From 459667750c15b38692ea67c9bb9e9110e6ba2635 Mon Sep 17 00:00:00 2001 From: Andrew Date: Wed, 27 Nov 2024 13:22:05 +0000 Subject: [PATCH] [CT4101]: Delete assignment 2 submodule --- .gitmodules | 3 - .../assignments/as2 | 1 - .../assignment2/Assignment_2_CT4100.pdf | Bin 0 -> 58529 bytes .../assignment2/latex/CT4100-Assignment-2.pdf | Bin 0 -> 54115 bytes .../assignment2/latex/CT4100-Assignment-2.tex | 182 ++++++++++++++++++ .../assignments/assignment2/notes.md | 18 ++ 6 files changed, 200 insertions(+), 4 deletions(-) delete mode 160000 year4/semester1/CT4100: Information Retrieval/assignments/as2 create mode 100644 year4/semester1/CT4100: Information Retrieval/assignments/assignment2/Assignment_2_CT4100.pdf create mode 100644 year4/semester1/CT4100: Information Retrieval/assignments/assignment2/latex/CT4100-Assignment-2.pdf create mode 100644 year4/semester1/CT4100: Information Retrieval/assignments/assignment2/latex/CT4100-Assignment-2.tex create mode 100644 year4/semester1/CT4100: Information Retrieval/assignments/assignment2/notes.md diff --git a/.gitmodules b/.gitmodules index 832091f1..8f369083 100644 --- a/.gitmodules +++ b/.gitmodules @@ -4,6 +4,3 @@ [submodule "year4/semester1/CT436: Advanced Professional Skills/project"] path = year4/semester1/CT436: Advanced Professional Skills/project url = git@github.com:JackLennox/CT436-AdvanceProSkills.git -[submodule "year4/semester1/CT4100: Information Retrieval/assignments/as2"] - path = year4/semester1/CT4100: Information Retrieval/assignments/as2 - url = git@github.com:0hAodha/CT4101_AS2.git diff --git a/year4/semester1/CT4100: Information Retrieval/assignments/as2 b/year4/semester1/CT4100: Information Retrieval/assignments/as2 deleted file mode 160000 index db429831..00000000 --- a/year4/semester1/CT4100: Information Retrieval/assignments/as2 +++ /dev/null @@ -1 +0,0 @@ -Subproject commit db4298314a1ba82e64dd7909ac48396a1cfa053b diff --git a/year4/semester1/CT4100: Information Retrieval/assignments/assignment2/Assignment_2_CT4100.pdf b/year4/semester1/CT4100: Information Retrieval/assignments/assignment2/Assignment_2_CT4100.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3a1a546f5349185fa68e69a2ecb79305dabc5254 GIT binary patch literal 58529 zcmc$_V{|W1w=EnyJGSlQ7u&YEW81d5W83DAZQHi9V>@~G|32s3@tpVE59iap-J`o| zbyrvSoHcvYsv4`v6hy@680lGI$a=?gp7YJ zLRJn|CQd>I3BsR*?3|2*jLZN+9YO|qLUuw1(Z4qV001F_+&@KC{#r~d9E5y)FebLf z|5Qi#e|v*r`8Oac9`+`L3>r!%rhj3W*qS+;6S6TAGKg7NJDWKEO|1=_O+-wL?2P}G z`d6x8;ArDS_zwxfcGfO7woZgBgbWIfCdL*<&UTK3j7)#A5i+R%WrC5A>F@EE2T5CF z6ZgLtm2;@d_1PCY^(+xrcA~r?3}C|hMWLH zPG)9K7DfX$Mnh&+fFYmGKW*UT>}XN^gp}+ z^AGj^scHoSGZQC5rvGS}e@R2wz}djs&g|a=%l2CW=2s!?xA=$q|G!U};M{a<>J1ZwEJrg?{AqNX1JqPDMV*IP$zvcfoN+lB~ zI~PZzzqlFyLxums{SO!a2Kt}c|C6TwBk2G5c^Fxl{wv^Ub?L+nHn{E+^%sem!N{@} z&kffEInPs~h8A+j8qtlcQ&q+F>TjRh0`+mO>>RK_LMRXd{I|#3tuXoW?K4`b2I4i| z99J&c!um2-6KyfBF}K*MD~94{NO;)C-7fCu?91nJwfnEQlr|~fHG(@1wcPgwfQzZC z@C=UL1rO(YCxep7`e(}sKc9DntBVSTq#y=aJpIHL(VSwkc^ieHPEW^)j}lc>h9$>z zZVv{xPQ1*bH{-pj-I~==pOgtj%FTrGiRnzoJz+nuo$pt_mEU8-Wxp=)BkfL;L?20Ps;R$QJ{C9MW@QaUY4Vs>hIOLU#jZu4$grvPYT0?*Il zKhS4Z3S=;=htKAU`PlCloz}A(H{3A``Z4AsA#l+xV!qM$FZ?e0c`bJZ?n>=azSQJ@9A63Bf5 zCJxZ+GiK*zx)PfWtqROoT!MAnq@DIhNfy}TAVHl^6(F6UKs1rsy!(Z-G&i(3wdYv3y;sxcgs0)AE{4ff>W;c5n~SsDVm5SsfQLDuj{V#E8F zhv{xCB)vnAX4}9VAjF|-Oj5X|OR=t;!+DoDfmoevq(9=inxe%YlFA+9qqn6m=4CG` zC>iPzQGlgYD~5T4ENr{GqYZ)AaCiE{V}~|Oxm|Q6ror>Lgr`ryduHdkf3!yy7Em_N z7#xD`_jdqpPBne;{h4?WjAMeJKAHUp+f^D4jY%1%mKo@Fi7EMRtt^2=s9w34eV%J~ zb$cH3&OvZh?B=p1F5lpZ&#|e6HHntZ+PL6txbt`!V)XkqzRbOt+kh?2)fQDI{k?G8 z=N|f`DNUzHv1F|_a&_#|U2_=fl8{JFkG*QZro|>PebpM^(p7=)5Hz)*2QL84DOg}L zjhkuy-UAo@Zo4vSH_%X6eOZDtC%@V zEwM!1jvoMke*h{cGNfY%GRr*?(cZxmo&Fv+|bd4+*%Hx3V@uF%&>Hd(- zmba$f01*f6H9oj8gWHR3q2sO+kb(ZrICW37n?%~w9A*dfuE`k-=@MZW$!ZB}f!?bz z`5*Uz%ZJSE$5@a|xe1?QuIfSK%*vAAL#P}|1uKyFPy%f6q)UEO1=%S!WjHi&kb1(| zOihMrE>alK1}n5L^E4f@!9&nHNgw3~d-647y^D~fc7sXn%(KxxiO9p5;S7$9l3~hk z<~q>|T?%%$ zfDI&1($|Z}c!sJ6G$nyZ>QJ?e{0@B@fj)jSh>sFp_?XdJdkfIBSw@@d_z?#>z{9F@ zDDh!t`?~t4x;0{W+DqVbGuWF$haD(vB4a}j)^)kzu@CBZrGqb-a`$*=%00~;BrR1U z?lvKos6D+fCa}UC&9w2eX@Itz=BDs_$KZDlQT7ipKtO=C1@d-#!WA%x{NYCN z451YaASs3L`T#7R7G;U4u!HNvj~2Opbigv`lR$EUg1*cAdq9$qb+CgVhfoT@ZR`Gc zIj)UBYoILo=!kWdD}KfL$iE$2T#)y7Z*Fe%Avt?j^XZojC#!%E!YkngK;b|;T7&3- zd!!-C0&#o&Qio&25N7KGdcPdag{rlA1?csA6Z`NDfn9@nLs~ht0(F4oJ3v{`l7MTo zdt?0KlfQ}UK)$+hfhf37dKNzMKDm(wZ{-1_{UCpK!5kj~IkZ5l2%q$OtvF3w)#cUI zfJW!;*pZA8g7}7lHU$yA;$BhqX66KeI3->WnqOgJ#lD*bMt@Puu^R0aMxoH&DiS# zCwHSO_pj@!;%T96;Y+KS~dJkgzEzdXWwHU;vOmg>mP;#=eXpetw4JzFmXdf? z9*#f*eSLj+nS2xhq{|AsR`?(I>5gZYRFV``-Cy0tzFnmx1$lw_tUJAd*ywc${Sy;o zA$z|YZ{DwYED1+5%z)`W5U zEEO;hpBF&%|4R6KMeo6TDgM}Yk76@MO~|G?f( z+zB)W-W@?4MlbL?g#=LV9=vP77vqO| z0J<%`e4F;S#7+5|-yXjm4CV!Nvp{BUfEHBP>T+?e-pp%RVu-9uKdC1sp`y@$xmG4M^wb^pd}d=JggVJ zN>&ss%R-{ihL>AIGBQ9sFr+(TD1-KQXr&spk0PZ5?qlyNAI#wgn4N zRZGr60f#@rXoCW`gX?zWxhrS6`;F9J(JM+C^4LWyou_yENo}9e3oKR>oyT3{YgFzg zBFi^N62t0}yY$qh;;s0Jc^!VjtwHif6|VhOh14rU+5hYXs?FVWHl^308PQpxR5}Fzo`)gFpwCjWal@$kjwFDxS^^!m>VF)&fB;tj74f5T^c%nX5CPO zpT?K*UNErSnS%LI%D}ME^V9+OFPhvSzb~({N$`%11 zOIMf=vJzCFsXv1u83@RdDa_-kmXqFV3hvN3^glOq)pXRmu6GUcmI$?P{zLI=MM?!1 zgq@V7loEx5td-x#S4zYFIE(KLPaN6U$*op@^EK+^nH`ySjY%t1G>Vv2m+PZAs$+25PI_W+;rM#v<$}IML*wEhtd0_2s%dA;+ZfdKeVqR3E zy*?^m*GYuYj40YA58NiiKegA1EFojjYS7owM~G5gxOU1$py@iV$4AE`hY$EnJVi}o z*?D*`?x^rz;E#Srbz7=yD?u(xyWsasUUD5)G|bHfsZ2ywS%( zl3WbFYUdu*YuDoX$&;lEjF>H{?DX%yttR;WobJ`Q&=52)maYc%43Ce;bhpC~6ou-7UyyGvB^YGF5iSV9lr1ml4|uCzGGL3a=8;zo09xyw zXP>}nW_<1gE56J&Zv*$_!n!$9?c_L?MH&c~=2|&BS1b}t;sq5<%a?QeO#7WS?5b^I z>^23km%EZORG;JGa-V^DwU8}2hemrsB|P2?ViX*miS>eyiSZ{B$No9}jnpTim#BfP z09tH${gq<)%Z7SYcHs!{p2seajCB1*VCfJrO>`ACf1CH1Te()lRgFQ|w9u>~q*Qke{YOaL}`m8j;OP!HP)2DD==FS?A4 z$02^aEhrm7#!aqM1be+myIyMI1R3mYE)j`7aG5Vjs|fnC+;bLzCLV4@n>Nx~`Vfu! z{%yHjF{nF`~Bc`WLqP!!CkW+vaJ%s;A-!(#nM>C;d!! zbBVe#BhibeV#29#$hPXIv+p9zzQ?yTGz6`y*JaWCFGl(FPBL?w)ea4@x#q6kQ{y3%F}eiGfR&Fy-x_c^EQuzyx!@DrVOQbP8yG_sC=wEq5a!`D5VX854p&em zRCQxOJ`}vM_4u`$-sKF{55WNgP#!hLtIEK6o-!lhkIedI&a7#dJEKzzKuha7mWsA) zXCTylU_0^su_;2pWk#|*U;boKE!4&2pP$~4qNhQ_C^P!@``S50^UEKoreeOTfx&Q|DtTh5&teZ2h$ zX_V5CFP;rqx|J9y_3%~3E$gC$-Z$wmP7z`dfl|iNynD=EgpsnvfoPXSDRa@9-q^Pq z@Tb&72|-b^vs@hcJ3 zpzYyr<99sA@Ty9>eMdj3m*Q;b5jnP5^20b2OO%v8i|N}z>}t$G5dx1_L^1EE49KF%zs~76zf!m3NZV9VijY8@#0c- z?xA4n&*Lj)rWbRi%hS&(*#xzuny8sjl07%ugs7%}Wd^Z%n4aVNW}|Y{C5O~xj3fPN zo2~}y<-C3?7G5z;vs=aTA$Z%C`k5AdLPT9co+*Mi)_kVEFDqdqM4I3-@ss*|QT22j znVgk3gpEp2yi!)gKym_kp@kM`t zd!x#QY!Tq+d7r0@q7IP$RSoyvj-%;7v15~iyAZDL!7_57oTqYe1V#)JxD%35%paL>`xkU~ug7hpJnC>FCKm4Jk}O2xPNIu9I7i2}Cmi#K ze5pD=brWs-%!(_pxtbzZJJ3G#`PF*}LCw_Bc(ZIMdN?{lijIuW15#a)SUi-x$PCmjii_$pok~J4U@t z;QROk=w_M6%XP98S{-)cr9+2eh3(2DTPRCAKUNJ-cy<$rNw-x@Z;|HBeuD88(w*Md z#)`{F<9c@8(UF+zCNh7XV7}1lmrDQGf=4k0$tT+8hkC5I4>yyoL3k2R z=A)B&*qJ?*WwA0L>u4#4_T}8st1-q1Dxa1{jpr;w)VAbyroed`(2jb=?114;B`2>^ ztJ*g5Tl;Kw-AauK&psiH5H*A$?+%A(gCTGVtYp4k12_ssBMm0dzPFnaI$nO&J0q4$ zX?j+YnLL;<4ix|i;r4OgS=Cay%AbwBZsUfsU#<^P`QD4cY!vO$t7rzX2Z=;38)ItX zoeObCG3^f)kp=mS7?=FYEo#laxQ?N8H+oR<@R#qc2zni&gWYcvzxMP3ZsR+{Z?D6F!*xs9`^v3QV`qSHfXuSN~ zwD{ysYy)e)uDF-+y{7t@ElphYBRdruhY|!&Br-0z!S55@KQt-&8c2tjaUTaB8F{3r z;2<%~>8H^EH5dKbOGn3Tt9=?C*Hs$+u^`QP!CrS8Yt%WqEOWxuhG6tMN0PY-=~9Af zi;!!Jb+FnOZF9^GpdD5iPUjpB@Vz3nTI_#m3sy>?z=+o-AzzQYHP}v|DkP`4!eT1WiU`~D8s+
@Q5-?yS)$c`377*NL$ z82Zqq2^74xm_Za#3ubdt3vjw%FliuaCs$AHks2^rG@fin13XIhgHNjbGGS<$m`5p} z@na`w0GO%ye~n2hXMHgbx>5dFU&5G1Jh}^M8)e1ni9B^VCgn%6*5CY{^DxCBHy~0D zi7^8+ZEYS#7WVr4R}YcX5^FuHydwVd_Gdj0C~jDyr9B3(E6h-*y=bM?{10;P3Pf*~ z-wWHo!@zwmskvcNTtxJcSqPSU8XmilgdHA|e@f_@`b?{WB~ewPZ27YtK`EWCKrx%d{ZM~s^wHu>n&iubWc~d6W8Q2j}Xk`zy^^5c;A0*hEzywc<0{lDH z>8MXPnX{IZqb%zq|5P4tg(^zzFJ6bTzLci;26 z4M1*`*wj?D*qtixg1@SY%b#_A9>}(HksuA?CiPHP+QR61isCN2CIsW<_W}zvOiCE3 zth-GzUF?%E+cO7NYpSa8U}I<(Q~XBpl$9Mwqr`7aS}noeHl~Cau$`Pfx8n21`GBo* zLbc75ohn@VrNi3Ks-51KBO*^~3Y=74Xq!a(mcCeX>F#0_Z#R2oPTR<5oNO=#bgYch@PDaDYHTR>N)6hJ9we#rE*aFlnH3l>w>xtf~8aZ#eMBr zGVGU}Cd4g*ReF2Z5c1@S6_T>d#iPu|tU8cgl@M`6?4tuYH3KOJYKA-mdsSB9~V%fK_Ej>}sidYPHOFSUT#q%{7ZQna$_V+>U`CSPDO+cF)^N&(V zRE%7$7?sQN^pfL-?QHW+-^6s=DK=9tSiiR7r-{h)+tJS$3dgD{Wi>?#{Y8bkt$YPc zqK{EB{0Z;?E(mWHM^fz*3nmZT&LZp&Uk;m|zq2}e&j-LZVwc9m^Qew@7y6e1dJRc2 zJj%V;#!;j8()kkVN+SFB+oqxBtUDp@XkXo|xV9{KCChoA~2guRBLSlrW@ZMyQCZBUI)+3haUQ#EKj?Jt%F9#$ahcd z7g!=;#f>y66hm1ZPZBVOjw9zG)%suPDS>N`X=JpDajl7kA%3kn?q@Sc;s4T3IN=Ww zWunb2vq$V%uCjfQnr6Q0A;pNhxl>x z_r{mN;_y48aSP+or=hqQ@q)8WG{N8uKMur$dciWTnX z$(eDu#Hz7$A}1)8y>jzUW<&qjjUHoIcQ(^-)*Vr-P-&%~th3C~$}C93UO52~CZR!C zJ%oHLsqM6S)*XK*FF4dpCvV4`7^k4E3CzM^HmW{|!c{1ZK3B!%=P4;@WmcV7v|r4o zqs&a*gSZf%(z4B(v{Hd$7&i-#3PSDqV{TB(@1A}^r^dsk8Bn1?7Zd#)JZ7K3`7Z61iFrh*LHAa&%Z!HN zBnhy=4VWU+sfRhYY&mnv7{z`1!k^})S6`KssScooFp|`X!dHUsWFetw4z3y1gJNAb zOD`jM+Ab!3@GVKVu%j#Z4 z*d)0Jp$2)uJ+n#IIw>KuvY;Q1PgSW3XJXLP~ZUh+A z|Nb>e!M@7`atHbA4CIkpSn;|ytWT(k2c68q=0v1JyY+BacAXLAR;Q!H(pkn7ZINKd z?r4mavhv*-4Nz{*^6)Aj!_>19fkbYeEr5Yc%&N30MYZW|aOUqw6+Jdc zfG*M`NB2t>g!I!^?(wxdZEC-hVu>`?IdrnlOI13ac73(tw#ny`DcMd2g0(J4hFJ7JE+6Y>1eMkv&Lsw)~s@S{p`}LD4n#{C2PY@b?p5 z22RR`YU+9)QITz(P31ZPAw0JDu&2{`={F;%wr&Wv*Jlmv04n#W&Jhj{R!F^eATihKD=t* z;4^6h>AUq}%K7HINSP z;zt1;6c2!v^JiEeGm48Xom_ge&jYB6!!c?(Z?nP=nuTp( zw5c;*6Rfbjn|`^Y5gfPDtT%@yStqN%N6SvuI2`EK60R#->o`w_XUi4q{XFTfxb{*A z77;OGo_uZ=QwqzAWF$L$S^eWnzDDsv85$R#TRNVIHx`AWIcHF1-?<6mI%K@gj4P*e z**L@<9TpGdNt5C`({PAs1d*^_5x@2uKKTifr491g)JG(>EtLydxEw6h{ui`Sxe%Y~ zA$6gjt49#(a`ehJ2Hg?Cdls$D4yHcf`w{@@9QY*1PfBQchGUaeLt^RE&%{Q0*ct4b zZDwb+taw5GP1|Al%4EZLS^A|FoIlBVMI)^Lo9EB{O5nl+0}mAw)KZVqUfoO7dehY< za|5I{Q%(Wqek2O zDWycyBHaQF{28D7^i$s0#wDWL$Z5*N*u|~EllG#Bi=0Z{q+s;vSxS3Y3FTbMIO1X$3@_QuJhwY)A~Pigg| z8ea7DEaK-=*gH!QDPL@-jUYBjsVD&*9QFF=dV6yt)^tBC{}s)(dz1WDPAOOvlu`1 z;I|&6QIP8`;mAcBf?TKcZIC@iMn5k8tjuyeg;~xV4ZW^JjlmBh#q$-~LUXwe3YNQz z2-EnN8{SVtKP39=yc^gmhYdx}!<8$g#s84-uAjj1UNEB`2vI2>M~dHrp6?Vz%O~lY!)+6ULDF6A zdt&%Jyzn>O#ljDPjq#9&act+ccU-`GUy$&se9vgCIny1j(WMTln%O0tcJ9o#ReAu#ZmZjMdiyazRNfwfzy^yti)Mfh@yi*vy( zJ7j#*W4y`JgiV8GSnA1^ewGr9E=t*`?4^{fj^57Cr*a4Q_&ehIZfX)N&ndHGNP>Vv zt`v{Hd@St=wJdk;t2X`!wi-viegZH0iC1xjx#0WWNz#TFs9H zKCZ25haG`E?b}~O(QsTM?qN}4v+rXJ!GTBJWQUi1MBYKzbf7p5DrNBB@`7KWJe3Fb zU6Rx`mcJ+iA>r>+$xQu^PplX|PIDS)8^;B0Wpeq{bco3Y zhxxpUtsCjK0WL>qz_P~^J_F*{%gHs?Umroo6l&le=c5UkXeWA}2Qca}c9P?ONX9Tc z_FrT_LB$5q`tx{KM?73R$8opEzD$5%1BlGsKSJeoeRY z8eZqs63WD0!PXj$!C*Kh1(5>n@D{gDy-;$v|1<-k@}HA8wpNG3`&n_>kT=k-FdO2azi?ZO$Av*;RZW`iE;YLeceyJa{YrAoG5NV2WHc#J1xg z+8DqHnDXRa_v25&bm{mr=}Wpbhv50P8IqMfQjluJ4BAksUrlY#=t;>hnUmO90nRc z;BnDTk(_=5QQHs^-3?W^nkuX@IljM|N!tqJ(7q<0ZFtJ0D3~5-8Y3*}LN+awWjE#k zqC{~ZnukHfLTHbF1z(&1iFc0T2$TP8w%It7DuDp4rnBc3!q8#pUBh1Q{4FF(g&y?u zo;Y26kHQgJCx?}+y@$NLhoG?oH<+rYMooVQ?@4&w)*k#rCwtI~y!&20phoXI;WLd{ zDCi|zy$wPd8lCaNH`TakY3p|prO%OrJ#GK`SVBZ4Okz2D1W;rjW8Sv+t&Mlcm?tkZ z#zoKea&z+Ex#;+8g*>Q_q)4VROuP5<(B60%C6T`Tg&(NqZdn?zdK#Ms>lij-Qra#S zPv#t9JdRqgReL;(cym+KLWGG~C`%S#2)c(Uj8rQBu8u>`P!o}2spGxXd(-e#pGE7*2)9E>?8kxXFQ4q%UR*hkLip_=t_+B_qF0 z6}7DyT`SN#4Ey2PBV%`PFT)`c#~z^H-1htK zMCbWH$v9@O^CK1RL!6jA`b~z$P{`m*)rygre&3Q+*S#KWFs0 zyn7jwp+fdH!zHYHnqXswSkVf(-3a=vVNqy38cITZ3Hxpo`DI8y?Mk6s$lM8x8y%02 zj=?ZzeU`eFQn(t`k-`ehEa9Fw}$&;+RmAtH{Ayjk^>3;YO>-Q9>s zjslU!z{W_zJ2T5A4o9BpdkVRcq4WfW>+4|S!AitF6Ms>{6T}FA=)6CMOvU+C>EW0Tvlnz z8mE>gH>^iwlBNDESw8szHAX|H{`dGr#(x6o{|CYEe*+lVSpHcK^S{=S{0(4aV&?cy z>;D(P2w?rM0gTPyDyY^NbZ`mt^Hjn?&g@VUZX~>L%mBb-@9b8!Kcz&Ovy_w@C0R6! zL~5|Jq>lHwSI_nLO1s;X*5rlLQ~Al-iDn((^weo$jo7+Z3aS-{ogX0=Oh8b1J6I2> zcZ6beV1&Ydpx+S4B`Dy#`JfInAihQcOnYAs4xAM8)YZ-l!nuROl6V)0)eX~M53!el zxQ~IlZv+x?_Wpd~l@~j^8MLmhyu3VqULp+w zhy}$!ANWmh`x@v&Z;gHtk3 zb7=o15F#ZU+^pLCuEV|K0SM4ub5Ddo8qGc*{wZ*9zdze^FuxWgNYbG*aPK?xcg74_ za4=U#+g+=WL66ztXZG<|8rohn3={xX#LaIePXciIwb|wI-L5Up(T{TV&K@YR z*BrNFwA#*nkKLb7f2F@<=I3xF%klktEno|%-`m@}fOsFM4i@MFy#C}mw}j zyXDmv!cWgEm>I~CA7YgN26)GB@1-4tw-<=LhSMb?KGe!55OYlMm+ z_6Fp|5f&Dt6+HMA_~RpRA4t)F&;Q%+WDZ#9`%lm{|L+QWC=kLgvySJJ2e%1)KMViQ zTJSxf4>x+c!7j%>pr>!Btt|O81n2Lt?{Cd3zkiEeY#||Y!@NM?f6op6jwLt+3-S0K zYE`f4*!V;@C%$q6{_0UNy2-7iiS=Lms+C`Yckh99wC7&sAAxdF4fG7KamlkKeCI#9 zE8V(zF6hg%ulv!D_V#W8Y=3`$`x$%f+aVD1JQH@_MgDCcaGiS6BTd~e2(_{Elbnzi z1c*3Zzz(Z+rfDwoR3b@1W-46D42TT-1eDG*U4Dk&N9Z6o#NXi8G;Lq7kwETSU(CZkrtI>A zJ)6(b?jOM4=V^jh5{I8g_anrcJAFGZv8nKIPar||rsPP3V}LMugDDI&N0yw;bK&_N zjpb-%j#eMDIJ&DIsJaA>@tqJ_;+eyQH?D|db+k44-0At9mn#+(BT=^QWt;Z9j%Lqd z_V(>yW?rFf-mDH1^(E2gxRj0Ev(TOBs9eQ55-m{6Ol;|rs1D2kIkvHo6AY8uikkhl zfbcPwt!PIim(BBi#;ep&hRGnVKDw463oydI1_s9MFAz*AAZDJ8;lvco-_!i{UN5njNExf2`7obdQ;~K! z$Mfb3i3MH6@O0POGTUe)Y3a)ip zdDcuD9?WkVnp(NDowT3Rr={$KLQ=RL6NH7=x4J29iH)nC*JfqZjKZeft4sp;O>}s9 z#k}4*rm@}j;$rs_``ShV$ufb>DycnkQ1kiD+mR8--|8|>p~+JrJ+^-(1ax9YjXCj9 z?w~6-l!hQmr%Mfm%alS_&P120=KCHzwD}foCJcp*&*6uA>)vsR8CGO9A|ypi(Z}i~ zkyTi-AbAHdw&hrOuf)}u1?b(&eZYp6TX1D35`=>wp=+iiZekQzUZLiPAR__E`!sZQ zhqF7=N%mXiCk%tL9@`p04P5Ze1J)hZsZ)ldhfWnGUbd*Q947Na!;E0?bblM5%Yp zf=WbX;J;#YWy;s>Zr%ciDPtR?7yJ51M4zb)Y`qyfH2FwU<|cU@N6#@UU)>$X)Gs<5 zXg(UBWH@%_u01ws0z+J#ct9qubE|$B*Ggg12U&pnpH&qIwdH4GGWbr$Hn|u$NU}RV zVc<|H`m=#`fYH2_dk*4u*k8I;1D*f|vc{Q?_7}mT`s<#u5?kqNUI<_AnS+9A0h-kJ z`k~c>P^cno>3{4C?Te}EOnC`^(JqAZr;O%nSB_tPHmR(0Vb(drj+5rhH~MO{qRRFI zA+;pTt<~gji7sO$xs}F`s#;Im5a57IY=J8gu}>7g-Vm< zP2L$XROHKe^pfm{0R3=wh%`QevsJ1DOz+)FOtyevOhL<8%tlY-KYvh;ju#bdCDLOp z#PUO;8;2c045>NGC}uY!1Jbj4XPo847GMfRuq|}E+E8bnx8 zF-qxIi|WvFlE!rbNYumT$m9m${JqSI5+hX#-c_#X&%c{uM!h{Z`$?mc>KR`hTr}Sv z;VvXUUx1<5Z<`!ADjrPht%9o1*7qj@W$LP)+rmTl8#P2dn9+>R_( zB!V2d0ssWI?pfS7#NyLebCamdA>NYxJsj_+x7d1L zguA}0sM=7CN<*t<9+$@7?U-nu)^wKToQ9{lCKCvsM4K5{J^{aT%TBV_Dv zvx%AU%4LxrMDnIpMC_s&ZwoNJQysd1`!kqD(BPGqZkfKlV zW6-&V2R)>w?9R)`{b_&Z-8FSMOshrai+am_i`^pETE<#^G*v3u<}1S&{F6+xvnwDuHwW~ z*&L^Q6YP4#pw6IhvrnIuj^#PK#!3z)XKgkWQO(Q)1DG+maOS6$u*Pwi3emSLAO-I*0zsq zG=&7d@3z6T)BTwfY;`tlC4+R^xi5`rmMb{Y9!`~NVfT+*-$Nm5{TW& zYn5@ulPCfYe*l5Pw?fHgSZg%jb7~|Umur9xjLrSr1G{~o zpFf+X7G@5M=*s}Bs|iwP6|Ig#p5&w+bgdN^fW;8AdHcY}=H3Ia500N;si*T%T6+&| zA>_mE{|r5-zZ~yEF5SvbL{+o#YA08@FWfGLD%!(-&G_gSfM1XSDI7Ekf8+8#2&r;t zTo$b&UrQAGfT4ps{gQ_tWfZZULLh2a>D!ZNp%-wX9$x(4^m} zOay{EC&8U}pBj!9TL@u>Blc3k<@Td5yT~>3muebIVar5AurvG9l;nZPpTaqoGM23y zi{FUIQtLeTr@Y)IPT^}(m9AJXwdD7kx_BAG@<8P-dQix6J4yf(Nrk$JR!x+VgSvQd zKsD`Me!~+(%yF7UX=_TX2@@M}c`OqD;?6WvMJEA01t!HL*rFdQW&#B@3ofdOa;0(Y zmR-TQBmplq`0aU_ue=7|Nr1_pm_n`xs^1*OsDD%rZoaMWej}aIRI>cgnmu$@s)e;W zy$Y~roW6&FIP|7U?c|b1pE^dnq)fgNx3~NA8*Ip$wlC3Q>Cnm|x1U|%TIBG>*Ll4q z@efsmx-q8A{wsN%SwjgffFYCuOzI(bwM8*^Cwtgxo3qi*5Y2Q~cHyF)l#(|O0Mn5f zt)zSQSO(jd)U=$cu^z7g%6;yFu=s?e3sw_e>L=n6zxJ*3=d}&1^V!DcOme0_s1?t8 z-cGuDA~D}^W3p#G4YO~RWPT7O#<|rwEDl^kL(TCc>X+{((|$pmB@doF_7L`M;DUi^ zbxECO`9)@b2c;M!$}e&h^+p_7(#MBpLyyO+cj#!VVY<*Q3Ph=CX9yMHwo~;1J%U|_ zF&N~QTF(e_f=Iwz;}$Shj8RdcTDqrXjjjEA!rSIOrJ+szxrZJDb&Kj0Gq8&D^im;>o^)(is%8hj77VHr5N}^ zfN^s2^f^+`mRO%$gmk1)g0th`6|Aj4m7mk##NF{Vwdw!I*f|7g!bEMhY}>YN+qP|X z+1+K^wr$(CZJTdtzJDtJm-FzTiePAHB0!#m6>wS6Sm}LneNJQ zwpx22@_fFLhHL5dF+db&75!r@V(itfAG?`5l&U5K2FGzRmy|v|^BZDa(@bHd5Hu3} zCR@k>r~Oztf!Rjd%CuH@z+;X4$CgvhZ!??exHEyPB%adf@Qyu3|M|2mlKANvhNrq= znD@avk9g;c{f|@q>U_5KE5}p?V|pXUQd`ClGrM&*!Gb zFw>G~$KD(Rk$kQI{tuf*jbPD)6OxQZQ3cVMYR&V*I;?lQ+bd%nbt5#wzvkkO1M8vZ%6ez7g`Xyw8zMtn&4_-j!{i!} zm8tj+Iq?K#7d({Ca_=k=8S5Ov29oks8fWq!-#B?!eP;XK0nt?c_&UxkbaGskZ^>(z zjYU;X=f4ZDw!H3l%i8_VG>w;#qTHEEOY);ugVsy1;R*9Q3&88>9O7)76&!f*8a10k&S7+=EOqRA_iD~Ky2ae4RCpc*Hp_Jc`OS9T z_+OXVkJw_AWvAUM#t!VX{3E;iF2T-pT<3#nMbsX$onT**FDBs^WUKN}lcU^9^{qlw z(N4E}G$|t!@*Cb0Y3G!-#S6%BizP6c`X)HY$6QX=Z)r=Gwmvl6b28Q_d{V%RHSzHp z;2bT40#G`=lT*nRWN0u%1?$Am9nA0jd1Lx8;&NZkP~n_vQ^{@rbye-h33Vm}72#W#yw9oZJZA(KSwtTg_!d*eX*fEm zD$4u$i5mC|Xy>0n7Y%QrUfmg2vHNN5Fk69}H8hPNTEWQGYwxIV68yHCreB~s2YaXD zf2v>kiM?W{(HMb!p#q$qfaOYGy_;OIn=?@tVh1K*ljiW?iNv3v12Q2*vY{Z} zj+(dZ?I&@8oZzwWBuKbfgKHfSb`$S5<2YNp^6Ynvn>(#RBT&wNRNO>C(hKN;prJvT zhGlL&knAFr$o;Cc##q?^a{~kg|O9p z%waes;q_@tpo|qA93@AE*(#V}c60X9F_tHgm##$8eMpKD3bt9j8;`fSO3DyYOt=&O z?gxb4MX00OPxrJN-(}5gZYZjrqRVOwq3$+lRI%RQcYNj$?R95JA<3l+cbIvlT`W zm-u9grtI5!W){06MFZ1(B67n7Yh<-W7HyQ4TbjNLF|X6=XOmFX!x5Pdnm47aS4>s@ z%Od~|Es&q=1~B?sG7k>O4Cg14jNZhfx${u7*drt3lVLJ*;>OR4d_MA;O=wtbv|}YJ zuIrU!y({45wQeAb#866GbUEV!=womZq1AL|RSd}TQQoQ2?({+Pbuvsv2^}4}iRm=} z9?`5Untbl7mdlSMlUZDxJ-m<7adkfS^8OUd@wuby=~RFswcagQ#62KfR8DPs^M0dF zaWWFlbR{ukEvLdnHFc1deb37l>dl)sbb5?OaD6%1IpWE?f`&Z5C2e$BLn$*}8BnOA zfO)*qg-J|})e67~`GFaj+;nN0=yFtktby0x_dEf71@;%9ZO6bqi%O8}S3KwEKkZK- zR~iZOG%38b6HNK{Li1V0!z(m>9-c7o{l(>ho_Qz9v?1VYanb!6qwOYpjiu` zDWf*Y@fB*RRTH)jkJ^#Q+x!X9oGi2H{%oHHhH-UQ^QIhpL*gh6KVVi@07yVS5YMnbrm{$kZG%{u*0qaf0+ID4lKqoJNJz$KsO zzN6#Vt(@2RJ&BFKB6g%GMQ79xnxHx7Z^1IG-Rfdhcm_^Tn4=P#Rr7FFGH5aPKT-OA zx?Mw6WclkAE)OnyE5p7W;*qGEt1utVbB#ay^rm#}m%u7d-v-pQx4T00rK0*sA?r|I ziQF60G=jxV%@3=rB%AZqqD$^Bj*@NcFYdr9_%ZA%N7N7BysCo0RU@euMP`5`o&?RZ zHQLn79MfIR$yWF>oMvzmxI8U_Dn>5GoF`U~;x1yY(e`Kr!jDi#CL`1j&H1ps?*m2@YtYx@0Q&Q^11eq6z(otT8V*cwK zsfgT@B$*4JeRph@$G9kV?GR6lS56{NU#r_vx4NFqsmB&2rF#B-eLr&aN;cPiGa7du zfk4~u{K}+K4Pkj_v9VH~BJ!hbKX33BK^9n*XLoiP4FBX{=`<+yMk5`bpGwE#IclEJ z(z~e7jlO&ks`Ar#tWhW|Zy84pki)@5RQ+-VYHW@x>|&Lb=GU>-0h+6t2m(B=mQ!YF z33ha~fE5$-7pqfDH+l{M>sgfG-Doy6xJKR?xm`+{vOwoFA!ypSd`)lImc*iRT1i5- z>H~&TPKn)KVfVkREfL!8G}k|U9Kd^8+Z(q{AxRPxSMt&?1Two;^Q~^N=Aq@pTRtIH zXHqBof1hMOg@k`@eoh=AtG)ffqOB6~J#hVtp2NUzpAGe-hU(>HGftWVVMl$-SL(CRfv&1G#!u=_l=2o22JVs;$lNxu<%PWqI8_O1)p8BpgFhPat~+&=#gVuJGKDycNCzvd zDNtvj>oK+u(wq&pL2r|J^fpM~LcLp6wae&JH|tlXy&Y+Lv+Tk7Z>&wtRZxOz1)9+m z>r%YGLD;8V&|s%CM)ZNIY!l`h{nBoQ8yTA@41-gM_Pf8`2aFQe?ahZ08}8Fysl;tTDzugA42x%vTs@|D{$_A za87D)P{i+C_`COC%q7aiwvv6-WgoahK1=YaOSjoiqsZIZFq%=b-p^g<%=umsu}W}d z9vd>rhjy*U!3|PXAMrO^jf6#dIU!X=_VW^NO{XP!<4jAELbI-<-VJmDT&baM-J z3<&Y$(>l2Wp5L@BHQPIg$Q|9pQB@4^gdmG5{FGa3%Dav z*qfH@M@8xHs|A08&oYw#+B*V4w~IW^i(TR zXvK)B2z|63p*`FgGkqM8M?~g1q6aV{xQ>?uH!yEdv^Zui>no9jF4l4tR3VQ@xB=-# zU(3x53zO%b%7i*Lw5 z-gE=rn0o~gpGxvi?+T$kPrPO{^BZ$z6|+c^xAT0mt+D}D?`6-v%J34$5!W-YAX`P> z6_107R*xO5!ucis%p^8%rPidm0iuyzDE3#PW@ou6Ust;_#~HbDT&-l7&u(0AE|_UZ zE+&xOkq+CfoB1ET8v`Y*IpdI{kG8KNQQKt-hiOgmR>@WE_x=rGobtB9f4Zmwo3&|U zh7-=f6_Or+Fry(ZQh+qt6{KYE4WPRu*iR% zKwOH7GnH6h>`P}NN!kRJIttjO_PnW5p04>C)JLH+O8iZYA=o>;7-`!Eb^({y8g+V` zl+KKs+$2|0v{d9iNgH{}RaMN5DI@eT5&3LvjR=3GX!FXUJX}4etD@)Llf*^op@L#D z@fqMvP=1N2Zn5&IU52(!15DYj)FP^?983bt38iz-O(7Flc00G|E_uTm_eW+2hq!wV zi>7 zB!1-GcRw_=AJJm)9kM*-?LhqWHCVoKCs@0u3!B>+Q?R(a18Kf_KTy1L3^O6bZ!QsABZxcf)9r!9HG>6$G(SIuorqS!o66cj%8zRCLM0Ntn>~1Z-nP=i(BO zbY5AZdgyp&qtXRzl2DY7F);6mZNFAW^}hCT_E=ApCr3B=HoC5(Io%1yyDYZAx}L?n zm7Gwm;TLm5Uk4?H79N~XoM9q#GheNXjMF`_c(Wb+L-v-KEyJ@eMj5(?wddvrm*w#%7n(&ZHPk25OJ6qF zQW_7kBlpcp=!=X0NrsfZVU)>@#?QHEc-tpT;Yc(#IpFpro}36=*fRHE=|BJJ^LTt0 zimma$+LQRV*ucGjsBD&T3X~VqRc&u+U=(+yMVS9p*~&WpsRbHa z3ZBdOs*=O{=^=P;HkMFF$>nX0O3vCtGl7O6)6tv&meG9QW>+D3uUxhZ?42@vv5i4Q%G9vB6t$Mr(3ou!;z@KMeEMVV45)}g21Q+CiRlt>F4arOrKou zi{blJwnE2$8B=G4~GZpBHZ{eW%g}4*hllt9*C+PS+8LL&)%qQ6mSk zI*H?!Z!al{*fy4wem5D%xKu2n?~h3Z%>ISao}O(_OzhUPNhq;ciC*nX5wPYE|5k~; zpmg32)d1!7lKhKO9vo0h2BEV1QBZiX{5tgU)2{zg@U54(72mj)7MUx^q>efX?IRTmOA7}g{8bB?I zRkyf0u3+NfjyGa@cjVq8!OI~tMZGdsQp~00P6-49kv)T* z*6NUa4sG`RR|PM?{A!KDc&cLkWR-m!gY?FS)SC-rusNKO%f;51S4v$|;~*}SuBHG6 zyN^^`i@FmlIXsicN@{t}L+XT=6*KL{r|-s2dd>!;2)?>flbGdtLw|w`M~msZ;zWB{ zxRh{aqT;oFknSJUkNdMO*uQy3maq@XtrA44vR>q=i4%d#4SH;hH+V1aC2eq&zg-`1 zNBiqhBf^SW%WAv5+QvAE`F&CQqIb6e^31oXjc`a>au@`?Gx(~8Y1i0_sn;L=F>WK8 z=!N5s0@HGL8zbTAmn4s5iJ6Gga&{0k$zptoGLd3y7eyJS{(b7lo~9;l`0^c`7%o^T z^cmev<6qA^!y!oL9A&(UhJaC;pxNt&MO@!`a|?m|SqA^^-W#;lAx9rD4G-dU7KC3!7YzER;uMV^F}4L2+!n6kh&$W5>qD8R{~zmMY5Tk>$8f^13C$C6=e-2E(;A@eNq97QA z4qTv3W|4t5c-I0TOLM&nEORUfhEeb%tx;^YHr;G8%eZJU3SMOD53-$$6*(7fYZG?P zVJHXV)W+ZMGx!LYAtdoWs_gaWsTy;U!M5JqFU(zyy82N@-sScO%k!i>j^DPQYa|;E zj}zB+Jxm<@pIA(&n6@p$5N|&yRmlTvDv(%jRq80(byWyzP(7(h)L$+O48X)`P_;OE zB1PzggCUz}wjV9+hvoI%PMnfyNhcSPcou3SS_39NNy*nBT*=)ym~rF={gESAt9RxI zeWiM2n4ov10En=jMy?t*V;f;*^*A-zfK%$eZ}N2I3~htJ&42#V$7g+B8)0g?m9gXE zpV>ZB1VAdhOjsAs@BuKoYYwfW6==#%b`AMBK?U?yRTWXMc_nGT>6Oi@{G!nq3p{2B z@jry^bysu$4`lIw9LE1&$RZ2V{|Kl5H?sI2z{vG~OpE^)v&hNG@_#dn(Qn{N`npZv zFr))Pwor}E9v)%)w+y%*9Jl|i0b(tuz%B?64|uS)G48Xjy@{S*!xsZ(aNFqAjUvl8 z9dPV~K$e{Nh#X|4?O6=5F|oOEc%%e%6B95dmd1Hj7M7u;gbJ;{)&G7A4kniW#wuXA zw{8b;g>!+x3*Tjz6QA!WuFhf*o!G$}nE*32xUf1qv9f@qV`F#xj4jM2;1b!Kn;3({ zmq1EwY=GqKPl#P#@8Hu+thjnTJ$^cFNs~{wanGe0s zH~_>gin}j3d44bfM01Lv@OwY$UP`1XDoM1TQ{T!2vB}dT$+eXUgb#cd2AWK64)pjc zv=xwT{^Ohv{#C{aMB!cfTl%T^Y#2dj_lv;6#?ji;z}f89R?iNauA>DC{CLRnOvH&q z-#@>4%qS^pOWF12DT*lyYb#ph5!Oe`2^J1Z4Fb0Z{v(;2)KC<{KOV6=F$iFcfD0(` zx@%0Yi3rb$fuF}X2K&|YE5wKuI(lpEV*PSy(r9(BZO#1!F2!i2C=G~Ua&EO$YH4wD zf{=;)89T`d{7qv84Fs}_j*iCDqXWtZ1vmT{63Zc;y?a64*pI){&F1uwh=j7+Ftd|BnNE$226)?VElIiXHP;M z%lS``@y(vPe>cBw>X1K8&5c5+u$EcBwkcrPy^MkJH5o4fTUG~T4hIly%Jo3lS--6G zzxR~^_8Bc9^hyJ>6NhzcFn@2qZGPfz{92-Gb`9|r?npn{px=ABe?O&|bxnDb`ZS_5 zV(^X5&#lf8e*Guz!r}KPo_nJxgxdPTu=<4@Z6Uo8fxD-kAksIv2Y=m)uI+#z3i`?e zkRbmG9~%z82&n#wS9ELWE|71KggJ7cij?w~#qxluryQ9SViP}Ai z{t>@B!~Vr==-G3axpiyk;ed^aGy|F48!^xf}R0U*u3VRgQu z_RuqQev!XoXMXc1}eL@~1K6NpC2F%)Pg1pBtuL2wn@qz8hwK=lC1)b_sUAru_*M z-0xBu`>)WI1sv_Eb8F-BWc(i7=RWR%?n0&jAKSczeee%{AinQHrv0~zV=aLA$)|aX z@LoUobMHO?zNew-sEcWSudd`R=AH2CO%eji6%=QPab^qq2~2wxyk#!{6>u%n#yP+# z+FF(?A%50zyngT%4wfXRo`hb1;7Oazw;j~jNh;w*+AjBg=(V^Agu0nozW#drQcYOL z*0ToD#}&fPr0q(gwikyOCRs+(e)n>?UvlaQz5((h8c8=dkbx>)0Q9}vqBvO7+vjUe zXXdZy+!v~kbI|ccso!jq92+n}r`@akiig0=7LGueigU9F@AZ1>4ngnn7^6g!3$gpj zmRYi{YMaD;YCLONqY|=FafNz8Nss3{j@#T|{YUX&2#xw0d~We@<)3&P#;(brp4jHH zIu9B^^mG~rwnS>HbXO;>p+uo{r`t>jY2*y}zl+FbBL$qFq>0ybCdapws}g+_I?`|b zlA34Dw?@s@G7Gw6#+Btat`Uav(${cZ$JSHDfU&)&+230RvX&SBc5Ab;E!`fmd_$nQ z>68eaX+2&Ow-8=bLG(&IHiU%|gydnN0)2PsQ{PY)xYHN7ck-|Bsb>A*@$wPq6I6wMmb!9hAbdTjpJy#jgPHUs5{D|CTW zc%28YOOKNTnI+92gBXW=!}ukQZyfKDzG0re^%S}I1XX03*=I?dr)W>AE2emqkD%WZ z>M%^7^`mL+ReWC=*k^i3BZg>dOCN}I;U4pL@#_`3=6h4)q#tm^7=_l|;M@a#;lc&J zisBVb4$5k;1rVaH8c(qsANRswtl{Vj1fjXwaFw;#Q)gwB(h!S*{pmH3(~+yybr2J@ z93(6$#P9G0rjRnW_-dydGyLe5uSx7lt7Pjwsj(faVM~(24$mmOqZ4?ZLK+3vMQFKD z`X%%B@(-)epIb%F2w(B7fyg;*KuI7e zK?!f(e}u*w)&`T_tK?r4+;XO80x~|cJ@F@$I0DIfjZS6gW>e9w0J7ZC%T=c{dkP62 zhejmmz{Z>XXS|Laz^JAfn05eM$E}1JanYqAlT|?d$BDPWyu?ZZp`Gbbn_~vZP#zpu zEw_q7J<{{oV}5fIZyomznx}Tg>3!XYP|}-We`*4<*ZPufW)FTzPDZR&E{mFYe?A>c zJx=f6%F9yAZpR&Gs8d6~Xy|cQ4m^f0R~_9q?GtVN@MhMRJ2G9^Uj5}YK2wBiT**Tg zhkZ@G2^s$JQyUhI*pW`pM#p`!nXBzL5F$Jm{7}|#ZGnd!VG8rAujS-Y!<12Og3`;< zkyNaNS2j4*1(ekBi@%ip9)<;Ck@2Na7v`y!*~+pt7HMikL=!v<@oH=(&fi5{4IAzg6-@ukW!ntrP)K2!N8$JT5 zIfBw#i0^SgrN11aX{SStBlFc}%9{gF<%=O0*^FdD4&qaY{p?6VLkDg~yb-3VoY7S1 z_QoAZXX+a8`(b#AFc(X!-K1vivAHWH>z>UYGQL~cj#%gSP%0F6>M?^&^1PW70^C!6 zkCO!;DQmfS7KTw5j&voA7{jjduyAw5IC}tC*7BK1rBh_3okq+!R@!2IIUziYf)U^m zl@kS9&e6N6hIbroIQ^*udO5f}Im8_6)oZF@c4K}@{7*0p=WSz+S0%q>7ZR1U4kmlP z-ADmyxH0L#Vt*hPe+tG8ic;67T0OPL%L*fLbg+S6Nzb(z^7F!(rOJvjr@_M^FVc>O zIpW^>H_fBX3(qZ_Fn4f$;G-Pn2i%6yVINddZ&N#JeDNI?>C_~Hob!@F2kz(JqEpMv1fm1y>J;wR(HxtpIMO+3FFX!sT;wd;Yay+|+ia2gm#PKJM8i1+=-n_!=7 z=G#J&hEKy|r(%}XhR(vu5NxZt?e!i)BV8X{e!{AD?ikyQxGWe>hG-%l9|km1rFpuxTO4xGuDF(77^(%{EEAhCPM`)zAshoac@v zjy-)BV}yI?JjBAO7^o0k6HsrWlT-HhNm7yZ!SZ6+FQ67%i1?R|X>c*Ug*s#0xb!Q}U zagUKqGgW~uzvd~~+$fyeCZ0Bimf`@x^gryM1&zK*hKV9sdJie z_)GZ$ZcGBGdy1Gexu{F+n@Xippq5Mt%eTeik86`r?IvXyTsc$#xSqRkipFaXc7-i{ z@1*2xgC@z_Zo`^Rxid8;No$k2WvutXG|6Z1m#aamh`P z#fRYnS7KqNIe9}r$C=PkDTkwO(0Bl?Wy+v_(o;t~;bq!dn|EmK80`uzg*oja1JrQt zl~72E_-QMI?I($miecFn4iHJ1P~Zjfpn?_`2UT_8Nvutsg(=!TMAu2PELDd2YaO-V zh}n}a*gfdC$Ws9`;)K|mcO@8-OZukoHv0wyC0ekU9NEQ1>Dy1**`2;CBH&k=&jq=7 z`>SGoN~=WmRAL!&B?h(XnWU`{sS?zFKWbYITu)w7Po;$4a!bJHI|g0hZw*|J4$7=* z2M?TI!CdW?S_2m^w#z5cu10Hkk7-nqof7^|^x^~1W)mgyNZJRtx-uGR?$qd#gkEPZ zxgWvyuVb5vl9^~tw4wZa>fQm$R$PEthhowal7i)Tg-Zj9}5}M z7jchfWN%&%nbC9X_TI*o&A-J8jz_dzxXzs&%~QinD9_Ozd6Iw0QILtFpNBa@OElkB z0RG;>^>g9&QT5hlgm$OJ@fIR7oHZ`Gtjt-`3`4fRN1!^ajqCu)I*hz&h}j`Yz(H^F z9a|}C5W#H;!@po%fZHI!3TZ(HabE_wp2e1N0dZ{ImLrCU4|_j6Yy_9!4EjcYS#|JX zdItmYK>yIL%XP$%HB2Y%72peI_P^&)@A_8MT)|4YU{bjWcVZJ?F1tu1MVR;Y)(1}m zidN%td<-M+y8Y41H*zk-r7J9n?~Z?#;(EiF4TZ=DGKi{jE_=g!V_UAsO z$q~=2rW_qUwSRp4Ef6X=4$`h9C?Uq5!tX4S`=+*;(5(}MzBX63vX3HA6uxJEwu5Dg z^*XPyj*a6uZdcSWV)97zLgVOs99CpW%>l{5FZU_I@HGM1?JHMj^i~!wYYh{r%f9RD zf`$X_;eUnWtgA#EzOHov!$#U@-5Y($ipM<;@vi#~pFyH1y$3R|i zWZG&g2xq)(l6}PyZ?aAc7)^uB;Nrh;6*rXuh;$}pUrz{9QV5X>5DOgSEb2fq0r;|t zf}SIAqy-Crk;*JG(f4xACbd*NLc_`M6xtO^ z&3dQ#_s936+`g^)+itIr+Ed|7!Z%92l$7W06c$;PuOb-1uv!uswLM0bQ-1? z01{9badO5OvKCFTidmXuU}6n*zzkdBAWAbx82THQ-Sx?OF?aup;a_9}wI152t59S^ zl}e5l9Sa++oFes}faf>-=O2cUQ6+FW)RoT|*S4g7&0zBgEk~m8ma0$$eYsFiz_sZ_RZk%SI<1|(>$usf~ zNKSs?qf6gP95FS}q3GCj3k!}MJzd`4_Ggl zJ6tuN!4Js%D0(c)&VW`=pxoJ59eZxs-xlK(q=YV?PlUHRY@BF3(?XFp+45wdBI%8_ zk9&FuRmaqrcuUObsxUxC}$}jRSEAr26A)TqMWin+o{d!l{om7@Nq|6~SgBM#hsG zOG|%7{*FxH41)J<=BJ1(^4yJhG^JYA9dQ3zNEBEeFSAwv=~PqP1Ue4x-YX#v1T1`s z?ZPY)bzShejQ#vPn4*_8ebQ7MsZVaYHL`YBv^9t_!t1tmAudd1-s-&`oqg7-lBsXf z+$$&%tn`AvrB!t+eC+q4Pulq9cmE>yw(Fc#4WY4N1e81-SPhh?@u%8 z@R&7JS~5iG8-azZ67YI+WfcuB+?x6Sq1l?*(|&iVWLMw--?V2cM!9V`x6lf_y{C7_ z=!L2s{m4>)=+$DUUC1-r?QU0khu@qpQjVs*dk$}nq1WybL_KsOGeP%V?#{rhsJm?A zwpso(AU&8aWlVr}*=rwueu2gwMq-b;@5JVB^@Hx4z%iIoGsi9cC7ZmnN0e`J)NvR! zSBU)8+C;3S^(6i@sxN0E@bK6uAiHuf?$=HjI#?BB0;?zLF;?r(L=1bR~dUPI8}YTlBK=c zMLgkFKLR79xek^QEeoJuu!zDh>T5O~4BtKe+uTBONXWy70EOKVlu{|}ZqY5QpGZ!Y zb;suP_Q^nXO&IkFcPOe-cpdI&wU$_N?N+mKR@B3LmdALpWd3fqX@1oQarYwt<81)m4g6bE#=_Pyd;a~;OC9b{RK0Ar;49f$;0;Ttw;N2pnO`A(39>ppf zFy?8V+GFJigrklf1@`$!o6C|iCeK(tjs18^m`wr4+33pAdmIS53*N@^`&{cxqOF~a89=!uw8f>h# z9=~auNTbAgE~&#YDI=$*5`7-i71LMk8D3VQoy3#UpUMPdulEd7!c3(Ne?JyX3q~jr zSX8?X`?j(U64#YD>XJ^F+9Nghs8AhMUl4<*)E=lvmG(2uq2d-q8VAcNZs+g0^1DYL z<4{hD&nPS5?*B7bo$N`!xom31;9_*uu5^J+rUQZUHU0-uY-)U( zKUp8`xUKk5os)At#UAk}K$i;3|7ionA-5tzX2z?ewbh2mM=>p&O9IXqu^bK>9-k!r zuv@4Yoq~+o^GQe?X|7pzZ#G_TxaydlIAV|g5^ukE`(lPdw%?qCvSj-Io zg4D+~*Vsq>+9y|{Y)0D%hyBo=z&3`|sE0}u=bWaCQ;=H|&mL5KXpHqP`FOH7+jNh= zvij{K&~f2!`_JL5Y_oU##$oxTY1aR*S<{u+g1~ql%9(IM3MpfWP#aa$d_{`tb!s<& zh4;rNvR+mw%YzgIG?sRvXSm2JFjY20xHOq!|URexb;Jl*d|t!EJQ-&$jB-_n5glR52lMO5W(1ce&CY+m-Vea^9Oa9>33U` z!A4rbu{uKn-(*f)ZXFh5#XRnx;m~Z?p>}D!sjT<_Ck$>0shWwiarQXyT;+&%T&>zl zn#DPCQ944?b{0h{*$6#*Rl4yh6G9Nwi1v+wd$=ooAoTrWJPKX|@36W-q-p`u=SiFo zPz^02W!*l|-Jn252ZZ@^xQT<{(j#})Ya#)0YSj9NtU1`JK(FG%)8-3>d{o4oiZ)Nx zix!x=r>53u*%X)m9OAgad{MrFZ0W^6xdPC!HK^&!+KbCIMN<_9{^rGCgMBAW_<^Je zn=5B$?R)FFj7VYl&8n;J${n0-PePDXO|WQdhY1ebgW2OvjgXX$c9C1quB(BfDVK1c zv(LuM83gs%%{BLz=*i_z;{r{pt8!^z<=Xj_w=lJIWaS9n0dK57VzKHynFJ%(kfI!3Dl$*!}%F36okE5a&ge5?-9At zs`bXcn0x_iSguSAl}CcGytkbM(?s-{Q zWriJQ7>X4`23<^ntMG;nxz^iqOwG>;EvWLK(c={%;E2v5KjO0@V~w@E?ha@kFFDr$ zLpc#_UzP#{+|1tR#T7Z!DZK9!lU#6E4R_2Tq*rVWV!^6^BDPq#_m^|X%SKJ-d2+Aw za}=o)m%Ql)Q;KSy>KJ@7@GLkir0so)ZW@O!=+Q9-5pHiA6q&F_8qx;dWJ7)g0+KVU zIk;g@rIf5!?ZsSq5De0O(ettwhS8b)aZov6mb^T;Hq|Sy;R$g8;GGQK27i+6p(nJe zQ-!;=&qDq!;rhOfYSj7UeV0qPQg`=wj}PPW3AzAN7>V)O|Gipijd~1SFeC+~-U5~J zl@xePJ<+&H`B=-sVr@bOMa77)n&D)rdFMo2*rF&$W(2FmyfUIH>vx3(c^*_-M4za~ z+VSl4&x;bX;ZM5Jzy5dEDBRLv;A(*NmAp%O#%PCqHc#eCPU+Vf>DJlK#co*vCd<0j zdgS6gcAQh)H*EY>(RR_moc?b*Tlldv_<9SbDrt6vdBP*V%c;bPa^1hUO^V!N2XBQimuDr{Bs=v#IYHH^oD;|}^hFEm(h(u~Ty@`_XgNEV)>8b_y_}N+4BNQrT zxozXKF)@&O5vn0VFU>L=j2Q0-k$g4>N$+8Ra_A188tT|Qqft37-~=|S8(muLhj*8+ z@Suh=@w#nU{I7AA?F@!#P}+qF;b3l=l;3hqqP@sSc3Zc##i|iz_ekJ(Ka|Q*nj}bs z8B^N(BKzMzZTJWQ2uvcw-JOi+Pc5caDsje8-cu}v2Nz?F^^7bu?S+*31qlPx2kMXa zTx*GM`eHl|V#r-a;xQ>z%zU|SD!h=M2+Tm(st4vS)k+NRg0({A@(AvPp?nNxPX3)O zmv(7}gE{ANADUTjb-+Y`Bnv3^4j)tk`GqS9EXi6MG--Xs*}%rgdPEGL=`+Yg(grsX z${&BYqfOZB=;Wc>)}%7gUZZ+9C{lrv49f&K;HxAs<;%th=+^%PE2LJsp#a2Dl&oxz zP#Ff(14KQs!^dyaGi&kHeNqli3-Fn{$8}wDI zg^Boj5v0#X>`EW?0JmA{%nmqw9LeFoSHMi~6ls$gGH%WGuo5CpQ<0ajZepG;oao`` zJ~gr|8CjSqqbxhyT$3KuWsTIigl%gI7XRW?$Z`a@-8RqyhD}^*_;nTW{NHfQ0WHb1 zTN`WusKD#CBEy@ko*DmNz;Ic*I^qrM!-J%Pa(X!GkbE*q=E+5=3P9aQ@+tp_W?qKLT-uKtIr_I=X`5NXa{@wDAdXMn#Ka2l7CoX zWa5>DnS`gi0e?;~+jB8W+gh3IoD+N<0>?Bmbro%YGNTfK%X+J1`j@iuCcgBQE`96o ziAuf$8yLtdrXyel%VCsQQkys11StjRn&K{bQuEF?FjJ$t$V~v2`|40En}KfDE@SXP z8xDSfRnex}*U%e3+3!Ne93!xf3PP?Dp0vG0Fs&-FV_QT+MfYk&u;@2>VV)Yvcs)tJ zm>m_gXT5U=rp20pWx-#z!zQk-12~s%9@Y&8Ph#APi9pG1)jm>jcwjeH!=Lu{E7uif zKukn$rGAhrXcyU}(FwJ~OS360MTq7QFdtc;6Qc+H6fRiep*ST!JD{1aLEw30G-yc` zxSzp%CuZ|X`gN~0>VfoX^$img%+BUv?OiaB_UarLBwR94?CKXdwr0il;Z_8G!V4*} zF(5g>+cda--LW}z{ps%efLe~B|E*G|8CtLSehMO5?dvBK>fII&QyTy6P~YjcAi5TK z;1N!pQTg0=2);~at5qkbn)8qg6H}=b%Xi4 zoiw+A%r75}<;!olJjZyjVtp6^t6V){~<$zO9kdRYQ(P zp&7H2fl(B(9NsEff{JMx&mI7pGWIY^XYMH8RkOy$lRkT)22A{&!Pr+`vUjDuWVWdJ zp`ZOzDT9>i93!-e%aK--D0_5pYe!4QWH?Y zJs(>XTmNj0t{auurw1v+?5u3w*4cVjPZ6PtSem-)A9WE18J%HBY zh)JXGLfS%`5$q4f$BPMnTdHp2B`FX)I(47{c2?`kR;t(sS-V)A2M1`lfm94>w^DY4 z35+^-6)8N6YS=)VmBmMXjq?_ZREXOJKEy&-_3vTuZ{^I$j-^VII+$ZBQPRBUQ zXu`?pO7CIfg-tj^n9gTu?02TaOK;x!_HXs-?S6u~g9tmOdQk;q=qHm&-7;BT^B1*U zoJ~+7p$byr5y%(sqf0P+H6d^TCmU}VcC8~ zCUm&wyERFJa%v5K>MAzt)M!_XKVIl@*P`?iBtJrw(9?7LC=<(?bN-@Z+}u|T)61mO z2&yq$BN^1Lo9%fG$;2kBkBEvDQM1`e4o@6^e3*j>D16mhOs?|GJUuiaZlr#BAT13i z?4!*Rg^Lo97vWFNLzS>SpEph}z$*x_Ra6Xi6~dBC?q;tS($A+FZfVgkcUJ=+1NkiC z1Y~tK;v1v}wuRyYFyV+WnkHB9JOSKYc-Iz2Ln*RC2q2}!c z7c(gh{+Fn7%dHfsr}a>E*3>(Rs70|P3am1AB^}8X$NN0SuU6Zm_`~Z_)%fMRuumX_ z_~*|^JJABBI?PXA=8#I;zW=ar|jH z8!>}llP_6of6|9bHiYC3>Y)aOfXw?KXVKp!3N35OsdUw})Y`sJd2gA0KqZP~9oy*N zKe56TKmSLQng7^)NkZs@G4-X`XK5`o!C*I=gDuQNp~AMw>b159SIdz2lWS;8AVTtM&TX81`FNNb^qh zRe*Z@e>8?F@f~g69nK4D+7K6bP_j>nT#mcu)O(awI)%vIQWGv^)Kke$nYMJ>y~7<_ zYE-qb)`Gd|$;!`3)eIpyrWB%5fX{a8YnfGb1!Rw&@`$t&-vvZHHjcO(y%93}v$H zX}5?=5^r!#BpfBf<-3ZFVHPp#Z)wyHmTq5Egcws1t)dMPztjt>q_4P0LmQdf*x}lt z{o3wd&hO(E5nDxuz{RHgfoC=;Hj5g>Ts1mdIdY~*8}?CYeW6Hj2ZkW}-ZQ^R;F=Ne zdMa{(9CUu2C2e%Tv{eY&V?2`zyZU3a>qIb=qbeASJ`|jj)u7{te;lVOqR7_@FY=`4 zI_st{GOpQ8;tU5a*SDkNw@Zb~gjYXg=*5@JeEz6lOmGQapRmX!Rd`r+pwu=&3fozFz4J^!lnIEU|E3GOg)=q(wPELHJq##E$>TD4K;XTcg?#Z1`QQ zDf^MZoBVxJp&#;%U580D~pElhVFWMX~VsZ9HEfdR^LAR69+FTWxxhG;|54o{0!@MAc-% z-(ssDZgDfQ*pZh#Qj7}g(^66Hg43O2*)_aC>k@Dfe8nLO8J>4{Ro3zo+BnkfSCuGF zQ|g10yOGB?CH+eTW>*#tx*7(hXPDPU@%vTiNS8-#dCON|br{9H6(X!g7ea@PZzz!^ zoi|(6d4CoM1kJ&TW%hKe=+&*Q-HNoXE)v^O=2(~UOa;%1L|iah%CPE+SUy1stlO{$ z$HfcMHLebq*G%6&6nFPZfCtSod*ShPoTIMi7j(A5vydyYn5kMsS@ETyWLd_a`b$U{Y?u=a(qL2T0LnT0}uj~k1Ag0;Y(39&VzS_p9;A?*U)?$$NRCwe1wQCYd-rU zKlZUSNd`n5yXD5R-Y<%us!#t3QMi>Xb@~}NFevPT5oh@k>$8Lq@7MALW2N_jqSM9Ii`-s zu~(x_hyOyEldr8@h)?LNKy{`;$&k_55D>@-%nC`M07)H}FJiv43KxGbgnJC4C^6Tw zdYm#Eajtk<4L)oey-P`A1Do5)d|sB*dQ zu9Q*FB8YQ+woN%31`aL!a8B5?n27fqy??}zPRfM7Ojgz5>8kr>tBr} zCRfk9R8-c(`aLQB>!!&vFu8Xa(y#c1hRM=#RKe%-h&7>U-S8#2RHs;g^QHl*)1Snt zj+BFo-V)f%9o8u8yIrTN#`yqHXMM~l49ncled+pm@vO_yI>xNfOKhEjbDfY~CO&NwQhuGKl z6wrck&)w0z4u`6v#-HJ|M=A2)*U&cg#%mB|w^wl3g}siV$MOtVZrt1bcUYYhU#F8! zXU9>L1{Lu|BsG=ZRA_>Fi56Lb8b{Io%yHHx4mrHf)?Gdum4?DpHP0n!8#P?aE{gT6kw6XzC{Lc|E)$i`b?T*&*haZs*% zACqeR@gmcR>e2FvQmL2~w0qtY+hQbsG26e#R835<} zvRM{%t8J%nK+C!eJ)u?_bJSD^<%{h`WFenP)IPp>P*-SNtM2nIl&JK@FT8~eN>zhL zX!`c(yE#vhEqg1|sIO%t9cs2WLXx8jDi5GGJN$Yq~kb-=W~9R%$#qjFI`2ER&-~ zsAjBy)1wx?cS4h?F3B6FsoIz?5S@%-pKgfnwmmm7+oF2W$q{ z84M74c0D|siK4Ydsyp@9fr@4JFXamf7kn8%cr(MlMfdhv%;=5`7IWH!TM~({$ycRD z9WK{A2-n5nOKcaU+;8q!+I z9GRmB&iEG_8D4~cD?jBmgpLLrPC|`AA;@*NZlo0dhWtC;ML1rj9GW^yhHn&CR5!UG z7Mb&-At9%n59q){^N$I2q(e+Cq)&G}!dm>8ft1rq+W6%f91rG?IWKG>9cNJj(xXDM zj2yPmnHl{kffKQZaB=5z>R3TyXFmEVUO57 z2rZ9~Gi%z;K438@f4bHi6@MUMV*!`TZ0Ya!cT_vKVq!lT5hsS2LvFLGI=OH}@np0u zXuy#sm9pqOF|=(JvY{B_;HUHIblV=x^J?NV_hX9`j3Jyx<#ZH~HnK;mC z8U_a%i5ndwn9iaXbD)iJl z-k9XjFs@h6zow3pp@{O{4r%sLGe@!_ul6L(>~eM5^>FgHDtGbULZ^@z=P1>1<=%we zkiy)_aUSt826cJ78{hHW1i!Z31qp8geKO&de-2(O%}`xl@LVZdS`k|b&sbA_9Y33v z%i*3HcP$er#52=*Pn{(ps%(P~%1_!PHnXn~9T^m}v=)1(52aB!z_%_Rv?;;{C?CM* z%-g>`_aBwQbL{@2>ZbZ|*BE$Xg3p3}msl8Q-Wcn!VY*F|=_0E_=3eww~s!f!I6As`PV4kz@>c zU_m!SXIq{LwAA!vtV$sv{0P0h zZ>Nq@mwYn1gC+kHNq>mQGfse8=j*z4U!e=%it(-hj!Z+rTY#a8+&WCk)El%DW7GEg z16LicVZTo@k2IUQO&eV7cOIPKWm!=dOlPydu~x=}&(eY`Je%Q|>#BX!CUXrRu{(=X ztZyJ}36#yVUXr6{qK=7Zw zUPWPFcY1b_f&A!{|4JMF7{NK&IPMofAN{Qa@|}U7U-&4sp_X;E%HMu*`z&+*4T7dp zt&~!bJn-+%gNiE9AWf>Zxi`Nx!`4=EgD;C~Fv%3huP7Tq4Y+lr{-p5zQ7Ht~qQ{>h zDn~z4id!f4+EMi*nI(QZu>YLPQv`Z>8S69pS=Gyhd7|HAi!GwE2{8F#UZ!( z30KmZ+M@Qal@M$O?mT5{|VrZ0gI0pubIDnKV)$06-R@Z}Jj@ zh@G^{Jiqm$j&a*WF(fjb&>QoZy+CbdE*)Gs+`klF@4$7A^7enf{uWVbj6`x|33PI!`NwC281=nvI`Y7$H{-9r7WPWmdG6^Qlp=oY0wy|*(1w_TK%-4+4UtA z*cm%U#w-zg4~6X&>trVZy`OL`#O1H}fr_ zy%YLK(T7Zi+k{vm{j!ZGUdCRth;fWocuUJmz2o>#e=8tVi*#pk?EJ7|l+irH%w2+{ zwRhi+LyUzwH8Dyue?1f~XZSnZe5@JC(i{6k44FF(i`*Tzazk;HRm0H|C)f_{4JbsPO=xg|>!`KcI>~+k3UTyn|slXEvX9Z^)5dAZgqZ_%Si$%HV~8`Uap9$kOr@p91DYalz z%^hLcihoX)lZT&U5>(;uVE!G9 z6BM7@(G_Lcd=)5{KAhgC%`h3;^ZXD^#5B6`?U~s5IK4am;aF#iAZ>_a4x!807MaERe;})k1=HnN+avoCpxVgZ`6!j4*~1Y5mIjN1$b~Jf|oZJinT3K zPO=bnb^;}o z8VZ+Azlv1FZng4aqG}UI;oA(R#W}x;JEcS&8jQ|#~)p9sdMt4f7jL!bD5CG zL|h&7{olWjyv)mbka3>hXgVQjj%cml{CXJL)VD3 zJUbY7V0;|FKq$fM9{=y0II_~3h?yC9wXYBIZFqmLGW?v8!+LFXR{D{exw8f8*)>0^C6eYV`6rfyW=Ul*J-{vwC zFc3gCJ4b^k_t(UiPWab+1>%pN7rJj|WHxDJhyp#g;H3l-U`SB>+sUsRH0S?NX#QG% zc$`~@J&uoEPa*9C2c+>ty$RyWaTLZ2SpNB{fI6x)C`aR7D)n7l>ou|C)PcenF8MS} z{1gqTF`G-Ficc00`Dj4Uswg24_xfl_nrV3+g9pe>tbP!-JvyA|EBv3VoF_&N6%MB$ z`?eguT%&65buz2WGAWAUlTJ7`STI~)Q=8Tuo-4^q1I~G_)Bw;_z4*Iky5u5;I|Ypj z(MPR{V>-Eb0D&K%8BJq?a-)SuQs@dh)&~9tzgkd}Za%b9fiYMTKkb9xr1WT^694F&*8euZ#+g> zlEh~gndG;%@vXory$=VM-xUxKM^v$;yYqA!@1SD~n?nx8+JD3qCS4^!(2Pxeb;aCu z#dwFkV+Kr0vbSCzO_@3nTY>y`6D@#+%veOL=;W*YZ7kh>dG?k5XN#%j_-_Jvllij(d5TX zuXhn?O*9ARk9=U-l(oR6g<5+J@f~Ue!zn**ygD!!lE~CZvo1Mv`l9-JiAp6^i#wmL zlMA`sjkssmt*_nj8m{c_YV#0aDuxWpTezLq37r8_o1ti6OAIt68`CrBpclsD!}uG&n?+DTdi@+hUa;)p0~xcDLvmCav!G z{HX?*c=D_{4J7*bpdsk64uIighpSLaeBuWE)Z&BGW2)}{n+sXw2G#`yyn4ZBzt)op zPartIAU&7zPS-{$9DJZ0CcS2R*>4FA%t&vxd`D2ky=mWgU+j0*E3lRDQ$jPM$nXE; zCiS6@O4%*ny7*VApp^|^$bt3_eTtDb9V1L zK(K6)Li}Ok*E8-T4JkpLA^&E=9W@2N_0+xc-TA9uD(l2{s8N8xdf1Um&v0(O0Sski zj;x?yVAK?8g>G;Z0)s<0eCaX1V-4vRf$v)?1#jB30J3jZqm32)(~Wi;+(r64zj9by z*;A0n^Twp-50${!3iRC5Hj$ae*|&*i5~$mZ^sV^m1=S2G2aCC(Tz6Hrj`gYLtX={y z-mX_d1YAUvK1FITfJ_=^Fvr4$O!>z;uRz+cp#h5|MLNYhR%}LI6HXp{4!!?x(?Vt0 zW*V7R-qBqDABO{>D&G5r?Il|pLd5C?7f%*8P`k@gOp{qP`UOjM3OH$5`FZ@B;-<0( z<$n~FkH;;OTY9*yJl*T9Ro@pq8VZ(QH& zp3av@TYJFN4>Bz-OT3t*e<4*?Yh;OoFD+NgQCW06bd(94$JqAH4Vx(+0ZbrF)JyzV zYUc9jeaNV3s+lO*SLc-$);-@&$voYC98lV+N3|=G%BFlP_*a>BqtMjpOU5vj6*BWy zrfg^HL3tnvX`;dG|FPj^u3@~43iV7(dUxZ>*;nlM$m922@!*2?vv&P?yDokc>b2H3 zztSe+t~G1{?8|f|U_hO^*)L(uT;jOB6J)eGK}oyHiKafuRO!l68ms!d4)#taIf&ul zBdqarqnv`Hm}#l~D~G{v{L5<3E&fy=RWv_M^>5uvMUdI>RZ`b0(uFRF#mDu!*e_rMH4UgT{pd!Jymfs> z5x|;MOe~3y!2NeN*;}SpWJa)CFBeN!;K05aL>XS)Lfy&k<|$wPDx`W>TK_GX-fQ4S zKGr`sWZ$WRs(i_+s@eNE3D$9(Fj3-CQ=!z-HsXijWN^|9aMSNeOc+XuL433ZhUu6$ zU>ZrX&8Ir#J$fZXwwC5eT7 z_;AVPCI}C)BNGEvw>@`%&tG_vlG0g3GzlM0XC_ek==ZK`hy1cT=cTH?NCPFvBy=kO ztNZ+s`#r@Wvw?=5*^1rY_2LOL2djPI@9_yagDs$5x6;1qu(te@Oxa}de#H!+q61B$ zi7^_#)Q9d!Ku9o)IlQe{bld-pvH9%ABDB@L2)FzyM1DR(f4h(rKRO$ntfmYKB-7&! z&vDy(i!Sqye7!dPgm&~Btqrx>f?8PV14k(@UxI6yxA$I5)-#JcQQrU9914<>T)pm4 z(tbWGpeDE?d!^@WXvqAg^?M+&*o_3~0MzTUmmLQ9=X}ZTAKg&O8`=LsCXjrWWFw4~ z&5bd1-Hx^<;@{+440cYF>wcw%!?>>h#GMI|qO29xPQY)ySPJuln4|^ zl<$0ozxUpE_qNlu+GDl)Ipgu_`?_nE_jElpS#CF6wGYt*UNx8xp$o|8E9svY+Yk!C z@1Lg^9+#(w5SFrn5oizoXESEN3hFgP$WVUVhat7Ak8n6p3M0gW;G(bKUmC|PAOJx? zKt)MFHZcc}aD0~bo(1ug3PKU&O&AM+%jZu90~LByPc^^;+)X%37aqptM-PYtmkj_2 z3CWntKL`kgr*9Vy3;{I{NT}V92ak#?a0@`34h#|v@g9eQvq%RKTtg!25DeXq00Zvz6^IMirv-K%$kXrFG8#4n#o!vy|L2S`kd5F=V8^gOun*?| zAbbE%$fqD)&%R&4)h{88{a<=J^jC8AH>n@^{mLEy$Q$S{>wgk+1oQlXf^cvQ@bU;O z06;Ea9D>^e0KBR;e8K#I-~fSKzhr^i2lZj@@$?XfaE*Qh-wiGZ0;&T50G{Xfb-(*? zy9n|i+3;`=qYZkb_5Y5`pT-J7Rh0R-pl?KhclS3fMw2_E3rrNdSs9iQdg?ieJ1 zi|faBXkiT594N&7!=E+z?~o_m{x(cZl+S z>w8{UBA$F2dH;DHj05Bl#P@v&GBC({03f&xo`dB4KVnXV0|*E}JRBHEAKo=oz~Oh| zS09Y~Cj$R=5Bm__efp1p9}wX0Ztt(Q8Xx5pBB&GmTlnuNGT;)8iY(M}+pp!jPfk=c zou43FT>_+^nqm+h0RaI8ES#4{=$AQ;58`o+?-#WS&?OL%>L)J#FKg1z?86W0r_ZhU^62(AEbmBu@b3WJ zLtq>D*N}%|4g7%tl&d~W!~d6k1?Kzg{L&wnkPq+gW<|gsuT&85@;l#L7tnyu_kjNf zp`B_N|GFGrkfZ&(B9s4ytnX|F7YOufXg_|Bep(oX|IhCOFLZj~<^VN-U*ZWK{oNq+ zx2YCt8SwPoYaK*X1dzbaP61$cNQa*QQ6Rp5NQEo#=MRAyU>rPz5KjmIo;MUATYs0M zkN(w7Hvh?@F3tQ#QVb35j|E?W! z;NUy3xC8k=(=4jxUM(<0sl~K0p^%3sC>`d#Bl(Z z`J8KZ_dx!{aqXMI79Ws4D;HPIO-Mo99Lm=$*syQ8<1$W4k8ZfWnciKsBvY$eF2A$J zxQX5OBzSleB1XI z<8jZ`q8war`I@9P?nZjQ=kP`I4IdDhCfnC?1)aYAa1M(o&p`uteC9->)X9bQZ}(!~ z=8STK^X+QB_R!6|h|1>Izzcm?t%I08-Y<1*%38UTMtBG4i_wt)A);$k-jo!}Vy4RV zcAuy9N@e~c%a2_ID^RO782OTQjG-l`(xylcu_j6EmzdZfK4=+E{kTzaPjW$bl&uT4 zK^Wo$M`T7F{;sWB5g8&&naE8~$Q1_-Ovod+x(l}qVwouOAW`zS(Pa{XkK+uZwSG2N z{V4=VD0}n@(>TxiwFfGAHgbEOc{4UFyDGFL_OK=7EG^){rxnvjkOC|nll#;ZB~%VO zRz7G!oR-=taK)yQG{5F_zL|!omHr4AT`GTMdBN;bJ1sVI@jQ(^@fFFUVFl3Lp&FQs={KonhkXyKKQ>;9Qd^Z~a%VqPI=Q9trq;r`*|%iU znp+U1v0=x5RcZdp_mKxN7lDF}+jNVQ@HB$OMU!npg{XX@<0eJOu7o5ld<7vbHWGRl zdp0Ph64|c4S2YHBYYCJ?&WBCpoSAr)+xd`IBkDzYqgI==e;pqrexZ_41^0*(hbvi; zGyoFBQ&MfQRYzk1g1d|KbSg|0e5?joFhop9mcG((sS!6CPI_2$O(5=vwS1d9K+RBF zBj2+kk)`Q%_`?LIeD9JVq!cL1nty5i< ziB_;6q7aC3ps%O$iOdxmq%6< zbkf`$s=vQnqvn$Le6)^yQ;%ER+95`gq`>fUGuV$)dR7HL{e#cUF5dBon)i&b@?LTx zvOM4 zS9LznZ9OFOFjiyvIe~^0scM{Z;=Xc4AYyZ2Qzf)?#u{r&g~(?(h$ck5St!&t_R-h|DC$mxZL&NfxA>6|@KjYui$EsiMr$MySP{~Jp^4 zlv-Sourl~U)SR)!oSx3qwi_oBT1qxbkL@PZ8}oWe4{Jrgk6Fb*-c~bKPEF( zA5s9CTgKH)4zV#I(nhlC4UsO`j%KlYWfOBr3kU#-wQ0A9ZXAx2|56ZkHUL$%is5o1 zjpmVY^{^e(ZV$tjwKDrWZy7(cWBHA6Caw)!vkED}YWmC#jBe%Uy_Oeoy14jpmtN%I z>+1LQ@P_J_ijZy2Xs>J#ERiorlm2H@zP&(-xu7@4%n1TR$yO)Wn5;Y&oSz_Y04ixS zP|CYb2OHo|ZOey&Q$rR}>Vjia6l)`O`$&Tb7&l=^;gn-odN(=Y25Kw!F&tK07h-x1 zwIgDHtblTm_}zJ$d6Edi_%lRA!u1+O?Nf{;FCb+p-euTV)O(vI1INnlnFb4Ccq@4*pPF+^jWN z^e#endvY4&Y)9iN)cS9M9YqdkJ>2&V|>!;@8h>#XtV-G%` ztWo_-9x7EsJkyS|v@`l7v4Xg1^ke*95NOlf`^7iL2tna_iT?7A>aKMzBL&IhCfmfE zg0U)Fjl&^Y*-CY}aHuvgKH7tp%y&w?x-zr+7>IPhd9Jf&7>j&~#?MgrZe&seE zBKNL^kP}MFiMBCBaK|b!zOaf-D9({T0{PnqX+YHIWbhJWJgorJ zF8g1=`!Jc%RPa9|%KDP)nZeSf6Hi+2D4>d@9v*4b!?IB_4nsYe8XBA5?EB}U&tVVp z%DZXjVZ_>Mk5c<*#Fe67%vKk&;1;{Ei1~$jbzkW@==!ZplStm4eUo*;sIX3}YJu=I z8>^Cg2Yd7B^K`A6-_Hz&>&9VMw=2vA`OP{eroHe9YP}c{iQPRm=xGw94fcY4>NJUMrO@cg zOL$P4l`+NH~|H7JyMeD?qTIDeTCBH_S>M6@QtHHYCYE<`Y>bp%EW`{o0svJ6e z9dF%(wW_ZQOkye#myHE&s47wq65Ba?-}|p$kSp+bxeQ@D-F3Qp{kYfp-CRDIs4O0C zt@$hIk|g8?K@lYs#Wq|nEM&N6@C>#CGYkg0%pH0MX!NTZ*fdNFL9FuD>US3zn(Bvp zF58?~0^XQ;ANlyqrd(JVPf@%HUcJBP?xBxb25zvoS3b+KpoY~BJpSyR3ia8l**aFV zhmRJufRk(1!|!BRA1Kl|@l4E%)TgQu>D>Obw4Z_z?)K&TA=1ejHYUVd_(?!3COuNnG<+K1 zU>u?kK%~aQE~vx9dR(D^g(#xHH&o$9 z7|O8X{g#}{oZatnz$p$3aAY`uc0Y&Of$&2oYnAKSOsdS*G*)kA2{!zjh?_8OM5~q+ zhas(}6yPV2gRq}-6So-d!R?(b16R*IjiGxE9&8T1A;#kU+D!1_kwPB^+ZQaCkYvth7tlCRdtdOtV3s z|Ni-MBt2M>TtZv2)dgHb&@_29ZB-;>)j;BFBGP^Ns>o19VDHool}Ef-Gp`Uv$xd@> z|C{1)GE`q+(wg%hP=}QoISs5EG83Dj=*0LzVe;d1#KtmZUrk75&x{P0s`gZufy};PdVocO;N2@pRsZy?5g3@zMp-UijGBx11efqA$vLV*-PQX*mpwDgq zj-JjNNf;OydOE6Lo@KqjXzf&W0;8BIE}KeZ`7q%uIj>VrtCm5r)~$z;qsv#NIcA;8<=_iPcDewtgwm2%E3ecU!y zUS{0|RFFPsZe3w*UE@Xrm*^*IGabYlmFNoL33NosRHC%a4XkMlR#3 zUE%J>1Glul^QTDzBZ1&rV4K#g7OCNP7yXsFYAwf#%g&I%VGZGxI92zXso_&B2*Q!_ z-(Hh@yXKcOml}%-YO-PX$Upyr`I{2XXtkd931D8oW>PIImb}W zwrQkQ;gEo0G$NGoMedGt9K9#0k@w3e+kIZu)S35qoKDeb=BVpNb~44_!P}6-C4nL` z#1HI)(#x_<%+h=Ag?#AJb1?K7v9P|1a`w~dR6yHVGp1|PxFv7 ziqV6TapJ_E-_8wK&g88G%~JxwQ)--Q5*7SleDR|h9s=oW4SoxopV5C0adUc*##-QL zMUwRHDt!WRz|}d+Hg-0}&X7RMvP$y-)YCHA&rNUPrqMpVj|=yYbfXj2;d<46wpgq> z3hQvX{)-b(xrsjZ-(zr5#=E| zbj!o9#mzjTNE2q9Z8IzIBDU&g^0JgZ!mh67w}($4Z4Il!9&&Sg&Is=(6)XbAp{V7VVYmPx0qBiM^&4Up=FuLrGQ{ zo;xz~h>Q*-CqG!1Jq5D0gooz_HFwgSJ6d%ngDvh!ha`_R1L;^*-MnBAP;$Y~dt1d%N^X_JMN@?j6WQ>s zpAOar*NFe&-4L@5T=9l}aY2Ee8%0-`Pt+ct8T$VawK%Fi{!Ocd^Uf#AM^)Q>2rYIVb7J-jk>}cMC zoa8EEnibqUXk#Y-vo^45*0vL0p{%qnvU08WXw%pRR6w z8q@*qpMLi8&AbrULDO0XN`;p(reN7D!YAAk^W_j?Zf_%svZ(L3(5jz`slyPPs$vRj z`hk)UrH8iiC;G#BMCu{9NPx#zJKH{Ju^O%N^6{;&4H5A36N=y~4ya&%;Q^DKv=rKG zjd=s(sFwRc`r87~Vet1&>2H)+$#0Zz8UO0x_yiATW)NDTY2c>s*4IHu^){vtOa4`! z@0|w8lk%MoVU;jGrjUEB?_l+5S;B)i$u^>4yktN|w-atSl~FoyAamAyNw4kt;>a#d z&)^jKQgoDTpHisl6c@|cVy2pm9^skFf3t*vDN8V5j^O#)u#T!$#}H%U54}ddc5q)% z@w@a(7y8~LCQ_2EB$?BjL}hZZQKfio!Z%;{pD-}`p=xaMb*oIX*zNs=lf> zqm0(~>Gj$&ZL16t+lbs}Y<&VuyN&RO>*0-LKqQ{#yVwH;K%%V+PP|;d-&GxsAjnf} ziI2Q>W&~&A({opzp~1G6DbFzB5W`o5v)uMi z_$PSM6v~2`J^Ej&fRCqm%TR%xqI!n*#r_lyRImYdE|*I^;!3)lDs~W)hK(dqEkR~# zsY%7rBgK&LiT2DAj~m&YHSwHUWs2!iSS(U_y~)+EO;t_fX88E@RDzGso?uFj=b6gE z+xV^~+xqQq=OdCBds2XL;Xk1-F@gq(MpuD;={*ywQxOHU0h|i zE5k?8WovarTBGQzG%x3x3CLl_g2xx^7M8rLa`hd^qlAJU(w(zMW(xxO?zqf#TW<*H zsE16J3_~8c&f%Q6*I(hrc>{g_{0H8zBvlmqv^b}}HcL|GQku}gN*xdCtc~XKr+VnP z)o|0K*$+ju9f4r5xF~fU-_&0^L!!vpIT7u3G&2KK&!OxfuUNT*7AWgJ5wREdcAA(4 zntbn1YF9ej&g5jg>_o%tkTGN}p%+!oo}`ubmo`bqSIhg=F)h+gk{LEnPxEaVw3$HBratEMvK z4l3tnSh<0G$=AdH>6rmj3LH33^<9M5L;t&WKag{=CCWfgH+^ zu9A6duQquwmzT7GGh_FJm+OUPFtn$<3L2?lQ^YA3*W%E zJS=wmXYlrrMU$~nLK&t^ro*0S%2gUf)4kwf72Bt{r`l!kI;7rBX>yOfeU!iHF3B0{ zI$SBgnv!1|R=3ph`b$+Q#sXIVXNNYRM%4JU{bLjqR^#e9sl(NanFiFT><`4_ff#oX z2yeV&)KIs5i?eNALVJ~38x?d^;ULBKTyFWqTzhiafO1o* zaFCICh?L9MGg_+>dDIJ?A4lBhH{F1}=r@)v6 z;2ND6u3EzI3=jL!d}o0#(Ubm10Vb;2&wA$vM`kGHMWA&|u2*HV6Ju5zr3o*Q%|apL zOCz$nC^gJu8*(e$w6gF!qezc&uF^{=l!5cyrW`pBn-p;h@}S&_L*12#1kCBy25^F>FIWTR4T2YUw!hf}o2PYA2;HfHzza*vFxH{5DVI2v}`IVB5(p=GY zgJ?5qsU22yAW)xWVm~|-N6cwPdJR(}Hp*oKW{<=%W&@$JIDo}2NpkfL0u0DAG=g4Bn-V#YUradIIib|(4dL8NPA^0&2{o8VOG)&Y+8ybMnWu;K{AAzD z`Jdk6VATn8bTc-o=)DS8?;nKB+%Z$a^PVd1|V1ioB<%{)h*OXoQ^mc^UEB zy>6S72{m8OiUVJW=jWGe_&7ZzaZ-y0po?EAZWc}S4e@8VvdVK3@q~&_ zrFv^SqB&hqM?48vDX`P@=6{+mMJ^|zCeN{|33lpWCNsltfuF(jcdGVHy)_5RQSFbi z-o$dzcw_jD-X_b4Qc;K&fm-Un#vP(=j}j`K6nyGGGP^8bo%VH*3iP-Hd{&D-jH(tm zXNmb|c7RA@ZoTK{r0V;0bMliac>h@eN>=n|^f}hq*fq9}j|*hssJ+#}V~=;99TK&~ zxG?4gOQMH&HoXo;dI{zAU1lvHr@hX`X5mXTe60N27{_U4MH7>BrJ0(nyWjVLzL@3U z^BQtCy#0JQZq@@Hw}C$s(f6ne+hC72AyU33S@Qp8O^PE(_((pkcT?b=9kD*055m>s zRkBFR{uZv{2efS~ajE%BVVsMeRP;0Fq!-+e++sWO_6M<_A5_T!VN3zltcV#j9_Erp z4jS-5;1>A7>y%It_=TaSSvcONtYOjFy$}WKdKQtMt9j(x^tn)dKGZ?}cyql7qRa># z$efWz9<;zd|GM~(R&KG5D!~c0;HR4l*u|2yEi4f z!*Jz2^K06pZ{X!c9`IvM*Sl3p*86c?+P#IJUvwDx^TN*JyD2u%gP{zbAS)%_&IjV~ zUBIvWU2K8q7`H{`!bChB6W}ZTw^+zrak9yoe7~~U@sBHQ4Dsz67F~q9jFL97P(7Ja zHqD<jap4rOh7DxGjf9-R}9@da8_6N1+FtQ0WBJS~)^YBI&NB55db_H2uiLtreu z{b{7+p)JujRnJ)aw&R{_+?`k9<%>-+jBE6HLZeJ$cVAlOH{s~E?kYVBp!OWfi@X zp-FVCHTfIPQxD>19JmX!yTgj&5F3m!m0#^gueFr*!bo-Vi$r6lMRmEmc4GPpD=OQ^ z0GjYUHZg=H7#vGPm!i43K0_QO78=gC=A}f_HY>!Bh=O}EP6rvh@s{mc^#}^TKrt8h z?N%G^mrqvfmSjkvNZFP39(FeeL`-B&?0h3uB%sJbT=|rAY@ll$nvs8AY`$+Y$o?8g z3t;5v)r2St1M`K?B6j#%=iMs|3I!JJx!JPyrxVsLL07GDK4-(uVxCROC zPH-FC0}1ZIVQ|Uv?zjK$_t$<~wYP59ty_J%PgmcnbGn}A+;dK#4EBZO~xlUlEO#_{fkWSEmitmUM3Oe6_PBre~}Y-=Q`-(6>s98|(q zJ^cDA>d#&kF8U+C7^US(8nbZbB{?h9`Hlui=i$& zu}UtTYV>444Wn{o|F^ufy~a@}SA+ReVR9^G<9o`x?H<6V|%zVS~#iTP?l zDAdV78p4)Vox$_q#&F=Vhs|Xz+<>c19M>B8+9#+oXL>iTx=((&ZAo@N9(GxJbv9Zo zn@H7`8#2%VRx*-WI(V7^68PshxC`;;NL95V{2@vM%w(QlQ#o60=$C+sFVRtD)D&u{i?D zt3AA8g81ynZ?LtQ5}{xEdDQop&XtBT`>#$5&!F(hR=dIr)j<`eF6;7}%X{i#wBqKp z*j=x&uUh(Lo8JD4nlPqDJ_oB4y=0L4lvo4@i#C-qqev#>xn_Y!*|~AO(1BXFUZLBv zPy+;5=EA3{%iKo?PWT$|S&7r$q@*%uB<8{)68N_Bwahge_U5+*$KzwCgGIA;>dfHr*VLz3 z>LbqE%B$V;<+fOdV@Rxj@hiVxHvWgGw0}a%{=ce-2?BZlPf!}4fZ%@&O5+C#@Bt(w zuw0=oU<*eq&n!n5TRy4}b8hhfk?BI5f*68AnYsNp+^cLO81V%iMf{Zqrd8tz# z_A3$+)bPmgr1Oh1b3%2oSHZfWn}k3FA`~j~aA&l@egw;c0szo75NmLWI;x?52pPrv zbAVJ}EfI073|%dPRW#8c31&U|aBEu|Tia$%lzA?DxUt}CdIE$FaU}C7=vxGBIDEXJ zn*sq5w}wy(IY`btUlrkLPe4_HTnZiYUEU`Q=|E02Z0CDs#BLrtp$mwLP=X}VR22rt zvtb%1X)w}$nRN2pRX0Ik1`IhI3n4NL8Om4vYuYnwjGq#*ui$z0L;~Tj**3}(cikQL zeRZVU1M@377R7d*7(oYD%g%uh+>cEVUixt%}`DZk4k)i^Km`^A-1N| zM$*Ft>752fU?3LS&LdS^HxiWB8HE&=r#mliKfpkpcxL43@92YB7%7eSaqz3++mefy)oB6Mm#$=I0^eYIv z1@r;AU-s8d*M=|t>ce2JTlX+AW%&8DHEBCq|% z`!&FKheHn#AUt)w%G9G3T!SSGlg+c*`XR1?N*ZZ`>kje*os2> z2Ayk2Hi_09=6v_)&7gF}k$;+=7(7KWffJ@=6(H>9$C=HRGcS5EKV}?J>1@L{UCuP* zFQ;HyHBMsci+ngMyxrsjIfQ|uwmCz3wFFFCp~5CJ<-#1 zCO^+I(BLPX%t%P$XP~Ua*=vME2ME`4j@Klh%6^h0a6MG8iN}o*e+WO&><~A3P5Oz9 zgxQiSo8HW)N=PUelK^K|$Ue@~lZ0aH!Bw0*eSoz7HyGG3x_>61DZ#0dIG0uF#pqDT zh@!CR!lrp&`yE`bjDOL6U2IHs<8HX4nE+u-`@<2oAPwr7KF;qPNwq>p^ma4kX(N1%QIx6UOZAqOJrK)-XX2{}A z)XXo5YlP|S=8Qd^<2THhystogR2I;!RNA3%+Yr>7Ybc-EUDq-W{leNXaRUAYYpq!2 z>;!S|^8}^aX7lqmDczctd5D4Z4-Ak{x*|G!RUYd!ua3`bL6Q}M=Wpaz&$SU+;avHi zbo;#1qvPvel~;%1sVr=D#sM$o=_ zH@hSLP#G4*Gj~g2C)~FBq@YY(+FH2 zwToj15FgL0^zdCvGp~zzb3@On>ayNd^=9{Osb6@cgg6;bNZBN0A5lHmHJ}L4b|%q@ zgocU?ksY~lt`GY|3_iwXrItPJRt(^e)*a`>JDx2uc=RO>_90xL_b(w zKAc-D`CtJeWPaZ^*_WyH^89R_{;(veo85GG>jB+l^c{N4uks)SMkn@6;e4f;lIOmE zw_sY=WRQ}yceV5OrjlwX;dZpTB>N~`YxPOEKvQ&J1b*Cf|K&s42<{;-0uiWYqs2_w z@D7@)gvuuNNwlw4p()7tasYJ>5nf;9lhQGe+c!pU%hA%J}{5fTay&F_7ussXqz== zr7h!eLA@CzyQ~Yr%E8m#_|~=xH-o3dq0n~Cu+`yks4)K~_Mz9czCMzsP36+c!1^NXXEN;2j8aB!Q)P1Pw3d_MZie;&ozK;V z&1J_AyNwJJJ>P0QX{OR+;DuzW2jr&yxyTN0qkEoy{2uR+>r%oMQ>0|}6fA{TXt#y= z_Xkesih(!Yp7QCO{mQHjX;sX)n5xzOtWJUJhED&W=H}hh^w^|f>th@%fo8ZH#Sv8^ zGnjKS`><)lE``tMH192D3+i05g>IS8F}T_3?rpA`&HC zA;TLQ{ZN|%$iiB)Fb_5>osR1U+o{x#FbR9Vjn!OVdG{q+ln7MLxnb{9+;?}hoYulw zGRLWIys8|~Qt7g?h&m!nXULmq%AuSv70Q+GHPm_TiZzd5*pE@B{sw`zv!ywd3mXUB zk13*2qO&XRq0cC$=bQ!(6)Ic|O!E#EMW)2pH5fxOGayW5gTEI))CyAIc;t4Y zhZhbPEl+O3S%w)qDk6#+&(O{X8{_2e4}FiQ9wSE{^8-!qE#!TX(l|xggU^3`nsdy( zY%P#lDrv-4E#ku!dKj8#G$hpiVr6@}3gT2QdMt~%)lGAPu}O}+D<&>TLM4iROqq1d zGnf}`BTLjWwenibj}T&}-`6xg(40i)lC5FE<3P7Mpc^ivwbeLXp(sn!P zxA*)7HJHki^yeUAERTlhvV^;J=em+IWW0A#&_?3V6df$CG1c{!-|ml#F_QMwUCr;G zr~_bEr=q1p{f5Qy@b!vQ;;<|&RvHHbe2)0&8{{XwH*{|#k1s4AW5tH`Iud3R+c=)B zqI{@{T~zmX#7BQzn0{1+4zodZ=*0(*6oai+Czk&(kmPUTgy}NCeFVEu4L~=*_tL*T z?X!Pr;eS0R&#y;lazvV)vFpr@C@DZty$^q%7~jw*^rbE&t79#Kw#*EAp(t}a^4j?u zx3fk%hpoy8Mb3eteyP%+{uKcPCa40ua{TN4j?<5{;#2%p4{Ww|@%}_7>;YlT5r;q> zt2G>f@1z&y3!1nvq0t#TLa>KpdM!NAW@tyGBadyAPg*DgoTtY;KDyc+2>8sO+xy}sKZX9TAPBn4x7vA0n zbaO55c1cg2rBC3v3|^&@;Xq@?=kf2H9-0rHPeX$^S+w@L_h>{D15Ww9w~QO;z99M! z5k}%rS9(S?QYHRrF%C1II4dcQ{vLI^zxPIX>r# z*f21-U>xpt^k;qS)QdH6H|EK+YOkL~+XUOXlC<>>o3)@n*&jg6qrNgg)YkxkE7iNs15BK^qMNCyY{}s40Nv3QUM9}fdIL5VfBg<3RvdIY1dtJ zII8OVGrc;*8>E&2)niq+6pZedtf3A=WOE(;6zBIedkYz|DpS^wsI2bOI}8RT&8COz z9HC5@vQvtDG1gIYA_+5V`ytYk*`!b2g|b!;lH>7aYaIxc!|9DORp#Z9JQUG?yO*rJ z`&Z00eCc7SS(pPBV;IoL9}^kgYeLPnyo)^bGv&NIZuefTHsTk_q3Gm}t#rPtw%aR+yC zA3J}C431D0*~3uc?~Jl@*Kd>G8#V9sl{*OjRw;H32lQVJEGk&96nL(#XP&E8wNqqM zwqrXoHFsdH>iXH+384EB5)6*Vwoy!IjFV4bE*yIMdfg6$bTX&+-iv|IswiEq!FKtg zmHJ-wp!<{~*&8fz`mDo6Y4d8X4>w7>r=ymJ`QH~$%-G|Wfi^1_&1r9lnp1B|+_w}> zX_tbc1S4j?A$gM!^?}kqZRhzWg{q%I79PzwM{M^}!tuXS2IGMBAdj^^DVm;^McR20iK;IOen#E`NX5FX6d#uAOFA5)1f~L%N>%iiDm) zCp4zCXzq`7#n(>$2m1hHwl%uA`m)r*Ic8j}zek>=DWlT(chZ90gMRUy-F(fA`LL>^OgZf4<3Hf^70h?;T`8Ex}S) z08AvNvt`TEd~{H0l>j_bdEHXucp~e3k~P9W@jk4g<~RoEdwe8|JB#M7JE^gEiAFr; zD#pRX+3GFF&M}CT9wBOh1@QhWB%*?LeE^>jrg(|? zRplgl=fFuy90cK*HAXi;#ywZXvvWRdDs)|3rt^ZuCFN()Nh9tcS2$ieM650sv*TMT zy8T0~QA@b;hpjz@nMFS(G1)NoZEj#@Cs)Pz6T4ha1Btb8X*^oOc30uTfuo5V{{@FI z7ci#O8JwHZ-`Q|>KYTHgi1O!6TIXc($bP`XT?y7wuu>-snGKx2BPDZmt6;O9RI0y( zXS>WXs(St~yg3USMQ9JYLFNp-N@#d$qoZCB<|#j5*NNSSI$k>HQ1-YyNqtlz^^4*j zS2`nJSm}&(|G}~K+Z#^!Hc5HbUn@Le_t~s$#sc^}A>kpp;$t8z{ZQ%E_T(GOEGfj+ zZ1CC!C($|zRgYzK^Mg8;Nolpe2)LI{Je=pQXVQMDW4*T4B(LsJJ#BqN7Cvf&#OaGM zolQI_K=J0uzbjmGh;@v)sNv-?22 zHz9_1|8@^o8i!CyyQX21%}O0e{7E}x&zlY9T}fR&#WI_I-O!S9L$oTkOT7JD~8%ny_24?qtI(C48bwt&^~bWX+7M_r#m+$UpM zYyQCP()c95XO~$%8wxtnYG{@Un@u)INIa_i`fmE;J;)wG(3z$I^E=_j1xynMq(F-jopF8=lEjvqDoep{8Bmamx^y~ z`y=h3I5J3WKp93R|1@yeUJAuWR6)p^z?Qn}P0ZMJX;QTV1d~d)>tJiHXIZB&Yt?6y z!S?f3>h-i?{Qb$=D+cB9vuW&tFB3o;5+c7VADuh`!+OQym4CC7{~~O{=^Xz9{>k@m_@}m)GZ?_FX8A!2>iAz+Cx92k zD+J({vv+`kU0$9J7ErJZ*a~9(BB=`aSC@+`^hNBy1D}<8j%t+h1kbBxwX{aEo@;C0 zSYAO?6#|O|ShWdhqlLG$q9+^ik)E!y(@nN6mo(n%U`~!7Pn?Whjvf7`=OlVB!W3#f z11gfjeQ!h_Jti}nY_6(^7O*OmW-EbJ%$KCZR*aKmh+fPg_RhM+P~Njw70F$jNA^?* z%s5-a*X@nV);1GqZ#BRTSp%+C7V|Tp+R)MWc$czAGapg}!`ga=6KQx{wAVVV9xpp6 zuA?&iP_IfyZ)MN5>p!N^GouH~O2^*rl+^p5!pAq3dPop9R$P9R;tvH22ddUmkwk5D zWX;c0^)aiJ1UoR$F|7u)e9yH-Z9!n2W$0V~y5lHr3czQrO1<2gy$PUt#GCNZ%czlvX> znflTd+XY`meoe;ADZta#{^m0JNKK2{-u*Zc6p5ky1U?B*}-Ftcc5_1 zqxLFSp1M|oF}I#S&2JLyh9_9`Idw|WRcff62%1nhOYq5l#n$htt_~4Jp*?%Gk5GA= zbh*#(q5#OTcGI6YP?jRbjIi7ED6EOm=%eD93#qG0QZy9exnQwhsAiB=KF_v@c@vhygJ& zm%RTT!!lDfXtl3cOc=6@x*!!MThSi4*KL5Z`(1xpwLQ6yL>0Z0OX=(0C3)p|d&z8~ z+N)y-QMP6&+0B`&HaUBqW2H2rV`}~M6y;LkbYoW8JdH4k`-+Hxok*Vue{OR8paW7o zobh|zzC)MphoyKq3vtU|Gl_UeO1}6^y&YfJ!dga1MKQl&;juPhI(+@9oEPgS!?eC^ zjtr$%KxFJSk^+SG`N!iRsiU^KA~w^D?}uk2U+f1L;8_pjQ7a#4>n1^ax@2Pf>zaaw zDI929Sb^`=6ji8}t0u37+WOTB3BeQ*%eGM|jv0caTRb&LkzQa~*YAo)++nD`ZpM6P zh!kTI#5*hGrpSEQkI5S;2YM3gYq#Rn#i+TsdHL@nHL@Fo4KIbw&H^I6t|;MI^vBK2 zpZZR$otw>>{I2lu%9!`x`7G3mhrZ#=&bR!bdb#4FS+gUKw>pV_Gcf3J`;F#3Y~vY@ z=djUeMs^d>t6F^L<>;G!r-Ozf+x0kh65^Sgdq%TPqnq>rhApw_(XmbRQvZ?N5=nZo zcyOfIYQGFG0Bt zwp2F7aL#C$K;dEYVP!~L?j@$+_~KcF1Km3?SK5$CkA1rs(}&A6g?Y5aHcr9mLea1)pmXZxQF5E1CJH115DCOATUwWe?)T~G1Xepk*NE<4J ztpC9r|C=>__d+2-?IBJwFBTWTA|nFi0fKm68jlb^h)2MX6~O&JB_J*U7HzQp%c}~+ z`u{Dft}Uz2CFkbgU}@px^kT_bwC(I&0WY_+wav?L4uCG$#q~uS0K~=1$ICAa6yWCs zatUzqa`EwSy-;7q|0n^xw|55vUKYY*%nJDEYyq`%1zP~z|JO(XE)W;+WgY4+5NkK9 ze{}q7?*E$OrAynz!r2*Y{o+R~99+TwFlAsT>woCCe@_naFE^yG3AXv)P6+tIw*5yJ z^eE}fbXAWfUWJVpfCILl1@TG0>G^YFaq!bfG^Diz^!HP z4F-S!+=?;)BQZ-0pnwHGAHR^5B@kr6CnyBsx8f57*$99Ic!0b-RuW=1`~v(ILN-8a zu%Ix%kfkt>r7#F2%*SgXz-tNO=dqM9`ERtJl_dfa)1W*Nc^Wx+01yEIR}l&Ne}8Sj cf4g2tLkkzErwiBy3&<;g_2!MNnjF^u0D1w}u>b%7 literal 0 HcmV?d00001 diff --git a/year4/semester1/CT4100: Information Retrieval/assignments/assignment2/latex/CT4100-Assignment-2.pdf b/year4/semester1/CT4100: Information Retrieval/assignments/assignment2/latex/CT4100-Assignment-2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c644887e90eaf3dc729fdfa475c11b705b665145 GIT binary patch literal 54115 zcmbT7Q;;sa+NRs)+qP}nwr$(CZELk{+pBG3wQa1nyXX6BrfTo1*)_Fma+2gIIe1dJ za#e0JMNx4&CVDm)vgwt<<&pLI;ZYbSc0xu%2V-j(US2{5aVuL_Gv|MLTO(I9Q8N<< zQ!_#aSu=YJS4%=R7Dh%wetyFL-C$f?oz0BwU_3W!^i^!GJJA&7kqvMT zG=6Xn&;r2Dw@uZtWYH(!6V<-`RjK(TqpPSr5V6A(t`}p7sqRTC)!To1DmMlERIa`P z`h~nTI6AyEQ&-!O)<(E}J`x1_zTOzlBl^qM^6jmeoO-_u{2vo?;2X{ozdvs``~5!F z91;k2zwgXebu^6?f!YZIaJcoh4|4myUJsv7yOkkQo7Abw7eA^{eScoJ*O8VKyg$4@ zxJo?Qf3Eli{MV%I`uW?!2{uD+-U_#SdG`dq?++D*3I-V(>g*Kr@wdG7UUpnW*86OF z1(s;8mVh(*H+Bf+pn2bYavJ~iO%&ZZPLxd}dYpI27jCRLX=cW+!i$a*j1c0yzA*83^&^a_vJ zcNKR`@SiUu24Z*UkPdjJ$FX{tEp&_4^6V2=W7@4yyXgyL^$g90`ulCQqrYfjRTqsP zq8Ei*UvQjkiKe@n9S#=ne?b!zT;Y9{0NjjgQ1xDd?rrE$pgzFvcLsh*j?$fHBSrMm%mj^S{yS_u#$1##W z(!Y^clGT;XiqY}=U84L@7+HTD(OAvvhsp2BcFBo1z0Z44BYYra(}Jj_ET7)r*7-N{ zrL>z}G7#5-Zq_H}JNQL?IFy+br<*Okq}z?AvFYyjTOji%e7JSJXq=`AsKKOa-3se_ zH-Uzvt+2M@aN|9kz5+kTr%mt=4Xjv1rUg!Vp$41y16IVl$H<>BwK*@#m0JI5g4NcN&crxTXP@wMzX{*D@Q8T;JWC%SH z&pVW$4z#c-s=>P@Kag3dT z>uzhl_Em4%3c-Sfoi(|I$dwzIZfII`U~e8loQIi4o7uU{Btj`?J|_6v=^qh<$R;hux%B> z%iOy_AP^N{j>~>^nqM89iJi=%KzqA0&?gvf0(WP*#&#yF{iN4 zoSeXQjUdo=z-O#IjZHU_m=oOn?KEQ%xJmlsJ-xHb(%L_kPg(M`(-8FJTT1 z#zk%0A?jw$;nKxL3K#rnTdXzE>DGugTC%F^#Uk4PIQRS+twP29z*-mHT6()uY+GKA zxbb4g?v_ST*2?KRvAXF33#-?l#olxo(Rtn`0c@8<$LU1>!nm+=Pz~1)SE&y&_6bY_ z4Y@Ds$Y1)x>1J=udogehZus)P8LVMT z;#JH*YTe@MAkTO29bFtQ8DN=1a-EoFrZ}S`GYrR~PTY1fF zjl~la%JX$tG}Fk%EHABEghHF_23dPeDj!(E$cD6~E>`hTnlE~uomsOCrH}G}6aNwg zV^XUZ(-D^xsW6u}8Y{lRH&8ieDo(vX6%ME%*1CHKPTLs5tS5L z{6XS*u5#bABzc*m@+SE9@JL_I>$)tzPF(i5l3BYMdLx$HLfi{~5Y5U107cLJCc1<@(-E%1DpxvO{q@6( z6Hj~T0%Fw6k>6no^!%In=8m}fst<7p^ z=%1sM?KwtiDnQOM$&u?}$Cbfk&+VX44XF*DJ4lh-+WHG@m@O(pFNl&j>rVA$1dCZ9 zw!u03oE>B}T@f!f&thpT%O%u1Sq%1e`uJMB86z0E+O zoglGZU2Qls5cr`0pQ~W6w!#+@=YqDuxTfp@3vG136u$4}O_wv(TF3pWp|$>&NRzQf znY(UQom(ckd4c|X1#<%6(KE~`$(|~rRPA>7bn+WSdady}J-xl7)y=NT*shUmHw@b8h&zXCQ^kRX(qUVd?@lFAjFC)n(I7~?QB%^030WPq0ozW@ zb*7+bnibnHQkq%Y-iv6i^3gSHHvF~n)sTq}bdL4qXG9~i2d)^|0d=I0rxI+D7s?T* z{W!)M#6hc<3H#}9;!Zwwo&AUJ#vkj9y|0EL9p?H47L?xw%?uGNVzK7E;s?*Fw&jLL z(ZE9WJZM21FXQWVRhCmUPPHhfM(sg!3iHhm__} zb&D;*vr#kNFd=_(LPfzxRVJ?VT8YdZ6w-$<|Kz=E7=OVJW|Q8|M5=iY;)4^ZUn3t9 zm%>9bzBozZ-w1&mc)_*6`Ladc=uNOVu+qnDK;|YM2OHmD6_DzczIc04)m^DgY0vO` z$)MmV4Z@yh7n@7Z_Dhl9UUVA^H%M`n^;5I#*T9fXvPK4}ut{?N;;v`Zt`9LFwZXX{ z!kvC7Dupzr9?2B!Nc=Oj4Op)`OOM6JWHc^5EMqce6uW@Vu&U``f*`yT%_VQ z#I_<~PU8y{*IT|dK%|k%IqyE4MUmv}SH7M!Qm8NE>=a>FTUikfuAxm@snvs_dUsZ$ zFwiEBi+5E-!g$eRLa@J++@{yk_G^`O(#i@@OTq=jV;XfhN(gx+KNsMq3BwExBk$sf zSPfl5cx8xpW^!4ePO3TDI>D465A%t~W!`WtvO&J(eUe$o1WYJW?>jGJhNLmqk(VV< zuVpB~z9A+vE2MPmdI+5B3P=!qbPgL-tVAk%LItxkE(}fw-HI3N95|dlV6dTssi?Dq z({MrwOHDh=eOTqej#x!fk9T3ha`8sb$igQko-eKQ&TuF<9PevqvbygzhUz);aXHOl zlb&t2PgL3qTnW-2(F>6;D#5+{kn3-LF+V(5W?Ygf7b$jL8A9nf6ejoFMBN+ts2 z>8YA2M}W7CCcUI9E+mMO0r}&XH}88AIy?1x2JT1Il2YCL0#JHDIEynzJsU*MEa;Yp ztmDqzK4FpyV(mAlENW{0@(BIi|Fza4ywGlLq*U|AFX8a-u(z;&`Z{lkbMRFXNd}bdN|TH|B~G$u;X))Njg8}uZi{0cS3e$pCflHTxc&W zi|noW(eJFkwut=tN+@2qxcQefK>9uq>d|Srij@lo(&s3;>OT^yW2=k345?Nx+ z-o=&ewGjDloSWM5_qwo&twVxv5FweY#o?b$>6S?4LPsaKzZE3HS2iJ2$Gs?})#1Tk z!#wL7EUHmKeQ9=dyrPKWCIa+a>#=yCAWcAXkIJ9f-vQN*njzr{0pz500YsWx#NGWi z`Sqwms}TGylC>$`#bs&}Om{4FGd;G2j&I6US$()Gz^axEo0SgL(*8&7JZ)G8Vq!kTsEIBDLTW@qm0az_p>j`_E-_O@14wd6!) zkuytjxk6*K^D*J#N-J@eUUA|L)u5&4VQm z<14*HlK;6yApP-I*HiWy>lk_02V+mGa}L})h-ZL?$}@NsX0Es3*qN@6K{lErEK(M7 ztn-1x+^u&xXAYs#mMx#1Vp*qS-xsdk;(Su?VS+DW9}r^(>NNzCA3U>Zn+r{7(ZWSy zufiY!549FWjXq!DvL7$c2Qr16INak{cPmBlV#!{4*Y?v^HH_J?2_c@f9C&-+G$1G= zl1?2`5Qa&~jxb1;AiC|hlYpmsoP;T0gLZMLR9ByO1vJf6?2hj6Ju2q&$(#N@Hw;r# zPvsA;LqnP*z7VBuZd%U{H&x@IKwFWjl;EwgyCpv68KuD%_9a!t zOp7y#{5VJ)vg-6~2l8 zOkriMiKD#tJmqexD<`XWQ;>8Bl)ppT9JZcIr1*;QeRKR2{WpKL1wWcXL0aR4{p zg>mm?NKi}$;im;YPy~DydGN+sN%yOI0Bz9QFq%H@exG6@utb5Z z-a+S6&xf!UvzSq5WD;&N_86o%jh0)etkidE2!shGcTuuVU7lsgW8(o*mvSF& z6lr6&?rlDIEzn|iDaPt%ucnAW((ntMB=?YZ9n)8;NvBZP-4Ar;IUN`f+sD*Yw`lyF zmDL}U-I+&R{CU8c207HqbuMPDm>OWoUdfB#_NS@MEsvm4M(U}0>%goUim57M>I zF(B+9XnR2wl(pyLzAQ z37Ou>T`$uj^YR4Da70C%*vY0-8RTWVa(6p==J?j+>WUZ3qzB(~YVE|f{5OD(iuNWD{@xr;0em=7 z>Bsz~*T{RStWUSs#}~3W88^a7m#`AZjoeeOCEHjNg<3%D0#!m{fo#R3Z@4g{ULovb zsOqEV`|$If&Xc9Rx0G%9bR;zN?RbZgd@??xUo@jnJHY|)dvD3zrc}5F+5<$v3i)s2 zQPpuwM(0%f^9>Uk!`78MTvKQM^7gH{j5i26m$Pi4Dm!X~3CA1U9$phnjjsv1+@j+U zU-4s6ly!nXkNqv%jmh6<=@lq9JII9xJ!+T$*0P9QX2$|yOu0|r^V*Hf>}yA z8Xs-C?#NV+v|KJQonS3j)=V@1kBkFCZiXS2iSoy!me&_nCOw_390Oy6&wU z8_gaw$5GQ?C4#kjZ=8%Wy7t0*sI(Bo86bD}EOJw$Z$IoM7%MWP7D4n!h69~ugD%#J zhXY@brlZE-el%TAftjzyO zg0ARsC0unN&+gV|&LgN#<)F@67Ia%|1RiE!$@eCG{fNjMs9{je@KcN$GdhsoQKMhJ zRz+9yf4?dc1bh^Z-=5A9^!JB+&)YZBXC~zTycf1(T!;jK^-`MfA6#T0eU8lq1biNr zEgpLPoX+*PKR+Fsrms-kH{L5@eW|~z*!6!sKPbP`P&R*+@78}fjE?Rc-#X;*ubRP= zclhC3Ypp4s7NOs6OT@Y>S=DZDR;2pa3s_xBSNaKdf4yE?d@Q|nyKl0*?DVhaRem^l z>p2`>Z)}8KTln1KA5*0L)74+M@8sVaT=sIbe+}P1fEZ-mAAf&uzq^;-s-8SqI}m$T zJtObqI9wRat|a+oY1psq-qLC781!wL7olb52CH&!gswUi6aUJm>3#Gn$}*{nsphSC z3Z~&1UAeBuz%vs6C>HCu>YmH zkkG*6q&S??XJpr_xalCx!JSQ=OnSL4Ao{O0{XU$(_3_;J>_%HO@M^WBe7 zADYjNPSst7r96_c+}kEWz;rQC+0??>13{4cnGHJK+Q8PLY3>G^n#b%XN_`w+wWw?@ zF=oH955HCgt72!hZ_m7h#H6CNmM`NY~bWyR2FdwQUcZ=)V?}l9r|j+9%XM91OydJg;C3> z)GHOE4CFPDo0+X9`>NS^EKA;{GpYg}UrK%KUzlw0dp!LYzk}Z{eG_#yfv(D_Z}eKj zw;q>Ktd2ihqN58#R|^$*s2R!Jc(l7j}?K68f#Om)XpTRnHPt z&jN5tV);^G+}xH|sahgzhQ}-o+pW4a?T9km{LGU0t9>qsx%lgecM{mk{_fb@bXeQq zDohm8N=(nvwrtVgT4Ml73TLC>(^PXFHa0x8d8sK`W@$EJa25H!0ev9t@lMp$8LB*8 zWZJT}(`Q@&^QA{%7)UKfiNklJFb76?9Ih4Pqd9H^Oe4P9wEoXqRq{+-1x;6L zntZ{sM1?whGpce!m*VKfsNTu=bMOz+WjtoPJwMG6#f8YDFvX>sxc_gZZBQ;Z#K1B5 z*h^N!v~yiAM6d`NRv+dUGO1Vew$Mpwz%QOlEa;r8FQvaw@4`)$s6Bc;a>*YQI8EOx ze2B%Ls$q}krzxk%U~8X2JW;982R3fbxeOi|U9RWP##Fq4>7=`eATy7}1t_VQh_O~$y&}XYgm*Sw*eCuoLVSIfCAwEtw_pWu;|kQ3#_v^h-H32KV_n^iGrLEC zFKsBo#9jhM=^A$V-ITTZqTnAOJ@^>7BGl4<#19eex+HtgzVb)}zjqf((dY>o0!<;Gf zzz-1i1+q$bV>epfjKtiSO5w5>Ijsa8hnZx_@XnFsGaUqzCb8V-sP)7d zmu^kG+OA)LqR})Bz96-8PKdOmxh|Xy3!^$B>kruLkUr_?S*0qe3wG#iL9CcE6|!RF ztUArNI23xdQNydM_p6=F8e<|pPsa%qLjlBON%zRSb#C>EV-`ddCLS&abIEGnG(gZh z5{A{Hrc%na2JWhRj|L~`&TiR8ozpk^1l#|y>I*AL=n39}YI%SSqBVPVED&m1Fz7nz zG9-K4D#HxL6ds|udD$eJ>CMBI(exuKgRbYkmy(`o^a-JBjZ?p%_j(KQyB zNTI?AdA$xib6&E;!%JFd?~uy4{aNpBtF-TO6_Y20q|*WLv85+ulTh*eY#yfX3M!zN zj+uK6=5uPOk+RoGXJhpPGk_1;mJJ(t5XTG}S(>Y90^!4>!>csG`YUe>ko@s?mEOkM z*lulfb*Hxrd5k{%xvCQFYw8GH2YhMG_Dd#0G)|2rn zDYXN>Twv%q>{mF{m?Jg4xE6Of?%W_1}^E{zFk*i*8+% zsiCbUfhYn*0O>3(8`Aaad~rn7ToE<;-=|)7brVucuKT5G6hE(OAWF{C4X^btg z6G59CGWF~E85JM+@Npf@3qb6@^{Tb+N901 zzbe*g0=Pptv92yxRr{g2$-~5QJz}Kv5k{(^dw8dCs;O?4RB=%m`5qP&pR*H9f3YBX z05TgBLPT2dG3{O@BkIb%(<$MaK!Aa*d#aKUnnoKg)jE5nFQ39u<{f{-(j_R5!$N9~ z;z%E(8zCtvc9(Qa;9R0#>hQO?>u~~;E(5N^aI#!_Jhi{Uq7qij+9*2M=gukf=hxY|d4??M98yav939{URia~%@@dYjO z=PQK;RdZcK!`kKbsmRyS!wg%cT(vSz`^A@p*F*ko;={J@K$Bk^LALWl}iz$#jNx z2^OlS6?d>_yb(>g7XmUrGyW)y@e|h&S;wYu;lR5a5mqx@gR6C+8Pg7-wGu=gUMEEx zEmqb^_BQ1}+^y9kF3lqyhWYE5YMJTIW4}R^UztLeo<`JUDbX?~8cv%Ul&Y_X zrj=Oq4GdX|FU=w|BW>KFHL*b>ObC@y(d@ZCwvm-0MZR+Qrl-%rEvpyPWP!6*(J=#- z#uw(LTGhT+{!OIFMrnoSQ?NY7gs+>$>8zccmK}6m4lp zjUUB|O$80C*0ey!A0@8l=4$xne1bzSu|jqiaRCXj6SmDeIe(edlF<_broJCs7N?k8 zZ@v@2aKqDU43c(20mWni{A4HK3)sH~1~*+)5ZS`>6`}woi^^{oW4_?c@A8v^ajsv^ z+E6*2jEYY*=|pqSWQ(^k$n~`mCq5m>A`7k}MPFuHQw>c4Z{gh+D!iF6!!5W{eT1X1 zWqo|AIlH_=oAK+t^~wjS^H5%Xzl4Jj5eHG`?qdcuGNc6`({2@AJ5mrKbh1K5ke1zU zat&E!qf+-V;=v}OnZrk*hw4-P8}~m-o25J6*!>ce4*+_(;&+@fI>U<_7eTnrRve8 zuqjFiwBQwE@A;36@ZNag>k8VND!({u#3M`xh6S3oR~Q*2k``9DND*G8%_-;O4L9o7 zCOl$=U%pmih$+D~$0(jqKm#w8O<&GC-}+L@?L4=>{-Tymv%u%Sdt&(yM#LFuzA=TM-Oa^3H{c{7PT64GEN0&i#+pb zV5?b#vUm=Gof$9nmV=pU%dJhdQ5~8EaMum z98c@VA2Y>4mf?~%X&nOW3RKJ5bhSWw%Vh^;(RrqIo&;T4T?YmC59rmZAF7=E-}ySu z3VcJB({3}wuuvCX%FR}iHJdNZVTx7T*p;B3KR3kCc|8RC$W-a!vbW^ti$C0z4QNQy zo9<6&+JEWmLCPryLzg$}8x@@e&PsHYWzXn(`i*rA3(!4xQm}6VW zzU}7iTA&|66Ir`?U;=LhC#=@#ZM9>=zHH<14*p7U)dMb9n;Dwrj>sI;%(l-BRK{~{ zI}k(WMRh)w!ZWSQK|_=-=5B;q>gDK847?oUV9I`JO4133?EZ)5;I2Y;%MYCzZ>tiR z8(Uv7)SsS z7KQ#S6&%HZS$bLOx*rq?flLpN(0=z=JleozmJjj#G7s*dEJs=%6kPH%vxv;r#sBvo}%7(;O;{ z48*YsX`<)OFpz)ViJWZoSm@@Tzi9MoC3(2+z32V{JXhhk?#qJj0z$HNP8U{KoHZdx zbJ8Ci=-m|G(AC1GFL%Y8?|+lGfZX}q z0yc^+*E?Ld()7G14sh+mcN!AM^V{-_4~0PMFr9w_=nwEQHgLZY%hQ)-LRuvV0=_=) z4ES#+O8$d7tVIWn!dce*%I*B&UlRpL~ zGN@wKjoT>`g$vtlv`VONuaeSR-+fV=4!fccA5U-BYwZZ_9irvGI{m(% z7qgDP*ShNUPMFOD+WDdot@eIMvwSLO|FG}p#LGK;DXfc)C*M?;do{NtLF=?x<-LXI z)mk-xqt$cb8Bm)pB)^MfMa0WVq^FnuUJY5MfXrIykO{Y`d-Pn|qR&dMc}7v|dD}zR ztD!jWKg)*EVQZ43ya@ekz-8wM`z*fzpg26I+#(<43sM zXDnLHTp_Ngu8zu&*06@?d8lYtwoc+tC-lVNybkfWgfHaPM$VV6W$5?GJrhnd8qqXj zK%2dhf(>2+LUO5}sf4X*V3yUKUqJP`!?=#HOUPzflHH7*O{w!1ch6K$MlwjAyrXf! z*%1t!LA-H9k;1Cn=l9P8S}3FJj9Jl@P%{P2CTfra!feLalosNN?Ptmu`{XSf|4=$% z8&1tS{G`e$rJ;*DFHd4}Tl1e&FvqvMAacHvzSB#YnGQ;}mmvVmBbG>$p3}3hXIBA| z6n;D0`yTrycw9l8oaH@XDeli24nq5?584oCcZ|0;8ntUqU`m3d@jBTt3Z)#kA>3S8 zpbZZ2Xi634EUo(*E=Rco(l=G(pY=TxFABpsAvU&5D;gjRS9>Q1rHiMM0I$nC!QeE8 z0Rb+ALFV9ba9D12PukTSG`@-Cm5K*O&qd-tx%ls zjKqFf@j}78(Sb6@xDX6bPJ26kGYYF_i~Z(ux|yPnAXy#Yxg1MoKFP)Rke z2Rb(3MD{LKs9Em!y*-M=nu$`_joob)j|&;)>ns61npdn(G>-Xm#-lPbBTW#|o;Bhw z<;Jc*3f49&)@w~Gm!}>;rk;Gpkcs-uOTx^c)AN8+1E5&ohsp)&R#9~|C)-U@HkJ9y zL9mw_7nz`w7v$sqz_;X$wfh7&CO(p3v~caqkU*c$&6-b41c612AB;~7t_3AVV8koY zjVeaTs8&B*AJP&RiXBm9UI7V@;}Zq1xY4D|pl#b2YTin>nz7=gc8Dyuo3^c&83XHX zNTna3z|1B?$)*nai;B2yr$2Dj^HjwQ#6ne`E2#`d|6`*`<=4^o*jV_mEz3^2)zc-1 zG=!6R8!evI!d3b9n1?szXy14?X@9@ZTJLei42jw9LK3LN;C|pxhL$Wwb?EStRkBcBoMUZTNF zO_B3Bq7Kjr5q1By9?{N+k^s-k)#|Acqs%(vT2td#==_{w8Fd5TS_wt+bnYc*E~Frv zF?zzDP*{co&ri>)Q^nHilu&M?J61w#EdhM{QlNoJ?*s^gdQp`Mtnx3yH91*~G!YTP zyR+TO^ML!M5n9~RLKVBN3mCd0LZn)tQ8^vHn95r1x`KXo|ttWnI** z-uO$R9LDx!s#L^J_@oJan)ST3=hs#~ntC9`47G?`^lg2vSI8TW9GZQU{){Cx6?2oJ znE7}Re<$MwAoyF!_` zi|y98R{-aM(3avxo0Gu@Y@1z$-6>c6jHenBQT_vjq#GF9gk?Z<3e;f5}>>jBRyHrXm@m+&a2g~!9C0u4Gi2h`QPXc|4>O;V)z+7vZy z%`iLJv2(GDN$NB9DE>1%03*3bY}ir9XA@+B)9d%IeX2{(@HR;~8{<|CZ+#RS6PMl; zqnjte`TVf9flSgphH6<9ClMf$lj@-jbdHd>5I zA<+0^s^D$Us$ELtRYc;EBm0Ca;?-*0B@*!b6CexeH5=`FNWfNYZA2{{jT^sbx+vjpJERa!F-9 zc?&l;;%&(qz+Oca-LLiK5k@z!&m9I9Q(C`DK7HI)>xnO>Ma{WAR+HkA!?D}0;D}XY zF0LxG;QMIxtl3lWb}7Qz>?<;i_=l>35G6Rf2q*z{k( z{60MIC@hu@&UWfej1r$jlZU>8Lw%W|n2xu|0+Z1i)4mA!HCt1sl6DXo&; zIW8ezd#mWGH=bIg&vf=)?q+|(5N z4wLqp+mAJnvm;Z15Cs$Y{t)|=#<&cLczH4rdahk}_c~=6ZBHM*&;kY@7;9^y96WNHR-N>GSoyggJ*F5Vnr6*Z&(yS=s(e zBxU(GASERHSER+n5C}vZf>F_s5S)>z0g9Qig0TULk@1%yu`nns5T`G&z<*fu-*Yr7 zZpN-&j{jt5M5ILjQ8uos|4bM~{@?i;W+ryd|HQ{`={AlyD`;b6f0~ZPD_TO7EgYIO z<`pq5^~q7f%Q{Gd$aw+DNcVM71izharPArN=AOJ;H!@76s>kY{8f>SUjycH@Pw|rG z|56)*h-3pTEh=M@n`xJsg(K)KJi(=%GyW|-9m--k-QoK2nZ2FOtyWdlph=ZJPS*2b zzux(L?M<-V+S*#OZPVUR=e2gYxvSSD;i;i<#eRLSA*Y6~7b0bQXZs`O8KHY( zp{Z%bx~**^=YzXudxp<$^>(t}>eWB)$I6ePxo~E~*tccIve9FGJ36{nxrK69Wk=P& z>{GW?xl+v=O|e$JR;gBvP5rA(x=?rBrTRc!jqE+@ce!qzuR^P=TdlR-O4`Lo75J0% z6As&@by4ffDtUZgUq?@mZJvR?i z{*oZT*I0y6W-Q&X|-7)0lE`dyR%HBiv)KEmb zQIEic1c@;w48sZih)T94FMFz}F|NWQs~or@H6zkG#8JI~bBW;BHW6K}! zpbYsqvI12)J@tokN8V^C`Gpxq+d!dW-mxxjHaHC?q}UHw`%EafVW|1F<)>kC%IaJD zR2u?u+?06e$78NuNQDIbUms(e8v8C|^m1r|x&@VBu_{c-;@&(Sx0~^G+Z}H8;AclG zKab}>u3v~IPW0kQw1+Q4`Z-H(P@1}x56KrKRu4H|3#T#z-=4ODVCS|>0#}nQQ*rS3 zL|RjWwSzJd@<4j$*k%3v9zu)0FvX3OGjCeII0boFYd9pAB1s(P@;_cInkfY|&oLWx z6OHzpx8-u#1sU&Rkhk8pAU0 zigZjR5)ao2+etCYi0zeBJk#+W14R_vYMSXwU6T?;}eRZ<1qg z=Z>!Inw0w_{EL7ujyC%q&+GeK4=$`Q<3ov!NJmAfvW+KzHZIRt34q97OwTJkl{rC3 zqAdTplqA(ml(+Bt3CFs|5GFmwV~)yAkM>G)Pv?6`&#dTCbG}8Zysb3SrJD>L8mMcAR0k|{~QG$cMgPp-x}rtp9RGj;-uf|$ZVa-I0ib+uq(;^$-7-3=+rqB!$YktIB zNia0k7>J*2pW|66$$I8Q=8cE0kl!JVO9TIU6m{~h5!hY(V{`6mu3M~VpUrS)ka5w+ zi(@o|#)=jqZn89JkMuVpOjL7^#@2Q5PsJYR0eQxjgRg4@BsA$dXTk~0skj&tq7o`3 z9gdvGO|lwxI*eMRPxH-P^wA-M$ve&BL4R*9)E#TsAt)*96L0Sl42Z3)Bpl3w^m*BR z9L#fMrXW~!c@K_bKeAacZtpy5uK5CP%AnKmkT(du>JFDcHA0h6v>2{Rypih5#V-v8 z^5i!nPc`KL%58Vo=g*iiiu=K&g1w7PGiysbOPhJlNGAz|X+64`uQp+B+(YENDCR*! zN=#8`+eDoT#cWN6dtWu1uvZ-dF>E5p;})% z(l*qDXm8u+a%^9q^N=l(k5;zB3p}^gL0?&>U^UB^F;^m(J(laoOD=yrmrwhg;DM{# zEv?_y#~k_%#h{zG{8W!N4BIVOzn$Py2ubi487j#Xg?Exd!i0nn&DDppLmHuisd)EB z>@QrO<7Hmn@FRim+XX>+FIf##W6|ZC(UGJ*Yd(q;b5L>=CKjZ~TU237r{!gb&t}Lh zkxL!Q2|~;@`Y>*bM=NNvhvaZUAc~a0-)>*MwqPIZ3;F)I^8~$qqA%TG#yljE)Qkpf zf(HIdrxcQOBgU6W*ix-byr?L&jmP$unG?JZTcA^Aw2ehOWhuJ*J}2BnuuX!%ygG5M zyLs-J)pGY+SCCi+^oYIlobqq~@A_=lEjD4Gsrp!*=RshD!~$gTJz`|n`*B$%Fpxv% z*L^(a8j${VegxOeQnAeMk#_kW9?0D{!~0@|#F##(=?ycF!=xb6AamXcd`RN8xm?@RBzG~yeE(;{loOH!~xD^(GJF`2pU8MTs(ptYEq$eCl8drOkN@05hf@5 zfO)!4OM5!d>pALOz(_BehQ^19L0Jzk3r>c+IlZaP(XN@z!kBD)M&IgcSWC?8=iWvU zi&X7%c0q6HR^bmrg%w%ie*heg|B|X$S-AeiG5JKX5?vEuji#n=L_hw?b=$u+Ee8hkZ#y+4B(#0K{*3H~@eBUiR=S4? z!H19Nc>nXfVBEOidnNdX0tnc+4gv9K#Ig@m#=gpYiPFj;w?pZZ7ba8f2cveMbR}ZA zUc~R$48o4jure`eJ4#rS;LaRjOM+l0~?yV43` z*pvp|#yP}_gCHwh%Hb{I!e((Q(OW9gPSQ>ZtWRNR%Ir#Eta6p0W~}oX;lqi_C1lFs zsw81gO}-(jsU2$#90V}}hc703#Y{JFzr~=qK0-@_U%D4BcRa!hxJ(g zt?vGRz?zARgX3R2`4{EerF%J|tl^E313iIip;CmYOkq&VO5#w;OIYMP ze(!_&qGQp@G?`5`k;-hSbf2xO+{ZEAku?C}*n$EBC>6DtOJ`U?<+7$xlcD7j&SjU% z-TCA+taxS!wgudGZvF|Fef9P4e)R5MxVfBOJbHhzjBLutwDq=imApo*%&fResBE`K z>g={hF*>`GXfQI9;OZXY|w%hu@5}XGgbLaLs8h!V9-!U&yJ-BSl zw~Y1>|D52Qq;VHRNa*fY%zypJ)fjYtqeU!jZaI#h(0e;=zsrer+dYYqjfnl^s)q8ZV-aN6ir)uilo=vBVz}{+G&2DW)=q_H>+g{ysROeXZ`i3<4IatH;k}>e{ z@0?Xq`SI5COX(iGUa?x!|C0OC`vUzcfA2rHfQJ|Ygse172WBysrMS4hf5wJ&g+bW0 zsB)C$tPn8rI-GG#&rVFgJ?O4&CBU?y`D$ruy)yBmx1LNoA2yqXC0NMR`~|+!Ai$(U z`svn-({|8RewS#(&&p7i^pO0EOgaV#BnkdSu>G{!=wUGStiZi%Kb=YJ#GWqrDk>Zc z47KwC#1EQ5;@IDXOs^)Rmft10U1hJ*K19JGU<;J7sjw-oO|PEo)N8_$w*57HhokBT z)~t@!1I#g)v6qe09|4ZErOshl-PdapryZ%a%=K4s;Qel!=QQ3(n7Rxq@;4ON$UGdh zu7qxG>zN0Q{ny>y{83tAb6%MfoC38c#)gY^PfS8&YM>d;B*b&U#Q}zTmHNv4W~+f= z`sw|!gh02q8j1S|DsmDgKccDSyl=^ZMuh)QtlN^!dS`eWx)j0EBjw@d0icq~TO zLGPJkAyUE}w5)2VKKMB~8Ln%aIB!KS*=#rCouNn-grECUb+xr$Tf(Tb1SU#nMAU5HbWq3gwzi)d2Cr$r;KxJctB8HnLK zp?A*z#o0T@_!70znr+**ZJxGm+qP}{v~AnAZS&W5_c?9PnVHU(JUOxaLol{VbTF| z$>RRT4oJ_9#63)l>HaZ0{VPES4QAV%X|oDz+jS64_Kl$08b?@VxYiO6^PojD>x`Bv z28#1<*-(^?gk<7Q!XSnt@)LPqyht_$(MYJckg|cfvUMIgGznC&U`nVc&|=y4dK4wx zxY}G(P+(!?-*BX%qA~+T;R+Hp$;CMQxS4_~D2%jVcW2BA=W%f)ozr9IQvRAkVCqCz z;U-oKSTy!qm>i3EB1brR7+j9gXxRwF&9&kYoQK3g`NS1W!7{Eenq~7=k4|y?vI<2_ zWRft%V5pki8%bE=h7(jHWI>RAluLi9cm{jz_9H4z#LM%a6^TX;T%iWdW~V2a;}RF4 ze$Pxx<*Xn3fHBr1=Zr=8)TO4VcURE>W1f&11rjdyoPY&WoI}B1@;P`SgvycO5<`=X zsARQMS}xuQs@5-F%w|Kg6!v72(SyqH!a>$J4ue)isB^u92~@zYmeQ(*yr)>dUGpx) z;%B$r*7<$DK^~qA64!KhYy67eaWja_m@8Ze7S#Z*s4e(V)KDXnf9FzHJjJV%&_@ zA*XW>P81`3$THCoDz^GyTIHrJ?au?iO74p097^-<>#|q%cal`v2^R+G7jO?jtqs8k zHG~HiB$^SNuR0aX1+bk6Q$|<80_LfYNrq!{0i*bMh-GA%Bp&bKMq6{y@JIt4{vw*U z>4F;9gp?~2qtk=yiHIR~Sb%l2v@;2VNx9D+{%fbF z#R}=9i0!5v@dKHK01zY=`arS<`||d1M##jf4gBDISq-wcs8cRW(&=oHrtm^6Oclh+ zHr-gT(pLQClQKE}22FT)SNNMQgJS;ZB=TM1NC>x&7bsZ!D;!CpBPDZAIdU9t)YgSQ|A+LFnk@>fm~1;*;Qt^ic4f&FRdq zBl1>^{w+U9jCaX25q|7H@ryL(B$j&P3icW?6r1(9l&Q&Yp>_dDOrfw!; zIztCa`iyyps#M9W!ZAe64~V7jT*H4+2yFkM5dK#YHf*f_kzn&5ip1}?oI^1aQuy6x z^rlG3qabsMRhwEU8q~G3B`&*CtA?>cQ(ABw9Nyo%^=Coa+NPM1@!=lUJg=M0_FeuR zD8CU$r}+bXUOudNqi^N*LEE-fUrWWO`bdybw3|F53$}d|#D|_Ob?IjhbzN$IY%uw% z?IO5&Wk0DM9wvckb@ZCf{POM zd8B>TvFilkC|yqb9)`#<4C1UTekt;q4N5${b)lTV#2&&)0WT9j=gAM7brY4!WP~-F z$UVD;tJ&2TUrbR4@q(mFxQA_e?MZ*jZP+gNKyWJ<5QVm;r?XajBoa;^a$D8s^?;1~ zROgO1sHn4ytrKm-^))=X+BvM6T5!5BH>-L!LGtft)+wGms9MAKSi&--A3aRN7nMi2`=0zG}Z4~-QDu*XQRg|~Y zeg}>`3}z+qloGbw{4s2R`{S}ZKb8sK%l2)qTb^`SK4tN0?eyPv0p;aQ_eXVz0HAwD zpz{AR{apXM)Bhhb@c-5BjqC}C{jul;`T6+~zzXL_QYlE2l8xVpH8wRuItXOqmSmcN zlH~ycDguMt{x8q}PXglqk3i+(rU-Z zhawQ|^J(ql^SdMS*TZq)pYF792Oq0CuVFDd^|J!9=Gj+`z#T+?}B%&|8NE1UH>bDnNW(yER0Ny?6i!uEPq??&6b(RXsb@@;g+G6rIx7{ zo?4DthS}6p(mjejVt@Hh<4_+kJ`%1XqY)ocLhQHmiE)WKLVFzZ4UT=bADqwi+F@}- z9ah_`1_OQ8!>sPQ$)3|Vz;t-Od#&q@!0g*;#+!y!y$;oMe$*#2_WCRyx9_olIC}j1 zzQC*5JKqIgak;)jXI{V2a~!YzRIkDYKN`YLGshi6z?+km#GHT$K3-6KE}@Z>gi^{`i$B80zV8EFp;aTy!vL#Z z=N+iir$q#=aLzTURe@JHZ9T173^8ca$67v#_0|l~xfL5LMrDErS(_wrBR`ywqAv~P zNyDBNl)Pr)l3>GXa5@-+=%g?xW+kuy7v`@3pxlE^HS7gXiT=QGJl7&wa$&7R1Bfqi^$bQg5H` zcZ8N2J(Cdl)l6KQNV9j!wF_E=d=fzGMCZIu)T!Z$8Gq-&#*`hlXv@?YYrSq?+c`PW z(o^R|wL{z3;UE{ZvYv1vMqYLd2XIz&zA$iC<)xRe@BM_bnby_>M^Mt@wjQPBDAJB{)nD+G}6}7kM5R`%#Vm zPhvsmds!GOSl=ABOfiqO#P5o9@?%Scs58m!IwFa`3sZB56pAcN2&L(@+XT$tfscN)Bq+!-ld_$(MM68=?2zE#z_ zAt2@qt00C(HG32_>B7eTUr<9^tu|jVzHU9^k@1vcBVfji?GeFvho5m6nmv;*zNz`; zmWF}q7ffya=J(KZIDwHhY!L};H$hAl!hsNouQ{>(wjnWkQzw6ML-B|>gprh1@o3x7eU8r5mmm0CwX5GQ7!9?ECX6Y8P|l z_lNg?rTqYMz#!?VY6(ItT1m$7|n*I1?74s7&)F$>q3~F1CVk_#~!-m3G0gpjPhAXa^KSNc^JAC z6gk5(Z`B>@OW!@WimW#dV{ImXe zQ}rLmSl2FMctJAk>B$%o|LSD1$dv3Mljj{R2HdBwFErRiK-Tm)GRNTTh8~Wp{m(DCdW&$kOW;0v~w)vubxH(h8rxR zn;LOIc2Fnj*b#(?Qr{Vg;IY8aN&?R_)V$wX65t)t3;>b4R5}mIwMFqqkTCh0^~u`b zfjGwz98uYg$+DDMQH|QbhzZNeMvWTN-$1n7c<_5S)dZ2JfNUC|WC+1=bUC0Lz&=@B$%(W2x+9ZtNM?tVbKcSieiwnj$qp&X zyn}Tkk2gxcrAzT@y~fw=IV(!^SpH;muJs7kg{T)}Ysun;htS>5?Vd93VuGF3%S%S~ zT70c;51U^?l6rX^K3iD%TJ`iU^X~bD&W9?uekT|+;fhAkqNx68!Uo>2FV1*L;o80@ zo;KhaKv4tIo?;{#$gapa)7m8A3*U+fs>u4!3>Q+h4mH3WS><;Rizf-c5n*TpYOSgX)h+V2-Wh^1D46Cp4}$<~F98IPtayf`=Jk{C)< ztxQ7B!gfVT!@+ff?uK56!hsrzxwNLff|z)2CSxON-|CmQ2E5p17^IE-h;=MHasnyz z%`|r4?IrNdd%ccD^eL!Pv)sLSHV1L|%~mgfN3N7t+Q^5|Sg5nSRhVjD1Lei;GeE3_ zf;nJ_ok9$g`>nUaKzxu&MT9khx(0JaETRd?N^FqlUdZ8SrTBxB`IlCPl^HJ+`+_AG z)tXGL@dV}oJOTmdyys2)C5ddUy5m*QJ#-QjbqhdzAAz?(!4{LZq>a8q)}iazzCnEW z);bnYhc|RP_O`5h1@19TydQH^yPv@U3v+Uz!G%j5C^qs|PT$aUN@J1a;s{3p%{l0x zz&YszJv|z-THXXKe`E@Ul#5}BnVo81%8GV}P-Wbk)T~)MgLOW03K%?7R6q3OrLN}` zsx(E-`OD6QCjKahulnF_E1lOoa^c#|nT{>y*KIF0yr}#*!Ff*b$n*vdXB)e^rU9-y z2s2vCb2Rn}YXY$_cx~hk3#?ycRzy~|ztRF>&?6myfSQu}{_o4rk3m0x??j=N!R*F} z7YIR-O1nCds?bJj6P(>9ED)5Y9ZXc+Hi)~-HmH#F?hI?1#Yf>}ySqaR_KK1buBtl)l$v5UmSiAMvX3N~KI~cbFZ` zahM_=e&CSRWAO6VO2r@t7*3ss%sx^30gL48)D6Dx=u*^3VSmx<>)S@JQu|fc4^2NR zB(SQ#it-tMkdDDY>;|cjL5?Oa5pH1!z!Xs#8RMG{cbpDf9ej$))y?Z!dvwNJGX1_> zFYi6J+7dxHJp#H$(6vg;)q%b$xU~);iCrw+#L(1G?cJG%S*0uER?U#Y3G+F>OSY*2 zL@vn+$6kbq1QH-C3$>#`6~`lSUJz90rEdy4h^&$FM$Dv6f#w${DmhgabS^Y)Hte zvCP;YXbXc5t@g&ZI-NZc)X7fqNYo!sZKrR~Ooce0LZ~3g9xZ?B7x)4xkTt{yA>NY> zXv1d*~7U zo8G^``%Tz|)Jl)^90-Eu9a{x_bO{rz#L>&JN6_m`vYdXaUmkcJey-d(eqAmY(1d2) zG^7i%(jln{BNIJ@DxJyPJB< zrhGB;SPR-rh1TBg{_~1mCwQVuP%*Z_Ja!vCFEbHP_;x)Hr=G1nr4Ol$z+zXMZ>9|$ z_AS-F5s|Bm@r2_iM~|Whp-k2*(KI(7D9%EY_Ny$O2EdBXis$ZH39VOL`fuki$&1*u zYS*OE$oG7OwU$v~w+coKS@Vj?$qNDv>Bf%cWDLSKXt~V=B5D>3n7i3~xg|T}2UdLVtBK=Bo=m!Z0MzuwTCv>BV~&0sV4vFvPiIe1)H#^N%0B(SunH$FU!J0OeV z4Y7(ymKad4Zgl`PcfF&Xdgibe3_4hGLr@v$jS+5zFw(H4YBX4@W(oO1C~sY<-DZ=(VG~Hd1 z0S&boR?y*};A_MN90}JhTp8j7E(5zD7Mgi16Cnsx?nH8}wH8C57mAj*?l1fmj4s^B zHTtzom*;+wA`QCTT)(*Sz*pltKb7(Ny!T(3{NQ%Z+6se$(`$Ty3~MASx@ZUl&Ag+( z57T@Z90L4jz58EAKidvTb`9k<+sGyGhZ{incCYZ;N9%uenu{S!@cta|z0<$nBj&xL zW)cVo)Hl%(35)V>w9vPxjFJk+O=O!D`M~^!pszJCV$Papd!>q3XfIh zX}ln1&=#GLR&6`6Ocq=;U8S^QwDDg3B8}OygJdx_wdD6$@XUvS-*OwGb~TQ*@oggH z{Hv*7jf;f+2W-Mc`}~s4q;&nV!R^@C5zY|Vcs10l=S2cQ@}@yBYFkHe)hPqm+eyf2 zEb|bg<+Ogyp#S9}UrKT+&RJ4%ONIA9+YB9@cLu+K!n8-2ut?AfPx0puk^vlKCP*m+cVJCGu+z+YBkgl#se6(?L@U@#I#3}1Ho zs179Sn+FK!_jVRCHt;PWjqj4+HN_|p%lUTH6I!Z`xx36J6S%Bs)b2Qyl`OG~S_7nN179nsL+xwpJ1U8EY1b=LgJz{9T*QuAURdQHP|Tw%qcu`Qz8vx+!J|w| z*w+XmX_05Sn#|D%RfW=U5&KiE-2B5y8g+al6P%qOB2tdDrtX~0E$DS_Tsx@*uqZ2V zqWIeeC=2n$pYEH296jm&gw>H~gl7-BtaJU6C*I)*XxY-t^3)A;*M%ckn?*b!F*+vc z$?i^h0*aRgGB&2Uibh87j<#`1><%pDx`Od2y#BizHU~!vi^&F{vn@6zPn65SgqM?* zMzyhwh8BNaeD>RaP6(gox6X+IV;mDGg*MYN^l7MN-rHLVLr3xPsM8n2(W0le=xhBo zB6dJ>49*~wH>iW2u3MRAg-Lb;)lN~Lc3eP4;*)sW8eox_S z>vU)uJd+zNU7cAmQ5Rgr$V}b{d9WP1$Ph1_^U#lmjm^l3g-d^;wc94W(~(A56!s;I z!nQnBHS@F_uc}C|W_=^wkC;CgwB;oFRrkD~sC0!UwTkZqoj^c{yQWI7mKO(Muv*xG zfKDp)OAYw0J5dE)21ZzwZKvy3-*>RCG~3%o{^sMD zdP%Ml1Xp{9?IrZfFolDWFDB@wO|@3=)J^VIo5q|pem~5*=|W33Ko^|wXH(aVRA<9P zQPhW-j>^+w7lR4l6(&xYG@$)H#_8DC)7(uhmFVzWtw4V_D_Axa6j%_6XulPEox#cL z&*9cA5T%oTCrOG^v3n9Memg_9&$9{2)^YxjLgXuMH^R-=PN6`_KC_o!8+|YS7fd#9 zN{@b|0nD42%Y%wts77S+A}CjVl?M9+(l|5-0n8pxtO;ZL%$Uhz-v`Bo$HjU8_Xp!K zGuP&NVxpPJEE!rVg%<}FjbJeV0!&Zu0xm{0M7)zW$h0p-6Ifac^W%P;rGU zQgDS4$F)4=0R-?g?jxmYGf3_&2oo7?2^S4it0-;=E<#sUjIbab-gM$E9~x{xk* z`9PPbX6fNQRW%hVxA9oh8zI@U1Hz}=+awmt)TE>X(&t}XAFen31|B_Zx>xK3oOkXt zZe19;u&$NIoAZ=*13%*%j{ujn{0-^(ITa;5Hbh@3t)x>%}SxBOR z?Ksg7Kr*b@f~B@m>nWB*9ws=fxIqU=rUfFE$Q4EWT_iDsLhCYyMfg6Idv4-VQ(jpv z6+^X{V%&ZX33=**>xA#MN|K|mF$L?864wA-HW|gKMQAYU33b#)CjkH-(=0^m!BY^K zo{>%AT+9BKEF#=XwRArUY^HfEUZGkYbl(kcpp2s9r>CX}CSRCVMQnbRkPZHeCN_Ji zhiYQP#S%Uq!NHa-E(l@SGm6{&D-uPM* z{}Ea8Vg`h41WySE7YJI+HWe0n2$^UDS*Nl~m7eK0WJh>%Fs2V&?D?gIEQ;Bj6Yw-9#5EjvYm|+u3E_x(d?j~gx%yJu;?N7ad18P?AH2Wd>!32 z*I*;|vVD*9HX*oqu(|(UP~KG}<1NWT(51S=yV}GZ;>8)$HDPz%e#CC~O>ig|_~3&V zX0?CQPssiiSXQik)lI3;_i?+F%-GlAdJ)5zr~A&3`3*3`ZE${rpj)3ruOc`tAj?h53$ z|E%^_wc;M|dlqh;sbtuV1%w1#-yCbJ`pb%_1#H?T)hxTyh8Tdd*$d070D?@$<*ZH! zX8w}qiQDeqvi>qM5g4HklcrEz&?|<6z7pH?xXB8O=mA>*B9Jr&?*1?gkLa!0lav` z)IWMvxy6i@9CGxk{pDUg(1l7O5WXqD53L%v!)>jk17DK8DbrNH^FPj+LgC);pDVGq z%cpSXO#_8?uz~=Zc>wGv-`nihyM_6iQHcU%%K^R=s%@t z9I_;~upG(Y3uKzv+#}=K%%T3s`HD(5WQo+SSssn`8Sm&hm|hV>LsyE`P>RMuzrhdP zoKOdJ?yCWhT(eQ4*H9{Tm9iI5*!3$6+gQ4}h8)7MRy8I8&`~*cF$I9C2+LjJWe*6z zjVGjj*=XJWK+2b0xv1p1T7NAd;yW|VtiTK2|dM|gOg(LI_%glvC)Z4Gf4*J8(Voctbj z*YXfh1R7FZ^FHg5u~6t8J$Slz&05UsRn z_?sXsypyOoGZFeX%Q)BJNKZTvgcH z0YMwyw^a{5L99rRRa(!&w{%D-_%d*o0^}*FPlzf!CJX`}DLwc?&T|KVTu3pqB-7aQ zD?A%G13!9&4*ebwX3ND((UUrcrd%4dD`=K!+6mAYjBq~N<0Ih3yJ6MyUs&xRVLVPi z`J}1$iszW$TAbqpk)0a_#5lRT)%kc-{5zYU!G>{m_8Hgryb@`P()wUU65sk0SgBI+ z9`>8OrgZ%K;14h)dNcF?msjCn`rqVbI9dLa;QpWBbXcl^LpBrI=>8kpo=E9)5Jc>c zAi5Y#qH0oGn{}0aJsK~zG6>X!NZ*$&p=FWPDoyPcVz$pbH%B|?zJA-cGCSc`!Y%0E zs*lr^)UA1cv|10BWX_X|iYtJWP3daOmOx^99d)}mQTryv{>rMO1&71sUq@x{t*1M= z$~}!IvzQwZ`~648fT!=*FN@RqrST%#c)8k7ja~u#=sCn|ABR;(rjMWY)C{-3Cp=E2 zdv5C*a$kZ&A4E_yA!@Zvr%pg9C~wg zaLazA`RP;pW9HDMWebT4i~&^OqXlp&folabN?3u;ics1?BoazM#sx?tLTF@y$dbWW zR1i)`uHp;Wrv>De;L`X?k0$35iwT8{vpUh$0~kLhV#SmV^=^ z03Cq$P4?;ZntVSFP#7ZoF9R2!&{pdez0vW`iV)gCIi$!c5-Zd(&CJluW;kbn)nw{^ zuJrWsqvVs5sH^0Or&VeS=6;@0vZ%T_da1g3ipfnif(uX7KVfA@awC{o@$K*iMl?h7 zcRRDloSfGaji`?+Qtqz?5_Mr*^s&styy#mVojraeh zLjKco@PBWA$4tb`#?JjeHp62f;^5?D`yW^T=iUFyt@HlzUH^fe{m(**^8i;}_S+Uv z9zrS+O~iqcWbNwimZ`LZ!)k4eL$H!6?Ir`eV33jmRuV=dBPT;slomY5-P@ag*qQ$c znES}fZT_n3@tb$Jrh^#sjedrLl7$Dv15l44rGQiasc~>2K_tlxLNFANhUV-6 z=DLRdCm?rLEEsr+4wRL%201OaQ{lUsrG#7*O!h60p%yL81aAD6+S9 zQV?=*RbZdNo1m^wLHbZ$ICw)1aUwq@M+r)}wz+@NM)Fjcii*n0IWHbuii_~!!6JjV zf_hA2(5K3v>XJ+2 z!F!Ow+vk3~!8%JY4uWg&@a|w@&4~TlkRa>ma6u*v0HLoX6-@j{!P}zax&aorf9W7W zb5(aQ%g`+RX}l1q|5G`L#9+aO%M1D|t1hNTXnXh1{%_Eo-8}#%oR30DU?uO)Flt%l z-*L!lkWZa6s9_*6A(X=*lp?_lNTgFxHx^Lo7WZ$e4#az4C>a4E zqVx4L1BErs@J-SkJ-?ruZ=Vqm9C3`SaExC8L_gCNC877g?+?(hz;B_VLV`kxkzk5= zA4sqBzkYav`WJuJZ~_4VT^|XtS+@vK2lXiZiiQby4rKZP6@zaU4jq9%bcGQEC^!(u zpPWCnf<;7B&ocKvJ>dN!-vP%zsV4y^KLH*krx%y++jDQ}!#^gF-Gl$$!qX7?CTfr& zf&rwP~A_jyn4vTz%~2iV` z>AMfk22P!$M+Ptm{Eyoo!(zdLpC%&@#LM7b-Gz%RdVk8Rm9wMnA0ll8ch6LSqj!8Nia+6QOgs z<1(D_XFbsO+mA4HK)7UKcdCs<=&j4!YQn?Efskru%#UTVOEgM$TNK&ydCT9)3#}c~ z5-YzlYqXwr%?0`0V>6K+As&84{f_NpBGS?$y#BID!i-k6Gz>>WvTieT3Onh4n(lpL zs`M_hQi#UO(PuI{l(|HDYnpzDMEN>;my!g+tx%g1L_@U|+4z(3 z5{X@JCdu#yX1A6Oz3$nm`4qJ%cBK^BcDLiYKk`>W;l_0q(g9+a+siH4l#zD54~(PH zW6XzJ^ssHeTCP}A<)m;Du!Z0XMT=+ZGMg)K8k@m^=}nXbSTQ1bvDIhk;oArn*34Le z%~P_IrdW9NI`@t`Y3$FRFaro_q@#@INXXUr{4&egcOLc?RR6Qw%qJA25w|eY#bqYo z(4Kk}h?9?QlS|AgDrJ~z5RrYpe)58raD=2Rc-nKey~_;v)AD(Kl?P7v!%>$VreA zsf3RhZu^}#;zq?l*mg4REVsI-5YW4*M1dC#%f~UoD3aQsNqmf7( zdQcWLU-nUA zFD3RULGf%+cx2{u8emDSIkGXyEqM64WEy8-8L}6W)X<4n=jIxyo2KqV`eLS}aJ5!Z$s zBqdHNYMTnB(OwBfbv6$pdg#)gMVHsB)P)F$2xKQl#S;FzlU(43(lyheCxac13+kvkKy!P(3PDYG4e zhLM@FlY^dmsK@tE)CarjKg1_MI(zhTy5<(sfg>%TjCpWlJX}eB2h80tP9$op$E5#I zW2c*)Ln=)0{JbkwWV_NPqSHLn*Ze#`u42njTQ?qa-4hyDZ-A#5 z@opyHJfnvh=`jFT*eznKm+1XZ_pes&fJmt`%?MDV10ccP>um?GFNyJI>hn|&ZN z_X~M7gbuiH?d>@YTI%QazbS?H0%2uXS0bq3Tc}xv=H@fQ5fbbVt+0MITl$BQwO0Vj2JeG<^+h!=?r(d^(d!T7w@G_|5R7HZUT#K<6|C0rQc|q01J3k6Qjv zF&0y{y)}@`Kd*uaV$fF$Tf&H%HwiZpW@5!R$wex-n;wp)E zkQ!gQ_UAs1i4@xlVNN{DV2#VUY?1ME+g@RNlyQ1JCwHS{NI3@w+2BJ!;e)ki3SictNOvU0p!3JTMpdfRb{P zs(Z82I*YmY+P>E9&AwGpb=b)avN+iuIq}!&^T|U_JKy-D8Dr z44-em4U>m12kr$brGNd)g6Whz5!081P+ZiRshEqe;rMC_yQ|8j_6Gh`448E<&kE$^ zHeK$JpbLgGOv*m%0Swi8GBlyeu7mvaJ>J*FinZ5?(}uk*5x2$E5MG!_3@u5iH99B#tb=UcwCdkH z(t>=lZOR}qERL1E#J2Ty!@Ft+5_1B1lm9@>f`ZDa(dEZY4 zj&aZnERh*w7>c9wnQ@~x(9~|^;JE$B@^(R%Y0LR!Z~j+CTUb){Z)_7u8QH=j1AW?h zs*!LK2+_$1UsqLq4_fmPHh~_j1)s6kwMeK6)DQM?qXi2Q$uL%W*O}e|e|w5EQeXbQ z&)Ja&E;g%uTM6Hda#sHp5+!;zB4HG^7(8$%ttg(t>PPDAgPE-V6B_U95*(SH<{8Loe$|J zOkXqxe8#Q65X-vK>Im}&maJ;sqYPAZTNt!^+n)O_{eD#uza!IUp~SB_YX1V&)AUgi zV6$}@^b*PmTQcX@coGB3&N+P^xgq!aWE8U8=vgDv97!r`U^`cwa{Q}P<+Z-BwH%xF zwm-MVzhr=y1aGdojgR@FWhj?L+}&;T=9EFmI@+CXIe$U-b+P%4&G}J?J3Ijjw5&|X zy%?0tO?`HW;^CvtbkTQMJ5F{Zq7H)6>4&OgTBph%wEg8ldF5mv#9tP(({4KFkb}a2 zs?)LHPj0S!NXun2L4Z|dJ4NoxO z+>k|A{@DH^^JZ&n3?VI?NA@xjYAx1E;p55;O1Nx!-}q#CTwN`9 zA;lV+qqQo6(?^(Nx*{B<(pO#_zEgVRG-q%_c(}!N zb~2*yMPV3pcgCgdweO!%hbsP~@Ma-#Ahf4rGlt)_8l=^ZrAq{elg~kozKZv=%>Vc0 zbhPXG?uHm8tsCz|s|i!GsFOM@?%Cms5w40+6;49U*hO*gDySLAS~P9_?Zz7EnG8&h z=UeP&^P7^`SY;Z#(l<+sYWfpWZ%eqMo2W%^kBx^3UrLtq4a#`I@o^%!xay-*HX`Zk zYsdh8P@!m~tf}?i&#>vvfvz7Ez?vuwiBC@;&FAEmP|qqOIm+cV+Tz5Ycn#hV`mX(w zGUfRlM*SwCxDbzXF|DcOzgt3;%=xEiB$`WEA#19U<+sw3`<}0lK1Zv-IQh)`=H2RR zN?!d;jm)M(->xqIs42G#Po1k{1XZMGheB~@xfY;PN~!(9vW&kjPHyAlcG%_h=cV>} zG?UUz_GwQ<)O5UL803Q)hnys21({ zdDET+cv!4Zp~(}jCj;I}RO=lbvV1cerp+um_x(4^HI}8++^K5Vsz!JwalqN6E}_Zn z_E+KfezNFW1U3B9TaJqP4@cUv`!&vv`1#;GzBk(GsJP>$&389)$xw8xVy7QT4BT(qph$hJ ztXPAzH!t)lcH;%F@QAkgl8<$sk&D5;^+nYbLg(8dn0hx>_C5)1&yZc)hmGW>cJ!#0RH>%FNZRj##nGhv zCgbj}Z&FZyu%zu$wVAO0QHusoPnzE|UQ!3q??-Gr2m8rU+0-j?M~Cma`P5oqVrZeR zXpa-GJ|43+z0#MAN`d5`J!nX-e-=I}&1#7~QTyJG%op+l-lx@0i!7(EK#&7d+{K*F zuz5!NAl}9o5sN#ssY|`C^N%Q?b3}S~X^IYN%8P7Mdl-6w_gd}VkKLhEP}XYK(7k0i zCZwRo!ps4;Omfu2x7GwKqbfuGEtB=moT{F11Wzct(ZaMaK)WmJ+fbOlK}=EB&zVtI6HS6#~%>7KNi;{XZx>hak|vDViXG699!<&>lZ@hdYk zX~!M@Z>A#d&;S{|Y-ViT_uZbTAoMS1Q?x|VhFtpfBde?Cej4S4#u%-?4o-^`O&g0I zlIO<2C)nW$nTm25WSmSq@njU|LT9APz>cLYosSu9seIeDNmV5#5ettG&e3Lm=d$aN zP$nl*f_#lzSP1|bik@BRx{Sp%y?8Y^ydpmv@rHd{mn6;Q5suo{{^Z@Eq}-A+lXtQB z?37~-@jaCCGo4qtSho_XI)7<3}CnBFUCQ7AmYKDkZeJ7Q^mu6^vHJq*X~ z1y9qD0j1*vjak?l!c7c|Up0G06TEY-KCqA4nZpMiOg@+{#jhRVb#uj&NDEPjk(b1V zahhn~icg%2LCvZ5o&K|vX9Jm>zIslZjt&;Ave_v-+SXOaarHBG`h~;h;O7qRE>M*j zV3j%n7fAjcYBrP8y#*WRxQ1pGdf6gy-1_!@7&D^Pr+%`XP)_sEX5})I#0)Cvx~8t| zlKhFpXziZ`ye2*)>tr;nrv_n~@CWT(1&qC3-23(hcQWGx28l61-8$t6-2Sh|MbHA` z-?fIbOyJ-S)98TdwH&FtvqT!V+z~;ch8nR=JX2zdeRLFIL_+e-sdPPp zOLuuc>OSA9jCTM0#wF>Ct|M(nU{T^Smrr!FoGb|rAXLd2*c>?sWrRRI-DewI!y@y^ zb$~NXI2fg>LN1F7tDtfb>__gj=JHGZUh;kcp$MB@n^|{ZUpGp;-jnhD8A|zMvW_YN>Loj`uSo@XFfz~0`_3R4(r3;uX^RSMWg~R$Qh4M*Q>C& z>pWJ9*X_K#B7TAlHFxgNsDk5`o(nP;sSMrWM-MX!5Ka7v=q%UEqy0j{JsZOr3Uw|_ zf6HduYD)6ErikNQ((mO)auU@y@!Dov9T&=f>oy(zaSp&ceb(r*yLg>+&MVqUTFF zR+Gc%!@^ZA7?y|%u_DEm+OG}`aVySJ|1i9O8+PNm==pWUUOK1i_PdRA4xXXlqjgyu zYHy~#s&@v2-v=S|wl4i{Q?4k>s8QS_&|i%Br<1)+vl#L1$vtU2CI7ZdN<<7!$cmGRl?XvW3MDlWZa6t5d3USK-bZ{f!gn<)RG8HgQ5~{Nq1urm^3d*3np25S}TtEQ9M~eG*Oz-Uk|*M=z~eC*b~k5P4&j# zkdLQ_6NHZ9@jLuoW{v^7a{jSe{?2^QEfW_;7@pw_r^@qg@T!p0l=natygD=bdja*f zy&IyAl!H7&&rv5JmMJ5BoNaoDGFRd_dgk6ok^bkzKUF!!8IH+hYu0I;FY4&xAv(pV zo?2&M5Ze82t@EG)ve1`E^`ML=Rl}uJ?R+C>O4n61 zrvqcB+iYxQ!xuc+$J|rW#^MvWMzDsH_R67L2DM85-F!_d-EwKPlLNX!!gvmD)E87b zGP$rxzVugT^J@V|G%QgsIgWa1DB7h!z|0*rD$`#@Zp5#5uLsm<4pm>BL;f%|4(fx> zJK3NmNKrDn(wpv(Cls*Kc2X?4o?TfbEjcdsCyknYI4t;Hyi*a6v_Y5lX#dpLO=xYV^C=Yw5^kl$aQC zzB(}gU(R8{{#k>ImQ#mYd%TC;S-D|#j=Vxq;S77zp1@Sp4^WTWBOM`mD%Y5b-m62>XiUyJcpf0rYK_<7(z|X|v%1#%R#Bl{- zPs!5_xrxHms_O*(v)~vO?ro~C-J>&9eH_`n^EcY9UB7q?7m%h*KG@GTm!rqHZKp#L zhaRuDi}r6>Enn9j!mhDiNK^>Zd7Uah(4L&(h?$V%_S^%(i$Mj6W|D3N#Dgle=E&FC z3<-sy+a#hDm$|dY1{OIxCEG8*95;w!+ts}gzxf1t;hi#7A7s}}Z@A_s5*(t=D0UPU zv+5ahU3{Dx@jXvDe8a!wPin>h`3_*^$an{FI;zPU5IqJ z^W(Nqn6tbzE5)$A(U(+LS=b;9h)=HGErPUJWhwO<1=zyJdD{n3Rkp@D4wDx;_(N=s zhSwO^XBKxB4@-(hhWt`GX>r(O8#AY2(+0qxs`?}{f=qmb$D2$FOv<> zEY5T+iR~-LrStvfG_$;N76HUNE(B;l>0{4sEZydfVNGYiuQ?+RRQ0%pcF%ZEX+rzz z+Tk#g-$z=K(I+L09FAqn%WRYEemJSd1Un~bp{xnrGt&Vo$Kjq1!pknQdKz7^8fPHJ z%2mpgc}toGYE4LY*o8bfzXg)SAZ9zH8B-c~4k1u`sz>TuNRnN#qu)K1hx3q=Ex7FD zCi97U)Pf)(sC9;RDV)yap9rM$B%k5@yI(b=423XkWxIt==t~LdeXzY_32qyf-F!Jv z5*9)ZyPrs0Qvz$Uy~A#i{T`6LjLZ*QKu`*)xE-iQ0le1ey zTNO}n13;paNTR=?=B1$KiRQOrlS9~`NNR{sNQkKMf69FVK6ZAvZF3qeYCN_(^Df%! zF2GsNaBjyph-!>!q`;yuCm|DosBEk&B0+?RgaweK0)e2|LW;7D0@|SihnYA%xKN1i zdQi}|jF8aQ%fN&S9-0!M0z1M{f#{%sqNM`G$%TmieM0u_K{787k`HzlvH{fe3UvN2 zex3tV9^rcD{Ci`qXx8-GAKXcZ8`#L%Svhy-2*}Ga9TyKq7^sPe$|s%Gn*?nij7dmj zk12VkN5@HOtw@Oh<@3|Pz`z&D(nFv)D+i7eu@^S30rGTU)7T-G3AdNA7sx(>^%9Xq z0EDP_mf-q(#4)f*+)H@V2&icQ8X=T;a}J#V3O5}Wh#$`=zZ81bIf(e1%=TM)7x>eS z6NriMRq*P&@_Pv??o}TyNaW8n15yYgo-yR#P~JWu9-2&FDn~R#py0o6DNxS8BnvNy zbCKFm2XS(4KMs)sqq+!yf+1cp`8>*TH^GmlPY^ub!TsDnVx0>8_(HY zc}w1PV4`|o_j~=ZTSg9g6nXtJU+qWcXz3AJ^=!MvCEl$iU}7)nQJG~34)AqnLKDIw zqoARp019jeG1^x0`8K?Q_tP`#`MqoCz!nT7h*=EVivbUU0n{2=@B{U^Nu0|BG(H82 zvHQ{k`qKi{YZM5N7X_jgQ=omlu*dR=j z?fWhL12FVQ_an7eHNO^&_(4@w67mN9^y~vN05(Pfg2Mm@6`NxO{<*#<{0uPtxmpVC z{o%nq%?q=E(j^0ed;bmW=M`{p`x%Xa7a$#mdV7PsF2$B+3=|ho?udW_Av}k8`_l^K zpZ2-q`BOFV6aD_t?hJpT7Z z^zT}bpl{kR4g5vqFLh^0$4f=1{kT-3^Os)%YfMd}-+l<@U})A4vauljBtQ{axP#$9 z@=#6WaJQgE=C+^@-%}nyf`lNEB56Rg>7YO@Qk=ntwh%=g)A6rIq_3KW<>6Vl-nWiC z`QhL8KdF3h$MC;VCgn*B5{VI-iS5gl?p+PKY)w_#IxEUbLAp%eFkZ_Aj-)3Tp&_(0 z9&k!%TmVMsu;B{!;42H7d6o!Y8W&g>ej#yQ*y`PD%sL~AJ9wrFShG%tBn+xaDhbw0x8~IKvn!;f86CO+h4D7^ z1WbCU0)-Yc2F`Il&rj`MW>M}ujbUmd*uue@OIt_Z1wrET24Ssp!soetwm#LyR4V3U zz~1DAFh=UkA2aOs!2Z2wxa&r$eGaAF1>II@ z0F%i-Xeu*ABKwKfC7kyTSCaZu#)$S5TKiOA&u~R`e}w2%-zJsN`_`pkMFlPTI4VZ>88+gmlcpvlOB4%zE>Q&4 z6?4(WN>=UpyEvK(5^E553**$We8e7_?@fAjCrwxz*alR%? z<9o0D`q#LS{@z^~HV3VVVG#&DQz#h>FBNP1pLTa0Gn5C^-j|F)TW=UMH!*2!Vhx&` zx&!Wh=2Ff+G7n|_utrww24KEBgOMh!`iUp{-KA=Ewd8@nWHQOl{nb}b*Ju;C_%?g$ z4mWgFl_m7Qe4(Ea0cIO$DzaODpy$VO25FW*1`WqU8}3+}KE4(inDT)RB$Gu2AE%&0 z%O`U+E9oU%RuVo?>4CX=VdlKw?MCm96NIwvRUVow;br}0rmnkzCcE?sXJ$7yLIj)b zH=11#*SYS0KZFh4t<*De*U0;3Y%vlNL}|iD3^(SS?y;-PHW=&I#rw?X8Qkkqz!<&h z&%#a%(yw8EFQQ>fjE`)arUatF5|VqjEO?ntQ#bz{86*c(>;|F4h0I3XiMz#PUIg2w zI<)XMRrt8D(sohdmh0(RNY)+v3~2UVq5j@}JckS=IBnNIFMg~F!NqB>JAN^_q66YI zeH<4F$3h&eSOK3uVNOdw6r3bn8CXnY7K>#9gj}74x5rjDrCBk`JRg)?cfL>6cJump zE1}^w4dmeo2gHL=3WV@UAMD%6RVUl9kj$B&vbGf1<3 zLFSN`q&B^tlwA=qws=G)JZFGeqfq3MKK+iKei9@QJV9POpwr44p6q3f`=n#cML#HU}zhJjBLOqC)=; z)GMH?(6GNPfw%x^QeoxcU>^BBScnrWfA3 ze3);BTvSZ1^3og;hbupykq_u|~Dw2oyZJvxSCA^4@B^6TKWu?nh&Aj`SMhEeyh zaVad^Ep^*EmZu$_P=Syr7PSXxkJY4Gqi(e1ePF$R6fU*m{pFJjZ}^SvaVq!cva8tW z4(j92;{4Z>xiO4Lz~#Z?M1+C7R?&;b$w=&_?Po%ECq<0w70CLQ2S!#7wIh%}?aU!@BT9yX1hhEtO#R}N10ejj1Rh6;x)U>H&>*C*d+FZ8%=^U z#EEJxIF)~uzK`6_XO{Kt&iRS$>$J{W7z?S04Q|qSaK3$;w$3Z5d*|4Y1;Ue*)VUPS zmJH%zlC}_AF1YK?`?n%ysehP^#Zh^tH&3Yhz=cmBk&9SKtaE`S4?{&jV31h`wfu&X zNW*K7dcPzsvl&8k);1TU3W${U%2Z3V#NcAL{Vx#p)|=*kZUo9tjF7P_@fC^NH?h;-CLyD+u?WDrc0*JS zrONP${w3)Zj=XOcVrcNc;{d@pTN=Fl4Z&} zm3Wtu6-tpMoIvmDnkX;mRMaurH9A0@>Jxt_`ZG(mCjm$+F+pXBb{v^Z%7+K~t-qIk`0B9wsY8L?cAYVL zZG2Sm8sYy0xi)zfpIb}dG5U3sWufD%`_a6TQaKh%eM&bP%@`-Sq!V0E(50}G9uBW^ z@UqA#*eFw*DUDw??G4!z36n}?#ARc6i{2N9a_!sx-31oV^yrtgNSsQl{2U`N)|)#x zoi*r)_tgioAAz^viC~}ZQ3#j|(OLUr4Y2#O{+t63D*yvA8 zF2FiDw)%x_u~gqVc~L*uIx?h~|2S8rn;*W>Nat9+Q24J(vT1b*CW?1$TefM5NRoD* zEXOgKX?P}I?DHJu(cgsRhR#*f|H#(_YMLwb{Ooj13OwuqyxG;^fyL->k&QO+6_YLW&6w8o!NN(CBT`B&p3UH_jIcVuUY(%1{4QIy8o(+e_#P% zjG?1|G>2;Igju|)S|wA72jx949LJL2AS;IKUZb`ZuQOTn+&m?3!-7=q_!}vJ;-OEp zBwG2^)?vq_FdVsn;t6*a%M03d)N54T_Idv}-ZShT7a&ePUGoU{Lmt^(e{uvHT_l zw@G%&%T@lQ+8uw=EbdRYY`O?E^lQJIEx+nx^XQh2JT|hP7uQh=Qf>P=sb2|ib-XFZ zv$)SoGS}A35BkO3(<&=I!RVUVCu9=iSB#&kKII^+-V%?sVsUKiU{&2+I7vQl^@^|M`mHopUoOi<}dyl*PaAYb?a}im%#ZMJ^6zV*T{G+55B94CPOVvoYcW zwqvfqtWUpOje-z7ZQIE#wUYOD#T?v77azvpplgdSeP7EEJWZaFN#JbzF=yT*;f3d^ zJS3t%zbU*@-^JaTG9o(oLHowUU%^}AyI+X%0e~QW?a_{jo-+sUc&gzih5gyfOXFuw z>N&Q|F*;c0(~hsWg9PuS*26{aN&cTNiV3qppJwz7lgnp5k(GNr|gOn=pZ zg&TH@`LR^!?$^d5#Oz~6IcesHC~#1}jIiyrjKrAzvuYMjkP*GYh=)((Yj(%TtB`>| zrAojehJ(vFd(&4i4bxpTaY2dSN}?b9v46~gu#BhW#y)J=@U8Gr7!GCc91B?7!0{-8 z&5pdi)EY(1M$I!@v=C2JBm5K$!O9;^7}&|o=je9*I0y#;j5Qz^YE@%$)05CFo-m|t zt<%bXF_fqtf_jpw67IqVusf8Ao0zkAlUN)ASy7i^J4i?{;?k;};mKXt|EyAXZA7&6AgcW>A;;N=otjLS7jt{fLX3-^Zf_-b$*Io};|AGfvSU z5IzQO@{VGJ%~THCeuL>>nqcKZx_HgjU$Qq|wv=PIv}Zi|{ZBZDRR>b=CxfL#KFDXL zuVN)Ii{lIQ1-7ZPGJ0RDo!B6`>o42f6~5C0nZ z=l+-b3P|E;8DMt2IC>BIN+jn%H+rwylVp8^sBrFN`Co`J2P14ujHST^apP zoicXhU8wz}$D1XV0-e1k2DaTCF0k{?rav5z}T1d6fw&-Au%sxGoH&R zKc#2ati$J=K_(|>`oVm|PT?bWQAo;8x!qo@NZB0tHXMPj0_|~4^H9-2#l?opekGt* z0tC{sD+_BE&1!FfBa6RenD>n>%2xlqtUnj$V*JGEU`Fm_3fGeUi9NAanhg3y`gTS6 zE{#V>8FgoHAQ?ZLl6|XF!rh|Qp4gTb*SQ|T@hs^g?O9G@ti(>xq1SC)!rcr;j@^Xa z13dl1Y_Lj;v=NI;;7VP}AHFLE;%}4(nGyztN`-&4v|`QfZnE%s9U7YpgZjDhP64xG zt8C*GonIt1#qboRl-pD3l1XZ^qwMJybc#B~)Vr+sP6#FHAKF%{e{q`$Ot8-SFD=Ni z7@a&lw6eYxfqUrsn6Rtoc=iVA1)h-|0?ulF?cKhuRUZLj{&ju5RDVV0=y?*4p`cR} zKW+1&TKAr{8N1WT3Sf?_v76?@dCcP%7e~7Zn@{=PtQa-oJ_w1F)@J@-JXJ2f*#R*g z_Tze%wM#zh(cDcFEx=SKvH5#o4AzzuKZ75`at5{4+tJ1wH_5z1^R2eX_Um>`8E<$8 zD(Pe!)p4r|>zedAy?`|C%`07#3iNa}MrB;-;l6;&K+VI2mHv*{2G4sw8*OXNmb|Uh zFQJ0ew@S1R(9Qang9_+{s4S`XAhgW6ysw#?P986Gv+yk`6#~!Odmzaj%L5gjIpzyu z?%$s0@tx`86R`e=#%2tg6y#kh^6~f%+>1%0xV}R|3jZv*uOjI)R!?(r(L%&{-S@-; zD~^4ih_f;M!iIO8zPiS)V<%&avi@^}QMo=BuFg6QkFZOG?+nvC?os`VTtU!&T5ktW z8EuW{CgDj&hTj*eR*K2g%Jv$>UgHyPI!;V8iQX^5(jn9B{(f)9a;n0*+~o<6fI(n> z=BFSq=MmdL_3vYPNIBEKI__AD=?^*rI(p?yjc9qEbn*KV7D*;(kT7Mh5!@?c;>w(1 zlq=|tE}Ja^_wruYYKA=uyVM3M4v)kNs@ot>qKRJHb&Yo^f_G-Ako*RVt9Fo8StnH#}EOiXTy-EE5i$R z_Os+(7o6L2srY-WF5l!!aOlURx8p3&fPq&(GLUHOf1Cfy41-P%sk?=0s$aHC8GCbp zn&~AU)1xtC6c1R#JJo}Q#=L!378lt5mtiEVqD;@R*>omV^`GQoEnW)QN6apUCHOrT zPn{lrkmnEQif0%hZ@i0skvu7ol%NZS)7^AyiX@%3#eSNH2}gS>PsQblw_B)Kc~T zuCLh{?f_}zX+A2jN7c>y0iLD{+NBbQAVt}2*2y`OmgN3@)g=xU=^S~u9m4q2t5_)= zFzYhwUk|*^n;(^&UHW_L#xeq;N}XAIZfwjp#tlbHKJA*7Wsm7RMJJKjtEh2llPidn zbukT8Av>kEOr{DjwAcoOD7~sG{8n4({n=`sc+bU^Ao3MYb^!FA7V-?4P3}oBe<$xu zw%1{|Hm_@M6Wl*8oPPqZeI#8d4~51{8&^zxH&W2!!-|{Na*ve_?QANo5(U4xAn8UA*)tsx{Lsx$+u z7g;l_UyCnu4?&1Dr(xL}zgUx_yFxA#?=_oZZ%Jin9nWW5mf~_<^$^Hkc}*M#26>;Mu~s8KdIi{i)wnD#iBUF6PukGXq)T*;@=oG>(l6yba8Z%GEa#X4J{f8;z9KowSmSqf=4dWNY&|OD1 zuMxBray5IL*{N*ORif~I)x<{5UEe$0VaCkWN)s27ySlN-DDu%4ysNo>uAQQv#dH+JjV-r~AxGCS3#!;g*t$0FVy(WMwzg$|KxkeC49gm16QIpd;(+2(S%ZCEfnfT2+e&bm5sOTSzQl53eLU-YmUTE9*_$U9K4XwKceMrB9>06f-$EDT4 zBI1U^b!M-_sjn#&*lh5Soxx0&iSgn_-q2TXbWkNm*O@pO)dwTK(dKTv(~8rmR@yXp z5FAttCiDwFB_2}?SL+~E%i;88_9;)6;8J#@d|Z4a!nc#w+#H>?W^_Q7wkFaatlBrR zXv0_wZ%k3pKo4p)O>kpaz;NW`-9}PCRD&Kk?3cshCnif~5{7I0;M|s-@C%=#Ljy9rT`mQq@^g^>{wQnrpcK6?Qt|nb4wNiYcvs8m({bM=iovcnPm3 ze5-J(aDj-4-u(XI<45k}dmcnS*#dA;O>#PPr&#1FNOeje93hYSLlNrZ2#)bt~$ay#BxI7iUX z-{0NcErR61NK7^^9;66#3M=|gYArBON=96Senn+cBHTy#ij{-v1!r>$_4-=QBFdTT zMnXf2Q0+C2QwqUk=*Qgy69;xq1C?)b4T2z08g#VW+Cc#66$AhWhY0;|U)7QXYhROT za1QzG8d&&s0Et1!5(^K84d?=<;A<8{2&(_Aj1=rTbZ|)2mxzh$-=%w7^$QBA+72va z7w9|aQ=l)J4&-z><$g}%GPgGq%$MNC3MLQV=1;tf*ZA6MHixRCYk zBNTuwEV#r4))zz|g_zHZ0LF%O3^()z3<4k$P$I%Pf`>=={4ZY>2nx(Kn7c3tK?xHJ zf16ifPL5Twx=l!X*F;EoAkemFwn_wvA`=`JiS%DSM#b4-kH2aT7{JH$4@O^d!Xl5g&oyGqAU`hd(19dD`Ec=RY38Mvh#cX&EnR zUq8&Eo5oH*f(TqRK1I&91>uAAko!IQ^!YuS+KA_15AHvXRTwzIx`^f>u%CwZAzneo z{z{ahSnG37oZ;WOAPoF?VSzX#03$&{+SxbzlXswDrT`Kr{ z5w7p;o`oohLQpW^caXah@kwNXK}4HjJi=f8%D7Z?Awq@D#6oyoM)|BL;IG`uc-kTS zPB$PR2yPNTY+uX4-&O&NH;(MJP{vJ+_i3N;G15!@iVnUQs<-48=DvP)a5FZOWBM)i;`k{u3q0@ro^b&eF6+uK+6f zh8#$TMNL#e8z~NN4;)vEG%LQgdjuu{p_e_?zOef&1Pm1mVbzkQe3u!bhrb_SPp>!4 z?Z5Z|C3U#n`2zPtHm`uQUb!a$Jbh-JnuJAS-T_~X7|!TM1RwUvl#>Mh{$Ak_3^U?( z`Q{5r=FbD8i1W8HS&l0)f1z88E-m9-fY;o}2q`dYNok=0eN1-D3zim?ztR)JFUZR3 zGV6tSa13;X0IZj)G)6NYe|aK5o!hY44l4`rNiGcK4TG}<-Z?m(X?bvo`^`@wK(?N? zo~&v3K2v^;rzNIrY%N+RqPe!CyGDjJACse-yR2ny@;@CIh0Awp-i@@Wmi@MA-KDhi zi=*rzgr5(do{}lwCA_}_hI-}IX!4}Jo zRm$}UY^lm0uK;%3Z~@0VmeE<;@)yG zJv&2gKQsU#hw(l>n8I#&31$P^Fq~%Y>#2xCt*LTsHv%)B?_zk;w6=PQI#}0TeyjO- zhap|fAv2u-(1y+wzasG5?il%Xu!~|z)HV5@!qtL6MTwjy45WByL8uGk*COZ<&dG4x z&t2-UJgM34o!HLe@(Swe&{&nGbcErYlnxau@>5FjH$R=yR--i`@AwxR_lP|+k?vUt zeZjRtdz#x4-4xZUKoKpR}uE{^<| zF(EG4Y1IClrp^&x(Py_BR{sdW37#8g_MmePODdS7w0}r=X%!9eRTgt|LAp1APjS8- zIXU9d=TP9in|%~aK^5vMjrx^8pFJByd?&wB)M=y{`L0I#o6v{Q#PDeO@#xgym)72X z?!_)MrXj*#F`3{S&Lpep{HO`0;y=DWIsrV`Yx!TlTkqGZiT>;pCC13Uc^GbbRNBUm zG+K1(dsw=Vo{V>gBrYy?`R7!uPFdBpF{ZQ#OIoaC`7F^idl|0JC>h|f^*01Sew|67 zIwtOCW}8X)=`+cU;6939K4xUlY^$%bcG$?fYA@|7-3AGQUYrhrN@_4%aL?o@U4(_H zJA*nCx>w0{iq?c-)_H8JWzYF*xy6{HWSCN~Ei4Eu`#4amtY___QgM$Yu-N!5B6J0N zU$1?|h{oJa6AR0|(xH3S6AE(Vu2)yeXO)UT7fNNjD2VLW#A+$4E)bXK; zSEFLt zh}m@mWf5x$@949Az^+ZtYj*^LWm^~iz@v_&S4KcF5sHqPgSRRiq0Bn=)oZ@-sVtXR!y(ivLvUm2e}*=bXcyiX*Q z+jA=W270eadIc>;naGjS?s+MW8U0_W&Uk^>$(Itibc{*Y3Lu^4#I$%5aZCO?NBu|t z!Aj&SO|ro$U0^gU2&OAQ?8h?=dkf z1v_%CCM#9YADaVT(;r25U;dPX4 zX7AD3q|s~Dl#6k*q>J5We$Pew6V7Lg$AZlMu;{7(jah6HO6;fO1^BO+#oR*I-)nV8 zVy3Z)=kH}$#cxr3~ zdi_;!kB0lUi79X}y?Mf)KOEK|tN9j+2H~#e1Aps!ck3HiMB`@$4ina9ZZS7)*(FnH zO_%skzdSLLKxvUT=^4fPT>~*=nr1?bi~mN>Y!@SN%h^`~ohjG_HdyS9x-k0&_RQw0 z*BXB9!{HQP>W7U{yeNH>nUUu@vM`+QX7%4diD6>eU5I92>18Z=S6PhmaIvgv6Vj!P z-pP7tVZOdIt7tRW0NGiRElzxtt|VDkq~~qOuasFY;xSzMLm!!|Q-rUmAUgcMEGq$o zJ_Fub(G3RYYW zuWeopW4$3VKB%Pel#^C4gBj2>njhM-q10AXZb)VXc_kMr

4IvUaH$a!d~oo{q2&4hpC4aQ!F5-mMp=AW0FzHn#s)kbgi z!kGFI{>bFlWJyX&^kE&vv5)J&{o0^SDZLu_CfMJ`>${5a@Q6b6 z>GHoMVYS9f20{Ij9FtmAS6?#$J;Rp{p%b|VY;79rqZddfO!0b(wR>U6j3r@VM7N~uc%mr)>A1|(?H1N=!AW95A&ZZ>zYcMT6w`&x`NOHh=yA5Px}ZVICW z24cy?G`p`kzp;E4{V@p>XBeiqRCW=hvb+a(_j&si;E1>rb%2v}Xx_3``Cc)eK4m1< znDHuD-b>grlIiI;!u1b50UQw7C<+3s9u4}{0+97l2p$3~kEn=CG2Gu3zXY`4O=A>aFk4$dqYJh4 ztLvlaqw8V7zWoPoV)d`n&0FkJLbj`5`rDVTs55i0OwLDc#;I%^!q9SHI?=_ZJme1R zA!pXh>>SITb(zB5jZ-CKua{j=tfv7wMW^Dn=*jGfVXm=I@>(nbsyLFfsrmB`tA0CT za^cN?^lUk}bVX<{4AB<>VN%iZnq4-WvX-`(>_;L=Y7a!=*P_9CUHlgpK{X`!DUywy ziAt9n%hoMXgFJyE<2;{$Ka%^RrHPotqQ3NqI~Ig1XxGpq6UbRi_X!)zKMDF0s5Y7% z)P5y*v|gwM)3k+iq$@i@yyk~qN6yZc<9@2S?_1fpzqs!e`5Z}x(*OgrPX7X|_xf~7 zh4Iw*yBSt(~1#LSu2<_|CD;WUGQgQ?&h52Ka!9!%u9bYRFe z!BXu~2mc{n3&PzB@`2`St#Sk9)-mr)FG=%4&52`+a%kjJBv0Fb@}T)A z@4A#ZQGLyrl3kfsP}IdxK{1eWOREZHJ{F=88d0nnJ5en@DaS}jOxzMO9{9gBi=|B5OghScUe5fz-^lQ2M{+crW&Q2% z*Dm-^Q3X!=%$Ak_M^$^CHcrv<*(V^CaPkkH$s#M!E)K$v^co3*SyENP)L{S z5vf%zUS1sa62CYG6_XA|b8lLG*y%U-lD3CV4PpDI`%GM{GjItF-5H#%(8`okYwox% zyx>s~8@HO7co7A7%PVRc2bTvo58f-ak263zm5?x>TEgE_KacNt>%PRvI z$()rtrzvl|)zhaQ>48qbn8Qq>B$w2gm20Q;^B$tK(|UShk|!CeYM7~a6OxL+fRreQZ8wi zEWHH7;5NKDKvfNpDm3}F+81tswOh$yaXq$}+7ylQ^gDCf51m~_3@EPtEh|Q@%Vw=9 zK0$Cn@_M&C$TqzT8VTmrV~+{6do4D2ZOP@s^Y(N0+~5RQ)RG0U@ONO8AL&I7_awI73l&8Q>kEp?QxE#_i zO$53+gksVj#30O))KQO@CXK6d^*y3!ieae|fcHD)EUyTIWiF_8L($+f@ z_rWn~W6Mi-6GwQF2o1EZ0`;M}a<(z}C)VTmANfg}Gz=3JB@JRpN3t(bhix9|J-eML z_}d~GH+v2-K9^criggPXU^uRu7j3{pZ)sxHV2ot$5@{}DOb-Gzi`z6R+AI3*Xb(Sd z=A>;WUF~QO_|u$@f&g}^g2Ls5bRFFHH+%@G^^IXj=(fy?@N?n}>inPk+*R(6Tb$y4 zb}RVJIOEUFSDLY^qQ28{pY#4btX%Fld^2?F97MDn6Hmaa`=4Ej|2(SoIq=u5bfhRe zm}&&`ihNROc+hPdkWXs~^WA%Ys)0Fwc<(;JwCw}-1HV=m2`aThJJ`?YIS_@ngs*Eq zRfF;IeZcem+>kZ1{MMtdGG4X}u!bP=;%@|2b@IO4cq82(H_I&xq;~qaqXH`Hy*OAP z$NmBJyYZMNW+SJaqbgZKv$s3c8ylxo2d0B zeq_dZ-{lt)7rUDb`-{Lb1~l!Ir$sy4AK*7*W0m>9 z+g7E|Bt^@N#XN1avrGPF=6kpJPou zbf_gEsuWR{qgKrkeBhA-)Ts;Rozg&*X*KOrtWNVYTlhye;@@Vf%y9?m{|XzdJTi_& z$X~ZiN2rab-2+^5TCvDsY*9RFA*+@;DCD4HdzblF^Zu@Gr4lHeZH=G}rheD5nL;OJaUxV~Z4Q+kFg0vNs=w`Nx zGp8m0;K-m^6mgO@k5;d-kgSvaSKc))N}pk?vQg(X1aYpYEZGy-3qLArtq`+q;wcaSboEHZ~S z6ilZhzYJ^IkDKs97j;sY6|VBeL>6f{X4{M;%``Pum+j2fr!wEnaXTomgyiC@f+72f zadrkl2%6E<6)>1sP3S^QFk<;M`>lhyt_I&qzf=|plw{5bcqM{+dZ${WY1^~&(>gAD zYo=x}`Tmlb`|}fM+nwkt`?J*)6&W%)P!zGu`FfX*7x%1ew~U+Sw!j$6I?;kKgn>^c zrrM?6${pm~Emk6V;oHRQJSMB$!uEby-rznFDDu`HzWG@0%56?bzm)adKWE$rB+N`AQ&u<0Y3G$F*?P&4e#JT#p?sl7v36+WpHs20{@m6@k}JGng|tofoo*!05mrRPVphb8a!2P!w7Epij^L!Ya()-k>&ZFYaFmk>ng*Bl{4TS z$xWs8x5IX3P*mb%`wSG#WIi1NL#F4(Lu8z#6yL7!GlH-N*cO{x3YhannCG_SueL2^ zAy?kcWD`}E)P{Ji?B>C}me%HFkQ%y`;T46$QvQb*VVKjyd5tgQ915EAu{Jd8yMfdE z-Hx%Xn{!;%HP-&d4qpk0DZ5E+IT^%a-0n!gk8)+MDpwQkC)ow|M&S~AA70g)grM=r z9a`-pkv9NSCBLWK9(YRrq#0b!4wZQI!%?7=f(u1QB$BAEG8$ZCpaSL0)rx{z@k~d9 z-*8(AMiE;_A?_|AiWHifa~TXSA*vIkdhICFFP7X94+tjoM`dyhEvXKmmC}9_?9i`x zTx!#zH{!oEH##%@{GRDvkNHO9an$HtsePE^=S2*q{zbyEwg0jN_dN zuI{eW>l%>1mgPMz8D!IhDM8g(ZIx2< z&^LYWANQ{He&71Ov(8?7pZ$Bze)c)%pJ%PJ_w(aGiPh_n0#wVf>z4iVt;3`!sYJ!l z%J>OIr8Cx^GCO}(D07fh+dAF%9dI7uP>Ig4;tB{>=fyZ14J$%Dvlb+g{UqU%{+fAw z5q9N{E}><4m7_x_R(EOdH4et#Ydq=r464)I^kyH^l$>E(-V^dnx znyO0qV^98q(Iru=_D6>b(RF+2H28|8QdX?s_^1{yu}6Tbq{)hW1Bracllw`?U4l4%qO7vxomy&HGG@RXPQ@CJ-Um&^=C zh7ZwJ)w|ms{zi!+J_dw12WdpH#cblL^4J$|L_=sRp5Ohu;MkLm-9|g7{l(2Y9$Fb? ziO)3*Dt`^0*dor~jZdePq`g5GIw>Xv<2ZVwW5~sA)OVWX35B}4sO3|7i!mQMM+y%H zy50(j>sJ(`Qxj=*+f7`C?;KV&)|v^E4v^Oi`n3SY4?L_T0AHlE%DG|3DXaeQz`bDeocX7@=`kB|x5p;A?K-rN@1S|Ek8MVo ztfpO|u1}H}uU!ZgX*m+k7N44{9wt)0HA2Y)(#+JEu=sFdwr#zMplGdZ$h|S-k7hY+ zbu-zhoAP5~?%YyEuI|fYrcbupG5`H@S_$$Gw{gt?f(OoDOkBnSOYp+bYh(c06XQal zx3v5*&IEeQ(Affm0)nsv55ObX7vt}baTAv@zyt^3{9W;4;(&~)Kh8D41>+Bh83z2u zN`a-pO473Q$bW{w;(WB72^c_3TNxq?kq3hz3J^I3C|KT>jxfTx{_jBxe`jA`j4R#B z+1U$^p%Yo?prjE2US4o#AD`cR79LnUKtJicdT=_kBw&T{$I}UczotM((5G&Q4a5L+ zYB_OnKwbU!3&Ej1S^l{h*Mk0BfQ$*+6G`v}WQ+j?h2Qqk{&)f)5B@)#q`@#HD1B7m zuj6kg>1Q@}I9kKSJ3F-*-Mk5U&6JbeXBTF^DS9ietY*uz);wwIP<|vNF}?jU4<|P9 zD5oKSCQ$rH&lAcs6ef4&ww@^z+yKx{n}&Z2Qg`oD{5H5Q;&HTdh`tRDSm~q zwO0A=y|$WtshDd3B*VLxQOnl+rP7mj#|MgOm?U{5AK~&$`xfA+Z~EoLo?!FaaY2e& zS_MmXg z=VlClLuRLn3h5`@*sX4V_37!|3n;ssiv5OzW}I>` z3$cAi=oikIdp~Ytyt3$Yf7uN7WD~0v%fa7Q6?SXJ`c>Fa0jI9?h8Y+t*%q1e5)>t6 zHe)6WY44bZl(9$>Uq5c;8hLp9UE^0tcn)z_aa73c%*@J>D|N(!@}XB7NQpWDj;!OT zAHT+IwTAE#c*j1G)QJ%NmryfD{c}@>_6Cmnjq6}fT?U6oJ#_^T6<>3!@u%&wOz`=% zeocqv_nZxh(-fJli2${7{On^UwsY&S`g|nf&KTlMWT`godA#5IB#AD9%6DEzZ#%iA zOUYUumKSO_FJ+dccbCQ0ANKDE8&?g+jm}w%821}@R&>59Uu7S^daG$t^mGMU6uo-* z2nZpgV3asX)rx~AX*)b-9AjX8T%AQ_^4VznR$6C=CQ{drb62aFcn7*b?(cUQrX?{Y z-FwUE49A?yh<$z;`@+x9gNn5D8ccs6y$)@JGRUT#J`JUs+=me){VpR?9|>1(>cPZM zLg4vDl*AmQpU*cqUrM-tVxJA2Wm7re%da4~I*V4BZ;TY1l-|%S8BFFRgmN$cq)Oi zQYXMQ3MMDz-!O}qjzFw@a>`ZuNjs0T5Imm`@6B-5)v1u(vfK-?jr1G3yRK%GFPHoW z%c^k5E0fYE{J3D3=k_tRc*)7VpDuiUeh-rqf*rz3T1aMlLTku<>ZL_4yVe(V&BOYG zZj{3$2O-`Y0=t@@J0ApHXJ(xXf1y#OJ%{dRej6EgGWKbZKvY+kY&tu44ffy+4@gUK z1c-qiO2tx5!G~Fjulki=kQ2C+JA~nyHM509lDCQW2hj2LhG&x2;(UBRxXm#t^KRpW!QPBC2{uv77nje3}i{@~IlkiVYs#F`Uk=M_S%`W1F zy#zRc)g)f7Wl1mSvGCdZ#4Ffju6YX|zs?Qd0`KUxLgABFGEhn=@qvvCxi1E32F8g{ z!6uX-wBsoXBcK$}wR}}zOPPk4e(fLnR-Y?nVWrHW#0eZRW~J@%?Zz zP(+v@0^jJ~TBQUN4o$F*QpH0E8efu?8mA!!T`IrYD{Vif{C7wmYnZ++he&21ByB`&9KVYHDP zK&uuuv;AdPGx0eniu&!OyBzO$dZ(0envO!P&1E>VULNaY(tl9%Anc^Q$D3)xJ^6Y5l&bvt5bX4=ZZueA^x6`A9Upj5XLcXg|e0b8@7G7VuRh2hK|FVmXgici=!m5>|g!)Tw5AO zfM)0apqKucd*UypfHKFp0WvpzTrotzj;^NYnI{|o86-9Y^SdcyP45H)5PG5an&WT; zKnYAong71U4F~*3fc?JErsGuQ;7SlUR1OZ6l~vG!!*pa}2(T7J3ks2kBVgL{vg-dI z2%QIk^&-$Ukqp9%F1EBWE;v`Zr1@*@ApnNS{;g4fzeURBewcZbGaLC6meZcig4;&h zHySkInwWBq1>YAZg3^I^@ij0qGtFM$eejt*4$9CBYDcOmsJXa>=Iv4RgwBty4fNpU zg?8EC45H9zkh9Ie^l9JIthMDp>{)x^IEic4m{EHf+zOBKNOze>`x%l@~ literal 0 HcmV?d00001 diff --git a/year4/semester1/CT4100: Information Retrieval/assignments/assignment2/latex/CT4100-Assignment-2.tex b/year4/semester1/CT4100: Information Retrieval/assignments/assignment2/latex/CT4100-Assignment-2.tex new file mode 100644 index 00000000..3ea7f6a5 --- /dev/null +++ b/year4/semester1/CT4100: Information Retrieval/assignments/assignment2/latex/CT4100-Assignment-2.tex @@ -0,0 +1,182 @@ +%! TeX program = lualatex +\documentclass[a4paper]{article} + +% packages +\usepackage{microtype} % Slightly tweak font spacing for aesthetics +\usepackage[english]{babel} % Language hyphenation and typographical rules +\usepackage[final, colorlinks = true, urlcolor = black, linkcolor = black]{hyperref} +\usepackage{changepage} % adjust margins on the fly + +\usepackage{fontspec} +\setmainfont{EB Garamond} +\setmonofont[Scale=MatchLowercase]{Deja Vu Sans Mono} + +% \usepackage{minted} +% \usemintedstyle{algol_nu} +% \usepackage{xcolor} + +\usepackage{pgfplots} +\pgfplotsset{width=\textwidth,compat=1.9} + +\usepackage{caption} +\newenvironment{code}{\captionsetup{type=listing}}{} +\captionsetup[listing]{skip=0pt} +\setlength{\abovecaptionskip}{5pt} +\setlength{\belowcaptionskip}{5pt} + +\usepackage[yyyymmdd]{datetime} +\renewcommand{\dateseparator}{--} + +\usepackage{titlesec} +% \titleformat{\section}{\LARGE\bfseries}{}{}{}[\titlerule] +% \titleformat{\subsection}{\Large\bfseries}{}{0em}{} +% \titlespacing{\subsection}{0em}{-0.7em}{0em} +% +% \titleformat{\subsubsection}{\large\bfseries}{}{0em}{$\bullet$ } +% \titlespacing{\subsubsection}{1em}{-0.7em}{0em} + +% margins +\addtolength{\hoffset}{-2.25cm} +\addtolength{\textwidth}{4.5cm} +\addtolength{\voffset}{-3.25cm} +\addtolength{\textheight}{5cm} +\setlength{\parskip}{0pt} +\setlength{\parindent}{0in} +% \setcounter{secnumdepth}{0} + +\begin{document} +\hrule \medskip +\begin{minipage}{0.295\textwidth} + \raggedright + \footnotesize + \begin{tabular}{@{}l l} % Define a two-column table with left alignment + Name: & Andrew Hayes \\ + Student ID: & 21321503 \\ + \end{tabular} +\end{minipage} +\begin{minipage}{0.4\textwidth} + \centering + \vspace{0.4em} + \LARGE + \textsc{ct4100} \\ +\end{minipage} +\begin{minipage}{0.295\textwidth} + \raggedleft + \footnotesize + \begin{tabular}{@{}l l} % Define a two-column table with left alignment + Name: & Cathal Lawlor \\ + Student ID: & 21235456 \\ + \end{tabular} +\end{minipage} +\smallskip +\hrule +\begin{center} + \normalsize + Assignment 2: Query Term Suggestion +\end{center} +\hrule + +\section{Question 1} +Considering that we are given a query that a user submits to an information retrieval system, and the top $N$ documents that are returned as relevant by the system, and that we want to suggest query terms to add to the query, the types of suggested terms that would be useful to the user are terms that split the set of returned documents; +that is, we want to suggest terms to the user that narrow down their search. +This requirement also contains the implicit requirement of a \textit{diverse} set of suggested terms: there is little point in suggesting several terms with near-identical semantic meaning, e.g., ``car'', ``automobile'', ``vehicle'', as these will do little to narrow down and refine the set of returned documents. +Although there can be utility in suggesting similar or indeed synonymous terms to expand the set of returned documents to contain documents which have similar contents even if they don't contain the specific query terms used, we will be focusing here on shrinking or narrowing down the set of returned documents to enhance specificity and remove irrelevant documents. +\\\\ +However, we must also consider that the terms we suggest must nonetheless be relevant to the query. +While we could maximise the diversity of the terms by just randomly selecting words from a dictionary, this would not be useful to the user for their specific search. +The key challenge here is to find terms which are maximally similar to the query terms, but are also maximally dissimilar from the other terms we are suggesting. +One approach we could use to find such terms is \textbf{clustering}: a good clustering algorithm maximises intra-cluster similarity (thus grouping documents with similar contents into the same cluster) while minimising inter-cluster similarity (thus ensuring that the documents in each cluster are as dissimilar from the documents in other clusters as possible). +\\\\ +Our proposed approach to query term suggestion is as follows: +\begin{enumerate} + \item Run the query and retrieve the top $N$ most relevant documents from the corpus. + + \item Weight the terms in the returned documents using a slightly modified \textsc{tf-idf}: + while inverse document frequency is normally used to avoid giving high weights to terms that are common across the entire corpus, here we will be calculating it not for the entire corpus but just for the returned documents. + Since the documents were returned by a search query, we know that they are similar to the terms in that query and therefore the terms with the highest frequencies would likely already be in the original query; + by calculating the \textsc{tf-idf}, we reduce the weights given to terms that are common across the $N$ returned documents, and thus give higher weights to terms that distinguish the document in which they occur from the other returned documents. + + \item With the \textsc{tf-idf} calculated, the documents can be represented as term vectors and have their similarity measured using some metric such as cosine similarity. + A clustering algorithm such as $k$-means can then be used to cluster the documents into a series of clusters that have maximal intra-cluster similarity (that is, each cluster contains documents that are as similar in content as possible) while also having minimal inter-cluster similarity (that is, the documents in each cluster are as distinct as possible from documents in other clusters). + Because we want the clusters to be maximally dissimilar, a hard clustering approach such as $k$-means that only allows a document to belong to a single cluster is preferable. + + \item Finally, for each cluster, identify the term which has the highest cumulative weight by adding together the weights assigned to a term by each document in that cluster; + we want to identify the ``definitive'' term for each cluster. + These highest-ranked terms are the terms which can then be suggested to the user to enhance their query. + Because the clustering has been done using \textsc{tf-idf}, it is unlikely that the highest-ranked term in one cluster will be occur frequently enough to be the highest ranked term in another cluster; however, for the sake of completeness \& error-handling, if the highest-ranked term in a cluster is the highest-ranked term in another cluster, take the second-highest, then the third-highest, et cetera. +\end{enumerate} + +The length of the list of terms suggested to the user can be controlled either by setting the amount of clusters $k$ or by only selecting the top $n$ highest-weighted terms found from the clustering. +\\\\ +We have proposed a flat clustering approach using $k$-means because flat clustering best facilitates diversity among the clusters; +however, a hierarchical approach to clustering could alternatively be utilised to suggest \textit{sequences} of terms. +For example, using a hierarchical clustering approach, we could suggest the two terms that cause the greatest split in the search space; if the user accepts one of these suggestions, we can then descend one level of the cluster hierarchy and suggest terms that further split the search space of that suggested term. +However, hierarchical clustering is extremely computationally expensive due to its recursive nature, with the type of divisive hierarchical clustering that we are suggesting here having a time complexity of $O(2^n)$ which is likely unacceptably slow, especially for a vague query that returns a large number of documents. + +\section{Question 2} +The problem of suggesting additional query terms to a user at run-time as they enter the query is an interesting contrast to the previous question: because we have not yet executed the query, we don't actually know what the documents returned will be like and therefore it is difficult to try and split this search space. +We are also restrained from making Google-like auto-completion: the queries are stored unordered as a ``bag of words'' and therefore we cannot finish the user's sentences for them, just suggest terms that have previously occurred in similar queries. +Furthermore, because the timestamp of a query is not stored, we cannot try to identify how users have refined similar queries. +If the timestamp was stored, we could see what queries were made in quick succession, and if they were very similar we could infer that each subsequent query is a refinement on the preceding query, and that the final query in that short time frame was the optimal query that provided the best results. +\\\\ +Instead, the best we can do is suggest terms that we think might go with the query that the user has entered, either because of the query's similarity to other queries in the database, or because of the user's similarity to other users in the database. +There are three primary ways in which such a system could be of use to a user: +\begin{itemize} + \item Saving the user typing: the system could suggest terms that the user was going to enter anyway, but that the user now doesn't have to manually type, not dissimilar to Google's auto-complete, just without the word-order; + \item Helping to refine vague queries: if the user is searching for a term such as ``jaguar'' and the system suggests adding the terms ``cat'' and ``car'', the query can be refined before the search has even been executed; + \item Even if none of the suggested terms are relevant to the query, it can still provide utility to the user by showing them that the system isn't understanding what they are trying to search for. + For example, if a classicist entered the search term ``Paris'', looking for information on the prince of Troy of the same name in \textit{The Illiad}, and all the suggested terms were related to the capital city of France and not ancient Greek poetry, the user would quickly understand that they need to add more specificity to their search as the system has not understood what they are looking for. + In this way, we can kind of get away with not suggesting terms that are very specific to a certain type of query, as even the unrelated query term suggestions can provide information on how to refine the query to a human user, without ever running the query. +\end{itemize} + +The other primary issue is that all this needs to happen live, as we're making these suggestions before the user has even executed the search, and so time is of the essence. +All this being said, our proposed approach is as follows: +\begin{enumerate} + \item Before run-time, analyse the set of queries that each user has made using some similarity metric such as cosine similarity, and add the users into a series of soft clusters of users who make similar queries. + Soft clustering is important here as it allows a user to belong to a number of clusters instead of just one. + In this way, a user who works as a front-end software engineer could belong to a ``front-end'' cluster \textit{and} a ``software development'' cluster based off the types of searches they make and thus could be recommended the terms from the types of searches that are made by both front-end designers and back-end engineers. + + \item Then, at run-time when a user has entered some search terms, search the database for similar queries made by users in the same cluster as the user in question, using some metric such as cosine similarity to identify similar queries. + The returned list of similar historical queries can be limited either by just selecting the top $n$ most similar queries or by specifying a minimum level of similarity, or both. + \\\\ + If the user is new to the system, and thus does not have enough historical queries to be accurately clustered, or just has not yet been clustered, just search the entire query history instead. + While this is less efficient and will be less accurate, there is nothing that can really be done about this without guessing which clusters a user should belong to. + + \item For the set of similar queries obtained, identify the top $n$ most common terms across the queries that do not occur in the original query that the user has entered. + Suggest these terms to the user to add to their query. +\end{enumerate} + +Advantages of this approach include: +\begin{itemize} + \item The clustering of the users occurs before run-time, reducing run-time computation and increasing speed \& responsiveness. + \item Clustering the users allows us to limit the number of queries we have to search through to find similar queries, and increases the likelihood that the queries to which we are comparing the user's query are relevant. + \item The soft clustering approach allows users to belong to multiple clusters, and therefore we aren't ``pigeon-holing'' users and thus restricting our understanding of what types of searches they might make. + \item The system can handle a user not yet belonging to a query or not having made enough searches to have been accurately clustered. +\end{itemize} + +Disadvantages of this approach include: +\begin{itemize} + \item The clusters need to be pre-computed in advance, and need to be updated regularly to ensure that the clustering is as accurate as possible. + + \item If a user makes an uncharacteristic search for whatever reason, it is unlikely that relevant similar queries will be found in the clusters to which that user belongs. + This can be handled by falling back on searching the entire query history if there are too few historical queries found that meet a minimum similarity requirement. + + \item Because we just search for similar queries made by similar users, there is no guarantee of diversity among the terms that we suggest to the user. + While we know that the suggested terms will be similar to the user's query, we also know that the suggested terms will also probably be similar to each other and thus not do much to split the search space. + Therefore, this approach to query term suggestion may be more useful as a form of auto-complete than as a way of refining vague queries. + However, as mentioned previously, we can get away with this to a certain extent, as the user can infer from the fact that the suggested terms are not relevant to their intended search that they need to add their own terms to the query to narrow it down, although this is not entirely ideal. + + \item Because we are trying to suggest terms before the query is submitted, it is likely that query terms entered do not constitute a complete query. + Therefore, when we compare these query terms to historical queries, we are comparing an incomplete query to complete queries, which may have unintended consequences. + + \item Because the historical queries are not timestamped, we cannot consider only recent queries and are forced to search through the entire historical record to find similar queries, which could become quite slow as the database grows and could negatively influence our term suggestions, as older queries are less likely to be relevant. + However, there's not much that we can do to mitigate this, and it's primarily just a flaw in the database design. + + \item Another consequence of the lack of timestamping is that we cannot distinguish old queries from new queries when clustering users. + While this problem is offset by our choice of soft clustering as users won't just belong to a single cluster, users will nonetheless be added to clusters based off potentially very old queries. + A user who used to work as a developer and made searches related to that role who has since been promoted to a manager will still get term suggestions related to their past as a developer, as the system cannot distinguish their old development-related queries from their more recent management-related queries. +\end{itemize} + +% like google, want to suggest similar queries rather than maximally dissimilar terms. + +\end{document} diff --git a/year4/semester1/CT4100: Information Retrieval/assignments/assignment2/notes.md b/year4/semester1/CT4100: Information Retrieval/assignments/assignment2/notes.md new file mode 100644 index 00000000..89b2b595 --- /dev/null +++ b/year4/semester1/CT4100: Information Retrieval/assignments/assignment2/notes.md @@ -0,0 +1,18 @@ +## Question 1 +- Term suggestion: suggest terms that split the query space. +- E.g., `jaguar`: add the word `car` or the word `cat`. +- Don't focus on adding similar terms -- limited utility. +- Want to suggest a diverse number of terms. +- We want to suggest terms that are maximally dissimilar to each other while still be similar to the original query. +- Trade-off: could maximise diversity by picking random terms, but these would not be relevant to the query. +- Want to suggest terms that make a more specific query. + +## Question 2 +- Term-term correlation: know co-occurrence of terms, e.g., t1 tends to occur with t2. +- User-user correlation: now that some users are making similar queries. + - Could suggest terms that similar searchers are using that maybe they haven't. +- Ignoring temporal evidence. +- Multiple term suggestions in ranked order preferable. +- Consider relation to autofill in Google. +- Impossible to get fully right, looking for identification of data being used and a valid approach to using it, plus advantages & disadvantages of this approach. +