From 04479ebe572d44086e99520ae098832996bb8480 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 7 Oct 2024 06:27:40 +0200 Subject: [PATCH] Create nn1.png --- doc/src/week41/figures/nn1.png | Bin 0 -> 52247 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 doc/src/week41/figures/nn1.png diff --git a/doc/src/week41/figures/nn1.png b/doc/src/week41/figures/nn1.png new file mode 100644 index 0000000000000000000000000000000000000000..05c35948112542dda1c9c3420d104b18c5ebdd15 GIT binary patch literal 52247 zcmZ5nWmpw$*BvCJyQCWgq`SMjyBjHKX$e6rr z1_1ZqTfw^k;K>F6`(^+jkPZL@uGwwsLf{7o7K*Y`zzg(WerIVC_zse*oW48wSMI-u z%&?;fcsL+0C9dVOcxdb^q`mj@vYh%y&p9Uno7=;%h$z9%-OZEf-H671xlxQ1wzUnB zF6V5RPH{t&oW%F|5u$K>0{JX0YQ`h$!rAM`XV;0GO}?Gg=uDfgZjqY#3xypK+q>)w zp}d`Xp}d>VA()?PE>pUubnmfe{wa#~=-w-s?!B-E;E9>;F$EN}%9z4W{`X$=A6=OL zebM4l8weB{S93Oh zMtYcC(#-#JC^q8 z(wR_}E_B?F_QAj+tpV)Y{5nzGnpSiWEl(r&1!)m2a-4|{iN5>+6C%zYx}Jsf zPNJ-DdtLY5b{9NfT9V!Qumbla$D4Y<3xO zgO5Jrhv-rt1Yn-$p#q5wT{V}i1vRgBA&PiZ?vjTGSjq~IE-|ho1RCA10No@uukd0?BM)1M zGUyf2lGELd zzw2E#qgY~nLlAvYEZIu?3jEP_UY0)P#N zc|2;)Y*8B-1WTr3+~3nk5%VLmU_!574<10GQvR;zfiAOe*sIr{j&cNvJO3|$$Z2G3 z*$du86J{_VD?d-gJSO#<5n4`S|DksHfQ0z(c|z8a5Y>{U;j0ZktQfvT>&tXBa;W)l z?6X*x_{xw}muK$zN}QRuF#US{t|6%_C5o=}7cU%F$HGe}K!-_J<)6tZq8UEt>_A>1 zxUG#hJ~y!G$B!Rn>gwtuFaJg}O<&T&utLo%Ma_Z@PU~%1ui88h7M=FBrkxcOz5syh zv;X>FyZ6cPTP90w0P}J~`om;e;Hv5nZ%H9&$j!kxcSpyAWHhuZF+)E@07y<*fhnkk zOIIpRGj8`9{$A#L^xVx7Ci>db0QUYx3^juNp#9_{t^dUsuP7h?*va@mBG{y|za^&n z3#3CMBcVe>K5A-eh#xQLJO|POug4P$HyVyyAYE4*7fvCg*3tA73FQ^!lH%e>hs(bC zds!}RX{O-c`X6?f1Ej&g>*iY=!3lxWsH^%|9 zra`ld&jgK>2z`3px~w+-kS<0@jmgn$tiox0S<^Kd9Nb}WhtT?KX=&fQmqMN}M`3Wu zPiKSVzAJbB3lRZURzhK)$?XqU9@_h~wJ~%9XCthrGr00!;sVLQ?B3^7{ppkcZ zU76-rQ|eAf#D5!^Nb2g&P3Gq2(C%2#&3WyOCFu~89- z^5TSTSVdYPVq-+Mj=EQWB@@NN_k4hq7j`iBG$WaKT2@sBOQ#uionCQJ9#LMt4?B@d z>isY!G_26+H!)7aC70B0I}w3?LHgzm#>0(l(CzKnx5XgoTMoisM)2@=GwJCo4L@ax zAhWY^z2oDZXGcrkUZ!L0do&j!6bZF|2>7!MVP&wqc%pwEGUJA0OLZr}e0#gCk5kiw^YrvoGcy7Mq%-9r^$b7 zDl185W@m$kwO-L_$}1Dt4C*b$Gh{BDfm6pc9B`RSM7K z-@o67%m`m9xWy3q(xc6V+Z8gyq`K}N;d`tY#lelVb98K6H#F`f|DC~EpA{kV0&kkh zYd^CbQ^L%jQ>A!5dY-m6DN}K3}OaoOgb?mX<}>kGW>NGAh$%mnxa3m@+pE)&VT_!=AY( z3-2)PF&|~+xXftKWdK03j~(;P8?=ZB%lxJ$^pTN~0x)1viA&&>O0Z|<=As%ur9OXj zy>iG{NZVG$_B>ggwfbAz%W;vDk^(DX&d%`mZAjC#+S&*HWdHfOxwo8zzbb>yRw=3* z80ZsDK7FE^oSVbWvH~U}T!K@jWf?jwU|uAIs7)jIg03T~+2BNUU)rrx;0ca%NN^>l>qHTDR26|3=N;hv73j0l}@$h)?^YW|il%76&DN z(|RLc2eSie>!W7<57br%acVzMcQiCg>(7Z4@Lghn;wp-<2M z409^mUhRBPdK4Xu%L_K|i+BZw7MLT-i2$==r-G`f=%XU1 zoGcMh$5LaX%e}&8r?5XPu-u|v?Y}A0y52ntXUP_$>(=@{RCUbTc!k*KYX8dAG*cA0 zJfvxWgf@{iwBRHTGo_gNDocUy#!(xUgEHB0d1hu=OULUqV8D~Q-W1^EL<)vq)C=9o zQ-V~p^GbL`M2S0i4*ARHr$J6Wh(||rnv0P61%%OGD%tbQ!fms3ix{8~HN8E%yC4|s z;&R7rKmuB*G?mB=UdaOQ=u!z~WN`<|Ppun1P4aV?@2~KKDG-C z3}~BK7wd{TEe@f~*O+#uX6WyZ>@0cFE?!GrR0t=hq}>p-d(cqf-&ggkGNvKo$?P*IJagq%9n0m zS8!(;Rd|6YvFW^jzpf(kVz!Vk-c^&GO%=ezXi}@B6j6c{{;Fbg(D>i0SIo*P*|!1u zmX_18Lqp@XSTl27FrwZ0bnfog5h|vKoH!D#-1zt|ASU4ZKy%lZ&9B+yZ{H>>AukZmQ@8~lUogcgNd?El zSd57-d?qO%qAM$wLO^_GQj$8h1f``)wq7|dA)jq#NQeyfS&{98iQd3K&MgCOs+tKd z6H(CpFYDXX=W`#_4)2metps?o=7rt_QZi6AQRFGdW+zkl9#)z_U< zu&Um!Zw_{a+Kw%{i}JV5JVE`PlG67_sj6rnfmWAUx0KqcfdCx#ACQEFw7J zVOs;v%jrDLx-~8dp?$ZZCME|wL&L)>u5S91k~%^pR4E`>>n6grazuVfyv+XjlX29zy^dN_qnhK)7L0C{jT=Zs*8AmMCY)=W1XrP= z(X<-lz`Jv}`BA3l!vaYH&zP8qj=Q7gH_=1U%iU36`BDnHoRB>BKu`3<4P9#YcF8gk z_Pcro_&jc%B{jQ1$YhFl$sy_KN$yLRTf-F<$IHGp$$3GtSbbZ)zu)T>XDrm>l1)$` zTHy-tA;HP-@VuAfzCI;1Bq8xv%LD5+1_ph`e_-qRS#W(U>&DZ;;Y&RSXLAnTQ@=q6 z-@cNbUROz0)^Jj*``{^Gc7d&R+pg_LTO=guAAUEvnx0-f<)~=JTu4Ex0s>#rRrBVK zW@ofc)D@sN zK4xYS|ArFwPdYm3UpV}(zpnuA^v~$%Hj$&FYwW8*z^bi7!T>_z=UYp^&{X_`=T`SL zR9D2rzR%$(o14+s+dB~TY~G1{vlEkc`%_k|9w{nh3Uv?EwUd>Js(eqWEc}6Z!Ty|? z!oZeqh60pfi?d>{^#WQ0CO)B4;Bls4a0cZ>`2-5}Uu;rpdTY{%s&t8uiya5Bdesn4 z!c=z7yQsE%RW0@o(w}9g%&x`(EOMq0@`WYY{{l9DaTOK+o6Ik?xH8+D`hL;Yc0i0N!Mwp;Uq7mxlY_AW>nc7z{`oi|=!M=u zV+zk3oxYZ=uOmJWvL|)kj)5V1^4Z*EXf<$&ouB{M&+!0_f&Y%>9b|ae8!L}Irt8V; zT-NWwX%M`aaV@T<=HIg>7# z$Mh`eB%d=$#orNyoBrgteK!(2It1^J7L$MH2-aVDpERLtpP{DiY%TM6dVT$!A*lQE zbGmfa`1~UJicBgvxsgZ+H3^Z3+9sw@2FYpRdU=a-iiI|pOl%(7X8rSh3K zw%xNEwW!VHm(0~H%y>MGm8xb%R2uST?QG#De6L!mp`+WDeRqCkX^Gbx4gUQf#IlkDuJ5+>bWwqMC7KC+wtT+0gx zz@h#Xr^~3Q+I=etwnb=A;Q2N53>GLV&2#cO-_pO~cV{Nw+eaU}xXR%VI@|c}x3JL6 z)%Ww3q|S>;e)Dlk>KjbexvU)r<=Cr>?*-T z(~2Qdrk2_oy^ZjtEU2AIbe3+a{c8;MJutAAZD%6b9`%`-z2@aVl0E8&{Zvpyy^ts< zxZ8V2BsqcwG(|@su)f;K8P4vSn|9w}20t8(GnMaUV{LFTb!M)XkMt@0NS4|eAoT`3 zKX3EypvT0;TLYyS*V5|adxTHF=;T9IIseKEE0&@6BzG$CnOQgNmR^)*I%5D8^McImXzeH>v{)Bs;TMhrp*P)5yhj3 z!;awE3p2xrMS?RmN8wjMz#m9DV6e>-7<GceQT?W6(%$e)6U0RV05xtB!exgr#g4hC1SKT#^frgO8+e zBkmuNgx(IG#O4Rw_W^W_pm#*cM;7~`g*;l*f{cNmS1_r{g zeI1h{DM)3v{ov)M;CP!pSW7Tg=L8_bbUI$vgwv7wk{kn< zPhbw;coht8An0Tnb^~|xB*}!JMPdf98}y5Xg*O%SnPIT2GVcku!;8?Y!Z6|Bt;4?{ zRIz-<(ThW2d!v+yu1qFBZx@#tC%AextU76>WWALWu1ZCo*Y6G&D_<@zf!ou<&-h`r z*^dJ`JS7#nPu86Xf3~C$VXB{sN+Fm-R6b`iLUE5OwD!Tbe8~es&l0Z~q>AtYQtuef z2D_HKY<&YeR8Yt}_Aagxt}EHqnRMxjHek_owWVPn^J2c#p5nbMHafg67ms>CLBvr= zMe6-IdmZrb!7}QZTwe)$!&9KJ&=%bBHqeO9szpe=+-`y23X$v(N*{)KuJG^SI~VIeg+p}o5{S^}JHL^9gQd1T{O|$4htqi)GDG{6sqwfk zjCzq1D7y2zilkUQFO76(viz{EH3gEe@01O1~XIZie< z9=}mTl;{=DTXwL>nQ&29wRJ&*{Et+Bqygr07AolQ>lBtlU6O$`%QI9W)KF`Tt)AoO zXo z;$B{@Zx<@#y@bJ3@epKSFOJwaN@IV;LMv6H#ZgoYsb!!#oJ~=0a7X zcOD^h{&gU57!D+=bN?ZXgJpWO09r|!DgRdFh+Y0v2CHuVFy^FZ?A<;4o$(sFUKnPj zQAT`u%}LxMkX0NC(HqHw28md^4^%S-550rpesHv_ zI@L;Y#Z%d?vfh4qR}jLw7g@MTvx?py9?#@LR5JKN^v-!=jvMpPg*Lp3+!>V2hb4Y- z`uRF9p2qfVG@*%;Dz%Cf<7?V#+F^%8%y43HX_uyE(aC~cq!b>BKow}!TB>)zsiFKh z=%l1J6PQ$#0&KfBahs(R7}Tx-=jUH460I`Txfzp^9bn1Y+K_6KJ{ee)UVr+3T#?)Pq{xB9|g8DAU* zzj78pQSsB2?nNWTV(YdmlA`E^dZLieV)3biNukj=3rLfiBeqOtyV`HLeXHhkGhUn>Pe#yDsW{)RNBmnJ8 z^vO+X(t*Ga;S=ZCa?3Lr8OhbK2o|DP^2-}lwC)f8#JvUEe|!Z1?_(iO4h|xJJb|W) zE{j#6P;lUIfHMT4VHld5S@z#@CrJAaXGhK`A#Jx?7_z?Z|6H}fDcF9< zPB*s|BthmS6n%FTtX+04MT&{Q&z#9{UgQ@nJnXm*xre_#8?;n^k6L2$-R_sE558Ut_1sJGt-n`VbM2uVk_k_ z-HV4LfF5{KQ4{PCjJ2;3b7fi{AKGBC&iQFb z|Jqejd3+PKI8ln((JvFjpuzoSTC1q(<-?H4d7MD-@SCAdZ=?@<4Zz0TnVRai+@QqQ zL12muftuEMn*sR2 z>m%D^&$(ap$hD1*n#ZUla-F#FBK@@>8eoSeRCZ@oLxet_`n)*SnNFsQ~k(y7m>b^j*gO7Rob*c zj7dwEq5%`*`|(%GNSo#T?O7tCzLTR7rkXuJK7RXwKrNE;h7?WpqlbZ-zyF`Pa1;!# zgZ*k*DE!ScQ?tn8E!|nCe9$bdeo}fi*3_Jo+e*QeIl(=F9vo>y8%s?F&Dj9~Nvlo% zahlvmXjPir2}tuX<|YhmZ1u4S_Acb=bOwZ{o9SI$L8XrzTCpQAs@t8^em`j%UbKcx zN>pG=Fd_*-gBDQRzcEyGlKz5&n{`{gbX?$N)rbOOi>+*SC{k_9{(+xOMv(Cu6IwbI z5Z4@hYzry2WWJWD+lg<8*LyjQpa=_h%h+dJ)FDH0&q6joCE94}Ko^DW!X_P}+s`0m z2*K+2>*@GLib9+Pu#8-lvdNzwfX(jtm2x?a;E%F~N!7PLWx25OlO;=8&`oW&U1(MW zLeR}R$3C9GlZw^RmF9v~7UB`9l%tHXyI<|H26iKYw;@;mK`#Aqu$6{F(_i)5OHBT! z;^O}rlD1y}vwGk!OL;lZAOgCPtIJvs{LReF_A)Mvmio_FHRb-h3rR(2SFWxOFFWjT zQ5u=J_9|kCUR_#MiJ4#ShdFxE*27QnR_HPPzPj3t{0Kc>FlNnf*0cn_xWSMUGb!aG zehb1*3d>$sL0|Cm9nelVp_D(}06bt3ezyl-2%GhEpeSu$HUjVMqZwtI*%S5+J*VET zY_H~^E!4wo8kc>~MK3H8Y*gOAFs2kqBY&kyPrB#$L3#rq$@@+s!R^nyiR{#QgKRp+K0zwYy`% zXbXUch|@-27;NgHLkYj@E$R>o7=1$*F>p_=fcHiDW?eZ#Si=U|V8yWoaRxq%kk}sI z;rrw;#uZ=(YrYAbRH}nRQ?h4b_Kakoub)2Mc>z2c+Kpw+O{>8?&Pq5J<2$dZ-@W^c z0PtXUk|&l;)0HB-yG4Bzblb4uvXnVBWGwZtRl=5kc#pV^PO!9snA+ zm-!R(viJT0{z;S^n}#di9!qYYNj9FtBoHwrFmXLfdItWn8Psi^3K|j0qnrqWvlrRV zDsnyN_E*G7`~g+jBsbtn;}L(GXkFqTEhNQ(PQi7(&%LP%G~Eh>MKPe~uo&Vm(b$_c z@w$__aP1*fg~caLi(A<=RYeij(OaEu;;41&*1QQSFB`Lu`O-#}aB_H98aawb0iD5U zYZJdNq!{q+mptIKfuqKnIZ!X(IS7-d^2C0*UW$@MM}M6aMd??!25)A`$f)D@?_cSR zpO2K>R{Qr|rwR!;txO8+;>)2P)z8yfR=&J-VTTLA@*82lIc8oiDet7DKTCyFi>ckV z7@6Nn=ImxmRo}LU`iSRPAbS9?q^>ZeYhMRtWK z@FRQ+#_@`g7_AaiyOdQQ7cJ};SayZcA zEq^ihHBvq`SuzzW>8Leb+l)7t$|Elrg29zT#cE2vzD}urin%m>_#XH7&bMJm;DcLg zUERDWV=xUj6f{aRiD+krigams_OKMg#nInTe!jW7oa5!=BYD5r!hXa(OM!{Z^lsQD z5izVod1j+wC86rKxcm~< zsmouoB&kos3l1TaPOxVD{L-s z#pT{597|G{H*QtUt*iAux#ViHu_2Ziix_B}=e=BD{Pxk0Tv=Ixk^SXD^+o*0k8l$& zFLN>wpan^sQ`^{j=RaN_l`hoa_lN5o&eTh1eAcgR zH#>O~v-S15*YFZ`#nGedI{^_}AFE4wB~q#}sWU*L9;93Wz@lq(^)0!9{~ymdPKw4)|Vu1?ocb?o%-1b4AksR6U_^B35oMZ zU!l-{&dzkIpwXUQ1=*g?_4hx1=k~CJ?5wULbzxx9gRv|7I&8&Ax_;p#t|7l&SNB0p zR~J-aAb}!-@72!YFlHPn;4P6gerQ@gWW$Ht9_quP^>xfqyrys3z~}< zYxy9cP@!ki6_qVRAwJ!w5Dx-!iop}j;c2Wj^Y0fdIFb9d%&+#hL?h=jgnYwhQ&&L zNr0AJ=5?J)nYHqE9TqSf-3e8IbU{=#wU${9`16zj7_so!vE30Af@77}K)RqeYEAjR zwKs2bx|T#_9=_)BR;K7ZOyx07l)>$txenCN4NXiEt+=S2M?!bkeL&Y;$v#j>lrHGGA4w0oSP5p0wWHwumx>B`XAO-g z{z)YcSlHMiG~&v*!@q7apegc zRB}7+apX!f2cj360Km)ZHA}DUr&Tr^wrw4w?&_nr`7&YrZjXFhR@UMPY7AEfUzF&4 zs!Udnj+UBDexXJvO+4_!WB$&mApZ!i#0GR-+RvPqm7qB^jEvUxrW9C}5q}&Wq9>=N z2>(h~f3otfAq65y)2s&(|}B1&C3|eaUa%Nu+(B3yw4@L_`L6a3FDF@gB!R2@Jzm6*0?%%pl0=@DpagD@=XVQXIMn)UX_wU;nIWn9AD=MnO z_2=gDi>uHa_V+oAT_T%!P^YFG!cxDKY3$V_=fBmAc zc7m)it6EiIM0*=U^!w4pMOLTl1X+6^y{gS+i6N4k!W zRD6jF_fd7>)KUx^mSNRxot-$KhK2X9A>A&K*@VQCU-aecMu{>{69tUe!R4OglFV1F zAX%2smHD(82~RQHi~5HdlMo z58r5d6}Q^+^AW*N9H4uH2if0$64P!}g$*?qO7kIAosjR|-ABiqK(gQ31!=G5o8+Q^ zhw(R~YbCpgV!t@DeD;6N*!es41s`G}!VFBxzBRhLp0hTfooQp~hrt@o*1gl-xd4*FObO0;Vi z1i_yNvCkOg$>PD}zqaJ^kM7I|LA)@EP_E5r>~P^5RUA0>^1ZEfrCbq~{i-DxnMDJ3 zdH>AK?=suHm*5pYXxUgTQF0~N*GirKKmv{K91kw(QV7bqRd#ROx9qgH># zDQmk|uLyj%lP2ciFdlt#g6DU$_YKatjcsi>X^{ux@~C-5+~k?q=kB~p>KOq|Bjom$ zO0U6=WVz$+Hp&0HOLxG9#Uhsq@lo7wKfhZ9VC_QKl!#F2{VwE1P#e7KwJk2JV@S|! z`9x1h=lbp+i*yd_7O7QFk9$d}eqX&>Gv?*CtF5Hds*-Cb_|QK+R1c2=qu#Erd>#ka zN8ifJ+jJ7kOuKVkpC66Wx#WqDSNtfaIT;y8dJpDLV1Rtv2^UcI5SJHr6Q|EaQT09Y zyt!@B0CAxa)XBU^TMcr23fNga#~aMH`g-|7(tI{HOdz)qW4`lA54?RR;>lc?~B z?N$LnVr>OX5lk$%-gdC+HxDO$u1WCt5gc4q`+fmCGA0Jb>8M~syN33DcJ4-eC;R!J zrdxzX&+J2y<2;M#gs-;wz^AtU}L8m1>BttfdN41>+79Rb8@N4YSK}V-T2|dO5;RcH>bl!KV>nwC{Hq0P*U29jhXZD(T`h~ zKYxauvMIDc71#+lZ1$X=R8t}r(rf(O)fEAD+Y_=85wPx20l2tZZ7+8_?iD9pnm&W; zsDko0??9y+U%;M*=60^It@*_^KW}DcW{vvQ!D6H0&BzErs)B;B$mKq5p2YLh+2%YC z_;QtjailnpKdF?0b>e+-tUq!W43L?*sxy}HEl*LTy0Wqdgf;hqvV&1kE|9?Yz#BRF zJ;M}8pkg)`2pM?4$)NGQ9p#^55J0h0rlqCB*>`XhS2iXsq^1@RI@D9M;1G`*4wIdo z<#-6E`6EghY<6yS^aRDR;o;h;RN5`uX{IH|jrAxOY@EbRI0V>Ir?;JcN59#W0+%At z%6L)hk}aYV{JD#Ye};;60+8s&Zm}nFfKC_ z625+8UIzq&(|G{pzc?t?+j#Ry6EN6blsNXyS{Dq^D!oIfPl*D-w2$IQjB|T?3i6N8nH?oBFZM~x2brj-0J3#f9dKk zdvnGX1O@DN(9mGFOH2Knp{-4DMMceMI{UZZF!>Lq8^l09sE@F+{zoe-#Y`^?$*-*) z;o#t4_%r9F1iQdWA0-l4d2?~Ca;mL6_)%^VhmMK#D!INxQ)e!89HXeD8Xc@BYDQ`R zid1GiSDU5|!pUk^RZ8)R?F|eJz$c)BI5Vl{tfa)OA40wfN$a&kaQg!33doDSP#*O2yBi-Ffw#7GG&d6qHfpTUv=K5_lWWpa=<)0{fM*277AOc*T^z3$dP+RRNHr z(!8&$nWCaILA#S(6T^Zgq$G5|QBkuGx&$S8X7-KfSB}bUsrANoE3~9f%2+=X&W|` zJP{5S+G4E)2P%~e4x!*dPX8{)d42MYv%i0T<`DA~5xM*|3xJE;myb*|8y+t9x3&E? z5{`m~k#v%fZM2`8q`A7X>@S5IcnD(l&#WfQ&iyZ{1OL^X7S96~kG(1FjvL48L-lq~ z&(~bP`Vq?-G)ImQq5aN$wK5V1FZrDiMGv;9$px4NO0~dr&;=?St*4q}ccSSk%M=-<-ZGwBh;p)sy;OOAt{%&>zCvaf)j{dSr z1swq6;Z<}_ZHIRT+&UsFeb8T|AI`Rgt%Z(cr+J(Y)zArB;V&PV=Et?f4p^pk%~sN^)Lc?@t7|!Pcv5jf3jK|5YiJDEHi_m{)flM zPegmUpB*qzK|ng_SSye{(M^L&^2bk2$u@ixoG4O=Ep!OXZjvbCil0@!Kb%}`I} z3VZc&b0rfuxlAa)0Ln<~wg7NARgC;(-lxTy0Qs}rI(I`&y$Lf92#$b1U&=F8`&Lyo zrd_~RJ{utYG`Y}!YMNQoe7@)VRv<^f zm)-NxLL0elHa%Os(_ZslP`~cy*>7J^eUA6lS>Kv~>N5*m3gj))k{N)txyo#MJIZ8(St~w_Wb&4w@g2X?i1{84{9b8<- zh`h73#(;_--UvLQ$^V`{Tr-RIi%Y^&mw^xW!@jGB+ zJ!8qS^&LtD>i0JP?3;MNs>s<;LoFPxI@$3Sz#_i|nIh<#TyJ$~{5rjV|FXGRG3m4^ z{EAqxwbec}>Dv1DvarwmN8RFsx&|pD$YbA>lo+am=}bp|)lEXe4G|ntn+7RY7UV4l z^~Fui&S>c5YTMhjkkHaYj^aglT0C}< zL9|!E?x6B#KpnJ$YCYWu@!{bwj-W$uQY;BRLQ?0C!v;&JL89M7we=Pa-E;R_T{W50 zCuCLY>z8Q#kLl>Y{fme=;^-8h4VDtKa`(%+T3re7I;0}X9tEWvJ~Iv}r< z3wIg>HLz&|L&w6ZNQchcS#UR#z}N`Lr{fOFq^ixmaras^WuzYrU}YjC#tQxliUCu9 zM>p(O%gHR;$w$)~hsd6{{0dKjdRAQz@@i&7w2PG{x2$p%d(Z?~Mwn{Y=hvC#`I8i% zT%DR(%U6DL&~wa>fQ0hN=#k;X#byC0;hLP&H2ecT61>xSGw%+RX41e34=4u~Zbj&b zQ{CXlNveu;URxhHuqty4JThqPyFSv_y}W$PR90%DGF-y6f>NzjVR2luqM!m$0i^V{)>iIKaXY;NRXa}X2)IW&@rxFuURc9~z@igS_b2~>%M@mH!2*zU4RTIy{evKVVGnfd#k*0+LF1 zu(&=pnAYd!dXPsod_3_;pS>MCyNVSpE_ZNOf@_aLMN6ZW?E7bTYW9Eu(wHSYJ0(?4 zYGvUA)x3z5N<S2PAB|c_QK7x=EKv3|aDnlwh-2FHFA$ z(&WEUi~)m<)OULs{dR8)ehD1)(|lvn$e@vz*R4}lZl;pAb{N9qhKly4OJ56Xg3K`! z=)yIih#O|7U6s57nZGb|9C_0`o5_2qq zQG6@88XNMgaQXV=6s84WNJaCa@gfq7m04SBwGJj;J5Qu|I^%aE>7S2_?}Ei%w|qeO zaH71T{FcdlvJn)Y7J;niqRt{Y7k5Br(|h>|sYtTNoR%+}!13N5FPs+NM5&7LLk1{_ zoBL_uol|Lclc-Q5*M^W1YN(a_S<#MAXm6$iZ4H7X9@F_)AiNyMP2?y@#tjOz)ifO-~#9k)9yY9vI z*j|klCfkM#Tqb>xCMbxYgVK3)bcRHr?2|@XpB+jyM&0b%`8q@8ic?%X9SLJpj7H~Q zxj@NdDOi<$EM&RG#-zSRK7CPfw8+x}(9%UHB=Tw?Wo@TWZCrVhHZk6>7t%toG&0f3 z>6g3u)<+G`$%Ls9n}2d~C?fpZV0PmHi%cK_l8EG(;jI)^A7Qn>v0W7jARU3VofZ7K z&xgG!J1M-n!Ph8w7#`LoXE4XRKA4TbcW%13&y8_z8FdF@ViO~wPr6t*!Jy2x>`aZ@~CudzS zjpK(pu5t!ykzV_s{mg$pg*t=25nSzsH!C4VNwE|*cXsgf{1C;fHKC{tBvuYLHm@5< z`;DlqKa0r@h9dUB=LmQn?OZP>kr;G)?5!%v&uSt1{fboI8JF1zw@H z6HLE2LoZD)^qxXMT@Pi!En#3b;|Fn-9~6$SJ-l94J9o}KJm;ysZ_;^)FjJ=SyIB?* z5(?Ba=B-LUR^0UO$mWNm^g*!bU$a}qVOk6f;DMqW-HHS3Msg%|y3`zF!oo$%)Z9Qx zu`6LH`kTnWInU4WZ@$kxTF{UXasg)&Gf_Ca)FPsV@|mniJ8>)xECoH(|88~<1B+A{ zgQffe7XNvqN}~|{A6su7m1Wnp{a$oSDj^6GA|WU(-L0U6GzthP(jg5JiqfE>(jC$v z4H6R4Af?jX-Sy4W=Y78Yj=lH&m&1Duxj3(Nt~KXe$L}~qpYGy_8q__JSyp0m5jc{0 zI7k)E9w19)s z9C*hB@P1>x`1^xPmg4V9v z%nf%`Y10nhIJt;Bsm)q`(2_QV+jDNHtFf@n$0M~4C&|B&f2%m0(ZJK0Mlr~@Z)#p< zKM!Jev9sI908Ke8yK-XMo09eC?x%I{d#l97ao^r}6JU-0us%3VexamcqV^_Djv5K7 zifo-V|7pE>*ISEvZ=T379U_Nj~hvNA~T+Wz)&4tnCNQ@c}9yX>AzKZ*<@rXzw>a z9n6`z2de&|{Cm%8>}R&npPfc%THOPUx7&QDVOR4#--?KVUle>UL!?S`FPmbkJyvl* zx_Fa+Z{8)vH?qM#*!u4$?GC6dw&(1-TEh&xKkO0)v}GQiP0uj!@m&a4ULZRe9lyxZ zms}73tN?8LEn)9d<#!-W;02CBzude|dd+~A%cy1{7yz3wv5Z%piD|ZbmHKZch2B%> zPu^S^|JBgjATzZUeMQ}Aoc7vHHui?K>hdRxlgaNFK=N$0cY)lc>F6#E(n}Z>hpc;# zk1Gg<&`U(vPfB_}(#=tx20Y}c8*=Y@Fu{?!_J>!?&@dD^S5i5%Tl&N3ETrLbvo{6z zTTEQs4VxN}3mGEK(Btazp%2s6pgBTti9d z>V&w<5!{Dk4c3NRe)ve?0`*O%{LKKvR^}`^HG}cseA?H)JCj;wOWn~hU z*E8t>6KrMSPdiLvHz`P%A6kRgO+le7&PL{Qv%J@fRB3i(CYt6~@06|sP@}9dfRmm% zp^9TC1s`wtVZiE-1I8QGWK2vIJ#Q_yy_C<}y|IAUB0FfBoY;d|(|F6tOnb_#tu$dC zj0pJMLFx!w>mIxU-ZD^5Oi(`4V$H}{jH2sJY+OyV5-Ny#ES;t2;^Kx|C-=(Iq~ps| zHP3>IEAnBkE@r7~nJ=O+Nxs%TDCFO=>Q$Zi98~`5%}{fB7bU@6O26Yzgs$A~&zkS~ zlvZ=QL7`UB`)uJ&GtyzQKapV#NK3|bDJAt%)~pU~*Pm+lzT;pSZ^<~_?NAkjOS*6LFiuVz1drFVC7$pF*X0ChbeNig#O zLzhhLskNxYHJ-9qpQ{sVA(=XpUqwa_q@GH29AAg|q1(u`x~PWYo`-DnQ8csErfw;H z&FG&u^+tu0l0I?9}twZ+^vveb~S3CBQPeaJ)U zbn3UF3C^<;|^pF64#ij=$=c zn|JW-T}0pKAU-yxPhYK^$YD@4TJlnGWMnn^P~2s`)B6UVa9ZjuW+4Winu~-9{ z<nE~o| zTU>l$$7f6ZpKd_01UF#bGJ$2&tto=?02|*J5lr;#uJe>w-e}zpU6}3Bz~*a##Z{u?Z6|5uxnR9 zN%;tnq%uHKaVGuj;u!ic?_5uN8WgCe`71qd&FN+_Okx@X)h#;WBCfJs1Us;>{ysw% zxqWm%6COpTgQ8=E#w&+ghBPPIfFCqX|9H?NBeN5({Ij?H)nF$Pr;PNs_Qdm zGriXls-T&YgmzISD$%dPif&?{*y&j(FZ3*7*KTb!c`w39am#$8*zRe%Cs!+$8+}|ojBvbe zSvWZP8W`-0*($qxZ`+fj)=e!awR>g)A1Il5A%(Z>-v#SGJQG1Y%M-;qe%csH+Hdb0 z7`8t?upXBpz#WBgpBiQjmps<5-bp!B;g8Mtnn&`@?e}q10~5;~o;E6o)qZ@d_yJ4J zCO|2_eF~FNq`EM?SrbL`*t1x@8EGP-HE>ZQjtCAcM8iBjJ6o}#rDffXUTA2iE)YO+ zdb-p1XV#7zEi06aIXEg9Sijv~WN8{@q%WtftfKnf}*9cn{BjeAXoLt43wIU~1fTvOG z-gT$}|3*R&vAmhDJ1wQI{vSL_`Abezk_ZlZbQ)A16=fc&=vZ7hGI-j--I`-Imde=g z_k64LYR+5b&SGPbxntz~y7pJWadWcrGomL)8)^IPjzNY?rl*D5aOZnoo*;wU5!+r$ zT@+uCw(iQ&(aT3ORGr1$64Fu%%2YJM&1katqXmYs4^#50Z2) zFq!l_=3h?eQgE<;5&Zd(&QIt1li#J*#BIxEuvsiEx)!$oa{Ah=YT+rD zAnwJgS9coJnbCmM(-=7TU!H!d$c4Q#M>aZ%$XDO>&`rW|Codc|qByin0;kJ$tiWud zfy@F97`t>ZtN9^KC%T=~S8cirhG(zZySW7Cc8CRvbkO;%hHO5oV*K58a153wxI&v1 z>C|24Rau1m3}@%z)PMjJo^57xi}L#C-+hk?%<=-F;yfussY`N=(&)bR;V>_S)y42E%{XWA0y5Sjm6o*_^&hKAebAC@Aicf1n8?j%TTPX;(6`=s(W!0Q!mvC;J zHu%#Za6dc(+lV1S1_tL?IKL3m;Z;@&Q-E)KoVOC_+N)Pg!LCBiARpD5T#=`eP=99>8sXU&htHZ`K;e=(}64mt{tDZ3N6Yj^HGYDzg{u5`sD&Merza-tw^RU;6i<8rKsl>uo{$9MWD2;^p zv;IQ=0%M=sC$I}eudKv&g6GS_%IAYcdEdU7=DWMyb6Dq-QJv3K|+l74U8f$Y`BY#7?M7c5EHDGW5WFzkO6ZJKJ9DcE$ zgj@90=3RIzv$Oq!>FLB4eEj?!>1pqe?@$pQO->%sq7Eg!_g`Ur;E1`kQ}U#w_0s0v z9_HOj+na8=;CgrWZlyr04kyv4yN(XS{x~zQ<3wKWc*)8>(}VlcTecf)N>>H-s3)oq z8rJ{^Wa8kc4J9+WzViK*XF*5IhKz>BPDr+f0;Yx-M^SzDv&YlFvYV*izGX2K6=Riq z6;P8=SXgt|(lWoms>Wqn>wWgb6NVVSb{07P%1BSw`|K`e%SlUHKDwfkYUs)PS^4`M zO;fzc<*|$7uP)nT)uG~mm5->#3T#(~_c#TEU?_t4Qg?!-Wt*^|U6KRKSjo{z;<@SO zq_`Ldhw;zBA@9Ze*Ko}AiWrj@&(C7K-UWZ9s&!}ErQwyIp*kzmFpZ8RA ze0oFVWN0=kEBL;c$Iom!u`lZ@8y8lB*LsQ#Jv-XlU*)gkJ}%;8V48`0rV$<0|IOMW z#i-8nYlU^}n$4@nU+!Yn)6dS;XA@oO{+fZkm#$*xf)( zunx;xztRLtaJa*&Uz9Dg#QXG)Lv7JkFZud9ZFvm$#3xv8_ww@3J6>%u7@PWLWVG)G z1+D*Nf5@R+p5nc{d>cCd{H@4HnP@-%jX&qR1DADs&T`Q$n}fX7jOx!HyR7PLF>jlF z;(IpIaD05D1f&z8TAJ_YA3eIjQc|*!N2&9|qnZP`+N1Hx9fRQ(^W7__wCq#5>+XtT4kU>xWdPQQ{|x=T~2 z^W`>pZpJh>tIk9+y_py-kI+Q8un|O$Dv!*ZhhK<@Kcj;aa8W*K}#iaiHnm z-05k}u${1}e%8zIp%eLgKHdSYTeoT@?l3WRxORQ{Fkxv$9Qk(R-8*FfMFhdd^P>@l zvok-)nTg&I)35M8_LX1To{JtB%Kd!Tds1@l=N(hN;&58F?e+e^JD=7^5n=S{TDcjk z{+~NO8ENmm52k{+dfe@hbWEXs zTTK+Q-}KilkV#9DGM(@+8FaF+J@IP z)u@(&>*$cV1;#InbD%zuXK=Gef5pJI)FY8-MJrZi*7E(;PnHt%(BH}F={W|jMK8Xe zh)_olZ~PrK1pQlBub_iN(onrmOx!Qcox%z4U}uAB?TmnNK-|mUfY%tET&IHisd=$W zp4{G09<>TmxSZ%ysQUgvx5@1g-Mu}c z`t$RXck8Mdj9>@xbPmCPz$OqN4zSGxL)QN~RC2`-2@C6qb;qmtJbj!L8IXu@?jVx- z`sCvL@0#W?7Yt*daZ5f~DVWETdA-|J;aQ2#WtgMBcc6AJZJC>dnFYZC`i8Wh{u=aB z{4ChRAjp;9ONG+WJR>K2NBQSZ_*WKl$*WYB%<dP@2upzX9HcDASYuT#BT&8{F{eVA`Yj z1|(rL&!3M=yma`o=sow-e|0W#PT?J_Yvr^y%VwfIQ5|@o9+7uB`pDW;RaGjWv<`)WuVTyz z8ODv4l!Mc@iHSEYPCxHqQALIHjN1;O!`q(H;cmNoGUN2mcjDu!_B0;F%e}+o>iPK*L=NcD$BK(GhKeiS@|pyUD?UV{M%$ z;OSWT;-4|=4UP5$S0c{`+xy~Gv7TokA+dfkZ@BItLO?teJAgXk1-YJE0*JOB5OEF$ zpO;Xw1Uws%ulw0iJrEC;bWdObo0;-f@xTJazKJs0!;% z+yC}6wFOmaP0f{;G11W{q-Lq_jJ-cs34&fI`jU2_BDgycgKBli^I&}-!D?8~^%bEs z7c;Z1+PyB3t!ma@gUec4a{A(l+co5^;fSD&0xyu~&NLgzcjE%1PyzGXI>oyete7Nu zS7zrf`+Nfp^1*{t>`vVOE#8yv_@4cl=c%leR736C`FW9YV!Gc4ZmON(dXm?dYHP#S zTW-4@ZneH$N%Lxhs@R&Bhi1EFz_H(?FWJO+;+Zz+TE&cOe~SmT@`iA+vp>0XRX~SP z4cu(uM2ULq1HWDi7;K?X2Gd(CDkCZ$`|oY59Olk1P1_qtcE(!RsW#gNB7@XN1>&m$ z2yg^GV2?=o;nGN>4pB08{7l&WB<$QwZb==%Uw{5Q0eqrmVnVKxU-LeHWH^RKl#meZ zeO+wX0QQlnQgI%{NEd;{z!6MtG_m6;;;^Ni)?|`zT9!hgwjbv8;bv}J1ye^Lmm zkhK|&y2A__S?yn!^?{`lMSZWZ&z=7HGiDO87ex8CM=R(UBCl}yL7#Sp8rWQ(B+JBn zx^!vAKd6+GB$5xh|{q%zQR|oGpmzCY__)Sw< zS|)W*eoZm59aBt328>SOdsV7MK@ZT&^JnZomFE;`|*r)}2PC1XYP)l5tqMO@Og8tNOSjP|=c|bC zi}@lR9-EMK^l_TolGXz86K~#afUz-1orxo@tH63}fsYv;$+gc1Id z@Arm;fmUAJ#@lW;IdfN+W_WK6w=Nu>f}HOqa)SOBUNWrFNfz;`L*sI77;@RY3YP{a4b@i{~sP`7JeD(F919D(yNH9W@`8_dM?NKQZLx1_OU@${93r;>Y6>_&q=R5l z|3{?ZWnaqXn}wbWHd|YX{G;_TivnNyLo?u65GR=E_oYsh-ksexxu!1rd9>UGhb2-{ z-%>YcW(PmK-sR`V`Ni}3U0#j7^b^vouU}t9MMb%?Xg+*?1dI*3xR2D=U@%6o8qU8! zrJ+%iJf^0hd}LYUXtAFR2ilNP^}c0)Fr_V@muE&iHadGs;>2p{h|ZMX_wSt(VRVj$ z66PTnRf#_0F4aC4Mq`53UuNRpYc2~q&J)9FVn)8PH4`p>bnRLZEq&s%`VyU5?&fA( z4A%R!n6NNY+Ivz``c>kUQIT$~N5JlxkOzd>I`4TWrKFs$mrpeQ9V&QP=T9$qyVtd8 zhFZMRVeSHiuV9IoHuyEO!1K7&rV;tgYHM!HMI3>*VA^PJa?_tqEaAGm zJPSCN>2!3v$ilIBCQ!G6?_Zq%(bst&TIKfM}g$B4NwZ(joz2{|*J3ijEB_iY-k8ry<+%hGOZ0Ub( zSHi){L13<{FQaI8`;?g^C_MZQA0~U|9*MQ};?`REuPF_(J0#M@yC=*PWKooetlwL` z_f*BmNTDS?(?j>c$TZL;*Lz@%SRU`ve;HZ5j)!1-0A+fSsCz1c0j=)6uIh8v`1)Dl-n3NL@WrH>vNc_%4P zOjC5}xz$SZvJm2KUq+@0y5}c&%q;P4A0i)|(H$j}fRw}7r`G@LBYJ5#m3|+zE`+}c zr@uM{Z{6fhtBl#KoSln+Utyu=Z%4otot%#SbJ)p2@x<(%$fohjSXb}z4`tQF5 zQ*tnGx0>v|hPvW5$o5I-3>j8#>5*RDm(e5LtH=TZF~YF=`~6vZW#EG-KC6Cu`V?!f z+(ybxmzpzalkNjkc#@G9$hvy4 zQh}VLGpFed0pIcNllyR%ZbES(a@+2bZk{Rda@0f9vNj$CVEfV)63+d*+Aeu2+pxO( zc+>TD&(nrlul>~@<%bjhKgQDk7aH=0f0s!5Sr4-B96+7r9h-R3u?5aJxl7%_AvF~yKi(ZK zvEHwkAS9NM@a##z8b3R}QxJ8sv{DUu07brOGqtsz5+3{0e^^vn&Y3Cj*CTvZ`cm~B zyu1cZ5`7Z-9l!f-7`eLIU3p+2Z4X|<&Cop=V*Ap+e?ME5YwVM=^7BJqa%wGUfZ(;4biN`+y;AsDg_2YaxqbV3vW^A(LW}k@*w>m*xO5#3zr#d*kOcoT0m`;*82?iD z+ngNtQLB}qyH_+1c+6LO(mXExe^4SSrv8t}maU>+E%xF;KlnwUlFXNXP0Lm;fY9!EQ9c9^N|EL*DwW2k1wIB>SLG7;RJL_)9R(n z>^E<|%2YG{fG&CENbt(nmmguDdkVZzsJh0A?$`9e7#?>XSh_!`ZrD=O#_{g`v8{Kj zvrqjnb#_t^02{702DT@To}QNvI=;q-9{NP*RUIWmP|fIUjKBK;-)Z>+!;8LD$^(3S z<+@gW2KI5ZBty@b4`Z(udW?S-7;n_XEQ9$t+8q#_IwjnG0^GAmOX%_$3PlAZq?Um} zy2qKjb4=lFaf>GG6&A!?wYq|;slpz^f3dry^p`%#m5&zUo~{xwvH0tm)SCiSS{T@U z5A`)QDXnWj>Ht*j_NHz}iJzT%~0B+MiA2t!6U4Ef(GR4I!Zgk2VipQNoqE$<0QrZu+(`QT9ljI9RAaO z=tbXlvZ`oWsA&3yGgR>LlPW8ZUUSx*YuvX)S#FKn{(hg4lsZs!vP)qHy^W znVceoOqcXc$CK=+dyh=_1o`-Q9UOjEKQ;dtNY-;*Q!J^p2=?)))m6e^@KE53xy9>I z1266qrJk2($4of%i64}rZ`|{QxDa#{>VN#tN80re*2RrGh_A{iyJD+7+G5G6UPMUs z=3S>nGSdb>`xs`!);3GU8TbOJQflcx1XGq+qfsSg-5kETRP(e$h%$_pZPmn-_n6%< zkyS0>$NLXwd1>kh4i?x*Ms-_qjd5%PPNq}n&yvP#KP+eSnZ(^t8?q6%PbuxlxaXLH z*gMB?KG`ua7y&DF8^5|bdFnAYIEeo`IpZ)`uX)qI8mEkQJ^&r`@^Wip$j0yAg6c-+ z7J{eKc!5%FfTwl77%rkW=GXumsF^*#5P2)zNa6z9N31 zgx37K=I&Tmi@6g^qJ*~w*i+vyGQpt~7Z)FBZp2{)hGZ1Zg$iDa<)o}E6^ZGo1*FV# zsHA465wuYsJecso;peyYP(MomAPA%nj_sW<^v{STa)TA`)rvp)?u*tF*mwmkKtzv- zsP%hG=*sus?jH|@Bv)z~oHPy3be13gE#t8818Q$RARr~#$qNAkUDkdsx@^yC$=~l@ z1FBS0lY;+b&y?q(M#0NyO`FBZ1_F05`%{0B+pF1_Y7U%une# zbx>XJv+P0?x&fGGc|F>f(6@+>Nd1MkNkv^9wn3c%i;GR2o5sW`EdE&dk&M1KoN7&5 zsg13zwOXL-o?HAm!th=n%zR)A=h%qef)EITpFedjOIOm}+R`X-%6`_IZ+Q2oi;HRO z{%X?;~%^F_l0JZ7wac_gQ zt(h1MyArF8E3ur#n+;0uH=NH;kE%o9%8}O*UeNj3_tglj|Ikxd$JO9NSQBTgtcTAslHN^E6xJGpSHErdxdU)@BL`2O92#*#&eSStiFg#2$+ykDl!s70` zRej(Y(~n@DnkR{fnTx4uAp6izYR@%cr?;PB04cdgi#w-%lfzWE{(SiYNT`tiMDjq* z-fHZgT0H(>&1F z2`hp--g`M$!G~Y`0y2QcGDpIC-(3@Pueu?6s>qa&<@_3XtqM&QbY?nY_$6dmZ;G9@ zyvHJFX@rIp#k@-N1pzMue`E==su`W(NxZh*P8)F@dFMc?Z28>MmG&C#-+94HF$A<+ zlu$PM=d#g=oSmU*Xm|gVQ_N_akYM!H6Yw?sbu>r0!}RT2DuhmL9?iT&eq9*1Sj}MI z9OC#KKl^E>G<6>MiiRaF=?!0TKnud0K}YzZM&5!VT*PrLt7nB%pS<|tHl z_Ao1Qt>6cTDhGo54StOlZOgui%!n53N@?InKW%~LV4`d#mw2!Q>0VV6UL@=5>YiQa z;Yr8|?(~E#kJp=b^n{WS`$vk~ty}O!-k>|sQ%9k_mU8VNh5Y8l9 z-`a|Cj*q9b72xNuUD!~oCDqji))^h$MG|HZ7NkGdB95?7VCnFM>dME0yQZ)2uL7iA z1==cBau-g? z(Qyd~JO92w%r8KVcFlWrv9F_BG~qg*U~0Iwc2yXUL1tr{Wm}%dfsr?rxIx|&0NG&5 zuivlGcZ)rzI3DcupZt8kc7l)3?hY3|VRtOm6NLk$TjGR@H2+!7L^2ItdKiCtxYg$` z=H3=hgqvhk1HBP4#e?1`MXMe0QF?_@MC9(?+#~PoAmy>%9|;rD(c`*p_|A z?z<5pU(?gQC16tMFqA8H07DTnx-3o;oBrAMrePpDUucyLKp4Xdgyuavq3pu)eK%U7 zur?1%$z?-)#r?ndF6!1vtDfhZYy*=oKO6ihYd5`&5#O9J+U#?iop~n*mJuELL{kz@${7O{PW26}GW)pQl&E>7E!BnW0L zto_}%U4lB-wGn&s9mKSVTfb#1dBqsshPzfn2`8^!QGYzc+4b(%mwRd)k!U;<`}_AL zu^k}&gvhRqA8ySk1RDgH35tjWA2G2%Zo6D2&}K=Iq+(*$Tv5@eiLMHcaZ~D1aHCyY zQbJ($YxsaQ@#{Y(u3j82a}gmkxJh1O3fTRlpLx|cl#Tt1#8t#Skd#PG`vnzp3yvrS z-hNVGroF2Qmf={lUam`!D-z9icypJ_L;@ zA{LBD3_=@vqrAN0uYLzhb%5sH&Y(RQ%uhl8!YZA14g5l-*t1w$q7ZSDEa&4OL6a>h z+KsnD;z6i=C*Muf3!Ct3(GqR=jq=zj7>`q@nua|WZ+_#u9KtPq>#-LjErVVXKds;~ zh!uyFZ_fBv0#L*_Xn+wwqN?$bJrPdIPxTgR)tkPIqN2T;Sb^9HujOT{=M-=P!&HoI zCQK2_Mc+$FPaNOWQVF~qA?QU*<9o351JO(aRU_ngmDKhVVTUqGCkl_`&u@3zrqxjo zbwq8xX@!WtubaqKSGS7l*PY_x;|pu_UWs5kb@o_4mRgxXvw+4zQJU#w$xe z1+#PXYA>d6aB#Nwf*7e_kNSH9x;E1_b?rhbM{RYHzMBt;9MRJ&LKyqPKDX`gsHz?A(wEI*A`8rS=h`hzrrw z!IUw<+(Lyy6fqohkdbNr5be=}{prtrqd(k$Ch2?v`=;AQ$&p~~41S~5Sh7CT`*@{b zaS8J42*f^BH`tJyTaUts!-QgHt1$s&AG4GkR@To!aYq9>DVNnYu3{KmT3FXoJ^??y znegZy`|plQPYujYBc=zhP@-Uw^d#^;4;pDZOjEsI7cBb!cuKw@D(N`_?3|u?>wSbe zZ3>ukf6j5j=cQUBHRd}kG2gxLdM1XwXBoJ0Yl8Ow5+ad$@~9vYDq zaZpFZX{mqu{e2E!?+H_MQ6b`0NlQokUP=0}1GFH{&Y?CWgZVj(K1?8Hufig@#HW&V z->)mKlEBUFhsHR@MV*a}^@Jh8Z}WZyQ2ShVUcw$@3@~nLF?Uo(7I+BgK@eq+>=XEZ zSRfa&?ELifzh0fE=YKc?g82WkcxfmVeg*aI`S&SIfoNA#(kr#CKukkegQ(Sf7!I%d z-mznjpL7$pmDPI&k|YR_TeN;aT19p_5SD+0Z^sX`W!_N~U4F)ON5m8U(*ICnPje{g zHE8{JkB)<$HRs+jcx?GrWq*5{)o9jgK&m_nC%oE2^?EqvJD`5fPIroKsP$Cz*VI(| zjEn|~v0CCk{E9Q#n-x{)n*FmBRd@%rZ-6k0uxk(pT_!u;EnCPy&LPm>MiW-bh?=DrDwmHtzn zSjkEh^|4I?rJo2as5WK=_dJ9+EWg5y@Zvg;XEvlv{QKsTA$#U`r50E(`B-*Rh|V`% zSVHXVHPrUpjK92W2P`(mAtuN`9l^W~F`3aDcaBJ-*jM}z=Xg)ickIa(5ZH2`j3c?N z-G0If{`fBEmAYRs$l}SaTV>O~qgj7H@g7i>%$sYsyvupbOMm$`6_8WBzpVV!M1#LL z*pDd5Hb1G*5K}aK1Qo==df+|oi$*zu`YMbeKf#5TcH8JlHHe^E!YEjs{wIpVT<3*{ zv>^4fQU*fq62BP{ef77Vy?OdK>p?UY0vTARb*fYPTFSr4T<9=53Osm6tqRw#`)JEXXV3oG>1kuy{lQv2_U(THyyLLeUSqgor zF^+A1mv9P+aTUkp`SIEVFNq9n2C6bBy8EVC8Wd}$|2Rw1Y&1JR?Ii>B!5gAVazFxG zp9&b$(r-=#)+iki#gsE?#HJVYEl_9Sb1T ze0{{{8m_}}kemPn7(Zo-;Qs{UDVredd6{RPQ~nV-H6;PtH`bmX=E!T|Ml{M&4CnLk zkG(^rv{R@3M9Z;)iJTea4-YFVD_^F-y1grWEv@*3t?Y-|Z9KL>?)XZ?m3s`D!qhgt z{7Xb#62HmPEVHBKuW%v32;bgMJ=15SF#e&TVJkE`8pyv4^cWaVXh#QL58a4ldD6F7 zN|JJigJsArGnRwGoAC-9rB*{}X6qA)FR{3{ZmCRR;0>Ry-g{0}$68_`+Vc_T*!{S_ zsy~YD4@Jw>u#LWQHRGJZyH<#oJYWh*u1M*l5N@=OE&2TZeR-v3yQ7^2TXrN;idAiB zJiO_1)Io=+rw&v78SP25>Q4PL|Osfe%WE z(Z9X~O=+yw*UpKmY6beN0zeJ0Q;(Jhm)F5t>7j`PCFRWJ;etmU0aJ2M`{H)M;!peJl<)Y7zSHv)UjC?>R4!-@leP>CE zDF?8({wx`>8_?~h$~7o+iJSbga9`~zl+^bPsQ z>im^^e1f__Grj$G1!eT)y=!gg)q(Lvz>LV(yzwq|YwJan>?C`nEUfG*EAo|Z;!*~V z4k*twpJ{?#FEWVRaC#3nLlE9SJ+H5S|B5_tRYxbzi&i!r5KqJmJuG=9-OQliQ6RTH zY{_LnH7?6nwB^yR?x>m~GVLh%R)QS_!hNLm;mke}l}s0CTuy%>L?sxTM0{k4wv9@z z_N5nyt)--NlV=+O2yW^IkZ?J{th(7NA0&W}l~k%prJwrsuANEZ7J=Whhd;1Ipn*lw zDYE~Ql){Mr%*&Gz$zTBk^$;>mW+Xc}gzL)A58LGmil7B5x60T=m1?!c+zB z#K%RLZ5c=SvGn|Bxje1Q|a@kOY)zoX0Sx=MNBWUw}1>wP}Y$uc0$WO3yr6)3J6 zIw5ri4Ze^0h;>6}=QsZDgxbuvKgg0G&}|2I1_#L|%I?(MF1J-<+woCFy%nJH=9%(W zXpzKe-fLJg!qp{6iJnJx5M(F$=YG&skX+S7Gj`1skz(qzMmjQU8J%di!f(S$@&w>}fU7qv{ z6MYSM%h&)^zM^(XlJofK@syqAH3-@XMZ^u+n-^o49OzHa z`a{0DSSuYF+>0U(;%MK{ILNs4u7E;jELOO}>)@N}yivXPS(0sH9npO$@*eciS{1Cv ziJx`nO`arcsJyoNB&zG-gBa8Sh2#?HJCBC?-teSR6~EAf=Lu{^BWpiD;Do@N&Yl$Q zO;3}fTVif*XEYwqMSg?OTe$}3?wIfLUqor5mRL9R6h@Zi(Al_)y6@^y9}rx=qOHsG zd14>NY~xKoejN4y^!Nu0#glzFY4sv2M-JU3ycRZhyifZSGx~2A z15CA={$igbEjQOU18((NFn_`Y6)s_Cp_4Oz`y7}-X~eHAKc5EAEDU+|-kL@z-q@gH zy#}L-O;z2GetvP{uiIrN>Xa?v79jIrqu$-ZjBoK}j@8sNc2M;N<1`9=66|>lEC)sTsO-@L%}V-fy#fKfjTRe@Nq#Rcr6DSNMobE_t{G)WteZw zzk6pPw&XjX{eAsyJprbYQbU7{tvF zyF0my`iq#yFB^w>Pq@~8YG-#}LacTp_Fzq<)n82!29#s4oO;?is+%?;4Fu;SEr$j!J-?ksSKrH0C*$q37QyK(@{SOG6 z?WF*K7dqX@%`USB$FwYm&p};(M3SY{dJ3qO?!;$FC#Q88Q^nTGO=FjZ3H+5M1U9zW zi)d~1K#YGoy4*uSd!pEJqD%&Zg_Y< zuHO==BM!o#C=T(zrQgqMzq8pG_--QI+USfTH0QO5%@vKg6Ve5YYcG({1bYqbo4KW! zc2Y14B%>pC5nvkjSy70rJfN#g_*o z@_0+w*1vxQA9$h}MATm_9UOi<4yN2V`j;W~S)CeDxsTPJc)ktk2}J5XUfw@Le0E8w z@CW&WbSK+D6-czn3+kTnT{;C`fSx7T) zUnn*rmKbhdVrYynjp~0XE*DJ^igagX;OY~pjQfCPn~aiF)Q!?uJu4w`g!tkjW@Kl8 z3k_5Fb~$&styuh|E_uCtF4~kH30Kg!gz-II5c(zifnSYZ>fiYjTb}6hpEx^_ zlx%_3KD_G?O2cPsWLW~%%>uFYoA)9TmuDt9gc{I-&wwVDH#DrDhY*}?v)b-&)}O;) zSj+VKVc~pfM|VJi%is%Dq`*7U7_$2KQG6C?g4t!7TlZH9@qgm~xXn!g$u5P_HRYt{ zk&%>vC@#cydal?gv*z?|xnxAp<}T^?_(se zurX*}nH?y|3wJ)|skdgf*7U0N6vY9Uah#eLTA+w=~C?jJ)`$bEAjK7 zFs{d0IXwDgh z+r99JZ|py0@XJA~txsn}5+mVijUViK!Z!EsyCy{1o8}^hyWr>Tt+r1J7s{kiCI{S$ zzYLNx;@5$5R#Bwf$n~P0K<<@O8kiSQ3JONEI)(Y*r4jRJi&#@CMcrpNXHW0%yv=?= zVpyD$UCqW*oEWtPobM+{q7%Jq2Mc=i|pns?h2h)6Y#ajsFH%8dhts`4U%v z;_PMQPLyIDmSh%|jDp_z6}R#tW}L?sQFpdp#|9nN>TpVNBt|2?3OODmYu-o%-T8TD zPw)$uI~&b}F9~-VUs9O@|AM&gJ)Oo#l=reNIr)G)A1I-(K(~E(PTp5`d%KJUcLGo; zm;j?;N-1JKC$F!+>nMF~l6(vac|-CY-f?=^JHnnX`}a_>TRM|QpU#@cydpS|P5cVX z>B6GyOR~nfKSca^K-iX%2H?_N$WSRYYo8J{)>~}j^d)(2FaJ`24nwW!F)+L7(TlG0 z)rg}8in1As*Xjz{S{3E0X&YO5Bb85t@4r&?b*ES17`_&XCuzizSMWk-HpWL-=;%PA zAM&?Dl)*Fi)n35Dcc?Oh>2{DXyyg{m7|cvx+DJ>|Sg&AcBE6D*?dmbZl~$zALs3lQT9NLK0*2Vc48?Yj}uH|Eh4AX66s7vLpLpu1d)3~!mn|t z6gTcKU$S7Qc!<>0&>H{pX*cYlBZFwr#jd5Zq}mLs(cQ+7A`@NuWw?=QC!oA0IW%-a z1L>IMFVUY16@ZJ=hg; z{tJ5CXoK%bVH#bs^MGkC5Ka2l?K0Vt0L!1&BN6WX-RqKc_lEA;3s#-8_WGH%+hr2w zMW5s%*(eqI1}(JQ;C><4{Z;3yh}(7*ft>O{y)n2GEpi}mCO9zN`EiGbAmM-GneXpx zvyd^9nrMpsrPT-bGq>|ob;MaJMQ&8@E`>7{LZPyYAYeY;yyibi*{u*p!d1mDMR zKK~k&q}hxXqUMcv&TI%z;d4)TlI+)i%c{jop3!kOGm*^bq1tNWsG$naU*SH!r>F2mxwWea5R`hjM) zAZBRxpjk72+|q!59}ItpABqvMJxqVQVa&K0idMKlcIcAq8;=$6`%8&tV+>d6eb!%F zwJOE(o?C?%5TaobBwik7Bk0>hffZewdg(EeI2A$9Ix$H$%cyl2BtV-YXH-A0G-@_z zzQ<6o+>CYv87h%bGtu2i*5V`44Qf>D?IwH~g2bv}R=2WFAzd}xC0r6>Ov=f*S6jA+ z4Jk5AT#tOgt+GAtTv}^ze&qD%#8?=K?+MINd?Cb81Nk5F!Y>%BE_Z+@M(;1a!qJI~ zUAJvpOdp-t6PR#?Dt^22H0p+!eZi$``9_7`C8RJ5!%HDB8k{+iU*kV1N{E{vn{)sLtCR}5N;H{X z%*_ClL2qLqj+sF4R##$J7|z>RzCWF$)L6apsGtjz|C<-p1|Btn&Vq7)uv)HULyBH@ zUK>jr7Q}p#E+R%m%Dre_vMBtR8%w0mvACr^_U6KHngQyL!|wx#T~5f1>daNbN4biJ z!Ek-RK%C{WIf5-TF~G|;&}iaSnUdm`3IJZp*N7sx96+8240PRWO|}P&szA5oB5|1z zn{Jav8W-{gvb4NRNIXk5^JD@YNtmKQ(<2hT5^4G z32YiEx<+Yekb?hAwOf1sF%nrVOht&7feu9*A&lL;(!gR~+e0Gij4L4Y2B#0xZ_YQ#cDW$g^WS7pz1zKthnBN=Nc5SPqcN_W~onosEE@rgVQmO<|%O$3j@_ zY+edJND$@%qx}8VHeOGAG+7eap!R@Ad}o07S}1To2{;6G?6)9~y!f_T_Z6 z-|2lpYvC4NUVW|WR!?zFykAe(xlNMu0AJ!&_N2SvZXLclr6W#{xU z&l&zcKA_2Q%ZN#g^q6dTBe7N!f;#T;TV%x@UJRh)CQ?KRJVkQ$9*&;LQb_6k1Y!$X z0B8ja>rNSb8EcF;mTA235@$=fu}40|(H_*6>OCGERb#$302h&;#J#$n>8^QuUi|a; zjQl@!eRWusU6=PEr9%k;>6Da^ZjkPjM!Jy(DHSB7yCnqaE(vL*yFoy@IdsSD^StxU zH#65ae~A~|=j?mu+H3tn;uoeNhEo)l6B|b5%EHs(^p|>U@^4d~S7i!b&*ZY3CQf+- zIbuhlbeSpnw*zG+dV6&mRv&PGfhmDmf|y3GUH%UOtu*8dFd>F+ZFv(Tz>7@*T=TqS-7OU$`x~Ee zk7)nL^C?gz#l`LgRKHN|HxO>!YPywIvF&(W*D#hnv`~xT#4jJ_t>wBI0&6b_>Y(Py zfveDJ3&oCiu$pfyV|(oN($8a>{$aoIuh5*F`hN;i?(TZkX0HWcxx_S3FnGZmed8s& z$#>vj{AUp4>Kgxc>Y14>jR1{9f7-r%s*{X#pWsATzfI;x4c&g1MxXKj>LpQ&p3V>` z&WWjFvS(KWG8wiq=mFz@wNa#WA*azWZ7Hr`Fc?1xyxLQ={2fF{825 zA3#yH!J4gt2}%3-wRK>V3#Z=P$SEbg1S}vxCz9DU>6s?^^ZwSQ-UYy$JRMS^qOL!{=qP}uS<@~- z%r1T~0;5>Ht#`O!hbbTHv?!~Lwi78Soi-H~Uw%IbJpJDUG)&0Rf}`PLTr5ZU&|rE~ z9|tecE^17O{{!VW{f&*ezBL50VluKXH37KDlIfwu^({|J%Y^&nWOD#W$_dB99qnxA zXVz8TTpW~cuZTqrefc-TY$*XS%z_-jyKudp@@6({c8F%aOcehIY@+@noB{IGm=u5Z z7eKFi`aO_#FZ-p96{&mzh#Pw9@05f0-PqxqwmjyjF7r*LCEauL7uy>+hECT2h>djV`a(89X?pIswc zU2j5{d@DXHJ^eNbe(yv*1(l?%dH>F{yVA5f5s=^TR3Lw*?qGOfAiRL*WXub5Xc=WO zG!sX;|B6$UFkSxZEDD|CBY~nB4D8CwXawtP7`V@6Yd84m?O1{noE7?FBfy>w0Zcna zb8{b%hes$WIopjQXVanUq{hF!QL6qL?z#^uEEnuE<%E8m?j_&4o&iul%yo!!WUXh< z!;~X|*=&b|P}}S^An+K-$rYM_L>jZ7Am`~OKhUF>I=O|}?I`+y!aHz)S^??w4a*_o z^Fu(Jv{ec1K4(0}uC=gaH5CDT*8~0oN#{tg4t*HjW2yhLT6fTbF!r3r4A8qafQMzf2opoUG? z8uz+Yt35`T*dz6L=65qNY*J8B^O(pRBcOW^Vbl=%63>-{d$?Y(j zBk*_AaRD-8F`~b|hT7^L%*GhJUzf?=J=w5G3n{t<#wFDYx6VWuYpF#=(#x{M;Sfkr zkZBemEp2tv9-bXl|~a%iQb9Vw1;fB5u2iL74o! zsF@jtnRy0&`Gba!i2p;52v`>955N;-Gm@m|!{H8J-#_VhRv)KoSm)TB@UgP~W`e<* zr6u)`5Fj!#3}2@JW_PxE?t?QRa?Dn)g-2mPeOQwQ5>ud`KT`p=Bw?DFh7UrG<5)Ho zT6J7ve?J+vosCTpsL@ja#YjA>EQfz%gr7eBY62&^f0ET1@$iQx&itoQD1H-cp6cTFy_x3*z#=MOLB{{P8~*{8--UY|fPfvX)EuG7OvbhO|j;0;!p zkX8eZ*#}fee^`KH*1O~<=yNw)003150yAZr*h1bH zT7b}A{#aG<97!Vh!dKBPB8K{wr`gZ9%ofb{K9C>31?&sO)YM;4;OD{vt6VY`QJgO} z-3-JY3Ry)XSNlKKSbSavSd1*OM{QlZuB1Lb5l2dC7Liq zcDEHrUn|AUeNzkgbwkjZ^89|DW!I^60KWTrxX8z=VAVVH>r@`7GyDk(qMHKPX2-z5 z^-|pmK6Z#o5Tp0TegIKbMBpsM4B7$gzZDjkP@*8 zDGJ0*X(J+^vX_2=|=gfsyJ z!f6qX2;_>sGHEMm0X@Z-D_;DeZ$fCRt7xwq-R)KF(9sU(AP|KVju#-M&VRNsP%i;Q zCA7;8+00e|C54Hhmj|HxQd}SIBs8skfCq{l4g_O&rkwt4|C)t{&hXpW(TdUg+Y3%i z$Y>V7tx^x=f!aQ^Rr~j>c-X?J4S=~6gI)3)bZdL_^ zFyMH^0wm24fjY_7dDizD!#gkxzrOxWb0fdln~q=St+x(uRE_`Y`{!_LtDhbYZ479l zHF>bT<@Nb#!?oB45Y295(+@&43|31_%F3LT$b|oCz6ty-4+2ERcMLEwmkvUoVSbQb z1B@*M$e$*UOs_SmYtKOEu${x9E$L=0m1ysJ%czXENDI|l`niBCd4F+GrwOP&T(rJ5 zfG5T+ zV&YVq>Eg=^;oabOC!%DoU%v{C0y2j&kTEc#$$+_~cnAncFaW|Q<}q)SB~IW!{%(v; zuQ;EFpYkq`dpcq-gFW4!N%jiz5#}RCmnKB>$+H54Env%rPv=!F!kT=&2+1;kdI4Q7 z9sry!3i_>!%fL*=@bI8NjlQ>`De*lDGRh(gS1+%TAwS<|7pz>L684x0uQ-|jp&6_+ zF44gzgpPS_sDqQ{}&2LRJP6Pe$! zO~H8l{{DyVMGr7+zlGVK=jcz7*<)UnSOQzv|H+Rz@+hbUXC>&}0cY71Xi#8WYWfpfycsPNniSIY|?eRGCsaoL6&y}WrKi+oBQ=@$EEra@H%`h>~l4nF;F{v z2Hacm`TER>{dt!-$rj^}mO9Gyy+(bz(aO-Lpa9QO-4oShV{3a^tkb|De0p;(jn%ab zqvC+KYeoeiZWw*&C9cC6WhCayvVJ&GF%4zx}7nmNjh=dDl?RSiyvW=R`cHrX9R$)f z#`=f-WoT8^N!E`|w`bxFIHDQ zc)t5^`q+2ie8k=1`EMatiUu6f>CWINIKmcSBo+*#HAJU)mF>WoO|dulcz@PnkzhIv zP?!};ebxA>D^Q03g_#%f=k~yOs4IE$P%X1ghW^VR`VNP?^A6 ziHE;&T3vM_j0(7aJyH3ei)@zV`T6fB7#R&KK$+P$G|k|XFk>hzTpCHUj7EPtxB=Us z0rp59c!^o7>7$pn9UfazDz)Bon~t6DO`X7E*8dXG*kT-(ePhIoL5}+`cQzg-CLy03 zV-V*Hx}3%+ySPBl-Zt|VDR$A(Z`JJpNgXi_{MTU2*nscTJ!u5Ne_6wsKaEA%perc! z)g~n(QeL13_sQMeUEq}!!z(ENrnc6xZG^2rR_Tx=l+N5@bI9%HhFJ8^*N=`}c$!~I zD{D#D5;Og!V@%czu3&8hTl+B_|w)ml1w`Vv68H z`GGqvi1|Rh>~3hS~VP|VW{VYzVPDL~z8`LH$2 zNi92ab7DReOD!EM^0%X&(+B-u&N%fBi-uD5b8g_SECQ>uH-B(Dc}Icr9jt315C(PK z{@JzyvM2X2<_0{%*6b%&m?^2M?f%C?UhnCHe&0IT%|Hi-z zd1I*q_WzScIBR<$^vS8It{p;GJe&%Img^thJ9{(v({j5Wd(&}F$jGTkk}WVk3D6P9 zY6k)pY(OyuaGmQOTQAB4OA1|fupKlKw^hdqYE8=A8tMsGa%QzUEehrv;iiadJ|;3c zuuPR}W9r&tTIs3kGFfTj;Hv!85>-_}#I>XRY&Au7sHLhO1F5?8^KVNd!?MIg6&ny7 z5v--;qjxzOh8kFG@_d8dJuG_kaULg93Eh9CKCFz)+_<|Q|FYPaGMOoGxrM#H#p%AE zmelZ~vWCmr9_%2rbVnPu^>PW=w->Y;LcTZQZnl0`N6>-7wuOp}K>{!D)@R|ZxAd9e zI%6m;sqDC9e*E#Pfjs;B$Qc78k1j8wwL+n-kJAql!NX~)^%Q1e+mo24Yplx;m#uQT z;G=oIy_cjqEq}RXxNbJ%-@Dx(Xm@NaY>$kri3}O>g^=grpG1hO;wN+=+qjjXxgk-BM#$}Y4szYuEe*fDip^J{&4AD4lcO}C738g z$#==gd#Nf4uiT(n-)x3hZ5)6bD8>{ku~Jp2CC)=LJ|XI>^O2MLKluABq*aVzs5CK0 zi*$Br0nswSKa;LLEQBmiNC~4WD@)W^m;I8$ViP0%;v<>}PjC0<;tXWA0?i=bU%}(l z)xnhnpu12vH97ubi4TbwL;`iZGJV!zV*bAyS$dQur885*nXQ*tBqP|QGnmi1ncSLn zbQyPpurC`K0z)w4M$h*y-x*vUlIzo-2B439LH{l{QzoR}H(7+X@FSqEf2jAcZw3oX zI3}Ry8{Wrgc!eZ*JBq^LqE$B}(a%>Vh4vQAEckAmmWRFhF32P#<{3@5-0NHQkKD_9 zoTZ=NkI+0lIW;Lphz6dZw^?1ohn!t+H1brsDAgy9YlXa(_?CLZrKR1MC9N$i%ch9A zc(YHC7F@FH_S++6B%I6PO!O8Yn77Od%FzLEMSK`qT%h8w!%A0E2P z9>pF<>PmC6J}uyy+5Y!-Bk4)%=!~5T`B{_jJ+5zQN_ipMq_DL zdOS8#D@0Q6lx*-=qA%rLg}4H+?R( z&G+$1=X-95n%fLdo|c}(ou(sI@=PHflH1&|2cefc9Z6w?J(Eoh zUs@VNKx!=jnSG(y1-mP(O5X>|@cUVyHi>QJ(M-JxfXVV=a&L49oZtr(`j+! zHev$6RD*rcvQM1r_uBR(P@AsW4-YKxtO2LB_YeL!>3= zpt%7hZ`DS5&Z2kcQY3#V%;43DY}h6-#bRhEV_~QN(v^0y2s@RdlfBIE`Hgj@J5Qdv z!s3UW@q3+hsrO+7Z!+19^`3H|n5)(6x-t>a(XX@f!ewtxrsZ}nbI}>T^JRE2AY=_^ zb$3Ryfo}$XfknTLXw*oc97pfSqF2X!sH+D@-c^a-ww&VdTG@l8QA;yoB;3i33W;Kg zFqF*k_+%W-rvmgHSDxj_S}B&O&v)apvg|2ODXM2fam$^Pof&(Mt{)!m7IiQYgo{uq z1+~eqry<#GZPflaf#kYP7w>83`jUssX4`_YXPTsT(!J+vqKTD9Dzwn+)x>&-Snx80 zygi=I_0860Od6gDw%4b)l8)DZLUv2cT z(Qaz#=^8{IFptLqYPh)C2TO(xm@mM9u7-b(sV890)*9Bt(ymuMxlacZ%VKE$OL_*+ z6m=kTAwnZk174#_Xw(RqWTbd>?}fDpbrRI4_sFhyfkU^A+R;&~OfY$6li+LbeYLK7 z>-FXl^+{cn?LyyXpne8h??PHljkq*+ltC>xNG=YCBDuJ(C{pdIbS|MI)tmf#tKOLv z6%%reM}D58!{*SGYrNJ za0gq?|NZ-n4{{3Ne}!ATAEx()c4(d=-R$I_4LlDNzUMl@9jH_PjIA@5o{Z{q3R{q>6Rq$oLqRNsUbW;kQt~=t%nD(=$qngMcb0&Vj z5-LCPu@$mYRC_V8D{YMJp%@r0c*_1|nh2|@b~mP!$)JK_*KZ9?^x2oA%lm zsMi>8L%~2gIAo_znM$sUUT@7-*WF`@ZPK5F`|247{1m`0bN*0Xj1v?D2m|we&3HHM^A);?^{sNpEerL?-yik$Y%&V* zAY=Be9OB|CQZguCtr7Dd$mrAO5;LYQ2;i>T7uE;!fsn3pJc-(#Y|u zL-W9TiHh}LrKB~jS)G*?FOkGXc&Q+J{l~v2GU|!gsdx)XE}2>?l>mKywn%~x`F;Gao|sN^m8Sj-KtaCh?848Irvi_` zMBwpu8TA&6lwTxVBU--1z?;Eip$_9#r+P^kIH8zQ>nlQ`B2GH8eJ&xPd}}juKjhWa zSVL)J4SS9rq09c85niXc`6J)%tEs>6hJ}O=J^)ZIRyWN&zLb;GbyBge!Cc>ft;bV8 zpjNNFQDyG*@asd0(8-xk6EoE+k52~4GrHz;fI?jM8e7|ycr}DZ3Qfo~+V2CoUsoWp zY*sw_{o-J`b#o_u~7De$L!9dwJus=B!ooXO+GBnZtIY(%`ctF}^>Yi$h3W^#qyh8f>hE zLkh5cb^d2nbuIy!8oJQS8`U9%-N z8Bn+PSVIr@Uei~#iFOjAP42aI>l-5Ocqd{senXw6mJty{{9;NnWL*PEk7{p(tbRo|9-$$0%3pC#_i>mT^$o+)skTlHv{J4+fNKi*?)f_P1Ju%4KTF%#K6k9 zzR*NMIbGz|!c=HcLq3ny^}C&+03`|D6Vd(oNeaqz@^j4>VprKZ)$W?s?9W5rgyj^Y zc3_k8pLth9r5o}ksZ^s!zMq+U$GH$T>ryHsqfqt^xA0jX{s|!j5eebk91lHe4GGxx zgr#x(w$mK3L~z5))OUcv7wtz*dFAWmGz!=a4|kN*6TyZYyK$DxfSlrwv^cD z{U1ZijtGgKnT~jU9aXJg%G#qIak*to{(8}$U}C8tA}7(D7qh+1`D}B00$=> zKsA858pm*wC$ zQtpnKnHJa6%}GNIvhC~BJap6!#8;{$%Bk}NbBd>=op28}C?T}qy0_-BOgnOR=CgG< zSAB3{dB}851 zq!7qy!4fVMR8a6y%vJdiSNfU|WlYtt;-h063lE=|)^fjO_2(#RjCcakk|V9VO%Tr8 z%eQaoio+8-+UPO`Rwy_IUEfHVE2mV|1_@3$o4v9nLlLHL51tW+4pDzkjh1UIrzrpI zsUlYMw(sn_LYE$wQh}3+?Vek$l9Jf#Nw`7PIhJ?E*mlk+CCbt?2##iE!*-2#gaq_v zNR)y<{H|$5(ve0}?|!UH7&jB!Ml`s+@v3zOPwUiB=7Z@esKm3$^MpdyQ&D$5 z24R;XKJ({DA=WOSMymwsR;A|8J&8iJ1@yf~kkX%VaWa@IL zTHTTtGTtmQpNQi&h40p@JffAafzJfTVyS!&oR;WE{J}lyJ(rIa^d~6ZRE}-82p#Qc zKZ2#r?8v!fKBcE~Pu*PYH}rk~`b)>^R~~kX@`j)r69pF|JUkVZ85UX46oEltBtjtT z?Qvd$F-19jfCHxkmBDP}CqkE_(NBWP^fX5{^pq?5c+01hbVsxk-zvr?>(+TJNo-MG zQzotn?bK@2+Y8{ES{D}B{`GT64W>a#X658AyBi!xU23lKxiBwWbvnef2U`u3s%)>b575rT-e6ADCbYv~lp<811H;;Ph zYxrOaOBd?>{hIQ#K=PA|rJ<(iL@b}aPfz&Wr3@Gm?$Pzm~U#kzei+_A84P0Hd)YcXvkDuMJRILCX^;^r;O=TB`nThVCu#~d@P z^*6}3@(;f!>kPv&B*bdtR#&s6W7QJ2j~8s)Va)o%|4y!-wi^iEN9(tIU-})Cvj43J zcH5Zrj^hhCTM5bCl1&O_2EGYJ+h2E+oKQa^_7cd%DU{KJV(*5kL9R{SA`LAvAUe>CHDAL zrvFf*eG;m*HVK19jA(85s|NB?BKTKl`4Ba_JUMZfOp27@*Rz&trX5AK?pxdGJ#6?5 zq21H3CZ)^N+;QF?Q?ybTqH*I}a`XLB#J1rRup{szt($d~zmA2F9EZbeA@?Gna2el* zMAxx!)tq;ck}csoP%Y3oJ@S;4>>Z=sb=z_FL;M_N(S`~~sXTH7A1XPPivjN_{k*Zp z#Bf#8vD8f3@oL^Y-N7q7rHY&DK^CjIB!3( zyoH-ju2Ho;YHzf7B&H#wFViQlTN+pST{V>%!>PK1CP{=$Z7GSkHKQWl`Z*oPKNH$2 z;vTl~OI)--#{q{=HnPm1N@bz1P5xl)i~o}{XkWbxQte3w_Ek=+)^ch*igSyayq`;n zr<;6B5}Avi?uJ6GCR{;O$%t%&+LFmp`|i(P+;iu{?qV55qkauOWgR3Zce;(jR18xa zBrYTR+`*&t%TBXP{h7Rm*54Mwk-d4(J+139n$uOR7GA&|d`Vp-r~mQ|T+L#!tZmZl z1+3eY>H7(E9ryYlq?ts=yvFzuvS7>glzlS_(~iq@L(mJqYpOUj$|PSDMKL>`|HxT9 z`$_5gh^p@4IHMa<&6@X_)wRIqKKkHL_%gWeBZlG_@M<)gp4?z; zQcZj8ruUltZ%WYv97>7kwDfd-(2j!TT1*53m@@NzU;Ql=Nf0WGz~0{TuT;3AQc6Y}c6b?dmax8#}If zPc!P&%QZn7BQ`=r@jAmgloI1_*_f6^>GT0e&$O|X6J%)6YTijWm*nN;U@ZqnJ*&g> z3DgfJ{&IRA(GTw6MW|T9PHz`n5u0~Y_*|rg`}(ZaAq9UaV;FS*rX+7|)5pc6ARDc_E&oiHFy}LB-{8<793-ox86yaT4E{0< zx);GLy9_FO8i#9~7t=X!#^ieu&6C>b`XLcQpG{YasC#VP^8rBh1FFD>byW@m{n<0aj;<`t*Ulzcu)l>A%5Y@I716k$7Xl=8GwF0gD~ zFJF$b$@5mhyDSS5i~G(m~z>_ri-C*AdgrK0rK8|n&pyh@$}c?l9F9+|!Y z2L)sQJI{7Pacc1^iiru%W(>#rx9KV>PqSG?LtduDyhu4c!(h7K{+-7@vpFj+Xpa{$Bu9W;x6Xx#nEsL#IXM^>Qr&>4j)%Xl9edo0aqIQjbMf0=?+-x< zj0w_*#(zzmI93|E7o18>n|6#GO&b94m4^*=0FCx&?GkN?>dKj)&uF zRi*&k6DhfBQyV!5_}@;Cv@&M9Wx(OQg?lIb`>v9;DtkkYk7_?ukU!XYq4j5nHbN zPZy!U;x(GUpa52cdCzz!+9*Uxy}XlNF+tJyN-}FifntnX$8Gb?*OHt{g!~zTUbb^5 z8?Es=dgaA{hmHlFb8M3 zuf$fMJ;dj&SO`Xou&}oSzkp-Wn!I{gnAb65>XzfJT+p-|nkdR^yY4P) zWp@VdldC#J@#j9zo(?;LNkPCGzNvp5i{@B=YF~U;rCGWsAAuv@+;MIJO|>s8C^(86 zi4O1y(vQRLqA}kvuhW=>3lX#!p>ACCc}5zE0r#Nb@tVlZad@0H-8#%9|n??3;b?sN{o9VGj6+9 zm!37b``S}LM16gI?aj^4Lw6?VF(KRh?0nZI!9<)==61{9R-$89xA<))+pf;em?D8! zIoT7)Y>jnLSlmQ(T;s#=Jldj%fXn7Z&GA|Qc9}jOyY2nWcT*ujselHrdp34?5Dcl7YFEx2!m`{`32u7GKM*T&R>n%F`2i2oT&{G>T7}Np|12I-}rrH!3N#*0xkv ze})SYb#rqwx3>0@d-LW^to|YXVuQ<*wb!G^e!3lm)yj!W_OMrVx&>7l?r*e6Nb(@jH?X$}!hB{KMJB}HzB`Gl z=jKNJg-X~ImS8)25AA-uH991$t=(9>go=z#3=bnqMb&*;>0CyHKx!KSw6m;ZXTq`w zpnq-lH#YoODOYw|eSLnDom^&ae}AR z$lt@o+xOQeuVrNUbY|+yfBG#o6SV^0D<2KdpO+>-*nfh`?_dyS-$auK^lS64<+=Oo ztu^7-HOD~&VvyYHQIzi+_qXSnH$dWmB&MNvI|9z}IRa=a!Q|A;%#0g!T4<}i^U2t@ z;Em46a;A(7FEl3IXJ>7HpQH|CSa!_pg|ZG0>S?{o%BDl1zb;2qtaP+kR#qyDM<>s^ z?|XY^DLE~be1`^XgMMFc=Vtw7WHu@*fsTFeL8zQ{O%z{2ht22us@+FHDw9Y~$okH8 ziWSSwj`oY0QURZm-1UaBABvp%@Cfw)xu3v3HKqAWtMp_q5H3k+a@QFJ;|{R3G&LPt z?SI{__d)U5;I6C?mAPA5u=1zNm$~fw<1bg0(tDkgK@dgH#&)4Jh>Kf^Lr_=laAuVj zW^J9Hfy+N-Hkg-hO>8Ts z{l)%jxA)T6SP>sc2)Ftk8T%3HEqppE_djpi-{xI!OXq_ke=KuhWd7MW>~k@1`@6Q0k=+WZ^89GlO{0{xSVr!qdwjqanOTP; z=`t87qKg$`lzF(uFNyfxsOtT3Xa6dWn~6)DN?BXO>_43shPncMBszmGC(T%feLa*A zZHs#Ua7V5QOdw2g`4gT%Bt_fCDzdUnCrV16O!_@s|73G*5ckK=?S@Qh{gc{S>1<_d z{cyfATT)VNf%p!7c(~JnPXJqhCMgOHnT%5fy5x{8^uhHM74yFC*+NmUteQIK%7UXm zqTWKbQcsj4zxB3dhqk_cBL9ycn?Izb9N_9SvEvG+HePvO6!L>QD(rXkCh|+La`q&R7 zzLJrVX;D>kz9J9uL-EPeE-$R7Q*hv4Azckid;8n1(=E~u<%aj|J>?231!U_`cu}*M65WKOp^1F_HCP&6 zUhZ4xdY{%Vr9_wY!^5)#NVKJynR1BarnZ3r{e_u}cmgBg%_a27=H_OW+D6CGibS^m zqhFR*Qv1fh7h_8vwQ6Dp7M5i-L%%b036c?7&nZIu+S+GEpb`7~Qt%L~ePqvuwwd1E zB?5@Eg!nYVgjSlJhmH;r9vkBuE5Nkw3rwrm^9duR4zE7gV_b!KmZ;z`TZs9Lp@Q6 z?#4`IPEN2OpMU+_L%9iX7L?=MGt2*UO8>C_=?TV*RJdSxuy$`VvpTsp9f z`?1$qf|dMSM>6p8Xm1ALL*N%LBpI4t4ualV>>Z2u0g-m(%#4js?r$$m?|@0vC3Pv5 zohb96!NSi{+W{&PK~I&}3yE=d^+_|#uoub7!U@7ApC5F9KnMwgBTby3$3fiT^8Evu zQ3-vy&HIUc=@5u$UjM{hnoWJ$f+RrREeZUqDWo5J)i^ANn~FaNScc2U%R{^Ij~N*o zXZD#tDlYkYm|3ES86F04$0{OY`P|>Ln@SO(S2lr;1Dz50t}|%7#sAET1e~qT+%@)g zCT3=i3x(=EO8RYK2dv-)I)ky1QU-CUsB)~9ms|aplg!823u+K>-h_wm+XH)~(HN#1 zQ%jzwXlQ6~St~eI;6i&Cy;*Dq9C zDMSn`LIhFeldyFJ8Np|%X*_q@G#pRZ%5@Z3#Yv;VSv5N!S@GTp)uB57fm-TrkKN!b z*hZjEkIrS>PAqxJHytP>d>zW7FcFA0KrMkju){xlBI|JGi*4 z6q5M!SU;g4_PRQ9(mr{7g6t639kwMQDanOFE-bm`%8{ZTcZ$vY=FMd)A00$gwr>I` zwvwu0+LOmgzMskdkuS)(X3=J(nedJ79oU~_%TRiAs zJ%CK=p8zFh6EzK2a}1>4R%45o<~ zG4j-WQmAr2z@`Ui_uI8oHoAo`vj!^f@gWcb7U!GM(F^v_^72R5%Ac2kwDOzo(+Qv@ zb8}v9qlV7yj0cvYcw*ZcvaNo;Xke(|vM9UBM$W)o2iooUewY}4P#85??dGZsPL1fm z_!Tp;`X!ry@yq>r^^OY}1ANzfsoF;8N4R@G&Kmm{vAX(q6)vh{z8Q0+T1gV`R?d|m zIF?px^HpG$M8qd1=IgikU;^?9HaR@#F0SAbK0bfirIfTZTMOxv{t!mCF=GYI!V|Gl zR?8ZLkVVYQzTolkDpN516$|1bS@*RHPqHnQSGj9n)f%MA-4cXLF)}jN0k@AMurkVH zE-%)_W^fYoL@M&IhTGc6!6M6WdVF}CKQorxo{ab=l%I}?aknBu!hMC1aUj00q&U>o zo#KsQPmJJSaNwRCg_ z_+w*~8MQAZyJJ&RQEjK~N{Y(L4lg+dgTVBCYHGSBZ{&aPUtUSO=@hDKfTjM!bIN0T zR7^)VwPt$M{Wzw@S48l7T2F$M+wRD5%uTBVzO_cR4c!XZhe`)j_O zlkg=G9W@iMNGPe%5F*W1x96TIE|nF49LGB>3cuAeFsRmNto63PI^q$di{pMbpk8=F zNl#B6Nj_5G|ImDLQEjnlxwqE&6?Ny7gGV z!F_mgFi>+~Qkhm!v5o&$RrRV_gtO6pnWDi!6liIj?RX@ zZqZ?+5kPI1?JhQ1`dM4gvDY@*jTG0Nzv8H>udUeLI9+{n-$k!1haCGjT}|)QBoQ1b zO)m7I`BXF64ucZx8mtH7tjKW}65H<9N$%{)H3%wAHS$f*6&}d94kHpjmYJwPAP`#D zH*a0d-np9dn>w3=e;^#MIJj6|v9oY+YP{m*f5peo!49zH{I6c|I_4e!j|c1>&8#iF z{_h85IY<@30}TK54X)Pq<}R-9?BD-?p5ge{m#~e{VS{I$!Jc_