From dda9602daafbb601c65bd900ac53f21cbdaffc22 Mon Sep 17 00:00:00 2001 From: Vijay Janapa Reddi Date: Wed, 19 Nov 2025 09:56:17 -0500 Subject: [PATCH] Restructure Discussion with 3 subsections: Scope, Pedagogical Spiral, Limitations MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Added back "Scope: What's NOT Covered" section to clearly state what TinyTorch deliberately omits (GPU programming, distributed training, production deployment). Added new "Pedagogical Spiral" subsection discussing how concepts revisit and reinforce across tiers: - Memory reasoning: tensor.nbytes → Conv2d memory → attention O(N²) → quantization - Computational complexity: matrix multiply FLOPs → convolution → attention → optimization - Backward connections: later modules illuminate why earlier abstractions matter Renamed final subsection to "Limitations and Future Directions" with focused discussion of assessment validation, performance tradeoffs, energy measurement gaps, and accessibility constraints. This 3-section structure provides clearer organization: 1. What we deliberately excluded (scope boundaries) 2. What we learned about spiral reinforcement (pedagogical observations) 3. What needs improvement (honest limitations) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude --- paper/paper.pdf | Bin 385820 -> 392010 bytes paper/paper.tex | 33 ++++++++++++++++++++++++++++----- 2 files changed, 28 insertions(+), 5 deletions(-) diff --git a/paper/paper.pdf b/paper/paper.pdf index dd965216f3d9bf1db3f4fa95d8062e80309f9b1f..14d90be41bdd2f34af9da422fc14526d7ff44d9b 100644 GIT binary patch delta 97196 zcmZs=V~j4^5-r+TZQHhO+qP}n{k2xxwr$(CZM#=%we|Kn`y?;9_a<}BRAtn^n#mY7 zDti=T@);u@4TOU+O$Z*8qJiHUDM{SV3SL=4n29C+Q+&@GEiR zI@-l4lYPU~*rClX5kkw{mM!sI+7)1QY}k*Y_;Q1zyN+ra^OjuG1zl2h72OjezSn6;8-WY zV1F1@WXc-D#CUBu&%tZ00CsS@IBZT@U@#_HsvZwmTT0`3t>yk;0kaZNiE^QB7)JQi z9&+GxzIb)uC@)FcUyk_wAmNCnP#It&&5h{HKmZwBHci%4QkVrTNKwauW|1~Q5g)Rb zUmS)iDsf{73W+d=nu4r~p$XWHpjJg7r6NS)BI6*_*r4qo=h0*}YSv7Mw5TT8XFebx z9KexCuN(uy80l6KycO%viQKHFEyKu)2`lk=0kPF&yo!k}&A*yMI+gKAsRFRP8wV1Q z`2a4sxR92UNa#X~XowvFwb_ZqhEW8ii>xl#)sVqjnXa&2+#*rfvTc($1JL=u!WHt@ zz!v*bObty5BfTohC5Bcd6%`qpp$zfkszHUu@!f+iZyCIWMDYaWm{UqP9?b+Gxqtsg9!1EIRJsEqN=}=>DrO~ZzoXLxlN1GMwAA`=Qe`X z_^HZ9h*1zW82YaHUdyvb`aZ_F0AeFSk%^IHXkcg*s=A6y5ejAZ7l#M>x73Y2lRnhW z)aI(uBqO}^PYE{iPq$7n&{Ju(zv*L-wDov<&ie)a7!&iS?}*-oMy_%Az!PU%{{`?8 z_iY2oj95cDh571BL>@`nA`Phb$vc2>7ar2eTO;bW7-A^FM^UEg8^IcD*j?WeN2nFA zi*<#iI6>cZezdvn{t#ol%_z++l3}CNlH-j@@jPm?Yz~|@N!n)AGDjeo->-d=kAHFc zBd@T_c?dR*WTHLXbSmnl{?umVd;_eHId0}v@jt+uos%=qt+I7nF?++4%AA&oAGpVL z$H+Gr->+6s(c%sRtR}yn%D4X1_m%mSVdb^8ZWuVQ?~04GM}|7)ZcbWS}&Lk2W(%vxI{ zobT?ezAiGibdSi<)+w7d>6*pc?7-P5f$@)E5`8x8s4h8X-(O-c_ z5(!Q4KuWj%YS~LLRj>YP5TlfnUOJ)gEeZUn4dRx*u|(qHRvFGL83nZYMl{)N2*jbz zEh&1hgn1EW+463mp`Km(KVWtZ!Q9f@x0Lh{yZJZaRd2YzCEsH7!z=H`B~kcwEIEZ0 z>3*c)mm>Fe7H=QJpDhSa{+a$13;AM$ix6`V#oyc=;wLxD7h&sDzE6%!tFV^u>{wUW zV~c`s+C+y2+)AqQmjSx2oyYsRx6Lpr-{zsF{jG^`z*z_)VE~t*t6PnCQm8weemruv zC0;IgWekCUZKk?LJ*)lEiQ&Q{H9%GvmPFO=Ny{feLsz)gEv=fp4(3a)!Dem#g6*7p zHutsXSg!5Bn*~TWRs7OhIU+{mF$x~3)k9(q-g75m(@*31qO)+*=$B5h`B(eN)ZF68&*J7}-{_9h z@;|@$hI5n$3&iiI3@GdZYLyx9$#cr;nsf$ZDit!b4#c1>SN6G>W$G_&Sx%e-E*QME z?i23x-fXRVJzzDMmGWlp8QAr5~lc9k1m`SgM!Kldp3i!#yJM!IK8W`~zgCLQ*7 zIAgk?oH9`j`0u|3@0C*^Yn8QbdUX^_7{_i~>Q7}j`&Dl1=T;586KMqD^gpccTjwk1SlB@k3d3W?zYH&2 z&CfG~oB&vDxl||2bi8_L4ETX@or9e0siEHv(SDbj+J|s4U#LU(erYUjm#o zQ;#c03+E3H%rs?DRgIeRvyJzEiPmM!bcU)f8Y3MAw0HB>w9VBaN`ohYigDoiU0l5a zK4go&SvM_gmqN&wnCDVQoO)^JMw{jmW%Ob#<^eDn%YMKx#4MBIhT4SG*odSZItd9ragfSWn7|4i-Y{+)Y2;OF4BUW`8`uR>@(My;!Z+W0km(CkHqL*qQ=~ z=K!=$0Qlq&O8A`3AoQNVD9m$mWIR=Wcbv$W4h(+25%hMQXHD^IJ)M}c*q93WkbUrc z^h4^0B!M}^gXF}O>od@%h92)pEo|0eUzJkdoCj7D4F4YLygk(8rg77;bb@dNo~pP4*P~)~1ML~?xB|~_zXBkh6PaPu=FP*Ea3A8$e-Sa%;t=ke;q~?} zY#se1szVM{aS2B)-EVZ6F>y^xnG|`==Q>PQtKYURO&=yXoBA=#60c)+%~>QzFu zt*#ik%y8;?TRQUS9*QKl)6Fy;#f(_$F2p3wNJ%j5T`deoR z{Sy4i%iFtQx@qFIyTjLA!P0k}5WV!Ek~58Vy>byGK z{jM0gv?ia)8R)ALI}fcMSB{73^h_lrYlY7kS=wjfo(`~sf2?!Hs zlH4=}2p8jj)ZQ;9PDaMG1O*UufL{;OmQzy_>>d;mov{s~~amj+?KaZ=aq@SaIUzylTgRRYd0gM&fd$g#z_! zO{!@u7Kt0uv<-H@;=m>~C}==OG7UAK+CroOICyYiiE0W_v0wmuK!%DPpoZ*O!wES_vwL)5bd?uWz>dl&_HDF@%G(2NT!Wc7~>N)m`9ACt$PDoRyd zIX`1H2u15+EhL4-qY7iczx-iBd&I3SOT>BX0J71w9n6Rb&;NNhDdn&Z9DKghW;JpP^{fs0 z3W-z8EiJ$!^8<_sa+-s5KUxn5^4AeK-_VrY_K_nyiif1-Dk?p+#~2W{*|kL|qEUN8 z#ygFqy`#~nfXzGrK}2hnFc^l^W1(t}U#997;Kfq1g3-0(FJE=l#&Bl#JvZ}btohv; z(4Ga)06o~WUEQnqW%9HV)hWAp`R2+~hT&M88&;)AiQoa*sGF~@HWTzVa~YNFn|Iax zZvOMdUz1zhhu7fVv}g9_^Zx1b>48MN%`$bEu;CIOZXOCC8_{0Lo==sV1=0oVoO35k5k=0DXI1V@+m55OudBgUPMD!^A9ipTui; z07PutpHexj3CNABJhf-+)t+7a2`a`EzaQ4hfqme7$%RRDZ%M$)cwr#=-JR_7sJ!wZ zSnE?qWf=?5A|QM+|1#&ErZhNtGWYPvehFI}Qz)QoARAR2W`-6OD|a*P?u$+fHzi$| zge4*VD=}dS*8OUskV$a%Pt=I|m7)0qHMURraydjr&XmZ6wC0@2Jo-AOglOr|3x|J#H1$ zsE4yNluCc&A9Pxu_Gs$4rG86sy8WZ0 zp*agsw&N?>Mn<7ES9bJ$bKw4vH%r@_^@sh6;pLWa&V$1>8g6T^Jswou^*hM);`pGPo;Zxc3TndZ#=jL1QlUUqczRQPrIP^B6kt``po z?<6S-+Cv#QVeoOlKUkoj5V1LJ>f(fBMW4d^Ao6%a<;DD!dgUb~5iCRdATM-Si&nEw z!g`+gtu&uVJV*b1v1Vc$CzIUtP<57fTDBd(7q724#CPMub7D}YcH-fBE(2!~%MSh% zjCvhwT!%zBq)TZKM|hwLx@mhjkzEL|bj6h$Y>Z&xh$-y(5spF;#h4o93vUfnY(x@! zNjO^XJbotZEI1ox31^?M6K%08r*B`ASO}_0Zl%nG5GJff@s!dfJI*7uM%7Em^wA7- zM6OfIlP#UtVX$J#H#MJ(7 zQd(wYj`w2Alt}&XilbK4p40ZhjIpI!;Jl0Ds*zx$bVPx&F#d5=C$*L_GM#cHM{kD` z$c^aOT*P3-?zlQ~{5cK3v))zD2szk|hJzatio{2ld2!Um>U^f$c6{;P{v?=Z)2KA^ z9OF}!ZS_Exbw{Fnv1_Lrd%}z=R## zVII`uqv5MeAKoR}h3se?Fn?==Q+9g=ge{bYch`SV^NtF{i5^%AdT*CQ$KCfqiXGgg zYae-wmTi(=_kLHzA6a_JRv7U?d#j;D4ox}BL=P_1#Ui^K1dip8K@O20Fs}?|-uHpD z+|#^#F(lPv!TjG$%EFT7WB^Lp6u-2Emv#*SOx2WpuZa%A&YpH4^NX?#9TIp59+>mL zHEkdmz+kwbtc)E0V$3YS9I(L5|6+*(!1`FAEKKbGrD6`w|57nC8zbv~s2B~Py=A}6 ziR|~Hap!dQd*%ZS^H;i#ImS8|_z~~5eLO^oj?+si307kE@Y_3I7~S6HMeC@#@oONm z9x+1HNTte1D>XD(we+AEtClH6wYo4*j5vf@LT|VABT56)HxseeJ3kB+n4p z;SYRI!(Sl(*3Ui+c_$`%NDJ3DVNM*z(BSv((K31%3}5~ReWrp#)ogh?#w@!8>K z{m1u$JH>>BqwX81_W@o2+R_Md74jpZbd)SB+=7gx0jeVk~vB>jCf2PLZ{1Mg# zm&oV@zd}ZFdiNj%wDryUCwF%(pIEj*v?5nj{EvL zY&qsecs3ha=qe~i4FP(&y#J>Xtv_0w(KLG5ABBe37r-}+3as)%yKW+U*OIPn+hL67 z{UMPP8Cq!;wS5b$;;X8Y3EA8p=wYtJip=?bY`*5_qW#vNzunra#;89<*rA;^Asap4 z&t9)zuH~WH=Zi!DbcQW+#OxEY*rZTA^p3Q3=hv`%uyIfG*M~!}(d*3ws*BqoQfvaBit~s(bVMB+4uoYV^LgI_=HDJ#XJGE1V1eef#Z&_oKjmdA1p9 zstg%NDdi==mIVzS{H_wAlRV+FATx(xP!d*x33B`=Dq*C=A$YiYS40bY;(^+b0;9U+ z5gFdAMj$PR2;H8>ju%@sLk#ojkoiW7g3IY3!xnknJ^_QzCUX~>)uqG9tn?F)IJv(94pq$Xi^XYlvqnXSLOu3>6oNLpZ=>LOUXPchkW zMzuiDmEB5r&-uB^6GeN3`BL_bwVva%Var;(aiY{l*%5I?Gl|7!f^;z$i%%#K5DKWRVMa*+FElMiEJm?wji%maFb6d$?K-9>JbHU$4734_or8yQR z6x@$S(kAOi99$rLs<>2#J-@B=FK2gYWPz|FOk zDm%7=`~lGtsIcQLuF-nP^IHOkFp(l&Ox7BNPBhCwHCrBApM5hk3Z8U(YOOVokyIxM zl4#d1HV2e0{{$^ppK|(Wa_nIzFXd0wX9g6dYMKVOu&BUG&YgF~p5UKh&Q-YL_D`#EU( zjLm49Mv)>D>IbfvA$~-gf>I*9-Bp2}orN60B?4B*?_lv!?qk;zrB8IUeFzC~D%*5k zi!QtS8(z+%+f**1_o_-4xDLAo2&ITm>tpxLA@N9sz$cg zM*z8RmL-Avlm5uQ%F_ysd9HnqI0QQFCnw`EU&9H7qX`eOFvd{-7z@cBx?8+p8gLZ0 z6^yCDlV2&WjBq*3+5#gt(^~E=T!DYmk@@{jZxYhFL8Gf7vOpbMzv_4Xf~k0Yi{2bA7n7#J7iT z`#ajRi~Rw7CL>JmD=mII-8+Y@SJx<#Uyb|(o$j-j@&m|H9?BKQji%*BtHYBrEhPK& z{L5QzYREA_?(2Rn^zr2X*!0Vt{k?>Xh~DoIq`@g%cfH71x$G(>1L;LsyzIBzg@8Qj zm?SLQOiDb*-hbwpl7o=aDeH?H)tFzK67?!2pis^hm#@S(Rakg6ZS{Ipv;k!#KlzHYD$76Qlsd1|( zdhOZuR$s+^eaIBgdv$nexHX|i@`7x`QKLsnCgozFmE#0kL1M8oL#7*a$O4Q~$O&qu z?XOP6id^KoE4TUu&3nq^2}u;uIN1S{=EY$>zd+M!*&YFpuvfhmI z1PnWS`5}g$=x=N1RvK_pYV~W_PtZMK)L-n))$YeM*3v<$Y58eL>uOwMT`~TqHLpoz zxC_`Px%!PwYOGX#EjO)lRNFD_bYmE6m?;scbhx)v*A0yzm3drjI1)uANA!7tnh6mG zeQVxI5TC@blJghz>I>&&Opf15Hhv;9N6dDkRq>!6&Xa912|Gu*Uo&OuJk=H5-~XIb zwKD(Tf|8YmEMJ@5z~2rJt^ z+L02NqtC-Bu1f&i{^}66}6CCl@#5FsoUsJ zn&u)jRqHH_gZKL$!f9AnfmB$y*__+dezCjvLriPbqx415`4^5nu;qHHoDP73bS^>33`<(wn?r4GlgbZG8U#eEo6aA zM0W68+S$0%No_i#Fls1QBP^?T?R+>K1urhf8>jVvhYm+iP5=Q*QkbS6J_T02Q z+Nv-;2rKbM3cyTCBSe^r&bC1#DQ{Xw$R(sl%WxW>4U##M3T0U2S* zV!jx(7A+JQxY_1P8#>yy?t2pnkjm#gvgVCYk zZsiV91)wuKia~6>oTS-5FNI~z&iJPr9R0Lit<2Yi!gULfpaWc+2)bt8Tl>!0O$4I_ z{Py(dPxq?#y4F0!83$ocQO?MV$1FvoY!eLX)NN46t$e>PtCH4Cbhm;>p4K0hM;TjK zTXtY+H)CwICr7L(@40o;!s`PK^ETKxAF3Kk^=p&| z02PG-q}t>)9R(2(FZ11__1E@ZZD+1EG{+aVeh*ivGS^$kgHxF*9X|h4A$I||H%(;x zpWqXa8GaHrXU394{F>e8sJ&g+TXqKlN605*CpLjo@IvmlXxvEE12iyHuyK?Jf`PsG z8GTv0n%&DqiI$MUx^Z)e6>WEnHX2SJK*yi6G#Ju>FzFs_4&y9Pi=VH(A0-<>J=Bb_ zolEx)(Mw-+s}zp@wJ9P~(kf3bjDU}NKz|^bn zYjgjF4!d0mC9Kd|gAO~c^smRSyPXY20`9gN6npo`LbgAX6`JJfmCIDp`ASVUfZ&o^ z;U!Q?#FL8N9O5k!A79@jU>Jh2bb{@kK$K(V6eh~wl6+UwX66Fj+`sqSZo@vnZs{xD zt)x~~6RDTBJ;>a&H(HA)RfXNC3%FAhbEL~hNmAuaQNf+0wRopTBxzF>m4%ETKNfZO z^z`Y0p!#T)aBE{RTO_~HXo<<50ftBLV61{DDvSfnfGBZRe%^7C36d^hoDh0pPB8)@ z0VnEvGJX~Iv@D~Jb=attmNSz|@&%%NvzF*zkRZE3(HmP(fLp}m0aYjL zX~`SWZP++M%SHN}gM6*517KN-RCQ14l{I%pFWkw@11|6EwX6dutt$2{GNRbuDlEGF zt*jhF1I9*K?woG|hM3~&s@9<>k-k=KCiU@_two2vYQ50h0wp-brw-z1xn_sGvBk$fVnCQ2iCW+p~@-<-epmU9tpkOx9j`Z+oYHvgLm{m)vDzjyouamRt%VIl-B~`@!ez%Y6E&72 z8@bjj*u#ZdcEB~1GvLES1X+8L;<=DrR8#b*^Q{d3Sr13$qX%9f zyDj<<9mv;1_!=T9VSuA0`qT4UMEv&jfYyxlKNJ@d>qRE~3!^aMiK$Sh{M9zl)l-r4?YGe{7}yWggeSr`RA|?Elh#C}zXtX%(flGwTaCkL4SCkK=qa5#|t*Xs67J{)yt<8c$k5DD!V>;if6!~Fzr zK?KGhR?!Quu@|{xe*F5hs4S*-Q#fKX`5|?k`^dtE4mb!Z&U2i|y_ty$3{^m&9mX+| z2Ncnh7Z^7SF^04jCOp+W+4-q@)B9PY1~LdO5lo2-`068q&h}&4qnR-ykN{?^6INa6 zsLZ)?)RyKJ%$?ClLp%&km`Oy?jHKMW;rxiSB)%YV}0cm_j^nPe}4oI*Q}cWvP@*`ZJI7eEB+f7#84RkO&1q7>l> zaY!xF4hqk5J57f-&GHsx6#`Tgq9Jm89!7b>=8OV7xVhF(b2|AV?u&b6?ikFzpyAC4 zESS)E&+{GoUZU%m4}c9&S%3Xmn}JxcYP?qp3z6x`=W%-F6oZWqoT%>ESBtn~G)IHn zjp8zbD&jXq5#9?DTSfD~D4#VT))5iw1)tQCSO0zN;;w9ov2O4>av+6TwP-RC)TvypnJZ7ikCq$pDE%4jJ}mxKjstq7Kq1!9b;iV8Ik5Ci?$2 zVlHA4w;2tJ!q#X;umjL(x(dnmW^jfZxuHFjS{XYik9&4-CVh-${@(8-}Ryt^yp?Pt4szw68% zXI1ywuA;oZ)CF8DR_0b1RuCL2>dL)faxlhBQyz%9wg51{uI=Xu&=c)ON4cx?Gj^{i zO5ZE^?A$W?E>6#?HtA2-b{g$yI~-QDeB?9iiwwMk#5>ye(+ITy}`3* zGjB8Rsd!5SQ&F8->}g}HG*twjIeOz3NFaZ1TLDuTlr)Pj!B63j0kV>eVOsrgZvk2a z_6$f?xAsCRZ(ofap2O_S8Fr?5qCrvUo!?Z&%tM?^e8NFeZ18zO{)tV%zhrr_;EhrS z|L$%KZ8CRVvz?v!zjOf*&KEo ziWajCYR@pw($&dG0l0N9B=GXW{_x)3$-B~VO)KqcJ8B=_-b?J%?sFP;AK&R(+=Mq5 zcn1_!q&fs|Habs=I!LN5452U^(L=xB88v_EGl28$5VT{y2(%+I-XaoZ_GMV=AZLAD-oWAUBXJ1{;g~)cv*)`m z_|frN!E?A6&><)vTilojaM*$eT}>6Ya*Bqy(9ga5@|TEYFcc7vsJ3MO3l4H^`}}k9 zx2ZzE$8#Z0vFDOS-A(!HY=+_eTU0l!=kYp=< zrtLsq?#V4RPVztW|Fi$wr~J7kN?=7;`XTgA{(@L2vgHrQCwnCN`^x2w$Tx`iIke7n zNFXY3{3QTfC!kxAb|3r?&9nSF$^S#!%xUreS@@LbamA7HI6v>zS-RvgQSCy^dkSjI zGy`EJvgEq&q?G*JMq1p#BxaDNwmG2iA0p*A zpB}vk{KSVTUgW&S6Ri4r+942~jNSfxz1}JiRig~@F11M$WPGz;{zbacyEIebNf7rsJ~OZz-hNrwJagxdv*y=v*z!Jm)BE_cz4iU*n%-O! zRuD6oG7vbn@F5?wRQ`U7+xua<)vg#?pZBQI!(*t6dR~7v+A$DF#(-l#iLj&V+dRWD z|0-Oy-Fvgr$^l*PWKRm+!0EoiJhcc;u>{oM#wKlPOWDc!T#oLld~|y_4FmaLKw*WH zplF~ZmnEg`f~eYs#e$8u<(l#J<|h38(^R9gg5G){qo+gAmgkqj*6PF?W`S2#JvOv8 z_2kY=t+3RtY+K(i2C%H+CUx#=+`RRI1B>#<%xh4ype+C8Hn2CJoSX z5GWc85WyLHQL=isg*#F$ao$S>7C0`VC z32B2hx)5S-C{z|Y>VkaMf^sJ3ssSi-nIW+$&R$UV$4=&cXDUsPu*bqYX9u zOK84|jy{V{9?Y4Y_BeSwH|*)QTmPrNm<=u9X=QUD^y4vT@^_3@BYErdKBK9ESW^`%;~)%t*y016UylH!41wJAOv6)b(nSP zW+J*|HturQJL{kv2mb2<7;+O=TWYkEr6Oz465nJX2X2KdL&1>8Z)vZ;y*Iu6vmj;8 z6SZKaD5v~p?!CQix_maWdchgE{{sW@BalPy^~}TPwC4B#FXAqP(+x2v$?cx_oC>)e z$p0_ybXJ>axSHh?I_?hk9~MAz)tE!^1|hg`bqoZEQ{OFVZ%XrcRapC8#Bc*R-gX9M z8ey-;WgeUbDX=c|DIxvt2Xe|(cU^&Gf~Ek*1r4mNYnTgk%BoBvLSxcpQN+f(C{W#{ zgCD@A^B0tBX6Jv7&CI!u+V*);UUU1lj=1(!3bYq6ljA{p8XHcziRtB97#h7xB9c z=+^T?eQF4sfjs`A|KTrpWswN=@*A0W)Ce+W$t9hXUFxlm%VqJBR;!bgi8Z7Q=DpZK zId3Ve3^O-y`NA(##v1@5pVWcxI0^A1Krv{U)Hi*Jh=usm%oNT zUQj`fFsGg`G<6kT5|F`Np9-d>of$Q6hO5?-0SZaZp%Z?b=ENo|3Qw+L;XY zS;gH1ioV7)zYY+Juw-w`z@0BOXL)m?4N+m4*N7TZ`SC2!N*~rjD_;+(^1|?5c>G{$ z7RmYhxf$HtK#beTzUn0s2(%Ple)2nZkQMu?)6EL_xs_`9Of}KWDx_x1@wGtH!wt<( z%}~!WJ{%A9YAY67FL?}VYDnHt%+MgjKX!w)%pcWUCmoQ}OkrjX*_(lkT$Lh{L_fqC zJ8{Co&|L{_x)G(YUtj07LZfEF)FSEsniI)nv#PU8A7_c;k(=J7#EsXBHO==TPtauc zFu@DYG@J8RxH0FG1?!xFRD9o6jYm4kD#eSq!50F*0m$=2Vdf=c48|wK5HsnPwZ*J2 z#2S0QZXa;VKRCCs-z&0Gb0Sk&s+F z7G3>Ral8AnXopHpY%AS_VE$0vuL)CDGxz)~~g^Ef0QpJ+Pi&>=m*%2^g|A+l;{~Qtl1HR;%cBhL~mej-Q z^cYa{{`P;XSwDHYnGSXAp|uqxNtt2diH`&T+@fMF1;>%hN1sP7qF8! z*Kz{)mVLifX?tUyRiVwr%8>hM%M>1=e?q#=?!)#TpO`g>fv&e?P97BqBH5%5UiLCy z-wN1339zAOLA|0kg~^YthMoDc3DU{xvleiXEX`p+I3f+eUv=VXe>|I+jLOU>(VpI? zV&I3dTZlpIPqS$+l)uHpS#zOF?@rqEn|;1rY^(bQ#!p#92oBCMxH%viA}Zd6V0O_g zcR@SUoLi~b(w39od1w6)VL_j|PM9u0O#$!$KXLgy+Y<9ZfRuA2X+KS@T>^`IRn~xk za_;F+-2VzAeIrU8a238!7ruUm6djQ*-&mA zhz`wB2z~bvD~;s)|A?gK!Td5DnM`Q`#lS zs!2(3XOZIeVmJbc)C7uUoFMNCBLbqS!f?+QAX2uI=x?2}E+u3<^^r4$b^_YKd+gT*IrR?XsSr(~iqnc-k#tW$>H0_+wi_;jh%GDG`m@HbAx#i~Q|T(0*)R zl%={-4$jkh?m?wLhCWH3kg(+rdL8^e!e~F+{DPg|VE1DX*?~^!hnS{y;ctDZ_mx95 z>#WH%m59y&WsnX3^pDeL4TFS+#7?oF+$3< zr`z9)orn-a$6-ro0RAqla*7SRiwsGIJHKCTK;@<3b^k_5FS&50HNNP>KWWJTjC>w#sax&zkpxT6j>TDtWU~iCICG>kUWM!&rhYns zb!f$;du>^D0Ao=*FsBqSBYm1Dr1_JfWy}F6?a!>t&V+*7;RQMId0E@G9Wn$|!#EUs z4@o>T;{vo8>a^bEzcOmUoBh{xre*t1nE##&;D4(^_NPON)@N#Zf=21YfpIaq))8_f z#G9D<@*0sx|6r1OvB?}$BPys~t!PsT?u!Az2=&&Z1AN}g+N}&P4(@!0!gMv9>{w%f zjG=PixcFepcAmYEfTpONC<%2~Sw}gNlC=@`6N`0i{sa+d8^j?)pp)V2t7EDF`#9Og z9IqR+*-5X;$Uk|A(BBRfT;4dA`_tf7I^Yb=p!*zb+tcVTRZ#Gs%QCAsB7bm3r5eHh93^(1r)Wq=8}B zSW~kYYVr}AUqy_i)H!7MO&lj+Gwr2|KyaMVJ!KZmjzsD`G+kM_N@tC;YE$PxSAA&N zUQvY|g%FRb(C!!0CiBLA&md|{~v+snc2{POabgGX%w)z(tMO(J288kX_N34hCAcNstnR-HaBT9jaI0s1h$ zcqo44#f|8pYkQR`?Giy)za2`40)Lt{>a>s}kXr2%?Fsq1S`Fo`F{5_Zth@EpmD4P} zzU^Ov6z_GU9%Fx$;gCZ$4UTJU+kZnnNWRmo9kPH556FPvsmMofuF_XEq532L-gzf) zXz1SP6vy;YJ!@0jhXwZtCJBD91R!EdnIXnXV4|~0^-9*7mt2y>NaT)SmM70o;&ix? zjMlOD{*1^t$FjQ!OKV`sDq~f&vY|n6Q2c&EHJYKg!#r+I!2hQD>pEpY@)=>Iy|=x@Zk3H8EE=`ZY5B#73TSF77mUlE z)=5HzCRyk-LvR?rbf%GU^*=AnX8PGTaM&LZ+sV01o$zrP9iy-*$Xo zHf@O3{U;(f)D4P2BNh^l+VbV-ZZ)#q0~o_8-6TmAP&~$QY*Me_6dOugjO{!FJ}bsy zu+T{vrS+I zJ~UQY^(uxdNoJ*@05s6gB4Tm;cLx&~T_DMhCpGFsM2q3Ymr2?rT2|3a#2jbGtW%vt z?-9}T6CEuRSXKRNbV~;Mi>Km2<)*spNVqE$hYXj~O_A}eZ)v?saf%;|h{5HL@e`#fa1t`VNtjs7`&I+TloNt*p<-l7ZA&zKv#~tT*x5Lw$hU@-W{la5>3+Dep8=g6jF&?=ACiF zTgZ0s0_4SA$_cf+aE+U@gNQ<T$%d%n1iZIO_sttXhIsI@8OJ^25?9~k z*_g1hRxU1`YIqGK9Gq+O8<;5O_dZYIfFfn7A$o_C(4)d9{{o52bUiL4j0fQu)&uMVc8 zSkoqZ4tHZMGMEW%mYO8g+$1aA%i_Q8nNc}!nwQcPv?$%m>5i1wgTE<;TdSar)WwAK zWQFFP+}nSbyh7x3{cQ#}y*UCSh?JHE&(-v06?-hTT@w14kEKK=6W{w;3NDQDh({Ld$ueh_c+&6+o_ z?Ixsr`|-E8KYsqhmp}jbkJLJ{NMkcugeB{1g^Fq+XRwrst3s!0~Ho&|d_099i^l|Mw)&Kr_df+0a zSsWQTah~#@fAi%%-68PD@tJ73xkNZ@ZQ_x3f2VCb9doa{D=U(9wfU6tYHQ1K4y}dp z=^N?uH{aXNEbiBTO?!Kn{rtYcxgG6QS-TnG>0W<#wZHVuX2W#$V#j;bqMmrZ5h=qTo~|ve zEAckl(SM&Ff=W%3Je>|fmnW+Hy3?UN($z( zjhj4@Bbnen(rDf-rAy^DDq+4}DH|6Zf0-N3^jM;pq}vn6u@z@-Q^7Dfp}c4OM_8-; zT3GAe|0*oy+9#k>wu7P2{#vi{t*Ncn=NruCV}$elXros4d)MWL$|(2F#&wO_>f1Qw zGKZ_Xuy9Acf4;S{uFmw2!T6=6t1`3BsL_nJ_Y7@qcNnvYnEY*}r$KF{r>K7$e+P2S zpl$oapT@zq_d&ieWgMi5rBvRglv#wve1)!k+li921QPd62L`Pr?xNe;d00e8z=<9!$(wbHnRxGnlI4+pqiLCKw&fd+HQp z@%ViguKx<6#3CbQAKDbJsAr4yQ*Unq;knj27d@=E@=$ zo0XE2rAxZZC4HK_3Lk+vHAtUqK}p6ard{um9MlpdSfK0byQpK9)pNtdf8sGjT7$BK zHOs~NuV*@4=|o*g{o@^d{%%O4U%L_{^o z4p3%@kT{6F6QRiB#JJmnmOLWO+5(Azq76O}p?flpLV8`&87VuZrGHEJr;4a}u$gTi z(}EsuV`BX}*4OX+QCkd)e>sdZu`xN2pia9I>T{)8*EYr7G~w89BGR^lqFqH zg+o0xMyL`(B8fUkoHM;#yAD*p*ko8p?U$ZIG1Q8Axe^LSBHhgO?k?y)} z2U|M|slj@U4soOD#=}Z_meoYWdtrFEV=Qc3bcKY-qHSI}wE1LV2tC3LopujRcr>kX zPx^_hwZx(#->^zYpmk^CqFL>r54^FN*})d$*VXR4AMa3P!i~s>i}@7XW_+A9SvR4K ze@gBZ2Ig#Sbi^0i9I30(}DZ zh(Q*vqxK63ZEY~itnKUO#u@IhT5!tLmX3$71MWRAH9q^k7DWbSoCdly^njaR6>x>~ zIG-aigHJhWZS6r36JcNizNj7f4JIB*w$i724`pj%^asbSe-T~fz{wV`-}okDvHqwl zDmT#E0bRr)uxg-fdBb@7%GoWAG@Zea_XnoW7$LjBVLC-7*)uI*;U>Zs)boO!XxDx} zve9&BtQ~1Chphz5%<8Jweb?){{c5ovqHc&|8jlqjEBmhyy!}4S$;rAp(j#o?7aHFr z(?_}CM0`g+f7}OBMjpb&-7v$H_CQWUovF1t4GAbhMS3axpy&H@Cdy_5L-x% zSts>Cp|btTD-~SFmTy$-JdZt2_|+rIJT%h3UN|RBf0-JiHxsB^*tPUt|0W9Y4pHQH zXGFi4E@CYe(yhf$`R!zUMO(rO$11ui)v$NQM>@$Gtxt8Pr6grV>)SJ}FRX`Jz;h_aS?+e3zdpTBr$B#&N}K%`Qd)8_J|XmN}lmsf76h)6`W+8153c+Jm8hA+T;y1xtOh= zHX{p8)mhYOcpcV(WX>=SC5lMsB>cT1SzoMoNbs^aNW?S&ixdezxd;lF9$c&jr0qu0 z&ID(Up_PsMGv!hH6K=wzVviS@?<9BGD8PkHx^PMXQ(WdWf<5e`emnxcy^5IARvyo{ ze{v0IEC`O!wd0_!InrsJA7@KNTe~?q(z)x1?1?&P5n7$xs-S?ew5E{+;?o%HE+hu1 z5x2#bb0S3I;5IhY_S};Pihx3UxISL$43*4wXZZ#)XL>E#Rxl~nNz1o9+#(lxCN)eF zhsHea$o2^|@F|6aOrNfwyP|(feH!kSf5|8kN%G@~F<|95U72h_=_6mUbx0b23>s`J zg-l?JD7CNq`OG$0X%brWTzg8G^yp*-(cnz)1MGm>?4N&W?f>()xVKMKZTSG)6duj9 zK-9c>Mn>ewTBj)x5q6PhO@tAIM<|i*aRw3sNdr{x8#gxrGm7|*9^9SZz0)%kbRq=R=)f0Cv zE?*_uPRDyGe{g~>O!ZZQv@(dn*j$umPWG z+gpQYsW|6E28?AXK9x0Fv<4^R=Fnn>?vZrpy+t^j#NZEk1}&*cy*du2f6(@gqma3d z4QRjaEbV{TLCN5InhPX-J7>`{skqxaer*gy9K@1o{S@!B>X!c%+pDqx{17fA*VFimc!{2mZce>@~vnMnf=reM3|Db06QKC=xo@jFyeVBJWn8!0CmuUPvBj z4hgH^v{OrS2zYgYDTEdTKYGLuMFs9;4J%np;dAmpz2@{^FqR~I4&`+Sda5O3#=xtL`yg}KG&kf$mA+U?304I6C}oHWb-5_M*X!7(enhY1btTc z+B*JAny^t6j9EgA(;C3ow8S7@>^>O>awJ?1Imp2M8m?1tf2cX@F7u5=?s~#s(JX-p za|{TQ%_B3803!Jc2@=MRkx9&GpXh3VU6ImlZsZgoV5)`^6?=#LIJ_be=b5CtKQf!TriSJe69W#soI=8( zK$2fy8)#aY;?S{@IrTt?|ACSx9nTOk4a$c6*Kt+Ae}V1W1Dd|DB8^qainM%@*@<&C zm@PQswM{eNHGOdt$YlD(O~_Y#UefYXGf?$~vDwZS zNDV+~*NJ5WaD!W6r$0lK4^gT#+k%|zawx2Tj@yYjfFvhdMKJrPi#VYcFax+%y9)5N z<(Hm4f1qEM%%G1|mGyAtu;F0VP6uWYQgbVMV1-aHS(Cj6P(6iZb<4LXTzhg}1JV-g z8jOojK`^F)VVVg0<>7UP(MTb40Ajdr#)M6HH`SPRQg)Y5Fu zd0uN(N^`#TIkczMuzkK9Y^yEuj+DG=-{23Ye_|u~-!Agyz zVUDGfgJOie796Y?>%10OO|{7S8YbFWT`2n2s=|h$53!tC?%d(|A)?cT9roM8k$_-z zSYW=okwdPmc@&kC)ZK5nW*O}g_sOctP;Kt$@oa*s_BcyW6?0wqfg0?q6%?3WBiqa4 zf1&kR7uPJKKw*hmN8Gap{nyi6MmbM8$))CAAYqHsX|=~Ipq|#_q|6Eti^0cnP^k4W z1yNRj4GiG67?xE3B3^-~+LIz#4Puivl4Fj)u$#!(Bv7t9=0ms8bRkJgbBNw$VTpky3X z5CF-BD;J9rBxI>C%VW4dUl0nWp%!#YjO`c{PF5i?kaStYZN+NkRuGdB`!j2mlFP87 zij&!Okx0cCx=;6Tfjv4?9rp? z$U!K>Lv1))p$x`?It-lbP}gcejK$%sFbS_HgTXq8KE_Phd(Ch(-9gB`f5ihrD$I~D zNnScsqlRlqH4ZyZk9b)7tm8gv`u!pl2X>Xk-j_9($uN6c_+|@3sL>kN6effF{W>L$ z-(#@i5*7P=IF8hkcmlm}7$^RGIZW9~etl&WuFHF?hcRmAzj%vi(uX}InZo`b7D%jw; z7aZGbe?6(kj9*G5nMAT966w@~SCZS0D0*H&_2Q1)l@H3SIA-4f_78k_V~lH5YBG^F zZzJDANeJUW96aQ6gjX$vbxAF;fgs;+#7o}B^pr!l1&r{Ul5TpZf6bxjubPoZ)zPI%?Aa3Amfgd&K?-T_z9mh)Ij2b+>`5a6d2^`Bd(K2*P$Q``z9@Pb<6p~1c~xjZU*Tff zSO>L@T*j%=Vef%3e;@vVOHMI`La?gWtXYIt7E>A_pbB~t$naed2TuRp6c}knKPNv2 zK8LGi?c!#w=TJ^~dqg4h8ugoB(n|JFE8!^eVTLR()cW$?1ug@*ovWkwS%GFO$ zEzmU=0EHs>dCyo7C4N>O+m{e1rW=_7hcDVJhY z(&g7L@5$`^tow6xU8^}d2)%wXSkOI#$fvZ?@>|8j94P!=P^DQ#K>a z<1-y9J`dY7w*#SfexNydldN}BJ{L158(;g#`xeEyw~sxX*+{n;Wu}=2+yd)(jDT}2 z2u-b}e^&WUUralGJPQXSYc>GjWFGT-Nc&9Akx^jliY`yWka>ocd)M9A>8U5vXM^91 zVc=?=zm}i_dj&DrVXFXM`}TQns;}w5TUxw}1k{|P4}O9aLv%+y6Ble#_R_@}j&1z9 zAh*U|dO97ymofvcr#EflkzuJ$;l%m&L-Jtrf4hiU`Zb;y9$b0GN7rKMqp#4vxURUg z(t<=W<1^Vn9Ba@J#zIs(>9=;*$|T?2;CFThZIh6gCp&25FJ4#y?FO;| z)aq3TF3TfC2CrWhy27~ScOI|$r+|_q=W&cKgFSXjskb1iX{unL@4^zr`6iXx zwDII+nlK!B@mRjOHr{MJNrJF`_%#{~)OXy37y;1u#3Nbg@$ZKB0_VaVOT(ODk7mM% z(>IHcimh?%k=9@=LysjrDs9vFe?}r_d$I}5s%FD3>i0%ESKKS<^(PqlqiksY9*T^Y zp-3ytCL<{^xr#(ewMFYmk6*vMD<40ng?za>ORK|Xv}WfCfTjRNuvk5?Qjk+r<~sbC z25>Gza8USBa1T{7`HkXl40u+C(UAeAgIdb*;E1o%H^c`-&1$b)UWmdfbWD4yG<7zC)(El6a z7QqN!^5)GN8HK9MwpPx#_@W(&?{CBFGD}tzaDAViuQZLT+O;CTzMWw*!zn}TfSN^xI zZJq`(+Dh@TI?Qe9AAkIwtj_;XwCCV>>x08DU+egq#){%VGdGR%IM^Nb_7;`v?I1d{}9eB3SwOwd^ zxJT|WKrX2sZRLMTsromrrfQ#cnRDu`!6>8hm_5|Fmv3XA&39WZtcB}PTGPG7I!9dH zFve3>T|IGJkoq{F)I80)p9GaRR{_qtj;)@AJhoI?v358AKAyg3W!&(@T4hb@=xpDG z?>;-vM*SSMuhuB4y5o30V=rAkKY9(%TGZ|Q_8F@qMLB!`5ZFE-bo zt^KmD#^`BX`Fa^+KG|9AV}f21$33rCt5w(Q;sz)xSx>uX=fd;ewWm?~F^>IO#C-Ns zqTQc%rM7GRXCFtRPoA$=`L^7=yv@pdV;PzaTd7vIw(!+^3hm^!7U~JX+oQ*L@YFbJ zz18a_`%Zt=)wE%OCA>YY1y(Xp^+6v7?qjN+)>2eAYzVGzMZFCDNYHd#!o#iEyXbvnj6R%`?6&Ay!*-$H6md!u0tG`m|wSXO=;-959q-L(ILKy*?~!lZTkrv#05``I`Jd$eL}BJ z3URz;1c+DDlvO-jgq>t0_y)D&oZk~a3GIJ0t5JiUi1tmbZ&^?31s1hhfiL!uhjmF( z$EB^rgXE56{Y{a_FGU9QnCAMH4W`kDK9Jb2wlaO^=*lIww~8%GyFM!!$8p8yV+nd5 zMip|}B6q!Y%gW$N4O~NFuZ>SkIuURyQjg}6U8`OV) zzRCv7B>~40ukQkul*i8e(y^mjL1brN{vP~m?aMy7mv zUgEntoH|XW;(N6Tn240OHy;^jjbSq65PV1vsQ_OLegoGUsg(sl}R>7@wTzl}=S^GRij}dw0aV z5H4l@rPa#jpeLpWM(3NIt{s>e7@}x?CO0-5sx~}Km)xzD{L~Ygb?fcmHss9TrL@wtoF?tbbAeW z&SxU6PjjD%U*ufaF`4f;WN^Dwd8gB>r}e6{q3Q&i}GwWvXxSVl9|kzvM5RESbz^wIR$6 zmvf|z3ak%2*so0;fBfzvys+u{=-G9>GS>CBDqgN!D+T?PIUo@L>h#C&p^hEYWT<_# z>)U?iuokMo?{=nJwc!orueFZ6ZnTcZmaY55CUq!x@}8i6;thYtZ^B7wcd9nYdT#+3 zJJ}x@ERANE+RG*4dvn8LR@Dqi?>CbU85d#@m_A!R)HM2?&j&bCwyk!?b3aO#PqTK` zN^xTXcz)Qa9d-rz6>wEMq&0DL87KK=eK9T!P347qXEmWN)GjA_GIDCvo*+VCoN7-BzYAN$@jQ5m8?h#^)-B0^$;}Pv} z3qIJS>K@ulx?wL}*i_<+k&M_43gF&bP;BdoB+)YHam;W``q^OFn+t9HVFIZucaPiJ9>I8_hO>Fups!pq zJP5+(8+K~Xc;=qe*dCW>HdH$IgO?){JYfLi0YM+m%>8U#H=<_948qS<1s8;Ew<$BR zQ(e?P+_0Il144`&n4vx5wDoJt+X{u1K6Dr=)b_-6$IqbuhCc0_Cy`1pr;Z36*_z*l z^39||Et!ATdg$I9Z;H=$7{zXQpeGEQ8Zb{5d=upc4V&RGT1rO-qW~*EGj^>DZ0GYb z_08bBu64H$0$Z11wTzNL)Db)vj?y7|zEK=7!lZ5>T?U*(g-IPPBL#+g?bEoE>~Kbg z(hPZQ3rgT2OCA4OTUCXI36-DQb}kUNkL@S3x_^J6VoRcJGBaoTcYr4MokK0@tNRz9 z_rx2Cg(iM(NB2V$w8h{05$ru=4cFN-_D8emr5xphduA32G_J zt>5!W&@kOZ?8s_jbb$1ww0YFG$q znYl@aj$TB)_0zNkhepz28VmGQ|DHTdq=K}7vR4X8bKsG2cyhr>hkn?Mctd|-7W=M! zR_>)7e2$Y>ce8p(?Oh3-{0bJ6|6J@$f~~)dT6#{h)-6s-B5NM=a#6@#97GMyF-v6; zG8s@K^pAl)SBg%m8qqlSkS4EsA|50R;)ulM$m;wplj=He1>qglc)s2OHx*O!Rsz6% zWL5wsEbaS3PtmKWbCms&o#}t!f8BHpc^)t6*$${FY;BMR5rjPbT@?jg zm>%fBU4K@?N3bO(X@r?PI<&*mUSqRRh$+pr%)N`&r-cD5$cG5_Zu@@+vr2jR%;AF0 zN}sd$vzM|w==3Si1dXt^7-83WDy`J+#oIh<1oBDqg7O4H3R^Abze;r>LE}hUAS$WPETJf~H7$F=sIv%G^y9xrN zuA*)|iG_zGlSIZ)w6>BDNpa?&8cp{9s1=0b#FrFa|l?g!~|HX3n(HZOoY1v?MX4 zS(2%pOV($v@+H)XkBK90!l8o^PCLil8A(VK#&Gshg$EGYDbCGJ=_*k;a4v#@>R@#- zx;qgTcGJJ>s&9YLxPIR+lxr90_H7otl`tzMeUV(*+f!Uo?={54rRI(az>cmNw9LQc&2|(U~VA={bGhwVd$OI&f>tH z@$D+ZlIG>I#-}08bF)G_XLbN3);#iH5sEm~b7JJsufb+r#Lm63*wguPc~iZuJic(H zN>SjpP^CipJcqiAg$ig4D{4ToyA~8`^`wEZv*#G@aOF0d6~_p328CX;8*o|N4W=(b zkfTuLs}O(e$mtg|9Db@_zFu0y7U(zld@sGrYy=WD&mF}Dn`L0~;?BW2bE?V1im*(L z;Gqh$LL@9B4nEHz5W-;3tba|dflGC0Zd;}uxyeF&O4E#I)u+)QFd2G>+PiaL>vWk> zs?=M#Q=QWr!(?wuH%WIOOQ}o3(cw?21^eEdiA;YrRGMkg0R24H8p-vRQNYKA^2l8W zWDcD&e_GAz(%0>dv~Rd-YJK<|PnPVpC#-u;tK?4cWA!?@ezAHBI;~_v*)FD}w{ORF`^}ZbDQAwY36@6i$5buT5y8z5f=8Jwqx4HR&? z1zGPDI2aCw8wwmWg1k`RU?@E7xt`5V8*}KPR12g;uX50D$E2DY$GDfebvUr}QY+oJ ziNS{7mrJ0spd0EnF@zc1$#E_WK;KN_uZ9gQX}u?^?G6=T3r{>9yC?(<;$wOv=Td*`^!oUV{mE74{n5|n6CO-o*Sd{(4bi(#{L5W)1FXMNp zlziU{m6;Xh7Y=NrI~)j8APC!c1$gw=gAK%eOR)WZ#3sn=M%+=70$ z)$1)Rtr+c1c{dIV!ra6kxd8S5AZPwhXwUDt{R$3n%4?lJ0((mAO~2p6 z-k|O^eDA(q|F(+^;M(Mlo6e`5rM+SAh+SIGu2UYiF$O1N#Vd|Jvd}5;Zq$E;IktKn zv=&({j2=u4JX!xc)EQk*KKFXKIgMkdwBFMutja=WWT3nmyy)=C*q6fo(x9;;d z6cL0~j;qG!6E@Bt2} zV5v8cIhSy`G%m|tALp33wy$^eN9G|y+T1mik$*)pmc150=2j8cEoj{I($DItH+%8C zSi52AOd-#)2YDT=K7xOS(_PWhP(El>_A$PKWkpeh_r|P*U+nMa4rFh^jTf*O7;Awolv(4^iHTR-(R!5qsiU z`S*kOQ*Lf=chbc{yh?(lZVB_J$Tgg(lTrTgO1^r98nEYlRFHpT{_y8Xm*PPRLVW@D zg0|O-`~d#CL6xaq&9->2PuY<8Z3&n#H10cz;Gm1;bzTF*-@pe3GS8D8UuPN4^1y~K zSzT}etZ(6n(amjC9$+o^cAS!)`Dp54+ zy!&*d^2qM-4t{@L5r-`=XG3!avRZmdqq00(Y<|8GqmYzmFBKD~TDhO=<1|%da`s`- zZ5X%-CoZ2QtEWw7H4VE3g{W@LK-`xb`D1QqwTQ$0ettb0Ho-;gX*Rsci`)m&=}xKP z@x~J?_zo0%{iCjh%yA<3gou`@1SLxOMUQU^6ZULdUp#-Gda1d;e9cE>oNXNpBZutl zU|5A%Oj%CnIDB&zxfiyN9d!229p!y&LPGDJnjPjWbFwj*{=Td6^EhwBUM&RJl_-P#bs^D_Sf`5tLt&zU*K^$z1N=sw`2YCO!u0bt5?n)K)q!Enm6gnh7- zZnhKt5U-FFD=Cq-QbIfpKP|*~3>ayjJs+4 z?*z^~CW8Xgcc)~wTT%atCkM0tyn;WGn3uqp$BlTNl+uTT@}6tHFVkB>qJf`({`P-Q z`kFtN@q+>s0XCOG4g)6vHJ8xp1Q&m$T{)92w{Fh$D<;$n)aJfaO{r?mk;YXH>_nNL zQ#aG&E^7vSU>QpkN^2lAOHG`8oytE{qis0E`8)92NT@KU;q7! zK9ox3rTWkx-hD*t52f|TU;q2@pPx#(P=3<*iNF75Tq;k!DL?x6-*j#9UH*Ul#y4N( z$*Z@oEsV?csVYxg`FYo;=$dqQr9L^`!)&o`Ypb^e1;f%|AT*fwG zJc+DL9JF_H-K~FIw{zGwbXtG4-{ZSVdD1q(-p!qDbc;Y2#u{Xm#^$3^g|AeX9k#aa zyMdn7_(^1EW1~eKp-|cox~Vdl@<_K#_V~{+?_fWHCZp#ue^_N}?O?_A3kP(2jq$Oc z#tY+V<6ATOG4oxeVBwSBZ12bQwX_ii=eD&e=(BvL%r}mkN87=PTYi5DIUd#|9-c12gQi8Y>IeaBVZt3R=oA7^p= z_Cp%AxnN&ge(i5y1UrA|4!aEN`lHcwoCrk;5zS#-076(ln9Ida^7%Mmz!oq)5X(eJ z6JmhqXqytDPhbKf+&yXcU0Ilnpg=f9Ax`9Rq@upQ>!Lz~Xn#=x5RnjkK0>yX5jFXY)tG1MB7idK%ihf&)YRD1fFleg=GcJ( zx`-nIy~G`d0*z4+M8W{p9X>@^_`ObJl3w>kGJC=+*bGaSI~b`=!~+SYP8~$@L`MYL zS7#7-f;s@drgnb{N?BUcIx0){kr@F)&qQy z)RBr{6(2oN*JCkeNDKWr)#S>7N=lOU#JmZQ0ZGqIjWka{$mLgdheDNbZxEvJ4nzUu zgwbH`;E9>H%|xh8g! z52>)l6oT)K$WlU(Z`GmyBulbHCBBKk3m^dkIpZj>zNY$}7J6XYNfRehqHf%DuJCaMfKY3(SBgB4r?Tq;gn-dp?hG>pxxSVD5E4{Ol)M4j~| zyez?ciW#V&-5fKq&}4)sU}1xyCC;&8q@4z8q(&SuIsM|3VCzgH7=y==j5~p=(-EVk z-r3F;uqkckf(kU9oYUfCxBz~V_E&6*Tv~17VCBT>K{s!hh&5ob5+O-k7MrrvS?6y0 zhF5=)RbxCtkx61Ql~sebD~oZ@*Q;;91=0v-|pr^-4={Uj8&-b&7pV2jHv-u5$@`Q1=FmF=}b%}VVZw6 zkHq^EU0CPQJX=45Mg7D`x`k&_kjxC3(h=rl>S}k!izav8@78R6`sDPk%F6mI+gQK29nyf1bM_D##jx~X zNFkKT`djO(?QNWYmqcp_K~7`V?qvM(Lu zQA@&)-Ac71q}UerMZdsw%zLnlw|_gvb)q6{(YMO7T>cWU1baGJh}nO9&)gSJg$!oR zmWuqqS(2%mWbY#Qy~SMwKe=t331dtfSy0Rb7t`s=FB~Fc{he2^i!t`EzIc9_^!F14 zg!PNQAUVYIR7zEnju1f?!_O?~b;pvT>QiQtSnh@6KKVGs7j4$tb(H=ShDuCAL@z#iH06i(`rq)_0kR*VlYEMGsDn1t3<#hhi(XSsho* zwqQh3$HZ`GgHl_+x5=DXB%98%v5}~bZ(_n-2O))+~B zAKjUcRs+9g8GG8{Hy)M__6TX2JWmSm&F(o>NR5rZyuh9OS>I?9u=1}N2vFZUQkpW` zG|%6N%le$p2&HLeE`+d6j#Bx8o5m+e^IwonQ zu|QkXzglS@q@;f+Qr($M&6^qf>8W5Rqa$B5y4Yg}>Ne7=y*;v(<5d$N*i6=44JzL} zJxDzP2EhkSQ5lW^dHg)z{afwFe3D}G!LYMBbkb}#zy7lf`H#EULn+V)juu=is^_!4D|0Xko^cpjy8GrNs34EMZc+ZxZDreujYDg*&Np7 zWp4VGFUnyy%F4YS8oNfF9ET(5Hj?`h9-$|&9)lMlh>*5HgmepsNvEQ2IN+xiT#cS$ zkipNBpkseNV$>{EaT#7k{!KF%NArg>v@D@e82tU-^?7xUhUXL~=n3cfB@z~Mj$dnJ zW6A`G&gD?<1=M!)vh*7A$J3{bMi;wQ&3}NyB>R^AlebfymO6?QEq)SGZAP+i_P_1D? z0%*J>Hsvu4$wuO%G1==8Ua;y3U92sw7ysfkS`hW8u)oF`LNo>hsv;y_&;@GW&X5h^ zbqw2Jt6QrNN4R&`Hh!fp_K)||0{L@vGWZ{Tf(ZE%BrwOPDhhZ9^5HhVxXr?Bm_z{r zOpbqoJtZBp1uMZs5AjV1GJ?dEbg>?409slExS&XO=TiD~m5@msL(#Y~o*x3fr6OCa zX?tjbR3>-_3cNLUii5ghE=ZIH5Q7k+s7vQ3IN~-NOjRlzo#L$IU_Y`x{PbciiSI!C z%-Ku>t8pgbK(9!IRsVtklOLsZ%9l=^#sq(HCPL!$Z*~m0wJVE7l%v~~JIJkoiD`YC z-BaNRPK&-Ri&Dfqa8tln1Oafv6}V@m*v% z1n2KjU0$dr1m7gq;v|4M-iiRG<>d*oqKCp|li$>W%~^q!uwT9?EW%8yq8gTMzN8EF~CJ-&bNPTaUu46q{nWI+|I*^}5~K-BWqm5?dcMowOp z^vqkaJN@3g9lPZ!_(t0STV1>(nxtc~05;~!kvISq8Pt_fEN>+ojT4^Y6-mq+$qaQG zX0^}D1+$3E)5B)^`hl$E+3C=Er0w@x7O=U=Z{* z2$!HxwE?S9&cd?8A9ClJ3%rV})-n-~2pol%#K zEaOhI;x1m47cIGR9_ZSL5}b+C`G`f7h?%sK4ATnZ?qZ?SoPKM@Kwr0 z33J)}(|89{mpFPvH|xE}Kezt!NNBV`qTm#njB12X=`d?GFhXm?E(_#{q2Rwrq!y*5 z%-j=jw5Exh>iB=xoRXQjs73tXn=?`4g79g`rc>v^W#2$8(t9}Zd`LYDVdt?UEJv}z zFyV=gmnej46j;Y5b`Cl44KrhQX5-G;R{Mz||BgtpJq zyefT)%TcPnQ~5zT6_t)X6i!fkFa_$6Ja}!4Ns-oxOviN7{IhrABBrJxCo2XL^LP9(kaK>J- z>nIlF+Z%t|3@M@Tz7b@5M5VevXi9%iFrb!ohe=M(Q^44^B!eD&sFfD7gUiW3h&2!2 z&slS*y!HKT^UN#W)y~w>18`~oj=B{zjKc0!^G^!e$`?mgK~A+ghtB7R=%7CR(>pXK zluHWhqJ)YujAWNtg|nM&80e5AFYZtm_%-#z6}x|fENqM+rGA*b9ixm}*cxe!#AGk! zV2vg!9GQe?gRIHIXbuC@q&1Ro3$S`p$2BjzGJt{N;I1E}X9>38&D54)3!7bW3zzbz zHHBNK?5Twx$(B#ZnTM zs@#9=I=K{x1TdKg8(CG)1MOf8-j68x07v?19*xuq>3t4uui0%VwySkay;E>z&l|2C z+fF7nCbn(c$;7t##^%JfZ6_1kwrxB4vj4wtSM7sUwYt{RRjUvBT^b-%C zDHLNm8jJq=Z{!BwKYKwtNkZB2MW0aspR8>bUC&8nDvPv{g<(zb&5kLu=g|6=X`q+( zyTHy|0*_Q!2G3YJvHxGrh)c~o7>&vf;cGNa05%nw&g?fiBh<8q#rq|zzqR>>{W>aJ?HklAv#38dcT~?RDq(JNshm{hBQ+=a7Di3V zk=O|t78rS&`{zM&G;YUoTz0-dWM0bvWpYsVa@_?9i*816cO-usi=X;WUwMN|E3CE* zV4}gLMIjE&((RMYR*8*eS+s7*_@YTSVcA3C|69|wsuel_!^D0%dps`kV@*hF^JnhJZc_*}rnyZ`Jzux@%1k%C z&9_a~8&xi=L3w_i+B=M3CxMG3ioh^MfW3(fC4$M=JIj))32v9#^KXn}V@)4YpVHoT z9WEWg%E_#I=G)rGyI?J$K6Q3wBgD>}XkhI~#4h;X8!01~aHbgk&xCR0J6>TS^l_d= zc9liUfAC>vBcy+qfLG)Q=q#vWqt$6+vu0AsV+@gUYT_tp+e*CD0giXiI^WaX0G&jf zb$2@P%!cYGPj)YlY1@SYF?v~;Z#EMR`3j0M$z@5K=N_No=7;KedR*AB0w4+Y?8RT%m4>6MqPTyl~b>p6Q`cn2_Ak>aWx4)zq4YU)I^p+Oo5h#KC#G*G~%a|^A;BSuYUjAeug_qQ_c`J07yv! z5jnGK`JR5IJyDHlP=OQV@cvfG__TE~ANXR{=Vo`JrL@V@SSq(1dJKi z0hs%-OF=yX3gs1xzdccy!MU-?HBW^4arLUa5lbO2*zVdMNS z5#6OT8ne&yxBFXu7gK^2d&6G@I62eyPfTDt>)V>o*?8x-L8}N@V4`saHLQ;W2WLNptHo!E91Dw09abP+VGCNUA(i|bCfRX7ZP3F%nMQ`X-*igK-##< zgllAlEF%K@X%j!WWfaavKBBMM0Sdtzy!(38J1a@66XJ@vW6EDD+` zFaYYbO806AeiC14Y<2)hG^QC$>Y!-rD-f*4v`TBj(qA07SH>4fy)zyJz`;Qn`#4|1 z63Ht)O^5=O71*S8fp*bDS5ZL4Zsj)RiJVOFB{22|32?z3Lbq`tzaVvtoN|{hJbAbNA z+j;tV%@rNc@R&S(m3Ci-L1$CsCC8=xVdS(@AJKItOpf+wPbSlnmHsDpiCYOwk5Qi@FN#^pbGgwweWmh`V)vUYTN9}3l zt`}ZZZ*!>68?7(|D&%5`K}*J$A= z2i+rl7ziGvzuyCQa7mKB;TIb`)La(>2oenbVk`jx+tOeL071=tx&`_-l0yB3(tz#K zstXYm`-AzFWFUt%qu)^3Jy^(sT_X!=kKdYN9OdTd1=FO?(&6lY|7Sp)1V0F#(>3$4 z3o{AYC@95)&PkV7q@{9|cYc;JKAFK$Go+3Yzs(K(Es7a5ZdK0s-4z!DDPL)YLp1NN z9Xdk=5wdw?!1AEXRZ!$m3}~*Onw;k!D}4A9=yu3Qz`Sc$PwX;YyWj4}zyr;+IhtNT zP_WrQx0 zqOl%9TfLv^(x|@q&N=&w&GdeL@sx{82HY*NR~SYD;DDet<7Jpg>CHNtJItUUkmXr+7_OLXTv%bj71f#|4t-o{ zUI3XDP?h0bK&;It*%Jmdv)l^UvY<-%A-@_yRo1#KSaiwJ=M|9k&C1TV=$0)!I55>W zYeLRffkMioeYd+*lOa&zRI!jIkqb^x7tXl!A^)}tY=;(H!k=z9Olt%pg)WH2D>b#| z#ZnoS`7n$8xX7dsDI`x@ot08+t&7V0@IU?nU~v06NSj`JV2co{$%T^(>A7WX1z|%` zUx$PF-uC9i>V+|Daz7BBeS?cty>$45A~c3$XHQ>O>g)!J6{@0<@XV$r>wQ1lU3~Qb z_}#pnC%z0;qIFkcSY`4gbzvL%wJH*<7W>Gk@+?#RrOC9|_Hm*})5%sK)Wd`6;Xthc zE6A~*zneIYkJ$A=@Y1-MCeC)0HN+8S63x?LK?+*z{2czc7D^O#ig#l$A<5j2n@m9J zQyPjEw20E4(TA5b!tNFD;eozh+m}a6XD_mJq^I8CT+-i%!o}C)o=V2aEWid)`apzi zTCms=N5;j6kOnxj{z3>ZOn`zM9q~Q^yp^`#6WZc+-K1|J72~XJbKNbuc3w2hZge+x zkX&OOZ#S20pwNpW8 zOwP5F6{O{-|t&j`R! zOq`o%=__-A3$nFh*aT4VN8=FzHiz7PhWAx?RPXPwAE{ln)>B?1UU1RgCo`Rl^z{gy zjupzx;P?Ud(vXA&!%;|(Kuh>wREEW>AlR>|e{o1D@%K{2_%t=4q|aRQ?nv|ANdFp* zLA@VP*P6_j9j_R!r-e+P>$Qbr30Gh{?Vm86w#iMMCvsGH0gdKmyV=X+%_JiD_s|~Jx;?~Vc>|PjF5$QArm{9d?&<4@CWEmH`|iS7 zYl|^C;gPV=u3BFB9zlZfhc@FnfmLf)S7xpz4JJicYGYwM=5`TWPg*RYci7t$es;GTjkcnUZN{|uj>7U82m$}TSJ-{W}2todl z547wuiD`$U5P=f#f&r1AM|C`*je3BK~4}>es@t+{ktUvk|EL z{>js;gw-(+R!a2ZitJzL{v&k;blUZrdj5Lv5pEg}_gEaFhrali5r*4Y1cNz5Mrs^> zwkTCW39bua_S_TVvnycLi!DM^?iiAcrD2yW_on^@?mqJez$}4XAJs!8`f4EIi+@vv z29J&?!D8&L2~@V*r$!*HlC7~IEPC)txJ)V$3a*nb&X+>i46GTX1QELVlw}qkkeHkI z+fZRii;wZ7Pt7PUW`S`de!vZwe-p_@y6dlW`2&s^1I{6onSk68TXkPHxTmm=5|-#F zi~Ir>Gdk8DAc4x%Ac{9!Q)aO1S}0J^gc+?EJ06vAoWN}QC?7R(U53SIpo{8z5wfXt8`^;f=mx=DGybDovI+qv*kVhEYX8G14^U)ISAo<+NV|4k% z?E7nk1=|VS1cO9%+HX@s@gE&T<8)ZW0LK!2-3`Bc6g^R%X%x2oWY8x1bYnMGo~5X^ zpM8yOPy*5!<0?;(7i1-{P~4=~q6PH`RxXZ3)@$;Sv7&t=HtB^tddK%VYH} znJ7G4^08eVK8lJ(&;ZEz{5Gs$7do$13-MUxSsddE6@o~Pi#SEk5j5-FQ_{ofKN}w9 zasMpyX9_r-CkoTdH0>4&y6~W$zML*WySJkm0k)d))Nk5~x%J)Doi!JUvT-eX5XN4s zMv_LUn7f7&!fEnYG?(tP@l4NhTrH%vp1=K1_Wug~lGCW%B*0z5igVK(C+vUS&h*zjo5#yS`V^r< zdCwGyY*op6ha`)8**~mTO=Mioi#s67Wa0V^u9ukfG+MywC7KPfPEZiAUlce|Vh;@q zqjugi-n+n;IYox&(z>9?OZn!cFUApvPapj26-U4f|Cwy2znTE`f ziVTzgNZqwJpqpP^hM8sT>eW{|=nU55k-3#HihRbtk#hCgS0jymqaeAOtU2 zy7f?gAOBe1UXpM`6dbY#+6v%7056<3(n_`CrYAV@WKUlxX@|NKCP0z9gx9Hsr5ebq z2Ezlg!(6Uhe#e<@wsn7wJ^HmF1Gf1&tafFu9)kZ?9m~zpF}P868(I(HK^zH|k5*7< z(5#c9x${H6cR|yXXy{JEw%Zp1$^LJ}KkD*jrPiEtpgXL{@Py^jnhbPQpPYihE5(G<9cy+X|M@Ql<;`4hd!q_-jeov^Tj6%+MAtt&r6 zJiQU3d2;|-+o7}?C(Cu~?f}SOnRVDzu*}-wtqU^r5Ut;#vqE+5GL?1?{C%vGB}&`d zQO2%gthXq2{Sk>Dkn<|Iz3mlewo@85J3TD8hKe+6<*Lwh(NFQ~k&g9csH&05stD>n zD7sJ|_gc~dH4t@)ADWKbiJ8v?aS4y(==#Qx^D*9Gj|C{3%rymO1K=%E0`NC5G>Q+@ z!u77&Uf#y5;--1KP@-GHQ}2zJKM?W%rRs|u2Mr~&{pbV&KmrFgk9~`mZE(XhrG6j?-VmEay3|a6MCYYV#yh-@0VEpvmt_c5|!-cL` zy540fpQUC;iF(dl!`V0hd!S?n@oC6aI1WRdvQa^<52Ib3HB8$pQzG@@$>)P3)arWk z^5PQFl4gPd(6rvd_mL^PG6ZEX+_}n)LyKM5=sxdLT)^#$+esU`qn2Nv zMRdU+*CS*|36x9RL)1L#<4XkWVJLO5mPPC4{;$&&n+RDiz!}vrPXlgMpXq*6z2Crd z<33p+us44?Uh|=%*_3a6`_zP#1+&7NcYtxSD9_&$U~h&VAI^y;IRz4N4kJVrNh!)r z(*Ud7+`xL5i<;zNEi`LalgJE~p&QA(xq))YeP{&U46Ibs3PTZNY_p;^pTxI~AR{;b zx$hu(<0;v-ck4ydgAp}xhE~7N)bomB8uXh_QRJ!L{al(KdmxRhym!~g>uv+8#Qc*C z7pgWDpoGRJ*B5jOHQ`*|-j#k&B22cv%4wk<+3%Oas3V`x;dBRq)_x(@@7t&Q!(suc z7l!d|plwPib=bqx(ZfR=K??19ikx7mObJEhez&W)A#i=0(n zFH0aso++ByzK9U<#9r2n4?@2vQ?8^4E0PulygsYh)}nAMrM6vehjDiFP}57DEti;k z1Wpeb@eWVe&F2fJZ$?veywu{xQdcB$^4o}nfAC}^m?y{ZaT774Ry12{rv1jpu*c9C^i{YA^3ysK+s+{fOR2ud2X?rs)qH>p(EIDuh zI{#2)KNf8LTT(uWn6?}^jl<)M$9%t_V?@E6tIII8;qOQumY{r2-!|CLkXRP-d)q-F zU}C2_4)1Eh9?9OjPtSJmY1rcqtKij&23mq`H5%?3jrd(0i$ zkzWj77)9T_r+KTG#_=L{Xjq@h3rms(2r?MTPNJI8Tw+ez9)2<%twv_^Vg$%+nS*-*ri`PC9cN6 zziRfB1W)Yi+PX9UlG1ZVY$5oUJallijN#guGh$ego%;_EMUv~g>Cn3E;ia;- zAaWQpSpO*J_bTXq7fjf=d+2*zCT5D^%4c5vZt6`SYyuW{-ShX|##0%;h6FQy^A1h> z{K?#y?9TGB6v;Xcn7qxUA{t57Uf9(O3(Uv&Mcb&3d zZ{?kRo5FSZP9FBtM4xKo_FD&D_n+W@*O{dNlmPp7^f2ahlh>8Bi$j#mZc-W z{~E$n!YWYBNWfiv@J4dI^}tdz#P>eD^Us;7%o+{!W`%6^4Yi>P>Mr+1wE-_50;j5X zJ+mF*qWVgawI4*8Rk_pHWBFlP@ogvFd!g)Dr%$!ph5KuIhm~-79eg)KfN#n7gxIce zJkju^XMg0tC|A{1cp=YIRgBv8!q>V}INJhq#?=)-&HqnGwY-o0^d&-zSJb8H5hYlu z)7LN!7n*`bAk~~jCAW^q>B?O8%Wq*V9Hw47oVj6U6tb4V%xN!rWm@j?aaP@{)47@$ zm$#c9De>|i3(1Blf5s+R?Y6e4Rd=ERDfNtYsMM+EuEp=~jP&niewwa}jHL`ZW|%6s zE3O}iIEI^#`l>;ds>R%r;alkPnL`y0TZ3)Fsk3$%#-yo^Kt88ZXw|*+Kt3>NRpa>u z-mSZbqRrO3i}7B57I^A{_l>DEa+7yaYh4+Nj{NsUoWnElhH_KQWF*uhn`(|5-U4_+ zo7{ueH7A_x_DMy^%hGLCbfKMw`CDtD_*y2QwZ;^&e&Pf?eNZ2>(L_9JtrA}Zr4HDr zBotZXvOm4|g*qq%USLrbQE8{soVX^^8ml$wx8z&tG>Zvtj2JHliyH2b-RPN%tkltp z`>i0s5C4R)H7QbNmzv@!fEGd1{+m*ZvhER+&Y{tK*sTf@W#(@?EkpX`Oe71hg?AkQ zx|q3WNx0(dc$;5|nZZ@jJ=zu#Cwo`4bl#r%S5B#D5*v4r*g{!B)*&8Tf!Qyn3(`;J z0{DzuTkbJbMW4~`Im8)ZcctA{1ixV{@Bt5cly}v49nRrNrJJOzh;BW-b++#M2i+vm znI0PTUL>hFZtNxSJGHX498)+!o9jP-!%@TW?*$h&(Bie0ZC)pV8il2^giRS7p!D~h zMPx)a1`V@>zH%XDNh_W6z)X^-GkdJoe_4L z=}ByG0J-t*J`}D>e$-lO&C`7YIV;7E{{ea#1s|+Y$4;bo-3TfhXR}ncy#9)3a@c7mW!gx zI$C`#c49$u)YBr6QnchXI-!Ym#t6kL7IISWQ>EfZpnBO|{R9>p_zL+%=RXNqAx+uW zhV{8hhmQIXom8}kPCPgO&@}y>gqy7qEX`ctF+m_Du0){gGvW!nO{B~!l=b)rav@>>?ZY+a9#APDT+Ghu58T?VZ-&bQ z9}~ZoGeowu9BK}NzvDEQoR$sng@Ij;JV@-q6YB?pyRQ~^ zX`i^wa(@#^HT!J-Jyam?}i7B4`_ew5Lqrwu}y3E z;mQh*duq+PSycRwWNu0zSE1_;ikt?Anbm@F(+EwAVFO^m1S$_X*^m#?ITY{OH7dGU zWYJQu95sTc$&=BngJuJc-M)I1jYc#n&>s)SzmF533*=W!R13Cy9A|+>fEkR1lK?otrqy5aO*wW$$HzY1J)FXy=jWp+Dn=j=FP}ZZZMi>26wZ;$V6CaO}1)k zBe3w)9grBH(($GJ>`pgTA^GyyJnlBRJ*mt+w9o8FXXxW2$j&>oWCvB?DtL|8U|&JK ziBU9@AaTS9g30PV5N$&*5L0u#(^0$)XI`PR(lF&}eKJYc9G$T^toL%_GN?UgFmdh0 zw#x}pWrvf^1B*6rG5w@@ZhP19xN<5Sf%3}o$rBTh$}{ykBbI6E!htjq(+SbS6>s%v zk}HuyW|FZ~<|22?;=LaG&=nUl+YKeI0r~cbJFS@7hXJPeF9gXo-0Q-TCq+UW^v#Mh z8<)MnmANf(zpmV!9rPPll-QXak|I9L*DXc_PGspxsSQ;n6X z|HudcjFJf-?-ABVelJy8%jGj(oUViCE+`(_w~5CNzB1%jaktXuhH?;B5t*@%Qmz@S z2n6|eHH&kIXriPgo&q!lu`Ugh-mT`xfV9p;NZOd{OWI(f`i0cThlPKSx)KY?Zec-? zQY*`>flHv-l9+@4xue|IDit?U$H$V_$^!~OW%O$1?F1fj*el;M3#||Sr_wh9$z52p z>TEy@`FPx0y$$TZeR>aJN;TmH>(uwUG5xfJiD?Fu|BGc5@;0*AgVv5~rP~$*~=`ZD^?ep@g|^$Qm$ZXOIV$32b?=*~&yUhy`- z2Of)L>u=7QJU8hLBotp@IkF4M;d5O_e|LB~NnlAYyiw#a^GrZEQlj79UoA3|Dp2vi zhhd-`OVa-!DRiUy2?-puRReM%+f*KfebVo>8_?2?sLkq zkBRu^Y66s^p&luWPkBU!jz-!aVAR(Du3Lnb5~o(@@DM_bN1-RWLvFxTOYN&;cD^g$ z@kYfu`Ux%gEq}mi){T$->QFVmf1}F!c*lnq``WhpY+&3YXPdmal#Nkgq)nN&oK(1L zV8ZHKubc4jXzWx_m%!!H30a={f+LpHPQhWtfrjeh`Tjzn2mQq6&|$bx!~GZs*uS70 z`obd6Grxi%oco8mP=d|l_d`}qSZIj;R7Hw|0-ZQRXTyiZQg{Ih3#At7BF-Ph zc5Niqhk;;-uvV?rtea+t`X{Ch0QKTdIy=~fIQz~Nv%RdTchd(eKZv9*q`@s^0|7UR zR3Mq;$=3LQa(4U(B&W!%zT?sG0NdCzI)Q3jMJm#(Kar+Eh2>*m+Np`)BTqxtGIsD47D8lo0 zKr3HPRN0i;pYE+P(HmHA+TL$W%yH0}%Ae;Ey_GL_uH;+Qyr*z}R)0E{ZLxV>^|{=5 z#glOF2qkDEdT!d~fy&P-zXPIjiFKO~2Jf`D?+doQhjMn{{8!^+_!jCYhVl<*!;Y({ zrjeR570wpffR_#((tPqhK!wge6Q2UXf^j07;u|Dj@MH_|MmAkGjZ}HRTBiHqA5`I7 z`7=fFbhI(ORZrljX~_i6vOLN}iNs8%OXW zPh+EW#KQVsS9|N!$9X%G_8%*WJU{dX3}%Vq+MyJ!$Bq-Z_IXR9$f4kY%$KTI@CJtj zEs8SUytyq}^}Hq+K(p&$KX7&yqDO*jeP6~cr<=8wg z69&tkIR-oyYo z^>hL*bpD(<07l6}m6rg~J*Lb<0c1coSNi}WegpKA^Djn$w$}a7=|LRSh&&Eps^5`3 zv7N?=)&!Q>#B!qM7Av$7L6HAEHI)V^Y~N4#(Eyv5L$wM~qrnK9hiq11;B(|v_=S_E zW1dBvPzy=KWdxHxQW||m$iNWZH$a%w`$q*2iUxXdfWD}I7JQ2!Us}7Y8a7(J`7cFL z3!g{GOjz4xjf-o?9xv4@aHK>VioYe4QUXYCE^KjPHscFG!sQ`{A;|WsBns*}8E)h3 z9}fa64h{PmM;r1mXCIzfz5Qk2^v-IU?z0-Q_91Hd_@({Rtzql%Y zqtZzi04Rf-R+KbDIFBKpj2NIOUK}!;PknOLWiJ2p=J(h!aWAg+3KTcw6i~b>&TFPE zhIlT@^N@h&8n-%pfksLV7^NuuR%3V~NxkzHkaw3{cyWqN(~6Cw)(`i?tJ3*o3g6o< ziE=Fx);QUzU+t54WNPpj-#d<#*H<)E(wSU&1bl7&YhtObgx~J3p9*$8@JzcR;B%xE zk+hsA&&qB)y4gziyRnxFlM-y|2(hcOHLFgEui4c;w!)pnOEFY83zHXpUuR?@mZvj# z9kv;I4)YHEK7>bO3u8ZaI~Evh&}K%eQKXZU7kHH{*rtN1Mot7u(u6WybKsdC&d5X3 z0l-P{W}h?TZeM)+J_kLgX5TLgho3*t%`TepxIL_(Bl*O`Rf-SPuPYYg0cKE4ZqXF( za7DO??cuYzt=Pbu4B#$pNsn+bh+ha03*LDx=ot~!&|!YK*oo)hp(vbjm8FyLa$ik# zF#%6o1R;M{gaSGV>=UNoFYEB(AQLpn0egR>OZ+XHTkeoc1gPE8?9TY@sJZk^U%O@& z^YfAohYZ=o;Io4bk;=Sl0P*le zO9P;~f7`Js8*n4qcrmtjPl5;ta|PM6`eB4PpYo#LNoIl0mEXI^?sLGiFupf(Y!8#( zLuYz1a`zszz}mO3{mBP*P1D9gah++U)K>DM_~iHU!xlaa-vW|GXm;JAHqP4Gy@~0# zqW%^K#%vgfuYqQIs(o3}TQLfB09+_f8`TyNq-TTHwDd7wR1B1p%r zMY8Z={3bYDqF6IaH z+ZP9%xeUMK7kV1S2tt8J%;32vSsab?-JsI%0^I~6)QRN93l&cuSiR_xT>vAQ*G)i2 zD!)U37j@rESt~1Ltg>0f68y20-YzTYpz;oYD?9eQC&bEb+JVoS{N1G< zBdeZ)7`{PlKyr+x@Qwd>qNO@{7D3$<&oH!I`x6KiGt%Xu`n7v>&6dS?RED&bxE~VS zwaRdng9t{yvjX=FZsfMNDn|8MM(bI z?t~@l4nsH{q3;SY-qDXDFiX$!`VIPAf(#Xx^Mqom-}BENCx!HJvl8ETTr-A_Yg0CH zZ0Y$6;h_be#&Bzz;*>>NL3TkM<(`O$NV(mQ6SJ;0xR$D@5fA&7ngS`qRcTE&f9V_qM~!c|qwdw8vlPZ5QTz{#`R zvgU%5pR4Oi^_qs|6fgY&f%=VNs0iQRA}mh3aJ~prTq`zTY+|fqqmgZuX$5%J%Cqtsk}2~#P;5~omaU| z0)ii)EoY#rQePiVVN%K`|E|JE2WE(>C26%fP_C8a&i-x)TflCZr}g$zzVI#bz)JquMB(W4G1Zp1xoYq7wlimfI1 zJEOyaq`-iv4}eO9lbE*?3ER(Sm6E%OB6;DYnePQhIA;iR%rzq^)>;Y!qILxx?!vgP|ry zRlzy`vDJ>TJ=ufC9)X$F8B;p%Opj5i95Ol7H zG@@jOxFH;vrO3}P8;I{pE4C9so? z2e`Ys1U$hF{ZB|CZX~J2p;(1plpO!TrR7fJIk6casTiUb`Z>{&4}=vR$c`w;s$5N- z!r}V~U?p{gVi&J&l{B?7cEzi5_u!UDNCgzNhKjr9}s83-0^P;B$Pp zUDqun1bV*n0@JGCy)y_9qdEe*DV<8%Tg?WFE6FN`#{)pf9`|)!sq(LQ{R!I_du;k> zZ14E^xNMzvQ)KOFR(1?}g8!-p(sQZ!GUPm03#`E|{+h*`UMF}*+$mu`Ye2DnuVT{N zvn63Tp4?&wxpkJFn$dv4IC`O)-ONM#@c6|~dk{;hIt0QD2yz4{K$`t>*y>K_vbESD z+1$ZGMR3#g_c^9sN{J&fSwpaw-;xa$dREowRtTPq9Ly(3eXWw(hMN_I#L;EzsrxE^ z>u7tuq_qbnn8($_tqQ%}K91yn`LD+9iMyj)E;!JBX1!uy0gf!`UHv* zKgHr`Fgqfze}YVVuD%lpnv zxb-J6DU<`Kdp(UIwH1U$$Es5y_(^OlQ#yp9x0AAHZyAMLbctXELKzEDA|F}G61-Ln zHXp4lBd)q>-Z{*}O_O36LbLVhBL-)_tK9k z=XPtoyuJYA@nCDH^p|}dA_5US15WcZDz%28Y4<{3kJWmT?#vpxwFc-|%({lOQ;3AG zG4^1vngWv;w?Pbdk`-(waCed+yN^mQo=c32)Yxe?^$P3@bJilaLNps8neHLg2$$XU zeW50!c=8M&$TC*^-xC-btP%LXc8c+b9(`l%=ehyfjCao_+ut!OOcorYBb|!63_#@A z<(%iZ<-Z1a`)=Q&Y^qW)#lw0TYUXI$4@Vah?_jJIjja{I1Gspj1zh;tw^VD|3pG1< z&M;B?VC*5F`7kDI)O3i}K^__FL8fw~)nnEMX9w@36!BalS5G@!Uxx=6v2Me6I^8Mh zkjViJd!!j|!mI9)8n!mR7De-|bY0`P$hTzLGuAT@`ZqVU z6LJ$KQz9VisSOJlT7IOof1v@I2f7ogRqws9myDG@`-hxlp*PV;X^oHp=zdfE?%~$0 znf{(*xxDNDn0p#eDCX5-h0@>R62x$#+7|B4arPv!7elKOZYtd*SV1q(Lu&jKP-_76 z`uIyK!V(_fWmh$)x9mL-tNFddI#dHas2MW-%MysdS299t3adxfTk|SR+sz0pC@fBe ze>awl9HZvO0NcJ}asTx86P=1Mvyd7Kaz7OrI3zHKi4<9lq*fB9n=vXq7L(ro1d z7)!6gH2)H721A{Bda$)u>~R?4tiJ}V+dlP(X3&u%RpOI9#*<7Z(0nwc!5_>n>yHUGF|opultB{yBEeditT>Sg0%J zqdDZg+QkwcBAs}^6rHap2Jk4wH;fBZLaVHj6f!x#Xl@U!u@F`=4e}9Pokfx-7RQ z&BlGzYdmSS{Rsrp30Mvbm>#qPXuN`5Xw>N=;;RqO{8eFZbuaytn7Pm5b=&-2#Ct;- zg3Wn5`OdADfL7#sfCa2KIseEaxSd-(CPj}#J3nT@7c_1l(=kPno5uj+VPuI^V~n%7 zfNShh6%+p26G5X3ZUOb4UR^$(h1HskaA(cFbZ{;XBw=fI&ME{44RRuTQyrujnBWc^j7E zx5Me;S&j9)x3;C?_>^<^b*SGiI>+Z;e?G;mn5&c#$pH{a0Chj{t@PZ~GMAfCw$!i09=` ziGhR?l`?&JvRC6rRIxvSDt2ofM8qYoETULhkHed1p|6%r5pwz(4T0B!F|r0Aw-EkV z?(?X)d>D(k3@@L9lVId)-$}cHsTp5(jdzEvy}TW{Aj{`*rpeOTg~(CDhmG*5Hy^&{ z+L%*bpbb(9j)30P9t$XLPbrEU<25AN1a&H!EpQ{)V~tU4MS(e=i8y{O|Oh`9BmG zC?^MNN^LM0I-p8zG-iVXuIpL-1yXBP$PyR_ymg}th!f$AE%p2$QTpo}Nr~7*^H7K@ zffK5k?9KuCRi?vR`{M3!kk3Q!nm)%iF2zvl0Xg}-hki;!-pthjw(l~5H3NA|HrL93{XMjmdI`?PfVf97a)eU%U z@Snl15`gGV18ZLEDsMMvZQ2&DcsRvtl>gZ5s2qpm(BJv1EH#Tab;sqZJK47A zt%d~ciq>{>b`ICgU<2UoqRs}seWzwy$7GW#;^ApZvx>F7_OhfCZLUr3!Q>m+1FZE? zZkBJFV*YS!V!Ap~)ETP@T{G10CElwT?i~Hc55S!iaTApz4I7}sG-Hrpd*DG|zjdH* zFVi8>UxQu|_O~LUS?cFrz)oK&P2*d&+uk~t@qlE!LrpdDywm(0gWd-UbE?W15oGAb zr=%V!aC9HOlzIW(?7_oM7&qnly@V&Dl6dh7_pR=TTt}5FYEpr`P`J13UDK7b0(1dt z*bfXPv57<_O_pm@y2UL^PS+r}fb=jjhU`Ls+oGi^r5H`7NOzx|Y?$O8IYyE%>Oq-G z_|@Cka`#W{L!iXJ4^5xR6{Z&gnC`0zd(jV}BXA8f@Poq~aB%`%UYSaKa-im099+ zk$-j~8UMz{aE$UdCD6Rxa3 zWaoG6k}t&yqT*kQ*an}Q7o$w$f;w=|uHJ?H$LEor{TsR>crU?ae<~4P@HE1(en4h3 z>GDM}mL6x7j|F$oY<51m0l`GWhp+EWCpqYx=>~mZOG%)ntAXGdY7k#o-@l3zL9RF- zvDm({v7$wUk?BM({gMIM;(#i1s;^DWvUP4Q6hyO;pg=N7W4ubgq8FE zlu)DqBY^UOuraj!41nc+xPcD(pp-3EI-n^aKZF0{sY#*H2NebRQPu29gHg7m>x16= zfUvRuZ*oiXCg=kQF#G=|rOfYuih-~*{r5#^7c@r)g#Ca2LD2%k2lfgA!v4Qmlqs}= zV5}hQ9RC$Y3WBM?qyWyq;9D-F!HR)XY#71eQ)Cc8aZ@^E!6?9iW0Ih<|6A36*F-77 zSeO`@QYhuX1OSx8gb;$F0)j=<#B2&8NOiffe+2(MtvuE-dR(V%25EFpU%%@uU&lUo z(YY~mKWB0}9bM(TXRiM4gCgS83NtUH!AD2!F}Ps=m1n|jonWb5zRoY`-{JR#M>PKM zcBGlmlaBO`BDAFoB`VI=T7KS*gQ*!Yb7OmwumA-A1`8NNwfDx33H+tiZfdIb3qQ!H zHM@OdLrvSq_;D)-8RwQa`amhXc!*KVoRK*O*BgY zj(7pu68%AAe`}wH68|&et*ae*ks0;YsEfQUwn0h?1}Roy`ubw?CxQ;VJSXlE#E#y_ z`9@}%><(ZrBe~pCIYv&7`P_w~q(-Yt6tey|;&k)`O9HdC7b*1p8O-}kNC+CqK?*8M z6Nge3hhq_kaTg82%J2|N;E{m+OHM#vQ{N=SjyF_(b_D7XL$ zEj(X=B|@-{5`iV&4<#OzEYCPGKuHk?Ck!I5mlA+yk}H!K9Fl9zf(9?#uZS=vN}_;2 zCJtVTgq~-p5+IhZ!~&C)H(QDuEr?!<5-qwv4KcgCrWw8? zR!`iH(D&dCN%d*fJMd>TpP(=!)Ko`0yaY%dGz|shhqT}K++d&1p;d!yR}k$acKv+U zB;IJG15?}ouCcw5KL|g5XwnLeN>C|`sNkzg{Z*_l*`L$0qHw>dpTj>7ipJ)0v^0&`P#oxkkS&EEd9~0bV$!tpbgu@Z>8%~cD9g3W|>XCoXQVU*{s}+}8 z)tYu%U4MP;-UbGj8#ogfyANsxmf~&k8x0#pR`Ilp0NYI4fXa;pvkY_XU)pwUL#|!t zhO6MKRiyuin1kUGe%umk0l@ zULcRZQ!9{IAhE;3K=VRSKomgIz^FlggUb(CBD0MpALbe+z(QyLO3PKkJ8Zfbe1^1) z>&Uq$0t`ntx8`{H8bfCp;CKgNkvARw%O;^KGl|D`pNmFbiU@R|tmbLx)gqim{{dK zmmBI9SwZSg49BqBGd)AyufML^oAtg%Z*$LC_ppR@BR0GlP0>xk%SN_zjk4NRmHo!S z^xA=y>y6Wmy^TGM0}HmR#(WlhMtrtjtFFtg0}ol}G}$|pYLXZ86wpV5F*zl0}J%lZHR-ja1lB9D8 zRB&WCK3Ilt4f|jv1trwgDeih8)xoue zJdXp@;B=$kt`5s(swaIePs@|k>zOVNzLEDM8M3B15B5C9TEJ)Gc;%XrAHiIRfjcTy ze`umpBz(_51Q)SA;Jlr$uoO)SX)mJe=@Cik=u`#s}%8Nbj%$ zEBeDuqk@&DD9INu0rP)%_p6LPt_cDihy3U3d*J^%t4$;CS~Q>6p4A27R8;|O)HB#b zh{V1LKjR#Tg-Xc8Hq>b=EUek)!ct1@ zVS&AGj$9^>FT*Hx*f&0qX`+n@tV%xzV-Z+mqG%GpqIFGJEh#GtqZ=Tu z@IqXMiGT`(TRhXS#0`}S!UwhSNMK?58I8*xd|iXEM`R&s5KRk_|U? zF_kM-W?c0E;g;o={1*Kd{1*C_=a%Ev?ttMy=0N*^?@z!}7Vs1;9@Txv+@ujvl;&d4 zAz;uo)DvLd6LJ|iF9_N8Hu~CoW=3M-ji*2O``R2rLuerf*+5i7|G?t_`at}E>VO>+ zVj~vfJ$4YL*58Kq7R4#eBhn+GWw?C|=F?QE=XLnC|FzqD%DY#`xYO{xPleSu&0$NR z$cCHGZ(noV3P{5+qnt%}pPO9KU=S4hGVq)z76)gPL_dcs<)>2F3FUHqYr%6Z{&How zBl!w1y4lw$8r6^Z7MdC!{8;0lFtCA2>j^_zBosXQXq``PmH$QB8$(Eb@6Nlnvj}$@ z@%a8u_hYW~|9M$|=5i{O$@e1=cahrBk^j;o%)y?BZb4E6_#PfBcbT)IDe?2{Pii50 z5vgE05#Vp9TbzXrPKxPg+RPZla2zAy&{v+Ubr08!x?R|-VY%PRDR0U>8TItz;t&Vd zpc0YJHn189r0LHAQQJbz$qI&z0=ruo?Xw(WTnbS;sVu9x8RyIb8j^`N%$l`DEXBAAu1!lBry696hw5AP(#Tqp; zBwLouA|q&!BWegXUswitSS@6{d6QB4Q@4mnIK}Iou5lQSqA`JU{js3odeNbYiC_9I z^5%{q5g@{SiugZ;e}5BdVD48MNQ#ZNROoWRW?N-hx%SHsA2gA4C9Rskwefaa>qvq^ zmLqYGRZslI@roCUu;k#S@Gq(j^`eRJa9_60;N4K-=`e3-%!Hawgzc_d@aEF)#>U04 z!ZFA?vq;=?oPv-1k2B9YQ?&?Q;X6VrF{*i?(_ zKX-kLF}QkPW+uTJ!gGZ5iFq}ff=|$Z`Z0)O>sc(>Mv?Y;RbwSDf}h)pEM_U zYoEUpTSQ;D_E{e-?D^xz0^;0jI@l{2=E0znE`iu{cZsTe?3m`P8N1{W33)=-*9k^G zv$J86oIX!vJPefcvG}8Z{@)j;QErb}jgn;1mAvjvSQ7?O;@tJ9| zd-R|YDR0>lj#cG~(7e^cWbKiTLzeu9tJRnj=0WFuo4t*rt)i}D5?d#K)W`&q3H7HH z&3S5>qC2VAwdnTHgg%icA*{Z|Q-|v%8)8#K-$cdR%DQHY6X-HhR( z#?&gfn=2(-x5y{pSmP1X!$@GYx&?=e2( zt;F%Cx}lPb)zKB&Cr&b*r=!t3g5@hCy_@yVNnN=Foc<{d(RF-fZi?dD?&c1skOs+@ z5NK4weQE6vy)ud=^VhSRvxB&e@!LGMkOe^2nzoLLDkLLtRuPT5qusc6cHqlp?sV&$ty)6WN)_k+-Z#(Jro#)5 zU%i=4Kp#(nHKHz^>SQwuikDeQ-ShiO`wRVBBEn@#jBi*{Mi=*M^3{7V&a+^XA{&sk zOZ8C(O|<;;5{jtSkMo6G3Q*}8hGY=s_wqDnYG2cugJlP~$0}>`u#pDmS+KPInI*&h z`O|NyNy$hH)i5((*vOu2NcwnVk2&CV#Ch#U#&Y~gMrc}u%j5DLb8rtv0Wz8(uIpr- z=BVALzLxhApKCLdyTEB}wLqiAp&J0*70iLGyL?(4+l6Tg=m?0cu?qg(NcjKgJeIZ`2f_p1wq!Y6-G zx~SRFVC3A0Vf|@$ed4;Ji6BjlU%<@B>Qzl}QYN#G_Oz8yPMC$V9PIZy z65NkC?lNb^0SFId$ChF93p6UKW)670~4Tq{7uTCJcrGL4WP z2mN>J&-f57j^O)349-U?hY$j34)#WAHnXRukFcb%)(WV;8vCb0KdW@YJ_^xaFUu*d z(9F0Ib_&gqm=di_A>g*YH^ZD^`CD{XsmaT}2eF;YVc8-)+b=k~z)nB)Is*5~qun`= zRs63Qto_>EbZZd_8()A(@c5J;GwI!$XHwa&9VyxcJAD2e!dQ_LpXOB}tOb@oynJT` ziIZy`r^VdAtF^dsgu#6QI$;Eb*{#i~z zy{+{cXI=3L7%Kvh#4Q$T3Prjm^jny%9AeXxl#RK)jkBu>$nwuOr%n>B#94--1EjzI zL8$k>?B`?GP#k7RLTHRiqGKV3l$R$=NY!OrtYWQ*Zm=}6`x%rg(YJG;m}9KM9vNzV#fY$I#%DtAn~T~>M=+k z)=2OnjOkXigy9(&&cW!^xSuJge~{dlbw2`4sCqg4C>_suPn`;D(2S0|?$zAZ-ma?| z+nlm1{}nGhK)YvfOirKhrHrjJ*Th0v7_^bjD8K&i$v-*u4$U~&B!?)h=y)7Sh00Ws z9)A?4qt6zARotXT-go^Z$YAWDo@-Tv_9Hk@vN{62}|8Vfs7ISuSN^Sn^k}v>x)lZuhy*#TbuvQMPIKp&2 zDP^b@Bq?Km)fV2<3#86DFv zDaGp2hCmK#A6)W|j+f-_TLlX)aQ&kxn09Q~SQrwJV|P?N9v^x1XDdZ?|2xi$Te|2G%>f(Ipzytm1v8nJ~PU0K@W&CzHf54wpl94kENnPC##2aT{=A65#f! zOQ}YkP=pK}{Hh(h2WQ@?CJ6;)%Bfp7y&{eqg#d^6Ct!DQnthj4sa2|32JfxAbjI@j z=Q%SM6V(<2&Q=kTV^<-Hf!|F~0}QM|Bwrceg)JT)1yYhmak*nXS)g@Kdpu;O3Ck`V zFpHd#u1)46lstIh)^E;-XR*X$9j<0qb1<}R`^{gI+fz0-YRMz%5T#}OOS|TDxau1z zV>w7}t>afJ08Rbv1s8MlAe$Fo`@WiS;@Wr+Ek5>|+>9L(izv@@@b^z#!XyIL5Yr)m z+0h6N-+K{lEhvFkWSjs3$4^L$5p|gNi}%RBkfV7_nIjMoHs>MwS}uT2TfsTJ#{DJ4}&oh;PJ23IIwXr#xC6f;W& zrGtsAeB0@L$L7F!TT&db&MEr9!2@vtf(;+$a%$n@>Ufq4)SvFKsH1$_#YTUlhPevN z-ZnOk(K>aR)*9+y)QlNRuFWUa@J-qK(83S1t6MO;Z;yQW18p%%egD)Nrb^@ct2>E= zjgTN%Mikt42!F*<##)Lu_A*2`?Lf-T9nP{+a&ROtQ>h3z>ImhY!ky<*K^i&+5-^h+ z2bYtBw(O%B;Mp_=LA=%(SD9BgI&BZLjl=QWA9+2ZZ7}d%_N+cZGtQUnFu{{iE|do0v%6kFEWfvcb3X@L(zi{eUjpET)|n06NnJ(o;=zGu zQ&6}vXV7|j>}ZX_8h*Qn=Iv9*=2HF5ghj5P6DPdDvi`&BNZxc|9Ym7K3{E z*dW~08ZX$DY}AIPnwk@+={axat0>ZY9-$;-pXQR_7mPb~7-hw6FT+Ei@}7%svka}s zpWb+x^|R4*C)l>YZoWFfTBSLzmC~Z|{P;%E(h{FUs#XD!1M)oz`n5I;JB?)~mNHrJ zqO>&?^Gvu0%ay4eZ*3n{hNCGf=kNJZT$>hYY1n9lfZ&_|q7X(lPY5P%XS>mRT4^9( zBjeiR3Y68RVg(=mg{(bbv*KBC-anZpKVW{@d(3^tw%z-hw&eM1qPT5T9YHAUJqe!0 z0gPEM^Iyc#x!wYrd1D?5ow)}No>;d%1BTgA&x7C91uOYX%DNrT0Dej^x9A3BxnB9Db}fTRO(Q|O{xEGYDQ_myIt zsL63;RQ2R8jR|3F!G^?G(IQ-@7jnAT%-~;S^K*ZNuvJ=w15n;5r2(dCC~zZ^XOsmh z7dHxlz(82dH9(^jGjFaG4YNz#iqzZFl)zv}K>ErfH+}x4s&wCGXdxxLcf9rpDNn2U zCG~23qr{MVyZjWW*UwI0y4eEZ?}l(9H>AJ8xFE|PH`fi=87P%hf5P9iPb}cMv=MYO zCZkG_5v~yPP>6a@%zKpwg|zC=@C`E*xSqCG7=;jVgI~-HZp#rnxtUq$Ee2k?=1rfF zXyMriBQhNWMWQ6V{CQU8t2xC`<}wm_>42m!{b$hHNs&NfMANI`w=a|0cDo)Wfyqb~ z$<&R%!nsH5ogd7NY%5D|*bewCwTE+@AEbwaMDxTLB`cPrxOVMX<3z<;A+-VN8{@>n=-C<)iQ znWDCL=^+64Bhc!J)$Q;xEm0^-GX|q`&MT9kr*Ny(Z8w}Ygv6PYy<)QqIH)CAPzJM7 z4xVT=lV}0;DQs3uo2=t1$)X()6e!HPxhar(j{J{JB%xgqzITaNzC2afEDh)X9Axi8pYbwJ&9nKfpeq$R&we>D4?v#(SM1rlXHz zwSWq5I$T*^7exzQl;{Mmso1-3m8I`7dGi+7!j;`qaP{n!#G6`WZ`@y}VSP?gt-8?~ ziokJ^#q+%gbP6w5t5IRKM?d=%8k8WiE-1A*BhY0p#LUqDMDvqb8>u@fFNLO9!xab@ zkAR@oWH+mQT>tG`k7ap`5U`e-h*TF_cun53`jqy`K3uU#l=ou2lVMERzFd8Xx!Ew= zK84#p{1crMa*`-jgY5{|t>EQXtHh)NUAXl|H{5w0-|nbp-rBST8nEaB;R_h`(1oMQ({uctXX+OpujE6a&wQVpM=Irz|d0D z?xZbxFEfb0F*bwsY(0;~74Zjly#IE!xT=H+C#NpuZY`Gy#N^+Fd{Nm-Jkl}dcELKh z-J^C49@=n4UNzf>$$`V5XbFt?buMXYs(np?C5`I8~P)NZe?KVUO-MR#Np&_gm*=ZaMHo ziiw$enk9uLavzK7g8rHz&)JnuB}8|N96mm~%l!(su}<m`ndrWA|bG zIA19GyhTJF>`mgX${Yxem~|W}D*V#D*2cc8ckap*8^B2;mdv$(DR_v4jCc*dsfC56 zow|%u;CHNw&cLN=f)jCx9XH6$P89U|AzLwm|C6gSX5dR$D6*icjtU8@pqE_RaZ5gKaNG|ax2baU#z&#)- zK0&mDo!-%M@B=sxtIKD*_`3|BJ8PUf3!Z;2x+Wqv`-{%ru7!L%DI}tsB-nFJ1IzCs z<|}amN7+O6pST`ZyA5mkqpLE$heHKHc+rkq;AS2!c&w=e5Th)ZpzCNiFuzkG20z?^Ep7aP(O4$Hgxby zqQeV$u*#x?YkeDvn>&W5h~s5`{flNyq97#zd)!f|G)?R==!?pfyC%@VTMg25a+v6U zNdS#6n5Gk-#31T6Vi8^*5;xx!9~@iG7H|5z`#S+eox;}%iBjk&!3X_?y)%lhOYs5H zUY0lOZgv2({dA)8!<3FMk8WQ%NkuqZ@iNafi(DH6o@nMsHyaV5P>apRaz&i+VGJB8 z0ak2(jepOKVB?S1(X!*dozsN|`S-WLeio@+Gdml3X=IZ%&Zy)A;;Hb{vyLMEy}R#q<~BH#S-0@OKoIRWYFz%Ve3o^~@l^f0O3k7G z-b5@X9Ts%;0{dqje&@q@8*E8#ky#JV4+UUeJ+w(~OGefL>XzY2CHkb6_iV2ruQ9kRb|0UXZB7Ou z^L>V+innG=!c!6gL&H62PlG?68%lW(k@~Jl;SVrAv9|`7pw4?5sGE;t!_HOETgvi_ ztSzW5B|RbQz=RfY4Ij?BD7{;DG8ACaww1@qW^>TOQ7Vu z`n`HWwB5%5l2r~Eib2g-Dp}NIqYuC?VAx0{F`}o-J4RS5GYoVjZhpfj}>UE$B znk}msLt%P~eA*On7Hb~kYoHuhL(3L1)ah4bwSB!J^U&*4ACse(e?tnfFa>@_p8Ao$ zndU6J!%B_Xrcs%4Y<0UZ+Q4c~;6nFSmK8=hh*{x2W1otORg+}`t#UGA z_He8H1qW5#35vV;c8)XjPE|^7-ot+O2te8w_UPRDB^O ztC3?t$H1E^EL}Gl?I*+5dL>&m&tbev+@esq9`h%;j68A(T}jSO=~ zU=KW#-edCp8J#y&K0YO-1E2rlQ9xwXZSag-D9-7iI-va0V!nj6pvfP$``~v|CEv91 z>iT$B(Kt`~5hf=do*-?^hG`XwNGI9s#4U$ONMI}(PFp7gQAln=p3(hs14uGo zW89$GUf?pJJ7Sg7>42Y+al&<&0Cha1`wz@J)|$lUi_)J_+PE<(J6r_&)?S@vT*z$7 z_cGzPW8Vhh2I&u_sc1!zH^}xpEv|Q%rfj-G@dM^}(p29-(6HA3N+6{7C9*&S4(<-e zkO}UW@eqGgWQ*F+FcaFE7|n%i*{DQxb|Ifoq&Td~9!(%96S7n88BmIvu&gia>W|lF zf?jYdNA_Z`%CCA^NsZqUhxgv>UNX)G?;2w=Ukwq<2`G?RhdsU)ag_zD2b!UdWT0`i zd#0qjL45(DMJ`5O3SRL=I0unNfLybOstU`C*Y7X>a!SuP^P67GhlcB4CJhQ%7dpOz zb;?d;wR*1h0rwj8W7$W9{LKBMAeH9dRFsZe7Q-qUlYEGX_y?B)cQ&pjtsB~Zt7NKC zR5B!j(z)g2QXGJJLnFsBf%fnYBIDzY+sR6X|=JSKGgYBC)!*4AG5$ssKpt z%F6J4VjQSB8n}3u&7ioaXG98h%Gs}DI7Si4tAofS0_5#?(iS&pFB6e{DQa}4SR_j% zv1ddX_$UVva;IN)T;?|Q4W~LF8GH(Q`+5;FrNTQQ+5e1}&9zNEL0KVs$al=%LjTRW z#ykZ`3NYtjoWPIU04?c?2aUGAZ&dG4PVqqyAe%u;XOUX2g)^#h6a%vtdTx)cx;)RM z{6Fc`kjeotSFKya--ir3t?{pA{`iJV&mUb3XZ13as#J$eLPqRkQSsN#3k`D$HTr+>#!X(}@>iuqoQ#UB(z4%Z_l1rs=y1hl+?hqW{~>KOgK;QG?TnpR=6$8Rvz z+O_t-v=X)Ch^SE7Sgo(f5_+}Ng&MsjI&(nmCPt~%wz1VV_X*9kW%E^Y+h5YZCC_LD z8!il_*9vA_>hY~r%^t(ErwpsYyjO7n44{ZhVz}390ipU+;Vx0i_h;_*i2{w9=WV1+ zzi419J}I8ysuX*X+p>1B#|TcrhSDRw;xA-e_ZLpetVc4P9N zYh&|6W`am+5z>pfQj9)VRZF)Rx?Mz*le^p=?$_fWd}^LJ#Q`$Eh*?5n5&CSP%l*9a zClPN2ztV1{Sw9;TW`UjhTm`Y>!^M8ilEZ3V@vZ!i=MehjciiCwN`XKr)(C4(&>6xS z9tfKR8{eG8 z$Z$pupSBcJ}w)o(ry zG5Z#70h1s$Eq&4r^dyZqEb2_SA4H1vzosx`TAS3+n`({F`|tx`P1WRqoQm7q1+9D- zm?mwvgJ=SdzBnoc3J9I3>J&lq14>?ssTe~?#i+jsSv_toHG3|Zc;yDBK~7u@njccP zGQm2Ag9*^V+37PV&w{c-)K#iGP;@)o$Hx?L2Q3oErIpRirs7Ubidi9okmmSm8qOS7V%FekW$GyS~>eMUcuW&XNhUk-I8s5YfV8kS8woMp;9kZ@*)j*d>YpI2jm_jP?W7rHgp%#-N)}eRBgu6_ZcJlPuiTK{-Ss{R( z=AJt(cAN)Bdw%eX6h!_{LN5C-9}=ff?tl*~t{=#s1nv+RGt2?gX1kLQJss+Kvfy^@ zzhCiOkK;DVggOEeVZ%vfB*oR=1wE`RpSQE1t2Wor<`^c}3>P zT#@tnDG53~;yT`Z>5}@!BjF3p?wd7X($=C-mBsf(CeAj|YXo;RM;(f;k+vg=Ey=D- zNyS=4sC*UpxDhPg=5R@`*80@jd7dui03_x;|Y5 z*imMl76Ee>ZJ}mlLjpT_nifE>s1q%UKqNmioDa}>J&iTpF|})yz{W)wK~jZ&ZOsV zIUw?1QHKC~^qq5VXd`)c%;(E{a&4w2TUs;%19CEp8<%+l*8kis2thML0uAox3>b{> zt?Ec`ai3MGcu|oTF-TEuMg1w)L{}BTMp7((&S6{H&w~E8@v}$Ensj}Blg(pNG_Wd6 zyNR{*L!N}-OvaO+eJygv)1ny{Gja{+x*N=c`ZFyTxyXtrz!H(dLWFvNS{i||Cxg$SqZtTm=O)sukFFGMe~8Lf$P(zTS=_^H{H#)dXU#cvkXnL z5>s(TeGI5Y?{q8;39utC3ZCcL{ut=o$~&JvgqYsapU$bd^t2!tS!N(vfuX%aMn!Hk z?vmK)$_zJEM;Y?4KoPeW$FL22U|IW$iu~$S4LK3^5el6G>jy;vj1r-fTIwWM-cREl z?|nl>{^Tj&PP30DP2EmIJ&o$$Oe3)l3tdfrZ2(U5cvK1$%$ojAomf=Z9qo{A?vJUuQgQ3{rKbSw{;H~nppKXr5wyP?psE_mv4{e3uQ_P6a((RO0Cm0(qiPk^{S zJ;S5am}YbP#Mwm_aGMuTQQ=Z|<7jL|wzRG~E%LZFAR|q|AlAk`jF2IQ+kh4@_gle zRlwl$NtIpuab+Bs$j+MFpoBs7moi*4?;QBfJIk!SB{07zExf=-g;e^ z=!pry^1^szetAIN+U2@?V9xSe=Pz9^?L*$Bw&&Yfw^hM_YTJwj#dQR?^A2Fw*&=w% zifV8{l=ND{DC2OFxqS{iHEm-_QK)ixUY<#}y}VX+?L;>>(Nmq_j#znp+bZkas>0U( zZ*MR$Fr;V=#FYOro^MzQF{{8io1Qn@y&Fy48P(_y~|KTvMRCMH{Y9uE)EGv50~;`VNyb3 z(<&{z`$qaT&ZAjCnL|i(PEJzD4eDH7=A`;U*;n^|^U;|2QQw?&TdiyLaO>!Sxcr5u zsJx(>EYKt>+92vgFDD4R%&wkX8qju6p=>YTFQoNWH+Jf)PZ50Nk?H z*^REpI)>anp>rBIo+Z3>*Id@wg*GG9V>q976o>#A;#Hcwy-R=`QjUI4!g~^oVaXRN!{Eeuq zH?seF=x4_e>GRG&7L%TUYmm@8&{JyuIP_bKvgLq|szwT34Kt@6jOn zVOMgJKg|5H8cN&5q4|YAlnwm_8tydUNzm#Ief`7G4emaOMBzf{I{}LQ*%S&4W#Tj0 z^&iDEyW7o3&kZuW(E$uV`saGr-%30SAYeh9|eyaT^E2=m6w8xcNZNtF6BetW`iGCp*3%BEPZo{V^-zelE-h?AR5%#QzaGrL4;S zM*;=O$-(u%s!d!#*LvqWp2X!XgBcUTxwsXpeyMm+nTvy=cIkOt6DNKfxSU87?)yvD z_zVt?rtmg5n@7&=_k)vFM{FUi`?kn=+b?=+oq`Q5k;Ouba?UOs<+pv4s_O|(!3>k- zFJ84ar{4R#4g$L4II7F*j}wvfnjFeBSWf*28=4I&YEhL)C|T4qZPzx+DwY@Y){-d=^PWH!>`))^MsA z%TXPC=yErK8eaB^g?mFWjOd|!d%_Q$&9Pa}!~WbRJuKh9XEC_S-kDJjox>O7MkwSgf%@Ukh`QK-0t~x#T8!u(W}Iy#jY3H!Tqe{|@a(ym*56|9|Av zO;`QVm1;|O#Xh%MQEe!XvA!bt;`{z5y;(R#_maY(0E66T?dzHIg4@~kSCA>?b-MB03|?KkS@^lFpknRt zd~r?=1EBZr`|Hu!;^mnw34kjoMg;yxlgFJxjtq^B#>q~`By0N1+}VPajGLYPQ)^rS zMF+{l&YjZD0*wQ>K`SKMZGKZy0)3hILQYmAL$SV2jDh&IX6{=Jh-`g*9T|j-@tOER zzy1UMhcxgwb?Gye#$)bk_OHd)L%*x}P!mRrLypq{F%@47=D^Qj*8mnCj4~-{pXWOm zT3948)K0&V!F0fvGcw@QO2wJ%=cGbvVE0E|taE@LIx4_Q$Gp>{fPVm{;BE}NwFO~+ zgHy80~$>U&k}epl7xon87XUe;5k@2vlA`U_B$zgYET6_Tr(Kj(aFguN~4=u zD34}1b3Fi|lLu$*2h)$gvjbT(0;^UeF+23GYtXMcLQAJITV`*gR7yL9x!|d7qCbF zZT;8GiL6}vAhtHPxeG4ItxIN9(`470*r4TAQ6jWSjjkygXqSLgp}BS9M|CG#VuLD_ zY=A$@#%$u417`X!<@R1FQv54L}5XkZG`j~jyQ*TF*fCVa!% zb}S&2NYpieO4Kf}&CK0>;}6qMXa(=_*mL6y)Ak(4}N?B*;MH9p2;`;TOlnZmE^fOWsvt1 z?mm!+fx*n>M?;89;}@L(3$+F2a0~fJLISjZuuTeKKW4mV<0 zn>6tr#^(P*vybHiKSWU*LswcpOs|=z?a)xi@{qhV&_h2s=YwBcW=7Evj|g8r7JyNT zZd92s7Y6stM>a%jXJi*b`wHgxC4~JV$Pvs}bL1x9$VeX|7$1-SdM$~>4)`?~ zKMzUrBE-(a&^V;u847cMAmWyPJ;2qCaS(LhHq+h?mfLSPlM{vtmiP*L?EvBD`0<4V zOyOF;9~G?ZHBt}Uuk3^DJ(RZfgDe|%y>H$S^`4e^E(f9``!Zp|XE^EN|HL?SZdNyXKp6?m0-7)$cJ6KgV83iI1p+ITZ9rv;X zVl)ey4+xXG{5oAT%_(A^wVss6B+9l`g^~y`W%3cYUMnfKv_BLyFNj-i%x8(rY7qk1 zleRpBpS)qJq3PtgGy}A9`%6)!qUj;J2$ko0%j6Tlr%uInFPos$C3ckX1%q=@k|r~MK(;anm&f{n1^hIwx=%?3l*54FqGvSFrnXy+goOMJ&Aad< z{7TvWdXqmNRRZk?B8rlS49y*T0u{z;{ZYAw+0S>?Vn>?}hjw$Z zvBaebbK7(a{E^yA2PttdeX`^qE~AV~2u-O|D0#w`Bxq92_6x^yK;Wp4hG&z6X*n83 z;gKNMJYT2dtptnshJA%lY`7|q-eZ-c@n&1xwohWDDYN5hWV%TJ@^K1f+IZVWGWgTm zovS9|p{%fSYi7u6=>oCVmjT3Th*j@^4sQeQ;-rib&=?W@L< zG#W8HCfKw|%DHPWtVCR0Q?LNQ)%DJD7uAZvvj9=5Le;c$GWUDWNvHxc9C55@j_Jl~ zYS$H&hd4I?+V1K*gSr=e3EPb60AK88X!KXsG0zX>LPqgBb^_V)0a-B50kO_A%q7_j} z%1vC<>x*|*J=$r0k>#kV7@K2)unWR-O`l%NSnrd~CXrG&!TP3u|AH#?i+922=WQU8 zM*$tfZXd!U;0|j>wp&3kM3kyAY;V!yv35dG3VQ#g^m9*k^yLiBSdgJgUI@NvS5lNQ zG+J2IPnGVQCvK>wx%D3ro~5ydS>Ce#Ge)Q1<-Xl{E#wr#)Ym0HQNyR+Qm}Cp%Q(`^ zoD>8pRLkjcNc9eCs$SI?;(-b^mDV*^3(9kD4M)=SO)BqVEo1@33trYrE#e{l1Mh4f+*l%8 zhAu4L0hm^L%^*nErF5OHPZ0j056trK=Uj%}=g zV+N(~871ITfvYKZbls10RiWVHxcpZh>TJnwux$jL3Yh0D3!B2DM0jHLL8l>VwO(GK zbT%n)#}tsVTQzd)>^E?}_d0Kpl+%}tke+5G1n`O9W-(%Ztx%53kmu5>ao85YkdjsQ!K8k1)Ku&WnM z7^kxnJaV7jt0z<9K;i0y=if-j75Th*af2)Fzb7ke<75(^fn}}g#p2DoKAmua5g_Rw zLbHY@flx@>m3w^(ZU?=uTEcB6?%K?EKg5|$seduz+l;$+YDi$jsYi3MQH_#<*`(mf zSFSHeq5d(pR6C+CmuDzqI=d-%uE7g?cLi3@it9RXo0uLizlLjO%=xF7DgKyR-PI&1 zEi#M3Eud~)EMYZzkJk-sD3J3V`T|_xlRjy#tvX%yb`+EGhE^Qt`FeWVp(84tg&jAj%;v^0fRq@~2R)Wxd8zu~FB zs|CF*hh1p4mEO|{iPi!8KUtH9yH7$*^U z2YxL%dR%s0f@m#3c~aM`~)78-VNpY%Lt#GMj^ z>-KB~K+=CHSn~P1=i;O@0u=Q+50yFHSKX&1KrYlX>r7-&EmNy(9xb-^t#z_5s}L79 zW6xQ3%8PrPZw#MZ$u=-*o3HBUg-1POyirY%1v7HfF2?r%4*+mLkH2GK#4@$kmoVk4 zr98``p(U9xvN9nF*CaDT$Ir4V`~=7HswPz?w651|2DFi6)Y*Fqy;yS0luqh@=dq1c z>OAKKZ?#Cxl)Ql=qdc~R`=l4b>aO{!cYGu~H=%SC0!d$4^R-P#l+;Ay8V81+sYq6B zX)2#jLl38)%!wr767-KsT$~SF!Wbt;j{Xs#a`s$um8Xcr|i6@GVkYupBz|bBxy>g|{Dn@PQMP)Pd4A zI%u9*9APIMBLP~qNjgfm6Fly^ie4VR6DR8_M_zMHh{uIC5*9l_I>J>Rvs`oCS~Chh z9b1NVosDB1 zc@Z3qb{`i_+s)Fq!jW=++K}Y;NXDs5n6nJhPNqyC_|mwVh$ltb<~;kKC0E5F{9%1O z_ycZAQlGoTQ^T9y-u9^!Q+?6E04PQL$h7Qt+v1dBO77DI}3Rt^hcUr=zL7_g8HY{U9sl098Kf~P)DE0GrpS&64RE36rx4SYyUnEhEt%M8= zkNqytB0+Knm|6PD=qpQ+Ju%Ahh8JYyZ0d&B;(|$_I5anG|cNE-b_^9eA z3>#f-(K8*WA^NOCaOiJis18&G#^s*@%YkC_;Sa2%F`AyN!emt-vpH}IW^HA zm%Ri5ijNO?@w>&BFQx`eO*cAi1c2Dc&yWo2V|?%Lw2K*7u6QY4e>-WC*ji1PixV2! z-BgRDhojiM^X=~6aqUF}y@Zx7L8}TC%BQlMZ>9k6wTt?HhL4=L_1m&+g1qywUVlKy zN$x&A9J-`V17b<7ZUWkeFg>A=kLx&TD3wBa)fAn(W4B%(*gaFsYeMXPfuajSnMz3J z-b!MmzC8F$*+MyM&~gW-2QdD`2bbVA&`X!c%g9C9BQY;OTPoy2t3)hoY(g{a=s^r_ zwzRjBX#&1~uXethjIy$;uugef?Ep&W&!b%T53?SE-ueoxzOl&A9{Px=3*W8u^ zR{L`6Ek?-5)-tMZkMwSc*GdFJthn9?_nEd_hM4R4S^|``7bLAN)VvuU%_E zV5Tndt8Gpe&)}l_V^dYtnU>R%qfgOm%Vt`2(azz)Qzy3Q`2nMY;<+^VOtVJH8)RPz z@G$X-&lh5i{oajFt0vXjEslM07p6QdHTK|6;m$Uqqjf}9+Ios{Tl8r_5TJl)rHaBdDQjKqRRnD+?6sIu0$3}> zNCSbrkLS@<{eqmO=R#XBm`!?|d^0Ek)~;o?w%En9QQh2i^PV%YQ>0>F(an*ow`k>) z38IARUB*uA7q4;MuMDA}f)U{@={T|KwnX-SLr&urr}`p+940C`kxIz+oZ84@{ghz! z#kYa4d4b;cx|us{KO2=-#Ya7yO`XlWW3wY?Z+o3v#E4B2oI8NXDcS2XphQYx?d{@X(gWXSacp!q?`1#DZv(n|wB;FemBw1##Zy9XH&cIHOYK81L2y zTS*?}$2IsZie7H-ef4-O7-eFV(Bb6s@c&aTp*jqRxWVo{+2)lje+K^Ds!-*TtGm(i%hCjI3R5 zDu$AhCN!DS%fmD>oL`GS>c}6Vh^yu>RRueLvaDrbTDXRfO3lkX=VU~GOJ#$HV=Er| z)P$L>pK{R(zmYys-$_itVA_)s60EnW`8d>kwLB}odCBQaOqJiXd@bH!6)cZa|h6Cr!>;yT~7WVErQMDA+Db`7!cqEqa+Y4R~~rk&$ECQhTpt~3=0MV8`r zBB-8fU$kTb&XIia6Wcg{D)ktb_$h&@nvdo^jj-b4y{Po%mLf$)24nrplduA(*Yup2 z^oCy}fo?N!u1=)AHGS>8O2+`SMiyk#Tqi);g*f)R1a1EQfj(F)3)~rp^74sv(Yc*% ziJ6##`pc6ML5;XbhwS(;PWQ3kYLdX&CU5HYZN;5$iaJ^WbQS!6HV z>~Rulb3*KdoZiY_VfnM2uo8s<)1yy`ddwPbhfDE0u_zziFnPw==d4TVFxsT#$aZsP zL4(NVjXpiCBnm}1>%lFDenkR~s3iS^*6xan4R3&DjDoNPC@BlALs80QfiVa+={Q87LT_?rRjcZI80n5 zJ>OlmrCZE7jTh6*z4B7PX1+g_dyPtgPVCK^IN_o#Dka41JDhxIRG4vFc#zb76koZv zv?KdvfS@M<4XHU@i+)>P`Fzzq0x6xJgd3<#CX%5OVF z4b9(17c#p{%FJnfgteYS8v2r2Q20p(s_gvRw;ufXe40*h#^5^oFx#_@&tmHsjm4=E zU}fLX56RDn>4xecUe~FoX4PxdY1lXjr4at{T2RVRsMpx!Zl@|W^RnZYO?;Uo1ZJ{o z4swC8TU}9qTOV4)+>>v`CR=^N_X+s7FH@=~R9|fdi+hid=Do&VbvMRi6?QX;?5WU3 zYmez(&f`_Z2(givTjv)I5)J&mDTUS^g%n3=7=7w4l{nk=*j~5Tgf8AJ0(_tB<;qMT zZ@Pl_t``ahdx86%-?OnRWNE>la}A1%F>bkwz5hXfvNq`tL`M%o?oNgQ&tnkd9j%q%liDy1i{>sm#WJ-Txm z6$aLS;&m}{$Y^;>8~yCy%3ChcWT0eJZgGz)(3dPs#5B8HZz+y?i7D>-RIvc-;yr-! zU0fz+fi&+1m7T6rh!8sW-7n=K6LKT1&@`VHsV>!2*P`m~ST-v`U$P5V6W{h=r+Tr~ zm@DC<2A(!(p%UaAc=!ww5FlsXQz%`L2lGvT6}^*vY0y2KBN17<9Nx7n+=9WvIO3

EF{8Sh)4=n^N9oy zVIRn@`LL$pv$K#+n=4Y~0LMh)MIH?cO^gg#z;Oy&Y43dfCBa({7*D`p(LzPNMI{P< zzVzFK>mkNoV*hXG{UwFJ-YT`Si-H;!*{0X$G)*OOko@@^AzJB$Bqc&-Mc8mSqON&q zq6VR*t7;ldIdR0zuIfhb7Vq|*;AiwNy%w_E%3&*hMOk8#15iD!-wf>3qgXfKXk-{F zFo3Sx@$wioMX|o4>t;p^)%AOsvtx*VR%NHPKd;l=?y*t=qkyh{_{Wa4IKaA9d10fH zg-B#r2(seij3;8(T+^=)G*txn^9o2_SfTC|FJownE-`ORX_zsLU(dlJn|)KaMZ$TX ztbZKvVNS(VjmN4e8_;v*`3!tMyy|6}R>}k+qX&{MDO7aIVz;a$P!F8-WK)8Fl+R#v z*6?wy9fps`n~&Hua+ySmSVpffCrbARIe9{@JGKwoyyV$=-t?HNs})?#_%oaSEK5;W zA86WPx_NxToxnqyRBv1ouoUP|th`(e3#G!~k!3Lz{j4FQT>50C*Y|FE#A-cy7v60- zw~Xw7a);E()6aotQCZj;_e1f2;~t@*5|(?5BW8m{cN2ZD*bB1IA>JKY-Mtm8(by~L zr%nCxt%tn7Sg+-^dgw!_&ZoA*->41sIr}h&4kXP>y4DugF%NZznT<(Bz=9^EG7bBXPbkSPsVKD zNs?8O;h`qy_50cl;UD&ozxE;1c=?pxr5BbgRg^Yo6}*gb=k9m8o4XCBq~dd~>t`l0 zKRS47%Ypl{ppd=i_9yj!;QO+SUr}@<17alR1xgh-PzsxFL6w?-?G;H0FQ)wNPt|M9 z@-34}-0x~Z16TbWj0+So1$V?|TPIRI9rXl+5pNH*vbnk%TgY!DcM6b%gmI)Ath&5^ zioF-Dke%uZx-X{Nnrs+5{VX~xhu;4B-B#p%iSP10#dv(C8p?ft;@Au8u4q4OtZ6zn zlQ+Mrq>gYfZSzwSlJjmohE(o_2~@3iKTFyL?GhGBn&sg=OIkTA4!O5}<{oE{e49MV zcN%E>W$x=erxrHa?m4l2VdfM<=Q&T=6t`*WFE*S}C@|7ZTuz#%TdO9m&-LHG zCG3x#W!F25JPoXW$h!>S$r) zy_Sq0I^29dzpr)e;T5ekZPRmzP>bV3=Xj5vhhb?FxJJ}}hjEg}R{NyRL-Z)x{tm4@ z-^+gZzzOw!xCC$mEl2qQieYk%FNfn?>vJyfSgB+xSOQPl2kx)6h_1u2xemQq>dNZ) zgCxB6Kii`B`M&FJLtUxWV8QRPU{T7f$Sq_OwDyIn87GYxVDp}rZXZ^43QGH~@_{tl zT{Tjb` zY@T*;7@y_qCwcmPhdn`8sLs<&3hnGPWLaZ>yPW|}BIF~Z3cV?;+gFMeirm8kj{wKy z(Lbt5Qeqrvz&=JIZyvt@Z_4`-%DTU;g5Q|zI1ZF$Mo#=diEi?W9coCW)_%M{KFQV9 zHXePmj-?g4b+zB6e0ey1Yn#dJnCnUeubt4j!*=C$`Z+f{fE$fkg zKPaugk^>pvzgUFnro&Kf+ow`V zo-DvnMkA~PNe)6TseEo{R%Fuz#%20{davCO?>ddcmC8Hw_qqmi#cH*;?hCKp{{fx7hwXqJfc}`a;!! zkUUq)8R;i;&VXT~Rn`c@PAtXO`Ym!*yb=-BvnIOSXQJXzUR%n&Zc4wGIGm?{M}Sv_ zA5$5sv3Ug~Fk}l}JgOa8TL|W>J$%dG^47cdz4v1OtX=v=uZE4bxFAeRMmnQIu5n(s zj_*=eyUH*yTw$$__>;O%d6s3EaC00I+)$yvt6aeD4)2YU46iBWVs4%3 zsNpCzNv`R5Q7bNH{(m6mZyR4d(~3=#1k^1s5=R@UhK?BTmblrN50lb`zb9_I*G zc|=R>4A%g;>2aU2W35(=Ey z&Bq_^2^b{9$;gd2aptmr?fR=Wz9gSPoJWOSN#hP8*HwE^$~M9;GkMFacVEYvbdM(q zK)@F0Y0uWv43$5BAkHNL(BbX3P_iB#5ypP%!PfxB0zdt{T95%BsSzeS+_6}Fa{O^T ziFUL|%9sticryJXIeE82;zn>^VT6;*4U;(eFq9>K7m}KsvMSwOsau%R zNX{hcMF(nAvSeG8lDvtUl{vXGmza^s%?swJFxV!n#5nSv`t-$-IT8`NE}vmbi0bbm zI4el-RzJ~=)m}RS#BMus((djmPPyIN1J>0s?dZ{r3D65@) zZP(5oi~p8ZvthY^sIK_wW`y!{89|;G8ag5`hQ8B&p=TThNi83L?RLt&=8}=D#VzHp zL;?=oC3|*|4zpS^y3aJlKMSMq=zgA60lsu zH^HOiV_6s`vwilij$W^kP0ws<_0%%T1eaDixT|aA+gd({9{O~xj8567`L_}5GXE1~;@ zathXVxT}?aBF850AmODh76O7;&E8ujP?<`WTixM`N{5mS3Zcg$ZvwsAN5`%Xc&1yx zVu8UIv&20FUTRFHv~@0>Hcm#v3S_m#xQ>Gp-!avXf53&F1tFL7SOAh7#9T;tgt!L; zw5}1^lIE7rwc%XR@X0=f`eWWwD#xS`K@;y{La^+ALRyTKzP}dT7Y8<<-5MSVWr`xJ zjXPHB^g=Z*doJ-%hG6aeI;N1FfF}i~n?p=LMsPdOa0NLgTCrsDlm@)bLq=vCFrtO5 z_Lb@|o#y7TIi}UnXc7b0c}qq^C`E}FB4&f>m1#+|$jWS)57>GLLSzo|@-z{h<4^oL zZWW$?i5nIM-bVklhtPDOT6P%PxThKL=PDFa(G$)aKTY2GW~^a+VE7?LL`rq5^Xt^F z#urN93ZqUYZDz0SJb@xLa40c4u6P%c zB}0x&=BBL%CE%OQs1>7IQxLhRtllH8i)+M|X_C6e4Av$&9MosvPYOvT99||?V9#>i z9-cpvY5Rgcbr@r%9s|fK@&EqpoQ;I$jKYdMQ9ge@ zuKbx*nsvbrJRf{i{C4y9t77qSX54E~=0cv3J>8=yJby#FPezqf-E?MRO`=w^aPT5J zFHi=se14ChPeOeh@boDaafrAT!IhAN>+uc14aXp8B|*P`{xlzypn9n>gtGEKb0%mY zm$9J*6ag@of$9Vmx1g*9!W;rQGM9ns1Qxe?$pi%<0y#9df$9XFA_6%!w;>G$Oe6w1 zIG2Iy1QfS}F$Gr}12`}+mx1a86cIByHy|%eWo~D5Xfhx+F*G-qu&e|s128!>m%%Xw z6@PXIR8w2mEdo+PZ_*`Fl%9kR(tGb+S_lCGB!LiW01=cXC`eV1DqRspx^xhbE=7uT zDN0oV>HJaez2ASo_r`c{oH26to~!M-*IZ|W@0zihh>8o^8Lo*&VMQRKU^$?gfvGeQ z3>Fs!gT(-ReC7zO7yJ(j;Io8dd=Y4r+<*VFt6|_!EFM#bV)1SUXcSP_&kG0<2STLe zAkuPRFi;E(mi^lijgbSYL;VphKm$>rE*b^*1@Nh%y@N0aH+L+)%HK;MKTH4!k(HGe z{v8ffLBcTz7!(CGfMVU@NPI;Y)C*{ah9ThCpns*{mv_fvz2!ilfPer|DAHFHjel`d z6c7dmAh7O0Q@Af2;}3TM{-O&sgd*X;iHQREfadN9-#@S!+7%lB#lV4hzzYF`qkQoJ zekd0>28gc>G}F-s8hOJ}f1LIII0ys(x*8xv6!K5HzoLI7LZE&JLt!v9(i@5jLZIA$ zt_UwU&`48X6dQ;Y20~FTzZ{`nzJF+ZJk%eG@Pazy9ey7i3e;3F0YdTo{$l3~!yvq| zzM{SeuU`y7ztZ3@Sp(&whDIXcD6B8w*ZI^D7&r`n>p`I3ZS_Q<15mg>YgYuy#q}2j z7e8;11q$Kg2iH;m%L5Mq{)4%}u|P>M7%VLd2Eu)S@IaV5=vQ*{AaD3@BY)%F**_HUclS39|GzZB|JS$( z0RLUV5RKO{9LWD4+1r67!7%&}{BNrc7K)z?6_lITKYy2q@YO^F!d;9J zSeW}C0sY+re0nbg3T}+{Mg02A07W2R@PFCxvj+3Te@cAuo%(Hp<45V=B{fhmw9BuV z6O)tzLNOR<5CGqJ{7w>xgW!kL1s?cY*Fcac3XR2w0P*xffv#u_;8#EK{QzOzF>v@V z_zwccBLV2&`+t>!`F~+B`0@KK1^hYw-v6F;I6M#z158bzVK?u3yuSPPuu_FRKxAc5 zVU%yhDnmd7H-%~PJEkU06?mByF^@S=N$qW?{j{vXzpp&ab%xuhe?uDGkZjU;5_0O8 zWID3a2$&qc@^0wahDuczCpm|Rx$GStTT42J=oT7gwv zWi$Oz6DuaGFQxP-PRl-sBv{1T-6kPir6V`gUiAjnSsy;>;7)4g<*(8DNTz3G$BCL#H*=XK%aRY#@p$NlHMF|e!L z$tb0RqQP;im}G(Mt0YxuKhrwv*1r+1^*Yc5Xw+xWj!9n=4Id5XX0W8zclY^OBAj{OjHy zJP9|ZwA@}PxiXp9>W%PBs&n$#8Q=Zv)S6k{rcrJofF|4iT5YvU;h}2idcSR^wJy@Q z*F1ibq@m~o)RA}R3+)T4UO#mg#;8g02PR|(>3^!Mwq~wDeiD@H*(HJP3q=i!^CN~w z^5;46kV*CrOL^9do~hEzqdJ-OihS&+>!G8!0h2doR?Ht?2$Y5~@#^pmUid6LGS=a# z5;34p9$L2y^ca*N*(R1~^okB8ep1*-=I3)LX#$B^w$?EV)HSm`{raJ+`!oOi?iO;V zfz`EvmGm+_hv@?`FpJY%Y^}LIau0Or;D56T!vpQoF% zk_$O}shjXusd@`QYxJFK1#*@7b8K!|*XjhS5cdACdXw{vwC8wSF>qR~y{u(Ja)dZC zWpC$NK;Edsmt@K##>vjYN&ggnqP-CbVUdCec>A}vqm2b*N+8qN<;`@Z2kKQmaDSh+ zw063u3FRDQRU&!0C1imbTiZb1{ZAPQR}%9D#nEpUD>5Q%#)QB)Aw$vQv+D3J#i5v( z8w$C1YP)rGPdGXNuJ--WYTUlwsEEp3u?Pq`PW)Iw<8<1iVuMg(f6UhKy%>Pt<-T5+ zV8ERQrSnUBSDvkJ^Q67WjUtvUV}HB32Y5rQa#`SsaS%0ybWG?chiarByXJP*WVhIH zTwcoa%D^zBR6B{hrGuUq5!Ya_<-?$#70d_GE{{yW2%X;wVCW(@q2Cl zfXwuTYj2**fpLDU`hcq)`NJw#NoPDlaX#W!4ypvDH=fS&pE0o56cY5fqrekZou=y# z%@&mi{OFGeraLLm2shJhySOTAQez$>l2C7!$KNYVHPub$c4r7|B!A7U3M|9{iSTshPwlDQj#M<9UaP2x?v;0~yo?JfXA#DkDg!Z=n*yk3( z@obH5F|QW0i`+S80vyP#aX1^L&)oVZK)0>^;w|ZziZ$W1#(zd*O6NuKPYbskdCzK} zVgh~Ejw;pi)rt3l9?wS`=-jC%bmDJN@?LIMo|Z$3ibjEa()r4~y@0CWAa*J{*Dou6 zy0EM1P1JfhE4xqJQxg0G?U95jl9XF(g4~$x!?fC#_?vbzJCc53+bg%^xP-LS!sYf} zYYK52(gKD@*?(?tMB8Q{S<_Xp%4S0$n+HQV$QdDp$}-DN25l0nT;t&d@$Vrggt^|x z$6)Tp!e$E>>9v}V&8$7QEUmM5QbmifO)oXyH-}=zYl7-+!g34Vu((cFHw};TG4(_q z26OG-(=u2v2^&**VBEK(KIBF4c~76t+`HT6owx4t0e>ZHj3aE$;xiS1nTOVq4G*^x2 z>H1C(cXlk<#%m8Aq3)&b9=pdAxa5J9+d-*oWvTYVO*BS_MQk$x8t_NnWR@pCPC|e$ zLr!(doNN2!-XGj#2H z{x~(bVtqsWkjTfMI9*h;!jaQjB`r@g^x(dvm1>X!A#G^9mEzc_Sg=v5&nj_o@ok^V z$bxuw?rh+_bBs=JSnnq;-eN`HRnobw{Q{E9;D1UR<&vX@o)XF9(skNeoKDk&NkT=2 z{-Dci5wFq1YHwyYBe_(>6k1h}l(q}rwsD)r&{YE3+#Gv_!)i```iN?T08!}vp>%Vp zn+PTAIOl$e$l1M6>`!=h>p2k%;n?&=t^N=sY~y;ezKiWZ=$=@V)sIX%(G7{>2a%%N zjeib&1A>LaoK;u))TcsrY?Z3E?n>W%U@YfS;D=sZYNCGJ4Om&+ek~`#{v7!yj``@^`$!f>GZIC{ zHj$_ClRP0w4=8Wm9$dO*3L#pV&cC1Pw0{SvR#ryW45AL*Idng)8%Y0(px#tl73(X580JSV5n16lB zVM8E(#4YMZ5cWmfOm*`4wSn~S1HN-IZ^?xQmuI7>(ozu_byHu|rR#gIsGl|-Rs7&t zdAUE+iq<$WFb0o;y-QJL{r5HO?sQI7oCr;FN~gVdq-ZqxNfsPw+8IkV#DY*qt3Jw7 z2+7Sw@e+wSGg)?IHd}G+?Nl?G?tl92K5^Krw|^ro#uN3TC3^QcAW)idrPfU2N~2_D zL8?*qt(Y4xOE6J$9wy)Tcd6Z82c(-dJi}A34hpExsjNVkGYEx0HbAOH`lFVpa z$%}^DXO5p{ME$E#RP?@|=RT2yV<^{5cQ#KcB|)K+VN1+0*sz>5g0|67ZRPots{E2d zx!Z=G5j6yK3~jo$buD@&W`5FUd)7>bDTZfwyu=a!Vx63ttY2-C0OO`HZ^Loc}4c@5YDBuXazOCBE9p|sq z3$%j|6Ild`dHl}d1?#g5r0at6`Lsxqu26Q8i>slr_vLTfzNv*!KY!mlOtqJ;Nnb{- z-#bfPZJ}16m5M#sfQ4P2Ej-nGfF=ws zdO}V)V`v{$a{lRrgj&sPH{aWNqHnaN=fbXM2p4nI#UdsQnJ+NEu4}rZ=69X^45XgG zQweV#Ob+Qg3B9U&a`(&9s0jKgOJ=aqppAK&n*AzbtQ&Ov?&}FqkJX{NDB6Ss+M{+A zk%x;Xxp`^vS$`=#>0PJd=&hRo~Pbih4qK zs5pc)XMTuM@acWp%D?z%HBCc3{bkO|_A+IvAB@9%5*_@OsAx&4D%Egxb%W?H;11Uq zuNM)W?g_;@mTnHEQ%|WhU24-VYTGuyP4gW{+o@UQ^gW^>wZa=X?ae@aH9@u(D-11# z&3_aJkxo8J8-JcZ?GdmHIK3)LcQQ2~xk}NGUCc)gOmBMit@&A$z_5&Q9U`EvK2=Fy z3J!7Mw82+eu*uaicJ$j0>=o9iGf9;Z0*;5lEJBq+i%<?D$}xcS^)K7t7!J06u^*d;31B|II-IK zGP52t$dwK`Lc$^peyDWnD(hW>lt~nk3Z}If>|t>u{7Rc4x~AolzfOHWoPUc=MR$#f zPl8;2W;m?GYjlFaQLJw(#j4t)tkK25sH27JGeO*n*$fh1%HGc1(KJsnq>zuiR3@7o z2m9gL>l|_~T4|ngCA9`%!)ZdI+!{$}pSk~r)mY5E5cJV%BSOIXoBvEpvJIg3l<51E zP;2r{lwQ`nY@Pm{Hiq~LL4U?_rv{M(2xYj?E26gV>6tq$6&_u~{WIF%e^_Dd;(u>srpIV}ch5qL>gSVQMPO1BYH;~1y^(2RP12jwceM3seZ4!;fkXy%t7Ut zTzze8_zpvETJ;c>Q-2g{+LQ>HBUKHiTK)2v*>N~4{^OIi_B9cjQ8JB!eNT_op^Z;S zlqdHi_K%Xq9tR+?_^{{8&i5bgYgF8m{Sm{{rkRGcnJHZh3o%spevxj@VJ>CM_w8g@ zn;b@a+J*Hf`yMQwlQnI}1Qbl6tpb4?I0|J=Id5gY%NOq$2Y)TVzDP_>lx-yu=*^wJ zbf~&bu_*4m!>7uo%v)yQQnSe`!@uF1eBb!J6|BhSVpmQqb;R)ccON?9flm?{`-!}H zfD%g^|El(P+BGEg%x1s{RxJ#LkkZ5QQmNk0ic7w@-Rrd#rOH&+!E}_LPhRtU4y4!C z7EJf(9G(@EzLC*~n;bhA z*XLrBez@kA^|ZSx{q2S+v6G3O%quRt!`QVI$FS;T6bCCYKcK3J*Xe-s4HJx{Ucz+p~TnbJQJ4B^HIg@Y{l1!{}Ff9e*P;Mf{#lmEp&)YLQ_?m2!v6k>IY& zUh}vIDT@Q*QXuHE(Y?Wen3am%;2$|Q4;*s4l|Mh zol?d2d25~L`-d6R+?3nLrQV{qK5tvR;_(RMp-}?a@XHa|PmIq?@*aPR<>}jQgYrrp z!hcv=3w%W~MmEoKzX~e8KfYxu&5?$S^DIV6UqGJ82G@PU*_0zuI#CvPYOIKEoxei+@kHbG8BU6!He`FHyJHK_QV+MWfa9L>cP9q-wCqX{hkLi<`=Xg_L*7#_%$fOZoMDu<}JmahOWP*ZZ z54A6~(#fpMWxexi8P6uqt(&`r1jPHZ;g392h@+z@rdG2#{MYAFQOwS!dXzNEg5O_n zA?3yudZHWXblUXBokr6x+D{-Ju7BM2!lJVi{kdkv{gMS7a!q@OWR6VXp9#FpkBL{G z#`CxXg>62m$iWBeOAW8bSTE zG0ol|?t;hb-J{kHrTlKpn+*I9BlDw;3T19&b98cLVQmU!Ze(v_Y6>_oGM9ns1QoYa zXa&+612`}=mmv)W6%a5pATLa1ZfA68G9WfJGBcO3tOP0pH8eJt!7&9De|QH}liRj6 z0s`- zLO}K~fQ~)N1?-Ng2(pI)jNl*$80Gtq6x{b+P$-17kdU{xx1hZ{e^L?5AcSd zTmXh(B-j%Tb_D#Q4A8ZA2mhfaNXP*&c7Y)O0*v5JC~tdDFaTqKLO@^`5)jr~+!~FkVIYD5KPQPe4dLe{N zU=R;4u%^l%AB>6c-!^A33LqvdB`z)o1b{sNU>}f+(60ioB^xqTW z1F#at$PWk*{`LCTlQl+Rj&K;%_uuZnTP$R%t)Z=~!S{#qzd$7=xDUWzKtu{4ASEsg z00M#H00{{(e?Y)L^Ze@s{$~H%s&5bZv%CMus0nj|1El^UfjPauiJ<=|gZt0e@Bsc< zK^KnEGZ?`AZ}~qI783?x-hlt-A^08g|I_}jEdQ(g|9eMjUQp<7ock|_{|C2shd_P* zcwqGGg~H5+4jeNfu>W>71OGM9I$%eLm-~OCnkakBe~c)?oH05V0NxW6zW0|Mf>eX} zfF1QAD3HrvTKc;gm>N(B46F}FLVn#lm?&Z4|H3e%2Xe#QEl5nuenVi)Wc{TAqK>pzOqc_fAW=A-^^SH#b=vDHsNd`=$c2>AnTq$O=myad7 zMK@l4DZJ`LZdgj~0Neq^r(~>Y45&E8+|C{BCl;*i%cvoXhh*^-o>u8z#+oMMSJ+P= zfAMEZ?Xh&<3LqEKVh{ zQ{}SML^ir2_Xy5K96O1{AJYZ>ZAk;7UJcH=$|1M)0!JFX>fmCtvbo)hhm5vsS;pUm zh-sUXqh0uGp0O)&R6Amw4yAvs7KP^Zf8bIx1MuoPKV0if!%IrfEVQxTH^$-zhKbsI znV>zli_1&`idd)0LL~=2zfcm_hcY9Eoy^`}-cJQk(sNMiYvSm#x-NSS-{luPdC>={ zFlR}D9d92B${_*?(}XaHED{Sz9To~RTW3oYR$pBY<|o(^OhrlajmhVXwKuTRb#GZnKUNH$CL^JA+b?5!`My$o+mD+GJiAAn8jrsd z0jPpsS9?j*q=1Vkk?(PBMwe`7(Y?A)-nn`81Ms~;S`0cN&Z0Vi+=np zWUeRv)>jeURl6U!vte!K!JrbV(}EXeac`;QD59CXz#?I0q`+KX^+5YdWYt!r<#ts| z8C)aPpAbmnGevi2aGR^Ef8C4jQ5&52{Pe<1mxakNQ}yX#@m@wt!Zh~r56-8n=};E6 zYwCwV+T_@VF2I+}YPk;IimS#0_#&ai%IDUA;-U}T+yvo_Xr~!?7@yNPZMM$N9!p)o z8C0GT#Jd>9wqIovWLWvdy4*ctjqDwyBwVXpZ*VG}Rr7Z2tLaxie>P}O49S1mqNdGc zGP*{-r4M*1aNjLQ@s5;GPTw|pp6&l=_2k4Lz+QA+trUur+Ib}DgImdfUpR$I)-Y2n z?XFspsbhU_x;XKZSh;oRPM9gY?%4-)Ywm8ce0SYb7MZ8nwX(w><@m$=kE#aqTeKp zTjjU>m}hR*=FrPm*vZfci%6lkzo^d@|KP>&hahy)41Yg+e?6OvNr{g9aovvmateZX zHe3QtGDjo(K_7?=SXC!YQ7F_+7PC1JO^r5Quak6YjR4U58Wcx{wdnDL*ArI?OH6;6 z;vji^D_otZ@FLmJ?*--2k<*rc4)&PP@6gSCeGOPqeE+QNoZ=qS`)H`Gd%o_ zP~ysp4NoSk@p^BtJ@FCta^?QQMBOrVNQV(yzD&Yqf9j=|4VF_dj}DnV67LhX1v+vCZzGD>S9yitLm0RO1T{y~Mj=`_A4jF}LU8&_o@`!NJ;@WX2T z^yh_rV{~Rgv}LRgI!?#7ZQHhOTVHJ3wrx8db&M~z)9Kig_ukB!Su<~~`B8Ouom;Ew zN8P&XoKto7`Ss;&yw#*wQ%{dOadV^t-3d~Y)@imSeEz5PL3;7Y#su6*@6jxCWjy;I z%e&~BPdH+Qucb7g>qn;NLaRPn7qAUt&e5hso_Zd}Fu1sX+&X}>`++=huVz%`z2+lU zRw>tP!(8JF+dEI|ckDzuZ(f%W$vP&HNIf%WJDj9bDG=OTL6QI~Oh?22xAR{WjWmk` z7(a+l)x()Ct!#E`d=6dHivG#Z(n_({t^>R|Ly4aAt(O@9u|(bPya#%yz%=oqc4AFo zct4Ohhg;CZAA0bOcLY`uo8bf+I{FJw7?#PBasB-I5#R^}Y%#+(w1ygErdBp+y*A6Q zp1w;NQ_228H;GdmPoSoI*&7@i>M7}N!3hiM7Nn2A-85W2<|9FXKIab%Z4W@OoE~pLg=e}afdIp5 z7idPkWb!ljBh^lEEcSIP#$u*}4AXgOs$!%f9R*Y~kAHNYSDR0hz|#7A=kFT?iHr-7 zsLpOnA7vYozJ(W9zZx6ezu61djqrdalv?ND&aXU>vnMm7Wj;|8_}xWjEvE`&`0n6uyd=BqpR-%g%h5DPX6#j+krQM#JD>x+5VE zO64h#VJ_{AS6VzLHT*OwE~#&}-+rct=*R=mY`4WJ?ZqTnfr-ABwUmzU)C@5@()}b$ z-L~W6D}E=%zuCHBs&J9AFwWMm_7_87`;;pmyuti&nWG4QhPEQ=Q3G5CcRrz6+z%A% zz2l=H_~J7}Y#aq&(-4!=RURdq0vTnhn%ey-)8w#S*wZ(wzty=D_e}w}RmXp}22}~r z!?0VcxyYesvJHFs3A2tvhg};)AWeR6<%Pouh!Qcq1GA%)5{9%eDRLg`^01CqgxP+=xfkaoJo)H>GKlv88GLjv9n8f-f=<>EXYMw!j}6mmoKZeu2vhC);I| zkL^2rc?@kF-~=F5KQAFyq-yM{D=`634qmA$iUI;a$uA{T>OPaKGDk_esEo$@rl$>~ zhZ%gc9tW$_yzYcwgY1=3%IX~*PJRe&o^{XrsZ)9U$Q)9=uIl?CCr((k>`5c7V2!yr zZ@~9ZhBt1A(f|xSRN<6YHtJc1?>=6j$i;C6zsg+bDURNdm0v4%Qsq;g%y|S%)-n6a zeyZ9HCANE#Z_|+TJS|z?+J|S@xS0SL?GFFxH1J|8nR?H;{AdGk`*+)qb$n2HDTwbw zUp0~?LGu_OwcDx^mTIVvLN83baS>#Tb!qi)X|YE3c&3D=x?|pSXIMSQEtW`4w}tyl z4y+$7k*r^=$xh#7+B5Y^yz&7&vnOOL9mu9{L2WLmdO~D(a-_x51BUmyU*cwvc(y|_^o{Fd`x*k*2Z*+qSi(ghkOkyho)yZ&u_@v5cZy1?_vZp zolbNNj6Bm<pjauMU(o1>L8DUFgIKSUVxorWjD1wrN+K_SmHVVbC{`TOppI?< z!w})V(8<&D7c5IoX%G9YEVz_zIw2(O0{Vu`Y}ug1Q~KB|Tz;+_v%v5fa=lVEokRCjX}#Rv z{?gw5a^=ars?rfjP=4kGbJ^7HcZazZT==krfT)XnK9MG%0BU(o1-{Qz^njZ-T^W`r z&Yl&Q&w^F{_Ea@HWu*0kt5`B`6B1a+>KP8u+pR;tnfs0;0+i8UGK_pUF2fNsG0W@q zCx7hYU@|{pLrzafCkC;Zdp zRJZNDtvHA>B79oAC5J!O)F;ddDmqw$LNK^7oZqCHQbTls8zcWIoZjt zlf9xT3Sl7jmLf)>8KkV=5ybP50LJoiK zOPT0 z0Or23x-^?W==RBQFjL#T1h0FnK2o@J2mL17`70@My93Qfi$HELkM86`-5?O;!-cJCpRBLHkkm5;Z;JNS1b} zGf#G$0vq%?mBswet7a@z31ko`CwZ=yqk?+Tnr<}Nlzhx2;9x)&z1$xM`v|`xH2DJf ztuFDmE{v1%z!hrar$@mn78;+;U7>F5iQi~tx&#M4e*Vk}0<(3v;Z4ZVMY*GNfnv#8 zx&FC7v-a%MHi6t2(-f=MZG+wNq^>WkwA_Wb2Rwmp9wqe3qz5024XU)d2`UG24RRWA zV3_~-t-_2Ek6w11omG#CsvGqmLT4+W1M?UhVA#v6G0VO0M^*PE#kebF&uDGIDH-!# zFyLy|Q4?36)KgK}bpAk=EGnA|%glOrWUJMGGxnW!+EsoR1*^}Hxd!7S zeAuixE5QbfpvMFeSed^xwR%kEl5dB4qH%Cmu$tbXXQfDHR4oIt?{EOw;NSz$S}|Gq zPBl(q-V*(-7sHci1Wm^5bmq zAe>u>t3b>C%*#=@_WkT2LQQ%q#%EevX*RLL%r851%M7O^1+H;@EL8!NMfb7X7WYFt z{t~_gj32W{kMCYNazZ|m9F`NX58rp5nu5}kMP~(cERdiHd=66Wem;zZ8jULEEL0vp zrh9cpWjs01$+E^-__tM2ei!K}PVQ||;E$q#Z01p2G>7hu;!I?3j%hCjX@<8pe7vk{ zRR5S6RoN_6*>#hh(v!9LL0F04;rbEq%_u+?okH@vV@mLg&JJbNEbkm3Nj6$et>jbC z9VU^mhedO?W8sH&v7JPMCgsung`;H;)a6x6B;m`tj)ZiF$P?Q*Q^0WG4EpCu6U-*k zsv#gDEQc@8vwcyeK;7!BIhyt`#wA8YPT^kTAOsNj)D)i_BNVEq6}$JrtY5I3?_y-o z#6k2~Ofnake00mJ{U%#|F5lu2PIG-+m2ocw1yfdq67Chd;C9>H)qQ#401pPLupw|{ zOuFl>IM$d%;URX}>)Ey1X{^~tZ|3t7$X%QalL5aSSLv&ou@k=9ZGZ`vYk`N zA@zyxKco8>EH3Anny}BBHA)hF4CJDH-RPV@k5BVtCa*ALZecgZHLu^Jlj+65%+t_d zNjXiBEIYHTXTt!dGOPUF7j-8~>mpO7#p`nqBWd@mL%lw>6h&&GCYr4nV#O3;>$WQt z{X9PJDJXSr%2y|8LJgCjxXxfRu;!hWBv0lk;U2>3CiZ83Uu`B5OrnZGlJZXu`qay4 z5Yt=YVLpNna*q638<+7dG3H)vD6x3Lz2QjqAQ?{62-dlrv!ItP8GS>x?cr zM=%Iw@LQ!LpTdOb|584kPxuA$QjWLzq~@GJ8QcVLekE&Hzykw07%vsmWkcI428)w zvhv`ooCD6_fu&If^9PwYkex)9q(0IVSGR4_wsksNrVS5P=F7_1b(P&ri!66$JA}0t zBj*81?YTwe;5^~B3};v8#8egw`9$U^i<=pGab<~oc(a9Jh6C?LLsyS%TZj?#L(Zyp zO&eYMwnMQ^BaetM`37@0(vp(z=Wq~}pz2TKk*s41(7fvW$^%5Xy#;((@i5kn|4I{v z6PBj!h-~q^Fzw-_S6eJq0iWNi4OJ4UoV5UW*qmf@c!3Gf1)z&_p$jVa&6@a!d>B^b%nDRclXl;lQPTf2C)n$@E%PqR&J=!_KU9(=o$bT;$6qA$R7 z+gTrkVV!H=?Pl})&#PytRp{mJv8$o_ri^5_a$sAF52_sJ`CDwFGuKv}gUz5Ue%u8m zs_t!4Va=sIJ zRE~SFPCEoSOBOC^L{>ZkoQJ4+i)m}mDZQv) zV!!1dS)$yo_kfEV?>NU%b;X@8THN|8LOgZOOJ=XfXK$w01wMJ)&NH41@1 zde3#n-ZQLM!S;@UH{V*KJ69Y@)R5Z|>SXdU&P&L~Co9s2|7x2ZFWbhwaUHMfc#>L%6 zwT$RyZNg5$S|F`p^~MJZ`HA%^o}a}{uZq7T^h#GH&OwRmiiCxsQiH~t)oCBeV`Vyp z++|7(>UnKwZk68gA*gn#2?8+WVKXK)0(!f2NxRb0e7*&>vsJR3Q%wh45>?1rQXtKf z#MQ*%^MPx@cF#ay7O56i-SnA`kCT=PEE12O^2$g~k*RZ}ped1`P(RK(`60)nALL#n z9)*&xK=5qp;e44|3OPn~w`4SKE`c4(H2#5(l$5oSJxkq6l+>QSO;B|;8Yohdf$#{udiqD?|Ei2_NrPatMOEsJJfuChoLdO z5YqhXYn&xGMRX!=vjvD(_~``(yZ-UO$|aAT5v6`!d4$IUg-L-!7cNwZmMJ7=GGxap z%+H#>@*c`jjrn%DvaB>!IDThdPTdpz=j}ZeM^AI_u0H?Antw3@Z=ikM~qhD zXg0&{m82Xh=#9nPG{$PoEWc5P%e1b3068<`EQkOFOol_d_D|O_6q@R%@ic&s>S?E` znE)Clr%xQN_Nrh%yl69F?^dJ1xg^Vv65pthX(SB^?P(G%4J`pp2}dzoFiYrU-4mZQ zCDUhxoWHz!O6+GA#$4Wg0u~(vygTl%K|`)z3&m1H z)EZX+kh`zi?*H!Sm;FD&MbX=Vg^<{|U@T0@a?|ACT#TH_^A-3IENmQH>4^$pXn-vp z8wH$6l#ki(UsWWr`RhkV6!9&*sR;cKFT0=GT;`11Z1@H~0j7WtzU71Qwc7+HEUG8C z^~Lz}>#Fl}6*aywsXbAvjhn@)T!FCt0k* z`5^l7<*{WCDtgbrz&v(78qqELf7BK3@y)iIL?*~J*s-9W5w6paDRx1$;0dibXk(7oB&cxwIQ4L z&^lP5qQK@hM(M{}pu<;;JwXanR2>r`%{g7KQp5*^;LJ%)Q|<)?@WHTGmTVh-VB?V{ zj=7GFVNAso=LS8}hO6U>HtQ=6wT=|8fsS<6f{;y%LK!s)!q(MjB$u@zB z@(;Oj3EN0^p&awl(WK)5sU{#?$Pn!j(K#r?c5=b7Iumoy4yFQVb2_Ot$9o1eis!36 zAhbwOY;_ESyebffc4-ESQHrJrcESklNHYd=Hu8_h#?-gvWKdLIb37rFM${q4O%)E< z=Ub-NEji{ZpzE@03n;3%rI}m9NMw&m1%6vX24(_(b$ypFu-e|-9;7BH|?~8vzvupY0 z1X8B`ZcmJz_kgqTotIA%X)%|j3D#+LA-P7cfra^%R1nzkFXV7#jKY*@B}_E9`VJv2 zZ`+rS(eAYk_{Fp3{Q_X7PqJ@~w%=AzSVW=-zxQ%iLkphoU%2lA-e9~m_@%mbjV{lu zmSmUD8T4)#KJ&(iL1NJ5)`rB42aNtyOlMY7oCDYF>F$>Kob~Rt&G4Jr;1GLa$1$Tb z?#wkP-|`Rav!}RdZ*E!M>alOF@A|N9hEDQt-&v>C?yWJfbq8n%%T1PgmAD>3W&AAg z6k6DGeF>>~{1Rn$K#c~ssgWT?OonAobqDH`6lW4DU{aMHM zzS1lA&xpd#53iKiG24-%@=ROg9{B7>+_O4IJ`J_U67Nui*o>4y@3&*hQFyfuKEV=J0=hMu93((!g~U%5`? zU|}jmm@tGS64Y8GU}RY0BTE(!i$rwG-S*hjTL4)KrajkSP2@NCC5*^ z9hoHh#|VHi&ySnatGW95&&7RcVGiJHBpHz4N{XK;`&G7Ta?+XtR}pj%5s5LIYA+c( zLNzZ5hNDcAN+@D0X_ulvDQ6{)fF=*0H&c=5PKJ@GBVrwQq7VryUz`$=6U!VsIqCLy z><~&qW&KZv?ycxq*%G!EMky=8Bs#H$DPQdO1HiJJ;Rf5iJd-ITm_%u4E8<+z6A8jP zm)Pt|adR}hC{&%>cw2Cwu4FpQpKRuKqjUS(Vu}6>wK1^t&8y$AWraTp?)MAH7QZld zmn4=3Ww1x%zjO3s+~cdom;hqF?JejY)19bab7X6{?cBd^gGq}FVlq_PaxO@5jyQ(h z*#S}Q)QxA9-KTABcMcixf|CnZh=W9O%p;cKW%yJiL9zRC3X@Y~T0K{VaC(m^3S9nG zw=5$kFTn|loOnb)s90JVkuQ4Vwga@sm+`Su;cT?+WgZYEU++7t&9@Q&R187JbgofA##4Oc|V8ufRuTR{BI ziQ=0wvFr11Rl)dtIW{7M9_G5Jrjo8L+a-K=Xi12v*X|WI?`=Qs=a$wFW9YnsY=j*% zkMZ(spx4d*DPM(m?QFzZlCRG`20Pi-vhyqz9LZ_}o3+GhfOgj+Hm>Q`tlA*_ySTKC zvH@-~K1Qv6d++kiJ@a&O9>)5E1VFrfjKqBNqWvz~zCT!vVL+(;xz8&=B<8Taq+j7W=^`3qZDP_SZ?qkH-o@ziU8Fy{ zlZ7=a-x++YGW6B7rgzSO;2OUbilr~hxwRquK8oc07`1p6Uxm$&K&UqS12DylpPF2= zh=)FWbGg1E_Q~cmy8u9qNi@!r!}64WM}+FV%xa5T93%>EpNNKSnayF1jJ_4z%15Fu zEIE@UGIpzZFG~!t@g5BR=_PJ6!D}*kE1FJ5CAgQ65FMHcZb{kAC$bA#UV$VWxfUkwg#@R@lp zSL%4+Wk#E_EX|>;;+;<;NwWUc^znHx z7=55#ujcypVh;QG0FWP9U%)r~o@MT`0i-O2~fer)oRo4;a%2w7?o~IEbtcpZcLCvOJC`@(OcTL3-en^*OO8&9gYtW?4^`>m|td|XrLt0W=pKLl&fU~_-ewC z3IZaioHe8(>*8)VR(9uXSw&1!ks2mv&sBz}l8W$TCY&Q@X(61Cu9YN`QCft;-J-us z+?3SKf7d&r(iiJC@5+ymdZGMe8;;`0S1{<`$$a?@NPh2H?x)aqI`ACrwC)ie6lc?) zce#zSL9378s&RD2r^(U8R9}+pfuPCJ4?>r(#i2QGGX$l<%{LPBgsb@}^hYY<4Y=kj z?|}sPIvB-}!(?cFth?*)a(iTH(^O)@(`UowXTjMXFt1^~V?V&O9jl!&w;s_oX3b+@ z$!c&16j!Re7cH+Oy12ShK0D*Aix#v=g{wKf z4!ZNUF5U+k2XNCMFKM+V$qkIH$?rZ}m=_t6^Jvr(#q9rb4TqCy?Co#7$15TGD7ktE zympN$Q#Pi@iql>R&#y!a!NMv3)CkDEgjwnaFNx_p;CqGA(dbs?9 z=!@bV2lhJ<;E8$Z&S1zNBHR1@i+DQ>j2CuHZbl2=JBGeJq~7oKda}QmN~hGXKvoEg z3|;uq$EH=GKPr53v{*gi;q2P+bPMqhkh_#8I79JIN%#TgrHnIntx3MCiD~B3W%0c6 zzRBkYK11T3G0z(%;^{bY?`0DfW;mIb6WjD3olT>;ugS2N9^p&r$M@r@Ng$qbL@n?p zk{{wDdy@NJ$dv6hK=N*=27(>hz`cFPKAF+YLZvH`@t%SH;^)}1!?kU86|+|#0A;s_ zXZz*fF-KD6wP4j*psKqZ^D@DBDFzqAwsgSV?bRSK7d*n_RpKg=bObhy-R>PpI(1_5 zZ#YrhaVv2fRIt&foiC}*u#rCpzxygjZxPQa(etTAF2+Zb@sdp}$N+c<%nKx47D98h zmt75n0uRCVrQc@sMhB9Au#hYs;49Ylb9Q&|cZER0)L}m6AND93F*aiz_z(<{*4ymh zk84NOpEUR4G=4yA4T#v6rC!Q9@!R|(b$x##axGmx+PXMRTl*JA9sRfEbORV7j5H+U z(4$yQzZXc%{*E4P-R+Iv=WAK(`@RpOnD00H`{qtg++~ZSwH35=1O?Ar)CTPxkMZIf zdO%fMc?Ei*&mT3o#j^j6Imyh@{xt>30tU{;#*)r93rYB&Kywz-0+cgZW*QHHosp11 z+{)R-m5_~*>%WXl77n)mGBR_u?Howjkw5+WjRm#~C3}1+0tp43(~0F67$mdMu2k4cn|ADqf9_ok=jar%>r45e>s!wnJuzwx5OrNA=9%ezlm$Tx>OOm3N zl(C!_*pjwc_1TmY%}2_5EGK?d2Kyda<}%rd+)C0wLQ2-RO#IDAf$+- z;F<~}RAmMf1*I+50gAlRa1T*KN~D5AvC5(p$3z|>Qik)Cz-8YaM9AmvQu2+0`&t6E6K z@+n6lveHp*O8mbUcxG83kKpzAynfiozRusPC+|SwrVV}^6u*9rqBQD!C>3} zt63&`=V8%&lW%%hvIB~`Fh8;nr~Kur4F^Z~;oPs?pHS{=b88wHS)k!`mTur5bVcCr z{r2Vo2)|NXf2`$fuXO=(H`flA13#}m+HZFJW!eBQn5C6%b+fh6ypFk$_5xeaK!g6b z<93H4Cwgaqi@lC{Tk3Dysf|a4Ej@ufv&%`eM;Fycch8b|n1`G0?8+Aobi4ftc1S`s zI4vc$u~o9--{c+@Ne9*XD>j|J>SuQZU->xRg9?jfW7UaNH|9(Zm;bPnaMVlY)Jxse zDL8144pp}PNHAQYlsrgv>(p?X>92HEB~tKNRx@D((%}nhng0p!&%SMe#*N}~P~B%7 ztU0j|3@bTv-1zL1chvP2wadif2kW?BD42Yqbvx_hM7QutUnok}Utn5YVOd=%EF2fz z@2?|$0FV=QUC)x~2QQ=-dMK`xv^!-eCl-=@Epj(?9WlAC^D9}B&mnrK0|l_P0#1h1 zD0a;N9i()6*MF7$OXdR)(Us(6p>}zi)cWqF=fRDV2OSpD*`|j@`tr><<-AQ4Z@lTk1}gX z_Vb{5tDfLTJ|h~sm)vX<-7*Qt;)qIeo0rbcD;Q=vO^9_fVY1ud$4Q6qP>qJClGx{> zOqz`2wHm|Jl1YC-Um~0MR8F1_1rrytJ1|`vhc}M5WH8flGiVM&cxIJZ47a3A`$QW7 zw5P0U^5m9@`DX(cCHb-|$iA7M8^nY%d;ZFGge+Pe=f&z~N=)J5%HKWOZl)!X-zl@? z9N)@Cnj7Ua*)*bj(3rRq?MI zgH4l{brWU|)BWmbUa!<-s}yo-{ukj0=x`OCxWc5YtrJTr=~7K8M;Or27Pq)QK-%() zUwpjq7(Q+`IJVE(`Kd^?wz{*8IP8mc{ONLA*63XLX?J}iln}iknjoqvEC=xrhC<66 zmUdhtWncMm_^;tzQ}&f&s!s7=+rNtF7OC2wdGFxyPpF3sKWwdS-IIW^zXaXh z{)s1Edo;pj|6m>T%BNeieFN7@;CMUp+JKKgSQ?gWG+kSKFh>~-pKo zBrCk54vw9gpBrML+$Nv@%;3t8WVT)xd51Y&ruZ7Us#2<0Wb^>zOO@XJS-ZeJr( z-3)~rPqOgZF8AQQS@B#Vk1%^IMupcEyFzfqZ_%fQE_dw;+#kro+T3`AXItTq`Jffr zMzh_?w!%)AuDKpOI0}OPJ__=A@b~D?o@+mX{ARzs%2|1=xLO7dyGCO#b1Pg8vv75+ zw|QSa`C(qvugRMLT$)7yXPY-tK)Ro9@H#uiA@$*V;7LitOo*!x<88nl7^2?V#bN*uXXXwSMs=7vS;BJOkLE>#@CB_&Hmx3#K4 zT5Lqgx=c=NkjqgtzWkR{DUpD-Q0Y ze=vcl_fCuzv|UBp##|BVn?i&5|K8ZU&C`Zh7Oi1A;)DX&5meHR2gaD2Dau@=(Qs9e z<8j7`f3)I`2as^aK}tB|LdWfM;^QKMan^E{?=|oHhD~L;{KB`HHQ}t`3g4?geh=-= za^VOtq7I9xWKA<6Oie=%j4?9{h;qY)ZqS@_3W!F)g&ycgI{^7bfhB(_Q@5SRU|TDl zv6WJe9x()PR2uO<3=)J-iv}gqq=z6~l@1F$)E;F_(ABZf8$IM6WlGRx;6gOzr2)6) zvw>>x9R41${d+{uai@ToCtT=1&jU^Ya+X|(1F%7Rgt+6O!7KsrxSS}v5Qw<2c7e-K zj$qJn5S)SF5@0z4fh3^vy90?J6pp)+U=ppkoB-y4;Xu?A&XX2vqM^WI#=~@z-Ir|| zcSSmPr`35B*csdoxb)Su2bJLAz-mSo9YkHT!My=BL|jB&NJmI$`lbs`Xk(p&%kjFg zObKf|3p}$Mu7e7112XlJ;0&WvNgKU>EBopJDMBi@hqB7r^L;rHo#obS^R_A(4n(b^ zUjWpG-CsW#cYlH3ri`3Q^j*{;pH#!adr!D+VePxBx#>gHP-L!;Ge|;>vZ$ z=;PWSGD#4X_3}CQahD&wNaB?A%K7A!Q~>RBtfF#LQoFBzsKW{e{=kE`=XDL2f?A(L zr5~49zUg4+m)Sd5d1rNXm+o0X1j8_6XE5$RXfZ|@I%5wK1`S$46vK@oV+kta1`dLM z1I}+CM6&JoUW!0A7ayT?y5Js#pal&j1)>#i7`wo{!0ZZA2|pYVvQG+P>PH1wtZX^2 zj*>4`Gf;D-rknAKUZ|?4=1x`jQ=9+aZ&;t?VZ#4q?F)}RfeU!p768iNO z*AX%?ISF0m{{U*=-~pT*^FTZQp3l|e)`qSzFC7H{N>R~TNd{NeLPeROe9_3DWGth| z1?gr3r*i9MEEE}!q9-4zfE>-{sHMl7KkCe1TSp_%n9$vtEDmR%W`~c-U8tA8P6~%& zIjpx(*CDTV2{2cxGsw!VHsj1?LB#c5uv#{7`| zP}vHgqe2_-{--H*`%76WN@6q#ExLg;G1;bDSL(2g(<6u%{oEFhi)IBnVDaE#zFRX1 z7th}(4DrNFEIxe7?G){s*n?Fh-h&_vk<|L*EM%V9mDN*k^`a4`df9CdgJwUZ@^a*? zEpPn?x0NfMh(zX!(|Fz`nFs~nHnZyjDz6A&wSq=I5j1#FbeTkSicwJ{=ng$}1Wm|x zKv+90u*&E+VVmLLQlP>E#V;sTt0~3;YKBlSvC|(6%u*-b82Q~7evfvjvy?Ur)LN8F zZX{{ADb`cI;okZRt!s@?={xvuWDNeDF3(3%d+9i#1`7x2V<+kL%J2Ws6AYRT)6brC z_cgj0eE!wtTXq_ZncgO!v~O)*g?B%+FOC}+69C}+UI!&Ml|S#ZGrK?E_R9KS-Od&I zvp;VO1$@!>tU|axm2Uuvt|7wzoms}3Ubz8D4EUy$&?96}vGO(}DQvNw15Zn6B&mgsj+URF+KaiMQYStcfSVOBA5PBu;vF(DB) zE>13X7EUoPF8=>d7pVX2qxTV9!;@cI^LX6Vh*l1# z)2LR?NM!TcWcp}iuAfWKs16FnJ{(FG_6%-UUFvIZ~U5tW80j9Zj218N#2SE5f#5SsfvqHX&Q+j5@IDMg$Y!oGXH6^c82D zpX_Sj!`ihmj$s$5?Z_h*P`~V|ptz}&Z4GQut^gItZu=qIEy&R}y!Obr1>a`K6J*D+ zh~I#oy$u|9#aWB9g9Xx;@dz@snc4DW!U2|-nOjUQ%&H*WO_IOvGxWFPKivZBn+mvI+s#FU%Nghx;mq5IT{y!Dp15v9*xdLoQIPjjhJOiF;bk@LGgyVSo?5 z?!Zc*9p568BQlWOHffZMF|HOBs9lD-%iOlLMp{X;OWoGHrq0p}RcC@TK+d%d!ZAqa z2)zlJyo;X!wrB`79SFTkq}ft*s=B{Pk$D{mRB!25W9*s@^%B2iFgWZbD~1+SUTJQQ zIghEb$j{zgpSX5GBC$I_)&z|o1SG@FHp^#u!%E6qpgVxt1=PE4UXKjJrc5QvsK0+O zXoH+^>bo$nOX;PXq_2bSJzm)!pq#ajM$L7#^mpr)f^^smQOAYhI&oFG9G;#oNmZAf z4^kIU7qr*5?_XiIAh_O;Mke#gi*vmkA0{Rj%0F^)T^+`#K<3Cgorfh80OU)Znuc20 zoChn-<)NN`3O@P67q|-`{^`hvpae>Qct0+Jp!=W}=m|h8));`CE-`>DogIM4y_yA} zd{7Gl;)rpVzo%9`X$M_!DLIjxi|i!flkkqa_r)j>=tnvp1k;3&G5l2^FOeH(i963( zbW73E3j(DIv=J;?7ZgMXoYCx-t^3B?>w~M7tb(QEkuR~IH&e#=< zMls~CDrXDPOzj-o>0s%Ba|9%b&ME6>^9<7efp!n(DlEGKWvba8yWQ2oV#sxC?Iy2x{Kt&w&16h?2t! zwADVx6=-!WLHqBDkHczWfSq9gXzs9;Kwy#_CVxI$K< zC%i>&Dx8v`n=6z7G#QlOQ0V0;X$u=dhEU*SaAx=cdQVn!cs(c_WW5NLq`8;A4hvrV z@DXO`jBj@g-fhsQrmISQ;HMxGMzEn|XlaU?!v7aYQ00b!8YJ?qx*-Ec0h1ab!Go5h zmIL2UOc3L?evEgri*;eU;2%l-qb3Z{fYl>&O;wZ^=7K#UO-cTrpcCT%X#6i}2@l9t zxfUbzPea$PKe(pu`*0MXh~Opnp!O2+an+#PQIi*PEnHnFGoy zxJO%X1$zQIBaa2nVuv&@x!q>##=x*2*2kUTcpt%y%tDNlr#1cD3 z?P>Bq{h&E{P|hMCnCHy*)3gXL@XoPd?EshU{~QQT8wFR2CMRZ;!odq;McGjPc!CjT zRj6z9)@EtB)mv-aijxL8^`|m?DbZA0h_NE~ik6@#Nr@6F<+AQYT9Ob)M-USmM^w+Gnu_ooP5R(ekoay5?IvwYItR$gMbl4dXa7>N&+N; za@?Y|RZ5azO~^G^Zf8a)QUBCv&T1V@Iov~VB|F(3tK8w!^m7*c@RcC1Wu8oVIhuSX zMACU#mQ~s-9i0VzJ+;cLw%4hAOKy{g_Zd0-@lXgN?8HMd)yt)~hO=>4EI9JG}GuU_HeYUJ$d>1<{W$HK|Q P!NmnfMkb~p4);F*uE!5{ delta 91000 zcmZtsV{j%;w8f3)i8HZn+nm_8ZQFig+qRR5ZQHgcww=lQf6qC$>Q>$RrE7QX{?yf7 zYt?V<$rsF=QOpE%PPPQgO6iS=q3S_IMI==-dFlKJ{ z|2foD75a(=;7BKS1|tMxXJJndGy$LkwRK#!+R^=A>-zti^AtMvU75O%c5umMvt@E^ z*<~LIrCI63l69isk9}T#;%9-vC!(3vHD(S62nIpzbr2@Z$FRo`WcCBafU?eG zA!f=ZM;Q;08X2ScXwzKVYtzm^BKSvMrt?gVGf-F#rlS51b7^K`P>abRCUY8K!ZJ|> zxA$oVhAdWi!>IB$zGX1K;Z;MKD59eNZ*##pp9#1DPzEqvJl7a79NjiS^1#Jk6fl)5 z0hH5$5SAuPFK2;6D2hl!NsB&X{b3}KxnhXCZ*?`U`_Oz5K7i4I#x*h!7m!67LuSOt zP>@+LO%UWDI^w2+4E0rENW(~AF;w(uk|{9{Y#=m4hI>05)4cu!*Z}qj)wFa>dp>a`fVzOJTFPZUsl^mmF}WoK+q*IC4kQQY76K()pC=2E zvrbeG?s~>W9DavPEer47C=N$Z-^4)CBXrnD$?`B6!te<7X>SGZ8;_#mJ*FH{m)}~{*kNAF= z8c@hjX?km7%Sy> znyLJuuT?U7Uu>CQkF2}@w8`F~=#%=0?-c@}3xJfOBF3$q;#gEr<_A58x2yYYT zuO%LGq3DR#uhczu1@J4nAQM_6Z8sZYDj`HurRf{N8Ee>G-I7GAm8^?(g{M0Gvh#ai zd+PWRV|eIl$}5#&qtNAZMIqeGT+3QO;K&ySm7aJMj=A7=2H!XtlZk#748z z9&Nc5cGCUmJ-PxvsuTB`MO3`HISNt{D2~_r(4h~;g!ofJ{vAA z@>|#Bvtsc&)xa0#xujJ}Cwa7Zxwz4#}%hKA~ zqmR|B;bNgrD_v504!ofAuLjb~m40~9Pub)Wn$lo(OTBAP^4)m74BD*~cfcUVgCAXt zvzsKJd6jomCoqcH?HJ;UZ|jtcGsbM!(jA%}VY zZI(sh>%IdTfywG5*aLSyk4OJp;m0kNJX;`j+y61AgeF z)&OT6xm}0ftM*1J0Zr$N3k2IP#`k0=z^j2CcwwsMvl`(vus|k#py{QV_ zxvntYmYQh#e?IHTYF(2DjUzx*GR7q=MFil$3tx6Ti{JO+-|AOC;s=m=cI7n{XNl^ff!5z&f+PDr26hhJs@e#4M?abRc?f+_ z`U3C#`t~fE$pQ@FSP7rLu^%L9&|*B7{z{Xtz1wz;e|h~ZcANHiVo0c4SBbh*2Ofd0 zkL=hFl}s5<6qO0;!NMP!etdtg_;B&%WL`2c3aAO~8C*ELIr$|%Ycx~di*%WdzOI*F z->cfSLs1sgU z3hrIne>!gA>c1ArqK~b5za(AXP8SR$>cr=mkYs%+ z_$kOiWXf4Z2;F0++Mi{q)2$B9!CX$-A=JjNE=s^R7B0^Zr_SyslC2XLj7l>W?$6d< z>&|Y=qZ_+*zj<-=3=AxeU7b`grY6KV^7uisD{XB&+4aEuA_M3@iIeCn8gzFg8~;vbN4 z%-G>j{{#hjo6@NF9bNke-{^pXz)2GNsCtMwUc!8gHQI>|M#lP0SEpWup|BaMKdgn| z#$cwTU`!X&G(UftlwuzG3(*~ke`O?i+0$%jl@i9$PQd(pyaLbKqg^N-)f-1vY*&vW zUS!{ReDy=>hhzhp#DnC_l^ZkBr~XdelUcM86TBDGJst`9Q$ut76?ncFwFf;sXJU zT|Pm??dE-@Hw$Cw&m?Ns#Juj(M^8A(~Nyc&2)DC39+H_erCo$Iy zVQ*LDtY|uaUtyV}_&asdJexQFmLNnYORDO`pjEF{PTvS5+K|S~IvTpl6Goo|6(x@< zQp3QADEYOZCuD*K@}b7wONCT=Rgz&KpJ=b{GaM4clI)lW{i`&u5X=ooQz7Sf9uvpL zlddK)DtZEnj}DhP;)wY-(FZ&jlnXWj3et(EU~&!Rq}WuA%rd4g|J@c;X}#zC0*+J} zHrI+RQ`iu=xGH1@COFL>m|#crAVt6;bzHJYMaq|qq9&6+Llz$W0s)R-hl7P-*0$O; zz~u91b^o_yu4E{7kTl&|0zJ!ZTdH`|{Tg0}P)*q}I?MaH{v`=~c-c}q$dE|O??YD< zv_h>)N1);lR1lP;$S*T{Qx{ifGb6kIw{kGH{sqRu!t%fFu(Lv!6qJcG9Zw5D3E)a+ zK87F!XXa$$_+Oi-xn+;biR8DYao6BiINosw3J!3tTmq#x9QLxreG_WHtVI%IDUnP5 z=QmfALW^TFPeq^LnZDUHbdbq9ba0|B@~h)DAyvel-cecC2Z{czCnSlcmL2UpQ2AFW z>L?zK4bfyF>tFnJNoDhnzZ5QDB;m5?6z~kHceOK0Mr2?>mC6Ii40S__6bkM zm>7+(2~WDpIjW(Ms2LbpD;S6UGL&7Ced~dUyLR#+kZrbX`0ak5#`jJvNCMZIc&-75 zRcxnGIj{_BM-JT965VS|7+LH(lLlE1i1hxPtLG?Ob|$W5)BQMH>JvtLo*79)Ejw<| zsm*-~-u)n8rj%iaDpx$Y(@a?4u{Ipo6g@6vTDBbEqGJo~*OcBxOg+a<1SmCxR7NHe zzm!~T2~j3|O?#yyL1IcI$Dej;NPD663N`R7*nV<|MDQuBh<-?PP4#TFsZqo`q}fRK z?$8XWfvk#tXR88aRe?f9yovfO94| z=oAD45=H_07O7^fCaTcrCd(YOcuOE|P)rLcI&?`e7&ALDXAB{ea?(AkS@gZhc~UH) zrxqPB6B)OzZm#}-; z)O-A6{z*L3I9AB}(t$PH+<kt;?y&ujP|}yDuIHEO(62GL|4PqfV5YkzS~Z9yDNj?RzID zK^_>NUJ$0{8;KE47Ap?Dn)2_#!C1@Y{JmVk@h@;A?J`@XbA{U+t;xe*=#_b4t?L=9 zl~pxsaEa;Xxot0zv`{@3KC{QaM>}+ik>n2tQ`>k&J_6OGTrJ;L990;PaBecI(u2=G<{6{PMu-WJnD`gHQLhS??ch>50{yer2w4sAqlr zaMZDt<*Nk48%AY6qf3=YGVFJ+pz#ctBn&=K36;hD&LfUWYWd=^IByYgCK1t@nR8xKk&h(Z;Q(p~ zAiWNa!h>T|Xd`QR?_9PX*Dh4PETR0wibCO6>-G6dzM%C z^?7Z3QewFQ=laY)W8&?dB+Tw6Js?u+M zHmLMms2mO=4M)`DQHF_)K;7|vGI>Lmf*6kwb$@S}GgP`?~e zq9iH(NEc%LzVbOZ`>k!vi5G?J{#c%u z#RNd$fwBG{FKN?e1#rQEGW}n(O8}sc4aW8#H~D{wOPikw0Ehv`%EI(Nf(gp?pH8ZR z6M-_b{U275aoOfT>Alq0Z}%D4Ux<}ZqfwLUp0r=FSEHFV^3dZ~WNo%sHJL?|+EDlR z>m3zrB*pHhn75B18ZPDk}<&GD~PKgiUplwz65}`r5!B(H( zY8Em>uq4f+1(njm9L(g@(rT>fW}kGvJ2SkpECv2ekvm2(XAu)GgGR<5?aq+>hbI=j z=M+vHVT8w;8%bp$YZdG~00t{W)98AqGRV41e(ZccE{XJ{ze|tAqfU_UTW}80=K~Ts zn(Gyxk2--*G>HxNQE>Om6HP`43puwW!W7`EJ`59|q=BZ_k6Q?zu}&=wayd~jgq2R5 zhzcA%s#qUyw>4uY9;#VKo;O5shf#nUfncxoLyM4SKFH+@Ge;22uSX|F86CmT++e*S z^GY>TWfJF6hmd(lQ5hiT4LwE(S?jN^>c{q|=O<1{4~K&kg<@GSzI8+kh~%{5hJ(`1Q%F9J$=;sFn>N!S2okG5QLFD~qNRm>r#6#X&OR(4v`C8xa(Y+EANe@z1L0 zI>uZhox<zBs#P*QnvWP}%ZY$y$mD>@D0qH@r&a-i}gaI=aQO#+Jo zkM0yv%m$oKSm4;EaZJSQ99d%EofW)`4#4#q!a(!=UURj-+*=%04%1KQ|NS&yj<(`L zS=tRceW}s=+lB9#_1T6O-5sy?ZLXBPJH1Nv46?hUI^Z{{)R`p^DEv+72tGp8YfBz* ztUCVqyq(ieEvCn;oh6dc(dOO^PXpTETI1SeTk9PEsr>WjPxYTVJN!9t%U3YHs*B@>QsdSQ`p_72ZHw z&Dt*a;CsMK_nvFE(;DL%t1vLwX$f-63v9;BZdiy{fUTYBIwxbN0#!AqKK~FZ@`yh- zpmjI44=k0Cb7y5*M~d0{Z5>yZ`%?BklR2{lOqbCzDURuOUxg>YxgGivhSeW$`N#dz ze%;M6--x?^)vc)(%|_&$wF<9=>(WAeM4vK2WURiJ=og&dsUlSwMGi3dZ$;W=D=JvS zCW6Kg%B;7g#V`a%MW+41;5%u4K0YQ^9Kzw<{+lG1LqG?mhGURjZok`tD`tAny6Pvg zdC``ugT)F1)+dUXsxI?6xcjTAF5~cn>P_?8EAU@*E&$3bS5TsJ>KfzgvV!c5))z_g zd<{Zq^r{8#jH*EyP&%EJq z4z|lRHTGjt+|R7Iw^7MpqoU4sS;PI3w(B`{=YuD2PQkGH)fI@mtQ`!`s%r@@j|tNY z(ty*1vFfLb4m9B0(NP*+IT^|c=YW`p56RiJ#3eUn=NSxx?nfGwqI_;R*EpQtV;fqx zJu$TiS#jhlKsXVI7BXrN1uGW6^TAu{-Dvx^bU{gK!0Bh%MRYlw)I`g1y8IicIV8k{ zwmg`i$lKyGwF7kTI)@~hn%dF1%crzIWR1X`66xEbN{!~A^h3?H>HkQy_$=pJwDNZv=qk4T$tN!`#>;JBUB>DJQDXk`#6Vz|eb(&0HMVYEJy50W(}PjgMzCt^*Kltnq_ zO;}BE$twt?@|g&zA>K&l6}7ZMAo^~nzZnKm9SVjcd8^01*I>Rbk4cAR)IC!UP=vmb zeZ#y5{#!;SEEJ<g{hN>QLVO5Kg)hXij}t^#Ep59#|WN48+={xGGY^S^ZM(o3QkX z+Q?+RzHkBEaT@V+en~1FYe~TsB-lab+A`X<4@17sX=OD|i~-0fiTTvS{nD(UtNfjV zfBDlb%NES3lM!T?>@GFVHz-Ue7qBxT^e>Fyg8zr4LX`jQk_f#ur)Akd(|3gWW92ri zwF|g@$hI{NQ{umIGv?1};a+YSDeR#6hdYM8Ypv!m9eoYRB4Rqb;XQW$D zQU(4De?kTFsh4OFso}{W5l-KtTY*f}b5$-C(j<<}%N8m&o>vWrQpMVIsRV4c4c4oQ zEoRze_{*Ed)U zSXnH!bt=$huhs-Ze(&F(@7(;@RJQAAHR`o3PKE3C{qLSFN^%aHP5EHecv6$R)*So| z+6couG@uI~ogd52E#%Oc@wP2glc-R#p1LapcZM^=5?Xv^z@KSH&?Xj-k~25#y1K7y zXQiawaH+;?+%8Ivqf0>Iu2Wp(S%H?Sj!fq-Xkzd4aD>_RV72JSIqrj3<_uR7)JF#C za|4c<4~4$=@@lFd?k$@sGlgj1IvmRlGTLBS_pp&&d=qxPT-z`A46~ zk_}68u&N{+ve zeT->4(*8@lptMO!qWRNfuVUx&y|diDoj z8&zb+`69>JZDsK+^w3c$G%b;rN|Zdu;Y3y}GZ#iR#FD`0n@YAx=}(p77ELK&^xj%Q z2Nx3F=S03hTuD_~Z;?vw(+0BZezvm34>I7UGv zqI4emc~J43@YX;=G%q_?B{Gv1`9pudxvR;@>$5=$X|Umql^7p`zG8`+eGemy|oR@M* zFLW6+5Sx~V4mpb0$PkNVIA%dMtZ^;fvVx4$*wse@iRh3Tz=zEUvE;~{2U>r4mn6;D z`pTottB=x;wGZY#uDJ#kF-S7X`i?B3IagF%AH;duQVH8?{QG=Y#zyuQx zQRXH`RbGw7L~T4prt}-2!E1sUF+zh30p)WXtx%pX1;c9|$NqGr$;XKW)yCfG$x>a| zrN!FeUx;u~7oox00r(spF4Mf}x`J7^6!{lQQ&$mZ1gjAi<+~kVq2Z}F1fsW8L#^dug9j&vk#bNbt)TH~( z%HQF?^nAT%5#46~<+_o_er*$;;adLJV5~1Tzfj0B<9^Egzc?*SxfwYSg0L+lS9t=1 z=9O5-^XvRAlDTs-61z{cS3B$8<#EY%mHkD|r^iy8W@LR5AnQIK_#JB~tgb^{P)n{)N9hS3n+hX(XXlt**_P zKuwkA2BsC2P!SH91S96LmE63z69=I4y9h)TY}yPk8XJpPP8QcQ_x<_;Li?}zUhzA4 z-VOep5G%&jcD)NvJvle3O`oy$+98?$+*|^F6mw_G=N6RwXxM#dh=6 z@U_2G)olgS6|ebSuZE@F9B^N$!oJ?&sk(VbAT79tDaTJwVq82((q$tLNFugD0?(#3_+$=f8>B(jhIT-!hR1VNb*3dhZ20*56u4iM68Uc z6#7CukjSQ1Usar<%{JRm;kIIlSNc+I6pIi_2 zU8!0uL{~LpJ|Cs~M-cD9=u4aJA!JKdi=%L0$GA$JXq&8E8{z}Bw=r|qRy4R?RRNyy zzIN4sFOCVwy-YJdB=gkUgaXg#RJwYX7rhdFtj(4Yb){yg5IjKo^;*5Z760KaGIpN* zt0lolvts19j(%C_2JOOCry@M|%G7X8{`SCRn5q*;OkDNG5-r|q0vCIuHvq2K} zcSsP}pS0_D-}iwokze2lCr>P2>IF4{R04`br`LDUkdg(X2I@(uPm_~n&5z=4552_m zVJkIV;syEmcQ`><;7AD9S~dTS#U<@8_Vrb5nqQ?u5WL8R!7+>Sp1p#KsJ4pIYb6W4 zhj%G~umUCiACI#5&t37R-}Gb35DWqDQtMFLUbqkB&X;!MerLN|2{U(p+K96cbR0xD zhJ=oCqgU?!q*LM^Gz3_TDZ}qMuQft+U)P$k`d;cynZFHnr2zq~2jbWNzkv!n8w(K= z(f=E*@bVHdid)&brq4ZsVYOYZ0DLe&+5Zq zYK9HQ!ScUNaCUZX*5rYE3}9Ch9k>1SDeYzsvwf5U3#l~ff|`dlsVU9q(&UPEQp1k} zodF19#&lIp;=)23s}u!HkS88U_r)cl!NsLRU&X)Af2WK;FRte{doPATpC6Av|AlOp z_uP*~gIzzdOU}~gwfvvYX9LbsU&Tqj2Zv;!>%X=sfw?{4`p!uk1Mnn2W$)^`&F3YJ zu!|Ovw?qu=y)Z;C`@ww0KwM>_$xLe!q*6Z%^XW`HH*{$)9$2ZMPXg*EW)UCkN zAAuzkwm-n1TY(=F{TAlz$4GTM5!|}z=(Y8=gP~giS=C&Q=g3?7zRx+--jA6-Bb`%A zJY68o@ZT~Ry}Rc-qd-T2-+xpc&>eFYS8ePsKbDwQ^S07ks_hi&-BUA#ymp;fmAp2+ z@c9&1P~CVHdtYlFBkkf{;oA5embBky8SU)Z7_R-kFLuWwlk)6pc=Dkg3}(~cD)?vq zTDR;6)sM}1i=zR zo%Tf-j>{S)MC?W0Ud$>66>Mi)ltqBYBK!0)_{t`cFh-Gare z-uE1nw&RpPWYgC4T>Nu1%(*FCvBTYadY^kn?un+Adx0|txEV~0N__8KMlolS;k;p2 zq+ZEBt|VvBqV*j4OGKg`+!wXKvOY7IA`3alJ-`}7qWy#RKmJpvaQ23~1%y90eiD3q z#ZC&LN}n`Q;*974R|ZmePCR0h#d@5IPPdR&n~h4WPy7_Wp<+3&&QDpS@IV>HXARZffYqOP{JUd!w&RFJN2vc555<$IP3^l)ymCK|Z+-`k@a|`f%o@$ek{Wbm z*=(Azl4e+=54gIn%VLerx1CAC7w>iNo&ra0mmum>5DszHm|NRX{=p0$0@NSK7!20k zuf8{Gc%IU?cGAM2EC-euOdF6r*`d2egDmX#_t*yKHgHHGWWN;mevyyU8=RGvjd)_D zZ-d%6FTcH%(23T+qM@QVhO(6%zF$@B`@OtVfxVUy4ADgqRlGNNS=}S2GcjmpZ!8hehD`XrVReB28 z#bLg!UfERH?G5-j&z_LZSug3E9Rt1htLEMVMA8J?yNq|SH!<1vNM26=&c9m9{?3)# zGUdKV=AQoUY>z7VBD-ot`qlb|DrHFI0G{sluW0{*KKIQAib)l*md}%=v1M%GV)wcU zb_?Et-%Iqhg=u*t|Bea{KZ2|a_OT}h7p1oJ-^gkqJ_EbW;e;{Ws&U0W8VL}_4v#J3 ztbfIguS;XK7d{McqdQgEjzL_S0z~Luu;NOjy|AS3eCT+)Lu+$RJvOTWWX*24GhjKT z*XgOO(_6}0?kp4g))SovU{<5l%}V`>B#H$o>ZmVFy0|5`J}Fm>xy$&yK}^xDfFwW_1(4nYWhT^oLk$ z+sU=T{C2|X!A(8I!2#yw4=Znxx`3`C?d2&zb4xaUvHAmgB%bD^mK{jCyU-_XJl(x% zlb;Le!*+=?5xu=or7elU?k4fQT}$c2Eo$Utqt7$Coli6uDtED<;Juhp?tZApL+jC{ z?W7*-{uW-X!pzm{sM}7r(dn`3vGPHC7ua&&3h8Fi-5Q6z?DN_eVJ9fq6tlZ{2a9;q zhe<5Be6XX00pJCRvjp1Qx*PrRj$Ox(jQ<#&PbB&>E9ZwKrM`NN@_fsmE1hIyr zYY}h@aTZ1YB12)i;$(or>$fGsw@1A!n87ozijkQ2g6^$ylMhGvrsY@-Oo$tWutF|AlFe4FQWZa z)IDGhDdO#c)~dl*GkG5(CIh6i?7oGFg5aROLQk1BQ)>Mnnz0vJ>mW>Omcby|Bkg)3 zX}g+Rqy-c`oIrlteS~PqtGizFfWc~5{}1I3i{BoPG{y;O_{SH)EF1*@HBS)f??*Z+ z8G{9FI||zLcNIdBXbV9+Ak~!)o7F$X<6&xHHs7m*;;m4Z!r%@ zGtOgpliwkvdf^Sr@fZ{}h}jv*ZrNiuqW=Cg6mo@l;`FL0QEg;|d_fF=oahzxSR>`( zGUQM;z&27<(W|K6cXiD|XN(^3;vBcN&>iQ#(nXpsP}oGy?RU}W?{O|IACNtew2Ro( ztIh!`21MRDWRg=XoiI-Tbf0L8I>C9~CM>?E6d z78VJ#q!yxYVuSGQeDc|MF+ZBhP-p-cW?qr6|1f25Vq&W@CKaFPcA1x5wmY~h*s%7v zq%RV=ej22^(90mk@l$#iIjGF97BcN)uublM1Noo~eNvpj$NrLFZRGO?UiVszLCj>> zcAtQqi49r>AhOQoafh+yY4WzBTe6a0Tt$xn9Q+RXnXsAPNrb=jK9~}GDto5F*ShbG z4nrstFM431(%}{SFDN=fJ@vVoqu%)VYf4I(KG>DdKAhZ1j}aB6I8fys34XOj*{WVY z0Wq%Q0wbp`6!53{g%8mjN%I?AvlGx+GSS|DbIevsKdF!1wA^!!Ny(V5njDJwc_+O& zss?OcY5m5J@j-|%+OEGbRSN2?&$JWpApKcwg&ipgQ6!7B{5CIsyQ%}uCEc}oBrTf} zZWEmNWYuY(dc_3vyr^{n7J0=bt{KBXftbxJMzE{;@z<#i4;dE_I&fU0a>ioF-IyA_-l2@s$fx0fx0{oBIv(u=B0$) zM%QnBGN|qFnFG&mn|aE)Da5M@iQ(jFsjxaCq1Er*;iVc6a#pM?QsMLFsw2lVU_gG9 zLlO7L&P%84I9VpK#>7Jba|l$U0s#~`cxxJ?t7pDK{*U(FX!G^L3^K@sLdNbVM|N!o zb>&bc<^z*AB4=X}61)Jb(CwiQPj8Av$AY>X(luCiFlMBO*6o} zX|s=^nwsP~0Ksbj!^)i@fJhFAH>)Ch>V-vGC}^tpgqFFq4$LO4;=vd;PCl$zr3ILV z!dvikB9j_vRcNF#?{?D8^Kus zMYutS=@QTy_r=kK-tW)XJWnEwwB$B6;Eq6<-K3iW&*qw38YOs*O3;8C0Z#qw7zZRY z&sHWioaRDtl@}*bWNh;E#sP9XR5f`{zoJC5a!$%KyfGUByU(L5lzgw1P6@eHX z$2P+texK5~S`jK57r0}c?-@6PTFwRSnU@1AQkq0V0qk09@sCd;Ml*9SGX|iTv#e=c zixw?g!Wj9)=J7jmbg{s>#Pyr<444odd=5#A|7NTX-??o#@?Wj82tlzxQ!o=r{7%B( znq*zn2_qnQP1}=qW+J|hUTsfV1+d{}gdjy9>1Ie?ZWr<&vF?1K&SL^7(!%#|prvE` z&q5Dl_@hJF{hR%1v31vz5~YYvE7syO(CXpv3A-e=3EJv)qNRYX;UWkq&!vj|VoKUN zdHh3Rrw^U6#W%S^#WTAzWvR1eh!k{NsxEw|X30o<@y=tNGorsSK~}%N(?Cp)kz)Q` z%aNW)w25aK%e3}gu@qN&E&dTJ>|ChZ>I;7Do+|Tuu`d&&LWp*Mt~Z7&=8P!#4E!%1 zDyVnf>cNkr^%em7d<~~>{Jqj{UD#ViHj+VUA~8P~1j9wbQ&=5-yl65i65%}(&n?*M zmB#(`;^U>Q@jM;)QJ`-1Ju5Bzm0-zAOu2qbmTXy@MSDs2EG+apuyY4#QEiFB!!*yDLuXh!4K7<167;k}n#a@;d zru~u{zEj+)JFo>KAd7S3f-m-6t#sh+uwzgQx(5ZA_FAgxi6*aswl9}=t9Xf!@P;E- z?*}AAO@h#>S1-0;n?kSr=wM;Mdo0}ZwhQe+CJ3kaW&zq-lpCk zcW5a39rPe%w5(>N(;v42Iyoc3s0hCP9SR2ZSBQBg3#3*R9&s%z1~-U&!vFP!Y;DOK zilGBoaZ*g>e(BTmD{}OUsb;>9v`N(>d6&Ekf+`84VBBINA%d^!C)^8?Tt%Zvx!eaV zF8y8e?}Zpn$1_H81#%WQ-4)?#?K45f{J zK_OdnL6jto14-)ww7~UC>8hZL*YZdliEGWMv~!EP5KA|)7fQH_cs8wBGB`ZH3mO9v z65v=B;``5Z4Z9$@-ao>r=SMQX;x%CSQ_;lj{D-;K*OxvhS|5Bbf6$38Cg&H+-f|Nhr;`JpG3clHeqNkpIP@5mb4hcch-n?c5AuC$yf-{D z{u26+1}>;br2vVQ8NOj@n~32!WT=z71+mgpc!-P`a*tzwC!#rd^R^$C&Xm@_(*ALo zW)(=bv#Dl{&l7vK8cj!U>)X&<4uk}a|1LK_md6xE9_{aMWQyANCb1DveDVW+u{}Vp zWm2YsXbE1lRZ?!mi11)>N^FRxmiYXodHH8F4bP}bdZD&d)51$_;NY;AB1M-Hq~-)m zG0PoyhS0jG=P@t&&ly^DIe?MTX?XAuhrn)kv|7;@*KM?a=W;63@Ywt{JE}2Ga6)I$ zw>$03lMhPu>?H#8abkKAbwvf36y(=XT6#kbb4?CRcT+gmug_{haQ2q@*i%MMS5VDFuk;T8@SUTfn?C~|$|)Td z$!8uEV|S-3sQ$c|F3au3d9FVJ2@qc1#$iqMY95h)J)ECufkeI9+>He?%j-gA__rps zp1pd(Jp0EvKu_?Ev`9yzl?H`o)TEXLwzKS1#xq&W{@$Wg>CfQH4w&_GpLyB3$aphDUzKSkX(SXIhLdlJrF>oN}F?YIz!|ad;aUzP52g zy-|CA)~461?5jbI{T)VW!`F}hy&dFBJL&%unK}pOt$4jM>%R*`M>VE&9NSOI|Ki&d zQS1#btbk@7RTHn;lKZ1R_Wbn$Y51waUaIfXl^O_511(Ybsl{ly#QYwhPjQDD!R_Qhpf@rcnwY8uHUv z`Pv|otHFYm$EyP8>h&Sp%!xW_;_PNWG>qb;@B1|-3a|P1E@G5eQKA9Gr*CU`>S-HY z0dbv~zO6Ni<9#NFgnI`}^MgxVIsO_N0!jSfjpO~8DW@RXe(CE#nbWNM4Gm7yyUuS6 z>j4Wal-r|4AL(3i2xtx15Cw@|&DSFkT zzE6a}4?SS{(8;te(~>gkq21zjMma%Q3AhzGcPB0sjR#JwL7B|*VOQ3>lk7FkDetw) zbr=aVXj{&7!@pK6V0*#P!We-kx8w-W^(UVY^o8JL?N^(Q?%Vxl^q>qQrv9R;m-3vh zzBe?4J7j9LbZzhqh9tj(kZo_s+|S!%IuJmoS%ZQ5{|7d+{?EKV6@VpO=@Ehm@c#*X zkRX~OB2uhApb6D+4E~w z9y+66N=(*r!48D@i%E@4T!zL8lD86=QZh4%<0~^jYlDgbEu;lST-1z5i45wQtmbSv z0WiEvVCK{^lQJDJP7^!ppA?srT#t~0YYm+LyyU1 zozPJ7B8?W-*cIdoQm>bz+M{v^MkN)L-JsyfkwKN#_hMW!^TjJ5j8fzW$RLa06&gH! z932Iw%$0_#)t6EZ3Ma%CEFi`3nxYqoP1BWe3Yo=-Dv^-EG7A}6Qj;xEEdx>wsh`5= z%0l0TN6TPPk^@7jL^w#*XU~A4T9he0?SRn{9`zUs0ZI~+YDWfUf#_F5CD@#B*_7eQ zSt^bqr?VLP=t)!P3`;BJm_$RKNo+1pS`ms?rQL4hczjm(VS-=g!G(sV&^-YEAxJ{- zvqU3wj8hZr(L4$`=8PU$NIVn#R(U7aMKIkM$KRTmq>UB4{lE9SqMCqomUmuZKMju& zpyN}A(;S}@3yD>|8V&`;F`hnuss#Rh!Ir`E4AIEe7!j;&(_vi5_INfx5hQUq&NVpZ zvx{sLAE=Yoj}_%EVN2t~wh2Wu#)smrB3Ki^gu}Q+6r%?tEjoQ2F(rv!YjQQ;Abo!B z-{~SH#JvQ*t3B&=S*8Oi*Os*Ye0>D(mFa0P;vTQo3HV<5^PZRK{joh)TyffRm0snB zT+^Oc9l#HUrgu2ug4EL-Z}FEJ%)4KLjzC3j@)yDi))0sds8}pVCbk$Z?e6vj6sBEY zmE6=fT(sTBtGQ_duWmSey?yke_tRT!E6)FmpQHlnPQCT&HnV}pHTvl0jCy^mn2+bx zFQg~Q1d)BvTC=7}XGa4oog1KB|?a&K+=NE=wXU zJE^FV8kpv|MrmA6M`(m)oDV*aPzUmmMF8n|2egnP7{v@3yY8y^E^&S!b2#al?`F;( zokOnE%g|Sm{mINR@rZO06p#}00Xy@pZ|c}(wc<7*vL#&_B@?NXqj`KktXZVywJrUw zxvj0B@(F0atIKPQi!;N~EJreskQUreP{K6C#LOogBsGHgD#S_64~bOoR(wEJV~i!x z^{6ecVRDd0^gBMRxY0O&bdZ};mDP(4FYc4DUp<-dk9eFuEOLA(sn!^;_T_Ksd;K>@ z>RnhuhLO($kx0N zc_QjlCwz7q$2A4zsGNLEb`BO|25PaU$n5y0kvAC$_xj;{)iFpnEAgmET8g13qXz$x zTYY6px6+MeM*mkA)jwZmyImd=7Z?AI9OGOOY4k+L?rl75s>RL9H!mpO@bB=(RHd#b*yTRYe&vUr!rs7AG#{*9B2i6XFD2XX3x2Sali+BUL)n8u*hKGf-@)sx$?phy*Ppp!&xl zN5K*gTW-po)&jEWm{jG{drNAZxrE9TWY)mjV=54j2IsYtmhEq?O20dPy5$-@x|5m7 zlN5_sE)1|?-0D&p4Ng-o4Wrl`FaJGu(rqh zV5mid(YO8OA{Y@v<$Hg?xC)bBSN3@@Ji0Rc#WkYkXpw5E$^E9_d3-g{SHkIG0}ANO z5sz@>4D;1|C~Dt%80?7?DvfQ@$7%FzO6Clea-m@p>iXu@*HSWcU;l%FA39qT->$a zG#b_2kT4?M7xraP`$c({z9KxkS|wqsi}ry+^X2^O$!pHJJXuiDF7nZ4)o}m$`Sou3 zCeU-)eYMh|?#^>p?=UBld{+(BTs#Pzf8@L$HrFej&E8n|kHKSX{y0x$mh2;_t854>6dlMMG&o0|q_dySi3ZX_j7KW2pd81n55B-e*EL zN3NgtG<_WX>{a(pP#;T#W{=9hVNDkYSQA2BM>i{a?{lMBC4Efwas=jae6Jq(5}1v9 zH#K2s1HLB`1_F|Dlp9@IAhCsdf95oSYB+4>dWZ8@XxuNHPS<#A_)PP=eQp1Y*?wqg zn^E)G6>8wQGbrj%(a-_X`px^`KCT<2JP>if8qa<^JPZF&%FEuQ>N&HiHymmuIl!fsY7C zWD*w)3_n601aUK^l6u&nIkhu8EFlK_VQ2u)6DWUqoemnsx~TxT!ku*ZIc1e$610&| z5dLBs#-wc>e4=sdO%z?wHXFWvy4L@#i-OnS9q4XZ?g|e7E>$q#GUA16>+6Hd`1>j9 zbIY9RD(DMoH+a4Au{5z}|GjhKrp3lKJ)UuMT7h%`xy5{!gGvCiffHWY_F}HXw(o3} zvp`QLL*A{ImAMai07kea#OYY$Lj(tX&0E{$>gEMoL$t|TYZzmNZWXVJdIB>Iy)8#h zizn#6>ktntezxeDZy^&>*AyGsK|_=C8SCfAP$}J4T_v+!p(cHm>cK&na#;^61pPR8 zY8r?}Um20`LO>qAiT_i{w>`d*N3AA()?vg!O>XEDkr4o_=Sj+=mhhp8X&XL%uCWNl zgOS7keb8j)(2E@OkgS;<4wAYhdDBs(#IRiwiHT=Z1J+c5l zYEV<&51MhnSd0O)}0KG zN3E)0A=}YfrPf;4jAkm0$YS?HaD&pY$^JrQ{V%Z2(tOo7q29=B*_Cl6_*g2i?ojBXEIPh6UNn> z*#v7jtu6n7rcBeJva>*g&gwYg6Vab_qsOkJIQJbW5ZprOzteT0ZCay1J*sNg-1T+$ zT6+Z9+Lm@SEu?q~I4hULkZn>rd)3%(+UJ` zcNVB$zmy2XV0QhMl({)`v4Vhrsh)HHpxqdmT~iP8tyb`jMS!|&z82hndr4OUPq>+v znrBh@flg2`-C|5|zk~DZMbfnTrKW9o)!JUCMlR*q(uG!Aq0yrdYrw z`sTjPFU6I1^H6FLBW9eTTBCAuk4O*X(>c)6-Xm_gN&xCmL3wiD4}6p@Z}y#DG?Y{k z)**m1h1*Sp=SK!{*m)SKQf2axBa=0eq(;Z_eJ{fB-zo?(_BK6~_Voi!@>DjAsWM24 zt5u@H+|o*n*frr%7`)VM{4`^@X)u6|qv|NKHB#I!bRm=x&gQg=&C+7+y;!>-RbJ|T zTboQDQa0_#W#ap*Chkv%(76{&mRLG+1>r`oNeptWT({iC60EqOFt~07+jJ?d=wd=G z{b4&o(6x&JIhXy6@h;)216h-7>43?vO|Vdq?WnsFxXO|bsWZ}0;$+(RAFlv6wq<7B z(E=K!i$CR^+2agnmC|pP9citE1v>)N`CdH;rH*^>to!?PqvGO;S3>+=7 zM5YK_<>TP-2Ao%RSo!>m=B+>~Z{iKx$KmPjg~w^ZTUY$V*s7X1$gl&H2Cx2hB^L2g z2%td4rtVPd{FG5ph`lY(5xLxkcNX1s1Nm;&=SYi7%CJ7&j^S=J-_Nit;Et4~k4#y~ z8}3i%9_&#B8-G}@pPB+EvB5ta#%dJ+2@yGN`*9M6uA%<1=CLOr4qgatXVPZfII+(K zF09^8YQH{R{Fm=Qaw8Xj6zgoA-P(?U=JObXTeYV%^0RzQ8PCDu9?CQ6g*wlxX1v|L z6nnIz8}^|O8+hcu=Fw!>Jg0y@^*PCVH7mCxERh#AO*x>3@FjQokIlv2gV<1{>0xkj ztrf)Doal_5f3&$_=b-x0N_1jp1j3n~PlmHBZ&ecLIY1yx)}sN}DZdPq;v@;o$!J$= z^OW0F1I9NOi792_WnTxKocx6Fufbbm<;!S>LH6cO zMdvlHlPXo_oE-q=4GUEly7MV>=+F2jLJUZkDS9)Owz0ycleC-Vk6Z`bR)*VId@Wz5 z>(qHqJ_4+H<2{s44)KE=f2=Rz$DW6=xOJ~PQPJpyXA#3<%I*;)&^>fVAGFq~Dg|zL zJY(nP*VF7j%~=V{)J>F;TnOagd@XFbCLq4aTMHIbQscl8Ev39jfk1;P!=#qdFCVP~ z_1Lkl(JRx0y#NKH?SI8sq*%>4Z{=1;Z|Tu@{ME_zhZYk5zNOSt({rxAqB=(CY6sdW z-a>{rlVM!2vNOnnAm^dy{3z1?m?0Tm+X_wG8R|D;BMD#=#32-TU2bYYp(AQpQAPoj zrmSW6oo2wl&l>D6krs%^N7p~;Qyhlu0j{h&m-c%4sE(Hf!|+#@I3rQQPJRt?q}>w&YIvRXDs(Q*|Z&Ri8E)ivOL*CkRmzfccnZc9)qg z?T*^pP*=$ubn3n-h}0GGh=gN)k)N5LK8BT}pm7ZB)cl#_#lP?quvG3ZJ#&i~YEwpw z_p)ZcYY>(ezjY|WWs+l#x(9Z{#H`iGq#hV6n#XBJ)y_cUUKqsjP{|VW%y(sMQ+PIm zreYYT#02l~9L|?eINQDAv-rkxjAniD;Y@D=(KwWtof&SdF$`HEd>OpF;4~2tNpL-(wKgyz;-P8ri>lQn#8jQ%yB6wKJX{7>LAN zN!+@PBkohl4`g7ERQ${RgIxEl_}m6d5JL!$U`r zmN@^8xFuW&QsrWf+DGLOx|sF#{zv&jotl8k9t;B)y_k2c?2_GpJPMc&EOvLNv`6-C z>&hoWs;)0|F}Iu8jA1*+v4Sob{CBZpPVUlhKVdg)58wo6l;j=2G7ZlvQ?{kLk1_~;77@ir!xEvAvU>zVreW|F~c(-1ePU z>w)H^pLOMMxK7O@-GNvx3dPxA-G^)`(0*z<&avPY1i^0l1sDY-hE34qyt282u} zr?T4769pnz!XNK!W6-`L(ZYX+6TkEG3B>G+n93kpXBMgElP6~SvQ4eDoOmNb-Ex&Q zWEue8)R?&R?NTBJ@n)_cBPWThQBUGKaF&T4#A>>{9b&q zI2^-DrDQxD->=HP?H7IpI@(nZQ<5;bDKUxwXW|VG0sUygf)1i+8F04K-VxC%=apjK zlbxMtj-JdLC%{9K0i5^A3SZRt>%!fL`u&K-7-yT7x0e+bURtuB24nfNNUoN-^0?ad zBZ4U!dZ=z*`$7`mQw>D8g|NE$e6eiZEme$2&$P14uX25d)x>V=MG4D8bfmOAQ$LHA zqdEe~6e|Ot{9k~`JpeW-ued8Y07(dC-|2Zuf2Ms{{$5`k??8oD;wwK#wP}umD7Be2 zo|kql?smUGw%8{GK4_6(EpLu3`kemMib?if)#vu(5alGP#3(Tz@$D7ZMCz*%OUDhzcVKjgtDTAY6bnN|1;H`UOPO)T*BGU5Sn zfeJopaesCCQ}Ig=)xvdQUTDJH#!#8$mCZn*bgSx062B`9$D7&x&Zo^>m=&Ic6n_^H z)57a8*{GeB3Sb@n6fG}>#&fzH19)QVuqo-=RxZ<5I>d?!@LFtXUN2kn@6qVNg7msY z$Y2Lx1ybk!vNL^g#N-o$%Z6f^K9#2a{liLC)W`sr8Ya+XZcyP=^ALi;h%V$j&p)MW zRJ?(3FhET}PPLJ8jTfDpuBhn!3pw>xA;D2;MM$aj5vTyQmTux-MXE!|hP`m`Ot??X zu!gR3O9!r$v3n(PqG%AfdHu)jJv`_fJ|#QT^2rhNHfV_YNtWp>sG?aGy&(QpaDbfdeQX1rh}P78qsP? z+zB2DpZ8iPQGy@qg9kbe{n%HBODzj}vFzU&*j!4JUqNIyfJ2MNifM<)+MTtY4*rm7eOT z{lsP+CA-yEaOhxE7SBfYS13C~{O9U6@UD+$D~vKhj%vuXZo23bSwF5-`t#Iv4!h-3 zft=Q)1_fkJo~Ey{#lGbsA)YMms381lx4cw!L#5yM3NlKIN{TY#}&;a|6g@LvigMF*^{1i%BC!{n(W2 z6cstOjZ#$s?>>{Hv%>wLXS!GFQ6&=UKuZIPLp?c*jkx!-mWcY3aZ=-GbfGr8lE5HX=*sWzfpj?0Sfw`zWpc&j@HA*O88H4TbWCrY1;kaQIAp)aJS%QfUIz{ zCG^$&L&MNplu`BOUkT7>X3sCOXX;OB4$)vn%XvS?d_|vQMc0KaS&Q=bd<#F$JvUe~g&iaXaYR3h4U6^FLhi#|t1 z4=V1K%pP;JT)O-UKL8G!eV!u^c%{|*flbpBcNA%%y~?~Zw6Iz^%RQMw5YLD^}Ap z(HSk}#8-fk68G1v+0P(T7XBb2%k+9sJjK;e;3^H$(pUZ< z9MY0rG+)c9U6=oONg$>~@jbtkia(*?-Cn!Hv8uH=Md3KpiOqoRQBC|<^)N4 z0QW9p^FGUIBJyn?38W+L_XB%8<0wPf3FOw&o2q}C$=ZaF_<;b~c*09B@Z zl{us@s`s{-FY8C4l3AaVKUrNSW9GF+KMM9@KFmdgSsGelpX8oeoCh-cgLdltryBu2 zaf_R-c|yfJCO+$r>)h_Y+WRpN5#~BWL%Pn8i@q|vr`u2c>1P_Ak~LW?A!{M)LC`Ni ziaVWyVk~ZUc!nELTf6Fe8k*|hipLUOyh4x;!;@UNF|(c=U~vH*nXmTmFsCN_UG6W* zM0ad5+fUzOA^E6UUlrR0otM86>_4)>*wX#nu&3|qU6uTvJ|5?hH)C{a1nnbp+Vd6a z-XiL)4U9b5jHUPL37g$mQ(E{T8>*A`9DiHaGI6lR&ZS)f&X4%$LJ~D;#xdCiGPKId z2g{p7dT?~A6QWrKQ3c5qC6i%Ueu>|_-q0>UM$lg_c@&gNwc=)3T&|elm?(GF7XEIF zBTt}~o$uRV?N6Hrh-SQHWgSDbsqA0z4no10M9!hKK}?xQG#6DBAT!ge=36NExcT+I z2W}7Wdn3k`r2KgJKPWBx|Hfv(Ik>o!M6dw;u6Tx?r2hbEYn7#Z^amIQRAsgA6{zV9 z$nXDAiz7gamXBHKOXK<(SZri18IgW>mo5u*r{)e7RLg6|^n832}4URsFi^LA0`eFxb5 zr*A_#RwCHe?0-r<|M+%$m-8>)=I%6KA0RWhxJY!>z8$(OAQ-R9DKm@Y;_{Kbh)-o5n-l3bee&+0M`xJ{(THO*n>vz=!L16Ibo`3JI zC$%s&RnpEfA|)1`shMO6b)4|>olEX8zpsbWg5xHgS%m1^4@bWp16=U}TY&g;qk3P z@z2rE8@69$#jF89L+{a+0}%REC+kR;-Ql(J$qfH_CbSv-{QzAr8 zv1em5-rtFGbBMLZW#LiETQ-gFcv^Kqb+G}GS2bP#e33ff_u+jPro0l|e>HVR;zfE@ zBSd+Ff1X)x%{o~&OBE$yz4ah3KS<xyhqr_cZW?o=x9M8?pMNRqy4^~IKvS2tW zwmqg8y0G(GKO~tw1whuK@}Ldwf$W#~P$KYB43 z;~X0S2b%BfW|aKL*-9nxWEk_WY#qAFM6tP$)Mt(+)`CNR1pqZdmZI_z6=DECW?r&Y zt0C_^dzIU%D3{P`gI~TV-B7AitAdR3y4*k0HCtKp@P6zwGr8)2%0-wXCgf}9aU=hy z4L%Wy^PKU$sEvI6$Bs@Gwdmonp|hPpZpx)b0~&pP{9>MIg!Qp2$0hNUK$i(<G4;MRyoBh~mYjnfmxeXS~l@v>`v3Bo-oxL2-jd{fhj>(0eAYnXA z{6eG!_4yE_7!xj!zr{qCm}1nS_is{x3Ufn{fkn6db$wXcCfhLz9U|?AahBn5e$|e% zG8(35{5Tq9g6;BakH*c8PbR@05#qi0-{M@wJSlubpKqXwG~_7Z2wpjg2h7-@5U|;F zB^b9}gz=Y!Rd|%}QI*UZ+VqmDDgAeMJLiUhJQZsI^2XZ?t7P7xQD2%Mk4hV)|CYM9 z5M*_J{k1>46RufS97@$@oa|}WfoSa9eno>`a9L^Grk&HvP!@TZ)q=Vx^|L?(ysNDz z7mg(k40<5xh)Y!8os29~d!G$x9WX}KD#_UB(UTL*h*f37bb4?7WQ30-a_TEjqMS35 z=qPj&5H;$SSxqeay)Owr8~NdQ8UkDsV#=TVmpnN4nj_^j{k>yJUZ zayrJJ3a59FPt%Cxl9%E~`Ns)QHrni~+WNo5*G!`eJmy4FI|%0+I7`bH5|BxVcg{G2 zl~%Aof@QDuBY)q>s3NBz$p;x1%*@D>&z5&ISjA(#g2 zZTQwHg(vcPoor58nS5(Uil8lW)_Zc*|1&wdp@|TwjBbv&0AHjOmJ;yfE=jaQ`<9(e zr9kwAK5WUPy6kF98l&~C7q$efKV(gCjUC7WJ6UD6M%COu4C?-(v{b=$;j`kR@rLtw zg8RoLZ{nhIL8q*iWULvJ!bfL4m;=A2-nZdr2Q~KZoe(7F4HFA+>5nx|Pl39aH!eM4|g&-$MrJX8M){*H9wq7ZF4182Jj!Ta%f@|2>X$VW6aVM605uq z&W|^_n+SqewR)S79UvV3hQ3$mHPdsJbOqoa@-Ct- zQaUQ!Ew({Y+s0|1BW?Ie{)w3o#cPp_W8HI3H|wT4r-vA5?-czL!lU%64HIHU9qH8h z2R%aC8u+*~D_QHv=kG`O^rr?F-OB3^#5r`Pprn^!vr0sO;M>pbHx3^YA2W?7Z~BEe zt|AaIhE1Bz(`n%?j9B{4D}?&f+zYMP@7i>dqO0==))|dBdB--r{E!SZ!tBbHAKxY7 zbbLReZzCiNQ&rmXtCp0g#X6;L1odEHQt6p@68Iwxt=XSZL|C_DVV>dL*OF+H}PDE|Uf=Lu*|4-hg=<=T35YOd^QO=fj%qrNI^79uW-?J%JaTZM1 z`UrxSN1E4JYG)CnPE9o<-5WYk?@yHip{3l@1TJ^Nci$Dungeff8z>dE7XF%PgPhhj z09>a=J+KKSff#SB1wxHl%1kGwV@7OjHtOIXp_+$fiZOs~?Uj`7B>2hA=>Oz-Th$2H zKU2B|UA|c4%I?_>8y1y!Vja!e1an7%kt1z^o*k25`uZ(dG{*L)5RZ_P&E(;~M#mxS zA=(#*i~*$xTUl5I{wMai}?%P*%c+yncBvt$mgnhLbotiP8mP z(&BH$Kp818pcTe(VMoKpTyphKz)IK3?&ws^?57bZHkQNc14&f10FSKblpBUkd5K1X zL{a>9%nZvd3=f(DKKdIar8#k&gdi{(uPaNyIE zn1)4Tah*4V+-O*AJvh#A?t+o< zauI*ipI*vXZGKzU+RXZa&x&+gcGys^=QN!d&jVML@_gt}`?q$N71j{9gnm@WNaTXC zo-@guYdD7SaDjS(C3V%CYCx&z0>EFON?6#Tle ze~}-@%Zfm-$w~62Et|Y`;sRDGNlpZ(jz#N%=r|k1F3?O!#kb%hnT0+E4=TQ0`_e+^ z_~~t+$`ZIT?q?(cl%Fbc|A@ZgWhDK8SvTl=d?rEIE>pIL`G~-!rnF?g$pVP#{MF70aHa z@Vw-sr_$5S>^c?))9DDtF0UfQP%xd~iCX;C=h&jOv~-- zQ+C99bkV$yOwBLdJa0WBX_t7Q7ka9U(&!8*g%qmvM%`(G3~-O%LY?pYI?v*M81P7y z%?}S6(KFywo25xJzzjs@cs;EykauRT1TS1Q23oq2ub5bV`UK}1g={eo)kA}X-*UM+ zH1rU%Nv70k!pE-d<2f3&D^9y^Oh|l&Ax82XMs*U%ItKAIcqGlG}iDhqHA5z*!{h$|Ij-gU~g= zT`aezS5QJyXN&n(RNIu#JlGz{DYx5CX`Yen-tg!0+yGOmg32P)O(!|K-fnoZCG{C~ z3J|NR)AE4Bps=;NjHdS~TAV`%psnS}Qih|ngE*<{GxzMvkWB1~ZJml?r#yXL7ZC%uyvomXy zA(&ymp>iVCIK>{5IGbw&w`^eFxsa1_nbR~2m_bCD{_PMj#}&S$&?6qxmh{0;rNbT} zsqjvJ7bRsDbK!*sxv5LcO}{6B4ux8FBwT zJqZ{DwXx|&)miP6-jw0RfIJQOXN}a8;`5xG$qMpqQfS1<>oPLpuD-0r_sr6196)7SQ}dt7yFTu_b_-zuD$z8KhkmB zZj0u|f-^>wZoosC9E?siDA(OJ4{L~rA%*I?DD;X?(Q(-$4!-eJ&IlW@hQ>zKmZtM! zYvX7dQ={@kYgaI9w>t9e93L@`DSHyiP+sP%6H-<@yVx4R!?5G{`Wq_Hefh}3mac!C zNvM^idQafli*ySM29xsEn6Li6t&A+YP!`2TuBQj)PaqevN!k@(Qm6i*#@5lnYY`C< za@sfMPd`3~J@a<)pcVmSlpFId-3ksE5qpB`MNAjSp72shf9nnIbUH#Hdv9!2S~b1&+hu`^D^B7K7YGb^N;!L=dg2$ zQQ*I_7QSyu!Q?<)_VRPV`E~&#a04nS?I0z$h>QIXe;tDP3vmzPpOjc zOTa$L-SE8J8Ki41!M0d@vc;NT{#pVNW;t-QTL=nPss8%Who6!mAK_pAB52WK0%0H+ zapEz4_dSt}@dsH;g5ZaJm-)mxZ3 zw1z49aeC}4bIP~&@Q)i?EhxU%x2p~S)Qfz`?f<~s8AX4xw6z zc6qwfd_|DpY z7%y9I6@>!68mTe{>_U0&J^`YEx<9L@%DRe9DAn>6{0SPc`fF#5{(zT%Qf2X_qTcPq zV*KT*rF(vXOwEb%PTH#IvcsK%qic)*?dt7@Lp|-2!XMRuGd=0MR;Ap3pUs0RTbff_pBOJ!Skr;vliB1a5-LsyPy z+SWiR1(6M>5w%RP2aqEkxj{sqU07iCMY&Ml2=n1=CfQPNE*FDhp9XQM`|Xx4~LMC{PANO`9#{f5L63Gk3gdwvnAPuz7wF*hUA za^n8w(mcg~;(ti=n-5eBn#T`X_r)82V``QB4>wB?0S*!WRJ>dUDd8tbg(->oQs-a6 znq!vo*pY{%h;9_Yd?d+Cy5!dOuN#!x!Tu-=Pn0y0@F@qutc3l;@;v2zIGd-IjWXg@ zT8%-jbbF=PMF1(m{DTK+@zu#&Q^|{8Fk&kGDP({F4rAPgeP&53e$_0TX>f^NGR!Io zyfN54j7a5C7|NQ8Nr<0wezk#+Nv>$^*GbA^HQfSHl485=$K|4U#+yU;7V6CM>Ahv1w<}F*?fmlz{#mQuf{| z_^R}zVD(^Es8pG7LL-Z;<1c|Yx}(Hem_Vo2(^hb05BMg(lSXrLsGoBuGUE+ZhWf@4 zC*S`xuYo#LK~4v6FwQ|$qH?e@t%a8(agrV$VWxAo@u8t&^*iX(TP7<%&Xj%-Nc=H* z&iWc3F3n4g6uaqPocHLcvy%{ix7g0d_xo`5^`GhsPEmbWIwbr;$UFH!{<1Jrp;jp{oBi8dm zSoH|KP7EUW2EDUi^!c(`AS|k`S8CaE=`kEpCh?piK)>J9Appx$Xi%O`Qv`QDN9`-L z>D)A80|AM1uVatAkk1X%AO@8}PyU_93%Fb(WI>8X?FkowCGc9tzUib~zuZPYJ&}hF zVKv??mq_gCvKllv-_CS+7mrsn-st+oPPnQ5ne2;n&+C~-x;`PD?@>bl8D+u}pdrov zNUWGs$O9WXpN@UoKAR`r4Kqi6G;eZh29)m=* z9fRQv$`h3`aQ*0atvSdA9i0pe1xz9I`N1&of<5X%K*2%bFnoVVy8k+@>yFoD-8T zYqExFQUn=UiUdPW=0tNPkT8vXlV}aoc|d(ak+}MpBx&h4=iX2M^`p7JP1mi5O^Uq< zp277clT$zU-8<5__Yr=rs>8|7DcJy$b@j#Y0;S?4JWT1{>9=%pWHDW}rH5kE|Xue$%RI)18p=a-ea`lwkU*||i zD1&UZDj_KH@&6&!1evlA0!ZmDTs!~0KmK~*bBjT4W~gg};PN$8E6gulMerV>$Yz@B zhPSw9w2RD9F_BP4hbTA7DPce8|3ADN0?1^C3-O}CD zMsDzip_$VN`G(Y*K?uXuvR$|EOV&fa1N>NwRnpfV1Y9J%WcJWf z+v80gl*Q!z^HGa5$^n0UXqL9FnR#U6MzIcB_n#uSv8fOk=Z5@wZW0zkSi++!>G;r9 zzvnknj&OYppR-5j*$i*0{in;hmmg%RB@ip(^8R7*yII1!(Ix&&iB4GI4QXXOIv)~U z+2zG_u4R8B1?nBKG)2_ME+qXIq-;X%Hx5xI#nxC-^l2YZFgwD|e;m>!mDLB4l(BeA zs<(?uHbfrGpZWO}nU9N8QFrK%gA_J;E_n~Mb5{izjpCQOjQpzVNyLJ`>UM5a21+9S z`+UCAu}JW0$r?oMGSc9#AdGhrZYXpA-}F2I2iuUQ(&U|F zp3N@BP$~QNnw&I3EU4EIghp>{9-J$DE~YIbuqc{ODIhz`HY4ZyBR@nJ|N^tFvsyHMZ-&v2V zlO9n6vRnHyzmjH*E-j-P6ruMl&XFZgKo=$VwRHl#ynF^Cwq|o zOA-wI@kO6`xoGj!-JPBelReY$2O3IRBL0yKkmjY3=hvCRKHm863>xIJizUHjB+lQY zXhIO`{KoybU?m{3&FM3}y9ZmYBe=);&{yCkU|Cc4*_YwWZlJy_RTqrnZp=tbGQTlC zfL1{Nz7@p4?Gu2MarQ%cI>=jq1zEC^kSCH6nl3vB{J)^p!xiF;AW64fc}0izJeL#) za1Z;K4dNOkK)YE};wa{O^i7Ob6pv!n(%c?$C<6mM7B&>Sv)KRDAjL2P55D$^6%!Cs zp=2Ju-(TSef5&I)A*Yw>*wI=TNFIn7E<(*y*9W~}^;5%?bf$l8y8**igHfsr;W6D{ z*5@zPEgAKE(3l-eO~y-TFf^i~m&NENptIWvKoHQaU(Y#;3*bk4*$~)+QL&bb4dX9ln5Ii2Ls*3VvcBYb;c)_QL9DeRef|SB#X>1rR zn@(CbW|Q1cQg6M|S2V2(^zMeA>p6DjJ|YMK|pp-qMXc6S6b#KXbfzt72Sw&q{Nb+x>aZ(x$m4y|dFpIx8M z?NFaDT+q9XLZaD(f27D1+AHA4brJ?D4!K~CLxml2S+JvnHyh5EBV`U(ZN5>1H_1RW z-G*7nQ#&(rLacD~_tKQD!n49zJ~j}O@@*wD_~aBlrjTRCLs+3@a;Omiau+H&v+Jgs zD$6LuF;tu<+ruO2zJJHcIjChNa9RO5QmIDuf-*IxL?kFDEFEb~J$Sy*_d*~ZzXJ?a z3r-={B6G^ip3&%{K4nu){tW+I>Ck9=G4&Pg&L<81CdzExuxncVV2*j+3e6JsDRoqG zvGfq#l~y6C!#nZ3zU;sS>dE`pVXmOQHLG4O1P;{AsW8{F48(rZ^$KERq)Un(@QS9B z4OVHm_(b|~p$WcTq~b(AJjPWwIosD4_{BeyNS>9;31is83xLhGL}~J?59VrX7ewn? zjg01pk^~<$V-Ha?SY^em+th>($FppGZgnBzzZ9iF}s0h+IH;;&l0 zmFyB|U&_fQNu>mR&v z;@YjIS%6#r?w$Ydt&a@HY2(zpPKZo^m5Uj09oyBhEpZIuc-7+u4)cnnks0(%8lIXZvrV{+Q;UbObE zAA=|FM^5wz+EI7E(6_$qO?u0m=)kQ94DY8KE!4T0-e<*d2Th0Ui-~5KXj+vLMe}o+ zyPAIqnZ+t4%JM-YmWB@Bz*+kk!f8LjF^#+k+~qk|d~;}~;2`n79z05$H*ed>)8D!c zrQS8xBroW@1G1P?nwq)37duhbcV!}H<#~5!H#XxRmAFn`n{m+_{Vj=W+#PA3HTg6e z9y715kxHy{q4&Tvzh!c%8}iN=&E0YR;k~S(xZsFS^I< zxyf4F%fM6&)8&Xj=@T^Mk5YGI2|EYRvotyp zg1QYh0T2czBD9pO*1h=u5@B~$UjNxlbCxlV@+kTeyH~eMRLoNADH__G*E*N)d(y$Y;Pl*{}Ou}OZ<6^|};(0`YLeEqmTX*acsL{ijo@j`Z*dp%8sRW{+p zQd+&He{gI3%EZjI+c653pwp3V^!e8RS^kuC4KQ6*j?}HX@NQjF&1#;wWp*=k8xm*_ zc+QT_R(^S5&rAhbjHa0hJYq1C3BbBWk4&`LSQ_$nbWdQ6ma^XOAv-z&%lcOZR3?#!e=e)pSLxaY;9X0P2szuo+NPnO?Vl9Nj6(fFxL z57-qRx^$mRu321f2q<~#8Qs^XP}WpwveWhJYb>c)keHP??AteGV3N@80DQ*Jjh&)H zswkhb#1j7Kq-A{ZOTqP6VEJD*>Y4*HC&lAuc#f$qq^@=#D>wp~p!4jGfb8L_6XKViF0^-Imc zV(v-qGF8;JUGfM*-p_c2SM`=S=Q`bYPRqba|0>Pt_$BcPXg0Sw@F2B5`jTQ^+5DQV z4Pj4Nt8d|KpQQL>jQVVgts&F&o`m^$FAch`A;55u0s;r3UB9dEBibHEsS*_22=vW4 z&phQ9(@?BGg6O1#8i|JmBlnbTe*UZoCg73|@1E(XzHvNHFxzBaWBebw-YGheuIt*4 zZ5th{{C>e%X-outExZQJhHwvCQ$+y3+3&*}G%QAf4cu2FSTyK3&at~vI}59#<7 z_~JZgC{)du&-%#-;XYOT&tguv>hJqEBXp&vlxDZ&nw3MQwViYPZLIGN!U%G>lA&vi zU#=Kd3AcBFk#D3S)jDP_I-p23hlkBzY=EsyMb~*_S0Z(Ah3+dqty%Ux)dpUiNqa8i zsi}$uXqn98jVYr123pfL78&Atw&cf*KQ=VBal{Q3gzq?IsPbUrjH?vtAoq{`0G2ouz zaewCS{v+mT}PIAeafTB zx^=UaqE%5}Rx15DMB(Cmee=K|9^lM$VZS?j4>q_`Ccx$hy7!g@jAn0sc)FVpZHQFz zoajnl{e=3C-H|ZfYJh*B52Fh-p>x>l#Iy%tJN*pLeS&}JW(NXs{%UJjAG3h0(?8h# zZ2x?VZT~ZwuL%k7Lj?Zg=o6)CEE0o;T{QBls7 z1YJgL;dkWjW`2?Gv;?`yv14V=XOimBI&MRN1`B=Iy9xfTKe1yT9*f#&8gk;lB`zfT zbXjRnrKc&&=Qz{vSdpH~Sas zKe_J~oE(Ck?JEeU=NjYx)KFXU|J2YcXbr|kNF0P|U2@20lB~q`l^`Qnl_LO1*FQ zTWGQ+zkucu55}Ihm*%prblDw`xaXPq#j&p%ypi^oHaZvC3yo1n9(1R=HqNJA^+`3C zg_8qLiw&0dw_U)yM4>#AXqEx|{1?L4%t?SblmKxL9JQEXBK;*`WdG&24KuHug4TR- zBcK)SMOYjU$giN2>gIqeHrpTXK9`i-BOXNi*WWjZq_oZho?=Z*LDuW!9W+)89qL~k z)IH(q1gIWmiWJ&>T1E(Ck;2YY;W%m0Wg*?)m7Daj-Sc&FZ{ai@vOCB&Tf@uk80T+h za$1YCTz@Bu$BtUu>P{)r>;ZZFU~afxli7P3SP-X ztj7BK&W!`_0vnpoS4OQl;G?cK%xlhl&NN3+sv>n<(=IT4;eO)_uI&92Pgm|!_I0K| zrPB!r;K-!(Ckf0Kanv499s1muw20Ofs^lZb54U6;Brsc0vHO6h(lD`vDayzjRz)A0 zw{qPI7pTl4m#J~V)9o!K6;DzA5Le~vYGvv|a<3b$46pXgeY)|QtSwbo2Vw(NHESP3 zR|Cn9=b~>9+nUaeMmaQi>XkI4pXdIWo9demvBJHKlD~S zvFZRHNs3%;9v~gXGp>ti(XTa2JVE-S^7{RR`roSoq4s_fm>yfFrBwVizEjbrVRQws zSWxVttrp)FaUXcD;b&vb9&wj8EL9$oEEEe8bcO-#Y$PjkA_V%^L(C8pBp+WspIP{ z7x9*Bej#K?{68K~eKAb62I^^I*vXgpx^rAMm13Z#@>tP02XL$J zu?|Qz$U*VJ!Y|EM(37NA<^MqA z-u;S4EC2aQcvpZu)Z`$TN{o*R5UyFKhe8LcJd)YC17ClTak((s5#zKS>_p`6J5YFD zEa;PY77fz&k~&CQ#S@6!JjY(qwXFbnD)TY+ybbsQ>-ipb>a2rkd{ag{$V3j*uD!=5@`zrgm z7zpcn=8&a0^PV(+Ej$DxB{+s5x@u{vbD0iaASfDCu8Ci^`Zcat$Bg3fY1kl)#f*ahZ{Yc5;4gDESN$(s z!UTTUUxa`^1mcx>zLF|#rYOg2!ur24G*A}urb`v-!e!wFIWtCOK|E?W6pD}i*orNLxeq?Ua`gb`;zukMV}GV z9;vUP4!%rixVDA@EY+srq+Nxp4n|by_nXM#WNY$^JTSm}@ih zYLQuYEfVtLaZ$g=iHU4n^-({PJlKr(`0}rKA*5*b;N1jB-cX^idbY9A9*x*Nw^^8?vvW~IG_WYX$$nt58Hk+e^0 zmXn?AcDsn?d!9S#jo7ZvOMJ@!DNad`&8dQ2|460W63bQ(;h%G51u=aEb6-0NS2ZkQc>o3rDL#lz)#%S^|FlF)!+=z{HAi6^sZMK7Lo7);b|R|@2r3^uN=wMgLEf2kK_4($)-c<8?fo49?a zKiHR#0xDMY_#+saWx81%gvPv)k$;x#ueAnT z4q#``+#t}U;xxkeoP{l2m>P9S4=4L1);PdlSC1$E&bzL>Y642owd=Q)sTzxa@zm6L zLhPyqa1COzrPE&+Kt(^{e<_F?8slOoudq3EfPB(MOBvIoH4l!goq>NyPuls8%tWRC zyy;eiVX;tJM?-Bgvl>WotO&YisNY&qO;2}1v&IQjhsIx|_vdPLY)?>CH+bo8pN`0{ z95=|OGs5T#s2UGaOV@q2Yf{q83lyl0Ls4v;MgJG$=nF3{@g(Lp3wMV&9^292AF3&@ z0JG5b50-y~Y%h(&X&t%0FiUbyT4?qRhb{9u5gsuAHeyA?$NQ~l!@xy9SRjTRvNwCDuUz_5pGo+8 z6SKOv^jEX@k-u`M`h^Z#$L+Qjf0Oro1hP%Lo3mA3qbu{>c{>xxyyV22zc!-Z&(vOt8F8=)%h=+k!{fvwMCP<+l=DqaCQ?552omJdeW+h z1Psoo4dLAF-g2Ctd70UcIW(xe5jo`w!)QBt-ybybUuij}Jz?~o%qy+;4;CP70SF$S zp4+Yko%($jJ`Zyn!WfMP){hG!j-<1Bw=ivp^J34 zeRTWC%>R)7W*9G&P?EB%L4&vB4d|F20pRBqq|jE$e8et*XK$jYvZp-5>2r)%jiB>P z9}lA301v-IkUv;i9)(6}20+;5~)SyT|~fDPpDf@b?UbrMPw7tHyPOH`y^ zP5%^jW$ysR&Tne7;!IJ3h|#kl^&!*AA1Al!F*X_zLISm8@v-HYCB*vC8mKh8G2w^Th~gnfy^{av6Ll9j*lCrtGcALkQ7# zWAP!q8~bzU4E(S%j^ecgAhY++xS-iNfab#sca_peu&!A!$cDn0&ei{dBx4G%C3Z)h z_lws_ko1BqS~-2QLgB&(md}HdareU7MtsrHSiyxi_;(gg_Cm9KLkrZl6hz46KFi=P zN#C;X&-0P*O1VQSO|f(`qZ}17U#37Q3Vz=g43-_MqiGMrhfq>DSu?mJ znJJgMP8zIj$naVLh`u5jcy@F-jq-)9JF)4X=!O!lJ{UL?qufGV)JE$qQ2OJD94gTM z9e}gs_L#GWCm8bIuD^>8rz$?KZvMw8*K-%LEBjNPI7jA@)h^PyrB}?xVazd%(}zFq zFINjM_1tJ_z$8keQkR)?&@v%g7W7X58s)-d9RH|{DVw1jfL(Oz;?vc?MKmqeC{I-I z#M>~QWi;=vBmi5ffhBnLJ|PyWG2uG$fxY$xjmr)Pk2y6QmpN2V#x{6tNraf6sR;7- z82YJ^fMDq-tFFoQe!K|6X(aMo`uSTNEX-$z^&eg(SDa6FFcq<4;lnf}opzP4-X+pJ zi={kwX{pKrz%x#@|AVqA>V5~RSC#A=+5J6h(m+f}wL`|>>(;cl#9jhX3^EzC25SZA znP2sV)}l^_@xg3rxkHN51^_vOHv^V(O2N-HZWi4Z0oP?eo5zLjTA9msL@cJhm5@Jr z+eTycV8149GgH{W6;qe@l8KKQb8RtT@&_%qh&ihWFbw{|4E{JE6nNlT0e4HcUph}c#{uqi)CaQgZs8Nvq+RwdIHo4r8-B7q zB0~S$x*h4RDFt#&4V3v=$0~h4Z-M-n@e4%)9~aiLeqDiu1m?gY`E=4yn(QP<_acL{ zN}81lfcPu^)jsKQ@?zhsvIT#H`cEnI@Ck&HaMUMc!Iiw7MZeUv2o_(tyi?ppB!|Xt z1CYqIA~Yt92IUNjDER5o3}R1#co-8eYR`+?Cu5`oC;SdHlAvZZF!aUT9e(goNBbq)!d*kjk=K98d&DHrOF`~DW)+FB|z}b?buTeXh8d2a!g$qu@T3iIP^tVl$ z>SFd4Jf~r>_n#2|2qK;GTd%4L!^|q-Yb5!#;eYgE-DEJ;JkGE3b|!Dd7~0*y<33by z_4>UTo_eY#0{Tysbz+$d6>lB=;Z8k&*NQUR(Aqaw-!{?PZ>7J~HmE;zeoe}h!ctqB zz=b>GtDK5WTK49~wCLtL!r;IFCT&&YmPbSOl)*&^4CIfxbvNZZM9-;d#{B4;wJo=MbO@+I%llP35_ySKxI{GZ=Gh+tonBgPu%r+ac2OU=1~(+VJs#Tq?EHht@(+vy`(yKFitF6d(_&pvSno2}Rnn$sSnLj0 z63c}(#CYM=Q20`4>MuNdW~RBeQT z=2sY-Ts7^*$9p#4E(|Bu(FPdR28(v=e^PSk2alNbnp&8YRTF5(O)#B&G5esr?EFY1 zAmxdTy^mwHl-I=kHcgz%>im5re^r$izvh2+4Ezko(?*(H3I&T1leG);8IQZB{qE)r zL(cwCCTl@F{h;f|27IiD7i~Okq<_dj+?nq$7GI%xEfj>xpS8GeVjnG9b6T-k#aSE2)=)=uARmc4=JdZoxI+LFuI zxje189#);4s^8bt3T0d_Ff~y*7}L&qs^b@3OvbuaZ9u<87Yn=- zRbgjC%fLZ$0)w&1r|_c~%Wmac{JAcFW{tUS|9Jo>(njwvkM9BL?JH};mR9Osy5qGd zo_{adlp=4`1Xy-;%_luo-Z0~I< z)0>Uo^D>~)!Ee`QS^nNR$JC9#n4m?5co%OnE|j((GghJb=6e}Qh?29-k=Yj}w0xf% z`ARnF!)^0UGbHH9{e7XOi*HyxE4%nXeq?d6n7=weW7RYNhUT;VfQ+ud(Ot9OQCRD6 zmINZ5lEIO#1M^*_Qq!>H`6s;7LH}V@*9S6c6&>>bL%(JD51&s7&dtP;OzH?u0>;Ar zpN6}xZDY6AjQVk*-xKXhEbB15t&K_$(`Ho(T`z>9@7pM>IBbF91o0$u@FiMh7uMM?mr?<5(R^fuMp6lok4$O=rt1n z1u*m+}VGny6Y<=GDk3w5B7|=n#m&%#VXwhFmf?4Bu`nzFP7rXi{<9twWM% zv7j3bH9QgJSQ2V@+1NNq@N_d$;~>@iNDXu|@nC*usAvK;p+6QTaL|)RSpI+eYV)Z= zL?1ScX_lZc!JByo=|l(R|AE^5lx+q=>Dz)emDJ!WLPlVznZ`qr^G0Y>>AP`9$-st4 zm=_4qgd8Z$zSstXsjua0NcKT`kak=70M_`Go9HACNoMTC2 z&ET4yrdvRiVhr0!jYv&I+#F`q!vhU<1BQfb_%6y}ID}n8MA=Na11B%tX_X_1YCD>^QMAE%lK4 znw2MJ_OHt#KG%>hf8Opka~)&ZA&$?tTYda{TY0-n8Wm!Z?cu0$V^<0PcSc7L75T_Y)a9#yeUKs5$HC`oLW47OCtj!E7SUI)2-&eeWqu@CjX4B|( zCwy61rQ6CFZ>UWW57v`N%a4agzyNxSsT$Ybrf=V~a)V!9Q>Un?n1;~pdRDQa9ONK-9<+s)tYQ3c%sF~s6?m$n%0;PP*zlC28x4y-sAD8EQ**f?4| zx1g#H{>fRM1QUFEyfnH0rzORC42^G00XUX_c^J9|e@aFB-0r#_bnP|qU9R4$E}~zl zqX+eh+~2Z+JzFiYQSaEm0AH8qY+i9bzXNiAMgnW?yRX`2c53WcvAqmTj-rz2> zFjQ(;4eQ;HjkyTq=EekS|B!4R=vSovD2mCM6^@t(^V`#$u?%n>@khZGfVOa1KwQx9 zVA0>8|23VypI{qhG(EG=tHW)z+r`f?S;U2fP4>-HahmCjoTV_}k8l5;gU%xVj)+I6 z=tdg$?h~(He}Mx)O3FlvictkmXB5;fUFJ6&)qcTR)}W~>Ix|P6`%3^^bYG^xuYiqW#XIr4~$$`97Y@{oSID19g>19~k=}%?T z!(&H-wqQbp7Yn0x2RUS%eteKX-terZ_E-a05}Y@Gk#*2<8E_T2kfXr zw6HrQ9AhQwgEsW`h;|eYf0f;^x$MCY!;u*eH0xvTpO+`I)d!#*h9iF zI)W6S-?V4Us4@CxU98l#(1Jd&M}YKx$tBp}F!JAT*D~5JnM=>6b61A+ zB4TgiPy|c7_#%|DI|_a{+-PRf4G(m7{<(DkpeZR?Lp@AYO3`8nEWNAO3^<)-1v|2~ zAVe%d)+W)(IJ($#c})&Bt!-KNjn@H zvgMkuvO$&;kw>dV?g~2awI{1tBC@f3IQG~wD2fe=-n0-W7RDE-^ZnO3p$_H^ng|wv zzzO;H#v|Bux1{_CROh6^vtlmELL&R6Q&*?{Z(aI9d-nIi(zUMd6<8uOu)2v~Zu461 z){frRSS#sa|Je$SLK%}n+f^k*YL2>H)RDyNVb2lX%iLKXJIl;t-pMK)eCY zlfi0sZu%8g8<`8uPN+ef5!^7FEUcaHEi!0ojRh`Hu%)Yb;ifaS6*VZ*gVs%02+WBb z@9LI6_@7{07USJ*WoTZbwWOE%>k7$>u`aZva~r)KZT1URPDUEo6DU z^yNc3L(Y0P&N_#MD=gAAA9~tiH1pSH-Zt!o|2M$ltaEKzwwtLXH%%yY#c}^$#Oc>$ znWsC(Qy|xJE$K?)mX;&&&D2Y}kg>EPqa(GTG89&;;x}}K z@P?0U!W)K-Qh=w4Bb;VQl0aSHjrh=Ocsi&?)E{n>Nt(5Wm#vuQwV!w)Z{A4 z(mSIO$;J8F#9gcE+Kkzat@52adpJ+^;3tAD3(6Xn6uNxNH1RZ|kraT-msS?pG%>?b z-@vxaOhFzx{^CBn{h-?8ecQ+>h;Pw7tw8Hx&~o=YlPg!5wDsMWhQX3BW$&)owS_HX z-p7d@_<;#Wkr?@c@L%Y1W6=CKy_qcN-0BCI%r zZtR3NFNP*_%eznWh81wQ^~YeQ={sN2Zu(T*&i#FZw|w-`v9vitm_09q1K!lJqp~#K_)etxU;H`Zj55~*I ziMzif-D)6y7X?@S_HNs;5}v+uV^GrXjIk&EShs|uA=>!#yiSL|n;?7x-6aLLoqX+k z-3;E`%Y`_X?@NLgs9xSOKFO)plcD6=nGKN&zm2 zg2wfIfCbQO*-f|2J3(ON0(ccZ%-Y_1Kai5NgzmbH$j`Co;&VE2sRvy@{173#>k*jg zkqA^EtRA1Y8)69mj8Z}27Pv##iIiox^D)HH6cuJiQawCwBe|q)Q^=UB+or@6#dUM* zQ+-?+UUq5t&_$=-uTNBTmWu(gAgk~8MC3LH#54MFZF$_d@5Vui#JNIOrKb{Oe7p20 z%YXEap_E#OS{p+ZEf+WONm%rGt~WPoAtlsJ%zBOtP|ZTYM8wiiX49;p7fiN&0OI z)N0-JUl?8zfyjt-?Sr&>@CQ1y{z@9;;YRWRi{O;{q7cJUSYvCidM250#hYll&Q8{x zS1pT&5)p&6S2YKQc^EGTk_m~K;=|)=4G-Ce6S%8Q0e{=yb)!PseS_xPq$!5UWoA zoN@-=>!hRRlQb%?Hq1Da$UkOT%=1+h@LGry!L%o+ril%O$pb_ihOJM#L)9hr!(9k3 zlTS^#CUI;|8OPjdKqlx;KF7Wy?!tyxo)lu(ciAGRb`g_9H(>vX)-B@P%k;$>Y_Z{v z$+H&YG+IuTa%m3wVGjoDx-{7Xe35w~b~?tst$BPaZnW9~J$85W7>7LSh}$x%qu|?? zupYYE4yDwlyjhpG`AIV*3C+@t`6F*_IJxXGQ+Ed89WN%mxs%M%C4HC2%bMl zCF2!7n?GFh*%U@W+(cFbNWu7Y^<1~lo^CXqO0)LVrh^H;q9365gt!{n$iHb*uWi!3h1r&<3QtNmoSr|fJ_#!Oeo4Qw~X9} z-x$?Qi)iF9x2e?n`z%v`Mh3(b#cJhaKt*fOGetDb4`|4}&bmDSorE56V6m+=36Evi zt#lV^{VfWXg=Y`n=<4;e5Y8{{oBTQT+Ca6_zyu+8TwLA(lp#0KOa(cM>za=tdT`;Mq0jS(e+gcI+gwIF${^d@q!?wfh)13-+6Wzt;kW`MjUWd78P@F2Z-foTG>COY(z zNYG!1gWybqDB<0RC*M-?-?i#8bKCoyj34fD+*VNe^1`NYc~PZ0R(WBB;_NXJSP1E1 zv?@ot9e+m_N11HLwmx+)re)X*HXsdt*c6h8$7SSbaZZ5kySb_V0Xb_Yv2)Z-6^`I{USRAj|0^540>Aqz`)`sB7(3_x zouzJ4zXQ+G0b~CkGPQ|F3E~+HjDzLB8%Y*cgf~ty2ueths05hI|9dP9(ElEU2Ar9dBiWY}93xrL5P}|%gXkwIfuSx@6&rvG zgZqYche{8#MARn0L3znvmyR;_`0TZL>i+o$STyCRbDBzJ{dMutGL^b6hC@m&0goE_ zdm!Ivhcn{cjI91Fz((0d#`%?s+8+5Ug4rZhZ;<``p0k^d~V4jzRtX}eq=bk znE4;rJ1I*asCP(U--JsKbf^dMyDsY-7y|3o6N!kbqLa4G{lB)uXR?G>9+BqULU%LX zR-a2DYDUPH+lu+`l?8jB^gg?A0c@9KX={1%q)@0Q7!7dlALCV(%ZVsPnAo z*Tx-`Ezxz-(r_rzic^6REYkawycM$5IencG6!!(w-HUB zHmirU5p&%}e}b*g^g`JG=usZgYd`D4D4?-e%~z7;t*K=$SmRFnYttHJ3e>Nj*!Wmx+97&kVLSaa8=&o zwA*h`pd*SQk8_&hj?x{zBXUDHd8X}%|Bmrapw+K34|zKHh)fjYwL3wkCxu|xx7*LM zddjnW2y`im%$_~V7klge57|cK<96Q@mp4{dbk&yC)8>=JsK~Pt2d%Gk(P)WuS!9~n z_u>U*{GRyi+)3psMeGu~f9hB zYZ__W!+VbKl5d@kw#W)#TKKyj?)}9 zZLPc22qMTF5VL4BbMXa3kbN=bcMp5u)UOfW5I<6Hipo`wh|8;?%CE@p*_?yiQ{5w5 z5!8g(;MJz*%vPcs=W>6OXNvrqT_&RYEv2Rbr=}sXDRr4koJU-!Ff%oKc(iy7G`(no z#^SLA{*FO3p*yC09UX@&8JpU%f7T?18+lTjc>hbz24~6*w<*>$lBOslWe1Iy}9hY zL!&ov>XwBJO4ol|`bIJWr~76NRQHN_V{T3e4ii85V~T+H^}ywK!^QKdP0Og+ORA+{ zs8VSf0)liT)qbeuC{%lrYCb+k&ozhfSyo0_f#;k{odE?;9?{sE;X|>3PdG%Nn()FG za6ztC3a}8jE4ydg9`yWSL|D4m8<-4aJ@JcfwC88&=juZ}tY zbe(<*r7Q-m;hjfG1xh4iF9)o8&#T2!R?sU{l~pia{isZL|GB zYGMLeptRWyG8dm@4iSli3-I?vWO=*aton2zoIZF_u(xjMyb*u8x8Xdg6!dzxdgNNv z&RNG64|_WTbsY=VuJQtIw^^2^+SS}D-tY`&8{(|;`46+&4j#8v7Vj1r046cMub{(d z;Vfi)0j>w;)>gb+G#1I%hq1!N<)z;mnwg=pHEMZ41C-z78nW@0y!^o$ILB z;k~D{zI?Z6=RA(QGjpfwi0?#ZSzvyFcqe$L?H|RDsbgr{74sW!VNGXQ(x zU4jT8Ih6rK!P7s9FGYHX68gyuV+i>u`iEi@Uf&aV?5r|P zzw7+zzWJffAFK8g&_*VJNB~RdoA5Et23x2APiXu49Anf24S6Io*rL26d?B*GWDx2( z1l8??3|Ni!78T6N2H7QoGU0(wq0Bpn>Rwd`anJ`VZ{6xCn*sqCrT#d>B=?y^up-zB z9X_K80HK{C3I@qw77#w5{mK3o5S);VS^mU^$z2u@gaCAE-}u>aeZ}>oOSb2T^Ufb+G5A&_PUQK}144bAew3+3pCrkTG_u zES?md1=+a|OlAT6v>Q~a+(A5~396=SQY`PVW368~`QL84#W;@K zp6Hm}JpjWkj1Lj#hCb){c2CUlOH$V(!v;}d04-~WeEL8#81vZE-y^-cd>qkp4Ah|@ zjzJ!g@Znkcr`(U5nUU3nw!|;@TAMzwA~Q!bL8k_%f{*Wx8;?62P&-9% z_huN#vsAHEF;%f1roxX~jpL6~9MC!iKBqj#Jcm5{Jo`OoJf}T#-eTTT+ zb$fTb$%+d@la=A}t0IsesVtP+Kf+#)%|+DsS01B$qdC)1+HWZMM78^q?&0cD*9&_! zj6b(>Dw}f8Mm_z9*o48=$OOc5^3nAA=t+Ez$Kn`PMQJN)tz4Q~Y{p+}*gKilf8WcPz4@8lhd9anYPSta469u%=)=mW zXKp1kPHXLQ%T1tTfUM$ggeq-M8LkD)@S+>r8W?hq|F*}|E3!Z_eOee=7vxtfzD6e}5Kw+h0$T`d zARd1KW4WkJS+@sDCYN!{jL>||)6;tTD5W$qpK>O+Phiw0hK5W0PZLAlNB`ifT0^1p zWJDB^j@No>Qmo$lRkN>3GL_3ha+DG)#^1`2L-Yg|tyvZNC3E5{Hk@3O5ML8INRC*X zT>{*C3IReHXd_vBB;@qG<(5C;n0JGrz(bX($lh}9?txiTRqJ0??jK^ukvFJPDzhs? zh~=R-YSm=l_H`Dr(taq^%d_+DP?_AWDr}6}umtE5Zn0OAS@fL^gx}HLcYljeIaLlT z3MfE$Tx6;eMT!XT03HH(p+^#6pV8~Gb)CDKo^%jSWM3%EzJ-axqHM}Xw}r1!0u--c zd12DK-FZnS@Q0=jOPVlZ_#BV}1_b8g-FOk_>obm+GR!j30!7!(6#|6J9dia-IB7_F zL$kjJ>BI89-mnL*_(i}fsW9qX)Jm0e|A`*E#?HPS=AuZ-*8fp?*|r*jp8_H@O8AkjCkhbt0Vys~I7G05I8ik@2;f zP7-sqX1Cyayd5&ydS`nQ0|^6B@==OLzHs;{{`s%h#)gg+KpXOKL|S^YnkF-eg$O2Hj4cOl*fhj zA*PqD^u~MQW6SP(s+TO*M}r$^h%r{i%v%8efpVa7zm`My3u)_X1c}y!?CXYx+^sUcH znYDN^Nr5@2P;B3JYGiqh%|iGsg8g46b0DiD4|3$H;4ev!dOMA)YNg8h`^!QeKd-?l zhACU3;|V@&9%J(fpg!oEwz5$(_fcfQK1H1?eZ@otEglSq95gPHFM?VKkxA^EVi>Vh ztTGX2vl9xW;p`YM7OyV-4H8@h?~)n&aoM@0iu^^M1mN*d`HO1Y?UgfwwWV=7QF%WC zf4BNq5bfW~iix)3S%uOo@9U>vjh6fHd^^}nee>K)2YmK9fLrgTN~=3I^UkHdp# zIPOjYGlH+0rN6G&^|5!XLd;8uEE1YKF_HCF2`3Dz&WZ=oaeEIU#EXui=pJQ|29F#H z+OhmA?hA=*I9qlovOe{DX{TFCsYYkc_e*UAsL~^(hwbr$NLdYhOv?4O*<6oc_0wf9+EMrwT$~nbW!t0yXVxqcUV=n z#hHaUCUMMgbKmM7%W^AQ{~^Xc3JR3bGCHo--0x%l1)}M(k)q$YZOqkebw-zJH07~W z$nDqG+GLVk5MhdptQ(s%BL678d%U(cl#6q~Q3_)4{#KHDJ^&TiK3Hp`TDZ6vHapg^ zmbV=laTXhPq`G)|2Wk4HeM>kZDw*0NS;Jj;2=}kyRQQq_!czwUQRk1leQzifa#4`ZZ+gZs~p<=s+Jr^u>&o(r;~RN zr3auS^}dN&f&HqXa$C9AvyBX^f>?l1qUV^x#ef@$C?Y+7mV5oJF*xc~1<^!HpMg3S zP8~J;Z@J-TB0AfTTl&-Zh=?#eDM{{yQtQ67zpO{GHWNdJB>w89nwi{QkLt!9@oyE| z=*U>xhn~b~C;0}dXXa3I2!`|c_2EUY78(F|@m`U@4IW5>G``mJM_21xI}Qb%>K=JD z9{WuHhJ#sdTE2xV!xY#vyzmDfSM_5UbSkO=o*!F?(*bB&2&7+oT zuV{x<7`~MKiw~^gb?ibNwVI){zwP70Wil~$Tt80nM8plGUWEKD; zSF$LOBnol&FvtLr zC!_hV#1kHzMAmIz8BX={A<{w?yBA{tvRN~B@j>{*0K34kULruS>%3J83Nt^(zc9E& zHmqdw$uBOK22$$Ps*&Ge>M&T#X!b`0W}KHJNm3Cjt72k;Sg8rM_8n3aAt36N&X%x> z`)nc=BUo=$Lxe`xpQ<71G&}EK)3%kQTzM!f|FaoeN$9&jW! zG-9DifZA&M;U#xtQ&oD#@uD2o=lO(4dg8^Yy6{Lnp4FJ<+d;UETBMr%&uVMPSP#TB z&(?TTURO~D{}W~Tezlt73gDT7^d|5DBvO8%>QF4IcW-Ah#1yLVpZfnt*fj+Q7PQ%9 zqKR$WwkI}cl1%K0ZQj_L*fuA&ZQHi(P5rwsyD$52t8RZ^-LI>w`k`;1@0>Fu#tt(2 znjMbC6$2iB2GRW35FvGud6BdVE_0AnIR=3i2qNu=Clx`?!9Rs;ov$u0zGuFPKH1^=c{i-nA;2a9kB3uh zDHKbZ{;YwIj1<4@I4o>|sm(+~M3)Q`g)1@}0Z1NG=+`p6bj;?>o@A`(TkA-7snK=G zaPN6b;dg=TLz}@PbYZysdIV^~P_PRM;_*(7jOQwpu2`-&_2rTHrNYNC@)8W_T{xn~ z9_<7GF;s&YDx(-(v+|vul?Q@W8zFy{l7w0Ns2!~Ofwcy`$!dOW0S(oHv?iBzrcW4I ztp`Sm_;LPsN6Y!n2KK>dY!OM}f#Bq6I7QolL~KExpO(MOhp-aydx4=)Vxy}A;wETH zr+{R3a5|9BIt_vtC)uaiQQ&9-PqUpmAy-^kfE`hgzgX_bt$cKEL8!9H9)<^NDQPk; z4o+U%M*NZ;O0Q+w^52^LjzNucl6G#3>dQd#Z@+HdkaQ~ga51~W7bBV_e& zStUK0sPjPT@<$d|KN6Qxss3TJWTk4D+(&{PKHXoNip+RL3V{6Y6&w>y6u(~fO0qFM zY?;$?tDf2(8He)~g;f%nowr~}#B&_7x1QlUEz1bqU0z6KfL3l!R;x#m9MmEOpQ%C!FcUW?=Zb`+X!hI&Yh;qX;t52tR zBN9yG$OKV0Gr+$*^(i5{N%#f`N07>NPu`GYQw=mhFx)N(e$}(Xl6Waf`DG+$3t<|Q zSn^MX%t|$LY*h*hcEi1R2>%N_fFM{)qk;ryv}QTZ!eydi$h1PMf&rJ5&*>DYiRC0A3jP=NXyUYnI5OiI zmRFf~hE`rruV6>IBS1}0j}8L*3(Sbvq=%c#ZtBHt_5oG7l--c z*w)0)5SV>HwJLI+^du4RK$IWU&w|E0nCx3nTl8!x@+`RWKhjM>LJbDl?RTpR*|;!< zxBG*85@Vle;wuCW*GQrtL|}Od1~3JPXhb_0?J&KK#ahuv64Gr!X`**f)QYI_1IKsq z`ig!(u)t0jE``Du=*?kcSn-s495ehmC|uDf0R;_CrxS-;t_i`OF+19%a;*aStY^P} zmg5V|7=ejHvK4l8yIQfYsSdT^KX#o&1=nJHbXfzAd?HXi%sEBg@!NWib z2|EU@@&r5uL3bR9Wg3%JvkZ5|&VsKq?4)W;I9YxvuZ^XLOdyp8(o+UpK1jg#LhEX0 z0q-+&eTlD06Ih&eX4&&+oW&Nd(t`+H&Lyzf~D!IU-jpNDhbhUd{!`wn*5MTURK%vcio6!I$oO|7@*EpW%4iJ@@PdrO*d6xJ&ii=8V{dN5nUrTDFNIcqVKpI?$ zCz#K+AcH=Z0*N7yTm8?ykB(N>nnz&NN;)fQu#;mM&lnRsn?(IN;%yd>bGl8 zs1Og~{(Kz8F6^@9qGYpo`+ugXQNOL9hQ1e~BV)xZmSN`D^^Q@c#OiEn;gAo3%CibVn-)K=zd3U7VF>a6fQJ>h=bw1)WMd_Xht0uWMB|1@XXw zTe=$ZgzS6gp*LtM1{z&^Q~FmE&~g z%6=zuY^qVt&gOBAMa_)l23W!CM)0@ivK#x%voq4WE}H4fdE_T4(~cl--ol>3+xPk7 z6A4ox_7W?@|B0PD4d#CWR(MC_rbNTd!t$)67&IRBa*~{OI76E{=;q1^QAT1k)r_&f z@HFbfZ#B6Aqw_qSH|hIOP!2YHffC#IF0@We+S>ym#?=ce{5oZAPMGNCYl03w(glmC zsRq@*=Z91ZZxO#Mz&b&Zc}YCJ^}KhLBOPXObz3rns0Ha{rW-5+j#FeK+~ZME@*8ALnam zYqR1MKt>+!0N_q^z5mmaN$KaPg&Km|*&u@o?2zPvsh5_=$5PikYR}a>{!&i1$xu%# z>?32Hz_^e#AT46p;1%GTOE}G|M_gXmrX@tK(!yehW-Vz0<~SnvRkD!L-(q0NA$D29 zf38YY2mINK$|r{hrA+eTV;2-6Ck-4nPgwNnfe!mymGx2@5HtOIIB>tch5uKlQTlc} zo?K3+s+?V(se6|!U#Hhe*o(n6wTILs{0qrD$jNm#-i zo_1a(!)lZSAQA2;JR`xl-`?$NyBL(-A(l1hj7N-|Og_~1h<;mSxsCTtxJGl~&ubT4 zYO!Na)?msY(9P}`6BFi15?=c-7{G>6Y%0>8PMkU<4`=T?&<6R`~{8@@_B*5FCJT58Zv{eDP(&8MRsFOX5Z$G6j9<| zh}_x3uavMaCV(f8E^if(d&(Rz>zkG*4kM&j>H?4qyq*)|xrB?~1DV)sCRE zH$yh=fpSGV4Tk3UU*O3eNq^SL)-NEGrw#&!ZVKPpt9V3ug*|&3F(LXe{xtMc>A9=) zjmV*=Kp6IpE-nnl2QpMdU1@UVS<3C=LklgOxCV9`&0I3OsEC7$<|nZ~DZbefVa36=RQWkr=Vy|JYP; z1FF2a6eN11G8j+^!G-1{>ttDLxa!CG3%%}JCyVthqiI;|^El0uX=#Ym zR?Zsrs6Vkfj~=^!OrV}iE-2O>^ulw!2HI1wMQSb+AIEo1Gu@=h!T8+3rLjtgoPt## zF|_A`cXta)&2g%fTwn^)$ByG{{mm7lL^MkUhN6Fg9J<`3FIpL?o^gPwK6{3$2bdDr zTyds2dF!v2F%y+-C`u{SU0KdL=-`0Ka>Eo*ZuB>H5TPC~60`2*RDU;K^Ohu@cS>JB ztL(+k49JXGYdt#iP9!Zr9NrXiXDmT;l*p{!?1iOrnJk|ub6n8UV!htTXRCEe`IFSL zE1X2%Kk(`X#qeI@=Du=wtU0my2$+}HD87*yD+h?=aI=@#I-&_SSj)ZcZ3;@_#j#mG3_Rq|{TQ(7H8tC~E^nIHNW+eUG@N8*1B&t1Fk%mI zF6OCw&+FB?c&_dKt(L#r7ox|BXy#cV(z4w(O&{;J@5cG zD8HNpS7|f#(vb!SA7V~o6a3JF#QUWs8?s|y-|aw)Gn+B+CAYnqszOsNBE>w2j%vpa zQ#9Ex;=(wrY8ODtmQnPG2&i~DIS%GWdP5u6lY57kLT2raL%QGzRfvuoJrI+_eD1QM zu4q3WTaOYaIJZyMUMG)@jEqH8C)m{8iV{=WS5>w)MBhTfDL=E9dwek&Y%IkOma33T&^CH@ZrtknL`_T~2v0$OK3}fWF|vlvqUh_(YU5 z6viz+@#|1=Bxhq)X_uD`5?1rr@H4ss<&@LQ7LT^Zh$*Sr#Uxzo+8YPe4!;SW5Z>zQ z3twamah+_aKc$EC=;obI#tJE>Hd9dChz|_snt(9TXBNRhEB!i<(mpvy(e6>gy=*2Q zRMVB=`%kqLdTh@Vc&eFy5ZzWsEixu%ABp!aomqCd_^qlxJIxX%sjBweR55`p&_*)O zM(%p{^e;5hJ%c@ueQyMWjo|-UM#YoH9QEX@O z=Q`7?xJAC0$TJ$k1VNPn zD5;~koZW2$SfI4Hv7_pX30;X+OiAz%eVsa(N-Jk6uphX)MPF&DtZng6dUHzK%on9z zk%E=Lik`vM(vNji{YHCz2nmQnW+cgvDKxYCb)0uf5iO68W2EI|>SkSxDY7KI({T9X zYCkT!Gq+=n+*>cZvk7oK`7AV0xIv-Z|6^}2=63!atib4PBnXkPYUhU>9_i0zm1g?Z zsMZg0z`<8ZUrx>~nOwcVBPz6b$hmUMHP4> zYwEyfoxwdCt)`}8l_^y+vUqthhOw8dt4V`CSr-)e9DRLQIsYg6c{uo+UG zGEQxBN6k$-`1;=|@Hl4&3oqL@7$y@7{P0la_0cG)6@=bbQJYxpO&e87JE6(*Y_FH|D zY(Xm$YFuk4y@^mYE4i@NF4%LFB)fU(lhHS_xXh$`T7-fmG>Z#`+T-=HM>8cl!P*7q^C?mPoH62s(FWm(L zgJo>fIKFO_|` zcB^;Y8-v=rtCwUTz4!y`s<03xDAb%lpqhbc!>)kz_Wn?!QnFAzk-iU&zA+M)&t2H{ zIALm!_#q85n6W~6go^JUKhZKb2P@tfdfI||(@9fjXHTXFl`{P$ zP5H8nDt_14gNp4zdD2F;Tm{IQhhDbQ&S$m^uMO=NQ`a-%_NZOY3_ev}FCSEAL4@ ztFjhPU)v?Pp-i-}=%o`65d_yLp?VIe45rcE0+vdAdNs$nX=iV7{BY>ZlI;g|RDYCD zNpBD%BV9go0er4MO!AiLeu~%msUa)NZLg;cVmWT%U)rT_jF;c{Low;9@S~Y*VIXBm zY1s;wJ<~jIZVpT-$s^i;_=76D+soNo){bz@}v&YbENkb}--nVH0x>>&qBKXHsX4dk3 z_9ih3;DxtwphWlk-4;^5Ye3L;SXv7HX)eqnz3%t!7H_C{A)|x2e|`B1oB2o3IBlw| zd4IVCBz$VbyZQK^z={I1x20w7h=JVDsbF5G(!PKEDl6-TBTwH_c=%135C9haASrpH zU(DaLckaZ4W5NyrMjekb)L;bK=sDLi>}$C0zN1xib_=!mc8_OD=QZcO;kTc$9XVkI zpAa`>Qj>bI5j&}oY^~oogB&4-a~|FFIw?bQm}6VSSZD@Wwhne&zj}{AWEULQ%kl=A zYVa~d=6}w98!;cb97AB&V7WOs6#q>Eg}&e}0q+F49E3g%#K7e-B*9-TmZf-F{PSAb zEueliYYCx}P_TJ&((ua?))7_m)EUPgJyVaw^6=bUfM)^qBn9*2rS^~g^Q()<=+{Jr zp+|ACH!cSSt~=rNV}lG~x*_*UMt1F8#KK~*izvA&Ss--LHx!Av^3}$^*oz94KCANI zeYQbcLMijJ0OjdhTYX}&Z}<7ax?7(3xUCWNTnGr}?rFhf3U}zlP_1FI7Mfv&u*sD+ z1DzW_=fsO_^9N`Px+|r|3_ee@FC8bcjU)mrxj&y!(q}zFVb|yE!d` zbx1f2_EJwsRO^=0YZ==r1z)1kXCOQ$YyXGUzHq`uI#?%-&M1&I+hKT!K>6RVEV+(yV=A zV(2MB(;;PBG*vOmb>mM{lWZxWwyO@WS9jpH?>3xTWkpEPpjkHeF^J%A$G!c1?~rDv z*NaCc(D1th<7N2OTN~oxV$*!u`ssXDGq|oFcwSEkJ=0D77;OxA$P4^eAhj9bhRLpY z(Lf~q#*bPJpQHZ|KA0Z5;rEiKet19yRs+tGcvm9AyTxab$G;M)C~ArRF?F`U^=OtM z_9Y%AjHy|@(Ht;Ec1wd!6s{!L)S0N}EX@?M^0$p5R5Sw|e)J zjP!~!3RkvD%us*x+aT(ecXO8rGoFNhTd&?Nn8q5V11J^#k*{qB-UIYMc9BoVCU3m- z=paMN^jpvlS1ekse0>{<&!o5eH?s3F;1vhlxk{*ZTGbINL&zkXjk;&`igV7^objF; zz?Z7Z+sp?pKS`SRz@O1$j+{8+&JTo}oiCE<#2S!)UM^K<6zt9WKQ zCLdRysf%jLR02_%VmxaTczg%uNN7;<8J%SifmmM7bE8 z^Sddyy^vr&HrVrMH&cZE9FrKzbCE0?J~oIuMuJpv9xmruj=ey5f|V#)t~rrlVpxKs zVGX>nfdXp{JSfJyDK?g!1cH?y&ue)^D+%8xEc?k+E;gjj-NJqgYX9KEzkxTv?G%Sm z{tkZ~{&KNC3cWWJMNp~3tZhZa%3h9Heu1;ADK3lB>sR_ZUeo#8Vxcl&li77gUE|ls znFx1N9DTFbU$eKFHAcW`o#q!cnH{fq@YlJX3m{sF@Vw*)V^n#m=l1K?hUEy_&+gQV z9_DOo?Cj=PQN;v!nDW990naGop)Dlv)*3C&(O*SF@xF>0QB1m&V1DUgytfMaCT@Kvsc$(p~cz+#=Rcv}PF z*8eMq-7T^jlgaLGdPU3eI~P8eQHWviN;!`aRYOKM{RP##8**Ca>l(tpsC8|)V z4fC})xNv)glK)E@VCnE{-7i`oIB&2os1MqRa-`fI{UWPA9osqG&S#5~Z(#|)|LobO z2OlVctC3AJtx6a+sT1Hl9qK@(B6qrgCz-^7lLDnU$Vpd>qYLh)5svmr!I1AmMQ)}z z`y+>LrhcCLjP9n8*n5PorWh-o_fvSKN>sJ0D<)2C3!IMEh}U){C3Z?BC4ax#fhT$$3evQ`|;)u1}|#rv5ySEiU~nb4?;aEJZ^gn+ccL9zaB;EeF)?*7Os@}-w4 zGQ*R7t)!zGHQ8zYS{r}fsWR~-ilW1cMHhs>MU%&H;9Zy}4aXpIRX->2&Y4x~+ z36{BiPSDtC+6{amNBnqe$)Dcrm4kHW3)7i0#nfKbrUBqudPL8FFQIiibah+!d(;H8u#wF zvm`Z(?xZj;i`Va=jQn2hk-D?;#pbOV;jOAR+O}--+`-oIHERAneP(`okw}PTK>W+# zs!E{;WWI43si2d-O$KFS{-%z~Q_aw!mo&9M;C7x<Q3U z?zzCM%;Xx#dIPrZe!k^VW^#>XwSSfzKG${%-V6Ue_xXf>TfcaC{MT5aMr+Yxz1_R=b*;>V(R<;2 zMCPz%v(5H)^n#O7hj($4?vpTd{SY?G^I`n{!bb4*cwE}(t;@~fv(9tS4{d+ zfogbRu@8TzP@)aC6Tp9AXiX!al44Hn+|%2VeUJsgiX(eO{irC$5c8P$$P$kZ-eozO zWr*a2sRT?D#Vx=~(Vafb`slb;;a*osouwrhmck#i5H6jjYQa@RI?c`St_O94C3hFz z3o%`5i5aX z0P*AIt3R;B9^J!^Nn#lAWNwSdu>66Yg>VXD1gpj{HhG8!GBUUA#>nZH;BSF`on>S~W9&7r$XpVx}$;qHW8EvB9@lmmxNt2Hz$KZUO` zZp1^;#8Mt9+20O4HWi!NxSiWqtIDkKVhf9 z=go&6m+&b|s)qiVzN%T-ZgnfD&KoiL?us|MdYp|>%sU5W9;K0k;V*44hmw#@plGg0 zBX0J~kA*6!Fm3lA&y{p*1+UW(RJ;U*&CfV z@V~}q!_fltUgj@#cO}QOGew08GFd@i0i3UZ+0j=ZXEI&@-jmuBvI9*3Ocy50moad% zE2+n1OJv|YW=*>G zf}jTD{(AY3>1(75#IJbmRR$6w;#iXLY@a*0_4RdfZa6SFb}&{)mpsR${Fw}t*l#3} zGwU!UIeXDIADb={8i(cT76;82Yl|C;?Tf4tcd0yh%Br?9#e8ef{oVc0D3C+NCDeAl zAVf%rl;8UzM~8}GMYw-_Hte#Th-k+!HN{a zO;3T%-~mEJAe`UH?p%o0#IT59o&D88=eR&eY$>Twl9V8$t{i=rmvS#&-rm3K1^okQ z3J3sS`jmu{ofk9_SJqQK z2nerRPr4<@0uvO~4-uUN)O}wAD4&dSZzwu((c2ged9CTpcd%J*oGAx>X<7H-7C&J_Pd*i%7=Uo z@*v>V=AM^z?nS}V<%59<(TDj+-dhV~>T*(0q0j}U){mFl^#k`~5E%@e&B>TOfB7T# zE&8Vh&IRbz!PYjUt?jKZh!&BKkWbgT|0Mt{Jexp${P_%4L4|v@aQZCEjg4c+yK3#X z!Ejl9A&|Q5(qfCO@SJa@+aB33}~ICL7J1qSfs zBvY2>a1lP-+Sv!c{xAzB-q$Bkq?N;hF?cOX{t$?4B|u=JET+JNe)YOuGxq)Qx!;<` zAM(Dw@7Km#E2yovw@#G%!L_l8<<4pT*^IzV`F-u=QP%$U8mxELF9s zuK-aljw1CRtVGX9p+fNAu0uDg$wN^WiWy}$(ETar`>4v389EgfbK-Y@cB^0E``H&1 zo6ygC)r28312`HLY2rB~SfSiy$QOFWw zH^N`XjBVbI37R_%Swd%4B|k`-ZRXV)#$s=3Ro|DKcU?E*Gr3D-x)w-=d4f*6PBGz; z4Sav`jFVUC(T>UXd%HSq-YM^wmFhM#@{ z-&tEV{FdaN2YhY7c3XdQo-*An9L`gV;@VppsndCMEOb}BV&m0dP9%#I!8Juf%v!EG z^@n2y2y1}Bg}S<4t?QX3xJUcIuYw_lMNG7{yV~e{9v#K}Np+|Ua}Fbqy4EPsyc(t& z>*U(|=3N||zt}hA+RO`7W#Px`Rhgu1<$@-AT|%^x*zIyw9Pqr6N*464tb0b2ol6qp64y)3)az<6caZ~UV~@03yV_5%Zu#PT zGLp)~yE*8OcHw}>*Xg}KKliDm{PGz2!PD6@OX()>q3WJp%bAhJ-%6TL-^pIxxz32X z6XNx^tO(rX@VjLIkCz2PWG57qsf?T zvM7o1{B~*FfDV-_dHCkV9Q+x(YVL&2yi&&&A~`l zbjzdVHAAoX1Un)NwP8+}1CE6)_9pAj*em`@-ai^-+9Kg=_J)>?O^`V7xw7nYmMBEDWLyw56d}Yf|QU{4$Densgp$@$P`gR^3c-= z#Ya7ts^xr%3dQ@Vd1GVWPorHIQHsP8DE(uwaB{bwM=bj6SLF@`_E{SKL?YI> z0v@(3^lab)x4Zu>N7jM>$iMSsn9Mb>nb znBfYGvc@Sms3k3Z?DodumUJ_w&30}fefxB4q39dv;6!l@`YG%t!%oFDS>g$k5FGxw zRId>*N!gdHKICrQY6M^VFu$cLJWv_TcweI_qSn@5WZ>(zuVQ0_w>_Gctu$c2>Dl*& zT4rVQWy5?;wNniB=c1-xB37{iwM?S@@v)1EHqWjWeRu*A+OkgsEBd>WRkovUI2!!j zO|0|Q-re^5brCvE%sRb;)*9+{8KPRtm0dL;tZE*6fY^(f83?MINi6vfYvx|Oq`M!q z9(37LV~x=@V7NA|7*Z?}ZJ@o`dqemxfvWWKmNl)lnExF+6s8{L`*$7BvJS!lD;Qs2 zwMkcCEewCg(^1OC;WoXhhTZU7_1ClVuA%+SGSy5*zOS-Xr%!N3eGcbHbwAz8h$C}P;baH)l5oya&60)v8=!<6r}{$wa!9qX)Vnv zx-m!IZa|YcwEva%-Kg1mdqF;oeYOYqL!xzRB}b3oaNRIut5=WFL7*K1*JFQ}mp?Q~ zfXzmH#1PlU?7(($S~jIy<&7>A5j)tDE#@U>VZ$z10_XLEO~1m|>K|KBhfb>I$qQ_q zD*>SeqHM8I=?<^glYZ`nq^!GHrIpC;D}xVl|f<6$Lf*e{{G&mHl#=$5m-*;N`<&y98Ha% zJ;LT?7(P-)ZmZNDOP#_ZrLPe!Q$rkqN)^Ds!c^&Ka~apBh9Y7o;j>|q4fEm^tZw0r zc$mP4gQu{j;j)=ZBqpYZPrD2Bw;9)X8O$drMN+OAmQPpSXqHL{RZO(jy;5Yt)5$B4 zX*k@u_{HN=n*#dP)9}j6{vx*#!)+Mi<+JABLVlW5B>cvVtf20jnhzOvrBKIO?d&We zlXdjgTrTd8ST^gq_7e#5<1o=}hEn?*xFU9XrUDj;v8nFc$^Um8POx!-I(^%o)=(I?hcL>Ict0IqVEahr9@8NLUK2 zy-oD;SUiqpQ))UZ*ixo$yUrYP1$RgZn7f&hl|BdAyU4RE^{o*uO4Ev|hvrnX7Yv%l zJhO7AT(FuMVMS@&?;Uc?XaEFUfPlm}Xv5OLlYAZ-oroO3*9$tYTkJm-X1vZ@;~gq|4PO3@O9PT=Atv@dF09kIRhOY+9D)?YxdN!-uLBKBUTit>pM z{+DOlHwy3aB7)~J_FMwA6)Da0pp$SFcdzY~)0qsV2a8RX%5&4El!NLf=h0Rnu4eF4 z{$I14u4!%q&2k2PzAI7+s}+^S`wt_T9|VNT0T@xVrM=NR=C()Lb*8mrOJTyJR$@O_ zC~=FJO@_Vyei#BHc+ymll2C!V`B2-uPgJ!u*!bX=yQFwmiV5#a)Cm~#N5FcKjx1|o zB)nqeN2>AqWpzLOXgUhpPP`f~XB<1CW{B6T*_#|3O6Q@Bhvn4@MA0aU^S##!q5Xgj z*F};pCw{uX3N!=!oqJNv^GpFsoSu!bUykGpeI^YL(+M!&U|Y+!Os)6FERp($FO7*o z{AdE9QCQvgJ~=L_hhbAWqe|l4acu_u4gT25_5-3C8ykz^V})u)4gO}!pE(td5jyc& zER6B)9qg<3xlT3VSZNtTxM90opUOP`|7omrVV34WSF#< z_|82)`0gl88BcT|*EWvOS!;Bzex`VSOjEUgp?;W*JavsF*u6eYHfqRI^PQ&~{xHV= z2@KsdunC*;`)t~Bpc}{N_wa|)0tPxgWKeB222Tp%M)}MZHOKNaoTNCx4hx&!{3&am(lP8TyQX- zV_xE>fb2}63oE}igK|=w(VMseVS+LHxta$Gx>;Y)z9W4FfIf}^kEpKIN?>IAz~Zuq zhXH7QuYcqJ_~-Y#Nk6lV9yq)DTVWjGW8K_tJKAgN zoFaWl$SY-mlQPtEg&m!%gk2B@!^$-IN~!i59>UnYcR zyOHrJQP;G}{S^bsO>vchzG?esbOR5YK8*4khKxW*?!2? z^v$lrr3+*eBG$F&Ni8JXT7PiFuI;~w6zK;;2J7*X^UsIA%Wp`!68`1dQJ3)MWy*Ov zlCb#&mu2b6jEnq3f25ReMU8lo_}NXg1#(#fevk@Xc&V56HXe~{qC&uqdYI^GboWG1 zKpqtA3bFDN#L^r_yp+uL-V?GUD~wvN^W>!|oLh%X8IaG|Ghzf4m{O!QJaGXse|zu? zzr+>8))I0q&B^h2PA!P@`*1l;Q^gJ`?-bAcp7{~b)YeRh$Zd%>l-cOG?Y37wP@0b0 zBkFlG!6)&?Nuk}It3N+pg#KoKBUK_ZsC)1A2I5v+wukp%i%uWmkTQI{Xarswp}8xv z_loPehZSGq#XI5E(}zv`NDzVd+vrmpfQZ@De*B@d-_j^bXK)dULHccFIqTk?2*tuW zb?IWqAt5FTd^P*K{yc2 zrj|gif;2(YUj4Wk!&XZ4ubE#7><`YIQOwT!H07!NMcE6nuo06dv2Cnl zP7kjEuKALtS!kq1i%9^3|NO^m!fVyVh9pi9Ny&%+q;pWlvoRcs7HPqz@k1BG)H}YYY1Q z_E%+`=CK6*A;bmth%wlt5T#|e{-QP6WHY=FD!zm-b#2MfdsKkHoms7!P@`39R;y7X7bfUl>suzqe(`0@+{53ww-Fw5&e8!p7VhuNItJDXZqdmz$JR!n zH$MH-!DJ#BR?)o$0qbgy9{jdX1Kfv}GFkeKBQ(lq``)1Nxgt1kEt*5|;RKbz?1YdQ z(7c8*_lPU*rF09ML*XGf>jzPRI?wk{cuDN^yRyiC(~rJs^HhZ&mm(Cn(?702!JII1 z;*DVAx5)!Pu=ND@oO8>+LVRnN2N4>HLlPxiE*sCKK@ zGO1Ga6!rhU)KJPb9ZL;`)qukl;iY2y(ZTeVvF4Sg($!p1!NMgvk?#|=7@0C&Qc~vC zypIqcMIzgUD4l-##pxt4ie9@_bT%kD7$LD87XbsTAWrw_TSTzT?X37wB zi_?+>WrgN2U0z<2OHyU;`su-x8Hdyfu0K&VN3AQSW5BDzhPY_3=9q08%Tq!zfK6P3oG1xM#+Vp@V)i}oDsE=jKl zcO7A+A|I~Xr+&VmU0yLlLV~45Yo~=k;PU`NafMmU5AXr^3?pN8Lx5|5y{ zlW>(uv&nxy>a4fDv+0&55Z{o9F;`M7jckAr|2sY_;V0(#(R$)b>D=>oAH&zK;3{;k zaiw@a4U^34B>w~z3Ks6YHSc4L#i7|;e5A!!?k>%PlOfNb3&&5Mg27E&mwWc|obMSJ zCFhBllQkdDtcDP036$bW>|96-H(a*OUn49-+sf<&Q&j6S*+v_>wwdC>Y6=K9xZZgC zh09XJHXkYZ=#hD#D&|0)vma{Fh{BWjvnh3NGcxI*R|#H;yze`A$zngz$os)Qr=(~= zrjty8yAU=7lgh80u7_L;E;XLQKis8&gF-oWT7nswqFT1>)TH3sd~IE5!iRkD-lLym zH14ta>jwKOjV=ee%i)((RYQ1t{hARu>a9?}Vzmebicp^yQE*}J$xF1P(z~il-3@4E zX#TAyk7`TO4O;hL30?vJty5>nTl;e8T-_Hn0X zwH*&K&uA}OHF^Adh))z2#Wv{V4_a(Ohz7jzf){-p`7vPN7jBmT0U!!ns>aW*_B zJ$}y+Mw3=d&f!Vb_hgB`IST9Ou?HCsx0vNX&3Jc|-kwg|!My3rxNxAGjBOy{)}IBw zWg%3(EEOfOh)`qs?8%H6!Q}Uagzd^xreuZ+bET^U<<|ovJ(VHQDH;^1*ZBmh!{I>5PlbY^SSx2jt%gm<@e^ z%JDiShid=5rSm{Z(uKJZaP-$x9+|nXQ^w|BryuXjiSUJ;VW;va@u$Lr4Eefs(A83! z(&QN9_9n_Dbs>=+y=LPJ(kk9hd#J+aeb47ivF*gi0Gz;9xJk&of5*mwGSgozX2RI& zQ-m>o!;7r*d?-~=P?@P^g*uXoosA@a+K~{lK=JLuyM{fG>B;RrL~X=CvnN z`|bmNE+QZljT&h{+x6?hpWaoMi*-%DjMqVOv*Q}V0b~_5nl)8 z-l*!930Rx%yM7vl&m3CzBv#w-fdS|H=RRgjI!2~yN1~v@ob`1S@FYi_9nCuMTUlg_ zVT2}VPdAoq&rpO=fTRMY?!4qGJR$~_>#F!dQr6RHeYKI|ig{eZa!7L!#8S2t{ZNCU z*%`lA<;w(=&l42A^mdApp}md$W6|EGpAl|mYQaW40z|7SoLu8~n8n+x0(FMDZFFdv z(By*Ax>T6-;;Gf$mnDgocpB0s9!8Utg&Dios1Qsd-A0!M;7G;P@MllvPfFJBr+nes z4;63BJ`z=&UPx<^$7ws@MGL%LNMtN{jaEmMOAWNiDPSu*S0@<8zuJa&ZX2Rp@h`DG zWvJK7$Ju}9pNTzh5FbZ!@$IF!F*ArpvfMz3DcykbUU?X;Q>EYedcKNosVJoexL~d# zL^>VBIhTPS0xzzeC^e#C)@IJ&5)NSp>)cvQtK}!^g()NmgV)+&o_n#}ocirX(ocWZF*4UhZ#&pBW=B(&B zs)kwD5Zv%t@z;abu9E{wIG~Qa$X3Phwf=9o8E^8;*@nXM%pgC(+$nrVCL=Fa%?cg z8rz|i_I^2htXJ|wz9oj&#{}JURvqI5RRQN+87r@NdUbPCj!x{6#uKfP0R@`Ec3#b= zLaAwq|E0Af^ko)7K$Ad#Je*zU`*%b>RSaG#U=D(D9Qo5-blfR-u9mo_QTp^+l&kD~ z`$l>(zVJzjjC*0~c_|=AVaP)^8N4HlOrojsrw)+%c$P~b)Es=Mq&}~%D)+WBS+u!;xEAyc7+x5bY`Nnku;uZXxJutFJZk)8c6%-HQ~JEo(JUwrj6+^<8QC6h~!&bc{ScqCaj=3Z|>%(2IjZ>+#50J96!v zjNi0E5FU~~8ERfksw9X%o=kp2IS+9G$UUM$Vgr`e{XDHf#5PaoS{U1Z-e~D2Nt&fi zUc0(UW}|glh96}LPDlIWcC!U8Lz?4N_+D!LSb&p$9u<41;{g97BkI8*m9*O)k-bfF z;bA4AsX9uOIGUU-Wz~ac7F5>g&U?#H*KC=q!7VNLUK&b09fC-k;b2^9P_wKG`0vj~ z8Sz@6NY0^bZv>X$2(t9~1y#_|dY)#-nNwgHu~ACu5yU)tltfX64%MnowW`Fzh3_vI z)_d6d$uVc4UX4;D!p-YWT}$Z}m_P6dWb01#CR&PY%Zt5nj`=WX-D0_vRV2Q9Z z-%^T^^`ZaT1+*K(m&hLM9K`h;ECh4<7$7^FZF5A^QOiqew>x`{@2A3o4%fUG%vASe zps(cl;Gn_^HqxmQ&MO`;@^)_w_Nqz57{0M0T6$rPUui&KY#SC6zH$kOGaORF`XGNB zR4o#k_;Ksw*NH*($DIzR=Pc~0F79y;y38alHA)Sr)x`Vtw|lutJ86k!HjB>lN1nf+ zI6@F~AkS|e8GKU_6w-$HXeD;M+`9n8d>pgts!iqB5bFa6NyG2giVHU~lFVq!m ziyyd5^{z~rEXR3;y)%(yAV?7RER;qLr@EfPx;Oe=KjjJb%!hXfE%kq#<4l_?8w6{L ze{&a}b7V~Yro_#jPCF*wnz;t59^590)i6p3NAW1nF358yBo%J6y$UUUvt(}e5}MWA zaSuc+!b76$-rtZK(ZVccugqoJ|=@5&{RFTC8MPG8rhxy@1i z8Xj?_+4?PKc~8*Q4ak26)a@TUm_Iq=L3@4=+Ys*_Z+cZ&Urcwaar3PwX11Yo3cm!c z-jEZvseuQ1JK`d#iYbg=6Dk{Qom*(darkI|>Qe3c$(Tv*zO|}?#~8YZV(p^)*5{8G zc?$~JN8!EspRKF=Q_TiB9ox2b!9F!4PUoUk8Kg(pMm|cNLzu0f z=LHg|y@zkNqe|;ppG47`wm|Q(WGl@kI|{G_vnw8K%yAsz#6|jakV>2L){vqcVmc}% z&X8H-UYvflYj)@p*YZz}DJDnn)dk$Vc<9`xh4x_O@#cS4mKr(@NjwL6ov8?@q^Xuy z?F`WjB3MBv)OmEE*+sqxHv)qMm03mIUiIS(n3WA=?+qkHE8i%sw2OCM_eq+ruHeQO zM4F6W&F#-C(QBr1>+yCP8B?WY{rEHw>zRzE+Lf3EhKK812I4{>8pXDS{KnE5yCBdS z+}__zKaR11a8Kjt6;oSQ6aqnRGZRSwh9!PdG?@_f9Yn zJj1-%6Yc>BQhy<>gYB@x!}rFpA^ezatwKHSA+^;=>rYYNdd!g0&kTc>!3;zst<4`D z?OHlEAs9S8RkZ&DgbAb>3T19&b98cLVQmU!Ze*8#asvedH#L_*{{$7cV8H~!9G4eV z1Pzx={{#!SI^F~YAp$o!w?Y2|o+1J`F}L9%1xzFYI5U?){{$4bLq-Kx8v{2uHJ3sE z1QZc7H#s0LOl59obZ9alH90jjm+^fCDFik+I5?MqMg-B(uxSu(jXvG5)#r9N~(Y~-}G1C@Be-0eBXJ`+50?q zT=#Q5_jSK#eAkRjMU|b=PH+u03M&c`1Iqzb^-W}eV6cQ37%UFp<1<5GJ>h>?0elv4 zj1K~hlKXFeepL({ipAU1pjdpEJ{kqo@%02kB!CcUIf#rL7z`8#gJu5;L}TQDYEVCf zGf-a)sDnnqeE@u_Xsz42tv-Lt|Wj6$C|q{s^oa&;;%S$N0gWfxqYi z4WLN)Z(?EqKA@Q!!sidODcS|=55>TNc!MVb21ohe6MRw5a10P%8)&Mn2Q>78qy7li z`y)UE_~+FCA!3lf;r`721%yETPKLr@Xrvbu6^KB&0$mWEaG;@vo)|U&D*}X~oPPyE zJ$=xB_AafML+ZV2__Gbj%1o+41 z3daJaz+kY9EEov)2EqeiZlGV_W`SPt-%iMXFEjr9AviCz7tjSy0Um;If#Y8QoDb9w z4#Z-7;UT#H?)di(0D%CV5il&!3GRwO0scY9o8c~h?D3t)AOe85!Fb_8fZ$)x-zz)3 zww%!@&%l4ee>WFoqN`?ZsVw}P@ZT;K6?6a)Cn_!j6cv{O10fJ`ai9!-5%O=8zxn@v z#r?O{2#WagY~X(owNWl;pzI$M@OSqY4ZlA%A@Jw82m=3I!2pfdF&rrHkL+#1QeYVV z2lD?G|L>IlP4mA{{twyz=Xo@IJw1PW1%A2zhZl-Ocn1FI$E(;Ei=PO6G=45n{~2lt z|6_>t;m!zOM>96w6`E~$=!p`CxtoVb)U5Q@P-0|EHP<9AX(90Wg{ z&hUWWx(0&8P-rYZ1&F5?0(3!R0KfW)#|2^i(Z7sRvQ zAZ{RR)#1za_Ps%4l+SqR-=!IUP~BZN^FC@~#d!6lv@Ydo*$2@F=JB@S#bbPVPEW^K zxJj|1oa90by8*Og`v;>8IYSp*I?2L-kj)1Yg*cl9@r0xCpxNhU;y!JxysS1XoW%PK z??X}ISoeD1^snxYp@P1D39lCAY1ZNpTZ54Ox=`$JC!`F{5FGF``* zlb7G;PvzRh+@JR2Qkdq_++$6zxE2MX<}#+%pwWLF+U){DUS$``L);h0=Dvm~ZO;Md zhDk9hP<0oaQaGoG=-8Kk*W6=gB@x*jvWu|K2L!D#GqZgVVyF0CBOK%5Rys=LZs@<> z{KlYLHIvFvt5ww0N(yS^B_A>R)xSG<5@tkYvAt4qWiqMF3*nJm@94fWzWdp+EwiRw zz1&<7O}_oL#&Va^UB$rVe)~*YeWX#JS^OkvW6=kw1Mkikx);=azG}`)QIir0#^eVX zDy%l9E`h$1RO{J)B>^1^MU9K|BL+ve&U4}+lk6Xs@~jp;(qx!NwKE$O_}EX^Lq_ia zCi!Pp%pP9|mWE#D)#e+#@LqUmq|H+;s?U%zv~CgLF-X%9(7mZN_hxJ+i_vCYN7^lH z=f%>ryqofL<^14#QaQR-o+Px>gkR$v6ByoNd&ad#o3}-O*pb)G2~O!-zqAiCdZ`kG z>t@S$A&{RxtaXOOeVx^O!jJ2Od~8#49#jhrw8FHcsZ|)-B$cT5i47%vlHW)X;Il7j z28mm=)iVp$x3E3^`k}k$v%viB7ILSN)uoY@>=FZqNrE_-#c?jS&P)%v2O>Q9Y|NOT z_wXG@1a**q?xa2^@)g%W;j6-|-P1`5Vf!!j6Mo9oZvbfZ{&UR$t};K4%`K}s?Eqz> zz8{vabDoj)9*-*oOsjU3wQfj_kVK~L?OgNE8@2zELUqJ6*;P2{mnuNKHzFw_S`Y#6 z`1WSBseoJ&WD>i)nW31VR_zVCuBLN%=w& z=r@ZMk0Pwcguysr1F_??ny_w#p_mwc`P}fj9&Mcyj!uA!-TP=&ZXYjHL}jjc1cU-7 zaV)QXI_+MuK_t09W@GS996<1LUpG|9KfF=#oN({Tv-NGB^w+sjB(h~}H}?RqNt7=M zJ~0Y^q@k3F3HfASgY;$B*v^{l5kHR0OMPA$5Q>!UAiZT_uj@(7H5g=(82Gc|8Mk`j z4O&gQ!@Sk*&s}w0Eh;hY%`|Io;yO(qIVRcK)3RMWIT0?j%jSi4Tk#vIx~EQSk}1Q5 z0kYP-tWGCowI2tE(;n^6(B^#H;Luui{pfOkO4}(cUq&Cea}kbR>3^SPmm=}yobs`G z$T0dOPbr?_$88$TS-XIOUMbnCC$%96uVUyP*-7qUDEGTo;54IiHwC?eUG@k(4VQ10 z<`6UEGRVQ^Fu0psBz?WjN|bE}vmE>r9X2!y`*U#m^IA2yhz}3$DVdbl2GwvZcZwX6# z6@pU!r?UcQj4alL1ifx3@PuWT$$Fycq9TDW!x6!B7u6ZjW`<2SS7mKlOd=u~^?G^y zo%~dD{d8{6Bf*UnT#e65`E{giM0iAhTB|R;r@f||K`+-NsnW^Df&fQGk`HwNNz<|P z<&-IoS0qly`qAP13_@SYYx#-Gin^s&6hE(Qpjwr48*o|Km5;eZnjS-9aGB}{F`Hr& zCILtTN!CV>`BecX0)NKL22TmF{t;anacj=Z>Y}YWK^$u}25_-X^m?BB@xIr8+13Dd zD{z*AZ63Wvt8fG$#1)@I9Wq|lnI5#YmjQ08JuVkZ-^Pw;(?4QSA8pssS)+TPfa@(tZyxh=;ftf?9%w^yYh%xypi7#?N2vk`6c2+5kEj8!s!9SYt&7|KD; z2+LQNS#&XKky_>&4KGN14?ZEv^+G-db2k;Xm^;g?)qZSY?Y(VbmA#WDR)lSSsqwBQ z1T$V6*kB!+Tkx92WxA$$c%1KYZ{%SR*Zw_C{RQLDG5G|e{vEX;PlC^Tdh}*qJ=Sl% zbe0dOSYsSubH-2Qw&w|d+*7_Rm(0tJ9|H%=vvXtV*86RxDy%cLKSyW63wF+9ZVv6xweR`kG~kN$4T(cyZ$FX@F^vibPAlc~JdKcp`%;!F zf%ZgnA@P<9W253hhH2ibB*n#dyelIM;@P>gf%nca+I^vYpSXC76?|67=C<|=NH2ja zt(8iS8hcBmj!V~n>FRLW%?Xo43XJaqFRevXp@&sp&u&I?DT~XusT?V87rbfbHi@CH z1hl(4^ofMlp8WI{Qx68B(C>#b%%pE36s_W%-b+T#?uB4~!n51XiCKuorZ4LBh9IFE z*HiSIZ3aU2#G@>KWYUXmNERnVifuR9^9=|U4s%vt=~tV73f{3%tlqjSb2q^fvP<}a zN{CwRmeDe#-`(ygc7ZZTr-kt_Eq9jm>q7<3Z%k@zIf_OO7dzNtbl$)Z-MF+Qy*PeY zS=@ddC&B(4#V3yW=-m5A7A8|t1*Ue&T zYX?z>ZXCORZ^XvBEhc6)g!}y^7-w@bJ`0*y(eiNC7airx7WxE9ezS_@uHtc8qV*@% z!)3z=qBOz`UJwv0x|8!~zKzc{jvGtHHXLvqiL-w+n?{9hi*1!h0`Io=v!?}@IdorT z++~?hsz3J_5_q9;fdrtIZwO_da##~c9C3@e5`=z#kuX)6e12^pJLB!h_4R zQPk;ah)4BPU({q8`mU&*HXT*`;8}UOKhuU*KhZY=kAl5QQDyJ%tJ{WmO;wx-Pjbqn zzjL5$GX6;(6lu~GOFhJbP(!Oc%#shz%|-DNi#uJm=*(=fP2hx?sGtZ4AV-Tsrr>Bsmg*h!|ci79rJf`is%>KRMm8rwzTK(E`M9$%JGgP zDq?0fnkRUNy|sVYjc~c9qi0~zM8xl<%zavQCxVFX)kYgBCV94fh0e^Q46?_&-4j_% zhXp*Bo7_wpOq8oP6~w#dNF&J&#}z$kxxMFq1ZYRpz8XeF@B4b}6H7XTaLx2&^ORB% z6gnET#vFqU%E=<=njBPDo=>UVT9Pk!-Ox3pfq;&o&DXZBMUSNjIO_Dj_{b_N7Tse~ z&|eY=A#*1y`sRts(5wFGcCha~L|VJE$~ z8WMZ|)*YMIbr728dxvRuGPN1YsP%h)XKAagH1c%Pu?HKl(5pO-FG$e(j`i9LpC4+f z#<9Y>7qlOkbO^Z66TYT`&?+vaeNhl5v(_bJSG8ff$5)o>!zAeSVd&>v!0y3?mLap6 z$w#-ldM8A&@zFE%OQofX01c6^2TC(_Nl$t@Jw=!J0%#a(EEjy&-s%yxnPudErpL%Y za|fgVDm>cwvLmr!-f5F&ZLAnyeQjP+WjG! zFWq+RwHoT=BJ78+#{^^92M%8pT-^*#Df3&st!nSt^ z7jx9jA}#`%FEG2VW3r>_d!6D8r1pTP65cYH65M|ha#iQ#?w6%eQS?)m%pk)-YqNA! zyH&(k59s*q*At*Ft9?yTv@t2PSM@3)4;N2*lW_4_DFfME$KvR%n*gPMYD?AG{+}MP z;?`OVbg4<2yc;@GUHfAx8HP0qy29bq9KsqiKg1~cbU$t7UwpKjrlpzwGG}RXi7L$( z#$imCe==^8z*Lm9X7&t{UGoe$tFVJvk37gs--?UBsWE(2bE5bg|5*#CTvc~zf%E0f zD^}4%s9^0k`*s5*1p(fFpfwfhnr_<_GjiD+UpS%XZ0=DxZ1IQ4ZF2}5H{=$WSC-@h-WXO zsVOLYZD#aaNc>c*9P-aWW>M(jE25SXxVsnWi>0;l-R%?p2V%qVKHVKAi=yeAF@cb_ z;mWyLms|aUl77X`C0t2!t?e45@lzR_ySKM?TO6kV3liggZHMtUBXQ}Q>@1<&k2erw zKc`@G8v`s_9wgZdZMsL@V10^aLB_CgK`N9)y~`))I~vsZR_nUU9R+zi6W zZjx2k^1N2olvYu!Dj;LYhD7wGR1X@g1Y-vqX)f{Qy{&>3kN%js>-`gHJ2#@toR}D_tHy+VWYCfdTV)?JfTJ!j%o>ZF=Qdx zmzQjQCRYi6K2N;i6;X6Mn#TW2{eX}_Id{|T>*c=ra(zO?Pcct?w?zji;^ZHd)No@| zRZu>zLDRRKss_uUls^K4rlObFg&C^w|8XvYhMtbifHWji zlGeAQ!! z8LPj4nf+urBsutS#m1n?yys`a#xa5hQY60a_V z5!DkMAe+?~vo$XJY?16c4r-KC<8+Bxml@72h#b3crWO<8B{GM^;Ht(oC}&=Swl2}TF;{;gEY8uzj$XMMxYR<6$k zaVw@XNO&oG2X|-lJmrvlK9aCZHYE=B!==wD_+GT)Jk?5CEx?-7m{h4PlE^M||23qu|2N0?-;a9|e z?cXypcUUUiyNBP;Xnp@-iM5UYx&3zdyJnkCq>Cr(=1R+k^5gF=doBu4DK%9(-csp? zB~RC+mb0{4A;}$3o)F_Bj%8l`1@`iybL5gUFIja;2`>XUo&>%+;VA=!embp)p%!4@ z_LqpU{qoq>DtlSEw>9&QWTxYLyO&#k>A@*}QOl9j;*eIsM9S>5dpXX{(j;Os8jT*R ztDpq}$fS;xbLJ`wJWI3lRqQcaq<2I`dP5l3B7t9o8T)+Oe6~T)(0Z_vZ8IP7Te2v) zs>7y2CnK-b{tcMQ_j-O8993ZsD#!S0m5sq$424N`A}XgS#H2Y1GDoHoM7{cdIM5A?yEx^pO7dI?uYCjrHb7TK;rSC&zGI`wg!_%&j zj`n;SXld2cf8fAC2e3f1xB!HVkm_b6U$4b`#viy z`QUc1*Hx4%QCkJkQ++@Xo& zF5osd6?an&2KgMG6_c^?s2?{ub}pgE#U_)u=9=}ir#j=!h6#zIvF?pmT(*b1+tX=b zE?~F)+*iP`TNM{KnDXvX2S!f51<1zq+rBZHKiX7_YOsIN1JRp#xf=Gx0y_NyVez^$BdWFm&)_`{mlRYbczQg@q_FXMXk9mCk zhi^$PJJE?;LJEbHdA;bkXON6*a@osO4~tQ9G00tTrO6ZHbadwKu8Cw|DS3{eTw0-@ zWb?r^N=mWDn~HXtGxgCiI|Mu-TDWk0ufanzztWn78ze})WjZSn^kP_7iQ2 zypXT#Z%J5czOV4h$iLK*kMAeq$u*cADnU)iv>&1x*b9E%*rdwokQxXdIL8Iwy(};~-@nPFl=k)Mh&c^d;3NP(vRIfrMG7=R|V>RNW zZ*zKAp>xxJkKZ+h&&Vq7n=?vOaP|7HkOq>hlQ|>-gG_B^LzgPbKdvloaB37pLJjN=la~q2?wizv4D~T(jKCYL|_Df zg2K`O6k}Jdw1_mJjx*&`b#1&f+41xoUkzg1E3`$x^ z$kWqP5afy$M1Q(D%Jc98JYg6ofDr@@ar1yU0De*i=z&}zf2au(a{x@7VCdflV52j&ykQ7O02Bs?0QA*$1TkJ1egFvJ@Y4|lM}H%+@gNTn3=Xo#I{ex?2%xTH z2moOj{^5rPyTMQxv>+M=|H)D4XBzA=t05dzkgl!}1O`p~bAPHZHwYMe?%qOwn(Kl< zdLn%PuAnf41N0{i2X~Z^DFXJu9ipZB#|H}${~L3JU;tvmQsUxbKmg$TyqL3&66iWl*4}(ImAH=?BkOu^SadU_G`~IilpDSV@5a0j6~<=pnIsh5)$#E&uz%V!~kT8}R=;1iwQ5f7<_<<$sm`fA2`$ z9S;9x=l<>R|JXsUFu3<053HWuG1%GAMPere@!ziIklzEX3vqzCyZ*OT3j@N=h!VmP ztABF=;2lBXJHK%lS{>#EaWH^kz)rul^tTz<8gLi_Vt_=$e%?FSC}H9MvSCLL?1H^p z(Abv!GC{DD_0PI$2r$y&=Lm|3i331xZXj=BtOBqrF@P@+JF5;5uU`@e2niyP7;Fdt z%h4YIMY<9HY^;bFKnR3FxgotE58Sa$z<(Nl;i95g+|3Q?`MZsOVG)3kt2-P6Lt)GR z#l-Fagb)zNUzaBu4njNqvixJ0V0Sk+>>&S=6PCi?^{-n40`Y=?iD##fV3|7RNNeVVlYz@Ha6wQ$ouJR*njK( z>#U%~RLxurj#|&E@_|5J|JS3}jt~|HB!lCK#FNNX%KZdGW^y|#d@HUb^QrSk5}l$O zFV>%5w4*ofN$mh!0fi?Ntf`Ec7^R%{9lXbutnAB}0n7Uou{YeT(%en7Oh+#89>Zc! zm0P3fzk07)#ikD|EWF9;?Rg@4n18R`RViK(MnzBUbC)$|FtLxGCL!x?0~&`@S?olm zBqg4WzQ8q%bMcCu#Nzjf{N9#?K2i5NM?ICG>-rDh*1Ojr#irzPIu{R_Y}YbPz6z1v zY)p)F;;(wbuFO&CfO9gCwqGd<&+WpeWdRV>w9jAaP9TelPc3!u=IWyfAAg33+N_V> zJhO|*NC1jhr^vx2`#wBV7B_&ipa!AlbLX-t04fF!Dg&)6daTaN?t{1a1;0G&ft6X@ zNc=nOwVvVUTx84rrLXv^5?-cD%H5<7WEX~wH2j;Yq3Mt0cp#O1_I1Q_M! z;2X5GYslPFl$sf3i!&1?&wn$aoHo(fz)91)W-0whDR6>Qv^=S`f-+vrcax^}Y0gvMS&PIoHf1Dbdvm-9Sz$Uwo1XvjA1nFOoM%L8EoSB2x%K z94BZ!@fut~dyY1L$A60babpx^%{L9y!ATd>0#$Q0lhEBhAMojwf?##Y?;ZxC?>`7x z=!?JcRzh}Ee|osHVQv0^Q8ie%i6FxA&Qj4)SR-Y=W!&W3dlIBU zNX-;qVj!K@I6Za$HdjZhJH1~ElJxB4o4MXCW}^(XACR*d-bg~Lfz&a4521@oQUM4?O`&`D$nA9UnqmhR5pts4JR zxB?THcQJzPQ-w`{QTe)cscYC8#XDG0sCKD-|9C8`*7fL@6EDAS-27rh`NI}7VJ?&2 z@%D3CpSvRW?SE1X@7p4(iR-3MvwZzlzkD(D2Z?@EFNR-9X+M(m!Y^ked_Imz)HGKr z?yOjmsbQTnTO9pCs?t0_9b$&8c{1mwOC~w1T5j;YJb!5KYEfDHeYUc% z^(h&2V@7*dJ&aURW(x4L3{{B%M(ZTWNhXa}>%+kaec(8kz9;TuX?X9hNSr8ViE zvl&!{4qE-1J}%tgQ_&Ew@9`{A{Xx6N1EvOAHBeve;gTUV!y}SULzb1Td3!>;9SBOH8bf zbC5l{7OFw={9B@t&oio{Bj}cI_^1t~s?+;p*|mJ%^z;?wl)>#O|8K8)XLHaZP%f1t z@5PlW+rAeQFBGl8ERspp2nLA;<>>Z)lqpV`0uqbg!}%8skZO+? z>DFEF-lg-BNf14_Vl~G~uzUKgVR&Y9;y$t^*k+o&fiwE!(V;b^Bs?W;u6m@E?a|n236-@F!H__Jzi-4?Z@*&hL@M87rVJPv?nMb0G>k&@&#%@_ ze3-UwG)*t-J*N#``&e!^w>I1t(g7;Tus+^YnB*tH+dH(! zDwFJ#*LXs9T#aRmE8779FB zH>*>J#A5~vj0`r}*BhFoFWcVn^tZ*T-JaPjaNsKM`q;rJ&{R+IMg&KQu?N8MIe*qa ze71uzdgeVHiR<8_%6sPw-T69Xk|VERG(b{M>uoFXu8*d>7%8(H{5Qwh|6o)TUB ztLS7tzl|#HwI;L4&r4An#pQ5`U~MR)IknHCTdwV%+;~&Apg27thR@$k7BrI{H^gwsc$*FoG7B^%`*K= zqtaS()9W@2yuEr@^CHg*$A2Wq3q7ox&-}K@pPFBzsYi@3FMI= zDvpD(#f*0C2eS(^&-@6gE$cETRxgZs4NBubz>ejC-kI+T`fW~^MCF=k&5nh8=2I4 zoQHI-G~Lraq4ILhYZko5PcU@GXAi8Jdij~8ODhwusUAj;x~*yw8x$I1^W$ zquvSVeGl3jDj2Fj9)C*4^=NwY@UAVZH@|nGN^j3*^j^`TU)5*y7nn{z^WXi7e_<5b-C9=Ca z`-fXLs<7ei;otl+aZ+y+d=)bb-GPpoMr}VZ2=YHYANP~H zjLyLRp6L|R_cQ1s*hFVYeJ)~&^1ATL1qy66tXtuiaPvs zHyl~3SXI4}8gyxUu&p#6AX>CyNVCu1k2s5cnxKx!+*WSJJ?n#NFcP~Nzff>B-zZZI6M0| z!-o{y*rwQ}$EoG|Bxm87yanqU*A&R-0mWfBEt&Zx+qjvE=H^+pm00zL%wqJoU@_dPj+dz=lPST)2$#W6sv7JUXfwz+?O@3LcL6l+WqCLY4T)vJ;g(>oULnbAdW;W#=9hEd6pir64V5^qOnYj?7qedgk& zy?9^|Xo8D4#KNucuoj@WZB-zpv>o~p5$)&mRV4DU01i6xUMFY^nXFG2WNfd zz^Tg8M^QbTdYyad8c!1gci#kBbZhfS)tN!gV?KfGijq9j$4{!&znGpGu(fCphlTN# zwT@f1LnNpagv+>7PKaO*jEosNwK9$_gi^0>a9e5##7D#JUVQl^V>d~&v92^qq$yqd z;_0%bCbK;-scxl3v(LBDGk>Jd$i{LkgPx3^_$j-3@w-$_)!9Qc1_jh1q4(I6CTfF4 z4t2Sf;Lg5Y<#2+N*^@jC?HL27numI|R*m>t1Gd`{fht4?CbT|_yplwCBxzvvemGMHQywVoG!mt-nf})5}m(dfbYCM3HvYVnya^sPe7EYmr43RB?g^ z%UUuDxvVD7BLITe8_=}7S58c=*ItAq%8gk>{kVRSC|3I_D$p%Z7bEX2R~g2;8f33> zrTw7|X&a`8QOT`34}Z>8f7Vl&a(;w+|M+w!x1UKT2yZ7O&mf6Y0)rvPJ8{?WkN1*?SRHwf^K`QB?A zPJ{~6vkgp?jmhlR&MXmCV~P&WcrjJd>%H-DpgW1sBsW?`>|DdmamAFNn?md@dtCUFXimSX zxVnxgqK7F98l`J9k~vSdN%JZRbUi*UaXZstib7VG0HmKs@)4i+GOdTLdkpd3n%{h+ zKa;=^;YubL{eLXB;^3N*RXg2i8d6Wz`Sv=|53b;i?p9z0)ePAy8UI`42aoRS24sV$ zxTR+xan%YZkHS`|?xo*h(T;Eo$1myGeBN2IK~AL@on=y<44C8sov?BAYWvw4YWsi4 zf3te%t{Rq=6iMcP#2I+eEh!~94CV_^>wn-=An6w?jNpVz9a}UR$d4i% zkFRN|Z%8Y2Vv=X#35-qkhrzvM&LS$VRs|o*^d;njT+F|@6y%q*;SE|;a)rG7#9T<5 zMNZQxYg+VjT5n!b2kGEEkDewIr3jZNNx#j=@Hur1!)1};KqJMcCQ*H$w?;se?hq~M z+hctg?SI;oEfh|Fz4tRkPRn#GO@RZ02mND9yf6aG)RP~#Jdr4>LuI0%(c}gfc&s~M|>-d{ne6Pu)ly5jiFF?!GA~H8c1M{!p!Tw{_XLqI$RctU8l7x z)=`D_2OZZgwpzB!Y_~;Z$IgaQd-?Dwb}>wyrBzlVS=ABrck_Of=qoh~+*B^^w!t2W} zn}741OT!Ag{Md?W*N;ENPZ8(#^;^+Q=tMc?;>B9tpsC@RL5fMZ&@BB(y3G+lsF`>l zhrirw*zXu!iT2tn(9Drl*QQ)u3!k|qsuKbH*PR0V}_in_IT^YW6 zldGZXbU?0n?Y*bo$Ltyqyi_`p{Y+nM$$wxi)U(TWG*V4CidB12G;(y1&F16SSH}lG zq=c)XYQ5YtC^oqt15og^V5W-(dT&x?a3^Rr>YD!7&pUQE28fDKiD|x#OT}8^bSkOZ z7b;hTJgc%@sR_&84;a5=e_{BYWlTlqIR7Z2k=85C^V)~@Lgq*6jf2~%O-j2v z7$(rV-}APmere*smQ?!8o^Ru|ewg(Pywd9fm$>KQs<_2V6^ag3Z5Dk(`q$ymOm0U- zPittQS^8k7)po$cooJx?*DV$sa(^XJkMe7MEBcuph zptiq#l8I}T>Ek_;ILVF=0hZ6ZOo}~mFjCsJG0)!SUY;~-*9{#!!jhPUE+ z&t;S8@;9Pie<^fn%JhMKQx9almF*=;;H;cpam@!;6-&b3?WYh4IOO5aw|}{>ZQsY~ z9Ku^?OA9#Va{n~oN5d*VFZx}$HioXN^_k7&i{zU;lj#D!4f=6SRr*ukL@11kJ8Q|k z-fZp=-HI^mAv*R{b{tJuX}vJMXvxWBn=XZC+8>DsL+k`)l*uvZ9@K4h?&SZrJODul8T2~Am}c*&+Nl<>2U_rS$~nSM)`hV#Ppja zHu4Tb^X8`^`WIiu67KNo`+RQ}1UDWzgOkfFInS5g&&-Ta#qDm(?MU26w!E2Mdvf;X zV4Gh_3^Aa!q#l(bl%;U~HY$CY)Ea~qtkvV)cxlpH0~nKvzZ|MpkTYQ!XZXOj>AD19 zDR;zu>Q;K_;jp0Rg@5T@<96a#UChp;?zAoL-1HzG^8U<3wVY4|7fW&u@2`qcT zRL_}%^QKHGTdT{?g|hnW7~$>dl}Z08q^DJ^qdTT>Lg3vPoa#!IclM98ZzN~NH?Gp( z`?{65;KoB=ExW5g`o+-khinR@RAeHIpTS8T5#WMn?5@(gntu~q_#XFcU0X4tXbsni zrrb`trA3bd*jd$y+pBLja@QzjH$uL`jv^~y;Yr5Rhs7;^v%?iJKTP%j;ue})SHI6f zzS8+smGxE856A`ijfDF@EC1jCX)=p2aFQiWs=V&%*rKWb zK^ZoD5j{{?p?_ZEzl3O2B8W);fRqp4X-1W@7Ig9u@H}{IL6TLT(5;uu+2jFYKLu{! zz20mDb5?d!({ilLnD+0pb#y7x6e6=Po^;fTm~c-= zh4ig|@9T8Rc>c*wYe4&+v@@Afu5vrSN8G`F>w$=J0)IP@-%yHs$;rZ{aGUgPYS4Tk ze9jk{rcO+9A?kK;30;cduduF9RhX!_!mZ0UCp$7=>0#9T{`2AEXR=z(5#{#{8p=mQ zZqqR>x$!NjEp(i^en1OuT*7rpIhVEQZR5~972QEP!KKp+0oUiMk*yU?lJ7of*>Bv; zO7OlIygD1WVKQ%wS<%HbB0tO7o&tK&@PT&<4dQLsn|Yhe3>Mp z`Buq9`ttfS>9EdsQXJ5}`(`sLZaFTZyfghdCSBNjs&!>8JW35_%Kf+w82g>sUbWRK-LUV{6tTjKg`%9gKWk zcI14FV!ky)zVel5d80|cn3wR(xG`+-O|Q~6E6uX;07J^QM6}Yy`esb_g8kChr>W@o zvs|*w33F<1FjMd6ViwGjStm96uQ6ryys-~iOB&U%KI_=anCnxF;)Ei@9?sD2PBhr% ztIppWaempy@XTy43N8}3P&vx4?}A%dlE;o<#J}3$x0fB?^*^4_hH{s2asv|rIWd<( z{{$7czPAM$90D;gmmFCECjvP)lR?ZL1T!=@IFrHg6o1WIX>Z#|68-L9(H|28A^ScS zK>(kLld;ER=b8k@La}K_vx?-EXgk?ozpt8yNJerfM+O2z61!PlS65fPZqim8#+g={ zY0D&+EJ&t>VM2MPq+`Nsrh;Hn3H(YX9rY`GG!xD;M%$sPCdBLPHZ?KnXn4uBrZJ1g-}cc2W}W3 zg$6sJp&ocR=q0819}3JURY)ntn<*t1kYsPdPCEwU^p|dK!#vp2F&8HMRM54 zy@LUUDWOO)SSnm#FiJrsNk6!cA4%eHS6RN{;D0b>H2g_kauzB@x52GWk&mFe13N8f z6!~0O7@`a=JP})_rJ){&DG@$;ORJzaoC-{9@(gj;aJ~@Q~kd29slxY@y^;Gv6y>jdXy zAru!}ag4)-T~$!rL6cutJg~4N1PK-#7T1N~7Th(sySx6e-~ke3ad!)D2^K8D-63dj z2p;_SuI}Ng?%^JKYI?foVXCI5W~SwriRDOo{AHh%`^{)52X6MQ;78nAoL4d=8(~Gl z2OI!WJ)Iz(qEs75xg6BT5v0*$z=*d-;))lVYQ4UTwYsW;@%rs2S}$M%;{_xdTU_BS zmPuGb@SkWnV_Z`akr=bU8N@&g9P#%(UiZ29RC2#TUZm1e&FLYryw^NEGuo$*-oul) z03f+WOZv9DT~3gj)F@v1Fi8jqq~~E)Go(k zU72&IW$WXNa?(`7cdZk47TjaGUuS&#eMU%sLphePS{hp9m*_GoGfR$-UKA|TyyHI1 zVj}-qrRBN+2F;8Jqd&Q1mih-Oyl*woTS~~UEI2enXW8AI8Hh9sdi+Y z!DIA(;0;V;ffe}33MeiZH7LL7muzKTNmm%F-=qK1qdbM!3vBy@HaN$);2{mE<-|;q zg2Ko#_0SM1?LhDiW}RSa-Nn|e8>D)VqURKt9I+b9k99w1rcmnNlfAw2&Jm99*t(fH zG_vva^ULUpsQ-0g%H66+H#Kx|=IfnZw9toY4sogjb_mZn{3o)52;BSgyT4P9;!9~R z{OzTD$sfn-dhArjrRFSd(XEq+cU4O2Ksp)Ijwl$T2YO1&y2QEFQZM!u7Ll}VaXNU= zWWPkeRD)qvilurpH~*HBUr)GI{fqr$)>-Jf7z2~Av%EyIRpCi?^eh8l{W0=%L2@r^ z(T&`e7f6pr)b9-D==_|W{JybH=U<~l;}s^l`y-E3u%7}`&@QO=%fEvWflMaVHH*MXV%MbX4QXE$hLI2}k$C@N0|qnMtD zw-D1oog9KQie&tP^O`Z=;w{wi9~!JHGpDv(ruHN=-Y!Jabw!EyT?XXq*{=p`3P{Js zD6oEqIN@u~wg>-%)bE*i`njLE+i?nrc!SF))?EAD#X2uB_ z6H(Hb)y>yl)+AXM1TBtBT05cnFG;-y0IS6F^?&$kV|m@|PmdS0u4Be21Q%Wl2G#+> zK_o91DgC2&=%L=BPg_Uc7^}nrH_DB{8`Bck=JxGr-{*hx6X}m!?pJ79LG}{pZ~p`c z{wrI#2taE-j%TBDDI>K)^ymsdjFLNKD+^o2>)z5^7`YA?$OR7+p3KZJ+{vl;0XFL@ zU3zaB;&_EktlB&HA>On+_|76A(UTKDh+rn~xJL;M%v{$L7mMVQPp2aL+oosi5e1AG*#{^pzM_3W0c#JVIDY=3UM?eaiFU3r& z8;MEX-v#}+`kDb;AN2EW`n)Eim}I|70;(vU(W(P3SNWC}-t0>CTj)}GIUtr~;WPfZ zq}YKUc}bN)!sMfx!p;&+0dGD=Qay_O`>_VE-~@m0XUK6UExU|Pu(u8sBQ4qWXN`(n7YA;fVb#Q&i80bClI(%iq}hy z(zLc{70+t7$PHP~kuFEIkX3_JJM~ZZdw#|6EuDYx5xfx~`W>vTAEljXw?TmXM)7;T zo_F8n4_JN{OrKtR-eWtO_BGoefr)DM--A(tq2k;`SZtZwM_>Z?GfWb%0e|EE3X+qU z_0ahkSSNe9Q9E-y_e-S5;#6I_(mD*{ga*lpz&U|(X{BooYYZ4_4(qfwrRtjg3CU%Q zUs@D1yIc&lOxt{?Y9>X-lOiHBeNjrg3;7gamE)>*Bp;J*VvzPr=t%GlLFnRzjpJ^* z2VK9Ol!p6_4xnM)PLXxu8FSL6!#yabi%ha@+(G7W>~JvRvU2vhxXhKYF*nldMTc#$ zjTED8QkcNywL$KQk$uPVawa{Yz_W{awKgRBf>oTWy86h$G)Z63A%Q&H*rgeS@^>HLPHzXr>47?{Ac_BZXm=`VYJK0j) zGF{PYvD8r$9Wa1?_w6LkRpBUCqrCm=60f0(Sa9- z<{VjO`i2ur1_g&yY-}Z{K93gZ>yCjj{7*)_Kvo0kMxWg2{r=`D#nKkuH~S745Scr> ziA$xoftxzbYguIOcJI4$bf?H^xv-d2%^AMRZy3SBdckK|q~PY=@Nha~_bidqxRlfI zRP1Lqig+PW>#!=9hDPiB#Ksg%53m_TC)pymcPg-*spUI@XnRf&w%kUx8*BTv0yltG zbzir;Kr74K(%gZn@OKg1x$mRBT# z{N8l>Z?n`jTNvZD8y8q3*RhW7QF3StW6i%&vf?ijrytv+2(5c-J$$$Ryx7;jFN}2k z(f!?v4yxTnt5W{46MmiE-*~5!2U`WIsaC65JJg51Z9L$1G~?{)47;scdaP%OFF}ue zv|AjN1U)C+*4N47oCq4L4=F-Mxh*oJhZ%ivd-QlpVS3kyBW=VAE3v`Cl~T?@@z`a1 ziZ3k3tLO>OvCgK&k@>=JD@{q@=qKc!b>X5z#o=EFzVz3!mXbKo2duDu?n~TVm$JysMSLgO&89+^V?aj59w4+u&p_Oqi9KhZ$k=J} zgYDW}L%w6^>Yg#k_J83klCqFd%D7E@%ddVnn2`C_LeW*LHCh3q!~ylBW0v3}n;>x! ziX^3g1*Kg+HTbOzd|a7cSQSmpR(3Q>bB-X&X7GpVFg|0eC@+t$M{uTfM5NG{q>C3t z^jTj8FHnB{`w-+Ha`QoJ6?RMU7Jw>@6PV&RUf|`A+kO?Lwmw*+{PR~&C8y)50loK+W^7PuAgA+ONMGq9G3=sd@^@!n=W&2-UOCK6= z3KWZ08x)I=Lgc7FGc^_=l!5(lm$tB*X3OtkH%BFp3Z5P1c8J>zwPlw*abVx&*Y==B zdm8@npa#kJH8ny66^4g0e?{<`EhQ^YX%CsYhZY`h`K?;Q;xbqAj9Jv_;56#)hh<&@ z&P+SVj&BeDa`1xH0t=F5_zyInpU`WYIdrkjh*;XDEZ!F%Iloa^IH4giQ|#oml-_ z`)RTf_a-9ChEyC!G99jZx|cz#c(d1NeofCYC@ORg{%&5S2UQFLY=B(TXv;$pUs&?D z0-G-kJY2f0Z!T@~{#dHDv|6(cUDzTl*SRt%Cb&Zy!?~6h@C^tLk()bQo4NxU z#k9}s+332>&D!3jGcJD#ez%Yn&BKMu;Hd405#jeuN!VY^iASj zEQUP&eZ-#&XL4b4mOcr;#iRI1IM&S@)GSpdd3MB~ zS~3~qRxmSi&&@Q1YW~(^*XsyQ<(-Iecy$yd_;aA=AII_SIeU|{sru(f=Ut@&4B^Au z9d$krr-ZU8o$H4S^fXm32O-oj*rRoZoq;$b){FHNUy#N#GtwT#3@Yg@#gw$%lFqw~1UG zE&UUx+pjsuCi$Trqwz5Qy^#uq!*i-NZSj2)FOQ40*Un2!?|;Xo=O&aaKWiPx@2;U~ z3U|lca|Uoklt1N<4~lnrWY-T!vdkIQDc%kwOz#t>#@*cjJ)J$SN4s|l8a21`S>yv{ z6mhkfZfQ38t0;fe4%653=!cK$ngUDeSINHZ-Ri8WKD5I}>+NG!4GV-mDetOQO|E)B zfFEC#q{JQK6%^z5 zp-e>Ez+xZ%&Z-OyH9HFOq37lhr-h$`Jz#NO@)7@T!1#>Ln|}6|(Y;paT%Wvb_w;d; zBOVQAjdnjI@g6jkU=j@J+(k(IrjVs96gr!YJsF7tx(Fb&B8p_72`Ze8qs`Ww-JjzO zSG&A*>yx0>cj@FKP%?_}4j^B3lIruTD3Pm?J>rpz7Se+vPUV$zpIoHr??1TEI`m7H z2w-u6hA+;2TX_ND*r~iXHZnrMHNosGaq^^z?I+eEvovPysU#)KX;%^DU-(K8mcQ@^*FU zln4ZKtg9_;?EKZg=($e!4)j-kMrnuo6UKhjyxF8Pwt%pjO&pl4Z$B3?OO0?FR~&R9 z#fjU2qh)rvF#9(BfkQ~UT?FBzC>S4H#i#+xUwyF&w1k{gDf+z_Ixa}mhJAf8&IE*x zAPE9&V)-(j0Z~Sr3S_dLeGq{e9AeCoviXeR4u=GBWN(6qUlJ*0$`AW?xHMo{T&Wn+ zBz*i+CyJjgkIZk)8ZrM#AB&;7j2JE24y8xbMN!v-AjS@LK-9%x#3grAhs^juhYtwq zV~hjqXa0eM`ibMf=9$~@pnm>1uzltZ95jF$9_r4FfEjB8x{JlH~KD9 zZ>hS*q7;+0*Xm7<`gMaGtZUsIyWUMszKbCPt<;w4JewD2(5x+d zmedhb4u;tR?2(i>V?bf>Oc^*7gSVuNSh5DLIFgD?nT>?v?Tv=pwN4BV3bz^u5iN%< zU#_=kwRvT3JX^IGzGw8AOVNt?)}mZC8DQ|C2t#yogCmD3G3>3n)v$e14|NZat$@G^K?s(V;S#qgB^ zbEpY(cY+Ca_h{XOBWZ~@yxQY9i|!>%%~9gH5uQucfeul|MkiGa_eLjW4EIMTmCQ)1 z4Ei`xGi(Db&Cn#*#idkj{zHf1ip)#iKLn}p&)WQZ&m8FmYv4N#E_ci}*xu=OBHJFx zg~}vOM?krJ8>&H)`}bIw5j+2u#T;M2*Ach-5Av1QMQK4&^^nH2kgN(Wtfpz-qYOqD zn#iOO{JmjK|D06SjS9&`wGF*q1+=&FZeO3w-T_91L!&vmNGAaYy$!v5-ZqA*VOk~D z#wd%I-ea$lxaabhvt$}KGRnCz^>er|movDWolSTd@lT60rDI^Oe+V<2j-qN;s!mEB zl*GPhi=RTd>HAbCRjeSf5g7kNq0wIdi?edoX?NJDJ2%zxWX1P z)dR*iHC+u7iOG}&((?wa7{kds3s`o~1M)3*Q}xsHHbwu{*)?l17Y;Qk(rmEm5vohm zKUG`qS`Tto!-Lz+cg+X%!j(KjtaeEP`iMD=ol{Ev!b*wJd}W+#^FOE3{jIf0wY{6? zQD_yK#ItFypEhBeZca6KGk~g}JIi$7{Q!8x>zUo>7Fqex3ye>bdHOwS z)VX*f9*KdFQ-!0$+0H+AmxAl>S~zYpV&_i+_tF@it{-b3u1;!K!a5&r7qbIn|6;AN zMQD3Hp{L_tAvltr6X@XV{D|^1R4Rajozj4kP2I-V;u-XoosvzPQjd~@lIxkCht-^% z+$rJge3a~zYLslUj+Rc(9Q=Pc$!ASLZhm$taY=q24t_}vxHuQDG$%hF9~WGLok!|9 zM^BnV`2SG>KkFcr&QYlmc^c0M(PRjDYXi+!;bQ{Vt8@?qY389Zo8!Kn18 zVkg(i!dHens{z-#Po1-?d_#4Ioq|I#EV(c3N9rrT=w2NU5f{k&Xnkl820jN1j#ajO znfEQGRiT>|uMD+8Wu}^ywI`brP*JvrJsUS+C~a?BRF%mhC(Vk~YdR)>zRmZpu zo0*qR-Pz>vRE%Qhas8t=>TA=y?+V zwk~&2CS6m?JWFw?F-9iRP8T~7Qh_mcCi>*3%G(VWf3OdNhpH_kno z1MB0|?xNWwi)+AeZU?Wc2;0Whbst~(Zi>mlev_THAw=~EwUcc2#fJKTM;sYhjsTix z=8?{78EQ#o`93;rZqD@A8NI6s?M1Z4?dcTtJS8c9o}=l{Q>dByF1O+8TuLP_N5(I6 zh5cXTGG(rAO^0|PF?D%?{7=4t9IsbE@ppzn^#LMXV}StPnyCo(-)ag}_-s7bf1e)d z_`)#guOTXYLK*4#=8jbDroYoNI)+@iqcc{UZ6-9}8+S>1aD&nX2xGE_$ggpxB2R(5 z1Ug(5HdFgKKADjWaL3t@PQi;^(kwYbcyqsE)#Bzci9WPKN?~kh`+Yc~WG&Fr6ISqk zQ&p}f9Jv3h-(R|LIQou+c3ev1p5cwn&`y7Ee)Y3O)V2nNwZX4cz9QX1%TPK!Y>JD@Uk)lKd zm2Y6Aq7Zh|vLj!mH$D^=#f6xy!Qn_sA>`vPfTUBVUG$PJ5F7`s8xIa14RJd>;VcMP z6P&_IFyAzuJ`~OJWbY4UbjHy~*7nXtE$-r0Ib>=^MLw+ve8L+|@93S4%c+iXI~%jdE4Za*wBGidEo%)UQ1;jF?Rb6Il@y)F0wz~U^>x!|I99tFO1JB zJJ?Oyg)Uoe8s5<5OG<=9ECG?r#dfyWLD@wQ=3*O=@x7zIf-?UTPP;k1s|YB8~D1|0HF5VDS>V_s#f*KAxu!TlIPC=4wgKM3zH| z3ml2fIh#UgQZe`s(w_0xx-RGLfZjm8QW})Hqp0G3du!4GUz8?J_PyVlgt}c z9x7|ep~w^$+%C4y3et6NJiHEpntMmtA!>(SZfK`uCBBPnFD2ATk`&5#`qO}aBQk_W z8XF(V6bBL{KNZuklFE)0gj!JfN)|?zsw5PPm%VAY&(b=QipdWoMI&OAqxL8G%$)Bo zxfS^n8bCeSugh+pJoYq^9Jfr!5`+xfvihR)H$^IOJ4bQftxcyuE12QA`Y(ZirL13Y z?ne?c#CH5`J;~}=<@8^f-?R%KA=;dV38x|Y1cmJ?$~4!gx-fH#qPSSXh^py-ElnEg zPB>f-AL8qn-2LE=Mf?>)so&Il#+>#UJv4TgPZ}quA{x; Tensor}) to reduce visual complexity for students simultaneously learning ML concepts and Python implementation, though this means students don't practice type-driven development standard in production codebases. Future iterations could introduce type hints progressively---omitting them in foundation modules (01--05), adding them in optimization modules (14--18) where interface contracts become critical. Advanced systems concepts (gradient checkpointing, operator fusion, Flash Attention) remain unaddressed, as these optimization techniques would obscure pedagogical transparency that makes TinyTorch's implementations understandable. +Distributed training fundamentals including data parallelism (DistributedDataParallel, gradient synchronization), model parallelism (pipeline parallelism, tensor parallelism), and large-scale training systems (FSDP, DeepSpeed, Megatron-LM) similarly introduce communication complexity that extends beyond framework internals. Production deployment and serving skills---model compilation through TorchScript, ONNX, and TensorRT, serving infrastructure including batching, load balancing, and latency optimization, and MLOps tooling for experiment tracking, model versioning, and A/B testing---represent deployment infrastructure concerns distinct from framework understanding. -These limitations are addressable through community contribution and curriculum evolution. The empirical validation roadmap (Section~\ref{sec:future-work}) details specific plans for validating pedagogical effectiveness and identifying high-priority extensions based on classroom deployment feedback. +Advanced systems techniques such as gradient checkpointing (trading computation for memory), operator fusion and graph compilation, Flash Attention and memory-efficient attention variants, and dynamic versus static computation graphs, while important for production systems, introduce optimization complexity that obscures pedagogical transparency. These topics require substantial additional complexity---parallel programming semantics, hardware knowledge, deployment infrastructure---that would shift focus away from framework internals understanding. + +TinyTorch teaches framework internals as foundation for GPU and distributed work, not as replacement. Complete production ML engineer preparation requires TinyTorch (internals) followed by PyTorch Distributed (GPU/multi-node), deployment courses (serving), and on-the-job experience. Students completing TinyTorch should pursue GPU and distributed training through PyTorch tutorials, NVIDIA Deep Learning Institute courses, or advanced ML systems courses. The CPU-only design offers three pedagogical benefits: accessibility (students in regions with limited cloud computing access can complete curriculum on modest hardware), reproducibility (no GPU availability variability across institutions), and pedagogical focus (internals learning not confounded with hardware optimization). + +\subsection{Pedagogical Spiral: Concepts Revisited Across Tiers} + +TinyTorch's 20-module curriculum exhibits spiral design: core concepts introduced in foundation modules reappear with increasing sophistication across architecture and optimization tiers. This recursive reinforcement serves dual purposes---validating earlier understanding while deepening systems intuition through application at scale. + +Memory reasoning spirals across all tiers. Module 01 students calculate tensor footprints (\texttt{tensor.nbytes}), Module 09 extends this to convolutional parameter counts and activation memory (output spatial dimensions $\times$ channels), Module 12 reveals attention's quadratic memory scaling ($O(N^2)$ for sequence length $N$), and Module 15 quantization demonstrates 4$\times$ compression through INT8 versus FP32 representation. Each encounter builds on prior knowledge: students who manually calculated Conv2d memory in Module 09 immediately recognize why quantization matters when profiling transformer memory in Module 15. + +Computational complexity follows similar progression. Module 03 introduces FLOPs counting for matrix multiplication ($O(N^3)$ for $N\times N$ matrices), Module 09 applies this to convolution (sliding window creates $O(W \times H \times C_{in} \times C_{out} \times K^2)$ complexity for image dimensions $W,H$, channels, and kernel size $K$), Module 12 analyzes attention's $O(N^2 \cdot d)$ complexity for embedding dimension $d$, and Module 18 acceleration targets these measured bottlenecks through algorithmic improvements. Students develop intuition for complexity analysis not through abstract notation but through profiling actual implementations across architectures of increasing sophistication. + +The integration testing pattern (Build $\rightarrow$ Use $\rightarrow$ Reflect) creates backward connections: later modules illuminate earlier implementations. Students building Module 13 transformers discover why Module 03 layer abstractions matter---without clean interfaces, composing embeddings, attention, and MLPs becomes intractable. This backward reinforcement differs from forward prerequisites: students \emph{could} implement transformers without prior layer experience, but doing so reveals \emph{why} abstraction boundaries exist. Spiral design makes implicit knowledge explicit through repeated encounter at increasing depth. + +\subsection{Limitations and Future Directions} + +TinyTorch's current implementation contains gaps requiring future work. \textbf{Assessment infrastructure}: NBGrader scaffolding works in development but remains unvalidated for large-scale deployment. Grading validity requires investigation: Do tests measure conceptual understanding or syntax? Future work should validate through item analysis and transfer task correlation. + +\textbf{Performance transparency tradeoff}: Pure Python executes 100--1000$\times$ slower than PyTorch (\Cref{tab:performance})---deliberate choice for pedagogical clarity. Seven explicit convolution loops reveal algorithmic complexity better than optimized C++ kernels, but slow execution limits practical experimentation. Students complete milestones (75\%+ CIFAR-10 accuracy, transformer text generation) but cannot iterate rapidly on architecture search. + +\textbf{Energy consumption measurement}: While TinyTorch covers optimization techniques with significant energy implications (quantization achieving 4$\times$ compression, pruning enabling 10$\times$ model shrinkage), the curriculum does not explicitly measure or quantify energy consumption. Students understand that quantization reduces model size and pruning decreases computation, but may not connect these optimizations to concrete energy savings (joules/inference, watt-hours/training epoch). Future iterations could integrate energy profiling libraries to make sustainability an explicit learning objective alongside memory and latency optimization, particularly relevant for edge deployment. + +\textbf{Language and accessibility}: Materials exist exclusively in English. Modular structure facilitates translation; community contributions welcome. Code examples omit type annotations (e.g., \texttt{def forward(self, x: Tensor) -> Tensor:}) to reduce visual complexity for students learning ML concepts simultaneously. While this prioritizes pedagogical clarity, it means students don't practice type-driven development increasingly standard in production ML codebases. Future iterations could introduce type hints progressively: omitting them in early modules (01--05), then adding them in optimization modules (14--18) where interface contracts become critical. \section{Future Directions} \label{sec:future-work}