yIajaRr^Jx1Q$dks^Ncx9CfUJftJ>qrmuD8*^jebYBLD!*|#X? zBPYFjC+v&i-8V$Eywdf^;)X~x4N5rPcT_hsE!kYC$RLH_D9=)Bg8i2?iEgfKn)hNu z737{|(%=PrkC#5UJPcCf3@usCFppawZNL+RKCv}7br*m52Xp&LX;z*a_+cQm-3)R% zjfXhL7-NCc2a#Tx;7^76kBUA4_&U<>MS|)(yAvy4>Qb$=HZhU8SpNVX+++-Tj@;F6 z+n+?UZ`r3xFD##JxxG;o%syY49PT`T4g#Ni8urfsNuzvO_*LOO9$RwO(P^P%ONfTj z@xUNBT=dMD8UF27S&=#v{iR=rPsrrYv&mv`(5DseUP|xQ$I5oU3}NtxfxgwH-$!wv z-$gy%m3@%HUn_&r`G0w0p}5B$P2nWsW5{1Chp9=dOD3UoUtA#r93$NaOoujlJX+ zQpO;^Ib}* z9zN2^OWgdrD- zXLl`^EIkf7XNvSz_#NPwb@&WAWOgkqEK5S?j@*x5rFnQ9!Wn)Vts0PR%lwaCbgAMo z)N5ZzoQLe~Bv#)Y{2o8&wyg{*2=0CTiQ>OhwGABI>rpq_B!r?d4wwzierEhR@U^#x zKWX2G_SRe8HPs`RYdAcN5Pv%TKm@k5!TN+HewnQ3C{?4(y2&2r7u0IK2}5sY{{S=2 zykp_1F7G2*XM3NsT&2Ra&6Zxn@~)!v+%23+V8 zQu9mGZZ*3pf3vM;xw*Si7{-LOhFs@3>zeF*aW1F-00|DC4UkzHMc(N!1Y|c=>7FaA zILv2^!_lPUYiL#$g2UCFN7UuNZM$}`{h#$!Yh}00w&3lL_?wfs_aN8Fo&YTmhjhhA z*LjIaeYhl_TKa$X=)ZaX4QeQ7GCN(`E5HK?;~P)PGmM@(pGx_oz;O9q7_bQ-GI=U@ zsK(YEvG`QegN7TI%J3em>B= zKk&N~>sGd!nzg;V}P7c6p&b+rEg_Sl|d@lQdp z()>g5)Y?F>tY6rId*#=#msU-;efz{40~xyhgqhD{VZ5=U@Ox#xdVK*NrMOdakF@<#BW% z)mQylA5nhAwvi`~d|hzL4Z*jC2^^JN5$l~zCj z0AjEqxtZrOtn(zeKfG2d!;YMNe@f_lU*S&^_`2RJ?H5J5y|#z|<`}mG{6%@@qP{26 zuLhkqgQE7!werHl7z{9T2K#3~SStFk&q22~PGx@<1eWMa(U z?R{z`)D{dWnWI(UC_6?yPrZ4Eh`d+g4IX(c?rmnZnleKqgA6g(BDs676l#}%?k+v^ z`q!oXiB>7|*&ZME^b}I0k7d+#+Z#gJmv=ciY?J!eJ%8g{OLq(c1_J;uB-fo-+uv$Z zD$64(xA7BKyiwri(X1_J{?v-^?EsLGoU-Gw7_Dh#)Z--?GtaG@)Tpl%brAeOistDe zKnpRz9XYR}yfdg>j|4?%>dvx7(41gnAIiQp(5;zu3sM-cEFWtr99P!f5|~|he$F{u zrs(hve(3&n#hPIj8<&+H&P|M|j&h8hta*O5;hC;3=2&kejzUR1dVlq+&ip}Vai`xH zX4ISHkT042+?;0}{{Rka=y9Q}TAYPjD7|EEhP;Qxx-wnrcYCArBMwV*fJng~hHKft zdpgD$q-Dz7WvT1`02n`EFNnVfd>v=4_@h|UCAFSKxAJVIEXg5K*ld6g0Q4uNaUTXh zW=&_~Ka4H>JEUH$7m`HteC@SDFIFTToR7}BO*8h7_=WLSD6~Hq_@eJ!(=5N^-W!CC zNFZPqV7X(C?UV0cOa8#{TigE7W%iICL%K+hZQg80AA*BkZ?}J5_CI9%jHf20M~5rs zl@~PPn_uuw8^@pUO#8nB*;{#@Hjh!bn*hfIW+smVoQ(24`ukUtN&6ekH`*2-5L&yy z3p7nI44`-C>0hiL8hmr6d^xdO_S1gfeJVcKl025<8L!8G9qN}_=Z$qK+Ui?nnpqvA zNeDS4o_YN%>m!GZ(s!}r(9CJk%Ko{E!zQ*)$zNS`@;N^f{2{dP?5?e;EZ98kkTA!u zTG;qg`!QvAaU1YIx@&{c8e6SK>N#hS#OE^Osm`Ci<#c?tejvit zmn{rBN9WIoyfFrkb2Y!5-ei0l`YZNU)7o~rjSk|r+u5=AS9f35ypzS&k!u>>rxmhf zw2Z*@JAS{Ndq3>I3u%}4(Mu~p!ptea$t%5U$j)icko5Vuu<6MSIsJw|8`3J5Kt$VMIyjf$Z z_-jS5g6*L;@zJxGHoDadS<@g2g=-ecRw@CAmF9WwLM==@a>(} zhLZW)TN}!NaKA53b6z3iy*#d@%$uYNc{uzl*}NZn9qyNQ@47v%0bKUSZ_2pq-ymxD z3HE=qv*bpH&{y8qR>G-R{L=$>UP<>N@CJ(w<&CWEKEjyK7&tZbufltTk5U5Rv2LsY zc0YJmgm`mBjWlJrKvDM(-DmJM?tczrx4M!$22h7^Zg^_^cR8Q6vhzP+$|ypLacfq0 zzqF*bv-kqQ>1YkyQUxx(9A~fAwtg7v)>?nS4-?x@e1hcLFi4kzK^^(_ss1K-J~!}$ z46-bUGlf>=PrZB_&rR;7yVSqK>JJ^I(Jl-7)COANGaA2FNdZl)?2 zn7tD@4;m2qyv(hT81+3lq3y)BaUKJVVzKXTe>swQ1J2;)bRUlxB^;&U? zhh%Z%Y^Ti=)^sf)@AODxX*RJ?PDscV?6x-l0AcWTjBuYt}h(7ZpWu+^>Ln&bTm36~4cIrOcnU{X-2&D7(bd0M1rhidjm3GoR;Ulw$S z3P#JwM$kKN75jj{bbTxE=f_&4SKk%%#}I(E@x=vkO%wO z!SDI!^sWbA@gz1^OeZ0qJBjEwV;CN_4wd5lx|}d1>u)T}fxCbXE6~a?czRT!Q7?J* zKM~?QUM_g5w7I?0>I-XFVeo5|xZar=EHn6H*1Ydi(X4JSo@pl_@=n&;LF0gHsqlPr zzr(2-;%)O}{oY1LAlHffK=CEMo8m{dH$GT+xFxwS)1`e>V!f{_XTnpfh^s-yZs__` zOSOP_7DEFU004j;!2G0~pTt)S;dm^qWAi5gNhNwVo%^2G;VoXlFIv{v#$+QW9eF>> zy#D~=cAE^|DVjMpvMyMW#t)}j#`qcIO%uf4Cz5+PC6aKVC(jro+cl%{+gTb$x-P9D zjL#lPE$fW*uQ!P)$>Ca$Q}T`zpDt&}_q#q!_^h_kc$J||g*n3p=xf-2WjV!+dWehe ztA^eW9rIr}d_~kn{{V@nnB{(K;YUMW>H8<#1ElJKqzq&Zzc?c~uaU^VxxJRyA2F6tH)nu3uQd3N@e1b4SCRn~ zS#%uMea)PFsN8*m1D9tU=;r{?6_=)Ok)fXy9qcfbW|3a9|!dDLc9P~afv9Xah@UTYhuHQfC_!}^Y%VaT^>pSC{^ z7{7pgI!|A)LJ$4$E0XxMhTAtPnL9eyUGVE4@PPPp3RE3F1B2W5VyXDW^zBN@>Iq#; zsH9-}*PyTOTg>^qHBV)kN_M*Dcl*zX{Bf!sLs4~LPER25Us(7?A1~l-s>TlxXRUnE z4D~?F6$2Oa}rXhaqT;BT`@&V3Jjx*F6`bYK=g-68O)n&||W-J_!M#X&ZqfTxy z6OHSFGuT(uKd|1MiSZ*W{KSh6L=#`ldDtB%G^auQ!`rG^q$~cI`RE zeRmi7q{mI7zI%gj{?qEeBjV`EN^)rruN3{QJWRR=!mG&lY?9!G4e4IjUow8%8k*bq zJIUkB##cPo>U1s7c71L^OWNjCS7(2?_yXTplH*gD;P>Df;Po=i;u!!LV#IC6Yqs#M zqiR~*@S!CHW!U@ou5(ehiVqRotmJ^L_w$4Q0N1aSQj5mPy{>-S#r5S|0cLG!y7bmF zX`6Qkj%e7Xcx*D``B&&4!GTGF<+PZpT>E7H}Oi=^>5r;Ex}>BP6mG(``NxL z>E0>$W2awO-X!Ko6qzc z736g@e9ms0vt19FPlYZs{{SBHepFY~Kk$m#{{VD;R9A2M$^Fyg{{YlHM|6I5d|R}e z{uGiqB*pfpQ=ShP&*fheY60TBaugHO9N>drZv0v|AMm7Ll$=6t<&2|rKBx4rj#k^w zS@O9d)Bt<^EAXs~5$tU<`!hFgO|G~7Pr3BJ+J4vKKf=8)!&dfBYjdS(aNA3`@Wl`* zBioANtyW{=y*^oC^Hxh8`|*GqAQ4`7@L~jwwG0i4*7!N+x#~X(=zbw_q^e_av!w^C*!SFU_za#kdT##!Q|bQzhY*X0bPQllwSeeH@-=%zU@Tc~q*7TneX}W#wqRDM}JaCy9{K{FdIs9wvpNe{ft?>6) z44H2wm9g$C@_gGT$7OihZmyTNQ^3Ju;f-*f9j6=FpAk=T`mczsWuNzQvg8Ii$?soN ze#dtZ+j#bMdw?X7*>DB}x0SaZ{Q>&d$r@lL{=gOsCmc}fBmgfz)k@rty&3|HJDb%lpz$s7cqvJ7kDPeIqs&?*uP5VerS3;Ip!%gHS3~~I& zB=pCvd92e-XZteRY7yFbO&!J5FA?C8<~JwP?$=B3p5s{YhrwNP?^n8QOIL$dxQM*U zH*HK{d!BllkHnA-Pxe>1Xvg2Ux;Y$jC7E0G2EJ1XkyXRy^)XdmjoU*kHepNHQ>7i# zO!KeUKfo4Nx7J=STZWeZ08+BKGOK?MCENW4eYsy2e!*mF$d+5JYbVN^vI|rw2>ueDhb)p{-jsrl(Dj1$rwDL-BT?9TAU$ zj3dVyl)#la1niE!?+X;L(tc!P+IT6n`o#JUzcPPqt4WvR#;Jk)Ft*X(Dh_`lEA-mG zJ3nluif@iOq(Fk}6|*;}{o0&YPVm~Z zec-&f?~kQ@7vZmi{tAlNBu`|`w~;Bs=j&fivC>Jx3idul;b>mx#OtL=Cl3oJJY{RH z@IIaWpW+QSQe}(I=L7Mrp^U2=PR0t34aLSwQ;pF)S*7@q2iW9CWl+qZascgKweUvlSo}xu%)WT? z(&AW|PeHyXP!GOHuO9gC@a7)`cv?+oMh|On#Fp~DUUA>rx-Z!wf8imM!fkmZmkl+> zWPQgVj)b3l3i{l;GLAnFQZrU*KgjTF;b~zddRb4@XhCk z}WLlKg{ULDn(YU>c1hHN&f&$`Ja$Z&>N+Gv;NE;4uj$s>|5Yn68hpu zp`O62$bd6^v&rl9ugN}CA?()?W+nX{T99^@P&$ktO4JVxz8Z+ z+P?k&0D^~U#_Qo8mve$v9Yi4taDH?n`d7i42o|vcuseddIXyaK>t23y&FoUK?jLp~=?kE5pGa-S~J*cHWmC$!aOwYeHilvgt~$@3mjxG1jA;)TEbQlb9% z^8p}^oK-K`i(ZpT)U_yL5p0rA;^YE4e=}SeO(i=)oxDQSBXz0SS?C@%w46x#PMtEU znZ9U&uGvtz#oNP3w<`p;=YR2E+@B$6|+T&0~JxoW@iUI%92HSmA0ug z+N#^EDy#-VusF%@UW?*A5*u#^+Uf=Z3QZ5p7m&q=Z?EZJMVMkKU@2ZJQ{$rjuPaK& z!GE-$!#xw>kHo!0NzpD|{{T;kQKFV^9OQBiJM^zE3mdrG3_uU^6&U5Z-&!D@jt_uQFlRYq8lW2 z8%OTn0ArrVrF|_r{?Z(hOR3^igQJUg*!dH~mJ!>DCfZAF`Fb1*^S>S4G+Lt-XDWFl z3iTTpHtF&dIhP<{pVOzkaay&klHcT8ml-2)`G!aG{A=XZMJnw3Dzv2<9I@EqQ(2Q} z1I*ixyg{omc!K5>81o42@|x@I{4uECaUGP70+-50a7V97uPiTXF2)#j$SOSrdKRRm z%Pr3WaIFNT7o#vg;Ukhk_c4y7ujf-8Uwni2Ow0!0Movde{(M)Xd?4@zuf*?*9ue@3 z)W+7|TGXSml4$X|HDF0)2ZBHc0Q%Rrc!Ty@(zKfoj&mlZC{KrXR?yoQgfH6GVnHl; z#sD2S&TFn1T2uF;Oz|}-SxKKd_yXbE#5RIkbCsA98-OwDYoqwXs6%n$%c-J7gviT? z^V*{Db)vqa8w;FgXy-qTb6*x-d#zE-SPlqW0nmMG=H&$}Pbxm5H72ke%@*u6nc-ow zZ<#x(#~z((_x6l{s4cXq4i0(Fb6!;hdZcl_!;F1-{Do?1a_e_9`AUJ(jXW z>$T;L%INXwX4UZer)A`N)~(~cUsZ%lsb9~iOsEk|(ryTYI0MtIX?P0iYySWe=r>v1 z=TLwUr=Scu=j&clZFPHQ#mtKk=zHUz{xoUV`7pN4j^N8#A*bq;1pq$r!YKR4duy)Rj~io?Q<`@o0n?XZ){J4xg9 zuM_aahNW?-SxIS@+8=R~DgY;@ab5S1wE5RUvyoC+WQWY&{dTF0f;}tc@VJ=LrBx-X z)A2`_jHMaZkG;D-as8xx8D**d&wdruZY^%6p3hE-RA_D0cFBGPQbj9CV9+nm+oL4JcGx+oXDT#+zyNe}*16varmzlj##%#SrH% z$lzn^yY#Qj3%}Vb;%1fOO$jCN)RznP0V{o)Q0f3q6^~~275YbOXMJ;{YY|Ctx6DO| z9o%lKGHG|wYF0p8IGQVP9EQLn)BOH*yt7KRYI|sD{{RkW3?(?h)012Ni2SSZ7wot3 z4@me!eXZ&qA2v1?w^B_klFp)3Ok)KJ>BrW*2gBt>`Amdt$w2%T>RlaUG=qq@f%}OrBs!mXa^Eu^IW}~}bCm=CmPH;y` zmey8H!~q!`V(R*_T560)-a-@SFRMGU$bc>wUeML{bh5acyq)s-asv+j`hijffy&Aoks?s{iko9`}SM$+J=rW zV~cP_CwLCLXYm!+>Q}eXc<01vZ)mqF^TuQ;^7(%t&V6{UE8Qk*wE|b0DetDMRYEh{9)xG3=&Ec;W-r4wH z>~U$r>eU-2P~esMzx`G67wwg(!FBsU_=o!%IW&7aeKy~8O)gB5n876aXCR9Er@(&$ zyg_xLSzbq~TEk;nu$%PBbrAC-JD`*QexPYV9i-Y(N+xl6)y*d{Uvf{m>Tx7|79 z5sc@he7;FT6zMfM>29a&S>87RIJ$Hv?>p$P<-be+0A0`2kJ&}cpRayyZx9v z0{1RjU$AXZaq^9DMAuohI^E(i!3UTc@}&HBsmOI0Zr)Q;Gw%Wc5O&rX%<_G+_fR_f>(8WjaG$3ewB1~OG@PEX0B zwfj6jEqTK4o%Qr*&;J0k$HRzjz7qKNOl!854-j8mhKYd04EFJ<#~(xZ3iw07o(#J1 z&+V7+@&Z=_UWLJjsa0*Qli#2O`&a0f!W~Cc()1m2O(RDB*pBO4x^-2#NK6C~84e#D ze(YmzPqlpNJ{kCf!r!$o!~JK(b}?E_b$N7_?2H*1m^6)y6Tl>6r%_*BLbQLg>+`j$ zO?SUj%+5Kn8LO#nWEd8?+A@%L5}?<*#kZGjLZla>a*B$gs-gI3d> zzrC~Aqe)IuOZh*`{Ldc!rf&hf_^CT1xQ|5B<0NM&rf1GRqd%2N$GCk00KTH4=&J{kCHuK35qKegtcY?{=O=(heg zTV}J2VOddRm50*^e+vCD(lo!Z_|wEUU-S75qx9qD5-(p~Kb3w-_)Fq5cpLVt({<=o zCA5Et9#d|7D@8GTc3^v9Up*`KDFcaQEEi$M+;#WOevN>PDPXCnD_v{rbLVl*%MkC= zZ@B#A_|f2bG^?Kq>)K`I%y&L2i&T}wcu2#U!Ng#Lm2l*qG6p(ktp3KI4=uGw7UNio zd%Y^!>SUJE-bPk3t~RkMz+e!4`h6?hK0W*$*M2g~pe~!I&1t7;G0wI#K=Juw&Lb`d zUKJOpKHW}q{{Ufc4a?zwhZ^;b#B8%ctlUCOgAPKRbDwZ)*3K!z85%O2lWDhaO}_)t z$Z>MZFxaU>c_h1UWc4vWZOaWa#Qy*bd_SVC#I_oD_KX(Nk`5w?ip8FDk`;~*Bxb&! zw9(+xv}iQjFm0f>w-(S9T_GfZghiha6sOo;TaXN&&||~_r`szpP!xzF?&DqFvYk$H5VSd-hEG$ z{{U~_2j6PH4}2qW4Y|5~JuYF99&9mZiazA>e|CDGTKu>2f@u@*KX%_K$36M?{{ZV( z?dQfX1nR#NwCyuTwo6pfgpD=*!^xJ)t1p&|gVd9g$3b71UljiUW8W9}YTH=9(X@Np z-wwhab9o>Em2=O_o`d>V(owBKcm+mnb6x&t$l@VUR&#=9&Uc!<&74+OG0!5&6Cqu# z(;dg9dY^*+C-~ibX<=+NSGkhv*tBAG4Yhj;^UoG|BV5w77_RPgYx`S4wSLnzyDUsI zfriF8t#1LdLF3&R5hDe(+}n9<d&M;16|+vllGDD zRn7c@Tbpb4!9^Gh6^HW``e>K?JX|f`jN6jU?i#;0KW0w?_=@Y|K850YI~J2egHw2= zx>p||+Ck%~=N$!pheLMJc#>PIfK?;63MS7zPXu~bkxYrCMqZ_JzK8 zDC+lnHN9?atA!8@gMvr-&2^fdq9L)gU8FDyq#we#T|(}Ao4KCIBgJy@t4vcoXZ+%} zHO*Qkx{lGenE@F%;2-iStVK#tsTlpQ^FC6hADPou+x(Hn{?s?=7s0({2yL?%VqxpL zRUCeG(`p_W(zT1#n<EP_VEOq_E7pF7hn{r*hQSy5_5l=_2=zcR;_^(pcJ}K!J zG3s|v$uEfFjZjM5DW5p&i~w=?*Xf6kejeTUpHQ^8`%D%MVHlLK$t*MTFCBkM{LJ`4 z^89n~JI!P-Q9NU6Wwl?J$cZ-QTzZlE*Xj?4ymxEy1I0S^-k&LbCNty+O6({L?PVbI z*mSR{&geooN)n1zc0BwoS0}1o&3s)&-JlOJ(ynwtiupAJ)8TNmZlDx4n-`C#ftQSyEri{c+m3i~j%+C7s((YNPEKIhJ`0tO4uG=Nb0t zit=l}8Tgl1zf`oc8`xz1oEAMmB>D=%)st4ak=Ec%Zz`NHc0F^BE7*oxUU7=3^haHM z+MPO*agV&&=$F1II-aX<70vJ3SjdaDoVL&ybQ$1d(ziY>>kDhHBZ!(vnl)|83FimB zc?W{LHzm%z(@k(x#H#&z^IpB;xJ}KZPJVCQfrdG(Yfz_45TMTdE+SRwN>;Ju`iI4d zED&4A0R#`?IIeQ*;!drpJNXSF1Km#_O6vT5@Z6sb+G^Ix=gTJVGB~3plN{iW&b59W z{3SO&3cc2((JnPO$L_?6`w|u>uG7nY0=}~WgTmLBM$e1KWATu0kvn%h-F!iLG#*vd zZzPZZ04;YOJ%1|N_;aZn-xNU!k85Cp8;}MwpXFZprTioKb!+ewPVv3^LobWu)ugbv z@Qj*(jpK<+Dz-lV07X_Uj1ecWt}k4&@a~`Dy%N_=@U7p5FQQQQ5zl@uQhqY7rvq+s zc>e$j>BeDj@WaoObaUm^F%@gVRUVC>dH%&Xm%^?H_Rj`I2qPC#E9<1GyFBf3X&)Zn_?#ZcwDc>lqx9IL3cIwdfzU zgjWaQ29%buOE#Q!vn|Y#a={qP0^_c7{2reu=aFA6!tjjoja1cN@VV-7544Mtg0;`h zpN`j;UOv|6)P|o7a(S%#@B_%i=O+W6z3aq0L8A>i*fAJmmMiJgHT18D{{XWtJZWd8 z$M&!6$G8Ef1LtV{K|OGK`d0<}Lil$@(&My~N|r~rAcSWexgB%;YxLat!ZB9ve126K zPOGOri1D?N+e~&*j4uUEbQ;!x`hSQ#KOMYYY?pDyV~GC%6A}La>#pzNzr)`Tc!I{w zFD|8tWrQ@&qdOS%74Ci${hX~lZQ{7^McmOghh{DyVIJglPJoYk{Pw0{3N>#X(ezZX zH-z0sW68W#@Ve^D;nsz79fVfb7Bjlus*jvGJT`lbS7G40C7VRIV7_aB4*vP(o#W3Q zz2sNgM3$u;x{`W-hyMUxw0tERN#Xk+EjE@9!-x@A6Gn~&YExWC|?Ej9PXizaa7MWfx!TRak4 zCFlP7uZ48wOS`$FmNsTB)ek*u^aK70(Wa$`#wjBCx2K1$SO)F>kqZ9+g*Zihay|b5 z;2&#&l|{o?+dp+f^U(U!#$F%0*DUp$_EuYab0a8Uy@8yc(!VD>Wusr~pAjzq0JE*c zg5pLX9ysTm9{ktrZ;Z67-7mv>)yrP12_kY)M$v)|epJn_$6?~DyK<2U1CY7kj(ZyV zd|iKJqd2{fjBZ%$qO2CNQjM+Xd5yQh?RUbm&v|nW5=Q_GWS&J^)%C4M!5Y4$VW(a- ztXh?-M{=<-Q7Fz;Sa-%N+x{+U@_1vy_LpxKX4s9FY>bhb`6I@@E1z7{p7Gyoq=Gh& z%AN}yI?1UYp35$)N?zJK8~z*8r?=InlH{?CixA{;LGNDM`#r%6_@`D^1n#skhtEN{ z5NpT$J1ynznG-DjV}%M;m-v6qYuEn(XS<&(#QLz2HyJJVo;rNM{{S&wHg!H|9o#;r z9CV!C==J?Z)+ptbw`AibvxA=1#dwOyT-*e76Gq3A*FABM(!C1f%8nvR?m5A1^#1@R zxGxpXG}nr99V1r?j^~VL9joE6618Zix}UA%<2QtSo1}S1#P1B-_;bW|5W|;8h)N^Q za8LgLUc86J(oB3(t#B1iK)~r<{{Zot)$e>urJISOfXQm4IxgIgTKV_IaiaL6V#;m^ zU@~j;&tR$6k0JR~aZeM3bFB3}pF|dR`Wmckp`;s+9Q3XxD`z^T(=3Xz5=43Hn%mPQ zSnaLRNm&Z;4RP1kQd(-$%M>Q)D`y~Jh86bMq@#gNKBvUtp~;E7JDui}aULwSFg2{|Z#1;+dUQyw}CI0}0LOOXDW^L-k^UqL!O7Zj^o2t^COQjQJzTKwidrR{x34O zi|c((7&UAS|R-nw$1<9o}Y z=4KOdrtjSI$tB%$5CeC$ZC)|*t+*jng1{QeRbMhN00eLt)rpLO)ftbLPbZ~)Y$46> zGv%=rby1Q%S3uVzORH;H5=Bk9RtJui+vxYJd3!OAC-V^)2Xn#apszT!xPwbJw+e4XpH~#X2`d6hLa{3qk_vmd^udGRR zvLvt0j~&djd~5MSKtskd&Ubg*dwwUl@R-w^5+UL}PVFFpqt&e5K|2cY+>TE~PhJX@zjab%4R(uLZH+^#zF z`B!(WXqtYhc)w_P(W6q~i5ST3Q|O*4O(O5h3Fe~lwQw`_uU9L@QJNXdcrV3YhVSEB`ED&zL3A;fjPgM0abAh5 zd{{bpv3Yu#xR;Ac{4Nxo}F7 zJ78mz*0FvQd|&vawwz32m-IAR{6}(z&0GzB-Rq@g$9Gp}f~@gN|0Y z?*sUr^4`vHq(;Sps8ia%J*Svruy|Ejt&hH|ky6ZR`#Qg9`vb;TdP&imSDG1TjO1+~ zHF%!8`$aW`@>nD#i5p4JO7rb{N#4otzqFssIVLufEnY9E_@+5ECl4bD17w`?Yun2B zinc38kC@H4Ckd6oNly1?(fVJ;iL7o+=^hInRJD1h$M1+&UN6&3k})70YzMV++8(^u zvVh}i_ATC<@em_uF5!0Pu0?${4Ayn;39Anu!#F&)jXY%tyS>j3OKBWPNjp#Q`c`hw zD&=_qR)m*E-d5SneST`oZL?je$ON2_O?mS6j;6aDTSJ?F`ukVYKeL~J z^((zr%4M)=BgRCBf%N*<%~vbs-CAS=hX?Sl)W6uG%EwaBtz@`?W-+MR2;-jr09x;< zmn>~JC-!wU!0}t*d`v3x-OEGme+*eRpW&S<)rQuF(kRIEApoum#oh(gZ?7bl+GDYg zBzjk<1CR|iX;uiHM>tg(HRZxiIwRJ@W9s4SI@IlXey7U*G4NcLEUj_N=L}DCUbSuF zD;r;h(L?5_WrtxvYtFtfc)mIArj8~A1JGBA-uSOoXyvzChZgwaGvAu=F;i4rqPm~4 z(8_Tc<`#^r%a@hhui~vy%vVMRA$PYbdsl{druKNQipp3LbJw7+OVk=^H~Gv7Do>y_ z<$fx<63kH_e>mLzbLc&*^9!|z$Q4<} zc8cV@Cv3v@DMmN&lT-4W~-yb9~w5k-9+Aw`<&8?tW z?$ib+oB>_mkFLzJe9e^uj@8I`c4S>xO^u;Q$o8*Znp2ZZ#}&;_4w~M_r1*E?^~If} zcg{DfazW{e`XBZswM6mmy2==S=Q!*u&U_=|i(P&Zri4)>Xh~!^$RF0doAy7n^1O56 zITR5Yg?5s2k?mdB1zI)r7x*Sd8Zc3|HkosOAkpnUE3=K|Ox(uPYfF z=$ZOPP~#jFQ+-d;@7WtlLGT*RaK+url3#OKiqL!(-mDd~_g}RJdklk1oIg{cBU2 zk9I#pe`iaam=rh48wGR4eQ_2%q{mDO`0w^)k|wpb+mc(1o_VjaAmS9q_eFfC1}lAK zKIr*8HPqyo`uOkm<-22V9A(5|Z~#5>1$~KM75?4Qyps7_ODIG=J7c%&U#LR%mAfB* z!minz8S&qM@0UpNB$MDu1a75Ip|3gkk*@)-O*BNNPDB6sC<9t`8 z8{Jw&Y=`fTYvnNUPZ7^8RnOG;va9-=vN7#Ee;lGTbos$JIl%r^+}`{^)F88tIPWEn zBA6%+NncJYk<-2$Np#C3Fi7AL{6FW?zN+|j`#0No_fEEoH6D7$w7E=k+Tj=5?K+^U;$n8FWdQM8o*Mn4^A_8yc0#{+iu2!y`hnAy z1yu7SljH+EO>>$Sp%W(&i3lG)sN_TcYi8${ch`?v{rH7S|reXN~ zq&!I5m}NntzJ871c-4T60s+SUlvgX^{0;sW_n!y;x@LdOd6&j}jQkLV6XpqhHdy}v z5bA%Oe2Jr4J=B*78-T!$x#GUN_``26{3$gkaS^_75cTLYUn+P`<}{k_DO8ni1`j!} zt{Wc#3doOSjU~Jg*>=#yQ)_ug^8` zwbq~U55mzpGRFF(2(k}p060FQ9M|Zd#z!&yKh=p`ui4mObw4j!o zk$F(bt=_sXOaccVfW>9_{a$a`KICJ0XS@ts8ONP)38h)NVx9j0nSMvh;IykvKkHL~ z{fxuu`cHwGyrz4Dc7>DgZ6S^u-{lqdrF?7qAX>uS9Qb7UJwM=~Q8W0cxXdbv7Ut}71}o=X8%u^CkG=#*lgl1#4C?0q zFjLpm8u~Z>3KBf86v`uz%3cJK<2>UF#y$T4#=dr*%1;e^b@+Ie^G!4DuxS?OmW;n8 zbKDHzSBHzVsn)k0bhfRv8;(VS&MJ zx%aQUzivqu9}d_DXY=Gw^?3OLXM_6J!s{O30tGMU>SVdo^VC1ERm#R7O@KMX;mw2C0*XLL5iKRw@lelNDjQeM^eoMDQV$33ey#Z{eD$X9PbPa>>%&GGQR#Q{F(HsP4_j#|D02A@5o zew~VfaQlkC1uurH@UK&f-cn}L;(LIopt^$~1Qzd*atEb)FT`(zai)Xd3AAgOEblM$ zb5l0-?6j{sHQjpJP|J)VIYY!yFj!`?$wL(0wb@^}i53<%fdZ zr4K4-5-UZ{BO*cqpFzfJ>?uw!16D~|Nc{G)txp*kUvtA{*7c8udbjrGs|CdRWyoZQ zY=kc5I4AJUeJ$|A#4-4XM6kb(Qd;gJ@uY;4>6}-Y_>)Ud6nqo#+FnMi(TODloE8C_ zzw@t0_)(xHlc0EcqhBf{v*&qDam;agk(0Ed>a z-)2uc=58<#9V^a$3h1WN!$ulYOKBW>l11`xP%Dg)>J58`#%LV)2Fqv<`>@5j^#k?h zyu;y5jn#+4q@7RtOd7cYRXqmqarsx;aQ%7Hp*i(-N5$sc^Tl$fq4Kx<6cfdIr-}S& zG=Pvjk zdm!_l#=Ij!5<#NJvv7zK%)s|N;=Ro3b5Mo59)|`(m3p-!TdQW}rIST{5@#4;(Bl>Q z_xlh#$@?pOKWQ_#+RdE*0N2E|`1__^J;Scwn`?Ui06P7G{fI72-|VsADGCVlZ*ZYU zU@oQu^cCmf9Gdr!tj^&|mK8#u^L~uye{W@H_&s8v1D#Gj2=B4$;7vY6k=7laTdB#% zt$u)h-P4r#MPm>lT1`$qPi!Oq0F8VDWWp#;Po55P!Eiy(e)Z?)Hgw>x+T7H#33Ez9HPUE7ByzGV2mwwk2g7cTx@>#+-NIaLR*^!%&p?~A6|KLhw(5h8-d z;(J?vlwdjU$6=r6T{-0KLzVAi=dhm6RO2}=r{|yTV;e{DcUUYKM#UN?IpubNpVGX3 z-C9`{2hYxM2Wt8g_TsZP-xenkO1nk6ZB-lrUp`s80)QTR@!qQ`_ppjbUXHr9$Ln|e z6K2`%zh-M~-~%SFdmvHR7aUigf5A@lgC&=NH4p*X*KoFb58WL906Oiz;F*(4H|*ay zkeo-aUMgp@;xmub*Bk!;1u~hPJOyq^F%x*~p!-BKUhOw!e<%4KW-%p=l9%%z2B?_?~Z!AtSbZ$V{Z~N#5S(v!w@lw;`G1Rd%(B0)>3Los9jHcJ1CUSBgO`K0AN(U z5BQDZzlo>Bo+R;fc2G+UD9}BuEQtF?G8B{9M|$*(`2Dnx18P21rlH~OPi5TqDhf$% zuDg{;^~e7JuD(YTkE@8r&U78pIBF_%Fcjf+e&@vA2=L9f!v6r;M^DwQA-SJN@Q${( zGsO-hk)vGYRGbXp_aoCa_NR?}QQ-doj6Vvzb)@(^!y2BEt9ZPmw>MYOA_?VL18;0d z{WiA>G0k}Ifvt3StiCW^HN`&A%_=-N>qS*Ob)5DT@PglRRx+^5s^E4%uaB@1I#OA!$ z;wPCVw&FP1%Mfs*Iq6>a@h;h8@usuDhy5;N^LlPQee2EiN7>@5u-5A;paHWPeVy`g z&|oss2G*<8;!NbTi$e}z$UbM&vVzu=$W2emu@03Z1F+g8_DgIZJJp22Xb-A+(`tF;_Y8L={lkC@7T2i z8(gKUr2bgpn`;6GA46WT`$%}lU-5jN8MW~R{nhTNq{B2a{{Uz?X#r_7>65?!lj&YT zsZAUXKVC5IQRL zsy0@Ypm)X zBZk3krJL*oMqDo}u1`$*;=GUGC&!&9;g5_oU1Ix0)mq-f$R%)@F3dO}fA#CeExs>l zHmSBNX;F6`b`9A6RQLGDr?K84n7BW}gBbS!it3{*ULKsNLY9w1TA5~5T5+vbt>llo zJYW9+1tRd)ho>#)hkP@rYPy`k)u6aON~k^a&U)1khQIJoPX=fjVz#ZLYU^}iY{zeI zTy8x^c;h|m;Tw;MI(77_WVfH?$?4bXGg8@nOw*t&8rE>f__5p5t#T~3N-4^or(%{3 z-YR-C?&v?@ralkTV0iAlC$2~&{{WVo017kM8ohP@00l?*YBeaPi^Coyc>KML%^D5A zhVEY@V{}|`jxqY0!NV5U!g~JG z2^H^5*g8ziH#A%M$WYxWjicTC-eLt)=ySzokBh11;!Qqnq;jJb3w&BHyUWw3ScgH8 znmvv!^f}#p3+isJm2wzmLyQi-l<0I>u9>#*zL~%k&NsyA9ze}uakm)2U?`8`I!7r# zV7oc$yM`-R;jvQL67e`l>~tEgn#*MI>`*}Gn$(rqd^%OK(fLOKMt_F~HN?x~PwhNL z*3(Cp`FD^=9qY82W1B@*@8zBc2a)tO&5EH?I#fGw^2huNw*l?(;4aXuKVHt0PU^t!@>Um4KzJ2`%$}-RJVXfHMOmqHrB}` zgVP-P*X13)p(lpq{{TmZX-txNrI_I7xCgi8R^<4JFkOwOO@Yr02R_*CS3?C-oSf

*AO`Cr6M!vhNj!ISrip)uZt?J?in;-u%2U!0GkokL>!e zYECz2sIfRIkXDtfewSE&-`@{ybge-l&^$+{-AivPL?^KYWR$1MxeRfW>r{LZ`(*e! zPlQ(1TCBG=-Yb^VWVXW1_W7GJjo8LBU!1@2wPSV6dVR{b%ae|v3}E`yar{xV67FkD zqyw^yDC5$utqS#N+mhBi)lUNnDw3(!Q}tWn*X=Rz-%aqZhpn{_5kX^f1+;O?8^Xr~ zV}d~THTmWL00jW?y@!c^Y3~$kIt|1+&XISfT3W?-2hSTa!lCw`VsLAKlj45H&+8dTJmB}Z+UbX8`{?LC8JYTN(isw%8MTF~Nr@}-I9dn7_z)JYu-#D*Y{aCoebjh`5N7ca)2gjY8HCDZQUu)V!Ek8g0YEDG>|rHD8j zuX_B$()@YhdkEPhnGj=Xj6y==w>^4htxNGYL<&+nprf8rGP}Jv{Ik}#oobGcvV}cK z`h^0b;~#}}FC1M%YvNlNkz!Kw8Q06?lf!h#&r0CDLGk0j-WK@#sy3Ips%c{M3))j*5~YYw~#~DG?ogj|Qzj#vLYfP1iwX95kL@cM9-h zg2eLj$~V^MXVq|uS5-P#{UyHm@!(xw!hS3JKZ~^KlJW+Q-2~fNzFc%8J!*%CJ~4O- zZ;DN+j~QtZSsw|FK1psTPz1S5DIL$sYxA8xDCkWp$t~1u-~e06>+S7Ce-ktmndMn6 zw)G5P8T~=6@c4T4Hi?aFHWs9vs+g9#)x3WgGh#~Q06Sd}X7=%xP=cX4JIj`Ig z_**^)Xbh|4FAtdVM)9gajQVGNek$Df-@(`LgE6&|;m^)m4yt=`R)>uI4LT%G6_jB= ziC_VU0~qOE^&DKOQc;~ZbIqPrPORL$vPbO3kMSqLc6uBFKNje31+*%x$*DxaKp*c{ zp8n3C5j-!f>7FOQwbyI~z23QW&?MJLvJ~EM*e5*K<#KrI!VnU%YF6mGe&>`%KOxO# z&#Cw)QJL;;?x1o&0G+_&+Xs%+OBc;JOOfbr9I~A{Gl#ZMn%{%D`o;0b$G#cRz99T5 z)O8JSO@`9jR=D$JlIcRk9@a$;PH+G|zP0K90PwTC93nFx7ieZ6Gq`FndLh6x1hZ_-7 zcGU!N&2VDtDw4f8GkO_qIBP1=x%EfwE#sdH-Tup(#+7g4t1VYlDQo0u@N&o$jErNb z`q#uB0P&8W2aYUmu8Ld3ZvlwA9;dzyb{dz(Zx3EuTtOt!vO4S|$>qT4bL;C|8{hb5 zM`QBsDoXsL?{=*yR-2&<>H{{U)eap!6%VZ!Yj zN&1n}mK}RYg+}QEVYht4AfItw4D!pqXs5Z?I<#xly-9Sj`wBijcn<4G)n~KuUXdbN z$sfwM3LB`#7pbZ~H~pu43#36D@c5F#_EwPs+r=Q>*=@h4U!{IVH;MFk-B=jL6l0I3 zdw*K9ABc2Pg^j|*NEv1wc*pXrYUQ;ryE>`;LCs!G{oY^Xex82N-w}K*t@uYzTTNq4 zxwyI1EXXiOjUybHkgf=@aL7_hoi^6cXr`kMS&hsF9dPan>b zDEqlyov;sKj@4y+MW8bm`&^BVcC@e8t}&jOs*VB0^EBA2!w)#dojKVq9X?$ifZZOykzBMdNJ^0*|#Sg#>V*bw5h<@v(Ty5TfAMDdteY zQKME>eWKL*8}^_0zo7W{!AqxT{wBB9WqXk#T0^@kFnJ|_=bzHN&eFt5;43hUBV~*( zJDdvh^WzN(S%A4g{9D2TbM?h~K8<^CdErP@Gf2ig(YZP2n&6{`ctn-7z0X#SI#ZkF zX|#HG?1%8C%i?XP#+w$?;k)q-hlg#Y(PVww(b>F-{N{{RHOf_VNdd`e(Mp)_kH88{rxDO{g$ z4{p`ce%rcMpRaz>ejd}WEyRy=qT5BBedISYanDnn^smrxsnt9>Nrnudg*$Wk*VBIpw79jOi2fY6#CI^}SCB|I3<$~SMO?m6j2Q}b75l8k1#;rS2kok=Z zL3lx9$N+Tw0ja`QgTy~(^gUIV;@=Niw0-?|T9SNBw|Tr&bj>fB+c9NiImid)JmVby z04mSWbe6XN0EBW`82!5G=8cSvy>P98^y9T`_=m;XMx*0IzR~o_Af3xd!e1y|%~PT`UdU!{Df4c+40V)eQ0=l<&i$k~7V_id2zk^S_D`}Bv@;}IS@w*-Q!QIxpulAzw>G02qb&n2RYCms% zF7kVIkyFbGRk6VIBOm0~H=%fit^POYnuF^90AbZEwMb^R)L#wc%!~+;vP$57T{x^? zj+gqLr{cX|QPlMzt6tsTNi?^I1j^*{{{Su&X9I=cV!uev>CVYEe9l!`6e~(nSGnK( zB%TrBSiFeS?R!AnMpyxi*VP{Zb#JihJ|}qOD=5(9NuQDcZigPDn)y@qeYTSMt)L36 z`s3ji^-Pq415 z!fwOEdV4tvr2zmQGxYVZGZ7Thvp-15DoIgMklk89Eftg&IK}|vSI&McaQ-pD$Uin~ z>J4|xROo!pGme$>KaR$HZonzppz~g?TO_%WmUAddH;UBF@U4Ko*QAFcGrR8-jQUsK zAFyoAY4O?!0S+HSx`o?3N81h#7UeCjEei?{t4|Qw?7!Pi6&4a z{>Hm3an3Uzf5y5w8pgs&pJ$e0Db(R?bq61MFnXV$o-Woj+Z_(}-tkQ8Az)ODGfjnpuz!1A)}2RlZ4SL@%4wF@ZxFRVi*Pwu4#LO%9E&MWc@SCZaOh>Xmk zqIt+FJM&*hj{V#cX!vZVj8E7%0I*-~083%^!?WIy7J9hF<&5mp3J#qmH5UfE` zFl*~?k8{a$;oTxB6su>=rZ-&jQ8jE%h=y8i&4mC1PHNljMTJ95A)x|ZB_@DEDu zA=4ZrffLHlA@UC4SUxbaX3}SpDR#^kJTBwA+P+H*H%_c)9_Q#dntb$SPWz+Bem-e- zn!dlM+NJz<{#~j>WLL_srcHd~sp##ec#UmE(77RoUv~%JHS7K&({AL}Ue{1Yg~oRh zbDo^yysukW&x++Sqs0=w5H}eW`gR(%O0{nz@~lo@PYoVeGtu;t=pk7MDx-iHX1S}q zRy_k%xh^GPBOD^AJfC{s(dCkLi6hus8*oQKSSHmDv2eFhJkA^B3V+YFevON!qk)T- z%=mh9e_DLK4%fj~_H)=mw>XwbWCcTUx1RpB>^}>%o3-&Isj7raN0ofH+l&L){+07B zypL;l7tG3tk;6KcVtCv?rG71);Oj%)hR5ppHF`A_sy$Dm zd{3g->6#V2-I;>n*@~PGoklvE{LuK^Py8k~faJK5fgYUK>eq@ijXS}f479nKQO`&0G{=&srY{G zD~R_a<9|3D0abi0aF*U8w3bno3^EUT`rkqDg`bN&7pO~dVG=x1mxkd^Fl+9q(UhRs z@VTBbP^$>Y`Py$L+87pBVn)%PmF!nKHSdMK9!IL%x_zEdFc|W4UPt2XHT3;PRdREj zESSzZS6!^@dW(1(+RWTXHJAeno`$}25l2MtrO&vc)UfJlbUgn6P4NVpkBlq^(hu5D z5#J@(kzc?57nSGm){`WMGCia$$JCS=ujjAANDqxPv&e6?rgpY-hg^YQ(7%U}N1$n_ zIxVz7f8PSWoyV5}NqN7}`3jCw#ZAky7hcp3m7-tXs)uWM9#E&DAxQ$iGkiC#ORjuQ z@m1}>3+C=WH#s@4(oY>sE&Lm;NZbXqkdyxa0X6xB@algv$KD`iQ03HoQC~l zF%U~CtyOPyk@vhf`C(D6ts|n-tn{nhTTolerH9K_Dx_yE&2SoB>aU8VRc4wZ#D*t| z^$!hvCx0J!z* zR8@A*smo&Hj*_60pJs1OG;=`yT5Ui%&uZl1C;MQR8`B|6b_4uts*x55WI&|~`kdBY zi=nTGb)U1R`qswP0Q2;~uhiSa!x)t0)DPORD!2A~lvSjyr$cHv66RRhKo|fwPfTXI zpN7!OapH-hg=3O!prXidr|VjJPr@7MBnpv8++*fm{{W3p(~N!y@%UTWp^eA^yvEq0 z@%67CHK{^#{lmH9RLp2k0Xl9=pO<6bd=)OY1efou+1N)6O6wNH$xv65pQrM#nKUg^ zOdk>N*7nsN&7^Ic{!z*2Kc#(rqWI^-y5@?|eXCEEjk7DnldHE2g4|ce7oHW9#2zTU zO+7s5qLiU%@(TcSn)ysiUd^hBpO9hX>O!k=v(WS3jZxd(Yw!J?5=9>4f`g5|#<{-> zTF5kewAxsVl#mWZcAhfu^p+F(7bHS+wGupIXNGVaK_BGqGWJb_b07=3F2=I>T3jzHjyHLKKJ#n zAJjBQ`&-IbLIZNF-F}td!`Pa5i>TXU%;PLPs8fwb`kUSwjiWIPD~`j`w0ViM(Y6h3f$kZ<{;}SKfaJJ{I^B!TO=O zx;F2OHdZX{>*_1ruIl07>r#uBhr!0Z2-R45%E!R>Uk$uO(^#1_yQGYecLk)$bq2A~B@zAi z1YmWo_)cMr`lzfg7zl-i=}5o_t$FbHkGjCw)~4FN$I1RB(k?Hx31yRb1ot(EbEHQa z1J%7vdMAsoqFJO7@$+P3n&7orUD%Q`Pbb>GXBL~Dr}Sn5y-Jkgwnqu#$Q>hZEH6*P zHQ@dwmBr(;40FqY-oAs^rGdi7A=I6{M0^s0t(!QeoiKdd{#6Bi=CuS4?$L{yQ_OA=@Plj);ybg6K z5aQ?N^7?U(4SQGYQ*|Aui1nx>!Md0zVtt2d?#r8wE-`(N$oQ@htCr#=OIt70`x=TU zudqLwf{G}h4+Z_PS3eAiR1GHn51_BfKN2Q2X#$M1HgbJ)n*Ckq}3T^)f|(z=E4#)`Tn)#V-onTeuI?3{Z2RU`k$n~vhB2TdlLF+g4`>@eD5KX`HnrF>>C zPuj%#T&nYRQ$8E%3}-p{MSPq4 zJu1OxZO#c$cH^~uUt)Jz!hKX%$#7LpdE(RlWPGIwDO8n->*7D#ruie($~r3{jR76{ z8vAm-1^vA>Q4feE0YC_gl22S$==hrMggxEfhum`|? z`5R8wrnR++&)NzCFi`gQudu&moo7#udu#iWuPDY`k-+EHx-k%`P7TQZexRc&icM~P z&e5ctFa%edd~DKf%H}OOEi}3f0v@;f! zc(a1Tq3P>h7A9(@9$b+==Oe-5XO5*Pt1FmZ5rbspf(8#^(!C~NO`?YRh6Q1Vl6I*1>)Zg!>nG~nHTp;$_jzg-xa35 z3(_p0a6*B!^%y^ubsFB0EE<2E8z`R`49k&TC*mjZT#`ZFI43yv75z<@bK)q% zlqzzhe-!c79n{V1RF1c1;L!Bw#@)Hw#zN6tgj#2ce5A@TI3L14#)|r1V*dc=^83%n zzOOFFJ@KRWzXStrQU04Ic9F-*4SZ*!Ngb`st>zYBK~dbA`zPZK%D3$P0}m|!0BOvu z7na7+gPQoV#z7?VWRj?IGI{)K`3o(A3(gKS%HDh2tBLVbWJMbQt|%) zfnvA8`%Ajzh$1o$c<-EMzIqhX&C>He#}OFMBIWXbk;3?%-gDyL0>>m#s>R|ZFyQ>z zG7b6mud%*3$|LxHtFFLUBN8*)ZY$((h4>XPB9#w7I#p zhmnk*GA28SS3QM0RHNF zjC7N zd@K8JXmF>C?r$bxAf5yQKH~}neB~0a%kF4`A8-;#6a=E>-yKi_n*7nAS08G2Q~M9?bV^hdEuQaQOid(J77i6 zVtRh2z6rkhrzq|77U^FVdY;a{cy0Ps$$wV&ZOyB72_6OUdK?m(gaDDypCNzx)%q?CrAARl7Col` z1ws10gPosm%^zV`=U?r4EK+=J)?8!cNRv6n8(__TidW{}?RMb&bk@XRmCRYkW(&@1 zTC4qAs$(~tdkuLI74hB`Z6?4VNC-`OJuPp3|O{tNGJI~FJ>-p77 z3051WA+Y($Bo1o#i*8i>Eb)Mh5g7Y9Bysa(fr|Y8gqo~=nTo2^Y{z^tR*Uv#WhJDN zNhKmPzyL7$$@Q+TNWAFmW_Oxg>5U*b;a5K0yM1ey_+4`i$LzGpAbdk}Iy#2r0!CXu zO77&mgy|j?h;KxT!}CUE`@&D1jz&I%t$ltDeAp`Sl0QAib4MRdr@20lq&~0kCqyLibc1EDA}6}%YZ=qD}?aWa{mCsJZLu_VP?h4MY!Xg z?ZtYwi=*3ktKm0>^!dryVv2p_ba23t`d8)H#qOU$f@+Ovr`4XP@mAGl_@{(&yn1VUsh#>GkD)f)r1(d+7?8ra?kc^CTTqnb*m;M>k#!!g{ z4x?`;n8PFvcu`+XpH9^2{EluEQoTqu)t+(T*xfC`W4kAi1%AW+!h3(=lsp5lPpHgPqlHm# z?JvocKW>7D;eMQ~NN=|XTn|J!=eJt;BTe#zZIIq>2wzZh>tA?&-S|HZbdiQF_Ttzb z2nch>diVwjC1MBw1<%bMR1;oKaeGAfIAJG7qVxR>&xmof-W9tgNPWP0ookf+p7guz zYsFGMf;_%Q&mr1yqmD`KT~EY|c25Z0uzkb@`CIGWs(#Hnl)5*Ed{uW0vBMfXNX3Eq zgMSb6uQG*sVDRp&HE8U_VCmvpA16BDjy)PvW+zuXuv*N1owkwT4*jEm=6m{{U|M zitT(i@&5k+;&;Vs--ezb@ZOVlnnTMXU2S4Pg@E0(@D6K|c>GQ_oa)JFypJBf1z~2W zQ`>Xn{{Y*VgYmlkA|uLJV+yO2jyOMv=DvHjP!3q_EzpnWU#I>w{hItC@oU8QI+mu_ z3w>~tA38U}#v)ww`tkIyf_^J_H%#zmu+c?lIw5ctRtIF6=v4Rb`B#2PnNr0sXH8ny zJnHmiLUy_O8~*?VySaOh+0RrD$dAO=$iGdHpXN<*zwlC}d3B!#Ajv^%a7H^4%0I%o zpZF!3r~EUnx{6zB_^R}EApZcWw?EdoANVP3VEBW;?~o7KZda53+GqJ!**nHB(VkUL ze;B#Dqv9)wWRBiQnf8z~?%ejTdHsx&?LHs)t~psEutSi!$r&JVUJp44tU@Y`aCzds ziT#A)-{HTDI8~NJf;UAYmpJHpabE?PYers&+1B^s-$T=W8%kyPZLY~8i5)B@S5#c5 z+$XR3>t9A{AldvB@H`>fIiF9q+E<`HN}fmKUpjaiIS0aj7slYm%cshvLtt*hcJ>wY zPl{z%_%GmDc9z{^YCull+XKhxT%0|HrzqB&-Prle?fV=g96SF2k@26yt7t}z@ztP< zaz$ebFkzC+9r)t9U)Y*B;-*qbtlFhI%`Wirj{!!i07Ul%%cvBoR5FfynEsrFZ?GOv&z7qwaLKfL1T~S zUX}X_PU+(xiLqOtU-*~XGKM+H4r|@ZYVy;INUYL?r-N^y)ZO@7MqdzW5Y1s}KJ7v% z3}O%nLg82g$F+KXr{R4s!Tt%8PSLERv9*K5P^2&*!gU0b?awvlIz)5oUNO`rmPp@r zsS<4CSe7QsF_NQ~@pN*Ow zg6O)&ttF~SadoOo6Ww)w2sl>s_OF@zOtH3+aMAJ^cq%LFkBoNlP4HIcQiWwt5#7rk z(U5X_aoA$MM)4sjqR$y{r~xGa?rZ5NS-7Ni<@G;zQAwUgGK7+N9@I2KOlK-{o|yi$ zyH#0^+~c=uZ~|20ukx?3O-U&wqCRG%{q~T^$qabMIL%1pC&~^%sK5x|oOJAI@Q*Vi zB%avsTFOytL~Tl3+p=3bawR2mjAw&ae8muyIWit`ny&^-Bo#ZoGfMK9;@!6+7{x?p zh>>LFw~!CYYPzh9#C*jEM)awqjaz2XhwjAGUN1&+)J`t(kk`0UK35sf98*%6^yeb6Z6-C%WZ1+f%m?N;>@ejI3~Gh_e+r&)(Uo#jWVp94D`YDW0qIa6^P6je7t|WH z1Utixr*D`@T44dDZ!i&#+2X#F2N?S}v*t0B;Hx&lBHBhtEWHP{On!W9EEl)~`SVOv z+V0pn2X1pysc{eu$Q{zLye%PQU^Guy2f# zQjFyE8RaJpjPt^dwB&>-ZO8#{VOAX!1sNN<4E3Tl-U(tjz&SX_`NbyT7~WQ~qKlT7 zA(Gufl?n;=0;7;Fzyv^NxE$4p<04JD0G{CF8W_BJ8K76nlCnBr6kOKuIb|a-yQJ$nma*w)KipmrXwlR*l z$2q3YYY&teqgOfT02O&~>Az#<8YdP4a(EmM60;Mfx9*;l-98%YFaSTZt4YT z+#ImU18+Dr1dsc~aG>Pm)mcesk;Tu-`CDZ{40}<;D~9aKF;l?=a0Zz}|X5EiN)}@tH zkOp!+Dmgl|ORG}Itg+iFY(B~( zu#ZEf&qa9^zR7L_28uJD0L406cnoA1kb%wssooTYvBH2jC%LFqb^0)A>6K+G zE0konj3)@3oDY|+D#dTGD@7S@{{Ssa$lG@_WM`&2Q%teV87jL-J$ssbu+q^nsdv7_ zGQkqZBBXKPjAI;%_OAs2CxUeNiVfagLms0w;;z8OjFR1XuW#@O$A$FvA=MTjACueZ zUq73r2rDD$xPDiwEA3ya$!6 zO-W*ne$2dr0%LxCD%XuQn6)1V_)6Y0ZZ2%MtCV0|E=B_{QB(YL(&5u$wBKyB27?|>0|lF6;9atPp>ieU+gt?2ljpCs}C{!^ZU)X&JQ2X zy-)VNxLrHo#-Vi4`MzGOZzznM0u&67!~^-)n|{NPr}jPe6l6{?*yo`Jy$AN%wYHn! zebd~#Dkb_ls5suM!e)ec z{{X_XDzd-Yz;PkUl{p*_di@7Ee9p=BK0b@~OWI4KELiFHUI^0SYrCoJ7BXS;?Ud(s za7KD@-oBRoj_$tIW8)i$C3iug%2dn<$t~;nSDjz~0BCECuUN0yn$`=uiDHK7KX#;? zp4=a%Yta7yWESp%N6+nH?99>{#Oj_5=CX}emC#k{!`4l)m|cRmX~ZiQ@$IT4I9jO{hz-aYX&?c$9_(NR_-aLc$1WP{Cn zFM(p2JT-2yI7Va)PdUYN)lL+nHho?KwL02GS))r+B2zLr+IIc*>6-ce{{Tu|N8+7@ zrNAv5vTSa9o|W`f-MdI6LPKPA^sfQElv?~=(|O4IKn1-k*2>eVCXYKi=8hUuS~b+c zIvj7}i|srxh$Nc<^uavW-CwXall_zNj@Aw0LmrKEr2hchNb&kt!uPVj{3jQZq1zd_ zKRN1tZ}a)r-TwfvJ;Fc5=*c^bx-{ij`iGAqwsCRC!8U!4Ln?K6KO0rAf066l`$xw5 znYZxvr7_bMNEQhKmiiulm3}r1MR^*f*@yl>A_*d(1#~&B}0AP4;QHYGJ zmhPcI$9(0JA$CC5-JIymsZnqrsKH?Ou`lFpo1{)x62DpJvzt554o}`d6BG z2g6rBFV>{9c4#AxB2oQEps!W<51`#>o-EYt!C5v%v~L;5&DyxJwdvF5rr*4CWpryQ zp3*xXMM6caZG;X8+qW720QFWUimgb{CMg=mQ|2L$TG)zdBlBZ1GrEq0kH)Y(Q*^JS zA2A7ta>1K5^E5S@KE|c}n{Rs`HF&=AL*frUX|0Qu$zo2!j)0&3wP;y*J4o>kg%-VW zW;e@_rrdm>gN}KpYkmxe#&>sdSVX&HV~wEo#%rqZeVOp5!+R@vr1@FO1vtj-+=~5= z0Y;ry7S^iA;Q97B!`-Dndix$~@z`h={%o7Yx{w@Tk}`3c_A7tcvr^UUZS|c#HmmSJq}& zY)&GCBMEY(&y9=d_d4I(J0FHh=ykn&57dxyX0~o z1c2in_4ZH0T~crOKy{arP|!yPLV=#O@M&BYWf>n6#I$)ONhhh`o;bM|T8k7djNpS+ZYFs2Rg4K)7-VPeiqP?F zQA?;iv93_ykEKa+Ybl6 zTxP$Z%@qtYmFvW;C@BFKa7^5tfs&8IpZ@B#%hZLO| z+qv&v4AZsSUl7=|#7CzvZLCHM40?+4zZAg7#&^;)0k%d8a&md%y$8Zy5pJ%0Rio&; zNs2jHk@1y7j=c7-G4bZ9a6EH*tcv)UxOD+@lbn&7o*BZ{#L!;O$^Io}*{&Na;zv^z zvtMy$>T~5t+_Nyo4_wtx0j%=)*GeffLIk8SLxYO6?6zev1*hU*KJ5>yb^A?j(#d9qQpJ}l`-#uFHS@2D zZ}j^Q9S8AM!V7o7EZ;B(@vox%ZQ?KN*kFXGnHxjAGM;y1radd?4KqWw_?hFg{iJ}b zWc-tGquZaQchrSA)8&#sgK~`56H_*P(`pUvbJ~6wc;DePS5jM9Y7m>*Abo{ZLb=CJ z^NRDo1nIh#wc{O7cz#WoozIpI(T`7m*1eO%-?N{CMwIVs_Iq2g7FJY14nXC7`&Wi| zL&P^f4E$Sos{UXTIaLZ|V5H+7-%9vw(sZ2{3Nm->e)Wf`2TpD>Z^@o_@%43^JxrzH z*(hw`S2-iLYKOzG6I^Kaa$UFYO8wy{AC+`J7yMsuuivbnA)9vzjXlQa;`)JD2=d@$N}<`R(J3GP>*>bg!GWeOl`GQDW_Y z&zxtVuRzwVu1Ib1M~rqL*AH`}$t>$2!zpf{@++^0FqClo&YH7l4;ojf;Rws&x;+oU z0!0uiZc^RrU*j^Ed@QOTe(VkpLq~wEte!|>C7HJ4U^qFc{xwMB!>YSiVL2_1b6Y}B z>yGH-%`p(Gfu$7-So0r%HYuolL$bEqsM0n!FzNW$*qZ)@{fDbYV!nAJASn#o1CH40 zE95WP+j@LWw+J_qhiJ!BUsdXQ@0qMEyz&*4e7izmFX3OT;ha_(IV13VXFAMOljs_j zpB}BD-m9|=u5+H9d)IOM7kGN>OnbSd--9s-tPU}sTI5z3{{XUYSqK4JgPsVlYW0X@*w5VZZleNq-nSL)ZpDrCaYjf-SfB5%{{n7lZllY5kJ;j1~ zTd{%;E3JzjQe&pkil?q@8g!+`Ml0b{)crpNH$to>ZBg?Er=d!>5;Np4JXag7x?3sv zcQF;|{xj543E2>GPAgl$-v-xTwOidxF2?(xO7f~wbCsfg+eysS$;KP{S5GsvmqBm`&yifmhoLdw zp;io6oHu;eP8Tzhcsb2^RJED<1_5%?)XedeQbso@$qUG?D@%?`i|FDYlPiV5>&dR? z#Y-%lHdTP@{xw_SCW4yh#Jvv1!pO7TDlqB@@AR)~j8#gUtc=1+mKD@*WPMHIJKHS> z;ck^`VhcF7P|A4V4iEFGKVxVlzVWuFcFmj+c^$feOZ!LZQD{0u7RZDMlWGid1}ZPu zzg2@y)UP6+aGq&HZX+Fd$I`keOP4Z9_ObY`B|5ncdepA@uKxfN?W!oEzQF!{3MlDZ zuZlc>W#QD?-#fNIIp7*i*7cT;?LXH#Z%p1No2ByNYeoaO86coFLj0` zlpa?->+3(;Cs_X4)qzI++pb9mI5qNINMoH!4WoB%b6+c7x~SSm>^1P;RKrlDm9$qs zQGNnl0q`?OjbC=iKpb>6K_6SL-0pIWPFdaf^az}ztXrL zix#5iPP@q}c9J&^)#28ZV^%Gi0VcKX)m!RXX#@uNEXD6gT$R8Ioh?0#3DN-?h^^h4kTP4*jOBbgWg0mngK zRB8VJ@#PQuqP}AI83-DD1zXdnYWjCh7_oyt-LHw@SzfLwd86d8n#r=wes_PtK<$h8 zjikm1D}oR6{EdEy*TFyVP)kVC>7*kEYO%v})BgakU!rC$uV-%O)n#+!#HM@;;k!{M zh?Nw(Dgts3L0j5(oYy+zNZ&e%Il^a(li`M(ny-pviv^HETRH1nmX`kjVDTO7aH&TG zjt?J&dl*$sEqAza3@7b*RG%w5xa8A+v$q>RDZmO|P6mF1HOlK=FxC7xe7!PBEuteJ zuNlu;=(dI-KfG_UK@II9IohBy91F z=Dn`d=P_ddW4(EQhOE}w;X;52>Hx1)(#UZc?gf1QQ2DV?Z69f#R8=auqCX$s4L3}P zG=&hZ;yYvOURz<~{R$V5+}$D~9CCX5*QfkNvP-=!cOj6f{ITba-nHQqd^?Kf=*{+g zhUz^%c(3ZbqMZtudsTKni8#`uj%!ia^$0v&p~(zxua#v4A6_V|n{NPYwuw}>0suZ= zYAW449sV|cWA%mD@Xw5P(hq{cS#cs>%69GrI$!5Yg{7e`g#ZKIEe;$?cU&9+{?{(XcG=PDQ?{QztIc%j0N=*L%L32jxHrI32 z{tw%meOhqmJFLT~#yKaZdm8r70NKW$5qt%CB<3jMcglmq5)V7QvHI7LcoBklj`2`} zg50L%Zd7NCSFZR5%{32*{sHrLsFp@pkhgP?a(WJ)mE>WcK5rN1ePvj;l6%hDKgd65 z{T=1_f#3~61aR3)t{_1c5AOyJLG(54-yBe%1?w##0fYhaM{qx%72!V|b(XmJrQjPy zf=HlUZDSC~z?E>}NjT%_iuW(tQ&U|l!CJIxq?rRD&!*Zq{*=D6NB-UYPt3SFo2MEu zTHbPhiass)b^GhfGBPDHHhAy5`PaSp96jd0rp0MAa9#bn0TaK`5xAF1uRx0UZ>LE z0phu}_<7k954J0@GGSFPN4ic*NDhN zs%krT3^7qVfuDXW8^tyYY5Ohei5miu>30%>Pe4nyKMdl&j`y$3znJ{e9_^dn=fpqo zPnMMa(pKklEPrFXQlq0CxzFiesa5%P{{RI2oZNoVw#1xb((h>X9$)_eUcXUm&8nKI zB>S`JxP_;RgI~zMHhe+*T&c47n{jtE9&9fZ5iBHRN%G{H@Lz}?7>`Ey^Wb-mEy7#7 zNf{S{p@`}0fPYH*m-f81{?hRUtTF!ptbr0hQ-;oQit?`+d_SL0@t=h6byd9<Ie!?<@XM*@R{CZczGUY=%AaWZX z`LDTuZ&qQT=zBM8AeUk?paGB1n)qIC-W3IdcMb;_tg> z`$ijRaKp;`G_3oV9Oo)9b6=YO0JW~7gX5;S1MQ4UhF*CfWBMBFsQEDUm-kPd%9>dE zP5J&u0itZ0AjPt*O9QtiwLD9ReiHc6m@2qyUJCJo&4c<^En$4$Ax2o(jt0|_TD~rp z?&IO7iHTjwh_|pEaDV-E`RyeAqPhAuF|TIiTKFom$@?^G1tu65Q!^ZJz+;N+^yw}q z(R2v62xDCp%5E7LC9{L+#c&@5Ma8%5*{;hQMpfpXAU*Or4_fyR6xdt%XTiS=Wg;>k z!eykB?(RFwbNQP4j6FEK4Q^MfJ_8dt&ld;HdmLAU{6w>S3(@qk3nJPi#ztUD=X-Ja ziuxnKfq&r%@VqR$!q}i(Z~!a_Bk?ui9v+$x_-7vv?Ap#&>o0+q8`uJU>)ZSnx<3wh zJqv)#rl`QqF}Pzj`F=gCXpd_NZ>>#vp1tvUUn51eatSRNT!Y9Y5Am)u!6r+ufI94g zP4f$zfI&FtHQ4-O4!T9Dk6;@!l5$2dTra|)XZQu;94g$q-dq-poCg^kdsoxoVwN6F zE~mrRoaKyA>B@XR`&z}fL{`ad$gjBfQY(S@X4c2{e(`}j_qFA&#Xg+m*LC|_$i~R4 z^dT2$;Ept6nKCsK?)M*J!KT9$pzZrw8~vbO9I z^7iYR{b~J!9yotx4+b+ZNY$^tW;_A*+56Yz#kn!K3cHBo2dC#>tAFrM%ak9ocZ8Zo zNa9&lTZURxYCk{n zFuo^}-V?ZGk82zbwaR=Ic^BdT0E)z91$(PzBfAlt3g|q2fA+r)PaK3dLRK-1S26Ie z@L2pk@jH+8%XJH^nBW1PKDFi3P2pT@dnqrjCu83~WBpFr!{U?%W8}h`ox8YTaknf# zK9%152)s+L+W!E>SF!UI)9Ovn@Q*NU{O~_o^S{`1PvWnM7Z$?VCze~tnM9<8BrK1X zI5+`SkF9#Ig1jSh@ay)o)cilG2$NHLYmG?D0~Sdlm6U*|1LXkYoE(G4bM9d>`8>A0 zx8LM^?rSbgd{m!9*)?5$DSTrdoo6#8+!}tRcPeZt8N@(Ec>M z*8c!!AA&Y_GM8J#y1Q^j0({s2ei^S9hcb%Tczb5PEB>G4d3fAJ6r!K}IrWeH6AZy+ z`#X4x?Q$YOzAC)SPC#GvHr>y?b06?h_lY%c0h1p23|B=?Gk^*cT^IZl3i=BV+1JFk z6Fx1I#Wz8Uqc#tbZJq{CQ|Vlv{1oDMePiMDX%nz}d&Z7TkTaOF2>N2a>8@zX{h8)Y zR>r3v=10YIT*o|Y9RlG)1~v2->@BHD4v+DHl033n#PPW3SObAyK1msCX$*mZ>$DyK z>?`OG*lpeoAL8}G>|MHSML`(>#%tkm%09+iy^pl78FFfSU&DJ@@4giH&id()$t{G= zP_H>EMSF*hP-));{1F*aS{o}=*gElUppUJ24}s@5e**k{bgCNiOE9gqaHux6abCmm zK2aCK9|*}I1;iHr07Ltcn%^U(7-8om_dXjqt0_|CdoTD0$A1UaBJelIsaZjV*4%6y z^SS!g*X(4C{i_4YLM)dT3KSpq59M6{0K*cNe+oW1T_k1WcYzcGf`fBppL*Z@kFM?D zxzpn%S)StLE(grV%Rilb-aRK(`CIco?=6=$S$Dht03>*y#5m)R#`?a`-s0`X#s`6( z_^(9$hc4r^_=E8h7D)(`Oo)Y#*LlY^=RXi65%|khejZ6KBrF%|E6{&pn>nQTm*ZLE zA{k@TP-OFwyw_e5r!57c)0jt_2PC^4&YNhK-XTdu{{ZPyYH_@fgN>xijFIc_UbW(P zDd8!6pkgiJ1|~z;=Ou_8Mr+7)M2G$s{-l$T(Y3^Fw;w5e-!DI0*RFW93vUa4@fdl! z%#D%h&m4U#&cx0&ae8?lE0xfdDp6<8K0MbVAG1K7X;p4y@de^6D)@OhIedC&w@Udp zUTvCH$VJIuPCDRv{VVDJ03P@x>VLAXk>UaZv|8q*xF-_vGbkTUI#pb_idz5QbZ zk@NZ~HiqC1paJVo`B@7n*u$X|ta30{KGcw@W+acm^rW>`M(Hi$PijD6o?q9sPb8=j zfKmk(&?zS%79YY7S{epaVYG%Pfmy#JUR7>lnUWw#KYO>ijSr5BPkR+JWko3j!f#Qg!tq)U+T;JJ|Y$5BWi^9aWratWu~FI3xu-r@_k&|fwNek4DX|YD24cX-IG1`=GYn?8eryCZMM3AW@ zs~*5{RuWSh9<^O9Sh-M7lzG6b>udyG!=)?Ra|)4@Ta{Yl1gYiErB4)%<#G?qG0iz* zM_iU0hov%Gi2R1gz*CI(s&4j3!Nn!ZeL*Hj7a;B%`j1Rkso2RPXr!UsJgnh|P6c@9 z+SwTle1<(SUfXVlKMxIxBrOhpZrlp;b2rP&W9ssVyGbL>tV1=U$iTK`Zrv(303GE) z1oAu8i)Alp#Nh_>#%dXrlqqFWF}H)-z054-$sWhg<7xi#OpFpxZ6j}U>S}d43+5h2 zQhh2ow=85Tmu|`iX-IY_Cp_aGzV+QNdM?K-DWxL~x%0_hM&F}XOWs& z;%1ySK-<*g0=hY)bkYX~w<|sr~QEZ5vSh#Xw~EKEuEF_mv5uXaM52NbPgmy4ja%D zUoEU^+P;{jGrDolOncYZpR@F1P4Q=qnJy9;M~8~6s>7U-UmL_2=~AZQ(E3~kSsJuu zR_Bg>)t0(+e;fQjx?QEEj+z}jh-~8t7zIJ-KDFdtS$8E#E9s6a(LO%PX8571%n3Wz zF_J#^5Mz(dyzQhap-AW2yYh~8fv0zOW5&hOpSHAgNNYM33)mV-pbiSLJG1;e@n1zxUv%@G(95O-{wTi z0o?Ye_7eX9F~&Ly(ou@mEY>hqu*D8ks~38D$5OE2;^) ze5@V0?_#Vny}%)tB~K*hky6bUmP05zK+htr0wau!Z6~G=8m;1WX`V3{-WRUXl0V7fy8i%%`a>A5M4*f* zVhP)fSCfmzs#N{m&#U45r~79S?5gP$ai9;xGbq*vkJIca&2sN z`VFP_sMd*S8flgg(yMY1WE_!9(dK9Ut3DP<=Bq%SC$JA102U$Uu5c^Uzh?UjdHiSM zJ8OaR&8MbVkGr?i>zeT!TclswTf+YUW?h>+Q*Kd|=kCfepUSYIn98ka(Mv>d;<#3x z2NdTi>%ZP}{wx9ykAD(mh_QtDmi310WUrps{&nfz4z{wp@dcOLA&TPKFl3S&jO}$* zltDmf$9k6QC& zQzZUq;JF}V{cF~KGu|ej;fp(I7C{WKL{=Pw^9cU;>s}QV%T^D}{mVXao?isNt&cDG z3nZWLw5^vayP|ara8+`Lk}Gz?GCUpNn~4}XlJ`(qF~KA`=i0e{gEFH0O3TXYm?T93 zcYMVT5BS$prO0CVbKq5ze98TxsH-s;=YBt^uha1`z7fmF{$0n)*@Zt->@V17R=$_T zdXd}XL1z`quOfFlH^ z;y)Z7E3N+kf|TFh+k6VPw6y))cRIvPG=qbMjjQJPc3il-{{VRNbM)m^uDqw@hM=!D zrt-1IBpqwgd;zM#;r(O7*ZPy~)9s~aciWc0k?izc9k(V1+951gm*M7-9 zTIrrMG6i&s%0N(m69d$HSCM=^ynQF(HN2)@CRt^bOEclIj0Fb0NA^LAN6~y@WKbO} z+`m72oPSFEj})4e+wOjwgpaeQ$h#jX`10Xp@qPQJ2yR`I*RM77FNGM74r#>5PUsXC z9AoQV2k{yR)5bShWiHb>6}%RUS6b?3xy7V2@@VI^G3ySN;+eVh9m zcym5*Qe}fJWV?7^)li7_u1vx{Hhf6_Hy*m9=q|U;kSr&pAKG3nuV#i zjwdY}1DtYu*X6aokdS;qwvh91(wNjo*ypW&ynJhG$-E_d4Woqu7cI|TI#=aJf{>qy zcD{T>D$SDFy-dn)mNIDW%CQw|)pXNDQ=msJ1>v4 zs@pso_m&n;C%1mj(@!^wCx^)r#T~Ocw{kr`wcGqGl27sVeO*QK{xnXK)y zyU&>z^u{nTUN5G6K-RRY=d*_DSgl@izES6HN#eg{%kfd16rz7R@eWm1mSHCsqdgzR zx>S(q_W-NhU|>5QoZuhUzM1%o;)L*jfqWq%$kD|utVNnXn;@!ybK9+a+v2v6cx~pH z;W}<``;~>P8Vw zw0YOWD?LlZ`hK5#qu;wr3~I|6A2B3g^H`oL@cq@a8eXA#%`EXnxxhRRWBS&XxA81| zD4ne&u`)*xJ6QERd)JeAm*Y;M@e&zr%t>t<9jH5j->2bTPAe5kSb1{28CX208!FW5 zTVekI5xzA^t_bvCHrPSXdwN%gYj=ugX`@Z5$L@~w{ZhtFJ6n=Fi9?bJ;+v|K0xSRy z1`knR5ki$ZZOR=_)uk%Yaf5w~Cy*`lFS}z0Q;PQeW8x08Y2nLFJuXs9NtF)+<^$Z< zi68WxQq@i{(gh?AE7-hK;L)Mz`gOsbBx%uESI~NWd95BMbbaO2>aT~Vi>SHm>|yJL zBv^AXU)S$IwuZO6<|839~p{PS2E-J4jnDh?kCz}HjaJw@*PKMXV41&|;< zU;t*k`MFeAj;Fm|5OmVFLxA{OW^O(ycyIx@okkTn7#21u;qAQ%%I*(?CtOVi2WmnKZ7;ho!*b8O>5)LCh!Ro-L45B@Cd-;70!6Z&fih-rQl4FknjzADzGx*HW*LU$3@H9RL?T&^&k znmA}-X;k7x?J4_3ZI42gmd*!`D3Nxq2fcIpO}bq8w@We*s%Ha}-0&-=xDlAVr;#3D zys#V!;WY{6)3v)B*w`#ET%(r3BZJL-OLAD~%2U;!(mB04ZzQcvQEhVR73rbwf3zIB z^l{tW=;S!JLAh{9Bo39pdk^ea>F zteRhhE+m9liPqehs(;i|RXLnlm%}@4*_?kQ>@!a@6 zHL_^TeqzjiQOGA4;=GUG@5Lw3HT#L@wBC|PPS(R?=Jhr3m2lOt)aOzyGxtm`8oewu z+}hOUbv+8{-EB3AlkGrYvjR{50Is?n4@T4UTR?7QFKXPA-|?zH8+=TjBEJ_lM8xH{ z9jl7X@Wgi-&W6^qJIg5?g*^QYetV9ew!%42-DKs-Q^hVuT-WuV1<7S_kcC-5AzwH- zuby>Fi6z!qAa)Q3%8d1|N!LCW>X1D0n`xTeGW_(e3PERRLP)I~s{EYtD^4G!M$OZx z+p&CEh^q)wygHtp@bgJ|C$^9VNi(^dcWRsCq%RhS^R`sB6a!OyH@=oTt5UDN65qr# zkx_hjlYWOA{N7_01#$A=_Z4&`{<~+~{9qnJ98P4(+uA}G5A-*=6L#bYQmi#Ic1(8(B*xtJudSz+9}eh@>X?e&Ke{X6kB55T zviO^#-7&%okQ|?S`^&_TKB3{;$l^aU#7dF**OP~<&q`Gzx%Rwmg;;D(5{uFeezs@E zzqD`1JB?INXshKyoCPP0SHrsh0E`3QNbJZye1JRGzJAcwa#?COk-E8%6Q6qd55zFM zcQ1p2{EYUm1O4Vr&7Y)JrAH~t=qw~`nz`&B4K;YRj}ltjlB`-lS0}A{ZTvCX>e8!i z1WU@}rF`e`-bpOA>q%qW3a})4{x$DX>JNK(SRe$Sx_Qlc)v3mfPjveJAFWdtP0mk3 zFCI+{k~<;VtTH*Q?}QhPrTF_syo`k~+^ccN9qD{qxVAQq1~R?t6T|nvVAXA1jsTE% z#a$|vsN~Oc8%awE?B2~-_wU*l;sl!I>j5cc>5TF|mDGO9ns?jvTS;C<&z__l;GAQv zeDC7TP4z8FpUf_q;X&vt=?~cxPo8~Y1Ps9zMLWF#>qRL#nCL#OpPOb>so`>plW>2ve?cLs|Bs~JSX;+)8dxS8O6fQk;q;# z{&Qb4M#&x2Wg9FGG1|SS<4&b>a9L%L$N<1BFa>zUt+O=Xpdo|&x zsLl|*-H+5ifa`942IwsdZp;}V_BpOQ;;JaHxHN z{vr-mpz(d;MJ>{{8N`i%Y5xEWV{83G2*F)>8E$_n`aD9u3Hl$IXX*~T)%8C|{svx0 zabpWaaIT>39V_ZhJN`Uk`d7&R0JCX#(xXW}`d~L4p0)M9oBseFF=NyE*T!%(d2v{y zLXQ6tUbv09IFquNgHt8+J)v zr2hboVECTg-rr9upOYsQcv_P7p7z&1`-*UMC4+Sm*2lK!zY}y@9Xrcwv*xEOme2FA zr+y6hgm|aJNGz@Zk#OAq01&Uu5uxf6NTn6TL->t*cfy~Ix~IZzqi@?GU-@S3(!FfM z3ksCnqV;Ft^d(8ZnoN7g-2e=c>DIdB{i(F?i*_)uxBDA~&NI$^I`prA#Nn|tD7NFF`i?^{tmC5v zYn{)Bq!L^mxE%GbRnSpf#H5V+*M@i}Tun-5+r|$h*R$ytenZ=~KMLi_8hDuZx%Qdm z3Bp{DbGGqDhL5JlC(2l;8&C7EGixui-2}>#KZp-{>i!`3iRID~D|azU7jbVv{uSak z@M;>in=pq~mL@%2P6+x}^u|+$sX8~DtdHXUE_CCKtIxVVfP%#gG4%VRx3v}H+J3R( zSS&4~`*O*$C0*s4Er2=cMGq{if8rza^^L;+03qR@81*TwehV9Iq`@WYO70H??Hqk; zchw*?y{{RB+KqY1u>_8*s;d5UdXwn#GlW76L$ZT{q{O6WS z+EZ6QyK||kT+Rsg?}gHC)@JhqOn%6BFuJTbN9CvQL=~~|f=a%>3 zZnbwRk2>R0)MsQ<(D}@9`d1-;c(3~=PHtq_(?fa`_9xGqAEqnmdF_bheI;|?6*X%v z=gYtFPRkUVEKLl*RqA+n#Zdf0;G; z<~lIt#6kByhXol*o)t%HO8)@)DG%+J;XPl*8b*t4r6W1PF1Q#2iuiZL9s}2O1S@l7 z(Uln`l>Y$wtMt?2#`vPNQlXT>r)mCmks%QTZYlTA%Js>yDoA608F00L(8iBROF5<(M4e9t*)P%KFQKNL#ONB zci1jP$C5yk3d^*d`hnt3oSKZ-h zxZvtkTWk3ro=wIWn8mG52g3&9FN8W|bD>LUnq`VWGFf*Mf;tNNL&8??r}%HecUJ_o zcQ$c2ImZO91$_Siq};rJvyPEDJ5{E;%af4DdBHxMcCTdAj;OvB@EeI^Hb&CTQ33gY z+_|sIF*cNL`T!|G*1jIL87g>&;k#$M{99s{w)luJSdR>N9V?IcN3w5%-XVFP%Rzf` zH-U|#jw`nKn{F-?0y2W%JfEd--w2{xkAprehxmWAE>{PD1_gaC5!($fQ{}2h{jM+j zzp3!A?S`rLc+zUyB^U-={jOZ~_sxD)#M4JAs-s0HI2%XZ#yeN) zcl;Cn3w=lSRPgn@@JBpR-ruQ76fh_4a-87(Yg`vo>T_1AVWB%&+_n32NRa#`un!n$ z{{Xa*dRN}xw@O>b@Rv-EKovi88_Rw`=yS;Acdm!vN5nmA;-BqTulR#pou(HTxZD@+PUTY13vCDOKEZryCfqPt@Y0{gK%(KWN=?3kA)k$~F%i zNHhNcp#K0W`#e2KLoBP`Z;|uaqrPPbzQ=#@-^a3eZ{nZCIAex6S^ODwr>n>YBHYSY zgWTW~kEL<;os)8K3fv`af+0+)gM>?0Kqe+lS%!b{8aK= z&2cPVDY^z5bj*$Wn{mJ-57xPF_$j32Z#)2SP)QZh!*EA2WPN$9{{Yxe#cAMwf*%w$ zDXq=ST4##xE`PWmfCYk}JkO6{&B7-Z*BAJTIiV0Pqw9 zJx|v)>mLxU9{b?egKaGL%4D#BMv=A*fIy@V%DOT%>S3pD$HQjN-Q|-0v_3WXVqN|f z{Au3G!bvUUU8jy*_OCYmleLTKziNLD>F;>P(O|leLK|uZ^3OQ#c&|hFe2r=FljCAE zTVz{{SoVR+kt1+Td57$k3}5iq8VWiGU$fmd5B+j+#d&d$HA;$FpLc_YE&*Hm(07mW zJY}sPmNolanFE#1M|$-i*pe@`d{ptghF{&or6c)#;QZ&WwRu;KF3b3g3RvBC)TgsV#nPg?%)r|l6v>A zjl4jLG<&j9Lu|kbde`XiFfI&$_&#UB?={@JMaCXUwP=MNM{NXf?K6>1$C_E|(} zYa>5k2PVD$0QNTcHE;2g;suV6b$#}0Ss2LH>y6H+H#z5~0Uw=9dMmq6|@T<8~r_Q%OP0DhdK02&0^(AL5eqGNUviN`E3&mLmlQ4~Q zleZna{-2#|Xuk>kVd8Hu`zyn@x9a}@Dwt4h&p8{3z&slJ{{Z5j!hHin{g}KRt=J@% zdX>eXouzM=?O~J58@=}Q_BB)XNz(M4XZB(7blT+11+CcGG99f3SRa%E2rPQ@--^PQ zwUu5;?Q5KzL4?6z^2uWI*7>5`UpMz%zZ3KEz8LtP-g}7KN1QZFQeQ~O?0&p{VwOLK zz9hSs$&W~x?m^nomFey1Pa~y$?fWi#Khiv3t9(z2<(~G=%@#>6cY*dmcMwK%xtK=& z-zmu)XN~w>py*ehw5(b!we90r$j9vF6%Rb1N1S5^Cjp7aKnXRzI`nC$Nqfi3@V!s% z8n5e%mMLFOwmv|(_*vo@?xVIkYo*JKtY->H{A)_*;7^OR-66GWtqyBj5}Ul~O0MCK zpc9e@sN%k#_|M^;Gs6D>8Lo888;2H%@;{h)l^6`LV0sWnF<#yKV*EDHJUifh3T-aU z?VQ+1#fu-_lvL!5{qLKcde@PK#NsQdxi#*cyiUKfD#hVl>9m@@`k$7K0z&emploCY zUWeYF3{euGhR!>hy?UrFlz^+cs4W5d$@HKNnH8-Pdl$Dou|P+hjaX4_^ILF0mC$Q z_Zsh>Bc5#RkIIRqC9%)lL({%E=Z+^)gj#r>^27yWZF4QN6eOwG#YrC799Ovh!mzF9 z?UV571cnlj>TDl80xYG$9{ksWTf4ToFeEdy@{%)ylIJ+C$#SUPCmiJ_(vHVb<;DnA z1aXWXN`mPW35IW|a zc@!cZ9F}grm0h8H=OB~nIih80AS;Y*>x!E+>_nueN;d8d?Sk0a#+ovLaT<13k|MKvD2Muwe(t!X=yllG8sMnL-4)xQjM<-FBA zR+jNx685oqf*8v%Qo|=`74lx1rMyL=`I0yua30C;Uw?kZ5zqes3s1$8$`^WA#}PY! z+RyZ_&p4u1wcd>T{IYSSm(-oMK1cZes-G0~sN)P0H&sC)$sj1_rw7`+-sRMjE3fX< zbrtCU0JK||_|M}RL#r?LgoBQU2N@sdwRz0;_Xf^cfeZk_Z%#cc>+%NWgQV}%^gbgo zs-uW$>}q&N!WyTJZLcnLOF1tR%x;~Pv9V8nYZ~WurO86L!);(sIj?8^mo8$`{2lRl zNbHl18a9Ba>f6q7=y|UfmS>ryo>mN5zFcyD8t#o*y3Q@=do}Qwc;I1CEm^|LmH)pjGk1}Jj)Q@jO`nU$;YK>YX1PTAI1$aC6Z49YD)xX zmx)8K=xgtP*)K+41b)vp(|Bp&SmwUCxmf4Io083u->4jZ73!K7j=WE+ZA6Dnkd-Yh zx!kS?bDWWp>5BN;x&3%naf$7$B&7{3(mxk(w0o@{@@refcrGDgj~gxukZ?h+KgLpz zwuleR5N9fLUc2#%^>02Yc&6bIzH9lj*nQ$Zp|23s?giGhAqSUmxUaUsP1m6slUkoS zj*qjSFJra%b)-!gy1#`~7$PiML6KOx?2Oud?8l!uvyv;Rx4K;)!LzGnB#<0A;{v?-|8d`GAaYI^w+#!nRNw zd&Vv0x%?FY$C9bw&%y;oTZ)Bl6qYC@7Z=WhsQeHmnt3~u!2=iMo&OVubQpzHvE0iWsWD0 z9wSB^1U3@f%EM{oJpsZpkDV z+i}76!Q@wygHP)!OR?+cP7e^;(#dXRYj&P*#V-`ilg^_lQlqcV-_%#EXqu#26oTe( zhBI#Q6?EU6rZPS2mGK-4CyDRMz!8{(Ax@dx+=JgWzYWQ>g5Fq=J19RZ9Ii3ny*$#R za@$i3iGK5&rOsg5#S<%u_kr1g0A%L9C-#N$U7gI9nj;~G>MJ{WA~B%Dqei(Uv)lUD z5vpC<>X&v;ZMCJr^EQr*2jz~nqw&wl{{V%PZsIqbzL{$pN1vN^!O!Vleg>bll5*~T zt;CX-)hRgn{)aK}J5h^G_@-{RL=qcmUu?_*vD?N8`qxjVUzhL?g5(Ez{?XK=F^-#y zXCF>0%RD3DTmJwSc)oo)B{ug3PB$i4;B@?PUX7*3@O&`vWNt!4nx3PdRv@VB`Pb@I zX~I}ZB>ErB*o;K0W)Xsp%=GVq{{R)B_$}g_e-}-qU0>Q;v5w>H{{VgBU>9ylz{7mi z_1B1P?7wgC+4|p7@U`5U6@jL7u^xs+^Igb@eZGU55b=pTW;SV#v@UktDI*& zM>Y1J{1WJ?{gf;b6opM*`9@B1Jiv4M*Usg*e_-86@A{m%wlP=5N<6zCHS3@7Odl3l zM|F0-CDQH$DqKdP)tG_w_OF|DZvo;9?M1_q?$Z*Q9+h$gx!;w$1?gr47_H2swrDw=dLZ0tVQ@DEOn;NA_> zxncLz;DCOW?q9M*qTj-vEQwbS9gDL9J9_;q%{(0ko$!-JhD&B)HPn&EDs>B<;=McI zt+)0CkBn@gXXe1BJ#*VN@K~v~G{>*+Ly^rFaoqDM)-O9%zD(99`In8(d zeajV2f?G4y$@ori%W;{im&FMrzDL>r02J0abd50a|iO{Py3K9=I*XI8KhKgN$U$r4xNaJ%dsOJYc-OmT< zUcO}|?#Ho)TZF{na*E#G7LC=PeL7h0e`*~%Nc=6PSbd$0oI5CEfsvk-@t&^VWns0M zUw_>L>0hFLH@1Cx^3HiH6b?~CrDSTn#lPZ8?!HP28^~nCs z_7@UrSImRTFx%u5Ve=nxU6;bx*m%dpF6ykC#&B_tz3b&OcK-mhYMNx4;Sy)CPdS3j z&!uqwG}2#Ev|$8+ zXC!TPQax+RgM9X}_H^K+xlzLScIw6*Ls0uouF=Qth{?r#=dCPX@R(l+)Ffu*oGSs4 zGm&1|F1o%5*5{K|aW3q}bB67T@J&kkJx9d1aznL)&PurS^sl?gD@oK#?4Jk4xJne9 zYF_fO>)s`}d;b6lU$Z|eY(8K+@zeCLynY$!fj$O!R(xUq0JGrv$otZ-LkBEiu;UoHS-6LuD-+KePJZIp5w`pf=h7QnTJvI9M_uaRCs8@ z7v-_*;Zu!CO0(5zpN;AKf5@l@|1B6!p|V#|dM(>0^w5VC4%aFFAA z0(;>1s(}T~{jg#cgN$Rh*19n5s9l$dr|lauZ!{~-GUnChLZ(&>rB4|372Iogm)Ny} z;_uCkcI{Rt0Dd)J#oM5`({1IHPO`ip>*B zl{ylZy0T4PNfKxc%WlX4KpC$?@n?kfYflGR>QmYQYb<{xd%t3D? z$Tpwd4A<43If7_EX8kcPAjGilQV7OAUMoyZHA4>yk$Sd|UY<2nm$9~%-0@%80>T|j z_Ji=OGeok&*NPcG9<}>NUy47nMzQ^$`$G6gM)+6MVafjhwu(snjegfx)?=x-VQ{{2 zf0^>qQB@_&-10x#j`?i95o*DX45(30p~n^Z?eH#dJ6zSsLed2}D%_As?dxA`{@Z$y zgW-vSHro659y(XUzq6tV^-X4N#b3+Zta#2(O5n}q3RxvJ)ycbgXnuu|E=o6%-F#Mu zLvIDkAV8Pk;D+cx?_MkL&={`BMH?9M=e2qth|zVA5<{b0e(UWL`AYf71Js(v9vq9p zekp4hCrN@I^@u)GUn9dQduFAxJuI#+8Ty#cIQ%>7EbxvdU3PFkBg10n^tt>>snQge^30ht|l`M9TS;;OCRnd)J$M zarl0oIq}+ASxPO>l)viV4UbRKxv_J-WThse&%-eejcV0k{`2X1HO~m^9u~N^yjuv- zt^VkAs)nXgr`bU_KlxEPLv~usG(B-0HNpJHSrT_Dz5{E z4b}01jMqirtzPR&(~|DpR#Lxa?z>!9u)Tj)TNs5qv{)rp}M2p@6OlkFGwI^Nz9}ZB3+=GR+~% z`d6{t>b@auD&x$JS`rGB3-d3zHRBqL%ylwkEz9z_&2jMkFJ~!oCAUMXirk$lYfD`o z)9}JSCgRUkJX(n*0;Pc>c+XZ()!#(!P)vx3_*Q5Xb{*vy zg*anpQf+ALu6R^;En##g$@5jij(N^&^dsRniW9~@0n;x_hm^z;QJz5@b6=lYhL>=+ z47tGro!nx+h5eKKefAwvPY&EU2{+9aPZ{t1E9SDwvV~_xdo%Q|I?EPemMldrWlLX| zU-LZY_SW!s_8s%xBDa?*&R6=^=f8*_&AdKwCkKtErGBdZ+;+=z;mE+qWsH-@TKuxt zwC$6~cLGaO_DY>u_D9a)@zpU|HXYR6D;xg+4&XEDu?0tQkT^B&8g0JoI?iw+>IR^&3d_v}`u70n>DJ&c1C-Ie}R@WaQgA%7x z{uRL8+<7ypP`Dha$9n3#XMMfN8%N9XU-C7@P^r!;NFOY zv#;5~-JFlgyvySZfpkliS0T9=BQ?#4lvPNh%gZUQYL@QLhP-ziPc_k58RZUhkF81Y z%Mjhb;O%YSdp&umd|PcVpDU5_mv5Z+tDg;9Zlwt^jhnCoSI}ab`jfX~^8D^Dz9MNW zAEaLZB8_yLcZht9pqB1UeM_c{Sw-~zwet_aNXqDTofj$w%woQt)4$`&FQ@gdiQsv2 zVzEcc;ge1C7Hi>8+s4XA)MFdL4<2@&!=Lf5y6fU!+h!)4RRonkx?hz2?V~v(+nW1) z_M)d6P4_owjtyk2vH&xYkzSK$rtY3r@`g5a z1ClY;yqCrHcQR^n2$ux+1E8*azO<@Uc4zE7YnHPj+( zAfCRay(8gm>)FE=9H|SD&jPqxn+Eb6vXxxq9`)1sNhGz3CLk!;fN|Qqyme}IaL%2N z&~i);BMFYDiCxdJJ_+B;aK)eI+(&$a&3!3i<)BOqkVjhiXZCxL8)bfW6OMn1zN*ns zNggw|p&0F750oVwR6S4CIHF0{Q|^=e4F3Qec!1d0pE4|}#z7lN&3xsr{9F45q9IFn z^0UrV;QL~}p7A!B6rilXGd=*_&3WFx@Up`A8Q$42I*>nF{;$fh7DYjgNZi{T2H zt#u{T&$03RGFaQb-Mgbxj(FqgMRc~_61R%lB>N;EDgn-YD6Xel2Y2qjy!^k}c^(h( zS<$`*PCV1*CHpIe7&+O2Um)nBHoBOza$df&__EFa019I6NhIC=o_6l#PaVf|UngjY zt9L7B<_*q8e<$TB@*m%PK^Zk8+Wr{D3Vit?F+a5O_voy=IPG;g^;^ z-Gul^s}Tcl+Ge)t?pZzSZDuSxyy*FO%#m z;x8OWCX?~cPq1QGLE^ZPbI3n3{KM3H*V~^K;hIkjU!+{F$KZG3mmPc9%1vvcKR@Ak z+MNqOwEqA!d^O-(g}2spw!m48?ly(VBX@fDjVN3}tLe8E$79EQh0vU22kY!Bz`h;2 zj}lqN&>3VG4j8XIX1(IXOD*zSTca$EaurID0VR$DSLsogvv?mwckyLPuMu03A5we} zK%WHUZ!ig@n^1X3JGQx=U;eduuC)Zs`!d^2oJ6g8A}BZxhE~D;eXF$iC+66G&$otV z+bnY4Zei*qV1H0+mbqfTvwo9gd3K8OCXDsLmG<-7f)CQZwlQwIcIwga*iL!0{L$e* z@K4)F<@nvL%%dVZ3x-m9fMkec^{>$y_-pn8&?mF;*NLtqj{+-ah_N{!w2`04?LU#P zxoFH_p;bk6NcFS!{<&uMjDI8MkBZu1KNIyksP<08LAYRL2vLFgV!XfhztW2QNAL)O zHkB6k(BK}Ro_Y1}^si(1o1@RC`1bbwWkrg4plz%_*#n<$E6=}beO3)8;-`XOk`Xdp z&26v)%AMFGeiiwqWldVN_tg44x>{k(2ljh>d~&q z_{J9`BJugxqx@57lG52<3Z^w+M=ik}E6#N{1=);@Q((wbgI_0uj9)yhZA~cMQcUvi zjWz=J!G>=vGesxMzvc%c(!2iv_$IZQogd;{LP-;S&76Ccuvhm|45{tjxG#=#$8GTT zZzp@Hm3FZ8#w)u20D^N|y@!SVCP{A@xt~&%J(ylGApRN12*S{gQX` z{LioaDd7|0Q+NLW6RlfU7YrL3rPrP1!sFiBe?ia;_{eDR6qg&#y4jb z%IVR^5i-m}=eYeVq14T^zY6?dBXSH&ZpBUp@0%DNy({zhE7VdyM#V0AZr#d%4^l(> zH)=%~D}AEmzIp&q4Zlp{zL5BrqTAc}8{s4|+Mt{M5Q}$}SB6p}jFvvREZzGW`S0N@ zvBmHMQxe;w#P>6%4oM_|#d}lzy5qy147t=bM%1Ez3LhXg0D?7bq7jb61F!V2ufxiJ zRI1j>=fu_JmMSl?#llqn&AKe1ioh?fQ_INb50B?d@TcN7t*-cj!$-Zl6WUtI1aT$? zPzD@lHKn0=ZM;SMJ?L=8p_lC!GL-{`ZRh+em;Ii6Ej_2i&@P~4b-9U%bl|S_>0h2o ztvN=jd!D5#O=9_;$LJ5ldvS9sDH$T%0J-mx{uRUg7KyI@6nM5bj7(otx!9-W$im#SbU(JN@kwTYf+i2N zGLBn=f@>G{L$-!b3v1FGxD26JIQ{0{Gx^qau@l7QeEw(9<@9O88z|W0JV|XU_=fes z*aWSNbt5(R{{ZZpr{3TG#1ciOwbSY_U1}3TmJ^s|cUy*Vp@%&WO87Tk4gUZMB&EjO z%0P(vZvJ)pHTwbC{j>I8vb7USXvb2%R+ij={LIH7ka@uz;=YR|o8(RONbS!WSa|ZQ zS(SfmJ3E_?+2g{3?l~d6OPfzRDcH1%{zL8r_aNsr@VhF-GUs!ZIODZ_`TKM$+x#NZ z5lhXtRE(v2{`u6d<~R&WM&McHhx~_xwETEakOjE)BBS612vcZ`T@QuSHen<4LQ1Sc1-W-$#UB~9Z9Ok^E!t)gH-nfyb zOG^?2&N1`ye=PoW$ApckI~{eb@k^NdUefzZviPs@15@zyNgk7LX=UXk2XM#PKz11J z8=CR&*qY&w$6ZQBa$Z{*m~p{#Ajv-5pT@lp#Zqa$7}q`|%iznHEi|DWlo7Nid|(@8 z-k_epGZ9{C`xGQl{CCt*Wb>WuB?U)0`N0|V74;t4YXMR#bHK*Zp*+HzqV>1veYvK1 zg5Sf|KeYA4ksFoMbcpAZpOw_u&cQzc*B-U;#*^T!Q^7wQybB()e{rZa&xPQ=f#oHd zIAuc18u}>Y0qtL2HjkxT_#^hDd;69TEuY!$2Je*>EE%H5xoI2p72`fV_;Uw`J|ui1 z)a_?!V%2;R0FpbonWQp>1mK=kNO8d9gVMf}0WMq{i`}L8Bz&eh#yO;9_E!8)R{eo= zh1Y%#d{NS7u(i}6yYWrfYip+~9E$Nm2x0;B&ja$VNB#;+Zk7{#HMEM|Z6S)%>M$)I{N$tE(E)SMu`2rwd6m`bo`qwl2ba=k|#l8^u zL$2Rid2?S_T+K9Wr3U{1laLQQ^&Z4mjTQTr-r5Z9IK=uefeCX|!M2zrmLgs(I_7 z*?+7Xuzt$Dt1ONZp@pj^`yU^hRHKNe8g%ztpBVTpSo|9JyBvh9pKi8hbpAd_$se!Q zys!2|-6!pTp#m76vR#lDfDe-0y(`na89cLmCHS>0&WkO@?0ryx>=@%1>Ds*4_ENW> zPW`Sli5@ma7I$Q!1Y`GSsXo=ihMH5GeUGrAXke6Am*io1s#u@KI=CYlxsVXU9PeuO zKiIeB@z2CIDy$>Yqus$EF8=^p@qZp(2JvR7z>+@ICphc#wR<1zVK{FUd_|2@ z5QmSy>-ZYzqh(4h>^yff!?e2|o1#x`srdU%ir&=Q6}?^U8jfyHo!C)Np_RV~z zIdfONJwM^m9Z<(91CgygpiS>!%TWJt58(U!{a58J` z{{V|p#=o%-!pP*2WtgqQ$f$5p^5uaZs!j;?uZwk?cYQWTPHA5Lra2wDo1 zudSElj4)94lC0j%v*{n%_x5_#v~P-@5WjB^MdGb1%#M9hD@93?7$sA;%?*GFIKU)y zHS_1~&!%bG5A74;ojXGC?4A?SqmnJUREiKrOi8_hfco*Ydjp8X|y}g1MF0G`p zu!qf>Ws)PbA`&_{3{HAiH{y+OYd;tKPpbK|Ghg3bT{}v+ZPH5YLC+xaK^?JO_w31O zbD(@%wNDM%vfSAhDJ!-FYE-E^c-(Nuy>b3Eig>;%>g#n2TV1=z&a$9WmL!sK)2)1b zvj|qBE>)@f4nu(Uc-nPl{p(xvKF|H4?;Ss8uYSpKqu?Dfcn=D z`z~BS{{XW80K_{Lh3;;pzKTWxK_CJM?b~g2KePf}f5SC=G>sqyEi`!5w#oMf*w;Ak zkSl=wlkI13f?hU}S~#LxgbKU%Gn|l4eK@5@5dOF2%8!!bNPd-iDnzOsC;c!$l7^7H$AvD#{3?!xsUe2 z@WE)x&Gy7DS@)QuWg~WdNWjmyuR}A$zDPxG+CCG5)90Tz@<^xg)@bd1H29eR0Hw2= zo2~N9z|AHJ0sjEPz5f9A%D$BRC-4pA(mc&JgwADV$Z0&NPv&=Z_OBKFqV%b4ziC}w z)lsn568UcDB!Z)i`gJw!pSA2)QG6rt12wu#Aken7d%j)fD1jh*5G&=dwVfqdOTX%S z{9@x#Qsw?w{)gr$nQkWx7aWjEpHEtwa)wvrv?n;hZrx6Q#;-tRVgmqB za7Vp+(5db%4m>40(TWjmLpSTVo|M^EI8!6$-SW56rzlBpl!4rX#YT~_W4v@9C?hqW zGrif~;bo!(0l^D`4_dVivMS)PC(@xr2+4zwQMRNp{_wL6!?6OiZsroFeb%bLO-xU5rlCU5-|V~x3zixry1Coa)9^8O7HfE@aA2M1%rdoXK#A*v8_c#Gt|o( zPFh~ad+>+gZi(Yx3+U6_dF^$5FP2Oovu`ID00LV+fK~5_Ujy_H0qOVm5nJ8Kac6Lr z@Ai^n+Dl-Khn)1ULj9Swm^5uW;pVG&(#dOQc$X|nZSvJg4Ub+A8L7W%U2J%kFB58T zJ4X$g=1*pMg@GGV|0UGiOL4Vk`lmeB<^Adnw| zo0Ag^`vKVd*UuIfcK5oH&hcDaO1qRr6nl`8Ph1?2t$nUfIoHA7ZOHg++t^UWD016E z_5QmQiuXS^0qc)Vc%8`IaO`v29@toI!`1j$z!OO1zd_dNG6X7jG!@948rHT^sU$nwf((F7F z^`%cSrOe`%rBcFHuTn8uMcDc7J8QoyFKsGv#{4mmdZQ=bk z$6wPtF?kL2mZ@&m=`FU#%qJ*5QXFx6?*k2OSlnTAyiEa6Hqa^~v0{{X>1 zA|FwVUNxf=_MS+Lb-?G3UOg&X8;|WArM_ium|mdzSKgltejI!R_=jg_;(rzRP+RL> zE4;bAiqb3DBaYT1D{PAhz#IXLj=q)ipY3h%t3&un@ncrf{3m4EevuMGEOGhF?4|iX zG3U~}xaRaK&C-h4^J?Xi!`6zZnoqgsI#z?J*!ZJH`$eRX{`3_NoVOrjAB}zW`xXnN z_<`edbdMFlwT3)8Z6I<%BiD-f_V>g80Pu?ZVEA)n*SFU%cMYZN%XcR2yRh7Pf(Ls0 zx8TOPXKV3G;wGmND{V9ukjJ;Pox`tgweTEGH#&UJW9>ev^=u^RLtFm0ftTd>Z|nymR6|5NLOn8k6|x z4A*xI9z~4I3mw6}?tQD{`Ftzl8@(G_*K~0+=vqz5f_aqWp$FyN$8ldvmSXuZG?I>% zUy_=u$*08#Ex}B`Q|n$AajU@yl2#x>B*x|FE8RW` zi;MpNgufH+=e=~0t-5Z=Af5jJcNnjC@i)Owg8l=#_-pX{R`3R^tY3Jx&O70ur3ntvqO{jv!9fH74fIU-+^}?6Znzh4GTfCntdw9 z@$F!FWDMn0;AesFUW9WRQFoM&fT_(!Jo0)TTLi`4Fa{Nl4>hZCb8-ExY^ahi52MJf;qvBFNDz ziv5|=9Sh)Rge>mvA&Jt{Cv$)g%z4drUO3jRqwsdIJQoqSmuEBOTX#f0mHG6k#koH- z*;As7yJ?+G`IJ|WpzC4XRjJ%d$L-bR4U(zYy;rwbP-o zgt23_Tob!F?lE7gpYTgKjlb;Kav8!zbxBAa3V!Y}*V6!gUiJBT`%A^6*!)zxvC$%1 zdpm82+Z!Xy2j)F{*XpnQ6UW2$zwpVz*{;)V`J2yl05p4|RV1AKYo?qzsi~Ma*`;e( z=40^n*TkJ$R@A&Z@ef^&*52X#*jhG4W4P@ZB=B%K^skEl0BBt&RR*UsSRye4Zay*2z#Ul;G;l4ru$Vjd8TUC_8t-OHmEc^heV257{*3O9Ik!qZ{mKr@ekpavv=XW zXT(>M%?hLQF5t?`xDo6}(!4oh>!-=F`YsEHu=0#*H|BSrvo(}4{6~u3;S|iC6uv-> zgY)M&{6RI%d_ljKKNH@<@C0b>B8*28WC9nadw=??qWzg>ZBybU+>$fA(D*v)UBvzA z3l4GgHEP~Vczjvn_qn)^3#8NF5c#8WvD!B%80+uvUS=}ts+6}sLcqUgi2dHlSn~Ro4ge^{+nC?ip+#8(pONhyddN zpGx#^4_XF0sYtC(I^gda}oN=ep&ZT?lmTUgKTY zb(!R!Y;j%~k}xxs$;Le^skr^oLFO!Ef&s>RbUCgw!a-K&TV!9qd?Zl+05KesjQ%y) z-o+&4w=c?6oJK(Ax5w(+X8Al4sG$w+CEc__!%1scia#P(+kotSJ!`G_li?jtRq@@f ztpqa-DjOShmQpZOs`5eht}5`4wrP;Wb|65R-I2T3t$iEg4MDV6ps|&b`uY~c!qnck#ixMDBKWm2s=-??^)J& zEvfu9@Xwk!T~hW%e2#KQLHO49fwc>%_5CehN{-UT+6#b%*1ZoSOSz{t0Cuf7x0U2R>f6e82eepX*&!#+UYv)+Z#C*O}WcqMx@$1DJ{hgMR z;+-r+B-L&;X-dnttYOdi*X&1(8IGNFs>O2?Wd8ubO@2FAM{jNM4omGw#`X~0-8;u2 z;FjHjPpCNkYtO{ZMyqjlJuDU;7>YKiblwltTTb|4;j$l*GY}s*$tJtc18P#orfW9_ zWh*poxMLag=ku>Vv(#(>(>c)~tH}A>DrYj-!z5%kJWH|tAuNE>+Z|)H2ykS>NmQcr*m`){LDg* z0k4rf9dmZS7i{$OVu9S`_xe}bKO1guHS7IJV1=WFcMz;G!2baCSH(UVaR&>E8{Nle<8KhGyB~XQ z^eQrX3g&-jbXL^mkj}Fh?T)~woSw%O(R?+94~zUj6?U^qagojm!REeeGUR!cMSIw+ zhSS6IHDlQ=-ZO6R9u=5mGj+%Gt|#J5(pcznO>Zd@0821EIIhtqc&xm+ReNEH-PX8Y ziLry>i?-pAE)LVs{VNPSdFtqWLa3?x&1`(Z@djzG^zS|7^NTqw$EoJL{{X`CEEh5S znGG&-)!KN;S*)T}VS}H#chl*bFnHB^IJoZ zihL1epZ0n1YMd_pIvy8*K2ck7=P%W8$?SYD4^mRZ)U!Tw_?r)kbw3wf%i%VX z^Jl~zYf;yHQFR5)_2kgTi60=4`_XLoC@IhsPmaI8*vsjjr0Jjr7rm`Nmz121t!INv-HuPT4Rjto@O`g`EbLihebQ~nBOrrRs?$jmZf4}V9q)nuBE{g;n&LY+<(1VF zYp+m!J?qf^Eqqn~0ECC(5?Q^Ow)wXQ0D+Hs!}vX=_&-&-zJp$bm;@lecBnhH@%q(& zi`pgjncy~xJNRVM%jP)L41wryIjgSeN}N-RxxED`NzN@EWBV!-dHX^5H4n+1Uf1Rw z!JP$u=GWmb?9Fxde~-Qmk|GApQr&>)2@ z>$ChnkrlRb27a~iC+yoQTk3ksNJDO1F79#oeiioj?Y^J!ZEhHV$_O|ebB-(GU)jPX zd+l$JpUWXg9UFJ}SIXye=EKv1=)Y6++?{{2#i9?4Q;k0Ud#hvRy1wKiqLEyehCEAi zt7>q))PdzV%MLQXPg?E1FX_Kyww`HU%t;G2dgHfB^G^lD8stXU-pm5Fd9IEJge&5? zWVSv(G{x1zXCBs^v`K7xgGjFwfn1eU0AzNrJn>ZT0lYCc$_I8GK9$>PLQm|=xTVHa z;2&Dxyk`LNt|UZKiave4e;WM~y((1mA7;GI>5r~dtHbcb>YGUVBldCAb?*{*Cf`t9 zNXKl1#~T+420MGyel?cw!9Nqc`=a-YA}&0iotNr+Ro~c$#5RY)R~mKjcePpDYNjx! zpIY1a+o`>W#2ZJ_Ee-PRL*+ILH|70n<#P&?jxke7Sp2H4GIE^Lj+Q-RMe+M<9tn7- zwY-8e0|k)%;xXF3Bed}p+CPeQ3%|7epA$1}nen*p{&n|-hm7UD_H~#<$CyKQ=qzyNjJ2)kQ1C!5c^5;rE@|w`{@Yh&svT?Cn;&+IDw(f+F zc9%1=XEBqsel=##8h?i)lVFwh@splwobhjl;_#}atA-m`F7xv)eMqj0Ly7Kmf|116 zNwc6I%Dy`t2uBFicDXniFKrgiFIn+Mt8H&_5)=_gxGH$-UR5NLNvKA}#`4(XpsuUL z(u-T!;+3XA8vzK;E0uwiYEc7*jK36;=HCHOf5LZT!76fc%5j?d!aWfEvKycst=}uZXB)i*e4YD0 zL|fuDlt=C{AgN>Dt$pKhqT0o#T1x|&SY#GLa6MNak6QhWX@}7K%7l}|TAyLMT0OUh z=WyTh(`kq%GzR{)o!D6`MZ`FT(l75EVzGQ5;wSK@i}dY4Hq#WtJm6xR;v2R%ayIZcbs4U5=0MV+BxDdk{A=K= zRrYn1;oSbL!(mlSH?gUzYR~RIyZxZG%_GFV3VG$ZjU;j_2;kJDSRZf_ zebO-i13~=0k?UVa{8RXYcXOd7u#uSpsvNcs0O?;VYnRU@>z*4Y1K3xo?Nxe`l0Pu5 zmHz-@;bVrAz4i1uzlSJBvuzu49$usQX1$j7+snHsShioU^sgTHU$ynCc{bx5Z6}Yd zdm>DasRd!UhvOaV$;E3?BlO-IcEVmKJ>rODELD$e9y$uw_+Q|q@i&OHjVd_He`ro1 zjno3gy8i%;Qt`ZnCy{^zyh?aIxPO^;u0Iu2&>~z2^x7erjcsE5xtc3Jc{sLZvIV5 z>Qe5{ASZx%#eEd2MJAg+HOny4=T)D`#b+`|#aja%2Vc&Z`HnpA9%oDulaG3K&47jk zXPguK>Km(+c(+DGU}aCs&3RIal5HdDrCN9QnepH4M>9#T?D@H0UX|fmOl-GG2rS%p z8Lw#lrNc?DkYx?H6S#LGygy4V{h+&;DN+yJIW^CYEypR2zKWhwAaL@WS5 zW?rAm>s~wYg7tpEcBRJsqydiA>mLkcC*anORdK%6eqMu~wc)=QX2z9zio`J_0Nq7= z^;p`vN4J(Fm09_pANZ#6ys2X?!D3g}6*t3k8(%_YQhs#-v)?q`c)~2qasV7;7agi^ zg{Tg#5M0O$fsAq2uhzbk6Q&YZ?0#RFUZrW-pQS$lt_+$Dy70S%8{ufYL4Rtj znJh7oInUS9zK)RL4S09PIOICjhS`}B*alED^gpeAUlmJAQS(0AhiW=F=*~S44NrnL z@M+f<1^}NUae>zztK}~f_0!*^F(^O2E`*7f_?46o`xfdz$?N*}hB3=zc?%*L3Qo1ZK^4 zjUE^SyPWs@tA9zFJBwrr+n5Xy+*cQW=G(?sg>rMa^scYK_Gb1TavXBl?kmp3Mkiq>7o-lbF5;I>bd;o#%EY>wrHoojv)4G14 z_97Uz6G=U{nY@T-xpZ#jx(xZY|N65UK=N0`SM;}uSMn394gm{i~tDM%P z^ljMl+b;uaNoNAQ>dqrj#G%PJ=8E@3u}zE9r==C;yy~NSFSw<{ZLf&@x%h9Ovt&oC2|4UNc69+{vjj-;EtrmHd(&dal5!H*1ks5K3nNy4UO5s z>ze#GCzIvW{;lE(D5*AkN5a_@>jjb5A7yOrJ%_z}?u_a*y%FS1+Z-`T2Mjabyf@+1 zkhIm+6%|z3lI%uvoL92JdisC%3k;C6#^<_?r<{*NUpa{X0FkP({{kE1%8y)1_P+ zWryt^CQF2cPXw1xagN+};=b|tv3h~nzqm0s6ntvnUIB6+T!`rN%=8uHF z7`L0^>tzqLHN>h}dE1_Vde^tZG`elnb17CaU4xu_#Hq;5ct^vQVd5))EPxj6fgp4T zy?ch41czGko_x!mpVidf2h*hL?iEcf-=PC)SUixmGH9B-{8lFY@?I+mtsO# zagftH9zPoO3*9yw?Jj!<1VJ<{0|D1*UBAk{x~%=3OW*A`_cQav{hVWN=gU8_EQD(w zFocW+ncNI^X9Y%mx%}(v8t|XlufcHmJ5}*~9WGYu%VZrF1m_=!uXe7y_E45Se$Q(! z$sM_!Piu*CzeV{TRq-yuJFQOavIi`&0;jG$MR+gma|C1J=fhWE4lZp_A561%ucUlo z0Gm_0Y-EVzQ^!DSz&~s&DAVGX!zK<;$$xDd0Nns~!RcR_<6(ML-}%KlAQE(cn3Vv6U2&6x#d#jL z4%T;HlXf{nfJd$?;jm46@qN!r53M+-=6Qd{{KfF<=`nyV5bYQopXpuS{1a6YD{qMh zB$v3cEKg1&lvkX5dI>jz91>Ue=t1xJ*P{Ob!8jFXhvGPxWg1IFXxjyL?3elTU!dgM zG>$CJ-&Lrem*$VBz8-uW(*7KHi^Mv;h4uBsn#_vwL31Ez;>J(PG2EU_et7=V&-TxY zej!08%(s&R^6+sX=ZgJ2({vp>N0r{n&KpLMVZ4+I8}JqRk^4tN2gQ#OsB91I3CIh< zA3Jp)oqZlUtCb3po4&`+81*!$M*p>DtMs=Qqy1CQJlW9hq&E8(e4IV+!_;%zE= z75*F9NIz#eB@ANUc{>Rh^T=Ep`U?8r&-iQb${`vRPYTG9NQ=y)%^RHlBd59bub+Gq zaU{P1tq?go=am{Wz#|}jAN^|j2TGi$!H_&bv zKMMT%_nh7OpG_WS`I+>8#Bxpaiau2^E+07{16(h`K@>j?{BI*L5vHR%xFa|PLHz5h z@%7YAe|WCHdLR>yhtSt6`#&h3;opr_k#PF7@s!5^1W}*oUrFyz1vM4BXTw5DIL=9{ok=q;}uUg6dlCFe45%CORdX&k>eD$sG+h5AJv5wv)+!joM z-#G8-T-WTEG%Ml#QDkxux*dSv7W6gE%IW16d))d=1e3SHCd_g&BGXa-^M?eo# zUvz%T+K#(n`x!0IhbMboP-|C0GLdg28L&n>eSNFpPZGv|w(n$>Nr+rFPz+>er_#Sh zf8d?wSN)k{`#UR4b!+T-!0ZRi_U9ktUsI9GmN9-v=+Bk#>3Nvnv{tdG>p!yp0E6`n zYDs0(=D$>#+A|w7ZJBacw*XhgqGmHFOr5_d&vWlzpr5xQN&f%}KGV!A=Z#k1CNY7# z%a^8l3jFc6iLJ`-3}gqA4n=33w<*To)~1{@B^XroGJYXk?b4)&A%Pr%ISu|5=ARGk z7gM>o)7{0mxVwrEGj8AuxLp3CyRRN^n@yi^+F0W?!u&p#NM80xBq-2J9Fe|ph7Fwb z_O2{Hxka9qCOp`cW9y%cz6yiFem(fN;rjw5x6^I(@~;vFRo`yAhSA@t`q!5J!P5Pk z7sN zHxSy!iN3~M4xhv_KSN&cwv4bk8%@`h^!!h?qta7Q_<#FQ$8hM-PO`2* zzzj6yY;Nz>ewF3l8*N_KyHR~5re0lJFjO`Hn7sIzIT-nK&3sO0QWUWAl-`HjRQIVh6{(}~4q4^!=h@K#c_AtzVbdVsezo^6iZyi7 zeh2tAOPf@&;w!{Nmr;rY0Nlu+vUAjrO8Q&k7PkHw_($Mb zo&>s)ZKH_AD9Y!_10;K5zEcmH-wRjSJrZAwcGrUoO~7GYo_>hs^O_x?*WsnB z>OLZ})^yu#KG`9%(yfcWnpFvOoTlPrAfd^@;MeAY_<}Y4rhG%H*gz+O=I-T^JN7Qi z8I_1vIV83^oY&odv(N2S;GYNlC5k^0*<1KS?3S^myGH?It1`wzN%Ai)N`QBFJ$*km z{1vLczwuJ`_Euvp!^tBCToaN=;A9THEA{+E2~x{zy3lD!D?W$H;H3%Y6xF)3)w~zt zN7a5R-On_?+0rzCy4n*M01RLe&{hYGFPBvKtA8YBSz;xlQ8C>9nJ2wF;T(#7F0|Jh zj0okVj~~K*z3P^stFEQ-A5*-I1Y4Rw2Tn7^esfNer%&DNe(#sXELA%$r`KN=wQFmS z*~h`n9CAr^bn^_i3-?zAO8o~F#Qw@~rN_cg8t+drty|0y?JP04;QqCD;uf-Pegk+f zO14tXS znIA75hx8RE?7^wb{xI>pu1lD+r)tC^)04L1oZyzZu<&2-NHSB-11lAZmvG4G z!K>*IW4O5)IRmw2=z&TwEI-yhPI&vqwc=sJ@Dn(}8Lz8XicBzbUdAMfzG9FvM^XhO zNELxlU!HqY)#DG4=W*i;#wtvfm=k~i=o*(ZX!Mk?u*QZamyPR_jAowp-b<9+ag5;c zQ_Kq>K3b4^5P8i;>iG=EX(I!^X~EszMZr}6jUWSBh)?;+`4!d zN@PDQVaDYot~YvTirV;xa`XH?mRV*;Z?r@Q%5lR02h*D7ei4;V0$N6`l=;^H;Nv{k zTjM=CYmbJPuN|z0*4k(qS%(1ub-`o!kIuh2uPH|o)9!sGIH9N>+NAMIf zN?1u}dc-dqaSNIS4NJqOagcjA52*4{nv71BVH zIkvk-S3D>Y;kh4Axe=+88+w+;@542N z`$c>`zxb)}^IPzahRGfFt2As4&}gFhTr&oC2N}UUSHq|5t4ZIf^w7l5+QUv%lKI&D z>;0+NH;OzL3KEW<8?aJ3aAV*a^vyQ@=S%&Jt~H0gceuLL&5N+e${d3hM+I;J85|td zU)nqNTKJ9Op9;g`{{Rq4;pNjbD@%JXFHgQ{CUsH~4$`ANM|!!aNQ3qOjG_&n+gqGt zm28~Xxhkr3(u?YSkGH2<(xmUIJom(YFtgC~pM%!c*KJ>2LqnDsK05ig}?B$b=ma&8V^6lI)=P#ZRVC=ElevI!nSxFDN(0FH93;AK2tQE zTt+96%IO|k@jX)S_Kf&_8Wm{c(R9=sPDlbZ1Runj`s?8`L385o93%{nY%XmPSPi`t zoOAr^=8qiw3HXWd+v0bDyiw!Z9Xm|1TZ?TyCbGK|FYfvS!0H8kA@FJ_JVD~Wh!>ho z#l7vcSGMl6M*jdQP>eXoy?k#IR8pmApGfBk;rXE}uKhY6I{0_R(%6339yGALX&X(S z?O2gPW{H&v7{Tf9S)K#dZhSfWIDBHgvyo%JJpPsR{{V}>XMY3u zf5Vh6>baHA|$jOno`e1eSuho5HPnP4u_STEJ zA{LQHxNtZFtz(X=;F?RZrg^OBHu}HNn)AW>CZ&C&Yd6M4)-7Xd!pXQD*V3pJtL7Ek@>j#|Iv@(|GGi zu+sc5b#ZGnftJo@3|R7ZamUuNd{YgQd``7X2>`W@1|gT7r1eqyR#%NL=C|-)iP~u; zevQSf*`wknrG4;6!f;;c7CMS0k}4Sv8_OBx zkFI^Y*0;uQh&Fm>!p{<1*lF*suw_w^9a41e4nX9nD4_jB2?m znl$u3plC{^DpcH8L-L2>1^1bDu>#x^yBu)t z8veEL*TFZ}dfa-R?NP4geM&`FNECpp7(5b4JuAk3G)bvm=${wwEN-oB^yzg&=Ud2! z&A4Sir*Az0JoM(ig1Yc7t>TXZd@P$xjyBTthj}j&QV;I;@JFfdpKAI0;{EQI7sHPo z++472Lr~XeOG3;Gh1>&h4}25ïS5bI*)Qd+a<@o7}27_UQ@_iMiL;i%u1bu1 zoP9EQs`@vCu4mS4o?S%CI@_|w*AKKJD(7fDM?RHr;ivBPeQ0^A86lOVWjr5~Cl&f` z0~Z>J^0Ve~*?n9jlBkkw@|}5v*S8MR5XFhhb~yy&^{;pRtmd}=0EAoM)E3U=WALN} zq6`d5<(ReyW1hc-X804~W{=}7C2#NEe>z5Bs{!QTB+mJ^z6TYvrJwRHQ^;`EADxhf+Ab3LqoUVtd}uHLY#GR z{{YtgYt+ALhLJup_@*f(dH&BTMvU#a>=BG8`ezlz>6$IShkSRU*ud=2rThg;9G)D1 zg>*l(mY}!a89ZHZhj#n0tK9IRdVUqenyo)-wrAbZ!_>gSG%7t}tp5N5)BgZtTfZmb zyy(S3$>EtJ-rvLXEi>Xbh;4i|@h8SINWObd8buVWq5lAf2Z7SFe`S4o&%^#a)%82V zQr6$Y>>5#w{q^G&%6wMW?R-b#&3jR^jn>wARK$(J#@_hpUT!7MScRsCeg&_sH2W2N zH4;mu#?2mPDsaSpRowVW(cex%g%0Nf+x-6kO5!{(AN)yTAc&hCPkQb=D~a^DmCCkG z*x35#8RNBZ)@}1IGv#W*I?_qof6V%VZ8lp^1Xx73jlJ~A7T_Tqe5V8Pua15o=-@%% zg6HJ8+8ZMPN4WAoTKikX{{RQ??miyr$4Z)Gs$AGe)5#NXSScs~KU`IBhkpe0iywu) zPm46$Z9~KsdOKdBxJ7QI? zy9YNOM4n%kn?b>0!N*^E-SNl4yRQOhwz{9;zC<&~C^EZUqJbWq1~ zW#%wc4xg2HMx4(i;Oro=;A5xKzKMT<-Zi&D;|K3GoHq{qghd2 z@%o<_(!=5~v?uE@OaXon@YNCnEup}$!~jZ&Ki&rCpaHNUyeRB(9mO0Hb@vX z+n4D!c{!xqV3K+e{42NnMx%ZRYzHSR+XlYQ{gj<8z9nfYPD2(`#!o~3HS!O_IUXCG zP9#)6GZsGCHT93|*>)iKi=;jdOPqG?(w!FGX&+R6vx2975UCXJc+2uWiuk#pt;BlG z#86dz2<31NUiuhKt>{v-0V?PukZ77#g53TsrYkA)Dl7=xm*~-4Wk0S zOS;k3p>Hu=*)TUK%8#vmUGdjczHbI-ipoCBfb1nU<%;~@(!OF-b|IbMF7dNr*%vB1 zcdt7KA7zY`BJ@5d3sP9Dl~k zAp74pIqqv8_I!%s-v0605p1R*`_*5*2dM8>{vF*kelgcdFPS4x^C;kb?xMaIFi`%} ztK9l5mK>OLk7a}wjaACwMoNLmJ*$@ZiyB>cc4*^4xb?<&8t4+{7?p&W3d5&Ozwj>g z&3M8`T`7_`1tj1M@&WH$w3>vIN7PiOcxZg73?p;ctdCyX`UcEBQjs zv+RvA*WdY9Rq<=X52Hr}@_@0+8QYVb{VSOGQxj^8ZCwjP45i7*z^~JA*q^K=D7}xw zc!o7F@wBwNI{kP@CWWj^2wkGwsN>vM=$FBr(EiRo67tZ<{{Uc%DhD{)1%7t;wn*Pe z)zc;-kP*3miv(l&*XWnQ800^*=Yuwa(~T-3TR04GD^5R*p@PFo{eMHx;mGsWoR1&z z4uNrf;~V*2{OQoC-WiaboN&AXYvpepT}f-=?N&u5Rawfjwm~P@dVOo^-x}FmYCjNf zXBfU`3@{M(z{*NcRdo(3-0N6|u@6-nLe zbIv?RsY89K28tsX1Lo&E)Z)h4OIv%W+%?8<0PR)$L2$R4n36bFB`5*g(4Sh?ffPe& z3Pt8S9#8|#IXgl&9AzC-MIRPMZ0@w_UO?w6cPnn=(ziT+<9Pf@4xbcJd2&F?SFa+n z{9SJ&-rB0!8+-t`+IrSciLR$fZ55&s%AgFM4;9;oq??PHJj%F*6+dOE^cTXv0N8v; zl4PE9Ycvq6uEr^zI(7E0GvZ#9-W<2NwQ255QOSU;<%1gPz6f|jU-5gHbW4x2%M3f+ zh{+@TDsPWEb=I4r2rjN_Wf(GGL&Od5sTBY%agxyQky(~_IJ4v{B`h* z8I{yF{=y5~% zv+R7=`*BI+d@Q(i!D8Ta&3sAwILud2)!m;Vfg5qszR3N%ZgzY+mNLf--~}DdE91Y} zvH-_bEDL~eRCce7&Ts71`yZ?1wC#h7Z*sTAD+{SU*(7o~jAV1j9Qs$Ect7mzbfx1C z*}=ivgX>;}@pQ=)lc;xwHY`GdcGsJDV%g@n3lJ^|<%c-0M}hA=N^_O0e3oY^)6LXr z!3Wim;0n=itn_$XSdVNT<%e{s|w*fUm0U?BW4U& zATJ!(==EUUQyJUl8wO zvhyQ^PQgCTFu()Nd3B&0s6`t`Sm zZN%yO*i|rke=6lZF5As-d9<0`5%_sr1|N-PSza~9gCa(V_O*K~x++K$s z51JU5zH6L!jrFwG_3N2oD-29>aoV^bc549$EEI#2-n$FyQ5#AEM&yj}az%4mY!KXP z%48>Mu25Tp{2H;1Gc|?u9@_N_7UjlAqUx@a~GE{~;eFc4|Z+$1( z;PU*z5mL?fq-E_<1wK;oq}7 ztHA+KE(l)L=bAm!#o>w7*sHXJsP!Ge{VUNtCjw8QBiYP%ms>ROS5z;@ZmV-k%0E9Y+)UYm<&FV#uSeG#m{Kj8tl;BFBPpGx_I#rF~* znk6FxKaG8cE~KGPPR3j-PBWa`cjjl0cz~ZElLY$)weSMPAk{G6Zi@r z9C*2{t{4Sj)84*{(SK%b6H3&hyJio!8C+M&(7;s0wKuiT)iWL~z~qwpy=(LG-B|c9 z<8OyQuyp9d4WR!33$G`Rwes!cBIf0hcPyFDwSD{hb!gVQRPje@p+?=f2e*3s`@NP( zZlu7=md-)d#@m==~;d=l3AtN{{TN3%berZr|<>G*xqRrDiWXTGl5%S992f*ZJu+i z3XS?3J|~s$yhKLjAzJ~5HT5^_xc>lR(QhRuB@bNVKK1ew-I+C}c)4b7Mt@({zO?&O(#H=DAzbyzUW| zmDq+=?TXaCw3$9>8CgSgCmdBP?39jVf1HvSuOJTJ*1n3I5*ZNnF=|z^}Fcn=$ z;Ch_bpDS`)^yy0VFVOu!_+IiS!VMW&mwVfc1@x~L_{2xp=SC-K&u*r@i{YGY7s5>$ zRG%@e7lYAH*1T`y6Jt!djnj5X+DBtwH(p8BRz9OINz~ou*meq#hm7=aWTdU#0h!P`8Do zQo;7eoym%D$Dn?+}G%HgXFV) zPtG#tsn=7M#5$#{PZHui?bnlDo$zx=hUtTKU^)?zUN5TZB~^AS6Vn2{yY_q3JnRM^ zAsE?TJDNgtu+5*m@V+w*h{eT1I;793z8dJ?V*?ScN#`9gUgx3Or0pK?2vNYVEAT)H zk>v;-1}oDnF22c!=L=soleDoBayQRvPPJ)1r(->YNjBo69ld`V)YA6HDr2CoGH(#> z(jIN#62$KA2dA}dcxzENwpR0o+!=cM*Yr2Dl&C56KZ7&czQaDOr@uGqdTe(qv3VT@ z70<2T$~ZkJuM6tu)-2gr{QLNoc_RE9)U8}JY;Q(zbG1U}iuprCb(>I~l}x)y0YdUk zeM9kIQl8V{UFD<10yWtpbN7MU(Brjy@9^4Hi^WmO5nVD_^V6FAuPnT2-JjA~`sY&Y zddGr1!K&M7PShb)#EFcdx@F zSadd0Glo0@4@_5otVr#m=m4_$Q63I3Go07Y*0=VZ-*eiW-}<_e?0EjGeRq5DgF%&% zVYpurM&czHSjO@4ucG@`-~Rv;pUd#A<2r-|TNylO9C2TtFDhzZ6*QSrLnNuM!W|T2 zjmyn_>+zc8Md0bd11cDRdmXjO#&S}|QgQM=CxvORWrtB)$^K`FCD&7t@E)9zYCa;r5rk`-`3D`qW6$GVg?YEY&k!FF_vA9|lGAY>!4UO!*uUpao*I()ak6h0hIszO0`1KYoudL!#zJ10Zmtw{OC{hg>KDVH)9p49BP* zmEQbKxpjqd_(om6!|VCin%!*?d7@HRXiRn8{?V_^a8iWa+U|SUc)E1rd7sCHk^BY( zVF?#e29)vuKj)h2zhI~?Zgd}tzhjkcrH&glR?gA5q^-E0qW=Io;l4iJc^(O5G8p1F z5e>j}Bfsct*FWH#F~Zts#1~#bjRUe zqW&DvEn)bF;vG$NVPxVMV21C@3MEsx$+z)U=D$2YYc<*NYhP4AQLiQ+Our}VUsIV) zR;4*5Wn_H*O;$AVkkg|)ZW)8A{m$jcB|z`%&2(3{vM0jd7eJv(G*-p&)M4;Htz=lM zMli=4M_s#tALCk@oMP9&UMAf5X%aPLWgrp1JbG8a!f{ebAEDxDY0EgDxvanLd3k8VFY@IM1;>o>zodnUF+Br~?z z!5hw7J9FGu=wHQO4ru-n_)FoFZDywPt580C8ZoV1#wqKjelT@9PccD?zyx;blYshbf#kyq@ zAgoosVA<=BTJ-PPZrV#9f_HIExm-yjI}!67sN~nuW%-olPuR|7vl^D4I0$9yl$>A!7pc{jk@0d%m(c6B%mq82R}VH~9G zBmzer>+{UV=3~s1$Cf;L*XT#>pLcb2@DokAzO@z?QfhE{uon&Gv5rxUj+WW5Tv%iat8vqUk0a_rE0SIrDPIEwBx>Of{RL%x#(jc-Xb!A-CpW9zYQbt7KI$K z0Mi&{UHiHY)zg2$KV}y{w3%?px+_@ z7_VymhI}!1;h)-CI~%)pismaBTHzUaL)>xouTE~9a8)^Ft=5N^i*u<~9MRh6(LWdb zL1mzPBK@TmEB)Z)HY_+R5oj~{$e*0ouhZL#To zRB0{4J0d0kUBvy-*mmZ=s`$;~J6Qe_e$tv9!V%``wg%s9B=2Wf4%Ttk{ZTys0C?Ap zx9s|#1t-%kVZUqB;vWtDy|)0SAmi?VjGl4Ld$??6IAxr#c6_BQ9H);}WwJf%{t3@# zX{-D(_?2gWBQ2}zz{u+{jQ;?tPvZxUK&)^0DaE8#+E>FU;LMOi_OwSWxRnbA4&&E> z)~tWQIwH~A;g7`Fwc`rt{{Y(XdB*L+#e)#WFtb&Nn{llXKE2 z`lG>`{8u`6h$9NkERiZiFi3v6&$mj@_>JO=?N3Yark^>B?6&d%6<4?&`RAV1x#8~# z!JufG%(r3*5JtX3a!70u&2xS;(&VvE3d?mAj*<}S0vtHUVc(2b=9o-0>BE)Zm7P^R zjYRqSZTA|NS5s@6Y?dnlfnt(0c?%MZqmi_Bz^u;<{1v>@elkttn|WiF8~a0P_C;Pp z1;*{er%J!^58`%%rFd3zJn?C_<}lXrsoK(Q9N=|1{*_>Wj7E4IZ)j1z{f(>~`jc>H=XT{o#*4J^(47U$2n5P7S+z+R{aF_c2q2Ya6 z>9oB@Z7rojk0rE)NgcTu?_X<64=VV0(Rw>C!0oA7LW7HE+y4L+n@rF?D_Y)MPL}o- zcS339b^rl`z^`i6HSHr-_%3hk?_#;LxsGED`~Ft>Pa`$?E3NCVug@Hpx~28e1Q+ur zVjPc9Pc^4^@h@7FN4CG^`D0NCxu{ZndgQ_d-str0VfI+=bwDyy!%r~ZsK@gm3~4C897z?d;V3*NvoT1 zS*6&Awu!1R zF33J3U4jyUFJnC%jS$2?>3&24D1wdaZ&X^~t5 zT(?Xf!@oJMf8i|f>A$o#nIvokZFZnMfMrQzo=1L7bAJYWPpas8*N!FAr1|Ewm0i_( z52xc<{{Rawr-S1Dk#hXpwc=-gKY9Cp2EAPC1vNocPpSD=ht)m4KiPMSJ$LqukVX4R z+{>-N2ml!T1$rOE?OtoYgPsnC;$t_H6~Hc|?h~Kzug^V;sa@Op)b}|0ztmkC z6YCiMhryac?)yj~$yuBpJ?m26=THbedLEUXp}Aprp~wQ^z$5s%?^??SBFQ8iXP)); z9LXgUlP!aE6JR{7?_~!BfP2)im0)ngKH{Q_%8@Vz#`micMi7TnyB$CkGT8Q_x+22c zlNJU8j(YW|rDnnf8}ZcoRfs&W%H!{ogY8Y0U!4v3esqSh*F|HwawfqSQ`pgceQlzqc(>ef5HQJIF;!2sak z+BTtfFRmZMqflbWu~DRql7J4N zde@KqIn|=l{5RtgClOv<+bjtZ5~QhcTNplr*1NrP;+>zxFO5DK)a~PVmdnG#Pm(v` zLq%>-u=YJ`iuhNiS>ITAf#$UPK!)AqjFJY-w^C1P_2_#%zYi(G7DtU%wDI-h8E%i) z-`Ua&*NPNqjMbkZ;G<~I+;y<;vl$ZYi zvbT<}+fT96G6|6fLVr9nT{qAeyyS++lpV)@p(XFM4Vb+AcbHr9T0naMk4_@{5 z&+SWRd9HrTo+Zi~s`9~Go8t|nE#p?SXS(M71I#Q`#NkvPqk?fzc7L%&od?N70&91dRpQhW|u#(u^ z?c8^!`+0L4`TT zwQGLcp{Dpn;9%;g=T&9E>7AzxK=!Qf*mV>B5FZ>#8lA%UARyoovc5|?ZDHka>qF6? zr7W@E`M>t#*M2G$wfGI#y%m9H7^4Xb9Y=^#l(*CMJ2;B2m|BiDx_|p=nW$bh zsWADjF(3M+QM9h!x&F2Bx5E2XF>7}#43avv!W}UtM^Tc8xAtU5&O0 z8$Mac8&C0cua7<-p^L-Xh2mSVR!OlZnaT#w0ej~oImR(wc4Ky;yC0Zl_J$rWx#lpD zedBQ4xtIz@#NVeo0bDZbv z?O8t*WqV(Q`qYGOhGMaoCz2VkNgcZWmG+q&d2ou%{0_hGGZ>`0o|pR@_^U+l{{X|- zZQoI~({3f0J0-+{ImZ~!UQK9z+CDtd?*13uL1nI4YWF^94fbn+AtZMmqa1TzIO!Jf z+xR=}a>9I{B~c_r2Ww-V4S9#f3p-061;cr1<|NX&NtB*B86kZuc;MqI_q*Kv@==^9 z$I$V(+wB^fzBgsFT1|2Go6Pb68OiJ_hLXExk=1_a!0t2ktM;*PdF5{Z04@h=`{*Sf zbnvF!nUNsH%zzTXn;k3m)Amf!tUOEmAX?~p#3tuUp3xzi64=TxUj3`_Ek~6AJ@_^G9r0UHlTi4Fc^W$iq|{_@EnJ0cz6n0n`mN)gX%kDinnp!LLPHbZ zZ&Tks)%hplS^m@Gm{_({-a9rq-TTbv^{)?ysmGqQ?a`k0Hj|A?QD4lDP57+#+J3d5 zw2=7^_Ap9}1srfPKDFaESJF#ysN6v-Ch15!4^hyMrFy5vOQyf^K9Xm*Yf^2L?0@6; z#d&s%ZyQCZN3aY|$0M+>tjTQ}ExxQcm3wStXl-PVp#B0i#2y~g%wzY4W!Syjo|W!j z8KbwgbdJ{c+E>6bz>tM#$X}Q=fPi~(*1TKbltnZRKLMDusv}fCHgnsN`TJM7d~Lok z>Gt+3dkyQxqDEjpd@>FLfxsi4Yw?WEYFO%tcR!`@F_j!X4k`VI`7i6C!+bCOj(kn= zw%XUl{{Y*TdM<@DtYNuwUO*9uEC*~5dYbibiT?nw?}WS!@SnxLE!H)SN5p#7jho#h z^S;R5PTwf&&%Jtoz-Z-z_9fGxhCe#$NUprNK_s)Ahd3DLC)%rc^G~>c**D@|vvaBI z*KKj8c|T*b7?soK`_vG9+>D`-W} zjAEYQ>{T>HaV5HM+w-Z$KN{w>v|l>umHfpa4)z!=h2W9ft$LU2$)ni#i^saITbpSRl*#?m6W8&sj^j{BJU5^@0StD*3mWwC7&ywBNp5~g z9Ky8mwG_5j{Lj@LC&b!Zx(TXAaI9;e}5aqV?GDSp+a z%Bwe;rz2?tzH!eKon>5;Z5xMCN#aDJs$RO41;VWYsA692H% zp=RysneM*$X}K1>GfDgOJI}m`ac2aYT{ZZpbfj^qHRr=&>)21E!=v&^R7j33%Rkb2 z<#rpJ>|Bt%`s7RtWtR*^5t?LSQm3}D)q{+kXWs7*+nOF0-q&Q;>S$|UbXOzM9i4XV zCia4uXY9% zhza`-p`6oonbh2V5j2xGaQGa+Qp?wM<1J{%&+<`ZIf|j3Dx8aDbV|Zo^p^F+KUl73 z<^7wr%8~u&qGk(i9-lgAJgS>r1biJ%k)PSCM-GvQ)Z>s?ufoOWj9(^sCb{B*f=>1B z=Wua%C=j!)j5%L{ll6%&PnC*RE;oE3uxso8y8(Y!TbpFQm?A{p`v{R0y7qlPze9ns z>*HOW&eGjzZ8=kNkr0D4!x*&G=2Y+nSO|pU;2HcJ$!8QIDKF8^?LTe4?UT-vQ z;!(+X2aI?z*SNc~P`0soUbQY)ffBIrg@OmVrFt#CO8tfns@lAmp0t9Z{L$VUniF_* z`&4lG<6WYh7>FV1;_3u<5%fz6_ZCRMURDR>+PSXt^5OcgpYk_-7fB;ngDs?`PjOtD9^M04U6YeVa$cQaU8A<# zL7`ex=O=?h{k$dm78drBk=+*Dw$q?LDd12n@pfbc3UEiwU^iq?d{rnk2;JI@ zQj5ds-`!Yi(0si0OG$rpNFGDh`DbzkFMQ>%#Y3xi+CKO$+>QG z`em_yyA|?J(nBDkZB0wesq)a-8diJoA6`9cd}B#)SPvm zM(x~h7$?JuGy+7frxS&2QfLzY;NMv|t2Qju&S4v+IvV2k9t^}rb~~|C*~f1PAI8^L z32O8Nou`BklNuWjw72)JmIn~#l(@x6iqzOiX}5Ib^eUa-n}Mo7XX?CN8+l%&*25kl z{L)VnR`t*?S7Q_f)`yZbNGQCTtQb7TkA4+2J7V#uHd2^-Sns3Q5d)qN2hL+T!A_W; zxo#TvV$`^a+R0&{Wl+W!XfpT#3r;gN&fj&5UHG-ah3Pq%GSp=K{w4luyCB4NC({6z zL+K@|O-WEG`Cy>~Ia65|EGfo@wu>6?ld`>J?*?_;6HF*#>uJ}eG=I6jK|IFodS>iC z+{HT#_1{jf<>)Y%>PT#OPAn(xv)9meCqm^h7ul77CDZ<+IG=v}y#CpN?Xi;z&S*P> z)hLauO-6;h_+axJ(1MwfW0PFRMSWU(p~qw#x(yg?%rNkjgr-rCv~GG-)x)+vH6-9% zfqTNptU@fm^2~n!%8#q}g0bA@nPq3){`Mqn+8&ju!W$>2Hu*vskxG4^H#lE^hDP^Hq&uuTg`12(I1*b8gLdAmL-_Q3|z)Rm~2 zB0HY9eu1rT5O*1y847`4Txa%Xyx5z7l7fW4AS_{p_Yj@yKja>`7OuMGc85vNoh zemTSe<^HjEl5oXd1Y)3dOMfO&3>S+q`9RQiUtEa4kNDnK({xU^t1YB*8!3*PTaAlH z({dR&ob}fo$`et(xop^_hT&5N>*k=cdTS=-n0q02t?P+|(~HVVj0?(X2QUppMjN-O zQh|TEzIOW;&qrefv(q83{=Rg(4Hh3ki-pZo{r;RCw}DGgtgh2uMz-jq8?7eulO||* zy)?2E+};n2_+y!n`@*_70Flzz6G2Tj+<+>rDPqZvz{rDvFz`gav>emzm%h*z1rW5N z#>0~$zLf!qqgP26u@D2*$Sv8#mv0uwH@p^_gvjURtBqF5Pui&!d*$byVc4CRe}(@V zmC7qT(3X0+OutNL`etQT!_O9xU;5s)R@R*!Y&_=rz{m~{#2%r$XR4QbT^>e|NBZDP z@AL#aU8hbTwQIE=FqilA8zl3}LpFe46&Ttk#2?*H{ZQ#At&p{AD`Hiqaq20ufx1!5 zxxYOg;5!`D-c6w$C2ehrKB-UrFGpp041jvC^HlWl+k~@v@L`nl?$?guzQL z8qJ9#zf6M=)?IBx%dDd7l2LYelxG_#IKvXj-2=qx;5{^irZE=n8@UVIJa~9`a0)u3 ze|nY335)waJ85N;OGZiCv~@?xhr>FX_$pZ5HM{shB?2C9hKB+9v3(a#!Lv+leH?gX zA-oUU#_yU1NpFQ3^%F$CKbYD;w~5|ml&z;D1eO=DEz*VO^U&KwX7c%xNLAH!sEF*1I=>oHk3`;t3)lL-6t;ukA#X64l{ z-cLa_ix!s$P;)(<85d19*M2>L#L?%WPxpW{DG-TXKJ#~vrV>mEFu!oO=)?Cs(=Bpt zz3C2Pr=_%@1+Veh&~@Fff!%Gu+7?{G#6s+m93qRjPF~x8Zfe$d{QpfT>*%^M`{3+1&xn$hV=nwYamA$hMbD z{*zs^hV*ojhWYztax)C_uRKPejwsyW{s@|q-6=ucGcBEHGlkKAl+q&j6N10SmR9_| zw?fdvT^U;I_neW~^D>@N*(O@g6S}Kp$1z6Q!GC}Y1jPXRvOsT-6z`rzG_I@6*GY3I zY>qTegrUQqElz>xe`4*l^}9~Wvj~&jUVb`(Y_OnMIA=>3q>4=V*lf$N{tKh~Y>HQM zoOJ9tUTNdnbcIP_i})XpXPTG69hv8qvbpZxHb1xnNLN)FYg*#%7~sA-fwR6Ki>KkP znmgmi*xc+Ao$LboCV89#bF0yfD49m&PfEnUz!((JfnKSwi)V7l8aRk!Ry{H*FU(DP zy$c#TFBy@=9-nQNPb%4U!SNwVhM@<(K(B#6gB9epMECC&Ap4%+|yg+Vs| z!((=dDB_L8C3s5&CF;9|?3ScH*=#SgX=9^#u6R4-o`%O<@B8G4wZL4d;NpRa_oug` zlAX9HEtDAjB=nK`!eY!B;=4C;;hJ2nJF4pBP&mxMog4};9^kC5P}@K66MrLMv!h7e z{qZ#Biqts5>4}G~%EjBRh^kxkG)~|$YruP;eoTGTD|zHOtZZ{GjYt)GV*D*hLy9Bj z{3s^#w-Y^q&@s!QoK;KUl{o|5J4LBc2;zaBkJY9^(VzzrTN;Ho26Jhkr-=izb%ws& z{qsXsQ{L|*sA?{muKekPnwQz1mq2k)z{kwt*TuXz%ctpZ@7eJu=I<<9`A-jLnia+( zf2};JNE5wvdjV-Qewd(+KT*{p>3!Vtqt~+q`8I^st>?QOQu4739ssCRo0_S~sKGA+ zVtJy*SYh|KB9u>sjF!eZ_y_yDI6h*Jo4Jh}&@#B%HIH_zt0*TBKhCP{@x=H*iQ2wI znE#ubqYIa2IwZNlE7E^icLH6$UPl_jWr${1jmAKRD9Y!LFnmma>gmXaZTWImro7TIgH9H z@G!ju$>_stHSUzL9{8qE-oL4lmk?XmTGT3&n_^`S*)v7WlQCkT$t5L`*${hYE2|AE zq5<#4We@b`cyN^T*2`HcB$t(*LlJb z@r|*#vx-u2+((W1!gOf|=fj{)c93r8nr$#+;r5T}bNoS9r}cuM?8hu`gZLTLT9R?H z?oy%eIdTSNo!)pHEyMLUgC>#vwwjn#cD5@-W=ik0N7C8Y0B~X&M->EG4E$E3z?`ON z&8=T%Pv8N5c&jt1y&B_c53^=7kEA+r@{Hn*(@VELs5bGw|M6bcb2+Oi>g)dZ$)AQP zjW(k_jD1L)$g`K;&C~b?Jb<@^QGC+efoDuRb}%*91?jOWg)qc=V0;(BnAfwj!lmX_ zba;6)NbTisCQhQ0XkX%ORa1QyQPdRO{oBWCJOC~T)U z(hecuVvS=cw^LE%Hdb^QB5!DuQ)T^k$pebIMn1SbQ^T|OBh*m?{H+bbFKM@2dDX=- zJG==U{JlAK$1eP<1bv`yoq$P)i|s|WRW&rI`{pHbdb7{8c6E|bJ7OLwp5V$piqzvv z*e#_;{w~n5Ucp4}n`drD-!|CjR}A~BLn&EblxjVsWr3xD#!fj4-X&g59`ogbBQCd;zTGYn;b)(XK>L0!X%hAf zCkPuVzG`2WJ^*XpYBi+a)57wH$m{uibHDf?a-h5g>d=LBu6-qrjx~1O2_(x9I~PqB zu*_>U(yXWkON1}bmLZwd6i{xy#ke8i4lEC>t9Em}XPWqOsOJmEDoHtC_UTOHtSz_Q zO%YUyUs;aid%a>VnbVR&DIL`qLX4BWKd}WUAS3*x>c=uHcq<(R*|jg^@Rb5;j-n;9 z%LcDE|9sTgN$^Spe@D_jgW*P+^}`1L9kn)7S^ zmm+#U8eDw{A9O$7?9k8J^V(*g>oQJ418H`~gfcE5pG5Oia2wYm02+biUHQFGSijB~ zePt_~KDAjzxe0cfrKjmo5ifCVL15H>#A@pZoX3T7d2QiKl%ffVEt3|wmWmR5k-&2Q z`h#b7vkLN<4l`O5dZ&{>45c}Xe6`Fpg&7@h7K_P!R4tYPg{;PO{nN|GDkSn%B@ z(7-tqPn~BB+o$X8uW~Ei-``N`{(X82s!rHRsV(WY)RVHv@%>}>Yc-T zF#dS93hJ1qib3ylBy$*^_tpAWOIUwAWO;CToq4OpmvYzop{;28<6`QI`mF#^-(T*& zFw{$}7tK1vN^$46do#eb%{_QOfWoXJ&puJRA&#K}xcNL4&&Mv30^ zqQ2gio<6`lW?*%L@SQX z(jKSp`^a&2>HYe9L^_d{{09$r+A=$_%F@O;x5q>g?Ra4<>S-PKuGJ?hU0l`gU;)CK+Xi?~E8=fyFE4*tQ8!^p||S z<*5A#Y~MulQ@3Xm3k*CGsy{s&q%E>P-ppn|@uzB~L!R{%nY}G@5f>lIrtb1p6u+va zJN{juK7LKh(CO!;Sx z{^)h>RX*;uTV&RX1V8QyOoaCO>Mi$^n^AV$bi+{x=PfX6P!6LRjLK66c6)}b|DW#wx$$yS7%l4pUy^HcV%Cy&>HA^V-NnPWr{fl&LKIC$w)#i|t#}(v-y?AD4wdqF6^w#XY6q0HBb8(J@_;lt zdpnK|yw7JU(9UB2y+XfTLbtTwK97WiyF2mcc9Ky&?Yw{IJZiim=jnsW=_+>s@mkqq z@cwv6Wt zShADT#YNf$C@A(o2vhtd0^XjsrAP!yC1$|gnP#rziojB14lMVv&VF&CkoexCEtHkOTL;UCy<(KNEo~W=BPz7y#HWPK4nN43& z_TeQJ?L!&Wi)6_wdu&!H-3upzr7hwBlkS;I*NvbH?FMu-$$N4YXp%0}w8LvU{=KhiAr!a3<jI_4+uCYC=(2%>7o5gY9NywYcxnA{7YHSd~fZr;4SwejF z)Gr*cG0>-_{?&Sw+QgcZYo_Uu2X$}zhiPbaT5*_F&or}5Krb)BDWyHTUBQp`ou-tN z-B;BbCd!MXhjOR6=Rej*lvgHBN3DBTn<&<=NXIZ0IgC?QNs8RIveC{l=adh@kJ>mE z9S6SqyMY^~*CpuId$@ZF%HpKb`Ql#n5p3`1VRmNXMO!~?bq>7W%rFbQ13Br1!H!mSO6gdlnn+;}NPP>;mdf z`HCc~#M-2wqL`x3P*D^af?{de2~yG{giDm3R9Cq_vRH8<@MhmUnVf0+ za#!JUP<{p`Fg9}Zy_PR%Xs~p2;q!re=zr1$ent?qgbz$)IofsJwtM#>Yc0QdcK(c` zSo$$q?U~egIg?l7@AVEV{oQFH>T3(c%gg>pu`bE{ze_TkGOM*P&Xew75@|V5XDCJO zqWRMv`gBPhtMJDU!;{0WD91sIAtF`SjXW|jM>%=)QKi3Tja00O*)HAR4q4+=fmv-w1L_cxr;jzltU(XilQ}TYP`2{S~B7=W$=rb5CMU{V1kiwP{rIK&Y zuOnMdk~Y(yNwSf9OVsK9fWARaZd&_YNN?1M6iWpcF;`mnVFm$Tj!k1_!(C)XQnD46 z;~sS&lrhb^l<Vr>DAjG@em_Onn!V0v6v4sn$Iwhq_MHPT%sy<*_H_9WJXNKIL^sz2<%slf1$4cg|cy~RmS+DGyXgCRRbMvo=ibfCHR6(Xv zXKO+;GH!tWPV7&xm)%Up)6|_L-HAg!eaq{dxnI@`-eXoGAh>zv{Ep$J3wL&4jWBly zr|)Ru5P0r%NbX|jr*9EK|Gszq6ba(qNHj3u=_y-?o>=_U!X20ka__=S${i?ms3&-my zcYBqxam0wOdile4+DDuVubwg)J3ZC#V$a4K7V45p{B(0u zo#@%+$LggnsssQSA%b4QiDKY-jpZ>$+FwX*Q4jh?_ zXBTH0SgA=_o{F$xD_B(K&M;{+eee-fIY@7MMN3=aVwcBLMU_lS>hfXX6!Zc5wP8k$ zfDSjlg0)El{$e3vupbgnzNRQ1>VAv4f$hWcCz`-iw~%9Em{{Zes&CqY z-WdC$Z|_6G)!Z(aJRmTj)k*KdNrr{?Bu4bhZ_Qn(WxmO78_O|wZO>-Tbm4|AxtJ}! zJ;&#~a=$#%$B=w%BQE>>r*dr@+k6B188RJ8BbLXEg}JjKInPI;-$`d_ztZ0Olq6-o8bhg^0Deb9|cp@{D+5C zZed^Bj0rs;GpAnA7sccBsBtfv#ULQZB%%9`gM~UPgwQ^mAU>3m4D0w3!PR*Dc>)z? zKp1E36t<|e#(qqDPVtK^SYT$UBqRM17vsCtH@AcInW^*V3=L|j4pOCHa~=NO7wX|> zpSi1PgAE_<@ZcT+1OcqJqOu8_rLADtFUp7Kv;IRoyx1W#H|N)mW66pVpswU`A+rOt zhCtF)x7Mc~^h{2*NST(=+=ly`=l2kCiI&uCK!D3N)L3={u_+l_6wX zeXdp%m-hMk~|cg6`sJcMLG-c~+z>G3TW<{*oWU?*YST_Ebxs z#hdJPmwmX-U9F+kQKSN8#K$yE)KpHJ4@X|Y+4+dx-PdxiO6-Sq>fMfwskyI<{Qjza zxbOH%%R4w%2vc;;5af7MlQ-43V3102N%XwJ%9L^6^?7Y1078@9W?2h&+VJ6J>ue*I zE*&DKy>kfWp{~kho-@^2`43Mv-KR$tW0-@d)j8nhtT5j9LO1jK`b6^!alWi|^Nn{q z7hBIr`{e&Q_v5|$pmCi%)>r}7(^&1e)~?|>OKYoskL2MY`oKjAwQCaK$EWYj2{D%V zt!o!SgvV8(#IY@X(_-C#uqF@Ci@IyR&J7Xf9oYenu=C{{;Z82Ns)yE}CJ<4`9V!7o zAsX?()n<=V%}RDIJz}t6b^lP5-JDvtYhKTZw2s==sk_ES-wC3sc0>mTGtVp=k*SPs*vdJPR(lIu;%K$d$bjw5i6RZT%U|}ps?3Y5-e20Gf2@ha9l!% zhZn@fw^L2Iieb(L@GrC%siq*rn2+^C?__GAt&7ZFJbznbZKrTlWO7@HaqE(84(8d@ z6X_FZ~=tdmCeXnkhLeMR*Vpp^!hBONFU_H;(R+pTc^o ztooo7qNkK-IfRUS3AYh12^qWR#2moeZIXgMdwC~5yLq7payJVJC=->T{+*Io_prr5 zl74Ck`xm`8G(!2o-_j4joJ5t_&M*o&J<<{Y#+=n~R1fi=#+{hruA_U$zUu8g_PzlM z_O>^iT7HhUcU{ZdnanIfvq!QqjLXqFA{KT4L4Tuc>up`Y)|@ z3MJ_^&l+*d2lkgMd%aX9{o8kRe`#}tJXR-KAg{AK$OpGKSBCQ5<90&nJxvikn?o7U zO23EEDb@)xc!B@nUGI(D%3FIC8^5(w?h!f4dvom!<2SOf@`s&y5eAt7P6YlO5}gyPIGe_5#5!$bMx2tMdvG^FECD_A10=~>_5&|JC`YX_b#|GwVP8` zrm>HTa{s<9`vlCzQW(Ibb~5wO?_iS`?8mL0=479J?6=;&tLB&0Xr9($Qv?>c-BL{o z;R1iwW26f^Gh2si?F`D5fOIwwUeepA=VeC=)Qct)p;lvzN~Me3g+I6)a`n2S>qJGY z`SV^#?ZsSL`iT99*AyxO^6MRy{0}c3frDBpXxydb-$=rsipHs41!Xo=z!qr)KQ`HY zWS#OU{T%op$up#O4_uWbmMcFK_T+giq4{^eF}+aAnctAM2NO^=s7k35kHcZ+^+!4p zi8VHv8COJgukqfG>&to=b$-&pHT%=uQHp$-VrMsbAh;liHdECDIREcZLi)! z;Ej_ByH6{l2yHBz<(^*QTDQ9w3^fikcJif2@oOGIQn6=ZV_n6aKF75t6PNTTWT)}1 zxA>KS_?|iSy7p(@uNI-D-zqs>gF-&^VUhaNa%ANL`Fj%IwJAi7r9LX*g(sTqlvqGS z_5i0s$rN{qs1Fy}C|v1Usx3b~l$BA?z}R~!3j-i1aV&UJJySLbnObLVR}HP#xbbLb zuHc`UT3K0lMzcSAOCV#kfW`LPS+e;REi3iqlV7$TXSQ;n1b@2jqOStEJb)L@{F!HC zH1l_D>mDi5G|{RA^k~0%d_376wRDXs+lCDFG ziAnDM2NqEQ>x-06Ab}yZ9g6`6nTzKxuIceww@iF8`Sxy|!?O%R_2Z_NuA;`LwG zwLG@UybEI+9<_0VB$PqhdGgA)9vnD3Zr_lLqOH(s7yX=_*Od$C@#kgqstfckok&ahnXE91gU~<^;A3-2X3yeTwO}d*(>cGRa(S zH@(vF^v|iw+P5zr|I|b8YlFRRxNf1C?N7Jt1^$3{$G)YgMKTc_vHWWnb8o>?vu(ee zs}=5YUzgaBL0aOx5pBmH^XznJ@?o+`62;VZ{W|QSLhJ|8|_H@3D zUz~qAF>L7fZTDdW9IBuAj5(WCoAZ~RURN@<^7Qh4d0w0(HdKnI9h@3Yg;lMeUP(7;F?uy z{>53=;FR~*SdR_j554|e@Er?IROx5S!mej2Uu^L?&c;kG9VPdd$0|Ec%D5$Nn4Nb> zHJUr?mhgzAuV>vbdtDy8|KZ`C&%4z0*OGq_+E{!MC)O!n#QD5ItC0!6D^gHqU7Gfc zct3wDFOsRV_xr2djYxUjp@a9lFO=R0c|Gn0%=2-g#|TszqNnHAM~3rVCE~VM+QP8F z60L&0nf;Q6kDr_=1!N~CqIKp>@fsOrG zPj^czh|4nHcC2x$b!dHNbCT&98>;5vw?3!M^Gd?QaFp!Z07v|z6zlAdc)*-M9B4Mk zc6cnl^!>{isv>4y-q40)+(46EFVSY=>*H~mWM=y?;eJG-VJ}+qM|S(zlXUL%!(v2f zC}i=d4jc4(at+tFe5dEJdSxWs--n>xSRt;|xMkrMeQ6Z;SY{izF+0979&c=+zL_z@ zhZ5p=sFNNmRN?Uk6?#)pq=mPEo zdf^Lk8e3w(+!eFMWCfjOOeJ5#C(SiVOLOARvFKxeyTNt!%*m0{Z4t&-GV5%$Dm_1g z4884jTibiyV|7sKf=r-*0xku3!Gya!H8y=W?=Wfzb$iwDD+x?_bkOFrW2fzcwNn z9RJ9)y9aUWD5@O2an(cX?)BV0Jba=p8QY33=k2%`FwL=>&@}(0m-t#lM2f`^ktgR- zJdZ8vk@Ra4zfa63 z#}{tu=unKg=$5;l!LiB;_$DSxqwU=2R{{f^ZGde!OlCP}<1aHHkw22%FY#)YwghT_ zOdQKyGjVj3Jx_wCIn`fkz@JeFgk1~n{~J+nwGbNlG)5(c?JZNHs;cXZ&sWd zBN?H#mS{@KXEBU)YnAqnoO3dFUe}=Hn2W(*&qBSgD~zNE%P;@o!nU318uwfdT;x~H zI(YwoQoav?vFA~7&~SJsGIuP(nXz6lh=h@D!q)pEzpwWQ7zf34_*uFbnQJc1ZS>h0sYu$%z zbyvX63gI2kn+_>qjXi<%-2nX{TbUGFjUlS8XP)wq(OVL_q4POq@+&D;-H9eCJGp5$ z8V{8HqhlJ7cn;jmk7v2fO>%P-S70`pdl-w|q{q>6PzSJ3%L6J>6HM8;=&wAD;=If( z5VEzcbIH#Z6Z;2on!1oEi_}WGx~Q{qlaY@B&2#7Axl{9Cwyi5GMoqhcP@!R7*thE~ z-1z6NHy`)pKd@zDlprJ%lT~3WVp}=i0$0NFxSDc*eZ;L5wxl2M`SiO6!c{ENaUZB2 z!xiG=(VXI4znFwasWwS?Ms#D76D@ChkY$taPk^Mu;2ZA=kT0$=S+}UJ&fM1jQy)29 z{>_reh{YH2wt%1$3M0;HmMiq@RX5TXCoq1U> zM8S}acp*^DtemYM*XLZ40+;4=uDEqBefP4IZ9_Ws^ho`9{`lTmDdZFX()Y7W3&BcX zvt99Xh5JknLYVd{9gfMO2PFRaRmuZ|&}`8VmI-c{yDoWsQE?Bj%a8}hKziMOVyUCa za0fu0vfJwupde13YnxJ__~u;rIxr@LIa#G4QYv4xDLmUNcMg%|T5DWU`$Wv6G7e}q zeW$BeSr60FlsiCG6{Oe%`RtfkEs5+lzaI?q3iGdEf#d5^GK$To)2!15D5usoDMVpX zyZtaqPoKfoT@9{hpB?{=-EpsYVA(}yq3X>>%I;8C%jZ#}_JE5rOJN#*yd{!p+e~!T zt7VUEGT1!UVp+}jn^&NVuj%$<8;G|c>-KfQgP#kW<=J=@%6|j;Fzvk;OD0P2*|u+( zi<4ca_L#T>kcd0DBI+5o|D^K{rW&j-a8NZu>9cExo6}Lfi$)5vW9i4cC*7^9ylU##>q_xILIpxFn zdNWsaw#Ov>C585b3W+3_Y2<-fBC-vaSaMb+JAaS)!l4e-i~&o>#mi7McNz)mC1uGTeMf zQx>xxIpWkgFlUKY*pZLEEq#7sllvU>Eu+u@Jqb++6;rFNNVGeV^_%wqyPev67)8F!%OCu~Rpj3{BtrDf>S_V3@0~tWz$f!amH|+Kzn>Cb z=GndrVD-Jcg=_=kF7>r-{iWKsvpoU-#vVBi(RZ=3hFrK9tR)WgKvBnCcN7!Oy`F(F zSM#GnG>I1s1i4I(>|%SKTr>O(57k!|7n%@X6hIf*0yTe(XPZkd>2kXZA;Oe0;l z=X~UBBlB_|v$SgpFOJ2hdy8KFO&B&hXPGrT`pWM9tg@davuon4-*rXZ_k*px5vVq$ zcrvf1UjKqkx>jyeFy~Z&#W85W_j}sZ|1O zz6REBEi1dmo%X6;7zgqefSO@@SE+6V*c?{A-gQ*7cpCw6fJh&Ak|nvb9XT(qR-Z6vr^@fAXFumwp~_t4%Ffrf!oIEwr5EbM z`C0;)0_MM^@#bp&YzVD=g&c+#!XpCWQ~N`>x}#8|g|_X6IU3F~@}+ZvF7;U8Yw~A?#*bnYKE<7g07*~p6i7Zc)n@$k zQ+QAM!+)_RG(M1Ucf<>IM9KV`$HSvl#U0;u9n+6Uhdmb^md@G@g8ejRuii~W%f#^H ztrx_sxp+_i0MIlpnfgn!onMn27wINzW3F}lIjCO&=Xb!lt4#K7S?G`?*C!m!GQY^B z;xI-ywc8Bxje-KdP?&X+>eBa3SRl0aEZg`~yv7Y=A4igUdg{uEcrixKmVE+Fyy{rn z;cYqI=zUR7nEFXMklid8aws&hp!(5uP5dPk0AA*`PMl)?sk9Vszm$_wZBYiE~*tdzKIa(i@gog@Cf)a`k#$t`HY6 z36uXDvDu*D?J;(YP5=wUWMT8m>sP853^?u6O6uuYhY+cw0{(G9T2`ScmokLME;TeR zf*rw#_))rFDV;6q1b<4Y+aOvRB{Q z9U3brr*$0L<-%ulKm7L-)p3`7-s~v?e7vhF8SiGTN@V?zh_gc2g1ln!$+4S;rus^n z7$4l29=Q!pwKpnLEqWuQHdZj`ptlk4Y964ggI%+42wTt!3f~Y!aaj~GGTcG>%QtM| zMYBaBA0SDuMbUX*1b`^^8zViQuh8#I7}+z=elQ{N@;hlnPWwlvj|I|GH)?ZCe@Zpg zSSf|Dw;ggcSt*0s6Eqww_(wYyQUBo)tZGHYqO%kwH1ER_B2j+M+3=8GAp9Fe7Jphr z@~yiPzgJQR;~?BqOfc7a!-9Oe(Vz~KN*e@m+5VvhW5loNGPn9U!n$bA0~d*Hf723{nE=L;%DzLbY#`RkiiVd8lwIG9scd?F zfZ7Ob1rWA4CAspm%EqkBywk+ofS(I98o(`i@irqvzm+xXjR-Gfff#tlXX?J&vQt3y zjHs1W!4&0LaB5QiT zuh3#e*Q7aA9hn@K$30FYhr4z%HxZwUQysn2ac*S2GWnK|mv7hfdd|%iG&n&vVWPae zkEEERP!_5;3Z@MAk~*=;^cPipAEo5?=EM$gBn0A`zhBqun&Q9473whmE&X(tDWRqGdno>eV z;{2Q!0TISlEZkGaS1J*;`m|Q&Ah{GW z&Jmx^@)*Yu3z}ZuKWqV)>&%|=qTuhioTBcf7slR@8joe~QsDCr#wJ{`<+S znZ6(0De}3LTk*P!3O3UrL>)emXAa1kkBMdvDI_#R!_N_;^Ol*$(84Y{-lEXJJI=dm z@fS5?VUsPz6ufg|0N{fLhxR*WOHV{N^HdHOP*CP%ARp9 zrpLo(e>e%1c8vbRdypTwZq`WM_QZ9KlehSk7z@%~5Au%fsyMzKd%hk-0T`3xLkq86 z6*SbV25>D5mq~HivzPm0^hz{)Tm!$A>OL9awF!6?_L{K{8}G17^;b7_3Gc!{#!kmQMkFsjX7+n=93Bz-MqJwA6EW?=R$5_ z?%GvbvUIg^)ISj7J2S1$A;iTNS>oSip)IkQ^RBASU31r|FUomh!K{R&&um*fd_Bvq zu>ogbWBez=#}8R}Q5~3iX!aX_Q<66f z6s{ZAd7(yHsr5{{+oRVgc?|Et7-|==!-v{2Ho^`VmdIMKZ;(;8UHPxvUiqwV?rTF&Z$xj!X3p=N zcw|`TYQE6r?tHh65x+kb#lsZ<13O@SoIO)jOqUD-d<^A9kMN%?TpH9sg1LrlI?zT_ z!hC(9n6f=<2h`d+U6w2zUAcv^w|$QS%cQyBuPfLRwU(!j{GK)~5XD*F;QioZD)Zq6 zby1=8-r0ez|Rj$B?%svNWr{#{c&Cwp>Bj9*K^w%TT2pF4MfcK zQO)md`risGg(Q}LAQ=!VWN(gzTWshP?|`%Pw8Nm_=dzl9FC)a0??_of%dL5uw+zpGdQ!IYeVWncdN_%d9 z(1(Dqy{g58l$6cKlFe^4xK(pC&(LrySExyMo*sdD2b_5xA>AuKjJ?dy_D1NGJEgMN z8=Lm;cUsVFGUWe@!WN)fg-|{@led6s1pt#{WmI?ap6NQAq((zPQ`)6f9crScz;1qA`xq%od$(Re|LJ3cO7gd-M_+PTrsPb~%zq2# z%vM`G=>aZJ6^I*XcO)!mrf<2?&AwA-v5Tx5Uv6G&vz=zAGO}FkfZv36$lo*WfgdYK z+!|t1&;C@D7pl7^U)jif%)TvRi<)R1x~QtY(T!`PI#d$YrGoYwP~E!!4-`S`z7Mwo zz9$u#q@6U6(lQ)-!PTV)6x!Ew!?ii*KMW#?&jW4Iwmkc&aBxuU_kd7uhKsoS%vs*tv%cj`O9Z80T6tn9AdnG_7H~dABA=g z_Ka8=Cp$Phn8Fx2j$7{`g7L3i&XHIzkBec%DQFZ z$1eBSps^<%PZiz%-@a5@2g9{sxqlHtuZ#l29<}txhrIRh(nl&ru&g0tSir{3zMi%7 z(b9I7=U);_{a}X^ z>#0mI4mjLE{zj>oKm(GYx&nLG*sWm}ap5VdRFyu%l%2&`0(y*8$jpnw5Y)>Qc`^@C z)7GrCMMui{e@aKH;?#MDOxud8{mO+0C;~+|h?mFQSk0&0$`}vKIt~Omf4uY+E)onE5;|ROf?S zmGwyP!sy`rtsTJD(z}`C5^`8abcyiJRysa|q7@zpC5x4{n_e%0E9{yS|r2sKIMY2Mj3qU;A7LpOYXjeQmdg-X26 zw5=46md90urx!{(pMHMNzYTml2Y@^q;`60j$Kp$kD&Nh#j1Ye2F^-)&`q#Y1it-{H z^T-wCe+RVfPs3jdyf>s@N95gDz?RP$z$b4Wro9MjE~Yn)3I$>tC$DPxl^FY0md5qz z)vIRR_bU8EwJB+%g(Mc$Erv%Q$I#Y=<(HYSX|t(i*%Y9GjB;14Vt9jIp8fRL{IFN; zsM#zr!Qj^XD}1-oNi?X?5A|xjdivJWgcO@wXl2Pda7u4oe-nz2Pq@C;Z#=iQOH(N` z`LG9+;EZi-a5%4*J``z>H|^)B-xyS^t9s$e@<2eNJ*(=CGge6Ti_0cPCRrV~4uEI5 ztVs18FGTT$z1^*x5nZ8mdxeYU!we8xuWI4LSLA75z0YaID9$pDt~!0kFZ)n@V4vYG zzu`2B+AFDbM4BPy54p52Q|Xc`gZNkR6T}}9{5aaZ<%ABYc{QBAMt(<74&3{O>sf8!%V!w?9=r;@`yJZf{{X_K)izuw*&9`mU<|T00O|O3t}Md` z3`U2kf=ZSKH5ymg_3NwI{>9r+7-&P4RZSuEDEGB)6)< z;@f5r5HLCR1NE(GQFP%Iy{vh)YeJ%WTIv30$37a=KG*R(!x6|7+<(GTEyI)dh}_(t zLD%%JuC-lV@BB%k+d~_WZ+FVfGNC|Y{PA1{iQ&x#%{)7Bbc@5S7_@TV87`ue;pdEi5UG;QqZ1(g z;Rl8-=%f1A=O(M6>Ka^EDW+au%Vd}iv4H3fJL9c>mw2y5I;NF>XQ=7QEN){F5sViZ z$qnmSo(uR{qQj(IJ=TY1Z4liYX%t&a3~Yqiv}xBAwkx=L3rMn{R*~82Fj-YeBKnykxifP2I=(MY=!wYyb@H zUX^G`XQ~(Id@-ypR?lTjIoh0E+M#lyNGsaYmqgJ$^HSBw(&%iAf4~H6`glumw zte;SdI9F6dx_DAHQUGJqp$FG>eo_A1-w9jc7sTBs!|SchuQYa_XcJ7hb>7(^^Uv14 zi1>x^`^6p}_&=p+*1ER2rueJ-P35|}^Zr?2#t}wxc_$=e>6-Y@;^&QZpNM`xTm5eK zO-kk%65Gv{zGAEEQ-r6_Ruv$Yi1TaIsYaaC<$L)Y&-^61`WMrs)UIW6%N6=u(wl;t&cRnxR+j+*y5 zZ!}1_9@($aZ-QPFw9~(5PZsKuYLQx{wwklOvf#Yg$pL$V?mcVs<^@&o>Pvvxm|=6t z$F+W!e#RdUyesh!;GUsAuV9+J)Hhy68Hm`S2g||h?ewpl$I5V*Gua-F1C~!y;;$a+ z_Kfdy3{vhvlwRm@oMXLUkBI&yypqbo`%yFL^AGhWjANyJulrbh9q^~a--5d3=8xga zZ5rx0(UNH7%ktdvPHW;1ht{8N@vn!M>`Q*4J?061P~N$$@J<-KElbB(pF>ZYhB}R& zjg&qq{h+Hvum|%HWwvi1dmi0?m2>_GXkf9sS@$EXGBWiAxX9192ERl;4}3fO9*L~B zsi)c5tk($f$11FzTJ8ClaqY!&b|0}mlktyDxbZq_^H>Ql?jRP{_Ty*B`$6l|t#jp> z-8?lZQ>h&_JG1;F#AZD3l6s@b{u@~q@FtPAHUdb?1;Oi{)v>NvOKoX%(jkq6Y(S6^ z+Pyd7r@;AcwW)k5X{sQ&(#b<{A`%HxjDg$#0Iyp=v=70JQ^8&klT^Od?eB@qMOHG8 z$m6#)`Q3Or^`%}5-E97k!DpCk9SS%p%_+F;ulXNRe##%Y{hfRUx#_2Z2;-7XSN*N+ z;lKD3t=UV=cXt-B`;5$-ZA1hnlr5_LlM2dL(VPWk|cSjg{2ZR6&t$at#%e}v3Pzq1hTYa&^p=2-2TNUkIdvXii!vM$hy7%C|^1GRlMOiXK~1+qR9 z*tlb6-q$d+IiOp8QhnknkOLayhxTt#T!i{*@fV90&8Ch6Jb`@FQWXLA9S2(JJUZfg zZBwIsfR_I4VcJR{@uY0*uNt310T{2Z!9^-s9~++4gsV3V(b~!I+ez^K&AhsQh$7Z! zjke1iP&$P_QU|?g>sB%tvT#%oH+ISGT~B~vx7WN^V+@w)%EKlyGB*7I_phvcCEy=z4C4Nab$<8^ikj$!8!%x~hRnGjA8A}s~lrEH#*z&*GqSwXK zd<}SfC#T+DUmq2++(mC~=DNgVQ@oDDZU^CB1N&L{M&1vN{wucG9CryizwT3D9Q}%Juv>)s#buS57>cUB$9U5js5yFkY^&pN8eFc2e;^}+`@tatdWNxtCaPv`8K((~aY)uTb~{@XFK2e-?F53V4WJJ%Z?W`jleV<&en)MVGfs<2^YT z=D4j6#?sbUrL&D9+_@th=iZE6Cg}4`8eps65}_NGd|9d`rRb21MW4Tn;-azf9i`g0 zl{VlGcC+!Cm&C9%wu;{=$-n@Clj&W*?790n>AxQJFBn-p5@6%@z>h8u{k@H<0WP9)rOk3(A;Z-}le*uA~sjeyQo zh&ivCsgnCAdU{{E^f+ABExVr8@q+Wm8m*zb@g%?65!(ew?=S`j_iDa}Zok={u*-duSTeAn)=Q$$1Crs2}(ex-T?zoI7P*<>_P^nHFvelmSag?j5 z#VwaZS!`yN10;A(aH773{gz@dd@|NmfJqvAkXZ1bZR?(u^X7r$ts_tXL3RTvI0d=> zRn+OS_@)ns8kL`ibsKAYcbVOn2hBUa_76-~6r|yJ&qJRRN87^CJqPv*ySKR0yj5u^ zCw8qf#0ba$HV%7cy%DrTljH30K@zHl8QL&88LmI}9$3F=5Plw(&vC-{qE-&;kDhXv(JqvX>?O&q0_nf{VvSi}iKzHYmPe3co zyh9I>;!Q>=BVZ&TDL5o?*nMlyp^mA8)(6ehhu7#THFa7UzX!Y>qj*l!P?t%x`x8wN zcTh0hIVbY3mNW>}ej#|DEE(4BOt{a@mOuS!`%}XDNz>$(M|bkxA-{J$M{4-nMvV`Q z{7l8l6uWPk2Lxxoh(SB1sKBg;j*#Pn{p*QfTw_`kZO**p+3GMu(bKF zB_UND9A>tmjbvgJ25(*8daY=#A@QDsjEjc43QkENp4Fu`xsmN+T8$STr^~+_J{N1> z4)3FnS+)u14>C4Ta7W?=aX$oO)MeK7Pwe>7ipEUKBW=Q0*gx=5t6wp^JjkT^Hro#2 zk&kX`yxt?${Gp6nIb*l)4&uK}$tpQhyFVh%lW~l!cM{HLhUD7^-x3@S#~zjX z8}Q-_kN8r495X8Kj?OhCHgMR@d=ufT88yEVC5^4SCixWrBN#d7HTo^#y)isF@bgBn zxpa+TfCN_OXzV@f(&PEt2ZoG~3x{IoimIcz^Do5D1WV&j9zkU!O*9I@!<5tw}ym39IlVrDYF+xhovvTw!kH)@li%q=M zJ}1p(6|%QF!EI-)GeI$*7|A0By*kt3o{g@2 z7P{62q><`2=&}iwcx;UERK7j@Ce}PTBWhFFG*-bfTo0A8*P88q9{9(~_(c|wvH7r1 z11lE$pywFR;w$Mgl|vJSb6dpt?j)^=!a9D<=-KihjqP=qzzif;4062vE2;4wwsiq+ zlET?s0Ikn8e^Jw|kBn_$NdExWN(KvOt!w;5(2kXL97fzgG77jkEGgB*K~6ET(T0PP zbCcG`s(#MCCDC+|t6J+&#!bWlVKO$;8-I9u_N>2-o*kacMuzonAi1%*C6SZ@RQ~{W zkAj+Rlc`)?E~_TbA~kq`k9J!=wb_2qekt(0{sy(M({!U_e+-AreS`@{KJe{an7Kj~ zVH$VT_9-XokC(m`haVBN9fS!*uoLBSZ@Q?@ivElXvMn2sZ z2VV9423i2Nuz}DbkJ7%js{O@3pXhwdn)b6kXZ^i)r^3`f#M3Ah@u%$JC^nj~k|0B1 z0y*a%mG)ol^Cy$=m0T!h6AWjd#e7lwIvJ$XwNRj}f${)7dsoBf3rREeESCQOQl{6R z=5KhzPqw?#b$h7q8W)6>k{J)kdf&E;TT{Ul9lgihuc{3jFYPn3Ft@p z732OAls>c>kUV7I5O$6_SEa$QbHu2``HaF!8O$7+?ry%WC$5|uo=l4xHzu!;vs{_-Y>L+S4S}59rt@k1GmaJ=D2UziR~L# z)nK`JO0=pEofhwxo`?|^@+~?ah@VSjP@U2MUz}3DcDjPF{_>*xR&api9@y8l5&kKs+ z0&TllJiM_u&3bo zJDjT9wNr!G9o=6zLrg#SJqj(vjEzUO%I@NEEgsqLX$idyzZmujW zf7@R#bJyZ(kf(#E%(@&8!3a=z{>hYcwZ2o*zL3^Yp}K&^q0r~$#~|0vKLl7sJPP_tRr9WIt@q?g;~?j^_eW~|KblVsW`0qHsN-KpWX{^o;w#?*h-E=3KQn?r z`Kx!~?}TG}WV(bEe>7(=$oxGkn$s;d_;podQa60;dXK`rhr#w1vG{V@<|J=705MWJ z=dFH4T0iY}^FMaTE376CROw0TeF@}a!FISj?5~#oEzZj<%1#LNuc_l!Uk6&}pWTd~ zTKQ|^5{T!0!>K%1+hf(KZ_thqcgIaW@AEt&{zjQt9vGbQ=~>dF2>Nl?J?l$RkLO^Z z_2AVh*o%Ld0gG<+ZqsdkEWtIuqWoWR5jnQFoqBIvUyWJgUl>=xYId z#tL}jjycGwqMD8FeAaH_@fMQ1I)4bq3^zrG%&fit0EW7)Fo`u3DnL+s*D>I`eB5m+ zNI56ky8RX)*W?KB2H-PW()Xr%7$l)WT68(T7)Z;0!)KUFV`#3Byq0=O#)A#Fft~;( zHIc2y=4yL3v375i`kL%~Ri&FP7TaJ0&OqCU=QzeH>(hLVk&dYtI7RhGA)y5~j0i0K zz&Pf=T zPCp9XcWXn6oMh#$$HL#VDH3>%*qy~m!jDcX&HOyT-$kAV?2k`s^e>NL-^CX!tWM&3 z9tSwDKJf0tsav28yLWc#bBczoNa%KrbM))Mj;rv~M`ruaXr~7!99PXhAFm!e3xwLI z1ZBebUoL*oF0)%s6l?&319h*LNBW5uq48jq;NJ{#`enFbv;Y9@UiG64 zSfI{p@~#8B%<8`;c{n%C2{Ogs+^>wkZ6G3Oq$ngM01Dkcwf1e%8!O{)+etxaFo$`J zVYhMCzMG2@`sD}aeuKid{?Vsy=fzL9c&23~2n1souR6T(2(y}KS&FvoXSlCTc#A_e zP_6+xvzqYl8l!!>L&shXdzn?IHx_=m;txB)#i9*I#E!01PrEI~c{SE}cfq=^i{g%3 zD`{uk00l={@~PN~kP(1eIUP-X*ZU)Qzrwm+lWP{J@x?H~JJ<{Xn)`f9`n3l-OH=uZ zGM~3mT~7?Y{hGXODyycGGe+F!AEEcHUkUgZSnxFHx6qqul;;h>13fGB&dcIY!}qjR zZAQ*D+n<@#;Cl71nf^XsXj;QTCU<`9)N zt?pX*S*iKxiVrx!$2HM>OLO)QT&`=G_*G(UZ6R!Zc&?Y?5Y3?7z{eS{i>)N1b+P+C zB}e;JIG;Z1kom4lZEPO>t0Gt}OidXGR~)xO4Q=?I(n*oTP7srjee27$TYK1?{_x9| z$pf`*g_D~2tbN8RtZBwG<+;|bnFi7Rf2|db47WZ?eC_u~YAb70{$rt6hw`4y@gQ#a zU#zC?WVlui2Vg7Y-5m+mSLYkN#UKpwGhbKyKxdQTRhwNYBJlAvEL~ez~&o#j$AyLJ5(`i;V-w*92 z7V+7 z?h!sehN9(Gg6&dA#(xJa5(}L|?ELacl*u1^n)>VDZOTKaLlbRjzQRzqa0BED`AgxN zPITMmh9zkhLZL@e19M+c{2f@}@jbSiI(c_eX|Et**J)vp54RQhMm^Q3Rt}!&qx7yQ zl6C4Q*xS%r)^8hly762*o1O=cIV!ju`wHH_5W(;Uq8oU z#9tNLJo3z<)>5WJmL#wvC%+ZxIxdMPh`tT#T6L4Gvr9e7q0brfTl!b&+%<>xSXSQd zEd2Kxlw%ugnmL~XUP&j#odyH6r`aZxE9>Qv*1i6|bnqRO){F78N3ovSqC~QmFzfeO zgjr+ySJ8F#`2)TY{{V^phaPm(uLmFHU#a5WBxz5?T~U>o0U9U-ao_wa#ynYg{{Zl} zJUtD<9j|v1$>+;=QlL4RJ5T%eWM-C5;tEI(6sut^>zD50gvyyWx#gkmc_n zh17%9m|*&Gf%(_N<`q>+vQPQHQ|ho)6*^Ii-NW=fgW}`7UJaYeT(KZ=+P-L-M~#>} zf`DMU^MhYZ{9pk*8FRY_1RN8L*UU5AY~G52m4;Q%WBuCou{4r)X!G)S`=-w@{h=-- zhruebfJwPhB`k0-ImoX60R9P*Wteo)Qm(0g3c$=y8uRQqoZ|C?Fq4_r5rtG&Y zdE&hn{t2OEliB=Dw)vyo_9)9K;H*Hi9WSnbh|lCkas89)KY z;a`@2wEz-)W${5WC=p*yoj>WRKb?M$csJpNzk{{wtx7FM{_0DJ%xxXS#iJbOAa*tR z$@@!W$fC& zQ|YhxC#}AJX5SYUa_=R6GoNh<@ zVNPv@cLQDJBOIwCz!jy#^L?bU!Bhg=<_*CeNU;vP?dJmT@SB*H~etYw2uPn zI+cWX7dKYVxJBhK8xM2;0N1YLK=|X}YcGXQf2jDIOt)sX^B&!lMBJmx(Fx>1HRz6-@z=qvE5f1|(4y6~&A3aDnA_YA zeFzoTg{@ACZV|kiv5jo9@#K@yGmrS~`%UQHEAXxFg*44FThedink_~(C*(t&pN?ye z__zB>>i+;2yeXvkcGtsmX%Jc!#EixF;Xvm-I#xEnyWtd zbG(=sE7$@3Yu2YJN|a;l)}MIk(5FVHwNg7T2pDudA~UGmD3l&!?~kQ@0r2zo<&WUk zfE&Y}AJA4?rN zR$fQ8>kSj@ zGK}G~JgV!)*3p*OHy_V6mvQ5nBy6NW0l>(v-p}@C*KWQa$>R07fi&30e6l`#dk&wi zd5oGtx0T}{xmMe_17Af?14=H-Q{rmlYs*GH$aBG@@krNmIgbC zBiv(*huw}l;<_K(Bg8jeEBIaTk6F8T-g}sCq-TY8hWXbVcjB*q!8`TK-6KT!g>j{u zHoEg{<5j&7br8ockr)sS~e>2LZu@F5uMrOR2p>aZ>u6n zESsf~W7ww!!yZAeh~{3|%c4H!tU0KAJ8IF~`0K-(e}w!Kpla5>CGgI^iix0=im^1N+%fNv|yUbEn(u zIE?6_+ess-C)+jay3NYnf5AVzBWoLB*IIKTft~}Aoc%wYc?ZJRYiqw0 zfT+Rrw*xJ=f<{h%175$gP*df4-0S+qSyQ!5wLJ&GdS;QMd=+04+S*0`00|UVvcvYp zJDpW|10BIR86D}q5%|sG9~}Hg&}=+Kd@eNj1oEj^$`$?D831$X&1rl+id({;%4EARsd(X;=bdDC_=Oaqc9=0yY^LlKJR%p#R{2dX~j zCyyo_IqrUycxU#o_(|bUhSrv^;>h0kS+ARIwcU&D#@+`Uiut4VDDnRQhcqvY-Z9j5 z?NTitPSh>b!*OzOuHJUypVq!yk6qF&Vp!D285jhp`M$ZSr}1W#RECr}Z@-?0vB3IQ znHp{oY7u&xN{t$|Ips8uvc465)ZPjBcl%lVU-3?_cRT2s=}2uZtdk#&C7T0X2VFK#EbWC<9?a66v0@d)uom9bSM0x)xexWV)o?eA73 z@s5_m=4B*w2PgX0Q^L7g@n>BZhow$@^)1H~3rd-qS+Xu5}o1EsTWhv}RTe#Ec)tz8<&nUYZBbIS5Wd zbs4E;@r{IXe3PhC*k_NzrQv=4YcN%4s#2pDqi5Zp3O{Zyhh7%(&%_N=QaX$_TGpVq zR?e2}Nkv6odUpr&tth{4UxwHJ02W}^cj^)8vDx`vV_G(M?#biRfnT5P<4rjU-61Rv z0RxgdRh03@mhpyrkR&_>Ammn01E!H?Sbt?1w<#@jKF0m5ziTf5d{|!vCx>pY?-xzg z1n^7` z&pG;IifzxtJuTF2xg-Jptc;A*ybI>%z1Yp*V>!*o9wc4Yr6U|jW5UfxExRdGySN{NojcXg6 zvp7A9=A)9dwNW~iS}~_*JDN(;1R&cM1DxlYdtBVZ2t#Rwenx95A0KJvLg2EW?(O2B zzVYR((E%H~NuRrp1s=|~V@TJ-Mh&SJZ!V`6^RTkQDEYGa&2Q=Rm(md<3zHs4e!i8( zzl$New|EIC?m0e{)#*(T)1hYSsxWhm)YpX65|SqiIMkGyXVRbWPk)G-4}&$I5r1uJ zFlnmnr5<8NNGCb`$LC*1{?mUKyer~A_(1Kny><(Wi*FFyUCLpT3XrefXFi|Q3jDg$ zJWmgY%+SiLOUb+B=f5ZURjIxv+9YKWX52~KADo|D=DDiiD%87<%$Teymo%rUKKTCt zf`wH3bY+7RPl5gUG=b* zHn5scFLq=nc_)r|ug)g%^_d&g&%eIm*VLcZpBKbC1Z5~*G6n`lez~n-hpia3XLAP( zBwdvLXY7}YzA$)q!#)g`T^g;G?Yb}`C?-~RQhP62q_-Avg+gL-d9l&{#Jl4`I zY4Var@-dqHtY3@vaE*xaf(9}UI&`VW#hov3D|0Y*<+|XWp5vu?>np6EGe*tf){1B9 zb&u^8@XuG)^xGXPT>^WH*vV;7qGP!%+yP$No-NSY&92v5)7sTe(=Xbi3O^jz;v`=c zY!W7m?QU{T*V;zVdwbMUd{MKMVBSd_K$G$o1D>ZHKT6Vg8jbCtHEH3hTJ?25Q0;$d z?}u70x2;-gULv=%xq{{6`;5VW&?GM{0 z;R|b^slX#UF}EX*am_(v;*B!h!+Gjt1mU(G2e%*R0-W->xbrO-ntB0JQL#$Q^I;ikK#)^>E8Y+-Zdu?1zeoxrFzDttLT<`HRIdrc4y>~$!XN& zkV)e_*W#RC5UuT`62W!k$^rSKU9FSuD#-Y+GmJj3IKUxxy9@)z@~l6zs`{DASV^@g zPS)ssf#FZuLhgSP_;*Xc)~!=ZhVDTzDYV5HEz27A=zc%^KJZSqj~2UcJU5p)-qU4c zC##d#e}#T#kBD%{3w^9Jp0DKsNaG{<{&k&o;`>X>X(5tjc$v2t_G1UsAL&`gCvB^q zg?!5iH_FzYT~F1WN8|5;CDpMnkF@y4^#GW1TzMF2c$8)6V4;oKs4+zsRY_pPZG6pbu z*Tg>%_01r7zgC}1CG4I;VGMaA*ZltgN)~-5qTMV?$0bwc&#z9W807a9lTV>Lo$VZs zM-JH}8tubjmKsV?xyM;bym=ciwENe1fR5bAK_`XCG`H__KA!9LHd1?#YqZm~{T9YB zJm`_LoCT{h_{&L^xRw-Q{?0{r&ly_wPzrfg8cOn>rY!LMpJ>3MN~9Q#ofcnA~JfyvKm@eOCh8b$rC8hAh*m2g_QS!B|{ zAUIr{o-~2PIrQaI(E7doRTAiu!Mi^n2+pXS}|-k|421E#t`woa8pcSf2qd zEHyugdT-lrp|XZJK56ART>k)^SC_{6c;Y*Z4?;SM(X-Sv>lwo=ilu!ATH2i$;b=+} zmgK6w+Yt(t9>=(T*#0oNK0LLLLDwDZW3!4f)>564Fa#DLag(1)^$*#T_U6$35PTWa zd?BoOb5+zeC?}p*zJgT4nH;w{=ZuQ^P}tkx1f(8a*VLyUfP5%E=^hz6aVv5!tG$BtCgc_OTj ztd?_yt6mt1Zxol@kI+x}Cyu?OXnqOtRi>e;SX)mu`bvp4!lSs@Mpq~4URVDB1uWKd zjeEyF3YN!GwbWMLCP_pRi3)to$?uq`*Bh*!t50S)`vV%EWZY?N;*0%5H8>?DnW}U0M}A z)S9)A)^7rM>qxWk0NtzDFO#N7r*z6$kCbuGTKw|+R7s-Gzbb(oj`_(w{{R~E%U=+| z0w^~QTkeur;E$$jt<Iiq=c;6!vVX>TG1;?dT@MMw6XLY$toOAEZS<>znPZ-`ZgAfrh0ghO4>)yWRg*#G6 z{PPnJepBYX&r0}HtzO;uy7CK6o_uTNpJ9+mIkwJnhzCiriE9m6b;T1v{QKh~&aBoXV) zW_%*ou66Ged@Yjg9yzZyjY1(Di}wU}@^U{c`-=KphZS0#2}4VNz&|$5<2YieMlbrg z@(+gmWv+Y|`1fJr2$~II`twb@wYw6>wOMWp2_KGx95y;+W2H^;H{g?eE&jv1iuxO? z4NBY1fgxb*pbU`M=xdeup?Ng_02T~Zs_iYSO$pwma_a5R(~9W)ZF_HcG`}G+5=HYB za(6IHHV%JE;>D@eq~_kY*!6Juw}!_;l8yO?{1NcW`19gLhlg$Si#=LAw&z|AbYf(M^2m+%MmvH1E8%f?s<=9-!c6@VRHupk z-87$*U+_a`ZQ|>jW>u6HAdow7EA(&R4~{=&omb(aXr49j z9i^_Jr89|jNpzRE`$>5nmt?Rhln|<*h6&({ZB3xs;KkRXO?IlFc-HG!H}{s>Ds=H@pfeReQ1%%x8($| z99PSB8YEg~y>8a*{#b5~we(HQ-*52e*_mC`pabT>9eN7*T+0s{H56cd&P7_KYEpF` z$CkC_#+xI_Zzzde^ZSBn_xHn(4`YUw^a)_gTOO=)!Y@~d#sF$8;#Yv

  • o^PhzO0BnyESgbH=lMO-`#@*8ooc=klZtzd-QK4&|RCjJI zpCF$wfs^iiD-6`$*jQF6!O&%^LDJSqTUe zDqBC^6&id+(|l{;olnG8xQb6K&XGHO!x;H~wVmS|oe$z>n+3dgP+Z1-d?VzFPm6IT0BiQS$B2e$}jE`O}W4 zsf$pZDLd<9wf(I=5cq@Q)LKx`tlHk`Z49@qBGg_4)Nhchi z!oIUB#w;aADvI!Z56f}%{<%xpM@E*1j`$%XZ-_c5jhAe<3+6BbIR5}9zUTO!(db?s z1`v~^XsMEW8uL5ff?6Jn7MH48M)BN7bqa1HX)EdB(dF5@1$uYv;ow^z_*S+Wlu7qChU5-$&THxL)c*jo z)k;-#=2{;;m||9GhNtyN>ZPsE8@T@ff`4jq>#^%!YeqzoWGV&;`qjUPU$Bn7;yXce zrLyje<|`rjm;u_p>yqFnhOV4pP)E)&kUq5k01aJzr$uQpNHLJSdIk)Q__yHdp!lKTwP0}f@qQmR2lKD!I^A|##JSEC4E`1T{{Z|BxAVR;cx75L>U9`$ zJ$`Y;e?Smt$d4ljXyfp&(W*A+Q@@|+d~%YNSvc%`)BAizU*P-WAAdVZ>t7Q7&n&5> zU!dI1(sBcR-*2UTk^cY%0g^}fVk1rl@sfKA`3LrSvJIo_62?Zr${B$DYvD7U6uw96 zIVbM$ROK%}%)R4nMms$s`WLY?GchSPG6$%y4Dh?K)=NpX727JOr&C{Hc#lVd)8T#G z?9s^bvlZNffzNvRKf@Y+?Q-B}AsF%pPW)GI2xFmw#442?k>ys)D(6|mXwX;kJ&#WZ z>@0;sGOr{G;=D#d`$D5RR|j@^91lwC7Vrx}wMr--HV<0n^(z&=7a>%g*}&cHU#P6p z4=i)3DQRYZL1OYuL&>3og7>3u!0W$dZP$9Ptg+qCZsC*%w~V;}djaoW(X8Fx$MGV{ z-R@`98(>Yhh+-sX-oAhRn*2+ucsF0v8&861T1E_Ggp7bc{bs#G;t#})cVF?|pK}JE z=gA%h%d7+Ijw|Q$8s66srv;(;Rx1Two0KXftiEU1cOD;_&%zVT`hB^PZQC1o+s9*y z{NKISWV7+MpcdUFQ*!&`+mY9`eY@b#iF*G4igYRTonJ)zJRfIZ&kWtb?VMM`x}C!5 zek;CoV7o3KhCH5n8rLeJ300e^*`J?gF0~x8yH8u3kHiS%ztud%fnY-1VL3Im;H^1s zEm<`N@}dVQ_!<1G(mXS!=(_R=uVF`#^1(}V#Z~yvqgr@RLoaAhJh5)d4Xw0$j-6}e z_=g2QW|cVTe0L0IlvXA%ud6(_$Nm$JJ9e7SR5B_I?F97nJXeh^yyHW0F6*#PUJsrhO~Sgs*Slhz3;VR$a-;^V2oy zz6S9v&8LK6wv%kJ9DT_F9dTcg&KJc>=k3`3R^Eu1OuUqpXlNvdde(g1dZ&(^+o_{V0p*M=4$cJ|GEMlng@(~;`%q-e())IKY_ zo-sRbkc{{1+N)0xbt;?_*FEagk%1}sdFK^g@U&>pk&Iy1$2jPJKtbw~IG+(mwp=q{ z4%n=yeovTk0nRH&U%USROK9Kj?d@2C=Whys15rvXLsR5)TC3}9?YtDZyOo0Eh1_|q z{W9#qs-uP2GD!!$bG`*--6LU?l^`El)>i)jO$)iVb^27NYL-5S0F_EF%@eJ`y767G z45b8svYx$b(0(K;E|(rkt1MszALp%km7F=(;&NG3FnzS21NiC0h@R~!&Ky=?2c|*XqoUo z$7uHWp5#b=U``L?n)Ckv4uHD7m;@Zipz;3IcYhw2%<*N(RKPAdV_Zjtls>6w0*+-| zp5vOSYfGBuyH!c)%Dd7pu2^3=n+|bK0iSJ_bqf z!dADqAiD52_55q(GrWEhrXQA;=j|K`2`qZ6Qd=X`d=G9SiZBlzn5ljuF>7E3K*c}8 z3PPd-$TcsH&@3&uWaAb2y?9!k?tY`se8Dz+{{Z5!ZJ{r?{HLXPo~hzhwPU^_Nc0_R z*ZfBU&kVbjc=Z+MTDON|lXSZm1boN0;acEl6@GK>u~Dy9lwBT%Dr-=(Dal-n<0pzL z>iBjhP)7jtqP;G9MJQtJ(Dt7nM1$e3vQ=0SBINhR+W8AhV{3l$oHLA)bH`fx+u|hu z0BHDWs|9_m)2f^vsu!GB%K#Ta=)OK3(;~mQ)XJ~=xc4g_-&*!^m1=D>`PV&-?vJ{E zXTK3msC)vvx-l~osT)%w@)rPL{VQkUx5Nvi_-5Kq*r$d`Zc#+6nO?nqm=(%?$9kQ_ zpAB^#0!s#a8=XsVxW~!~QTp*;M|i8j*4m%LyX$%F)S~VR%(=lFX1^`Q6n`fNlJxp@1Alwuc~}meI5S*!o3yY2XvNJ{{VDnor}`G`-?04 zIuvQz+AR+sgdn}Hy4q~<-+(so-CfSAcPie+69dLoo0|JGLGa$2r+D@;1RzZnlc;mo z1&0;#Pwd^LOq%`7H+HQbm46xB!xDZ9@PKSd4mZHToU`jW|?FE4lC(ncold zUy;RJf}b0-P)<*mIL149MAxfVm|vBT<2H*YCFJv?$EG23pVGZPy)3?*X;PG9-JJO5 z-?G2*ug#ud_Obr}!qT~RKwQS4oc=YLPODg z3T^BUtyS@S%HBQjnvzp~p%^~r3_$#UrG9H#la?k_`uk7R_hBt#C$}f)ZTxXkd<}F| zfI%3@$?IP*Jc1&jiy%w_K>NoXtLe{c54Sb!{{Zk#y&~gIu<^9>N98Q-WHFrNs>}X0+mlq+ zk?wb9k&pI$SLykq>)Tl`9(hH?5k&|CVM$A|`tUJdo4>U#j_dJjUSh<9c`Ui~%VZCw zewNqf2klkk7#rg5y71jb*6VR3ZMCuv8orAkD`DokpC^(*%NrKD9!ovEl1?{q&u?1P zx{Z_J$BbfUF@a?eB(6h#^>bX+myWctc!A{(+1gYNNUrb2wXIlppT(;eerQmp4~P9zH>gWU<|nPo;QmzPEW|lG{ZwNLh;z4|;-aVq%{&nF&1en)PKytfcu} zk@FO1N-flC?DfmvhZ$$N2n+W~gZ@c#hy>ivg?ob*{yPiq)QU@l_|R5n@jgOLX2; z5fVwj8NnvLko}YY0A#DbkGfu~;w?*5T`xt`E|%707-wc>+&=(6op}C@qu5wLrZf!v zWU$E<_Rs8(2BmZRGki+6(&C;=n6+4LPuVz;{{VH3fDTQ1I4IL~IV^DEqg~LHu5>>g zzh|!i{5JiaY_%N^M};*3swKN>M1Jwnl#`M574jC1W|Cj7(}e@3I-gTtU;Is%SZ~Q;;X}D2yqsfatD)c3Fw28*z7g;ZovoIp(CX#LmIM4FJbpFF!}j*Aw_~G-l}S*v9hzpp#SaL0m*IDX zmcjM^0Ji9oN?`H=?NQ&S>*{Lcu{9#d}!XY%rDiVy=&l z!eDD-X*txXYab+hO7K&7Kg1XMSzjtkR>2F%>6-H^GG9?tew&U@IUk6xWcZ7w-$kxp zzN;j%-x36`A^Dh(U&H!WjY7E8&QBq~8tL}X#8Xp>waJYsQL3rl=iA@0Z-hKU;@^fp z7Egs%=6y=eOA{5Ppi?BI?>$K!l#j&Jf3&WJ;;k>?ufth9S7~))sTnU7t?t)ssfJ#o z{jc$^-~I`;tsN`E-xZ^4*|f!#^wu|4vIyl&83Dr)#z8gF{@;?s-w*yAtXHyXMk#K> z+(|c>&yu+%{{V}nX&KAdzQ(mzE-gj~_|DoT*|#iN22Kr6;ZF(bUNG^5Fllz*X}Pr@ zY1!x$_5O6m1tTwlq^<$oUcdVz#%K7MtIL4c(xhyjahI>oF?FR%oa#q&^g48T+U8o= zi{tH%t#_>WPg=dQ{?3M17HtkW1waJ;xgP$N#A;THr~FsDwnp-T$e`zrIONy5{?!l@ zrTA+bH*R#|Uw>oO*#?E>WgBG4p3` zVHrj(c_QVvimW32g#0z5w4wD!)?Q732VKsHcynypLr4udMXTZ-;&WZ65Y(`!6zeORLgLkUM1KBc7(d zKGo5UoV;LdI2_`>$o;l&?k;=};6}W%gHF4OTa{~TX51nK40DWg&uaMBR)=-0k{!ea zJBU1I{N}v;R=9)o3=?k*?a<(hDJ1O~#t#(VEMzf2eeqDdn7AT5l?S~@T1Ua@?OwDZ z;}p_9dQwxU(_QK30gsql+>!sQ#=9dn&@uvyGZ4mQJ1=jm1A~2 z51_>Wh2X>(_F>YXSsgQiG3sbZb`rS!b69f4>&k5zxyJi4VKPV#R00MDX~PUUE-}v? z{-r7B3F z889>4)vjJ!*lqJqL`lT!_h8{}0gIKb;wq9K=@06H3!NECu_3 zRmL$?mN687^y8s9=B?j;^6FJ*B=0AVywz5=5uSzA_VurC2$!*q_dEE2h{&ff`N zC6U0~a61FVEjDP^ z%IX?2BMfDT@=)>Ab*M}cs&EGHa4OM2Shmu0#YRz))ZhSkAdJxtRaW}(}kpt(HI@%AOk%*)w39pce4&N z_j*+}35FRU=BaYB-P*cjYij^<=Nu07z=))i7$Elm8hp?cUEDXI^{1pnNArM5?5B}e z?%KyYoTBf{B10Q5D5vTvzhVIH^2QA-N)!a!mFKTfL~87r17JM~H0+|Tk*n2RGC6F* z1M&b5d~~NvZ6BAyfaK>Vtu9y)9zfjS4AWcz82%%iXEa{#Q#W*ojkqO1kFTXnU{C^i zW7L&w8d>v4z!61w*^2Wp#rT8jC5T06&A@0@G=KenuxUCsK#*R>Q`u0+Z#d0 zpszsG;&b45vI>xZV?0+2w`O{V?TYTN)z5<>B}XU-$*&t6+MG{oFK?1|>|=Nu$?lEJ zV{y(n4eQ#i+1ni_#<#FE7?LpS<+0CfR2~Cq;+|KBhb%hu;MJIsob#<$@SPv>48NomE%=WLiJ~9h!E5mvOw;HUL$#JNK66x{a=NZF# z3iwy{RJ~;VrF6j%3}k{~^Be$n8vD!Q&Z5)kz8zStY^`s9v{e9^_r^$EkHnFW#=Jb% z@~D&SkGa7%tHH->{*3(Q{iY)^d|2^h;^fO4&GNay+%_%`)2(?IhQx5qX>}|?mNq1? z<0tE0t@}~keTU-z0E(^d)f#hif?^*klB0p_E6a3X_wo5lH z_zoeA>th;$zhUByI>S=CkyxZ|2m(GE@jX9E<2B7yjoFqb8`$#P^rtnEx0%*iRmV-q zS(<}m9eUt<*RdL|rEA7c$C)fWTr_zkb^0abT85P*l0t^%Cq)v1e(!(Ay@JkH`vL-t z%CU@Oa(L-p7vWp7tYX=<4656Od*+oaYaBcGFd<66y?8mNDxRm=aQs)Wk;LngvfMYy zzuq9PZ+iM$!(X$f!*3jZ$es`J9=R-D8u29JqO@e|v~BD{g^q+S^% zTopcqbrtjn!wY*)ftuLW^;>z3%yO$)%wbmvB9cQ8c>F7l_`xI}7JNafc#Om&zPgvp znrPz)9gkCi!2BzotZ?$Xlx)t3x=xamD)U(3BfEm_7YwH-_7HP_pxaO7mWS)SJ7GsM3~U7(Pbq&q?t2#C>Z*mNRX8 zDg`_M#8<0mKeX1Z97Zipe>8BQpT@p-x7DqsMFK$0*mS2fs~{tB0N z_UY!e>D!WbKIHgu`%id!(@njzy9!cB&I$hU9M>7}n&Q`0zt$#S;-7k)^c>?KoqU}Q z#E?ifNXiEo2a{h>{>^Z+==UQ5k)#FKo<={(ub;$awD6I0i`@Dw4r4q_`DComQ$=QM zV0`CsILF{edfL!!VAFNoD)L~lqD&7w0qb6M<3AlA4Qg!`BPyI@CqG}MV!y=AJH^(9 z&f?(PIN?|~e_HY-hp4^yY89KSsP9`aZp?Lw9CThsFN@5Ge~OGbQ@Fco1{z0vC)Bo|P4150-U?GfKw6USUQ2R~ZxJZIp| z6UBCd(^H6Un-AssoPR3$PW$$mI=!uyg?XgSY5tcBnf-RS>i@N}{j5w<>%#_;qLDy-m{5*&~ens1E|OziKNxQ{f|Z zG6$9rHnHkG$K_r3gW`}(&od7+{qL6*<$tyvj-jY{4(dB>tR^rEC*B92@v5O{!E(N* zpH;fJmZbVW$oWrSo^4OzY-Lkyu3v{7sPyaj*Q$EEcJOhFCtPh0R zE3bvL%Uwp@ZkZz?nqiTWG5o9DJU61-+vsZqaKxz1&cT7x7#@|^o#JKf;;(%VCx@v< zG-R6lOz(U#siwW)#vp*qfmjj#c&*P3+lx&iXp<3v8NnU!Du#`w+v%PfWr97RsL4LH ztE5GZDr1ZthoR#Y#R)eh=z8^9<&s^`7V&4D9+9oe&%X+C8;}10U3`1-j_Ti2@KTZi z$zh&=8v3*1Yv`2&qA9quO1n@E+kLO>y zmG_v4r9zWkZ~7ipIP%nzPqFjI?ZcrirSNLz>;t~qKuI6nAlJkH0JFexr0RxGm@I$* zJMqsI_x}LxdvLIP4A&KxK4#P&$C~&D;4HhWFLx{{Rd1NHp1H z*!&Jd3;|eC_zw0hI%}C@bt-r@^f!pSXKAHrpJ#Bc_yYsKKJ`vVw$%JFIE_?>OyKt7 zzRIQ2`5&>+&+*ZMl~`FhZ{&H8?4PEKZyxIMd11EgP&~c-ch9A5e%W3uyYPRDG~4|$ zIPI=HwNZ!yhX>ag&Ofa|`z*~8d`#EuZY7G|DM;94VyaJWMReb`FT*$1Z?y5Jsgub- z&$2?~w{St}+M-%cpEk$lyhT!+^QqrW4Tjxw6>GXc!L^15=kB-_T;~29NoIZ$>TevNP74-Yy?v|1mKBz3*Je%Ih})i((s&C|o(m0A zPe~ukmL^~`z%|Qhc2iBRO>FrMA>iYh{KG86`z&QyN?J4byz>yN<*=s}XQ9@7C$kHw zHsDo@608m@Pvdj!irGiq3)Q*FO-Hoo-^{-pmOTW$3m=B9Ugr`K_gydtuUh=hoZU+9X>~ti$vI<%y!)R^X}Yz&zk}c> z0ldDo@>j-PRWEgUys{sYoOZ8!*Y3W{;b_rGP$T0N^2dziH+qb}!a+Qf*1oeHUM`Y} z>~MAlF~wA`eyroq&pA7}^r*Ew8+TSeE;2J#u&BhG6YEqpDFa5pH*8nO^Da~O8hXhb zW}&1>s9tPE%Z{A&6+=|;eeJEM+HiIbzSY&-SjjcQyfTH5IQzKGby8{0{u7z67ct=B zvBBdt`et9laKz>6we>%bIP;FNnO71#96k+d z04Y23UOVA3sjE7%0TH??=L7uWzKQV8q5l99R)Rzb6>_8=-nH>k!o^f~TOZKaJjSQh zDO9HZB#$7E&0Ts(^OZtD_9C>rQ>d)=@rU3j90S&~Z)RrkB;?AbFEHhY0fuV7h^`D* zC>k&a_eUTPt$CQbZk#keqE(da-u5?qAt09JcA!Pb!1b@T`~c403$i74jl5UH-V<<- zZs`xoTaY_f-F^d(C-4@Zv~#dFKbQ5dKP-%$c{}t!H{(~yhM|6}uRD2-vAAsTNbgza zPj)XWwtU4qN1^XqH*p1W?TmC)>&-!QyOp-7TyQ`hwe_*QQb_!kZ7E#l=Ye8F#`WAX zpm1vgR`Wi|GK46utWbMnrF8ePm}B{5Eg)fq7zF+m&+9V0)-p4x+6KZv=XNoQ=&7~B z3z}C)=iluHnDI=mfUJRrQ}C`Q!GTv-wJHwn>VNU!UB}0@Q{uaX!Q2}h9zh+ejPOGS z*7Wr%0rQZ0_pG;}W@$A2wb}Yv2AvZ4F2Y1z(zI$@2ivuLoBKkdES#}pypRFuUt8KD zMc{i8xP#>>C!pzHCw|cijILRVbI=~O;ZuZuvYI}wjGDp7`JY<7h{P8Jka~k&)B83= z_gc-eAz-=5C~$F_@SSSat;)1bl?NxBiuMoL-%=JjfMVFg44v4;e!G!4`()4OZYEyS z4^jG`t6vWkE{$rc4$z=sj!k-nh{d|slKd^X7d{=akwF2_9A>?0$YKC1Ox0Tv^JmNO ztGyRtF3-q*mGSTGoDpDvxd1dr9A}Vg>{VRvl zB=fbFLWcplPe+_(SO(VbuMVeJv6CyBkj(xuh_c3&( zIueXGZ2o*t?KWo2wO zK^)iT-;TAv?F;vGkd;3nIVU2zUx!+p_RI>&jtA1bTy9GkV53q}_m9)~OBX@rv8JPC zwujvQ2hP%AP1*Ky#Kw&kb5SRgV&kSb>qTZotKa!)l>p#&6j!tC5!A7;w^Q2ucM2!N zjd6m0^s*`*z<__Ad9RkdFLNXpT7!TUUOW{)=ltfro%n%v^ZYc|Rgi{`MP)ee>0c^n za>|;G%C-W&dvFM^qsgJo8z0R1^-pIhIUl1xu#ijt0EHK6Bw?L3km`TBy9Zy!zK`+p z2)q?^qad+$Yz_eHUo?NgKCTw$;g-52Vp=^}6LOr4?G^Ozj-Xk56@E6c!E@K0;Pw40 zyAcRRqgK@TdC#7lY<^kz?t81B5o=I1;us`tt%dE=AN_j!SK(_#s{B0oda?sNMXlgs z4*+dA2lTIn{yFPU7OSYX2roMcFmcnr=qv1R+51!bN5OA~_b}}R=ZaTc^YXqk{Hx|T z#_E*{l6Owup}!1QQm0y!G?H)fJ)8Rq(!<9Qh%MD(GsbuH&&~ZSwAcJWYvErTSlnLB zBDR@4jNtHFr|XZ(xz%4k$5tg=GI`5{_Udz3{{XaZv;CI#MO_1yL-X_)J^ed=b?Ic3 z<5j4wF2|bIpDLE`l;$nIBWPA%6gA6-zlu1ntz8yU-z!PHe53Id^hbcF7hV$6ryV4Z zcOP2(lktYNCY7mKJj*JHFLy>5k_!nBr*4({xA3asIDQytbGwf%EW@*U0h9cz?iK=A zEK`Ne!x6A3(Tetcd7g9#Q6s(rE_J|yk{2mO`7HyYN=9uui;0Y zc)wjuJK|;3)4!JtK|?#7Dvzyr&&E&MpGWW)#9s~HhyKvhwENYX@;gRXk>M)JSr9~8?a?Ya&jCp)<3 zliI$1tq8{xJVo|*UT43Cf}9~vacSDe+W!C-{{Y~i{tNNbTH0t9I)mFFEYjUUv5s-r z6ONVSnwRZwqU^)j+yq|i2+z{ItHj?EyeDaOBWaopDY$>FbtKo8c(=x9#4O5|(L)|M zD7fOQlk1f^=LW8J#+^JB9!hf5`U6`1q`W=irH0Tv(MP;9w4C4%O7%|w{@;Ed_$A@H zn++R4{@I@4)tXsm@_-;?oCBVwzdfTnE(lNn>71IqBD~4~Zk>VRy&5<=cxs;34DuE- zRjEpiRdmm(J}ZC0LH;BBOnKq8zi$p$I4kyTF^UXv-12`K`MXl_MyIOXG`ANL+(^t= z$nJ7U>QAYx((0pVMq}KL)fu>4;2bjl00`$b-6=|bhAsOT{_jsDbiNyJHu@)gvE7nE z$voH98qJzqd?VK+MkOP$L-Gs(^9~Qae4XKI3){QpWr)PN&!IK+Z*nGJ@WjM|V#eGE#3!GGsiNxa`9)8Vk zdGz}Ht&pk!>}x(-`DJgJn+Le2M+3CpUJiO3_O1Ol!wBFt%a8{+9+k7F3R|Pim0I=Q z<^)Rj5496OXCKnd&gr&~-eInO<^-RsYr zlhvNBIl>Ca)V71l#vf|;E$Lrw{=s_2v1RbT#^2c5pwe|l)#EW-`AaZAyT%GP2ZLV? z`B#!5Q5IMZc<3wZPuW5(Qs4G{@$R{$NG z@yG1FtG25v%wpE!Uo-*<0yCBT``6F5N<<127}wSN4#WQduUz~^7Y7)l)!|4=RO&f9 z>-rJ+g$wCZDv*Vf4b4UIGvSYfw7-L&54=mKLoC|ft8X;=p7WG0ueCrOxXnLYw|R8C zoUj;;j_h;NxBe$9C+zL;$%>H81;}O2G8M7@74p=lDszjb&v!VcoHRTJ@5YZ|1QA+k z)|RajGBXJG2IsC1(!WLj0N|URHP-w=;C)`+JJb@|M{zR8DsNDqCIYC&Imc69n0lV+ zK_C&&Pg7r{AMi?>pR)Kn#xClJ$di21b;rwr`HK2nLZxWVXTf1^<5CvX`BV0xi|n5i zb!g&*g6vN2c+a(b=L94BNw<@@HwU?|(a#rt$y)EmuZkMg?WCeTJ~sF4YwMv?X?A3sxGhx=>WX_mhV{u(xt(fxo+c9!NQ+=OsjADFLJ@R#h7pnlH& z5%D|!0BOmn>DsV>%(KJ*PcJ=3InGUaAMK%Wr(b*{_;A`vBvuey-XuX(#;5M|81IVu zEEZ)$8HSW;y;kVvtwy9VF`IWypCUZPq0FFge(*ftdsngk$8L@BJH%z2`D>!TUw2*z zuNE=J)~eseM@;=I*8c!xTZ3)mj}$m0D(L5uzcD^?h0&|uPyPv2v^H1%Up(p$xaZa}onBvv$LaH|A&r_ECI#ikT*X&a>w=0HRj-=spb*4fATtW zDPAt#N0DgPt9S4N!H`K4i5Bkd-c?Xsjo45QJ^R)Ng+cz()&MLQ>n!&P18(ZtmeMM&#Iizz% zw@u%%>YojM(%%5C3Z0fMdn3&wDLYwD$_EwAd>vTZ<0h3e%F)^@NF?`tn+lvU4}Zq=pC&L(Ld1SQec{{Xt+gG4IQ#gKO&?)p{#01)2a>w1IU%>-#A z=YGh>0IES+(lh5Nh@MV+Ra26bbxAWQXxoy|aEX8fC?s|xifhG?0LD6+ST16^L$r~K zu-4N{7+4`KlY+p1I)^`Jeqt9ZUhd>V5r7WTPob*|4?q=w9-_CrLEueC!x~ME-P{sG zCDcMx44ZPNq5l9rqOdIna50Qxm52ySamS}xf+AI#IYA7B?il1$-f4Y=9H*fbE4aB= zHONt8-GVSk@69=amIntQe-9a{R}vCRbm(ag+~jS~YK2wB*ryb>L?$3W&m{KEdLEES z(&7MxUAV!oJX8wAh6e{2$2I6$Od?$^GC(S|=VRoglV`J+MY%N-g}u6tEmC2|?bxZU z;CuO!8)P>Z4%=gmIV|3lKBr@)wxB_lK_PFLW4%r^D_cDZZEnj`^6ns!L~x8OnK|Tr zE3SqiLJ2f^weXUad0IqzSHrIt>KC&cdjMG*Ya`05gXnU4)Q#Zp7Jq8brvCt9%JUg}ozVg(# z^Q?-4J90ZzXvCkNJAuU^0ZAYgIl!ew*mexD&U0Eu*18jen&*873zmfnJ}^(-#}v~k zLNHXE{{RrErb4O-`Ht_pO*}{DINPCZ8WK?EyWUT1u{tkI6VzVB->Yh-xh$aL1Eo1lHLk+tl3wXb;oTF=Wq&Mp z#aE8m9bpHUc!{?iok8t`P zc;t`Py!!aMcxZD?Xm#Oe&a>scnd6S{AR7jA=nWu=vO6%&GHcTQKYT2=_#NXpygu5j zT9w2quPef&Y|lV_>&>T`UI1eSNjU`dt+4pIRq3h2W@U+^DiwJqRe3hE?qR%ocd5f} zRmY}HNu=rV>sp*v?lze+0Z?l8r=g819g*BeF!nsJ*0lP^y=Ev-lU(m(C6wfnGuU9# zu_=PN$>4)eSO=D*urJ(D@c_9D3C?(~l{oBkB;@Qhi6eOVeMLl!u1!6Ijsfe0v$v|t^kxKg2!y5}A1)qE@9T}$FUzMJ9g5+QM_ z-))Kr3vJ%snKk2P6O4Ie_D8jWi;N_r*yDUFFWIav`Pz2mH>FqbEzFYmp&CQENMX4D z05e}n$NvBX>iFfQ=@(ZMcy7?dh|a)jP?ib-CymwfhlOlq(>!eUlc@6}W{je?;kzVb zBi_2GVrf=fv3l6>D^PKarp~*$nsI-GW|lfP$uQSZJp{5OgvaWs0z@0`Ct zBYdeI`TZ;JABw_j4}yB(R{i4X%vs#^8+otKf7ydavXkTI!>vXcS*N+xrao5U091*N z@;&fC`ikYrpZiZEUT5U^h(%!KQEz*GM-Aey3fEMUe42(}djcxpU zy%!f69iT=-Y38Xycp&4EQv6IXTz=B}0BeV`4XE61bZnT3nBjr?Ro~h=#wagzWixJO zNjA!Qwn#ZYfUgremGf$Ct*(6zMT3QEPEzQOANErsKiW@9c2!uTj%Rnqaq=C%o_|{V zm*NeT*Zd>C8ISuFt}fqM`$UmJh3Gd1=chqm5`M_R2kjlDMo4I;ieWG#jk^v%F5f|4 zc>HjN$^0v!O9kZe!n%Zet}MZM7r#Y34uk1fW}n37USFZ>VCt%MqLS0 z;a)SQvqNc+K>*;kI`Lm^m&=%gcX44KbyUqD&~5I|8&WpUSoTzQYhso%ru z3Y?-PzUa#j z)REKcMP&?BlTOFQ;HuWZ(3GO}PpQP}@@gIxzJ}`V#wT?n9$?%b{Qm%2$<};7apP%C z-;--=_J;oeR}yUt?_Qhn#!Gh4ZC27GNTR*@i8*7Dk_Wc}xP5jRZG0nZJW_2fmIP!R zX1AOrMmDDPI_Tq`B`TFxtj1s2zhAt7%cd(_%0Gp1`d1yTcq_#o4xUKw>}6Gt?-R{+ zeh=~QiB77PtEybV8v>#@+^NUsT~5Dat?HUp#lX~Mx(YJsETo)!)>P_BO4V&+rgi?T z?R`%dwbx>I9%AfnnKkxb?729TLb_l>M6Hr*;>*~QYy2|pVA$aC{OjxA*}nAY{uH@b z$O1_Q?Z?np&1aE>X_1q}R3i4QY_WDBUOTXDZkPYkp}?diu14>v!;_in>DFYH5HlIczfb5t)e)R z+VW&Euw@9{Ij>ppzwJ4xTeNAZuiGM0qvmi9JM&*R+Z8y&_s2iQQ=mS6=T%&P3COK$ z;AvFSNb}*C)}<8pN8P#~#vcoKw%H?L9kk7YRe&H7@7&kW+AqZ0w($O$4TQG3g2xy| z^JD>l75PV}Yf{?+$suEM{Fyk1mBlej6p}a4pcyQZV-p6}!Djlg24bP$c>*5~+{?3bbQ; z_WcI=ptvV^0fsU4thlsah`tW-JQ~fF#m(u5tO+JnmpySxc$!$6mxHytksPgI;^R#H zKet8x!(cJfCnl$`kbh*|5tYPep7rp1e%ZeewEZ=#t~?zxfVdC5jQ*7kkNgxfSJLg| z()BM3PLDE`^AP7}*1Z~4wf9~0JXz(HxnHf%rF>0bb!{^K)i+2TN`g<`&$W2JkH2S& zy??@y>G20p+nIMJI`m({y&vI!#5jCqqFZWHNXpYb2yWh=*1c!N5{PYd)kZ9=zz{t> z>hO5VlzEcTocV@d3`JUMqTBR8IDQ-a0@uD3e$-wB)3p>V(&{lvpyL~I5A?6sO8Do* z_D5I!ulxwHfZu0NIgT^8XvydBud%E28Wp8m2~VHQ`Fu?n(XAyOwmdKP%ql(yYI}(o zkz0f44SWsoN;3K_>mx2&VoL7z>tB5S*^9s6j-&<45oE6XMT$QG+tmzg{1oqNl6yT6>f6i;~ZxUI@E`cJH z4ZnlWQCz$p3DIu!*AiMp&9L%R8uq@kQOUU1@EV&Hy7h;dcHt^uNHL6k7aN@g>-wQB7JHTqJVimIJxv?190O%O7$-d>dUO@kz6W~xOW(?YsW06`XIyr zP>y>V@v%~!8cI=icRxPER;@bz&ZD|M6!`P-$uH+v?Ee6FD1F#Y+~a{*8vg)*Zgme2 z!(!XZ2o!F92|r5uTUF50Ro3KG3i}&7LgeE)u9L$b3+%PsP)BpQBnk*pFxVdT>eR+6 zxm%?fd+hmm;A&9Lm3c$=N!}@$Y zBD|a855db%2Kbp`)1q8$&eMQ7uWu-)8n~4ji$;8AVHshmO0_rdMIQqAJK)y4qIind zc_U*IazP+h-oLY0{{T(9wh$N@R52r-aqCR}V zNoQ+pv&jDdV{?#%5r9Q~2k`?yU2{;5)ujkpMd0A%XP@O>pP+mq)00EDx0{s;4geMS zz8;-gwc4hS-SAoM9HS1ESlvkReRElqXmLX$0Cr;ryc5My1-)q(CwFT5XT`q+tu-q$ zZ6qO)ct-kH%3l&Z5p|^BNfRkn9qZo4P?xjSA7R3owhIwA8d9_Bk0QRfD&=;LM;_Ic zdP~KU!_vAdjS}d}Nld8Yb~&t#LrIw<<#C4m>*iG_8(kl@P^nKunaI@0eOvoW!4sdElcDD*4l!O&@doSrGXB}+IfFZjuLJ3t^bIt}{{RRh>f%wJ$$VxrIQJT&JP&& z`d5nhO6c2ad)gu$x!s)Ny{;RBK8iq9blJOc75N2LrBY9&&+L432A0&BB<+#`7 zXv(UVBN)g7IjVjnylHPhWd(XLUI*b?x^ACyd9F(Epxc(nJqO`bb$v4C4MmWlI62Qx z#=J~-FCu94>bLDw6FOf7uJ0havTkm2O?|)MTiDmZ_7H}~6SaI-;RR%xHqLQ?!>;e8 zeRbf5E1+BPmI?=61$bFyOJXK`&lpltp-L~KI=QARy9^5Yk&-I3$8uo{{KNu)@M`Qk zlq=t1!N-=xrp#t-9Ncf#!RHRdP*jy6lQ_6a&+* zC*HY@Ch_cV-h8fi^pmB1wo;m@bbgiM6;Jj^$H?w==O)*4UB3&ByE|7D+HLLBxkzPT zKJ0}_$ownNE_G$pEiGGZxZcVbjy~utA zgDf#fILHSXuS@ZZ2A8KN73V(#M$1%1R0Lyz^shtlV}AP$*8>4-^PF_tXx(gn>6l&S zTJK}YJY1;0V41LlbscNSb=#{b+@CZYA6oWL7Dc^XTjpMeCcLv(@U#-FviU2u_y^v& za_Xwy_Q%jv=amR3tC?r#oQw{q>t7ve7n4JH`yIY^JRW}<`!mMyBz^-co9j5UB3@%KJS zCmz-JTr}e9MM(Z=;&^+qX`f(z!Cx4xyc2D!Xt$C#pQ`Fs;@&;kQrIX@vF5(u_{H%C zO&`J+c9B3{Mpg`09sdBWeoK52)dz>XTc&Ce#_qP)aLO0dBV^azpA!BxFNu6E-)GaO zh`wBjNI3jOX~eZ7hsLB--1xuaO~>0Vr#bT9%rCT_N%ya?{s`U; zEB0*gCDe$qN~Fwzjse4xr|Ioq8Tgk$)HVCNxg?Ybo<=xvf-~t}!w19|bl-=XZ--~q zRy%u0!p4KD0oYf{@jv`1;V9Chx-;R7x!`d%Wm8DErO$rSziAJ#{8`dqoV+?@Qk1#! z*f_vKM&ADbc!GVa&i*g_X}j@ni)UyWTgz0#Mlp~^KgXKz%{St{h2Y&{OY3OX{^Tcj9XLjmF4tClE@y|r*Ok_a);(XwwhQAs z4-AVzC8gzzN@g>#E9UPdoF3yFcs`Z%WuNU3-T?SQx-HL%bm{JzHbxAG%v|~qYxAaW ziJGa(14?@G7JZ z7BYG@R-Wl1-Ip0Zh_0wnO6hEHRBRKZS|0|Zy03NF`3@oM81(bbxfNU9y2fzE0_?JP)AEzakl13mFnth9^m zVonv60Lf#(#eFUNB>W`Md_#HSX4b7f*levMkQYC6mgN3*=upGPq|{qD-AU7nsL{@T z&wsODh`(qZLiAbON2goa0Ay*`=W;KsI5qkS`#sy} z8h6GW2H!!qj>rws%#n0*s76oLzDoV1?eXz%UzQaLpKh5!Ly^Ou%DXcR3~0jecG%~@ z;%Z_sDNSh4KG9Jixe7T%{w!Ch`O6=GJU|f_D`+>!df?;w*PQ8ArcOx;80`QaMRl@B zWbmfGhC)2sV2m-z8CE~7d@X3HO?N*@gk-2YXlee&-WRv=W%cEi*N8N|33u-MMx`)` zau+xRp83Ulx5RJR*TG&gg)Ma-i&_na#$&PxfjGuCj(PgxzDxKk;9XP2$5WER*`bULcP->qK^@|@A!*8t4Z7$?+S*9cf$o z;Oe(4=#Q>6zuAZ3?DGcu8_2|RGD$<}*MnZi@VoXi_&wq$y0_FcNoAFx{n?sgt{b}y z9AsC{Uktx#dtFn+vFYbblHG6S2#oGV)<4g!eP5vJvsi_>S++=-2XXaNU6Q>@YB6aX z*ob=xdq;a8nqM0J5nEgQUh#&5;K(j6G@TAs4Eu`|h+uDT#GaMq*A}Nng=UDBOzbRA zApJdhSJ&UOoKLU*&_5F7nEB8=ZT5wfq^!$Z-dNOYY(9Xq7VBLHq} z^v!;8nP>EA=5H@?KC>&!sysAmxnAdu>ApIbRq!>nth#NlpB!wW;2;jla0laGW`Dsn zukN((h9451*G+>}owaB`(5`0?#=yi!-YVb9zBTxF;pp{UQ$W$BNoGsQyt1%;{Po6v z3j0U)Wwe*!_J{FrPVoJVw+m~j+WA&@L~h2$1d@C7uKX0KtY5N^Q@b4+&j|UN(C@!# z?H}y_0JD~%HO7mk_;%##i00Q#!$;q1X9Fxjzv|$`&Rn|u*CCRV1zB6l@rm_1n zYVEGsi(9qT;z;eo1BkX{ALm~WY(`L#fHBml>sO!rYAosDRO1Sc+F$e;u1I9i?grpV z2cP9#7sSskzh-}hR|SJg#_=Q_)NViL@UB~4j13-hAjZ*=jtApiH^i4w`zU-YWyaQf zz|1>g$mYIkgcE4@GpdW&zEpg*te+`WOJPH2@UPHM_$BqZz3|_Ok_$E48P(vhjQjL!<&T$m~WxrF)sOj4-!H!sU|Yocq}N$HBVf z`X`HZ3mZh*w+*@4GxxAK&26uVZ!PaND5qdnDb*5D!C-OQ>T8?urM=tyN56NoXrWgu zlIMaet<~&fH+O8rF3DqT`i{oG9gjUqSHDy4B&jNvaor?74awSm8mYf@Q1+ni46A9wxx0-f>^|CxERLX**sU>pAhbUvpfwY&)Ln_lA**Z zd0~z#;g8!ZSeL{<4E!l|HJr9GHT=vWnSm+_V07=CpRInMkiJOO^gbsOep+rT?H?b; z!bp#rG29PY^$*!ZmGR$+F_cEqjBCio<0|o9TBbJE7s73v?d&9XO+wb3CbZHDCl ze-`mryUOs-?sh2E;!O8HDC5?=3*ye68{j?NO{huR+C!yV( z=kTr10_vC7KLqqmF3Q=ZhC8X=UOrF@WL7VNHm`_vZPKE~H0gIE40q{YPg+)WEv}~| z6lG0%9sdA>wCBJ011T~E7Wb_CSbhBa{#9r8dGMX*ihNi0J4=CSJ>1(No!e}2fQ-yb z;|qW~^{rorHtauU{XnYjU$&N4agYG*Q~u84Y4yuiw}i~`UW7>0>_+Ms5_lQ=zm0X_ zF;a~g(}!6j<|^RfENYYJh`(t601WE7AAoclo6Ty^#8$H3%$D=pPv)Ri033Au`ukVR zy1b>d`L^u~$<8|(`u_m-zmoP}0{B^VD+u(tP3+!WQ7|dAW1t)Yd*j-^Kh#0{6r1A8 zvhcvyqgDzP5%gGU(VYh!ndY}G^0)_*d(*DwYj}~y2Lm5pdM8GCl|ua6haZhUQi;XX zF>pR$2fxz2s7WZFBPerM`JE=5x4LbS)NZUd!pJ?9ke-U<44>t16w%FB{DO;a@bIk3%tpXxa$7q{PG)A&AdG zU0;QKT;3bhu&Y|O77RKLEhRtn}Jhaa_y-&)(ozH5lr z2!oPO{{X73uY&cBrB_Y3$Qdi;lgHs)FpeJ%z13r_RH<4wZs^4_DIu`j4t?q9%t-(M zF`uOuma^KCk|2%L;Hh8_0RgY2Y#V|xP4~KfSgn`!bd*zLn zZvjSokALZ06|ofSB?vp%^k;&tM$?p9IlF63CgR@adzYF^sR?q(cqXw|VFgfa1E3YH zdmq`f#lTUxeeU&?l18@ch55UmTGF27)NzWnwH^>41ePCOl>x@`#ZRymIGEu}E`0%{ zR|>>;u7{%7#u0B)4bh~9fjh|Q?_K7S;$0s%y~VTSJKs1@7j%)i<3fTtyM zy0|fa3O!sKX~`bF`xf{ELimO8Kg1UPA<=DhojwaOGX1cfu|JuBc3?r80Qg7Y z=9S^ed@bQCT@EYBWmzumpKzEAe-3!>TvzOO@e@k;dGR}4xz_KjwCfw2Q5(;DF4bHe z-zxtA5yn;k48(NMxy2wVSo-v6}>c(`O*;E zj(SvjXNENh65i=7ZXa;S0wPHVrUp6uD%_fV?&fc?+{c#2*SBCn`VpG*KCw>i^CPNQ zS;jWD=6{(fVllN3e2T5+I?%y>g#tkizOd&_+NbkyT?*S+YUo2Fc+60FzzR zr*+Ks4p&M%scO$z{hKtXZoEmWYPUZvww+|kkKfId?Erh=HF=-L3&g$niGH^1(?JA= z6eo;<*PiwC-|X|?GQR|TSK`TJ`yIS5B(h4&%c>#3A4C0X=id`w86eU0_tEt0JC7(_ z8_3ax#EMQv@_0XozgqeD)m5=lmt*L$bbXErFl^-Rk~@1lc;gr)aNeS{Y(TWJRsimh zXC&5cr!rjL$>pX1Jpt-{y{lGxsL^7NXKp!a>dy zFQpbXO{-nOXA0(Nq*RXwsU!e@&%I|Vu%!n#(Hf}6T(R>ur0_ns9+7K&Y%Vt310+GC zJfQA9yVo;jUQC9@K_l9~Mt&#w)?b6)vr}lV1Yc-2iKf8w#H`5dFzhljkSpL%5_nZK zm9>V_b-lQ6o>3NXr@nnUSIT6$)Un*|O36yd^|AOGSbJM`VToDh3==DkfYg#k%^NbD zq?;yIO6bA4xiM`hu3^VtdPtaDl_fA3XDn;B z@WzvCsHMW)M6yE!Ei8}I8R`1hC48`!D-cvgJ3uES*F-Bvn^TricNoF`&QX5wJYu$V zyKg4j%sDHJ{xz3qBqao6o!pQsXI7o9H0BuE%sC>Q+-Obi&2cD=ReG_` z0Q~V^u$~q0{2l}FKY_dmV*+WS4J>MT3>VDp+<*G(<2Z{G%MWD@&wDMyH!gPn0O5~^ zemnllKM*`)kamEFB=YqZ)+xUORTBe2L3mb%6dq{$BMnLE>U#I>p@z#q4wy!i=^lo(cq>|>!{ya+>DC94-d>P=cA59&H#xIGt*KvuZ zv~3$shD8iyl2i9rw+Vxs`q!V6;;Y$Gp0G&UFvCW(=1Y~HVd3+jNvmo)&Ycv3!%cyU ziAFL=!q=6Hvw3?g$^ce!O6QJ!E28l0N}5%zv}H=_R{@<|k(CFb_Ul?ko6P2&feNP_MnT>697oji!32;U=& zoN--qpDgT*y{m%N5fP3@PkN1T*#KwWq%0pTxE1!0{u3%W|xw4s(N= z`Rv^#OGDVoZ6_rUnfndm2^BOgK(Py(c{-o=O@0O0S+qYFZzE!Mt^D2iA2(mn*Y5uS zi_&TInS@Fl{gQG=`~d#B#eN*#SXXw(JlM%q=qlXP+~I3(jE@vko{twf!01T(Rx%i45Ek%Z*D#q;-VUBw7kEx}b)p3eP>zp4+yo(Z^o1bj_ zZ)B6;e~DdY7T{^J6?a|3?hpa5%n#Wj?s$J`{{RCqk=!lRsfQ<%a=8i{vX&x9+(e4PG-*WBM2^?NH% z1bBK27i)`T)&9<|$AI2hEw??v>F-`vJu1~ye39$att>b1VXIgDPtPyfb2U zcNO-SNP8LzEcrKG;_)=<&1-W}Ufaz=v9yc^Sb7@H*X~uOhBl2>B6E}0u3p?n0>akn z$u2P9uLh&k^esy6+8em6?p`uC83aV2A6}KwhH-@NBhbxxdE}9UqxosB0y&S&$o%W* z%{&2VZpDVd7&~j{Z50_cxY3ZKnK0QME9jjzJ+|DB9zX;a;@hpVgzO?9sZ$RE@sQ#~L=tgndPE!DM+Lf+c?@vdVG8Fw+llh^rIQkuLsT3(52%a@8l z`@ja^r>{SNuS&i()rT@XDj9WLJe4_Wk$1*ACYz*uO0i8I1h#|AM+bItanA;|?sZ3= z-%yGqLWU+T{12~6#PLPcbNKqs>1L8hk|aiH09MEt{c6LpMe> z&4!ifyP0N@jB6)j!*xv|WRdQdBW#>074#>-^;YoHnH&wW@H%IXmEl(yC|t^0Cp!gu zzri69(N&1)Cj5Kj9R9W8=8|rWnffOW!ZNC)mqWDi0{QmN>WY$MIRmJ#JlFJ#T~61_ zyM-nGF~AIQ_}8dvw(85@%Oe8=n&35vWJsk#zq>gElZ<2vd<9c?a?3Ribg(yb-OngbjL@99}SB=9xX ziFDpTCOrJ5Mr#{>r)DzI$W(EhSAjeiGj5yE_CC2RJ4&(JLdHyxP6@^VtM>QO*=;K1 z4B+jqD$B(N+=P`#BN^RVkn2e@g02Z;oC@;mVJ5V3J85I0+H~Z47Mt-0Q`06AMRhW5 z;0@dw@BBaeNNRd>#+L`q3)Pt5{WIxaAeTbncB<_idFxFo#FMysX1t2Iej2C86W^zg zs*-!7?OzCf)Ser=gj?!%iSvwZVUQ2jy$i#--@|Vh#_YECMVs##4%{DV{ObEtM7~6|haS~; z;wGu%GvSgn`-sf&rd8FjGwWZT{uTJ$;tdkzS{vzJH8>lNNc`*7tp5ON{YK))$iGoO zIA#rwE6e`P#bMpx?sZ2ILlL`IM@R6(<8O%k9r5=|@kfoDeYLtY4cKiX8O?ry>0h;{ z!i`ea8NcB&u(xRje5qLO9=!pt%jrC0;olbB2ECJp(d#~qTp=G&~_Hm_)jk$XtC6CLn&Q7auUdO(E)}Io*G2$QD@?Aqq*6eTX zZ=_KJLoh7k2RI#g@5dPx@n69i@uE#4F7Muuhqu2pzZ`#MZ7<=Docg_#%6BmtRv&@K zOmyQNs+Yi6CSz#{be@GFNn#nG(~+_$0h88sI|hqArXcRuO(MI%cVlmwUp zK;EM`=DMl8O>1rAtD9EHkhajk@JT=YYU6$eFm=-67+)>OCwEhhn6CaE2`>CocRaDF zlX+m+=rhH0;pUwv=y-Ufp^B-^wT`32jZGfLX1iAhI%GeQVZyJ$&{u7%nFTNx%n#nzOE4Zq!f=WT@+1x0EQT zLFjY5O@C_RIbAeu=&&WVn#US!RU84*xL=8uGtH=5PYEihzc)4B>A4V(OjjY})4Fs7 zWGduV7{_`l=MD|Otz8}wX{k-7c;qCJx9?8S!=`&0^(%Yt?A?COaK$6Q+@$0meE$GS z%+R#>FEwYJ!m>J(hH=pP3hk`)OKnF~^5#I>aLPw&;ljzLlRbP(ifzesI?Me=Gp32u zh8!NX9<3@*ptF)N$}@^hYQK@A%iO_&-rM%jN}CUqE_~TJX=> zds2Hjt|g8mB!xg!&)(v;%2bvn9;YsA2I*Cb?0EkGi@ZY~s|dD%)U&TfT&S!600Mkf zYv6r;@ouD8&3!AUoY=rY&QKiw z74cufOKEhgT`^~sr46*VKkZ|YUukKMvRFXMa=QjN#eQ9vQubAU&mognm3FZkk81X-M(}5~!gu=p*JHzOY~b_TfDgE? zcf?kZJR=IBmAN2SNq-x8>_Q%Wdsj8$k+V)>poU(jHSx9IF0Y~eCxdOyI-XJEuMJDB zNRivc7z6#B?(`L9=|Rd0NtFC7==X9r5#hK4^{;QR zMUzZ*R~Ru4g1&q33eIk%ko5n@z2k(fX*^G>JRBv{xtY~Y_-?&e{zNSAby`twc38kw##+mZEYmm zkm?Rs7(CYJ?IGcaY;{p0#2C2y;PV550Xg z;GIHG?D)|A(SyOSocuX&mmkA|22XnWBf&arM`aT+$vEQ`^Oy}QHjhh*`8}LdJpf2l zWO6+Trp((_ivkJ$=Olg<@DwOuna^)ZjE%!_W&=3+ct4+N`?x(eKNgjnW=zr_J7L|D zGFYF=xy@}-OF3?&-|{ZP0pMo3>$`LrA#&v45^J0B8VD_CP%xzlWhbwtQ*e$ke~+CATYsLA~6>b*`SPYPM= z&-#U63HGm%KWJx{pC#{{Z_t zX>s3b7Gc+fk#O0snrp4V5mWFc20c6$DG`qeDXmQ@(np2+@c z;yN>{PH~Rs>bJwB7TQ&!gSkS1n)K^7-5AAqx5G>MX3}j-K2N#rUdN=qVdv7mR(wr{ z&av^QL(K8`XA4q>8eHLZ(AUPlw;Q_Y@UR17#CndWHTF%};Md1rw&5+NMxi&KFC-qr zJ!|sLA(#9p(M$P{*0LLYa-H3^J_m5$Ww|Uy0LBR93gc|8M6<{M%V!upF2IS@^{CVo$0j)J~9 zU3&JxnA_b;ZX1Guh{&yb4;0C6fv1;n&hDr6uNyGRRYmP1vRfaaaE5J51B~XYyL+E( z{1uWNt0-)fjPu^R&l$?CaIJxZ(+0k9_&f1mPDmqDJaMvtki-i0?Mua$`qM_x$|L{} zxN~2W=2YiS4l-6hqHz>{w~JW1Pns=mbG|FJp6zzUnD-p+2Q|swcym*Z)ty4V)4S$9 zMRxuqyoS!p&m)x`NUmIX`qu3In;$tGA6oEm)0+4ehqq2r+v+lv&T-h+=$S;P%WaS59OkT3yq1Td=pHfA zycp{7#FNOqpQT;#N9`4>YH)d0rDKQfZQ@eD|e6tN!l&&eyw*=8r&m;*lnPHV0>IHh?WT=N+>?xR*s zeq$Rd9ja=C*D}gRWGpe(u2|@oH;e#Mx#&-7>GaPC!3Ym4ZC7anBKdg!E})V+F3P zvuSRDNL2v<;9~~9ko}7^>z!9#@qL}FC7$xq-W41HxVgY5J?rNyHwf+@cwA&>rF}E| z4O~fU;%^tlZ6c+^*g)~KjO}HUh92OL*1K}KIoG(cwpe*7ZDZN~1Nd*m-X8s zC)47Fd^<}S18&j?C)XyvX#JxKTl`+}Qlb00oc{nIJY#vU&~F5Iv&MSIkMxA`J;kN& zofCzL;DjTF?96|N^!)l)z`wMRXZXkBc^eW)bs6&b>xmDwdwHzivXhe5%kw-;pWnpA zQ+p$a@boU~NL9f(48x^$Q~jI%5bqGO^B}e0=f3g4{6Cd*mUj&tY7uxGmKdA8q&so{McRG?g!J-tA5t8k?|u;Qc6hn zsuZtfCmjwe$9@d_Y`gedsNdVAvfNo*IB7Y<4m(#x&l9k{R3viw9a^di~$UTa3CBM`lsx!L?nx1Q(V?v(7Ypjj~ZKYR|g^X$6JDQK4H ztY7BCG06kczJ&2yHqv|%w7Q;FbXm%-0LD6c*Uiz3Mwz9HA-3=s(VB8qUeNP$>D8p= z33oaR3(0iNLr%Sg)LcTzDgq7^`u>&fz6|)+k|M>Ax1dV{s^HCZA7Nm=lgnyq~8PWA?~MrHjmFVJL|s!C}h|ja@(N{{TB& z{880d48Qhf9Ag<9_|0&Cwr-^g>sGL)QHVZiUO+uSKZSlJi>mQFNzL5)tSaT97~07m zcklyE7XJVhybzN)*w-hX82#V9#eGHas{TzL{{Z84#4yQzVbtvkM5mc@hd;``XZTU2 zHOG#=9K@tsywXTSr1KjPR1=Q9I#<8^8oVAB)V?s!BR$xQQMTT(477|_?_>H`>{u9b zW1!pUeC|8us^jxNPICd^aK5h(oZ*F}dbqcr>e zggWdc^r@SBFxm#+%DVpm9l+B5$sY{y5n%T>XDmMN%t0TfewD>*3eBX*19^;cHlBjJ zzZpK?*!$trXCf_5=&}Mp2P6)E6JI?=wJ4sJaT$9y?V<9{w{H!-oLd z$^QTZtz?RS7e^E1$rMC@KN|RFP?c^G&nyASQ|X%fNB#*}Rc;5!@e125zR%xz>=$?V3`S+6CsQHpcQCYqqlvv$rGwJ|a+Q~F7%hYXOBZL013jCI%P^6mfeH3axtn$AjU*fY)pARlt z!9LM&k)Vz;alHC|weXMab0zHG3;ZJ5g}2!5Mx}ASB1t&fFmgwJc;=e)36K<`a zL%^!rggJNSK1(FY8wJJ&cszHnSN)f94~{kR&GL;iaUP#I=Dd>A0F)fg)Dqu@gu`_ z`kYHWz3#0PS23dPSC0cJ`d7>4_=Q3%<`rV6Hrd~Q!8&AQ(tJ%Ep;^*td`wZGeLiZ%1GutgqF z7{{1N?~$Lzq4;GKfAE@Wi*n5JE}tuJ&Nq;7GHchbQ9@N(^D>V!r5L`c9_ir=QwP9_ z;s+2%mSrayW7yWO>`|mHtKtalS=}C8U6;;A8Hg-QPBX@M&({@);Yktx4Bx`6(cMPj zJee06UD?Zf=RbvQe#Sb4nkKuVOsX0a;yHw}?a4p5#?Uj#BlWI)rAgDA=Kj(=3{t5a zYJ^s{J3rggz`AyW@WaCs>AJPXw{F_C!%25>D0UCC?t%aq&3qNCMy45nUPeyb@rwNv z{{VuF__8fu;jeZ0Q;i;3?sVT6J{+ero3%JUTV+XPyLN56WZO5mjPovwG*CUT9AW}GPRQnqADN}Ul-cM7-U%bR5k{#dVDF2zqBdAPK@pEsCc{enNH5q7rMpd1exvPMUGEK-CmF5 zFBJHf!k!$ko-JsXxrgV8W5Xys_2Re<9opkdyl|NNZR$tB=r?uzE3WwacN~jh401aN zp;W;bJP!D;YuQ3cMoQ<&)~!~Q;|M(&55nD6eR^w!ZwlLZmT1t;IA&ok!O3CIIIjNp z;{O1F^qn4EBTMi?L3eu?kL_;2x)N|P{{YuDYxXVh<-GnUl1r;er;2NDvSKzN{{VZ1 zC2?4P9DEz0=wBZH0O1?ZbouRU?C&AB%#K*fatk(1a973U^`|-xpS+ht^ehevx|JrH z_pEy#!=z6Rct>B==91#d?$1w0;+fLf5;@&1(TN0s{yDFgwaYz9#!Vu|`Itf=S)qtNLdH}cJvlY= z7)ZxiMOgaYB9!4M(n!Ve1U^l@v}B$D1#wy4PE>4A%12J(uXuvzb^L3&kw!2NIRJI4 zQG!_Hoc1;JG*`QJd|aUCEk?WpXxia;#xu@pGl-LumZz452ps1*&%HWW{Ln(+0&~r5 zo7tRmi-fG%U6XQe>V2!S(G-m`J*~)G5nO}d0IQ9_b~V-L$9|ll9E8Wsn&rkT!C3XM zYSL$(Ywl&$9AIQI892pew)rOtNqih&pYw{ltB)^Nm=Bn4&P`E~_D-ZP1oO>%G$NHa z*!f&jpSF^@>;C`;blo-!tC_W1nJsPOg`duk3^G>%N|Vnu#B0_?E{v|q@kuAj>)aOq z06bBm>GzjWNNwEVc|4FmI)dinPdW%(t71Sm5&qRW^0XRA!zfg8nnqd?%*p z+Kr6yt?jT=5S0V22SK!sN40lf6n;5)lf_!C$+?orUfEToo+~K+@f-n=PCD0}_!~%x zbd4~|>Oe&slyj0hRlgZPV7b4LaU^i#1a-jc&3->TMeE8cPS-zLjVfNnN>RJE=f|4e z``>H&oy_hel6l%kU;xQIdI5@J+HsZL^DaXif1cFGG5x+~KkFIK2cD-D)OZ&_ZxVRB zLegO%%XM=aWDmSI43Egy>2aJXVUzMcCY1+>#PU6xKC$uqL*bX~UE%E&OqTbaA@bmr z19IMB-zVu`8|ra2--s`N(xjf=)OkrHhYSE54m(%X-?sj%G&;A0d@*eμq4Hmbo! zcDE`s=rBK8`9VB0sy~OK)Pk29jG<9S-gZ26?~3v;33AG;w`}#Zxk~V(1<=K?iKM;W zK4s*b{{Tw3@t1MxPaIdNc*nr{N5h>P!*>zt-`cWXf%dycgvBkt%aSlgd;XQ*zl(ko zU3hL$d1!4XjvcYZEF==!ah=1yYr3{^Dp6j}9M|k~Ve)FVD7v$DvGc5DR1A_m0Tj{8 zkX47x!BLv-?mi!CTCST8p`uuSZ9A`>_Ddx)xx$O3zwq{(4W+)dqFc{- zJfhWLfte(Y&lw=&IM3-Fx9HgNt`XGg7xiFMSW7!O}d)F9HE{#%K-S! z)A(1Q{>+{NJ}LOiquO4^$rY0unS_WyApyrh z(JQd|i*Dc=^A8DlehB_9c(23~CAQmT78`A&+NuzI{9}`v_)Oo3XB<6BR<+fSs=(!{ z>T-J?Kl^0(t}Ro=o*eMekhQIZM)vR?bDj{NbKboB;qIGYEvCD;vq{?LbCx}a`OoKB z9zO9w@z=!966$Wn1slIN<1-oW8_Efeag)Y-W7@ut>k-4juE(i@ zqgtdQp6v3Acx7^*Fe*sFZs67Xkdo?25M}bC0du%?74CLv@Q%a9_nIyBoR+fN{GVtn zN-O6FoYtqrPlBHgG=GP>uZTQ9;<0zAqN>Gb=Ob??paZRWi#4Yy@=6Up=esPPyQj|H zhm=aOcz@v*t$bNL{cibfVk45VL<2D&iO1nyNfR>=e)68@*QfNaOxM!FOHC@u^5#>e z*+t}m2m~yIe9habBQ@xL3jLluC*n;m)?1$yMWsu8yR8!Q_j|`YSfp)x2qjYH z1m2JIVa0WS13VdF;;nx3N7eL4)GuI+T)ydivm9fnQhK*hk7HWP7fDf7Q@c27V5-oU zvzev)8h9yuRq^}7HrFr~wT@=Elnt0eslVZ2Yr5nKz5F+9miA~4 zRNT$fW4;p~fv=lB55?h64ch!b@dt(Nr%2(&glRD%TP0px0uMZc&U@Ewai~e*zlPo( z)8^3@mEZzv<1zAhs@&Gt`|PI%ojAAG{vG}Y&z~5+Aw>?I z;#>Kmisx0-nC!iY-DHiOhVVh)s}JGrT%X2!TW<#Z8TfJFsAGuV>M{QSZC*(e{LCf$ zsz+i0t#2AdH^o1U9vbk}#xpI|!q0fnMTCVu!MvZG~l=P>wxYMPekfJmf~^Ae!oc0ZMF_#?vK@SFIC4IV3m zv$&X%8%dlN^v)~ln=jaQ%U`s&xYPBMdFC#5p?W!aG>M#`J7dW9 zugHIhdIVbk0PUNs>C^uJtGm1an8rEs_#cU{)YtgC;B89E;@v!3qDba4HjDUhItITty9f$#_@r=ydE7o*?dFr;Kw(WY&Fyp!y2eV@;_er z&IjXPL;OYpFNJ!tMvBB(lvKzArYqy04nyNRKN|cyI;NLzrTA_QW;a6(*pgXEQZmH* z0r=NWS4-OFFp_-{`3#ztSy_L1{zr~{WP6nO`5a<6(m%D_2-iH85B~tyt_$Lwx(#l` zpg`VJ2Jg>){cE=P+p8N-kDhwPB!O5f5Tr5 zG!0U952M@bN>QU3%%FV4d*?Os=j`#U$Dlm-R-DSL`CNg!jz(+fU2nn3`$c>((Y!eb z{>a&_eXeB(cnPzWU$1|ydHB36+~ZPT5Bw9&shQEOh?Wvc&0P3@<1d14{ADJ&;~g;; zYY8Q3rC;JePafF(eQU||(&?t0renuIYwVwh+I5eId?E20!!`*LL#5m845tNvBxL@z z@urGbFBEF}_OoVn3+b;G zBZL#NVx!Y0z28hp7S}$`*sU*3rb6ks+#n|)z0Etm4*7Vpykj7;jk5Tgv z@UFw+t)X8P+`{av;4jPn009`TJICzNc#leF1Vq!RC$0c$?R-@%T8D~U%BDjgA3t+} zis+1*!$kLRRMkvnSv~A|1?`+M+$kdt4@&4fB8er`ita+5HiJ(1fo}$xdlV7<){H*_ zv28Bq(_G0DYy;Mty;x{`T}n}gZ{7ehcmp-l=($f3=|~$f3z*I} z=OfV9o@-jH*ZSm4>|F2YILWU<@YM51ujyxE%Hm}rAl&^cs--6y5$<`aN!OESPw~B` zv+?!gTtY2n^3eHdfI57nV4f?-HGdIaNhw2fAyeCN#d@d43)jB!eao9k?4>cOXznE5 zRDq5?zY|_Tt0@8LcDSfZ>?!=O2xHBjP<~Ukpn$ZUb-6QgTLkuf4t}S=+bl<>0;G zmA8o=HqRL=oY&_s#EbUTukRp4QPtFi z&ImcLpQkv+T55YZygg|9liZKRdIZp4JW|@2WG4ke^fk}Vqu$vAv0SM1>t9s-D~nI@ z{ms?g_Ma5j1nzQp&(ggf_u#*W^`9*k*U4!JA0mv5`qxacv|PC?Wlsw}Tip0U+giG` z`AZ%;gVwdIyiy4wOb=@GAKC-KdVhjELiQH1e24)oc+GiDo|w9fyCTGF$Bg%+@YJj8 z6IkLgICpF4bnxo%-3|%^>5gj0nkG~mG6y@iRxP)~?Rrx0X#|%$Mq9}lz#VuMme<$1 zY}+PAQVGCugIv{e*B7Hb8dHgkw`7z8 zai3cDZ`u11cyi)g>|zNW`S!1mtR0qhPzb^5d)L_i0JD?=`@-^MWQOHW85Q%Hr6o$A zx_v%XUR5et?2n3FwVnO6$s$h}k$L9^s`$fLx3|}=;&%h(-IBu>9$M%c+Y9cza8oz@&>*8 zGfCqeXe^|YCvdn2^salv{{RH-einGoM}S6K88LE=m8=3`-S0CAl8+# z3=Rh(xGxditH8<>DwEDlbbcq_8@PP+>0BnQaKYgyNE~i&m?*6aT`20&v)Y0f6T8*F4%H4WEwOA+mIpj`9+l!$ zoZ%JkSjKdtTNdwN(Dad~z|)WhNZ@mt>aBI};haBDIs_UX>;5mxTG#V(&5 zZRW7x?deX0+}qUp*x~8>JyyrI{>XOBHNA4;K+BT69{Y3tHM9FhY7E!N6*Ac%WbxC} z@Tk9Jn7revkh`{$eqMN}KWG*Wsj_Y%x){fPoc{ni=*&NX3!jkJikA}2cCqIE8ObW| z&unxV_OGJ+7jWjv4E(!#pTfK+!1gVDHLQQ@8+Ouhj`j7{pYYlAO*$8487dpswRqWO zDNb{#9g(LNW2jMarBUkdVg+>An}XzYdZ#<=jgAW`Zb%rdDJ=|3wCy?M5!$KA5r}l% zlgY2Piseb8@@Y+8=*_q$a$`jq>$vu=cU?gpjltcvU4-&GS4kmg=`^wVu4i)m(!e7C&JELV@C+L2$G?4gK)X1SE5P+m|NCLh~_`et1 zZl(@5D-7=LE9%?Wg7{k9QPo(*{AW9Oua|x=KrLC?GaE~SrIhuro5DpbV|PBqsJtAR z^KPT1M;xV;XPoZoUdix2bhW;PNEvc5gYRBVuDhwvQhJK@AA-U;bsIoXl1Roo9M{z6 z3B0~dpU+vgl9OlYm%=h+(cxlwz!mPANyH=RULEj)bdyE59I+S$h{b!Jls|MnmH6KV z^Gh_9jI!kwhR|D{ro1!ugz!9mG}1&Yqaj#t{zARd=yGez{whl>5U-Y{_XE@PAN_j$ zFAIW(H#((Gs=7>^*Bx6f!MsHWX(RLZ;;+Gm@UD$>D2b3@oy7FdYWX(vMke@>zF$2n z^b_OGvvDVdCXQtTJndn?9+|I$Zf_+zth)lLmf&L~*Y7yYqK+M@(v7q{JiCgq+4T!! zC3_h6J|C5?V_@Wh*gRLfd^-J@H4hqTNixcC!{xKQMVoI@BaYU`b+D* zD&9MdKWK0O3b_~^2(O3CCy1j>s67vJ4J9h7Gj=|5)xTiB6ud%MHpqxFNL<&Fd`b8V zs(2FB0183%zW&o2;ZMxLZ~?E}OKS*Yfk25@<>X?%Mg6n9DPwVLSU{jK1&06{`P!JQ zUK%jxmD4_x1Ba!Etm3q19;#oq=A9#*sr0#XCDw=-|9;o*AF5o;4#k?=KeqM z!q{I(LLiNpkVxkh-+s<^<~>s*AA6`CwLC-Ys%6fnBDzP_aLzLm9LL#4Z9@B8`j^Bu zu}!BGmLVcHA5X1$!+0{yu9?fKbMmUUO7x!;SjlmvF@^RLy-yY6x0+V54eGzz2j1(R zmH1Wxw-))2=(jI@0sc*V4dRIu-&`URLLa)r2Nn1C#0g+N1l5^A-Q^}34+qx2KRj!79jx-S zYD<&LG0toCyrCxANd9%tWT6Jkgp(tTXBnvEx=7HLVgcivRs_0~uaKtzp4C=K3%ATk z9+|JVSWCOy{MuOiJ4D`nViuAO`r_akVqXjvV9Lq$;(Yq-^tCb>^wfzAh`{klEbx4Z8FG=s0hw- z#Nwez(pD|Bf;-ffin4BEFvF&L)^bTLN>OrmiE)2+nJid=#(Gz}{>Zn6%UJP!%96%A z2>IQEv`9h6;01U}11SS&hKj58y5r@Vf5PWT?O#V*o6#_^U9gJUTIPc!Q463KCUpz8q|OQkQ{5_Dcz0PUfw64ZVBX@tIlAW5{aU0Y>}AZ)oi&S=vcH&uMtH#Dt#~pk z{dZThu+yTFY3?KnsH1Uep{)gZOE5e0&Uvnv;BD2-zr>vkSH_U67Ymqxg=)lIyR zx-h}oPF_@MF2As_KAF3JxhF1gKcpSF$sAMl(lieMO(OBEO_ z7=J#sr~51TgZp#i74-5)v7^#?8Ob$ zruk8R+j7(sKEqhoDp63ipiJuD)3SwhYPFRV4kWDa6dZXb)=c}$vX^lyPEWS z=xwh50ArsCqpt1R+`$0qGEIEsC8BKhb4a<;X`dzPHs;#eZ;<3RM>ylHeUbkF1hTTZ zw(-AUzg6LWkn`^6cw>;oe#yGKJQcbajDx`&LO#I z)Fg#>D&rli;4j*u+G{U`UK)<};9gzFs?Hi!8$%tVA1`YC1^BmVcX{yJS+&yq_P%R! zu!~Wd8L|96_4(ENNom^6pTU0&+v`@h_Lt*RmECnT+b{$H&MWWoYem)9q2b?1Nx!sw z#}FIXmBKS;8OJs0-?Q*#*L+kqZD-Sw0cQKZz6UkskhaD7xKqzw`L99vF{ukJZ&-zu zyvwU-;|wr(^8x;qcv^2TYx_yr>z(2G{!#!+U zn_Fu=DhZ`%FYNDf{{Zm6zAivhF&$2KF3b0L!2Y%8 zpSMa!FT(3qQVg-{%#Dtqd1U6hui2YYw$}V*<6je6$sJzepIcUJh1bg@TR~P$m zUiqI2;epT@S64e^34m0@d-pZRhsH1MnA7FipvOy-2-@Dr=Dq~kShwuGc{K6I=ABMR z(6Z#R>=`-w*OT~W_2Bq`T_f`YgCCUNb-DJhLHISNE$8gxe>BZBaNFu$T7+^#WpYU$ zTH!nyWOW}M2xBP7EX8mKw?X;Wjd-(K@--Rf zy_e0pE$vc zkfKG7fqj2Et!oMvK2DvB%o0U22WaM&r#|u(wCnIBem% zo;av<=>lpJx824-6{+E?QE{#*BX1ecPsrBo=(Ie{JbCNg9_jlg{5QDxoAHWUI~%Ke zR)vHKFkJF7dw4vGh0Wv#Q78^|{m&$$P6XlE(+y zge@a=?tji}h!=DCyW_O?_fjRC?=-VBu`+;EWDMt;^sfc!dKZH~XB*!X>pCrtrTw9H zEbZSrXGa|5`&Wke55*Jd{wtSLvRI>$Lnsn2nZXz%^{NLw{NHX8jnqtpm{Y7K@p@(h6g#w9W!1L@dD-x{{R_zaE*}L!ibTa@wGtD>C(EN zh@TK<@dP?9jd5omY0ln#D;!3!NbJKW&#CA7)()pA0H`fl&PvISquf>P zYJJ+A%mE)aLsZ&q$O{3*dh{--B$4v?q}_KEcU}#KYn?9R%YBRqB$I)P!XQbh!lwD%JGb2n!>$A;U(14H0?O6-212D z{+!Zjwyc{(Ng8Ah7;#xY5FX;<+gOyAB_m}8y5kjROc!w3*)@=q%9{%a*Z6qNKjLJk z`x{!2xbp-jAP%DhX1^Co*qiyErN&KBvszgAt}B1^r{B2c`sd#@??1AZn;f4KqSfvq zX0_36p6!&3g4;k)J@S8@cr~oY?GJzo@6Y?y^)J9UqVT`Le;0U)L@zbeo>E7+u2wZC zgXxos{XZE#Tr6YgeD+%u@lJga=3gJaCr#sDi9RaSZQ=sn^ro8v$U$i1TxCZ-qxG*w z_zmG%yh-st!TJ;iG>bv9msNLQ2uTX?7!m7U0i;^X;-47lR-s9{xRBktF9C9M&*5Kd z{>3^}_x>~ScZgUE!z9b6#N+@PG~}qjF_bJxSz?Vc<+lJclZxj47W_T&KZAc{F9T@)8?}{h^;VBl)b1mT zb{0n7%ERaYuN?O zBg_z{RY>l7dROc9Cm7LD@2U8mDsM2%T)Q)dz4(EtU3mWh#U3E=kAZY;2TriINwqs3 z5-7p!t)3X1fIaK%e-2pB<1d8Py7m76g0xHRGUCWj9gO@=oD$FGft>mZ_-n!{JW1fK zBf+-vCC0JiFB1v%A|EnE1Y|01UwoF&`y#%|_{rjr8GI*O*_^QTDB7G?&xQ;DOCX0OPq@s+Da&cZ);@wt#PU`OJ<9wGlb3CrnWbS5Se>~^g z-nREK6SC-SNh}r)%XW{Ve`o&yi+ZMk;Jr^;)ch9)z2R*>XzXUx4Zw~_UCtF%Tkjr6 zPj6cLpTu4O(Bk-6bE;f;A`L)15w)BVHX+g+b)A@)$^GDS)vzn2_^sF`bjJ#Gr&X^w=DQUYZ~EWRqcW@4RRXBscWNn##_tVm`%Q$Y-jTki5_$33J0kf z&%JqX#4i@&y}l+m3cas-1M)3x@Y#UjDNHw7>dna z>B$)zBV3=(sMzY~#$G4!cC~XDx$^Crc*LCvEr3tI%zsMT(bA6$|6R{`M5T~)0wT{4b$uy0wOxZ)a{~L8;3k%i!?XNL5<>r1d!EBPQEWCZu!{cB3s!*(7W`0r<^Y4%{* ztp02YNp0(nes1;ilWBT}jdF&2Y2Zl+Rd!MbUY}a_F9Yk^t)!M~sasETYXJrc84gqE z-Twgk)!^eWQ>LA2eNMaIs~s!Odm(zE?j=rgRPawdax30G7k>B(My5D(BR%&D5IdJ})KB@5i)Qw_)!s5N;rYfJdcp=2?W{%SJ2RJUQh! zd1Bpr*}I>Z-YxjICXwNddqUT2ryeJ{jN4s2%r^!dOCMbJ_OBAtWN~219k#nA=Go*{Sc>4bG7V== zJg=D^#&J^h6e7AAx+1yO;a)(_E9pHPZ?j#_fR)KAF~xlCq?H~Zh_ELza0Pqan>2Q) z>xlqSn8#Z4vlY(K*O5|6?X%B*CS8%@EjAsvXrx2Oa7}CL*V50bw6^7gjzRvFkMS1W zC)F(O499a!fW}8EGyJPoTa>ocgMd7ua6XmO1^&v9Qw1(eeP!fvULv^FHCvHA%teuK zrN(*+hUI29h!Qd9VD5;512T1B@7rL254 zX>#Hun>c%wnRQ6Szw0-H_}8K7x=UVa7ONDk1k*4EQrHRZO>p{zK^N^QgK|Y z(vnFKf)i>Uwe+XKFl6xlz4*`de`G63VAYv>+Nr;?L0rx8X;+`RX}`g2|0?W#+-W4E2+ zxi1nonH;R_BMzl;yCkppSIyvCRic-3^jyg(VO{mm`U~S%i0*BE9QX@N5`kyrBRdh) zGJK$YE8{8x{5;Q}$vdG#LZ-ULDTK`xI-LSJ#k(eY8y_!fRTmj2pof6?eWU!KZq_7#siODcUOwt>9-Gkh8a)c$E9zD#5q*6 z*u26pX-RfI(EW)20I}cV3g7B+eZImgM)U2CInR7|{Oj63XwTUz;g5}y`&iK6k4m_b zGa@~>`3c5)SI$4N&beXX?Qc+*P?O7ySjYg!Q~1|&rhI>c#0h_!?+VM*vbz$5Z$oOUOo==GWCv7q*R>~&gBp%k;J+yOjS+Mlz5RPb}T#D!$#LB@HngLHVEFOzaG9*3oU$@@EA z8$S!S_FpO34WwqiS3RVo4G+EH>a(j+xvN3)W}_vv$Uz4KBPWW(E)mYA~K-BIKVvD%<@U*E^*LOL2|G-AOYwJ zu2o4rcQlPw-Q{bacK9py?eT7z3PSctdcLaUeS24H2kmpN>iXchyt4ZQ5-8fBlaXHn z=$t1VUMMGwBNK3g|Dt{?c>zpF71t~*)`I5%g4G_nc+6Qd&qWe4Z+R_y?s-}s+8p7 z^gcb|D^QdbNZV5PhH~(*{t(<8^N;CV*Nqk0`r#3_?Za`;>FZqggFZX>YVe50p$5kO zAV>JqrTqESI2K3b8uDO*(74})vcq_wF+pddpSdW`IP80)-@%UHMkmJcrblNMxyaA}C z_lNX3HkAY_?)T1X-(mj%RG&ds;-iYH*H(G7`IZ)vmqb3i@8c?N(820(Ytbvm{y%tv zJubp1Pb8*I6=b6Z+3nd|*mKd|!LJfTi5NUz}?ZVMac4}TMdGwaE3x?U9!Hy1VS4Pt(n&3DOzdVv_#jDFCuFp1{6tPZ89Xdb! zOC>^qWZjX0P})jDN}T0}1_y6?y>)D0)A=NR6`G2CmjLsQb6pfY)9k6)!P~j@C+ufx zWzcnZ3yC-Ez!<khWBNeB9^BEWgR>|aJ?ux7SeeBy@nKs}OI{tO;-`z={FCJ|!V;gXi zFy2Drf&FWq@m;YRJpNJKyH4%Hl54G&)T1w!#IqdkJqNXOzALqsZ7%6he9Da3V_3bf zb7*TNW`1h?Z(ZIjy<(+#`<=M1W55Wb#8wJbKr#lw@6B}|8dcN97p1WyZX<)hu5;nc zA8YX?mRFMNfuF*;syFP8^~~#}kG=IWjp18%jP3o`Bk;#H;NCUxeea6y+3n*(PeoDI zz0&KC4O*e$nmxNQ{K>7KgMJ^fzq(bpj7=DGhTG2XL0%3DDtM;Pr^aHwt%7U0@UM%$ z2zZj+nqy*omBv^D$LU*t2|PP>rE0d~RFNM!RaNJM&3?200K%s5?xm%XC5mr!#z@Z7 zUI{0_TUh*9;?@uXx&7eidCyAvOwKiGVI2sqS@>o)kJjAf*zEohTfBNjxnSE!4T5vc zd!CX0sC_Gz@SlPI0I)RZ(C|lWS6^io#p#S!=R7x(Vlv#t&Z@P}d?i0+hvj2#kIi0v z@dkL}wPPU)J$8ZZwh zsO$CotNIHxmnuOjcA>^UVICn2vT*KU((B z2WuL~iS(5>_i|3#KnpP^KUVdx7Za4!sR-1aOWUFDVRH&tdbWbImYSYf@d9R+=&K~E z81d$|NUr|?_HckEu^W~kf-qa4tgnfBJg_qPu&(@PE6yva{hVyvYQfAIZ1sLIUOs=! z^65KiYadC&&R^P5*Ub8BU$~iU!lXua?gs$Z4K3Sw!|fK#s2hd<03y9g?sT-a^CTAb6(ai{@pQ#BJyIDm8Dryb zA-J!N{AH#~sayzc<1Hh$0Kxv1`~F2YDIbgRGG5N;^F|{adYX^FJZ8IDJ`s44Sy*ZE zox^a#6UVJ+=|2LzS**ws-%XXD({4YVex|9rT>N9&LuSu91Fs-{HDcP>V+Doe2)0pgM}(YP!W9QxNKuC8p;O6Zr!N8G`ff!o@j_ajiNmHt$~;T5)m z&7Piul?1Yks%RezbHSA9&7nZzfZrsw{&)DQS2< znH@*czDcNwz$w;C#zaE0V=ZZDY?)wR%FwK-La1 zi(KQ39I)f`ug#S9vHFd8TAZ~$YSvtd-+(yhHPL(&hFN|iXkryDD%{5+h37bIn)Dxr zf3p{hzBgH2>RukT5?ey%HkL*THv!VRABLX-yif3t<9~(i{7GUVX>P(I?@}20;1u|S0Bey{ z^(Wt-diWfQtg2$)GSK>*;;iLC!ulR#;n<66Fcv@)e$kJ5^leTP{{RUKkj6l&4^D!( zFAb3%t!jH0T#o+$=dF4sr!&c~NZ?^nM?3(1tM9Wpw^|;DHcp`oG?!D_KV*qE{9u+r z7>pe?w+wX~hxk@+?WrxX_>t$^l4o>PEJw?Vx%(!M_`Fibx09zkW4>}f40BXJZ3+CZ z9qdLzk;E7%>&fRn_4!S7{{YrCZpWb7loKs{H@aCockrDfD9Etf7fwkdui@IgFW~0X z@mIzr)PhF7b)2&KgL0A12Rv7ed=j|(U&TL%k?>s>NW&i4Ur%l;+P)gu$9?f9;>CsJ zL|Dr9k8zgyc8r2gr%L@}15()faciOSn5f1WYMy`Qbw3g=blacV^TunZ7^jTfTDki! z0*22#dvRYCw42Ewt0){~V-@ya#VrF$@Ylib7-`xth}yi6J|S>N1b6qZi;FChvu@`< zHymcR&)2^j9sD^asYzR@F0AHz379U$F@SOFn)G-SKkR?ugw9NQ{EVyzzyAPUyw_Bf z8&6xug}lg=*qth^v^R{pInwbMn!v>=kr;zoMpS<*WaEs@Z_F4@B?V* zZNusis*`X^pcu)?9D($&&wtvF;Z*+s3%(t}rcHNaeIsgxiPPM)Dy1{D6OKoIEA+gb z`$sy7X=COq#d5-%m7g*4wYVgJ0^s!rwR)%Q<)=Y;MInW(9d%P>~?O zU5pPn=Di2tma8_G@eoB~0?&6Bl5>(aZqHA~jLpBR%`V5;;eU6dK9~4|rCaOz--N6# zi4ojtxoiRl%DFY>{{Zk%8`Ed;1H#e8CVZ_D6bBq&lY#jP^$mYbm;Muv1;aFw%@XQo z8;&~0Lu7h%uOI!nZzI*dB-t}X<(pdwqClM(0!Du`Un7%0V$@#0(=6aI>Ck z?fH6!GnLSOgg*&b<{SG)4OA{$Ad5=DxFWOSF=#EPN z08jzB8`$J+?^@puVJF7=MAs+?GYqS8qdueXs~!;eP2&Fm7)vAR9v{@TX%uf`X>8Jk z9{A~AvGD%@_FDL^o+{DrZhjtki7eJ-k=d*q9h~#ePsbJX5UoawN^K+OxhmGzp;zL$ zXYiJqjdX8f`(%fEW8@?+93GYD_+RX;tP~Qxg?rcS6YytM_;cZ#DX#QQTS(LHFUUsK zl~tL@1-1nz<PnVV7jpnud zH+S}1hqxm+QoQsWb*x#XkQqZZ7k2|ZR;HIRk4>8-V2(yP`ij>3~tidY-Ir@>#f1-ZPp zfEeS~n)0c(J;lq6h1|puU9PL*J6OCy;wj5*mSE8@JXaGMG*Gm_VF<|{)%o5ME-_a= zhdY|9jFZ0CGwjqE7!m+Hlibz0WmVdvh4=4O6`9<)7#Z#9R#HvilgRfR*Q+Md)cKlr z)wVKFqD(L;=s>9UF&R)u^*kDsuy9u-pHexdZf4^-9)qZ;QtT47?#P*uP^JslPozwu z!80I07du;}a`GrZNB}ku8Lop#D{*5N+*9gCO-*I)E1OWLx!J?(b0oTq&Z7f$QVM6e zMGM!`v^Cx}IadP&@ruukn5D|LG3}c6C|OfS%;Gh!-Oo|*7Ns7GV>7;<_by2rvy|!3 z)*Y?2#ovjv`TV9R*Jz+9``po>YhF#5NgFy3EVs7s>Jr`CK;^fzBP<(l10J8@Tu;R*S|1MhjeukT zN`r9Zk58?2Uk)`}3BXCN;+JG*NTkUJb~xs^UyS!Q);<-~;~J95EX?vM=jO@vugNJc zY*#DpexqLvR#Z8Xdmk$4lB+l)fS~sLE9-9>=mWrivG$8IT(no$?XX+z{{UDee4oby z^{@GpiERY^+x)>@U0*qIf>_ zN@=&T2(BUJOTvqi2^|6HnvCYJvV>sK=Vh_yo1B-retcN?v-=<52aB(opr_0{x)=3Va{%XTa|n z_=`*Mr1p2(VlAW+OLoM0&OlH;Vh>Vl=b!i{_kt6}f3yU8&BT6nkA|#d)Eg&(AsZ7J z_Bs0Ivcgu6)#p;yJ>1hB8uO=03uE-(#CLZ(1-aAoJyt7YYXZc&ae;{nqi$8l2Y@)m zbG{$dSHu1tmsP)-YnHr~i%17QhJC9-^5tgIwOvF-CB5X4m>_9p4j8}60)fh({8H>@YU)z+?U9zFi`#5?s>P5HO1EcC0W{;9bwb0 ze$ymQG6a(Fxjv;pHSwp$pAt#0d|THpP<^T$Jr_@euT963$G0`~zO}7=k4^C}isao4 zQq1Zdx!jQqE zK10|v9T^wGma#%ibKW?FBK7C#@BHiDzBPCs!&(M|;p=GZVtsDfDC{G=VncQ;4?Qc- zz69t|c#q4RehlwvS{THg4#;$Q7A9LXUcZI4d2H!h6ZR5AIpo}Sh9 zIlWfosmDXa;QRz9PFR|qMtlPBR+XuIc(JdS6s7<*gm~PBtkf3$P zY}HLy_H^*q$3d)oK-aZhPR z*!ctYqwy!$qEkAQTunCtLeY^CZB^} z!~XyaJX7N<+hYahwR&199DV3x;A4+-(!QbMV;mEb(&wF;Vjd?Dxjqzq6XP3OUl(g_ zq+NJ#OV{joa&--aCU6coEs!hW584;t*MaPRX+`kYg>-0i>sw0%lKKePvNgly$6vZI zdV8AtZB+rfAFX zSq?%f{Qw>7V*Vp<-q<+XB4zzC%`1@V)U7RK_uz#Y# zuxBiC9eb3AfIcYelp zD!d)X_`OCe<*(X<$8D&1!(NimgB`N2od^SJyB-*U*kZH7`%Fz(#%$)#F%)UnsZtTO zv{pPj#g`ImnswtqyCS%_GpHPu+5iCl73KFrR@Gs&nsbN`ra4}0C~Lyex-!1I#J|%ACKY`Dpco=<}J*vE}=B8=0!oU zZRkx;r&!6VYIa(DM|&9u?#EI|#wwQ)LlKiZfyu{l>s{Z$oj-oNHnVh!_Vy#sIXL^H zkJh)TD?!bkg(^+WQ)T}Ek2>Nb=>8mr0dF3cZV}gv`JK<_n&0?UqQNJCZ*QlEe1H{9 zb~x)^Gvd8v_1_R*UCPEsmR4-B=bn}H2g3rEp9?Pm1%$EWWOO|%=5t@&VG{1o(6~}7 z5t&Lo5<33?09m!g&Yf=RAIuv!Fc=1z@ov$yyM0RE_e#kg9bq|B_|~t(8(Ajt9*q$q zCR{L(jDdm9eW~9Y(hJRg^4s@iepMy`fZ&Yu^{>vMHnA&Sr}Q2r+LWlLyjkG-RonP! zw0WWlI^05CQcxI2mg+NKM*KeU{{V{aJUewgkA<}RyhoP1K2nZGGq)Kh+P-x0PuVOr zZ8Fl=b2YqS3bzAsImLT7hkR>k4v~3d3hlOaQwe3lxyE+`>G^#t^|t8ZDMn5 z)5hTOlcxx`t^P$X+2i4qw_g$bJ>t3boi5THJ6(qE;?_w4eW@l%^2ZFLuF`q-#eMr_ z;w=MD@sEl%OZ)o|5?akGHI%;ysy1bQ7*-@TPEC2x< z`*Y4aiuZ4YemA}Gal6!@)yC>Z*s;_>2$A9rF z;Lf${d}pE6E&2W%&krU=M%7vUHz?zYuf{7S~0&)GW2FA3kEmZ-a4c2ltLS z13${WFT-~qWI*@cH&9M8iES3;_9ToN^lu7yHq*vX&2ggmn(p>E*sI8}M!kB1RCDS0 zSIkz-YBu8DhumTEzo}C8^(eIa^gIW_{xi}33HZ`IUhmJ;bk#!~u&-U@k_aBTuc^KZ z{?tAh_|4+EE%e2n)TKie=}T}wQdKuD8?5uEo`10dJS z9}BMUygA}?du1SLqxrm?aDJn&O7ff`UYnYJ^71;S>Ehw=*}V_gpNV=xc(=lL)(LU8 zIUr!=4^fVJ{A=cW57}la@y4?Vw9GWX!)wxe_;oP zo6`M{j5QyE7d|QR^@hBfp;SxdhDdg9bqq#d@c#e`@V|o+Cd_h663aYB zF(3`pde_*$4z=lzinU8vZQ5zfhvy?FZ}hJ+{kioasN8r;6L6yH3wcDFMn8xVpVqa- zSFE!OR6BCIl-)N9J0rz^WSeC_wAPA*voNu`#@6HwpZ#k6B)hb}*E|!WN2JJxadqZq z=jINI4n=-&{>J3R`%dXVuv}Q&x0pLHLyykCLuGrdFX7IP(cGJB&$cqc&A?~pAAzhh zJNs1EZ`BT_lU?urXXHoiKLoM-XYn|=j4PYz8H{a^q#oYY$7w3(NWcYEo8}{$>i+;} zm!AIs;;)HjnU+Uu$vncRjli7a@~(HoT70r-a>zrNR}4t(EAH@aPXz?~A1PjI`$jHZ z%WZI~V-E;t1wz%To9m z1Z126n$DE@osWMva&?kjjO{8>FNor8o>?vkQO+yhwEgi}0>G7J8E`li^WKLZ?+^t9 zp<&dwjl^DFzQ9si{i z14^acg7dbtej`C`BifkdZ$3Me+ZK2uJ#kw;BJfS*o*p{#C^jwtGK0{Za79)Ya(Hx~ zb9IQLLolfs$t$D9XK*i+Fk$m?xbQ1(&|>8ns=H@|CbBP~jkN^;mLaj|Gg{Wn(M}mc zal!SkUTfS|J|_h+6PgCSMjaX<`=bR{U$cpOS#B82*6MPr zBFDIoO7RUg#$7q)d62FL85|1tKY+H^bLn@FZLQnsimkcUV!1tfdUvjTRFtVZ91)>c z3qDD!KQpTMn-j;bPDR_@m5m$ENcOk5!L9!QhTCEA^cu@uNX5>^id6vPfLk@g_{QWz zbu^2r9Z-{xHYr0A*yA4EYq|ZOuHn{gAk(LWqVL9K8Qynwt#a%)JvP~vGE?@5^N)`) zh=SC)8Q z`C^2uAQ;&4Gm6^<7{<1zCT8j?QL(!}_IxCHS2Eeo{1F=vG2B+4hQ1ZvYtni4*QIx7 zAr4y}wdNisl3R^Uoi~M3*{i+yZ}G=g@H~;(!=qVhoBmJUDK2y9-=F1P{wg)AuVYSW z9!4A4?@~89eOvZ%@g37{jg8v?HsoOK_2gDIukf$L{{RgwzTWW3Y@0AAQU*cm_*dNj z00N=$*TugATI;$`g|uYT+GdGfNy@n>eqcczKgPU&_POysrEjB;59g{ zziSFy+u1lt_K-Fc(>dpycCQEVEuWDw+MtFx;Mb^p8`keM&jxsc8#&~N60Ab!9Oplc zRtGPmDQ#wYRdee2b<0jEuQX$LpG$*I)z%p8m03s~ayuN?(f&<;p@H~g`pU#C?H&b6J#FSk)`>#XoG7MwI&CW?LM0T3)$*`r1 z0D2Len(~hm_(spfO)7aQZ#V=Da1Y~Nsjd)=3OCBDo;Wqf-JdmsJbZed0sJfDu#%iL zj_2EA=|)ksmF|4s;=cml=&sBoX<}21sK^!1#Th~77|C8fZMYqAUr=iLa!qVqmK}qY zL*LfEsqr7|9pO)i9|?3#Q%H$)?Pli5C1d<0is$*)=($`zyH4|V=zd+DI$31XTHO4% zGY&lsG^$7gE*slCiuA9HU$b|NJ{0R05nS2Jb8L_D$gv(**QO152-StOu98O4xMDC< z73pGf+PHmIsPX9L6zeOSkxByOk&(cu#n4tvxd+r%O|GD_g)6iZ)MBh|S!CRjWALvU zRN8u@)`dju(>9^hJhoDj?%H#j-_yK%sai^l9m9aV0XQbO$i#%?;5T)rD==W$$sIYa zDdFKK?<2aFE~PoO7J40rkF_uDLv;6Y#UgYe{{XFZlYDRSMfIT5&b2(&q+qO%pTO6O ztiD?|{BF-UHEZob9dWxPao-gHBSGB0T)xR#I~_B`N~g!U-yav<+gt@bTHhsH13EqtnA= z^M&T6d!J2s16cb9f&4Lel9oPFZcxMJHT2Jh^+eV5h$mB$RA=j70Z;KR9UsClBo|SX zg@1OThJCBiJ_G*O5lwdOilHgdk2fzv?ArOa z_NBY>?qX0z;UDE*yBEcs4&u@0hDLpZka74|%O4y(YbS~IN#zPkV*qBooP7TPb!fBD z;QXr+vq;pb2NfRYfa+-NEQfJmO>&y;{F-g6NEhbqU6irN%)p}|Jdb+e{CFBG83ScX zfzE65`p(Z*e_COrt;)(C67fxxy2?X+kc@Mjab4WrBCxcZWGxv^qa5bE0vm~p{{VY# zJJ(C3$i;x%N%ikpRiPH{bKr2a>(rIcX1LU&zSCE0<1LN5Ydcc5F+f-hD*!S$t2#}g zJ{{Z(NbP$cL4L~mqW<7~_ij zJ6Td}n;HBo>Ueoy1ybG5%sA$J*^M7Z`J4sKky*Dv;Zb z0j}=m$9uDuAv=@6u6M>3gZmEeAR?3?79CGq)-sAwIw?&#Bl4%?yT}@O1FR5iwPDkC{(O z=sp8Ti*}5;FT7=k8PBzO8A?wRCc7TaYj5oK&#?5&9X=vD70x{?fbjSa;=7(hD3d2X zwdghy2e6Iu2-}_pE6#i~az~4wIt1Ou;-Y&6E55~@CciX!e&2&B%{ewJ9;wxD0yw-%sH)qTB zuU7C!gDunIZjQzg``Jr0M~$Q2zd@{RW3;r2D3MVWKmZI^^fqN$boo==pC!ZT)Qp^T zNc^qU{{Y~hek{^qmf%b!DankcH&>bJ-?DFun&w#IwP$q%02d#He$mSk%^M?tRfY&P z!(aGv$}72xSq4(vv0cQUt$eO07mCqSNuQxmrAle3ZhksX`y=?~(nXSOIf9|w+sALp zzJ>Tb@SE&bX>F<7;NW8iJdaxa3Aym@mo22o_M27LCyt+;cqY5ygJrKuY>|o?K0%N_ zD(%Xu*2GnGu@JI8cRr%2(e~8zvFE-k{h4h%S7NhUTMUHhj!CaR@K3?{JPoZ#l0xyy z8vr*W752x0V3{=7)=~542C=+*;Ng3I(m`swnRjjr-@S8jP7)Px6=+ji9NY<-;v<<; zl}UT9>r>}15@?@qvv|tBNXN^^<6dDW!b{h@SrX=c8+x|vVErrU$b2Jsk}#4Ck6ovV zw+Dsx;4}odJ=VXHD%7unoT~UXJ z>QhSEF1Yv^lHXz6I*&^EKV0)Z+ND=4B;ijUmHiWv`?{YkpTSQ_9+w=N9M+1~x4Npb z#ej}fkbb=JS(6)yvsC9fP!5gq^ z=%*^Q>D^mir_I;p_Ra}f$H+UnOdfeGi#@9q=CW zR9NKIBwJ_?Qb#{bdhuTMKfr$gd^hl(pQ-9lJ^8*th^zSd`YydZMPq#|#%U|!+k)|$RxSVAAGwV-*-w?FjcjA_bWdxa* z&A&26^UI&VURPEyR~}x>{O{cc^*d(we_^uW^gIHa`|jrADiajfk~`O zvq!j$rsC1yI`CJJe;TZj8RQH}L$mL0!1`3T7KG@xZRR%BiMTxH{Nlegk1TAN`jgfz zy^pLv;GYt|{3w4F?EvEPQVHkyGhPR%>iUiU0LQNk!*e{-MfUuxPcH+oARkQE&>!$l z=z;hX<5l1P055WdE8F*CzHzwY_Jr`u2Haaw19w6OaaZP)`FzTs8bmu#S;{KuyUHSj;i3t06(h`RKP%ZsTPXM@QnAEkbScuLjnyj!S67|HUB zh9@}4<+G7GBj=6N~9TcymrjtjziRn6A7Xd;N= zTr)5mhydd?+uz0i02MXg&b%nk9FJ^PpTZ#;$>J%9DDkQ=WdrwXyVvS#7f`+XSH%rS z$Z)Z`#^Wo`OrAd~`kJ`8V==OYw2C;eRij4=@4G$A_EnP~8ee2zC-zIa1JgT)_*Pf# zsba8vLTiHS=Fb>A0N?>ypR;A`P<(5SStV40Eha{qQGvBLcNNEe*1j{*yi?=6={Jdg z4Z4`iMshuC;wn?AEd5R^OCE(OuV#q9X9>Lj0F6Elh7M~(i+<_ONs$<8u+V-IvctG%~9zl;l5Rv-gz3buX9dF`?#w%8k z`8P4ZvP% zf|1DN@!Gnxr|+cu9eg(qSjs%kUZrhs4GSo62SNvW^|(+)`w!a9_hVgpPD$q=171g~ zvNQ}A0azY!UbSy4OZyE>HsVCqCGwaqK*~GxmGbZI0qI`$1Ts`IW!x6CL zVB>>c`~Lt0{{X&{-}Z#lB1{=&f^osdK1}}rAzep?{{Uq@8^k{fr}0VDW`|HVhUH`G zryQE|@7TnphwUMusgq$z9Zn82^5VUGWq8%WRf6b`jKETyF^c_B`u*XHt?M@1DtK+Cysm9!{4$@*8xzqQttJpTXy^eshn`Lw%p ztvqHa;qslEY5AFZbg$DgDtwTY`yVNdf|85B+CC(TO_OA?&M*%+uS56`3b)0rJjz(R zAltXG&3WWXi#ala%6SW#@BRi$1-Hc5Zr(^>`!%yn8eHI&=(V9N3;*7GkLvD9-5U&0wc&6J`*X-?VtgYr^C0RcDuK*r673IGa{wPCzsm_`*DkcPK>}k!zAVnqsL_QRk{+_@e&r!g^e=Tm5#H*_51Pt> z#z=_*9$f&m&s#no84C&l^yGi(d`@iO@VJQ<0RyJ zdiJlTKVy#$4-|ZBg2GKg<4xOXEaKwOseFNq0!IU_aAtMoMlY9h*~;n0bb02qK7jaB z@bdov!J1=1q4=Z3`Z;i`BPEc-IOtCtitg<^N#gq}*0a|BDQcR04HGz#^yQL6&M+`D z_|*^EN5{S&_y?nCHyW>sd_^ppl%*m2B&dE>`^@|fIj(cVe;e$4QG0bXR_&^#_K_o4 zPjIUoksutt?nY0b&r1B#y?kP|Nne$}m*CH$g(g@57QCOP1i zNy(MjOUTAXR!|!l91d&hKMME~{{Z2~gEYuBy;A7hrL^-6K2{P(YU>#|RvmyJsjr0_<`>% zXV7mh>~!~$*xN@Wco}1YNDcZ|#NynYZ<+SA)al@qCoLKIiROv?QFAl?@mk@S7Ci|h zkym_MBtXLyU;~V@smQKg;$!x}P=c(*yYtVzZ0HWRI)slP3zez@7+bhbZ$tA( zh;;ejj?&5~;qZAa9&wy8?Zt3<7Rhx)-5H%)P<*k~uybA4hyvR9U=rI)slX?S<~|PdU3Lx_IPQZ)fO-~a&WT{nVtDRiw3 zghSggaZPRzb{G4;?!l-9wrt|Wiq5l-}KZTSROD3 zp{^rFb%({aO}Ge_U_N8=kPdo!R`-H#7Q@5$lTTtUV`!OCm4;Q%ayYWN;lZLOiZxw5vJ!ctU83k;LjALrJ*&*LVj zlh|qt1-eBEIR_koYkR^P@AiBRrCO++;r;Av4+QPo)9GAy#qSU`$A_-0ZevuNJHwU3 zbJQQkzbK(e{c`?i^xiTGI0;J2;UfKy{4D+^_`#sI)+=J|c31#F+ngWHm-f8ziSaMR z&lF7@#h|u$^!P|&jt*Rp#MgiO89W{b@c#gbyk~b0n6RhWp#iW9ZQOqf@J$E9cmDty zd~@OlON53dmP^9Ya-g%|0s2?iDM8nBmeD^J#lL5PRMPjE*Z#(S5MLGianq!lAuM`o zHSWXnZg2+PG3#Hb9wxbab=PGMfLUp&We=FZD$6O$4`YBU=0Dg2;N91O_3e95)eI6z z#A_;Y0;1&eUqH^Stl8)`!^{)-i&lH-as9+QR1!uy0be(pVt%n(-FHi4k1kG~H5Ro# zZT|p*g7}Wx!k+`Y2jH6(NT=3k{?xe$#Fh#+h9@VfVmTeFfBp%x;Rw7t@JGd7FuQcM zeP>Y?Yc!uOE#etw-Hvk3-<5p-0RI358S$)sEB&A*(yUwk6F{?%PmVPJs>nuIC>?ok z%vaxE1iURD!%u)d0Pyl9yf-IJitcr|k1CHQ8M2+*o`)6RiIT(MBL&ooN!P@4Tl(DV zB(bq;>kCUc{?!e{pK3CpA3o8>Po{cT7x5EPwz9L=wKSgK-I$sPm`B^leN=~sL^V!BU+EulpwM^H-b>crqz-f-3t zVQ`%LxoUo8#rT&x-&c#d^|$Pu;OK5V1>;{8-O1$%-xG+^R5$3KQeeDmWU8@{i1 ztLbqhkA13L2$j%eGsh5whJOVkiW@j!y0@}hYiSX| zc6mNfq;={?YV@ri!m#O9zYqK*vFwjZg>J4QErsEJZNPQQ5^IL>7LML4_`%>`3|vGJ zE##9~zldOw3_}qHKAXtv+P8iq`0CHVehB!7v{#GnJ~jT*o+CD_*9mp2E|+4Xk>y6)7X#4XAH>({&Wqv8 zZvy-=(R?>*S_^wySm8cU0kRk7$Duse<~Qsq;1}`t?FXjc+$+s(q;9^Lwh1mz%eeaF z=N0;;t7}3#^@2-fx`g8h2Rpz0Rqf^uJh7v-m*Q~Hi=6qEzwi$!{i!@x{{RZt_IB5V zE=B&RiKW_>a#*~l1ZUS~@5;V3(R?oV)}9vd?$P$k>x4$&@VpX#EZ4RE-JU01XT}~3 z@LX~e6}mR9brfSHIm)Je)NVhGQ2n2+Ej(ZGYgF+xqsh}eKWBg?Py}Zk{W==?>gh|C zoO&OsWNqd7WlU?{SN{McdykB7ZGIm368`QPBvWT(V~q*Iqiw+22hzVVzB23Hb>+Xx z(a$Qh^FDt0Cp_2Q-?dMQ{O^a_WwoYb{?Y#cN|G>ge7yBIug#B&Hxgdl3)~i2Pn4&3 z8yC10^qD0X%BMV!$@7}ClyBVUF7^4^0dA#=$Z$q;fJaKXuIhkzYf90Te|WOA^KKZ) zY=4Df=ujozs)e^~$Yv*iKRR7%`|X<5&A`sY{oG^PzW!9=o`=TLnw0EN)Ew?u^T*u5 z>x%W%w~xW!31u&}ZuJ!_u#7sdP;>9id54B{nLJ72J3CcIk(t0MI^w%;jark9L3H(y zG*+H4SfB#0nyx66P7G1vxr z;=W(DR%w-3a?QydYwAx7-^l(Fu(2^N6#(8&PAlg)id>Z81>F53!`Mo#Y1V(%r*rVu z-e|l{VCWWkkxtbwv=+xEv%V-^{j*%2W{+&9VVp2*ka2<1u6QTUgTye)Yi`#@B`@Tw z1>8DyHI3t6F)!L#Q^}d-1jdK%bL-DF`NTc!LHqT6r6jenRD26>8%cky3(I?W?VVm- znR6QS`IHWoXIHn`bv$B3l)%9ONDL})zw^x2pNBkUCWmn)$&uo;YnYN>DD7!RdN-|i zU$pD2KNBW#3Z&CoLn$kO8+2Lej=b00eOk0AMyEE1^X?lrp^DCGW%H(+N$Py7Yicib ztBZ7$dCshao{9mEF$Qm|W^VD?brFk`+iabwxHu;|+ zET`qqwtqVHf7!|ibx#sA;Vt(}h!FBuo_ViMy=g2p<*Gg_6^E2@Q-vKGllzaUK0175 zu=q>jEe`JM!kR?7ZP;UPXK`SvuA{3GIv>)$oA?9q1H&H_d?O9so26)ad%6ZTb{kaZ z{oDgz6Mw-*ub`Gs23xB~EY{XoB}Pce9CfcF_&@PN>%baSmF|{e8o~qQOCdigEw=;? zquU0&x=>SxHIIK2&r<~-YbNE<-RZAm^*`c2!P`%Y9vzoS)!?{_*tm5|NfA#SIW^&0 zuk00}Xg2fT_;%X<<5WDP7k5fxZ)1Qzonrh4{igmX>z*xwKN{ZHTzGH>4*FfPEcwUF z!*vfqE|Yl#f?bA9l3;x@2(I79KeUFAr)W^vh(RJ(A zk6F?t25UKHR`OpQa=ag{c&h2`b1NiFR^W&BMq>;UX zUfIb!DRJ_E+29=XJk>ATS*~75E%gOxo@@rsI9{Cw zdSbp*{f<5u8=KuH$ENZU_DLnFwHzK!H|HLe^|!>ce?Ez)9W@JFi;(c`0lEXvHOY>v z?Q3b#FVN<#74?Xt@!$4>(q$hJd`ocryJ{0LE6C1zeL1Oo4F#;f3@;*iO5Z8sFrRo6 zf)D9d{{Uzvo-Z70OD7VGrxH30Z*1~ueirF6-gtK9nsiv?I}$R$9ohG<)3U422CT24 z`SyPOh9)z;z2srf4epR(`($tBV=1|Lz#S_K#Cng~uI=KIHCXUYNco4-y{BBzQV1+& zx?ymPr}(&Bbst*sO?&~YT8*o`qhlvI`c@QaPA{5KvFu`VI#`+h?cT`B@Yv6Y(GU^= zIBeIvSu>@qV|gvNfNR4%HqJHmQ633wliwBX)+}1zUo-VO5~6~wWrJai))w;spM`n8dc{TQh%-PC*2 zjkXjp3|yRG)xAlbH8JHdl!w{RN_M|IV@Qn$?ynMFNc=icDYq1jsVB_m+~a19MXbiS z+TLb!n)I&=5W4k=SX%3JflN_0*K^nd*w>gwT1|34GC7{Y|lEQQ=c)VtYu6bZaffF^sk}54_vHT z06-ge@i6ViYv*g*sHK+QYHfUgamY3Fhry-Y;r4XHNX?L^xW#xGtL31seXd1Yn!8Iw z);u{at>Q@csO=mrjmR^a_HPP&DDZ!eZI&1>nQn^w%2xy*O7ZUvKlU}QqjKPF`3}N+ z=cjeAeP zFBIq+7L4nyU1~abcOcx@f^fdL^{$LWIcQp&J2QII#NyMh8#UOq@sq8=N(n+AIodp9Kj+mLcGUf=s->Hh$2_ns^WQ6I}JxzR7EjK7!EQ9Yn-#5XnaHFMS#e_;2a!hoL6ag;fb|BI^x_b zLY;j+nXYyXB_p^DM#(wH&C55yd0%P^*Uak9Ud>+w!6X9((^1^AJSD33uGh}opBEIhxUX2=R%T~J_`F2q(bxmb! zUdQIIid7K`0;R(ofO}Vc@JczR@cz4Ql9Uqd0D4!Rc(F;oY>|?A{HxM_1&{cXYT`63 z3odeT(>3#WY1Eu#>AN#LWIc=5TM&4Y;pN7Qa+j{m=uSfepRIfM!8i<_78|8vfsaAf zywAn@=D#n_{;>q(h(Ax^snM*Hq;xu@p`%sW zz=kR^IU>1xse@dQ(dS|6de?Jz3q~a0xV8yWz*c>)g08$quGVm~wlN_ctL8AW*(3A} zZ2g){;ct!0!7j+eoeww|uhbt5UdLhZm%|fG+Z1V#fs@AVql*0dy7)(~Aj(Af$lgFC z57NHazVRKkx55oF$IXn-4U|wcXYUpR9V_)ricyUVN!#AJ`8N_Lh^r1&b+71GxYRr` z@h;$LdY!aWO2cN!hDhzjerJBwAG7_Qf#cn2bbJ`1nEZiumHa&`?(c*;-kT=9H23g` zE+b$PNgIrI;=W=1ue?=jr+h-xF)sC%Pc>YQdF}MCsm9{z!kbjx&y~St?c#nGqvm`a zspyxQJj{}##5#t@YOfZhEL|Ty$NATx_`}6EnyV1;i6q9{=Zfh54Ez8e6!n?lmhL+k z#j{NdPTN)3e-3?mSBZs$u`1JzjdA|V4Lin1mfLHn2+Hm!jOMgp)FF~`3j>wF8R%=$ zHGkPR#Sq;Tv$lJM2a_1!dsZ&3`!jg+MN=~9_j1MoY$Rm2Z5SCHvtC<*OH;ZHU)^S$dV!7h zAjk`i+3#8!e~4~vcoPyaj0(n91Z9Tobl5snZW%^F;2uVMS1+=Rw?|wtHE8{-9i5+! zE}~H!*9Tzi#=CC=d}Fup&GNLeZ6IWv^{*A)uk&O$9R_oXf^vB!w>j<80<&01H>QWN zh0bv}EosW<+E!n+&5RNV%z`K+07y$`1K04bhfnyEr+DUIwiinyFx&|pMSKdOKk7VxHUvz|P0}r`Y4QYf}#0J1J^=*iI;vDqeKrywUb$%vUh(FB3Rn z{3(z{c^}1_wn&JMC-)mjt*;LL)p{K8qH3CCmbWasOtAdPlh>&juBCNf2>eC1^5fJk z8fH!dovr%U%vGUMoRgGpkI-=3O+s;LJ3AjR+TMkBX)>cd2CJn(Gts%>spukzPV>=C$x!@ByGTB zuj5V_gqn<*^))9&r&62ObJ}!GD(Az;2X@?W1zCB;cMa1I7{gx>d&2RsuG_BaW5ROLJ?3hhN69JXv#Z z7K?Hf)HcF%*NWzxlUGdiFzvdL(EOYIp_9n*h36c5O6jYd0#N3>>%wt|@ock$mNFB7dJ6PwMiS|0SYQ-673ba= z{pX1#F~+O4`C-u4=&a20m1xh)h^G>O=IeoP~S)8OB%?mdEdzVtMK{GYcq?c?9(*HQjKgsB=$Z? z@B+Ys;QK328tD?-#E8t{n`rOey{d1QYjg6R z-j(~>#>*K_E?c9?!Qdf+ykWB?qM;W^K*n-=5sG|L2~aSnXSwLK*5b5k`P`wi>MP6s zBJl+~NKPgY?jMM+Q!GwcsKp*;Wd%GfOZGIp6{*L0 zV2+>yI5_@w=o)>zH%qzDJ_ZJB#J&wB%z84V+wYKLb7wW|+AQp|d0T#8UiICZP*AHl zEl-Hyy3J1A3#US|IsL*6^U|Sz4OuzKg>&nQ)}p>5rdflm?>cFps4DeV(q>QmBX)oD z#eXU*T8iiX#LNEx=h6>vSNWOwL8wOSq3UYDlrWReTKPL(k2>YGW>e zsYJn83u4(E8u3qr9v0KQaq)XZ(KST>07AN)D>Zz6Sy$P`%1cCk$(+${R$G-kH{q!@ zYZaYuioieF``_pK*R%XP_(h>>w>FTU5UR^73?WPq$F^(h$o~Lhj|nZb6WK{5cIr3D zZHz0QYVZCVe$M_5)3oKfi%n0otc|uq&ImaF02=g`B6zyWl{I6+!ejE>H7U;#7bz_? z@AEQrkAfFI4)|2?M|&N}vbQru7+e-3<~eW9yxZZo?PmtH@h462g~gPy%PvqkU`F6M z{43u+B5JevC-!>r4f4)j;@?cTl_ZnZw-q0#75MY;-{MxS{{RbG&sVmPMSBC5S108> zW2JtVgpFs0QofsNet#OYF&O%=s;=7U>!JInV9M60ROAtw@*mpEAMmKJI3$@=01gL6 zK836J(nArMZgpfvZn(}*<=6DD%%vGi130hdf1&Q? zYCm30{{SgJ?B}9gKkXy%vSwL4sBh&t2e^gudUUU=e{KysPQH^t-57iEA_mU`VQgdZ z8LtNYnd52y0BB!_C0j9h_r)>C$}OcQBl54HKWv2ab$tm!D}gLUfx$a><2d%sedSrT zg^T{`JdBc!B~qU%(#@AX7kG0;@D8ownRJUdEJJvCiSqc}^9*GAjQ+Km`*GgSr1(q0 z+HIt&k~{fe$7nn}~aws3;Z zE>Y1GWb+^g@WA~mJe|6cw`-G_%h^pib!W_vJ4X zk_g~q7_ZQ;+YiD19<}%%reE7wM0F+sB)Ugm?A7s+}wJPdim%EnS!X=SE(JV=nvT* zSQA+BN=!>RuwAD(%WnBcsbnlHG7Mtghf3~9xSYVJF0l2KOEjzC!bKo0utsg_}FAX7! z#8*;~3p6q`jG&AXI%d8o@kX6(KCyp2#BFTfXq5S^ySEIsYwisi-R(82@f(7kM4Yha z80(DJ#{M@EC5_WQByn>f-Z(hP?0&WKSyT3SmZB_GIL~eBl+s zNvYfz@Zw1ub~=WyroIws7aGsSi`xY&{+FO!TW&#+H}U+d#J(VWHIw0!a+D(63R08USA@N3_`0BN#( zI{2gG{WD0q5Zqfu40d+~1BD=-O84tuQH86`T|sYS&&1Plgxl2``dzj2e$Sr~*6LgN z8|@IT?MPwOLmq!x`FY8Cf;3x|I$-tpHTLhtJzK<=zYF|V{{RV9?0465#SX`|iD6Vg z!x;mN{cGa3U}a#Zb8pG@G-q;@XC7|Hvyjw{M>ikqLqAv{tik{gDv~z$HS4-eO>z4T zUgAK$Ubf^B)Nntod1kBgp$elUbRC6yr-w{W`w(l0gl0Wy^r5sdCN@|W!0GpFq#;d^+%2->QK-OtOOb6vAd;p?v>=4sQ7JX|F$ z&)A=aSN?grjZ|z_#_)M3HO+i%w`4Nllp&iS;l?%j=h&1F0};H@uJo;Q_j))^fmT(JOPfIVyH zAKS0u2AT0U_IJ~6w973?CS7JSZSJj%Y=A4NEsUudBN!&Wg4Fy;r09MNv%A*vbm# zV96EA20r-OMR^$hBB2O6RAkdM!{K2Ds$!#aBZ@>H#=;4XO zID0rlm-_TMPunxX8h7ml@RIk$+CHypmYxptyucKfnT`~oBY|E)@KDL*_(|p>NYh1_ zARl!=94_Bqdh5O&_|r~r*}LKogVh@6U%I?`7Th8Em4F#0us##oNvG=GAF^SYBh#mh z&V;lY1Fbgk5IoY-s+{5&fs&mx8AeDYz5N2^?W}fAy>69Y)(^5`EAJ z1O*+d?9bXPnZ5ydM_~wIx|b`CMo%O8SI8GjwmCRb#XFB`_3}xzO3%5zA}y!Rd41BK zwry6=IUtI=tfTFQExS$^J4a4&`28!^zh`fPwx1b1Z>d^pmvia%mX`i;mJ|e%4+F2g zbRV>j?Ee6yd?(kuF&&1jKCCr4!j+ydr9N-*BEHq*AgAn`)cM%q+!K=OcUo_TuB5!t zEbYq+)V8xnwP^lv7S;XXBz@k$E_;gm3-*JGZ3Fgo@s0iR#FtR%CeGVu3L|ZxMhg?g%Zl%n3}(BdllN)U{CBl2F-%3ViN5yGLGHOU-(Yfr15 zY~G;t=Zx`Re}v4aPEMNBl^>qta8)TMK8)ggZzPdvQO3bal>iQgsrV}5O+S3m$YOnk zN{-^YPmbRWJVoGTf%SU>ZEYh6;+POso45p56Qw-VdE5JSy z>JVw)5_GGpknaprZyQ`84&XjjP6`n2kk;JM_Ipd-FQfft|U>M|Jeiimdi+^Q*59%7i{{X@(9n@Q6 zW@x2s?km9y>T~#4%6>oa{QeK|EZTkboR%|2+{HMoGxO&d3xy+db^M_TQY`^kbzD(oHPPO7K+ z)n*08PwvS$;;v0RW>qTcK;(f@`O!#Sizr^e^`bg%j3+g7I&8+pcOAXYt#q0)s@kc@ z_2gCs%<=L*Q<2=(_JrWt4x|rknws}f*wTc(=F!J$;bzq&MaV4Jz#S@u)P6*)2UY3y zuBHzP>sr3D*A_Zu)!cq&149X6$GueX7lbvfBH~G}bi12K*pHfc_JfmMv@tZSpyaN2 zxSDk*QOQR_4LeYtCX z;$IPH5cq>i)U@cMx`Z{fb4tQOxyL+xI%d2}_K)z*_k*t`(sf@W`#}|a=821fKN|b@ z_IR;2p9}mnvPOmf0JEYeb~h^!2?Nt6z9s#v+J6!JXVrA%Rw~y~TPZ&=EztAUzdxqb zYpEZ#)XXs$k7JXgL1(5*Y}U;jv&iIZF~XxD z4D~JjE6{&wFNoG&2KWu)&3?_KS#AQu7ns``Ng0O&{sYE-mGKjbb8$=1_F|M_A2a3) zzu6)mivB*Z@ndUcX4Z9Kd39kfGE>YXjP>dISJ-m=P|)>H9lwVD!*dMQFf=jBTo{-p z1~v~*T-S*H%by&yzlvTgSR&D8vb)kPkj*nVWKu@ZKBm3@0K{ve$8smMv5pN^?D>Cb zi9U0amd~fwxUn^{2`X5QhS8@FY0XU3e^KAyGVo;0~zj}&TJzTDf| zLbl2?gOSUc_HAcdj^5p&zyjV4a)mdlS|5$qjZAKA)9A$gx%_I4cV*%Dq%I*)%!B=& z2lcEE*+NUt0DLR)H;$~dsWlB(P`isxvjKi!yN2ibWY-(<;(cGlek#^A3%w<-7UpmC zTd)pMN#J6;ZyI<)=fEEebh&JNMRld#=~fD4wS*9|yA^InLUKiXOg-vtH>{7_BZtGR zEj4?{_YZ_R&-RwT@h{>m?9wD{9*turI3gt*{{S~{(!B5X!|?XKtb85t$ACOHXD!~N zJf~IEAVL8u7?2x1c|WCh9}M&>%?rSO74VWQVn%4^z7n=wNU#3@1mXBgd*HtZc#B@u zZCcj$`sc`1biq_X$s^q6zLBwowI3C=%QDGt7F?*16;M5gL+kXe3*ZOE>wEiMQ$$-V z!KPfBce>y6NiQUiz}G|Zzv6a>@cZHKi1lbChSO3Oaz|{c0BI$Y3IO%w*Ii{gvQ;W> zx*mN5>CMuL-$c)fylLY1@z2Ju9r&wi1u~63--y^LZh#-%!d8e5s{r*VaB0u+w)2xz;94#f}}AxIfD^?Y=Sao~z;ALJd;O zR+=p%PK8b_rYgs1#=r<(HDzfrf;{YN-U36|2sMcZfh7(cZ?j3FtjT-unGEs$xp znBhZYC=2*?`d5bhL;aey>rV>lm(uEbaE=>Ql1p8(E;dZVV*Jcjigj(zLiJX4~d9C)4$6U+iTseG(1K~(-M{&noatgtF8x%p*UF~rHm z?0#n5T8jvzF}T_e11aii--Nt6z97`$vyhd9{L(U?n;zBn{{Y8t*k{828L_m#(siro zA$y3`tgi7Ok(;j8&&n(3za81=-w1qZ{gv`CYiS^rqn7p=BT#Y}ZXEuj^{=5nYt0;4{7#QF_kT+1e`a&%YH{i} zERn%;I6F5UHuVC%xk1i~irD!KM>@qxx4VCt=s&kEkzu6kdQXvgHSN{X86}aV$d3o0 z_Ul}~fjkQqukgM-QO0gs;Sw{Cn4mv5>s5bg+q-*<=oZHE3)o^9D;w@Hu{rCKbH_^d zFM~EPU4F|GUIY?f>DQ)2gd8~z*(8%*b|y~`Nhq`F=%~t}*fM&IL)iN9yPbM0Oicx=Vi$C}#mAu36a zUjG1Jt$NYH!QoV)1myakkkqF-IN8FZw!5?K?*w=k;&sSx?OzCZUdBD)jl@?{89)Q> zlB98uLtLlF57@)U9~OL3YprN^9vaZ@SrslLSADF*t2Yc_k2ynQRt?>sm0cf_tQv_BnL4JUC>`ow4-p66=U%DGDo zUBY|*2i4NS)u|O)Eo;>I$HYIfXT)Cx-^pdDn=7eM7gx1!l0_ZYf%@XS&&RQA+HkVB z*Dhplv#D5CL6%jow){iz-{TgqrY@a-;=MNRH5m;J$|+Op_jBpSYvk|R55ayd@J6i# zw}~XTmvUw)?VozOo;WzqVNj|!TKav*(cooSJ4xQh(toi2six{*4`b7e@QcXqBr;m( z4&O05vDX##R--kws%gSh0ydDM?&_rXugdS)d*Vfx!;g(Rexa$)<=DJ!6S-^wo`l!v zq#qf)8{(~3OtX(yvzAGleYjbH%V6>K=Dd7uCkn0geNAx`r(SBLQ*k~#{h>c&FA{ji zTGzZq;puHAf@hNC!z1lrIr>nTs?}MeaSr%K2wOW?xi;3uFqoe2c3W6 zJvQRj+vG0kgy(m?c)qWq$*1_MOOEz7j5h3v6sZ{YHTDOvRqe zR^$(*dB5$QriT5X?X2Ti&=}LpjT2}Y918kOMr}@bg+iLr$H`?mP9lXFRjH=CGw06_ zTPOC#?C85f%e6^8xvy7&{Dy^-=1`+|8T!|l>DH6k>eo%>hPE^8Cm+NP39mzdB1ELK z79?g)oO)uue;%5Z&(<Dd9LL0)OLmUVsn#l)*8v3xO#A&KBqcQLY?l9Bncd$ zw~XUHrm;LqtrQ5Zcl_Bo6t>*01>Oc3HsWhAyDwde>xB(@CEfTC5f# zX(NG!_iD+2KJ|JAxEXZ2a90REVt*>(Z6Xb+LJkMcIj-}?BuAq{3~k$??Oj!$y%U3( zHzsiN0&XNbh7L$R)t|e}ycj(PLDH|wB0Prx?dg$O;R4+r02t~kxn4=x9!gQs-$L!w zVku!}VlqeF9<}th!I>kEN{BRnFCkc*az%X4c_6r+1&^;B3i?~%^qy9N6itW5I(^#t ztl56z(mzGWl{bh=$E;0jCaa@rHt?S*SfFQ9h8*+e?@fB$6|5(JW>oA^X|tdUmf-(!LePbdsfuDG|o3>KCR#JRi=xcz-s- z;i>y7x;A`28RS)Qc&S#T@21C&d}F>6{15RoOvQ>`fXc(}E;#;m@J54fm)G|($nL*6 z+r|xkf_~AS9+Sf#1NF#eg+#BYE0S}#raBt<55oJSnq8%Q!O@81{c5Y$jcTL89}C8#TT+!q_h>$&K6F3!89A>$zY!=NAIUa|W$#cz8yr371JJFpklu zog*o5af6lV#d|;OiT;(YYmrOyKbjc-0K1F|`1}M?nffMkE?hK{)cOll(W9}^?=FBs z(IG0^c8&+7d?E2e<5sg4yK`@8b>u{(r~{h)4e`ae)4Um}?H_su3-!f*MSM)Vn%~4% zo?~K9H2l4L*V9mo<~~;=jB2?`qPyr^y!fl)2_R{0zw$j0Dg0KjPg2lud%)s=(bn(Q8nF+6Se`}A}fBlua15g zT}6GYyk9TwjtL4m753-C$dl}d0LI0@9=un*oI*6P_kr@+6>8P74OEr&F+MeZ%w7uk z$Km^{TfH9A(^6#p&F#D@ju>>#2O_^F{{UzY*)zo73U!O5YbhnSS0!YOXL9=REA{8& zU&iet;MR-wy+D?k*K!~k<2bL7ym$L{cu&U`(&=~l6qm3_3aq;TD954AbL6>pV~nEt zDRa|(f5`n7y=8~@o3Z(Wbp-ZuymCg!7o3nrDkwEU8(^jf_p9yy01SS}Z~I4S`mVp> zW>{?PM%r11-hK1MYWPv&D$0y!6)5i; z>W@47Y7k0NZ(W)5{id?AoB#s)2F7ajypTu^Kt?=+n%($=@F!aEO~F=)p9hCR2qL`R z?&9}Nn`tE(dl6qZnDCw}1i7UhJM=yLE^`WtmvgJRTt=)uRXtj&w-`Hj1HdP(V8`MI zay-S!&PgV;?e(Z`30K<3+qHb8@Rex0G<%C5N~gL>oy3D406jqf)8jr;7XXuJ(ttmb6Nvcpqb!b<Qi>iE=+EROzJ9Q`ZJJSO`*K+3_J=gA;sb+1mqTLae~S?lz#Fz~#EJWDF5 z3ch9s=ia|YrvCtVmyg zTGqQcCbG2)Z$1(O6+N+EhtyWglSf@;dM7WdUMl#bNJU^jd=;`euUM}R)Fbk~An4IZ z<;zMO1J6qL8vU~btwkJ?O*=6Pf^tA6kr87UQGwTrbrs%7SIXbD?yY;_`>3z&%zy~O zZj9i7YwDWtU)o>8AMle{i*?;29j9hE`d6`(G_jCu7UNvwEE3FeK~ zLIz6#lkQKgd!B_7ovdsb%qxXz@ z{{U!LXYBrs85#w);#rI!pMEL61S;Aqh5j3fRF6-b)tw>}7Kdn=B#0Db_0HO@;8^^< z9%0irQyzccHT1c4B@9J3{nmarT33ZnU-LXa_O9{6X@9b&uW%3BGyx75RVgb0gvcY>i#VR3n4< zSLyhDFf{bt{{WHmxJN3vgp%yP%>7jThJ@ifL?@Sd*$LVYL-SXl{@2MozX)#D**wX& z`&nH5o8gRv77kqP$A6UZN|iN;%wbMTM$$X8 zYLcND%{@{_#hFr(r0PPLoJttD| z)SAWYXm2f0M+A-m+IJI=%-0KP`@f7gcKe5v#?S<2=N@|Iy+7m5mb%A)t|9Y;4-|UHzx8xBO@EWNhSS`c@3XuOmOmSGD{f)AZ|4iP|O7Swn3zTqBK%$T{np z@lV=?8efe5DS19k_ijqZ&pGD@(!GrP-JAbZvKm&?+% z2m7t$vi!%X`c^_mw*^ZvQ=QrES1wgP!F1b;W)^HQ;=eZKyGQC%a#3pM+aK^u!n6Dl z@t^~9{{U$?7~`yCjD2h8Z;HMf)OgqxUZu>;FtdZz4$%i z)4K}Vslw-x@(SUAE(i*4PzmR+v4`$j-}a6t9FG4tcN8p9e^?c&Acu01E>v2j!0) zabKOEAAVno*MVbY%N8s>Gm81{9+YQ{l9KAovsq13yj_l4!@xGXZyRA*oE^mb*SYEu zNhRFGCgs|rEzUOA&)N*w*J0e;tb_U2(psx0+T$^d2Sp@jk6hQ=XG+zn*&b$BIeQ66 z@4sfKA(zM3*D)x2gJyP?;DP8X$3JQ-Wt+!x7`Ft=76-2bpXXlL`!dZOUNzL2LoBgb zF#`jxE6P7;Jw2~HMK#OHtcc7=J?rzDGm_67rP%kA=8C^#oBf^0e~La7QjIhsb_*Kh zhC3LKt$T07IHkDwvGG#s-a%^i_K{2{lL@`lF4 zgZ?$|f3xncEPg)xQ@%|y4PCA5)<|t6AtITUL-G4?;J;}UM>8vEO?n$YU6f!9safRYQ`3F8bDa6;8)#07Ipc&XYiB7+Lhmg zH17&rm?Ml@SxB-O2LAxQ>=k(#$4;H=;Wbr)L(j}{$?9v?&togcnVN9a-1)3ecbKf1 zRD8J05T4}`i@I>+ppuUcGW!uqVt&D;>V7332>ZKXzjS$NOZy`$iS@ekRnUAGbc z0HjH&N*8g!#?C*bd?qqgAw%5meLgyqQF1o_0B89>vi=W4ZxST&v^P1y!5Ie}d)Lh$ zvtukDw1$TikgL1jfEl>k&lsesdXCs6QYIv$s6WbNgB zwh1I@Sx0fxlV3V&7bjBE?d6_SRd2n$i3E;-@@tsVyg7fb>Tp|G!qVIlGa|0wgSjWA zb)Gx;Q-9$f4o7o;s3pVszF(II-3P9Ebv5_cd;}@R*VOrH*qAvr9gbn-vqv9iiZ_^W zU!bY9?+>3AYw*}jIf^G-WFAFkX~?@<$L^=7 zt!hu|>zTcdh*EVSXqwtDz+^yk3e*vdZ;>Bmskd|j+ekHCu5 zgk1aAx9Fd-{{Vz7?c!GPE}tKt1qrUen=k3+dht(c#nd+vUCT#sg0>mT$_w zJ0FgnW&5Y6$mfcsM_Bw`hXLU~fN$XIA#bL5msSt~fRnPg{#B=_ct2m!tzPhWzT;|g zB711SU^{0O+JC~u@a>iOu)Wo7ZLWaBBQ^q`b6#=rQ}%}Nt%j{>;Qc=1`$t#Q$&Fec zxgQxMpYX4r{>gZXPO^9Tv!(fkvEo8jliZxp12YC46Z z+08LLg+_Ey`5)(A0jgaz-vq4u)mx3xg+*q@&)#+S?_RRXVTY$ewf*O~>B)Oauw6DY ze`nX0U0=ns+&od+Lu|4GE9?iZ6!XbE{#Da_Ihar4%^lIl&uw;~D96i#f$#OMTi_%q ze-Dk+0I{ftX>b?=^KwD0Pli(qZyac?!NfO2GaQ)*Jb$xYIhEygwT_&&Gru&M)%<@! zC+zRxas&SW$II~i6VFf5zC5{+l{muyrvrEC^{=qLJ4p8*vp#7Plx4eTT=f3dzBf^NbGnO;F>p%{7K=PlQxI1-sy#iERacsYz{NUSMg50 zs(9O18n(ZxO{waR0Beb{zylcLwS5&l9HU#?N=K6_kf-Kc zuID~{(iS^ML6g{Hiuu$23Mb=TN>3kY9ubF8Cq-D`o$WKnm`-;$@~;>0C+#os8{w9j z7L}oRh+Ao~Idp~X)zoLLa{mAn{C})`U-29GkHj}ZeN~lFrj0hK3O-S^Ry6YaSN4qV zuZX8s?muz*8R1xLG(U&7(%U3Tv05v${pDg4Ij(X8YFC@2j^g!5bZw<@ zSd*Oe=b*2U?fxeC&d*9ZJboa%8hHUsNZf7UW9flR@TZGBLEyk!Mc1#i%Cxt^67ITNTH` zzYN7Doub@Wy{gGGPYOJwwPu}x+6O=fr!^Lv z;(c>N3k|Nns@uR60I=M!P(3#19<}PxjH%$`hJ>usz0W?b9#tzkvUgn(=sK2*quqYd zdZm@3C8moF@rpAT0Tco`9Q3bn@OFo9C&%9l+sl6rpbW0%4hrE@B|t+-m9tfcr1IuVOkf--SrG>)N!>iv@$E!Ki zZH%Bq~VH1-jMqzQ!}dYq^tm5);%D-nyR; zFcvDHg2ZDV?AJMd;tqxBe0gQUPGj(Psu7;y}nlz@0+Unt*d_g2@^BTnWpag2~a z^c>ac_33pup^jYnYrx6Q2V>uw`G4$ItNV90druuoQTA#YpR3*!yRe5uw3m%=eVyokHpgrJM2>Uno|Ou%L>QP zp1jkvZxS|}siobntujudg3y8+>& zki+HAZt=zpIsM@n$nVy?7xqN(8u;VmzJUuOJQ{kN$KDPZfZ%;|SUR}2@dHjTd{3*C zor}q8qe(F*4SJc#C!SWaKS}&Gq1tPI6?N%FoM%nats=BV0PIOy=6}bfcnACxgTyh}czeQr6-f>* zZkq079X3Y2Ju#9i#FO@p@g|?*eM7`rSB&*tHho3W?yX~jCby8N1MZ(}^Tl#s8$Kn& z@yArN)pgBckrN&G8S7Z#XjP{;%A&b->C2auNcwC33FF~geLLY_h`dv& z!r}F;M2mCC`6A!|d;Hb(R99=N__8I1h>F@aa!5Q9JNsAW&%}70(#@qKDB4XA0NC+;y)OjddpwF(B(0rNe!ER>GA#LJ$e3hhA%IviN!jt z=*q*(*+R{qp*}E@9XCOjpDyO&RgJv1`B_Q%un%ha-{VKbPYUS%EYM)pacOT1Mq&1K z-WY;9jxk;%sD9DDE!C4vY4x_alF*a$LISpZaBI)}b#ot%b+*)X3+szwQByDOHDPk0=d?@L}P5Tz8zj*ec<0~n@wKcCP%y(^=X2=B>9YFW5p#B+YH+mPseI%^1 zd79Gs;bLGjmf@X#mGE7x$4|8p4PxR*K*EPWFg-Jx>! z7jmY4={@V|aWo@R3K(Pg2Hlku}n zvGFIw9|QO%&OAw|-;3M97w-$hZo8RC^d|zoGN1OI@uZi!ef)kYn%?fr6%7@#?2sP2 zmpuOf_3J0ae;zzj;*S^Uz9|0ygp%V;*Q_Ei!*^#GPmulYJ?qYnSy9X0vOcn%SjBs% z>2|THL*cIrYW^?O?BTSRNVS^cDV$-@1t4+TI2HMe@T*miSNM@8wQ+E+Z6dhT8+#RL zrOOpu`sW{pYrF9;?N8$$9sD`F@Q%5wCDb>CR%__(w#@MZl7#ok1NE;ApTZUjRp8Yw zZRQ!qGlm$)HQ#`t>>RzW?BT`Jt2cU1=jq4n^WX*0z8UD6oxqe|U!z`6bGtj)$s`|B zf-A>-Y2MjV#UKzYf~{qW=KNV~H78a2fiM$;EuN;ZKO3IPi+W7MJ7gP8i@& zkwGhOh%a%p)`x+9EBLG7hl}t0OQ7npeZNxu-RoT2`GR5C<2-Xj@c#Uz&2yTMwv3dV zZDZ{1C*aPLckxHVbH{eWPPB#YR?bAu6dVJ)`t_+kJKWi6ntWP4j49;E<=+P+pc&7< z<6kZK-}avIhl+enW31R}P-v3DZT5L0w}%l)&QBG}c+=vBz2kjWJH1E5O=`;si)FIy z81G&(z)n+6`ds>|_{zA1l%4F3W5vEQ*8CmgW8z&t;%jKw?TScF(D8$Uxg9h8EAG$O zeoa%ywwE3;*JB?vW;-R3f!+zpIP2G?dxeifr1jCG4m zTGs1M@fF^V*2u9#9gDPK5O&Ua`q#UOqOlN+ZL#yTeWV-VDU^kTi!6CJOTVTtGfQBbK@;$>r&RW+s#7$ zP!aAXVs|L}p^kEU)>Xcj29#!7JEe&v`^2X_bgRKqh8ho>R?Kk}$Jl7GMo^J{rTGKMMu{{U;Pc3P*0t?wsk8vHRh7zt4i2wAKkn}N9YBE9N0 zsL-d&ZORM-r=F_yu?7$5z5+wk|p?-J@BKZ1YwM=$Q+TaD!nq=8v8k_p9E{i7_KN%1nk zbcWH8$GL4;O6~XOn))maT7Jz_=1re5oYs~v5ag-yrTCS6FRR^Xx&^h)pK|uI^ZUrp zCcRJL&+ReeeG+qM*QtAHdKDTggxsn@>JMu0?KX0JH3?=RiQz%u3fa&lU$ki>=WpM1 z>HbA|wWw38QOa@D`aGUq&U9j(<8*z0KkWhHY3>^86BIG+!yrw{J7={U*Smhs_Oa^P2aMvqwu0s*c>K4QlM;`;k8@r<`%UOk=)Nt6 z=EQA|?R>xj@VNPL`BxQ6bd-`wT>W1$%y3YQ=t7Syms@%tKkB-xT3<%dmO#n3rgP1D zFT%fwF?erLifijdng(uU2W)_PsqJ2IuExw!isu|;jek5%~l@jFJA{X8eFM{}TEAwg+#7?Gnw4p2AaUo+}ZO=GGS zy@RO17~JSr0ZD0X$@`2!8TR(A4-@GT_{!n#bo{)8WWZCSdW=_> zgrC%8;cG_6RPc0hiBzU~pX`0(4IbOYH#YZk!3?vkX$#K#0}y!`KGoBH*cSHB@qfZM zFd&%EcI+Hr?g0Q9Be22z>*aeN4_|2)Y-WY6{Jd>!VNX8&`L9>;I?Z>b{55&s&PJM8 z_ZB4m{_USi=agd{L~BAhpVL|R%Ve%`CAz^?V3NqJ%7gj64Ui-TQe?@lb4=l!x+?c;=I$w*05>* zBE5Cu&vGN1+8 zqO$buIq$qv3{ZvK?sg3J_p5$6x@C#sbyR5B@I9;7l5N7rz*OXTnu+%~%{jd7Uf&=b zIKq>~dPj`BmC^0MTpV)Q;=IR4out*RhTImE8t=Sib#ZlMk$Fn7g~z>JYH!*{Qwnj7 zsxyf)Z7y&IPXKhPU}of;jCb^@qfL;oEDHncime+DJdEWr+ml|Si;BEY8Z_@^=3Tl( z7q-P01e*F=;XFk=KOD+-p>4Q0=Dui}NAut;{{SkS@GI#*h4(DJ9fCCox%h& z*_6EyR@7|#QxuA+2kx@d0zm_fqw9+LlfrsR+uuthTYR>K7Xy?y zJ--V1OZHg7(tKLdZ}Jb62?y?Hn)<`RC5EMNzGh+&$FT;s*>b2wxY_7-vnm6Xt}B4umpb{{Rpp(!CSlUXOWmcN7xI7`1_f(MYG3 z&*NA>8!Seh;tAljvRx+J{I3iIG6CNeui#$?YS!9hceWan8)BR)@O`^ivw)nXN%K24 zd`=>qDNZnk=RNycSxIr?rxD1~$-5^9jPU zUB&XMjrb(|H(mHyklD{m1ll`2M2VuYlucyZ4|UZyiQ!eV{u zQg^kQXVB!hPpeX!lif4(_r<6Z`M!R4XJ@5)C&DY1x3Fd-oM?DM`&gQoLA=gt|Fy)b4dM5A;8B5 z)G4!|y0ejGEx&dSMh5^_xBkdh418m$pEo&0a=7Xb=RBX z&1y1HiBQT){MgS-*O7s8=T|H@7qRUrd3Oq}FGc;mrfY{0mkzY-GF!)cYN$~#G((={TY;pu-?F4>Vud~as zRH(n+)L(i0-<{B_QZ|enj-yKw=D5l@ zib^ylrDV1|ERzFLo+4Ez3nS;x_$c3o?yi0u*=rWjv&RI!T-!n59-03DJ*)ES?sIF0 zU<(i7IqP4xAGE)P501VS-{=vmHO1tJA_}CPz}M#ojXzU=GtvB zBR*4w+QGxJ@IYQhagLnV+rP6Higcfj(RioFXG@IROQ|)Ts$E8`$f&Bs;O7VDUPq;V zYWPd`Zn|A-8m+a$K#WT=DI|}jeu4hVy4A14EhAOXA+@}@(q^1q#>oiZ3zSuT!#snv za6#h-*1t8zXB06mw4Kf!6Y7{zNFVbX8k(n{X-3>p%|pG z{e-oBe#`9^5~t6~WFP68!j&pmonm1+(!xJ`L+0y!UO7nli6^#kioG0)!+t{p+dS82 z@hkRU@gKu&(%fc5UKy201M?N+vVE?>+B3$}+*c+eE>U+!Wem;A-A<`S`7#dBIw_}> zD8IZ4bJ%lStwxkOJe3bf}s@ zz;TApUf88un4QifDnBqNl(t6CnNNRO&fMFgWEOBS1zSfTUh9$nAd~V-22Z%{iL+*K%%|MM=NyAPKCR@;z4@99`R3HaS@@Z#}dy_I8Nz>wc{eJhtKm9Z9G&r>;|>R?o2wLeNG zm;NO3IP2w_^B)MYo5Zq^;{othdE9HvEx&A^4qo_PRa^KC!!Fg!;|J+mUj)2uZQ?y_ zU98I9WSfXwV4rIJ4ib{8r6px!@&^Y-gxs{b^p9$eLx{~tPZbQD#%rGyE?7HuXPpxw zz&PwNDk;UVKf_pnzsza5?@T@vmteEB34+Ud34E#KKUiX)9=jqKYf9<_hGz zW1_aHJa|x7gOlrBZ8f7;#^nbdwY?gyjQP=pdQq=VROPcdT{FYx+7(a;0C%mceK8s_ zynbElL;wZ=rK+8I)OTkF6D^~Jw;;&lSdc341wM)^ob`f=D5MAE?yka3H&ca`OBjC< z@1I)nuY)Sl{9Drlrwb_{G0uJK*)=&$-kGThSr9F|5^zCbUOVu1LOv~N;Ee8O04UED z`DP8TV>9<$bYm*Xbw6yZjx=ao4v;AW{sUb1!Yy`h5%?wx>xd1stvu*Z_4#FCpT`x@ z=)g&!+2^6RPyGZ}Kk%7MeiAX0ke8PV2pGuo8=CuUG!m;#{{VFSYIgQ@Jy+^{^ZRAN z<^IcaMmJ<%T!F{?a~zudwfHfp5z8dinNjss90nQW*ezfn} zx-#DnqC@i&JGVWC(^_TjKiZU{SI>t8f{ zLhvTHVezs{xitBrw-Nt3PVL3h9&l zIG*urE!OQOOiCjGfX_V#wR#*~iFC2=m$Xj`h8e>N8j1A3_4gkte#}lA_KNs=t;5FJ zfDAj6YbHVbg?(T9Nc>Z=@ZG(KhEhjeQu;)g5OAuB!-9S5L zYrpDrf40V{2mC2D3nuy6NI@Ne=O-2U#UpPFIxcgb$KJlp{jjfOUjpgqWc}oZ7I04k zBEB;Omdg=&ms_x)v?4s=IN=diHPGr9s#HK&rtR^zysM-uvM3 z_<>$CY^WsN!w$l|m-cp=OKp2umNT)|%!~oppZ>Ldz5-wE2^nJ~zOOs&W8eM_csE_r zJ|}3ph4tiVK%O3jL%ck^V4vk8tu|?UDvoKKagn8us(o&qD0^{Dz#K zIxhNH^3;4GDuj&S=cPV*OqLg5ZOXzMQ5J4~06EZlfIS+E0I4_JeVCb*Ps+ zbF~x|``>hbg?@pX#x7LPpUM}rr!HgD{s{Q0T`S^lrvgVCAMB|v2N)w580NgI#u}~O zt~FV2Bn-lL+6PU()z|zcNaOhDXt(ouu*;^nAOX08{3q75{x0bneVo_P>2NG?D!UEK z)49!jWn~Ikos@T5p4~N4r@sS^_(d#F<8KK_s9OXouS_5BewFSY1up0R0ENTxR^~WF z^2eqlLjrVp1Df!UhEn~PRPfaDxQ{K6=y15tt$hvqC)_2^#ovmzDQ_j;m8AL5!x+ms z-_Q>A>)>3TX%@Dz#hBUQWZtgFP2z2TTk#*kj~&ge=*LHBZ4kz)!1;sB0RI3l*1j-T z5=i6A04d~?$of~^-Y&ns@i)P5h!b7tw^~eaLIOo_yGsqg`ukVHv8(-}RuPzx;1+Ix z*VX6FEyZ=QhYWLGT;j^@X=@~|fzzN5-o20DRmqFsHlR%lr6@%DIx-Ot)bekGH_{vL*XYUP2r z7OLF>j$52`%}yp9(&tXe99Vu@a-0*pY=ca7jwZ^s-%>wAUWxEx+r<}tJAphc_N3HA zWUQ9T2@CI@)xjGX^sBjTZkR_jOi-s@M^W{!raxe$PxxKYvmK@EWak(lalz)iEOky= zEv-{Nvjn7@mG(za-aPoJ;j6?=cVE2H;#LY}ngC%LI0cw`^Z6R}YY!aw<3xtSeM?rg z)O5SGBHs4iGP_7PIX=FX!GFO_E{BFJd=w#eiW|8k5|m;CZN@S)&t5p=pIY>f5owmO z`~b7KwTtA9ZDoxMWF6ab+5GF^u{140Giyfr9?l;f8mduiMdVZXoAJ}a@9_TsRPguw zBR2PbE4PV$)2K+QLlSeH!<^#0Gs3L%d}{DD+C>r;hDRW&^3)YQ58^A7*P2V86ZrLu z>~sp8Hsw7>0=B#fX`hQ;5t`;ljcjZTivt2gnL;s)3dmwbYL<%#soxlut{*^E6>uzT7 zzr;ro90i4az&p9De}t1w7sO8wpvY*}>jO9}b{;|c*NKfvQky;OChJqs{xc(=*?&NJ zALfrxc%8!I=FNP8sYfS~DLBS4n)?Id`B=YYy*W&!(e*YaEOcz(oY%+Kh_3@}d?{X; zr;$6tUccmYV>y-6I5}Qbn5w>cr?isbF>{}Ol=%P~)Qo)JdYp<8cAuM^*XRqD%IC+* zRUDZao_G7tf$h?p=SWiu>_?_*!HebuXQpx5k%G1l0YK-BQ%*P7j%nXQzUf&q2?Tly zGbmsg$m5EcBl7m{$WzEYsrbnaleN0>R@_RDHJW4+JD?bmi+368Qi)_(n5>yN=uJGt zS%Cmxa0#SjBXIdZ_cSh9bTo06=&r2pcX_8Ib5gCuu=1|Vq+pED5U|>zc8@4zf zFGIy9qj9c&rF52QA1y1g0n@!i9m5=!&V6d(U7RV%rn;xhLSW++Ug{!AkPzjuy@O*p z9Mb&dhFq=(ZuL9^5)UviJ9`RYj|GU%duE;DMWpmZYPfzRlRas#ADY?A`yAE6p^$D& zFH2#l5w8?p@sOVso5SiES#P?Z_U&w;-}xnAwQVTc$BhYj%L`LGq4C z^sS>>KMOf!N}`uF%+*;)BhGx{kVigoBfsZbQh>^vgA>@}6ypdnZUmO}tyHO{stZ)! z=6q)2A~7-kbu?4oDr4;|t@Nu)Y`IdvvFo?BOzF9S*ampoJ5ary^+t6kRyxI*%X6p} zC2k)hxfJg{^o*^`lixq#SCS=OLjX_k(OoSfaiPMyCh zL>DKMF~Awg=zXhAS8@%*13r}#+s2B)7b81>_oDQ#Ya8CAwYf*ly2eD<$4rWFyt-98 zXCN@a$g6_c8w^tndBsHVt3FhdkKx5=l{fZCg-VibT&?!25#ko~rG$D8a^`%(yUnN|6F zHBwQvtaHkxWvgdf;klY!cTb){kRn~(yVt#ZN$~Z(wvSmX5w9>u=b);w#@7@B2z_d@lJ;OJPXB`~a_&w6q7sQ+bO3M?tv0 z!!gJ!z!mhr?0|`7;|XLDiC{~Ds`%)3o=4|fV;$(L`5z-nG5Xw`wA}H3A4$8$TInnc zeZFO7z~c^c^{-s;pT?gW{1EtKrs`f5)drZ?6S6+|(p7QTm0?^qr{Ng2-G9c{R}9d} zVR0NF5t_NzI_*Kio7U&LX_86@#Eq*jJ_iHg*9&)>X2(Xs=y*!h*1!EW1t~G=bDR1 zAvD!0;F38#{*}r2vN0Q$VfTn1hoyJXRF!AR1dmHK%2hnRHIvobrHwrr+&72PVC>9; zXnfHaaBHmZYyPo;C(I;wbf2_2bx;12b-;lB_+hp%+aMmWTcZ!Yks zfstG|hbg(Z?s>E;eO5H8E{EKI0R9{6+D!M+Ll@d2z9Eco5ZO>LbDVU|dEf0{@bg#E zJX7J@O<|KyT|tai#^i+nmjGn?WPx25?1!s(-uuQDQ(3`yba^K+%X*Rmw#eKU0QJYE zQU3sfnOeh0t2NGR zR_3h;>epi?ANVHk#LaqZ`%`hGTU^_is9I(jRRR}zK;-~O8>@VWYDRr+4>v7sa zd8s-zyGbX=0-Ux87|uN_?%$3702S_j6Knb&wWeFcs=#IKfRKgzz`_<{Q>X*#xrIl7$cx86yP8Lp+-E4~f@ZZXhz zuafm20{mp~I!FzpvK3oK6cWsZLUE@6yM$m*X?KJgrnp-5%ES zIR5~#n^}&Pui2`XINNXoE1r26sQg{vn5EP7L18bI9lX2Zw*w<_IlwiY;=N;B)L>zL zV=WouV}@n+rSRv(Sni>Y&iiY5Oact@G2iQ7jOH18p;Ox7+i4%VW%-xZD5&ES<~&2h zx*BQzIJh#i3!^US6L&_>HQdD*Yh-ogpwF#Q_>JNFX*^1GXj|u%#$(Aj_ceMem5#*1 zcOcF<73eDRt4a^AQyMfD9;~GunfEvBxo->~v+ekiu^5h5ZrgKT3w%MaivIw|I)qlt z3=+uY8?OT#SK7a`e)#_YW^WXdptN?f{NUt;$>zRa()6&b6x6_8fbGLJ2 zB>gK&HF*~!Cjls|O>6%ES{@Um=odO)j4dW`8Z~lB9AJMs!tv{dySWN5jUgec=>0d_tINcwIA#J5(2k(1V&Mf5I##;ji zf_fa+(q9arl3x$P3CSJn5vR3EnT>~IGiEAwZ>fo%0@q>gow-{w1dZuI(Bt$~%Q%G#BIqN`J<2P-cl z&wkCQEN*VM;~ywuYv~W!^WndSylbJNYew=bwqg=!Hx(b3ewFjip{v~AEU7Qb4sbD= z`vdk&*P1T^#cI~KzEm>#i#@DC_McEQ&3gE`Nl@n4^0D-3tXCu?+Us-Az9o1*9}H^~ z+3DJY-do1mN0^<=Jw9X4>0aCLhSkoKWF@uCWdUW~_lKv}xG#-2`gQM$t}m`7LvUDa zjp8a>+Z~O1_kwjJqG`HoeVQ>2)ncSz@+;BHE4ff=N10lZ_SQ`KBleuNT{p*?fQ14o zIOB2RxqSxy%J0L9lf0Uj91mLg_Df4M;U=A! ztcXDof$!7nUhnX`#A8JGMR|6?U0SQkN{1(fIyZ+9Yl=Bw2Dv>x%Qea_y#_i$CCNzVJltZ=pq>nleeq>zeZeP~F>6vZSZ@B7N%Dn2UgkP8EJRf@Yuh`xV{{RqmLOWZ7fzR<* zkFW~C-9iGL2>aQuQ2ms3ICOuBn!6SGUfobQI2~)l!d2v`oVG`~oT*O*IK^sxqvJ<( z@YbSZQ0^dds(KO!O8k@Yyjqk#C)7$to>!dMRPA4^y3U~%r{UY@i;?6$3G8;)=Dwa4)k?|3Q{=c+a{EZhYH{~(s7WvqE*tLg&2##mk*-@@8Fc;8 zFg&my{c5oz?s=dDB=5yR79JeUL;;_FI+fVK@ zWbg#~MUB++nB@qBrUvYb)Y7*)19F4MQBr7T%-0dLnF`hgA z75b0ko5QF0KUlc{F^<{W2kBpp-x@U;wOwxSd?95F%)>dzC#`+12QG~z^_m{9yn#7`P)9w5GJp)(||F~@JmHN7mJQlhG2 zBAxcO=dm1aE_D5$KAva0YTvYQ(Qj{Lv$;e@B$RQS@%Mc*UURPeP`L49t;?9>CCOkw z>*<>EEepYVr-<*?DGR&I*-%j7iTyKQQv5Idk0$YdhHfq;xsJisXMvJsU|E0!@B!nV zwN&za4i$S^`d_&ioPAn}Mx6CNY4KOZc8L}wX*C^5}aokw4ZbHPX7SFH>r|}P6ly~e=5ei z@a_GG4$-~`eWYXauiATG_$N<+VzTnCHLX_eVmWpZs%P0k@%h)z{{S36WBVTjOLK2* z^4%hjk=+0!eig|m<dGd zUqI`Bvy)8nc`-V%&&#(J#om6;8ng<Ss(5WD!Rd*J}VE6%Vlg;7LLQr z05KUS)Y1aP=clc6G3xGv48)$bp%%20>{9r^=xYh#r5B;fvj{ekqI2eC5rh0R*JAQy zpu+UQsG_gE)U1jK#?Vh(n#YyLMs}&G#^`!J{DMA|G0P~x80k%nd8g%J$6-P$ z1C9gHVw7*IW}cMnRH-bZKg4tSSFU^!ibwH{+5Eju#w*-o0z!U80{E zTE;RFo0Fb`yi9zOgpX@3ZPZ8Bx`c(SBUe0hBfWSJ#oZDOMp;ox2?59liuwy)w@X_z zF#@hv8Do=QIDA)WBc0F8faikUPpy2;0m)TduUns@)`V(d-St*HGWyniHsR3B>H#}R zB-hdZ0JGo6gW#iRE-qIwuq2a?E9RYA>Q-mOha)Fx=dEF;uJ+*Ub_dqKL!C;M;G=W# zY-Spq=J&Dti}3UIlJMV*H0S}oM4XHeO?s7{v2Uo_iJ+BajQ3NT`~}kfDQo&8skgtC zHvQ1D5niF-AKItKnr+-r$F1BXd$Lfu#dx)-V`F(KrjHs_DpP*yx<6^ei0#yKUSIL^ z#u4~u!gCm>*>RkJrv|=s_<#FD_=i`~V@JA-%Oc>pf1fA5b6hXQ-x7F-UrB}Bvr40Y z+q(Oj_}^xuRYIk=-1;n|4C-QGD(cA=z7PCDy4QX-=&{~hJkgm?d~=^#{Ulz3zaf4R zneMjHU~EA>nipz!fgcd^yQj+C*f z(2b*HY|%v(*nCJ*4yKlh04So004So004So00Q{8JvHhQR@w+Q|B}%^|72{tCVkhFw ziB=%2#|P9`uWF?(w9C{Rvm7TJ^#1@juO;|S1AJMq3-X=k89hyYVT4wtJrCUR(*FQz zNA1pnG2#0TKjqp!Kj0#&MI5N|A6>ZP^RKUrlE6YIkC!RW9XQ9b{E_>4AR9o=IUmlv z5B9i~li|!^17zK|Bd9n${VUUaG4XH0zAV_9ey?vlg>$qxuN(cbd|hKFgQ3%HXO3H- z?CrIO$Ts8r{VRNqlHicNOuE>_X&z)X@??{*!d4j+onz>tAO6)3a^(XLL7XGN<#a z>3T==D+l|`6*c|e)t@8$1Bny%nfQ9jcv)|gc^J?7B%D{>9~CX;x$un35~GEZH(V_v|qz!jC_rEaIL%5t>hekpIZAz<6nv<(DWpNIGL7tQC))MV{qcWR~I|R zQnvp9sNQ|M1szBc zq5eQsV5#2=HQh6BYVi`JnzfnTe%w9;T_?eIki~Z$^~7Q(m5_2UI`P`R2bJCuQM!8L zHTTc$6&{$nK7%AW#QL0?G8`*`$`S4FUj=Fk$#moR3CLVyiuo+QkJY)MYifNa z9x|sU*H&4ujeMd?^Vrv{d;n&TUe(zgm1{k$J$bJyvXNRMRCDR+Ua9aVPcKl_oTgOU z0fry#dsoq58v4p?+c2R?;pU{e9{&LF<65&?V*dbz(c)hwGLoB? zI||?o*T0@gDhVWbc^neOMJ+Tuei>NKs_F}M+y_dzcP{H2g!0A_OAoC?@yOi<*#}S! zI_}+4%H)v6{Jq5IjCxn+QF^3)iC3B{W9_f_CD0?`M~+;#2UHAjIu9%!E6M)=Z{HVb z+UJNgWw4Z7y}XeL8BPFj+}EuC0KqJ9-wM2S6nG!;G6N*%8HfyimGW2ZHe`>*+KUh} zH8b;n2tH;jEJZ$Quzsfo8a()#v+Zxl`&Z$N(M@-#NTiW1z5_7oc8vZN@SnzQFK@(6 zZsK^iw3#YM;9|bf_%EtjPbBgSfE3wfqh`rP3OVCF#eAvprdxeNYnzDV2I@Iv4}-x4 zxcqw8$mKDeEWxwa#nDx1H!g_q-wwm(>XE7Wb1rv%PAl8yj9Ti;3j^|n3{(Bu@a-aV z7O`ge#9wG#!F!F>^jWcQ5_s6fAMQNOyx?)bAJ)G?&2{!|A1{_kN}QFujrd^~_K(Ni zIx-ayY0MR|&PRIH_}Q+@qH3~f+kEGoF)na2G0=|n=|2m;3(0HoXzL4g_KOWR)Y{D; z7(QbFa69&|C;g^!e02c>%TTNs?d1Ipe5Gp8mSq^8wh7)ZvFF|sg6~h$d^IR>iSFGO zap6F2nEKb(zp%`WrhInziFGtyWOn)(mk}?_K#&uG-1e`KG<{MxUkgI>D+_Dkxj^82 z`R2aK{fwrQNd2KaU3Bhg;V82&N^WGiv4H(q3xuU#0VvEOV1fPP?j;=FrYa5WhjKwp@gdVic( zCK`&W`6Q2HGN`GVmp3;W_1BwmE?gXt=K~e$U$g%Jg*2}id`HuC+uJ!cdj?_lxNO)7 z3|;VRGvQb4+2XH@_f`?v80_@xydShlAm~m3z{$mWmyEs(>i+<;T((y-T)l(j9_P0>>t7!J(Ek7(d}ZQa z3;22|wY%6LhS;Xa=X7TTgY)3>c*nOj#OS^#)HSb!8k{$hy~ZR6&oh^DHwNlS?_QQ) zg!Z*LF)x`MSnBYh`^fxXfX|4Z7vT7nrZkD+yG;#k&+gL6PyRejb${?qZLj-9YE04< zX3?(7lpiwS0zg0KrFf2!Kb2vq+n`a;Aok+DoBj#YI@*5IzzFlZOS~S(DN~wIg(@;s z<77r%QdR1@l2&Za5Ki$&3x`LCxfJyclr~CZMVvNL$7P;W#c~<+cbH& zzB_}cz{vHlM(_$epAmFjk+%2K0`8HxLJ*w(hP6!Uv(T*A(qCIdf52fMjihEX~MHtNuI0wKgBG+v!BKZ z&QVG#{KK!#*(SV`$4Zm@6!5%?;DE8lN2mnmy>H+p&_A<3#j+0N0YS@rxh}-uepTbY z5Q&H2_k`jMsI6@Y3xR@3Zl0CoV`ilaF}|m61~5~rBs<_Cnm>d;6InwH+**Z@@y1R@ zYY*Wb#rT`ymWv*98Gu$lDeK4OU03Yf;l3Jp$~oaTHpzKzj}hq1RFU+^q~&b~Cdv?RK+k~7ZQyoK7Fo9=buB`G_! zam7@rBcW_@%}S6rWZlPl+B$md+93cA&B3PL+S^&euE3;?z#Fk&a;JM(^5sn}S~4CW z4t`|7`2-DmuvJsl)3fX-9g(&pS0g@X$3YSsaayeXf zLuA`-iq5Rr;0Ed|GAG@;k^wmtwR3I~4gCG=?qOMR+hR5#6OP#DG*h2)`C%Q=b4C(L z8{;7Ez{t&C7BT|HLaa|X9-IbU8gSvgup&J^@0{{UzCM6mge zKIj?6Scb&PfE67&?W-wjT=MLF5BSrY&5eN^DC^Bss-{fnwyzXWpG}hi2~p_4R5EE2 z07z_}fb^{iJ$fn1mvba0?k4oBfR>>sp{{U*BMKW&Xe?F9ZRw+j7R8Trw0LO74@zS0B zoZ|_V>7KmR_y7x>6NB9U04jT{WP}P+9I+oa=TF);X-<;0%*L>AR5N9d018Lbnji@T z1J`#-xgJz784cSfB-DaHr~|17xIE^Lc8%0hTA8v~?f|Jc9)h3bk1R1gIvz8c(H7f5 zVoIqQ9@QG#x|}MknH*$hhgSQG*hYGlB#e-ufh>9C3XkkxKg_u&+ofnpYBCCspBN;c zr3cgZmFzQ4HlafepD5{9-WF9GhyZ?KkiyIe89nh)?H_YDPWq!BOC}tU0-l7L z5)dOK=Oel7D@h?ZkwWL{coi6gvwhq*QIlG!->7>fJ24A2=BUC#n1iub(_sWgz&S;yY;A zBmJ^f-Uz_?y*;bnKV@M)kEyajexX+NM6At)WjW^_mF(i*wZbO5T>0v8n#9etdME7{ za0FV!vFXt1x^cB=Qb?l+(#l^fPCAYU>t7xC`3uZ{j9Fp~NSHiaf7=kUc=SvNUFOzEjb(SxYEk?C6OR@Tar?%YQeg|1&4 zm+rtftwRH|KGwiJ2c>9FY7U*f)0H^QeN}1^qMVlG&oIPeY5NDVI-d^Ov-o{WzECbe zH0wuIip|+~4>u#YKGdEbom0bvN_MFSB=r>yr;^F0qcGX#aKw>cH1(XW7|6yHV4mmb zKkO;3TxuQ})LETj*>+Z<2|{1PEzP8> zyZ1w`eZHQx^KXGI8uP_kd@CT0jF>LnK<;trUf<*3y03`zsBPTOGfX2_jW(A9(D$#| z@pzfWP>PdJTlt?6T257>@3KEZTgQ6W$G;G?`VNvI(R7%@M;uH;H(YK!51<2zuceEx z73vxt{;8#2O=F}q>#Et>Nw!&AX$VInJe-k{#dt5mpA%{x2e?}cySuwTHO73o3ajI@ z5!dNoPWV4xg2Pp^yt%e}T|CMf=INBQee%pl9ffCktma?|FIa&Yqc#C4UK@?Xb) z+26*AtKI8f5b&<4cc;9KIfgik@J>Jgb-?O9Yvp}j>i0?1t}U*imcsHj{qzzkNh5zk zr;%TK{@h<5{9WLm5a{=R47_Y$)1|h}#5M(H2`Fv}QV8UBug+f{c#p*1F7YO#;$2!v zZ#8W~V?Erip-hj{I2;b0E7qxoj%P>OQ=*gESnR^$YTzc7O1DqHL$7ZYO{l>PEryj? ze8lo=w6le!vQpnRao4?gzlOCBwdygxHV{VabsvZM>0ZSKy=SJ&Zx!Jxl7WV7a6Nc6 z`K~(+JS_Pfbw5+e@h=rgRFgj0{g#^A>)@uVrAc)fO)E5PcXELHcc>uv3v=OLh?ZU_ zx0xh|Pi9$RQg`5v!yNklHS=GB{4?Sk&k)&az8ck9D{nLvha{sM@sXT$ue&}IL#{{R z=ppen+;=+BoXIQ2f!mB%kvgzZ^E9fbhMcO$?Ht$bA93Ye{5JCtOAObN7e_eA^7!M| zHSxd4uZ7x{uj74XJU^zr%xj4yiWNChMtWD;zqHPnnx?Jr?gw^7TlpUef=dPLYa`*F zmo>MHh#`&@Zn+w+2|>$(2t4ob?&^{Tp5E zPdOgd^LgYID5$gaZV}8DKC7LrW8c0WO6TF9i5A?rnXh6$DIkIeOpl?ipW*Mv`~5pb z)NXZa*;?04)S-?^4 zj5ebKFkJ3XPXrGAYvia^i<73-toq!29(+T#$EJSQ-xBn{h<*gnZnSA$>e_3MH}`Bh zV;CdWz8ku;66z8%fih=s1Y;t-?(bY%ABJ8Qc8y-#yZK1*;IR$&zdk;-xMIW|ZW;)6INS8Z0MlDvg{RSJA(+hlIRSs%WO` zNbv*cwn$Fq7zzIXj~}gk)30AzPj2Q3M7-Cvd?uLNctX`By1BQtoE#t|#t*IqeN1q* zF*JE$x$#_Em{P*x)Z*2=j^Er`x_ zVWSPlcRdGRrFoL6%+qILQI%OY*xtBHX7K1T+&ogefSB{aUt0Ii0_fJhF8EMvmf|*m zFEM8%w>;O**VeYl;ZH0|Jo0!`_mp=2wdeXr#Qy*i_&P>|OTTr5H~O>EzT+;asIFU| znB(vjF|n7jc4?nZ{66p{=7aGcPh_3^m6st8Dh4{&5&K8SHP?#nWNq6UkTH%cU-ne^ zm8yJ1__?I%8kt9F3oz#&J~$?|zie$1eFMgq7V;l9Rcx{J8R^AknB(cf)bDoBMdCh3t~fmAyKfDGG)P%^0Pr)xu0vLs&2Z(E0KS#fX-%_BgaUSz$WUvO zoy!c>k82Ys)5iO~&1;#OMndQp2P%43(_aY7KZEVYLK031!OyjPrx;@@5<`M{RyiP7 z)t?LFE#Vt73abJ}&^uS>xw7S^kJNH$drFr(N#XlQ9${ir7|F^10QFaK`#vJW;|s9s zxNHaj`jeXDCWNG882P`999MPl70P(NYz1%=13gAgGhY*4Pm!oSPp!xEdj^v}y3-<+ zd@X*5?-*PHdI5_3sQAxj7seWi-PTqB?!d3siyJpz3|z)@mW7Uc^smXkjnJ69Yp5%d z`(Cz+O)NtFl zYUbPo7)OWjYCp~Y0JgJh;)4YEeXkS8`YQ_je)x?XLs__un{h5n zF+7pzEA`XkHNdv`XRo;+f1|MGzaV}g?VnS)Xz&}BEJb~~l%bc-&v*JCnq{!3C{4`e zJUe9rc-u#4q$NevWG{cbroVOUh!#*D-dg_vD*Pq*dmNH@+e&Ql_L%d>xc>kO{n)qX zPK&l;AIh?F=fKg|tiMCZ#nOy1Qj}KdA02#Q@cHpKi*BJ@N10E}j=oX(vaxyM&^E!5IpU*v2dDF*&2d z(2QyBk;PM;&zAZgW#PYo8aIP3ZEi}5WIzKu0h9d)TJ_5*EUaK*5m?cfxdYVotS^XK z>>53Ueq@_moPl0f;x8UdmJ>8g#BDg+pRcuib~6_#QdMyhJ?yt9o-KQa9s6hao5LP4 z@WAloclOh21dYRZ1p(u~)K|b7$L#3%yt#r+>Z(WpgS+zWRzGMT8{bdkEBOShgUrY$ z?{GoKf9G6PpT>=9%GyZ$(}`537mhx)F{@6d9{6YPKIYlh5n*bqE0?Rm>8WRr$tlYj^HuV4M1+Gy?`2%KS? z?wvnD<&qOSsF#L9k@o$L!503BQJl7LiAi6{+etE`tuJ`^4*L?Q&dc~xt4Y)ot(;WpT zft3X$-PMoM@~$CVMUvO0UYh2Gwez|57m7S@CX%eSu!dkh^NRW3;+Cba_?B0mL=FhR z8+hZ=y|=`X$$5BHQ#s=Tvt#h&s|rbV5-M^z=Zfs5N|Y(B71`?K_>4YT%UMA=dG35` zap7H2<}yodBMj%K0Un2~bo)(CHjZePO!4yp#d$A| zeh%45YSP*&i80EG$<#hDYELs~YPRf-Ygb3{KELBA7~5NhY-eyF57xX`Ww@%fFG@By z%=p)a@fdeY5$}4h)cNnkIwYD+(xsg8W^Vn6W^PThd? z?Oeo`Gr%(OI`jS7Be;?#A2Gn~(!A=JJ00-MB^9bYs6DgkcKE`QpnYr5z5=*^8QU@; zA!NrMo}#>8Nz|I+!rbQ}M?qfI`#!p#8QTW{1;`k$ip*i`)UJKbOHWHA&%J$ zkRdq0cJ3?YKa5S~-u%c}j$1kCJ6F=aD4Alk1+sFv3QuoZ`J>{oNhdC^zdtEcUo)56 z+FhTeREv%t(R$eMeR&G8z{4KC)yvMHzTgNs#@uzT(^yqwAS7)ZV0FcE*OuTrVBi7r z=DzNn+KKsYDw9pb%9kPg;Cl6`VZ3Wc`9Wp_h6bN1mmx?Q9Z#(wj~%*KM>1;79#oTz zv^!4?{7u#LCsAv7%G@_Sg?f&a`$$||LM`=F6P6fa46xPh!S9noYc4F3Qw z2W(g8L|TNfxG4VsydU`OboxJ!wGAW65#2~OwtCkZz}2AdMp||~dE%(znvGO`zxYSv zj0)k07}&$)vV&Uh1G+oBq`1-@n^z+wBD_zZI0$+JZf?C9&ukp z{4D*nW4E}1Id3J0YXHQs#w*jKnAVTGh>y(kF?lsQ%bO1^PtvMtxMDy&iuwNl!@spI zjjh!3$*yYe_L&+Nh<47*ZN^DC-Nkx8U!s~<-0_x4inDEOeNRPsXN5m# zj|zB>92@xJm@Z0_TUH+!d^@O4(MNcjl;D7CrPrqvn`fHvIF#DtdL7LbQp;Af)KE3N z=^#Fat=6%WWUm)EIF%iiNj!3T`_+xM)_^YRsL767l2p_NMUzlLuH7VHr-ycptSc`1^ zyU;)6U$Dr*`!sxiz(sN&1EZ2Z22Lel@BN{4OD{wF!(C^F-Jio+b055IW9$Ctu4CY{ z?(lrd3b0H2g#~>#n){j!b5j2R3HZ#HxmVSGr^}!4QTP7+jm0;E#t-A5GGy%s#d8kL+nTmHSQUU`hAvu1?X;c(1Vk z0BVb%o(7IGS1&q%tUKnuL&T}Nd8aM+)_C+Y( z@IDQGf&4<#t#uy@UM18^A}9nFA9Un%U!VT~3fLcy{{Rh{xIfy25SS1n<3GEM3?9|=uZ-YZf7)BaGw`MFV370jhVRee(!P5C0D^#!-?Wa0 z4BLz!XtUgNk+hWE_~4r8!cUhACb}kRI7vE6I%;rw--I=P4(XCT?cDcHw(=1KtV+g6 z_UoGYq1mNWVi%Fu7$Uz-{{U+#JS}D6Ni6h4i7plg4DpCHUS0c6st=3)BQeLfH$;#?10`2ItK80JLI>fxj`F{{XXJ4HT5MKS-$DqU`Q{ zv;P1DtYaU;Zyq_wU+q9J2T$Gq0QKwTPuh0_#rn#mo5;N^+mHK1^go4tMgITfo{uT6%=7co=0Ei#!3(Uxa%t3&D?@U)I@b^}V4L`#c zNo@#JM|X0#W0vch^le?)J|fx5j8PpBr{|8Jt$jveh@DEYi_s&=z|l$)j1Qnb3f}1Y z9nQUVuiY#b7Sk(Fbl|G0>>d9A8u|0%Y0g%n*gWQ-XVEiu;@PNU@ty@dm4QWp6Ix5P*Y* z>(@W$wSIYgK8^KFLP$4eXOIL8I-LIiD*H=8_|0$d6T^)pWnWcz+BA)Zb`#LoHaYE!9u9{c-8_>WHbW$^0u(@@m+$#4$aXOl8FJ#pz@nm#h|<;Jt9O7IaJ zM>|UTQ~oJ@Th_iLYja;}ck<8X9DyU2+C9BKmBZRYB+^HM&I!gb{cF*ogiGJ3dGf@# zNz;V2Jv+l?uDm`Q2YCl9-%n~h5o_?-buCU`9#5()o0sg7SSZ_`H*d)uhZxN>L5Zw1 z!3b89f_Vpu%+P)nc$?y1!H$DQ@<1R^$ zE)IAn>0e93ah$0_GkTKYOR% zpkH6yu^-C3a`qCxXj8dxc*jottJHtspR##>wQhpJv9{jmlee4*n>D6=9$3!C`A<8P zUHTl4#dS9RKi47JRYly&I}!65_OI9$Q6I;a>-MO!1)Aa)1 z66|1&qXBfUmvel;i23Hec}ZH|;!W@^wS~ONmK{0kUeV!~iucF1^G!5z&u^oZMpeKc zCx6Pl%CP092`#ieTB<7wu9ex>{3Fz-hxSwW-FXX;pvC|P0dU8s6~uf+xQZWx-VA9$ zVJ4ps-{k$%oPL$od@N-D0ER30$tv$aZeY(q8!uc>#TbeBRp4tsFqT^wn*`&6y}hdp zUFAATTOTWjf~5+weOcT7%YrZXRUS8(0_W}UCUeFLoDZ%mkN9Dv2z+s2t4WxmhFP8x zNgy1yNcFDA_Fa(azXLpVb0kV4I*faAbJ04V&Z+ngBQ3s%X&ZvurQTR{RwU#P#=ciK ztL&;yFzS6S4MoB?M)$@IPSa5RpW{VB>n5b{zZ+N|QY++gs7nO-kA7?E--&Rr_(5}P z3z-rN^0{uf=Dudy_OP)EK3wv93hd$fl5}1BzqskG%N3$Cr-?09q8*Pu|$1ntX^CU{iz3RChKn=6uei_T!~r zhDV&p2nr8QDztEUF6v(_d(foTta7IXXA%{)XqN_3RQ~`LDJF%4N~@OL+|{SZgvLfd z=cN#;6a);n@~Y-{xs!#StgUMcDiFt!=}wHycLgPa^$aQS!ee$I76kR(QjoG8ra}q+ z>7q@tq?JoptL3xCNR!KujO|`QsNoYN$`(xemgp+@$Q8nUC6zW1E(5;Urf7 z07fC4$}@m7(9@8v(1CXm*Pdz;j9B@3L@qq1)$07@cx@H>F1ule0)! z_d5Ro7C8JWSm0UVTzrSu(vKj6wQ^W@7jD;$$b81XJ~g1ptWk8Iol zl5jvZd+i_c)l__|#^LvBXHbaJPvT`6l4g)0lLU3Zs3eX@jpOq&M?ZyMkSn2RvPk9M z)|il~e2_@*nuyPp+}qhjNX)lajfmam0zOh|!bLC}gPf7m9V+ySpx`c9junW;Dai@@ zMjPf;U(Tu3xZNdv3W;ZPG7^%jFyw+Nlor#;F_ESSzJzgGgUgLqE4L>mt2{^uD1@l$ z4Jg%n6(~ZTo7}1*cZ`tA06f)6E$$j{LlBI64x+X^m7V}q00Y$0%^MX&0fsu_g;$gv z1uaZzt)`RrVaUkjD$ympmcb!bX6{ZpR@8o6A-G`2sekEE#`9%?KPl))>MKuZ-lsIM z$-N3|<}(B#dErSF2(^`FF&03;@-fs_m|VxR1%`54(wRBRyqPYlHk=NEk7#P}>8mmi zvN0wwM(k%El))5>6Dh*~0JVy+BWD6cU4@q<=AJ=i&c?_b=cO)k9T-JeqYb-xfXbk! zXX%4N!pkg$n=9*#)cKl5jF44x_Xw%>NcoXt$NLm>vUwx5il*LDj6Q5K@Id02ma|0z z4ftR)kyqh9dhK}#Vt(rOqTUk5NboYfa(N<`J4UMwZEj|=Nbm*@H;ix>tu{EMB~uu3 zdBCknSq8|+Aok*+c$yb3*<51=nyJvK(NEzjN|E`1vCAuCBzL7Y@~Z7q@{xkTRlp;- zVA3HR@sCuCFzu`wcj%d)=QjB)R7;bzyAA20si)!4eKGFOqADvxzq@HlW z7jLdur{ODYv#g0Cp@G{rKx(%0#?KKH+Mx!BDw`3o?9;`=WT?g!@@?H)H1eq*q_6_;&k2@b#nL!0-#$MDcl}1(5V%?agU?Cirs?#2<{_8}O7; ztd_U>jBq`|SC-*+%$u{Yj(-~RoK@TIdDYzHlD*Hk{{UgVPT}?Wt!*yNqRn_GHo*d{k@5-r ztIj`fLf`PVZbXtsZ9|Zl;DAr_uHW_?)GsdnB0|?Tk;NP_mEdJndm8i4+vJt_zjYY| zMoxUdcLoRP)Bga~Uzy<>hY(8N)`zKDF?dv}ZDskJ-YETvExsB29f#r+zA29S^rROH zq#^)WWXBu2NJ#8Ii0>o=6H!pqqJoJ7D4I0WplN+_ zb6zY*;N&u?=gwL6w}?<|6By^O46MmC^W1_S5j! zh`cv*;uf}^O&SS=FLP}Re5Jnba(mRm7`EIYPhasr!&G}z@Q`UX)A=L9zi!`w8cNxC zcVF0gyU5w(k3#dVF8I0UX6wsVYU zkN&-L=DAI2<)89euDv`pDO0JXjlY4v8ZNvEt=q+UF?%s6#6Qh?>#w1qBUti~6kmgt!Hl-abeMSo$@f4joHD{svJNrT^U2C5Xq6C*3gsh6V%O5Q9 zRWxhQv0O_!Fp0#2%zdYK1pbxs&EJW>Azvnot4-o~d{1j;#(R5tBihli9F60?IIpAr z1bC46!pY~JB!cV(S)pUQV|TBWs-L$`<^5h*S~hyF=Og=M!gW1E;aqXJeb@3xtBevh zj!k*D#(##IZl|C@KA9YlUtKwuhRg2V{Ig!I`(Q(}#a{{mkfJT*ueEz^$0zX56|<%I zQ%^Hl!+fS@nYSaebCc*jGm7=zDp+c;sU7q@YP1$J4C(i|@bAX$A5lYTZ4I=uq&ABj zkFb!WHzebwd1u0*b)|U5dBiw)ZJ%oAZu9B&;=fU~9}Q@}8}UT8-(ZZ}-9n;PoCnXK z!Tf8S@z24Z3m3P#ve9jAF6Axz#E+hT#=fTwokn%Jsz*zoA5$f*M-3`)*83kJc;5bf zd*FB53^NedfH-6K7#tD&tDN|KB+=4JsX~Bve&7H&!)uwZcrHhs6YZQ9i6@#yY=aqQb-1{f?I)WSRFT|0^vB-@o zGb?n+7{ITftv(2NPgb+lEUzpB+g-4EBUanbV_!V}$Hd$CU&MD2f##dIz$A0mXXTD- z>pu_Q+g@r{a6;jpE*l4-uaHpYlCkw!rFx2_+#SE9d`bId{58_PA8Gm)nWC(aTBNMe zWbWIZ2p`YuUlD3n@Lylfmq5R$9AMYzSMBm$PKssuA`&;vk-$IJzd1ZtcX4B>$ks$k zxz0}{*R6oPS1#v94aN!>j6&v5=4a}~m|Q}!9Ah}^UY(`sx`w0R%{}aca4q)~An_%a)WW!1KR|+IQNuiM+r|FF!Hw>scCw z{{Y!^i*pi~h#)aMlU)ywrdxe(;F7W#4hOAsTK=hM+6++$aWeD3!LNsLoaYs7E`4+y zAmz;L>~yhTG`<%hZQ_-Bw7Z7?0Lr|Ieb0LA6O5h>dM|}_8$DM~lFQ^tP#iEHIXLyM z5_ldhPE}^yrJIm*Urz}8IZ62+FNTjbR~z*``}PRaKeRt-KMt>!8Gdp`FaQHJ@BaX| zAAqLSJa4MpS|DwT8TRz)>0UMe00i*k_MXv|0VuZemdNjl`m^?yfiAu%Tx@WWtA6q} z=;J*r=P`6=UlUF-dY?;M81mRota>Bzw_UNG%I)Hj3OQrPsIA>STHetC1Swt*rF4HD z>>|@Vd3h8gVwp}rA9tRWjehF7O|t#muTj>%rllDwR!7Rv#LE{_HKeU_y_~*f>Z++` zKDG7N!nH5qI~4vfNjM*se1W7BE!2BX{&AZ72jNRKzlJRou-oWs^PK4~W|8|2MWfea zvA#navnVen+!2nVy*u`1)00>6{EPzaSX4O2Oddb2d901|FfM$uI0vucUa$Kk#?gFC zxedr`bMq6)=hNE0Qw>ftnvA=jQ=H9G!A-||A7tuQ=^l}AgXIDy10PEKhWPC({{X^w ze0UpWeZjjN^gi|a`>KN4bfO_N2ezo~u z@aM#3^q?LT`$LVvx^wSesK2vC$hr7EqqYFU%m`ke>lpt4TIyscO&w=y-Lo+e+V@5b@3BOj7QI&fpf?w zIIr8NkgN!;)F=n?uf~6XFs;YM-wYCj#4n;J1F&vu_Hw+uJx4q=BiX;udAuAd#lFQ$ zT`~(v8bm?7{{R(X`0vDt;cYkVjKN6YWZ;_JzQ0Qd%eW*CwexT7FXI{6ZQzB9qc7Y& zG3)iOMuc4F&r@V)mSE+K#6>ls=RXlXGu-Ps>MWNGV)Hlwx(e+ex{p!O6swoqfagA< zzFfI^ZnZQl9RZU8haa7Nf$;NB7v2Seat2xuP5{Wj?_W2>Sf6hd3VI}dw^t2MEW^S{ zbw}sF#}5PDYW^v`k`*NbAC-m=r}VEf)P4`^mi9?6*<|wHk;X^iUf=sbc+Tg;9y`87 zi_KIeNGAgstWOC3&=FtHX{X;nzEY92zwp+1RO>7%#guGiBnp>zLxY!2OP&oqvyqiqA(!4cs zxg|@uWg{gA1Jm`dxXPqh*7|fxB|(KD zd)HC%e)D-TjIeHYRr1 zaD2eI^%d+MK0?gW;He`U$<29wsb%M@5Zj0#5(YDx_*^8C)crE8Ht8!K1Fk_dPRop` z=PSXkYV|Ynl0fx6tJ<~y013r-Wh$ghgYJXCuP^ZjhHkBkGN~)xzRL|&N+~vebC}_3 zLEgtVjhrbjQOdYtRZ9BvOqeyf0E}b32+qyF0f*MTD|J3rQc%(EN{=HpbG31bRFO*K zIl<|kwAkBnF)T7WdQvhW!wds~)4d~jRMN!n8?equLE4jNmKC@I^QO3FW%){j(B_b^ z-Lwp_<2j|e(9=h$FqMWu;GW}(v1xlXw9O(&!*^UBl~G$_f>bt63)8l?NI4nk4@%9X z`WtgiYZi6dAH-cpMIr6(q(;wD*yrh9gQWa?zIIV_{*ZCBIF!7Xlmci_K_nmxnf;}-k)C4TmO&TFjHykwWNth#QcwE}+BvT>t^%Xdob)|v8HF#3ak2M@gMK4; zr$}J%-!zNH)!t5P-ux5s_r)=lhW5-&5{_jjpUS^AydUw`P|}$T$Rq=^^!zK|{vZC; zRta#6GOkF&maiqx9fX#Rv~|>2JY+23rR%x&_xvy0@A?Ll?~ney72weR(4HH3QNPi~ zR2&wfv;Nh_{{S;Q{{ZZqAN=`WdGmIwe3Dzt0d*!8BoU1CuO0Ys?4J{~!X1MNgJ(Pp zn)WOC5lzAJuv#*^vz@}cXTT0&_^YN9vRs}^U=tPcy~`Z2R702I(^Yxm%#xy{2{Y>=PYmT zNctDzzS4^Ksegq0a$f~sRr;SRf5A+pi9Q(VF_tkf)GnB){vbk}pUhY0AA(h%S$url z@^jL^Nk8DH^SJP)oSj2lN}zwhR=+lWAFy3z$sKc!dYboZzxFLo9HJM;H|PFG(f$Xt zw~?cTw*Urs{v+vKwzVWJ3m_au*uXtHes#(C7C7@8uM?4#OW~sH_8Q^TFkiv8*(|Xt-oq{)Oc3d%^?x_s&S0x zo|W;(?5nDcJNA>XxOCc$Yb))f7|>kb%qM@?R72Ff-6d|_Y2VQur6ND=FgV? zDqY6kv_FL~=H3_7?bW3q;RhHbet(^KFYVQ+WA=-N)vz1wP-Fv~Qs4R=GZdy=o6pDqYC951zYx)=y%qr zl<8l&*L-%pXl)}|HYgTMr1mFn4t;ClNaAMN8Fyo$QD0^JdSP*F&V-bX(e|qjIUmlx zI=2iyRwbXg&MWi0hF7CE=FhXj#t!WktNnx^d$3Mt@}G^DXMtp?$z5dwWF~BbpYoF>-{V1uyXzKw{xo*cZQTw=zCs; zbEDbMpm`T@U20QKeE6dy<-r?%oj+RhPugKwzANjoyD4KYnbWBtR;l=5srWC)nr5iF zW%^i4as*ObK+%E^QVHXnaasQWw3V=j;-0Rqgi9N$u?@SOqx$B({Niis{{S<=$*95= z(sH}8#)K|E;$h|U>$4#JE5ZIf>`#iC!p0g#Ted$aImZ?5fACA| zrMK``jN_4j&HQ9zj!KY!m1jet+fVWP#*th{9l#LDEGr<-%sPKM^YL{pHK%eg5o*0| zWv41Rui2{GcC#r+{#S_YU_Rj?v!AaO^C!plmdD~&qZv~f^Rfsy^zC1Fd=#;@kHz=t z6bl=ONy3f+=lWO0Keb#4pA+R}jZl~Qhp7!-Hc3~T9q%h{bLMK)Rkk`W0>vEGUKA3Y zsPMRLzQ>%J_G^nJ@jr|7IkebcO5{MjCrN`DsL zUg-WQ(po~%L_(-P?{)rF-HgJh&NHC&d!IFj#L<&+sTP_w{vsK*4}+c=x{^a9v2`rj zEO2-v{xzZSBSx0{!CKVo6q1Dm94|`3@s_HWUkE%m0QtmQfCE2zwLT4ec-FohcpmRT z)3o~wi+jlnPb|^ykms;Hg?(iTm9VNF#vISF^R=T-7N_kc%8pA}w=vIoxD;UL3VT<3 z`w2)P{i^&rnOsQ~$`xab<|fbb{cD)<-nupROPK6o)59nZiO%Een$-P@Si}2Qcsr*z zE(;I$3I3JGom8DlQgc>z+T~>}LZ>Q~(Vy|I-Z=gxc#1Ryql)@fRR;tO#=T$m6L`Pj ze(5;RHuC_a^!Y#f#=NWJyR&>%@kvHpHls3)zMH@L)#<;mlxp9!K8S=7y53+wqGObqqC^eA&z24eubai$VW|4Q z%)BI{c{AYlyf?oRuB13=+6e=y_8n`t_*tnx{3ZIJk%On$Btat#V1*$^>t0Wz%0oEtjK38l6MZ6{43eaAG4yDOC!>gRj_*Lsq3B! zv0D$=Z{mf)zzsFF)*OuQ&p&|`!2Dd5;`n*sI8)?Pr^3yZ>y;lb>t4a9*~9+;3^n7Z z5@CnCwTEN2wlA`GMsFn_|kePcw@ych7t zRns&z7WPr!L;@%-8HnWc>(acpPWY>B;ol3rg2OEOqp2#OdXjnk#eB6|{{UU6+!6H@ zA?_s;lK79}eL@X0P|;&`k4}>7?J_w)WH0^DeJkfr8Tgzo>uYibd6D{$rfawOhvV}N zrOZ;0*VD0Q1d|su2jw2Mp(VVCLjs_l+0A=39j4L64n-9xk+|H2S&1W{?M-6F z+ynp-*9V%JA`!?pF!{MT9V%4`7&}V4H%==aWH`oCZsi%of*u1OYLXDLM4^tteQJB4 z5>yUAQaKAzl|e96>F-7Q4a1jqK09(y?PqYln5yAS0IQs1kb2a+o;NG7?QSv+Fd>(4 zi4HM?lTw>|nxv-`kt9dW!>i?wVknKrm{fEp2OTNa(e02#4g!u#RFlL5Zx{m|hguxE z81hVil8@?ISxjD3Z&JI zmXBgrbax|f1n^YyYPp4Dl(5RNZQvV5sWdNTp1!ckl zdB>$pkx8|;9FhM3EYE6zOxyOjWnRifQkH>qwIgT&U}AD}kVza=$qSMZiE-2EQkaN- zTWJICfyQakxk&uYzq}k1Qr-46i&E$!0>8T|Q=DY=ro@cy>yiLC`D$M%y0pv-3}<$E z%@(o9(U}Tu8RDgo+;3obk+Y1AgPixMnl)jV-v@6>vG!SIk(?YZJw*~hmIYsoV>qei zvnfUm>_u#(e9D2&?tN-eADH1>Vc^Dv$nCBD*Eh^+;z`+D_ip|O2LtkeW z(6YlKv5qxS89b1AG_DjEQ`5J#GU8I8gOnqtSFIv#We&=IqMh4Xn%)aUiQ!;Lh^Ix) z@H$j+u@eQ|xpB*P6zJn+JDYJv?V6b&5}{RaeLbpf30>SqUBQa3^V>CD;AoV*%2XbJ z8nofWcwfKwLG={`^A~i9)Uzjb=xL{^6&!kyS>%QTC3CanJgvJ0okZQ-1=iso&UUQm+MdDB)U9q^)Z=akARd%C zE~cE_#z}OKw6bkayPQ;hVtOmQSx8YBzZicP>ajC|=c3zfraB`^bR=VnC`2=Z0W8 zq>y=1Feq?1-QN`?4D5`c=N(@i>C;2H1(BsbWmy(ZHyI7L+Eb2w3F;}+6-EM2p962> zNovUp1~}i3yia;_OB}2N0Ma)~O6`W6qa9GD_84qqXr{786NNb)!Q(XfLm_M?Pw{$F zB1RK20PKE1ryF$?Unylscz#p`vG;{B5#>U`HV|;w9coxoINJbYz5(k_jFf2@<6#^O z_pIBp(5Xh{Q)-AeFgPcgQ5jcdTp&NhIW=jb1s4nfJ&iF} zWf)XW4Bj;*3En*qv%U{_nLZ=S8RtBY#=Pgj9x}bOx3s^~u8aj`StnRe`qUW8kbZ}~eSPrX#jt!s)vt9s zSd12TAQ1$(-xh$YH?MJY2ll(x$tYnpYVnJLWf(oPcq`zIgbPG2-KltjjT8zboUj1LX3ZBMdp@K2YadYMl0rk=;wAF#A9W#g#rA(nTwEM9H@05--8xMchKdsQF! zD3^vUY`j6B>h|(^w|b28M$rEN2-r{p2;(^2>q%4Il-jsb{AI`8a9JH#jD&p#R4{OL(VSm>(ObY^W!WJ%_!0ulrzGcz$1m+B@9ePie2|wyKu#s_l;M0!YVCm;gZ^ zL0=DiFmLTY8d_T_??;#%9(c|x>vFg{mG5q+7Hfa1D{Osd@Y~_;sc+&GGF>gr)2fts zN64V`8SZ#B>7Nj0)O0;QR=u)-{hfB1WB_DipU$QDUt>0p;s`Sa)mJDb&Q$T(cB&t= ze!T{}yheP6irtZ;=MLR6f5yLSp&nR8c^{U}4o^qa^Q$k1+8>Lcng)i$Qa3i|>kP*`z~t$fC9UEt&GX)%kH1c~Q-2KeO+KFLc;sxbelzQd~!g?KT`J?x&uee=5;m*yG{Gv19g!@$I}a z7W=Ip->BxknbQ0@@RL}viEVYgCiU0`V{10r=nIn$lz72kxU4G3U3a`{znPDwI%AzSr0Q!4ZhWu>(gmmu%MBXLvwySR% z#zAXoI=J-Ddh)RuylO|^jjh!VjvEDssJ^dN>)jtW_&dedz7U!yiyNC3JDCoCQO`Wr ztJr?h@O&h=I?b+}+MHT~hL$KFVO$P9v(~w*9}ehR(IPokJE)YTz%TI*)sv}sa@S4^ z8^z|@v*%=kh5CC}%G6Y6Q=UnmSM6a|pR&2s_{a9L(>_0ZLGT5vT6M;lY-e#HnS*C= zzyk-b*1o{f{5uA+bk~|$H$bS-%NuQMj>p=*7t#J4=@we9nXT9?W5}FHp-w(w(0;Y| zf5V+(&il*qE>>qTDcBA|@z3jAxT@6a)k>Ps;FcPu9t~dcW`~M&Xf=-#c``;FLaPm@ zoc(_a%JJ>L_HLhJF4vh=$RIXKVB)%cSqk``QeVpo6krUTVyf%O8sF*BmE7*!gU&EI zAF1`tCH-1rNYfwZ--;Dih;lB$Z8hQmIc+ONFIQso-@9)|f zA|D65Kp9A1vg3jjj(EVYfP5?RStw;vbCJCIp0(8lWbS*JV~g1zTz<#cT^n49%Mfm3 zA1UbA>0eOzETmo{))iqfxhd6fNyo2x`DgY~yh!vNSuP*uYxtTs9nLTTucm$A9i!|9u}-) zI#koMx2bmPS2u8yZ3IWS3I=P@yc6SDG#wTu2$LZMY+!g5=GVHrU0Je8Y_Pvf^sVm= z-AN6+A~_{75sxe;>i1yh7~LLE5>usKwK}Yy)0Vt7y;mGk8-lgTU{frF$R4+rgvg*1*POiI5xtj1ykW>a~S#`m^Tn zcvTsv4u_8XQn5Nuh%R8b0TqmhrEAO>pSDj{FAv zs>J$Hy6~-`xQYP|-1))5Z2Drpc8-Zjo{lb~jM_-xd>{LZ*L6D%#u?9g#JiQ2{r5M_ z%y>~=(W(3!Zwz=&KM|$mQ^O!QiC7j~jPg5Ih#3d=gsqOG;jz={Uga9FtmMA$9vl*=2&_(o?wljB)j^pnqwNP3=B4eVQ2+m`beZ-0lGKKDFTA@Jw=jH4!F5%vO6SjvM%*5O8l~WpHE8l{{Y!b z%!A_8k}~gCwb_u_0OzfE(?Ah^`NCIIVCs4^?TtmY*j$i#5wZO%@)zU$>Hh!;=B*q7V?jIY_XOnrwfgyc#iaTF0G@69 ztMYH-9)ld-KGa>LVH~r&+@@GDPkJ|l<;eMbzv!3{Zkijsms8Lc}%1PU;tjvGf-rie} zhf)Mk$UgQ@YW($!z<=A)xm6LbavQyVk$%$peA=hOyQ_E=jHG03>MP=ZhBg;b>eE_Y z!6PRi7QoLn_UaJEVf}|SoOM4A#baleVB?62zNa>>&V6frz~YwG_1iPuI;DT3}8Q_rP*W$~(KYq-OZ z-!IBB#yIa@;;s9)6!t#vg>Z^$GHX(YhHPwgYY@*c3|l7$n)-X;9;*y~5oj6IgvvGs zbLn3h=~u~VbBLtc3UQC&HSga6b#rs2>aiB{Jgvl>@YV77`iaxI_PN$y&xDh2W}o7G zsryxUdhb>7&Evxp5YlZdgN*jgcz&DU%|_c(jpny>Om#o~YWjoX{{Y0RJuAi+vE4!$ zRl!0#dlBBbH2A6Ey;90WduYVjJ9dHmt6ZlQIyiOg)zd#V;%qFcS4#GFN6kJkS*BU~oow&1U>U)F7Wwxx$Twu^8=&^xxRUpidgBI4q@t z5Dz_i{VV8byF=nUyzf1!nNf7=J0y>k{6U~erCc;qV|RRv8v9@N zG}8{F@V{DE!!{fe7mN-$HS$Nq&k-GaReO#SokgQcf;Qj?zPxj?PZo28fam38;BM0d46pQ z6&(*`o9^{z@7RtVse-_)O|-VG^60;7ABZyE#O>lM>DY`Ek@CFPpiAQ)6nN9a#!2-# z*h;5!2jrhjR|(^%Phq6S_KaB=ACZ*fIIp&+T2GvTLf_K>tU(YsP$*M_`PIoq=2x; zOxK^y327WYV_a}E-n}2i42=%$;gpaAFIw}v*^ii7MBF1J1M6R$;hVAh9Ioi3WZc_8 zAaS@CCzd@;Vru$4Pik1AV{S2;*S?Tkrr{pM-PaseX0G@FRB}cRIj?$}oz!Yx^qb z)>^N?JsumYM0GpWwuLlS=PYIBkaJ9lELLw_5dTR9wh)s>%iIUe=pxN`1# zw5xNgj#IyChTEE%<5LhIe8Z{DR|*v6PDL*5=L&fBJt}OO*%@i6GE9;1TN(AInLa|f z2R$%qCQay9IL0}nav&;oBH=se#Vh3k>mm9BQrlijZo)|2w|gG-5CdV(3m(AJ zVI6QmA6hMR4swIM8LT`*sbGJkOZm}RWlnzg>qReTPx(>R^_soe^|rFJ+6HNq2-ObP z`VKh!>&U(w6EDSmIPk%)fd%-$^*^0^2Z$Ep<~f+MKG4Jx*#Kh|<30=|d`!~@a9ZVl ze0$f*;BV|_=zX3(Q1;PFbN4&LOb>>1(!4L(W5@mSE1UQ|b@s0fUhn{mQn`p=a_Ev4LSiXAhC zQaNE=zP7@6(n5sf5JT_Ya8X$EUjEf%{qf3ch9f2eD~nFTG!%) zG6RrdIS10WelKbf$*yTB5!{U`a1J{4uaxm7gPwg&KB*qh3{Zu9g~`2>JCBDpiEr`O z;fn`%QLaEndIEAkt$vVr?*2VL!&grsT(}6J^O8+|Z1@`SBKY0#;KeX8H;6425FGU& zabKX{8PVUuk_0$y>NAX$`G+F2#QV5?S3}@1je9#sqi4*XJHFrhRCqae5{C8w7!FQY zW1ih>=I`6S;LrP2tZKRP?=9Co^MuGBn6Ib2WunXf01YeQxyvdDFCbzw&~8i-`5O6O z_SA-XziVf3aIbw9-1N$jIQ#&p!`Fw@D_gVu4U?C(rR_VNf5z6?XK+}vDq6kp@P|X;W}Rz&k~HPJ!_s!+MX1bUhN%28Qrl znA%5vS+m@B9-mtC58A!fKaD!^ctSd|6B#+(@`0NAeCCvC;ZlOOr^aOy=f^4X^5}TH zl1(F?M0>h=8b&Q0w1)#B8yxjDDUvXX8GdFs=dq$_qLR`^Cu@Wx0(;lM!c9F-(kFga z?tNqb00hgCUqc`qSE6f@VR2YDE|OHl}G*w zdKz)#qnskNIL~r-XCIY$2koPOai;u9*QB#%wv{F!oE#Df>7Ptibt!vFh|3RI!lg@V z?xX5IgEvuMc$)I!0+K|~k-1NN*T;XgCW$oOK9X60XA?2pqa1_N@~=z%hkhnrc!R`G zph~K(6`L~4{6uG={{R}b`$&8|y|~q+)E43yZJ?2iilk&`y?nI@&o0M4e(dh8MmVY} zE$)%x+8wR#x2I_Kt9Z7?$z4MbLmZNDc&_*U5{);&dN}h;a@}puUP=D|3iG{d$JTl# zo^9=;Ln`pc`ik?BF9^+ZLF~ACe$s^LeyY_Rmi%;>T)FrYd(& z>TA+|1Nrac=^%-Kd8{UhT#W1_agTrSuX765wn`_7R)eWY^F3MaR(=z-@c#gVykF$s zT+Wvk4Bx+P#TWy?&u{*t4g)GkGSPm$kWR-3aC zkuKQ74h25@!;7G3J}bOzO82M{5BG4xnuh*ZZ+uInP8pSColiWTdU0J(jp1ngBdf-Q zgR^@ab_c(uZ&I}53Q@mn{pW*E3kuchPgi7l{;*zOgqlKcQjt30hw}n{V15!=b+OEQ6*o z@-}PFKWJE5*W)jXBUs&WsY*EGA2B)oYq$N08fE>VJUBeU?}=E3^w@a%*TGa=*e1M> z&?zM(qf&_DqXIvjdN07s2?ghgZY~h!=GpwVZbLRPisAkxX&3VN z%If~k-bAxmLNvf|%yE^^b6&OZpGDLlu)5TOd3G{D@g3tVTW?Huu8hX7J`ptavC%@b zB%LO0cp^jH}Y7o$slQ7^-uh zujq@OEdKyb@LsDFTkU2SxoE)Z1ZSVEetdY(;x@UVYPYtKVij37hGqGfdgi{o@n^+0 z(m!U~jcx8?eRl6sWeCmG3@+`zOmSZi_~TIi-PC^7B>rs9GXDT3&=2|kRrGu_fSoBf zRb2}eh?FB}Xk^^#Q|g7~oy$n)C79;3ZWO5-PI2p2z!1fdLHF%cr;t3^&Ijmg^ysTU zb!dF9CZ*Nn^*a3*&5pt)QotVg=~|5wqbLkmcOY|EnhvG~vPA3w9jmIhh{%Z9I3uSS zuOhwSHref9lB*QaPs$NYuF>Ey;1k6;p?M$YP=R}NtHucAZMpf+7$&BDH_JKP9085F zt~Xax(onN$816zyHxDs;dsVM3B#4zxM<*1wR?7QPRI29$f!?PU#uf5&jE}r2%6e!_ zqteADjV0ckj1Rr7AiP_;a^(6WpYvNsv@sG1{g9XB%)I;f?4^){S)5yam(3mOx)pqe>l zlaO=h0OF^K)f)u}0B1h*^o^ukZNnep2B|w4s($KCjEdNV$jJ8{O)PP2kh_h?woWSl z0FsbHfnWg9l-v$UsjDSJkREIgl6Jh+lJRD3Bvbo2Vvm9~x>Z<0_+;DN}g zCALdh^MwPZ))_ogj6!w?3cbpKfNGTOsx^%+NR_SO9%)lH)!V|iLsk)dv9lq^(~7eN zf{EFR3~k^8z@{o=n9-fcQFoVF^xvWtUcI^9ExRCO4axqHLBy3~}$>SNuYIt0`1H$&{OLJ_{va!ihau20Lo%AYD zcCsr+516aFa_&8SDU(@ge3{i&^puYqgYgsgmcdw2c;2}ii{`KnbS!Aaq`Yz zt^nYQkVwHpv_yZiR$ds4gvQ5kIjFwQlQNv0!1Wb;$)XfmcN+HP$}z`$0C=VX@XyBL zf4lr5w3gOCEO~%}PB#-#KLB}TmG=I%pF3sBpEkv5gBIKvxFe7SL*+<-1sECUajSrU zcJC?=r9kf-+mxTV(2>nro7fy0(2aJ3x9%=;v<_&N08|bS9dTBcFc~tW@to$T+X}>4 zvRkN8P08Ov6)8(YE<1JEf}xLYDIU}o4v`g+da>nd{>6Q)e(ri_ns=6pSTk)sgB}ef zQqNG8K2^$4xGl6W%7fGa)|c$SZDM;9&0UH;s=?nfbpsrJbqa>K02jf|IO$1ASkY5y zScm{)Vlq8VM{Nmdc9kb1BCf0f%fpStbv~6i4FX~}Rv5u0y8S4W?5vF(SwiFIkVdJs zhd_8Hts7K=3^rApo@pKNaIKz$J4mYs7cmf}LY_|Upw#nNs&T%Ce2nRoMIN~|pM3uS zX@JIlTn>J?_TlWh5T!Aty%eU!J*tVb28zi!1na* zUm|=-l4-QvC1pE+jFpu2Ve9^VE8RQ~@wVRE!J5sp>Gv9i#-pdbk!Xnh$zhG{&pm6x zJ|y3p`)xJ>6Cy^NOBBXPuQM!zql&eysq14`?yntFJn9uN$-W}nl~H&Du1*SvmTAZHx$`q#I9%UZO0N5@TG`t8;+r+8ZONU(B4Zc=hO z4i_Jlc~9(p;rm|}c$M`C;#Qu~wgu>UUQgxPy(i($i8YtSzlhfMa;?16cw+1aVV{{v zBxALAW!Z)vrX%WBT>Vc9whFxmI_W-FZ_Mq#Xjt?j&a>u0G?CiiW} z7(fpIjCI9)L*OkM=fa;5bjwS-V`n*VStlSi%>G`z>({(#`(;7#2jR|-;0+5$n@!aa z!Y(gvu6IQvCmB(nlvf4ee+}vpd}z@0&0=KKZk=P1q(}1sQV9b;=dEFep8|elKh0JKX>r=t|!HMh0eWob#-*^&$WPO8*)Fp$7<|! z%k56{S)WR?S4j4|52kdoy56=?! z)~Ad3rdVUpG?Q<6H1Q%a5X#@`dC3ZWE9d_JiJHr5Ig9*8?O-P@;sBE@}9*qsq2x9{{TAtyU-wY z)l=;9m6_NmVsKAAE9<>l>N{OO!_o_-PIjHcDtd57<6b1NRB=(1lzrrJXE>}z0~HI( z@qG`tyb19N)8Yo4`j&xjZZ!D@cFHj4)p3r$;ayg(;lbkVHKV(?h{VazC*B_899O}& z{{XaRukc60$!n&?19(JK6=7AKEjyT8X zUQKhTNvK;abHujyAZ?Ke=RSmXudYAg9{8`~9X+GFigF}Pu7cE|IqTJ{=MRhDvq!`) z4qiWqEcBb(gpcQ)ys)ZA_j>bJ8Opwu5?1Pa6zJgTMJdkj$n&JvWza9AEgt)JA2dMl z52*bs(Y_q`(_8Qi(rW%4Sv9yX3YqPhxP^TMc_zK#{afs@TwN<$+=ax^N;Wi2{n8IV zjc0fp;s&Ac_f}UDNFgu##VwFm>G;&t!#O7D{7CkxVyLC;le+Uh)bRK1Go)&MBF4Ul zLb+fQ%ep&55!@WtN%0@!*M)p5ZKmrDsKIe)9}V_r-c)0p*NbWQ-W&L_r$a2T#_|kq z3<1fmGvZIceJ(95zL>(@oUtDjV>G8t9=Gvt_Mz|xjy@G? zwmN376xX*2v0y)cr@efm;kmrcHWr#K>5aR)=RVcvdgsEePeGNgSmHR(EO-DhLC(G( z=bH3S3Bl#~ZrzzTk`Ec#j>p;8t{)&Bsp&AJ~8UlPnQe-R7V z5y<>2>TieI%({-Jti>g~cK%eM5=emk?{lBe^{_PuB`c7&o_A-DdOQ9w2wOYq2T+?18Q8tu)BE%Pi%^>8Y6!bap_*oY%;>n**9~?t)EMX zlEt`kzQiJHX2WpeyTu2%ADigysFAQTS|OE zeu0@s-ut-v*IDqtS=BWU5YK6RM3BZwTpR-4hugh+YMf_5qdYxl8FIzyd56TelHbIa zN}Q^@e5ceLdRD|H+ARZ4k{L|XGJ_?y!G%3DT+hXywaMbEgAsXSSzG7n{8{F&+h}6a z%F5;LJhL*d0Ouz;#w+F(HOs5m^y=byWc0c8Ux~D_aqzduzqGZ8Gz{p_0h5H!KK_;Q zHl=2^+KVC29Y@l>!rFUeYmc%pGKh}W$nJC4bo$rC8lyDYi!vS#MnLP& zO6$w1Mlqa^DwRsJs~t2xu>SypVU<6$6wfFsi>Jy}fXL29Gg^POZ^W%jK=_lat+mRe zl1k|y^aSw3+;*ma!7eO{{C3q`Cg}eFvg8Ek?wr??{@N2b_@k|&77CXxh0i3AfBN;s zh*JL0r)GT=lqW_}sJbJ>b-hweUsZdHiG0U*<-JdGe@f8TCD~;F2jvO@HOE_AH`*5m zBR$7@+P|6Rh;Dq~a6K#PswCjlkCBAACur!6KMXrG%Y+2yu6ozkKM$kNhislU1;XKw zj+OEsgLft9+&SHW$9nqn;q$aw1-hcX`34x{HTk}IWn_NA!)uy1I~92&k2_1V54-7J zv->UFd7l(vTxT}TfO#O~SCPqUoJe#*}h{8dFDE5~ZZS$WB?kits!BYx-B zX6`EkRW8i?dr%};%tzh`cppmqr1-6Q3;agag~B!k!vHct9G(dLYxREdJj+=W91^FI z+lu_2{h;*-t^Ooxg`#r+ZL zmCx8Qbnk?fyC0yxu=c0n-ABMnbrsBaH=-aUNh2GhBd^xJv9O*QV$3B9pYB)Z2kaxM zzNh1evuYV4Y@j~Xx2tWa4b=)$$gK=MP&wTefT*ZdTJhDjb z(!K$>)Fae>Flvz8049l??Qi1ACyMs+y78%+q_1X~@|gN*Wp%x$MvcFP5xwWddwYk> zaS4GK9{&L2Uw#=CV%|;{8Lx&u2x;c`;v{N5Kqku|9XUSr_Li)YC6Nf+0gP4=#JW|h zyKK)&q$4~g5-U%1<@{+aw7PZ1>;ggRaxq^Gd~VhteN~~gB1Z#h!TCjfTjK$9d1H4F zkb$(G8sK7_`S=cVn(<+p%5&uIe$m0W7^uolSFw$wTQgh+<(nB_?&su<^H1#)r`_K8=JnB7sBDaSdJ|qTYXr8s^c#_cWxi$Zf5yJb@pbS`F?PC|kK&*NTi;~f{mvk^Um;j@=gLC57?Ic_CklBLUZelx`QS=GdQMW)6U zzwjR0Rq#d5y%`M4ADOf`$QbS`3-(ou`zy!O!U$eK_Z;(H$FEswR^JG&t}OM*VYrqc zhTOIhhB|c3c<=1Xi;sx&?vYB42eoxN^OS0@vV4RnK6vvVtbYtAX1BNF4^#8)5il!vp691wu#)MB}>+PC8^m%}drUqvf2T-`*;8ST?Kub#tJQKr-C z%XHlFu~1tcbMXUJw(!l2(_LK08po1;ZNv{+@;w{GZSg+F{#`5mKkVme5ykT#O#AU) z6L{P9g7FWDXSjlE_jn6&l5jnbKT7w%_$Qaf8*K~6TBe7qAbWjYBGI!R7DWW{&%J(y zm*FuGk2ObqG)JL};#uJ&snfGv&TGbAHt`>Uyh}N-xSAOE=PWW0wheK`# zZ<$PT51oSJ2iCp&<5!0Cy?dP55H7yzC-ZPTgOQtr2%7wiv><{=S{p(n1+T>-#LP&wjHaOeq-n?4R!g^k< z98M;HDP7nD2EC8rEzPflqMkcA#D&mgDF9;_&253tDPdcL*5_fyVZbdFedUvgV5Z%fD00?XWvH(G!R`;awKY{K%N2#^U5y>%PP84T?bI?|AjI`Zf zO43r+YdPSHX;9Lk83XXIq*>J}m^s2LQ<}eqxY`)XRb5o$7Mt#QhQaouAZ)qyuR!=& z;*Cqgce;(vn=3Xki89W zT{@-7+qp^OImbTrn|_#?Oq?j~#e0-zvEJ||2g2O!(v5{Y>zp|`vAHe?r4weB4jgA1uIj_6PU;8~zRDNN` zGf&ysX{plqhgFYGzYTEv6C{H8#~rJR@m7hV_{!Qy?onh}6rJb>N7AeOTAJxEolJpZ z1Z~~x-m?B5%O%9jZV7bG4hI$b9SEpFNp?Rpo?lL-7gL=l*!aKpx&4~p(H<+kE&%Bw z?%;Fy@m~w;eiymY=aE?o?KmS9`t$ozm2EEF%w#SI{4rk(_@lv=`m@a;RSd)Bz{eP` z12)Gh4P75kk>zp4;hS$%e5~7|U^9X`)u=T$Km!gvYtcMY@Xkv>&kB|uc&|RxG&`#& z<~IwRbgvecB90F# z82PV=>!O=0jfy?VsRQ}Xf>m+Qfn3B|jFHE*k@?ljeMxc11JvfYXNPfTvr8KXyETou zMlJws^fU<0aNj9DgNm;e>PT=8N}J7BL5An+Sh%?8&dz#oRLO8h9MMQFVgO{E_oA~k z=3mTxTd3R#T0*!8RFjkW*OGWUX!x0?bpT$j+;Vwp^=(=dM|O$#I7S%92E2PlzK>4v z{iV!@YQu7lamPc=e5ML7*-G7yyT;MAXtvMYuMG3yjWe8|vc=E*09IGSJ2cbuOUrcr z3+eK4)RxcntKJNeWbk&4BAlby#L9h&3a9YiNu|+l+T&@H?X&WSf;VwrPeb_Bul%h1 zj;4{T>-w|cpZF>99#yt^DRSHa&@w0g025!I{{RfF)?H#ug2QS1y?E(gpdav5CyYr1 zXYVwDj~D?&3y$~Dd8-SGb?I1y}F+LphjacGz58yc_e4+ zU1adw6_KUKU-@T_Ym)H9k2UfD>LX!?z#LassrfPPk~Z@dPXRgHF<(vLXle993@`YBFE=vrG^2sGR^LV>zibh6BfT#hc3w3+|Bg z803y>zl^RUz40EN(Xz2wkcj<8f1P>$A=AEdP1~mDr^0gO;rZF?sqDTR(^p6M-SDP0 zA1iD2BO{OlNICk~>5q+V(&NLIVbDG{kPoimUzmC~+AY2_{521_2=&_r$8r0?kLO>f z-ZYoV@Xhn!5*2tq?+WnoNvcgr^gbU47aBL0c6`I*R%t(JO9qV*7)@^x?nvAYE9CFn z6@}03V-gm~8j>k1$WyzK`d8OJExM2X7uK3zY%?3nY)Z?V9l!zj*T)~VeZyS-*FI2F zB;!>B3CBBzIIjl+{{Yyr3$kZ)qZ!tsyw0oRBD8jw7)3d@Wjne9jBdws@5OwzWo}%y z^YV^__xG==elDi_Yu0#KUOQF{N#`~59jIXmEEjIyyhVI&Nh?v8srOhIayB|J5;L^) z891+L{gX7|to&BEwNx^s+Faq(b;rwIHwcZleE$F`UO?+#N`AmrP|f>9S;klQXHB@= ztj`H8ZHrh9gVU=uP3@1_~RLg>=U-Eq%~r$vuJ%7Y$+@UvW6#w2^UPV9TXs}7eridFnH0tFst|y4QLrWV zGMh1mcXmFk{{Vtqsgmo)=%q>qhmO3A^ZM7B{@!*O z@%F0h4%U!?j>7}>uFw7n=kY5>_;um$8_%c-eAy>LyB9nG>(jk(KeTtm-2=z|F}u{~ zcQKhTshnhEjEdovX)Hof*39LlPF~V-e+yQ*S}1iR8KSVz>RxhHw!&S2-m6#JigWoZ$5$y+5l* z5m(yOj;1rlJ1T3UCYt4^nc3NoeobcI>ZxZQ0S?EfJu0RCv_hDpIX&@IEHt?_DYq3n z4^mBgbf_r%&tvDS;`!yv4Or`2YmH*$2WByx7Cj_#5NVjWt+bFW1Xh)qG*_irb~5?c6%ZD&%q zyoyaZ!kAzYy8?LJe~A0n&Tx5UnKBdu+*h=CJH?u=vw5xQ+Kt>7ik5SEazVut1xs82D8TGGG_=|G3nrDb& ze3qIL03dL4{Hx784`drr&@MnPi@5mDy?T$t`*?0GwV478g)6w8bDCK6p*SRrFc6== zFC)hiWtZW#tV}*pBZ7VEkArR&*G9QQ4rG(%IjeTQS@>{_=n4tkZXNMiUKezeO^|mE za6iVr^90+JUy=E)I!Y0gS97G)t;G5)VTefy-GkMIJN9OkApNEM4B#mvR*e%N@W&%R ztz+ubq6ic-9kKo9?d?}S0Nn^bXb%L;6-M1&0tqHH+FY6bHh9H$h{E5vPn))D zYxX#Hw*8>|GFg|)EadaoOb&ODa_v&ya2f@Jb=No z*D{VjO8N)ljl_#>1b%MZz=tECZG(#W&-VFYfAPoR^m{y{@}mTk#tgkj(!PrLsUMqj z76+IWS7GP?3OTQa%_}deP`{t%c3_iIk~|y5k;4~+86AS})FKW_{oIq+--_*jXXu+) z@Xv_s=S_8L4`uB0dhYKS0rZZ(&dJyO&G<_O{*VH{4O>=5dELEd2cR~D|BXy%#?*0AOJnj zPtLw={ieKEdEx7QHrGa!MK#5%tje80Jbc4B#XH2mw7-PBRr@t~o5Aqh%$_N{)e+%< zMsu}fLL9e1Fqr&n=D&)bFSu*DW0Ljt4Mt=hb<>_k1^`p(iuPz=?M!y30>Le0=Y>URd7i=M6zA7t+3R zy-#Z`53<0~l_zGm93fS5M2yMVcJrFD6x)Ez4=l1bp2bice)z0i)oD5Z8kV|S+JSC-ixWM?Gf z0|%eNrGYVU0VXvaOLVOpc%B$oq6{&~P&(AFbqp}J`(+H{065JlRC^KZ=CzY5UBMYS zjrW6$WK>W{(S`{aIOhanov^K{$_C$?7zdht#oLQz3IIJaI?~kI%%?O(*`zAy|fqM6RF#$9`&?=x6NZeqt$6WRbkqQcpZnZMq!Ndd7-v?GQf?>$XDVJ0HKdAj4LS4Pw<{` z>r6grkT%@5FfrItyXZ8Y;!1@TS%E>0Nj%hlXd8rQka`?uuQai=8GJJip!BM8z>vhQ zQHrtL4tg4CwzUaHP3SsUTgqZvKG~>YN$!W08u9#1>sL{u@>PnKEOXClt|bO`jwUIe zN=evCHrVusB%Ynkju6=EMNs5jw*!C4!;vo*=Txag|r_4^B3Nu`p2@W>0o(G_(+o2HUes(=@4h1W~ z3G)nmuK@ZAwWeHzjH!LtJ#o|8n`+t$oE+t@!xjaMa>1K|0PRcmWR@n8u&JCC$IbPn zpJSE<`NnWYFeyd7#j>N7DvmHcG3!xs+OCvm(IoWb)s4i8RfmqemdE|Gi zmar90Htyu&rMyVwi8GjwQ?{n|W~!T)ywONY_JCK)`HJ%0hp-gLY>a>v#A}|U;8gbV zBgny1X#?+`^ucW@azEDh1Ep2PE8j#+)~#tGl1pUv9YsX;_NL?ok0-FtdQ@{EA>5;= z$p^5dXyIWQMl8hSV~m=c>Qa2HjKHZfW;_yk40DQEqE~h*HVoh#RfU!-a>D6O2*^@< z)1`!%UQNtKFahaQnE53uy^eEOwpr|DMNlLM?-E6MmGlgkE`Sm{``5BcL%>nC?;~zo zoYw*3?Iha%@pmxqg}|?816f~{pD~%yn^#8~@s+}WMov#X1vyz`K4OuTIjKD0$WJ|R z7NeO}lkVX94z=_)cC$WHpHsE)Pm86|?v_}lAshW-t$W_19+9v79@lTa$sNVbtScf; zIb}X(4?l>nl5HlFPPkVLc9Ymwt$07j^ICXoQ}E_Nvei`Ts==RE zfW|4q**}qILDsEoH4id0SBh<>LdS&w^{-VrW4FUSdgIA3$EezUqiG`m2IC&p<`(`6 zCe=i9mQ%+A_&+M#_|x$c>AXGRtusrGT{_;+Op8vqUBedza!dX>6?lnJtvE)6wd!w( zg<3S6s>bm>hxR3wM)8x4o1@B%H{Hqq0QFawe%8}(_|xJGd86{$8^(-a(-@@-_jvD|SC;|&!eJkBQ6MQ(-ej zywGENd;6%+ZkrOf%=kR;I6jB9c+bHNXHK*D^QPYDmhbifaCSj)#zw>QXYn7IuhOGm z+vX}QY8}p_C4wi6Y#l=uah~LRR&08A_6Cy$@VS=z?auNE817hxGItNt=~%uCy1LW# z{{Rr)X}4{syISSiB1n-iSScOwM;?PU`aUY0s$sp!Tl(1esxtOf`Q)yweAV$EKk$s& zM)uxZkt1crh82*|~uPeR@~Z{{RxL=7UP` znS$AFBbQ`u0m0jlIsCfU%pMoITYnH~@-#kr2?hc6&3$3xrp4`06o^=Re~=hq}j)w3}-UErGgGm01{aGxt|LYX1Q2aq#C) zwDF$57l>k(*ICl;Vm7l|zs+qXIbb>(rJ~xujr3hI?p<(bQUm*|g5?(_x(`a&{he=< z!~XyfyiFa=>fNGTq8p_<#H>5#*Mnb~SF1VGtq8p?evwlTEHxTZYgCc-_ryPlm);4s zx44($we)PupR>(r2qi)GUZ+02tCR6>hjl+6_(%J4Z;0L`FEW;f8+ku;`RSPYcCQ=# zu5OcGpGUZ{xQ=yLlt{>&0y`hf(>y8rN=##FG!}3?zr?h$<29wvEc1a!tPbOhE!$b z#!o+$eP@6Ba%uAq^lyh2?P{;d^KiuX$j24Pd_n!FbWa=U62LqG6@}uD-QFd@DhHt( za(dTYHI9qFDreukMo{9NNVVt8pWt}Mg1l3xcsEmuNM({W<1wC?^{=J;H{*LhA6Z1H zDhZSj%aNS=^It3LUN4Sl*c$}5Y~u>wcCvgo@e1cb)>3<2$^jsSIR>)D$hp;D9_Ds(-1bro5uBkZr)D%{JV-l|3l zNpcBnjxo^wb?v_hZ05J|SBx$g zE1&0IIQU=SZ-_n%Y1+kw{lA|xC&(ilHhLQS?n{p^#KsrO25rl6fgF8nuYZZyd5BWU-@BN3GC zk6hPQx+R8#ronq@YGCt}hEjtW0|bIO=zG^Mq-(38czaHZBYd&(jE0c=XRUR&GS94d zS5IVuLoA5f)rmZlfGg{$;i*pues5b5i-u!(O3LSs>)r$&GQOT$E453NC7RxEkhi+_ zt`EifPxfWJ5V3ciFrjvm20G)VduN7q3vcavyJrjMtVaQ(^!Kg{$4Pg5*2-f(TfRUf z6W0~wR>4xkL)u4U>@Zo5BCaY_YV;~u_~%*Iv}MvY3j(o20|PGOf&%=f2l1~6zkeq5 zs_+!xfInLLzr|3?qj+K|@7l&ylGvnjTd)i`#v2{$<*iyjGX7&2`A8ix*12%i;OVrM z$Gb&Vjcas!A54G2KfGXk4dbs8Yr7Dv8h+9okPcfMSC;EZBAXqju`TK*O&EoJZhVJBk5|-+0oT* zb1fWj+zb*yZ^pH6iHac0$;TCsY){%3aojW0t#$tZ*%tS<`^3UIK;cQoYv|^*)cJl@ zI)eBrUoz}Gfa5vi*1oy;c`&!oEkNE?xo$bHll&bQk#x!qN}fSA^+$ohZ8p%eFa&(6 z4;A^YdGQ~xaO^p0s~v=(Lb=?`3E&aMdY|mIA~(frW?;h+KPq_qYsw~)LIRb150wcx z7_U+NmJvtA7|{Hsq9+5KjNsSF;g`Iv-1@xM3+h!LlRomhZ}d5j`v;%GzbO7X&k6X6 zeH`%seCFo|*1uNnlQxnd?u2vnugUM)Dgr(yY7$E78|?>=PHXDqx$4C;^R5?mts@#6 zogUE?&k-+<2nQ9<_}cqVn#lPPvzb0qjEdMz5)0H3W8MD%;GcHUuf*Zxt_Rr;NN#bO{Uk7{9R@#I{MY{gf_myHckyKH zQyfOcu(;}T#eSA&BE4!p_ct;4FAz)psavs^dZsIDrtPqRE8%H;F|*>nwR<9#iIkng z*Bw5hzVE$IV4Y5IP~`eoz&{rJWd0WMhN}!nTQ8O|w{8JH%Qek_#YY8=Q=evdwJ;U4 zJOx@5J}boZZ`sPtAIE!u&RvF2ZfooN^d{B7&T(HD{>m5Yf8xle402^X4o4#*zS6om zg}#-R7ICc%MMm{(?#w7p3G67(c*P!Fu2?%qI)(endE+(l=Z~~^x7X)$!Uw|+I@jCR zmgZ-dj2s&Ii{gfnANKsX13CGD?_V*4i=HJfHh!nU_|8hwgX)hi()86UyXES5DhaLI zDaM^~9K&W4BivNB_Kyzia-)t27^*tFYL@O8gSd4K(!T06lD>!O(weH;XU<<1FQlKv zw^FNPbL5hLm3g_;XH8x(votZ5`GM(Po8ylTTwZF4P|mQ7AsEgFTJrDNa@l|3V9Ey4nIN`* z&tK_X&BVHW=Yq9;I^y5Tn$`mF%ZzRwmFFJ-E)vhh*B2|F-M)DpJ#qS0vV^KqsISoY zm&+-}_e}k7_(~W1Iy_^A133LF<)8Q|wB%?Sd|(_1*ylWQ2>zzM*Y#7{{VuT#>Ydl1cg%>U{7*8SIbeS%BiRP$l8K&#x;Mk&&k`Vcil+kj&qU#?_Wv& z!n!@avGHXjy&++@f=Ld0kU0Kz^IYUC(&UiD=ch{a-+{g~zVJtg+Wy91l58=M2;)fLq)O z=x2ss8eL0$I{`bLz;5l2O65FfaQ1P^2bzp z_5QJWYcV#?z#-!&sPwIW4}3<{^x5MgS2*V+;~v$_YLgbZJ3d_Zscfv=074gB=kczn z(!=uFq;Ahk3yjQYO88o>GxQ_&H1YPCt?Jg2>oKB;=2m8YLC$$Um_I{bO@7k;9`N?J z;O4uvn$6^qSYkF)yNrS{Uj=^2F^TVtMpli3hG2&r5)KdY`d6_0bibcV)1hdmluH_L zIs!B8*Mo}ss@ZiFg;gN=blCCmJVBV^vt+AHxhHG3eAVI~4ZfMGTq*#{8;+HQrnb#e zQn$UIpBf)ELNbv)v|x5Qo-Hy#;XLM3&PIRJB>FsSkL_ygpU z6TvFK{d)KcSF!s9D!D}_WNNnFT%&j{I^+t$x)KLFRBR`W-A#0N!;)0(QN}S`{nf}5 zG7uPJJBLAD)eVd*L*BfK_pc+s*cc!TDByLk)PLEHgnt7(HUTY&PJ8p3{ItoH!m(yi zhCMxN^<(yNgb#um2nr(}PJUDGUv-jcMx*nO>V8MX)ZMACQ_sFRYZ5_x5n}WC+yFfY zt?z_h57jk~3dO8k#v+Dte7Lt@vIFm3f# z-YH^8powD$q;Y|Y`?~n4QK1;pTA!WMqY9DM=g0p5wT+RmTU2Ib+N6A)!T$gc@vn`p z)t+)tv+X$N(~A2K_R-a2yVY%DNiiBlk+FE(at}X={VU@Il*c@Zq&O$xph*KPhZ*bWYns-)8ELA(NB}l-$?07r?qN)Z*bmGPUTU4Z!R|w` zEPLR8O8nvyoOO#n_YsAST^hOKo+tQoabV8TsoFaV;;!r^vur$UG1S-8_YlQ4<(e$U zdJGOKtX~c^U0pSm3I!wP!roP1R z&%kX5QoW63n$kdd*raFa^si03{gkv9&@L|^j>#A&%2|eg3j2s);V5%WpP2o9LT(By z{P0;GG72%rsH;%w4uwND2=?N=1LA+f*YMV>a{@xD6Q(=+*P1wGJ4wMEy4Mw25xa^< zwF>njlTSulZC~a;H+m|b(dqh8Tt8J^jlQ{5`)g2i0pCk!71es#a#VYk6LC<6dlLNWgU02ICk z(_zv4KDKaUY;(>@9oeO3C;tE*udTzR=S}tHKNzg-?N|4|%>4KN0D_*QHmM67l~+X^ z`l6Fx1$-@(N3GmuAuAZ2Ks@7&=kgWzm;4n5;4ZBMA1TYD`;U=Dd=c>5YHF_R_{uQK z_Tv@mRJ?GG=bM!KxYz1?7KG9QyC2J6x=3EN-^kG<2oaCUy?yJ=^gpzwQZUcY%6f|Q z18FoGcb6k>ayJ}x74@DS%l*1<$oII>$>3nT&Pp38HLn>#Zm+QIVorHKFEqX=@apNF zB-0uR#lsnu0`(c)$okZJXy4;YQyUz*unpV_lV2|fjP$8P7}ai5fyY+s^{zh=uJdYo z>0{I3I&{`SEAOf6xAM(p@l)aD%(=H8+j@I)G165yHTqTYH&vn8%N>I zPzcz>S;Ch&IL{;UuZdv0afI3c>M|?C;mNsS=YHqa;a9z8XuytxF@d)j=ee(@f8d^~ z^M28`?#uHgmvxeRaHIOy%);w^s8vyrdgJx4rGH>3?jil6blKDwRdS7SQ)?CVuV$49{7Guhm#c~7g`3cx;^A##^EaG<&m2|_ z_N?=>1o=?*6%6-tT`}BqpWz0q>AE{y%7#EtdK&g=QjIn5o+VsV>pn_*4Y09$lB~e0 z*GXvzfmH&P$8kbH5Go>&s(RIk;xQ{QCA0iJ>k6|@=^Zqvax3*Fj4MbE8I%2?#VjfV zGL~b`K^+BG^H_ktFg}3Qm|~D+h5+>GTz9sIPrR3zXsA#1Og5488uV}3?czTatOTIA z`!wnhHZ$@cl=~lA^CCgOX7a&2``4g+31bh$`xz29+^|o;=zdD-!pEATOqt2JH8boD zOU3tJ5O3zZ)qD@(-wGz3r_U50*lV?B+&C^UI%9#(GHc_hV*db0a52tKRPp#%)Ls(R zwas3ANL}fxWo#^^RKo%r3QkRY!Fcke(Zb~J!3VZ#Gp3^?qE`>3r8wM(Kp9y^GJCPF zIq__6w>T<4)^ru=jy%Xq9LB)on)8ntGyS9k&(GI9*N=jebq{+of{Zmf{{RGkqa7mQ z$xySVeE`jRSHy|hXmwPLcc_TTkT^Z-%zQ6#~{l<3}Y3(ItkQ^ICAN@PDwt8n`!Z^pAFt3a29zR1CDWA-iL53?5+@!4u4!%Nu{Cx z0EKTq%t#k6jQfh>Ww>>P!pla6KZO{C)6;nm9^K{5=ywI)}0WsE{@cK_9;@^g(C+_NY=R3In09dt#Dypj) z>(HFNx^s+e)b%ggkpld6@q&T1lTndMFzy?gv->DA+WdC#(=va{MmSzcI|u{wH5ctI zY*XWJi&{X)KG@7doRg3aPrY0HlvRJ>pgbtde|FOx0nZ?DUmb{QSSeexKJJTdc4wmg z+_QdP%k2T2_$9d2z}Tejb(g5y3{ZJFF>|4%wbrOW^^S% z%do<{()Ap0nEAbP@dY+l!4+X)d zLj}3iXFg*$mzGnWr1kE2ubTB;U9NB2E?M7_e}|sDS4HC=6;G|+O?NDYNm!H3aB>xm z#L{kOBc*-LSA_OZ_w{GZW|-K@tBpT}6JAfVa16zLzrwLD=JOv5oOjJnb#%;582bvX z8a%C$%N{XbO-d>nv*atjd0HfvR-b8|SFL(qhBV0Hv}p>el5iD=HHqOr4jE)tl!Q*Z ztI&p&r^{f)m3npu>t04X7O%>g^f_)3Mm*A5lsx$01_BxPe-X|FT1y4pzBXW>bmyA0 zasvez`G)~jbDGk$wsi(M*KROyI@f~gG>@gFOWNp+!KQ|FkwGQKGRJ{ZM{Whc1RbM* zamH%fz+{p3z6WION|4JUm~yxr{Jhp&{KsTzH0()l0#4w`g&^Pnam`n`MmGgWV5;3} zSTyno9b4~bxT`i6>RrCn&4%OxYd&i`nkcm!G**cO2YNUTM$)8Y5n1JwPa*P#><|Fs z@vU2{c@&pXh|d5Xl=!r}Yk?BGlymow_)=97jYwW8Sg8ytGA`*#5IIcnN7kNgqVl|; zGIP0Gc1Wj-SYfykjqZ({ZXd!aLd68EZPdIZbtjQhkFC?mv3rI-!GpIT!{ zG?5eK#$wO+Kslz#E6EqkymReVEp2BCxY+qz;EqVEZp~b7SC)fquFGzR10_hw7^42s z!bIb0?HDAS=91o3j_~>L`H`Lp>?#|evfY)06i&;W)^~UEB_}JX738sd*sdo-km5~%q=_}$jB(Db)vBF$} zz>)@V2Q_IDMu2>{A+kXoMKuJf@{Apz{m%6Hx(+Z=-3aqacClY9V*qBMTV$5x%Izjd z{szTP_VO$z%u-PD6r7Pov_4$Q(qc~CaZsdW=|ZIJhz=G_n_D=~&O1}(5QRrVQO8r- zt;=&5k);8E2X4mak7|fZ3rJQQR_D8#9G!#Na=jT&e=h1W_#Z*ime8q&EHl8M zhuXQ?Sk;JZ!EzQ)IJX4|#%U>Aa8z!uVu*@EGRg^wPeasH>1pNNZeg5{ynEE|@fE`E?aYslwJMMC>5ih&-}ztleo|+~HZn5&S@ZI?`Ks;*ZPa zxyVp*YQzez6L`*7ZZl2Py3r9%jGEk{iwsJhK+L^zY3iSBk=|5^8F(a|W}O|1&a<$H z?O&7~+>BLGVKjMQs?j$&Z{Kf!Rjf-Nf@=xz1@*4D9Iy45lHKmZna$7n`@R*yOp_Jxa(GILx!35 z2{s)0gRreQZ7lXFc?%g1@K|@HDO+QBOPVQK#&p)6Vs2H*=*NtTj#*vZViB~58+Q7N zx#dLnEQjS?-!{Y6i|8Orh{Pe9G2EU-N|U)#N$gj$w(>6GlVhO%5Dt2J)VJ`gvbM%# zb~!Fb0;Z6pHmpkokDO%lNfLRsVTKkp87$pRQ=c}dh(a%NnnqGaSs!r5H?2g<1NkM- zKg4@g+hhs{EU%ENPM`0*P&UVNNI0R=EqG0LSm12y@HZ(-A{{WVl>FjDko8-O#SF*e_!KBj_&!>UW+4_!XgDSvV7Ysg4_vGBeVl*M1J_ zzB~ANf38~GK{Bn|YPV&E!;-nc9)h^dXT(>Qo*&ZuBjhMH(=EW8KX?IxE9wu1`cmEg z&)Vz8!f7t_>0T||la(L#dCh#^@Grz|;%|*sT9xEcp)O0u8ih;+=%ck} z_^;w7rQes1cz5CstE%aDQQ9o_Z3*511#^-Q{qm>kEAQs-gl;;wsrmELqEgWCpNmji z#|-hsaX6nWuWI?*8xFXymV8nl?JBZ@2xE-*udRM9-p#7%2`tbU?if3}@J=(=J?rI9 z8oHU$i6;jGK9%qpjabP+Sp7>Xq0dI7)9g3GH!?xu3n}1>E{?biHv&sn)Bgapi$VVY z2rq{O&Qdu;m2eNvcKaZ)|=jTG(93*S0cVeVyQ+k+iYn z{{XLFSdWK32bEUf=m8*+zUVxHd*;3Z*R|;^{C5@LU|!zjNJcTAn>nwwJ{VEG%dkf+!2ua7m)4e9zWv2|^N3P`{Y$F+Lj#XDU` zMAWWtpud(+F`IH0;XyoLSB+{G7kAP9v7O|YWQS(xE7qYeZB5AJQKy7^T&;0#kwD@m z+DmX(oQmzdDQs>u_{by?#?!~+UUb@sc#LNvVb=z`Z4T|NG)0+rsK!YLlaEUBaa7!T zA4Qhe=55^j5B6s8gxb%8ZmtsL)@y5~+W-J$b~&%B{555Br1)0lT2my^lKbC`pHHQJ ze}2vX039Uo?yVKC+WeMdjk35XPq;Przk+;kYvWBGwm)AMrA~+l{LD%8qke!U}w?o_->Bi*f9DZ|$>q)^X@7ATs&OvtY+9&pmh* z%zQQYJK^6Mcs|-~M#2l5fSG1w!3P~PTYtA6l{N0E;Ylry7#9+E;~X4*b<_L{lGyk{ z7(9X}f+D6u$LBcbiuI~mICj(4=g(4C#3q+R3FuH=wU&9t9N)YHBNe`49rV7T*KEAkKw zg1zhM^6c)EFm8oQ-1y91MOo$^+Uu6*=Z>3Yb!YJd#ERd%wvAjxCP&IUisNlM)o+Ijrz z3Bcr&-o30oXNANlQcmx)IV)w@x)p2Ilx(}0{{SEKx6-^jXkyb-P9XfHddNLbJlD<4 z?6&|&s)X`K<6lPp(LN??m4?aA{{SuUtDcKq1$koE_eaT4WC@eTc%u~vQkzgmW=V;h zDXCV}_8-~d%zhB@`@l556%brF+Mm&zUa#eE6;B6t?}$9@y|fv4D^l52Fg znm{=DL2Um3pK9>$iP~hE9=CH7kKQA&J9-=%`TBCcDW=c0#LwE{uM}_=sOviKQb9dM zbQ+ifBxUK-1oK?{GPTXpl6K(quFGwbX-s8*-s3xQlV3qqdzv3JMYk)9;GzDKo3WDE z>t9#+AjZ0UIh5@q1O1x$N5SWP>S2b^_y-uxePiH@Wrt3*632!6$L8x_o9B+s%>93d z)aNzwn0xatQ|j|Lzp2jeq4%xw@3EH$8AJT5@;mmJX`%R;s)>00 z;XQrN_=^2?FoAAk86$4qewF!0`&{XU*W!++la(*|b6;H)m3X#(eZukQtu(qGIc2EN z4+2I-#&eo}yM1wgrtLF4fw<$6YPGszLACItbTuvf=HAG?U)8?ILx0RQs4lDBa_K`O~@U$+xp^&pS*A0R)Yv*y2wRk1wbz};6sF#uK03|`% zzF)Fuou})m8|Qc`K*lj&bvl-h@UMoyWrHNXBaF)5Ga|Ng=y6|lf6FoJSCPThr(2on zc4@^6lMze&Cp9g%&etbIO>cAC;MFRa{#Ua{9c8N^V1Qsh&6e*}wd=ceRxT8VUPD;6PH+XEGES@>ILDUSZh z5#m9)oDrXXX?zW2n!cMJ{m9vDH&exWTo#dOz8{~;k)%SbF~@GX753Onwv9|TKU4V6 zjq_Yi8#y;a_p88u2S7%-szQ!8f_9F^y^G>? zwmb`ea~0u=S)H>9;1vU=Yr{SUOFa7JB;H6B<28I!LNLVoA(EkAS>%mZRQM3C<>!$6DmHRXERelg_vsuq}_7izZKKN2c zKy%Wg@P?CdYku*zLx6j6#eM$(W8$9=kA!S5Ee4gUeV71Qa3;dzHSrPEVYkyFNdwD1mFi!#9?>p{{Z7< z^o?wCK?O)T>-hTD-`7cH>9^4Q^9K%m-KhTnG39>_RNm`z#g;jYu))di+O+h`aGor1 z4(2Gqi59@p zaQ$UdqPfCL;5}Ewdfnvq@Sh?VA>~t%pH4g0t(L8Q;KY(4aWXj=U{5F5`d8@(z+ZtH zU5~*%LVK$Sn(tCqx<)C=@xdSCUj%;8-WgpN#Ft4EjF%@M`d88B_?W_{v5S3~{QH#B z`u8Q}jr*;;eJ`4dp8xqz}45ta(%&$7lfY zj^x)@b7;yWe=LVTC>?n9`qw{yVE$xfmHtDVk(~Zj>QH>!9GIA@kyd9ve;Y@!&NIe2 zstXvPWt9xgzEAo!&-fVyqCFhzdxmVc+(eCl5#+4 zSB`%g=Pz`YvA7_C$0X8mhV7x0S~gK?6oWj1^(YIIa1tu?roK17npx#rf4IMccMWnSN41UZ>nw z=83hUKTMKoUM#`Y?+vUnHs*I>oSrMl_0JMsT3kqCm6dXF&#iiAi9;-8uqsITL9ZO~ z0G4Sa-I4=w>0eisL8o?)&ojEszEnCd9cqxcD{$&ZbtGf;uIs`-7&YkLD^=8P9wI>5 zypVr7@(hi{b>_Nn2>^8{89@vf5COpd06f>;VXL<#7qR)pc*0R@sqUW?G@F~PIxEYT zN0E>n*~vepeDkTw#=I^>5qQeo$;z3*$9@k_ zt$TK(eBgx+Gm=7)&MU)aDgOWoq$C^$m}8y;X1^HAl$2zjWBL~{o#zX#r|!pqr80OM zLSisYj3kdwkX6qN=j@j`7$)XJkN6c(_t70dGhFJ^BxtzWM%O&zzV`nB zf~5I_QGg)ApD#ZD04E>F*TBCG#0{!SvW6fb;2d*a-0f2fByeR*{kP_OXN93zFG*+e z(FSrlS7&uJv&4Wt=KvfP?ZtV%l`)D}8%U4h4Ki5bQmH&ZhCGm1R&J4}&vWCO zNFa!`j2I{faX(7f@s^c6w~93An}V_~<#on6;<>y?g|m8c@;yEgj3tpvo6PF|D71E0 z-XFS(JVhPlyPdp-0#)GmuhI{Tw}Nj1Tsl6^2QZ%G3FCq>8`b`em&A7c65R%qmi;V z4DHW9Q&_s!!Hc_3i3{S$_epJiFdGTlRZHVM_sOq@%caYeR;AUSU0F`8YEoMxg81_s zmpTp9tB)&u#!kD28g#`2pQDcx}D$jGFj? zLbgi$*gP@oTV(K+3Q~hw-1EojqVQWP_T4?)1Ju*11&A^sof4F2NKPvpu{j@w;rYFT+PDGk13b`3l2{^`a_}8I+ z(_gpj{v49~!~PJS-RBBpmhL`C1a(u`^{>t!6Zp$f@m=-B<@L+WG>ls$obqew@l_To z3NYCCe6p1AwLQG$uVbO{7sLylR^gz5{J8PABe<=rFiwdOocygB!Rz_gm7^JDLC)jV zMS6CRI}IKCseDvGg=+{bEw~w`Y#{lJS=AK^Y-gv6|;xl6fSbTHobRlW9*nOdOC#Ev^6r^XfWL zZ-`J3xW@nrwK7BvF5Rs zthq;$t~UBtq5jYQUAM(; zA8=!Yn}s;Y^3N65g?6Zpd8f+O=hXfX*X}htol@3KK6oHYX|~BC@w;Kb2EJI-GxoW> z#ZddOcK-lM`oF_oFtgU~?yW4XF0E!*C0A*I3xJK0gV#Q_@^#C3ce7*y3mg&Ko|Vm< z{AT$Ml_hmy9ySQ1u*XB5c&{_@kwI|%N{8U%n)IuND;Xe^IO|?#;|1R~{&#(A%ggWW z4{tS{ppM(YwhMjXh}nvP6uV5!cwCJC0H39FD+ygT`W2O5Y!Cax(2N7cVE7r5K;=xn_-g$y5KKA%C^Qyx2cw2%kMP4$;0@6bpHSkZ`ZQi zpPTTm1*2mOpdIB~IIjD{H<6zKYBtQkKiWwH@UCM-h2|G69ATsf7-i0TSJ5XLbnbjT zc}i`obu@HKd8UHW9zx-|XV$FvS4Wh1{{T;snM82kTbJ4~{{SroY}$E{3qf$J5K`F3 z*EK>7Ni95E6Diyc+)a`G@WpvmWhqggFJq>HQL790J$v@Eja%b?h{?bYD17!A0RI45 z&;6G++WdO(tEmKuzEU{{BNYDt+A~$3UHGT0T+J5`Aw=3THtiUyKeL7HmY4CX!q+;L z^66HQPE6NQaFHM#b6+c1{K9?rDdmR@3 z?)r1gj$|?u$;jpAfV_C zdl`NQmd>W-<{0G<-NRx#iQ0A{kJH++Zk&W;&&%!Bujg!Rdeuw`zEDU9j2`v%w33U^ z_`1(qt;|4PSpmW1u*z%>Y+>BL?AHrX0btRh_=-g(#14*3^S1K4_D#;R85~t!2_*p?zq^vf9p7`rmt@O9^JiMqZH)p;o z5ge@O$rqYWU@`?+v5r|KVDXV4;Ev#W{VBOyW2Py`anV{OyO^XOGiPbfH3iL$-gg)R z#f%0gtxt1cQ8Lp9Oz;%*O1@}N_%8%pfX5)3h?NVwjr&3XkU3TW4db?I^4QrOk{JB5 zFiQhjS24#TtiDJaj^l>ruiDw$&2G0r+DnxG0G3a}fmzQ)4Y~V*+|6x~_Ecq*5D9D$ z!@tt1YB5_IhK@E1xpG4K)u55wNXp?Am=nRqDw;Rhi>V<9AYhD=DaTzAql99ua+~Q6 z(3WX-05}BWbxmidG;A4ew#|%zjl!*1V^Mc!i+$$_~MlfNBJJ~+(rl!PQl9Tk7AG~I-$ z-I4v9%(iK_qL4t^dj3?FaHx4%*9=#eA9Q|oV&2*3xWufePz(<3_|y`KBfTookTMSA z+d$y?a&En5O8~J*drsfxcg^DrJP>!XVnb zf!eLhs5)sYqLry&=1DiSU~rko=S9TO{P4u2JN&>7x%$-pYs(230s3GLX&D~O#=)a@ zJwY7Q^Ief9t)R%>Wv~#=<7hjW4oz2ERl6K8iF3d`YVE2+GvY{@nTaj1^c6B~nlct2 zEmgLtJxxk>)ru6Yt%~g=F{m526d32BHEP{eWLLl>uTjVp%d2qk{hB~L%;YNd0-#Gz zC@+`hpxw2fJON3x_A!={9@8Q&4$~`~oN@rBi#Yt`W?*C|BzI;XxO()>SJdIy z(W*w=s05CNtx5G3sDWk^!zx68MsQS<&VL$5xw`U|*_1}VD9#04ipoR-WJh>jH*xu9 zt6W=8ENK(5$#Xu%Pb@1AsCfKo{z|k-D#pz^{G{fr-6WR< za-mcl2Pc}6#@6L$!!m^jw>yPH+d~UkakRNzA%1Z2^lp% z+2Vvd01?R`agu7XBzFu|_+=e-(sH}lDJL5yf(fCHDWR1|n4=>DCpAviyNwF+-y5d*9IyPMb6tG1f*$nk|SfHS|brGBhd(!@lSA>oiSW08)vU_=2&#_yLd zF`vWhR<9i_V2(VgaGB0JeQB0jgof4QxJ5DJa2s$x0g_)0;oT(&pOe1N&WKC;( z6W>aoW<^(Qhug@i(@FMQw+11!oDIBZH6q#=6tG59zZnN36q>AUeQF3@;Ya}EZ~p*Z zntFrgPf~Tkm_X{-z~fh?_7|6m11S{?NT;}4my*-#az-a zj4-k=9#9wruQZ&jh*6Sh^dYzNF5}-cYFDQBI0N3ZWQ%0PDMw~KK+Z*U4LU$kND@Tk z@K@HT3pR#kXo{;JmmqKjL}zzksTQ7x3FBJ)$Ul zqdmN_pPO@Z12{gvO5yeI28ks35QguB>t9QP#wadXA0L@z^(wbCd7~1p8I%F-O=L2I z)Tuoyq}04B_Rp31xXvpnw7DW+OCP2<74$Hz2`i?2l&DTOi!lI_E!#*|Q<3zpzr%Xm zqBU^ABti~-YYKZ}lJdDH+lqqLLvJW`JcHA8fbWWv%^$LJx_VE)KkV9bV26= z?iC&JyZqw5h42@~t8WYZHjJG`f^eYNvBSBZkNWJREUf3y#A3iP{U7#=PE_^od;b7|E#T9> zFu?HQDBd_^BW`yRKI!~%Uf=sA_#Lc&X)hdWm!4u>ri`}m#N#+gE{ietKe>eq5)0;zH!qTr3@Cr8>x%H7*`rg3N&TU`J#d%K@g?38?T*$tR_BhN z{;K`U85q>W&`ta5I{KfR)x|=t9jNM)KIHwOuZ^3$%dShUlKxv=N}xz_#~=VWuN?3m zmvQ2|+lWlY(lv$5b0Egz6!3omUZ3#`!m?|AAGAp2Wu9qFf_V=FG0sW!{42;TgO6f@-r)2bJ96Y&SL7xx8OX96CNpR4qnE)Vr*VDhXAldNO!&t%r=HTO#z#012 zj_KbDQ^JyIId({j8M#n}mqd9lickDijE{ktv7b|#>qE<>gqkTz zavfNFq<&S#_^S~3pLu^YM>cw3AHusUiJMTfi*#ZX3&U5{EosGDq2b}~rrpnD_*wf& zYMK*6Ypcp`?6bFfbppLB#XlZfU9=W{8%ZXTLza9Hpn6xx*0BgA$zo6umLK6>8t|nd~!!qUr6XGv)M0}$|H3-Vcxux$J&x%BeD9FdxHNg0L;>Ne} zX5p^&Ef#GSD^)0BmQZu=`Wp1l0XmH-+$r8vf(Jj9Z5&UutIHRm<9$WpsV-&j9j}L{ zhAVi`oDy-gde>*P{{UxB!{uKsv5%#Bj-BEA+pSvO{?_YcNO3GgaBI|EPxfTJI783j zUgZVuyQ9Fy*-crVNo>UF+KZ{$3=%d6(DC%Ik^E`kOGdr7)$P$^lpWF%I+8Pw>0evR z8pGl3VFQ(4v&a?4rzbV>_s6dhwvXU{w(0V*m~90+bnW>5mB|XcmFdbG-1aMBzO_QF zJ8qAiK0EkUD_47>5lfmTI>9VOBsif}gertfh*27c0wm#PX0D@!# z3j9#HW&Z$EVhLmJ8?WbIAN*^buDn^PG3OIF3_2cb>+kp{USjZv#k++2g4A$2vBygI z`{J8Co+Q*aVKXy)zMR*A1ireLk@a;h@U5nK#hQUIAd++5yQQ_ZZ5~#dHfeTn>(aQ0 z4$Gm=NIfg8O@43e$A$zOK>4yO=qo47q4TtCnEwC=ppN% z4DRYrO8Hm8iRazMP6Lyb7_Y0mCk)M_+NqR`E?5pfTKv~LYnsgchlkanbE0U1%ebKg zu5jFfKE12H_yCgs0K(SOyrc6KC*?fixJJBnFA{Xy)E*6XpR>*LT6|{GrC3Qogp}Ekot`S;B=QgP(f(SkL$HPha?B;CM~)*Q)%F613fhzyN{Ykxaa~lG4bz zh)koBs&SE4ZZz4ns6o0$gtCpO%6cFF09`>m?PY3TV#yje-Tv^eRW&I#kJ$NDOdEIT zdw=X_bA5U7PfwdmjK@52nM8TURCNc`d)MeU#4SSOT#HT+qa^6znMW8St$Z>23Ejmn z#+@DExAH&H<~uhNfO^;HFT^{4?C}(^!?;R%1JS;et$0dD((ip4?aF=j{)ui+_q&C1Ol0jrWNKf$D4YPr0Hd6^gwRG0H9_#xn-3z}G#>GdLR22i$ALCzZ z-Aq#7a5&<=9sQFbX7LT0k~W3G$51G8F`X|QP_2sw2 zt!@oLqnh2wNL`oa&tJrIUpM?5)jzX*S9Nn38Al+mPKP{xweeV}$vUx1bLp_urR-@W zexm-%R;vx1>k7P4srixf*Bte)BmV$`j$KD;{vC6HD!(5tNd%57zWtK^Cl3?dNvE_g z9LftF>(`Ucd-kt5{{VuN%(26wwl>KbRt|b&cmDudzH%|rnt#lWnn}wSFGhT)@t?$c zj-BCcIymJYXO`G0M?=TZ*UtI`?>)`Ib{{e9E8PA%>UP?Pg!HKGgz-$Ufh0~cH*wI{ zi})WxpHPzFvdgp*c3Aa>GI-v zdK+bmUd_p)%&tj} zk!^GIKF1A##=?uML0ul{`#Z*Eyq^HB-a{zPYq$8r6xQ~#B+g5`d<=WnANw!Ju=s%? zX$zJ-sT>jSUd#JPSz9iL3PcfGXUwDTb+5O@)&Bs5_2_2ycKQzvGFd}G*H566avStSPXu(<$7s*8@KXFSed?VYtX(7UU`2M zbeY}9?yh5H1oipH75V;E@8)#R>FmmvvEjyI#!z=m*FTZp-_nxro|n;?S4!C z)tV*czl*P?*v$`|+gV2#uh&VgmOTqCx;Et*C390={0{K_+7i$xd~FOAa4T=&$BHbxTj1>{Q?->{XMtF*MnU%#x8fa0 zY1%~dh5?mM-1^s%Ljyt-Wh%R)#s1O8N~(-1Jz3+rhrs^;4cjxTK!>m-0bG8w@LR+3 zBRp|K!P*!R#dvqc{{V{~Ig`Y)F(1Sge~7j*q~{{Va5zFLy=TYYgIiB)HMwk1ZpF0FruF z4IG|PW+7d(k>0v(ULh8qsP0#C=Oe9T_gi{O|aF3u-c?DVOPk z{VVhz{t9r^E5FDw&OyrK0(6!S& zq`p}mS^f|@SJ(J=cZ`(0k7JCgDBzOwIG+O}>Hh#1G^UM!nli;tT>Dn1#mm$G0131b z`DPKk5?JRrHO|4Q$E5s7)2^j#Mva2lf}6IjIQY zqXx9Gc==P)@UNi!XQx`NzKE{7*XBEAC$ z4tiB#71aB>)Ep&F&qEXT&iOta+dk4&V`ezO=K{YvA&n*sP7pEOfPJgzkJ_vDsk8B1 z7XBWJ#_BbLB32x$Hh-0TE#dDL8*5-{{RiW zjhI>PT|^P}4nJCx;!o{2e+P#r@Yjc~#5#1i63G$T><4Z;SBdzu$MW8Wx3eo89Wp!D z9A{>b5^yn|I+I?W9|Y6(k~PO-;mpz|ztknvW|l{G-p8kN_||cs1rZ0%TL1%AEQ4xS z@mfNrN#u|!sOyqzxbe@z>AoEJg{&`GC%F+UjLLY)8REX06r`hev_5InS5D_Er0LH0 zMWiJd9OAosVq&%0P5~Wp$*yloU-XalM{w_+wb1V?2pJog5Hr}%&ZzIfg zbyU>J{{UHrJf7Uugd*X9Aga_lvk5f@W*8xl6!S9(z&zma1$t0T#U2{8s<|{siV{J& zv&rdCa?Id?oPPgUV~8}D=#Kb3+>ICI^H6}q$0noeo-E6|s)J zew5hBLP2b(91K<}*15GhXkC%KnHXg~Ip}NC{sFK2U7ru5ZB>v+zcK#+VDnyaHNF*g zq6Nn!SE2j^iT?oMYG?(vO#yJ`0OL>{g z#z9;u`E!c-I`M)`(gworZ<8MN_AZ^R=yz8V*=W+F*QVZ6G~a@CMsM$K$We)0PISDW~{-NO>hrGfjP^U}Q{ciR(WjN>0# z^Y0en;+TwV&U$mwxG-8s^|NkXMC^9o4EIaneMT?1TWXwhjz9X<(0Cqyv)XDrm{-N;l(Nl?MaczBaR5oa?q)ukG+Z68K_SxASEbx2k+k;M2!Ba$(}&2qYBwTu#pt{{!!KpBV+2{bs`%rKhKqdD3d)~(yhr1u|#*f58=o?1zK%BD;Q*mx9=Z@ zah?aYO&zonTP$mt02yX(qPQJI+3HhPT(K)yvlTcX;N)&6aUPW=)J8}QlV(HJVa@=p zO(x0|w`n8>Sc$*@44Q`S);->GCehF%Hfs)hJ6P5$k=oa}PRZ_|T*AAm(i?S&tv!Wy(>C(G}+(VJYP*J0HF6P)?qDGb%Rz$F6EdT+KV4L!Ju?pHF*>bS5P( zGoB7>Zfh%;{9B?eHGa%OZf)QaRPp)L5*WnN31bN-UAf2u*0dMrxoKzlSdPc^rpu(o z3l_`lCy|Vw{{U4&mD_9`K7A}zg_i2zL%COssQ&Twso;j;*rJsTrz5Z@(xQp&V`3s* z(y7R1;}xrK36>U}+sj4ynX|w&Biz_hG~eGXfdLm z6xO?Lbtc}%c)XHXH^&e|jGXnYIH88&1IrPC2OIa3lk}>x*{cUrAO&~?958R{DTdxi zV?tzbS-R&VG_Ib;Ql``9W3KH4ax1KikDe8W81qz8ge6s*?l9(p0Uqkz{fz@0oDgnvQ zr`Cw>)<_hnVw<|h&>DS(s!KDHOkicO7dSq&r9S1x7x;)F6JI1zNX-6N&eCz3eb6F6 zyHYq&Iw{;kRq2#FFO&=NBU9io-q&y1Bk z0%|=wbcinGSjrrL$DA6mB#_GpMpkbuZC3TFuM@$t3wKryGE@wJO(nLZx}6Ol?DV={ zIfy`dWBJu9yGOLV46>ObBdVIP8d+jkypT$a85@C8%WoQ@gk>ZjnE~(ZQOws-@+Yey zlG|iz?GZ%>D&ew8s`IVkRF)JA8#WtvTGiBd!)+GG&hEcAK~x|2@X4^3m(>nHHLPa) z6Lr+5aHc!eCHEsX;=KT^JB5yT&ztk8$IQJyDrTQ-w&9xMKQ)Q@S&t&08zr^tW)i@T z?Zr%_o6u2J1IKw+h<_v!CwF$f2u2j)h09#LJ)@|hd-qj-MQSC_@;j_sLo>sJU zodOiLS0$XV`6C@ed(#%cY1g}*b0!F6Zi;`;@}bYMJe-j;)>eWXZ}TH0o_f;TTn2rD z0W5gQ4syfjd)4-{c_k?2KqGLAZ9@Q!u4NAsDMa~HbU#X-cJ?7g^X6qi7y3)UvA0Z) zbBfTk48Jq5^ETjQV{J+nDG?<^Rdzh6Jb~|0-A5WSrsZWSScN(K>UrJH#T)2n6cR|w zEa%N}gM1n~T-@&k;v)m0C8|w4L-wfV!$#~r zRsJJcsViI?y0b-VlLU8rRm=)T3bF0)QI$SRHaEgf1#D^>RC3KDNQ>vG0Iqv}6;e2o z2&IZm(UHo6K2uhzE`}b-RKACw__o1didRVR2;gG8uIBap=TbiC`@WU*P5y^1{*+{O zR*yV3YsGwF;fJ)mmROhMJ;y=sUrm-`V%H?MJ~ubQI#K3}IcVg0TnGETY7)qoI8-5X z$uy)gFy{dAPca!2o)2pJhihnjb?ns7fB0LgL3v>voxmlwjf#ecMgkHm{vTH{8N3y7h* z^2pka5mJBepaJ?_4)Mr1op|J~r{6jeH@Ycztv$2<5wYbqQ_^ za&jUY@QQLd1DfDIAL{98@kYZ^VkVF6LnQ{)#_phf59wc9d}aNWJU_1ZK`uNqq?o)< zcRR3^oP>2JJpN<#uaMKg`p3i19b9QTwX3G1XzCg+!`xTs7<_gY6PPb&EmE^THLI3O z4TEhh9;fIhiu_bA^vHhBR&^+VU}af|`MCAzT!(@5D}85D)a7>bSldY}sZw%w{GCTq z0sN~!z?$3_)^@*axs7&(1V3Tx^{)5em5f@)i!VfeT#R6vMoxBtw~n2Kewh~sMpo>6 zL#E+0-q$`L_}^)!=(A}CC7NlbSsGpPe2Bn|?HS`9pOtyOjc_ONK8b}tBPTZGP2-CHQsW)-8!x$fO@Y27ggo;jpm6(3*#H^GVgK ziN{fuSA9nKBTUtGzXJF=!%w{y2`nZ#rDrki1;JFK(`|>Mgb=0QKGUuPfB7F4x7LAeLxjwev0ughTQ# zIXitpug!37^=d_~uk$};%xtjGi+vH}o+@Vk-e!C|ZW-pcMbxswh^$p{*wzP$A`RjK zrA7;-2NGRNEyUT$bRcE#%rHT86NCKhg=YV4tT61D9JnQdeWsjc9&D@uY{Mc zap0SKhLNW#ILh_l^!z!mA^4;50teO}B!@d22Y0o4uft0*r1(nS6dqY*=Opo;Pv!Kl z4fwO9t-pz8m7`d!2| zp?lZUlHO%ydz*5qQ-gz_On@u%KlY9AE|1{<03Y3H+9k?d!MThQr#siEKhD2rSHhYj zM!C_n{+&L|pI=J+=l!}oE#YC~*ZVEH=-1Zd4c74CMt_fr_5QA?D8?&RV^0$~rzuNF zuBXF4X1TSQWl&N;cq_(#O7~BKpByL9E}^m1h>{|9iDhh+_OCqg4UBfJ7!nB`)Da*Y zKl@)=n6@+XeJjbwVB=XjRTY`_xGY^tag5^c6ZDaFZ9l}e3q73cZtSCMkv|7M z-RqdR_~onk15l36;==Cg)HcI)0u~tc_OF$`6Z~bp@TJT)*MGgXIZz*vze@Vg!oDTa z{8^@}u!crZF`jeuug-BaD&@7go!nXXH2sz~m92B?zlI(ow%4>vS=La_@$MkEAmcw; z^r=`TnL7dwBV&{FuY~P>BFW)>M8qJth9EYykrJwT?f6%vNBc=>8g`iR-0KoXjTSJ? zk~rri*VtgObfr(4=fP$fEp=A$S{{MsEWRDpl@H0}NtHf?9-p0j&Es!}_FCWeLKfX0 znx&#{Ll8ad(BSy5Xa4{Q?eLE6S*{@>GVVE2IIJg&&;H4I9|7b5ZU+m;-uipjnK|C1 zc}}%Pr6{#6j$c^tW{ctP1o)t7nsQmYSTK+w`_2bke@gt|SB@Q1QI6sxFy|QeJ${w? zuj5-dw4E~k8G?Bd1Xq6KAHC1zUz`3nx6|~`9(ax$23E9=R#aj#a5)_QHTHRBXYD4W z?tI>3K|+e<(E6MH3H53%eiQssxZSWgMIn0tr;o=!rF^gPp2E^Se(ixO<=b{Wb6;70 z!R%rEoc=1^?fF{aVhz-mE7S0=lD;iTzf`-4`H(Xb!|UJPuA9DN@-d8*@Gq5hJf;g} zmg{V1EDr?M_0_G5*kxz(?pKD4@tVc6Qnxt-^V+qwjSAq~t@B!?OL_jFHeeRwxtzjfMGmuH*K1nj`UdOlfu)m@=r{)3-IjkP>Wz zxri9!Bk``w;6|EnzAairfn$-8nFt>*2hzS)hcc3A`pn6Hvro|d6lg?N#Z#Y`1HWqg z$Ni`D(XD)Q7Gr>BQbEQE9@Y9`r_UnT!m}wZ6aqzlWB%7#l$tljscyh1sW4zh57xec zrs_wNeSahKejAJS^<#dAPy0c9ANwzcEcKgUf;6{{WE+Nl?=|wh>MH5dsU@~^ki44r zpNk(Klg7F=t)-{SY_KXwhxmwG6J8pDZ)5V6o0FagVO>}#)u+s=AFkl(RE818qty2= z*e3o*_}`>N@v?5Wl|+E_@6+l9evbT8k>Sz&(gyfJWnujP0G}24@%t3V6h9qw0TQTV z9GjdT*y&%Qe-uKG49;1C5(dYm*E2B;dB-D){Q>xP>2accq(}SDER1K7k^HOk&-R43xQF6x z^S}vjJ%W7Qd9RwrNxVcY*`1gxePX(bwYgW^eF6J4>0?ImZJ<9ilP)(7oikr!c!jZQ zr=YKgzh(_a>f^*VhF9eVa@ja;n6J0B$rMD^Sh5gtkDUtfuug*7PoAEi!J6)KaH(IaPEyS0+`;?i=9xri#KsP`VV zr8o9wmEl#lNkC^{z%T%Tj8}mCXz>-so#OkXiP||toJgk!9)`UAzANfNcTzW-AjJcDe086|ClOhqqEgdmPXp8H;$xz^|RY56EQJuKb`2 zmtpf9b*}f~7MCT@f-Ln|ZwQh_{q4A7F_G51Mub{5bJ@KJaox|2bMc{W2UEKEqq``PEvSE&BT ztt)9WvpiC-AznTK$@KQXuONz?@QB1rz>IaM|0W)h#)H8#Oj zf~RPsoYG`SB`oZ4P6CdV&_1sh*^DHrs2R>Vu3JjJi|uYC`A$7JuBr5hFLduQB_3uu z7_TO(N^6-Pv}9FkRKU2>YW8{_mHR%*vg`6PHw0h=9M`FS(U)^t+Cc*|IT3&yj%&() zXIq5R{8#g1V{u-w`%1KPENspS?G3luzd@YR%aiG2@N6wPz9nhs?tH;#JIHxB0l8l0 zy1$3FqTj^pG-L*g5-B6Pkbj}BHTEpoLaH)O-1QaFcqZj-^&5sHF!ET103YXH6PEj# zlq#){=-lp2d`UL5uTOK!Idk)N z9QOTd+{R(&O1qpMnxBJZSg6y(H7(tj+)o&h6D5SCjNtQ%lFL<}NV$&cAgas!MRGqX z%(I_#IcF@zx~S(BJeNaZh;CGFnEti$jxE%8K8kXL=;)7g(*FQ$e;4RlJ*Azb%W7>f z5#k$n0Dr>1rknP)*LD8@0qCuBG!ouj#JMn>7bN}CI~x4Zx<aWluYdKbg=({-;0+`N%XZ#pLIH~%wTXDaxWR%+%N{7}{`-z#v)GmLg>^-qRB8Jh4LZ9!Fu8+^mu z*Uu9T%5uAjIUMw^qrnPeyG_}`{MZ%eRg4zM{lbnGGSW)vp3CE}71+s)2-W%%x2W{4 zJ|k;+1oMK3Hva&37y_|1NmZ|1OEjU*;7=r0H;FYFY;^0B1MS@&2<(5tj0<$+{o~Tc zW$HL~;iIv`c+E~lwvpRB z)gKUR25YBeY!+-|999j+wLO~?8xR4nBQT@Q6rrK@`6g`XROhVStZZu*_bmegS+l?d zR#uT<@m|Ez2G7%jQN!YiuAgkAGI|cRXlv^pSR5Q-Ks_nt)Fnsa7ZK(ZF{yh7{%3i0 zY%i^&P{E`F?w-|u;jAwXpgurUx6Q{vUU^~SS!0!3e!|>t73@C-?#0fa%=-u=@;YL^ z*9A3Js*67<%x_B$!WBx7PgU;{xm&3^K@(Q`|_ajcfT&V)~U%T}c zL*b4G!!Hl#pwprs_~5I54&VI`QbGVLc_#z#=Di%g(8bc%bkE8$3rgSO{aNuh{1loc zP0z^^7{g%n0V}|M8(FkJv;K)H;x97lVn`gfI6VGU^cVaTn1;7cFAFL1%dzw$Z}hJR z_;DWJ*~dwIHy1M_N7o>+>F>pIX84F!!!Ad(pXMy8GL9*?rii1XM;y#kZpQ;GPbAk! zwy71+LWdmt)<1_Ma_+do5y)ZQtLnGcF+7oQp?>UxHToY1W_0q*LzQ=BZO>=j{LsZsZjabJDtk~@CS-W8dS-09ZdVJ8^*2SZ<)Ule>} z70r*6Ib{ds0Y^bzqCaizWxgC}{v3x+iYTpZmH~2GJGSr%1Xt#ntqRp}@r(=M`tO=i zle4+*KNr3%cw4}pH_`t9w^+?!_XzWBf0)IznRDEc4(l{{ZWX^0Mf| zE~e>6Sv}eM1zHltN;M|jQv6Pu6ug$8=TYgY* z0N?>suWzKgBr)Yr0E`S(Mz|1?&cRf3itCLpX)b9!PN`RMk1QRK=`esXD%tB)qnzE{ z{f^vujz~H5th@bTujcY?*9)8yJJ)aUn?wi2mch|wmPnlKW7mrIC}FPBXM$F|wp8aiPyW3_XQyg9R<8@YskbeV znA?NtnrH1VGG2J?9E`|qAOjp^Y#jdpI{J)77{d(tQQ={|{6c)!XPN16$Y&sYgBi|x z)~hosC;*e%qSInmhyoZlOyaDv5Jo!VKKQTC=QQMggHD@-Zh4NjxW8@ z3)3Cxb;!@#*ziv3YOeJ=Ku#d|c`aXdb2$&#dM!vlWIp62NyzKzN%<9c+RTy=>H>x1)YPnG^8gKyJ5_Y^TYv{X^(~ z9UA1^>FESl*D%SwQTIOFAC&qJYWROzX#W7UZ&T>28*O!Kso`<=Q zqZ+AdYJ57q`wxe;5I{TBE(xl(leCr>VP6?$0|T~d*TbO$X&36{RI+eM;B}@nXf){& za2T-#z3bAbxutfGAzq${=KLXY@Y?DTrgBaSj)xWWH~bUBRJhW9KHaQpl1VO|Dkqq8 z{7O&gE9bunM#3B2tGMqVkU16fZ~PP4R$tl|dm#<>Nw$DGao)Da$}+<^Gta@rPNQvi zJ!k$3C!ns3G#lG%OM51~jrYfG9>r%omLnZ_{cH33O)BqD)PHjnp-vZe2*rM!{{X>4 z5iXm+(YDiwN)RahIIcD`^T9?<1QRF3yFzRcT-@f=W9JjrC_*zzNvEu7q ze6iTlF|N#j3FoM)te##s=bnA4$@`=+8;I@FsLe9Myph25uIg!=6R6`7o#n!!kTH?y zYaz=|KSC;7%Y~Lw2Y*V`@a~Rv80IOk(1DX*ACASkvTLFD`F3CI zAfHjUI(gq3!r+HIk3m=CklT&XqFe1;0Nr05{p4lgnOfsq52t2U*R+gJ>9-yJF zon*=s^2(97(AS44q>rVH8f7%l+VM@yS7*z{T$79+N`~n9kG2v-h@W^Ly6&P^?iA@4(DI!hR^M3N8z;YJ9mw)$=E8Ew%V7TgJ3Rg3t= zozPfDS9TN(;QloK0JjJ)qEemYj(|Ur(iqCCpG-69~Fpq;BG}@WnTs8uX1tQ8shaqKEKiR72>35bK1OpIgeNxRsk9W0pJAnF@w4qX2LtHv?!SE0Ii;VG~@fbtiHKSNHtjx~Ub zRK@^1*x=TFpLW9Gh|ichcORV(-_+4)Xhs;ry+I4fU`O5dsN=S_xVDjm+>?TZdR2$L zyS9j;W6N$xVbuFob%~~xRox;o5I8;SB-}?gbTSKNiCs`~TZUu6qShOD?%cw_xLlSe zy-x7?7XcLR36YHTH57>&08uwccxK1T^vw=UqZJgzkvyy7w*wLk@DB%!=ZdK)E45#+Au*WDZn7r$5*K}BNeOM zTU&_lZy9=R0ER2toh7VtUonGpp*So?KPsBCQ$rRYgJ-w<;BFoRX{p%!AF9Uy8^}(yp zm?oCqGOr79ml-0Z+Alzi6m_wkZ>L;MX_GivMvPVN86JNg(6q=zX(OLu+#!t(->6 zxZDpT@T)Mi)|Lw1S%{H^4Tc53**&{ebb+4ST(h{9UuzeCx_*@xD%OpNPN^lc5QG7q z4u4;*N94WqvOJTPXBlJGu1_QyM6smu!z)e6GA2M3XH^mEP{lR6CAb4=G5o4WxTkcq zNQg(J%=fXHIQQ;t%(xN{N>O{nhco`qiro!X!~4 z+^E=S)L^f@S(552cv?;Je)2+c2j2JMqq2@0$2S)9@06XUB0g+=DYtd0v=n!}i0-ao zj_N}ZLS3@HU_ZOhr6rUJ9m~x#CJS`~oP8GEBI;4>r-$?5ruu?#WJe$zV`Ms|>T zW7Jk{+eBuXzb(jRv5tGQExg-{fw{0is?4t|H=54MzbF886+24+M~2y?knZ85=Ze2$ zWi`{o7+_;&J6!Rcb?Zx-+Oa64_cBuJ%e0c&BO3|8C#d(XSHyl6np=0@wb8)`9)`P( zS5JdWE>z0wPQU`>52>p5(7`>UNpUGx`tB6>#HzH__dhhuuwPZ4 zi$}2@opRcB(2x_iJgM}rT<}+k-qp|+9!$Nx1$gwM&K!FEy>KEXf;j&ir)s!L8pA zthc`#ylHl-9j$JbHOM?3P6 z7gv^(EE;ss5YZ3^mmnPH^sm*a)Rd@B9!&hYJg#tlXXdZ%TABu(@lRT|)4a&1OZ$|O z82!Q}I2iOJHA}%-b*`h}_q>)R^Q^9uW2hYGsL!VrpZi(p?{o3P#2SsU4P|+GEyPSa zuJS*iruZu9;`n9a7K$>=moWu#oabpduLm}#?HZju)sL>i;vw}{2|sn&9sdA{?`>q$ zJUwX~epyS{$VTQc#Pg5Nx)0jPi~KV1$vXztazgQp_Wf(byb0p{Z&mR%ot)O9;3Sz= zagZ_4{cGC4YTJ`1!@m#4#1L8Wk&JZBb6}%dI4QcXR(zH|o)(5@LKth?sh!|mI^V>8 z5zy_gw5yx=VuxbOY~fxd?sM1-{*}jgy3P$hQJO1RT*8Hdw1lx9zgq1666+TlPlc^w zk50MN)_8VGwuk3cJx(jmHH(+G)h`odup-Fo5SNzQo{i{5d?pT?_Vc;=mURUTJvQHC z%5}(m-xk|O3Cl{OHT1@Z;md71M~UPEcwGGbE9Q-9iulS0b_AIfvJHF8o+?!E_T9nc zBLIV(*RzaLaExMdU|byUW1!V^=&m%BZQ=PmF925+2Av4;9jd4q^9FO$v8_B~bG>4l zJ2&?2PP*3+>dA2f0AnEXD~6RCl=pW%Y1f3>HN?lgZ0>UZ|VMa{jd z%7unT;JL5JKiZpH)I3MyX>|!%#ro~sRON6-HR`I=>0%)2Y_2>ORf)_nRp*D+$uBdL z)@-8HE-Vr_j6b*l1I{!50P3zE#9Bo9P20sX=V{@w*1Ky<=GE`48ZrQmG)DE#E28m@ zjitt!a7CntgUS8u6&KhpKP7B6OvAzW@K2tS4^^S8jC5%nJh zYB9?UtP^(9x%q4E?}T3%ZM<2dM9nIeD~3{jU~!84>mPxufcNRW8TB-=l<_pwqq)QQ zv*8u$2Nqh4s~ksiLKoZa=hND~FGbXsPSLCy^DfX}5i4ZyIQ%o(x;adDP)cJ6OJrwu zMRJ}b(%O9?yp{#jZ9$A0@$mVTXih3!&ql5u7@B;xvn+V71o)9-eA;BpvPO!V6z6xT z_U6Ai{wR1W#2y&&PO{gQ6QonK1N*aw9<}-j@DEAVY%i``QAJ3aT*g-dfWZbR2cB(8us^hrS&6F7_QF(JbS6{L&Y> z&JAzf+uL4zKh^~CBf@NCJ6r?&ALCW^j(kI{1!K;mLBfNl(X;Tb8!02yUO7>NDI=#$ z8o7I@+(j9O&2>^Su#PLB@q(;=Jim@K*%+Mi4lpxPc!4b+PhXRBuOXJc+uHNdi)(Y| zXF<@c;<^!dHDq}aoSnO{IO|_f_+A7WL#Lj;1OS+=P%#T{cnft;F-Q-3M0ak!1+Pr*PqI}-`UFUJAaK@Q8Mli6UXKI_Q&B~ zbhDU5hBn$yB$La1E57}l>;>P(9W~KQOsGn(dCzhy<|s+?qv*3qKdQ|iqH;#5Yk&qe z^Yq1jX8zZDd^i3*zL*T3FoDm~zf6@_+XZohw+Fv!_)FvVo25UGZ(8{`NY2M-z{pXY z^Iutq!n|%K5T~O*B+By&Ib>?$E9{p;<0rH>bg1HjSl(Q`VC1EH*NXfL zrD|Rdn*RV!fFr`VXAD2jYViFO{hsyrsgw+^=dY*4<<+p&6f2*hWPDSG&oFaz8@fHq z_C1mX`0=4Me=@h2KJGEaeuR8mnPTvT&Qv)d;2Qk-{g?G9bl;15L;asK$Gw!r++&~0 zzVi5&e`~7vdSoTOXv3yBKH%4nQqhFz#UCSxg-W>GJz1?k;F0`0!}w<_AC>|T6C92! z;4j(^bsjUkCK&$!*Rc#v7##3Lea-N=aGI;9taHM|l zg$1$z2d~z?TNkb>9*3`mjHu%A9LuUbEB0;F2=P{)%Q2IG%ES8C+*XNI8q3CcPES(BI z9Go6;>0degVqp4fF44nqGhW5wEltFX3x+ts1lNfCSf4s};vZpePCq*Hs#8@lN%^0k zWR!h^QfG|WTC=te1{(wpweKIZc9Xh&N@BUf6;3%F>%(oCl6-`~Cvd^-^{;jPoppVu zP=J*VS9Uvrj2>(0@$vRl&dT_S)x*|NK6Cw|BM|uF^eW))>7JYl@WRGTVm2h@Tas(( zuZ_AG*Zfg@(F{tCz;`E)TJQ}^!8)`WiiWe5fo=$1I#+f{Z)FzQ`HvOJ%Mh&len+Wz zpTRngrSQ@%SWJ>aiL|P|Ht;%(SC;$=vJ!Z|%9AX)IT*>~HR<;f>k<4VzlQD?wv8Q3 zXPgiL&-AZ2_#HQw;|$1rviZXvIqhDIprH!9n^^f>6NTN+)j!!H!aF@4Un75&la0rx zuk^1V{{VuBxNi`6Zasm+GKL4Z&OrQY*necH5-ky;-o{4xij!VL{{RIACA?SRfPqV_ zp!CTcV?V8Y*E5&1f8Jk_I5{t^N%=F$e`p9zx5EuOJ6Uekq>Op+T^#vM*8|%X@y3U2 zP1N`q=Xc60?Jtk|-K@U}tRhW8FQvDKU|D`ym)X5*<9`d?2EMssF&{z)O8cCFH&Ug~ zA2D%sqU?H?!|ex4)naA5nP89%^vTU~UlkQ?=2%l>#HR}&Tpz~0FX3Xu-eVIwvjSJh zK){cB^KXmtO)jmlAS$d$axhQSR}Nt&v0Sz{%A(^*wvRYi8fGO|Ip-jARxR}lyJjj_ zg(CwsV@`ICP|V+Z<;E*&^TTUBnUx3_8S7lmtYbS(Zhnn~%5hcjuC5YxcG&Iy1UAodmI{{RKxf9>dF3IH6OoL8WHYi~KBK_Abw0ylAi zUuTG#{?At0$K_dVD$73QoA;AGev<55+$t&$myEAmR>q2UPjR>8{n78%tD6|(az@l~ z`0-O&M(AeRz~y_6mGPJ<{{Xb3_w3@0T6tAREp$13YUW7pq{q#UznxQop}JCXOZ7bW zrg(wm6UfT>=LCAz6c+`jJ21HQIIp3`!gVhs^go}lvQ*^#POd3LWFmeb^`d)O9fsTt z@=2;zf=56|{Bv3pUNx*~k;ely^0wucjQacY(lPZUaX5?;+qkaN;ohCI#M*k?1GKvG zc>QaTX*XX)`3yILM{q0D^f+MDd`+iE6ClpryPIz{?Lu$Z@}+isUNX|1x*u?8n&qaG z;eftQ$&6t)vt%&o)9GFf@jB*9o6vq;h;kRM2e+kn{{Ux`Ow&>unFPaV!tW$;=xfb9 zYbr>H#Hi zaCpsi4G?RSf=@XLdmn1&J|GghY|Oy3?I#;?%|;pf`kzIKkM3K2kCi-9yKki&k)HL3 z7&{3aeKA_zCXl|M`0m-_rqXo8l{X&!bK1XOz{mFp{y5KSf45Xixq>pM4Z-VO2Ag{S z0AqZ)9r!g;_QZ>}2tiTBSVU+nTjl2%>0O#1H7j&7uP1q&lFTr3%}*_vx`j#t-nCt~ zIKW^J(z@*m2%)zRD<&J%*NvD@*}+L4XTz8kj;QHNL~!={MDpJ(D2xl8yjHfQ;Qd2Q zgh=tW)5ta5_)-fipB?FFuM~^CmPR}rcCUK)&7|npJ_@tBwSggV9@bO*;Wc6!8i&c4y|ey7I+QoOyId zqF8G?>@AytnAG5&oC+&S$4b*u%H4O$*o{U&9P#y{ze!Pn`2&P5c{TRpM61CBgMpD= zJFCj)#T%M6!pN>NaC-D3t$Ns<*-HrvL`F_{KZm_}9=RLI;;0VrGb)^g`Lmq${44nb z29i=wvHkx5ncLdMqxSdVCBeG*S>d@^alcQAwt8g;6?@^@?T=SGvQ6vpo`V1i%J?$u z{{RSlGS8jIPKf2d-K|fDN)s}S`%EoKof?5QT&9XGPxbq-WkO^#pJvgtrzBYUg(*8I2zVg#hkgRse z7-9HlkIuX^#9y=c_+fctr0KVEOQkfNM9Yp(6~hSqW}K-n=YN@|1NU{WJ(@?FY1%on zQ7njHEI4jX>gBb&XGtC0=R1Hc-oCSMg%Vxph3(NAO}WN$5c*fn-w-@MccR|hM{^4) z$ruU%&#%(Hnx+y|sq-$!+EA|#Y07%P!$Kkbmvt4B0DovoV`k_Wo^fA1d?J|>#s2^h zRhTYxvNGIf569!peI4-PF>(7e>M(^eNhRa5@yO4A*1lixPNxTld}-qGe_IpgIR^||DK6U27*>USOGw;cO%im#z*?SH00B*jt{8QOXg zN#pGv@_k9JZf*g$+)AM7jOY9-ow(MeXao`NNEd(srHI5!6G}0IvF2o%RZJyEQn9(K z_=Y)^=$mI_FUE!sHJ7QKHj}c zd+$Zqv2m$=ia*}SrZ9L?E1SF2WYn&TL_SRP6&sURkiXY^HuO<*~cH_S>LpH zhhi+Jyz#=ST8 zeQbPZ@N}RPw(n^l-pZQus1XZbBSxLyj1yj&`#z~38$1u?5s|2<+x_pAs|eqnSoGX~ zcGR^#=eGD?;q5)rouu*&d;_mT=4%%&!|zDM;B(ZU>tCaA{2;Q@ z^{M0h0GCvP*vI)NW5t;3RoqMgT&(x)2RjoUb~q@`J; zWle0rWGDa(@GFkjEK6BmI8`M`%MR7uOEMTpQ?me*&lSaMlM8zdN>cb&Wm2GV_}8C= zyOocB9Fm35-vu~bHt2zsF<}0OHR@g@_)RBo>0V9Y zIHs3QxJ3j8j1U0i8v4KD+gmT}?eNcR$t1DZ5i)KBh6gzIuKZJ!WRgC64wXsheBbc< z!*X8R_>N>hyR;-Q_axxe?}5J%wa65CSHEg`zpnO-Q;Q}S&%&VMS^_&P3i4J*ab zSlczj%KJ)=0`XLIEe=l!>o2KZItEZxW5zH~y=PYw4p~B4zQKjS&UJa9^gSQrhsFN@ z7koo)Ht)qT+uPk)WWjH0enFn3pI(*XTDGd!tZptOIc6Y&ed|ZWn*7?k?{o5Y+tctB z%3L?vCD`0XIT;=6gAGP0UP{NSTlWpZFG35ci=>|@D!+G{$G0L$#zqcnV(mY6Mi(B{ zjTuQK|KW7u^@|*+YRhal7Q!7g-%xt*W2NEtzwT1BWB3mjtADhPE+oEjT&oq^&k*QsN4wSW}TE1 zk3c=mZ)mm+JEA)*KPg;q!N;v+w3ku3tb#8sj>RfA^WP`arE1z(T*b7rd1yvVgVWRL zT=jKVM|@TEu#-as;#gpk-6V+P&7A$=?dwz)N#J#cCjwA+8G7V;U{$+=Z7gjZDYz5& zpPV1?sTRepE@5(ieX}GEK(2VZ8#~8h1iXSWBzT9OI4l9+)j6U`=lS6bg@N-Ik~3S! zShXTpWwuDB0}2=JvGvLCS#rkK5(!F#ByKB=){vE+#9C6^hAk3!ZW>tCrrpA}cog(= zZuq$eBltniO=;U)-(6a7jY`HrU_b*P{{Z@`wVs?VH<50k+aafSz*G3r=W6`MJg)aD zv%$RXRwVGTjz>QID&3XLR@QP$CAn#rD-lM*gYG-jvgz^10JnM7;!q#=90GkSKH>@P zWkDPc)|t-pz;9|-QaWIqS1{#MD>9h_kG-@SwRK?}cHV4?xnv{~++=pe7W#RBO5zgI zx#BJ`2d}L?9t)UNUIM#Sm8HiZ`T9Z^_7swk%(8TiD>smUFJBm1tscxU zUKvFv?`mfl^61E|=DX9LJA`6pJtK9<>5e-JlIHT}-9LDx=9GW}uS4IZOK|esMGSWF zu~?UD%a6K!G3!^XAPHvSrzvvZ#>1%e$7+`(g(x?wD6XS$mtIWLND+<#0h6CVDhW^8 zcUz<{8QgwW>yiAbRMMX7Q}dvo%9(f^{{WFvJ(Iz7-eUl{49@ukp7^JA&`J|Z%&B3f z%V`VGaU({BvE?Y`y|e36Tmf%|F}y}Y!e^hxwWhlJO{9%(ikmti<-WCw@=Vb*>>fr= zyLrbr%_Q8n6eB0`Ftfl}K#1jsB#xDiUgF;3Rf00nus?NcpxF0Tg_k1@xRp31ew89J z*;};m%yJJ&1_7;OK2}9owWLu?Pq?{RV#E(HE0E>51HTm|B<&EKHnV*J3)E`nkDcZ#G zT3l=!8Oq}uPDMW1ZJOd)JoX|y@>k|3(;}vl?p;+uYf!F(3hU1wT6b;S!O6kc%e7hN zvzb5DjPJ=A&# zxMGuT`Wq;%8CLgAX)NZSKWA9LCKe!)zM~zgC>}X9*pdhlTO~w*V|H=PPkU!5DlLFu z*aXCPap})WiDH&3Sf%qwl01;CGIQxq%H!XuabRgJ5*Ca|Bl)-Uoc{oYRJF3VGd!@e zO|vZ7C*^NWm9t}Ob1jlIw@T@^n83jU-m~xFlHNzQF^}J7P07Xw6_wg{xN9boMoft% z8KlNo2Eb3iP&D{vwTE)FEX*9fc^=s7QpU}FZq}Ce@8(A3o@N_MW4F?( z&2vATh?~GcgU8Ir>r2c@#w%g*#?}|458p)Y3puE+ys0i&EUgp~^incOtxH&>zK1FU zvhv`r6nb-2X0w4{J7X($?|=?TKHz#)MZ1viHKxTlY#HE=V!-E)mf2Bt7+UXHV4c*6;a8Q`z0G0geJ*P9!nMFH083rli22~Nf zOmfiy&N-`AY_?1%hBah7nADopf&z_W8;V??A)rSBQCUZYPcpDkNM!>|}jC zYUI(aIl}z5)Q(hn1h>|3;^3|VHyIyFj`V6)_UO_GW=2f1?f?&L`qTAm!ws})7n>B# z$C;1;UOH7dBDuP@SVhO4RPHhNBB5!i6SpwyZ9*8L^41```)=K|`ukOuvq)nN=B$Y$ z?kwFs>T5_7&hn;?D|ohNBN-;E$)_0?%8ksimicfF1u0D@W@_aWtVblecB3RHkfUuR zXOl^HJW<&MScp(aZKt(bI%TGt5f^1IuRQ{VL=ZvR+*aiLHo_%fl5tKMJ#P9lgb>NMiw%Wt3-;_|t4PIVHGM zR`XXoLJWW(4mbO`G34ncN)-w=_QUh;NKKXaUv>#k8x1mSkI`< z0rHHo?#U;Ornc@aWm^&DP5aas2ow+3y=N&TXDjwGnO@G;OLzV@AvYc|RqW(tw-6Nh zm9z352>x|?W{&M4d#R*rjFk}Mk;PKDg5{P!neE{KfKD-i{{ZWuK4oJ0TVvu|(R!~3 z?;FH5v_bGF1tsTKJsrhy%KaEK<#t*Gy{?A^rz1&PUHo^hlG=9!w%IG>FaYV+`%YhbMmraupXUi zcoIo%X0}%>fxn5dwAK=R%_C06eCF&;6VEtQ+kqZ_Mn3g5jftKqM9{2oADGB`eif+y z0Arg@YZp%@MH%};E=GQ}Y3<6vZn6(K6*KaT1MgV6sw&8dQ=Bz94Qj{i`{PMOit+yJ zk&|8{;|~u>8%pvfB{}2|=U(%w!EtwXh6r;S{HmD86`A9I3@!ec?j3jS18NS3(!I>T z7b*>1o*rR>SgLL;`E$)$m?AXi8L3ooywyw)5)%WHF@2z zcYruJuh41Ljc9Wpn9hr%FMFZrUKH^didb&J0hf#qTKd1?PLZa3R+=q7^5DZ}*3Tr2 zhXk^&arxK7-X7FjPSjBx?TNSm`q#XCCGpGnZ&LCM<|}FPyYtZddsob3@Vu23SoA*E zFUHEf7eSpbfi+z};FrWbLtSa^9?~GuhCGw=Zq92XO!(<#2a7yMuM4Dfy}L4%mA+;| z+5EuA73izsYcCMTb0qPGj$%o3f*X!Ft{VH{7l)&3qa~u5gJu^C#(UfxFmy*Q9>X+O^)R@VCS5e{5|gStKlt$>WOh{{V$LjlP}ZD>itG zFkGsU(DcrIIj>^2430rdA4l2Hc)2+|^*TKRCqmJkk)7vP`S+D@eTY4XidW z>a%FZI15L0Zy-(Gcs0g&qUG(cui(3!UC9)zjXvMLbJW+Od=~JPhlw;BD6g~S`FUAl zm&#>0&Oz^vIIkM<5M4K4)*)G*;uvnEh)CT|4_f@|3neT>?0&bKC^``5?2k3^G|Ijt zia<7?Amomf+FR@FU+M;{)R^tJP$Kh8BSJ+c-7fG6e z;f7c^QaH!0Z}@9clG64!1UbRLVVvs_`Lew;is*bVbrRew%-<$)wS`RJ;;vmP z(v_M!T^e~}@kNcqcJ1c*+th96rG2yeGU@W_z9hE2kr|y^%{k+)Gm&2>Xd11({;{F` zkSkonF)<8Zs^gxuBa zkFCBWF<*z8@gE`k41=EEEq+LRW0jAKCt?Xs0<&YDFl+V0;!p?S?z|5* zW$`t{EUE}R6W{4w`Mb9#q53C=G`*!PLtWS8b3Px~`hek4gIv$!$*%8Bz6)0+7nYs%;JPqO91^1jUQPZe4t`3wfqTN$d0 z1yM{GB@X_abDxN(~ zYmT)T)sHOI(c`)`aFh3RXW4%XzCYS{jS?Hlk}HqylY#GE&10!sUPc^XsX6Po8vN4J zujkV)gwae@m(b%i^q0Y(jwtrYV|y@692REDHSl?^Ny&PY52e87ajf|&J2UJ500xOH zd}C)|u(QqkP}MDbZO`0D(s7X9-vVtJ|jLa`;h8$nZ$Tm#y+ygQ;t z;*X2zr`NllmQk`y2KBE%{hS_ae~k7m6qtD9ATM@W^T`1c zMy&j9;E~jR71{h2*P-y=#l1TI;em-%sq_NAcMQ^(y|MLJ_0NWyU60btm$nQC%u_h` z#e6UOLd6Bgi{}z5$XSRA!>H~n?Ta51Y1)N?T){e+nRjq{anim5{jPjNr|DYfob!CI za86X@4E7xV0G!v|Wffx#!jq1t;5hm+mS2dcC2ONPXNY_{)sogWU8DD^2MNbO-u&0j zrgLmAq#>CA`<-j({{Vvi7d|)9ZuICiBsTYt$6Qt4iNCUp-UiZM^Lj}XqXI?sJa8-Y zP9&=s$`b0&Kf`QHFtqU$B=v7Y&wpfnUMapa_*Cp6T1gWm{oJp5{TcY7Z)I(#$2`GA z4%;LE;0%r!`&Z{b?9HJrm+{NP_Odv^d4iST=Wkm3>*Ds6bsvX3o2danxEBlG*oyq; z5S67UpQ+TP7mLGt_P_a=nZ^D`#{Wz<15uy+bOtwC|rzZ zu50c80EBCG9+{{^dncVDrV-nmfza2&KeR@p2=T?}WML}YHW^L;1pVAs%U6r~%smlLV;HR6p##Pe+!9XS=_pAq$cKS^kqLbf z2EF6pDl~Rx<+2UJK2CcKSI*b0>PYGf?e{hG=fVqE;qX40bIT=_DYKJ281lkqw4{VSs^<#b_v9gl$GM-Oi%*18Vycf{LI z5PUJXwy=d@^4}81?USET^{*ZHHi>uQr%9yRfwu_(=xWc4J{oHpMT_bP7+SjI>?99f zN3CT1DzKja08^4U_bYDu$_{Z~N9?J_ocSKMJ{pwNu@Fh0seiJshwt>=V&3I75p`!Q z0JLSfUu;*Gf5AtZ;XF^GNo?P~QkV_Po1$LvBpQK$Id?ANy@Z9S8A*9SbFd8YpW z!9cvz@fSc;QM{`8d%8EReDv)al;X8q%knj*(!|wwzq-$dJ}h{f#CqSAHPmjd(E!d@ z90C3n#rQpr*|(NHr`EpG`17K8a^vA;wCP|hbtt0+g5-w;V<7$&@%M-9NS5uCgpaRG z*XUVAdUBkh2-&OL`Mhi@DlnZ{dLHNSiW3EllB`!U3?G`={_oUx6{F&h0$O;s(&Ft{ zM{y85o}|_f!re;AZ6=A)_pki4j^kk;QQo~0${@OJ?2!^8D0#;NJ^r!Fa*^X= za|+lhF;UT0Xw^nF4|)k$P*a0NvliYFG}INW*=2Nl!!j?NpcW<-$SESM}i)OY?E zvs)o5I)yyoeLXA4t5%d}$vB_1<6nJgFP$Lz9;A{ zsm|z+x@AB?UPdd-{s%?>029W5Wr4v24hA^sUH<^ZO=f*3T2{80W)KydZv^7LqPmK} zCbqHpwg!$OdHka}d)GYLKZg3I`6pQ2(FR$-$Re|jp7z%l5y&#zc*kn`E8+hD#27qJ z;0;m>s|dvKC`FP#l(0SP!!>3RYgZCyF~-5MjP&Nd9|c)YF;KOU{Rxk!R+dLrb-EsH zuJ}t+IhpOAJ9b>F5!SFH(FLjb%9RI_Yw6#J-w`|mu6P2*Jti5f^@tD)m|b!iy;t?G zm~{L>?JdyJpS8bqaZ4Zg8aUd?F6;d)Y zTt|kk(mh_yE)K}u)mym5dt<|Er})cGl0PltJ6sXQPrY`zI#xa|v|QYg^oFUY`Px0B zBw*qpf-nFzfDvV8=+jPgiqrP`&@NIyP10I9!<$^0UyGmhf?+-h+q$?rPb$I<=hA) z^XW}+%W5)mq-O;5uJ~(qkDTjcG2>7b+l9_6X4g-7?8`<=FQBYBT}uP{P<1Kn7&0(X z(*X6aCm%+0ise4XB*fCf$-0-Z)cifSdoLg9%;yY`kUzXleRc7Z;r+b74ea$DJ&c}g zNhHg=8w+*Cd~xAfrMuTHZxbsl4j*^W*VT63HMsFVg06JgZCJw52*cxsVT=Lz*M48l z=q1^nUUjZ9Ri`Z)KE?f!ti`{=y*E#g{{X7B65w|`d9Mfks4bw>{6eNU)P%PeThT__)=3 zA01MER>9SB^E%5b36{t1w1rk1a-kFqo^g+*75BOyhrQYH9h}mA zrDJJKYEDUGk(%K=NajBjZVDd`33WdF*K?=amb#2HZHx{NM-#aPTh zwg)TE@~@0^FNwY`_@(id-%Y!|%AjXM7aMuTE6%}MHQW;WPxC!|CK=C`r#6=T571u) z_;$_)#ei2F7KIOd$i%0oK1ntfTCm-$Tw*OBkA|bH}_n@gGI-=fUZ` zG<8^Q^+R~_BRTtkjz3&i#lAbdxr4-4H^)&+sSE!A2;q);)^Cfo_mf+Zt*>R7Im@u; z8Lmp=<>#0*j$Gtq``61u+D7X7A3Q468xo1<>Zm;&4Wi6B6w>3bJOBERhlhjk0 zl`_vJKhu6?q-fMK>qNq>Qr2`TOM6(OlUnzI+nPW;iHcwy^UZQCe$Vbg6wID z8{W-@1hKA%OViTP2N`c)O7;K~M2^IVQ{{vAx>r;1tfF}HPjmCMd&-Pt9zFZl zE+#%eB?jPfKs;Ah@R~Q&ej@1h(UwCbrEsGsrcG;xa#L4EGL)QI@9*FXdEt{^mgeRb z^8nc#g;cp5WLGEqL2=^CIb4SiX%hklGxC9t(ye&&TGzB4QFPmhBaXqO07hg1v!Cwu z&M{TKIq$sHbg5Z(DAV8owLnV0PJuD{Raa(5%j{~$ zl=8=dzds-W(-m4MNRR?|dH`zD20|b1_2W71U!BiJeuo)3Bg=e27>@6`JBi1oLvNjd zf?-1bHD|;`J>SX6B;?d-6S8en)q2;_(2{i3&yT9osO~IoMh-FVYF{(uJI;MQD!0$O zu0ZWb;B_aV>09!r)R?O~?q5`SlWGCarCU^G2pM{CJ&jbilpqWn)1_JSq{kRJIp(2*|}K=WK#I*MO1|O*=GS8)K%M9-bViU9r_B!O`T9rnHQ1| zH9-UCC(^w~_Hwgmem{ITj!Y8T!hFPVGNcUtb>~)Kq&RVroMWyl(SK*jgg+iU1n(J< zBGqCooZt^y;*8%qN2=p!O8RJh-=*8nAIJS`Mr~77yZbeqlB^S{7Qm2j26#MY74S!l z<9NJ5s*Ea@xN=u$Z%6Cc-X5=bgm**M#`D#JZIB$!M1|HL@Hed(PA(=Yd}R@sif?UFrTwX_{>w81NT@ zG1uu{EhmN*(6!2l)mRWoU&bJDm2wN z?1x|9`Od2zQZ*Y$9<@)*e=s7JV~TS`oA)WnZbP0bF_PqDXV*BdMk!e1=2cbL$r+?p zMmtyzhO?Ofgp3a{PvcsWLx{*?Pq!7Ha757+2t)fPG z{4b!(eR1+eT!GMz-nBlN;X9et3n4|2^2gG>bHVx{(qmZwLcwqY4oyZc8mPk2Gs0!{ zF%=Z5Ee2?Me40cN`7yVeIAR5Dn=G8N86#o4B>w;vSQo(NAQm&bbI1Y8`&GMTp6nL4 zn{p}nn`i?S@wIDvNpmywoIV;fsq#Q@85zuRl|h0z$I_?RBzt(KS9B|uc5ENYkFo`d zL|D9lqa}|g^Qlq@E!Ae66EIPR2RwS_xF;*CBd6KPSWgn!w09vbw#gBUF<>);^s62n zvAxtT{I5BtWEnt72!rYCMV*0`;qRuDh;Raef6i-G1(jkGFcDk3osH8c{3{vG(6Zd6 zc}qf`t)#%r@w|@{W9E$pJj3niY8iCkm@rE5$jUOMvQ8>tdvYO_%#b8;$@d63bL@J4 zw4Z2qnI(oNQP^$&02|1RvTe*su)-;dj#F#lX72?l#F5nXh_qLusn5owO z=HcEQi77l5kEpAbg*3Ih7rsz-h^SH9-|Iu1lOfNM5b6&!w(tar!P>vpoL_wi zf^S(fV%FB&S=)u3WWni-0)73dkegP#dwYq*F~##owZ2q7^^>G42wUxQY>GYs3-^!V zQb=C<-dlkzYPj;6ExeWW`qat}`ZD8m^ekLkfjh}5{z$FEwocO1Hg z$fQyBg~?{dSJ-3op1Jx*dLZM zGm4>d*AtN`GCSk_V;#fkT3SNIEV8VK7BV)LIN*BLi)iTCSS0@dMN}z}I49P$Qc&E! zX+0UwK=%=%N=Py1lmo3>corzq6qv{*K+LFc6^YI>=~iv*7R(idnapD)dWNdnL{|mo zno)?=O9t}#H(^hiJy9Iic42d;M;ubCPVvdK>_r^s>*-5jqRn@u{iWFe9U?Ee$nJlY zOK*Gj{YgI9Sm81N80X%v+S!!0c_b>Zs3BEXlj+EzyKZSs`}(a6i#StAhH2nIG_3ys zb=-iX*BGnNT*)*NIb2HJAF=kTcMc{jive(_cO-&+zLd6-F@(&pKGke-$RGV`ES{`Q z#{G*ncGq_i#{@Be&&!kgE^7^K8!1^%bqBwS?0vwCemH_dRv$-9&PZz@xoVOD%l^65h7TX zwAsE%7j$PlgHu^tYC2Sn8xuC?%Om4~R^`jFDod8u9j3)|XdJ~Tjy2>47$nnep6gJS zLI6nj{Ks!fwIV@tD30YC7bhbP!+k0wxsOk4n4+AsIKqYdpnB)ll5%RyAo+E%P%*Z- zK2UYHR>KVEC%stvOj7R?9n5)Lo_?Q7md;C8A*PJH(i{|Dx=*c88gaSRCJe$D*M&{P zIrgV+=J2TbHq^g7(Rm*r0nu_*MpRTV#c`=hU82~FkCjf`;;hGOCXXAk$>sTjZutgA zKMd6-y^TTwvL@`E$_@zisdwm4Jf*pEX;MiRI7_VH<$>sN(0@9plL@smE6AHb!){&y z_ou;pnzYe~=4(muv_?~?_0O$Icch|5(aeg92>s^nT$-Em?j-rNWow&tTah)qpxYD4 zQg$)=Qe32|c^$%|v?9JDpQSPzwYpi#v&R_ua;x{prxnc8PUuN;&i5%_SqrS{-_jdh6~ANK$Z9AJa}(f&1Nd766#hA133lW{w~==7(}%GH6U?PD&{Qo{WN1j+*P zyD(4T(w(f?3xKmp8C8CVr#_V>>`_f>@*9#SUKA&OWznUM8EyB(r-J;bJ+oHklz(hP zgCu@(?^(lVME-+`uuv-^vtVJH^u?uy?I^rv{UNZj8^Q@#BQHsFx*^Z;FDd> ziK$v>-UQQG?Yz?}}BvP89JxI9d}i|g5uH==_VTh^v|_-o)`U{HEZ}Yd37C%p~lt(zvL_3beI+G;bQ=f zRRFPE3=dk?Ynfw^j7I3|fWUM0uQs-6h=S!-vOb3kl~Sn%Rh|`f`!PF!Q&UNto=(C) zI+nj@fDq))9TDoZH{>+2X zpEybTHeW`vH`<{poNd}iG+2BNy0Mfqm5>q02Lyjg`U}p6;WjqpQQY!d-m))QL~KqZ zQg9H1n&^gQI+{y!HJ4M4+F0_74+`AqJ}1)NCJ8WntN#E9$FJsV?a$d#-c#Z!jloj# zfaHPlx6t*kll3seU(=+Gu)vnYgXCU1k@?rv-?C&Sb-nJ*BACDq4pf}xxhqw2s|0#3 zm$So7r+p8x^}B0Z%@*zp(gmcE6_Y0eX%+b?@#4nP-{NMqZDLYuWw>RCo^ZTz`q%2u z#1s;E8(LOfH@O2PHL8o8!hB&?dB%s{By;9=coS19t!w_;Y~L3=4+dI zW`$Y2kOwvL_)1c*Cm5f!@n;d?xOSa4T{q2pSp31%AX!#D#e%D6b~BpQmq0MsdGkQ# z-M~J2A;++<)4vaXz~2q@+g4lQe|+wF3vuP9J8%c}skMLDlfze9blP=}t8;Cpu)i+-?wRMYCwJ5VFnNZ;ThofhqA4>b@$A9okeO0cWZw>g4+@U!MAZXk1BDfzA{{X=- z{wC@+XtL_|x|fs$X&ko)AxBN5{m?(VUhW$$r7C{)M49us&lJlUD5%qF%XEBm6iIa- znF$+QWlc?EG`f7zya1!A`H3AX+x%tw2z*cYMPn|bb!eA*WPdZ5&g>6b^2?tO&20+_ zVe;LFO#c9eYrx0hKC3G^DJE%`VxB5I(M>dZhr(ZtS6Wt~1X`5lTXi4?ZU`TpeW~F; zh&DbV)7D5NN!0%U0c?Z%*XBgl!o-JN!)WB^y?6fr41O+Z9uU+cUE8gl_LOG8HSqZS zv!3-RXnn399j_&0^uxoNyIR~v3nX?-cK|p5{VTWlovGV5!M_zWG6yYU{{VFRabGt0 z1L75jitM6>Nuvx@Zcz9ly8i$aSUmm?)U2S?rZ)FcvY7Lcx6-^!E;?9fx^)p)+`1UK zLU4A~ADrI??8N^79PCW82-nYipTfUOZ7nWh@I~}fTL-sA18{GYu5eEyt$a0g@M8Bw z)<3j#tF=qWoVt}>nCV`ZpnlPwGSTc)!&>H=CW7KsjV`iI2|dMqyt6u3ns88iBgBSL zh@n<|&qmKR`0=J%S@`^$d2v|I#@+m;$QUEgSB;Bzr*?ftT}}{fq+OPH#6xaG*~kaIUhqQPUwEq2?fH~vuOE-= zRU|Q7K_fecvF9FlnA$XlUlRY@p*;}4~H^sLiO9^Nv_i*f9I8>x7<^TOT< zX5S(mrIojBAD4Rh=f~DpKM<|qX(BRY?m5BTkzYgnMzcwL8q0eg!L%_9cue%?6z_r_ z7SeTHDlfF4l$OHhr}D4Za5S*Fb`qX7!`|5bQ^(?QxrSj^2TFEFH~S=fJ-YCvt-NzY z<%4{|xy5_e?Kc67;iz!Ak_2fHPXLfIGhUJ5KL=@gQVDIM+DPbYo&BNoq||;L--F3m zn;(^O=NX6gjD4h5$FIXVWU|avs=Kz&&o9}(R(r3Gei@XJ<~`euxab&U*XbX|J5{{! zWz0>zayVoe#eQ)9%+|KHUl%lMnK)~E!o&gz+niVE$Hd)UL*dy?vKawSnFu&O)#25P zjVFGoAEaU{dwhKlXZ9cJdAGo~ypK%OEiWCUF~!3$vMI){h^sh6yl*wUr=SP(ad0wFUSEcy& z@6Kss+Uo3jXScO^beD?*$bvoHm@(s?{{ULTwjIJ(KFL|eg2trFuOo}XBhlz z>mP@PTyH@EvjPOp{|j(q|8 zb*v8?>YA7QCKn&sa~S?+QmP44_z&~NMXg@=nr$r`SB~09vP4XvZy4-Gb6);iMM|76 zribO6M^!9ijM>)si(4>!AilG_WRS@=_*tX*$j4(|FYqpTf8ip!Yjp+GmjQvm$G$7m zJbj_v&G522*l*#MD9DV&N6e?tSCf1YlH$i#x$^d`;hO=vAFX=S(n_Ld&Z*ONVaSiu zkJ)2U7dnhEO{TT9;WzKc1ot`qmF0i8mso@Jai?`*c5reEX*=Q>AtGk)|50I=GsT zrz<=&<0pw_Zvn+>nwsBRL<;S41c*9?BEEOW;&_e0fWv^N{E*QZ+h+@@6FQln3HeD*qi(v)D9$G>0d*PasJPN z@mUm|O#RKS<{!cFES?mEqnYyIAjUfyidhZ@XV1f%kFoKcaK#^JG;yf2|KE*IGuJVmFL&f#3D6 zW6N(mZuw4gk4o$=wp?Ahxd93L$BM0YqC+VKSQgJ**VN+iDh;b2%+xT`t$VSSfGhy* zEX3o1$f>78<&ack*Vd(u7L9TU3I;gqQD05vgiYa>x%97{jJfJu`bQsULd0xkfWd_f zGq?{*^p6eR%c|;jD4`guUj0RL(~?t2`dm|LoAf?M@jxR}f0Xdu zD|XTq{=^NmXB{(G-XhQTqns86xhA?4P?{>P;BqVW91WESrhgY_{_bHn=5g0@mATpg z0~}_q%B0#W0&$EGDy`VtA$~9pDrs}}AYCv$YtW6X&k9yeGdpVSA-?cA1KOK+Z1O7Y zLO9M%J|I$LIR#C2dQF9;&9G@7V`ChO@pBwYpp!n+hjPW3)SP*(VLlZ@BI|?qLSL6G z8?dj@&x5`S@bYv+s zZi93uP>ZLX%y2rBz~;RSs;9Q2bHw7DyXuu=9%I(e?Af4dejl3N(j|`N?aLPnl14gL z!=69z?Ee4>{7W=YkX9G@mpCK}{ZqG|-q%F9bbZp>TVSGKe7NghmS45Lti!~*gsGI= z=N#s`);6UotCgN+2QHrP#cV(aTgd*9mA?s?CK zuw9RQiX@t7*qp9%J*&>VQ_qRyPDb;9z;^Fml&K^^3WdXV#d)8KBog?AzGK0_Il#}Q zegTGdx&0rGYo0!*?hnC5+whOVN(KPZ?ZE#4z6Ec1e20SJ*P~oX{{W#8T<^iDe4m6K z6D@$tq}%78`erj(8gIq#3HVP(oBLN-x3-ZclelvAZS!osS@W;_6a!W9W|-DV;mO1h%?I!DIVU6xSI@vzn^ooWytB* zHSFIT{x9jD8?|E=kQiE9<{=|E8Nusb8LWI&(>@H_O$Lc@8(1LbMj^WO=xe~GR#C4t z6}-1T#|ej?8i%v1q^+^{f5pGrpToZeJU)KYaTVsIWBuK_uyY4+9nFzB%#6tK&Uo@3kwLCo;BJ7vu8nT(KLD00DD?GtGT;t4eXS zk1{l9P;K(+OzhbXX357nITZ}I5L?1zd2)Jy2YQO{Q-@C8tU==dS1WscCCMi^Uchv# zrHAL$oEV%)oDu6u8FiF^a(f?2Sqm%TMl5}C zT&=eCJxEigtzdRvOknjC_?XPNBLtqlw8x3c4hv_{RF>@P!!I2(Q!S3Dt4*RtSmQXu z9Qs#f@I-9*tDvwYPufc49!6Bx66!%YBoot`?0yuYNAV9v`LgAlf}A#X@y-o(VdS~u zlQO8I2x@)7j7D;M^31x_*Z0CSvI zv6?PiGxv`(FLae_qsX9)z?t2Uy$S11^EVNm0m&p9Y)R%mPa~-q=xNh0ow$Wu4#K}S zdc9A-cZ$4G=Gx%JU<#AOOsRX4041<N`Sl{O1W=1 zX2Cca#%nju9PJ>J+N@h#1yXqF`qa4Jav@Q+Y9yt$ugXxIZmmmoU{zENxxqD$Z8#wV z0oRJ&w<)leBc?zV=hgR5R*YPydz$bpXn+rx0V?cy`s79ROXcymt*t?#9tWv zQ=@!ze+$d0*xYEcO)MrT;@aW1wgGPEkUq8f{{Z9AM~rodSTtl^$-zA5dwbXEKZ&(X zf5rYWv|U$E@b#C4EH7T-3z%++yOix9J0}2j$?MI2Yk2BV{y5iIa;<$cZ~pi$NIu4ms@3rv1dp$X> zQs-1U1?|pF*zq46%CWbwl#uh}e8-Pw;1v|!`f zyt7!;Jj}-#wD(lLKQLxO|`quHnxI4?K!R_HwNDFZ+ zY&^ANyWXig?I8r56UZIvN8p!a!*(@Tua^G+G0AUA>x$)8IV#C@ED2KuNX`hxIif3J za6#Mi2F@|sp@|V&ruopl!*OETR&{f#9!0>|G;=#;gY3W*bFKZ%fhR64(0FHqF0JZh1HpL-pT;acYE+VQRJnRb;UF-A8p z<|?i3k997h_Rxqzj;L3lqnaBuDBE*3L-x4J#^r5`WA}^3JwT;f>zHl^C6U!|h|DrR zwX1y-S!wHT?;NGh(12luAheDvASHBW0AT^`^`Xw&4sx*jHM6nQ$-DDqMof^ajJLIB z-`gy=<(Wv0Tca`JwdB*TH3-YH%M?&1V>#+;7XHfOTiBJ}Ng77owT~1=QEygcoMipv zO#{HQjh5`NJ7aEg829>B=w@H-7e+!M3HL$Z3VK^C5lbXfhMqp783)>+y;-75TggyI z8-T78j1Tf^U8L-Eb2zVc6F|$RBFE)>+4c86;^5!QH!q?NMfQDJHZ;R`-GY>81*S2JfG*;pynUoUiBWQ(ZQpriQnOEX+P|WZ^*c%~;T)-)AEU0vOkR0m`4kq~8p-w|;E9ryv2f zzF*3r)z?H3i{-Iedr6|w7VbxmDO)>{dxPmyX|kz`6%jZ_7(C%|>-DP%0zH&mh9x$I zah$iY?Nn}TzS868XpCu-7;XuzIoy?vR8_Ckb;ggU-d(%JIWjK+GxHx_Yg!0mida#= zCC8Sr?b;XLuUhA$dp2Ou+Dy^`hLKMI)|c3srG?%}1BCMxRkQij$v&(}Np3#&VQD)A zwh)iG=QznftyGfd?JBX_KG|d8R4zBvSJz1#kjZe4C2kQ|@aNjD>H2?{Ihdm~%ro*F z?EJp9Nph>RI*vU^9tO8(nn;$~&qD)@+pZCY&cR!PxFdN8d+S-%Cb8StNe{w z)hDu9yqiUKCzjlE&*N3DtzDpF6d;)!Cu!$37JIXJwQETg?q+!|QX&9nz~0=5@#$9v znQDy!c?M=<<{1^RKA7~VXSQfTS3@$Sdxm%l-kJ5S2&9g0EbVr>11lKD6npbcwze}+ zP1zxqnqw`&xK$_!GWlbY0Ia*+Np5b6qNtk$t1#sLm90Jaw^zjBrBHAX^!EBzbQ+pp zv<6F9(nwo)Wj%eUrlj52G^3+qkDII8yjMm**2##~PB(pOt7=f&V&7|$M%FF-Dt_=4 ztvpXVZLmnJK*dkQ z?#1l;2-nk1eKby~Xj|@Er_4UNHGbDdOACy_ez`mp10O%NE!0+N31284a$hHK_p6pL z#H$neNxuW#iNwQTGnM%@P>EH<=VTkjVQ|q5fV#g)qg_>5GmzNnk zqaK|<&MM8^2SJ;5<(thIVIja#>M8nOqZPf=2SBSSC5vZ|f2C=vS473A#Ld*FF_cF~ zonN^>bPk#QYIHWM7nr+VAU<%sbM>ot{#}|(Rwmj9S8h#12AewR>cTMA#2E>|!1gtw zcUpvG<+-wY3;|5auaSkd-pYyeHoU_T(l)1E&_ynkPmV{3WrA3e%)_yp@d~P z5U}9?0EJCz*YSLwN)5+{kp16b>sWHAyQ1Q{h!Pv=k`$CGMnSqv$Tk1x9p_n@jO#zjw@idme8=@h1f~jeQM^LbuFUIXN@i4W95?V#b(`? zySWp*mCUKMHWxD$FC0vv$s?y;N3|uYwUZ%dXu#!28Qy(OY29MS<)~}X17#Wel^B90zAB|f^jANPuutu?X0V(L?aX&9-k$jD+WLX*38 zYXee(+fkN5BW`}od)92T$Szn0J5=MEZ<{=hqdD}zuehg2lip1H>k(OECCeqLr=V&> zPMq5@IM2&ot>G^a$z?jnB#M!;{{R(utmKE@!)&6rVAaLul0YO}Cv`n*iy4HCU0L6k zV?M6=WPLfMYbz!SJa`L%7#aM2m7sM9tLJGS|5T20@>w2WX^l0KPr zaio@#CukZ&8Fd*0AEs;UZ-@T?4|Km5d?TLoQMQn3kXo4(Ao(|sQCJ@Vd#FS zx$oN6()P!}ngkQT(8=XGvby63ck{2Uz+-4t!aMKS{JS>7R)%LzN-oEk*=b9wcoRy5 z%jC@(i2=?DBy`P7;Efg5>_;OZe=rbFCnCAX^(n2iJvKI0J7H1RpRINN39}l7Y5qMgSz^^{JyCSwOM}!Q54P^v4ZfIZ`T1P0y;L)S#4h86(LAjt=GM7-u98ttHLK zXXQ&48O}5M)K?P80%9$}ae~ZubM9)ScM=I%cjSS{9V%(5M{}p0MQVkduzaY-dIdF7 zdD>(Q8H1~GF+{ssLo2q~I}V_VifGHHny-~S1Y^d1Ypq4yYI06#rqPF~Mc1kVh6IlAGZrJv zUzLX^n*C(>awmU>x>~?QQ!FY5?ng@es_>TSFKp45C}m88)Qs2akAiJvzW8TvZ3M>F zXSMky9Z=(n@p8A%DX!Eczv3<^~L482OGHM$dL~J7fX%PLc=%NCk#E3K1zT;K7>iZ#sx52tDW0BTQ6^sf=|x9xp( z;H0^?ywg%WLKA}l1e{~2uKxhwM~J*x;|~Qsui{67MV-&t z?R(;eu;~IxYaHg>fN;fEjE*ZvRhxW@+MIZ-JaFnxcKzOt-Ax}Be%QV#@vYRBZ+$JE zop4GtZxZam>_M*>@lSQ3Ta32K1|g# zId3Ppjw^DzNdzkABv&zYYUwK>%uc+3R~WC;zYW^_BK@HC8@vAi4yCq{s=Qe?w{EdM z?tm|5uZllvABDI701SLo;^zqz%)&On!N<6)<&|P0n_UW7%rOs@t2TMhggk$$cuw{? zQsX$sEXSs6>Td-6d56S00JWB39l%3^Pb8Z7id)ko1^^H`@md-uiEgxurItBQ2RQbx zmd53g#4c-Dqw26Zoay_ub&2)mhlo=1SqtVb&T!kf$@Z@HEdtL~7K&g-xJgz;Cys|E zzG3i(j?(p!o>Av#c01R%XdW|r%Uf-dVT*0ZI5<6P<8c^TxLIB&*DBD&ML6tm-?Yw= z4WGox+Sq{$6(vJ(4lrt6DcWs5HdEzTa&&x|AyXVACw z%hqvA@rz54l~T7Pm1B}ddK&#y)NJ9qwUQ}gS4Lc6haD^O3*bJw+E2yHTZlRPJj5~# z;PckMNv8PmV{xPJdv}ILPDtk*SG|}@*lKdO**ux5lg(?=zrD;+(R?U;C#hG)UYi<#o%bM%^WsZtdjp1$qhp||@!+#l^Y3NTay1i~I#NXsCQs|<2$&4#0HZdtN2-`+VD(D=^sRJwOE0yzc!Ptv#+)RsAse8gr` zl0fTGT9cA(A5%vV;;hRzhBekB3^uDUBo9jZTf@>v4}nBs)m38oNgX|_=K~P9)gh1! zZo$bNE9gBbNbrQJ>Z}$%p!;^O3o(OKVwu}YuRD65H|u^ku+ThJb1luAPa$%1oxYg- zI@Sk?elOnmiPKJvk~=ma7~=pBanmRBsr+N$`|W31xRyM~#ftNs0r^)3{sh(Rb-112 zA|T)gUV^^UD5p=^!cu!9@jflBDB~Nok5$(+tx_+AcNYrr&ub&A95xw#UYP#1=6?qs zcy+n1S0$rvReSZ~y+6jfCa0qOJB~u(?4eP+%c}8#oL5BL zR4Q_u*cshH$o(Y!ko;p|uWNs0{?Gd@+%aUx!;}7TURnPD1r^jrm*edYd80C0AXyu4 zsK!4YweG*N+0tgX9z+5wpq#N^nEo~3AMjB-mbLhWr52CQiBL16axt3ukBW4yeb7;- z&t9rpXwQ{CGyHMZHJ=UJ=yD2Wm@&9jUE!=n$@ybDZ7c9?^`z? z5T8sp7Iy#{ov=2Xaaq*GQ=wi`x4d~P0f@y$)ZNlNpT%}kuBhfVAwla_^mln}S}B0s z27J!Kv3y6WmDD7Yb9q_MCbV>oelu)CA`y&}j5YoHhpzsn>k1Em7Ni zB)64(L~$6D0l0vAk6P;dP2w@8_=QdKotw9vm5uN`HRiP}it3SfAbyq6{7CSun!c$s zTf$^aU^4dU*1n$-+;aHBYoYnBQC^*HC7&n5-{xs*-xaO3Ef8t;i{wU$mTdj%@V#c| z?N=9!%;cU%(Ou@7@b^=;(`37yTtEQ|Sa5OLyx+ufeS+@f9P$qWz7sE2#`7Q2TuDxh zICflzooY<}Y^8}D@#re8z5I}jZ`>CfW<;SyN~pZ#n#{8{$L-wNN)HfOlMsAI7`=7f`g) z?BNe$kW9GwqvRiPTxZ1hS+yi^r^;`b7Vlpfi=1aR)NFl+3v)*m9%gykmI<>TH*9m7 z>pV3By^O__vnatmg>ufySFe}GIIg?G@;h2Ol39r84hB8z=W4y#{XK+j+UBl`8C;T~ z3FmOEUx@M#?3qZHb1I&_>vKi80^r8uX(s_m;MYI#H2(m^u28=&3COG{tIad$F*f#3 zPKU`l^oQ-P#Photr`ykR@nJVI4lqwNy5KVE&aMF)x_>I(vapFQOZjJZF~xqvgiX>% z@osyjKBfDdgo~Syr5LwT3F59_yDhSUM$$M!XuU*&<*>w-Jmo!_d8ZK!;#p4J?n!NL)z|r23wfV z2%M?tbT-q0 zBaW0;%yQK}*Pjk_QOo|46U=2Lx(=1+9xi_;#Lux9rtA=Zoq9)_jdDE3^0&9jNaNUdGAT+t=7gE~6G=;=WFjNzo^jZ8(;hzoo2ElGp2``c*BoDj^$6ERK z#@`VxyhnWIEJX^PtFxv*I?oNyIkcmvnc>AOB;`^%UEJ5yekf0*>C$PomjrJZGJg^E z=Dgza_FLJ!=_KtXyOQ0QIS4M@8f2Ezi(b46gNOw+d=8u~!U?+-19aQaNHl zVYK71s|Psl8y!tBx`!e9V;Q8R?O|wz%P*GMYy+Qanr8vFAlwhkbL&ms-dI&(wyW=O z=YjzkCZmTe!36IJ^!uEkNDJs9c#AOsreZ+~*YE+IA+i*R)uRe9d7I z0lR#;&04n9^}Bx(Exo>&ve=n6{iR%FmUsib%s_kURnX&$HcAO#K43GRKPvgk*p1osv@mhyvpv_wO|IyED}6F~ zO2_`MZv!6r>t8zflTS-sT2U%1rtAj#8v5T{(-*`F*Aq+U&QmQR9JjT6+3^QXTTNx+ zjRNp+r_#LTh)uQ4b1FD=r|%p}i*GyyjecJJsj`b{T3FiFDKpeCsa^#N8PqP`mCkEg zn6Y=mf=J`mwWZBDS}gQ26n&C%m8^2UHq&(YZ<1R`RU}h~2zaa&!$?3m$31uzrFkcu z?&_d1IV7I7nC!}1E1r8-)Kb4Knemu~O-;Csl2(#GEc~NAM>NbkFvtuu(-ilSK>2=B zeQM3Rk0d!bKTfr?(Bjp-QCdWjIKb!&WGLdMu&{kX{y1V+4I#$^H0EH=0Xt8pjHo5pZI$*xNE{hS*+aI{_`X>>1W+5_k@q%gz2MtnPzX0`D_ch<44*CxjMzE!qeY3}o%J1qsWol%&wbSlxp|^Ikm?jjs&**#AjZS!{9Z*h3&n#q}$JF+&M&*AaR;P4~ zo4cEsoGfUvM9dCQaH6AqD^Z?NaM@__*@jQyQ#IScb1D^S2HYveKDDJ`6n6HaYv58= z{{U8_IX?LnZfZIf*Gm}MZ1Y2Senzzf?P-}w&$k`xUI<-gmS9X!vH4^tB>ojSyE?&; z1s2YTK?6NKbB?uI$iX}^Y@S&PuGZQC$ol4@Qs(F=rxsVau%7bgeW4FC58@dE{3-^L z;u)f}x=7gVQg-l1C#`ha6cEHx4=tET3p1}Fex{+4-6Ob_ql!C>sa$u>LaLkPXi`nR zR)i}uO%ud#3`jCmbt4rm^if@XolKkK<8w0LwNZyjZ9aH!H3AYYLctIulgC~v?AEC` zl5)UC2MVXZwM3G>g{AEl+Z1(J{>O5#LmH}so!vJB{{ZT#;f_1^CQ=WV$CTuOQAH`V zwh1InJm)N|+~8F9s=9>G+f2+Q&hi5BkF8#*8K})Wvp-e^jB5y19asIDt*Lpd0zlC$ z!M}-5L+*Q4mDCnz5X0O965t zjof(?%pC)_AxEh9s+SYXKH!A;N0bOL_)<W}I`} zM;;_G`Oz;x-M*EdcLt(eqqb2F>@yYQ5Py|d(xsTYKJ{{b^v;0(nW^8QC4Dx>PaO? zo;j|VdE^cPRdH)|c?76SJ-7r zT*)#R%M1n2>rGuq-XzD%FpYsDe^FJVR*0&?t#G4<83Z_~Dn5A63)8M#>!y9asKn$v!?*8^_;MI7n_3##{jEfcOtF^S$vwgq#^)W0^cA6Vqg%&nV~w}NGVKS_q=QF< zHM+#p%NZM(5IM)E=TtQfN=s1DOB*z>kCz`eKZR$_DL-^tMGwDOtl)~)2HUkj^3@N_ z2fagU4295$%YwOO+tAe3aa`(hB)4*cfj5Aoy-jeFY2IXv#o5;wQ_xW6_A*wJ(Tz4u zcbMhPs`L&QCB43tM(0bq(+kUOD>zla+shBaudbliHnKt_@??yL48tTqz&OfXN_~$uba1k6-btLt0W+J9y+S zM%OO5BmDDKpGdW_y9*3vc^q$Yyx^MN_g0YMH+wTd^^5!KGYaiQU=H>i^V=0(Wu0O2 ziDZ}naP5`+svG#ONR5&22BUE+>|F5!8aQ!cH(N z8#kjRsJUL{xa=XkM`_kMWCv=7IVPpNvbIEPa(t#}_)>QeM?einrp+DYzS+l+6#eBH zii{GJ=H;By8a0*0OF%``a2QrmRuEyN6A)w1RYL=Vie-&OhGtH3-y% zmNG_52(#s~j)JDVcoynQbPsa)%JYn$Qcr3?pJsu=LYcsJ8OYCi(Ky>eWdyWFb(}HT zU&x93pzEFF^)DL}&G~c`|e|E|;Nj|kfd^clpI^Rnql1jv?sBf1&`c}O6Gg#R9 zVOg<)8ZpWaeQ8ct(j`SW?p2QF+S2A^mAF?bbIS+%*EM;fDb`+8c0(!1bIuRFZABwr zVmP7(6qC()+wU>=6+eg?XmsY1+Ak?Tie8}mig1@B<-X<=O@If8CQ14*EM?QREJWAXrNFKj5$>U zAC7*toTVtp>57%?wlb%d)!~T1UD$x7Ncl(MQ^`6)?E#pUd<0Sl1K3nI_U#stkEpioR6!DpS9@k#uR00JF@}mP4`EJU`c^ z8jYlL*iE)JQkd9@)xD}MIzxARG`CVHg|b;k+z0Dd1QNq*Hi$1(leI2Z%!J5)M-;j+1wS)yr`@s$IT zdHH~+U)&q19hyl4NZYbFAXNIJH$GMFp|aZnbkI#0D;V6;b~NH_WEhnTPQ-0iA1dRx zBeiH)=}rBgDM>uWfBER#kx*PDu{+#EP!wD!#&hjS&s!r@@2N{vm&|39pk#>cz&%B9 zUNq4nyoLOvB~%>b@C|wlc9#YaQZ43gNDK0V^{SI-7V^am16(4%CR68e_jsF1FuV46^;pACfD^zmId15_Rp4)cTSSG+H4ANKXUa*y1x`LWQ|IDj#+7z5s|Xfp_P z7y&zmde?1ldJQek3N<4dk(91|8R6X`$^}(ha)G|@mNQ+Irkty=stt#Yjn=&Tz`Epl z@+BuY`B;) z{k}dJYabD;ba;F}W9G?g8EFzFlVo zNjzkpMm~bQN)w$p^F``>z9JsdtXo?qeoFYG!}q=%FxqMmycba*QyZ=^is=3xuq_`T zA2fdTaq@%Pn)Ou199xr)3&^kV$S=Dno8XY-0?6{dGoJ7Ti zIqO%hW?j3E6on<2a5%3L__5<>dH(>j?d1y)&g>t0-wj4}<;sOtq-jCUZ$x@7zo=?) z>Bj#6NzC;@E*dLk$TCC+9+mn5`xv@Cxe?+)v;yGranPFi1O62)rj78I!@e%OUoP`jmEu)# zfT#x#{(Y(v<6RzYf5MuM zpKd^w;w^(G75QiJKf(HzmEzq(SrL*r=VWI+20Pd5KSca1^NaSF@#Hp5t=bh+ZY7mD z01?+ejeFUa6=Ed?eQb4bXAo7%J+CUfUBAfjzX?QBTd^qXBDAP-Fmr+{^)tXn9s{+< z7`F7s@Ym%h!hmjN()P0~Zy*X=f(3r9cu~Y&0FMV7EgJ{^179(OkJa%KirF7?;yy3y z_2kK)TS=Lb0-iS}c>Jra z{fP>=z7=Yhs7OMX7Sw9C~db_4(Dbver)>m zuhHu$S4#bz?ClW!ndQ?~1oaHV0>3oAEO<*%(ENRG=QBtmBx60j>s%#h%N-4NM~{r9 z8DQ~MB=?cw9wM9Vel}-QgT0PDJ*!sr<}<65MI?3|Mk}7x+a5QQVc}S-XV$uV!oFG; zZNzp{)K}iok22!a$C}!%B5E!>oizDextU(~NS?u! zqy<(`2tBI0CKZ|Rpd545SF3)`-U$Byg|+c-L-4MrIZI2mkqm%+-WMPeWfXio(jBrQG^VE;G0UeM@6ygeks;Jwsq8b7@kKt z$s)ZsK$AAh8S1Ol4CcHeLA*EDaj_$Q0Oq~ZNRUBfOD@n;?+*U}O8IPEB~B^}q4(Kc zRXI0eYo;%z0f&Zo(2ZUe9Q*Tw$;5j7o0!QL&qx3<5Y z)JFWOxg32f^e!1pnhwC=lAwa4fye7#0DjT>bIIdt$qajCFSW7UROQ%-%Ce;1hsNb} zDb%eeD697*@Ylw_5a}%!m9EIK?&X`FKRRcPzBqV~#3?ER4#^8a>!2BNg@+iu6A~p@gE7mnypIGvJP#_dgNVX<9{%nTufK zp1!sBMTVa+v$Vn~%CeSTgO5*o_?zK=sWz9Zl}H(bN`HHSz%}*HhyEf9*lcu%w^U=3 z=P@eSKZSPY7=>342*Y%LKGw^zG_y+Bx|&734!_~9l)6`mb@e1gBU*!pQ@D8Z)Wgr&{7yZbyGYsvS1bDneQUrg(_GfJGsu%I|l{TjYi{hlsN8vI#e zzc|~p=by)l`oG1Rg|rsx(lQb`B%Jg7g?;W0kHvOr3hg+>9vSflz{}>$c7RSs-Px!dI+`d6uV!&O_z+(y53imAtMTJr{tQdd@O@)qwHa6$~0Igo5qu+`2U8i=@8BU`$ z9qM(&e;>7AJ)1r6!_`ou(gnCcDjThkDek6 zC(p3|0E(U-lTr9_CZVNWm$O#eJUx@!72^K@1$7&p8&OJEOhvfOC#9UQh6XK{mG}`x;1*u-j|D*~*+J9*32Iv#Sq#L-d38KKPGe;tvu3 z0A`CPx4w=o%;k8&IK^=vw={8Hd|uHYkyX>n%Oic)_9yVJ^Y%iy&@Xl6Yc&yS5l6N} zVb6N<&)d&XHlG-DGE~hHk-9be*d%1v&$~*cB$d76(OkaXqgs2c`D6Bg@LjiuwAf}A z^I6LwKPenz)F1QOzHYQ+Q!Yzzcop=&?Juh82^v}%u5K(#W&v`)G6FqDMn4+)meq+# zcqQ^W8v6{f$@4k)XU*cGlp!vs(q9DH!L(;GOXbQVIc)U$R}=9AT?wvjM`l3WKecxs z13$AY^jRMAK@;pb`9bYm7sU-dPOv77?m}{`4`0H(+)QCSTQb%$($@V`f$?%l$978BKbac@8(@XKE!kdkj z>jm6$Hu%+WH+B50$m4ZCR#lap zZ373e^DyNgkucyURr72!ppMX%UI&oaP9c8?NRZ@pIs@G~In71Lb#%b0v zm52pgG3!jclPoZD4_tMx5;1C{?0Z#Pog3WBn6bLfaC4m3S>W4*hg^Z@a;uSsE08}5 z=I09psK^6nf(InmS>Z@N->ut2x9^ZJM@sjpTiM!M9}$UKwwd*&kK!-wJvuc>OuJP; zm3=;+g<<&G?nxdH&E~3i&reL(cj2#xf7#w1wV0+A)L?BdUCk0J)ejM|D$tDV*&Nl4*Za8gW2%1%jML9S!sj!uz2Mmpotx{VqY+(2qZE6Xui(ip$I5q-Bzlv1oZVrVmNGM6qhu8w zOu1CHt)GMVm4Ky}=KjKzuB<-pDSpE>w6^8O!dPb@SHT||{6Tr)4;5TXXBk*Smf6*R zFUG${wHy0=J5QOe3YeZU2Nm%*#f>9R@g}8szq<1>LPk#}yKz+%scRF#;dss0QEc&b z{id!0fZAoLU^zZtdMi3_hoNP0_B7#*74nvW`zNrg-0j*h_X)o)0mu#7yvxSp8pF6G zFaV5xG*MrU;Qs)Ke#e^WvCU7c-e0q<(=&x!0DXrQ0r_os?%&pmE8DVLA1fx?)s^L$ zkuWjI?kfXVyO5ok0ez^VyKw1q9$sMDS{UTy^r<01CNetuQAK;R(kjQwQ`V-ZO{Lq% z4Y(@5HaeQQ2pbvkmIu8QSD82OA5|2T6^F)uj{|W%YG-W54{~r#6jZ&?r1dLDBNHGe zI6P*eRxK)may<oi_i4T^*D8Q)0ZJgk7=xCy?ZYk*!Wr<`)+%v^>p9*48@fXAD zG6$MYGychzPlOs6FVS zzQ+UnGvIOm0242HYvrG8b5bl|whuihqPwTFK6QLWxD;#zxP9bSZiiszj5u7)TSCI(b>;)*NfE4R$gzQQGBY3ZB?@N%iSP6-?>qbUqEzt?zH3MP1P;>KD-)258}t)nq}tCnle+ zs^~VcJ(4Ug(PfwpPu7Yn8|p-#yiwA%E1RoHF5XrWfHD__J$j0CS91Nm4(tF4+6D$_ zqONHj5!~L6-EJJCmMUX1V?FAQp?1Org%UW{H5e$kC+q7)6^q=Zxkl1=OGUZenIx0T zY>o)4x6aRYBvvs#6*C_kb43+@Xew++5($Kb{$^!jU%wctQ`;k$9Or*L=l!ZEt>d}Q zw?(*AnbFyqnSlok=W#hSQCrKP-mMU7!LIG%GRW>o?rJ+yW3ckU`B_M8_s9PLu8JsTF!;=vZ|AqW zF{Au}FaaGaYRv`CqXcsN=o5C+>+3}nZ zn`mhYk?lnltc@ua(nf92lkySItzqf5k=@+O1le>C#(IhIHHQahSA*`R~J)S+dafmv~qcyc<2YEQPjbRmPTbec_8(oiozS3 zy^RZI^XyX~E>j0@6<*dxn^Boq_tjAUeW{A#M{ z(CR{CC@N$7yACl$6^t9W9kihUcVUx76|(q|%Rh)T z$kIq>fT-B67+{>|nuAIuwJ$B1oqW&YIiiZ_mdB?@;WuyWU=u&?!3v~`V83gPJ{VpY zb`11RPf94Pe#wM&dWqrKR`*OYK10L~(wt(Xw7QmCd70aL83cJglu=ptDqFIap=hmr z6an25CJZ*56ZQ40`s_;uvIWUk8(CQ7W9dZ{m&A@J{6{Gb)3v0iLhTR0$4b_>zLM(B zXo{q35(ZNm;OCySQCm-Tcl0EP>@c_9c3hWX%}sEtb7tX`4CI}>ccO~ToYMG*ojNb< zdy=J)#6VrA*Vdn>Mj%hKp(_-FEC(5)ipHkKvD~ROoK~8oR`G(WbMs{G=iaYrwoy$b z%D5~OpeBkcQ_!BIwsxvDCHbF}AH`Z%Hpr*U8Orb%wG>uz+}Z3Gx^!_v4CwN!XLiu% zZhn==T;EFCk#Itn+z3&}YACLndzn@EP7}w=zC-g7^5EmWcwdNNRGF|j>6$37(6Uzf z4~oxXyBQEDE&=I-O^KOi1z3U(Mku1bqI#XgP>d}$G+S%#bj@4J-RW^pI!2sX>0q1CmiE(ua~?(q+3m@>-U8=+%BUd2UCu()AXW>crS=}-{JkoTx4M+ zap&Y2d^{cRqhPZ`iZxPYUWcHh;0@yzorXN}BV4%jvaFE5vo*7HVE0w6_|J{{U+8iv%t@ z0x{d`MHH}ci^NpZsqwM@0Cz{$zAuV9kJ(${%*=o=^B}PedspPQ?J1|F*NU}BUF7oQzLYYC>+|A@E9rA4 z)S+(7%ZAc^*8c$A{YqaB^q4g5YeBb*afqcOi zo}(4)UljZkrD%rMOITSXShp(^k|?6CI@U?{KMvvkPItk#la{@W=6O(BvjHK_ zE8@S}BK70(3#bXV%q_PZXB1IfGmK-8R$UJ#DwL&%e9q&30LoWZSK$5AwDcc^eIMd? zEv2)Z9Iq;RepFFkPler{{C7u=YfQ^=bj=xda3-R}eVSd5;uQC&;oJvFoW5w+Bj zBOp`_8`zAScqR%K#X1B{yHu0ugRzn1Ko zVt!sbQAK?oT$j~jq4_Tm$^Cv>p1JV{PqaSTD2q4PXPBuD*R zr{-SNQC!u28iLC=iTZu}Hh51>(>0TQ1UqgDh1_ewe{MNVug9GtQ~qQmy`EK$& zY|lz?w`0~mA4=<|Jb{R1!0TC_JteM_<{%7U3Mj68O8xsdFk3T_kd~3T{w~$gXiV4( zy|Kyb=|vUMWa*zpg_DbwowPl};B&HSWrG~-E!Vwzwd{?3aX*;HAa2U=b43-`nlJV^ z9w!gJY~oGobUr1O?|v1-G^|VR+s6X}zDn2lzq=q~j)U={iul~O{q_1E(E0EDlke2v zqyWs^4t=V%-JDGtxnG!?D6eZ4-?T^In16s|A0uISs#>ayyL2O_D5AM3d`GWa{oK#B zC(nzM)K{i_Kek5kMX)*RpU}}odbj=A@HMw*-~Je4d;<QF4~*LB`>OMHSi5`O1Yhk&7f``+j&ozW49C&brSz_xbR<{&BqoV9-!iR|Sxe001O64{$vP2nSH#q67hf zAP@uS24E1F;U>Cq;C~Y)rhjWJ><|88VdZBBfw;xF`2~bTMMaspBxEFnr5}ih3X#yz z(9qqXV`X4q73SdL6aIffTKM`ifRPID3-F7Kga<&%NJ7R)a@`AHzqyfuA!_ zUC#n&Z%9%`GDg5-z@i>!Hzbdk!lM?=NYl;P1Ffs!{+wLbo3#T_O0aXLdq>Vvr1peX z?kV>+i4aYXI2F6yQ<9u+MB!Tjf={)&w?XE1q}lW}AVKoP?<&0H8ZdGVh!@%V`YU~F zGMF8)@pf7jfqna}?=C`|EZP>pL{P5Vx$^)ER5Jp^Df3Cbjqg>6WD%m(=&mE9{jrl^ zLyoh}dPj=olN|UWbqI(-(1)S5xS59Y=|3O9w%m)cQ@VvLLMohfJ-jud4Bu3^p2Bz zxEIa62w=`%1Ewan+Y$iVK8Da9NOEhg!2Q;3dp>d`l?^30QtgG!$}AVm z2`y(R$^Cfvz(h)ju>umuejKn|qI%a3TSTSI{zR1cVU%n9zIMwf{rC_9+L#X4ZW*Q@ z$ECCk>m1h4N7&G0y9VK}0h(8;L)Mtb&o486WC6>}e$GEu6;A&+ap-^r7z~(W9;?EN zZ>;(o{yvqrhD{!g|L|YNiTu}P^oA*ERn0q}Yo6T+@0rS5W}9eH;QVX4~ zj<@slbUmwj`z|a?o~H} zDkWG=pa}Xh&}5>zP>0dry8YlAYqRCIs4rSg4#tgCpB8Ni*;sKW)CkGN%nKdUS{vqRKc$S+VodFCzG<{*6KxrccmOlL(bo9 zcHzT02>>xOmH?ffaSlZ4?)J0xO{$C0>J48I%D~hvMXfDy#vwmXcvq6Q0|E}OxS|f^ zj95^K-P;uk4S7z+$p*iaI=Dl38@{i$<6v~VkU2Jqdzbys=D^d2NiNu@zj+W(5m=obT5g(kklEGySWm&AU*rl!z&Y_n3LE|BO?m4=uKnf{hu{m>G9lz(nbE0*_axm^2Gt=Nc{$q0neF73QboFxpNykO=-4tGuk)p~kVAwNsIq4tt z`#d&plKA>LTUZ{`%=r2quN=HXG0CemUsS~DC@`D-IcZh(msw48%dSM%goXRX%ahUS zdsU@NpOvM2QyVk8yBmudbc_z;1L}<%z1po+2!ls^de-2@w=Rthd|NG^k!gO1Vy%5V zhV$*&6FSc7o-49DvLrb1*;5D@$-K+zjt_Jn&hZxn@$SHnF^z%smHsIFv7HV@Ih2(^S;XF?j&N%8__Bntb; zS*{YH{tqF!5vA-6W-^}~w)Ow;Of=;uFk$s099;PcDP7q~Io^E5k6q}UYpsCyj>gw2 zK%VNWt}t0e*pq!84YwOW$0; zi-F6gW>v?wlr1@O*MROh^939o@7oAth~!Sse8FRGr&X?~u>`&?9aB%g3*M-m`@no2 zZIKIspTGBhWX?BEd^gPlnl+zwQZ}y6cGM*!;igc6n!pRoCv|G&}?ckFB4D4Pr)6NucH!N(OthD6pQFUFGR_krKh5@5w+wfBRxjOl&&}aPbt8!b z|L_Q9@AdgOR3$#PYK%g$CVq{w#q)~Qj*Bpt>LDKL8(1>u>+4vH6y?xiq!2{K-)q|s zag2Erb*T+ohih53ORl6RX(Rz(A=jB|yTaH%1h;n>_zwx*trV2dt1K6u!{z*NuB?6p zJ8S^r464~QsB8b;_#V%clpljhPD8gevFvX2n3QBbVaXYF?WBhHN*$32e6rQ1)?t_; z;IzzDKIj6`1IlGd+U93eWU)PtVVXH1&GP4+gxQRY@A+YJv+SPE@AHT)DGdj$HMAAR zMH$Wteg_iBtjj-IJk6@okiH6nVF(LO=_~_OYq9scMKQ$kumKWP4o$P?1d_X>pj0JB zVYFE++2K#cK5NB#@3-S!go2MKV+agp&yDfxdooeMM8iLjW~lAv?;-KSDNNiqIs<_x z23KF|+a_~ZUGdml8^h&7Y5fOC|Ah?aul2JjjVUP`-(nCcJgqSX+^D__E{@NI{DGcA zn?qmM_x#l-eACSKRy_3y5n0QHlFl=jCZRm!Sr>Ev%F#sfh=AGx?v(~=Do*|K1A-nB zftKFEec-ez+*vz&!zO=g$!DM7)IQ_bu=mliw8q4xn9Fh#E1INWml$KG_{qA24&n{I8+@vl=8B{W-Swtq^%KkZHmB!9Y6tX z3p7op=40yRa6{4F2iFXcx^0af#`yB<^AVjfNehHiZ;!E8&7zQ4>f!qS8DG6B&doA8 z*PQWwo%4c@4Su&bZtz@}xN>6W?SRK8LOS1-h6e*a$qnhI%*2<%oaAL7dgOa`g8nmQ z7Ug{ouA1=g)#(;g8XUTAR+^Ihs;~QnelvSw3%kY9cuV=S%FYkPF%g2dzj_cgUv{6s zM$|Z}t9=UE;m6 z01i*bR{;XGn4i;TxZ&k%fM@1;9IQ?NC9E2{VLAvKD|={!;3L&j2Mc~}{B?)6*JLE>83EHgOCeSKIP~<6jYu z<2iiC*9!$>Fm7J+IsHxAbjC9tZUihgqxuA@mpdJ-+{3VayelEj^0hPomT7?QKaTRz z`bQbz{M%Kbv7EJW92J{qxlBkTSrWANzbbyIkMc`x51jv5+Uq>CSQ~jdbSp&mHK~kI z=Vt%V!fhIuBHzlTLcx!U7HY^3k%}xr+bJvRguQra{^mb`cMTG!Qg#=KObJG&e`*v} zGM8;rISV8IP|iH`8iYDEjc8 z8oZ~kHQy~gOK5N&;zS#h6M)sKlK1)0vq32hTpY6xdS)WZMLUxFHEJ-fGu~zom3aKW z#xNuElzq4wuQJETO{6r0D>pR_S2P+Wgh<2aBD+c{ltgge5tgRyJ8kMl-~K^oDi)T> znhH(_u|fq+uqxChv;4h^N?$ze?yCFO8MmfLp3>8#Yb2wr2K`*WZnWrd(R%nII6Nte zQ{wL~OouoOrh-b-D)q6CUY}~qd<{$`(SPQk%a+ZQUMj$l7CmUs9zKF63X!#*h4V9t z6Yr>*_DSVNAOBS%phl~zR2Psn6QMeRqOg)yc1yI0sT!u?s}fNQgM~g}wI=|a>IR?i z49JpcRqjQ%+^*Hp&tP1QJ(6}Z(AUy*mB_EuyEnc+=GD5kKWwFm#o#67m7&WTC7nN- z2#0*FK347zD^5q}WY>naB(DL$aQiD`gEi}lXL|)rK{MBYq4%Xdg5!*_o7WbHSv%8V>ap?n%1~5?NwY@^OBG{&+q2H|B^r$W-&ue&2ryOQ|7rX zCB)9Kg?h1x_47xFAAk?&A%NLlK8;le-HcZX@hb1WN!hSHvRUa}p?hI2WY9F73}|)t zTv0~W4O#LqiW&1|MLQ)z18Jz3TC_GCCPTv;HHS035@JiU$xHKo!kq`4K5OT0X^5v; zMGV40E#T)I4H(fP$wyhy<_{Awgsv0)^Q*o!7G>C%a>Dt01Z_??!@jrUruLH(ZiclI zl|=6FXHg7{S$hm`zw<>g0F~_+SnTb&Y2KYGEWVoz|10W{VMCde?cFXzXwBsi +image/svg+xml + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + average across axis 0 + + + + + + average across axis 1 + + + + + + + + \ No newline at end of file diff --git a/dataprocessing/starshiptroopers2.jpg b/dataprocessing/starshiptroopers2.jpg new file mode 100644 index 0000000000000000000000000000000000000000..847496d6ff9fc4f5d350db1c521e990e165b1185 GIT binary patch literal 49399 zcmb6AXIK;87dDKBD!m7!*U+0nKzfnhA%qf&(jhbrMM0WWLFpuPsR8LVbO8lKO6a{Q zN^c@fP|BO%|9Rf)oDb*AnOw>2S$k&hH9LFVv(~-W+%4RF2hiwg>1qM+@bCaSxDVj& z7C>p>5aVsO zcGnA_CBgen042cV0pQc(5zyk@^#j-d0Kh$*?*CsK9zFpf5l&-Vtvw9@51$Z^kd%Uo zh>VDk01toW~!{O^l9 z=Rf`M@M-BD5OAxR(my10;2~0f{u;v-CJ zafB@LW&1}`Wq5VdP&0i?F@{+zu`nOQUh=&}AYIV6!b{ch*oAfqv=XRPH0k>6&~$Ow zQ0}L%c^;DB&96Y-`!4z}Q=N}k$kpPl9O9RmU0SYb?>{awhbfcE8g}w>mBJLG#W>Vo z5&ARaYNsSkZty-$h|F|9A+m9}a%IbTp*Za_b41G>{o>l1m#}O>{)-#Mg$C1$L4OvF zG8S|PR#+|5){*vEE(#E@wRZmt&B*;)N$m7iQ`@R;<-wfYx_n!RPZWaRmu1~y#f+y5$)7m}E++BL5Up6qIArJdlD z&(miaQ$&|+A0U!sS~QOsi#VuOtH@OgP4jx8LQSP#6(sor+sumS*>6d-BuDAcSw-oor|pt1|GOjoU%cK~Y78=*M_L^m#l#=hr*JLcBg zvcL>_&dgu7 zy#5$rb(4!x!uaf`zM{O#LzL&^&q|};Vbxv-Lo*4yNtO)Xy=XkvVwRmb`cQrtq0wnE zauy6#b|x+`NJH&C6E70S>-iDQ)t=;#^f=6m{_Uoef#8JYKf5>2q!&Z8f>T{tE>lk( z_KclBm{_*QD)WUb@Ggypm|XQ-YJF0V>=_0B77MCB7XWQ$3FJ^r2WwJ^(l#`8?nvl7 zWdo~c_d%#eCwIp?Nl@DCNUsvgqZJ3_^WmA&Cg?p?&@xS@xlOEb6(7S<`|f(G+7nz~ zsOxXnJh(;;uj-*qU^=otp5WiSTYWRJbDlr6v2hiwM08}QlJot^xr9=b*N`wTC7lH! z8kEq4q3|IL}4|ch% zk%Yq9Ayk-9j|@ktb&K+Ud$bKNnFespr69o<8|jtn`y&n;DFad``zAfl6*4m<^NlZL zriJWGc6RnbZ2bDiB8jFuK+Lkc6(ZqcFxgN^yPRR{aZ(7{CjM$N*4(G9%>JdCyX)ox zbLL~|ga7s19q~GdthOou4So=A)yE%t5ou-AJ0a9yyGSGm+pQQC}(V}dnT0uPK1^vJ0>3O~L+P@xD}EV%>3;cPE)QI^W2w1Td7Xi{iufH{?p-+38l z=8qn~7BK=cjEo6N7#liNtB~dpH49t4os4}Jmf9WJN3?(P>C$Oylk-}s?yU45EzXW)1#yFT z7>>SI^;Jj0?lGxD*ce;MEm7TBCB>`Q5%_pm=>FLkRTgT*$wes9ZpDJtft;A3GMhCZ@Hok?-y zob;0K4x`ZEEy{(crq4#cH|T7Em;8jYE6~`R#fx^{7l;tblV1_ zTGNG3mHb(K0)D$|s8eNdNe)qs2a|^6|Bl&xGX}Lb(QD0#oF?fl%ris_r3EHNYwfLG zXIoXrehs_AhI0M2n11>zB>%5)pI5?@(r+gNQ}rinVb#w|e{scoZ3z+PeV8Cl1Q9Y{ zg>}u#lTUQAQJ>Ge$J`(Ebqj%nbHgg8@t=qcE!ra`vbr}9;* z#fyIo@pNPpX3~~iDPlJ3Sb+kS#Y&fem^1tEp_q{@r*y838|OKY7wK*B<(HT4{5pq)Evnd^64Ed~h!AWE^_roVjL?8A)m9 z?)<9KJ*l$pwB<}hW`F^C&kb63 zZ*1wxWX3wjOc^S(?c{eaO-&8uk8@A>Xt@#Y>|dv7xhSW^RPCG`>A342axVIJ?x*9y zI%@j|0{Jrja{CuSH=Fw~a3y|tO$R+??{Upcos$1cA>=`46#R_Qev9A%W3#??4pm{#bFPHqyzJTl+8#%Z>4 z-`}vM_E8v-kh3-^5ODLA5+7vkE?)g7+)`^FS^0>Y0xY>p(kxEdZ!-~VrRL6UQoj2t z*rw_4PVgMHbMeq?p)EFxzRRa=rsK*gwG#4zZyjBM9tY=1YeoD@a9LH zMnlU*QX_t22}Zkyh?UdgD%V$ib2i?|$cA0+eI2)2SZ0d=a|?+#*d2-P6~{TQp1G>XMrn#8wMxdRs>wBLjxL znY79V<>)`nX9c%JzHmsDSR5=0vZQ(S9cOpq$UQd2TR)QiD^Z*ffjOGLE)6!<2p9A> zo`ZhiQS<6`pP&rjnSeYr8m|v}6?z9K(R|vX9=I3PZPj6^x?td)m!opfle69Sy$M60 z42hYlzx|_eV@*i^g*Vu+BzR3g9O5o;$f3?yILd1#c1)v2X7aHShq;r>9M|L@Lc3$O zUoCmt^)bQ|8zOqZA?pG0 zi4ES?ULEdj;04_u{ca<6;qJ)|vX;L5pk+D9U5F2hfA{geg3!+T(u+wI&?oHdY71nt zXgVzZN?gPpL03+;cM_AwVEqYFL#56b$8BG2QmdT@l$qE7Eh)a%hge3TvO(MaGqE|- zVrIvXi#To$g7O1NYxq=wwglFt#Zbhv_DZKFu&-aCPL$?K&R^5{LUj*=8$XNZIKZuT zeP-%rzA|w_*Yx-+Oj3Qkr~q=vp<05a=9YY2z!3Bs(&Y4&A*f-4jFLn5+Z08Rj(_b< zTzJV)4{a@{pv)+y=u70`8THPRZx&o23kL;lVrsva>rOKuA<+Ilbz{ajX4x#xggb!n zhY%7Z6)u)sQA_+;w*Q&FS0$@$AW`J69Ie4nl z&k#Z6{;cpVkW>nA+cmHE_PE2cOZwHLe|7)b#I>lK<@X!BzRV#?sAM6w!@9BYX2>&%tG4uFAh$kLO-mCeoif~F&gqAyWw_3)VT&e5XpI=y7n60F`q=ZqZ=QnZb%!QY z$)b>{qokMqmlL}d3f9T-oM4JRrt?(D${k?2`};ld&%cxTX?JXS>AFD{Ioq0n*yOxh zFT+b&fAI$pk8(Iwc5MFSt|@KopZ6{WvI7FjY#4V$+Bb%D45(YsA}JKQ_@OWC-kMVG8ysZ$!yXj^0G*k&!wBsbOqk<2?i-Dlb53OubCTT5w8z# zj2v{(Vu2URrO@tS&uUt*ly7TC@M3xm!r-79-pjVd4k5Y8&5D0oHa}8*Lh1&DtHezF zN=6JuX?CiVu*eO;Q-mluXJU?T#N6|>mOrv$df_;OIbN&(j7Im&(73sC3wWF88dU4A z_6+`LiD)eHmzC0TphC73dCi#njfqBc9TiAYmf4-(z&!i)v^WAjWBw%F;*z9>L$%!7 z$Q21<0)OYu;ZV<^u+1Z;0lM~{FzGF1YSWE`vdu|(iq#I3_z0p-_|raM4-#Y@v&V&i zD4BaHt&i4U`_UU;xmOZoKp;KBV%3V#Qe>wd#Y>SnU{lw7pL9oU>jD#Whq>S-GSZ|< z>Jr{evZogGbomqM5}yvXcyAeIrpi1htV=kw(u@7AgYrkYGw9gwY&(;l4AWgZUI&M%_kX2Tz}VmJ zw<*fc{Rf;jCsi!GWe3eDAQrnd0e<)Zp}-9?|CJ!+ zP=As}&np7U#f%8_EnwLg5$RIbvnlC88F2wrscrxQ9QQy53}yga)|y{Y~!^VndQ zXC_$m@JCSETpTcf%busEXymicm~3m%@SHrz|`S zu-rKY+*`;w2G6tRh;T1ov>H}KQ5w|wkb~i8sIXXnzFcgk%fA;!%wa-)@-NTnwl)1f zqHZqZ(j&JSez&J>YYIOT8(KCMsL_N^@_VZ(!1?fLT2J&e!b<7u4+5WHVVU!jz#)Oq znO_R0c1})>xA0k&Z;m4A*yI-dd?4+JwPacz24us{l}LD>3km0=8>HUBKKbYR7e}8+ z?KOs}|5~d*Gxom&y!@uOe9&zN(@<&pcagNr~LWlD_pz+(_GQ#eavkjB>% z=ydSj#H`m^hps`%dHS|m;0o8~GMmxqyKsLd;Qx`>3O_ksdo|3dLHC~JY$bmZ^Fs%t z^Pp`ASTR$cEsdW~oZfF zktKr_v+X^n+Zu4K_<30LcZOQ>;Qlv#C%tg#U?!>uc7sfJ04?cT_gX>64DBF=P>1^i zz>0lSSWSGi?oWo*N;M2m!O>j%P%dQ3e%CWE>qUsPrPp)WanL6>+$hV7bgi3pIt?8K z`HRyk9F+&*5ZK4&+fIUGTAp+i&<9~=R)ZnLhn(F30x@HT0?r?&=H-abY6&E^-bVej zf8O7Hg$;5)tJ8jp*GbZTUMJ@m9{CY z=TamVK~4y+YCRIpD({VnXVvD{U%aca{Nx_Y(;mjl>60n1^uRjE+qW`pX12o>y_AJF z4XVnsD8Y!4n^3}#aOj5=^2~j#UuIaJ(V=$|zdmdy>t_G;Fm(&gXjRvL(=N>3I^67m zT8;O`DWQKptsx@IX3om(wgnTa`V zyhPg9=43<=>B5uWvm$B56+9jZQ@*iB2x z!C9;ho_fBNBXwBZPJ=atiAvd%lhj=s$~U2xo&Q8FjOqTJ+yUg3M1=jsj>_?jmJ(*g z&8+g3h{|3`Rm8?_`WmC%{MQuJK;>4c)bD~+b8FH&@JfbFWjq<&U&k{W`gyZ9IZn9i z$KMlj;6FXu&8|QoO&K*aYyXKTNLSa5wa6|29%J=0E0NjxE$a`TREbkm7H*gJ{~|^3 z(*C4-2W(*14eTHMq$b^ti_oPt?^(HHq@hw!3-;-kUqcFjhIl#t_>R_dD{dK}p7U~> zr=Dr6jx*M1VYA)z#@~Fuhv{M8F*QGz<*KVFORdq8Up7`N(<{X)y-Av&+0?jDCL5zu zOgTIJjFZKq8!7t>zY9lHxTLl;kUzq%w699~AjSPHH5QG(?OcJzcOM^0U^p@=#fJ9H zy!9S%Pg8@r%Li_#RPO7-)Ms=@OfY~Y;yesD-fWA~`9)RNj(9`VS&LHDbN`Y_!t&S*zbJNTF(UvPmXMhSfP5Fk zx3bR?rLQR6;itkA@xnVEwmdu&4)BQ3TX7Pix(;R-`t-8+m-8&A7|>Jx>Xx{oqp(x9La1qtVOII5nYYCd+W<(>gM?RiNWvd8ri+miIx5`e^Z6OsTo2Mv z@!*L0ysf=lccpVyyZJv+xW|<^yTbp81A;tNH1tgcC_y#^?rB&MmtHF92-QAR<9v|W z0o&%%9sVYO~16&q^r^TE*Fa4K?CND~4a{la9|Fmyc)K2r z==ig~pTIwLeD6ustzAg6c5gtm97;c9wtFgN;PE=8#@)efRe?fz9;BArS2x0rvMmn? zk?*JLpdd>q%al@d4ByyNksafY}UgUo>Vl#l6V zqZ*i5ja9B3#dF1>9-@cVus8i)&@?21e(5wq-RX;k+pPL=>p`jTo&rbyf>zb{e4mMI3xwoLs zMK}BG^#??8BkMZA#>K1o6! zt~AYRey1!axLpk+4UGo)Y$FYa-%#=m0f&e!PH8koY2JduLFVAvc{%z0f6muu2uw zjp?k`5nSJ^xH2Akt{2x${U1!MzCL85H{A}?k2k-;vEdoXddXsLJ8^JchEj`4M|ClV z=8WDN{S4gGI2H6CS;o&1zp$@QrGm8&ALsykjEe!+0_Axwq+~bdiNA3CGYWG5a7u|| zybJzw4a{~+d8K8K#Yns7za)%L$KI1?Qa=P0$;l}5nJ=tD9H(yRVG4Hu2o56jK9P(e zx7WpU8{C&4*A^VCPXcj%sr11vb8NvaE(W(bu91apemJCAgE^wTwdC+iM(QV--QhL& z*~Ty<4Ayh)j(JO11P$&>1Xv5GwJL6}wJHy6vVEYGzTX18P~pvq#j;l?0pj&}ObI8)RLd4Q))|tp*TBA)>}HzlKCiCR45vz&t%6~P^IijP{V-)p3J?Bfz-v{j}RbG$rk;+LshBe zDSZ*sp$oy+V8qWAjw%D^2cJ&C;)8sYP>~<{()!+i-25>1W~HI^1yq4GlQlpL((E;3 zk^_`M7v@ zn5l?(==L2o-}08b8t5-m-dsTx3ItBHu4fMEtjiv-KVrsXEo1E*L_)Wli{)aYT<{rx zQyBiFrI=@ax@%lNQ$aBHW>=#I^l?$CD6Cucn3UM}WZg>7ytJv&vTGuBo3}K9q4co* z;cdN;LZIa)r2tg{?@8d4(SLo+rhaS^eKN=T*n1?TsQKe~`W3H^Pe{SgvZ`9XW4(% zpFL57fMhO0S{3o~lBaEMjTs*G{Zy`3fVX5(e`uVNI5as4H;1rn*^O&P_EPgt%XQ_3SU4C!15vJMN-R>81_$NYZoB@XgRDZR3uKw$zcZfS85$CqSA30MN(@#Sx-m(Z%{v3_qzhtNe6MuhD4Vf)`qxLPS&eormm+T2ZpurrJ=3U$-Kf6BqkuX!JhnUBlM#@Y<> zc}rVwHD3GE@MiPx@oBns<7PPv9aGNqPkxTq3v-9Pc_*IHKkfjb zxKPb9U}2(1ZS3B`9RT$CcU<@Mdzi3WmiPL5H5PI$UH`hk7L16P{vUTg6xtAJX}Zv= zO*L;kfP-In*x`%34x=v}kL)(|MTXy$&<@FJ&1CS1XU zaw(<)N3c-D##K?v1xAPjO4)`jY$RTW}u zM}d#HXPdmR$7u6=Adoy}U0F|~q?HBg<=s5vq24@WyE|g2_X1oPy!T@tMIs0Fc+dQCN6*|-EiC7 zB>P;5;iRWl$20$Qp=O^)A=^U6Pte~}jzi&N1#iR~aw14>C&IyKnV5Rn_n3(;s_$YpW`}cD9?ZKr9_OsFtFHR*F#f}%)faI#uhMLt*}C-Ok@k{7)dg<&2OzibvzdN7=T^VAG78hr zgSGr)rlkzbcN^q&s;;@v%=R&6Fk;nuhWq&ZdQ%P+M>yNbo!oNS6XtE(NT%ZuQ@p-yDYzYX&MM>tEGaorI_TJhx+s zx-}CP`x85TrmiFX1LS2`tS~jnMU(WTj#`dIa-IXBwk9Jj@?rY*koU9eC%?MZ!^W(x>>hPV?QhF=PDT8EuhPVlh+a9-A>UtY+GbGNQ#prdVGMkZXFsoR*7@psb^> zLxCA{UTc9XW(=Nr&CkVH#tA)W2UaYb!lH9Asd|3@Rh@^-k^~~^`d`tl?Gm2E^yr2W)&4i2P|MzBBy%u{cwoX0>?pk&`Hxx z(3bwENCqsdq-zt*>)RqSUwOlNVwK$!pfHxO;$@+vRT;jB;&)mV|2CYE<0l59DwJD< zLM41c)I2E560+28oSQXWozVrtvF?|Z!HpgBBZdYjIwCK>M183;{6hIpy2ERDA+=hQ_Rs1o>E9`*s7jw4Lw);u1J+A6a~7=LMe{E;HL@ynF-7lz z8TpPclSat(Et@M&fwAR&a;bi4wU}Z4za0b+tjdQXqofWrUS<7-%dVllWR-`Sfcjv@ z!i598SnkL4Pcd;$Pp|>~&$M_UE#a7ex%UdzbbHaw0?jbWIzA@XGab}S>q|da`h$nw zK&f>@gHxAv%kCzT?pMN>i-XfHW{>CH~z4~^uepVBx%=+ARJbG}W z(JFlH4)BW{Er?4vIaZU8H)U;}6rkmz$$eqc-e6poKO^pC!h%h{CASQ!zn;?oGd4L* z-FnUccVJqh0l)}}F(wpSn(xwK09~Kw+e#anniq#X=M;(DfS>GWCgpp(85NoE(`Hl9 z7F+0!cjM-6$VFgzX13!q36w$yRLtm|*}Re{(>;(G>(Pj!guc9C!O`EDf#f${uJ@|I zxBnz<*wg-=bM8d8V;{D6P)m<|^7@+8>J-bmUwBX>g|R{_xXcZc@efkGTRzmsW6rM< zF?k1YLiLY?CbSvp^i1n#;|xTcL0Nj02L6EHqtX+fa!)$6gz=Qh z+)I1#W0P!d;=1`({ZBg2g3HYWMw@3tx^PRh6CGn_VFiYPFMla9hR4HQKtvJs_-pXu zO)`7U3Rk_}A2ldKiLD!_oqgq<#29QscklaC3+05E#@=boT6`T=iV%~u(4vWdI`<1F zu(%94Gno=j24U|C{wY$D&8*8Joh2_^zFeh8vYafOl-g4g#++(-NupT|F#=3t4xdz* zyEX&AP|&d%@;eL!lQQ3A*xY+=i(L<>;>HDCEuH+kjza}iMb3v1eAA}KSi@XBXa&D; zN=+83-9r8oxQtxYu|$4g2#7@dTB<>Fj%A%9HToELBkdkc385mcbcPh1Gy?}}Z+Ljx zH4f18?&1}E76-7KJAmMuS~%4TN+tIRnW}(GvazY&Jt6Sz%2>jFCp*bM_8O0{@)O&H@}v2yVeb)R z5*=QRnpDBGR4%%A;7^1OwIoy{4MAbaRrfBQ3_V{lu{2Z|v-5MDny82qHd3OsO=h5M zsyj_PS^meM!=)qaoUQZ6&vvuQT2H$(XIl(r0kvZ#vN@pZLHpuwmyg)pBLxQz&fX|F z#vR%I)<8_H(80x2OxlO7KQ!MqhHQGJ(bZ^?9I7SE1eR!JF$v^#nD2)7dD#0~%KS{0 z^Ot`e-j{8oESUy-&H&ZZ4^H!e;M8hKVNG4SIXPwk1tMqQT!a+pFMIKOeNc|bw z2V}m*qJ>klW}hay+zA%D4r}jS?m6<*Byvs0k5i@OkK5MrRj8&dKx21T${bw}ssK z|2Q5sS^kyXXn=6+i6fT1JdWh&Crc(8?$z3M78lE*TE0_Rl^Li~O|zSsICmiZz*6&Z zHgmNV8oc203PfSRMa}?yY>4AzXLI8oVyQsaYn3~j@GE3#gL1Ff%qu5&AXM-uz{U0K zC{;*w=Y0W_#o@W!yxv%iXMu|}QDKQuXO45m!93ImqiX#5M-44<>hlLQnDAhl$I>G8 zp*&-Se5tf05sHkt7?+Kfn>pWLM1=OTsN{N(GXcK8H2R$3Dv}lo@mX=i8;;CHDAF1@ z6zAuROBL0;5EhDWi78L$#n@-Py;t_a{gc}kiOzT)X4kS)x$bw7U_}9$$2T2cG@X1X zI=!84-)SIk-Jh z5`JndLMWz&8`O+u9m3K~>le8UrAEo7;$9F+j=?(sQPuTAn5XDm@vK+)v1{kX`c-vT zcd^DZ8Z8zf*wAYbAWfTAh}fdGqp)UuGP}c3=hUs*@PfR*&e-ghXKYU7+w4Yj@;hB? z88e4t?7Wn*d#CR<(aeQo;3E9db23{?g_4n1{;t$Ihu7a*|4IHs#h*Fsm^vlh&*5us z9%u7q_gTs|seG%J?WO^?(451i8+bC4-u_VK%n>7)f@-);L7K*z&kwTgqZ%bLT9&it z1;9`=M~1u8HTQ0tQ@P4Ge66zh!GOS4)u^d`HM32lrg-tl)}cT53}UN z%cMD?(mYB(mAx}BF~}-R$%k)pn7(z>m^o!w_|KApCERtB1nN*c1S7iUagtrARv z;rr@)6}c!3&&*%Rc_KP{*Hr=tpn2e705(zoj6FmJmrDEFwit&WK_fL@uCk_8Ir5`n z`WY6)OHtRGQaD5r64Di3Bn4LJq!31UMoO#IlE_*wbT#ke-NcIQk(2HlD<;*W1y02C1+>anIT5sV1o4 zP6wF`S2!Fpv@bptNoRzNzl!tgAZEJ9hw?!|SB%84RKfe=Kax%+IY92E(RgVRgxaB` z!REQ!<${AU3nIF@jG$&b)ZjrGw7O_gAi?XGjBaO;-to|5JS;~{asJp2*W}hnO4ZU- zKFyq2*${Ml_31AHt@bob19@;&iRic;BSD&G^@o|QFr*?&ZdsF+dm+UqOLR$XZ@L?YvW&P@0W_VYT54+UHMyUzp1)1ym^7a!(M3W4IF( zceo3je%hQC7WsgrHtqmh31Xjcr&*6B$dI;Q-22j(n4&hW)MumRJ~3gYZsOG?ZD@I4%ViRVqX0vC&)c4-#~#JmamqavIu(DVzt6euYhxih|rt&t)Z|5aOm*;mioTm8)Ic*ERO5|63 zalMgVq8~OrrfS%Rld16@Qs)y<>`ZmFD)IOtK;fR-T%iB1D6E!5);M~okbV`WN9 zGCymdr5ir5MFKkO9$Ry@FG}|0`<^<~{IHg4MTwX;c0Roo2{Br4er!2F^ls%s&gW|Q zsj7$q{1EJOUFA{}{gXA)wgFR3{^w zZ@)3~`H)(mRnCm`Lfz&!I-{(3VbT|eN&y~1vIw_^_;yY9Vtx*qA0j1tmGq5E9=dx6 zx$GV$B8(vgC$>rT>QLFMkvcEm}&Hu~F&ww5j~31nWGb)X};0 zIf5*1lAu988>=AahyW&ba2D+*FEOF9ZHmvQ29-{@%H#7|hr};SrQ;cPDvnPAjY6qZ za<=ZTh*fpl(+Qw@7Dfvr$+d(sl5wdbu=@XeT-dgl<6G&fqV*g0cknf9zw_?modY|_ zU-jM(NtR)Na|U?0wK5_tI039uee!MxUh zZxJ)UYPkCDJz!zepeIlxbO*cx({e?CRH%0yNvTVz^`gri#-sgz;Yt=ip!N>W8+Gm8 zmW7yDccR`ptKYsbJViZc_(2s!=$=~1r4`R9#P!x-UtlaDqj*|==(HHkmAjf4dRQBZ z3)jQs{7^rgo&6>9!r4yF2vOu;jWu=Cl z@aPVC=&wu(*kx2Eui;A4=EM(0!We;d7l~cUQrk?8ONi0m$DzW$pQ|qHoUo#nQXAnQ zWZ&)oaY#**m6;5#B!*lBHN8@U95tR3DORUw7AI_KnDN2B^4~-7;sR#Vveo~E&9;P3 zusAS_9344-{dX=Ie`o!_Bkah(3=?f}6Ja1fnjj+t$x>uayJxVgSTY3BonEGwrOjkW z<5P9`8@0HYZzOmE-9QRY^q4cW2RV2e?rW_H$3ZIJtNdD#`&SVn(lrLd0ijY4CGMrY@5jzaUN&DWpzudef|Nn_yEcWb zgC6*m{dA+=q8DxkdMx%}#F(P4P@&4G=K1K2_iURl3O-r_6b~P z`Kvjrdbb;plE3CXEDFrwHRREi_8^YXGiEbOeLg_Ad!~kaWl8G2HKIIVBp*2IUI5tc zyC_K8)ULJNDR%0(W|r=&Ar&Ge7Idx3LT&Ibh2$uK-JK9IlAj;x`Ilmced0wI=xaoT zbo0&Gy$)GfGk4%`!d()6W<}`0r?ohlfeSLSod~#02ug_@1%-74Odn?~XL;TvpbExL zr_v!5G`q1K`o_Ph?I83!TyHfc`P6C?0rP~cbq7Wkqu7^b4Li22EXY}=tC8{p>!b49 zWR958=RMsLr>V*;gR>|#Lf`|#(pT-Zh*{#ErO4qarImR(c=FqGp~k%({~GqUl`1+` z^z$}B0wjSV?~__vx$3vSi~dAq63l=(3g*J5Qi5Ykrf-IuT~kPPxFSfnA_2s0r>GyD zB~e1(V12P|VqdtXdS?pi(2@f@8ZkrosVga{2x&TTtt=rchj1L6pvh`1Uh1!d6?XBF zZFX|e*P+K9MVmnUp22VAl^mvSscZ}bJdwY7WGpe zH61Il*}%YneJ#3^a=(xjeC`?~KUBvnAFq7V_(|F9Zvhj(vFm>D8VNF5$;jsS_TiQ^BtSdLKVFUoNiuU{>4%lwTI9FxqQTJ zDQVv=kflYlJ=$$J_6_PJ_>Fk;kQ;{lU8>z=8IwHe+%(_&Ny@0uk3MYnC)FQJT*`u* zWLo|lfu6F6V!{XdidfNbu_(t%I*AeY`=Pa;*A9HFmz?halV8n+UXM5K+^0nSMkWnL zP7KeeKB`X3nI{qt24)ZGW^SI@lDDl0FPT*u7g%IsPoR&ssC59u*XwlO$|gl-#I;M4AyWc z;Pv0xB5pz&RTdJyy+THoecv~?gj2VeILc=>@AQu!;!>CO2&hXV`JP5d>rAN9nelnN zuCf)v@kil0Kxk=A{mVOmTt&EEq{X`b7G1+txI!h{Wx{ym#82FtvjLn!zkn+Pt3l`rXh9Aqy?4kDdr>E7Gcw#f;a^J!$$EBJT+HehxYCcIb7^3BW=8nT+D zpqpFxO-3n3N@=)~xkCHCvdKxhx18@^i-^HD4v2S$V&z813Q&Rj=~Isd9yCD zevdyX6|2Yp01D?kpX9QXPka9WypKvyazx8nGisn^{{YnSla%^-I%4zJb5-=b zwYmTZNfJ_mz-TJ~6alMK)}cTGjSEd6%F__zqhms;{;U1=Ry>>SW|PPLe7GbYG!PDi6lpJ;#P*Pj1)S?l{|p?P*BaM z%Ah6}S!^wD^HVDWosuBq-3=u^&r&Ib>+?gVRyH?%-lW#)6H}+2)a52-Cxx$T$p==p z0!8_%nb}F_ZkU+@Sx0VU+HihZ`;Tl5gs(7T4KNiJnLQ1zUH%o!8fb@(x<1DGRQiqj zUe_%pq-JN6+9$&oHzF+o7#^P|#-YkJZl0Cu_HIWtE1j7;o^wjxz=wTR+$|X;5h(zp#E6`jxA^0$&Ab)9u}Es{?~AUSDg$VF*bs1j;!A1~7~zF1Tf)Kakj0KYQ6 zSWp@rl?aCvKg|!}g2n*-qgx%6bg^^%(Eb=Kg{nP?B+?R*DoM1Iw3Gr5saIt(6n%5{{Z{!E>L>q&Wh_4As=Cr{NKrPlN*eaw>^)+v_>fHMQUg? zX(_`Lgb@d%ke#&)Qx3PW*S(XTMm-CVVo@#Dnm^h{rFG4Yw56uJjCvO>#BF|-n(~q9 zQ+{E76zx8&rRHweRW7l|MAP=@A(H&WT~M82DpB=sC@eZ-dTZsGCW);uN@>9*yWANW z=6Z?RYdKZJwgnz;7ch2WB#G^95z4Z9UP^reE$lHBU- zQeR3~CuJ@>_Q54pSpLy<&?^Iqo05@qWkpGsr}Z25+x~J>QY7eKwj3X|yr_-s7g6mO zQ~R6!rO!DQ<$r5`&Op^2*=JfwYFM4rOPi+J9_w(v(r%wkyZYOnat5bPQPwRpTMSX~ zGKtQQO3F>jZD14I4i=WF64he8EEz)kT__r|yPoMH+}A})+@kqg{&HyPLt%Su{{T4y zR4`zO>{7Qi`xF4DmU_*w{{Wn=LX=-Cf6hT_XLDUgxvr}D~YFf+vGwjr&;m4tGC7t0jRFR6fC*P^PoA=Pb) zm?^wvQw-~kTJ&^cr%`-EoS`1o{Y>23mhrm?1DK|| z&|YbfmbeQ})XTFas1CSX;*3(7e2ZMuF2j_R%rn)ED&`vSlV;&^(-&!=Y?gCmERZr} zAY4%_kW94s586@Y9ney(>LMJJj1JQ0r0Sy8M|H>wOh(ZTY1=e7#G>3%lR3}}fQMJG z=tqVgI4k+qh1N>_C7gEYK(km2t@sg2VLT;mmWkm8bc2=I9{1Fq1r|xGLi;qyJnQ1X zUVdt2vGa6V3-7f-3E~&810hwj6K1tGvS&I zbmb~^m_4a8_Dhn1w5=U>&@O5cj@wfZ)w#6P>1Li2)(fspx>r;hFxS>E1uHGDr;|>+ zEj)RiYqE!Cwn4Jj_4(RFd?Hn9DUb%}w^@oEwF) z;`Y)t#ZL&8J)7?Wk4xcMJ(m=9#F}tP#>8dO1aOhaNohWJG(X%l!;ke{R*UK*kMYyiY4MMesLhO zMmKY^sM;f#Kla^LC8<&`SQP=8nGv?u@?;+zR%O@PBPK%9KL>+-X2Ma~VEtv~#S%&a zoD;E-=PYd(pFNK-yJ>-F?=bZzCNr}-W_rJJt2wts>^Fw~NU0J`RAx_5Mp;gmR@Fmx zM>=I-7y6ddWBEdqW~kG_r?kkwdXFSB)crHkHEV+(+jF(qj#QjiMKclIl(2O&|iVLA^e}~$t%FQ}wZj=Og7AB8Mey>n!Qb;t& zw2PAt%woFOVA?$*O8v1nqB>4zGH?2o3e;Z08Y_(EKg|V=#B#$UQyCd2gsmtxarh@7}VQqMs)xTpE3kmUAIzvzy*Ly|^szJT$~ECGfPaWv6Fn zn-IFv(uPuucp(JELXb49Qz0$~b=J5)dSam?OsBIeFD!F2bs3VhM4pTw9sTalX-b`@ zwMxX)xpqy$xLYF5IhG=MW0nw#y4$=KtE^W`ZmW*xnsDtF<=a2HbZqn9*uEZE&iAmiDoFFY*mDMv2$h#~iZp`ZOTuQl;nv!@nTjc}iK_u{Ox5@|3 zg0Va`P8~bu?DC3+Uvs8wBTr?Sn+qu2oZrfgqB|dBr-dZM>^XtFxVJ%2)+s|zc!8I0 z`%6z9^MxQkW_ix5(VL>e|u;1Rb-x5_Inu5rS(hO&e|%$d&%NB1f@d?PAM zv}ZOtLk=_*?Fft5OxJ=iR5J95QL7ZB&T`3?;Ox0)BlW>+J|pbMq&}2jlLCsk4 zqMw6UY;U72ImNY@tVM2~#pN-c8_1)hbQafReHm&0011-()>gMqV3{XRuMtM=BwN8n zRq|MVPI;2PU|T+PG-9)LibJ&dqL+BYxg$bPs&m=PlgFSTz=DUK*Qi*qi?8V;$nH zq{sA9*V2|L-EdJ=Szy;$E^1VvTF9g|)=Qd~Db_()K9rkFxd9q?Q8iCbPUo%DfARI_u>$j;}bPd4!CmnJ>5tQQ!vdAfcms=W}qs};8R)mG^{ zHX4N8+*O}+oh<3RcNt|OBH<{yTDBu z3d+mY-)r@y_P5oXtz=y5;3eTV>Ot(WcTrV3(7T{&)E{a6LlW?ND!OcR&@7DWw(18p zHq%;ny`+D_q=4Fiie#v&$`BrOH4_rI3F)h;vg$nLSnpDrX$6G2Cq$mJR@BW_P~Ln^ zfx6^jb59GrrECNwkU*!t>3dRS2u|G+B_>`_w$L9XE@7Bp%JtR@kUw zXX+hcmm9aLcJgp1Fx5g$9E1W-v^>i)e5{HJJrwhW&>60E6xnN#3s;E|EY4YCIcuT?_GFCLX ziJ3YyuDIU0{w2hvGGrI%D*D}d*_VhfFW#%El=o^=LId z?;LwjU26_ui9A0f>FB>WOqI`accZ*MwI>hL<*5|$my&AVj4sJ|S}uJH!yk7)KMvw zB9SuW642reDP>P7PZ_yu(3Sj^aiV07{X12hljQuXPjZEGiHT{MN43aVAM+~-EMU}$ z=B7^WNQySW^55K{R_550k|Ua!ZM_~bEL}qz&O4zj0>eD67_7|c6;#OQUMD%lyt4VJ zoG(trRcmrH#?w;Aaf^{9qS+#BrKPB+c?s<}X$r#yK2?XW2YR;@M}8bDW3szMl@r{{T}Z%bj$%=DKFZL;5nU^fE!!&So9<(ExIl{ujZu zJV9-Yl(e-i@kI*DUJ^v(6E&v zM-T0$nb#tK=L=kwz99C@sY(D`ZVs<0DXB(>t2`Qd#G?c46VJ_=+i2Q8C0d&mg$b%P zW@slsgv4zT<#wURwj1NFO}2KZNX@K z9`e!y;xs2+105N1AuG4Ma9sM1)BC4OdS>h2at>*6p_hdg<{}{L<-M*j#Lmc*AvDmP zvY<`<%6md08UP}rRKxxw&KLGE=t%~Mo^;I1M6_0s{u3NC*sOZ9S{A9zKI;@>b)9h= zm1Zq>+pGe!k|Er}ye`p=+Bs78YNM^sR2gbgSP8Qc&b;9EyAX$s9vY)M!^J%^1lf?p zTOQ8;01SL+=}xpPyS1(-ha-H@^{oWC5i%94PUn1V-O6x*Jeq+qi=7sl~v;g zE&(v&tplwvM$^w*dwRDl)-9W1#%u!;JGiS^k70X<{s+!@IXV<+M@D4W&s(0B(beo^ z;fH!D>JeRoCpoa_=~R1Wao3o5By(otaN|Qt9k{BW39D3)s=}b?)b@+PZ&A(56`nJYnpQ{ub2lMRJ`+u`W1bO&XOcGpET~j8{lv{jn`*pBP7svKfLC9&#C4xOM%D zG^%CG%$GvQ<5%sHnwR~w3-_&N#h&?(kuHUV$3<-Gp~@ukxcag@2qKR93i8QiK=;kA za@|e!lUP~@zHM`s)^Dtun>3?iHec|mkEJX_y5P1I3x{Ia4+?549PYR%s-eiIL|mJ}vkyhk2*cvh%u)bC#19 z{29ai*z}<)q?fe`7!qymLP4NQ_4RB7shaD`;1CN+NJN75^I(UClB^vgTJB z3dRjS*Hvcq9$`C5cIjO{QW94r!;7qp(+-x_o$wq|5BN|GfTk_FbX1m9c8A*}nI(Yr zZg8hSbO_TD<()D5)2@}Qq@;7wzrjLaM1xM>w2TL+idl`;pd+0&P4;x!9&qm}dD7%(slBqW~0?Ya*#U&`jnmY{v7NA-K&Q-3LwnbUgI@l_s9;_%N z%@R{(%Rp6fpC#5%5|6B_DM7YKRbH?Na*EY+ssrGP79%8?iLsUo`217=hg|ro5H+`+ z&mN0BUkL^hg6!MbHwB+*C96k6R1=5AHd18MxZtWaE}Q$w8;$0=7tu^n4|qm&EN;+09EcpL_Q# z#X}XpUNSejn>Tef`vVU88O9n5&tJhr z6Ca3?(67|mBC!t5v7Q!L{{VaIS+c9-#GMfT0I`mWy<#9lv(ppJO95H-RaEUE>YN=RFhrmvDY^*I|Z-q~&P-ybh`OU1&#v|0o zi!4X~0JMu%B2t@EsAx$@zW5gyMmZL)m9d?5@Xu5LWf>8;uHpNjx}Fqtiw;wc!4u5F z?HFl&YR%U~bPnRVR-;!m!&p9s(UH!BlW!2Yo6c`QV+beqH)vR9w$~74T- zwQ+Y#+qc=O=C3Js3M9!)(V8#|PTdh6+El(mT}+AAb4<)y_VC;5P$~@!wIrQ8yemg8 z@?^=W9PLJR($X7kW-H|6ghCjlItm#dD#Ui}yTiFJB(7W1W{3PUPuqx`6QhnEnlbdfd@x{gODk+I# zc2@8Ucu5@|n%3PDod*a9O53tPvUKHH()#z4X@W$bso66&35xQQU0^yF6 zj&=vVm$s$T1^R=|-UBSpC7v`p1DB>MJ$6`S8FT@h+a;3GTh@1sjv5RXtoHraK>5l+g?1-G}9NW0NbnEjNq zO{0aWF&O5V(Bmd>Aap#^t58r5hh8okq~uBp9qHVha56`&<72Y*dh@;z^#pHcj)KK-)eR*noP9sN80% zQn!YS!=-mAGf<;XOEY`Z#Nt&xMyf&WDeHU^NjA*OYq5CdtE306GUPwGbKHOL!;62h zW_)WT6E>5=+m{giYXy%+>Y1N}nfPS|1V}1mvcvxQwa!~vzOri*Lif$Ca@tH5fhn^} zHFYxo0ETh_{h})z?zk<5PT%C(Lyhf-taG~Hro5`l2D;DLPD}NGOov%MYFwvT1wi@; zjU@oY?xICK3Ef1RdIHD5vH+!KP%o!2N1W$GJ94zf)S2tUt8%_{b4P!itE&>)ZA>$+g4GhIqhhZ$K6TvaG-@TFnFCsiT&E#N1oXa% zq!tq6bkjhsjaSnIie~;usm_p%#(IcaBNUfmx)aVg`f}(K@|pEbMI|~=8CjI zj5Ku;fi{$YOSl@u zyr-KIZ3cpcF>ettZn{BYYU1OiT2GR-qr!ZlG&*OmaZazR=omC77M3u_iU#SM=jK63^YuK zNP7gP;mVT_(=0s`5{{CptWOi6Gz^&8#z$o~H2U)rH2PeNz)j4*E+W{M0dH`@UAn-` z+jwb@`C_va`C+TQCUYh`S&1nKdjvQJ{Jh82~N7i^D|P1qiB}5dJ7-1 z{{UI6eHG0wt}9OOQe@`ONb_a(a=~PFIwH)~K91+_D54_Pdk(08)Yc02FTu_D4?L)qoh#za*lEJ5TmApBB@S{%4 z6+X~p+|Ll_HKQA2+fmf6doHV)K^6>v0?=)^4WhI7f}m3->p^XU_o;NL>EXC1WL$qo zuMZo>s_Jfu1EzBBHt`mf+uw4zp4EtwYA9a=Cp;u23ru{NqM;Y_PH_~WTW^yUyr!v1 z2{&D)2ch7grAmB3)>UId?&b-GyKX?0jv(tQJrG6NA_Ln_>J zii{I2OEMs5ZL2MbaZSKd^!u9*Gn}PIHp6GJzg64zTh_^P{6|upc6Ir4d#JYLL_~aR zqU=OPw5G54lKj^?smQxGR-7==0dhAIbKxApiajE7s`ZTMhZ(})TKOz3PLs6W_RGV{ z;QNyB;O3-+15kLXgqWj?2Ic+8i z=1F1cXAzxh*xRJFeN=Sw*8rVdW(Ch6&k zwx_J?!{($(4EGXXeAH}7)eT0u%R`Gw>P-{D6_|8phTQYQK(u(QuBK7IJ|zWZdP};B zCTgSdfkf+5)_b5(qf-5STY}CsGnwMC;Z~qE8#?fymMALlYNPUjLord(_Q0V?Zs|Nn z;VRj^6TM42ns|WBZ%s~(!FmvJqRxVeQ)=MmrO7+QQYPBC6CxTbnQ87yO>K*r8GzRv zB#L2L%c0>Zdd!nv3IU0Jt8eWa{pd;&3BDc*VxH~Nqx&+5l9&T**EmoJlJ_Y6eJVuR zTO^Yu?qmAUoA)T8Ni7b5b5U{ApQ#RNLqn#3L!+RCzM@m2j$cs#qZFHT)0U+I0jEab zQ04~aNEMNaj_C31KxXG!w$tTk{c1Y5sJ6|0J9L##2~OIU(*|PxHL5hciBBG8 zSTlxPm2B-^M5&EP=;lPO`upl`5_Vd0ciPnvl9_L9wmmjdMf67$Z7;baXd!{Hf}#VRRDGtV?ZqX?EKV zNRCCF#B5DZO6FM$L5`_+4cR*oPdiGi6E<%1jrdBEp)FBjRE?ZNoG~pSw|^p;H3aPT z*=AQgF5_pMj<*3tZtG2hxPuEadW9yr%)?I0JU7jg?7yTwKHA*kxni5EVTpEL&F3WH zX>w!RPr6QqA7iTRV7p2>s~20Qy2ILR+oZPPNU5}T1#R*BDvG;GoM;-)RiA%Lj4HPM z4ivO^Nq~2dE?fJNRPAD!H0_q$H!Aj+sENO1+hb{QlxlP{)`iJ%Djysm%?^j zv)4k>wmC`)5xb@!^-gWT5s3?JmS6m3P=T%0sj$#I_=DwdSK-Oq$g{lSa}sMnVsd%n zsng_h42zJsi-X6LwI0evLT^3|PaU_Dk#9$XB00K#(YjHZgX9EO+j5ILMj2pW4sFZ% zCB^Y4Snt8-vuR2xk_|SrEzu=WiAVX_PUen})|DwpXk>)Wqc$OLDO0*k4kMKbX@?&H z$)x9vba_i-h|1i3Iiw@)G14vWDyy5XH7o=HYlb>HJXIqa(^{(Imu22~nGLQbqvBLD zRA!&6O-dcj%P=swM}8$9#8!8-$7u3!g*Q@udhGS3ZmC-sZ>a_(?qKDuCz}{JLM6ZT zCMp#6r6#l{930=q7F1OBre^cz%OqEI!rq77k#gU8wjo`Xba}C!IroeNW=AEw93Hi3 z>si`>SbDAbt0%d+snQ3YCcv^>H!0bvF{y;P?VVdhu3Z$aBe`vsoCKN;an@P&)2u|f${FM}`nK391_ zm!n9#Y1rnFz_p{5T;(-c15Gp*1Ec3b9*@Si=RsE;8bzQZvCSU|WhN^0=8S`AzoVnq z5?0L~AkAh=s*jxo4wW}8DJ7nnct^qPlF82025+p(=J~}KsJWsbEn-Dcvfj5|cA#Vo zhHaiG_Dja8+G9JWYC}w0X_}EKEJZW5!;GTVD#YizpzK&8&`*aYl3BU7rJ9u^y|H+T zH+IQrwlcY`z6bFnvz1vHS6L@aG{~c*uhNcD9cV*M;UBcEHp?F9T((NIGnv#G|>ORwh^`eb6bYQ|t>mZwR4Sk(Cy7 z8BNlqm?m`EyTMAN((GCgqFHr;6KRaiKh_CYV6)FNFE719P;ROZ>#-u>z<(y*Ib z(b)2iAGV6a8@*X=D+FG^DIxo4{gs4wN$muxEVu&dCCyID^|4VJE~2DMmr)cb`dVxe zss?9u5+qU1>LkdZj!u??O7jx?-%0Xnl6Uo7<#UNk+SI=%1nQe1q&ujTkulcEB`f9n z`nC;4PcPTiupkzdsu!e!Zfvtmmo*0}7fU*BpM;jtXIZf{kF6d2LP8}3$fcfEO%T2b zGZMn?ny)f`o_B_#WR%e6rdo<5zZqDh<=i+OLO&6x`ogYn+;+{=c0R>$;2}CYbdRNo!p=ePk4Nt5Apmg7)j7;V!3x^k{Xv?$zS=qNq<}shYf#RR(6nbNNcr9aJLGmpKCGC4m+9 z-)+2}6{o4}dsvYR`kS26{FNzCDlK*CXRPo=EW$B(@S7=$Yf^?enuC@P6tcx?DElZ> zTDU55?aYURys!r-L#c6iD6K9yCA1!99co`3)2a^!*_bIn66<|}@$akYjlinP`&xOA zvgY|N3SubQC)hi|(jI9lR9(KPF#8iM1@|%~9Nw3SZShm@%T=(!vem{iaJ6yzRP*yS z0SAnHrzwZblam)~5=KFC?oj-(^5E23%s`R2ABjMJ!fK33YBN&Q0U# zY2X_rGk^S43A%)=+cpHov0dL(Eo99hdHn()EQNP@MyN4uJ@W^O%T&2SbeZZlka$YI zs_8TivTWK85ARZ27^YIQ?2N<5phI<{uVvbHSP7GOn>}VodKF}&`&vnZu$;J6_8)$g zP%#Oafft90=J(u|uyt0{Dh|4Ly>Rt7j)`w8ECfU#{{WFK6j-90bI+SPERL^el5i%Y z{zR5^iQFo4_MMgq85N=>+Ew_EN^9Khw`jm^9+fenx}m6A+R3`xL^T2f*R}+Tb0uQ1 z)Z1E8H?Z5!{{UHkegoe6)zCUaG$!-S-rrNWM|^u(JIfa~*BxBbCdQ$fX8keJA}#`g zo7XX#LDtxuOJPcx&en4?FE&A&yH|Vf?<%U@Lpx9zfD4%}v!jyeL$i~#rCd*d%2UCD zxNagIFK!uCb#5&CGmmyw*C299Ly0{vK*VMnd7)V3g}10W(6 z!&jWGW#(EMe5rwn7`Jt|Z}2K=tEBB(mTzdD^~2cTCDFWQJ<5HxSe|96Y;!d0$7l?g zmEUDj(4V@eKQ{0adG_;`mk7a4$1G>@#$@fVnhS)uGC*O&l{YRUyE9g5X861rIu!GK zc!3P%RJP;Jnp%GOp?N#c=bGV?8nd}Y}#Q0lVHF!38YI!fY7T2^jILTQn4R8tc( z9D~(X7=4`fjpLI_=ql;iLMqEf$Z=u&lLt+9MxmX~`&fsm+*|wHRdNM%=$LVvO1952 z-1RKV*`W?ls*FqSRd{1{z6ztnzU5XHw0#^h{{WLnmn)ebY80=7@AH2o-6__Ik+ANx zRoOLCVmwamHfUuefwFjXoFd@K+F5sHpRBy>+a|!7X=eRO4Qz&Hru)WvWKmM-?KPwA zyLny;giQDDh-?(G^4OE(Z^CzNy z7a3?x0-`jNMw__`R#rO7YLBR$taX&tE3Bndt?)m>4>@P?m%TGzNc`4^1N-ipkB&6Hj0EmZqjo`w63lsAnQVk#x07G#aOD2kuR5<4)Wfdg@C>XepIi zAu*;3tRKy2J?9{nO%hU!1fK#)MyGWWBvH=lB9TEIo&8riTH*pLDPj9KDv8}jxysWJ zUHUu8!8F*?W$i*vBur`{O6h*St-({v_4RHDBY>)^uic=gO}auF9BmavP`^b6Pzrno z;ITrNcI|ay8X$_1up$$%(~htt79S-zVk8=9fUP?Z&Qz5Vv{El#8j92iW?8)|ZGj*q z4p2#hb(==7)* zBKFJb$>07-1mD!CA+Dx}Sy1@tnfFUoDU`vMs(d)8G=N5s2p}Ber6#UQL7Z5cfZH_a zcu`w0*I6pS+dA(#Bv~0vqn2pjcak>!>bXvr8)^Pg&-_6a6<$!9yE`y^(Nbm$I(7nE zL$#!uYmz!%G}ONx(?ZYj)7qe$Xj6`o0i=`BNmsxkomqb<*1ynOtH)Rh} zY;=5ZTc=B?yX4EFDs9V3vUog*XmyV#9+joTUkBv*vFTZSFQY@ObALFk9vb*RC(Vya zp;GH*?OW4SOI>7u?JjavV@Z_GA1i?_(r4(o8DO3p2p9$ans(v-a;iWMs3j>FLXe-NqFWd6>wzPrEV$QEN;A!TU*W&rc9o^~KtW~ zNe)b@*6}h{rXW=M&8&+i1Wb=5Tr^mD_r0=tz;JbU!XqBsBin+h!$nLZvZ0)oMx({ zNl;GH-;q5>C5&~g%Mbi576<;d#_BOuUQJF8+iA0}bW}OlbMvHpaupU~r$yp0J~VVw zS^iio>s~=~ty}`Dntj%ctTj4e(jc%jfkn*?m)<%lQ?hQ>;Y!S_U{aI4Pd+w_gTfhm zIeQ9aLRqI?CPD1wxddFhE#3b5#oKSTC4%4)wZSeA{*|pVq*Bb;G6i7i5Bu#a#7}`+ zOm>#QBwCS{ye%VhCyhd#e{9!e&hc|pNJop3JP9pTT7FwQc#shdrP&OeJIXA(r0r#{ zFgY;`dmG)g&!78aw+(ztNwNbBJC0apXxtfR8*E6M;md3{yix3^fc%Xs5D*>BgN^3y z>;!%Rlq63YcqQ+=tohcec1^=`W)LO!K>7iLELZ?{U-G@RaN!n_)rn;B+F z zk6a(kR?E~hFXM{F`^0uS)-&97i5WQ-boKb6qf&~h#+;Ujcw7nr&u8az&uInALKP;7 zodp|Tryu0&TFi=Wp;dK~&rb_s#lFB0JH~4oJCV2epf&)0WD=Uwnms}+I6Qw z_Dm6lBqv|OYjYP#CQ%wZBz~lOKdC^(iYi{SxeJk@<*gxOV z4+<+gi~a1H`d8+ty|9QQ6cc2dNE_!sJSBTEBbs{fRCHf_8s{x!@3~1UDzLwuna<$K zNOD{ymz1az6IX%Tq_vf{nj9HKJ2dVk&!#SFXph2BsqE`?%7mR>SX!C3`*c+`cMs;Y zz%E%TRY;mKFg4Ic+9DsEBPLnO#^ z4(KN-+06)bk$6!UQ_1FsGyN1CUnv|k#babM&%bsbPWL{+G_j3Nev*eR$M}*OTVUq zNNBX|G_&L$qC~*zno~oc4K&CAvsw>o7O5l~N$@Y!o}z5!oolSSp~*}my3oGK%byuQ zrZ7^{Q%xTfmB16cdsG*6f%`d01bQdF5A$HHo&Nyjs%ZK(0`P@gngvgWqK9&qc7lX@ z=>qkQOASRCq0>^(ph+~O*`^KxG=@^p1CFzm(YByo7D8G(mUj`gZ0MhYg0isn74(ZgbVY`dQs83O9DMOl)Cy!i`u~jB?iPIK=Ic}>!nv@*^m_M?gmmM-REg%NaNi?L} z$OcU-R1#A3tUwb&TIi2mItim2kPKU=dRkGWs!0K^Xw4z6GDO3pVn$4q*)dRJU_Vgg z3)Z@;%a!kSoqvCY={;;%60yi#}a zW74QFp%&v-Ecm}#yuK7RmR#;jGOfDO^y@V*@ zB+i-?zXIeVGUceI`%D6$sn+;_fU~LAMT>wIT4HRbPV+KR&C+*H^psYq*&d)bN|MuK zQOs@?nqQ;fvom5vE3UMd*6Z;29~Pgii&Qd=4%=jJGQRFtX)qSGHPy74x)*lTiA_M~ zN2NJ8C{BieezFTYQ!$7Yw{?TLr|o5vCK)1zuQZSAb9($aF$^RyYk?0Z$*^G&`U7YcdS22t$vwsK32tsI#< z%6$@y#I%zJ4`p3{3tmImD|=;iEvOCGJS6Z&h?q)im``t$V*rQQv) z1Iq0yS|GH=LTfXk8(um*oT{c`+A}0zVlNjId+J^qe{H<`yryk0sc-oGO{Q7(X@+8S zg{O!wRZh&bCuXvi>0LVLa*97?McRyQqYUvlwT2ceG*{jSpqv5{(7jG+rkcVy@ zT>>x*Oj0dmXPRp6ZkK40HEhkS=?%rBa%($r>FcIu-+hOK!$#54Z9Ej=WCH!2McZCr zqB=YZ+Lb)~-0YY=X&V_E(HxgUFK520cLb|AL=f$^}}&m-Mi2gXR=cTJ&P;{MZTinT;Sk` zWl#fCg7F#4me$TgstIdG9q-LW=lM0NWo@mf60+t5TsldHrKhIBpbbIG;#N41^+%(n zkyugv$_lA|OG1raW#+ahi6B z3GEf%Wm94S5e)#fEaqRPvQE9#!@*URI+oj&(`z@z9??NvZ3NNN{o*caW>cA=YF#jd zs71|3FQUlvR+CiJ_13KQV+{<=(-i#|i&#s5yh}imrpt2ax-{gmmU>;mK2ma0QgE~a zUBc$A-E6vwk3u34OI-4dVp;aE#ZF{8unQg$aH;b6P+AM-X2^_3R92YCxakL|T-c*k zVi2%3?O3XsgAELky`m;AM2NXc>j#y&{%loo$&}r|_gT6+Dc;oH6E^_Mh2QF1%r4VZ7G|27>WsWG9NBS|c4Aum@JqLOYWORY zqiLC$$7bDH#6(7WqthjdT1Z2VT12EJ8cOV|1$9@fsPwHw{ZzCRdRC%UC9V?Du8%q^ zKZ{E0WY^N8(zG}~-_YkpXE9g3lV3`YN~)6(f;1H|PNMtZ*Ewq^ddkUC3fb1Tvgs`} z!{q1?S!#=N(ye`a;AIn>OAj{H#P5~%cyz2eiAk=a@!SRVtICBnijySlwWW6zav4doYTMSk58?-9 zjC9l4du0-Cp4s6$24a6j-Vz<8La`mMh>L%Af6%DPdjVjcpwz$ z>N<_rZD#bDa?XXEaY&f!28x45S_&|GmDK*QCV#4$V8tkiYJX*39~n@|4Yf8rA&S1Y zOu4BFftG@c$5I|lqz|+y^w4OhbX6E68U~2cGQlY%5ajVv1%ji*qo%>~mERpy;xW2e zqvVnWlvd|nVXjdvVYPN@Tsg}O!Xfn0@-2RG0RYyADfSR}paVMI}ciVSOq!TZ?mloK^lD z_nJ?e9+jTLnpA4FnmRw4l~1TtTYO5xrBlP9Ep6o| z`pyi!^jm<<(5X($+n`om6{VY`3ldFOWuoK>N2WVil#(L}xj_u%b-Q_Y_mFk`LpB9r zutCPr$@e9)wZg);nrfeZmWe@Qr(e#5&{!kX^m}BiYOPiYku#fZ&)N8uDUNUYI_D}*BOBigB4l&P5PPUS|3{>>}WFBn~KiOZhXNS&w2)$u=IGNn zlBVpyI^SE)6PDzGWZ_cqeu=x_wqLm}m2`|E*_q2LaJw@!9DAao&WlV1;CgB5ojukb zDuX;?jo*4f)Aq|dVe5nyW+S|(T#8a}IvV<_OruZF7_!K7iAlrlNRz_U$Owhn-HfY2 zh@Y0DOBT|#!z~dZ;8YSJm4Gtf>2&%9i+PXvh(^1L3( z+iz?w{t~x5ng)(o^PUg;>?@f|ie^mpOkRcEti83El+k#DNKaIByDHX+GEUW+Y3*?+ zUExPB3U%)=tixBb!$j^QX_Gs1jE<1@;Rq^8O)7Y_X6D;$w1`VA4jwMTw%K5btU%Wr zsExmL6%>|yOpjXO<8hoz?uFWNSV5o)T} zY3viuhG;}Bx4)OM^{!soJ7srD9Mu`nJ}YtW!8<7HPRg`k@Q_;#E1;UC4r>pP9+j=f zTfDOJQrWN3UR*$O*D!LFFQsxYA?9 zbIytuX0}7Mb;r(vk3uG_(|Nx-35C6NSX5E>FOCRGN+aDZ-60?~ba$z=Gz=*SNJxh; zbT{n4(By z-M04s2%F-6msXComv$DfKNpmq4}E>!a~~{vR=eL z&}*fosY`~$X|q**+(`;P)w~4ULDrfY1w)B3n zBW$=%B;&ww?f5JK1Ui<6JlVSuN-6K9zMViWbcnDgaqgH?%`o*0UeaqAzdwBtWFWcQ z6OEAL4;nQts>>U%`0m$Eo6{Sf(-R;f`QhNP_NJ798A*;h!0qMovqre4$h3|@#8IHp zW=XMk+5vMto6Urd7>fF1EySaO&CPb@3*MgoORrN<(rug+FMG8~wvYMv>?Hn>stAo# zA=)cd$n(OQU>b!w_bjKkByZ8^@rXn@G^o)z3|}*I_ejJgdCgy!CcEii8fcUtb%ZSi zmRC)i3G0jrX=2KvEjNO`0nL@AE}ig87T>v<=g&>^lQkbnwjM&o8IgufQJ>({uui?X z;6p}_Q&oRf%Hc+n{7RYlVq-oxfPM^!o+z8SBvm-0xA3O~QBOw!#%{gD4m>J_`|tdaW4E4C2F z0Vjc@oZE}{u5_cXeY00~{o+IK@dSlNZBj9> z!7Y<;2DkKd6D?ic7b+igH3_~aK!0dqx##M6NZ3ee8D`>iZ$52OJ)0z_VYZUGbe4O? zbbez=0XR>>eo&7$fDH-k9WqlR6jH2@D^r{u#>S8H<~1b{Q2`Imb5DEl z{ofx3dk-1fiFL@W-cgKw>|hl8*4aC@Xk%IaDib{gcj|^0n)ifG zJLINEr&-N|o7I0Ct-1?H>?!lB4pGQkFGNFZHfC8Pm$qhfeinez9L0(fA@QtyJ!@7s zPGbmNAW(qVCX9+!bEjhPgrKH7Jv~C8WzW>CrwIkAK<4;ze`bIOM!tPrRb-qmSIPRW zg8RXQP^(TmkqlLXFJzal}Ru3M@+mK&ReU)!!NRYQ_X?>InsW7Nl#brlcn*~ z@p_gB^V9(gy8`H`9qbu++Qiu~mWZ=QCnvL%)DCReT);h{#0P@#D+Qf-U>A~@lq6VW zbB?aN!?=OC<;upBU($|eb(afw(M%VEwG*&q@@U7Z^>t0_VOPOF=;7W<7o2nP zJ=|6=6mgJ`o_>sFqoGlq-rA5)qmSNm^Oj7>>mM9Ze5o_^`9Xno50lef-}!M>wPv9% zITt^#BJ7t%N&~!Oplpr}%00cf>tX9DLlDIn-?}5D~2&|OM zY_&+x4{Ndo+y%YS4g3f{U0b^=*UyrIyg+RAfI|W~GZ`v&@WzsYYkV(&7R3+}=>N_x zb;q0P0|GCsvZk%rv8I7Trvi^*GogE&P4*y3s3?eQT$!`DFPhV~_~i(J~Ls&2FSp!d;P z++(CU+{bn1n{$R^x4BjLw~$i~{fuGcp9YE=cxKv`58t}d3lEklH3p^#+6#T@BQZycI@iBI493C5kfTUgxg8>I0#WcjPETi~&w0(}U@O5)B$%l-h zh$k65G*8xw(;QQ&K37?feR|EMJV^NE-i^d~jJ7qyS)&jxLMPkzMqNqV8G5SPPBXNh zf|^)W^dW5S^Ox{hWFYGHDy>&HvFd$yh`NaVGSFVgK<-(p+t?(Z6*D(|MQ*lB2l_`8 zzFqkxXn@6Kd~Z=u?I_+85{7a%>3rf**^*GCSYe%Pa!l#GJ^G<=`UeuGqMn%w?P;2m%GlHFWm+J#4SE7REfqTt#hY%lMe!MZR^3HMH$lKuX7qsYM!= zy3SBj55HDQ+xl7z8pL&@{{zDJks!5!cdekL#LMc#R%>E>&(Re*E{J2(jsI@2i;S(a zG>l8L>j=RL!(2xvn}!4BdGD)?xMg=WW_CDHSY#QylNU}mdDHRRvm{$?mG{rJ;(i(sN{Y?rk~8X2P4 zmgOqTJqAYrg6gxC8ySW8eCHVs;ALw4L8Xb@h6W$o)KT$yA*q)S)sOlQbiyVNx{iUwGJ>sVwb7(Z7z<1dKB?0A3K33K$aSl0#jQZAz4!fTmhJnUq_S$LRW{cdC{2HLEx`{SAaMBT>yrJI+on>jC z_6Z9uNne4+>TBn8mAvru^`>NU(A=kE2aSenXI(1y2lRipO)q%G_t_F60LiH0TWcr{|`4a*7xDpPbjx(W#BTeQ|F$5@X# z0ScumBs}{WG7&&(bhBSz_xE!A94qN9QarMJ`Yv$kwKYN3C8VhuBDQ5+_w?cM9O8DG z$X0C|OrJNeD$l3DY+u=g$nheU(}+^T=)Q+{-yN&okH|s2#>q>*#K+PmD<{v2E@2~) z{iO;lMYZM?`~E^fqS5PB(BvMgbzojWZuS$^esbsJl6QlcNH5bEaTG0=B)8>dpCa%1Rg=OZ_B!B9G_rC^z>Em^>@Cye*f z&x2AUO0`&_{+q>C5|mWZ&B&y}*Y`p_!l#4pJZ4BCSF0cyy5wj;dMiEamEca7VQMO| z0E;!c=$ahBUOnofDH$ZJ>c<5F9N70FS-8i_D(mT=*{9Xd(L_?cbHClyPv~&+ zE;q-CgR?^9k!Wd@LGmEYL4#;#gwxzoxpR?w7RkTs>MJ;~XKUh@3SJK7HT*A++X*?g z<6p3Y@-J<+T-SLQImuo0zYz-3UisAu<=ss%L-k1}FA#mJS-`|8&rysLYpPS8w?i28 zx_qds-cEOk^QGOZ-;Ql@jtp706a6X&Ar5~|wl?CVzP-kaZ!!kgvuUQ~2W7+MEhx(9 z6V8Y%BA+u{A$pRM%_VDYRlf^&nU1hAQB584WgamIV|tuTv_3ElQS68m$ipgO(dN(4 zD4%4chZZsYkgtCF5f;nTe@5qIrs{V7|_Y~9)sww7z1F2 zSwU@%N{_%b(UHz9fkHokvJ|t;MlC~%UaAmcY?c=STfMsz_*mALSllZ<5;LU6solx) zH$perMS(pT^8#`E$#YTbu#Yz78dW_Eap0(yb-Eq=VWSl4nWZ4pv}_)Oiopai38;M= z414hPmJytjXd~F@Yb3budy?5Khs*IlYI$>l?;3c-*Isx{74Q2*wdn$y1uEAmP{J;G zZj8}?Be*;;yOXlii=*;EgO~4khP}q?qF+*71zX)qj2M{V$mw#Hnl)3?U3&U_J8zwB zKHVi44T;84QI^-X+#^W8Of3&J2r;&2V^{FA4mFx_GAGGhw8IOHP;>sE z07_AHOMIJ3yBmXHh9XJ6P0z_MUgK0WRCVu?S;HUw@&@RuawxQ?wo&j(Q!x8@YbK63 z*6By)U@wgtk$Z#Y=Y@>~gFMw@;rSQ^LE3b4GZezN=jtukin~XAhS2qmKzr6yd2zvQo={( zAYzYGS#J(|u@198hMOiHE^fd!()o^e79ck{`-wKHaF+OUQvUZBn4R!LLMLhp6hb)= zvA6Z|`|I_3$@7rMAi~jr$vRS-{b5qV!|6JwRS)kk*or2xzY!)dV;)v-CsWEOqbxQv zk_AWi?Hf`ItSC?{HagKtGH;Y8W|BE;7Dz*VThd^eu*S022G{mg|9QHYVPQR{IG(65 zOwbIe_*OG2 z;d>8rrcPp$MC{;Ga74(fnUo|eYfW$*F3pCaU8Vy&X``TG>x*$Nir`U@iK&$r? z>Ot}RNIe3sJ4p{l3OIBl2FYVA^xP*gg_)A?!%}4Hhr@zTKXY$+E{dE9iAq-8Q?pWv zK?O822+6ygh^AaCg68me@R2MBVpus)tM>LN51R+|rAC|Wm=Egh*e~WR{tv!Etu~_k z61T%N357^!agmMeDmeTLv}E7m^XkP_+QPLKa~L(tI;JKaUao0-$}fy!VI8g>RTi4_ zqx!#~?fk`lAshyzrdi!xT9loA(-rLy)QSwA_7F+~N?7F2;l|}RVl@{JgeM2`bsInl z1!XlqbV>uZW(M(FaNxDz?S$Ym#*|Y6T?u%~G$U#0dG$~y(zMr@*D0U;&(mpD=8m70mZDuPB1}rsZbr`TO3PG9&|9i_eb!tV;;`7 zC1IM+x0O*p1d4qAJLB%`n1|0^@wDrV7DUXAg#|wj1keo@SA(eA$-<_a4RMgI!>{BP zIS=Wvj-TvGxpp<2t5#F7kmB*)CeGR<WwQ>&XN&jX3A{`2WJXec3QiH2uQ zT06{iEH0U;QM@VXdsW`N zYv|YEE4v32ixl60_LgRuYo?0*{CZDBdnqM)!cF-FS(#Zc(cQVxD+(ut)3a=tTjgmK zjw6Nw&MH~+fNgG%m;%@#oA{vYoIcH5k-=w)foAV47^wQ;v`g8lJJ}1(kDVcYbS4;KYNbLHWVDaEK8ksdSf{i^ zU6GZn&@0Rnu=cY;urxT#6T}!M?*+Z$QFU|F;)_Wq*|Ndq5kPN<%lNzUb98GUWm z$yj}^dY&^?5_^&bF_T+gWIr%zk1iJn>%eHrAWI3_JsX_$(9G zcUjTC)D;F4o!frmaLP0nFv>~)y7=EBxP-)!V3#qf(=tD0tJ-}F9D#WdEPlv(>Z8UdS5v=$PRu<~Z*{(_K?t3bD)a4gQld5BCHCN%893wwL zz-U*Q;y!;|4y>rPQu7k&0~cNw#1+A%uQ9ls2l?`Z7w@->*$X$2E6J~4sE~!L5Sj7G z)8uF7FEljJ&cKPx!*go&Oi(lO zqIZJ5sJZ7OUjiYyi5U0Io3tQWu~t@gzRO;&AhFuIq;f*kq%M55X9GOOIyoLF?^@k~ zyudZ6N~op?L$hRcapXD63-@Xx{s$XE8gGw1zQ(BcG?6v!fzPg1A+_yDF_2nj>ijj9 zD4tLbtIfNE%*S{5w8*w0iY`tJbY&-7OPqGiqe0Jz#cI(Bl;RI@a!jMlOyVHv^@kyg z6bUAwDJ*aMh#Vk&sUI7Xev;;mNBX}P4y<8|+S3I85ZaM7q6Us-)45J$eKh$rDunw} z)`T-QIB9D8B}pHO&6h%~^~TQYxO%b_+?QLm_@)g`X-8Ac*K5PiLqX1w66#>?8?vF6 z4Gg1T<7*JH$Sc{Zn%;S{XG8kdt%9>>4ned;tWl~f{elwTrX78%fZVSos4$Yz4Qg{e)fjFeO3m|(G$IWr=Jf#d zA6QqTx0HWih-{LY_Jfx5zRO%E#?B07qJ>IdrB)Y{gELq9^6vP_E5$d)SsmjW$DA3L)CGJ z#AYqD80pxc163Secp*_ZFjP5*NLq|Mj7H!(4y-L({b3(+$|Bv@`0mu=o(n{+&OL4y zq5-a~v|!0TMrk^S)9D-?ZAQ{k0%wC*ZJyrS>f72gdACG4KGa!j;Z?Kf%Qnx)Xh%b( zc*#_uMk}fzU_U9BQ>~6-v|mr|MIg7NS#k6(ok@>YI=>N$1ruQMzY$V^o^ZP_=&7_F z{o5$zA28ba)Q;K{mTzNyZI+*Y68rO;RH(=Dz|n(TJ1=AZ3qtlgA1GrFqg-9%y2&*_9MA1FkRA8pny2_ zu}y**isM$urLBUbKdK#Ft`i;g^(Jv}Z>lYqsZfAT-QelRR9vuUt1pPm_wz(qGAJMO zMX?nYcq<$)r}iN_B~myFeAh2%Py!!Cj%m;h$ zLI_HqFV2#Iahy$p4i}p+C`&UX&SF;6sal9P52Y+}c~>lcVG0I))VcK#G};)#B78!|7OU^je>lau{YdHZUN zk~D*W!fcWEsE9Yd`xSTl?DJK?cM)~J2Avx27k?ps@A!*A3Cg!h6L>uCzezrJ$1K<` zb|?bv?|%mNb>y9=g{=-a9|4)al)>>Yyj#)p1mxo(WmC3;(eu!T1w_n6jGQOI$5ORK zeMhpD4igyP=-gW9Lkc(xF!yZm%!pdKT0N267Gr!xZbTFUUjX@NOxfK12AD0TVz12F zDek>l@LT3D7z<0>usoDnaXjU~G7)BRnC8*<+~%6we(2kjaxT}VvD2+pvzb)(`&Me5 zQxPf}rf*4&LOrVb*gA+VPaV5BtW64`hiWAwV+;;fxt-v2pO~E;w>6PFm#PbLUoEXAp(*-?rB@{_wA3@aXd!~6pDT$^!hA3I9S}w z-ptlBkR@}CB~v|lvVub-ONT2N%W80j*K$zf=Z9s&l5nVTE7i*Kj$Q{@N1J&kwXiF? z*Jtfxhc{OSn^_PR9gsc(cDfvA_?9tKsA7J5!EMgQu7s3>^0)!p-sijl3R1-!y0gHa zRW{*&(v_ZW$h8miG$Y!)8?OjBWBDkgJY6wvy*h2=ZP)Uy8pR^`?WIxpp-RmbYZ*|G zbTxV`)j=eyqm}R~g3-~BP8)>hGpodA+{2jb{T7!y*LZs)W|^q#P&@7$0ZQ=&!t_^9 zmrQ)JY544_#MvzQY|^_NYk&JV7?V^74j8A7^M1OW0tK$J+9c?fBJbiFk}5=%tMy@H zX@Gn3QgTQBCR8g}G>S-a+cS?y21B2#?xaWQTLXQHz5lTpS&F*G1=^-?*iqVB<)tq` zi)HVvpF#7j=nf%|wN^KjH}F@I86-X`S-d{hRh1(Q>M+WocjBxX5cYvj^3p=1s{s*` zxe8jxJ%tlr)RP%=*jEydyJ^YEGA`&CdVLdAOJ)QbIg-5xki=g{EI(Ek8N_^|mi0r^BWJfFZs3W{gLLW)-sIxEM7dtX)tWUsT!tO{JF6fAJ|!k{2DFRyW! zJ8*iHbVWa)2$x@HB>nm!Es4dci7nRHqNgKiccAW`c;{T4(3)#$Eb(26b?w$tnDbyS zb+?Pj&w`$0ZllnzU92WAy1jS2p=ww+K_h^B;fldZ^t#7rT09t)%x%+8tu=Qt^0KS` z*5{Rdp^5NY``bXCxC_(}2K_m9p)_w_M6(hpif)s6b>@0+#2D6ma+-bTYt6}_k0aTw zqp1a9gngUmw2y+v>@h!Di*iKo>@oa=E6MdjBVS0mTWVsd2OHSK-ZMl-@at1KufUfN z7!k`w7lqO85(MX**UqAWNEZP9kbuQ&Qh|XB1xOc|s zNXl1SWA8p|Cvn%UaBQl~YM~lZ&dBQ{Hts3el2qfYV_;&x)z`&>Qa z9FqB9q2B4TM`R9LTM8nKeHZY+(U)dv3Lc)_9lW3sVbt2i8c>ZdE1QoStYSmAtK0k< z#1`Z!a#UQHbS@ik%RPqIXm*cdZbGqTDf3l%@nyJYcT+v!H( z_VEgb{1NzDpC)1PB!ZppPapXYBrUBZb_0)|(`5o}`#cP+M=Q5vez2LaBb(3Y)(aOj zk1N;Fu-W_OJ|(Mn+<=j_pdp@$bL5Dk@71VYdx=L(-I!Vt$*^d%la3blpH)lU6l`UK)7%BMuz+F3X3g~ia zoir<~7F)MrC}N?&2}ilSQ;hvt^|n7X*|CRmMPG{J>Y|iPK8&>c?6gQZiNP97>|(y| zjOey6MwEc5Tnq9EFbmwA}f(1ejQRjZ8U|1Z74W>{nzDD$Zi!Z zdSjN}WHT@vorDlThhJ=+XA;q~Fbe4^F^*NqMnT~Vn0SAqJoi>mMyktL*VR~zXZk@c z2)7ame%QijQPnj$OTMi?f3kT{d~JQT{P7;H-zcWtNTuR#h8*?kezV}F zX8Gkin+eXeO0I<6ARc?01`jvEi`V(<4nFFU)cChiYVWg(hPX*KmSUnwcS5wf_XpHw z%S^MI9q^++cnX3)Y}}r*8`6z&(TzGE48II=UJh^RzK%1*R@=shS^GQxv~%~A4Whzc zVRGseGU*`DE-$o};BdmPDOXQDBrdjA6qMlazrLvQ%tK)&rE3y{eb74I-V!$WPZz^eRmA6`vyPTMu7qRXPB<7@%SV=%qXGsPWj5IKJRbs0u6C~&PI z&P?=4uI^P2=M$ROXH6yF-Yt|<)T@(oK&|-&%Eotcv3RrEJ&4DCHBlOJi(A*s+HY-V;zAu2%DMU+j)qu^l zNNesFg5fs-)YE3;t4>bonAysr70@oOXB6z8ljKn|nO=v;(IyJn59E4d{ty?U_>Dk- zZ*D>g^r9o6ymb{1XR=c+pbi&{+pV>}Ck6ULPvFl5YHB)S<|W!-HSL&>5doeSDUNV- zfy!EwNFJS(q;JC9Lt1@yR_Gt=79%}=bR6<@XZL99sM` zj@(cCI3D)3RvaN%?|6fV@Km-^G)APb?>Y;3+xi$gYxtSHo!|jqJSfp1nZ7ZuP4z6i zb!N^tP`PZa@ndRwvxfP~Q=y$u>tIRv*F5qIYYc(P5W;d+@kgMP)ecqva8%9J{hvP` z31ieV6DZ4hWM@7&I&XU~xz?vFLWSrxq9u=H75%z%*LM%Ni!Zptq}-AUHjPHwHrnLs zCZ7=_Q4={@M8EA6Vr5dSNSY2qA|MX2AaXmXoFes_cZn1tTvIy$ajweNiq}rI6ZzIS zo2oceE5t*aQ{usTG#DgXAQ|GhFVP6l1B*~ou?d|c@nEMP#6D;9DQ|B0AXe~>5j zI;=BOCAahw`thymwu7$?bnHPSRLDF3T`D+9i%dK;-xf~*KhIQ22|LmZ8+U~@U5I+t zU~V$APy1$QG!v?MHjKf}@GE=q;kpwiSnq1REmp~NFsiU{wLQ4ztxL(o%y3WZRN`+0 z{FvJW{EAAiX9M^{u;TCdl?h>jJIZfo8j1RX^2okMnk<7rH0RPNS*|O#U=TGVBlMmX#q14{yJf;&lNkQm-tRlzZC71M-SHs-D5nhIrlSA~A z&CtHEZZ(c12?JHjY?XPtX!?<}XMhs%-r~Vd=-e)#VJaF|eHzN~S&voBgZ<{aJuYb) z7NwMw1@qxpcTck}d`XC!bQGthqk2pM&pnVLY}Li0I=Y}A?vJh%QRx18kXKr!CkWk_ z<%~j``9jH9kr{Qz`YW*j`(WeKdcSHSC!Y_5$ED;_r_PTAV(v#9!JpkfU`)`-%n%tv zSbb~J=4-H`@-9H=vH^RpxSe8sC$Fjo)9ZB7E$wnpgo!;u!N*-aKVnrZi6`n#ce{Q` z$hv;ZC`7O(Ru%XVeXrPq!sffRuXz%m)zepb8DH}5)Jh?pcosEWQ4@2wv5q}-b01i* zaiWj-rmErv{J?)J^vATD9!+Mxfog(#MLx|qpe}c^BKNP}jcGxPefPXs^(g|sP7uYl z?VDdBqh+NRvt>e6bQeHuMYKhB`umSu@YsHj)mg2YogEtomYkuHL5!A$p80ea9pd-- zy1N>DO1hfKMS}u7tV(qP{A!VCA~z-pY|#syKPfdpAagEd0fh_!hh@TRZdvVZAARnU z5{}N>mn1tODE7<2*L{9Ha~j8)bg^BlJQCgP^KzbY1xBuB*eHb6^j*uaCH*Gtw^5*8 z4K`%$dMFrzwC*BFPlPUmvVph+ccmqg@@Gx(<`rySjnakHP7t6;79Wz9)#{m}bL*27 z3&0)OPc{y^>M1&fTQxwHVK&t@Q2*past+!KNep@*A+W^-!$H$AC+;Q|3y#v>oqfL3 zAbsVXXK<2jJnZHJB+&`|3r2lcD+SQR$j?lI!)hj?*RMOH!?R5n6E3b$(WW#YkTCnQ z-;4;)d3or_Vmt&%WFQH3dM?M5(bk2vWg$u~edI$gT{kURu6mFF;D4-aNr)hnjB_h| za%uV2zCJD0)#xP}c4!}m4GU-f_7yZcV?vm7Qj-|N?N^Vmp1mV8yG!&k@lUguR=o(s zxm|BZd61tgP_u0a&e1c6+h7OPKneAXu$RLmae$YP{OsMO_jrlrYCGCO*-d#=vx;~b zv9MOMHbDuOV?X;z7M>0$kKig6H?avazkm2sv_?Jat+!MeWcSH+3uZ2r!E(V@&mJFd z%Yk&_$x9MZXVQp1^6Ttcc}=FbH!%>894SqvFZRk2gR(Lm4H0zDxPmYB`n=Fp6597G zKG9YH-R81QcH$tN=dkZTEq(gLie-H%m^y^lt6XgsF2r13^TI+>ixnWW?sC1H(Q;B8 zNS@qzmhuC}&m?usXBmSnx~MI-g`NbNk>7tm$Prids+NzNJA_A`XG4&9UPv^jvexzD z9654;TYcjnjV7Stoo{*13%y9q+LT~z>s4+B(Ct?3MajtOu9$>OLnjJu!7l!Ot-|Sx;w@vL>56JyJAV*?c4ClB#nG=jbcodG!bTY z2mV<>b|uSn>lsPxXqA~h8q$=oMyWuQEXWnaTc3kb32P_1#AW{ZqHlw-=c~*0q<%QP+htiwx!miQMl=_aCqZCy zIHa1$LMQHY5R=993!4Bdh+9X1b5)PMNrosy6xCCJTwYH!}U zgbez!a+f?<>Vr^;dWd5UgoA%SACC9l90dRBVj!#*f+5ymp(4bpq2;9&JE$ml-a;0b zlEm?OGZO50IYGI(iKX;1;bu{<{_TYR{<$AIa1f%xAjE=+%t6vl|DaL0ByoUww|<2W zwAE^&nnlG{%l~GxaFaOm>#pw%7~YBFk6}V_ZgMwy+fqtE z$Y8GGrC*;pG|YW5Yk(SxS;!S*BScMBI&pKWo0+6z)#9F%<&dyvt3z8^QrYCjxKz1j z(L2Y#K$?q02)NmCmS71|waW*-*13rVKP?ap;=8Lf4qlYnkAR+Hv~UJ-JJR=R;+bFT zvprH%YK)XVi09Z2bj^C$^$Li-)McIYCeDc;LpS5kvRAsh) z=$l*8Y`oX^SYKLF8+mvbeXG0aYCBf<%Cp8dGi2SZ2#S~7F+i@6^QNp_?Q6WL9fLk$ zx$|}qh;|kp#~B{OkwqG9j$EJanL&*Uf6~kfmK047Yc%e%DH8Nd%uvrTPs1#&1u;HZ z8V7ENkpX>l>h#`_IOz`)+P(Wpcy%f%dNHu8Ag3U&)S+P(yb~cJu;YX>Ml1h5fX@0U5ALASe4YMFHWgl)Q50@O zs@LiY5(qd{0q=2gC6M0mj;0VHge6v@bmDN3IOC!qn7RG%dSlROgcOQo@C4xrHn}>H*BH03-##3?X_;aTVW+qxq(83MnSGbp;7i5Tc;)xj*TL_&j zojBM4pA!%l!1v4`7V`ecQayMio~;u{rHN)+?>+l- zA~|r^RUYVbL}QgWb>g{`Ok>T_AG*vRVv9k-J|Z!+%-bfr@(XhwE}Nn#xA8SN#nS)t zAvo3gb7i8Toe*0jHP%960Ou2+_b~q+rWm1875j6#5LWKX36TU9K!Uu0_%MVntsBA@ zmli~L9M#@OeR=+@;h)iATRhD;dtAw#WweQZ$+Y$|OlrqNyHh zqD9@|^iU)R_PL=l9$<3yE3|hbwg2~xMVh67SYVr_C ziZ`;6V3KW^%N+?3n{rRnn1j#h4nM{8Tm03SJktB3{`+9f(HN*)-6Al(8!?Eyc$0{{ z*l%z`zv{iGBa0*ZE@z`3EIin3pB1n`J%+S~@>JffFl%qH?pM46&W-};vzd+jeVidc z0<-AVsk|ddEdQ47$@PAsVetf#sfrN_?g^T)G0tx#$7^PP2 z4GAqiHZKl;3^vloJR}V1hJbe#Bq)e7A5NbS1!$lK*f)nVl~cUA`K~DchTsnwl*djK zsviLHCrngP2s&6)pC)x;s5D}!f&x(DxE8{2Q8=Zea1mIP9FJY^zn_=Z%14W?h_kYU zFDRyF2cXLW$&=n^9K*((d_Soyev$~1GQ2U$VU4|;%=iiQkaV1QS+4Yx?UiTDi*Es& zq!k*6LCb|eB*{NuP`VkTQWgb{`gb$tKR}XrvNJVml;^hVGn#hZvnTZrsH(RJH=)Nn zw5m4Y`6jo1_#ZIo_@XReQ=~%kACLb6KGLpIsz#N)$-5kZorvk+-AV5pJ^)04j(7Xn zHJdKPwv}&9FLM5YJb*zJdi-Iz;^x`^#^A50SAWL^i25Hu616(@)u`y7fd3;YD9_W) zRWbhX|03!CD1o%}ziQzl?JLrg{{M;kPv-xZsI~ue@efQo-nyB;WL~t%a%Fhn@*4dI z#)_BEcemM9n=aV@4f;O-7_^sL(Em}`M?K&tKN%OjlKx8z06?KWud(7A+KDo%MlnFj zyuX_LA8}>j6d5MSu&cL4i>U2NZ)*hp0UI&B^F29s<)$h2?V(%nMeZM}e~69$ycCl= z-}~^BZqeq?6(O%NhgQWVo<9>X`KfZ}C$n?G!df71M81E}V|{EBbPCcb4i67FgJ z84i3p#+}7yEFItn3Iy0R1#J8=t;i$5d_{qo2f0inm6K2c19e00uLs6QJfia7fsO!d ztndCxVEgs&>}US7(?4M1@{baV*=3pu#I}b4CH%F#VK4ASp6U!BLj_gii$5wAx(>L= z`FqdbuV(*f;cFxKkJ*7-PLThuh_MV{Y5bM14Un%Aknh(YHT(m-e}p(!{Ce1<+QgFy zsKMbM82wAlDCEx=GydrG9{^=lp7s^J1vNbG19}kos|TBmiHv)R+p(hkKff9^3Un`N z{d;9}v82NFmmjw8f5-cW)sSYBOM9re0co|?VfxV;)^wD(8KA$G|EqkHFKHITvs|r2 zg#bJKFBr@IGa0!?F~FkwI|nlVEGAEN_8t&I%_zdH#OI$m{0ID-C+|P=^j8o6z+XLd z|1k$Z4}Z+T;UD;`2W)`P|04DuBLlVn(Swn6BgNii^I!7@?)mRmf6XooY&;G10679? zK=|*Ls6U2pkMm9Oe_vmJr?xEH7V<|1ynizM1%G6inxYW6`h5SrjNw0v2tNJwLelF! gkLvKC@G|B%VfBzjq9UkaDMc(eI{>wE|M%?w2Znzd!T