From 0841e7a723e7a70adf9b0adf0af3d1330f9a1924 Mon Sep 17 00:00:00 2001 From: Claudio Maggioni Date: Fri, 7 May 2021 17:12:59 +0200 Subject: [PATCH] hw1: final touch on training procedure description --- .gitignore | 2 ++ .../report_Maggioni_Claudio.md | 3 +++ .../report_Maggioni_Claudio.pdf | Bin 132411 -> 133056 bytes 3 files changed, 5 insertions(+) diff --git a/.gitignore b/.gitignore index d836f0c..37cabd6 100644 --- a/.gitignore +++ b/.gitignore @@ -422,3 +422,5 @@ TSWLatexianTemp* # option is specified. Footnotes are the stored in a file with suffix Notes.bib. # Uncomment the next line to have this generated file ignored. #*Notes.bib + +*.zip diff --git a/as1_Maggioni_Claudio/report_Maggioni_Claudio.md b/as1_Maggioni_Claudio/report_Maggioni_Claudio.md index c20b507..5e286c1 100644 --- a/as1_Maggioni_Claudio/report_Maggioni_Claudio.md +++ b/as1_Maggioni_Claudio/report_Maggioni_Claudio.md @@ -112,6 +112,9 @@ The model I've chosen is a feed-forward neural network with 2 hidden layers: Finally, the output neuron has a linear activation function. As described before, the validation set was used to manually tailor the NNs architecture. +The network was trained using the `adam` optimizer with 5000 maximum number of +epochs and with an early stopping procedure that has a patience of 120 epochs. + The fitted model has these final performance parameters: - Final MSE on validation set $\approx 0.0143344$ diff --git a/as1_Maggioni_Claudio/report_Maggioni_Claudio.pdf b/as1_Maggioni_Claudio/report_Maggioni_Claudio.pdf index fd88acda26b6f44dabde476c5e68ce78890533e3..2ec67c7fc8b5b5c8039544d92a1f7071b596ab6e 100644 GIT binary patch delta 28287 zcmV((K;XZ-iU`1u2(StZ1v4-(Hz1Rti6?*UT1$`P#u2{nuh1nh1&rG4CrRfJ#Kx|% zLA*Zf072k20!pGr%u=Kxk{)ku`I2UKyv`*+PAYacyQ}N@RZ;QkVHK~we--oZ zxA(8Uej}AyWg>IRt?myi8(X2QT_ss2oP?qM>ZeGpf4=|A@YYLzS5m|ZsCXq;sTF^* z&Q^(oF(+5|C)oA%FKaEMyz29=SZ{P{qweSl7j;G35p^yuhvu^0NEe;*ddKt4fqp-& zwT_zpLQkh=UsOc)ZCO7oHa!)2O;r1@KEJGORP1RF$glCLw?}{FE5*#-XJ|~tKvl7a2*Yt1wlFYzZ?y&?_?4%V0j%7Hab(F%F~(7 zLUTxwW5s%ar{IS`K9=2)C=xsngHD0IA#oV>+J)cybruJcOTky^?7x2<%N_68)VwFT zJDKvt+^6mgGqXEQe5ShTEE}C@p+GJh?;M;$wnf(!mp^%_ZDOJ06y_6=fxnQS9NEVQ zA;{?MS72o-;t8M3z6QJd2c_(M)lVB6$3fz7h}s}KXkdH> z9M%>$j$5*K`~)VrZK`rd&s|y~C$J&KZhXG4_QVOZ%l9 zx8=jBDfdD2pXJd9!i7IsmkA5TKI)AuZs-wq{zckhB@`1|jUWmoLF zDJFr4B_}*Us$N-*P|pw#1NiQu&Nw5nO(ftoV)T={+lvm5)2P0u-}-dQ~qmt>Q4lX>i)D1izyQ(04JK=kuR0k z`2MsVsGTgXgL@7ME(y7nxVq%0qWgW(&-*Ry zN2nAp$l|+p78#rc3}r~60({} z?aQL!b2k{gkHPwL7f>j*7x6Er{Ktt)+!KhyKuwj!mdx`lL@ZF?uBmrbzc1*CFb|~0 zckgIm3K8)+KqVkCv*J?9*WrB+mByWtX!`bLZ5Ci;vFEnf<$cRG<)_a&i18+b)x`9ey!gaL(d0*L}(DkRgErnlw8 z9fp33C(DTU@#To$CO;JD^0+i_+x|41n0Je_tEO$As09twBU!j-$T(m=31GMLxhlO6 zC!ECKw}Ue7h}a*k&1J#bV1`OVAUrI>_vz=dcA%1frp^I`4;%ZS1VJ$$kMpqxPdM_j zw!8G0HoVEhQJ2z#Ntp2w0*P(o;~-E}Up$5JjRO01oWI|q01;b2cEUpTLXVi>bd1qz zNW}$>P`!$4pd#)|oMwH*l;c$N(4*o|U9s`z4~rkms-iX1phj~!O|%`jN8NqJ+uyIP zi8gG1DY0ahKoUnbKw^{>9LIz8qFR&1jpI~+!_tjs#aL#?fNUAV!f(AVC|=tIxb{QA z5s?nb$3~g`0}MKcT+Zfe>C6dfS&_e~ zcphy+Ni86d&G*8r3o><4+0n1hR7h-#!W)c#ovE?l<)Q3Hx;>X&M>Sr|Ef7zzJ{`IU znussO!C{A`-i%q1kj>^dPBB=sB8RR8r+0;0dVy+Sc&%MD)+&mz0X+VC2K+T-HZH)k zP)=u9t(PsoR6reC(I`Pa6~%Y->}7-lW3L0sb|@zMz>oF??H$dK6J5%X#`P^|gU}Cu z&@EJWtO)P{8*SQMGi_l#0W$`1v~##}BNyf~^uxrVsW7x7XsaK72eKfZ$HNA`zCmA* zkrhylD)U7Z&|e3?odKyqV{#^EKF|r58Rfp{z&8*Fo~~jsd4K+Vz#1k^vg|he$WoC3 zdLHmcd=q~dk(mL0$avf;5owwQh!Wd>WTnR*@dw1*!)8#`B+{>RLa8Kdrk}$3+1xHw zW`xyxR+6}(8R{r@rV#zAfWEN})OXk?h}%TZ zgvhLFt3_(;oY$Xj%3TYo(uvgL&xt`hE2K;3dxHhJJ8VE1Pd>|>i6Mr;_OlIte*WCC z29c*)980msi?VNtdJLfsXzy|VgeW)4`-xIsr3$Qqd%JaCd4F=)*J!XNDO=88jNx#u z3#n`w(L(xk9wDY9Lc}QoDbv@yed$Maw9sM*YG#H zf)e6$3{hbA?)QL9`Ykd7uoFtvw(NWZ)r7`8C5V7Af!Hmh%O@&0*vg}R z&q2c@yJJ~^?L-5LmR>~oBiT1sfsK ze|=+QR~~5H)!zDMyCmQ{w0baoZtR;ekm&G%?b>=|3edqVq6VZmbn8+S;*K6UpV{zv z&knh8D3w9A7as%o1rJ7nLWlEZvW|W{aQ^g8$XoNr2ztn?wjm0C(XAa!#&5|pT|qu) zqn>$qJboJX(!*X5QR|NbH&=a7C;ORMjc16G<|yIy0&| z4OgAqR>k2SLiz3n?( zLs#Vtey^!93tonQChelCl*Wiuvg5oTi&qR#)8Z9{>|@Ag=*mt&P}^_$JF>k-NaF^) z#?cp;LGRp>hH=WUFmz(7>b43d;a6^FDwAC zrRjgCu)r_eNit^ML+Hil0hi4`ASWKrF$6r{3YMve!2@`IMF?|?Zg7m>;}R&JLyn*J zGqv?!-CtB{d^?!vZ>nwpXga5*yIozRnV0Vis*4vC7wMN37sExbK1(W)i*MV zbPNnE2;aU5I{*zp=C(E>1|T38fE{E8kTU{(lzx9?Ffec;d;@$3+5jCsg2n(tH-HQf zWT5P32V?|L82n?%+d6`14GkPW!ay5Sa~mM#M~SelotuNXsTt^R4`y20zn%V83()~2 z4U8;pT^udV0R}e407*I-I)JRL%ZJk(Kw)bGFa(+zSeXE9O#sS3b%2VJsG<_!yP}+m zyb^yU-A7|3Cp$Y^hyQ~`SV>vsI}JcYP*zzK092&`d{l#%}LH2@d^&Oir8^S@*N0~^@~GQj^p`zSSWu(keY0D!^_1hV6z zr+0C2p)+-I1ku?#n9|u<{ew^0%-j*+V(Wik3HW$+09pb6A;!tZ_=8T68Sq~X{w@kY z+S~|e;|Tm)Bxd`sp!ElpA4MO2(0>E_AOiHar`5mG0ggc6{~BXv;P_9iw7k4Dz}mpv z1_ZP*urc~b1Q~#w90B_O_&)AHWAc9i1OkMe931}6kom8W!+($YFX%$HA6KSr<>7y2 z;PRgBiq{O`*)vbAwEcLX{9t0NF#Vr~Wei{A0?nwi`D|{r;VqkfuyO=?nVSGVo)A174V-}hkb@J@%j4ez|Jy=f zWCs|V8-YHA{;^pQ{^>4ZV`2;7{FnO!$$y3Zj|3?G*{GBsyVTg$#>x#~3^ad1pqI4; zeF%c$|DS#KAG5@qtgK`Wtbr8&N$G#)8CaWJx&5!q|Hx1S{>4fmYwKWbVD%p{b4M|A zSD>-HImpQD9~S@RmH-)iNMF##)C%~qCjYop{_ZBL57~YkJ?4K;E&wef8~cC6J``zW zX#;e01h8@b69Rs)@E>?TsQ-V97CmAtN?oRe=|7%^j807ezdawACr*@KyUZoCJTSthXr&nxBa*7 zj4S|phkr9ax;y?)!3Ru7D+5Qfe@po20s0^0AL;*`V~$3)4*v#{=>xOdKj!~tSN`we z^3T3u_#e9e&#C*5tpswgwFIh}8-Kjx{9B5Q0m#AJRg2+6^o$?=kK2E}()nKlzWvXB z{kLi%AzN1uS{7DD04;y>2Yz;D#=oqxdHt_aqko-$|LnI9S^Ss%_wWG#fv!L!gr#{~ zBkn+p#D<_^Z_(VT66kN7bf;z5eCm=hP)jLOZJ%*PvbITp{CR#&zNut+w$kEUI^OYq zHU;Y60+VF=q)yCHRzL3YNNTz)9scq=WJ8k$A&r?QzfvGW@z3Xc!xX|I zt+0$-EO5u1P;-AP%cLoN>BR~?Ncv%q5+bFzda`AOdPPG02c<8_n!-N1U`GuB{BUR5 z7R1&x#ofLZ$Ck|6Q#`?=tY|tEm5QD5dOj>E!#xU_o#{aqo?WGEEW+=30r;7fg17_& zAodwXtt{bi+ONSA3%*rDi4>jkFTZ6o0-kEWi!~J!8Q_0=`V%N=`$RZnL8XPTTXxv}YjYkth&LNcWX~z?FIvm;HT(2$>RLl4<(3iojD^r<# z-f~`0$G#HW@@+oLTBCJ&T0(W08I?<`MgSASK_1yRrH~ZvKa_Y_=>y8gUvRD*JQ41@ zr?=w9%;SH)AHSQvsRoph%#66(x{&&vZ?z3E7G)3e_NgAKXsWde5mR{|(*yW9>>8SJLA1s)D%xF)pI_MRUSO5L z36g&bsNFSPRTe0 zz%Sp#*+Hx}kN0!diC^hx7+t`5#X9!_O>pHGtWi>PtqYQF8xV;)>^=FFg|+0?+$XcS zb(sqmr$dOzf2+^bDuv;A8kLabL@_~3U$1`*M&uw|d!iB_np9)dNxv3wC@7Xj##?m8 zPLg#2ptdYV9zvm0Ycp*|jPU~d$8*4^3cVW2AE-4?B@ke&QB!W&U9;Ak z(Ne4K;ulvi&+At#kbJk_@6bv~J=%HNaichpXKxjR>?MswI&XNw94{dr{56TEeg}VL zLOc;9zikx;O&Hg`ghF~01&Os3&tI5Sc)}rog)zm5!+11sCAeS=_qvYiXmma({`5Hl zzyBk0&E+%zD6myqtvMB><6w?|VuvKnBat8L zzvvMGX9-N+c@7kKAAl_DTHu=GxZ;1kcfP$wwMhIPV~Vx1aNovUD|LNhyjb_eC?_&8 z;^am7Ry|6TI$Uh!Vniq7mf2+oef7j=IHA)lxU z(djDMkxJA_o27Sq-))yc`_>^z2H3cQqd8@gCT%vs&!xN$t2j^A1>yxq%D#$GHMJYPkZoIN>B_Mmxz3W@ouo7#Q)%X$wjStd~YBGZ+O-LLLQ5(bR6#`qT=#oyr` zC$nxeOBrVfH@}{r@|6maM-+eW#2n*rvsf>Gvw-*%;tC4JP(DjJX~+_{2f&JDDZ)o3 zz=dlk9aNG|J`^!T<_V0OVnj@^K$yAiRpZHm(-2m)cNG4@*$V_WI*!i#Hp1A;Wg%wO z+~~q)260ZJFQlcpcHxf-e`~gnH4%puk%53sA{4C4;lPfX zB~La8hbw=cl}-|R@;AWTm;rBqt9Lz7$qk*phN_%wZx^pTh!KA{Vg8M39n%9YIywSU zi@7QkL|Sfjyl{4n`!1(1Bm(IeSZm~vgtU95GCGlaj|XuRL(G) z@Fw?%6~2nQmvJ3mrQ~RtI4w-&Z}p2+ei1!5A2fGchzNS>W<3x^Nuzh0!KTtJS6}lt z5yL!sK_r!iTLFLaZgol{d#V_Hq8!Ky7OaY6_Cs^{@mHa@Cgja2kf8%EM;HcqL#4&( zlW8<9xcteXzH~nr*(*wZ3evAfRN{l2Jm$2`#TAAF$s(L42d&0Q(C?zmA^NwCi4jNQ zF74sBh?Hq-sCCp}@>fqVqMjE-LS4fm{Xx%--oOm?E7yO@;B@^R4wrL7rCdtw1cj%8 zU<^YnL{`$hOtI}-{g|TwueQ!FD&sxC<RlJEhIY_jNT}NviRdbx58z_Y5KQD;1-Jnj=jD9ADi6$!)M0m z#;s0i>e+wQ&|s&GbIL5}uY{2GgxtDI;nol=Uq<-?cbt=xA+_Eq=f8W<@ZFD8x%q!u z_0aC1eH@8JCdeRvvr3l<#L!sc8BWDeLmhY)-&3rt>1h+CP+1~sHLw@qmgSWFkk3v!VZGWuniMX#FH6?2`%wFwg9h4BL&4H1&%>;fDKHVh=^L2jCBJMr;sj%J2kFvaQ4EWc= zL+pP{QW+I}D?K&$^wxM!h_Y|8j&BL(*P7)k-DDSX}tiRiD#odoL0M>8BpQ2api!W@_yJ zO6b+>gZGrI>ak)RqM*r6VZOP97tHlZ*S~*JKSL=26Ctw-_@cyqG)(15u~qExTLe=U z&FQ>Ox^JL{zj@hvxCXoTWL8ZUk&7I9gi!bKF16iSovHTpRe>bHm^ZbsBOtF~W!CwU z%}(<3B@z9)i8mW{V%sSQH0X{eThnMUw?a4sBbvX_vC7o%|MeO28%&E|cx>YIFob_V z1}*0o`o(+Wo`E6N5enAXLU}0>x?=)F9rc5ju+EddKsMW1VpIh&@%1PVP=n z>(n zuCR%uqiC3oh@a<8hg8avtoiU%_zQoy;9c_h#b_{OR=n+X?D%}IMB)6&4`l1zCtga& zoe=t?$#PFxhButQH9qd|rz#F(petFbyJ9$0DjY49I@7ldzjA1Lz=HtNv;Au#Px`nhoR8)Vo>}r_^ zcb|lq5Nfm|ynK@JEYQhEsc)p~vxl-d6l6-MW2nWOy|wbw#qz}G5k+v867rI#`&(fk z``1Nt6*BGFiu~=FlZO~NxIg-vfTZzHPh>-LN{lcfltXR3#sVx--9Iz9B5P zH(+2L!GuH7WusR@|1?Kvj?{m#LGHfEfHJ;MS5O!64EPaOG4fDU@mPDog zkbX&epf=x;In}Q;jq(O_G9gr%)Q07jG0AK;3fn)t~JCP+O7fp@yglH*(j$tCfG@86yh@>bslGP0Hnx zYOO9g2%sbX<;9NPKz1-x|6rFoJf>h=$d1x|)O9-Wh+f&*a>>o zXVI9>zH_7as9-=!o+FiPo1QxjI^ZHdcsNRegibq;vq@;=ssj+3!`O{n` z7Eb~@K|8N%>G^*e9P%rfZZ-c3&rUbAzD&J@aKPdF@DBbj}{)K7Hw8w4=Gg8 zveWLc#5z<2!EtTdLRE0$L?dHsUu_);#+~rQCyUQFdPu)1V$TfhtG4w9k2Pe$HxDMZ zW^eRqpLd5?tJLP=x$`BuK(rW(Vub zK!qo&u$O-`%8@J%Rr9-A7UOs?wI&$G-!~j}JfwqJBQETAoNHqQ+P0(yd;IXqjh49m z>0{+|OtRgb!^0eb8{CR9wTcH(OGwx=nU;Q4<l4oiivw| zfPP4T^*QX6$mYu~%4g)%tk&5(K}{n_x#L1dC4YaO0dF>kFBTV-ODCm{E;eogQgn&J z*N;{GryGe4pGSjJ;Ot^J+uI0i^&W*QYy1Di8d<(FY}>>bxS_yUFLK`{f6Dp<9ZI0h zViXCVgCXB(e2lN&*Lnh%pl+tDuLFz-clOiJfr^CM2-FcX zUP7zd7lKriRS&gA6JEa3{UJnhIqyWW?N}#Vkpw8OXW*Gy+5wo|S&3;-H!8uR6jLvjml>1_tRLQFoGF%$6CFB(On0@aX z<%KW|qp6(8kfp(b`K%VuDQs6%F0EE9CNYN*+3b6J^|TH{+nQvTQu%w8@%yRK4o*C1 zf9wxY^_>e-|21wZ9zclc8hH>@YH@!O7v5rvoxF54{7m5mQh#~qXCM?~UScp_a*DQ@ zgTIHlDA0j!T1Go<9{+bc*S077@zAw2u0fs}q`o&FWEeSjk(v z`{`(#)=?}Ucd()HyP2wg$CqqT$`0(ugUjz#JM0-$^?0hLU7}a+Dn*uN_nv>)pBk?B z)*G{-II)j}MQ4j{bLR)o-91*i%w0guzX&H=~})R_aHNryQ$7A1JTS3Q}Y2 z4p}Uz>YhK7*M#!8MUxij+N;#X*@&oXa+XE!nw|nFB*(@98C!*tKT|iS$%_qaAfMb|(K9JI zlwO*z+-LF(TLMqw|2}_NY$|RQmVZGa56-hWou5K&u&zqDc+9Qm%_TSf5X~-;Wj^P} zJUg9Sq)&EQU7|ta-{jjTaFOBMy2_mem42(`nc|>ioS?+fMD|Jy7MeJio6r<2_mL!F z62R{kPYah)0vpt5MUb15bOr3=cg{ElOo~2Z@A~SSh9G}VLehWhATYJ2B^4zVtjwaN z=A2oA6!bx59p)}R!}P?|bK3>)w2ShRTO$v-bqD^4O}&Kh1&n!1-ySPb6$PC_`v3wm zWY*_VP^wf(1Tb-D?>m}s`ErOcu)9Vo(Y+a9Wh<&ks1F>RzWeJwj}Qxl>jmx{xPI0u z$5f(UE2i)d5jlSb+L<&-<3L9(}l%6>DmkfF^3eyb{ljfC6sIKO5*_tFvW z+^(^NqNYS)B`5^myVt+U%ss-6FsMD-Qsk+t`AwL~vO0hB55(_V7_2h6>qnTQ#pt51 zDPILWae>=A&*j{07(R0(6Q^39#pm!ViXbk@yVy*)?``GffZvpq2Olq8JegRb` za|K!zl2sgV-U8n|iT3&wMA)4QtrSn$M}2l|&MBG`I|SprpfjJQ9610X>OwYt(7fR4 z@SZC+6o`KagsSS(0p7R%=!zHzC?h1Y^>EySb$t;8!a+VBeAj);_p{vM{zE^|yB(ro z^e2mJt;3t+tN0Gn{ZDwx%8tr{e?BX}yq8S)g}p2!8`ef2c`G&%F{l9&KEC?he3H*= z12~eo#u$Wk?qs2_sk|a=HFd|`@D$!}3~t*mT^E1DL@<@De7A+#dp{l>_SW`Dbln3M z>XNghFCQCZC<0L;L<*auG@zQULj!i9^mv9AqKZ+UkTYp*Bj)n)ggCtG3dv!cbJY0o z%dbJ@=!2ruk;UTTKtqct3mto%rt6!{n0b5^1S&h-dRT3Q=M}xI8gI`XSD!PxDq%vl z@P~gKvTz4mSm4hRbef*zg`2(}i=_^;y6gf%G6rK8!1!t8&r#Tp`@_+$(ruaSX(mtp z(2^6i=%p2&$c!_YHONzsqpCBl6#hpKX8xWn7gwebB;2x z_9}gCFd(71NpkpM0wSjCc#%~7T|lEdD+iMJYOh9|?q={saowSwh`K@E*zEfHwcz^b{>XNcgv2nI*={2I&J7p;|b#Q|*~&*(ZO^ zNb%C(7MqO3>aYKg&nwrB@W$~b31-G3H#CzlC73ia+L`La1M{=|5kwae(B9frZ)-60 zyl_IWh&|Dud;&!?=sMoT-xd)5;eE*piMlWY60c{V&&gxt0U9a#yJ)f_0ZxMiZV z2Ys=u99rA%o!K`A~$*6fNf| zn%W#kR~-R%P!LgZw$7k06&hi}KBs9~!7{P3#(AITZcN9_JKL9$6%?~tCRu-@o&hZ* z4j2qYE$8F=+=q?`wYk(skWSzDGsH+T}4?%tj=H9pKuYvwg0JEc0s6 zo066x^|tG)HHZG_*{b@D5MCHp!5C4#drPvTT1>I9Qp5Nk6*sJ$it`%xn|*#TtfyDbQSTG37c@7+mVm>{HJ>A<#hYXk&K}Cixou*L(*W(2t zsb`V~zk<|@tGjVNN!g-mmT~syL=+D+I7i2Z-`oR-7Flx-zWZu!(8Ygfj%{CSr-7as z5u?lXBwIISkzsNMT~|?dn|#t^$Y(~ zZZwBo=?(0P6c)+krcl65TmF>njiDY<;5S_5?GaU7))>g@=Zn ze{eX4zKb}1wr&D*k(h3PzD^Y6eY6b7s`-^mZwj&b&Rtm`6rg{?9-a*~7T{eL6oldF zw3`-_&s+z;ITd6W3#j}00~(F`5$lbhJZb8wz_pLWS7P7dZX=rF(Yge6GI;oM3q1kj7 z(~oT_WgVJqyUjWG$HX9X&Pm9^HGR8&S6EOk1in1Bxd4Bg^h29iK#K5~WEsIc)60IU z+{iODUFfKJw--mVMY#cg8v@HRf^E}kiNhCfc1 z6C#e-R!|!(a+zGw@11$Abh+b#H5q%v!5MO!?x}lrh#01|i+El5T}>Ls-}D^CR>RK* zA!g@1;Lm@^ci_=sz72uR98@G*)Ac)us92zc11^i9t3 zLRAgCO3~|9@?^Y}$7c`7Jr6KaB`hvC3yepY#?qb$@b`vAf-9cmx7t$1y0^WZpiL7DG>Ja38=;7?10%tCxHxdY$MHOLE=#M)8D+rT|A(4dL!O z^GOV|3N4$Ex*W~WBt-H#yDNFtYdDsXr*Mo5GTG*qN~>a6G~sJqzwYx%N#PioHh5FR zuRwp~OL^xxq07b}rW}yBOWc?1(s+$@EvgbX@efZPb^e=D~jqw?dav-~#ccn2%d_U?YM!O=I1fU{m#W zv+o0g`tv^*p0S_L_D>0+>Nx#L=RTp~MNi)dTLmE%M&T=r2Q5HUms%HUD`J^mPlz7~ zP-(a|GU4mb;SnZNM%7lIq_Nw$uqfv;EUfrRJ+caGmg9(rtT$(n5FMu>kLltBC*^;8 zzgX?BSnNPeK994@6KpxUlt8IeqGx0m*aYuqBL(tdRY}^Zy|i~EhDRYQ@^?|{)|{VgIg!_CE}o>(5`Q7T6dF!oj@(tvfS0>a2cGJ z*l5H0vz+@$+(LYa>4rf28<~7`bPhv{swm`pt>J^XdIH|(Bd1+y zS9=qx=}Q6001IFII2VhDV2qE;B+ZCm$a5QhLvx7{!pLPD`lZRk z#XFD%%@z3jjup?Plt1)p7eff}S~71#lQ7_rkT5oA&Ax2-z*efD@I-%J9r<~~4HW8| zdOltL_6J%uYF`QesiRW6KMc#SkjFofnRk<{Z?wynPRe7Cd*${I(W~s$^nFk<*2R!! zt9cols(V-BL)=z)+#skH=PQirA95Fk&Cj;%ZWwrs^D^Ldf>UBMmjEg6k(-p-=?TmQ zd{!SHXES+9Pbqdf}E|PNu|9<+TX6{Of^B%j*-7CMc!;Sghp~`7WaSE<2}^C)_eG(Sqc4_>cCo{ zSXg8&=j8C%>Vp#53&DW1VxH;HAEH@Wl?C>17q}-xvNiJ1!EGcxG0+WJua%MojFUWFZBShC$H`HYF{U z4CL!VxLSX#h%!Sm8~2@vo@9tRZa4p4+>14!RtZ?}0#lrvQ_~|%z)q}hDfmUHmsAG3 z(L5kt)seLiL!-*ec<>tB>>0GnFn&2{d+s*d?9J6AmcSt3HWMLuOCr7ivxT!RVKcp4 z_S4L_aZ;$W%Ed@3f7m7$)x&~Abz5F$0G>|ikvxB3v(hl$Q_rmlDQmehzJ2Tu$L%Q& z68EzkE$y9r!vyS7+Xbiw>`K&L?;=i_t>5iXse(KJpnq|1oqsuoRwIBS(pu8cW=&dS2^4LV1_3wUpaBChGc$?&#?W%Zj6uI&SuCj#L>~EK0=KoY&xR3GDT+{!*PFz!%qU~zv$EXd^5ubxo{geZ6X=6U1FHJYY-MB zQ|TwNNl3ayiWurZi|FTXQCDK`#AH%Ftmy5GZI*&#*k@mVcNUk2;OIkM?vjI?sM?%9 zwVY0zdG19Z)HmLa_W;9U*lEy6s~VYm`}yvQ>_j8Ccp$No^Q@AE$>gv{2b_k%@zLJlN z<-jG~478*{2hY8uS;lX9^E$Tj$T;^KrqDf^NhRYS-Z@D1SVOkSOV@vCh_Woio=Idf zY3U@FHUhYkY>B;QyPGMlrh+6yagl(x!j+swa$8xJ?#E$RlM% z7Fi9}1``U_s5bw&np2?+7l3x=N^3^9vU>$;foO?}C(@{*-k2@l7mamusc3GIeUWsuM!tK++j$f^m;Ok~BWwI~W_B!%%yya%{THAfZ>|bkT~PZT zg2f2t(APYRzXtP+!Rs8QB(sgZOIs+XlHpIG+OnjVE0lk20`8O9h)e*|g6m@0t|m3V zbznckj9z2Pk#q!SXq!Pa8Jt0SdUN}plU5fLmc!{}1%FT7+v(uL9e>NF@lWQWBFsI; z77wnAYS)VXp93thf)p5Kx^b$hm2CAPc1MTA91yyVoS0i`1L2i_|0p zWU+s$#AUL3zIh4NF!U>|GLQzj(6UdByl2+pflXSk4+Y5u($5z!MKk?=;KmdgVRap( z>u-A#%|&Ai;RrV9G5-@ZrPm*#c4eGMPLpAYg>|1nCTv85`%ljARB~E{g zo)nbBhQRRlc<4x!suLbVMU7s|$8x%7ZR0$Jr-?}8MMK4g6p9`0Q8_W-g?kfuEB)ky z+!E^0thdK%PZy}?n#9qkeXE1$!JFo%K`oTI^{VHPUv{a+CvP#ra}}V%Jst^MUT@UC zs5aU#m&q&5|J@KWXi>1>uhXk`IQI^uFTu%Rs^C6 zTg8J>I5Pw91}~Y}U9G?oV%&|FXE$weo!qcwokeZh(+`AHxe4YLN*?Sd%-oMqF-Z7R zt3eUg4}k*$OIzzMYXkm$P7#d(9WvZ@m`=uT)a7fobifwAYyuI{7y-oMDMx<{67*h4 zRhf@u^8|Ormjs6N_&yLm@~q~K&kYJ~R-L4z9=^4sK6>lsor`~_~(kc4-8x6BcOLRQ;YyYl;ovBVIe+<8G(l&ohz0HF?*D|iN zz~=Jd@je7Dt6XPYh=gzn4cER)D!V7&)RrP^ZA~9D3#yMGQ6k6`Znx_#Qeq;&bx57? zKq>@PSalr{YG3aDZXqwr*Vu%u^uEgIXHNg4*90^Gen-TY6zLt5bFch1y;Odt4+qug zYDG#D=G39bXMe!S9GidjCPATMLP4pgH}Q1ZVGsN|;4zJ`FVi-n{CRLceXh^joB~AJrL26Qf{7{-+pMi^W8g_sM_#T2mNP#FsgC{t$%Ux$J+U6P*g3^&Fp4jj5kh zI7VeEQJuWV>S?Bd>jWUf=+9WJy+7AN!}&9B41@XAh}L-hSEedk>{l_pjVEdg8a?iu zIL9iFR7v>x(*QfoITi={OO*cjx9! zL}`DQ)ztI!)8kc-o964wG04MB=A^GR{5HtpzH33S&?|SkvctLdnKi#E&@5ki00sP>G#%6y}@!#a{5P%Ma>wYBB^>$6W zPOoDoAk)DP!QkL0mJf)!H_QJw7pN5)OTeaF+%@J}4BjHqot;)-N5mT*ZR=%XxXITm zrw^7D_!}dAuL6R{D7dp@6jMj`w}Rs$ZeDV z0!(Ie94l8vD~DAF2_(nA)I;lc2JMmnhSQ;8`jJZ#ybsJ&dM6WCm_D1sp{O7o?lfR+ z27tzS?*i0-hCxRYXe88mlvbKiVXW52RM2ClbdBe&}uLQ=2OXu)fECY(OyxNDQ*Wjz$Tu$ zQ4(fY=u(FEc0}Y{j*%2DC3O6eqyYx8jtOmj*Kh-hKOJK)id<=p>RiL>sU);xrbJqJNt~& zEoy9FigR@`8;a8a&RZQjC8nV4r|TmZdu23)OD@LtC-=yFSr>|LxF|FeJND>j-jM=h zxZ0_{T!C|-u`BSHNraGLXJ1kPhMnj=F4*(jE-JhaVIc_7)*-!(NEFvl6KTv;A>Zg7 z(a@iDMWpHP7EmHukdIm!DlNXuz}xSwjOBQa;#qNQ8ii`qD<7rofVQhUOJyDUa`>T( z;bXy~#P^T+LR*TAF&lhAUglEL#)K%o38 zFT)ILc7&SCCby5c5!yRNKJOWBhBF%7A`vwi@X9Q)w;pM$)a{CQtuLQHw32R@p1vfIRbg? z7wklnW&Ce&?-Mm_w0Uxw`}X>?K@rlkS$Y)AguTzC0!Nb2aFyqE^OIobOP}+Rowu(F z8Yg0s4;*XK9A*FBR-LDg-k!d=B-jVLYG9yD7uJU5&MHneNu7$aCmZ9-TN++Q<&A)P z=5UN8*~cA27o`e-(S_f=qt(w{hb4T$Qo$>++*zW+V;XZPLs`cy94^1?tNwt)K)#<7 z=d7M}Z0MV8=%uJ`#g;9wEo8&xtEBmc>tmqUZAa;o(UP~?^2E*4xKB!?c!+5&3$USf zez(DPH~YvVfP+LL+5DcL7m+#h$Sx@(*fq`b&&?8ya(V&yg}anLBzVCp!o`?7t1u!1 zg0Tbl$An&%id0l4{{o@(xq1ylKVcxv1HMI-(Pva8HQjZ1w{|yUnc50YX$sQ8d!UL< zzLUgilEPKvpwsZ#SO;&VP+X4RnS4(jyESFV1A``Ej5+c7Yd0c(5KW^+vLR*q+Q`C%=nSI2e4qL;q)o(3NG-qY9tiP+ zjLH~cbAWC>2%DdjNI0B}K-MwNprv7`!L?%Mk*r^F$kYc+5Mu-)_$;%^Y|>C8g5@!+9j=HA z{ew#I<}F6U@Qv>TTHMZ`$GzVe@|D3fq&Z7N;H=d<3CV^fgQa}9W``oY!oFiD^ut*f4@Wk#ymO5nAx>G;x`wA|#rK?y_v`|5<|8^Rx`w53T;uTew3-SJqRwuU8baJae)Bz0z#u|GGbb3Qdk;-0w zXfu*~HeF@a+0EGs{|jkwb8X2pODtp^ECL|n zw)7>gaj|f8-sfQxwtu4TED)f0gn7Xj2Q4Eg{{+@g-(sIf50{rd7)BubsHnZE=3DAj z9ER~CNk*hbq!4;!3*f1<#1@*WLPPS|&f`ikBPpCG89ZtYh~LStzBflO zrrTwIrdpvhD4o(S&<*Q(B^%MvDFQHtVskrsK=dkE`DOGA7%-IpR~P?0Ioxt%?4KIa zkL8F1yFd*xJ1MIOp-Ya1anGwGU$ob+)1q}pS%3IeEN~*AOk3!ep6pD z>?64$w4;z{iCDFIzp}3AKRHpFbWQCr&RWPb5B4VOgknp{>R^Vyo~YQSZ)6LXCDD08)D1&^j{O^~NVr*> zm=VnFdEe5rzMS4ggCgUC-`du)iNzU))+bE!yNAMoC`PTf%UZo0OKGw3Rr~wmPy|$i zBu+>V9G6!d=7FXi{Vt`b&#c3sps@jT2!UEvdJ>cK2AQ%pqyRl_1Heyk3Y-eF(4q6u z(q2^?TxR2*jH*u7u`}L_{AakKg#bfdGy5;$hi!j0Hk$ud0TE-JJWs~-&pSE#o)VX#%kVyIAmc>A_}*kW;6Hoy(&+9@Znak<7E}@BldZYrX21l(VPak0=DN zu2u;-gIAZ0Y^k{x*pYJz&ETK|)1!nJ+V>dMo#f4zpD{!GtQmhLRBrQ8hch?e_FPM3 z{jgbR8=Mr(gEnULH*!ny$BY#|9%nXf3KAl8k*!yZf@hOwR*RhqtY9u#!2gIw%7H6=oj%*@j~&nXalAV1C6tW1<9AqOEARnFo9zqn_R<>hh zefTmrbrTIL8bs&#CQsY&5z*ywGxASuMHN zsmG1oj;7&qU39@i&@+LRjAhOjJsew-8$EIVdoCx++3By&;n&q8sc6#==JsHE2&`mo10gmA|o^s-sr7fGGw?(rN4pj0MZHA7hn`2=sTMsJvoMFg`Hicn618zs@M#V~vMX zuy6ZN-N;5H;e@Q??>CS`qA$mAyM(a%gE<`60U+k*vX1cFqHAGL;knkMtGV^s%fw6} z8==aKOrlJ@2ApCWGQXV2`I>wmihqZ{4eW=R`poQ+(x7uU(2j37IwI!qntUxQtki+$ z@c|35bt8#LiHS2pGJgmK75{x<$BPvDuYD$NY}a5o>Ut}*cR)}g14+=_pgp19^L@51 z7T|Y<=5x1D4n@t04@TbZsedHLp~v+U>W$Te!w(`uaN;=)c}Vh)hnK;@DZKNQ+4iG; zM_Os48+8#uz>RCd^g24=@Qk78CSb+z{hC^9ml5lWX~9*YfD~y#*@k45)^kQZ zp-T?i)C9B2Q_$71Z3u<0{941)IgL!Q5%5&Rm7ZUaFAdvjH(&m{V8y)wHLUBJ!*aW% z8(aA6jhYI3EIxGF@3jAYWM|l-xLl`j!O`}s8b`LfhVYS7E>j8?Uz8R zp!7ESC%``Ym<&H|sQ=jc-A#Us>*{FqTy@M%{wn9>sO*7q&TUmB+Zt`D!T7+<0YJ%t zHsoY-;Qi!l;Qte=SZ~R#x;2@6Q){KMBNF47p)gJ^yG#YWRdr8G-B(Z?3&49qH~@;! z^AvfMtuyhkjesMQff21cYIX^S4&S`k7(z|n-xKM|7{|!9Blx2(<{RkWV)sdeV?>Ex z4H}lAw0T{@o;is{J|`0toCM^=0vu%Mw=&3el&qGgkgKS75$jj~$Vfa$cvVbmeDt0{ zlZiCdeJ{{G)>$-2>Mf-c#$huTZz+{6Nj2Sv*K+k0?eLie?%5Ed4SZGI-t2@@kSk?4 zSt&;|uaed)rg5Jy+Iup8DOlUwj$J^9@R;*GVqia6Yb}r4yk2G9%0dcM10K%m%6^n= z-cOe~C16lKO)^*@LVw#&<1Fere=COweK|M}!6&PBI8Rn?x5uI89FOWduS%B4*`@E; zBl1DT>2Iu^C0rC>M@>TP-n!luF9#&Ld zQ!@oZ6WVZ|MQLdFb=rUn;{+XE}l0j zE9QN>wo9q#W9sh)qM%U^U&Y&L{q*>1l6O@EI+rCCmW)l^QpmV$ffhdYox#jbg#t(I zWhUm7@W2Cb-u7dyu@%f@Pw^gxowX&NWoyx6Myp{%fg|{mguf6Wl}UNk%=b<1za7)~xI zHL_LX$n6mTdR}??_$Mo}b)6xr-FW8T=5z6_2W8bJArF}H+IO$ou$A}tKefZZkGi?4 zht}%cJWlos^E+lkN2uCWN%dMIrO@KQ1CWFgt4`C9z-&OoN#9OV zq&LS-kkm$n3Y^lH^k{57&|DU?=$~T-XHTD8=^i{o={6$9ULRzy^NDPpA>NJcjYk*N zU)=(A*SX_g%qg2DnC9m9aK$TkCdg?=nrt(d3R)ER9k`-uU{94RqSE21_eFPckD9Ei3DRpH%DIJM!`?}stKGu9__B= z=w%81ooQg(ipaj~PS`x%TXNKIXJYjCx3B!tFe-kgE|vT;hi3=bH(eygS(lVqKXGQ- zN>ctR>0{Xsh{=$OV1&!8MPQ>0v5J>hl67Mupm6vWHIYe$QUDE<+G#<_!gwafMk0C_ zjU$9any~Y9Xwde<=dPn;ehT0I*La+M^!UAJ;CyrNO@{i8lGL<@f{raAb;O_3etFJY z6}za=J3R&%(|>jKzfF+TR>~LB52*MM8XN|YctHPSTSDKc4|P}#p~B=crA|auguc~Y z0LGseE2iZwEUlup-L`^XxLHHgDhM(Vr*+7PcQldQs1>pR1Tiy)5AJxbo`u&P z;D*H9gLHgXGHRN8F0Y#AuVlK!cr2f?cS;}SvdN|=cP0w!Gw0NTfJ8B~eE`?L! zwI8KeN`u%gg!3ZHpTA(~Hh9wEWiDFR#2s{srv7}vyl45_M2qAp&n(znrD9Kq!OG|+2xu{>oJIPac zLd`~4a!+Q5YxTNCdkUpfign4Udx=+6qkHYJ5c#~bcfJNs?9Xa*kyPae^xq=MpVat1eA~$&1x`;Xa%zeRBLuupsPPGSN&ivZYP>f zBsKF?$Xd3sm|cbLCyz5Z5m69<=9Xy8UOnl%UwtW@2GD%=^o|=j>{5H42HeW=9SY|K zEQAX!Q}InI@f1I**w?HBB$c?_NlQcAx@9W8BMYW97QGqD{Si5ST0%slU_wK!x%GjT`~JWnWrw6G^=JsCT5 zk^&&E1$vK@I}VO%Ow#U?_G+VHf+g>@ln%F_dTs9C5RljLXrQA3Z;e90G%+_1?&Z`w znpmb&V8k5YhXFY`{uFq;GU>9-tqW$|pBj@YVm#mHf7K1TXQyT9pbGwF0UL;2 zIds4HT&x-=ak~k?9f0q0UN!b+xQa($x;Q8e-jDpseqs!GMTm&q>dWCPVYiP*PuXQK zHs24Jo$AHd4|{Nr}Gzp$u{x!IsHg|wx%rGTNA!e z_Sd8`U+P0fNG{<0A+x{=5|8^p@Z>`^kTcdxbwVpww6C3gNECv}C0)4TL0k9wDyRgW z_u;OBbW^Ooc&8os>mb~u-^}m4ku8gZ&%u1`Oa!Y3PlDV%;$l-W?gC!3IyK8qII;N`MzDCK@id?jfCG z(egvm25=l>i0)ATEYqN$n80~vg~P;A!W~NT>AMGr3R7NNZD{t~Iv)OO2DKd3DW?wW zl3)$8UmlXbtY3?JTKPC^&9O&#mB1qZLewX*rkb#e?)rZ8{)8g3{&8>(thQrm7>+tf z1ewCi^#CGd9;nB+WX1@F>c!eWNu2&0YlRc^3m0jPl=ZyO+y$U{PZ+pfc2aWA;ImLl za)|&Oy|Yi>b0{3%zfRWacuPUYBa`F5xiZ)?nHS#JUo8{8c*d%TX6IT}(*P(AqF;{PHI$3S-x+pd=@ zB3VY{lV@-khjF-c+hI90$#~mE*I$bio7n=ccqhU~rTu0Q*{*S#w*$QSChHb=l3;2yL9`P}@(sv!c|53Qst_4RX*7eKX`BZCNS+ ziS!x+Yy^&)HM*0boN4{XmQb0_hE}Av;j;O7kSOQbKZ(4dsL%6{H~Ax^z43#ynxJT> zZc5^S-fUtmcv;j+rOPfe;#?OmEXAePiYuE3VHKE1!O%smJ%MZ(43%CQUR`{l)vyn*<-NDNwf+JSt`fvK6_$InP;B~*|D7PMm2TDD2aPac;rf-H9_}vm zPbIC#y9Wo$l^Vlc{dSaOU~+qkHH!1P|2SFV8`I8UaW^`|Yo?#Y*r~jJPl3d(rLl&J zrOL5*xC$LO+!x2?WAI4bx3MZDeksz_p1-rcdSQHZJ^N1RfA<07T0;!@EJ5ADexRV) zfM31VcRn81%!0EamLJSKbs1)O^!kXcOpLrm&g1& z^3}skdWhhZ*&pTJqvCPhL1#*$vNIH_0R*5t{Q-D`B_IBXQ_ zzd<++SYEl$1y;Z+BOrn&V@bbpmE3@dYX_x>QehxF^c7D{OYy&%(PPKmD#DOwZVu=z z1_mLR9>PbS+P+1wJ$p5*5dMw1Du4#NNOZrPe)_zDvde@=>_`U~LjHLXyl&f$!D&iS zVDQ%OPwb&q{tEOyY6n|%xrS9a%{6RJ8d&imM<`0GBzzt4RgY=&K9Sk@9J`sZKkF3# zWArOAhwY*LEeyx)oKE+fD*}*QPt<#j3;12gc{=Hr_4mcuIqxMZ(oQymO}2}$bxK`s zx!NBAWOmTiiZTk&Zc=6_EbjRasiLH+rH!yzIp9YUPt@Ng;Q%ZzuxStTu6o#dzKM;D z?lyZ3s)OEaDc^_E9CEJy%54jg8nO=##lv!pYrqwEYV1&tDvDVL_cUl3$s6Y7{5~Li z4ADfDSJIR^xEVAMrlL(#@3Z_L57*f;&B>3V5!-?!(j+|qAKWu;smE{w8N_!dr6 zW9|r>6#HVVz3(J#ps@c`thsXmo#U^t^MDza@wB*wdN36w#-(aBA;zIFW&xK$vr;!xp&PXIKhD&B4z9I75w1rf0_v;6kHg7I zVlK7M&a)~2-yBH1&B>&86|4-(L@GU1o;Ct7SFtLhJ=T#U28iYd)Ip{=iIYRGZ%Hii z@dTRIu{Hj~CSFu|0vS>cB`vBRn?c6T`I*ZK`dtv%c=EHl69`0?W$YB{@tRc_zR1x- zYrhC90hY&0Ziju5I&B8U@39&T1xOY<`az(U1|a8CCBYo@R5y2*tauv*t|YN1N`2X9SAKJ_YwiZ#-7 z%%fKNvwy9*CYFwxhebNzD*%Cz)IChbVz<>UShM)!;<^qrp~#3@RSw1?Ga-+gQg1TU zNJUD|XwixiJsFgfO_hepIO9GTW~y0@f2Nr|!Gr@rj^?Dq^!0_%GUyjYri``|Ae`=x znpZe2Y0ErP4{4apB?UV5nkMQ2QwiOA-~jr4eMPJhZiQPQ_Zc(t;=HNfWHT5#wnlRs zi1}X79X|s9ju4`c2rTy*%$ZpMmDf;#N}1DI|JXkmi@lP-=vz%#U__6Ypy_@ZH2>j$ z(-8rGsozo63*qx9Du`LO0hYQ6FmDPvN=&n&ZBaPpJpm%`BeqB?Al#l;3Id8>RI?}) zB>D##U2>wnU4aBHNH{FXX;JwM{~D?tmO=`&aUVyG*4}MS_4hv3H;TX|!SfC&8Z^ZL zwACb82IxKLyOD}4M3{&T2|D~U7YuZv>=L1xZ4??YHUzYEv6dE3-~-q-AUdTRB}KDD z5Tq$ECmFg31SdyBj2sl{w`Q;&bSqUq5hJoX$zEt-GhBg`Fo_eLR0-+cE~;YSBxuoa zhooLY4f3BqK|;idNkZcZ&kzJwFpe@1eC#Qr5}L2vVq3aILinmVPH|Q2my_t>94}o&u65 zHSk1+(kUvX70~DQ{}#-Rshxem@r5el6EOKC{b4a>&uf7PBS`;E4hR+X190IBZ}Z~j zz|1Bsdv%Q=NhDwR0Z=i@(m!E-LWm9^gxkp>G=<`Pq^vYh8sIAlW#h9z92u%&K0LrGQHF{L{=YewRa56P1J+;P^ex$s2Y05?m~^4DwJiS4NjO3&4nYqRKNz zzAET6T+4Mk0dmFIn`sur(Wg2>S7->t8iM5)=k0Mf`P}VsB!Pb~pkPe5Sd3%ds0Xn( zGnwcYT-e5nL~AAnd6cVpg0IRjTtg9Zn-}-?axO_Lt^LbJ6i-@HXRo8>-^WUyRwt zM!R(qyPC2K`8 zH)S#o%H|%brCC%rs%S4zSAnw^wa9BH;rcCKMH=-5b9M;+WxD@55o~_3OD_dQXEAE? z#>d8R0FDJ$`zhHw%i6;JRq5;p)5#v$cr}fn^bMeN9E>+{oOQQySj${#l=xG1L)9hFR~ z=s%HTPaRrox1m9_zwFhdN<8+xir_@%>u4>9VEEFy;~CGcDtFyK+1Ma{9OY+tfut!Ww5{agw_hv6x!iBd{!(HdNq?-csTV1QMV z{~Q+%I6s#aLtD0=_Tklq`aOzEg)+T6XAC(f?m0f1^8 z4P$Ocvo7O0Qjm35tN%WghpFx8(!}1Fl!07=Rw{!eO7er_6P(xtm(`zKwMT&`#9sxX8H z54}@s7fQ?GAnhrqT4_x~lAB`p4yYk}65oF(g+-kUm9b;gJKugDl=s(fpNtgW2L?0E z3{vPYU^%3Q0ZN>#*GdeXatsm{RO}~NvedGFt%tO_t5K^sJNlF7VpI|acvk9~s_D0F zu#YPH)R(@LR8}zXJR6K$NT7iTJKkm#5jBxR%MlARhn)H<`iIt3-2$}a0qLv2m%90yvE3B^W>h8T zbosO8e(-POBz^yB%aBhCfCho0RNQI)$$DV?IlFu}PJEQ^;Q&68HOiebkq1)~=k9?Y zBM4O;k^z37ILPd-LsTHV9pl<-2tjOw1qx`WX$15ojQ)sFIiBflj^*K<*<-2GTd!b_ z;u}}~qvUD{NB+^O-$vgJQls>yZBO)SM7*IOKd--6mOmbWWm8uVAY@^$Gq6(tLL&qM zvFZ00Wi=lDe9DYC#A5i*VkE_n=y9(r+{;qgLsOSuTFX~s*Xz^s`NYHSkKSv`43*@t zM_jk{CVt5~L4EIr%TYFfVpz^Mc>+a6#5_LVO$9b{GtnaJXC>;M=K(LwW-D@?)-ohKwW@Ir#i-uIbFN>@nF3-K zRbZ9j>m~`g$q)8*t8xr|2z3&xU;FfdkB$!Y;n<7urZ;AC&mgoDEMHoWn$|=2{{cbn zIHN#7dx`QyJn0e$kt<4vur$pg#sqq%xHR3Owi2Vt-$|EDM+@~CEV&x`+Oa~&IWSw8 zpUMJ0LZYdGa-9FX!Kpp+aaGl%NhzB*CFY9$WTbTFd@=C;(%GzpJ(%tfww6Ocq0zYi zrSa|-^I{z&K^K^8Eb}fQ88zYzDQ?7B9F*Uw5aAf!voLEtp97 zM74yY%)p?KZ+;BZ@Z$dCa_Y^QxlXK5P- zU~NpL>*z;GOFs61YBdL~ho83pRVIoM(`)eMZH7k#pXMBCt~bCQXv|~_BKresq+7OV zZbe(&=%9N1hB$r}l0fZ`!ctBFh!?yvRIFlTnPNPgoXefO(T!3hNrU{C{AL%(ZLM=K z_^FyfsrRVvz(;L2-f0O4U*}BWd^wMnJoQow&{28f$vw(HSKXz&Ut8+xEMH%2!vCAM zw2CHBtz2x&?oyLgbjkx#1Uwh1Do>DyXw~*-&m(0i#L46rfB%6y)EGxfPxuBs{Kd)4 z%*>JQ^#e-yziC_c59k26Dia&4sE7!M2-AO&nVXA?n~POMOhlZMolQcNnT1PCfSB+9 zTcZE}{v)t5vl9RB?MAT3sSu)!9JY{2Bv;SOu>g@AD@~c1qPNGBnoBG56bn0L_^*V;{7EPx+HQLWD)v}8{+F(H=FtRDqm6qjWHN;?68I{}WW z9uCS0+SduzTL~HzIKk1&~=P_oSZb}zdqT(bxsc>w{>kF!TC!Hl!GYVnr$~KlDK$_1NGZig zjc6}bPdz1)HL<11Z%bQIH?2$KP;(^6B}4pH)9t!FBfwQSY}ohHZD$B3JP&W H3E2Mu*YgtL delta 27647 zcmV(uKhrExuHw{2-QE)}>Wa1_>R6n1&1tz(E;{7(hUc3dJ)f3w z95wxk-VV*SsEF*_vVNFtdMNUmsP^A|ep=e7*wT{XbXsOn!`tNTjiW&baFywWOeU0c zbRjsP?ft&OuazQ8XUk(HR1(wj-+zG{of=|Lr*WjETy66%KQ?9E@thX~Qf<-Es%_D3 zPURYT$MJQ6Ov0IW`0m1PCi?BoOCp-3igw|svL&i2>jGrpcVxNYFig)lH`)nnXRIrs zwRZMmtxbiVEfpY4XQKPzWY28dSKU>4s!V8=(x)5Lm(CR2k)Hn3qu158-+y=s;4GTa z6R+s&8Z{4FgJoyx%(7LSh*ZXKnz!lpwE3a!@~&*Va+6p8L`k>e_{5)1oI+_UEL@B~ z6}-l%g;FB3R^y_TcCm1Ay?+|Dt4X^p&Cwct<~R7Z**E2;Ai8U4Wxm~#qFNpgMw+ji zrB0&{OA|*t z5LEQb_h4l@;t8rw)d*6z11ldM|U&#X!`EhcQ8bIewB=ZW9;*mhm|4zp0YNnS+hE-BXW#ZVFDQ7DM0nw!Pd5-j{8w`qL zocE~E$EHXB}CQNuW8^MUEq7j zvOr=`#-$YM!}mVRjyomM`PZkVndPzBp6g6$PAXq|`xAP#>7;+Ce@<-;9@4T~qMi1+bO z)^C&V3UpyynzwC#7*5Q)+1XXowm0es;{eO1thf-Zz|*ceNURznmoXoN}~Tm!{a zU*a^YLsEFu(L;}VLv2ap%^wy&mQ_V-&Vw4wjjpV=`WTZTXIthav!#cMmmWqv3)BGMr%+bFYtA_6=e zqd44UmTg zWz&EALV}Yit8plI{ihm$IBe;~83V)1*hM4ArRol!#m6Hg?jf&n<(7pyEW5{UC~$-C7)yeg0Qv3D_SLEI+sM2O64Y-5oc zJLUE5Rk_DP>GVwM@^fN{ofXQZ)4joh+#NP9j3+adgDCeJ(?|8?Cc4wJ-yy`4V0yYpfbXmsKt;S0H zBE`edvB=*;D7@a1l-!FnS9_6hsN}4C(bRnlgu12ac*?7`pb}+9Xr|KvmfwHsCMnE{ z5CtaR{tU3BUn3&`Ig4Y{mYr|Bnb6Rs1QGBh5SykywZ-T7)HW5Vo*i~ad~%zRUI_1@ z1^SA1OQSj8=#)b&XES~S4~QJ)`?6bAKEPu+L~}z2Jpg&Ob^_cmy6(%+@Vr5pJRSuKoz9oZarFC+bEtPj-kKZP^paO?LlgpBJ6Mh1l4rVt{LV%_ z^YFNT8up5Zy&$UA?+1TwE_!HC5@>0J4NZ)*A2z1wD|C!mJc)^JRh=pYEauLt&Wx%~ z!&N7DaQ^op2B_9tg2KA$VqZJ@@6bvF-DyiuP9?5MOGYyCOChn?brMhq`d@5;|9FO zQS*LKJ9jf-oRTaI9T$_he6!PKlNX&c(`IuP@Tf%l8@e#WTu_^y|ut;i4BmXlam(QYasb-~YcD z`_#Wd<_5gdG2lM-|~ltvZ+gK1E$eWRo-vQ=IS*xSgvy6>@WK#%FFxj z{sRfg%Ww*1Ze(+Ga%Ev{3T19&Z(?c+Gc_PEAa7!73Out97k|1DGB*k@Ol59obZ9al zF*!9eG?Q_76$CIgHZ_w`Jtu#(d1X{vQI|H-;_gnMXmNLU_u@`)C%8KlcP;Mj?(SaP z-CCStg^%`~nOA21ek&`v+5X(;?0s_X3OR|Q3Z0ONoe@yn&K5++M9;_#kd>3Ov$bPl zq*Df(Ia?b#0+{I;8Cl`T$weH2h9C<&TTw$0kQ=}OG6yIagWf~mJs5u(x!}kF5D>&pHM6hEC}7t2o=++d2Lh77-OyH3?dPsF1v>7y$T%79gRfqWb4k6=?g8 z-;5R@uljEPQ|I0BPq>_zs*tLtq8JmypL+l>0bGENP8NU4{s%UScVvKnLVFK2b+ohj zTL3_14g%S8GcdTiy3(6DJAvr!9L?zMt^eXvHMejAxY{{d0p5SFjzDYRUt*kXP2TAQ znFIfk;LoA}WG#$=wobr5LE?7*FxtFR`5yGH2mKGQcOpQ4a$5hx9pD56{#zMyL#My7 zvWkkb02@OKTM*FJ(AN0f5o8E*b^;ju)xE!gCY1jG2n2{YJ39WUA@|=V$Nwqw-_V8a z-tSDu+SA+6^*?`C%+S`^$>U$R`S;s4wzGAzZ~{5~BO?%CYGDohgWl=SnpxQX)yWCT zONooAsM5*4H=Zq>oZUM+w)7x3&|mLA`GiDe-&>J`6Tr;O3}Ae3QZZW-5jz{3chpXB zf9Mmnc;^XZ=jhJxzxvwB*3Q+|^MC72Eo@Cp|1fXjY|nq7W^3W#43rZ6FYk91+&^_@ zKoEct0CWHV-Hgo{{*?RMEq~NZf7I_ZczfF0*#k@st(}107N)@W3!JBup$iZIa&!iI zd;Y88-z7LE4uFY;G3dR~--iY6Z+0nLQ#%0HKh*C?{@e6lEkN~mP^sUi)Wpu#+8tm5 zG=*c3w*!B@Hw4xHpE>)FTH?;u*7AlnK&tXrgEVGB*Fq;y=_|B3Mz;_n@1MfTaf6xLLv?PD!g{3rT{#VQVbrZ8SwllG?H3KlS zu>%Yp9Sz;#7~lJVnT-wL$@JdRCP25pjRIhxx3vSkhXCxILEZpUJ4d)bi^;_SU@-in z`iH~?U@-n4iHVU3zySOgkqy9L@h>7LfWi8oA`>%!!Tx_lR`z!Z=xAYQ@-H5&00zf@ z5#N8)IsG%>9f*^)p_BQ)IK1Zo{S(`}``?|)$=J^EUr;f>gLMBZ{yTq)f3}amlfn2; zLjP-D{VS`09PO-t>J}#NzbXIXB4-G4v~bgAd~a)}cm4b8zrX4JTLJQaPUOEt3k%!1 zdD5}6F#+gU-tlv=F#VyC-TU7{jsLO3{hfcP_l5s&`Oo$O00P~B#&9c(cE&tGmMKjk zr9NW$Gi4vix#-U;u=q8k<36mU&vfA9i015)0tE{ETl_L83hZPhxpjS#{B4Ug$b&Gg zUpHG5E2nQwlmzz-edK)bk;H_?v%k=*1!TxA`;~Q(QlCg?=V=zR&SkX4wGjc-#!r7m zxH`HYqnM}OP_L6ob;{b-b3eKkE-*D?I9j8*Eu-Ld;xEs1f`i^3F=8SO`-E0L&l}{0 zV2w*d+4pv%XwjtPscM||c&4^om5&lFgl}oF!ez4X7FG*pDgVSTG)gBd(T>Q<#{_rE z`)Xlrl{#Y}yIiFY$uR0!My!(9NU?va)Tm5o@SsA3q$T332X@jFC;;`_N#B<>eY8(0yZc*+rB_cmJFCcBK_FgswGa-$5Qt-rNjpa* zlI~OJ)RJG#ND5WA;>&`3R^U^;gm_CSu_2yU0D;r~H+#b-|N0Ub8+K?4qtkzOM6@kD zR(T}DY{QeKEX`k6^pmk9kl*3T_;r$qyB$w#v2WH_2x{eg85t^IHdQ~H;_tXDX<%Io z?fA9+$l0KCeOf_roEuljtc3#;#zq=DG^3Ih89bJHSQ`K;CS7u^9X$~qdVFigiCe^Z zJAE^I{SsI~IydHF=St>(vD1Gs!c>ww%s24mSOdoa*XFsPrcy)xHMqzsOU{J^nj5@f zW?zvdGS;=o&;JXSK!Mhs38IOJ@K*Z+6S`B(*PN0sS^YxD5tttu3mw-q)JDs#H^LG! z`AcV3caHdvc?yF=e{72XW*sirzMDcX8(oki(2OkAt!=wi4?v_)HsF6^ribA!8xY;9u~-%3ommb7v*@IO23T%Uh1+(r2w`=1Gcd?=AAyznGIRWJHs8lsODa41?}z! z*9LO|{4I?=Nul?pkM4%S%th2p(bwz<_B&P`?W7QDbH!)6ee^IQ4*M5q6>x&oA{q}Z zH?<{d9o~JVRH302cCCMm&k}+mK|41Pi2cQNP`2S(&6IcqC^`1?Vh>+cn+RZ6Zxihy z)>|hBxf&#|bv2DIVZ7sA`hli6ic2=g8TmFvsdr5X#9a5UB@pPO2WP|RbsO>bYs;h z)3z&b4t{^TuEP%PBhrk}iA5*hRY_ZP*oE-R`5f1=pKOXGi%wMilw<1lA0aC^HV>=KD!C;De7GAZ6kUJyNBUV)j-&$sT0BP?HYOP+QYZDO znr!-^gfY56aMBDtYKj%Y-0h$iS00>}u&T4GI05@02;BHIHk*8msh`_Y+`6^dmE9cT zg494*TWjMo00s8W{19_05i=?a4vSPcRFB&ia$WJ3KwLdRNQsdfnxz#Xa;DQOLcCq# zkoSKFb_Q~S;Qer@#3A%IID!1*Hq(3tH?Dmlcu6&o<{2y+Di&p+`Z6$M!rz&f8tSws zrvEvUIJ~|InqyG>BnMBED8H7ZCIA(|a!ebqKG!fRSgk!Qsbu-0_9@s+a2pN!#Z{n` zBTsU%70<3lcLJiw<86)}xlP!oWAwp1U^0LCXUomTpz8VSIKnPFP#v3?!Le*FQoZmR z?;u+Xj^fC-m^yU80WvKVAz^#p18R{K&r0geU}r%)mPW>vYaS<7%sge9VI)lD z^So@T@Kb;x#?~Bo6HKGqnOgqW*_#j5)194?)kkrHXDkaSHgSF6V&h{V^|x zcBe}hw?qjA17T4}r=WUc$5h1qEB|kO4G-i?mybG~JweDxM$5|`ljjOXxrDd*!PajI+sFutfBb`VhvG_Cp|s-qUt5s2XFx`dIGhpalugx^=TBy_bl{3- z#|E;4U=+WR3)2x39#Ke+@(Nfox0lx#kEBbmTO75Ur$GxP*&__ETT^3BBt1H#uTkl< zHXk-oLMeZHff4t;AQ0*ql^6_rZS@CbXg)56k0C0^N&O5oQ@)n}Iv5QrHd-20v}{509UjVw-omWohQu zzlJ(zT~OzI{6q-ZNXVnN5@~+}!AdmFAGGI^mIkT)M!hKENz4Chtj0Y6e%({2i|%nO z9*H1}^40pAToAhE3h!tJx;o0xv*dwtbzNVF7?t|-Z!T4LmG{$#;_vk(0eULmLwxR` z6Zv2D`HenVjI{Up{a^XXb$H`H1SfCCIt1%L9Q5!4OQ|*HXpHZK3P*p^ytKUTJ$%@C zH@amph^J3V^OpGV=I5VX(r#|D@HW6+MA}x<55w`DbtC$9e6^_dD5G=CLLeV>kQvdd zYU|22>R7xx&AX@}P+Ehc?OF-^rF?tKk{28NT|_NakL`FE6WwNRU z*81vxG1%ZfA;`bVJH3AuJuw}YVii&3c|VDNELWoqY|WZ8x!;g$~YKi)fn48 z((B4AeP_PTn4I##0q6aNr!v}zirL7bmht8J8(sfpvJk_}qeLJniC(tmVM21h)&Q)R zbWNWX8sWKmXVo_G`2CAt_Eo@Qc<^s;RdTKVDWzk!U?js?mB)X8CSOm-o|^9}yIMo1 zJ?LhU?U|=#OcBXO>8~fnP;N0atNbS^;Gdp+M|iN6_Mv1Pk9gPwkyFz5Z;BPjDjwYX z8&4LTB>hTdU(NM1ITe=MJ|EhOB*5wN`tO34pi8UA{wI$1|<}68%F2brppw$cq1g zR%pqs3A6751-@8-#5~o7ApD**8!q8##$rRo%e~dgdTqLf3MFgs5d*N*-!pb4B%@~h zYTUGuqw(-Mr_NrdQG*cd#D;jeb2cBzC0<#6%s9^S^MHTl^iELfRlGd6_6P}J6Im1! zRq@B{kQSd-u=T{vH5DS0MxM$wnQ8GajhFIMrmxFvq!C$!|H!?^EcVfG~};iJ^egLIkVpDWUTy_!BRj zu{D`Z9n~q*XnA5_G; zMtpy9OE;#t5(PALSX#0{R50Ur;pK_wk{es#xC&CsSaOS43wlWgC{i^7Pjj4(mZwhu z?&;XCM3{K$GoKu!JoAY1U~+>OTWC`Rh|k9PQnH(5amiXsEVfpPX#?jrg}L>p__ol8 znp`guE$RGhPN0Ir+;!tbxx^?551o4@EN6cWW;KT^*8^2XwW^5Roa3>A+L80mfU{39 z3^$_U?p|}yDp$$5pJCmIWqQmde?6Fhr3#pg?VRu$&P$g#s?6t-c}0@CTUPT=E%TFW z>m^;F7h*cW>yM;%7pkr@${O6^{Ip8Q>==vv9q3cwn?K&2v2P8YEBNt_tiUoweMNtS z?XfIdxR(Wfj^GSoeIUFeckMK>+KvMP#JWpA%1-DEimQ>d^(vqYb{C(!nc1ZWkG!J! zXi+**P3DDXuNCyurj@`84jk+%CFD|6+m7oX3~RVVlB>sJx*aMLr5cP$vNH}_2sNdQ zS}qMk{_c}W`vq8XW_G~`Ab=EtLFs?OxNaU)5Nk6o;)GbEVX)2-gy2N2ut+IjNamBl z2CrTHb44Y<)=dCBD^!7&B?~lFT~=Wb{Fqq9B0GUfDG`3r9$3#@?1N|Ku$+vZ1_;6D z*l-5>6d}KEnz46OzbKQ@%i}6p8lzW6)nqmC;-)5!?$|J`3U=Gvak+7N{40N}jl6v< zci<|MU-vA~A6;!cHK(h_BT+3qJgVR7B9pmWMq28ZS`EY527{5_Dj)CuzB!2)D3y@_ zvf|#3!6SyXVKVc$E0Br~G!rs<6PTrtLmzy87$F@geI~dVq}~yQh;wD)UB~i`yz^rS zDGrLN9T@CmFcTYZdUW^ET4sMbwtcV{>p+6&ugVarX!t0S2|pS9cw%9r=F9 zfn{egdrYCSC`UO zZ)L^z2bO*qAsLuXF@Jw%jrWY0goep&P_}P2kI@i|&ZudT7S%tLL+0&*1>OImXqmK> zn8>L5zoOG-R5E4>RJ1Q ziz50%#eJ>#W(;|J*`YdML@qyFG>M3wJua^U@tUO09~!$DfSc zMU%U^pNl=O0z({2{H+X^Q4NM~Sek;XOaX;TzZ^J4u#;W+BF%2>KO_#9>*b z&lw>%lSzNr*XLS{c)n<=7fn11`$t>q^!B)zd!xdixV`M~TI2o#XFgsc$0+$C&JC`8 z-EOVTL{~kopvT>a011s53%5cAv;l8J z%JU=WxTvDc+nrC{i}BX$#IX)FJ=;HP80v|>#@>H~^VV%Q3~MAJP4jT+FI+@MY23%Fa1^O^p5t zjQSJN&ii4L{h{kZ&y%lRUB!+dQ_=gmvwy|-uoDf79Rw%89HYb8S>mf-67~^WI3rVD z|0I8KCEH@OTQnyAh$0!zEe+0^cwr zGV`7th{2moF(+_#5UN{)n!nGu(+808q9W=Dr?X|IPtqwT6=7N&c=@Vyk1J5;&j8ka zplt#d*(L1X>bVZnG&F%x&~BkeMlC8__2T8Hc@Q?KOd5~ybiUh1hk>n*~Dr-#D{Tr&3z6o@05HV z254ba0a!1ki=Fyj!|h~kQlvW+`L|t-9@UY!5#G)<@|@X%@H6;YNQ>nxJ+Fs7IxVk5 zQ{6~W=IWPjj{8_J^qCDr8TCp@*(T;62(-lYgxrpgVcD99#B2~LNqK*KjX*E=g5_~m zomh`~y#~e$uGvb}$v10=8)L%L&LSTN|TS?E+ zb|IDsRElmVr`MM*lTClA!-HdXNQzU-sy)P><9uZGM#1^EcJYF-q=zeU4~AeSMn@RqI3&4pke)Fy9>=vKXE@ww57MF`>n@rknvPYd>3P$whBzWmPp zB@QJTO?r2nhth61hewl_K9= zyV#ks-91<(#|eGWcT!`#$X@>Dn6*<5bW|Dvz4GRtWDHajF6bBta~tV(|F0XVmnA2& ziP&{m)aQkWGX6+<|593%=KrB`2o=4Yv$hXW^U+&w@c@53N(<`j)UX|0P_0gddEmNwii{10sNm;C|0Kh%)h^sG3{hdc+0A9|;}Gm* zcUl?3r$c}6`r@!NHLg+c8ZP4qBX`S!V@p`iQZd@r4uBDJ+Fk^$796BGYj!x??d8x$hWV4%vZ_XNfBnt{ zuR2m;^K+BliSEg2tD$#hnJHM6u81TU3_1%6N*8~?x>1$s$$1A+@)?osTE=uP8F6q! zXsPlSDqS<&h4~v#s8di(D|$_kz7($>4F4x>v?0oATLeScDd~w`zsqOqyfJmWuBng4 zKY|WfqgT9C{gpO5qEvWBKJ<=!Ort8_6%)P1v{*eOi5OZ+^k2cj81R7OdHN-;CcGHH z@I`+*ydz(n(T8UtW$9}74qwgp%rc)o=mx=4;dZsTF#q!wRc~HB;po>QuYAqi?U$Oy zT?M6^<`D%W^ka zlUK{a>>RJR38e3}g>7UAuZ{8N=b)Vj+f(OZM8xZ+x@=Ms#YB18U1zBSeQaHj#3F|r zHZTp2h=}{qU2XaueCt!X`jGthLuFBvXU-mEj85_PO2I-iICLLee?q3lzGWW=^0Nq|4ZZ57U2pA=~{ znN~iTvRI|m^3#&yMxzB%C=&%MREJ?8!jS)aIBDN(a0|RdRFTNd*$?gx(BpqBS%10# zw`2$j|8M{p;%T?T=}t?coTpJH&JjJ^fg{m`WrmsvZldDC`h$u(Zm0c$@?koGoD1je zl!oFk(x5L%!#Q%*i<)~28n4K41q2-f=iGn;Sash%fizeI|NJKX(+bZ(vhRc8_S*(F zZ0`y>3>%gjk>?ivbMtx*^jd#|0*XJMZ45>p3KvIj$NMyT5LNN-6*PfrFg`> zWpU`&MVi%!d67O#1r!+=CoDwfG<7(W3iD)*QpW$YTP%MkxC#H<_=)sj2oLZlmn4jHL4i2X9$??M(h%IlbN}QyHAqjN&Xt-U<2x9H zyXUq9zLgmS4w#XlujbgmMnSW@b56}Re(Q#F!S@IK-(R5=6lmsEE@zV-cQ^ZL-~{1v zu|iUsrkVseELQ|G*$+rwg8Ker`1;wq!H~7)9VZp2k%A1-u+NL(X{`K%D?9Y*dNpyp z9#QGpapCUy%i({N1}t9bm$4a%ENS>Vu~e5^9m9HE(f#LF?`kD4Q>S)w)omCVauQ(F z*3<35#Q}`?^$Mm&qLmf&+NX$RIHk63C;D_ITNXTeO0!xS8eqD*h75Q}s_#dAS% zVLb66j@8kgkV4)Sr_)&EosSS}15h-_$un?lTEszW`CosD@+t53qlrahXi4ns^+zWF zCO_;&pyd|%#wId-t`i@H*k?DtJGv52p?yPeWGt~?)a$$fZ@hnUTf3AB-&dykp_{fw6In~vY5T7Cs+b6`IsYIHK zXOGUL!=-;zaIe%k(znKioYzf&59B$iD3+Ud7=MG8#l}@h*O2DW8EGB({mYvX%WpjJ zQN>ix>5%94JIcV3J+6Bl|4sHvTu?b>Kre?b3)S}c@xtJ%Fs>g}sg#jh|7y)ywjx9o z8sk8RzDp$u>xA4IjPdkssWvCq&9t|>u?2d_C_8@Q|vlV-jlZLZb}%;Fvy)4jJ@cV~H^nx9VZprXt{ z;^&2{DM`GHas{D$QruBBI0Izqa)YBZGQ@w~vO!OZI{PEgLUUp(tV1zeeRUAijT~b} z#*mud9`qyH+8=4(m81`HXp2>^@`lg6wugh1i%=-OJ&_Mw|6%+YJoB^sOf>mGP)H0i z+hFbYiPewLedAjCta92J;$4~sos`F9B3@|ce?ZuSjq(rAb&C~Npm%&dpaNU-J^+} z2gJrLC*b!H*d@n@)sAeUAo7*ODf#}mbGqi9`(#-a!>G{Ajbv&kuNk<2`ST|SA{jjO zuA*@3J(*!yIX#^HpBAA5h*3Sasw3jW#EGv7`SWYNi6s9FBd<5nYW#V%{b zV@0FWMb)Wpq(;=i7m#lLUP${4x%j?x{NgJ!hp~=EvOUKzSj@e*?VNwBGwc&BTc1W` ztQ?69YqxZ@J74R;=Xmn|%t(}#MF;Ny$WHm$PLJwox5i4yv_%Q@S{=VU7x{noMN-#r z5fXp2$zYbG`lJt9PL5}xX<3Qw$`4pkp15-A=N6t63_65Cp%e|D;1!}mgOsLTs|!-( zU@S}0iV;VG{FP6Xdiw7xJ=I(Nw$J_jBpsOKbip#tBQ=$TX<6gD;=;^I=PtU!%YX1- zkmiy(6RjfrkmX|_R9iXN*J*!uZe}HhTHbRE?kY=f#w*_&#YZgikZx)1^`3eh_9X|9 zBk6NAwwEfqK9NehV>lwkyUFU=qo3!5U@&%lDQs=B8R=|MqshVh$+-j2hW28hHL-!m z8Y4d@7T&>>+Tna#|q7K!G2FNt{%G$H>2?dF>EM*w|EtZUPOJ2 zDcPNsXGUT(nBMHiojdyxKeX?%zqXT&X}CMO*>tFkG~I9t z|5E!dO)gMZ#m8{~Lis-)s?xJ6tadRf!n!fWMf*^?MKK5*sfmBuv4<8njSOyU1|UDD zf*pi?B~zn3%1r#;yG9@_nS2?StXp07dR*>w7>w2EAWxn@Rc_^4a9iNjMDa~3*_P~8 zX?R7mW7ToA)m{T(TgB~KoR|G;6dUGibY0e>^z})-;@XE6MX~^P)!!`h0}Ir1&C*s^ z3|}KEW-w(XD35>r?Ip3t`}vJ_Cd#AyXsAwnc!*%VYME3xqJkCSo7t~#MgXtkVZMOoXZzTHmIv2Q zw%KTW&Pj|K_JgvJx69bE{L`O*2S zt$Tpz0y{k`skp8fi961IAb@3Q{7CPT!AC%8@n{h)Qy3>4%96AkGG(Ec(qU+3M;Zf9 zc|~0LQ~i%Dioz|^3wedOjGZUSuk%rYAl@sN(m{Qbsd7|YSYWa!?Ll3y*y?T*TC{Z> zZy1Wnx9NX-*Ynv5G#yt(ji6XmBHxYk__A^J55;YKs9;tu{4){!pFt@~l&M%9zB6t#c`ZTy<#H|>+2Pp8KF6Wb6yrw|`t5;%n<#TRabiY3 zQIMHi6PmH5sfAh%S{wDj7!~0PFBU{#b=!#C*u;P0OIX4yp@_DGbI}wMHcNO<)>5vp9`moU_RKt8ob~J#D;lL(U?UPhP;P3Op)ajv#(BWXMgLQtUk{In{f#9=e4gigowo)DEeY zm4%GVR^iOt6lQ$YFXXV?Z6)0~>PVcn>q zXa8VtTdCuRqVP_ykwjX)78x#Uos7j|}ve1e>Uuc;(njj9-IAO*mH0H&)#s=KWB+`k`Qh zxT#ApxLz`YUNTgqLv&+z48((%R9V$WM*2eScC2&w?Xq<_P6iEWy7BRH6w-CQL0*dR zEpct@+DYf%d?7Z6ED2KSg)JEs+7o|1L&S%aEh0RV77=eUsUK^e&Qw-@oCSblQJU|Q zHl*&|^0UzDGd`uvz&EM%IkMf-iu2kL87VP@?5)^mS@3-*-z{{6?#8C{s};K5v6wrN zSv-=$0;GjVy=?C6_iB0!om9P zRfrOk0o{iq>#l&fQ9$MoO>lL0Th8b9yi#s~P2vCT!%b1NSd9&MQd)En(y#dqU5jU{ zM(oCfDhNIAW?LS97`}PCbGsCSNzo?jy~85NTB>dxu2p^v5;MNI0|5=C4v_h0H+L+V6{#J_dMJ zw>IjHF8SpqX(FBq^)Hi3wMvpEYI)38I$p6dv|>z;M=1K$p4yA zrbQ#2}sIZlet93@oi>p_Uq7wQ~d2bIgtL$>m;&-#CMrsz``!z67qvJ8E; z`P?j@n%IproM4fSWKO}~f{$C(ZmEG?mPRS}s7?YWh$>e3)JK*i7-~&4%Xk%k_T6D^ z^C7q~3p_BS>K3jy3nlHyb;K4ol1&azNpKrlAgCp1&j~rlsVKU*sjGf@+G)s4`6(Cv z1FHcZ#E7rK?@50hiUQYJI3@g>?gVnfMcE{WQ~(!S}*ja6{G^E0pJN8ySKn*O91~ z;$yljPZtxqMbA$t%s(mDj!HEqTmAK%Cc{dThVd+Jv}eY|gac%VMW|<#{d*o>3`pr_ zW;Ns4aQBWDgi@k87soRJ#Vlkrqmf!YP>}FQI?gd3lyNAl3b0$?4EO8SYN1>kXYFr> z_H9$3KFEJls-*y9o^L2hqjI!rz1R<{#FMe;?Ms%TrW{L2N=VvI5_*10!;BQQ&CBL> zS7QTsWinb`VO#NYmEenCluj=scA_P2%lHI zhs@Qh#y1Ih<{jXOIua0Vkler_W8zcM6#F}ud?A1Ol9L3are2s)&Cp0srWe$}sF}(Gsy5(Psa1Zs`#4+t!UUGr zU_d~WnuK#J_&`DsF;EjzB1FXVU-DuSEYocje`C6A$dS}nVv*U>`F;W=`(eGEfcT1D z`}Kc2In$TDVk@z!guvMAbTKZSb;-3_J{O$Z-+4CBU= z?;ka#FaI~Hres2No&*cmpQMSnmlfx*b-%!Dlj30%#I9f|H2J^*ssRF#Hgg@xX z*4m9;zg{tex=DWP=AXPkMASGXH|3B_6@3~5$B<&McOD(G;KFDvx%FifqtmCPUps%g z-T26UG>phS__b~;|HnddZ)7;=Y>(D*=1LgIS13N`B?0MrqLYEnUWGCmaPXiDe!39u z18vN^jN%T?jhQZ|_lyK~7f(FQm@?Dg9rs~VXUPEKP$+^W2XE(oE1UZy-Pmtp%cU*w z=-kYo`NIoK0q$|!@n9vRz=ORaJMVv_SNp{wQJ36A>1--HZAr<8;A=E0K_cYZZkvj# z2ZO-J5~{W{WPB(W<{LG4?yy!9uN6> z4!_=O-byxND8dub^@u9`x%2EAws_8#$>#UR8J6aD@D2Dxi&2#3;D z1y>GHCJqiSYhyv_r@M*T1E9H08p4|+9a#Xob3>*90x`|apq*f<}@e)^!^7>o2&vUL{Q5N_S^t0ngM zKK+VB9ym?-a#Okoq zS8Td!L7C_|B7!?3Lcy)S51Og{RP+D^y(1$^?|~ly>njx0RR&S0M;#8qklb5N>+$^C z;*8x?#|P~?YoOhEdT_|WS2yvwkU7PB-w_kAB4NYR(Y16*Ku6w@*Rby{ByW-7PZ3-g zj@bVy1c%#qso3T;L(-p>XJ_Vrl|qHn9T{k65zx-EAP(_aAtSxlUBKZeU8C#%%ny7e zcdZ*;PZ`@>npra5La$r@kzIrjTj87AC9?;UIrA}-lpNW&_|IDA`qpbRJmG3RVh*;3 zA7q?KrJqMPTuO2b6mtzw=NR%@OAQ)t;n9Pi@=EmG?f1`tCF&Q6CU6W`6J{K!V zH2k>_x1{XiZPaLzTn;6FMHJptIla!}bln7b%2Z2D<~&wvgzW7h#kIQ|>vbJyegx9d zlkg~BO+-e}eU4%r$sZK(Db0xk^hqD+)s|o)CnEU@m(QWlT7%2*TZ%u#xxP$i78L< z2?^oWc1kI>fcQggKtLc}+)0_;i|KQU+viC>fbZ4nI;*^Rdq|xWi|vVgIM-f zD;c2oE*m6{^kC0_35xht!?EVF^h79JX@Ql13(Znm)$(!PNNVb@tsN2@*|DDn8OC{^ zx76jBL?kz~{97%_YB&bJ&KUNu8-UyH+y+JFmZ10JzZ20(NBJ{D)_P_?De9B}Ke~zwc)x50#3-1E?yb#vQzP!}zut z2rgzi9Vnm!y6zo`7S<3aJH6U3yCJ(2g$=^b?Hw=#lVJR(o|70 zjgT6A@nl+mRQO~Z?E}<0lVwqdLL8*N=--BHh?b={O~QOE3o2q44s`+b7hhVPLgVuv zwLZekICxoIp&r`Zu4A{O6o~+_2B_l#Z9|ei+ z*_U5C!-$<98O_)>{X9}pB#zf;v18K7)k80HY(eOMvo_M%{9C@aN#}{Np^ zMOOtZMzk@&@&V_Oc9PE@-B(;laX$92vloAyM-F_2+c~eOIL#DgpyL`}eu?-4b5z#4 z6UU?9!=meJ6B_M3)`3y>uR_6#!@SywQoA0F&Z28+(jVj!hIBFCQ2}FYiefqBOSR#J zP8L^xY^o2*9Qm->M0WPFx*zK|V<9J6+*-ekRD(|HU&!>#!wSWd?Y_CBf#EVji1$|b z#fsOq$o2_Oc1hxa+asjWZoby6*k;rFk*3|df22YSeu#Z@8=mR@eq|ti6g2K!H~0g6 zIIbC}Z#(B4a!UPfY7N-hCRf5DNVxTH6jcdZ{}183n*q2qm!Z zTYz>3|~B*-+NhlMj8Q$07HNTY#^(bpf* zTjeGhW?-YqL3=FbErx!+ul|G57I+;9UgA2Jl6tP3IBq@NI{0>Yn@920E=8Ui-$GG*ndsO+uo^%0}c*b|fox@r~Uo_yje{s33WLbW6Q04sRcqxLX93xL8k58df!UIK_$X)Gg|uV%j&G9J zh#UQ^2IO*((t^Yf>t%&)5Btan{N|X=yTe(+JUw_YzM^}>7J!~?lLWZ+H( zL@P|+1*j*|P;)e>A8^0qENsS+m`(S~vq^Q0Ab zQbne(LuyLX0f79ZGin?7nR0Rd@oIazP(#UZL%bzN zbVF1-2t7%EKG#I?2g}43;lQM7H4WuWcof@OMXM$cQe}41z2IqaODjP~~Z;LtID4?dX@Pe;QiEYQ!XpXdmdI*t%%7%5Oe3zu>B zJrvrR%oDMr`om2dr5>1c@$Gly2NJ^Y9^=iz$BhSnB{_#fG2adf)xv#Geb-m@{hcT; zkopYeUzj{Tsyowdiw?xfa%fd7+H9?cedkYoB_|KAOEtO?sf@sIZRLVyPS^T2c(F|py#X>{xpZC#dsrcGN+x~Xao)eqrfh|*%L(DD##BuVV) zkQ1Ko(3e`iK#t_x_}I!3dGyLMl#BGNQFCq-m<_yKn5pm`w`nf7yk zBpMm?dYj9BM&*i3Y%+}Pm7=Ne_?ezd;!Vv z6}N*k=Z;wpUJXk`MQ-kn`&BhkdC{kT5P3Cjvc!{=lP}j@BdZ|v_&%YJ9;g{xo&5zj z7}Hz8YH;x_&^8$u>0+~r;pnEwNOVSV2Mr>?3f_RjAcknP5eQ+A{5UkqUXuEh&6`SKcs-Yjj}pkTy*hrl)w zjl(;C3FmMSv_kY{icGLDiqci3U}dp*w{#lw&5=&d^|n>r2t82iXzw$PAOU;-_fSH9 z!X#oXaAqO>{1EHsRxWxt{HKno|JSBnwl%>p3>aoZDJfAxIt3g#8m81psnHCO5RvZg zMjDhHDJhKZ?nb!jl#bCGjg;?yr}x|QFRtUbPJ&nc&=uQbm5Z;>UiX%;YC~7u*4v65 z9Suxq)(WT1Z3yNidm{$~Iig$+V_(y?#Tb4k@2qmcNT2!Z)Mo}?OtB;41g*)rlZSm| zN?*sf%=r>ykiNtb8Q~*^IhQxMM5fzl>@XKTkp4-tj{UO?_!HLcS62pq4y*!xf##M< zjJVTfxjiL8NvwMB>_NZMrh;)hR%-68Yb2aSeOFcw0pO;3^l>qi8T(gS%{nAiUE1QQ zt1uLmLhegcY)>tCx76>O*XtAPI|rh?evY7ipe&*y`KSCnN3 zWuIvF9Mytp^*h8NGzy2Wv^;Meev{R|s}>yL$w!Axq@doAIvDgbEoiAJc2l7v6&+i3 z%)`g8lvpKLzJTH4>cE6=W1Mi;_Cw9;{-82tUpa>pCkT7x#GikE(TWLBS?thn^q(eg z&cas85Mrvtc(0-ycXZIpU9{YNisb}*o`GL;c+K+)4u1VIxd_1n$zO7-QMlCN+Alau zyWB)Kw$4sf0(TWug$#bh_AJoNitrq){Hb}64cX!2t~=Q)wYYD|jXrZKdh{P6|8oir z%avjpRZ_d|ov>(slgZNNz5S`?2kNFeIf$4flCi9xnrhsuIl0Z zJ6bdlA;tPVU?#O^g@dN45_uNL$_7ncX3pgNghW_b(uSr_N%G3;QrskG8lT6nO18e8 zM{^oGL3|-kPdr#CnP&pus;7fzOO4om3pA9yTFg2HTB?+-oBl0bw)LsKpX#<4n#nhM4Hlw41_y zVs_DozlNq4*HBf~4p$vrx75?|h2N%5+~&wV9JJ=d-%|pqrf3Rv38~`C)`>2a?z8d# zQtpmAK?2f$_VFEWtaS)xl%M&ptB%gbdiOv)IyxSw^Y0JiCa_iTdt_m9bd=gc`uA2VXA*D2UG2nCHo71qx#5=V6psq?>1{&@&zxFkIb^w zm(Xb0{vYpM2bf)yT*B&eCu{Oudrpd*ys9#c1|fg=*=1FcR5OtPh-jRs6cw+~aXq~; zYG$sUlGLrbmU=U0`$sx7Lpu83uDAA!6`N2o>w7&gKxd4`P~U+ox(*i?)0K!j9x+|^ z?9<|ZRV@>Akt^|P@(h*DhGG>ZKrx>bMe6R{C50{Zu}&{i0;F)LwYXdl36h|Z!cfH8w*+niiS*r!z1^x0xx&M25Lx+^9_s9Hx;*^H3~*gMn`Ovg!uyiMgX)UQ zIdmAcF!;ZYXeijTISL)ne)GOh$+G;DyD1 z!%Q#gWv&b`L1{6UkXG;OY4N7bcMscVS)Krzbp(HIXU_E!ZBf(-N70oQQ_*dF#V7Bz zu1ERRpQI-kyw`rwhuE0B%GQ1QY|tLBUBhNG$YhmI96^0)Xn z*BGO+ZLhO#2`dge-EU$$9)!tZmC8=O=ek-5c_UpD%Zz)eYRe=k7-6+~vs^lVOzLVJ z2!~%*^L0oeXItd5lq(2~W_~oL2+nW)C8YNCc9Hbq%JbUhN{xL{k#9;%yV)Io z^tQ;9F8F563bN%aAKG+Oik9GC7!JdR^>vsDV}u#rcJRv$8HEOng3flczk`Z)=2{t7 zR@*`iuyKQaAAfLr6`t(NkxWmp?_YTHtbqT2 z`R*QI!twBG&t(B>C!-Co2QW8ursl!`AaplXfX+HITr$NgZV>jtRB84SAl~%YPQ7IW ziO&WxIT7kG2j6_GzaKx{TE$V>hMLBphjNKm8U1?+%xyIgF{6g#>ZuAv^B~pICXxacg+%6umBv05c_4 z(L(N|9H@dPTX7?$tm^iE#TtW#Gp9qaCV zvm03A30^sj+9XaNJ<(VjMzRSPO0V%uz145}M`5Sot5kMC{HOmh1g8!$<|oc@MP@Ay60{W`{;_SrQI*(=Ce zNJ961~}f{5>X0X ztg%y{O>uMa^3_6@sj7185`uecR6 zh9(#nC={k4fZgJ0$eA{EmjoXJ^B2;i+YIPN1vzKv**2O=k-m!lX&K9^y`wfdu;-n6 zR*{9|q(Y+F8M= z8L(R9h8+}(adp>Z>AM`j1X-Sv!j zo&&lA724Ra9Ocb5ECNLe9C9d*lSPFZCGJu_TZ#1u zcvQ}R?mqso_y8Jf$}x*GaYHRH3akiCyf6`=C_?5-H{kp()VTFZb%2AxIQIX5?dA; zx6_=yv-=}|psuVktm=^B2Tc2pGp`dJw^Fx%qLEY*{I1_tgKEMc1Xzqk%2i^GTS^GI z$8@jpeezilj;gXs7M5Uo&8cP?0hM1anqW&JdpYx}AW=;skknOx?boyV=Qg{hXE1$_ z2iI*n{$$ve+5_-HQzda z>l_$pv2QCL^7Rn+Kj|1?Yr8H?pbV4h?CbEToX6|ZovjtJWR&CrOkea2H-qc|`2Juy z?{w|>LBsPd#d-?7YL>0%%O6|Eth1#c!Cw&`d=#c08@_XX^;8hF4onn8xUOIECP-^L zTu|^A!d&6n)3N70Cvu&<(>>M9RjxRH)$%bZJ9Is~RsG}Z`4T6nhr3umu)3boZ+~Je z;mBcNjGhHh`=^I4G8%#+*V&+)keaN`WRmFMKBlB!>9O=rtx%ngJ^t`Uy?W;;a4caG8chfL@V*EZ~t9 z1o5qZ;`nq};{EPevher@ffO~bg}iUeDNTFiwN;SHig&2VtM_Vlvtfp}X~_9vEX}0s zRwU9Ha76JMtwt-LqN1CX^f@pJHNg=q8lcl8!?$6Pg!j+FpeTb*fAx2#=k`EM@=MDe zzAmvXfk{z)1OpUNKDiT|yn%#&imNLm+H^Zc$F;aeHVBCA)mZ0h-M5%bm(j0UIh-hUj=H7Gyp+#^d(xnXhjz|wFf8nmo45+QBITEo0r|X0S_a0k(UXVxOWTBxwypHDL`{)X1SKx5 zXwuw8V7=6(N$(ymIJK8xrv{Iq8%TTYgZoJhph5Q@xTGd#U=Oa>R1T%LvEbq93Qr4a3-Cwa{+S9G8v2DLNV2FjCOpcz2fbe{@VCKDUn~ z0W{A7I5d+`Jt%+eTG?{jI2L`^SKzUGQYMHUm`Zh(?X)}TY>w@0o%n%~XDW(LoOi0fh6E0;!FexNXFljUsiphWrnkf~S zFid&Dgk@T)o@Uw_NHLoRCKYqiG5q@g4S@xPJ}C>%kp+K|O4x$h)IuZlVuwLONNIWs z_7zSl7*ZDU9tH*EVNn~!G`!LQMxn>xq=p{jCDRJ7z`mki>zOu)z@|M7J>EbLdO`|0 z=m}ag13kezX5e57-wa|*onkN{1%g7nQcyqqO7t@pVM)<59xlUwT#_38+Z0j5e=8_Q zfmzB`kc@vqv&t}otXSung&yZMv(V#_JA@{K2t5lu0nQ-XDh&pSLyDwjj=;c4hmd3{ zm_v#rf`Td~ao_?%MQ1>ubeb}xKxt!pFrhT!^5|y`evv}!J;OiX0tT?-kvzDl0`vu> zR3Zt15X42efM3ff#V(b-fK*bRLO_aut$;0KE$x4RD@ZwZkOc>Fh!kN3qD|@$2a+hz z!D)h8Pz0K=1~+{0J%Jn`4|Il{CHMu1l7c(nSdg#)?gR^HgvTl1C~@o^@{HpEKSgu` zz)CVHJ(SXp275d?1GbTbBg%mVsrQ5>(Tzw&ov@3{1lj>E9u9+p=&fi67Cgx)qk8x6 zGk$;0_#fkoG2;)|JB4aFWBg<=zhuAthRZ#E@pY0jewy9nJ$^hM&GXTG#tg~z_*p(1 zFQ)x`#&mJwX?``xj>ccuyOa@^OhT9fm&Aw59<)r+ot!1<(!kQ}o40>KHc3H$pZdfD z>(OF3yxbybqNH;oNfF%lCACrslC?`x%8-8;AgF~(3_Sn7Ql)ev!N(4glCmH=NDA)~ zp}SZYPA0;wr0E1GF+%nPsDm;Eq>+ZzK8-SIb%4?YkE#PjysQo!k+C{RiIC+1$`Z7t z0~qC}({cYipR;!$%7YWeFY+&QR{OJ&K^O{FC?tP`L;P?w8bjSX8l1_U6|3=bj~{=H zr&swjDoii=L;i>#;{ZvxBoF%V9QBZ(1hr2Lh6W6EiI+6grHK_DQs;{gb7e!KXP^v8GnE}PD7KW6-Hcp%dQDSm~6 zOH8Hd%>9;VNq%7y6?`Yrl(fq(qL_aT6T5+_n?&)eWH$naIK*vY;F3*i46M2NgFI7f zLzPlLH&*HHgOy&(mlYz>soNJd0*-exfEjo#6_~AN)QqVaQS(04Dg91r`FQOEHN(35-LKo-kn3)owvFG_ zc4zgu%I>-+SJY(G%r?KG%0qd()+2BJ5-td zRH^2{`_#nWqjo|Ubyo=N3d643eo-q}(r3PbKC>Na-4?Zinxq-PMa_Sgtc_y>(Wd<8 z+OcWvT{GH3>Q$|9NtP9IHKN%Oh~E;3Tnpq$+v&WvHf>7nSEV}~3tJphYmOb)X~;Gh zx~}*7JM#0+V3GX)t@C!-d*_@>a3>bqV&A0c+FqAdr1Ws7+`4z`pfom{&sO%9XBxuG zW4a*_WxG*S;`Y9fv^IZnW$Qgwfn^(49mXWKYzv7Ps+5VW+J=*bH5YKN%dD}KPl@$s ze3YWGA0>q+Em#-Aj@GzpVrvUM7HbNuS_5Q+M7=;rrU}8OwMJ`6DUWBuQZ5<)VL_vXl}dNTN&)FY<6)K79IKC`RMn+oA&pm7h$u@YyjkfsRWLTTCc(Q^{7E zD+bk!ckR+&jkG|$$<5ZtN@7Bg&iH;run>HUFO^`Gwb+|_1y_Y#;EFONG*5P22zNTPxKBmbmH{B@m)h!lw8fwsL@RVz9&e0=&3<%z?ZRA&E z+=}i9Q>uSyDj}T&HofggeNni+$b!T@p%S|bS9-U*a8q9wu5w~oxVj)rvv7%)tA$&k z@Q)NO4V&~1$LS>*E!Czhvq`mCkUeNyXO%J)f31(CvqIIw?_PCljH>HayT&+5H@5Vg zR29`l``)W~-e___&=WkS=yevoO(Z8lF@yViPkn#r4WF_9>uS1eJSU+W`3L!|KOIcw z<7shY|17)1mGkH47iTZ-9X~x2Db5eGn;FxEz)^f&ascQLWSlVx41=+TAI|#pxWooX z9%qw>`QYXjhhFtKS)pqOf-XLqXTw4NaC9@w8PuQ8^Sf8**5hx=K3WN=xXq^YXy6zA zVVZySKj!mcem$@DrzFSoPm65GC-j&mUW|LirO9xCo3!Zh$pCgRvp1jOd@ljdUmv}A z`W6W|f4eOMGO&YS<10HF56vf!>hv8%_*=NBygBTQB+Ph zIG_p5Wd_nl{L+b)_(K)GbIb74X7Kade4e%AvirpK_VM#)fBd^9BFRzqO(- zo*j0L{;!A6jvl?a_vGo*@n|g4gR}f*0q$=ZtBha=imEhz>LKhhd=pwkjfYEErQCn8 z$`E%RBc7B68bh89v)L^LKDx@Mv;Kd0n)9#i`1cy0UcEYe_~*-eFV9{t(Wh$Ng1?bS zKw2(kgKCadsc+%$n)pk*jR8WcMh09f14sOrKj6RfKjPckC;XJZ;Ai}Tzv8d?TjYnB z(I4O4Wsx7({CdEz$BSvnl>hLLC0j;=Q4Y$C(N4Au@E%I4>nfqxm#!!D4FBLSK z-%j(K&;K4r!u`#^@UQ$E|CUe3?cDD*O8)iy^x4~!cJ9x{ciFDmqwhD?YR?JNuD#Zn z;$@fWivw+)`olW;CuQ=VV&-^WLU0ZcUIK(SB@7=H!(l#;Xbh3PB_??>yME~pv%3*O{c?T;4)SL1)Sg51@IVeC;I6rEN;o#l6f!rxi`86M0AU-kfcuW94) z^P`7P-nM}zM797;Glxp)kq>>;q(uX0*_t|RP^}`{J|X%B(sBB!kv;~pRRL8)Y%#zt zDEM~N8zz?DNB!~DU~~gV2G`eEKaA+b*gF})9%2<)!jA=i1sj&GO)!5pA&ixANu!b< z1=4UnViCDPAQf;$GDT()hy|Pl^&*ujluNvsRW)BQt+u!xhZ@`mY$W`vg7Ua^EC-)v z)|T|8+T>40?38G2t15^y0}G}xHAGjjisyYI6Q{L-;R9MB z@FC3!M}fAu5-Hn@P);bAlXqi%j3(t)%AU=0^-+m@%8A*U^<%<<>JEh zNmd>ZdtVQ(=C?EYByVFq?XtbPv|crCR*g4pQ$K8r?Ob`UX2`Aj26vmzi3UJse_yt)mRJ128GQ}1pyhs#KOS7os_!w&uj0y2oyu=piq9Zc2Gr+^`4Dr`tn>@>Phpz; zqHl8JL19DIJqJ*8%)X(#cu3zn$G!5ilB(C~H2+K=`Zhg}J-w@YnjJmMk?I+JIpMxRmZgN0WJzZ$^6td}oZB}3HPm!6>%*=rz{r?4E8^*ww8UX_1C^9lMH8d+Q zGAA%FCn*XqO>bmGVRU66C`39kFfuVPH83|ZGBPwZG`A%J0>J}PGBG$gI6*=-Ml~@q zMlwc5GdDyrIX6Q%FhfQ%FhoH^J|H|YF*rFmK|(f0H8CfB))IuGEAPn`;038rfiAC*M6Es5$v_c!SLuU%tt`UVUMmtyx zx*6?=JrOM%ys}gKz;uFbwAqhY>h~Q5b_$7>8|`fJvBwX_$d6n1wl*hXs}R zwJl#%NxWEEQn`7uw5)RbU};6=K51z>Rps@~(wb_>Z)sii>fO?Y>hq_iO-QDGGs5W7 y5|@^^w8W()E-i6A-~}4t`c!`(MIGly{sC=1E<2Z(2Lc`oF*q|f3MC~)Peuy(-Pf)F