From b3a2acdadda06a52530c987c657704966d98834b Mon Sep 17 00:00:00 2001 From: Dario Hollbach Date: Mon, 24 Nov 2025 20:47:04 +0100 Subject: [PATCH] Adding term-paper --- term-paper/Korrelationsmatrix_features_ml.png | Bin 0 -> 55084 bytes .../actual_residuals_vs_predicted_values.png | Bin 0 -> 36765 bytes term-paper/distribution_residuals.png | Bin 0 -> 28911 bytes term-paper/documentation.tex | 218 ++++++++++++++++++ term-paper/library.bib | 110 +++++++++ term-paper/packages_and_configuration.tex | 63 +++++ term-paper/r2_comparison.png | Bin 0 -> 45169 bytes term-paper/residuals_vs_predicted_values.png | Bin 0 -> 40309 bytes term-paper/rmse_comparison.png | Bin 0 -> 83922 bytes term-paper/title.tex | 17 ++ 10 files changed, 408 insertions(+) create mode 100644 term-paper/Korrelationsmatrix_features_ml.png create mode 100644 term-paper/actual_residuals_vs_predicted_values.png create mode 100644 term-paper/distribution_residuals.png create mode 100644 term-paper/documentation.tex create mode 100644 term-paper/library.bib create mode 100644 term-paper/packages_and_configuration.tex create mode 100644 term-paper/r2_comparison.png create mode 100644 term-paper/residuals_vs_predicted_values.png create mode 100644 term-paper/rmse_comparison.png create mode 100644 term-paper/title.tex diff --git a/term-paper/Korrelationsmatrix_features_ml.png b/term-paper/Korrelationsmatrix_features_ml.png new file mode 100644 index 0000000000000000000000000000000000000000..1981cc4f93a6dd107191e7636bb81aeb5381bcb9 GIT binary patch literal 55084 zcmb@u2UJwswk@itTSdhLD%k)iAVCli5KtsoM4`x0L~@p#F@Q=`6v?2ZqKHb)s0c`w zEIH>SITvqC*yo=8?>jI2-@dKcswj%J=9+8HG5YAekM;V2jQ9y+3gUhH_MO1o7m?q$ z@4!>|f9J?w@JSGjVGq3Qx0V+d-j`NSH32^yG`K5$ci+A*0mrs<4#CeyE$^#Z@7qUG zhW_ubv`BosZ(rLtjL2OD2d(KIdk4}Hii!aPo;NQJ%8wTZ|4P0ndJ5lk@a+Q;K6%oE zBKzMmiISfB{OP9L^=lW2F25pW6yNXZabMO@;^m8TXD)^=zI?26^={_puXLM*=~IRE z9rnGdc0BJwuJ+ZsaF?+k-wz|$cl%k72728Wr}g3vdi`_p|NU#f;Lm8GQa;0>0WD&nfgdgaD$xl)_f&(baI_Ow!)Wu`RA1Y!F@B;tmy*UC(n0V__e(0;BhQ7%@4qt4-Hck~ZO5h} zOtd>8A3mtlqr8K=`)YWF%xECeqOFK%czd!!-_?vmhro$Ql-@xr{zhBXu;yqhUhtk zovHNFES<8yxXinM+B`zIBM?DT-K6tr2-(@|6g4;CF ztSiT8;JfE*H>=JP*TN{51bOZqmYnLrM9oGt}fT3A4kYoHBRI*w&YtIR8B}nyDYr6d1*qFu8|)T ztnH@ixG?-SARxe-j5*=;*{jv;$8mzNw9ae0$oZUSQ^L!~4-XB+2GUD1@OiE@#Y;}M zr$?jZM@vhqR~M$ZJlWcuW7b6_a5TE1K9XNCS&3zReI0K(@Llcm!>4o;W6|zPa3$|q zHTlSxm868Wmzq=E?=-=7X(_a~Kp#ys#bXnsLR*p)nQ`Q$vV!X(scPAQbggNcUGu7R z8u#7{xw~;0HHpC8R*07fLPv64Y83Z3JK7#f?)9lN+k{#2!*xE_jjW;dbj`v97-RB- zPr^IvJ`39J+wr4y;Wd4I+Gt{T2-|aO%e_U8ndruR{dxzDR4G*rR>?c8?Du6=Sk+2} zb~B_@R4Ei(#a)G24hJ~yk+ZL2--t;_+LF^t!p1{j1Gc|s#42Pw z#;k8_FsbL5qHkZmawT#ja5FnFZmK=qq$N>~Nj~lsY@Q%SEJJIe+`VL_)PfoE_+sZ( zrkghvR5Ko1Q5oEONn$(sHV&O+vIPUDB|d&!VXQv#-PZH^BF9CAFONjyC4*(iIrSC7 zxy@{*f8T($HsrQC+mobOn6tID^`2RowRpKrUB-2%qP<;NR%kn`WNq*mZUfc@zQ6w= zm*KCk_^5|-y~R$Wp$6}7=!(IJljP$i)G{8w#x|60OG#G4om9xP)IqBiCleV+^J{gb z6jQ(25P4mzNJaMc{0md=a7XNAH#avYxNEi})nt{c4-^#MZ!AxZt*NTPpGt?YUutBG zJ$qF~A=|hWriKBH8kUBQi(szgTIlBbSakB^szBJ#R$E2elga7m%JhD|xx0V=ekRR= ztOS|J$t-sfkr!&&#_N;(|;GI zg-KFQk4n?X4;R|vIRy6;~h&S3YW<3RpeJ+cBVK?svl;(&Nr136)Cmg-n@)$eEeeN!2Fkb`{yY@l?#{P%TBy1T@tjvWltVPzq+Q9y zr6`Qc1nsXRqviys)gJrSB1h}u#d?0@o`US=#V}D35ySbxa^t4B*9@{zDau-oqV8Ms zFO6H1;)f~&Bm=$Av!yl0ic1DYxf2{=6LXog-4y5&I$ri5Q@?Jho_{V;r_3wtwqpj` z#^|pP{B@i?*JP-|Z?dN_7Z!MIZm*N%jT<+NJ2K*7pN@@BbY$WLxBlGAHtmq7b@}u3 zFA}Omn~5f)hA07<1~PJTJjCBbi6ADYsnlE)0l3XN4GCN8#?1+Sus7m(`dqNeX&Q~3 z4Yy+@gIRf3dJ1fl39F?$cEfxhuh6`8r6JYAwGH1 zz6I@ffyG)*OuaV&_8Hov*#-?XCunY~ykn3KggFo6u}HHh-EQl4tBf|vJ$CY>a$Oi# z(4~8S0s4^vh+}P9*w@!(KRCJCFhd}0T2Ko(DUdNKuv-+wzIt`U(b19d+O_+Tq>~hr zKR__Xkx=s)!h%fFDlYIkP98XJFwug?Dweo7`q2oe!GguY#)D*#EV5skrwnu0!-q}2zc}i&SjV#rH-_J{2aA)z!`)TOe-iJsI=j2&85qQ1q>>9J zgwb$|$u5i1)~`V0KVHV}3*)Bj?d=tFaL9|b+gh`_a?k5HIyiOqi?L+6STC!giWA~J?8jpv zn|RUbZY)j6ECaf!{oFNE;dO#CVzL=0%R@&FQTR#A!bpt)#Nx*JTYw#2`S@7h=009_ z%Vzw|z|fGcFO5K_To-JmOI0BNMzHBR7sM+4sr>*G@zStq75#qm7y?`celFA?>IUo- zD+p%d(t!grGcyWZu#PWPIY4ls&W7YR>QpeMGAF;0Ea?LeyW3zpwr2``)dLp8tyvBjP zr>}_JqPfcM&TzEB$gLRA1s7a&W2S+u_zYxRF@Q>baMyW_DY;GISO{>&>R<5s@~GTf z#8$aPNw4Mu7i`t(7F{I>KDsSEdot0lj5=~4w?5UROS zi@p*sx>!gl=;V|ZMLKJno0OZYbM~F~fBL_91qTOPEse{G*KN@NGSYv~q*(0$u`put zXmkh6)r5lkM0~KXhlhuVc5K)3RC~jl;ibMXm=^Lw#H8$i^5)hoFyF^iiX5!2aC5gc z^4m@-z+JASb-!hN)cYKZ@$L2DccUEpPX3U(DE}U|U=^SUz>_yD53>=VrRlFO5`91lASpdlWEYvS8-PM z_9cv3p@}8=W*6!^^Aa@nUqpOny8tt-!C5aI zy0FMZ_1rXKGNxe%jRYxjgtsqW{w{Znn79cxGIi!V`#?cgr);C93=opkNeG&mQ+vhbBB6Pec@eEdo+8_nqqk+SvU-2=-L&EgFL zs}XRfIEVnDU1wBFT=Jj5l^R4jR>&K;(2IUFDFwLvN<=$jLg034PeaEV{)eapxG=V_N(*uWV!|5;v^%0E#wOZpP&yUoF zw;QR;5Y}=UY*;!cT2w}>nJLH^}kQ?!xd88H2eq`JU&;tW7jz* zBh*Z1)Sjk^5&*2JbO{7^7IMiO5O^;gkOyf$2IE%dPK{Z`nUGujFR3s+zq#OeF z-8mxSz0fF5Th-O2eu9!)$_7` z2uPx%zGZm_DmdIw@aq?HS%z|$Ck3Om*98T&=86{my-67_qhhH(LKQBp5zcB0)xNcJ z1{LoU5nk(21;~Q1BXLq;Wlz_G^?SBF`&UfzdYz_NW;(MaVUp!Ws)L~T|4HZm_Gcu& zeT;U&fddE5dM-kYpBQD6JPOrr5?mC2S}|trdQ41=#>Vy8rR>6YfLa(~=!Z$DenG)J zxKz^}NvFZ1=axRId;L-tDhC?pZ&;5?K>^9&WRX_lw%E=#a9(SX%OQXFGp8HEg7Tj^TKNbTsd?8_ zeeGPsRw$YpFP%h)c&~daqXeAK6bHolJ1?$2c#>t(E`xBhKQ;dnB&bBdjjyAW14(FZ zUn^t3Y5M!KNV>(3SEuFA2-y>6GR-@)@EnhSeuT8ebn)WXBGrO2=OTnV7PsG#F4`s^ zJtI@L1%WclYDf&&2YJ9Z*wNb1`0yP9N!#Yf*XmbvVw93m20$a zYdV4HZ1{9hsB;wI?g>CpLzRAk%|zgM=kyhEf4U9wE9c#E!UGn&$i3cZ$jGF3G~mAlAF0%5P&WB&mK$U=ba zWTBQt5C>|&D);SUx%@pwcKs{b5kMo5oj(1^zRy(|7Dfv|mQ+-Dhba~{Tle7IHcK0E zvb28G{7RobecAvJvpf_a1SNuE^?Sy5lF_2_+Oh7Lz)V%1(1h~jJ**6L;(i1sb(8HRTc?T#6KO*MiDh z4oaW1esP2+;Saw(JA_JWn7w$Yml9zLVD#oOl(KmX=Q{zzO#rJW!=wMJZZ+)lw)ybS zxA&l+Z-Zh8u>2*x>h~DkN`J20o@_{&iSQPXaA1_cj<|KBiYu>HlDC`9lbGyDfg2_e{(49x zdZw88#0f<-5Qm`?iwr$^Rzqo}`ni30C7$%>Od5Hght|*nh7E!T06R6_7%Nk}vz#qe z-7G7_0=Nk-gQ<}KsL4rS7E&vZ--R24+UMu$;R0yfx2zD=hWX1;Ie-~R!2ltGO2h3% zU)VY!hM}*WgSzL;GM%>xRYARwsl;_N z3BE1E^SQB3d+_yr=9s(9(s-e=s z0|-o3PS--bQkU!w!f#GX90?|449Dwr)A$kz2}_Y}vS?Nz-CUJ}8qsh93~8G^8Z{t{|D7v;XY zqjgvajR0qpAf<(<&#FBs&8_R6-(GCN${NAFdo67Eq-dd<8DiiwSS&G6vY9}=jzTR+ zJ#j$Z@e>jo^Q?45#l@2msV3-JAQnKA%A}Y?$49@~XEW6%4K!sFs2?{?+OD6V71Tht zAD|!=rws%dr5w|arQvt7#%q5D&=et-2)h(I`a_%J0uKa!erq%+S$36@@||C(VWWhF!VYDm zfkL`g&l<#dR88{sIQ6j~AAS1jD)3djm)UG<@Q<6cpll-j9QlAZh3q9^yyJ)8GkC?M=<}je-;-xISlGei`B1n#!I}sV=vJ=Xe>=FPwj!pm_YaKB5C1 z2@02oRJR@28x5RsV@1s-Q@_8&!u8B4a2_vP1ER?fup|Y*T~2_a4?&6ObXaax_Cqn- z3AlTX<7IFizH)#du3WqJ^L{XEQ*gf+W?w!ncdP6K1UM zTjJ6s0X{W;x_9`B^UCxtVFe5-xpdgg8|SX8{E6PAuwT0!6C3M?I0M+q_Sd&9ajOov zcDLNVE(~>{7)Po5?BlK+GcTzcrVBd@QMJG{K0Z#)@#7k#4WN|F(6l5frH0+G8Wh0| zS+u37ioLxodK{{mD|B=}5J5GxSRA>YiTV8S8&NEv9WnUI2}sjdEP9Jz(+Kzisefx3 za0w+!8$%aBbISN)+Q9)jM8iDP`&LP`d^SHHoRK`Ch?g%n1hox&!ecCh+D%1@|16mm>ei+2c{qtX~YAnhRXq#z0E`gJJ?JJ?+Fo&QW%vcdH&alCJ-ioim~H0HtWoi1FBXjMP;CcS$}sp{RAIBzg8d} zBgITjQ}SohwqVmD_=`=2y|MutHp2Mm^&4l`Tst3)p0SjbnBMNyAevQstnoSjVE4P) zoM!Z?snd9A{iUEPY}||d_m@?8l})KTm14#Go+LqP7lvSOlN3sC!0_3yF$U#1s6Gc1 zS+q+uAZ04q*knO`7;9;ex`@W#Z2*i}qvx^n5fw9^X6{}-NCY2#bsYscz{6u74#gYu zLS}#!?Qo+aj6wgAzjNnKjOv}e>Ak3ztd^aml&&?SpbmgMNhx(wLGsR#gXqx5kUk3H zHtD%@3_Th|mtp?I189QGqtrTKL5sVC41r1^$a#uDT(%yjb@`ZHN>JP0T(w{7_CK{d zz2_F7Lc#;AX3{PxqBHvHu^+whI!Vil;jcr*ZEUk>U*;*&i{PdUX&9=wkOS`lFzk0n-Hf?13fm-Q5 zj}6As)cOBmEbMH*%;RAl3eSMP%Xw$u+Cr32E z^#I%HBM^UKJXQLcjI6Bn8U)!Fck(DNothOn@}lrG(SZ5xkH5B4NQpEBsk1=3fovKi z6LIU)+L{B-if8{RG;@FY^QeeqBl+U@ANcDUsH>yWyPy8rn~5JIr`BpY8xYC^;u8K{ zJY=~Z_7y}S$f**DdxG#D1ZD!}C6*useBY+Yf&4$zwP*Tfz0zGWWfc zbbse%y*m1uMAwHe^Ot_XNe!Uv1B#;>NKgQ^fpvB!#?5dkz&+xHc#k}_N&;AA>8dXMU#UpB9yn_ARRav|L z?X@(N*Mv%bkTa1DLDzEo>>7}~iLkXYx`2f;3C^+To4tw7ysvF!L8^cItJKAAzfhPI zPPi<6xHYwKO(92ZN=XIILatM@t{Q-C#}mB!C+7yA9C3m1EN{-0hSwl43PI-)>jCu3 z>*$88bXiPQU5#!5G(eq=dBBDBKcAk%HB;Yg>1%5xIr)-ZOR zX9${s*=6cWB@Jipe;x4}CcR`MDav(473d2Lu%!t~X&QK75W>6mM)WSF@VQJlcb!Hc z9h6pbu!0q!TA|Jc#Lu@(ci8^0XCXv~ytDs$Ly6wRw-i1%zpnmGBg2=1KPOc3q;!Vx zLx?c7@pNDY0tq*yX6Ntw8~OL`_S?PP1=`-np01*mEOz7t|9`Dy^rMXsv**{s0tR+o zA|j$$W2N0CY`N2&d&=S*NOl zn7dDtqBC5tA33Fhm#23Hkndl4^qU1Rcu8v6lV*|VxBHS|C-_5QmtMRQ29+Z z8sDYKO%&w61s5`X7G_)@txf7vTWQ17C)b&=Gk#fZGqp9&emud!qLTLjSY{@bj~-5| zllVvFvs=YkZe@SDZgkuReMchy$*2NgJ;n96;#6Hc=ACgPHSWKjK0jX|aAiq_oA#Fx2XZ)Dxi#cq|dM3r6P6q+`><_w#?pRtb3LstSV&ijN$ZJ~1 zDNkeswIt}W>D9h3pU9U_MyNnOX{je;WJA9(myeb_Uii?$lqXFOnS4rOe%-*BU-(V? z-t&BplUYwjYCoAr@+DSZ38Lx}+TM~(?fNVS$Vd?t)p3@WY-fLIm0LL1ml6o-v<*?o zLaWn_ep5UOAMd!?8u!VJRCo8xU1Ri=X5HZnzU-Q7nqQ)o_1j9S_;+lVI}J9vcC*P! z%66{ht|ATI(EJ^pwBy`87WMg9C)>H053*dgEzvUzMKY0sLoHp|y3W~Vtxfn3ox_as z-!&vo6O<>~=D3xxGr6fKVJt{}q=Q+#4^_jj4=n0gz~=+4I+u3fA|W!kG@5m`8>i_i z9?J9W`S#YL6Do3Ny0V*{=VY+J(A~88%`Pe`8mdl@LHu+0*E6Xuj>I&!r`IrMMBmDoDvq?Qm&b98T7bpGxp^7-uC0oVcpcpj(%sT%oB8f~zb zmw|!^smT*JP)chjoW|Nr7Dm^G_kTO*x|xbB2|#l&YWEgRE)M#Dp{KQ)*8OI#MBq91 zT#+CqC52=IH72MXCVvm`lCdh>m;AtLz0{Jr_#(=zT?WFub?2%bOBj#x)UOAgFJ6T3 zTq5H*eoyH7x*CfxKfWoJD=7Vr&ho5~#@n%m$z1LB@Gk0V#iXRRhGomJ?ZU`tcc&As zx=BfbO5(iMW7xNE>y zfr8;9UG$R6_sfZi%{qkFL6pIbMJWylA6kZu5Wx6_=E#1j(Dh3dR zDAmT;Ni`_wTKXyjlIu8SlOI0as*YsF71&OH4Ee1>Ex6E7P;o#19IIB0*ojGAf4m#p z(tGgYDRmEosAWA4rNOIcrCQKnBcn}%$3p_+03A&f2k0CB{7R5`S5af6{>;X0;{Ar_gP?fQ0IH;=+izCs$!l+QLY+QA2OB zO!3i`>7MXw-HK3y_-}jAMGD$#$h{p?Na{{)p5NMPPJYmMhVQd|Fm|rk+n+E-((E?D z33Gm^0FJjpdtBM`i5?X?9$dNcYOgCC&u*?~tc48|#Pq&BihoJF)J?NSdFz_HyAT=E zgFAtwr{3Ikd@|OQ#5HBZ#UKVu>4sam1PGQ%_jSgayWVDW^CeXC8ShYG^$0^D1+8qD z0EKI~9_Lkln##(`sk$mG>BbTkO)z$Dres6^ty-3=jKBuTuPx6$hV?@BH-P}cPJ(CW z4E>qtD^#E(10Mr^+wN&dMqs;Beqi|qD*$ekw`1=Fdl)%5yd?KF^LtN!xAVX;N#-RUskwMg6!t=UKJnLBf9~EoA@fInmsj^;HfI zrp5+*|HnI#0Z(RkY-^ObToe2#gs77|eS!_YQ^t~BxNxzjNO%3kjaVD@%fhnR#>rwV zYDV7%=We>S9MSvZF%^u>RIgO{h!wa6!+MK}CZQlF4;sI490X^+gc7wsslflW#HgOd zm2_nrcBQT&PF#MD$x`uWMB4(mFzJKm5_kAwFQEO7ZLaLv_yJEc2A)DW`3 z!pY}1C03MwV&5MRGmTvNNVQfgUr3xG>fN&d3c~nwLV(Z@?oAKjIq>>D3l?HRaV#U0 zRpLw^+Cz?7@TVQ+JbrJ^ZSBi5q61ux-)|N3teYviXL)=1(Ii`s^{l=;7Duvq(rc=V zzGg|Hv}C8CZJCoLNUg7f{H!ic52Lc6lO@n$hwlf>H*354n!99w0nq)+@;lRLv zf9JR7hnJzwO$NDArWivmk; zBr-P5Az*tvbogq|$p(clPfir`+NS9~KC(8(HhVrM!d*=J6<_+t{y2-Mes6c8{wY4^ zjW{i5U8YPA{QZY_{_2=n5#gDB5o}6Is)IORO1vO# zu3=k#+cO(aCPc9A*;=9I&vu-$px`t7C=qlm?Xu@Fyv1D9!pcfpQmaX1)M3V&RNcuo zX%9L^4kn3j37ooTfQh5$`ztmkhN`lK)_qn9LbGvue&HmK34WtaZL(#8bHlLhs#8wQ zqReJbn!}eEZy%p#JT}TISUXOJ_2pM&*aP_syjyaBF(JwBCu7snfWo5b$Lq6oGp~WD z5rNoZN%3jLc}I`v4=GS|if_MrlI2{fmGgns4rXcZz5y?m@_WLh=W@#MIcA$H{3~Ug z@r#SfD-rqBSL}O7dtH2K}Emqf(1<<3rbT$1Oe7xp%C{+;TE>C6$3Dxdom{gr*tc6-!U%5+-D zJ~caB-*(zAe2{nQnyBQhgdBRl1cK#6$cF1CNzjpX1I+7!Y?Fy0`@Tl;W(Iz-1Yh#j z$qC%j==f=v5Z2p+Z>H@EpGn~ozEkYsU066Ed@q;oY|Hk!?-V1O7czVRL)`{q%9+TT zXi{LN!0mC%FN-@^+pF@=!YcMo$Eic_x5t8QONsKy9&n44I6etcAGjN3-Y6`TqJmcx z+KvOvJK3|^rz~aaJK3Im731VQNLLrN_&T<99b325HCJjf5F?71NWt*ce6R#2>PuT_ z9m<7M*wIw01D$L~(+03Gx= z^8rhgkaDS6@5k7eWy=G@jl}gKszEfV6XTSeSpiC{>irH>)?8{YudGa2{t)8PzGXf6 zf<%1UzI%NUZPw+DaKaUBq9tis|Hu&gS*YomKT)sVIY|-sHp-}7IxuT9 zz|3hV`@Dto2lp12n72;L?wSTNkq`RJF>D#PO}m|$ay`pi9aEl$Gj<`p(M{yYUIIcJ@s6kN|8D1 z@tq~CG__AT?X3%Gcv`mm)M-)ZMriXx+r+H}jB5(z_FC85GHa~po)n*x1_#zFJ?9rzV zmh#3&y48l{tgAR^I@XdA5#d5J3PKA~YmvPbDh zk#+;P8eO1hz>l^|Pf+gB6FqFA4Z9o)(14tKwJ)Pb&85#Eb!}XJO?hwkcqt7d&3Cmy zw%esnK=}shBsMF7|B7_f?GB)~Ecvc=`!(Mkkcl86wjZ*2kVlDo{=MfGb<4K=(!@uw zJt;tC{W!M^oRh3(ph4XD{@t8qkIXw6SXZ;l%`_bBJ-Nq}yx{-WSSw(xEb;XR2};RH z`H#ti+z92sIch}hk&ba1_FQMzfajb5!(|(oZfs{dxo~Da=UAQqpYxxN1+>hnWFzNO zPz!^Q{3+nPGLFozkZ_m5WM&K+81xC;{5M&0%e?zmF<8;n3T*Juu7p&@nVv#r@R(GG z^Q7lfquF_Q2{IDY)6grU5;#0FlL`)&pZb}2_Z&phzI^S0L(A07WglV7EX=WKN1|W&-#|=rM@ILvpDt2;<-eMIQay-Q(>$1_gh~ zYOgagozocsOGd%|&_f2OJ*fFW&{iF_L#Ord>~1}CdbZ-sX-l3DuRQp_h#c(pqrcp5 ze*N@*dr7>c$d*=N0n98}yE#WN4Mng4QE^d`&4$h3jss||GGJoeV*FQ&|N<@V($FZ}0K zB0o9tv1_u0J@|U;_enpfVBbxjQh|()L5(o)`R&bdSRpXl1qr#kAr~}|R{3V>!-5eEHtPXAlZZ8e>F>N$mRAME_@&R9)i4Q=Mg6PB>q80A+3b%Zd>b zBDf7xr2B>j2Z3`>`1$ibP7qz7$1>#AO=!kYImyn-Dub9XFc`eQDoca9+qy~6cRrsA zzSj?oP%QY#B?3RNY9=8SAM8?-;MVmbp*A)@jJ~Gws^-!k5Kyb51PbYlKodrH7HpzP zkp9L&+GhXvnhRl3=bq^;R!0*E)Gsh|S25oH{`y}WcF%V!_})Wcn30MLhDYFo@#Z}R zfpJjdGlTH7H>i^@9G}`TpI}C$5EZXH81-7fZJ7=>vZ~5T@xbAck$8ZX;eRtigA065 zR}W0VjH+CP_`nCWW!upggL9NGa;FB1Z5i~5JbF#!&E>vf^O8Nai8 z1mNFP_Nt`Sr9WOXSf=q~e93YbI84IP<+yUd_^=`)yY zWdd@+6agSVQRR#K_bzB&8-d9H=@RXInc}LudvyALyM_jdOYEwWA}N}MZ8xBS19&&% z36NZxKx_kt4>vTxNTF61aI)1E?oy4{=~OTMv4bvwCU7;8QMpX94S}r_Cu7_XuAzcq-Tr4zWAX{>zplfG06J}%3hwUabB%$AeKHLcL_NF_*Ww*;x z3216`v27fV3y)FUg^5yneTE+STc9b<2>L`vl`u^^gjFH1+G&CWfQ8;4MM%ThW?d`( znJ@Rok=O7@SJ!raP!xBXlG4Py8P>-VaQw-zS^dMn+5;jBG6LONWNXp1!l*%M-6a2oVxf>Bs95HzuV8z!jiq?ZR?(n9N7 zNfU@eS;nnQ$e#?6$@ay!u78Qy&_R(320!FHVFKq6sH<6z%84uM9{JMW!wPf4B^kdHa!!CKcWq;Y z*m~lV4#TdVa{I`of4<&HdYIY80?ega`d?@lSZe=0gU|mZsr={HIAS}te+n=E`CDKA z+fm|(xeMzu$|R6i0oLi=|GQWDL*YHKWXhUP+n{PD{(%}-Gm;j7Et!BRRJiqfA>6Ar?-1uo`61@ zAbxM7RX@jd1lnjS2D>U>zL7H%HGhjDyWX3H%&%MgYqwAQb%rH-iwJ z2+c8kmi->hJ$ER<U@fHp zUPH6Up;4m^a(NKF#(ZffGXwSwoSb{vWE@9*c;K=~*@t@-R8lY$aYIs34e+-J1~Z%0;A2u z!O>)du6JKb&B&=+kb#it1~u27W7A3jLtxv#f9n9n4>W<*?MmMJ;`YHEhg>t^!&bun z@3M{^te~KG!!>5NfM5Q^1@^E1K0+Qm+yGoWGC(SV8>!lE0y1FRpoF=*hCZ_b&IM~umTn~p0B|&yH+(i!Q~3$?Ji#d8h}1B_>Q@FoB*jjlCAU)kparH30pO7x%% zw3ULjoG@&~OMw6=V2NMZb&37^IxGDsarV8A;;4OUV`U~8tOk>?aDRbyJa)Hx?7zZ_ zueY~6^fc7zL0hjjP`rPy?OntSeGVntE9%y&eXgsK$Sk^RqxgD2C$kH*I6&l<5Jdgu zAh)AF5s-)5LT>2ZgawFf#?Vp#KD+qZzw!GIXqD7q4I{hu;H!p2AUq}n=?7cUB%ZW4 zgXJUXC4-H=efRYC^;P&rbf~3JSr&YywcVqi|Nm3I)n?Gb9Z2xyV#4>=Xp*UXdhcSb z-)h0)Jk=7|I?COhfL3&%cu47}a-C+r+!(8dQseCou0*r5K};cC-3%DDEVtwj+h-D< zyGIAoku?NkUDaA-TWGDevJzOgShMJv>BJV9`#?lmN=W+DVZs}_^)?52 z!E)xG%+@62JZTdZUo16Mv+vB05qL=is-lm%@dV!%_UHao-JBm=#A(np;<`yDX#R|K zW}_K~nh}qQz1>rAtqUtX{EjO*<|J+7rz$L2{)D@K6#Cq{=j!{kJ8tEbKPDgjCZTpR zNJ^s-99+_f`Z$_414zqqaKvsjP;WS7$rG3{IuizV9i6ou3j4GB1inGt+YX-UmJ&_= z;#DvlTvxes@8t#v%`xEtIg$+n_0Wq94x;ZgL+Y)PJ=6a(j*L$=o ztrsiUxb72Nml_z?w?ZvnR;_na_n~qfb<@3$=LcG+B4us(7Gh$@eot6Wa_D#wKW<1N zPq%4pzoMbp9j=lRRDT3W;o z<{r~`Lv1IfCcK^IY&EqO@Plk(d}>XjYzZN$Cbl}Gw=}nGG9K?3(8e#@IWfh_s8X~k zgLAO$?Mb1g9Hki>y*{^~jqwBVbr(#{gXl))n$>wBHGH$On8?McP5x*K_T)JLJHIePWZn@rpDFEenu(x!2&fVJ$eT)gPq7ykZW^5XkSJg7ZM-Zc2~C&E)cm(`-#v+qs+#otqY7-JegWAG zw#6qho4skGi=)QW6iMLnU1V_h%*ottvh#|OZ<*S}d9Z#owKEP!n;eHTR#5m9p~{uz z%DL`@YaR5%G;sS)(IoxqR8+WbK|=QPt!Np4_8XlGokdr>8y9q}ZDEi`-nsEnI&w)Uu|Dz|Kbo3!AFNeI{>;N|CsdhOs6 zCv6^oY6X`T-kw_-+EzHilO>HX9?>s4JJ{~fA#eWWU{j1 zpppWU!{4XzZFK4?h9gbuhJ`SbuH-v0atTu9mh^B7vJ>~@O3jtLGW5(XY(G2Wf~;o3 zuq=YyVgTCtTg}I87dgVFy7$xKYr*5SRteT$GFsa7j}OPDG@m_tM(RjtV`Rzofe8HI z!I|y1nAHOw{GwX^N*XRMG2{hO`zLH?g`05C!=yDo%d0-)xbyL_xNl@oyP=9&%U;FNV(r4RQk2WE87GjRhGNQ-K^E8k+7HL>zr)z7LFN{72 z7Rz2z34NsYXYpJ!=f0gSA{zIRn6&HL3RYMB$2+6dZEed|7g7~!x*0JG7E38b8KX@j zhiJoj_6NrO;puB@y&}H+vq{v+bn_gUo7ra>7Ol%y1bcxkVcOa_wGJIK0_n%OEr{fc z4$}}-2GFKMk1cL~U@4&13@-+cR02gZ=5nM3(OELG_>QoeoyaR>`s?rkKD=Snw7-+3lTiG8M)Je@>oVJi ztRFX4Sx4vxb&@v*>;0&#`XKlfZ@zf)jTP@iy8BlAF>ii*iGrDhz&y^Yj~h|Dhi~wJW`OhmsbbP`6Au zk(UhgFt?owJtpgg2M&p?+UnW3s_X zYxShJ;Dse))KJmk|4x++iX-yiuTh)-mcLCWqNBqf0bNWMrMg1<^01xY61%M}W7cau zHL3;n`_2p=VLjqetI6V?t8n?gdM3+mrT$EzLcz^BSw>BXA_NV-CkrXq?VtEen%vtj z#Jzo*{f5Nf=iHfB=L(lLI_5RLp^fPincevEe4#p|b%Nqfx>N_LJEMfRk9EryW%fJ! z`;M9s{BrYh^_A!4+29!*nw`bscNLSmnL160ljK!{?WT*0xlRvta%u9risjridY`XF z9jRVeZ{+-`{VzuA$g5egk|)cz>hR@^etWcCzQv_KGCW=|d^xz^&41?SZ{)@^$>th< zqE$+1Ns4xB0t#w*c5{xIfm;mv>fg~73s?o}H?03??AyZYZ_KRrWm`60Mr>(x-KGXK zUn^uL?-D}{UMAC6(K=d0rc)ptom?BW;aqQu! z%9=je{d)IEAFMu?b7%Pq>>V3yQ?N4ekvi??VLb+e7K zTdFkIysFOUzRqQO#W}%LLOm|4NuW*ThI$*H(-x%=^BhOOWYc$YjtuPa&RR~cx3c}@LYMJN9_SGi_>OjaldqgjGf25zBGalkP!TV<>C zH5e(Nd+-ww#k`SezyXR0Ed0DuMeGpuMP*B#Ma9zk%i6O;t+2i;n@*%3r${mF$S?-J z-Jh^b$!$1`i=J4*W2-}%gA2mW`RrJ=GD*7`cn?`UGXM{v^-OdSoh$d8wJSk%P?YiT zo<>aOQ{Jaq5f-FqyKFF;;qO{-pTCggM)1HlpK|wXgk8Vf9b?r}`f{6h$+)Y6$<>%F;8%+{4mt~qabi1?Hrws8`*k~6T?o2L?Y59>ZO(*8NS>2X8yn$KJB zo)S4_9zy>u(VNXbL;ZWZG_`K4f6>W3w{P`eRDp_1eNJi+zs{Gn;!RRP0*mH`ZZI9b zHiF!HeKT*RR8TmOR0SVHe9~EZ;>no2hD{bq+xO-rv-u7y)2ez6ga+z9L|Om=fJaR(KtZ5(_%uv&?hybSD=Twj`rQYHp>4*%?NQ7pWy)@sJ|AfrpK8b3h;;;%Wwj~`ZME~$^ry)Nc)G8V;8?6ORZh>*o8fNqll@n@ZpyQI!6Y@}ND@e7}%b<<{NfmeA4B4;u zsXPY(4*GgqVPaF@35#tL<{!aR&X@_2ME|)dS ze@rpDJR}sNhkXEZL?P&s2ckkObi=}fpPc?dB+*ZRbsu~b$u=8HMo^=pXO11CTb9Xth!8G3&0sn9p~O=XaK>4f;`!yQwE4s>MP z1U@BbNOtLbP%rX*^qEJXiMzVLx9!XaAh%zdBW@i81$4U3q_1yP$Ki}u) zk225kIgZb9ypPv@TXRWI=r)mM!4xz*$2f+WV(e0nUDB1*;i%6k? z)4Q}R^A1ak%pF`weieDu#m^O=J#k$;3HY-@*Ld81z}^zT7Qz8>Pk#f89ER(A%OuRU zus|qAJQ`-3^K8G{>Toy`&X0q(35A73V;ku+e+K}Yh?N2OLla0=`t1Yg z?ISE{5Po{-5pa&R+dJSQ0BR9DMrEE@4u6ifXG##!^CGwxG(ePuWd4BMr2>LB(N~xS zyHnF&xCS7R8pkh$A$7GDWavN)p?D?qUYt_#;dD4_?yTNj|T zD3A>B<&S^e0)ub~P|D{`JqYt`g}d($lsE5cU3_*n?@c`u6BFc|{|gB+hOok=jfG~E z_SKth;v;yyCk{o=LE4%c{Ad>dHtw13qNn;cpGG5iJp%k+nJ7U6UZ(~?fQxV~E#VeL zl*b>0V()c9w0?MQ!dXWDZQOyw++&FBROBgTiE6quX@o8*<^^CtcHt0p24RDhJDB4| zE%1E6Ro8wg<9ii5MZIo)1~9HsHV-_}k&4a&kUMvCT#BAh$^z!oRcCoqz{RZ#x*zfZ zhvIN+=>meuJ-L5@>1{@#$)K+(iDKx>*eGxo9|bl{(VWpCC>i*7w@_giElzXrxCxNG zAG)PL$ngAX^ub-071^+dn`4aty+Y|5z?)sMy>SR?)We1@XFwwJ80C8cP7O>!R9|B8 zeze*=7rqe>EKxe3`{*W8!2*l+E0Bzu1$eauB(H$YGOGR=R~i^(#~?fh9c+Q%1Mjc| zDpO!ZZUG2O!1MzVOvHvS9AA|Q=uTUOq4+{DxK9GakJK759&46hJAXtc(zY`f>?=`T z9pv2In)#xKW*9v5@aSkVxCo=*2nv937m5>d`FRD+arjgh1`(MqZ>Bj4G0g!dkC2W< zP>gZ{F%H#d#w zHeB}M;fX#1PkdCLBWyo4H8t#jXR0j0A~6o{RHXnH)^cQmhy5=f4*iI?L!5a8pTfWw z@Vi8S`Xd@LJwmh~=3x`GG$Dx~yr>7ka|d>Mk@z)TE1aVKlic(;;Ed8&KroA4=z-Wz zg||d2>i8P0^KjyZ7yibgRR)0mXDleA3f6K>@a-b{1uQ8wJLAC642%#2XsR4bQOJj2 z7f3!+1Oul-YAiTfU@)9hkAHk}%pax=2W)5OGhBXt6Lp)mA@SVBQY12pzngiCurb5gaSp}7GHmtm-f@4(LWy3q@aX6%TL-!0jepIpMCJyWoMUdhnKZUXl&cpUq=Y7~zNxnw(yUhKBY1 zHSBe4P@kXx6p*$YSAg%ez=rUL9x;gKlpJtfXcGzpXyiPQS`%oe)Z{@AB+e@s1#<`< zZDqPI8A!wD4Jecu0r6NlA!4_Tp%A_Wxt%xlK%%7uhO|E_Auyz6A{q&5t!GWw+F@H+ zg3LPW!3u9A3;BcJ0-`$&7)%r*j=YWVOekpzB}qeBXZjcO+j1=r2`3T74a%@2D0sBd zl8Uk-ZFkNL525aaQx(D-;7EZ~ArP3Shwf?MNl_@wPO&FWjlDbGZdi?ciiYJX>v=;F zMDa>)E^7WhI@Ilmy+FYQiG?V&7P(L4K(LEWV<10z?u?yZ7v*!$8mp;2=D*g+1`@e= z*+33qurR^NC>;p}QP{;Sw&=}%eAT}KN)9X7TEORpHWzrGbfz$DqOcqz;bH&IDS>H6 zDKdZ}^&m0t$=64Rg>3sgKcPGIW6Ei`kGs1he-@!a|BAaVs`~@N!_imqzVpu&*<}`4 z6Tt32Hz`nsq_-*#P~e4vehG9t%QIioU}F)*K939Ab-~Gl2cUqC0WBMpAL^hrLP6fZ zM)v>3G50|63kE|=$f5zgP&7n5AZ<@7WZ^}w(IA06Mg+XcefGomED;fA`$Xo75 zin>3FRl|1rTaR&Vq49!S^7AQV4-9{59l8 zSinY)Y!DzbviUv16q)9L2j_rTFqqWeU!y>E;7RKt;$`Q4sBqIK^hU-MFe2>S0rE`n zosh+<13VT`(-+F zpB^mu>6U24Rl5wg-q@roBl}dLk>lEr8%YbQS#4&VDay5m^%3lW?KhLIF(r3JC^DFA zJvTb-JS-PoY_BJ~aJ4(`jj~p%vF*($5PGa-Tv}F)IJkA^LI?srmn_w#)IHz-Y=2%f zciyJYQ(oxXH*H>X9p$M`9TEP0B1=ivtYcli>Q~wDcfC%$%j2wV?5i=~6scWaFqNUH zs1wy^ABCNrDIq4*&xK}BW$6F(K}xW1$1lKLu?A^S`Xf554bQk+p}3}ih;ERarkZE< zBc-6}I*HWD?&is^iNQ*HgHqazRU;lXm;li+$0|W>(oyayMgQP_OTP1fE}UE%xl&|c z2TRhb<0ZNyX_x7-^GxaROsOje?mRuE+qRvdIJen0n{P2B^x&a*7CcqT`K-fQ`4{iA zKte*`+Liv~-m+q6VB!Bm0?0nDX)0iP|renK$HneQ(jKuS zNDPxlm%DsM;z*kTrqk*Aa;NZ|I=?VUgh>dimG-ZmOFqUU>J}6&naoXo?X~oBv zbni&a%igk^e|x*_)eSdp7eO9RDT6QXREyVw`0eicU(Oyp!euZYZRnDd1y&MSsQi#9 z6$-3twzn>BFEpc!GLR=^SmYE_|+DaggJ3vENrr@jD1L?20~EaB-V~rViqJ_76A<>+Mhy~v*<--(j4A?oZthpVk~ zDqOHj2+rCb^b$=`g=!WS*1q>PPKDlNEw}laYSUMkVqIuEqAc%CRNWF%Gr*DGln2xK zG{_>)i$I;g3%=%^IF|-=r6_ZWu8Fka2WTzoFbH6`;Men)Zwr6VexM4#>m>nn$|5XipB} zN(X##;nl~D&4))#h}@iW@c55 z(Sq$5Oxm-rSJ&6mF6NLzi|XxHwxcn3_0**^tgie8Jg$`_=ob=%_uSbVyZMA zsa5GttFF*kqi+knPejlC|7Sdz7G^MmEd2Aan$vfEqO%weg01%Ysba{0geyfE)*(3> z+Rw`FXEGLD7m6f1lTBOU~m#kU?a z)Qu@w?U?y|Flg^k zn=jj_Uiks_QA&y_aWNO6t^HnElT+iNZqtua8gX7ZRE}@{Fe_v&+TZvtF#IX|+(6dA zy5q21)2fM&Bz21d?3T_QKJDx5kHQW1-4q?req$VTQq*he0qA4RPZu-kRgDAnwZcSy{v6K_Ui)+?d7eZoe+BIUEqul%QFznSp$qQa? z8!bhVCvXn1r;T=BJOvkNd}HIOgt=|)$LK<@yLV4nb_Wg6Nwl`=Qj~cXKDZa=(A%xO zf6v^HpQf~;*HVw!GcR3;I`QbiXhTYqJ2RF-wfTJHCI7zJk{=)c#)}TDKAW~|PgD=s zc<1=zhhFm96HRjoD^~(c-FLvpK*B02*I%-Vn$yq&7mJ=T-)_Lrmx5;|-|j9XMyA>i zF%uTs#O{!^>?|zfcS70{%z2WfMXeT(gd|q_7-{+k(Kk(JzxE7D(GU9B%=c7X%;~x_ zGXJ)2-EpVXD7n{OwjXZj2Uept>(JiF`h1TQ<$-qvs*a14#GZGu5tQBSAN&k(9n&Zl zVj5AI_Wr0D>N{)8;VjB7>-48>+Zt02%kQ7LOij{S$m)I|&B^8*nt@8mmt#;N@tk=80omtzD5SjCV}FGOEf zldaP`Z}IWz1xfqTybc4P=y1r(I7Dngk?&f+8*vCB)TlYL9&mUXXe9te9} z`aZ(d+Sz06mg**}&^DPzWzk#3NWb}CDADGb|3ZoGDcRVh0RQkFv+Z}92}a&u2-%J> z4~UC2X3QOhWm@&L-AjlZ(kS0r3p~gu3cwu zrPNq*tPaxYx`82rlKe;loFK*AKE+C9Ax>D>LqEh3S`i>`G1fr`2PY2bJQnmMo7)7o zfH0A~(e%iu-k$4%r>*;C7RuLTqC7Wa(UaDZ4`_T)id?kloCqp=dDgHsHz|-lII7Sh zm^mGiJsPDYlEAX4+0*ke{~~HyoV8X%)VlJrK515p@^0~I!Ov9%G_tm`CL2@8 zC;BpyT=Q5gd)}^S#V=+QnUT`?imy;=W}A>y~wC$CQHis_TGtAE&AH;HAg(Vr-mnQiO%1hH)~FhX_|QLwEAOP zR`RrQ&M(jKoNH#<2Ah%Z(oJKz+dgHUZ8UQkyz-M%XCsa?oG0yEU5MMumB9L^>s?j- zkl3#FwPi)Lw7x?0(k&Db6cDm&Zm1nx**vO4YOukUc?z~?@=+~t4z^k z?M%AKN)@QO?+{g>(Yq_FO{S?~Zc8(hj!L(tI}C44bme zH-K?DQFN*e4(xDV=Qb!0{ComSo{FEw{kDa*+8#$%+c4l*{Yl3>bO^ocB#95KDcuJ{`4%pjL;_hq@sQPlyGeZ-^#!BzhUu8WXxK=>6jKo#t`G@*?s3v^uoJ>S(k8~0pC zG?@dz;>wD%K7Pcp^9Ny-5qlF27U4H4=o!5_0l9)EFX}d5-l~USMaF2>6??OE$#5$;to3mnpPC*5q-R>A+q_ z35mdUfGp2c1_`%_2B??ARbs>~cM|LLdBH`8s0rv_(*iII;-(N-0fF&?g`y(2e`TYH zI%u!~iKU<*XaSl9ERX`>1;9f*on=Illfk8pJW??6kX_4U{A#?t5rz&{LvN6ct$k6C(xOy}RTQ@&9HUjBr*I1k*e|%r)R@t$VUfMwFdV_#;YJ zVErrn5!pn>JTe<``|Us}4Grk*H@2Y`Makv64qF76C-;M!Q%pkT;D3-$)c94@v}0G{ zew4c!a!Yg!8FXL@(j!A7V5ERy59f1%VW)%>jd+Dj$Z2wy^56E9e~W#nY1$>Bb`yO6 z2MOiX0pt^`7}lk<*hjk~`?rMG$D-H;^FK$cV*Vip7XAo{5&rLFO4R=kG6g^CD=;wW zOIGORV^%2tpGY(y&kFwwc_vSf1-bt>|8fpiZ9~%Ay4M{sVZS^j>i})P^yB7PtRv}w zC6YfR>d!i$8SJ1OZHHzsr#Xa-4)w*MY!6;+M)J{H*`JXj>HliQJc#94{!ZZiPv_^|qpLc()9?88$XSl1Luh)Ld#qb(bl z7}ThW1u_1psRk^E@lXU=fidq7sgpAhFmSIbhLmlsSwml^3)|}h+l#>OOopmT^8F!W z134DNZpw$Cmbu6m7D548W?=WTKaVFG=4Mt93kYHE=njd5XZKO&- zQ83d%g05FKu;#|l$@Uf)6hV0ksPt`Zb0`7Gm5p0$Aa(Q=n7Ljf14qb(rdNbrQ@ zZ{a*f&se4bq(JTL{u)DJpi(DBGPaD4oc15%}&Gy?Sjp41Z&QO zYY%~S=mW7#c+krWN}Z8hh~I_P+#&L>AH9KybCf3ziz$SRL+}*}zOY0*VarROKNufy zmH`rgNU>H>{~&g+GhI&;fYWx!ld=6x<3O1LEw3QCK@BWmNSO&II!nm+Sewdgh9C{I zzkbgirZfa~=zuZ?m50#K8u40)34|ox9a;$LFzl)dbr@8Jbk=+Oxglg0O0YkY9|VZb zzG3Nl2f9IjpaCs*Dyx$$pP6`tg)c%EnlNyqfsq#VXsU&1J1t;Y!LYka_c0J**UIbA zHelq62GEh5)x3zPMBP@QD_W2ZY|$uE0m$Bod{qZ}iR@ZfngX^*Lt&-Ll$8|ffG_LH z9{ZuCseXyu9BsAT9jjonA}t*{0(SNd25U2v19H%NzXxc;kq-YH@WphDdSSu6CNuF}^5ndmK0AMF~4iHgy-pzm=SdIF;) z^mizo1`>Pp|ImvdF(LE>MRsEdFGi_u0QEwTrZ|WkF#cn_ff+;*bTHniKtv5bU`0ZW zdKckF`B%CMoGBm*4>)lO28K*1KrH)9TziY1vn1E2PC?tc$loa}4g^Y%5xHm8ArJXN zsK>D@R&rZ$7uY|*VPU0Ehk3UI5#3{8v~itS1%lb!tGxObNXq zc4Mi{u$I_uW#|Y3O$Wu{89qWF)c=YujOSL&q+$<(0K^%DUJ4)X80&ZsDS%yISbeEfvw%rh<4y3tKHi7cn`X6Fx6 zGgq&biJfX51j@Ibn;H9|A(9YS0c_W|!Ac)C?No~EHa6;Td|3=esXz{N4wt=QB_{Sr8U64hO`weAgt=?>*FjotYCiZ zKpQAsuW%BFJvoOU@x=%1H!5BvzhZ6~YdDjKPW<;_N%9N0k3P02WfHV)G($aYEVq)# zAD+X0EK+S1Fh9or{C>x%Q88;vR~Hq4y3!y3d}_e+kz@tecA((Mk;3b;j!GvlJhiXg zUR#uVmunVg8B$#vWZJ}2&dfY7sUP@uuz}&L+CnL<#&+|hNA=5uS_oM^8xau^mw%pp zajJ`Q_*B!vajLW`a&q(tcGx)%$KQ z$Vp_Bl!&0gOF-G?S^|g!G`3?sXFd#_#V4bs^{WjI%^q4&&d$ks(sb;sl@%c#$rj#F zcc#fu{Bao6F#hAJgA(3ZI)gs6Y^ydrJ=$pmfy}-)G7UV>%?QUSB`D2LN_clM3ivgh z=X%-RcWmhs@q1fC-;OAgdVzosZG>x7v6Z>=>n)f1Do8gmIhVVSu3o5U_qcgrEXw(w z?C?rlUe4M2X#4jzdJFZgBiiqlVk+*ni#=uP%ue~NL9^C8r!**LKlYJtBYU3Jae9%a z%!v2!amBZ$9d85f2Rzb#g@f7JPgIq!S7y=snyJi4`0y>O&iD6HPLXOXA&Cc9dbWj3_6t_NYm1vwW~; znMXuXcui;?K3Smy?KjVu0~WC=do@pePG__0$+tY_G}9BbO-z0N-NHz9RTT~#Yve9m zc)+ji@MF#-{bCLdP`EW!vVrRHR~4XV3~f&28@sx?y4O0Tc%qI|Y*B)oQk%by(H#)x zs19o$OV1$n+4+o1m&wk5O?L(KF;uhCk zo?_?f&>vUz%Ws@&FPC%m^>seRvQ97SP;rBr;mg@?nMPh66cM_c(vgH1-mJAf0?)c! z@;&yq+4?d|2ohQf$r#@+;TjfSGm{M2t5PvH$W8R5@JaSG>(~^%iNbzrd2zaK(Q=xf4@=v$mK}r|lt58Y(M)(iL0MT=-hw(+JLP0e z{w1zd?VnXo(%X;$|35++>;!(hgi-mvL(P_A!F z-h)`p3S-{EUyj)(qo{HCpT>uAK8^6{_N~Oqq^G5D-?l37u z#M1Hgl#~<#;!=(%xwOvs3r|xC2LIaJ4_ zYG;IrnOO-r%U#)6>NuhlU{*sb|IUMQdAi(dA&gPYaNU&G~aZpCw9hWfEGA zN5TRKN}Y%^dYxq!1gCQ>`@q{L%(5;-X`Z`DtaxuJ)_41m3PU@3cagPZ;;Yyn9l>eSV9KrIs;AdC$cSL23-I_yeC$ zf|KT2lXM5F+tNE5{3irf$Qyf=9k z7Eh})TyZ3Gndo45adC+Qqa1Wh=0+)e1#3%rlAAGl4i5Z4k(+U?Qm#a`G`MPK-ZMKe zYO*y&E1Wbo>xA8rQ~Xk zR!P{9TFR;?XK7fN-85+*;rZQjd7o(%)X_KOGUa(Fc-hAH*0i67N@MSFFS)(pbq#9o zo$0Sn2v(bxf3GM%6~x@?`C*JX8zjwe0Ko%&E-oRtb(_EOJ?PX1N*yR~#pdJ1l;tU;s ziS?L%sUgoHW|de8|JGxE@$u%aVasg3-ka-Hjg3U>By?d-{ti-4!Z1&4z2t73D*14U zu38M|Z~GT*&G^o7TxJm}W_MRYF+@94lUNaYyrQI}dS5*#_~r-`Rut zb*-g4Vp8mUq{_K_i|<_seD++ryxPevdRdH`!AxQ@l#;Tt`iBIH4IcflE92wibLIAAF~hlKWnc32^?u=tH{)ZZwlQIz z3Lbb&ZBL%BEs8Gx_;D5ErE|kGTqo^Jk$iX!8woGh)^DGpE*X*8k>_B8FmuhTalGpwsU(44tuX6DN*`#?U!<%SRp z;9!++a&_WfX$=i#h|y8Yy!~p4gIrTn)5RrBPWqK)8!Qr}q+SlgxiKd=fwm5%OeAMj z#=|_MTct0$HJho#%8WyVm)Ku~x4<9C;GWc4QKBT9s9*kEL^I?N15xN*mE6r31(U>ieLAx(+Zyh)g&Rq?}QA?u9UQC73!0N9XOPAQon^?JSbTugeEQ#D;&MHT4|T;jbYILyQQ1q9cU z&5tN6CDGL%5uhc$RAB3~H0fCloXZUfak{dbBXM2{$4W}A6`L^-17>qynw$Ijg6%CJXIh&{w&9otjpm6YhXRh5NX!Yn`!g?az zf`cJ1&*(k_Zy8>m%lr4?KRnyJS==TbFi)7kNL3CgU2rhL110%c@Cg}PaY#|8>+4CT znmPUO_ph<*Tg4Z&{p=SJK^?}ShqJl9_>5s{Yx-lWy#vR?As>8&RsUf6+KGZmQW{sr zOxXv64KdA(RIwo;cP;Zqnc0MK!E&D6*#~h9ZDVaY67|nqC7E^RI@QwGRuA91=U4go z8D8PHn$`kM{1T&tqOefi;cow$%OysPR0UBo)(M_NCO_90s*Ug8x&PiKE%A0}{Be`c z{9{Tl0*^^Z;?-@{&i(3%ZA;=0BGe@y`iIK*@NI+dwM(3h=`fBg(3bR7QX}E{^x9E(_nkRi0jxRh}7YX#VTk z9I0MT1QS0$j?v;&rGL$+>As0FlG(k@o^(z2lcQX3d#uCwl~z|xeliNWZe{=K>n1BU zJFQ_SE}^GxUm=_*Dn&I&+p&c`wd>CktpyDuRQ8xhziRVke za+TM3z_bM)DdDZMaZyoyoJX)){H>sNXzDyr9dc_-k36O^8ylLPd1VuCD+ z!NEZ;MEd?pN!x`Fe8bSloWK_deoBlzG@^E#=-3Zx!1sVHs;6J%6953hdFG4yD;zrwTq+JN0&tDh^Fqj#8c>90 z5j%(KhrG@+`inDPj{ui^58gC@hn%+X}IB=yNfqaG#+(z$#QojKy37|393mMC201bM&`~GMBf)MjmT8Yt;*g-~L64=d(veMJ4xbXec@S!quE`8on#I(EOB{ zljYQ@B7zPJ0cz+GYCBN&2pX+GTG|kRJJbReqyil7Tl=sV`3bF3tR%gYlT)rBaNcIU zm!tSh@u1gaFj)IwmdJc2E>R$hh|I{~0=(p@3HF6B*IxxhwM`-ap&-z{X0))@5k#x_ z1G1zi&d-17)2C0l5pAFX;|0g%R9_(ps6BL?6mzw4b<%W*p$5lz0R<2b2qcfq&U9fh z|GoE&jMNK6L`J>@p;7J`1AaW$pUcb7hOY?%RjU*uP6O$%XP^yq*jN6~95~Ra@i><; zz}AMJcSd%siI|2T7y7(cfcb)yn)*J_qD*{zWH8XU7}O2diRuRABvOkxokV=a+u~xt zesJJ2$ji%r6zComkRfC@aO0X$Jx}ES^ei|+>$^-T z!TI_Sn0z+Y9qh|ZD2&8HS5x!Jb)$o+ostIjkL30av%Grs%HG-8KP!tz5}JSO89B{4 zsMTAR(1kf1;=xaP@uA@id-6~8t#``~YUP{tkFCbiPHXsWo%+nJ04E%D*Fap(cgTTk zn}nkR3oGj}Vc}no2&H%CkehQZ0BEp|od@LdUlVH|EHQhI!kB@*=mTVUqigstgsy&B z!kY%zcy!KSIer`s?LI<^3P|`ifzk?&YYSv#iG(Grj~x!p?g#YE9ahetG1Bm&S$Ri? z>)mlq5iy8UL+kEyfH0lp;<^Ec3K)yMVE3$r>H2%|n!V>GSD>s6uVgO{&K#s=%A|G5 zB)2n(h|quzrW!;eb6=eY*#BG=m6er~YGqLgAY|8%i|P6Nc?g`v53cXLRSj}L9$`qo zfn)-Mf%_XGa1Me+r5gO+!Y;h8nB{nsfpW5k#wX~(z*U9?7)f^?>;jDeF1Up#V`5_D6%@|c z+w-=ywS}?oZigE1o`M;rwwe!xN)L%^_co-bq?DQK$uh${7u(Kn<$M@HL^N?Os|xF(xqW`Gv$j7*73XFf5HCUt9sJb%PDQ;4`Aul z(La1$&CkJiEbu%atZZtlXU)c>LNiWzL$B=ISDjYSl$!7%oyZ}W6_9>Z38nhW_VKXL z-*X0DT;p|cwpp|#?uWY_x?=~U6P>iaJ{>etezm)+x(Nx;E(ucd6%oAPHzR~%zz>2} zDmpr}9zd&Ld=C$gT>ahmaTvxLl1@9Ik0gy>bTmEKE`P6E8mQ1RH#f(gq=cQOs8NT? zf33qXdBL1_1ZHFvXdhp;TG+457^Gh=JP4UEvfzaNJ$bSB6G#ltf#eZ&RA*sfiG#?C zUyvZs3h}VFfvc-`+<`>o#p7?^lRb)^4C<0qyR5}L?(p8;&W?_A28w5Q?x}4KD({`oRtf&g zAF?t2ehIEVatZyfn0KG^{yZ6W2F>dX8%Rn zIJ8kyrBv3dWzG%O(?F?B=vtNqrMAn7og3<}=lBnAQ$6Nr987%jTU^9D6MQr6-!1^W znE&!-hWGER3jgI-{<={A;kCqzpRveKwXurNOk%WvSUn(X{z+IEOKI7S?|2Y< z5e$7&>*jYB0QozxPeCQ*3*0{qhV;mhK&XAHy1Ng9n5_ziJL~r}XT=qO2L>o@Y;@G0 zL~4T+gRE@AA|gW|h5H54jvUx(%|v(CtoyC9#u^%jpyu0ySzn$$3re<^omT3gHok7(9?&K!kw`U2@T_^lv*6{2jHZBiom+U)2F}aB+9v+x&?T z)+p^iAM6(}so!9^6?UGXgF@<9%@F|$FJSoV9CnW&2B$!o>&LgoZ`yEXwA`hlgqytTc@L7Wp2)Ty3{Zj4g!M^rme9J`q3MM z6?U@3raRTy?(J1aqOLC8Yq=tzX;pi##t`Q z8efyzTqFm7Fk!R`YmK8QJ!nMlq9meciaVEh0xogHvuAz)qM1eJJ65ln#JAmazV^L9$|%~|E6PTv`wCvLFyE|0bDg=H00;SgocBEiX<@cXBh z_ef=EZc|>qe3?$djRJbhs5_PBT-MEEgL3?MiSl6>pGP7fFo98|ob;{6t_9fw(y)VY za%uQHeW^d>^wA7%`UlTaUZeB1B>6=+6;kU7?QRJd&;^KNNlNSk)1tyuwJFNX8aLcA-5epq!xMi)b3OP#Ygg%vVO1snQDGUY?F|jPjQCl-E3ypvFf`dOQmPnyH&YvSj2PgXr zPdR+Sn_Su4Oad4At?R-Gpi;fP_u~Jp4j^Had^PDTa?c95{$;~(1XDnLF;4UL;9q2CEH6Yf1y;ad|F5EdPXLcjjJ zrQgD`62_rT2!vL4cD9$V?>=aRyqAQ8F6G! zW9X+(Du4cBL}hjLUR1?{Ru`1~FaK3a@)r?Y@6M!0>TDuY(3w~al>MHUiz+)?;X}jc zF!*t>q}21mVEVxqY}LE709CU*?iBY@QrLk|_;YKofUAnIhFfjvU3}!&p83 z26J-s=5B$Y^=XWG4h}G5?a9IXM7p}VaMk{H>40z5lcbP@;e)BEv3ugcu2E8}KggAy z3n0V;gMp$2IQ}b;+GGK3asF7Ku=iN00I1;MI4%wHy`R5+n!;PIfYE;Q=1l}NWB+qQ zY5DZ&;QGpJEhswBA(4oh7lY1>5Qk%8WAnF#tWgal|BJH&jIi#V$D#*213nuzzh~OY z3hjwd;3{43$v)%u6?_T8qM}uuos^)tcs#s&5sTm=a$kN!1hw#9%+x?RBYI}oaRZ>I zfeFZr|18TYAk{2|;7ft^VbCXe!RBfTT~35Sg8uu}Kg_>ccL?wR#H_=Fc@M(zFm`@8 z&zys{Y{n)g-e|S~C0I`p0GOVS&t9kj_hEYS%t-)1BEXQ!05Qsz%U-=~P~18knAMW5 zj88<(Pj{x0sh%PdBp?aq1A8pGUhOU07&!Vu(%mqUIkNnhyTHaXPMDZsgyJJ2jGJf?nvQk zU|$|S{JLoCaEIg_qJo2rUZZ#4Wji{D4y*Mu-K*fS)=jt^9%Rv7wC}@hAv)*TFFLPE z2ZN*gTGP(!=G%1A4R|b^mbvSbSav@6+t2Eiz}7-%)qLx(I1|Ue!S6=2d}bI@#-s2ZU8G`7xK3 zS6D8JN4V>__S@O+DHi-XB;djKpwTe!?tqfpv^cvb$J`m>j-E9M+AqQnpg^==OZ4XV zmDh%pHZO2;AS`BXVZkRn{4gl(@51PEYVN^6{)99HO|?L36C5KGAi2uoYtd;GVxqLK zKat>i-y1FvkUoTyI1>j4A>8+SG4OlU)zwfSVGc5g_?dC)4lStA=Un&Zx$w-s_T!CE zQt~5dO8YRNx4D;+HxdtWg^O=mup*FOJ0cK%%375dGRF1&WN3K)g*QRJOgxV_NJOpD-?^=S9MHoPz*fdaZYF4z-oh%Op2dz0;Yt zpIuR&(;qxA>0p*bS4`V!zfwp{F!qHwylevhQObS}u5E@(iU&TIfaasba<9{LkKfi_ zJd;l)vT*ZPyv<2?91;?*^psBGHUX#Z26VG4zOofRi`9G_5hKjW0UU4aHQPB^*`Yw5 z@~UsMx`R=b)q~D6C#gQIXnz7Nfqfaz7sW6&KX#Jr^a)}ZlsSvpYhPj|4y8ET#Tl2+ z#uc=3YR0yWt7UIfM^Lcc8`EAO6}iQGrHjXZ=rc_D<=7=}*UuO3ubS;=Ha{rq&?1ZU zA(x8N3*Ey!$N!X-q_jaz)>`arw>b5g9M1I@-(06jPfte)lk6~%kjEkonn6Bjj}*pZ z!~htq9LNIEf!vH^?u6`MiR%JN>T+>&y8;1$ATHX2`BLmm0&6s!iM^WooZ?(V9zD6Hhx^kEDe3zPyf5cm8C!KVcM0PNm@fX2>BW2b_;j4)a+!REC$7XX`!!}H|xlS3oSEX zhEUk9^4VtoBI7$BJXAL=_O{UESbQ+U`BsKlMUn9JgVH~iqvZ*U{oW6f-h0SE63EP* zy|ftC6zCwugzI#@@4>;?TW7dtdy#|$&r=MiRb5^9*8E$3gIt@*YXX+NM8rpgWPg6M z9g{L9ZER}F@foCJUYI}lqlPOW@?s`NkhX}I}PFT@SkM9PS^cQBKYh>mAvPqq%T}N z+BPG(ex{>?;+f%TvO-gOjVc@y7wUlX?t)CyCb;R70y>|9=HKDF2OqtO@w&G`5 z*M}_@T79{k$B*v=U@JWHEiNWQClEM;Z=hVy{Xzr@0b#>?r6His@VT8MnT3_r11R6F z0Qm75JT4TBfP0s1%qx!Hf(DfKv;7j|w>+ML+~jc!uU6W(<2$01l!r);@`XtE?p?E0 z%$#8X$J;}T8;9Beu564DW2EnWbGP{N4L#dylR~y|kH?Cjmxvb8yrP$br;%xd7{x*H zVSEY(5q!Z%m-aRvO#C-N3McLT`yI@HYr=|~`|QPwbfszprt(q`{`kQXC?+BThfo=+ z2Effsw6@CMBuhB_AYhR4NGBQoxZG zGqgr>d+U{3a>9|O_x60wNuE4GuFJ-Yb9O^wHvE#dz0~EKWi$<*mlBi`#49=~_rTvK zo|A3(#;&f;%Q?mtXm(%3<51?;qN;e88`25hrOwI}*XPI@2`RN+NhY<%b$onze_`Rg zhDAhfxWl`Mh~&wjQlAZeQFnLz_wU6AmakGVGOjqTKkF1|)l(%ueAu73JmYNWwWg$t zpc%Z@{K7A$)GYx*Wpi)WAIa}>vv3qmlnUAQy6QrKADwaAGyKfxMQWI#N_ctvQ^q5C@&rVBvMY=~OX9e8Xx&}hu?7Y0t0)Tlq z+xr7NGYD=+p5z?V{bDD>L%5%~x{JP;cPh%erQ}=3e6r1@mluW~u<2FNb43Zs#u`dw z+jQF|Cf0kNPTF9<{^7cK*$wj9=`VLlHk&KH7eBfG<;`AZ2?JPj=BQ5*b}=vz&m8`*@mtDl6jPFD0L2vHW@jf0{SbU62k!1KNl_F=c@wM@oH}$%QXxhkWLBf(61qWh^X zWl-_u%o|CWUNIdSe7uwud+^{g4-qXn6s|M(ueobiAj}>>XOorBNL8kFv!(iq0unC zVsF+$O6Q&>s3K$=bd#&E;&IqL*1}mfP4$UlGW*3<(!=Frk0>&wT&vbkm*yD%S{ZAD z>CdDEN5ys4D)WvM4`IBxV+*Q_j9ivv3?Ii(!)+sN%~{SNXKsyOosgdOfbV@R^YoU4 z-kES(SA0=1{K3yj@BfpKrIPfx6e%;a#$MP|#+KalPJ!O+RV4^?5G~=ox4D)?K~)t# z!5^HS=4xod{#%=8UQ~W^JNmG(Rzdp+n7MDSUbTrX;@%Jc>K zPL<&eOO9a=W-j93Ox&unYfYnP9^oyY9;i)Fnl#iocY#o2M#}5Md)$3TPD^)Gp3U9T z7iv6M(+|pbBO@ch!IU5uTw7Jskhr{5 zQHk-2%o}}KQycryfjyj``mx(2ZDWI$8qQ4oy7>UhsB)vn2$Lxi~s>q(4qiU-G>B)qTZuz`Oj$ z_b#rJ7uWWJ>izC3;#kRqYksph>H4KQ^>*uZwZfC5!H+J#`96}-cQMaaLPn;#W#W7C zN=wi965G(s3F{LlL@Dg;rE}slF^h@kWT#JtnSu52r#W${yfMK zR`_Lg_3+!%KkVdAFp>+H8jtl0^t8ziWic$-f?6Dm5(C`G|!)p5EYe)s>#v`E4CD%z1>zsESSDc znXDRJu{3Aj7=7x%K012!hT@UE9pS(-DQRGv+q?N_9oXO6&Jv(l1c>_NUREd?4|)ADvj_3Yw@9@Po)| z=q-&%e~=8oQ7c&BR|A}W&3x>;G7XL(-V2fe4??``_1^sb0EV80li;bQC6Py@+n;*UJ3<~2`J98b`DRt0qq^U`FLShLyhZa2Y@qk=#TnmIj`cks9wW(; zKc7nJ;xNiB^FdtV@^#$=QSlER_zm%yye!9=*2Zq!YrcFx44))%wX<|%gGlvSWkM~J z!@7!@aI-`IR{rBpllMq3t~Ai1VGh{8e=c2(Y;%p|9yE2fk7yr*ehRdwSv?v(tmR;O1o+Dz}y z(;^)2J!i*&c_DHuPfsVfAE zwkIwVM-OfFavLyP=_OGua*3TWpS{2M9#_1~p7y6_y1z@vHr}fPh!0Rd@mt_y-@GI6 znXGZoC9rt%e2Hz@>M$);CQ*vtdG;l7{1qck9B{@50pVI{$X9QsGk=y$epbhW3uk=b ziO~aTH|Ke4GWl(W9r$jfMBfM(fLBT+KY@e7lT2y_d%(DJyZ@Q8$J#*Ladgu!dP9Pu zDf~7fGXd@6fL^sR1FX9Q?1U)*5@z)jO2AP9G72d}UghQG9UB`PeJ1Et;j}eo%;OW$M#_zCnAJNGv^tL)$5M8gX!- zDFV-qKX3rw0otzxLsAeRf$<=ajexG2zabPX?gp;AUt8<5e1P5DhCYnHeuS#>f==Y5 zK~Y$O&kk^t@&eeCQuh_LVka9jY6$530AK9FnDNdsuKQmh^{4@^n~TdJJe{r|B5uRD z4KC6Arl-+s628Fw9Tj zc^A>Az|sEJ@nF$)TrU9GzC*}CB_a|auNYi0Jm}=Y52^U*L+k&m?98L7&i_AtLs3*j zv=?o5DlJ-6woHpc3oSQ^(K=yTL{hnxrBy_WqDIR%64FozDMgJ;HKm1Ow9!aWwD~>W zYQ8hy^PTfO=Qro{$Kc-kx$ot*KA+Fm0J;N+dDS$}zw`Acc3D7ZMgklKQX!G}`}+eT z&Ad6d;_EUux2_64NHr@wQRg+QX1h@i(Nu9b(E$H!Srq&Y6yoP`N~ylCPSoWkvDP7- z1ezN0Blkp#Ok|5PAIERC{oTttZ`=ooPOf9G(bKl5_3U}$TYt~4iXGmpdUKI9^Vm>r z?N&g%{se5D3>Iyd+yoV1IFd82xpD$#MIhjKIM+2tv_5aW@S@T(*~z2$|I^A-)mS~J ztK)W`_)vYT=6%Z!w?!3X>&1&>WvW7dq5gh(d2d|v>o;%mSkuTo-#S6+g=*%sA^Sb> zlp7+-0u%u@NRwu*&Kh(`fJ24|V%Go)_r-$dwGWg?M#E%R*Lywb9~4IU%n(2p3-#y) z5Kzr$OTHebk_%i-B?;}>ON^weLzp*?E&kRguzpGFgYjQ}xA7Rn5&~%B=;TyKC*(03 zLdW>eYG-iE@#REtq(zbVM|7#{ad@PWR&n^Er^w#J$k%;UeZ^x;nXPu3RNnS;O*OO938`T4tzaB zw*_>Bt-goKrX-d=qCkWBfoTH}5jQ@l&3~L`;7paN#TN3CZN0{HL-u04yL&$j#8xKO zID9L}*W2s%zIpoCu>rQ7H!fa`gW&-w5s+pTnUV{PCHA1~>jO;BKcRDz z=#G!ROdTfTTMH&axyuX%xg17v@7%CK@@IM7rxlF`PW!^EyR@A%eFq_J5`v0TVYjba zd@`!#xXmhAGC!gF&~EKz97;3OE-Hn8+-0113xc4iMzIBSHJ|DxT>-(nba=iWtU0D)1-dyMSS5t95BO@#2&xTdk0CPc@O;EWe;ALI? zjHDeVns1K^amCVph}v$TVsxtS%WIJDOkd?WMFL3V>YQWb_5t zBLUBE`A^@iKF73h>*b|p-86tyqPe3c_O!z7la;EusY;bu2Nf&x5cx~f>??CjBW{i0 zM`s_7G`${w(@w1F+7WtI&0UWcD;zt1yl8)}>o{v`1<1j7hwDqe_H>^=y7t??9Ez~I zRwhG%X40ws_r0tT_j0sgUU~{F*JRgUoNn#Q!7|aki^_WU_N~?I+1;4@pe&(MywU!+ z6@aBW40(}HYS6b<+n%qjHs0dv58!UvxSlgs9OL^s_BOMJ+k(e>m>tlaZW$HeOZ1zj zF+3i$lcl*{%QpXcyD+}rKdr6~!;W3b%^e?VK4OF`4ZGJ34UvCu6I>}Ms00R8XxeME z?*;@V_5R*og33Ie!Rg6#gvDq6yrTRHp00!f^V#JOX8yI}7?NeBgHdKt0g%4sz=7@$ zA3nU9@uR2N^7|SH$;|kM)Y%=1@0#u6vVbiQ4h`LeO#~i?t=XlPd5 z=oHz~E_eC#^{WLM_Y{tIZRMYgQ=i`d1zjjqZ$S?H3Ges^)Pl}G07d@7Nkj}(iWB|B z|9azp0+0Ot-4}^&aKDD{?Cr1MQwLFkh(2(@;6li@E2~0%y4}?)Ts-%G=BEAZ1?(*9DLdfRk+ z2m8vAHs;%_HLCiZo@zbS+qFxJY3A|&=Nl@81lV#h6@))iGd}PuQ|QB z*lJ}HdCt4>}LSCJjWCkamr>J*I@!TN+ULM@WJ?pzKBve||#c z*&JZWSbIGOK2C^%ke&J7F1oaNF0~vTk@RwUCu29^j z^;9!E!>51Et5@;!y{hk=+A1)A-$bsX0lwO}m zH*X*I-r_-r864Y2TI7IfqNhUmfFd2^8vfNVbQDcmnOFpF^y$;5 zK@W%Aj=JL#3r>SI>cP>uy7Jvq9FsNnaKR5h?BM%)_y;r-VmdIpg(}m!`jQExteXry z0hoLF_-x_}ap*TwRloY-?VkGj`l$7Xl0F*JqeQR8K&;=DD{X4C-uL?Qq1xnR@8WYo zqKm>F#@?;2yEAKk9I<2zt{WO+EO}AN;*@ajreAR+Vk42>(v+N8{c1M2ana26TD{tq zD9XF}OTgpO^D{BH68a+Y@N@j?pSK$AUk;~W0;5Poy6`pW*1L5vdU)55+4Iu^1=evI z7^13vBIIK&H+asNLlm{e5CyscF$OP*H}CwC#n%10AMQ_omoL(=+L2qAWW#V2{M}pzFHu4 z=zTlSnRArZZ^|oYthpK_vsVv>e94v$o%gh=l$dAqm@#72sn}QCjI;7(qzgUi_C)L~ zhvM)b9_~8ke^-hyl@itJX zIS(K9fL~-{cob7YDzb&)W^yd0xGvNtjEmOp<1UIexUsRZKw986ki;==xcEc&b`oeY z`Tn(8ipt8$8ivlQ_@Uh&+}zx5f+r!15GR!O0ta*%Q%bi^H)>hr~Zs%V2Iq7$bj_5u#Aj)EuB`JXaTZ5oDFKXH`IjS|;5MYpXsW zm~lDD-{0tl#mNWbiXVYHFTiUKV3m_slv{|`5_s#at}Qc?sp^=SO=m~LK!t?xO7BmN z-VSL?W`M2i_@dl5@_Mac4dj)S)NQUxO-t*{!PnH*))u)Suy6qZ2tlwWj8~R`z-4)K zDIpHIVO}f1QeIwOs)%rCq9Ia&mYo}QBTFT10QiPGdXF_m#pg1RE!mzud!iZ4XZ8xc zy3Js?>-~UTi7!*W{^Jyd)~!QWaAmlG*mWJAmm!=IRStt2=++7%@(Q9lHxd)Hz6sh^6Aq7;QB7(Q*D^jaJKCGggsr0p4Zlz zOi@=??<)xgh}=$FhAdF5qz__dhHyp(T3T7zOrL&x>D@KjvPB5PFDgxm7nlaZE;XJp z(QD;O4Q9*o)##}A!F*o^sBFXNj4tQ^o=HoK4EUw#a3vkg&w-$OW;h!(8y>Y5+&6V_E3QT zlCfxNUApLkjn=_>_CI*=pfxEw=M)5ivP5i&_`nKM7|YDd=aLXcaswu>gL2S1l>G8; z+?evyv11e8uH6Tmu`T;sf>6;DY!|}|4SV$LX#+~%h6l=& zO$Uk^-oIZ}Ll;9I@SYK?ZewQ`Y-ew;$)r{-uGRgY$6`;@Zh1%#aZ18~k%oaI6!r=y zpO0y>S+wXxx=&T8Gva|YwXf#+Kk`i)p5HRl?Qp~S%EP!8v81GmMgix@ z^h^>iVZhaAC(Z=f^Bu`ZnD`2mc3zZg6`yl}m!XR4sG3+SY`GSH$1(oS+++y&BSF;? z5AKb6m>^KqA@DTubJBw?f80--^nB&WL6l;>(PfAK+6PNFU`q3~fro=BnS}w@3MQB- zLA4m<7d>Z3+10a$%$D7oMieyj;MhPZ{e7vJ=CHp2u+!$CprCu1Yg6loFIu|P0K!p! znX0%ev=^+eBlaiTx;2b^G8FG@SFOL>G22A0_ZYu^VwK6*jW46~O^D#J*CsY8DM{Dq z*tYtury|VX&p^ymJNxsyIWN+Xacq1X)Y07>*LbMQAU8}+FeRpTi8Bo#^?I0h6~`j` z!%G8~8g4&Cl2B$f7ge}ibN)kIX@Z{@Ifg+#O)wB-X=!PV3=oXJ#~Ua}#39z(I}2%R zfi^h#+&>1p7e;|&Qc|R%CD2MWC=-#=FwgQeU=}uCJ!=&+HZa?8f{Vg1BtFj_RkIAH z-qnsz&`wFt&JN{fp&fD3@VDfJ6JF#zjMnj@jP1DNs#`#((1y?A;V?JC{reD-^k3ij zL=p20Xz$l&k#U%~rgKW`N}uhEDIRRlS%11J^@wokg^Y|4B9$Val-Y{X<1pj$u3h^M zo{zx=ca$g%BzB6Xg+Z3uGT%49i#B#A@HAJ=s&2hn0I0@2IrH~bwR4(WJUp8pS5@^N zFlB$ghMnDpPJ}Tvm28B z^BsfZaOl@MY&l@IScevDUv`;-oiNV$J-g2prSDb|cv!k8zv^r|S#cZ;2)oZ%E4d9z z)}Ofgi}$pd<;!Q<#QGeLj7-=OIQUD9O5rLrTz@$NJ}%`Tz`wRY{$8Z9g3p-_TR(El zn0ZiroY&#k9cw&b20Uh+I~T{I9U)0e`J#fCklTQAeY%E!{0m9QYzFEG#T~=+eFQBZm&1p#hauU#|G@SQAMwyy8jb)=A;DCW`GT{vf?l z;~33c6T2u~y|fkOy#zl6IUoUeS%%zm+WQe*RoV!C9OMj3f?wk5AP$j0Qm15Mh>N5b z($npttXeB5#4=}AoMgj+mzWQ5MkF8i?%5?ms{~m*fmxe_$4n9x;$*khIHoNG9=aDi zijLoUL1-V$$@p#%PcGTD*W3ivDQhAkF=n(zP6B$a)vA}bH>RczA#5;Z@~KvKxj=HI z`@c5^@!2;_&?zX3r8on@b5DvC$^d-owe0s;$V&d%O`Pa=v|;Fw6)S4Bqy|xgMy2@m zPMTeA!rxKu0F+l)Hpka@1f;|bp5-BLIt{CO^K_ue$I+>8T?X{)=St;F#4H3T3;6cP zxoZ9PBq6(CxWh@u{xAx!xq%{?0Akc3)7P7ml~+)pD3LmExsGQO;T|BaYh@1znGLgk z&b)f>eN4<}t0?1nuQ5$>zJ6VsD6@z`QFd>Gw{5c~K5{s}axvI%a?QTl+D{_OcZLso zkbS*6H7rcoH9z|@0TtEma48syT%t()Rf_YKPrQKwP+xL_s}@H|R6Lv3et-3kmDKf8 z-aDa1CCc;6Y8uaDiV(2WBd~UVa>4kdBM)ue-#0#6B_}VRI(NlsX_o$lgyC_4llc_{W=)GpB!%%SWdBn!C8nWlXC#7aBkAUle72Z0+if?$XQ`pJyCyhS*zzUY^;CvK~k>iUNo2 z&R(DM-hUjBkeC>$y^oVI`QQkLcUkk#uWXC6Vdneg?ukjI@pmj9t#i*F_{8Jwjh6xL zX%-#{qreghm6fa{Jc#%%;5JiUJUZJ_6 zP-9cm6QmK-S5<2w45@qLD29?n$l26d*{dSIEygH^&@!^T_<`?%fJrk0m0d0mUa^8I zDoAyckK5Sumb0*OpU0Y!!oQAjCsgSyN}>4lh2)G}XBCpc{zVSz+il3^; z(>lz%*n(&T##2VkH<)+c4CYp9kC&fVL9ZWwyo8^^D7U9Y^C5D0V|9a{hMuDWE;Z^h zHn9U{+NEZdAkV@t*UJ78l=(?J|2rQ(j4TWa$6bm!>p7_oKeoEMKDWcwxCyNhCl^#7 zuE*LZ0i8*VBtk%>wA?7gSz1`;xt8xB?xZN&u>f4QZJ1^Q&xTFgmWTNq@Jt|@0{^&x z9J=xKrH&4KAFcIS#V^YXN8jA?CX0H3;jPOK#}|Y!>mKS^0SxByLxT;e0$`Y^;O!)|51LiIqz8|C5=q?@t)XXtkk9Cs}#DJi|bW#;L*=0%nAqvyP%x>NeBJEayDa#_-QfQv2<6#6=kli9OpSbBcoNZ?eUR7%gA~9zUqVP+)hKak{w4+(;5*RRR)MfzdeP} ztf0dI8}Iq9wtOf0*W$4LdSZ#NJ#^y)gp=DO(ChcI14gw`=@NVJj=>$eF#;IQ+cjlg znhZnJl)1+$Ob0*zJATQjv96%EFy;?4*Q&F*6P%s9kX1I`-~I<{WBL^r-ipkji@8rf ztb*yHn|(Z98c>nyKu|t}39P|^Uz&uCb-uWM3_iZac@G|R$M#$yRrMkyrr#)s9R3x=WF-%4I3qhMrZ@#<&U+~y%5sNdv|oaNJ-2=g?$VSilk8dC%i7jf$Jp3@U$_ye z_*QCgs0+yGx-OtVNE0)~u;9jx_S6_Lta;>oyLRo8z`RlEIZ}iFyF&5=zoZSa3x>1L zDlPpjVfU27QC&V}r(Otr{%gFlkO*KA3XNM|PF>{=jhMa4r!=^r{QQr4m8J5(Gq)O--Ai`F<-`Ie^ zX*uQCI?_W|GTC(GTkGW?T-X~^8N1WsgA&pE77n0*U38a1LEyRSgXp31E@! z)G=skh{_G2P_U;RoS=yFR*fY`9cwhH++qP!Ud z#!gi3s3aM2`}>PJ++ryKy9PCVO~@BIm6h8=Lp$*Rod`EXq1KI~b_6oeuQxI)`VY7L zdC8rLD{IT<`SoNV0TgOIGEDsC<`Zbd)3}Se9r*NmSCN4dK=sAF+R!MNpWdq3BSQXu z4|M27i3DTct}eXF$-b}D=dG_4sHn)JWrW72U|2b4QEfcLXme2y5Klqj(G7vsl<^7? zL49%agBIi|JbC$2A2B9T=MeI;@n53ar|-V=SOF@V8YzqB-o1N8Evir z!EC&QHTbwt$}b^oVK9}siRL(j&Xf#Wo)e$!22G=BwQKaOfR@7NrAtCYdvknzye>lv z=|0vezrFslcAk+R26#5Ci6Zo*?m#gjaDi%P zZ5eGTbre^*jhaWe@M1KVNrL*Q)itURpG7Lm^0eJ;^}wQPgHuxYonej{Dmq~erv3Zd zpfg}E9*D}qlZpx*9BW@=X{K&f{i_GF2&mgh+~~%0(N0y-ic`e|X;M2x8*H*zaP*kl z2IclC@{gia$rP5JCF$M^#pz>Gs1b#;m@3+W0W(+c2qe?B;nxW#FS>(c?GX|j3v9zPi9wtKWHt%&De^pv&JmM?1ZQHDv7e{9sYQ2$bU1xjLUM}3 zmrJWQeK9IrrT60~Mpq1uxvEQb)PF%%;UZWBPRG<+Nw~)E@;-!@U`Xh`7HavLFS2+| zaD@?`&~-0Lb-Gp&1>P~Sfs?4P4DRQ>YE{4jQ#Bp&dqpCZnOin`7N0Xf{$=oF8Q;%( z!UTg$IjQ4+nLBS@Zf8^Jdztmc!;;;%P<4fx)>8;G|xlRuoeSP-ZBC8ln8kO z1|N#=V_gSy6ruzS;zu`i*?cHOd+aW5BX0$nb=m6C^)t4*g=#isqm?O(g2|V;Vo76L zX9blM6cm=wDDISQNe72Q>_mR;#2cMLwNEValNz6LsJ8sN7j7{#`wO~l$F2L9$P=aa zN~x;SutqiSY|`ZF)SNv}LS6mkvAMhK5hgD`f3VVnf4JD%xH07V@@QF9dAY!{W0`d~ z=VZq>u@Q%UO@ZUxsWE--QTt0yqYlcMj;Lviav^Qcz1uc6HkJMpt5b#s205q`Pqczo zOiav=0s`$@x}D)pBWh~I|URdVnR1LYXbv=Hz!9scK>ci<-C~?6`%{X z4i}!b=Tj}RprQBNW!T%>t4vvnZ=^@X9UmQV>eUliRUJ7#3%T~sV`sE+KE}tlF7~E-$mTm@)bjH3s5$g}uq+I1FZ`&qoG0+m-l9E^dwY8iSL?{< zw_I5(clG+RG+$JC9t8vjt{1I23;ak)*_a9yUhkF_&UN3jwY9S|9V%df#hR-l7dC(q zOwY~b+s;Tu$Um|giRK=2_Fh~xQ!6l;sK~}6rp$q*9x62V?=<<5mlvj*Z^U6Y`*OA| zzInDamLuk6{hvSI`pr=aDapxe!`4+C27f8!<>kwF{!Gjj88%b?l!=$p(6}}+F)?Q6 z;^GoSFZ?w+n)-WE(qOSQz3}laBd1Zzcrn^jA3Ii2Utix-+WP)wJm2THZ*f*CcC@}c zG8Ii%%4Cmu`7)L(SSFtD0zG}ZKfPx_jgHQ6k>$&;0x=#3+nwLU@PGaKrBd>SLHKYL zcVn*I7zS0}*m&vc)y0aF@856!l#Xp67e1_R2&U~^+OinT^MxB^l}r-hFv-OI{VM2Y zg02+2MrM!hpBu07eq=cmVL4p1)+s^%>FZY+5s@?Zl(Wty+DtXf+w(bM$66y;6ry?U zm}t2ys@vN`VLXS2hvTc!d;42Ud$Y0DD&@``pFe-TOi7t%@bBVRk8M@#hL94>0@`Ee zx}l+=h8w1EY>F<_zg_4c=;&Z)W5ljqPF3|^yYNX1@~ZVE9xQWW`}FCPkH3FX_rj{P zK!(Qeu$GpWRwWbX&z?QIyT6nz`Qk;=(+`x?Bf{gZ&O~WP z^Eur8K>6V2y?Y;0Q}5K))|R&$Pc;N1Gd7rSoNv~9H!v_T;KK(-cJ_|pX9U0VsJ2Am zbes2Od{ZyBBB2wYPVa5X(kv@iPLg6NvK(#*mlgWQjdmBavSJ+^9CSb0>c1x7OcC1X zJ&b9XS{t|h{f6h-*s$mRLdt#Z%JROcOs$G9*s2q{*j7LJz>JLhLdU!MU0q!~_VX0^ zMy-=Dw}x|V@r719683z^q`ZuI=)1Ml-_OSl+pF?;-~90C2*x`A+P<%-;^ zSJf~zs>N2CnZt2+<7ND-s)Xr6@sltA`SZtpZzigIz3HC&Y7IVYX9YPq5gQv0dXLQu z)>TJbaMF@eQv+m$k0Ok}y7)nG!f9%5cA1NJqUN@`Mngk`gsgrox8Mr5oj%u=1ke5V zFiUj_iBYjt z?%vEUUng2vSeTxkUhP%ZUTdJW{umQOSlt%S?=t=lUnNK9OmcEEgiCg(6%Dw2`Odv_ zCRGNaJ*IS_60Kha)wkw5#ViMMLuTM(9ic^>Vj%```)PfqF?7OH)2oRX9N@<d(2 zdVd1-R~Aw?H|-x=46tvtaJHxZ`gIq(M$A_JYSeiuxM{{V4c12z_KK_rB!ORviBGOv zzMP7SPnIg?Pu5$Sed+gvA8pU$evKrEbc&La@6}4})2===2w3dPj8&_2|2>qe?{C)o z>$6$ckM~36F8O!w+yvrmX4kxpb>f9me}PA|e%^-u;!P zedklN$-+YCkSb3zNx`8>&sAW z!Z@Zw%qX-*3t{cPa_IXl4i%<a|ul397Qtv>UHr^h_I z;-{XTUQeaR!E0UJZ^%x8BQ>^DK_T(?b4BWg1}haD`R@=v?dLnrg#QzV+@$i`HrYwZ z)5V3iIr72OAd-nU{VNdoOZFGjD@H36 z6%|!7m1^ti-hcRzBpJ>$W`$PZFmAiXXFvZ09$~Lh_*lfqhzYU;J0PCTqTlebg@If~ zfG5`b_ih>97~nJa2BSt*tdy2#JV@z(tX$oZY@MTBcgz`nb-I zl=0!ii*RYU5wAyv2y~`1lwW=ADnvIb+kUhE_A9D)G}$yYG+Of8g)lW(>afy z>C4tWi4skgO%QV5XyrzL01P7+u!SEveMqOtW)Vz5^3FkaRu+@6Z~~mrZWvZrSlDwZ zsqd!UKOq!T!E?cYAj<$K=qHMUZ6&XuP;s)orL3J$Q1B>2>E6lVoNz@uGdvyw#UPN# z0pR;4=KqE-{>RUsu2obOTC$K&WvI8$d%v5g^Uv3BBy(II5OH zVAeaVtVa8r3nbV1dieKP85rKJO*L{twy>($QYx|562?7G zk_cfc`Xv*ZDZ14Nd$MHDM{*ulS;Gbo7Fi!)Z(-$_^Asrn6?m$#+;zr~pu&?+jM?o8 zg?obMy&(eBmtia2MmALQ3M2e{pqDB?Ze@eNlgeXHbv@6)s3tDU*}60nkW#>U~&P8DeKe!#x{VXm5q8f2rr9?iawW=tTD>}6c_h0TdQJzw2T{2 z%1`BNtpbxyFWAbHQ&YSE8z9k-Ro`P_+3P<0=**cjfXj28uwx3Y9%{u_!Gjh*fBy6X zpzE3-3rKsRFO$|NKj!b>=b~a_gB5PY+^d#cw7>|2(}a)VdJAI}{C0C~hJ$&Ax0sl^ zGE_MMq`@Iakh5IUGn)fUv0dj=DnR3?+I~R+fjCJ2*8Ki;B1%e1nR>4SvH84z$M}ys28!DbliZym6JkJ zyHbWqO`c&h0RcgxV!9GU=RDUfGeF68!0sxPm#vCp)vbQ}!ol$J_E!CEdmF;G9_&bn z! zB&MQ54Y^o_~0V86g>^h?Nf{;=5C<_y(*l~Q|_s-tb% zrM^tD?EdazYi-yJ!B-#aL99H4;GLma773{PB9P~?3OARP-*X{*ZJ{asOTgb@v*0FQ zW|Ro|q2CyS1EF{Vi*1JprBY~i1+E8c7Xe^BEIgd%p#i~p?}-wJZ2$%k4gDe0=39;O zfg%wQ6!fE@AmR+}`HpfIJNVo8At6Sv5f8VAtxtyzt2kQb)D55&@@~vybINdLStDe5 zRr7p+5+EW>R@Jd9Hts9~j{V}xoh`yOZU|e~K{3#9=vAz8yPfZ{Vf2ublZMa!4kTcp z^xMmWVnA5o4a{1p{el;eL9W|J`3A=dwLML3uZ58&|-{r7XX#Z9OY{zCFI-?5fc-__6B}`nTl!(i0mnK$;Y@w~x-m>bJwY0~@aifhGJm==&Hq+wd%&Fbo#FI<*V^73I$ zS7&|xN(2U)nx^fL ze*_K-;dg%IHz!|w2w;*ou+IVdV~(bPupn%C(w3}3(pP&+#!k2L-<5`*UmvieeY8N zs;Ujihd-iHQbfGGygoiYJ*_##!x$2Jp*V5e; zZs>%3VF4<8)r@(f{<`og4@|uka4!oH;za!Exa%u7~>9|My!1uS54ccisjN zV16A>_%qz7E}o%bJk^p9;|~uDZ1(SEz5RSoclQke*|w#_v;RhCte|+sV(8q#wrM{0 z%uU9LxrA>H=IB0S-~Z;VXnNLcbW>T2FuN+t0iA&R-;>15u2t`Eu{+)`Up*TUSzF`% z-@;eCQo!y0S(6l6tE_FRzbWQl8!jta=2)3|Lis$x-b@EM5`WD6` z)eEc+rw!13bN|h{&0P)FfeKnW7x8p2ZkIgAWdWwsPsL>{nyKXAtdx;g?mZ*kGi(mg z8cj&Kwd@PqGF(n2H8U19NvM*0wq-U+f7AGP(a{2k%J7iKLGnZLrTyCeC&$W5wX#xP z%G$j}zbw&XJCw}QXL`A)@UC#JH<_oV+DvX=%Su3<|L^%x;w%GsPlvs>H`*E4$X&O* z$c5gPVf~`1(duzwUh7x2;`3wOm@TI(C1ahf8XUQdqbB(3-m(2RzzfL*4jcEB-u4pp zYm?J^5{UW5Z69y+axrJO47P^G+75;(wDpbH&SLINV|)*IUcH_fy@7rC@xSK{(8|t? zLe0`RuZldF=XdB@98LH+X@;L)JfrXAQr;M6MV`JL^-<2^sm*McR;?BsJDysMU);67 zEj^A|xCErVOfwaGv!+hN^yxz@`*l3oHYL+dr++q;p_Ey6+{O>v&QgBt0^fCNlExw- z%ZW43L|YqoD9-KE5)f}nq-+Ro^#3;r$;qH5t!ATY!fxm2`xnt4sb0Ra+`g(6{GNnQ zO`dyTx^V_GX-Y>Mv_kT;0@*YHelJ)uhdmFSK}olq^)UOTbltk+25jNiZ>#8&_8%Lz z{An#Ilpx}EvaX*$mZtHL;|#0C<*}0^=SyyzPOV1QSrv1-@4k5!O4nNb4!3PO4rg01z9SrNr6oAYP%8>$tRP4%}>xMkhJtqV2YwadoU20cl_ts40%_ix?44WUx( z`SSpcK?oTpZzH^DILAZyb@uHuM=P+#Euu!ED zCFoqelWZwgW*S~ZiqUkcDZ`3l$JA&>T%RE`Enb(@U#D&@lCGpiIN~(+t|7R6H|SvF z^n3>Fw=ej>p=asLT7<(}c<%t8{#;V$4&_$h>CEhB{vtAJ^P#osV4Au@MK9>|<+k+_ z(P^~XQWiPmewbSnVbyzg7sLJcFORDO`pI)7;-w}OS^1tEN(}pP32UdD3cEgfWSym0 zZ~o+Tfm|2XH5A(O&nBa1n<)c zMBmFU5BvC$0!Pbr;kHti#)2g}RgMv6Te{e46bGQc?&0nlsHNWZ_2K}ljS#^8z$f3l zpOxulbT!DVro%-Kfa#?GARaq75R`u{LBLRt{gu&k_PASC7prCIc%<1bz*yGX zi9xUiOe`KzHqb&&foj{Io1n9^? zE2V&fz&Jo2=DT+TLF~#sep4|4DH)ibuT08R2>%KK=KHl#@o{l+YV9J(Ibcy$Rr?et z=vHme)ihqYP6Vh$$Ln|}j(r(wBl-aB>p<3PgTfPyfHOP5v7~~6o?#{qj!(deJAi5c z)_f^0ehvpXi7~Jc_w7OB!zua`ot{)V@n_HSECwIKqk-OX$+0XRa#~b+cI6kSL`5|< zNdY18XyJrZ#ULX;T%@M#5yc8}@rYY?pC!85?X4{J_Oql5-Zh}P)lIy4rKu_X{5b(r zI3Z5{AX21w2@iuHLT!(&D?ki!EJjN|1B3yR8l;uY%*q;~l&SV9CPotEpjd8eU=Kn7 zEnV6h>+6A1V>a$TVVOBvcNU1#*@Srz7aMhR2UT1KPr3(trJe(&Q~ZzN;0-^9tQdTS3=&!~TUcbGob> zAgV_wonZMKq@_m`j{Nu4&dCZ9UScw-0jX!iaTr~yps8tBo0Gtye;(FdfJ)Q;0#r&K zSQXQz_XajjeJd}I1DyH^gc7KSe4t`8LI^xa&^~^CUHQhcpf4gNS>R6y0YX>+fPKJ} zh@v@A;l>U1zZ+0xhC<^jRaHqq)b0uAk+HpG0+?!)Pvad_hlDYCrSsY-QmC}FBxGNw z<-IuOjGOiQXH7)q(LI@xwn~XmIz*d*g4IQ8YJw*)rN2ST?pUxFINIz6Sf3Pe^Uj?B z`1M1G)mOQ#g5(2#+s&;XA7H26@F3cw``Vuoo5t%PlInxv3VL)jC`3@A>*#ouRkp$h zLfNcG2AXjRviJ9Q|C+nArmOaz9h|Jbao$!f*)w|na?^5jd@n0sSa$$BTudI-thl6N zVsZzl64YctG>3}won-ddR&jB03aCnw>Oeim5<&L%_61J1^iQOvNuj#JbBzq9CLlQY zs7}|55s8@J&)Agdwp}Zkqs#2`Sn3<{x-b;h3|QrAH#*bl>!)k|5|ND6S&RBQDOmnmD_!A788%^S0EJbDPcbbpv=Cn_| zeo7av?XgvMERMvs!XufULZ-EyRp)BGPOg03n=F#U1G6943ak$FxkN4*haA3!eI4gP zhHo)Sq~BoDymvft93$F(hnUDI@i>h7isW8JhME>`? zlnj#N9brrLq2w0~LUev)zJH&iBPZ{l-q*$v04HaA^}X!sN{^18!Ib;5!lY?wH)5lY zEKk#2oXZEQx{4jMOW3=2$7_iTZ}Kuqh-$>0J3_xivU7dR=a@9bx`QocOZ`~$?B3FK zeDcU(i?$1=N!D0NDv)yZ_;__WABuY&zphXRS3dZI7C-&u!kTm9&+{6rNW@gSZ~TYI zdF?3yNrcsb-G5isHZC^*cKnx--HnSUe#oYRuGDeM^1=UH86~Ys0P{H%&54LU^#J*`J4(lKAD8WK z_*1&OX`GDqymbX0g;O)t*2AcIq`F;W%qft z!u1N@ROZuI!SIGpw~-7ep7YF=-TtZ@f}_QsQ%@Pk_saZ1oe5D()lqJ=Nm;MMqWxx* zR*xGpQn>`xOn^8*dR#Vc@KCRmUup>MKCAtR;PjW;SFY5A%bJaDs~3xgGp%lR!)_d+ zuE&eIg+u5}!(sLYuuaxZ}gt zy7R9H2-hrGuHqompGqFl)z{`GFjVEhm)U%Lv@;QYF=~PDe*COX;|vfo6~1jR#dKwU|C(Q zTis}{=jURq}|m&Ak{6n?A15ZRf+Q9k#8k~m2s zlnDS6;2Tb>5uUsE?p4fja&rC#;SMATM2`k*1YT4#-dp*=51!>xw@hGRA<=4w?PKpIXb}(P!@N0ti@HDZ|b}2@jFEaln{m1GWj< zZfWjZy+1^yPT00s>&kzi{(2<%!R8fUrCJ^(#+KvWzAX{Dvxq0=XL8U%Y;zHS9H`Gz zphABGw1A{r4cCQa10y5(|LSbf057tuj`;*#H^=juS*PHo4<%8sedK~y1>_l|WPsEa zhRm~*K~e`rj?BNV2IT+e($X{km=k`0jtFqY^4$6Jc~FEwr-1lE`oi#bOFVJE2JXoY zYIVYYsINfu5D#WWA8OuUl#rB{zX)O-_@e*?%n#-><3Ld)BI5F|^mLX74-BDD0_yTb zIy$l^fU(ok(x3(>Cnr|}Wt91W+@zgj#+x@0=`%5Lyd=xLcsRIjV%5_nB*N!1oC_v? z^?Ma<&@TK4 zo@&evN@e+jL9IpyqZ@#TpkR!psJQ@`B!<&?9efe1@M3pdR)I3)gdikl@T1|}C)UA;s2%XFH1<=nwtgZg| z2s965Zk2o^QXJ52L1+Xu9vo}mVR6B*@=8hR{1a8x7$@o*pg@C=3$<%XtUlPPKjEZ+Vip<=9KWEPZ3cYzS83^x+rh|)h67ZCf92$`_a?ufdJGPt8OO4UIj9U~ zmO5g7fxV#TBZFAaFU9oox#NIVBL(1|6>24Kz5(&7O!1|dJe*rI(UusnkZO%f>xtu) z;*D=Cx;z;H2B37fsG_QBT7*zB+cHa&ozl6L*nJ>S?iV$>S@5v z3Rey9CJbjXJ!o%_NoviinhHr0v1Z>L6Aj=zjp1#S$>YE0be2^H%4ziU#?w+DmB;h_ zs~1=+{^axp(BK2Uc%?}$Hd%GflRouT0H6`KMA(j%)~zmy2IMciXD+x{f<}=SkDL_| zk-sBxh&g@Ym#>JLnswLo28v~ed(Kx|_$h1qvTC|pGt{F`l@^((VNx2Jp&w6ZF=p>+fVhwzRm*TR41co`>=fN{D@~6 z7jL!%IffjEp-lnFpKHbuU6GxcD&I1bgukOuyX!A9pNCNV2hesI=|YRphgBz}+#`t? z72`r=nB}LdQq^eYJD5K)<~EU@4Pv6I>JXnR!y+}3bypQ%;n1T<$c0JLl|&3~1zp8U zk`U8~vo>dFJB1)NKJqzs%;lS5MG>r=3b8>uT`$xo;)*N{FVV^|BY^3g|I%=_$~TNW zx6OB@M=9#uyZh#V_5wnY^Xza+58f74xl0l*k7Wk;lhbE?uCAEBNkFh_`9M7W)DfNN z(5~%BGvdKrz6Zh(j&!UU>KuVwU;#4C_Xny3&F>vr7&W~NdslWtvQ5o3LiVetx#SG;a~ z4G6*N_ApfTKSrKsVS$aVZVmYRzfY!~Xt1i3Dba?WOkeuj?hp8A95sExk`1Pd1Nr#T ztRo^$M{^9J%*_h!?G=xCrDsQuE{c02NH`TOKsQiG%w_FY{ls}w&KdJKQzs-L0VZ?t z_UWgM9+@4qoopni{jFL(`^fCp(%e(;n^;E%@%TA8qA2wVd$-krMbEU+R(j*_|ZQZEK8hbG@r#)4< zt%f10EY~pq(fzLGM(jYq`4_OIY{qO#1Txz1&kR3SbuYT<&9amSx^YOiM@iSHu1vAN z3qR5BPN+J~&ca#8;{!wIeHxN7r>Piz^1wi|!V^xqap$KOVt zC%a^XP6@+iG~!iJ{?LhhifU!5chJq*xKoJB=<|foEKya#Pz^uv&cy;d{?LrwNI6vk*ZCfvXRbQv+Usen3#2Dy)_*!n$iCJDm z;WZfu&3-*m5%CQ^c_3VkUxk@l>Q!|wyc@m~`D1OSDM&4pSzPnKfv8+(4ZLgF=rA~} zNk^tQn9ED^R#LdRr?Q%gI}2_i6={K1XI}_&uy|Gd_IZQ}POw>s{}%w5Q+hIEt@CQz-X18|->2F}bHFfzFX_q|H- zeuvAEjGcNPg*BSc$5mO)K6XdRvawoT@~=Yw^C(}i=esI_*Of0h-Km9JZPLM6B7Kdc zCXZFS$Ad39WK@Pq%#^X=AJ;F|qQ3g=HKwWQ z#tmC}zr{hv9vWJO>M1zVXlMMrku=~1h73zlf|IK~Vbgz~pl3zncK&w~yQvJPe?tKZ z0q-Zy6x?ZJ@~l;lKEdLF@o|0T&HP8}jc&b;rTMUnHRk<=a~s2DYkQbc=ZVFlTTh>N zeAq{#tc|BFAILY(hc>&bVwizMkvHAa6qlxk_X}t?`D)J|Nd^+!;t+VNlP^cK^4?Vp z`NS~`n}4WKmzU?UI{{fASKb~LrMo)LIpoVGE{2?co+<+)GY5>e$Cd5ncdKu9t4_Rg z^}i`F4@N2lR3RMR##6P75`_C&QIoE7Kwp_=ZZqu{T^5bI1>vE7&v5>grG@AGtKBW- zlIe>C5$|n9C3 z>W4y#3{E-FB1Gl3Umm#d7U}|4r3*}1rHglQ5OWtlwtVUc7m+=|cl!|>GLw#Fh|>!& zTkX_ZV*k>@P~p9uQ73v1W)&sIrw%@;Qx;q*#bjD;q_b_lA1R!tFYLCXs#hD6&3!4D z=OR8Vf?p76AE84X+MpG15SJv>jyX)bZXtGd*0SY?JR^({=dHs(eyoOjR)1it1h*C; z+VkK6nZI{X5Xl(o!~^*|#0ieb`2fbE!A*@70~8qEB_I6|kIwbEx{@(hU15Li73Jqq z6%@w*2eGIr3T@W@wP86TKo@kOlq>B5xF9JG4t8Y4 zE74$qf4_GI)HPdBdknmE4xFGy^#Ky9^ zV%~zcgZ*l7$>_?I*9gXO1I&RPK#l?WO2JlBEqAubk{>=q7hw^V?6C3Rl zU(5^sA@^J?s1*WH7&a01iaXeOQnRvVp%&od>no?JiHY~fj;OUNJ{6AVOEy4d2g^H% zvjjv$zqWY5cH&Rx8USX4&&UfgB7z^T*NoAJCln8_=Cg9`Q>q$|9aH7a(b9LF^TYB4 zHk44*`7B?e!3t#xDHiw_@a)h=F`!v8DVKme{?VI&0wSozV97HDKL?Z%pzGrzFtMjk z@t`k*0jfS=EgmYeY<`D}f9LMq+8J9paDak;1$=gRXQ~u-_<$$c+q2N~rK58L;fAAZK%_90^dK-se%}&TBtEKAcx0C-q5HZzg{RKl=CM(7Ul*+-dr@)UsrzPqTl@QQunq zLo->{cI=~z5&|7>QXuK_^h^y%ahI?F;dh-&FkG1`Ar^YxqYJZTTf7KBx$;;difYM$ zZ@(~LHa?c`!iAnUZi4kOGql^x*Ybfm2q#ArUBPU$n?J^McYo8DuzYYdkb7~{pLZni zkVriUojf z&7iqEnSrQ`hYnn{0{f|4tl9l_!Y65(qcCTOZNI+wwV)GIOzkObzNsTlS_1XZtM44T(+&~_B@Hn zUyjvJj{24?j@*t)HAgrZbEDonmyPkSZsSqf*rh9zEd=(C~pd!%^0Z}IJ^$7YxRo9d#MuE=Jug`SI_Xg zdS3IJ(!wLAw&;RKyI53Vvi-r1*lAe&6W246UVDO8Ar%~4GXRkjW3e)$%#_{W}C1b3z);qbR8#ilr zC?{oiY3*>cS$mdAvN99ZTvUL1SC#Pfn5zDbL!-E8DB*U_@siVF5MV6-y^{Rk}#jhKzbL#AR4`QDQA1&ZRZPP@5 zqqB2$DpYNtvC*6p`$zj{|H5+u^6^^AP7+M?-(<@vlPmOo=!Hrx(YUvVvqWEkB;&U%0MUdty+A)nv8Y_<}m2 zg{B!w3TARH|&6;765$<@EC|$AaJ8J2HWrh%kT)NZAfIbu? zEDRXM1wl<07rQ`#Gg@lO-?Oy{CjOcn-JzlaxVbc3dcS2sp!7x6)HtG&pvR5-KuNOzF1Gqt$>>{l{E|+y*!{iC}1PUae ztfQ4g1I|MQD`5Xep8Rm~$|s3}o4it{4l9O{6%?dj;Am|qKSY+aL-_PP zM(CY|sbMvO&bJ_n$n~?}sj5P{8saJ_b25Lipyl$E_?Yqm2r)h;NX;R2=^B~yx+E0x ziHHj)dB8AMj3$$ltIYJJApM9O-S~urBGLyYGgiWT=U6K)BQ7{1hO2jw$Gw_dP`Dw% zmBB$hK4h+Y>~7goDNT!srVzb`%#r4#eJ!y1_2wL_>yTL2#&t3egak%FCm?|0rg*$= zVJ%d)NDfYpskGcLG&Osu6Ed7u4N{4lnsmBuIWMxP6cE(b7Tk5t+bO4*yamItspNO2 z(DG1B_bYZtFZ$F9)eOzOPoI#do#cT~6?ZmjSS;p`h)mk&!@#Te9iyznIn9q;OLnw& z=NX|QoUH{lF*mI5t}_620vmal03Jz*e}<<1&YS)Zg1(fz44%$CGyRUQ&?sf}Eo6SW5socjYL2Ja_Dv?SpW3_j;FTdun>=x1b zT1fl>v&xlcEDts4W!HGJmEZV6Ct!$$W)9HpL=RbD{$#wGGoRnf%Q@1)vuf{@v;oTh zo1f@TZrr;ZWulRlr0^9luL4Pz1QhszKD<9uao9w}AQSIyOMu*0*RIrq+-)!}h1U`L z2J|urR3b*RaNb__G>tV4z%viZieG9NBw@DY`{&HR8FAI=O^I*Y9R z=S|pS3-5V=B}WXILqZ5)OdK^qE9fBn^N;im5?-$?4*N*p7aBNcH$(?DYOkHJAeAC# zaJ?RrwgMg}9sW6zY`d()0}#pv4n z_S&Y;Lsj&y1VXzw`#b%mtFUk+{C{NcGSr)LP~YIC33_IkQVQkqrZFzlo6U=$l?J<) z64(^6IN0A)d;5aTmrCocHp&-ute`H7D5;;|L>Mbblit@R)AmRX?)5G*I`*SYv@`zw z1#rNF>F{R(`M23*?}gd*DzZCf6j4EeG7j-^#+h1iTMT};lsv$q#1ualc~%zmoNj~% z_EOi=n)eQ%+jJNDG?2~|1_lNaTCO1IFT?IZ`v%f#4v0RU&q1&H?U{4<__)yI76Zvd zy~v`*f~y;PLcwAj49E0!8o0`#5jPyVuwTEvj9@pQIy+-K^iaV1Uk+S*d8yZNY-XU9 z?ZS>ueoyOjff135$m>=7RL)Ip^k&0G)b8WRg*-7t_=0O;H1GqSD~!X-Yusw7vsz+ zDHfrVLp$iUhqNr%AVw}&k91st>+5e*)Ay2+=b&`DFfxzG)E z62$M~vN5}sjXL@OZMzBZqEG4m7sqR7CKy8DAo|p|h;#Jhh<}Hqi|LlP-5l}S>_0drH8U?-lLFnOGrz3{$Pm@RT(8CQ> zvZkgcnq2uDxR$_tofz>QzJvg}FrWm=PF?V2@>vpe^H78F9=e3r$C%$jlNb~OZ$ZOX zKmftTix;6!-w0@6oFsTz@yQhPInsj)zTdr@QI*fpn%k|}VnogLa@g&7DSKiuoq>II zpbzZcZHM5kx!7g3(Ax zp1jWAoOTFysLM2)zXxn`7%t3j^+ZlqR#t;m@udqFM4<5$XgDkb&!Gg;)ed6@bN}Sz zB=qiWJ2vvi%fNS55RjAaw9N`f{xi7A!!vN;VDPMp!Z>VnW;Uf2KL(`652JX%`Y5q1 zlfY4OR4j6=>7nIub=(`;1Bbf!An=98voCA1Qb8v)w8~7`{!UFzP5l1dYkXV>sq#YC zrnsXc7nqa~A6H`H4d@wo1}stX<;!XKMuu@<&dcbk1Ssy>)ZkGeEs)UO56X=(wD!QM z$%P&&L=S==u0^RfPhLy2DTV2HC8yvf6EHf%Aec@)9EL`UH7l;^it1*}OJGQw`+X@Z zA6Qsu3Uj0)94SZr2(*6?Vu@IFINTBuLEHqp&ZmCuN4(-njaLi+t0t+bQMIt zV*tMI;x@<>{&nw$F-9OI*e~^w!U;J6KM&$Dh2k%i6Jfi9{sZB{=mTQVI4I^^msd6!&nd2qZNE;iX(&MuQt7e@cK%PfMOlJ%eCiyj)r;3)R; zQPR*zwtp2w+FzjcW_hTPxOi9^qKGNFvcgIJYxjZyyn*F~u0Mq0L;Z9;WJg(1F&ES_ zFo{8TFSMMJ!MAXf^yweb5xUtF_3(_immcCIunIrhK95dp5v7sAvp)uXR*iMGEnuc2B9cLBuZl}a$D;chD zExxp9OG;M&*O)tE03(OQW|10WmG((vgu^#6;b+Z!C%fg9?WnC98y$NN&~9y7(}>MIn;5I^Ur1DaNg+1OOreL6;yBc;<)?K@8YCc{`PwRF zysZ}p6lQ5YG;f0L+ojpuw4!XqrQ)8-s!SW{O1i-4ma^V)`vG+q>zSm4Ln%Udyu3}B zN6*Qk@DCy_&sCm~`6c``S6-viz&Y8c(y$|~Z`dFEK^Y|hI0&jJ)TFL0&yH*~50It& z+r{5Gu6mu-QT9uST?_T5!q3EC=`0q*F^k1xzQb1hx*fQ?3l5;&2av2Y*Do`RAX5H6 z<_MElajfKaMKhcZ4(A`cb#?GwZ?Wi2xZq8v`<(+Xwo2(p4siM1y9-b7;9lJ`k6!i#xFrz6z{Bh_VG zed^t^1#~f_w1(7S&cuh1?~l~iXDNRpYu|&V+3r?h&VCzahM#bMw7r);V|tPB9?j;q z{7P*3`_1oWi{qQrAV|X2Smcf+jb!zWwel*%HWawCO#GZ`93bVpK5-_cSY~WtJ;y+n zA-vB>!Hn1Sag{5I#rna(z1}ULUqL<#OLKTBvQh zxO5b-2pscx7LUBdDiI32v9SZx*d#qlyVkCiCg3b-$7&t*_GBR=T=~#c`6#z=6Deui zUrn$OJ**g^dukXQUcP>H{hr0^;kav2nKI1xwMg29h!Z@CK7a1WPf_AA-ZXjsym~q% z#d^bp?rM)$ieJIxTC>{2ADU;+9H$i1S9HqC%8TPb38pZFJ}rmp>T16mDI6kuq#L{j zBWKb4VD2{!e~EP$(@K27CuJinQ*n!H!6*1qi!zT%!f0+;+HCm7qupgr_>LO_qIIq< z&iPPPW|Vv8K~*g}@pD&2mfc0&#$|JKvK)^-tCdWE>UJsYaaws1**HZ=mA5JJDa(lS ztIl}KNF-Lh1B!bn!=OWc?U&JVJHKj_Twr%5hR=Atn=?o8zO@GW9TYH#4*+{nY2hSY z`08?grF`Q@;IwnZ_mRoOmPPS17v4Rq#XaJfm&H^hM|>|C5>a~ZEB^sEzw?Q$I8Jbq zm&{%z3@>{`l-{(A$(Y zbIMC=9{G!J|AcCacSq}Bo*4b4+!b___ZYl#&2~ODhc|#=lbLToyaW5PT7jr&Hj>k^ zfegaa*$&8ebJ=EM#XZkAQENxZWWvI*pUd|Aj@}EKf?ei57nOAzy4g$9*Eym#=`zfQ zu=PL2s@jI2R+r_!4;t+*qRj7Jru1JbN#rioEMOT4eQyIK%T4aq^ z`I}2-y%kAZjCr%$2Bkfpw%SY`KK=YSC_dL4gMY8Q-N9JvHrsLDhmkIQKSG&L=PLdS zl5K%fvEiA#Gh?hfjIde3=b73hV-Ho?~Q30mK*mtyqXfLT{OFPRC>*#ZOGS-D1F&NSVeA$x*E1U(OomPB(ORl z)x)?etfBjLHZ?DSrLa~aj*_%hN9zPap^f3u||MYd<;atAq-&a~vXc1Ydge2Kp zlafuT$jshkizFFYMOh()N>-9hQOVwW@5tUFp7;Iz{r-85=Qy74addpk_}uq>-Pd(q z=XqY|`Fa}*9N@oMUm#exc<{map!pvq_hs*=0-RPK-!UH|(wbGC_8dx(_ z2@ihUbAH|01y@uU!!sY&~zf)t2` zKYe0mxpXGjw(VYUiWaIa9P3;r@kn3KrzolJsd#qmEY zMkjgZE6pFV9Orx_A5cn0IUnY0kK|IhgFx|? zf5ibqdWng?Wvm-rS_va^3Zfefj6s9ic`rY{p!;AZU%K5NPkHjVSby#t$qAW{@eC4 zMKpvo7-2r|>hKfmLS0h5Dob)od(xl5HHS6iQ_=2z)al+`mfRo-EL$)A^FUjuD8K~s zEe`v$;mexw(HwCvS&f$!G-r6$jBUAG$T`+59tu=7`Hka<_Ef6gc;Cs_->Zvqe{SyP zpFRtSQb$&HjTyQ`UsJ=?YQ@D3%&W!{I||ljy2bs~Gs40QXGWjBj0jba{;WWeU@If^ zr^)YKxPa&CR`G@A#Tn}YjdpJh4?5mm+x5qz@G)HY7^yrlzr87*u>X5GOjpg;wtbQb zYz<5Qlowu-_2?I~d)j#D_ek?Q`?MAg1^xSbl>i*XG;vajps(E?sxeewGZY72Vt694Wy1uOOYIt)ZF5bu6P`>}wj}YHV;R_Z< zoHI*#5p5#(s>;1LDn1D1b*|xcZ=$41=mhdQ;yI5UXp+yn8*YpGRQ2w2-sgv!?$Q|@ zLGL_i7d!F}miX~3UrnA}4BovKSEg;Vae2*L>-_pN&ePdvQ19#`N!aB*VbYoD8GZqG z^mDuKUPxy8kfb6LZmEJ(dK=g%sdCL>E!z{O$FdE-@82r-YnE?5n*AvU*(g7{({>r7 zAs8VCc%-ywi+-497{V4)@QI(;JS5~29Dl!{)@Wr7_)nE9QK3-TL6i{KB z<*0o@MPh>bdvkY(E4L~A&ILDpTPZRThR}lkMv96Z5rJuOf@|aBZ7h)n=gZsR;O()V zz|CEU^QGGHTD4gyQ@E!*AhGMU#iy!|X0==ia=L6`Ujp^C|J*+488E!b7si?%m^kO4 zb?}Sf?o4$-Dq}0&Tyy#b`y;_e4_w=#KEG%|ceMnm>pw55FO#a*^9iihaSWnkS?Kzw z1A#(um2{`GzKmpU1q)ZED3(MQF|t?6^$6qUZc zba}PV-+JdH_5A^gp#J`^XKvST-K|vroaCM&L_Nh7UpYD)|0?sd&wkcl!_vVO7v7Y7 znL)0`N9FXf0Us4z+x#_?o2)}LiF0dy`-(LpDxRDg->~f1M)B&7(%!vi%w+F|Ts8CY z^cucC4ebFNXdbIhq3bV16YcR#a;jNCdc z#qe1yBiemy`BaX1g!Jd^$D|Db;SXnQT^+wMCmsH}5$#po5mTp@!V{6p@$5o^2UXSq zNzXzCcv)t_3Tku7947RkcPK5TZ2e6Np7ErRCZaV`QFG`%%IBqMO-0mszLSW2JTt3HH+n@B!_?I2q?|g~Wzu24TSGkCpt*|pHpwP-rG;KWmTFNRFmk(teyv3gy zjjx*(Pnawi(6{YRFj+jhmuI0Ur|Zu9@Xwpf=l&&}RkOdw%mdp-uFHKasCZ=izx^6L z=RLx;-Dl1d1(`9h263z0ymeYFudLe~v{n09yX*OBw<>M?iZ`gs0|a$8&B@H01RAFL zr|;%;si_7urS9QhKfpx&waoJ_&&L})52K`;(y#L6EMFU#`$j``|J4~(_z6W3YbR5r zr@Awyj^+$+dyxrw;M~lCzp;kg4A+ubc_NLcc4Z1CWzN(fDtKm3qa!e397R=Ga?bLH zx}g2=)G^Vy--%~^DJf@*d@*f#(Z%vQSUFfzwI=A#r)xFsHNi}hapl#PJ|EZ&6l6I{ z0-PUrgat7Ra;CLTp{%L?&l?w$lLOl}e=mt(CJtVz`Tit)58s;g23s-laX83u%oF#s zN%5RiK9i?^OXe)aUJf&QwzQvhBg09bdb$@Dc7MK?_vlfi$!N~+AMM{(<}SKYa?Lco zz(Ll`!&A~bxbxjr@II}b3LO32=5N7&vK{#>;gPHmD-S9U!H-00G8uhnDAL$Q5?1vi zOv|kT2m0eED?eAXNTeEiyIzHbEr6QWh|W!do;num9$0R>(a1TsV&!u9SXQN@>%^^I z_18Z)FSksd`N)#`E)q3!jt-q7T=(X989v$T+LqDuq>Z-RnAX)(K4#DK>64Me@ivDW zqyN-J7Bh$1P8)xH#pVh#>rjK71@^X$fAVK0t12tOnIftw&@zc=w~t7lZ09E0 z|Ij7-PALIkJwbxFM4%E#P-0HBuNpP55PVUhY9-ftXcbj14;e3R+@qlXFdE?GLgKS` zek@{K^yu1%vy_}h-QQ~Er~8b`lh2+@;>#AcwO}m!{>>qnA?8uzIG$~{--q{^1-Wl; za$o}823#lBwb~I z+XCH3Z)u{1pe*jAD+ua%IUR=Dlu{@`$8{_8xttc{t%7XR#B#|fh zlYi1yVas4g#76y}2cOj8eZH2)&DI$3%CM*9jnbhd@F%(=s?hpSQB#wMR4v*Ib$KGt zbcp6*dbG)cJzG&($pWwoz!1nu;YY`7PAlwj1aWqr-J$v>r z%J-0>jP<+9+KI)3ZXJ>3h0#0B>duxAEcY+7iLiR1lJ4hC&5E!8{)7uH?d0k$VH}yu z5Ki8n+`yz_b~tljoB!{Y@R{l9nxK_son_B|j(_KGUD;9L?1UxC6n(25_#t%Ixdb7h z772Q+2eM5>J{!q;t2_#6t8okIHb7dd#vJKzYmjy2X?v7a&*pEeNFqiNLJ3+!k?H+JTjc0 z{r9te{Oof&%WcT($5z6PUdCxH-Xrc|hjOH!-@5%HzQ;?otNY}Woxul>T&r58dcm@N z58prQJNIC=##)WN9wON|4)_(&LP?-|5iP7J4Z@uRG6sr=r9(ma(6{jigEKQhK*3n# z6tq4mjEtni++qzG50|b-4i{0WeDT(%3-Jd%vsaL+!+=W;-10lyG2)sd;f+lh=53*_ zH{iPO-r=P@7ssiv=<3&nBn!vVtvf#Yp1gH9Q}hcNZ|6ReqQH0B?t3}RH}Y4gOnGIj z^7W5ig>&uKwAV$;xrj0GFgit0N(6u`#_bCGRW!!}od=xHA*4o8^n)}jTO!D=1R@IA zT%ed9&QOy`N=jB6WUW+b2h;W@mrf}izSY5&_N6IPNoeX|*(~qxRTF*Ih#%C>hL$7a zeZ|9_spRL|ZnI6ekTKm8@MDkWN>;kGN$Z`!+#mpYFV4x91Bu=&-YphG}m9a0b@ zGT#o}*1Mxc9Y&u^GXm>rae@5@(z7uDT!o0DzMg!$p%|Cxxxl$+ zyj5@78rXOq!FY=?zWbD?$kusedaPk2#7OD2oUt|=({iE5+(XL~=}Np59o^NPuj;xP zc1{Z2_K;?e_mty%M)s4_6#3`)+WPlRx62H&I$%A~FoiWNmCzu%&iK_L2OUF-GCF*8 z=c8(RZHX?dZL+LQGl6Yej9?0(Nt;&OnGX#dp^{YcFIon4ZS95mUY-Kao=mem=J({EmR@FokX44iNlJhgFUOj`^fpS(#>YF=v)J38OUYkh z$vn<#G2Y-adj8vFb^7-St0s}-I~Z^z`t$`A^`j20vE~{qGhH@ScOu+;-XF6?SwguoHI$!9&K@BUQu#t=S9V~6-6b~MG|TpX9Wm8XB-nm(y%x>R_fG0) zDX{I_U1dVlS*?kZ6D#6eU1!Z7+hy*RGNwJQ1CsmhEQ)XA59QKe%+bb-EjJ) z%Q=(EXqqIOnX5I9u2whFrbC~Un5mq>B7EWM+;+$!QApLie4ufndv_SaVBE{Tx!-=4 z##-U>5yDUIcv|SJ`Rwk9tUs81@r-2`i$M50W_MXBaojmVM`!+k!8A8HCnN0}gd13e z)HHL*JObd_7a8fNA9$zN?{{X9V(2cklgKfPmUg{KcJ<-`F_#Wf*`iqyG4}WG$_~+; z^C8y((!>ep8y`$GNPgRi$V!oZV>K5n&<?PdEz4%~~dGBr$_4E~zyh2#5s@`-XO4$SzJ z&F6^@W5FUC8rRtC$3ORM$&ZREUGQqT=$042lj0dna)SMv+v*>?;g;O@AFX*@TqFu; zQVqg{cX?M-Bbv)gQaOlHF?foISUntmKE!$W&aDZB1k`DJA4Fzm_ZnAGNQR^|@&(8x zqPYL101dK0ky5*#(;x7;xK-X4q#UfKS(am(bvw5pn64lyd_r0Ciy7 zp_lZeaQ9@)*`B2o)RcP7cTa!v+1(L22~=U_o;@SqMjzPPd0&Ys`jq|O+r#POKc}xl zN|V1*`g?vDbN09(8rDGu^qn0&rAGJbTV%)Ga~u3?#tpvJZWp-!@_<2eLpEm=mx|I@SG)82cjNU0q?n{3Dz)7`5TsQrCdo1ZK@2JU7bVwh%l&UjW*i?ON77C(VM_xlh z%lc8Q0Mkj+E{VGeTTk83Za$WxEqJ#~Ih?|!Hg~IJ!0eg@>2K7{9h#i+-kc4-V4WR} zfLvHrf2DWq8-8EY{?UtxgmMDsg)^J6N1F<)gX8saE5hn`hK3Uo$6fO$NknPV;`@dv z^UO#1=w8z3-jE%Y3=13$i76AJdg3S#L#Pl%wDe3*eT;8V2 z1P;KV`|~H7%}xq@zhd=h&d9K^r#43Sn40WuUupJI4gT)e@5&h&s?K%r-=4I%B)cny zzR~Ze(na*ml#&J@4)WQ@;}kZByj08hkHYirl;hZbMOeM(=J}_L7#%j4wh>uDuD*^{ zybK>{_Qt&_Fb`a>rq1kQ=KK0fuIEKwmZi!d>Hgm!0)%NL4Zb=cc9Z^F`nq3cf!HeT zgMGQouZ|V44q3Udy|>Rep5lMCVDI$+is1o|vqzgnC?sQfax8-4yC>dsPh3fFJ8;10 zBKUb*oZ(Gp-<8`qJz)}LxIYld_u6*s+pp)``g`LP z#7fJe6OMKs_XrFqH4dTjtC~Xlj<%)SDcdh&DvC;%k!k66SK{5JLFJ-RZ=3tpLN&wJ zAoCkGBo;A6Bq@*6JsvuAapUXM1J-g<*rqll2RUbKf?|ttgU(S?B34Q3* za&$?=!fI^c*Xy7>>#j?>XZ5YnggzR@?acSYJE3jdhwOZV$nnrtvN%*8#hL3K)!8QX zpSe74@;qbf*kRRn$APeW8!mtClRnlBlqHT=cRa7_Bu)G%du}wR?@RsP4)+GvDw*v| zd+oZ+XIs^+)<&qP`iq#*9Nb}q$#Bi5gYC}{k)b$z{aMz>&e7qu2vNck{b;dAGUUtH ztw9?mhLpP2-RA}Qjy#Kv=n?F_-cpr*u{=;aG{qhhJ6WN0lT-PE&dX@*-Pu-Zoz4!? z%HfJAXkA?&pF8?5!s>^So3jc1A+9_I^(%*ek0c(zkQiKxe|@S`S?vHSrIY5HGV`@*zg;o^`%tKlmfxv`V`oPQ%1cp=s%kNDm3VEpcfNn)<> zT1szgvzLDxo%Pz(ZQY|bwpi{$C*!BGA?sCRy?IfJTiklKjL~#nO$ElGoUz0Ul)C=m z^(h(lQ00#jikCKe8N{+&S++D54vl^~D8QPn-; zIR6qmt>YePLeGVS-2Iogg;e#En+KV5s{LA~XIqo8dIsK{TA%OR zb|RwhlOXk0Le&HbQur5HOYRb8)u-u{jyoM*2$F}#Q{VaFq}6`pW(IqTKYGXJzJE5? z_+l@hkhc1C*=arFZ^Z2f4cTVS{l@cm?Y>Ws&ER!Ypl0sHVaERfZ-6(r^$d4qQ~9yF z-8FbOtL5l(rZ4l|b)p@i_oQT0nXyy&#yI+Oot}PlVOerzFTY;w>G!s#7QZ{ff4xc2 z>BITV7Gq;%E;p}pM}!ncmzGs$i{{RxMe&`GACIHGkZgqu@Iqa8AUQx-wM*mVlieBY zVqWE33}um)ZlfkQZZNK$3drjsH$HHz^mJJPk7>0Rr`sZn1RTd2UC&d$i3xe+;Ig}i zvbJ4*d!!0+63tw%ba{*P*m#Z&wZ2y(T%Rd7)7F5-QSM_SY<&~II^Z4Wv3 zL2B*cQiBHniMCKB8Uc7L?+({us-nmEzh4)`iYTq#B|<$-q){Dp*94z*o)z-EY|Y_S zHhq$#J@!BmT@#1I69>!b@2EUJK+D-xkL2*G%k_zkoiglx&(7p=nKI~wxqXxCq9(~m z(-(9*wzlVHm`3G~sTYo`FQ~h%bvQEP4B{Wlt*%$J6yl|q#3CG^QoVO^OpBFwv4HY- zWHv)k!?jwut&?LFTNx?llppM*EGAohqMZ3yc-n_uY>CIU#8mm<_l#_#{~?|Gvc&O@ z-S1{82O}=7%v}gMvzmMI(J7Z_9a^dZu@}87>K;|66N&OP_y->{xF0kq{T63jzM9BA zk)OHIzI<>wSN1-&I$OH+pkcjU@L3b$y_`PzJP<9Xzs{uSs9Ok&E^x4Y{A`>(Ar79A z_@jnB4n1DB-CeQ|H!s`s8GAQbeV(|d>_}pM@Dlg25otKhgBx#Dq^X~@9sj=?(0!)& z9Ztv;?ZE;o-CZ(0cEOterT|Ti-eX7o3q03LYDW}pR5tWO1958Wn86Dk_ejJb9&*@$2Y=EX1irJ8$CX zZ<34Bh4Ph3q0{aa%jh5aXAC|G&uxz>o}TyMhriwIYx=}ZYADOultwG}*Ha<$Oj^W>fC$5+?}%Z2Ly@%*mnRc- zLc|5{0IwRC`HtD-+Z`WH)7Z=Wu+FWL;QaclrstUT)%6|h5AllQYlY60YO;F)kv3&N zG`CTtH{j;XaBed}Tuwc4Rw?$Flg{izSDp>_P7S;BO%8_}SS6k$HC(KAd_$SVI9U~b zBNEZqi~o27c0YwFT>vj3+VFtPCGhJ|>R^T%)6(>A_b*p>t=Yb-lo|`&GhJx9ho*3L z$G^W{hROr-CM(h}!8KtrNK#4ILw9x8L1v=->{9djF|o-KXweW#7e9lT>X6gD4#FEz z8w!F)v0R;>cGmMJR=kqfO(SCMXS@9w{Izm}uu%g|X>|C&g-|nt6L>-j(PW*OImcCC zy^r#n90pmIi~yZB+MT~;5W|Kem1?Xi$XB$05IqlT6!anl;pB4cqU|3-!C+D`g z7j_cIY%L}jFUUQO@ewFn6tAMBt;U5@K!7@0UK+HFm2gN>fyn*8e8PEf%s!#;Zf33N zh?xM-2Q8JK8r}Y|JiPI0dcd51E;D~?%(jSj|dFnN}qcyN^rdiK_EgU3}_3a-Yiw{ zLx9BK#c!JiVt~M#1Gj!u)Si0uOE=+b22b?!gGi%TAph2xPvhFfV<&pzdLXM*m zhQGmyhDKD@#%A<|n>UYuDSzU`i6Q@)#XGUco)LY6ug+=J;xJ(rBo^~VW{BHBkfmY# z0np4)Fd66{PmWC@I6lCl&+9Cl#vS1^^gyBqOz>|EwKsd>Z6qlHDj&ho$*YX5Luj%+ z9pm^InRgpN7%OJ_$WR7K@cq$uj2T#*{6hyL0Bj1OO*RMajZFJiph^KJHKys6=%)Ts zP4LoF)ditE*xx_@k}9At|}P!$nB6$nuZA5?PofAz3Qblwh14^sV2pN&=4{)v*I z1{ak1t8Tj$AY$+w%zEUK6`YK6;*6|%R_S9BjX->fkS$LBem+zgDsV=;!Xut*3V9k_ z;E(U2pm-JALiTH>uR=veNmFy0!QqH|^?+6X0}*|TGA5(o|0WmT$;LinE;iflpQ!AG z-~br0D2K*{K`4rkkEhdExedA|inO6?BP7;)gppAmi$zg}0OTM?2&fJqE_kqM2Hpn+ zJt%R15f#~^{Ckn~!?EM>%o{WmR0sDw`PR^D4wcrXb z1X;jMe=UES1Rb+Lw1RKbKU>EFQIFEnOC&&l10KG-$%#gOOmm_FoR5yciF0w)uD9Fy zDigN@Q3qsSaU?--<$Zi+-AeFe&^6*frC(GHPW*Fo?Ni4)MN2JumUno2H$&d&_Mf5_;ALm( z8lks=@rJ$wivDp8KA%X+{j8JG@~0sdFot8FGTlsQo&f`OB1nAsD02P9HGi^E{5&_A zRfn?kL583iEC#4ZaQ<&MDH#0J6yAW>Cge`%{~>8dn`*48hU>%_!M_3rNM9e#d z=8vNTz!ef31a!w!`koID6NE!g1<^BHcJdGFtf$0gXF+` zdBHdi%~_!ZmZ*ddRVIqEA$Sms{sg42!IctQYF0t_d;?l=$p~Pr`_?)WdbrKHz63z8 zEe1{gq|i`f;)bjh%%%rqJIn;o{h?;PP$Ni67#|!Ng3Lrq0$C;^0Z(+|=XBMe?;srK z1oj0CiHEUhhkQ@RAVnY7YWt2HZ#PJCQwS<;kiI}`1%dG@UY|yHIwO9OppU6(J>2QN zMV0?M{#h;#^n84L&^wME0VZDeO;;#DVL~0V$n`Ky%X~JT`$?#@IWA?*Y`VkNa6%K zcZ?VV%xDsvfSm_Xi%?8Kt#)sr6MB@~Xo zM;m@NR25smI$Z+NbyXmBg_=v_9nmt84PgpQxkRj}&=!-M7CGwwfTy0o3Ggjm!&+7F zSuMRN=ZG8j!=7RY*gmg{z~$n+#J?D zKR9A`XtsZkrEw;wD-{I0cw#KDOD921p?P&~sO5;7MjSeE5<-`81G!uBRFws5n6U|rzdN*9uA``-VyI-JMUJ3t;fJmcPP+*d zH5?SEuvNo)pwC4Y(qPbq$a0v`1pe$g99^To82+mPE&u z>E-&1N5cHgTWq|M2fQ9ZT_AKKQqTP+E};nul|G^DoXPE zWJvN*OxfgJla+l^Hq;Cn`6*uBrW~gtnnQ=mpjCJoqYP!bAxu|&;LOo6V-2YdIB|t~ z>2Yy!P+_v^|GMqJQ~8%Tww-aFNBb4_0EDb_PN9E)j6VQr?E)C`IR$k_e2qZbVHJA! zSR`j;1mowoladb1-qvw+%v~Xcl&(Lv;+fql&_zNcS#Rc#zi$cNi2J`Kba0cQasex| z3OZ;|?!?A|Z3FB%9G|0sA7hOXg**v62L}r$XSFD6YTF+|O%})5Fiw9ZRHNfVb=T%c za3T)@Jg;xs1gQjcLqyjkQ0!rrkmwaX#|rHbI59KbLFfs@tySP5HV<^-rf2jZIR^<- zusD_(Q&K{eUFR!Ke>QG|OA1*!-_m=z^4*otxp&HH+vx> zix>J6ipktZP2}hnR#wX4naw%ks6Kmd`Re+5Lg5{B z$h_NnLTu0Tx#oPwY-bh%luhi;upwjM_W|fXtqsErHV&vXMaSL0KaWkR8Ue(E!J*fP zFCO*RHcmk;SAkX>f`6gco}mL6JRLHxWdj$|+uEEh34nTuns=E}%Eq7PeRU^FY$?1G zTH80CuS40nd5QfF(IrIy&0nf%&b^A82EUuQKA~*qgdLrD!nKWsI`Ar}fF6mii(v<1 z1aA|)nD{qENnapAQ_)Bh*~$`mzU#oU^k$=No<=Wi3<;#g_FLF6diQO>r-mnnR|fBJ zKj7BGqod%g`~T2=f20@44;CQCfkO0`(o3}%Lv0D(%f!FB2B>qP8xNju;QFSXp5ENT z0%T`1TGy+l>{T>1-$oB3PnRZ2hg|qpk;uts2JuVdI`e42E z;4_2kjZKn}d4yeO=3H zJQN}SS91vr8v3oi-lE-C?RxjqZ!F8N&%>?f(LPCe zd^1sM^R5QrIxAvhlVu(Q4sK&kwF^z-LhhSlTwGk3fpVMSyI*Oh8=9HzOK33qtI6`b ze`>1c>sJzp03>z&#c+H?Gf<*3Bzc%?YHIid1wrZgRbBmEo14(^d-?JRAq84k*u7XM z!pnOIlVx&plGS0rgZsI$!VdEy&AQc9g03?#pd%$M4IN8=e}6?470++l7ZQ~RrltY{ z0??l0WR!jPskgV>P@|@%=IY*HFY zGGbPF=qFvieAz!R5CP2NgoGhd7acw^v1&s93wY4W*i3OFmu3Z{h%jV9Ru`w;wo zXqwvOz4q|f29JAsdb+u#g@}Q)w3txUsE@S()65)JrNnkvBhSVQ&Ov^DzL4`G8+K=X zz^0O>V8%aZXA^^n@hI6CIj5A;5>haCA@||B0KNy8CFIqsr!tAUR#sHx^=Irc@of+D$kE9u$c3>36#KeT`CJvjMoAdGUS#54O;hkN+ za^*W|L~4wf(~F#5XXH(c;B!jp>7AIGnrd%v2VV@%%%y||tABs(h-i$0NkSISL&QF? z0eVJ8KETQHaC2Wk7>`g(qGWR^9pbD%Yik2vy`skB9HpaU!JEZ~r3nSZ-S!OLmVZtk znSAK#3d@XWo#my>T1&dyRYk@6dqaYfJGI=_P9dtoz&5qCTt(p|{F-tM-{<-p_wF&k z*N3fyiB#&egORK7${r&4qSTy*0h%{f1cO#Y|bm0-KBb}rT&&;g1 za4pSxbN6*MHJa1%uiq3GGcqwTS@adlDJW1D7Z>9~0AS1B`HebCyte{lolsxSdkGEo z4Gq?9w#^59cVyoUxRr7>p@CaMq87^+v442C*Y3xV7ZDd{cqw!B@?}yaVbQCsXK7i7 z;5h%;52RS-EettsL6_F~?ROLT@?937+*WI~m zmogG27!feGbnu?qJ3Hm4D@o(9ZNLaQySM;wML6!5=7a=sLc)o*bS=WIf;oYWP!OBj z0eMi^iR$WVBqYm9OCQ4n!O|osz;IwotE>0rX~=^yRaRC8DGIQF9ns$pwa*4(#Y;w9 zwcBx#YR5pbiOE~N$IN>kGrOKWFu4<7((ya=O_K`WOcMJ4eu2@7$$ca9z5NPhYIgQZ zLVJ6@tM9IZgCM*$%8kh7zMELXNZdM{^*FOfl6CHN5woiToTx#71c(G+czAe4)JzH* z>oEQ?R%HVoY`)!)|58jVwZ6ZfPe30G*Iw9sm71 zyl`CI*u-QI0=1(^UL;*&-AcuKK<%L1OKN={+S=M$Nd4_NcP_o6#{DoRrdfCH^X6vN z!lI(nmefzSY+15sp3IEH?>T|_4<3+$!;#!Ig*45gN@N&w;R+1PZJog)T`gnU{0b1U zvAMavl~r(lz6jQk`@^3PyRc}dKipovOd!sMZH9f`#}wR38NsIx%^<>G;i56) zKFV5hYLANFugRSQgggkyb#n``Td(1yWg(&?IDbvcup9ExBE+<(rluxjbO5Z-be+2j zuM)0HS!JakwAIF{HRcCwk~Z!is|cG9yh`YCkC_w8a068~)d3PDW0y zhZvCU@Lr4F!U~YX>y7xZ{~6T9)Xcc86u9{H@d*eJ!jKpt7nTzzu;UU+!#J5B#N;y| zAhd~8u&%!TRn%f)cc`tE?|ry(PlaI-6g40Sh&=`Fq1bY}-r~{{{5@3TY7{viK_M$q zv#m0PJ(EIWWA-u@yCTO+;P0u99Pz?>baV_y2tb6#p)w%C9VfypfY_f^Yp%LqyubW- zRvcz6p~ZxZlF|^Bzpn6LlQ<0Iu>F0p2JPph_Q3Z`$p1Ym^+=gEeJx26J5br=m z|CpL;ZEtS?a6!@sBP@19tb&a}ni42T68eWGrlzNv0;i`f0_lY>p{%!|p#fpR0$gjA z+qd^P$oLlHvk6unF!WeW<1;g-5%0{+S;J!ye)yLUSqP%k9dRFu+zCEPLPEl8N%t6X z8ZIi($MIlF?^U-lucXMbUXD|IqsRt}`qhXpa=R_ky{I8h`a1$&1ePRfQ~*Q$5?L&U z_o|i1fzK{30!IG`vy>q{D zs|Tge8)fLo4qP%c98+_Kq2Pki8E^q!UmxIq>~B<%G=a`kM-u(TWt>oX7B~S;f z$g(0TM+LK|xA$&B&j%PnsPW$C=@`D;r}x9}2vOq-~fo+7!mc5l9Fl^*zZ?RP>4@RAgY~_ zjNrX_w=foHcSv$!(?iD60|^1>@<`@&wC#m3EyD7TnniS&&Ilj~bt8O%@XQfYBfCLj zWNLZ>>P5&YMBpog(gLH~s*e0?p>OT&M-6LV>mY|nWMFf1g%E5owjazYZ9e%J_E$PO zIvR5%?p6vdJ^huG79Pu9F@h0_Hv(@0R+$_VvAU+_yr5u-rG7zr)!ow*_6qM(QuKgS zeAi;)>gwuc% z#}$_6%r9lIrjq01OPhaobkGV4<`i(TvMw$!+sqAKC7wV`TpUJ-nTv}8ZoIp@By^H5 zBs9$aP6(Pu{zq9&&9Jh12G{OAE+|M7AXR2tCteP01)TgR>B2c7(wv^2o^nUXYO1TT z4s-MK<5fBE6y+Tq5l~7;RBdEoF*u#V+!}X;G z7owBuMQ37Mq+1|}8lb^7hOD4Q{sUj+owN-M>=n3Us(X4EL`6lB&zUhc#bFJig|@Z@ zLRMioM8RgdTX+-sEYMdxG}B8?3(1^3n9HlBQwpE?UdYT_y3=a8YHVPRn*_@OLN`+y}T#yhtuC_QEi z{(}owAnW#jJ0SegR3|j&JV*~CJqp<`Xdv87LJ3b^UjBid-NUKdS@4&zi^5tp_4LT$Lut4) zv~fNV64e_P5^@NR0oJQ7T(s2Gvk1aqoXeu~Na3MFuU+%u(#^wrciP$6g;4782nhWA z^=l6-(C3_-roO%)gpwqPNfBWZ&M(Y7T+pPtwKOc6xs?^^_o~V_Z+c;32nYxucZKL6 z_}WP<9OSNGfCr$qf~cdRtxa%E@$qcJb7<-Ie;pRwc`>&HejNg?@`NA>8AnHh;aO>hSGoNGkha-Wr28~=R56DE5B`W*E^;xKs zM4mGg9AZ2_=uKY{YQX0JE{K3%EiW%y8Gc+xJD4FFk>06toIFT|)GrXiIN(4e9ha6C zh$BSUIoOnVY%JI>PlQy+9$G5?keuv|tZhSUs}$0u_$3Is(A>U#8#hm_aqk{tMB?FZ z-n@!2LS_Jy;~*`qZ)_|R)5FCB2qtg{cl`M^BHlp~KwVuOI42UA`2P8kDk6-<-NVg4 zaiVNdw8e-oJSvJ866C5JM-5{8CcR zV6Njm63!r4PK=Cd8t2U}+}Q0)EXq{P+S^w%d{JqevJ+P6nG%=wb0UR{$2>`QvAtfuz;?fDvZMH%s4acaoa zve70^i=;3aW)6dbxCaB)egEjGSL6B%hZx18oK&Uw-1EDhLJL2;7ax`-t(ERhC2o2) zkV-2P`r}DpQh)oXUWEMXes?(&3=pr@y2blt`ISZUs+ zmLu^Ae~O}WNAtRiNy#(CPDk|ydjF&RN4|IxS)V_@Ehu0vEiE0bcBCI08(W)hNLyK1 zp%Ez`DbQ+uo}JRh)^Ijpb#CXtPp+n^NqP9%tntmYWY;NoQ*-mC#`e{zx`!`DzNqu< zhomzkJfR~cBa6hO;hV5WgO6msvrpE_ij{fKhgQbyWQog*bNAK4${_`m(FPx%{1KbO zjmg-!IEusR6Svz$M4a}2#NM;&<*~XG5)r*@y{)-*w%eO8PcNlRSbw%7ulR7C`(SM> zgZ27$b~FmLf9E&%-8;e_+?x9Cv?B&S!hDlX1eFsnuiq3sW0#L-&C1GZ9pt@t@6Dj% z!|AdS-_me$tR?hibn$;sr-%Q^V?_{i5A8yi;!uu8_P&$gOxdTuph3=IvH=i!iW z`cq53E!RHO)Gjr}l7G)^)D}kKdA8lI>oyaxLWiRJYW-^%#l!cjUuq*>6xF?FD*6`P zaCyF2pj(Zf)brW)BJlY1l*_2;s3%$PkqJG;OkiS9B|FkYNBQHOHZndc4^S5uhdRB05bXkclk{!^I zTTIqCtMUm@;|BV{{&^qI6Mslb(iy(%_6HR{uQgUL9-kg=(m!|*BF|dwk3~TDE;>5h zc9sK{c*=c|V#;$@VWZ*F8@BqW*XKe~Svjg^nUaWtqNjGVzAHyLhs+89kM&p#K&6%-sy&Bhjayt_z1L80L0 z#*dPin8^IB*f&c)zSL!1`?0)yaAagQ9J#SFi)2H8w4Llo3ERw}#WY7(~_HV-jq-139 zNl8OwGCq}*MDa~~5)^948ylxD9-jP-Q99ZmF(BbI#a#VWICp+Ho&E8nZ*(;NuL3Q< zq9V53++1XIDGyzvQ&Vw$2bWFHPxd_z#w?iiza_wLjk!sK!^8L2P75oijN$B}z#hd@ zdLO;c%X?sKVzPaBcv!AlHok5>Q56MS5=JZk{vFK9(2$CQgM*uoZ?}hUn%(EZ6Xu

OLQ*2?w1@ zP>|GjXXmBJ`JQV1(d>1Xjfvp#bvhavzoR3!wn$1PSoX_{!v-u&OeztPsomsw7M-@= zUth?{$u;)&MxLB_)Sn;d5V2^tl$v!Ruz-q+DkUZLaro|0eWl}~;;%xT_VVY0L1AH; z)zyiVK4(z?5z(9Vrx7eV6^6V?a*B#F*@NzP<%25dEU5hX6}PvyyORZCIy)b06g)%4 zV3R|_DAleCqH)6OaFSW8)c^NyZS3pUwW{o?=jZ3ECT)`y=|j^0I0=@FucxMI7HYR9 z+0}RGxlXpi!=GDQx0rI4ycl5>xjb{s%gYn$ZMNnuGiowesLh8veX2xKK8-&wDm-ht3Bvl@PYgu_CTT>{Sw zjePGrm#5R0ZtGu15(FISkYJ*x5A-=-HGp8{0{~X4ZLXfQt-ri@b=UjI2xca(u72CV zbNkxiw2vqmuk}`PfJ3z|L&%#++jiSZ$8Q;%t4@MWf+-fKlKQXKdCYrL6%-Y5X=!Oa z_xfdp4n|Fee*L=g6pnazB9~T;6C)1~58>_G+a2_2eM3W6#Y{|SHXANQP7l`6K2}t` zhX~r;>0(pW&}chYA9r8QivQ6Iv;N#+It%kLANit}>Wl)X-lRWWI@Qa<)O2emkTN-u$7+uC(r041~GJoU~$jec=)OqvfM3s8D)y~Zad&bFSc zQO_+XQ0wgMjP*J_V5EzYgCx?qGv5`rwPioQ+bgPRWn~rn`7>SXveSdZ3CBqMJ9l!B zm3Rzrq@t%+2>HYeu%Pp3doIpqyu$r%Z+p9}z~;BzSiM>oMl&@uz@n zZc&jYobp(}3~_<;y}>wDMFDBpDh)zuFMQr-Gy~+pQ?M6 zDCqn^G7y)Rj_&Qn`6=9Lq!=I+LRJ>igiOY*I(?;Q&z|M09?O=!oPRtpFn|m%UeARD z2L}hCD&^(eCKu23lalPy9?S1D4x=c8!w5e(4VnMVyTTqhNta&|67HPrEla}h#l^+<*2m*x zV+jE$BYxjf%O0F@sbyqkZG&9!0s=V&g;of>N!=jc{qalu06f{JgxB(iPm(YW znZ8uL5%D@k znZBT+f+$5%_Q{hl`X!i<$Nq}6s%p$)xv1FV$06C_G8vGGdUp>6KL9##lj1~0MWsId z*l)Qs-5^R7nl)^eG{@t#^c2Z%B1eDFSnKvwxJknoRnRd`Z~k3a7^r*Y3heIDqeoP< zv;q68Bd<1O1a`Z*Y5URQ^V`c?9l^Z!2ADb!G zZ+!13Uy*d+&mJ6GAlzVeetXkb|HzsMY1?z7}B^wx~;a&B4W z_d0Q^KiznE*K1E1`4^I1V*s(fTXz|2yuJrxzDD6J+!i_Gi>a?7^1sxC3=F6^t5W|S zvTI-pz$+XY8R4?{Ne-czz;5)W<_3mcBy1OQ9AQ*Zl~W#}0H?gxqrN@nyX1d|F>vih zt$C5Wjj{jsE&9&R&eB*JJ-N^$^s85&>gcQr-OT*RJjY&v|oRX3fxP|ac+qz4cQ8W4*KR>xgkDl7i#*L0Xqf<)l zhPWInHbMg?9YrHMFfs82qQaytY?~S2<>2fbsL1QruTw{WB8aw3Pp6r6z0ak*A}T66 zJ3ITMt7}*H*UQ>TH4Tl5lUEqmuFb5j${QJdvd~jkAHHP~j;s`Iyl#_COVL6B9ck zMK69pabbs$GM*9L=3=Afp(K=IU@Y|)CoecTIe&C^8bdJ!WnNQrvvB+sLTPH?dlM77 zK%jkgSp%kxziMlh7+;(AI;0>WA^CQBar$?D-l1QbxUrFo1Xj+p=L63f5DM$D(f}a& z*~7ld=zg#J`kp>`@Zd*xw>}j>1IFI!NTj$QIzmj`Y?;m=*&u9%Mm9p|(>5aj z*d1<5yz9iQrpp6aP$HJv&qxrl>i&RA(xrR*Zp26ehshm&d#W_A0|erbK=2O;;COXl ztx=?}prJvO#A`DP)WD)Wg2H}_cdFT-8S)7^Zo6`Gv`ofK7}w8_U%o^{ikt)iAtO68NfN0Q8qRjE>r~p#17kEAudpdR7y%G0Eh`(Va-e~!cPH^h!X10( zAAAMUiJWFAJT^!I9AWv6j*s1KnTTdhqfn?@lw)IKx7NyfcfO5|aupr@B~WER3#UEiWhEZ_Ru|`+K3t9qPY~^3wl%bRqh|H@uw{C>;{e0JpiGd)OGiiHX&D|; z9FMwGNc*#MbAawI_Ko!Q^m;06#_tHZu|vhArmh~9lq9dGM`2r;^zI#=$HAJMr{}lD z58kkMwJz&T*1QCil)aG0M=R|p)z#ILy$;4wy(q1c($ae0QA=Xt;AG|Hg+L04NljIh zmcAAj7kBmQ)pziNlT-O(Qr?&~!nI@HzlUOR8M2eKv^3~0ilXOEN=XoY06f5Xfqf0u zy4nH4p?qKJ&zSl1_2k<(A%NY$4%2)0@B2drbwfA5@~qB-=i=fbj9g%#>`P{*f8DD? zL=u6`6<)o$=p@LoVu1pUFU z@jJxZFDowv1st6U>rW64Ky}En2bYiQ3N@JO>+4%uTKZr_aGwY_96vulq;z6H+5s7?sDt*#|6T+`R5AVk^}jm@E5`CB;Yce-2z*F_FZ8PmkmEvh z`8ak*Wi0QZHd%e$0mv;iX~+F1tFhiSS+Z>l~9roabm_(Ic*|8t%1e=|i$1jvm>?u#M6{-6K) z@;B+)ueOsO`d;VG%;uprLyyG_Q6hx}L+iaxa^&Hb-hodRSp-uCN;$P}MBS*Hoibsa zr^_iURJUXG$D6$m>e_D>X=V01=a>;e0t@MbWFJ-2WCKj41g~&|$YIqp zZ^uV2l}I*SrxPRpXjPBHuF6KJ#4hZ1Y<&vlBaQs?etv@kfBbl|R{^SAVLGvbmEGTPG zAaQ^aXw>zd1!R@M<@=(dl+wzN9zRyu3_(Rh2NFz-eAt~=hB7K{r377Zm^|t8`V(Zr zicPxz{y!rophBcieYcrw`rgN89(zmTHa0BI&d$J`fEXgx8e82SK7xQih`s^G2gxo3 za`65a;KKlqz3KfwUQ5EBTFS$&oIxf9s`{nj!UHLPKml$g!@&-d3TFvq)|TjD@gIyyRLK>wrX z=YLj5h8%)3tltX%&_Jr4`X9RdcOd-#CV2h_FXI1yk^ld2@LAQ>TK@%nWuRmKmrJ7v zQV;Eakoh6(*MDKV@c*%g^Z&uReRa7__44IQHy~I1muI`xCoB0KJw5wFM9j~=XUfIg zdFaAy(jGDYZTF`M*f@n1#1IuNX&HLgf?iUkz|gCg5|$o&cWjIOj)Im{t! z_UL4_C=m!TX#L+no&);htXhA(Kn9V<`tMV_DZ*>>JM(||CIlj)sV#%@fW#ewyx?sC z<;Y3mG-c4=Kl9@`hRFN{J!ooXU{)G3#1!Lcfc)=iNks>4ZF%7?BSrr-`BVmRV130)k`0V#2SV(k_wY2H*g z!U7aaVQZ1Z1SNAL5MsoQnfAF9c3kK-0*)o7Hn89FJ~K07y#TI)F++d<{?)QD*hx#r(lTWP$`Q22uWrAyDe<0$4-2c>H#4&AQvXtR@kexnLFC1W7(1l))j` z1}AB^={noiY$)3fSV>SG(OS?VXH_v>0ZmFxjS$i2%FKIak%|Tq=Ny!2i?9`cK^p!G z4iacg`gQ-ga{}BsaBZqCsi@)N17e&61z}zsR5oxxQKkWA2RH!3$Vy@MHkqR4JeefnihX!G+`%Cw3cBDnwTByD9Prq%IK=5le1T&^(Ajuf=x- zG#dVSOJ@7@f4FrZrS}iWW7Af8;7L(>?cIWkr|{QxWJ%|&U`gST_+(_`R(emL;vuz1 zW@hHF$G<1(!jlR#@;z>cq#KrvnI^pWw++t+Q8=uI81#M4oewsrBgfZ2gN+Akf}7MM z^XyqdP4&OM$bl7eo%Z4b#-!`DKa9`_#MgwvF_uyFb6b2Q+6tLmPXG9;WheRZf*phD zOod7X(eU8fkZ*;;bSFG5f|`fts|{KUfs#<8ETxweh$)HO&+*~Fq*?@rg@NcZTg8CQ ztxaC=v(TvjfO98Lp=uJ_+5F+^u2pU*SwJfrX|}xitJ{FPk{%u&`iSJ z*l^geGdgKhJvG;42Q>DTuQwF2XA+ioK}1La}?64fCyRI12g^Chk;=INpyNz-vqiTGFH(P)RuOm;U0>qi~>vLbk*9L79z@fr=OhQWPDm69re{6>gSZ`%UvBHj@^;TSR zw_ZDiVv7}>)>Y=cW%og&QE4t7)iaIbo^|QcLQ;p8_onI?)2qV`vzDM+6ZXwG-KoM! zAaFzSYAMhv`_a>*4ui|F#w8vzQ+TFBiq$Ta(;z?O=oY zK?g<@xDGV1hUp*Q5pF2G+m3YpHvF8YCGhALEXcS1$8}?$knBBs6~@623*rts8zk!+ z6oRqfHzUFn4&MZoqfyZGu(fcXUE_$Xd{F`wcYBr1?%~zb<9GNoO3r2BdFJ_H2!z=b zD4_X6XFztEx8O~oEfi!NNV5gf&%(&aXlYgd}o|`tHjmKN$)(14;_4 zPu@#j<%A|R~syR4N>8zJT> z=q(tOj(s_EpZdj2KeClH$~<0WDSt-6+5aBy6s4Z8@zur`5!E2O7(?&E*&OBNA5bpm ze(BiFr@q=S0#OKp#4VQhnPtgCtlg0qyp?R$OKNc$O5-YxcZul`bogqp(8YWLtpai6gxKBd+DB|h_s zvy3Y@M5HiC#L#~Gqpp+!N{HqtM6Mv40*>*`f1jyWY&V7X@W6LQ^~1RN8PqOVjXy7$ zVtJl%jO$_8PO9V?&-bERT3fJ_xy~LebMzF61zMsJFa1TU)dJ81O&b5Wp zu(B$$8U>+qM1w z{Fx6WjY%<2ipgXby-~yK^{^uP&Pt?ywoymKOG1)36(E1llDv&A%*?hoYBzVFE<~yj zr1N0P=h6%L7vNIS+?)>l<&_>O;$dTFm2qR5zLCHnF@y5o6&tAAm&TG|OS-(+tKBb2 zpnCl+29yYV4=&KFpj(e6!b_&1 z#I*!#MdLT&M=6;XHv=7SQ}UmFHMiq&AyEU8ruYcP0|qNX>vwi{pFe;8six)wDA;k} z|G<$QhMSl>SLIrl&RX={x@-7-@&17izf^7qJ>6*hnKps@Fbi@vFxkqNvkwsE1{MQ} zUxZvE?HGvKUOuRZ_{A#=>DSBnb=7#af-%|g2HN~&&*`#Lw(HUXtF60>R5gKjxqSjy zf~Es^=mkpTwIPMJpgADa^RW60K!>O}IaMZgozzKLaJ^6zH0X^`(cgrLtPs)njGY@7 z3+kE@4$Zx<<$yDC6G-N#!DYk}$&d**?oQx9*h{iQ8;O*(^w+Vga_Izp%l%R=&3`gz zg}(bKLmkM;F^U+76XhBK`N>UVf}p%Ta9{QNf9BHQ4%K|2-Wr%XTX zx@^)6efcMS297W6tb?NTIbK6-j~SS##KUfp2LhVJ8+Z%Y)$J3BUL4Uto5mTidc@>{ z=CEi)Yx4F7&u7Z})CN(1Y#Yv9Kzv`!T^}n81gQUj*h$do=8w3S^Ih?CE?vH26mn&) zjTPx0VItb;Z!SNe7!9r7i6T{W_Y3&;faE3uVnOg&O07U);Bw6dB7V-!+EK)zJa{j@38GuahKLF*cmwZaTB6VZ@ADH5==zh1 zAO{~sNN_UPIW|8(KLZ-UKvB);w*-|8Y^>SMO(p2AsS$9gr2r{VD_JqSCiv(&Lr7EJ z!~=T)d-cWKE}uMh9|Mnebk(OXKBp_U`9b*F@u&Q(z`;Wx2q|dd6%)GVo7P<_1w$Pe z9+4N`Y=L8;U}g0HdKvashC@Led^{<2b}eL;g>X2L!&0~EMd zi!_c@o={Qx?5Yn9JykLF=NKOEyNb?|JX9g90*}Gn`%NdtfDw2Vnnk`H{C<)AvXgPb zW3_Ms)Q(hIK0eL5F^B6|SfG-ssH@MrGuKW=Oxn^jFg%(}1|A>#pA{qrmTn!W5n z6yOLFXP!AWB___~?sW2?2KBeLwN)tixwx zZn6RB;oUd?XW~KeXb5@|H#c`N_`QfH4RwDtEa(^v1R->AR9O+r7b5IS_s*C&+r1s7T6L#T2QMH$94`BF^Qe>otq(UggqO#y$ zs3G}l{!OFUZQB^JkD;;b5p1Mg!#OWo{ZYCFBQvv_9bFA(WqNT&6>5HStN&F0%8tQ< zQ6(kcqMPap8oC>zM4kb7=}cBJC`jurGzCD82c_)gN^UlE7|EKOf3|pTYpVfw3F@R{ zlHNBD^I&OKX&RbuPzy>+MKPdIXW=Dh6+lGi_I#KtV$&k(05k{vL_TN7yYA51CM?q=(Mudpk7VYp3y2EC_kIT~d= z%e6yRdRC%=Zf00Eq%Ea4=UY`Mt6AJ*oJh+tG$>zR!wqYe#vp+M%wSjkCQ=+J%07YZ zm&~o+qXEy|3&FZSROHngM7p#pS)6t^uq&KbNbA2{MHrI)bj&gi6=D9~>F2z$4E!6`<4Am_hd zw#LdQa9aUbipssS?ZL`RV03V6Bgd*yt=|j?yPmxR8^vqkT+_k){J!9i_}C!d176fc zj#hLs2f;PMk)&Lnj$$|&+dBWQE33T_74xs`#VYp>Ez%FH{gNOP>UTa&=L~goi#R@& zR1#AjpX#tRE#2rNiD&IqXmj=(dFLRQtmRv4#Dk1Qejin$yt?Pu`Reh>J0gN0{gLe{ z<1cWDPRd%oZ6gZ>?Ds6DM!xzLf6G@%*H!4!w&f$Ez5=CW>!r- zF)LGtqZq{6GcuwH&wZ$ay(;$lR_@G-N+5x$5FS-0S%Dg_wwVx!7EhrS=C{9&@(+dr z*-wsFF-7YlV(ooyh-mLvJt-eeMnv)cESRuO`cG2}ALr}dClS+^sA3tf6Yyw)XS~<) zt)h^?MPj2oc&(JKo0r&Y?hWR3_M9#X6{sjXj4t4sPjZO8QvUCvf&rNVT)ylq={$J~ z4YiMK!7~>?_HwLCBkv_=?E^Jl6W1EV z^i1zU&iym@jJQ%6CU10#Wh{z@%Vug)ocjT%1QdT?QBesXwt5RSfCbjL=GYUzv7hf+ zo`U-0TrDYo`0^V%-e@i6~@o4nwfsQ5j!#k;@xTMZsP2_Lv)6o5hZxZC< zVd1<7ML#(L0C=^7J@qR@Ph5xrh6Q!JslJZ{#s;BydX-zVSv>{5`k#S4a?gNByFP>L z-udvnA~lPkFP^9{i8Rg+uR8#AzA#ORkdDg7F0wGrcv?S^9@2lqunR!BsDc= zq4pPpncOn3je&8S*M@pKG~U_Q7CEzI&5RIQNWYKUX1mFcdJhJDSNXLicX8H7jeqlp z4LWMhOIj!V1*#$kKG|%bMn)s_c?{Ssam2Tzo)6br9iFsenC$hJ+BP7sFa3KA0*0$k z_QJ64bsH41x;{Xgl?1$hR;h$+Hx;VHnR3XL+u<4^FIW)3%#6VZO67QcmBfqTdGXU< zhRXj|3l87~UTCwlcp+ByxWeHNu`6B=7b)%p!gSGFDDQlJC2v%Rl%aYNS24E(0Tcde zaL3>+$m-_YD*RlAL+zaTiO~qf6nWbT6W}uPdHHBZp(UMwkZ*!vM$H5x1?h7~SqC)5 z_%IBRg^@&6RDC-DG_KZt^XTUDnkT-GLUHd8P1_qDC@&+I%p#Wv=wjD0eE{f?i`b&? zt90!7eynr0hfsE7=c-ZlUkIj3#lwMc>shfcsjGUOLuH`SjMnG$8X_?{n&@@Uvbja# zlLFfRdgK^6YsKwh0y67N9aG<$iQJR{VSG4AUrOmFkl;_h4s9>r-W$C53?iUsPE_XB zPXV+=yJZ4msp9^?6?3vyXLAHBYi?jcpUCRr2%;BiKEXpz`?60o@SNv{JkCQmvKOKM z7D{I1WRKX!`20d!;(Tu}{JKVbjlc5bJ>087kCz`Y`Y+WW6XZ@=?_0F;v&i9@dvL~b#0=o7N0__xtV77*RzZrSerbRP zeXTg1@Xf|;yz<{)98VW!V3|Ny1`S#HDH8=_0G?h9ob?Gp>6yie2f$t=RV0SzS(|f4 zI2kzn^URs9eWm+rt4J-S2@p?S3B`UEj>emCkCQf+9^6`tVkq-qnHfXT56YEKVgO-SJdAI*H;jhFT%hJ3gFq5)JoFlI^F<}=|7ZFLn z<`9NnA6EJn1EsW4D#+l7ovRlOBh&rBg6k5;n?CX!>c7vdt^(9D!ont3a;?i%H0&DZ z-$wv~f02fuVilP0;nq&s3&OrnUH$^cz>8a^E@CJMB@CV7G*8E}qSNiaT{#}QTEedz zws~8c_=D#z-*av}GGm}SX%ivlq|7e=CNTt)n4W*h1WD-oioJtJnx%7fR|pPoG(L%# zt@L#qx@rPR%>J)%tQ+#n8ztoG0>lg`{P1fxj&52-y{?CJtZGrJtY+87h~#6vAPA1y z(yk9V!0Vz&Un8dc>aCCKKI|M41@CuO{q_yDNtEi8FY%M*w_}R z`EzaQekY`V|57RgqC(q27|QZx-{Y5VC?Hn?l`lc!%ZZwTP7DR!NALq5wB*&HE%I`h zfwuanB`dSdJ9fVla_|+eSZA_Y9{u*4K5MQ2*G=Sks3~xC>fy%FV zny<}ZQ_LwudqY%mWa$!`jl0O~>i28A9&XmlYM9eO>cZL|*C3MP?b8O$J(`|;kQ)TaO1noKGwn4rJu%H zPMQ{`_3E{&LF3gNWMd7o_dz4uv2v*St9XN2Y6LuRDcA*Jk3A~r{Dfi-Tqo#R`&3-~ zbTZaquFV1DEl2q59yVO2z;pAGg65tMo0>rycA%Dtra9a0cL~3X=aE6#{PWwEYkbR; zpFKahQ|OKRK%?Aa;=I&ZRwl6^5QdDd_a^XEy}V@B4oovC>M>$wfd8`F0E93PNkuBO@c~u6VXZq;&<1X6OTO zR_#YmW({~lN+9h_huBG&>^Vt6%{LT8?1L>@Hy$|4fzz6WOF%_RN{VzX+~G36fe0Fi z0?+ns>k7P{u<|(_XDDgiG>#XaWJx|U=R51*Ul^GBI7SKkp)JOZ=m%fLTo zD|j375hg6~%LgC8PRO<>cTy47hXSSSq}9-&YBbg$``-dX79lt4Nwsn!#W|mSgS8t! z&R6H4c=^m4mv1~|wdA20E)h%tta0+0_BHH#S8zaoi0dNOUm>G>q8r3EAI|w83oqRf zGKe-~er0jp(f6a9e$f)cX4?W^p?HwhFnhQ-b0GIZM@%(Vd=0|yI>xy#5!{UQcEWOBM@`Ei17Qa4SDd4~t53zi{y zCgsgl5bHt5b%z#rs5xD`=QFBz;mzL$k6jnWqMCr@9lCVCup4sNs`0H3*qkTqd9wVF zbb-SmEue1)CaW6z3+n@=dbg_x15`bv@b1O4U9iJ2 zI3{UwpI1cb^oJ?1n!ur=#=`S?*R_6+{odPKF{}a$_$dPf+0D6A-zG~&^$NOkC6oH zk8P#7S_hE)h6VWz<*YROEm3~VE=H@#R#atca0n(hJ3nJA5d7189s8=koRGgAqi6y? z_RktRinF-HCxr&m<#o;8WM6UK3%-62>Z7nG4=bIue{A{_+|rcrmukPYiKPmI+zh9) ztBzbS=0_h-cAe{FIq$q7izv!mks@BSuO3Se`{@61p%G-fjjaR3G z(XNR#9wg|LpsPWwU#fm~{~VyZ5-yVbn@eS(-cqvOgW`PFFBpfn)Z7loJV}013Ra96 z3r{cMis^gq(uTZ%!GZK3Tuy)#f+0TEpjb>F-uV%gL1R@U^*2YO^at>0kwb3E>|ZgI zC}IGUW`%C{YHQ$0KRxfAn4Z?R-?R}v^6#F{j0zJeT5*8lWolYei3nDE_y5`xWTB}I zARt-lN?$i)SV4!i6qoZ|N{5)72%&R{gqQ2%fr?V&QcwIz%#Ja%Np{ekwc0r z2h&#{ww{Zxs|UmE+_YgL z4vo;x7_P8JrckWh+q9mQV7=~RO9*xhM0gEVXme}ttGtrhi5v1*G}L>CYzCmTlz1Lv zgUf!*L0l^-qbu~md%F>og3QmYZ7UO2|E5R|%l1?+G@Q~!y-)bTJE)_U${VKLcLFZY z0vD%`*&G+VytIXLIJn!b--V^j|wKt^81m&a{k04NIgFAK7Wj z>97(o^76p>kla!EFR$OUlT6y3S&6VU23xAy0>l9h!j*<4FmbFpa`U2&dW}xE7tuET zQI+o&y_}ox>(ICN`z)OyJfAeZ$4i%lXS6bptBdP@4X!U~4BNQ-g*7y0%`QWw?~{?E zxbS~bM?s*DdO=<53*qXg94pSrqWmBqk+|>l5>c+SlXzt?=2jNF7=$B{P4N~Em8rDi zZ7`A_;T|roU6ibp9uZh_+qVXpu5`QnS}XkA$n07O`%ecq_3v2tn_+NW3~eMr4h&fR zlZM9)M}{)a*Xe7&1>?9o4?q`MKXr$4=Jlt(lx0jExt8g!Pw-UHDXLPQp7DUSqRV~% zHE`V3gAs7$auAkMOOKjqeqmal49jA|;H3*y~hC;qFp<4XV$t+uF(OG{F4`8lLPuz6X!26RwS2`06 z3~WfD#o)*EpJq@1Go>+hmOmTkeJJ>c2euFvnc4-4-krIoI?BStHx)7sJlRPF&igi? z6T-|X67xd=E|K+vXdS_Te>itj=bWmKtyOR7 zV6PeB1W?YxfUGngsYJE^Fo8bkmbx^9MtYc|ti(VL-{^IC8tVHeGJAg-J0xrr3W& z_FKdXZOP`-H5U>;`12dkx|#Ch{TsoH-NCyP*c03pWPULc!wOOldB129#z#K7SM<9D zS}c6%XG|U!#Z8;8a-#lC56^N5DpK66p=fCw^U2==>C?_cx*VOXy9j-Q4`uy@J_f>3$FI@Q$ z94!WlSEMlJH3*^6qWk#y%}}ncB{H&>WO)pEx23C4eX&x!Z~6P$q2RY(t3^^MSbW1h zppLQ8qNbz0WWqkp({}Tk7a_7`GBcFGR7#yri+$t+G)}xV;K*SvcXElCvinVVfM?xT zLRGS`n-DTKfJGQ{FPRFa4Z0fQ=Xcg4IAt>5?*7RX$)taq9#@k05GNcRo$f8Wm$fT6 zz~9byy@_nuT4$n5_#qtpt_I;|mUeUoHZ1I}4UqFL408$yN1Xm#Y5kM=)JYrbW=gnz zwwc5xgDuH4nonJXrsmrG+qOmdGqkd`{_FpUY(7dAd$X$u&@<=c=JKlU( z)rA%?#BIHkT9->Oz@J_8zMzvgv@FF8&bci#p&nUsck5{W7?dvsk1Q7&#ahxJ89!8e zQMx@H9xx$f$K~o%5uWw1YkP3@=&;;LzuuU=S+yCHyK|CAFIc(AL}Jr&VTwPx3eSMZ zhHdT>8<$pX5qi81dJ?|G+3|g`Gik#4@3R_&OK2Mx_DH5+| zrqB{_Co%eN`?%)KxukKW`5ILftbIO|rz$EE;^H$U@l6tm>BmYR8L**8OZMViU0zw4 z1O75V-SMr?E~bdl1Iy5|tcXRnyFUtcPw+SF{=lMF@6?4ePiQ|@FT+`tTQb$s(^C+i ziRzWEBaDyD;S+uUR+h5z_O0>!`1JI9Pv}S<$(JjIhbs^g-KN;CS7(Ekkt*GW%gxdw zH<9V<*kGSz)?XA+W@%(Fq`WHjO6mdWlPdvSa`-D6;`ug7-Q^C0bayXC$dY|lnF+7K zlDfp7e!qNplbMB=Uf`iC9zNltr`FiC&gPw@g_bCyez+hc!d8QuAa!+VnS`LF?=SmX zxJO~te_dk)a1$+J|lbKep#qV z!m~5lyV+gV`>FrY`CGdyuUrIqNCiD*)aKq^=s)~ozM2r zB%cHLXfXO4lmZ_bgt<1qQ{lC5b%=hUHrbWw?S(_~;_%m&iOV&utZ)!Mx1F`NzVf_F z6?ykmR9IX_7`0w-FAwWi1fQ6$+cr14fd?OTR0%w=SC8v;UI^#@3eDNcs$i+Y`Z z8qSY=*Wh?vBx^ijclP?q0OgJ>T1zmcLhVN!_pfKJ@rfUPG$J^jH(^zAdqj20Qd*e` z%83iC#;_G4#W!Ey?atZ=aeNi+)#dkHWK~>DBfjw`VsNm^&GKIMXX$8C5_{bl@t_Q> zz5SVF)Dj_QZ=bs<6OlS?&e;YkSBF_?8rE{noo#tu9B7o;`mpGPu8e6;N|?pO5#_52 z8e&slutSjrwrxuIHJm$VXL8tw7EXuubO*sRdm{ZHZ?!&u9u>BHw>Eluqd1Ptm)$Q5gUKVVL8EoNJy-(3F@3)KPbmw%)aJisMs{bA=1pVpr@auIdjb<_ zOH>AL&iBA}@!5P*jz=F*6dA!_Kumo=`u2VxC*<`-oS?Zk;#k0n#XW;4ZKa{h@^J>o zdxHn%-%5=sds%yCqKe9@b_Z=H*j>3se9D6{E-L+q6jkUdT>^X1^R1j_IL&DA2@FFQR>hBM8j-PQiXy$e`n4Vx8N} zfViii$&DB0sXxDD({1niW$!lbHz)E`-z<55<(^mL$3f$g+8izch60`#t=~U>d+~V2 zt2e$;XgxAGr<*f))*5z9(tXSrpOrZOcO=2SYND_$_uVeBgp(&CmCE*=TFT)bTIlvN zd?87B>@=qR^YQh+kTR-mByQUB)5e7c-nTcOz5~Qy@F87Lf+0;vE^gUm>*q6Vk!L#J z>n_KCl3Z%_Y+1Z_?9f?F*zZw@@@yUvmB~zEH?yIQ9h_Wa=ENidm=H;hRiSOd(ewa6@F6z{VL((Ch+1>C8@^ zWAh@q{d(6+cWY%Lu7=LPQFf(nPDVsZp0%MqtUnjVHeZe!1{*bSbvynqm7Qrkmg(Ea zO-*T9Fzt!w+6GgWdi*b3Z}Z(8BI~cJ9IA zh5MciUVi+rv8;j=Ss4w2vVTi8Nh^BJT7G)(A~NH7XPictninQ4K5AaR-dJxsky?4U zbwPKwnOoDC@3!bQSvPDbJwM>iuOlX=LzY8+J`=DEjZOy<_H0h8EYT;&J7kbBl><83 zYJbb?ZIqw5>W{dS?#D()-#Vw2XuWiQ*iO0oM&mx(x%nt?5Kvcg^0Q(>-lXqU>-1Kw>c8vd9GP{XS+nZSf_A0!Pwg%0ZTe$3EWH2vu5CtklH=sb zeW#1!&m7#8e)Ev$7st7mmy#UZ36h-z z-+x%I7q+eK_OgAQimwjnUFvDLo}0Z(Pp$u!jm$!eB_ZP!_4@nkpLodSJgSfEONvxk zbYyO$YvkEUMS}ugX?%%PUvxytN4I#PMc_u0%YDcDJ>=(UXZLniicWB}Q4tfAw!8Fo zH6();p!YA{dEWjv!>bJT`KA7`>gz?Q02VtOT|e=Z?4jTIO?B+eQ@?cZBwddyaoypZRx5P$aIcbI+{q%I1;gj2^Z2H(!~Y~BUnBAt$F)#l5w8@9VGnN_@E>BNSlp3L{# z6g5+|Oe{U)GCu|v+L-A!H63%1f0)?(?8E1EtxC4{@`C=#o1+V0w15t-;l_8;-sGbm0FWc z8)A!NiuZ--gwiAvUwp3EUaBWeCos$)(Af7)!@wQV8gFYCemP&D<9?^uv7=9;C*$WM zN!923jisV*m`DT-OnWrxbC&#P-#J6mRj*zDsd8oTH*pNqa}U)bA4!C z$Q$^P>hef=j~9F8CcfqPdZFu7NvXES-{1N?Vb77s)Xq5pzNuF=PZYXOh5(%ApOsg=HqY};%+8>J_x)DCy{>0H^-WW4^c=i8ol)1U9@T}ohT`@rAk zes|Pxt>&$sjYH1n^o(z?==EMPElfkcCDhyE&cK~=%hSIrHA$|EjYx01Rn9kODPN5_ zpBZTsZxKg+liySNM#WM6{>>+(KF|G}1}jDTHxy0}`fGWZLBk2V=SGQ|c~?iwcer?| z?&;hDsbH;uF3o_P?XoaW3?s}kKDNz2=~n8V^QC8O&XQvb`#)v)c+Lmy(vTXKW79KJ zC1KqaC(ER8z3JU9&odeb=c{&?R)19eB0C^|n)pHAI<;qgZM^y4f=j#C+@8~2-4Kz~ zGx3ppNrZcmYG-@|8zBeqdETVzC%8QSaiCD&`JKS{gi1hZl?@rnqXh~#J4p-`{={4l-z~_09a*BzKc^YSYq@i8@oJWnK$MN#N_q_R@$G-T?LxEETzZVQ{$Fobt^Q6RM+M;3n z2o;+EYf6+|w;d)x;6|yFy~mnsw`jk>ApZ>v=#zC^j~lnF)1VdE>x4D5$$2@Bn#B z%&cm3s<{;ZQ^pCZ5Rd+G@nQ%J!^rfS#*@?NnF+ZO=i5ez z^kbq^B1o3;ntPTB02!^{Vh_QY*|uo>Q~j(+v`+#Ow`NU9=F>*x%8&-pSv$pRU8(u! zA8mA=bkcrmdb(A&4%XYec`x@3Q+)H$&Rl}eeFO5wI>%qW$t)vHs^gP5kQIlpZt>gF zD#c#)s&I(vYrnM8GEYV~e$G%pKXkr(bgL*xe#xh=9Hb1(RI)V*V%dj|j-Mjb&tW2#%n#S9;0;@hB1Q7s6Ic1|H^usvl}Qy(*E?Ma6*XGMQ%Pb zQ;nto#H+ehzW}5Zz^%yF8w?DbJzJ6hK|wl0giu>s3q{rIWbs9$1#|&}O6KI3KKP`S zoxdPxqkjFvzYW#1XpP^$|LdYumxPkFoK?fO0sIG3<7LKOn2Tm+W(aKGXWyg2yv1vH zI4D&5nCY+8iG3_HcC3z@+x3R)hhpZyMFhP0D+CJox~Qo)Xbp)k)^l}T3_u7?sbCSU zSz{j&A3T5Fyg3UOeyUQNG-k|d3k$iyfnTLn>ihd^0(ykH0YNMTz-;8Rw91yZm1$vU z0ny2Gv#WF_`M$W?`A2qkWKYi?t`EpXo5gSQpz>`^qFZ`BWfTqXNMO(cf12oPV`G!` zu9<7n@%O*gV298Mc|BhZ)sjX8o})H5Fly9F!NpDWTqcK5%gEe36jLyD>Mtixp7i>X zHEAJ*=6_y=X+6SZK$jFkm(9;E_fIx3HykaH!DAO%9kNQ)jeQJX<3}N4XQk~O9BPrl z&Qwx@qBMEHfC1?M2Tm<>-I|s2$ckN$;I&pYeE+Y%y3vyjaw=WQdq*nZ6gbHN3f8wG z4^LDP_$uBJO~^fvlKutdA>l(G!n(#sx(yA0!is7k*GX9klrD<>eFpJ>tc7w3ZfBd< z?wYQBgN6xME*;=JQ~HPm;t$pcv<}cN|H=wk8VH0pt%~Hmt8x+c7>*7S;v)2+VF-*Q z1U`!&MIaI1eZJ2PwU905i`NF;GQ2Ab?`lsWXlkiUqd~vuc5XmC8>GtZ!2%Fh(yI*x zpg;gPHTtE3rR4vji+cGT%kBF5`sy$U1l_d?>9TtFn^-7uOT6D%JWI5emXwYWqC$8u z-$8(2>Tjr1N5V3ds{LYF&_4`^$}RAM(9(i2 z(VAc0Dm~KpWPw6#H=qdkQbHbS;nNrg+A#v^^b&_BGZe-SE7Iy$2L>j1no33L#{{Pt zycgt$@^`m#CmhxhE&c-DO8GdSQ!HLtJ4hBnLJT!+5z#Ahm-|g62^?>21@Hz`%oU8e zAe6hX?8oSj0?5D)!~Uja)wH`1_7a-;KFSs<6@ec|RMd`lapNKdNOoIt`L6E9_ze8X zW5-lMoJR5?;6nn)mt^~3tdNQRWMWyO7*K=K+X$Qx2$=_~$64M%?k-@6(9C8>?;3yy z7hDcB_m562Fc)wi#7J?xV8N4oLWDmSDizQ;LV$p=MgQg;k<k1L(UR>IK;z&g-s?BsYYe|0thx;GFG<%A$8NfZT% z90P`M_%yt0h;ZdV+#s~U=n`_I;sle0SJPh(Rd%jgV`&*B_K;uq$EhULD9qs`vSQpP zFGyMTZY3cVtj_e@#(juiMJbNUxQ{js|54>ptUqJM41qfbxulJ_5SDT8qL#ndEM+MU zf;u1Cu<>HK)2#XPLxBYe$TmJ!D8Jx>M3*W;js}6YXwPRCh(oyx(yH>^ge>Ahdp zHxH-LgSMnjs4n3~VESM#mSuX*2jO?KK|>AXz|f&XA$`wKQaT2i^w0{2lIXpaEBG~fh1@q<&ILF)1UoF}c0lJw-w|rGN)XP1D zA_51Qp1zD#!B5UoRV^=WmAyi zAMk)U`?kN|jpuH8>L`kdR1rai968cy;r|xgg;!P-VCW+Miem(`g1v%ZI>}T)7%uFc z;l_>o9&Q)fPzlU0zJPZU5j~V+0{|3u9wjUNPD5807-o&N1=GHYkr&2ZU^KWX%_hOw z{ZmC1%=gZcOFzUHqxYoCZq7lsr)rW~WtB?t#n9KCJF28Tm#KSLCM822w@3C-qGM8MvWdVPy(=n1$!}}bo z{_?G#O+_dc$jYa2<`N~PattRX(H1{l<^QEc5c$AxCkOQVBP=JvbgH~@m|GG8R#VgQ zX#E9;hd}?W*Kz^Jg$$0xC&Oq{Vy9|oM1c&((f-OaA`kuh z@Ade&HF|pI$(O(f`dU@;MbJD}IXeDnVq}-5>o!hDGG+TiS=hD@DSoL>&Sat3%Nvc1 zHl;bs(_nKRqZl-79G0#KP4EUV<~MyhwxXqsmeLeMM`)%NjE|N+z~ke)A_ChfyX@F^A>UxZ=qBEAL;BD$bS&;&0A)ZI5yQrj6O z5MA02-CYsgwQo%F8 zOBV{bIt)>OD_bZt>>)Z`LaC=XQ|fiEW0zAbHj1JAeUu zwLaHp3WHFbirk?%enWx%cQKFcKlgoU1w&;^g#B+kPP7ZxZ!N2wM?moDME=CWnuSs-GAMY4y5 zav6^MIF8tXkFi>!@IpX#zQmC*XZZL=xm?X>n#lV`xiIa+&J@aRiM@i!jS zEamDk8pnRTyBU7RTOaB+(5}~-^mKXHWmY3eBLO3sJ&u&z%Dvfq#PhraL)dq z!y8$y7*JHR(Zb^Iyn61w20S3%GJR-jwJNObN zR~?dFrxLpu4dwH6P?q4fllXfv9#0PX3AVTn^x?);-{k_{w3xA!)~>AryPc%qYM3rTG}sI zK_WNkV?}fRoV}H48Kgv)OomN0m^MLj#gJUyhD|yC8eUn|N=9|uBrM)flV!^aYF*w_ z`uPE;j%5hT$q7jCS-Enc$Yq#x0LbCbk{J#Gcc|-ruB_?1N7h*~bLt(vm%XzCQ6_9k zbsWQJmcuKOId2ytjKu(%*+eg1L{1XSN`b`P^WpCLvzk$Il`HEl5U0(ubuviq`xnHat}1@HhtHO0ji#3EuZJ;txc+i);VW z`(a+tFoIS=>REqkNsxH+I9o|L(|ZA#g+Q+eCK+>i(mS4+m*3biF(@eLO2yoRD*($A zrwWvS9oFsN>(kXubDX_@nX5QVmJonb>M(8O`mXsSR9skl8LCy-e2^G3M8brUgYp99 zRWus1<5k^e9E@>+4&YvD>7C?MzQjrSj87?BTJQ#;L7QDU!HqD{q5e{W-OL|H2jze9 zj);h87Z`P?vPGHRt&eK@I#uvXc#NH?Q97|(2*$)z1d+ChwdQjFnn1JU0CChWfr}NP z11?JJH#k|pveyQ@FPt9sp4?O{67`fKh<178RVzq;M1fTtGvP&Q*aOzn9zHFaPX_v)-cpGup#Mh!@L5O6V}+m zv*aflf)bmm7xNs1tD=lUqQl^cYe1?uXb?A1?i7CjBmf`JkwAgb!uj*36L_%3lm@v_ zu)Q04T}X2NTZwy@-EM$AE-5K-qb*$d!hg%dqgQw=U@lu6o&zHyCqZyWgd^xE6qe!` zAf$grIcZ0wvVU)f2^Y?;gw(em<5K0meJgQ+;82Qj5`4_i#6)=O#>cUe6z9dXCQKX3 zuJ5U;kykb_+hVr5dZhevuWKBxiY%O%jp01ZFbjwEO&nNwaLjxvw?dmkUQMh*iEtV} zDS(yS7>C{W2;@!i!Hht#AqU1*E0G_Pir{RV%OF85mia&G#MT^rJ>gh|Iu!1bBC!ZYNIt=O zf!!s#pTNdei#o!+v7f>o)W_fi$;Fv8Bk(=sr{Wcdx;%2i1U+`y-1+mjQFaHw-v;$X zB-h=aT8p?65wXrXcHs7HZLVZJfE~(S!M*ojn*J}mQj>i>b^rf0=8yj^WA#OAPqt?B V(lhoJ3@Mb*TWzrF>Wa<#{sR~;Rs#S4 literal 0 HcmV?d00001 diff --git a/term-paper/documentation.tex b/term-paper/documentation.tex new file mode 100644 index 0000000..310f979 --- /dev/null +++ b/term-paper/documentation.tex @@ -0,0 +1,218 @@ +% !TEX encoding = UTF-8 Unicode +% !!! THIS FILE IS UTF-8 !!! +% !!! MAKE SURE YOUR LaTeX Editor IS CONFIGURED TO USE UTF-8 !!! + +% Computational and Data Science Course Paper LaTeX Template +% University of Applied Sciences of the Grisons +% --------------------------------------------------------------- +% Author: Corsin Capol corsin.capol@fhgr.ch +% --------------------------------------------------------------- + +%------------------------- +% header +% ------------------------ +\documentclass[a4paper,12pt]{scrartcl} +\linespread{1.25} + +%------------------------- +% packages and config +% ------------------------ +\input{packages_and_configuration} + +%------------------------- +% document begin +%------------------------- +\begin{document} + +%------------------------- +% title +%------------------------- +\thispagestyle{empty} +\input{title} + +\newpage +\pagenumbering{Roman} + +\tableofcontents +\listoffigures +\listoftables + +\newpage + +\pagenumbering{arabic} +\section{Einleitung} +Aufgrund des zuletzt verfassten Berichts (\cite{toth_zusammenhang_2025}), der das Ergebnis zeigte, dass keine weiterführenden Erkenntnisse zur Abhängigkeit zwischen spätem Training und schlechtem Schlaf gewonnen werden konnten, konnte keine weiterführende Studie aufgebaut werden. +Aus diesem Grund wird in dieser Arbeit die Vorhersage des Kalorienverbrauchs anhand von Trainingsdaten mit Machine-Learning-Algorithmen untersucht. + +\section{Beschreibung zum Datensatz} +Damit ein möglichst optimales Ergebnis eines Machine-Learning-Algorithmus erzielt werden kann, gilt der Grundsatz: Je grösser das Datengerüst mit optimalen und relevanten Daten, desto besser ist das trainierte Modell \cite[55]{geron_praxiseinstieg_ml_2023}. +Daher wurden alle vorhandenen Aktivitäten bei Garmin exportiert und somit das bestehende Datenset erweitert. +Insgesamt beinhaltet der Datensatz 500 Aktivitäten mit unterschiedlichen Sportarten, darunter Laufen, Radfahren, Mixed Martial Arts, Gehen, Wandern, Schwimmen, Krafttraining, Skifahren, Seilspringen und Boxen. + +Die Garmin-Uhr zeichnet über 20 Merkmale (Features) einer Aktivität auf. +Für diese Analyse wurden die relevanten Features Aktivitätstyp, Distanz (km), Kalorienverbrauch, Trainingsdauer, Herzfrequenz und Höhenmeter berücksichtigt. + +Für das überwachte Lernen mit Machine-Learning-Algorithmen wird der von der Garmin-Uhr berechnete Kalorienverbrauch als Zielwert genutzt. +Garmin berechnet den Kalorienverbrauch primär auf Basis der Herzfrequenzdaten in Kombination mit Benutzerdaten wie Alter, Geschlecht und Gewicht \cite{WasWirdZur}. + +\section{Stand der Forschung} +Die zuvor aufgelisteten Merkmale wurden auf basieren aus wissenschaftlichen Erkentnissen zum Kalorienverbrauch. +Die Herzfrequenz ist ein wichtiger Indikator der Anstrengung und verbessert die Präzision der Berechnung des Energieverbrauchs \cite[2]{brage_estimation_2015}. +Der Aktivitätstyp wird vorallem für die Unterscheidung der Aktivitäten benötigt. +Je nach Sportart, körperliche Veranlagung und Training kann der Kalorienverbrauch dahingehend variieren. +Des Weiteren wurde auch die Distanz in Kombination mit der Trainingsdauer berücksichtigt. +%Abhängig von der Tagesverfassung kann die zurückgelegte Distanz mit der Trainingsdauer variieren - Beispiele dafür sind eine bessere Tagesform, Wetterabhängigkeiten (\cite{edwards_evidence_2025}). Auch die Anzahl zurückgelegten Höhenmeter spielen eine Rolle für die optimale Berechnung des Kalorienbedarfs (\cite{noauthor_using_2015}). + +%\subsection{Verbesserungspotenzial von Wearables und mögliche Ungenauigkeit von Aktivitäten} +%Die Studie (\cite{odriscoll_how_2020}) belegt, dass auf Basis von einer Meta-Analyse die Aufzeichnungsgeräte der Aktivität in der Genauigkeit auf Basis von unterschiedlichen Faktoren abweichen. + +\section{Methodik} +Für die Datenanalyse wurde ein Jupyter Notebook\footnote{\url{https://gitea.fhgr.ch/hollbacdario/cds-1011-health-data-machine-learning}} in Python verwendet. +Die Rohdaten wurden aus der Garmin Webapplikation im CSV-Format exportiert und anschliessend in Python mit dem Modul \texttt{pandas} eingelesen. +Seltene Aktivitäten wurden entfernt, gleichartige zusammengelegt und die Daten für die Analyse aufbereitet. +Für das Feature Höhenmeter weisen mehr als 200 Aktivitäten keine Daten auf. +Da das Löschen dieser Aktivitäten zu einem sehr kleinen Datensatz führen würde, wurden die fehlenden Werte durch 0 ersetzt. +Dies ist fachlich begründet, da fehlende Höheninformationen häufig auf Indoor-Aktivitäten (wie Boxen, Schwimmen oder Krafttraining) hindeuten, bei denen keine Höhenmeter überwunden werden. +Für die Berücksichtigung des Aktivitätstyps kam der OneHotEncoder zum Einsatz. + +Der Datensatz umfasst nach dieser Bereinigung 478 aufgezeichnete Aktivitäten. + +Mithilfe des Python-Moduls \texttt{seaborn} wurde anschliessend eine Pearson Korrelationsmatrix für alle aufgezeichneten Aktivitäten erstellt. + +Basierend auf den bereinigten Daten wurden verschiedene Machine-Learning-Algorithmen mit dem Modul \texttt{scikit-learn} trainiert und ausgewertet. Folgende Regressions-Algorithmen wurden für die Analyse verglichen: Linear Regression, Decision Tree, Gradient Boosting und XGBoost. +Mit Hilfe von Grid Search wurden die besten Hyperparameter für ein bestmögliches Ergebnis gesucht. + +%Für den vergleich der Algorithmen werden folgende Metriken verwendet: + +% \begin{enumerate} +% \item Der $R^2$-Score (Bestimmtheitsmass) wird verwendet, um die Güte der Anpassung des Modells an die Daten zu bewerten. +% %\[R^2 = 1 - \frac{\sum_{i=1}^{n} (y_i - \hat{y}_i)^2}{\sum_{i=1}^{n} (y_i - \bar{y})^2}\] +% \item Der Mean Absolute Error (MAE) gibt die durchschnittliche absolute Abweichung der Vorhersagen von den tatsächlichen Werten an. +% %\[\text{MAE} = \frac{1}{n} \sum_{i=1}^{n} \left| y_i - \hat{y}_i \right|\] +% \item Der Mean Squared Error (MSE) gewichtet grosse Abweichungen stärker und eignet sich daher zur Identifikation von Ausreissern. +% %\[\text{MSE} = \frac{1}{n} \sum_{i=1}^{n} (y_i - \hat{y}_i)^2\] +% \item Der Root Mean Squared Error (RMSE) stellt den Fehler in der ursprünglichen Einheit der Zielvariablen dar und erleichtert so die Interpretation. +% %\[\text{RMSE} = \sqrt{\frac{1}{n} \sum_{i=1}^{n} (y_i - \hat{y}_i)^2}\] +% \end{enumerate} + +\section{Resultate} +Die Analyse der Korrelationsmatrix aller Aktivitäten (siehe \cref{fig:Korrelationsmatrix_features_ml}) zeigt signifikante Abhängigkeiten zwischen den Features Kalorienverbrauch und Aktivitätsdauer. +Dies bedeutet: Je länger eine Aktivität dauert, desto mehr Kalorien werden verbraucht. Auch die Korrelation zwischen Höhenmetern und Kalorienverbrauch ist hoch - in anderen Worten: Mehr Höhenmeter bedeuten einen grösseren Energieaufwand und meist eine längere Trainingseinheit. +Die Korrelation zur Distanz fällt überraschenderweise schwach aus. Die Herzfrequenz ist zwar ein wichtiger Indikator, für sich allein jedoch nicht aussagekräftig. Es wird vermutet, dass Garmin die Herzfrequenz über die gesamte Trainingsdauer integriert und somit präzisere Ergebnisse erzielen kann. + +%Es wurden insgesamt drei verschiedene Machine-Learning-Modelle evaluiert: +%Lineare Regression, Decision Tree Regression (mit und ohne Grid-Search) sowie Gradient Boosting Regression (mit und ohne Grid-Search). +Die Performance der unterschiedlichen Algorithmen ist in der \cref{tab:model_performance} \nameref{tab:model_performance} ersichtlich. +Der Algorithmus Gradient Boosting ergab die besten Ergebnisse. +Der Versuch, die Performance mittels XGBoost (Xtreme Gradient Boosting) weiter zu optimieren, blieb jedoch erfolglos. + +Bei allen Modellen wurde ein hoher MSE-Wert festgestellt, weshalb eine Outlier-Analyse für das leistungsstärkste Modell (Gradient Boosting) durchgeführt wurde (siehe \cref{fig:rmse_vergleich} \nameref{fig:rmse_vergleich}). +\begin{figure}[H] + \centering + \includegraphics[width=0.5\linewidth]{rmse_comparison.png} + \caption{MSE-Vergleich} + \label{fig:rmse_vergleich} +\end{figure} + +Dabei ergaben sich folgende Erkenntnisse: Der Plot der Residuals vs. Predicted Values (siehe \cref{fig:residuals_vs_predicted_values} \nameref{fig:residuals_vs_predicted_values}) zeigt ein um den Nullpunkt gestreutes Muster. +Allerdings liegen diverse Punkte weit entfernt von der Nulllinie, was auf signifikante Ausreisser hindeutet. +Die Verteilung der Residuals ist glockenförmig, weist jedoch lange Ausläufer auf. +Dies bedeutet, dass viele Vorhersagen präzise sind, aber auch grosse Fehler in beide Richtungen auftreten (siehe \cref{fig:distribution_residuals} \nameref{fig:distribution_residuals}). + +\begin{figure}[h] + \centering + \begin{subfigure}[t]{0.32\textwidth} + \centering + \includegraphics[width=1\linewidth]{residuals_vs_predicted_values.png} + \caption{Residuals vs. vorhergesagte Werte} + \label{fig:residuals_vs_predicted_values} + \end{subfigure} + \hfill + \begin{subfigure}[t]{0.32\textwidth} + \centering + \includegraphics[width=1\linewidth]{distribution_residuals.png} + \caption{Verteilung der Residuals} + \label{fig:distribution_residuals} + \end{subfigure} + \hfill + \begin{subfigure}[t]{0.32\textwidth} + \centering + \includegraphics[width=1\linewidth]{actual_residuals_vs_predicted_values.png} + \caption{Residual-Analyse} + \label{fig:actual_residuals_vs_predicted_values} + \end{subfigure} + \caption{Residuals} +\end{figure} + +Die Analyse der tatsächlichen vs. vorhergesagten Werte (siehe \cref{fig:actual_residuals_vs_predicted_values} \nameref{fig:actual_residuals_vs_predicted_values}) zeigt einen starken linearen Zusammenhang. +Vor allem bei hohem Kalorienverbrauch treten jedoch grosse Abweichungen auf. +Aufgrund der grossen Fehler wurden anschliessend die 10 grössten Ausreisser weitergehend untersucht. +Da das Gradient-Boosting-Modell aufgrund exotischer Ausreisser (extreme Aktivitäten) eine starke Verzerrung aufwies, wurden diese aus dem Datensatz entfernt und das Modell erneut trainiert. +Die Bereinigung der Ausreisser führte bei mehreren Modellen, insbesondere bei XGBoost und Decision Trees, zu deutlich besseren Ergebnissen und einer wesentlich höheren Vorhersagequalität. +%Robuste Modelle wie Gradient Boosting zeigten hingegen kaum Verbesserungen, da sie bereits mit den ursprünglichen Daten sehr stabile Ergebnisse lieferten. +%Insgesamt bestätigt die Analyse, dass die Behandlung von Ausreissern die Generalisierbarkeit und Verlässlichkeit vieler Modelle erheblich steigert, während Gradient Boosting weiterhin die beste Gesamtperformance erzielt. + +% \begin{figure}[H] +% \centering +% \includegraphics[width=0.2\linewidth]{actual_residuals_vs_predicted_values.png} +% \caption{Residual-Analyse aktuelle vs. vorhergesagte Werte} +% \label{fig:actual_residuals_vs_predicted_values} +% \end{figure} + +% HIER beginnt direkt dein Text, der links neben dem Bild stehen soll: +%Die Analyse der tatsächlichen vs. vorhergesagten Werte zeigt einen starken linearen Zusammenhang. + +\begin{table}[H] + \centering + \begin{tabular}{lrrrr} + \hline + \textbf{Modell} & \textbf{MSE} & \boldmath{$R^2$} & \textbf{MAE} & \textbf{RMSE} \\ + \hline + Gradient Boosting & 8464.809061 & 0.956683 & 43.902078 & 92.004397 \\ + XGBoost (Cleaned) & 8524.848633 & 0.955494 & 46.737837 & 92.330107 \\ + Gradient Boosting (Cleaned) & 8556.449590 & 0.955329 & 47.982366 & 92.501079 \\ + Tuned Gradient Boosting & 8965.069257 & 0.954123 & 44.806858 & 94.684050 \\ + Tuned XGBoost & 11515.125000 & 0.941074 & 47.307045 & 107.308550 \\ + Linear Regression (Cleaned) & 14479.907618 & 0.924404 & 74.758745 & 120.332488 \\ + Linear Regression & 14922.827346 & 0.923636 & 75.119990 & 122.159025 \\ + Tuned Gradient Boosting (Cleaned) & 15201.654713 & 0.920636 & 54.665726 & 123.294991 \\ + Tuned Decision Tree (Cleaned) & 15765.286458 & 0.917694 & 61.218750 & 125.559892 \\ + Tuned Decision Tree & 27388.197917 & 0.859847 & 69.916667 & 165.493800 \\ + Decision Tree (Cleaned) & 33776.677083 & 0.823661 & 84.322917 & 183.784322 \\ + Decision Tree & 342554.958333 & -0.752949 & 128.333333 & 585.281948 \\ + \hline + \end{tabular} + \caption{Modellvergleich der Regressionsmodellen} + \label{tab:model_performance} +\end{table} + +\section{Diskussion} +Die Bearbeitung des Themengebietes zeigt, dass Gradient Boosting im Vergleich zu den anderen Modellen besonders robust gegenüber Ausreissern ist und bereits mit den ursprünglichen Daten eine sehr hohe Vorhersagegenauigkeit erzielt. +Trotz Optimierung durch Hyperparameter-Tuning konnten einige Modelle keine besseren Werte erzielen. +XGBoost und Decision Trees profitieren hingegen stark von der Bereinigung der Ausreisser, was auf ihre höhere Sensitivität gegenüber extremen Werten hinweist. +Hervorzuheben ist die Residualanalyse, welche trotz guter Gesamtmetriken einzelne Aktivitäten mit besonders hohem Kalorienverbrauch identifizierte, bei denen grosse Abweichungen festgestellt wurden. +Dieser Befund unterstreicht die Bedeutung einer gezielten Ausreisserbehandlung für die Modellstabilität und Generalisierbarkeit. +Für eine verlässliche Vorhersage werden eine sorgfältige Datenaufbereitung sowie die Identifikation und Behandlung von Ausreissern als essenziell erachtet. + +%------------------------- +% literature +%------------------------- +\newpage +\renewcommand{\refname}{Literaturverzeichnis} % For article +\bibliography{library} + +%------------------------- +% appendix +%------------------------- + +\newpage +\section{Anhang} + +\begin{figure}[H] + \centering + \includegraphics[width=0.9\linewidth]{Korrelationsmatrix_features_ml.png} + \caption{Korrelationsmatrix Features} + \label{fig:Korrelationsmatrix_features_ml} +\end{figure} + +\end{document} diff --git a/term-paper/library.bib b/term-paper/library.bib new file mode 100644 index 0000000..2e3b2ae --- /dev/null +++ b/term-paper/library.bib @@ -0,0 +1,110 @@ + +@misc{toth_zusammenhang_2025, + title = {Zusammenhang zwischen Trainingszeitpunkt und Schlafqualität}, + author = {Toth, Yannick and Hollbach, Dario and Hizlan, Arif}, + date = {2025-10-26}, + year = {2025} +} + +@article{odriscoll_how_2020, + title = {How well do activity monitors estimate energy expenditure? A systematic review and meta-analysis of the validity of current technologies}, + year = {2020}, + volume = {54}, + issn = {1473-0480}, + doi = {10.1136/bjsports-2018-099643}, + shorttitle = {How well do activity monitors estimate energy expenditure?}, + abstract = {{OBJECTIVE}: To determine the accuracy of wrist and arm-worn activity monitors' estimates of energy expenditure ({EE}). +{DATA} {SOURCES}: {SportDISCUS} ({EBSCOHost}), {PubMed}, {MEDLINE} (Ovid), {PsycINFO} ({EBSCOHost}), Embase (Ovid) and {CINAHL} ({EBSCOHost}). +{DESIGN}: A random effects meta-analysis was performed to evaluate the difference in {EE} estimates between activity monitors and criterion measurements. Moderator analyses were conducted to determine the benefit of additional sensors and to compare the accuracy of devices used for research purposes with commercially available devices. +{ELIGIBILITY} {CRITERIA}: We included studies validating {EE} estimates from wrist-worn or arm-worn activity monitors against criterion measures (indirect calorimetry, room calorimeters and doubly labelled water) in healthy adult populations. +{RESULTS}: 60 studies (104 effect sizes) were included in the meta-analysis. Devices showed variable accuracy depending on activity type. Large and significant heterogeneity was observed for many devices (I2 {\textgreater}75\%). Combining heart rate or heat sensing technology with accelerometry decreased the error in most activity types. Research-grade devices were statistically more accurate for comparisons of total {EE} but less accurate than commercial devices during ambulatory activity and sedentary tasks. +{CONCLUSIONS}: {EE} estimates from wrist and arm-worn devices differ in accuracy depending on activity type. Addition of physiological sensors improves estimates of {EE}, and research-grade devices are superior for total {EE}. These data highlight the need to improve estimates of {EE} from wearable devices, and one way this can be achieved is with the addition of heart rate to accelerometry. +{PROSPEROREGISTRATION} {NUMBER}: {CRD}42018085016.}, + pages = {332--340}, + number = {6}, + journaltitle = {British Journal of Sports Medicine}, + shortjournal = {Br J Sports Med}, + author = {O'Driscoll, Ruairi and Turicchi, Jake and Beaulieu, Kristine and Scott, Sarah and Matu, Jamie and Deighton, Kevin and Finlayson, Graham and Stubbs, James}, + date = {2020-03}, + pmid = {30194221}, + keywords = {accelerometer, Accelerometry, Activities of Daily Living, Arm, Bicycling, energy expenditure, Energy Metabolism, Equipment Design, Fitness Trackers, Heart Rate, Humans, meta-analysis, Running, Sedentary Behavior, Stair Climbing, validation, Walking, wrist, Wrist}, +} + +@article{brage_estimation_2015, + title = {Estimation of Free-Living Energy Expenditure by Heart Rate and Movement Sensing: A Doubly-Labelled Water Study}, + year = {2015}, + volume = {10}, + issn = {1932-6203}, + url = {https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0137206}, + doi = {10.1371/journal.pone.0137206}, + shorttitle = {Estimation of Free-Living Energy Expenditure by Heart Rate and Movement Sensing}, + abstract = {Background Accurate assessment of energy expenditure ({EE}) is important for the study of energy balance and metabolic disorders. Combined heart rate ({HR}) and acceleration ({ACC}) sensing may increase precision of physical activity {EE} ({PAEE}) which is the most variable component of total {EE} ({TEE}). Objective To evaluate estimates of {EE} using {ACC} and {HR} data with or without individual calibration against doubly-labelled water ({DLW}) estimates of {EE}. Design 23 women and 23 men (22–55 yrs, 48–104 kg, 8–46\%body fat) underwent 45-min resting {EE} ({REE}) measurement and completed a 20-min treadmill test, an 8-min step test, and a 3-min walk test for individual calibration. {ACC} and {HR} were monitored and {TEE} measured over 14 days using {DLW}. Diet-induced thermogenesis ({DIT}) was calculated from food-frequency questionnaire. {PAEE} ({TEE} ÷ {REE} ÷ {DIT}) and {TEE} were compared to estimates from {ACC} and {HR} using bias, root mean square error ({RMSE}), and correlation statistics. Results Mean({SD}) measured {PAEE} and {TEE} were 66(25) {kJ}·day-1·kg-1, and 12(2.6) {MJ}·day-1, respectively. Estimated {PAEE} from {ACC} was 54(15) {kJ}·day-1·kg-1 (p{\textless}0.001), with {RMSE} 24 {kJ}·day-1·kg-1 and correlation r = 0.52. {PAEE} estimated from {HR} and {ACC}+{HR} with treadmill calibration were 67(42) and 69(25) {kJ}·day-1·kg-1 (bias non-significant), with {RMSE} 34 and 20 {kJ}·day-1·kg-1 and correlations r = 0.58 and r = 0.67, respectively. Similar results were obtained with step-calibrated and walk-calibrated models, whereas non-calibrated models were less precise ({RMSE}: 37 and 24 {kJ}·day-1·kg-1, r = 0.40 and r = 0.55). {TEE} models also had high validity, with biases {\textless}5\%, and correlations r = 0.71 ({ACC}), r = 0.66–0.76 ({HR}), and r = 0.76–0.83 ({ACC}+{HR}). Conclusions Both accelerometry and heart rate may be used to estimate {EE} in adult European men and women, with improved precision if combined and if heart rate is individually calibrated.}, + pages = {e0137206}, + page = {2}, + number = {9}, + journaltitle = {{PLOS} {ONE}}, + shortjournal = {{PLOS} {ONE}}, + author = {Brage, Søren and Westgate, Kate and Franks, Paul W. and Stegle, Oliver and Wright, Antony and Ekelund, Ulf and Wareham, Nicholas J.}, + urldate = {2025-11-23}, + date = {2015-09-08}, + langid = {english}, + note = {Publisher: Public Library of Science}, + keywords = {Accelerometers, Adults, Bioenergetics, Diet, Energy metabolism, Heart rate, Physical activity, Urine}, +} + +@article{noauthor_using_2015, + title = {Using Smartphone Sensors for Improving Energy Expenditure Estimation}, + volume = {3}, + year = {2015}, + issn = {2168-2372}, + url = {https://pmc.ncbi.nlm.nih.gov/articles/PMC4848104/}, + doi = {10.1109/JTEHM.2015.2480082}, + abstract = {Energy expenditure ({EE}) estimation is an important factor in tracking personal activity and preventing chronic diseases, such as obesity and diabetes. Accurate and real-time {EE} estimation utilizing small wearable sensors is a difficult task, primarily because the most existing schemes work offline or use heuristics. In this paper, we focus on accurate {EE} estimation for tracking ambulatory activities (walking, standing, climbing upstairs, or downstairs) of a typical smartphone user. We used built-in smartphone sensors (accelerometer and barometer sensor), sampled at low frequency, to accurately estimate {EE}. Using a barometer sensor, in addition to an accelerometer sensor, greatly increases the accuracy of {EE} estimation. Using bagged regression trees, a machine learning technique, we developed a generic regression model for {EE} estimation that yields upto 96\% correlation with actual {EE}. We compare our results against the state-of-the-art calorimetry equations and consumer electronics devices (Fitbit and Nike+ {FuelBand}). The newly developed {EE} estimation algorithm demonstrated superior accuracy compared with currently available methods. The results were calibrated against {COSMED} K4b2 calorimeter readings.}, + pages = {2700212}, + journaltitle = {{IEEE} Journal of Translational Engineering in Health and Medicine}, + shortjournal = {{IEEE} J Transl Eng Health Med}, + urldate = {2025-11-23}, + date = {2015-09-18}, + pmid = {27170901}, + pmcid = {PMC4848104}, +} + +@article{edwards_evidence_2025, + title = {Evidence of a circadian variation in 10-km laboratory running time-trial performance, where a standardised approach has been employed}, + volume = {42}, + year = {2025}, + issn = {0742-0528}, + url = {https://doi.org/10.1080/07420528.2025.2459668}, + doi = {10.1080/07420528.2025.2459668}, + abstract = {Diurnal variations in time-trial performance have been shown in people living normally, where a “standardised protocol” has been employed to reduce bias. We tested the hypothesis that a circadian variation exists for a 10-km running laboratory-based time-trial, where such a standardised approach is used. Twelve recreationally active adult males were recruited. The participants completed three familiarisation time-trials to the best of their ability at a self-selected pace and six 10-km time-trials at 06:00, 10:00, 14:00, 18:00, 22:00 and 02:00 h. Each session was separated by 7-days. Participants were allocated into 6 groups due to finish times ({FT}); sessions were counterbalanced in order of administration. A cosine fit for resting intra-aural temperature and {FT} both showed a significant circadian rhythm (p {\textless} 0.05) with mesor, amplitude and acrophases of 36.61°C vs 2994 s, 0.34°C vs 149 s; and 17:29 vs 18:44 h:min, respectively. The parallelism of temperature and {FT} agrees with previously published research. The finding of a 24-h rhythm in 10-km {FT} (5.0\%, d = 0.80; power = 100\%) concurs with that of a shorter distance where “standardised protocols” have been employed (4-km, 2.6\%, d = 0.34). This finding has implications for scheduling of competition and training. Whether this variation is apparent in other populations, however, is unclear.}, + pages = {244--258}, + number = {2}, + journaltitle = {Chronobiology International}, + author = {Edwards, Ben J. and Boyle, Brenda B. and Burniston, Jatin G. and Doran, Dominic A. and Doran, Dave and Giacomoni, Magali and Mahon, Elizabeth and Pullinger, Samuel A.}, + urldate = {2025-11-23}, + date = {2025-02-01}, + pmid = {39908409}, + note = {Publisher: Taylor \& Francis +\_eprint: https://doi.org/10.1080/07420528.2025.2459668}, + keywords = {core body temperature, Daily-variation, design-checklist, time-of-day}, +} + +@book{geron_praxiseinstieg_ml_2023, + author = {Géron, Aurélien}, + title = {Praxiseinstieg Machine Learning mit Scikit‑Learn, Keras und TensorFlow}, + subtitle = {Konzepte, Tools und Techniken für intelligente Systeme}, + translator = {Rother, Kristian and Demmig, Thomas}, + edition = {3. Auflage}, + year = {2023}, + publisher = {O'Reilly Verlag / dpunkt.Verlag}, + address = {Heidelberg}, + isbn = {978‑3‑96009‑212‑4}, + pages = {878}, +} + +@misc{WasWirdZur, + title = {Was Wird Zur {{Berechnung}} Der {{Kalorien}} Auf Einer {{Multisport-Uhr}} Verwendet? \textbar{} {{Garmin Support-Center}}}, + journal = {Garmin}, + urldate = {2025-11-23}, + howpublished = {https://support.garmin.com/de-DE/?faq=Le7blBDFA95R8zNntMRMe5} +} diff --git a/term-paper/packages_and_configuration.tex b/term-paper/packages_and_configuration.tex new file mode 100644 index 0000000..d6981c4 --- /dev/null +++ b/term-paper/packages_and_configuration.tex @@ -0,0 +1,63 @@ +% !TEX root = documentation.tex + +%------------------------- +% imports +% ------------------------ +\usepackage[ngerman]{babel} +\usepackage[left=3cm,top=2.5cm,right=2.5cm,bottom=2cm]{geometry} +\usepackage[T1]{fontenc} +\usepackage[utf8]{inputenc} +\usepackage{abstract} +\usepackage{hyperref} +\usepackage[natbibapa]{apacite} +\usepackage{tabularx} +\usepackage[affil-it]{authblk} +\usepackage{newtxtext} +\usepackage{newtxmath} +\setkomafont{disposition}{\bfseries} + +\usepackage{graphicx} +\usepackage{float} +\usepackage{cleveref} +\usepackage{nameref} +\usepackage{fancyhdr} +\usepackage{lipsum} +\usepackage{lmodern} +\usepackage{etoolbox} +\usepackage{url} +\usepackage{float} +\usepackage{wrapfig} +\usepackage[list=true]{subcaption} +\usepackage{graphicx} +\usepackage[nottoc, numbib, notlof, notlot]{tocbibind} +\crefname{figure}{Abbildung}{Abbildungen} +\Crefname{figure}{Abbildung}{Abbildungen} +\crefname{table}{Tabelle}{Tabellen} +\Crefname{table}{Tabelle}{Tabellen} +\bibliographystyle{apacite} +\setkomafont{subsection}{\bfseries\normalsize} + +%------------------------- +% configuration +% ------------------------ + +\pagestyle{fancy} +\fancyhf{} +\fancyfoot[R]{\fontsize{10pt}{12pt}\selectfont \thepage} +\setlength{\footskip}{1cm} +\renewcommand{\headrulewidth}{0pt} + +% paragraph indent +\setlength{\parindent}{0pt} + +% hyperlink colors +\hypersetup{ + colorlinks, + citecolor=black, + filecolor=black, + linkcolor=black, + urlcolor=black, + pdfborder=0 0 0 +} + +\bibliographystyle{apacite} diff --git a/term-paper/r2_comparison.png b/term-paper/r2_comparison.png new file mode 100644 index 0000000000000000000000000000000000000000..18449524cdecd2361add674548c1877f87b6a1c7 GIT binary patch literal 45169 zcmeFa2UOMPwk=LH#>9FOH3%X`1r=0KItZw-f&xmBA|*;M(lNkX{5t znt%yPktWhann-60NE7M*xwc8}dGEe+?s@-l@3`-c@fh(O%I3F!<@?r}YtFeAmyanQ zTDpjP5eEmyQia3&RXI53*Ku&nlmGfFd`J7Te=q*;3kTIhKXN2h@X!}un(kHF%fXT2 zw|M&00(||A?O|;P4vu97^zVxzn;0Vwj)z|q;(5i$q;p{Bnw+r(0j(k=N}g?~pfKW?CU4QLtml7dQ)!bMfztm(nL3Pdg)0 z=;S$`&KJX_;N$GMLT>ga%U^2Er%&E~!EMP={QRrsya}0^QmeKc+jHRR_ZrnvN@LyO zUOL`5;9HsdDPNt_wQ5K;?rX|QJCUrPh?n$sl-!In$j=iI5lPsGSJ{T*fO~`>)w^TjQ-=T}yVo0P5Yf1R=~f97K_V~cI=?DU9AgOxG8?*u`Nh zZkF)H4+~>;vr?@jf+q|!8dq^~#TNRmu`IZ_w62X)K~d44@5054I-FUz{Qd9mJ^xj# z>I20W;k)zQJv>%@`|Z7{fgF`wxAD4x=A6X%4zB#!$@n*q%p*?P0+ zkHWlWUAF5#c`d_}rOT>IG)`+!k2$vf!Gj0doO97e689v6mD<|ctds2<@;q{+lhk8X z>z;F*TTG|seON`MzAo|Ps_(wLpXV_ZXVaS3*OHr~cuVksv_n^nPP)aLOuGn%_|1a0 zV;R=XHFx*UKd^tl7N;p|w6{8Yyv1$IYi`_2#$)nPnA?CfgH@;GCp&zpB1AeOqt)}| z?&%Nb8R@!}y^ezN^7?jmc9ZYZDp#&r^BW;4{v{~JCIe_TOBR#G3kgq8!GFf>d;k|vTQ>z-SCeE4nQn1UH;EPjPsf*Pqps=2OX zdpA=DhdWEhdLsPdY}OPZO!h9W4XNjd7=8H6zWbd%@)S~sV-Q)J7L~}MO*M3eAh_k^+mV%t&vo2X=&-Jity$= z`}PaEy;C3i)0TfUMJ8nalm!K`WT{rXCAwOP*_T!&^n>RC7 zZ(z}!oqi;&_Et@ot<-46uECh2fg-~rBWi&n#$snb{3IQ!%sR#yHXEFOB6$^u?jm1t zj*h?4es^q>w~Q~F3c-qI`LDTnPdQYEZqFo^CN8x%b-HyW?ympn)L{Ne&Ma~FPqwvj z8b_{j3fIwfXc~BEESLXuSK`c@$UsrkY#)z_PG)U3!*Z>RI}X!Px1LCNxzSJdKGVQc``d57b!8=H zjD9FszEw`H+4y8bpp@Nxo@L%|GHjCXAGoT+ne$<6j4?4|(Wjm3n$GLmvwp$Ch4CI! zAG14epA^Fp)6X=XKs;8vxk*Vq)kq=Trd1zn%5}WiS={X94=fWth5YH^t67N^p}XQu z%7cRB+#V0)j_da~q!sZv4|gc!4!_u{c;txM`LCANq+4pz2_h_{(`yp-a_Wq80)@uj zob=_9R#gfTt6JwZeGj{AD2v`cK5x0 z{cr7fHX_T`$y?1vK6sGj<6t__ly#9WV$aX>3bE2H+!62!huVu03y!Xlv=)2vloS>%e&X13j48Vd%SVKd>&WeGDMHzNDt%aK z*8;I8*QBJRTr4*cUBoG5m7twgsCzpk#A>C0>a(wxE){=OU0p8AdVJ8A+qmoEsnrNa zIKVcE-msTj|M)<&M`ou?5CKKp z-Q9h#O-hXuPOau#8@|=0KXsrK0WZz!`3_2q`}~JGnFiS%bDQMlTa0t7qgB=*a~5vT zXgV#$vy7RdDN;1o&&cu5_T73`N!YpRfe~+YHiN~DGjeWmiMA_R>wKqlId1Y%S}=y6$nocqLZA+ES=`t5J$4`OQy2N@J zyk?)Yu~?R8U0k@Z0mLUi_FIk)G&i1ocX{&?8ylMlqZ0o@Y`TQ_K%2hA-R!&>bCOcY z4Mbq(SVTmGFZMlG{@iR%>FaB2cX8WS@7GGVZhmv!=xDG+d3Ny~S(nuHC1!{*fyQ}5 z$npNAua64nPp7Ug4IVqX%)8+0#fwD+HIuCL9BgwuxJ_U{*mlAt`yOjDY)MG zUoF|e$A$2kDkL(u%kAU)ooQufnw=WYaEkweBV>-%om?7RZo(tyT4Sv3#OpD7yr8IP zb7Nt1v*lpYsc)7n5mOG6?G=&Or8)e@c%XDG!Ej7hxNxso|&dmmgMrtRkJP`rwMV zzmV=%+Z7No5+`gk%EG^x{}uL&`pU_o4D-8`pQ<8QwCrtUzTe(vM} z71NKy!>Wi&#;Y$PR2y|+$JWfvj_+=^FWo*oG<2i?cg;=Z;kylbdwXR(r!z~P952_) z??N(DQ&hY%@MJ`pG1#I<(a-=Hr(yU#>e~T^_ni6H%jDO+}7> z_wL=IHZ4!G9NSu02}wrROzp?B_00c>UR#Hn94ZN^bnPqKbo9>ME33Ae>^j6)m2O;7 z4lr6-CSuI&<(>)7=S7w>Dt%)N0f2fu|av=KkQ`*)@z(T zeShfPRbg&_pWiPm4rbnF3aAx6Y_Q@C6)#r?9BAw8G?qf@+fdMEyILZ+e2ZF?PoQzw z468cY4=dRCMZnI0@&*@HWq!$%mF~T-9@HIRI;M|}_BYnkjxYT6n-y3__}_%9J^--X zsk)5oS&3y6r)twoRS=#Wx{jiHFa%=1n4FwUdr)?=C*q*H`;)3@m30xoy9WWSmMRD_ zrRN$g!ptdXp^boHtzQsDZM4Px_)dhP26`>Q|BZuJw(~` zv8G~XaDDx|*6A_VM2@FdPzKs_I2)uJXEc^4O9e@s2`Wuxm7Amq?AY;=KL=}=zr^Z< z(1X*@ue`dD%$NG2tVz!#C=|h0QCnzvuFm$8j{};m>wBsq(#|YO1-uZQ8&6N_wn)%Q zd3Qf~6Vkp;mi+^)j2BE{VZF0g+|A5-4z%v|{P$Kd**M|O%dU@PkD0UcAwMS4jRekJlq!Mq};1f0fntS^eHuO8?&Q7v8Jr+JZ zwOVL=fvLoH#5w1z=$!%rCDWcgWjmSe0OJ7}85uIp0}1%qNzSdP92y7B9t&cNx{mhT zLyZ!T+UiY?b28%+Fj_PoGZk7UPKm56Zc0@svD*E8xkL}r7rZVV-;V4m14f8di&i#A zl<1Q3F1TmioIS(x{)Wjyf$^lrs%>JVn*nU6V4oE}Ve-W3;wiJ=fBh!4!7511+`sVJ zTDPjoXO~w{O>(B?i8j{T%_Q4vbHV?%Sl&D3bd?20G^ClbYslw9Nsk_*YS8x=`{^mi zgUHA`6S%ozK*=NH2}#fMCsENu89KtPB^o0{+r>K0$qaF4pP{ps~SD6iL0 z9Lsj>eJAo5*ybYNMiG%$XFG3c`UvS|uLh95$kz^#;>6_^>t-qH%PaThVPpTr@bK`V zXDd`zH|ID@qD1`(pr#0jS{(S=Mvwm_GIGzG^!W89#Z2Mw;~Ca^?X{W);;v(T#h23*_KnORjGbuUpylo1_GTY6-7d_kI4~ ze)rw!N0#*!XHg>fzJ9G0aqQlYU2x-Vc#Net2 zM>r#Nv+Qwa6mD)3Vy)5q@J7$VAhmJ1^X+Zgrw@x*)Fqhfb(|jUslrRJrcIo(9Hv#L zf_m*)5=n2xbDQj#{>^fA%+t9=Z!&*>90#b)kFX7b-$dmk{D=yi>Y8C*u(S-tP#lAXMspH4+M z_P(N9*w)=`y8qCjHQRL_?ZA^T)qB1}NNgp+%pdpdTe@!Dx{Vt){C;-0WV7$8ttYg+ zxv{Dxfidoi`ZP9;{c|+JhJ_1$m!3T=B z*txGU!zKf@Lb_#r(9)av`T3M=0t7W)d}^JWHKm|0)3hV$xSVFA);O})C(sZ+03+N$ zqlE6OGVKi8{dUjVHXv0LmIaFXf`s9sGXSFW#RlijaUPT)*xSP`Ru}F*e0k`#p&u7Q zve@+Ww9k(h7I8VZdSvWGieM%Wzv#2q&pFb6#A&LnLbOu0{iAq=Aa?eL@o~vt&Y$;1 za1NU2EE_t~Z+U{L_9yHLu&mNrqj@a&)arv^9(DrXZxj@K@nL9a=l%QleLzlep?1mc zu*+@wyEOHXtBz&Jfr@1qXW#epLf&Joc^-N~DhoL{r00+S9Ti8Moa`P%EPR|>m|64( zTW9;fqV3qPeJWR1e+d!u#~*)Lv~tT2K%RO_=m*7}OA20s7}9uh*3QLc#vv@IaFSd4 z?1#Hpnu$B<6+ie%+rB-wVZ(;9R`Z198j0?$0mpEy z{SAVYST6nm8i)oFSfD!IW`K@@8gT)5M(XJn8i^=^WWJ>1ox9qRT_^(rsI!z=f9cze z30G6ood@;hhKo14f)ROS*M5-dTi3P=oTEr0L55fYQJ+4Y9qVt@WYs5Y0<~yh)2}5k zev%Hzq1D;v%>>O;9wv7ZSq30}?0tjUVosqNtow45UnYu2kJg}k)d}bS+VKp%dN>z?&GFD zh>qU+!w-8zO)DH5lo1vK?%at%x)0JmVQy|tnbWJ%{rx0vLmB7m($XXP`ufP8_^<1A z88FipR_UNnMq@u>`-|e@9cg8{{yfWyj5}LeT11u<@Mknwr8f3+_DAG|1T}TnbjU|X zy?3y%4_CW66%v$M8C&9^tTfSM)uT-;N={tNr8Xi~DW*dXr zS@C{Ko`kQsX+m0M;?#f;`)(M2zDu}m0iW*@ZkyUix=ZZa*3g}GFKX^R7mLLZ$h?(f z+0Q1|UC!s^3D?W5npVW>Py##4DEVGk-zqHh8!0BMVYC4xl(DLADC}H@H zq3)%ndZsD!c=iW|4wWq^wD=W3TAvu{DlZ=b&-4=4RTFV&Iq~HbxS~|Tlfc>q8NO?8 zCmtQ_i~@ou6)41lgWwB9M8QX~a*}02ed5VzR3UL}z!sH>|La3-z}Nest-$2wc7+E= zn02Tu($5Z^rrSt0GhjkIO86kdFwaTzrE6u>Jtjww1DMf?A`Kh{$uC~SeuL|wx*mQE z<#z)*ZuIq@mbXcRr3_Q{?&m00_#6f}K5#I9G1xdD^i6SZON(t2cN;fLBjus^Jp9J> z#aXN=vxMYtorP_c4;gyQRB5%YF6(6ZWg%3}vYN&`bQdk7L!Vpt*TKN-(FgC{f2UwX z)7ykCV^$CG;Siez{y3ET%uYX>C0!yMZ!Pd{Qh$cff8l`tFt+{`hyUY)JT*ZDzSOQ0 zh2<(>Ozisw3l?Z|c5B(#NLl;Z`i{kEz2a?{B(aS<5%0C7pkFvBl}WV~D-#aq0p@2wT*~>7<$XGA_kp4I(aa z&d4GhcillzrT^#&>RX{k_Evc+s3}oL%q7Z5P&x4^gyKO0#Q|VlK8yzB>`aB zEz*VrWo4VDwV#|#nKy5qkVS%rhlgI_s%=^?jiu@0I8Kl{W_jo4zXfA;)E{L}u*fOg zH)T2K6`FP@V7!~}XQGh}0aFpqElqpXM%z_|P$86QJ&S-?*6ma9lDU-k~K53q7r7v=GbHQR9 znQiI1DPpDXf2!DII?XS&L8wEyA@%*$Q)vp!;xiZ3>`QX_g3CPy9Gednd>l8G6PmJ* zZ7TJ=?BUEb%^w`F&pSJW+0>bJY9Oo8*?A(rcC=zL zqG6q1sjRYf_njPB&N4arwK--`_Vd}1Q|-09n^`;#%vzB7S2QC& z9a=`50tp;MpsmGM3^3lo6M*-t{`R-KuO1w+1jXr!${_&UABe6O z?)TFA>XXAkV%hkTy0hS`uN3`%|NZxsYu6^CIAFa_G3>f?>C)Fw=FA{VC@Lz7jGz=G z1qAHADg>3lqG!*x@bT@ptWRP{$AFXtrBsCwS$5PPWOqPVSWBY#o7Ca|S5+(Tt(c~$JZ=Ncazf0?JYqFh#b z$I+6XPYH%(s(AJan0UtR+4e>y1Nv>7OO*UOzEqT&$QJV*@j(n1un3|$( zCgVC90};-!>$l&26Fm7iVHvM%%=v}OgIuidxYcJzrR<*WtFn7>)nQPlUi~>MJZjLw zPfb6>tv)qMPobCn^o1*OE%np_e_H2vP3?q>@qjU7yTzNJpvw04NLi_IM_x)uod-%Qkkse_0D$-0^X5$z>hehsZt9Ot9vI&G zNnN5*mec)J85e7f+6vQzWG|(VlnVKbft;Lady98I3@5D8O3&8jPVMnf(Ym>g7bf^z zQxz|@If|F&oyC^~c{Yu^IEi-#iq?hcE($|x1b=V&^xPMHuO3`w3?0A{80`wSi36it zcYyOVdi`(!iD>-e#rC?d>$Q@vTuA&jX@1x6Sdnht?42UXuN)>O4TX?ajNcYI)Q`{1 ze5)mdBpiXjV+n4}1hPQ7W3MVx^mRkvPQ#0@UcDLx9jMKz*8yr<#_rv(Lt5d5R|}d>Bj(s%LKeWTq*yAv z0>of^`mlR>@byUG);>}NvC?(z^)jP8fjV5@rxZChp2>(+3YH*^*>kdYGh|L3@6S>9 z1!G*RTYVrYy|OoRVc%r?Z1kG*SxB;!wuX?laH~pjtGF_UkiWBr!Nbvq^n(BM^4GtI z5dU47^grcH{!uzMhcb_JEVLW+pOE2_f@9(G9_k5NJ1HPI^}m@!<*8f9en{+$O3FG^ zK5UCx2;~}i?k-qcngH18%fx|Q2sw6Df-Kg(y_`#A|2of4_pmx2)W&OW-Lc~s334c6 zbPL&;{<=nzRf6}@HBpbxG=d^L0R<(5UVQExhwr-GEiyGmX$>oRd97zxZr7>N1yYj# z^maZmYqY9YtyvRaDL-`-G=C5Tu~H}YDHaQ2S=W{P&G zw8KHf6m{fYVx55u%5@*3FkCBb|I9cTArEy+AAiO-bgVsq$A0T}3wal`*%xa2U-^D} z+{Q!KGK~VQ^JkoJe)=GrYB>$u*GE^!x(()PLQ@OibI9G=U;cBGtwo*b{C6~0{KVu3>PS+`Ev1xajiA4M0T-1_%64CA9>qMQiJ0_V;PRD1* z^K#15W+g=(Sb4gF`5k#Vr66p3oBHtyz8$(O18H-1JSnGZSy5}cPPc!KtYn#-Go|N@ zpeEks&RLyOS)qml!}(Y3%N<@fIpiP%9~qeHT$}H;OSul&xl+lYG8^A4jqTOpiGJ_E z3dwS0=V2UPIGz3KoSdd?VP-|zKu&Z~ul;bov)p)DZfQw!WR#^{$ZW+(-RFd@?N@Y* zceAsLHB2h@pKHizRdMYGpRzd%p&S1!O`CR4PmEBK33KV# zf$iXz1%u0@u;j85gcW8c$JFL#XA)CDf8BrjbdQ3nme!s75fSOoagkEXcvisEgG_y< zHBV1LLBWI?7k3g9NQ(=bHAhb|KLgEAjX`Kw~&_D%MUEL7qrRgps zCZcJL{c#YQzFV;(9U7i!>y6XZH(r`8hze8vt=hYMIz;8}HSYlRV=s0tcrcwdC@{NT zM&oYgqA=xSKUv%l+`RCj05bK372_qsa?i_DR&9w|Irqz=-B~AFxXevFWjnqP9Vtmh zS}t~KTlXv9+HZVs7nGjlzcwf)svx8O$*Ccf3omXg1LwI`kY{85s3_Tyd(8;F}^g3Sg z<2REWl$Lq#gUo(RRn;FNW0~ydUAE}!uU~>ptBpCnQPc*MJMNme^MEdMXh3$XMva_A z@G`{8xqaM%GJlPP)iKnGWjn(ucH(Zoy!qs@n*^Jcf#lAEZ2VBaE*NBH4ic(`0e zEtS@|sp#DH&vZst^d@ZwJ*iCQO*c2U(j7~f)4AoFjbA^Ro#hi7S)r-$KV#wQ>1Shu zO-E82nz{qSzc(!xcE94LoyDB_?oX6pJ>INm9UFV-!3I@{qISh=H_J_KHe2VL2?3K9 zG&y8oFL=fGhK?Od+s(^#32Ca>>FgqO$Blk%R#=>Ib^9IuyzF)(+HFl@;|Vxyen?PD z<7lNfr>0v-YGqouApo~SnVx58xBf?$kMzFTgUPprJF4umLu50`Kkq5876T(M*``i5 z)@GLH=8srvs#RXOASa`Y1Ivy#{TpWagNn(@Pq`h5xY;+5Ggx16ux@3do?l3oH;OXkc!cTtC`}C~imZp9c2=!RFKg553M3TPhc>T)%hI5r-aI}NpK4qh2ToN{ zS-B4IOCw2F+To}luUt)*gDEIvWsNxXDk4{4J49*v2O;wC#VzJ9-TT>8M5a1xvRx$c z|3R1k&;&|P=bw-O|0&SruY+VgPT}2o`d5(mB(y`Q(tu$gW!X-W!LYW%7k$4i=9dMF zAbW6w%2GbL<*r75Ea&a;3kejO83cSn1 zAy2*flOo7UP2rWWxgR>N6$-&c@v;&mB&t}kO5?y_CP&Sw z0u?nWI|j4sgT>5WDg#9iA)}F~N$!B$iLPKl^_c4nhJq^a2#Sre)_)7JTefUD?BCJZ z$q#W2UMc+NU}XY)5-`^3%xvs;0?`eV)g5gUA%$h$?Wy)~(QsXC^Uu$ih+GoPG+Ld? zHTOQk>ha<%wa440PQSK##cvx7zDsYs>fy|cwqGf*%Xq56Y1CT{gFq96 zUbc&m#i;Lp(REh0#15#FSm<(ofQLJ710NAkZNziaX3ahpwTt-OY$TYnz@d_UZSFyo zb;_Lk>$B-aB{JX@vdjmx5r93V#d9-ye+@L~w|gO9=?NO48R2Zg7%FEZu zyMBo9OOwR7(B^#qpjj8M8#6<;%p8i?x)S5F70G%^a$CRu*dv9AKhosDWV7H+-3_&l zxXnZoLEL#i6{-7LYcn5T%>K*Ykw}feYtkj>I{Ff!=8@}|1#_su1qRVE$O#sZUtvDH z$)^-5qXCgg5UQKgU`t}XzMB#h*n0eG8K(@%yRlw#vvpcfZIA!-(_KD+ZQG7kRaL#o zb<2PY$>iGQOP7xA-~a1lo7N=o9-@9%uBakjKQgc0^dKrK$mQr!pC5nx@ewQm%=6r9 z)@%jklz1|uqKr>KNJtqNn0&T@(4sYBRS&?ZLMEBO!NV!Nhs_?%Q&Wk3+go7bS+V(8 z(LP1NEuD9MQJrlVUpe=;P{Cum3sg35*&$w4c5{9~0MF{E-!D&fFvCuFMK4;ZcExKi zn1tUTH?)r`Vu((G-50Z* z6D_%?3X;JbJ&_tuVkl`mnKhqG`Y6@;Jj;2z<(pdp)?LW6!|$4M>cnq-^Kqz0%J`OM zm;QrtW#v zAAkjqrE1@DIU~I?E=$R*Mim3F2p?jt9=iyAg4?rBGHO$Wmcd+*lwqic^=Ag`85iq4 zR&m%2!SsP$rU`Q;x61K(awJ~bdIvA{7{ZsI<&}~57B56i6Xdd1y7#=i=Q>g@N%Rx6 z3~f#WKCA?ryoo5b8tr%k{tUP~4Myj6JN}EjaBJ(jpY<+;drm4;%8iH6T9wzEf@iY6 za`&9oT34lsPoHA!J6{Mb=XKCO`#0@6(bp%S?N&j>gAMkhCp z@SUW%l-a)cWOWE*s13U9jwvv}s9zaDS9snq-Utc3|OvBs%`}_Igm`)vM2LW(pdvhd z$FuA^9S54ES%NNMkbWFw27b<-&7A8k{D%a7t43(bvgOO`A=xCPkVX8!fdkr~1)AZ6 zc#8ytl6d$S%#eBzE)@?Seu;E~id&NL{&kfMJ7t`cWyNu`0Qh>n=BC2Q3QT40c&k@F zx$MdK3mWI~GHAw7T`RNW3g4Kd_0G)>&N;#gat0JSnQswrqG0sX@h0Jg<9f87ouS9< zw2R#6%YDQEbb!agdg%q!JOS%^BK2-SLK;cROsRlFLc*rS%9s7EPb%5(3U&OcVFC8; z3T`$j^da0q!3mxK9pN$?Qd z*$rCi(chi-r1v^c+o=&)A5VTJo35McX?zxJIA)z{eHoCOTigcaazFgOn512Ty!`z9 z+SHE1z9zhlb+gQYLx)&6Mt#Z6&18n59)l~_uGN9fNG$k#S!q~f1F(Pay1m~yGtnJR zf&&~?51_k|-O3f_l7zo|sXnSm*N^W7kR?S&K7Kp_p!o>z!%U&K<>)Zhtkqh$V1YSm z*E+3*%Xp6cJa0h)TT16}snZazQ`tT9h!z{l++J)z8K~<~%As+b`e*l6%8vLjq}YdH zzZ46*mV94b<-zgjG@%8k^VlkOlTuJmsB=ro-`%S>MMZ}SyqDL*4)lkFSmiE~iFN$< zhXb)&hn+|`BWED{h;uW8`3G*P`0Op1RijNmTCK8b#R@}T2JE_KH8IEQR?``MUUr~F z*fBy29T76_pB{>{4FK$AM#48d?GFoeQchn0mbd=ALW=3`S~osU)OYDzMePt&1%NOj zxWwpxqXAMT{qHU$8;qt!b(F8Z`w+Iq0orI-&UFY92`~!%{X#gC)aAtT-B6goSj>|23_F<_Ey%#<98Z8?{ zpXG9+*C(bRKxn|CKoJWoe-hSjYQ14H*sm=vO^Qj8N9h8R$znDSzDJ1Vt<$-{xwIN4 zcClaO(!5H%4$4z4uA5&030^1PGZ#)@UWW;&BhY8_wpp@Ycs&EB*^F)?1dSsonr^y| z44wnYJ|Aobzb?8cgyIugWSP^^NNn75qa0#3f_5AG3{)2GNecWYuJ>V7-KVfDT zQ_5w~x(LqF>rU_U}$dPs6ti!)Y`8lCB*$ z4y^?L2Uan-lzixaY_;inyl4ijeIE>#wP41@PyPO7x_R|MwWy;v__!{fTI*ThvwG)` zFcta3y#(PX4wbK#cP6g*;_1_;JG#50X(N!;x75C1M-Aw47?+OD&dyRV3v6o3nV&bV z){G@PKCarXqwcSsWpBLQAWs+RHukF}tI15W)^i`M<4SnceT^B(RPW-Z#lwzA`U)e4 zkNQBU%&3V{T65<0!@aPSkhAd-qM$<=x|&AYyw^b#IZoCI>eE5a#j3CP!;E4ymh8(Q zCq3Xi(FF$nRWY6ZuaS&!y|+b+IVakYGxCvXRD(~~+m^V`C8Js?i& z5%7~>QS*Qqlrm0;v_nEL``JD<5}oaI9YEZ8(b#wr_SCuqw7KInldXM|<3~pw7kv4p z8RSo#`i;O0H1q*?2JLcADm|+}eJLbpXzIH>FC$$SEpSB55g$M#-l>AGphWz}qn2i( zM3Mx8mt@-ihG1%&71Hv5u3-9o*>?ubcB#Z2SqHh*L5DR^RvJ7bbBeI*e<4Ria^;kK zuLw6QWYhZfd*P&hNqh(#o}z>3w}STGHEf%H6on&MK#7MHo$9!$LIz}Nt6~>An#oCU z?PDL5@l-!DS3_+Gz*Al(LJnmRFBye8sYaKvNck0z11OWCpAzU~r^8VcFYt*y@|bc$ z8V+<(R}Z+dQs6$pC2{fEGQ-oSSHd<6J|>%|2FneY6fG7ElT8X}W&}EO&bt59IwKxI zkhFFHl(MGQRs(W$RYe?1H?8CqUA}DD3HXc1%0mQbS?uMYzf3%Qu=O0j8Bk;ylQZ+3 zfu?7t`u-D2rqBqBxQ>}h76kI%gB5Zx=Yl5KQc_*$3QOOcEQjdRhK6Z!S4r0fM|ZN_ za#OTeolB=rdXCD~Ke<0?@qc7Knz@;iyJ28a(zarW%1+HAM!^QgO3kPDm4CAEyD6R@ z<}er(k}?Z#1iCC7qg5n%piXEWPGD1uNr#zLZAwRpp#Yp(6SlBC_jnkI-s z6cok7B&Rg0{$hDsYVp9=m&vZUhj^ zN$=V2%$z!2Jg_|j&*1QE^%~}7QJXW#b#(J!=3>FM!Y%KfNk%a=()4G`KZ2bKcrK*p zN`;mwq5V--a=ry_OP2}|HG05E?#*(atM|H)qasAF?NEk}K0Ew^i-nAymIeh4%!4u* z{+D<6o=>!D!oOX0^}w`kIY!ORU8`y%<0u9e70%5&A;@2 zwYK^fc=@OO@^t6^i>Oi(D^|1t2&f6_D!> z8bU341;7?;0Kh7gQ77vvn;V6KtL;sf%JKGhw!6(C4n61b;6-(EoD$)P;ZvZ39Fl}1 z;`SJh!gOW99-rn)tH%e8#YB z#mryv^*3cz^9#dtNJmO!_ zmYL85SatDKW(U6QlrwYR!|_it@*kN^YerRO;nPyR-Sp5!K_b{nx!yy}$}2qi5!am6 zlz$dePh?4blgX6Zlg1{2;L^O;kw-ct3Id6svQhmXGX!Q1ELyrWx5tNZ%`CxftnUFj zG>f=%Uc-5U+PCw#VQ5H50xEDVxPTE8!w|bn*PbT3D7CW9U${(*Q^6labTlH}NyF{h zsrzBR_m6z|a0d!*a$Ui{az}d8h7CW$=SzN;(tS0szN@2O9Ies{v9Ylxyen2jp!Jse zi#zWY78brh5sNMqQBj2}SFftMx@Hs4V1l~_rrH;_yG{}1bZ(tmj%pDgL z9xrZhj|WC27STjmsfG_eBMbi+h5MT>2gO_tij>u_e)b@~Gjyo3k<^fun^g61!L@SGnuOsEqenEYclW?<^%=#z~ z2zjG=1@D};%r3>Y?MHE|*T>LdeUobbou&!R9fUgnk-cX9cB5()6}){`4VRoY=GH9HaOEjdIAv;0hU+ z;Yh~u$4$-8sC4|n`CXfF{krACIp5Hefl-q@nPdh%k)U;tsqdHP! z9#El``q9d3(NSd9lxasQ9y-b$JBq&@x#H%KJYPWTCnYfwRh81ODuH%vu2xv)3PPWR5>; z+b{p0r|Eyg3jP1fVhoc!vfCIYp9n(ILTe@wGMJEJxVDR|?rdKZO!Br|X z!ZB3NHJFhBg)7tNGaW&$A()90U_^>~ewEV_8%YN(`WVq*y4L9izT3yPHK8ysGlmm_ z#;}lK1hYEGUJssJ9dxtqWA?$2LM;-|a+(CH#vBV3mZCV+!}t8;Cl4dhYM|qWk$Dw# z%mr`n;N3{pU8#e4Q_3{!hUSq_?TgB)9!#M4>1SWVd7NX#2A<~FC1P3jH90Tct3t?zY8 z#E~#_G|LHUr$$nbI(V>n3{uGkJO&B0jXgW!kxi?-2PQjo$>1j%(B$%FCoQRQrL=Aq zB+mZ@{VS@x$>#4~)sijP=*`gela3Xe^HJiiKY6=w@K1fNDP2YSpSq10d}2C3$40Av z7(FGryL&}U`+ELW0rp4t3e3HCyW(|8dDWJrU!qs6yc1;B1y{1-vL$M5&pd{YsO%h3 zTX03-dH&tsRR$`Ki)#$eb~E5Ma@^P*21h$0a6rI{HEgAV*y=(dQZ~^!1rq(9{}NiEp;_Mdu5X#n!!kWC6_B^ zEwR4^hz83aXYNyq;r7uPk~|p)GYefcwpsbwi#dB3TswPK8x}JVgF+MS5I|5y3ZSuw z=Eh_VKwlAt^AFNmw$+HL$eJGPA_aeZ8HGOA9&|W&-9aSTil_vtPgInhCKBxT8+v5@ z;~YqB===&8Y@`Zp7wwQ66-W#IY8g)q7)cGU*@i+?Wi&C7ut>ErW-#0_WWPSLprMREs|#hiz5~t4XVrk4IAptd22Y+GHHMd>D6n zp{HWNROv@kbd7gOu|(jigff(EwV3_j;&tn_c2B)egNG#;ZD|P$7JqLBU6sTS#vK9V z0!%w_n&@rK&mZotOa{i!@d?Fvp3+RzdRf~((;|YJ;&q^)X@iM5z1Jdd4kX%_@TEoK zodhvjM@HA*2s7Gvc?X6?F&s$z%o}y=NN27!-+lK^q@uF2@=r(2=cXGq^4KQlO~zq~ z8=Ig=0<^96;S#MuFE7j%6QCzoadJk3m+S$PBkq7p0!_0OlMc{02>IYVS`hhz%ezuN zqyBwnJBFrUzLNjKzR4)BVduJaw^BPUmcx5!>{t@yuarXBx>-qm9;Pm4LA zOkW-`80+n?VBM$OE%kZkI?iDCn88BR#7yZe* zNB!q_f@fv+{v3PRBn)Pkj;A}&8?!lobfxHSjk|YLrxy!OcMR}osPPYa>5s?DDNEW9 zfI)@lb)SNCO3FZOJhR26d#&aB)6g+VC_d!NKvNKUIid)7(E?_qTqWp*Q46HzF>XBL zvdqY0{LzK-&l_)1m&r=j1VmJ7t;5(4K(dF0LMWO?F+Sp~qrfNhW+b6M7Vd?8ixw|V z6LR{W3%{WQsMF9{=w7v$P4X45LDz*e$}ytqFJI2;@WTfst!K~n&!CmJE1SljV5kpD zpT5-c_ZZfq?1!Nj`4YAMq$8uJ?L%si1x1agUYZ~Zgf&6HYoI8kd1I*Ds&L`Nq{bqz zQv)|&FV2l@Z@4wOb@^IxD`0Nc2_!^vHehzy z9ttbSujQTHmErZkcnnMjVU87I78uOmm>pDvBmd(9?hosN?Tw8CDHV&G^emUtJF)Le z*1(_LDBt|oRBr6Rc4;d!ARrPn2Tf}M{KvRRe4Nu2`pg(X>re-U5r|1l8?h^>RpGOy z-mw!qn*3lByL`vQ-#N;VO&*ioqjhocQF6_m%O`R2f5fl zv+3&V&oyZ)8T#t-e+E9#hTi!tu;1Rbb9hmg$RGcP%L@uh>4eaj`{zw~IF6q9aPcqg zMbKT1s9J(CW!YaBi{B|K-g>9>&wr8&{~AajwBU12_~+w8=}ka~`UY3@I_hlvp+3d) zw_nDbf5`Z0U>=8Ur&)qsH3ksKE%ln{j9d>FpDmwp2@Qjvli{W#zEyWD1 zR%xcFh=?QnDwj>xWF6}YQG#j-$n;?M+;p|fm&L0@x>GU81)V1eS8tqusns4;;u(kyWKvBCf{O-ekp&GET$S#|`r?oxdNmCQL^kci+=`cQPDjIi@=AB3X7S|S zZV+3bcXk{&c#tSEkh67}cI{D%Qd z)fl!lS_2axOe9zQ{AkW(Eqchi?3Wpdo-OhYHbWmAH%zUYltZ@QnM3rqfa$ugAuXDW zDxgtMYJOoK0${iwlv@q%O+2<98Y_;#Y*7{NH5-e6+ECf;vvhfiV?PeICPTG}fgw9i zJ1vTjO_{f-fqLS5yJRKue4h_l}>=QTsZ~ zhB}(_?L$CIvuMaA7_0b`)>#LL)und242y0 zJWMe#z+l$7Xdn}FH0P04slB||9F2^m^rO!Nl9)32k!kuHjW+deX#hqcXtx)8WN-XDNxiOC zy@DM92w@n?kf@dNBT9|q^vjryqCkfyAI}VCU){q4)WpZJ zO)aa;?UN#g6@eWlHGxbj&(zFs%-8C+i-Mb}*gC@!NlnOfgp%Fwi-otq_Cs|Dyf~RW zJkmcpIWz#g!6=r87M?_+5TPm92PV_{gPDUy=`zR81q+Pi{zl6NHw-3T1?6ZpddA;< z_Z`~Gk|0x;f^G-0qy}KHMGx?g9owYeMwNt=qFMXZh5Tx0=Eu-!fV;32gDsSyF5Up= z!H3PH3}#dV=}+(R`CxCi1iNMknKU^6kegu}t;~3vYu?E9r;^2THFE8ak_Eb&x+x+dt7n70`m{9o&TTlQd`DTO;>S*GN#o&uc_&3Gi)`4_bnR+2V z|H{>PCPFx>_ZeGg=Y+{qJ8MoqT#xjhDURpiLL_deq_BY z(;Pt#uA*o}u3iWTBrl=mzoWlDk!F7kca%`SMn(AUWNM`*|0!Z*p)QzjC{T1jw%n4RwLKc{N=KDu{q4JuCn_dH{u+XHvYo1 zp4Hlcfg>!mo*aikuNLFG#(Jv{`BPVn9GaNOq(k#cOTT}nd+^#%X$_Cg4xN@mtwfX3 zNTqIuoJ)2ts*DK(kwz5eKCA$n1pNpy^#Ubvd!EJ%$=;UGsOj!f&Vt z&&{aN?jj&dQwtE-UeQyo!xwH%?6fk7<3>S@Qi2{ zk5Em+6E7}bN6cq0MQMz@iCml^&BxDg4rb$a;un(4>Ry`DhUJUpx;_^!TKXOM7$f09 z(xqG?F3UUA;T)n)<53!aj0J*sxlSx9l45YiQN>qC3N&e$0xk8eHa;ysWa!Hp zpoLFK7wL$iwErV8{bYJVYlbRrIXzw`10AHokOU6XL_9*Hy9P1~jHPXJXJC*ZwszuF z1rjV|%}p?ysL;%+eES}V9Cb7^lD#M}KR`X((VTe(-sA(2O9SD5DBN6{DUj{d&*od9 zk(o%K!A&Vd>NrsG&hBC86!fIYaIpCMZO5RO7?~IU99-UJi(t1E!3k89D^dlCD%4R6 zilug=pX_P*88`HN45N(|3dF=uywZv$Qy2=-VJk%mkW7r^gm{vh3!6VbGfUR^#Y%DW zSNq}U>6$F-4e_3fekNXCa=@ml28b9%sTfp> z5#o{1l`KJB!LcErByOFFO=1Z{nvgcYDOm>)LRiH&Hom$rXK4BI?$3GC!$)W~65#>N zfGcC)WU^lZf{EhyuOL?ILG}#K>7hf+ZXL{UwcEAK zI;bp*Ik9Impa;rTnkrolZ!&q1vC!Du7Xm_Aelx^jifHtZQIavw%#%DnHW>36-q6ja z$46FfHm{B@2*9lvn&;U2yLT97)z)LB^rs5h|1dxEpsJc04Grgltx{+L7Aaozl3SL%XvVI+))t-q8F=s#YP~5w<9?vsMbiamxG&S4+?QjlSW zRm16Lg@xS6Fyf+bO-iQSvauW^;9NNftath;6lzDC~>gxjA&gTwqi8%BLSImPi*2=WXen^O2`ow);O>D|1hQen{~e2>lUi@E;?tDF zp^QWF z>ewI+G^c0_S)Havu_v&*4P+f6Cmre@aV&5eeha#I60TF^#WNCJPknDody$BhGnjYM z=E=}Sh_(-qQBMHr(RA;c6vIR8Nhu)5Ya$g^pcnZNW{Xi`9VHhj&he2ocji671B6CL zaK#wDX$?RV46kSs%@B~4)unohPXObm_x#~E3|o=QX?d9dLLWJTSWk0Ehq ztq_T*6%W-gMrttd#N&}x3qoaK>nO3tLt3wX|U;J zWu?|wC=5hLPAgueRu8xd@SxOjU6^V5r(c+yyr`Zmn|W-jjn2d!@>zWkf*pYjtotCC zg(-@_L`Uc!Yv~TfOYGY|_|mdjNjd1Odp@p?Dl;UXAR>mEke^z9@ec^|7#MmSlm5sG ziz#GBwDUBZC)e+`6*aEtq`5FEpTcAqn9+}_&;tF7p#8+40urmCTZvS$V@c?4FMX$+ zX7``C?By%8+T*aeDa_JTGsIn*W@iD|MYaqY#fF{@4EC`^_X}kSAfyB;bdbTx|BP~> zg3F@gYgjLWHt#dQs?18pI8U6rO+*VDFfetPJLZsZmPeW79uu^bt z@%Wnqbf8hp>gBNQTbKUxJDZ8hzhxIN2=_$ z&HVh&KVh%>z;MciNoKY#dje6U@4I&{xF5iZCQ&YdvwND(=alZ9B9sR-OcImpe1P-n zV^G<$bA@++vByu#uCIX6{C674O%tb00v#GKC>e>o5OCa7JxRAg3U>d%`I3zYD;BS< zBqA`|_0QRqs5H4yx{4G8SSLdL<<#6v8=<-J#AFU@ysO2s|i=sEyed0+6;SXvt51*oQ?(6C1mn zKnW>efF!&Z8Y!m_h}*R2Vy(ZzI>2#uQTsPI8&}L_r`}VPmq@Y>PRpeWG4Gx56oE2- z`h=>`KVVf9%twKP+i76z^P(aei3sG8VZA8R97BTQLI1^LIx3m$`C<|IgQOjz#7MBY@S_dl^ z7C>ie3+_#DVArigIR{c#i&vn~wLi$t4C0H0r)m*@M?^ zFoaB9QF}Z>CkOt##y$hji3b>ns(~wm!%Pj2K?ftp8nkj6zp_m;_WarlNRIxb1>DbS zG#LTdOhFaJ7P)*t&IYwg%`F zj0KwM{s}LnKN*3{9EZIPPcV_O0G#wqGy+mZM(cp)zlQZ1@^0K*j0*IoihLFBC{1a( zxO9yLD4t0yRSFsGd2AS^k2w-_f8;QRS4btT+eh5~ewj-zDo5n-k+L!H$S8-@s8JC( zg4pe(MNMLX>%K-OBzu?^*7cJoPjoAEF($YfUI$H3qeOt99fEmgy)zY0FXj+ENb{cr zvL~?!HTlT$5}19}F&pMN#&(H|YkcmM6>aUl%43QLO4eB7k1$}MxW2w#*9jgaoQhLw`~Mau8&+=tXl)@D4EiOKIfwooS}wKnE^dJwb+ja)-LbtoLk zhDnvH2L2>SqCvhsaIHGHh;o&XK6 z>#nnTcYQ0GkcrWt0WN@EhI&gn&T7xe11lP=^BDcsLE7&w)?XtSf9#P6?UpK_ycB0LD6k3RV-&KjIKTtgygJ zFr@eO+e&3-a7!y<4Nxr$>78a{PXe(KDkA!pdag+nr{zsubHoNCPz>$eY`;XlX|KLh z>_mC%+b5R`xtRgY^Un}PiAZPh|J8IRP(5$m8_(q$Dsw_Iq|8dnlp>;(GF2C4OoN$( zD}u0%|{k( z8|SZP?`6^!XSlj>)=Jrl3_g88jy@*>DK!}TB-e0`Ni^t!jWxQ5Nx2h4&OW6m6ahdocOUYrcKykDIW(i?szy?|SwhXa7h929GX?PKKV_WI3`!HL? zj&((=e21+llDC(6YQnKIJWO@;&>N-Wk9a5$TKLtKAD?sD-LBcf4LxxOYZ`I|b_xX) zJ5H*{H(Q#6L@S|BJKyK~VT8PDwh+|3KA)dTf2p0dN}N%Xju_bii$z+HzE-~2DV{yl z(;9J@<9hFi5kOHbc|p3GZBO9uw)c)QI0Tj86n3rFW2jqg+NvgUba0wU0X5%uXm5E zE4_cex>RYn==D!UgL3K$rN_5^7+(-c9iD$*6kd8F`{S0C*=*z@X)+VIFA5N5w1b#& zL8%rT(-)_A>^+_f_vRz!Qv#Q3HrUH=ageDoEJK2p2$#qZ(+K4+KYl!q&a#yN)~jme z=cVVbL`g@*f4&%K9Jrln)|9v`nwU_#Jm-xlJwLokj zs$396SQczZLxSjc(w@V_#J)Xydad83j#X?i`hpnOgr;yo53yG`!U2rYqkmT0h#6DP z4*))Fa-S-LJukXy#xds-MO^^BxZ1_F0&py#VeSeAM!_-Us@@i|nds&Sm-c-=k&T&I z)2|;jCKzBg7J*sM`Bv}@8xOJ@#N!B&KMLsbhG+GVzHX@(c zG&0C$?S>-Ah*r!=(SJ5ih2%@C#B`*1d4Vfm{#zQD(X6JSk-CEus{~dL4O;4a#qk)! zA@Drkms7fLUpUF|pLwQeK1s^z26-qmbWo25oM(aDK=1iJPt@gFI6k0d;J1G9_un{m zdl9vI**|oBz z&8E`Blgtg@O!j|e<6PDxq$*Zi_vpPC`E_j_*-3BoLU-a+e@*DRFZwucM&W>R;zaM1B8@0L(ls4`5yr}Kw|cMDI?|5H2MRnP zy`kq*KKn@#jAdMmH@Uo)YLP@O`mjT|i7EHsxQ0eXDatynZD-Q%u)ec<`L=NaK@p60 zcQu?Yauh(Z022!*hBIj=vgm}u^+td`sh~-Ntt1FI#SFki0jC(Brt{_-g=mt}uTH0F zn2VZ$S>fd$!gKiV7nT_P;EmkC#x|>AcUuOcEDJFg35>arPCA;ISt*HIc)tzA9C;m? zzKzntKicvXqpU(ADBeh^OuRE6l3uh5TDvu@$Li5K08`o9>^dZyleqiE!Odifqs5!P z&Jmx#@Mi?pGoe?v09&kt49dO*O>(Hjp(a_Mb_u~FQW;_*`BWI`OV<(7CNIRSp=w+} zK1z+aXRRcVh621iJxw|LH2sq@HPZ^WTMu=lUkh0v{ zNW*R52@vi{5=P*!w2Z83A3J}mXuefPmXzzQIP|W#^$+Gs;2Pg5-#`$8j3AfXB_%CT z5iJEmh^4h2m^O`8g6Sk5{JmvOnD}l>2(CePJT?ECmqh&pvhNkHZxZYA=7yi^HgVs9 zG;aMOg{FNCn~Wh*c(lIXQulKFqyI zTcAgrQ*Poj+(Z+AU;?=gQ&Joi16!6vu1m7W7al{6jb4kKoSa=m_Zzy(GTcEf#$j0U z8G4WVRdjU!foLb|ArdaSnj{#R8cr4r$w`Wldlo5Q1}&rhE4Ql*S^L&j|H=QF;K1dA zHRsNqE1^XAJu6<|yy>~i2!bv1Qgff#*x1N0xc`-phE~by$vskX4<&OSMA#BDhv*+& zyDks7zNPW*p;{Ia5ZQvFspvnU9avUGrXO%Dr8y8T^8G71%qac9_1n3Bu2`a?lwMXB zky)#yT1>o^2S)q+Kkt*T-aha&Bvl3{5hTi=l@n`{2O48;WD9aR6FuSDEt-$}b)PA%zB5Vy1l@`7*Ul#@cFUs?1WG>JeAGiyo?g-TbQ2v~wQfLPfN zAI?aw9P%9%brCc_@C1Nqb-|4-Dj$0{ybzN%n;pcpPw)HbV`Mqt0E=X@UOEA zBV%sfKJe{%8|U>|Hf(Xweho#D;2g5vUo=CAG(%Hv(1DkRTjS3u6%DiteJjvND$#u` zmgJw<$rk8?B^3;j;j!V0jz?@rLd-DbZBc5&3*@#!>AOX2la{0qL3r#l(Kd6w?;uIO zM#Sbany`>Y2G^uf5Z6LhW@e^`Iqf6o;jU8Ns`?7H{r_o+w`&%kYWUZE!nf{Kh|EhE zs3PU{Z$k$nsF4>Ru(^h;EH-+R-d))OIfs#YL1}5myN9^>%iX8QRq}~*df6owZx9wA z-OnaUT(d6S7~)7$2uW*f;DgW}`WEc{8tf_wDn++A6mq%on>s0|l|tjpyOV95JC#|U&rt^5dtMa2c#LOi5FlSb!N@AuL4vC(^ONA4No&7^JiOX_LL05-%k0 zBkD+2k_;$@LgtwXv6X}+PJ2om)hP6*(VkK=YtQRf9@S+$&-E3FU0?-z?Bv~K=PrQX z!NZn4njc`t;0jhlNwY_ft2+V$hKY1VVWF7&a)%>1aPQP1?LUSWQ;t&p_vs3t?Gs() z>*kXu4}O|U!(fkNWb~e)tw9`mT%lf5K@y8iNDg8P!P|evYenhGYOQGXI4SF z9bvj=)HD65A!XIFS>{}7T(k@!5{19K;RxY=8nEa%8T%%sDrG*z8Ae&l6@>nPPBn=X z7o2lca}HI`yKz0IzOjsxp#rf8ZC;#4T6`n9I7CW*5#mdUi9Vv2)@&^!Mq~tpw9WT9 z>Jb>dMRP(hXI2W#ySt6DACyw*6*2>>Elnx^Gm45HE>8*E3Ok+7_L0uwBlWx0E07mt zWW9vWsv`~beV^vz$`Fy{bsx_$m%;Sb=ey?Jl6^sT-xLUUzlN-kH)1#=qNI_@BV~q} zP!MK9h{>Yj?U;al20=LS&PzcVn{f&!Xn=*}Ke@&VgRo2s#*tgTA?5s-=|9rkx&=|K z7LtgigAeIajIo080LY-q+`PLP>fysTVmDyk0H z^8rUGcgj-^<_V6B4B0X=Z(=aH+%8$-pzs!M96Cf!gAIkbw_!Q!_(&rRaJcH9*FRRE^y$jzvDRfN<%(|DWKT z+EBmoDJs82A_1CEaJivcZG>x&DGfJG7oDj}${oG}CWTXJ+b{bXiz5wwG7o2SYiYh3 z3KG$t8SCj=+GE14W#=eSo+Uc7aZDL8G?nqrxr4<-B$hYwsmxl`sc1ahrZ8$lZt!3k zeJ8_PWbTyoZb?^<+~g*kO>Wwh`~5(U+(P*m&vcE9IfA$>c@!JI_WsqD#FVA8;^d0^bAB~cYKj2veaKgr{353DkM)Sh6+yU(BJkhuw%*7fmb7+uRqLiT8B;|Zb`L9 zd;**Z*)v)egk^yBU6Paxe3yIAhc_x~9+KG0miPe92qKY-<4$TH>iUo)5!n$^bSnNB zKFh`CDaFH@imwgtpDvtjJLAd6PtTNlc=b5sIrQ&o-sbNf4gI3pt8nH5(=j&=?P%oR zZudlgZMA{NcBr+t9WpF7$h?Wl!HAw;bTYPksT>U1G*^A$Xx*K!48FEsxiI%tUFzU> zadXd}dE9WNFm-wlf@lOLQfyMYz-WT{Y2&;>Ev)m`t@yq*wu8^%ITix+*Vy(`F!G-15>q&$GeUdqv%XlF@eV<;ifB z>W|NkQi5s)l|DE7GET{kv9Yo4FB+6gI^~cUDl04J6S{^hy6efO%!dVX7BZmEt;Qf+ z(7`WP^ieHta&Y1evic+^CoKffXavsfw-rB4X5QouLc?9iz|VE}vG1g~fAV7a-ek_@ z4UZVDPlt5$B~%;DXukj0#_b9t)_>NbGym$HJ9{|d{;-!yFvszGi)s;R`pvpDu>V0n zyy+m}jbtOIM`3MD&136>Zsq0OEG)c~bs;?`o!CBQ$&&tz#yf!~8D_kto05`J%!

Ih8WmbfZ(Iz3uLFjIOa zCJrZDzQF8=8Z>3gCTr_6m&FMZ@sI9GSqoQ)+{D{*w?siGwQeIO=Cbv7~ll>^pSqTEDV0FYOgr(UV60+Fc zZl7}r03r%^8b4x@ed|^!1|-vfQJd-xP?zCO<;m0{s>9W!Sdx3x_$UwUdPNT#3O=w8 zsS#?~DjmP)^A;=^zu<=Aif5^l_-c=nR%wbU^ZcdfHSt;0;&%oFl=FY`9`|ndIx>3G zKgb5}-n|>Kp}Oy(Lx(^@p|I=MM-P8}_xL&<1-rx*UB#w4Rl7bd%fBY=D(s3a) zDScB;C_SEH9lV2d&|Xy)yNMbRBlG_K{UoaW`}SQ!kif@7I@|mlpNsdy(?e)bGv}^} z7Oh(k%76HBe^UoV63A>fVv6Q2H|_==^ud2R&MLkaw5BW+NP|l1HDZ zh^BNmpX7vvXRD{DXWGE%f_>|}(jT0e^Y0;&$pu_OE_aUHCU)!&3hD^a?y0TaQeR&m zOqBwdD1YXxSycKv=ia`3Z_yCF-b(x35dYEP$Af5VGB4U|r)=K*IzLhg zjY>mXdpFs+L$Xct`{Ix1foD-r?EBX#m6XkgrmFloYt}4|sOjX%t@x^CWo70kRT~C} zT-ZG2%3?FkUcG#Pd#gSckD{J6qwGm^Zmt#dVouox4gVNdV=i~?{P*8~*R4h~T)-{V z1o{q;sGs$3(;Dgx`LG4^`gmXH=a-IcyYGy1>Y%@#K*xDTahyhp7@UY>)-j7{R!bf6 zjJ?{=E>4RVG*uke!a;G(izWv9XpN{G(DRT?AQD3Xjh`x2*6X2Jalg%ei zOfM)nNXd8_GX>Ggu2MZ1tgnBazhrJ_8&zoR= z7wcMc3V&=GE!>5C%w=j}BE`0aE&J|y+N`~K{ zR_MsS$Ju$9r$}Vlv2*9O|Ni?2B0>7hWxvVua~awUZ_|scQmlm z-V~ng!b@D|HwZ8KxT4;@e}5q^jw?vo=kM{!zPI}}Q&hu=8It{3Y@1L z+P<_Qv`NL+2ZZmCA&cAL9gM~otJS-=9wNTm>eUujRvCOJzVE8{{|#MHl(aQEx=(p| zdEA4k!3R)SW2s8gKrxOz$YJwsuI=BdRV$T2bHn8IDYvM1?b@Pc%a<6o zj)Q099|)cZdURd1R1R%RMs<9PEZ)3%^D&Xu`$9sp40+HH#OJ{O z0ZyG#Hd_V-2TLx#{P%k`_{-0o$B>bLSPo3gTUa$evXFQJxz zj^Rnz?_8|oeNUxT#+{?anKy5iue>wC)bt)Fl(6S}^k{dGd|$W2ZK9kY^~;{69>(0n zP8mzsdtGq4BQ(Y{t)Ff`@0feHr*rR2x3kl8SeDBhzv>XvqS@UdC{(Iy6!-5p*QNBL z{qlXzUZ6MP!c=r0LeZo6g{=X*caNT)8ve(*bLWh<)Q16JvX<@8ZL$4lEyv{1fB)r! z^v=yo%cG82QZs#4|ASOtlz`(tk&(T+b?e3C2aL_M>w5 z(P8+qe)KZ8G**o|R{8ZVk)#?sC=Wb!ux>@&=4HzULfa1}E2N)X^K-DV@zInNBUBHc zvuCy8+)bX7^#uze=<=%Fd* z(DOG8wJCY8(9X>J-kZ7$=g$u!Z)me^`FTAq5KjI1WfqCY)YVm&WL5%;C?}?8RBk$2 z?MUVe-@tK@jYj=Db+Bz!^2Y&wCh*(p8=5}4P3N@145f&ek1QR)<9tzC>P715s5AR2 zsf!4LJ7Fx^9@`vx)fgazbaxenrWZ)|e$7jAlpf`MV(0GDrw1TpI1tzsB(xpSnWJVp zt+}EiOZCTYvvKq1_n>igK7AMMPTknz(`0FT+Yz?jzP?rTgT!NCA&GnW`ZhzqGCO{c zO#Zs)vOX!RoWNxD&yW~%Lz7@X3Q+OLX9PYozAYK3@i7)o0bk;F;=2u|S)F;Q%Ul!N zL}?O}0L?fa3@L#rPiZhMnbM_&w|B^W8OVWYuNp; zg~PJsPeTw=NQl<3rvm^1)yqOd{HSZ>n)132Wi;Cq+>={TCuM}w$Z%F z6DL|PTeeIEZK#*NzRi|;1`*yOx2V8CoS_AEjvSjA%pEwMi%`X;^Q+&WQQt*tW@vLZ zl`~_OOuOY>v_D(==1mO2!^D94gnXga1!(RQX?<^}re=TgV8h1Q%^e}(Dfu)ryyQrk z25`ZL>0&0$#xcby5_8cl%H)1w-=P5qfiOP@KW%-o%}v{+?n{QKaa{;4dz5@*|$2-h3;Q@H;`yM%O*SfKnp6JCPZ!B24)Dp4;AQ(4hy}=yK#({cKo6R&K5n|K85T`yNBy{Q&{fsBZB_m)Cvl1}c0-*25^Z zjmpJ7$QDY?w9^HAYd=ojU}_Fj*Tw-0!Rn@`bd+F4n_s_rHG!zW`bJ`#fcpgkI|y{K z@$tur>_z{s+XFQ!`S4*f29cJb?a~(wQEQ3Q*oA;w`|aDRPo<`OLo)_|Jzx7s7wn#% z?u8&Qf91+4U<<)cuX&i0Cr@^AcD}%@OIq8;Q}3R7x}fg;CH{rg^7i(=igv@YAM zQU641W|w=g{@~#&yMgV*esVy2ma3tlAzdF9CMJKV?cR=3V@=;YQowB@9d~`qXSsk@ zm@8BB!@ZX}SW&+4-oBmvWyJ#bo0B{Q39M(|zB_{~RU*E$>(V7hvdV*)_G~T8mx08b(hnbWHq8uHNw8<{Un?%| zwr<@z08VJn5_`7Ey+uiDD^y9&PFN$YPgn&Hgz8D5mi&Gb$xZkqgv_L7!=R-J_P0R^ z5CVrEwV!P1MvQHtQGeR0`%=v(u?~$%Cy$;yY2T^S4vqt9-6~jjE2q@R$f(oc1x-?l zb4DU3u|Q(Io0s0}po`B1mAN{G=#)SknpL9tqEOcM9Xn27oxWkz-mzoHRWghxSl$M+ zAa?hy6C(pR53~v}J6=Myu!MLe?}F!*;#N8|aFwg;F&?R8Z|rIg1evrcb#c1GcAHfN z-AP}Q2_P4>TdG1>Aj5(93bo(A%jmGbKNN{EVOP-r@0jeYtodw0EiJ9*A3o&q>}p<7 zKDfnMsKsepGeFK+` z8X%1mU{!n+lN$cctIV|7u`Z@E|2cUd7j&MK)QrX3fC-s5VhqH*d|0-RAMd z#q9|NXinQXH*tg!s^X$u>*=*iu%ASKWXsSt>5EiM@AY*f!nAJyBg-@5P-UMI} z@x|3aX(IQR61nTEwA{C7-uxIl+-Uu0Z>$+D3er!?lT$G*0Z=9V`>zdV9W2__uVB(( zxd>{2KpbB_Lsji3NA#QB0MS#~>16}$FYZ9LccVy35U=?ePeg|qw^LWQq7BP0*Sg~o z4V842CQX}uM!&m2uBPy@8v&T=_Dis}XbGSS(NAxDTXRFx*-G{1ba$7LIywQ2F~awI z2iSkoF24L(-t3Acjm#%0d|FvqSu#!-&~if{$ojaUFb*Lwv}*SlHR?*%WxghZ#0-fX zm9PN#mqg#S;qRMx>-GZ4%ud_f71~4S<_{tUyEfEs!ab46gY+xX47U#sMBNDJZajJB zOioYrbCy!bKC%Ec=75O4qDgaT;wk(9RW8KF9y@ky%uOeUH6W>xBmd!Z$Hm1Vw>9NC zXlZM|U%BwyT8IC1U6nqKj!R5LuC?+qdYamJ`>sFMYyk|08rRouqouy*E5zzmYu82+ zolN}(nRjY?^F+atmaQA<;x`7|h^E@8+VYC!fxg$6%yom~J9=!I@O* zf$xcUJ9gesJL)b`>6>&pzGx5}3(sA3B85~Pg{u(R5VVl5AD_Kq zb?8uiu`X0J`~i?TLsX{_2XP!sh_rTCzWg@8 ziSp8oqM{$WTW>W<8Q}B%7G;PKgvC|3ZfEVQ!~M5Y?roql)~f3kCoL&>;+xNkx*J_r90g|Y#0QW1?Y4* zbLLESCI?5(1r@zAoTz9O(OH{JnrjqyYf<=7n3o;BEfzftwcS@)dTVCeI1(SO5D@ZN`iln{GIT z#HdC&F^U|CL$o0#T?XqfY^4D2>Z75tm0YkFuI^Tn{--F1AX4`H-hy%IP8im_sCSmU ze}5ZFPC2nr4>lD6Y${DPKYsp1+q_hAR=!2M_^Z^5uWu_o+Ry0vIxOl~RLsdnfSOVY z$OP@y3l}a#P#*_r;1Jw^LQ#_v?*Cv(g7*@KH9osu!u)oTDs{num=^Lx&r(*-c>44( zIB(y_3!-@eQW1sDTtUBIbG^B0}M$?JXW6YSKDZGeXlB))Vt!S2<)X>_} z(h?bUea+hrD^{#PS|2;_q!q_`S@Nr0Bv~XWsiOh&Mi?6I4-2ybex{r&SO7sr97F74 z2m8@4(rH*9?>42{Xr+l~D*eqiY#2!rT!_(y*eBtUTyhioh84O4vs`-j>C+4Xg!Aqf zBvnjP$C4WX2B7WMlVX-Di%m@Oh4$0lWthB0u-@blyLG$wE%Uqt=s7seFkoWCiRw%OquTxT1Hh%haRrdd| zMU$Gp=%hPeLE5>~2F*?y19lgE)6UMWa-=)ghJ+M$pJG?0KzDyPvv0TF0X+8;1)iqe+Yp zBSZrn0pu8ecKUwy5nU7rrSs_uMYC%0FkMS!?y6633kHCz`_b>Rx%Wpv1t%Ttw`A>n z(L8zky5&2(buUq?od&LVA2k{@8^8R?Fvu|rqX`2w{s3_g3EqyoB>LWn;Ks`Mv{Xg>0We@eSD5d6))|ByGG`&8&#fl38(1Eol1-r&tDs zQ<-c0Af{jm_6JKgCyKC~2|5P^M*KWvZ~b#tupjbW>Fd{7Vw86pwAPa|CxiQ$biRk^ z3^b9)q*$|7!{0P<#z#tpRVJdq16nVLqkx>|nO45jI{gAW5)_L97uT9kW zucf2V+9gg>USkYz1_{IS(nas2@PT@1L1MUo;?$e-_xa4ohFnlM7dg;DY*jkuJ6*0 z9XkSApu)O~{%ZarfA?AP;}2ok+OrO^1Yx{Y#nJ9k+hT05M{*DEHfB9<+IjV z*K=az0(cSDwQdTOtiK!S3;!-N!qouhC7_%_T3&%WqOK@bj)fif`MkTOJV2 zX`pKFh4=#qOmCMaFnjk1CdLKJmrnv=i;jT^iTJyhvxz>r7`wKEz9f>iEeacy*xPa} z*wgv(3#a^4E=F}?npHdaZL_Nwp!o;FcDi(qIF;KsciiRg?*tP*!!;FYHEqrZZJ2?I zO`1}0EzM{_wTswOg25h&D!TRyLyuZr>=k&28rS=}{si%|{-E^%dY0OQM*2`wzAof- z)TmYK)7fBDTKuoD}zc zfLbXY@e(ze&6GQh!RbNVb^zc5z8mYVC>kMK3B*G-v>0m4-CM~)v77N`D=OxEvisc`655@} zPS}eh3X0MVjGY!^i(6P=AM3p9qNeu+J9~RQrrZbzB5~ZLJE-;f#NGFI-&0jpt!t2J z8=drBlsT@Z|FunjM7i28LW+!&!$w>acyj4d;nD7(9jQ|3>+i?gSHH2EKJbp<{(VAsA1^$AKMutNqz1aQ>++O8Z@F-u^`? z;|>6|mao|e(6NvOCg(LJq|hO`hk}m?QtV;0)6(Il9=S4?S)k9SfCeFc~ zj5)PsXj_x!4qENbG>oI8b=i|kyJ_LEreDte=hPW=d$K~*3ndH~H~iR-$6cl0XRX$* z=?8?r;Y`S9qJ#UWsu@Y8U#WClM)e_2Js4y<9uvuKO9(;lJm^OCo-u)8pM4N}b@#x`LO)z4V5{4f6w=rq1 z894uE_qa=!dgIQ5Zixg({4I$RO!0`gRJj~~O z`}KS(3k1pP#b2Q1L`**&nSVxiV87k-* z5)xAHFtxc&w9-TRWnY1uDOR<76BoJu=s=Mo|RpG~u zdBVpOu*O!$_w-3z-L`a&n&ICAF^EaO*~)jj2r*7b15)UfDj#JmW-g7T#IV!PFR(|? z;#nfx9UXlbFH{_!r#Cs2%)&<+7|8PwPZs@U<`@o81oP)%^SuSdFkiD~2&NDZMjMG) zjjVkiOahsheqs(eC~BNnjq%hsW`CYU+05qXiaHF9i>5MX zn!dK=pbC5BL}X;!E?stUEIAIQiXSYDRX?8o?MpZ@Na=XK&s#jfw29@Sx=Y#k-A3aBmXKpDX|As!}=!3$+WS3&_74^{X`R zrH6-aIycq5`+SY!g`7|%%KE2NRBrI(%UqzPU4%J`Iw|Ph<*Y_%bLafWe2B+$*a{k{TIL)-o%UwHZs%o{PKYQ`2qIq=_z# z{>;g0brpMu9cmvvp32>fg4rywFj)kUm!V4_+2^`!Z37X)>wdsFB z<|i`Th%nh;nc&LzU-=N|&~I8q6AJw&3zi@Qn6gQw0*AC0j@bxVsH-3uqz?2iw00JD z8m-1uh;_eGa&Zxp5<6Gp*%3uhf5hp9!VSld z&zR?OZv7mq{GuZD0Rv9={Hn-N+4On5c1D`N{n?wS{*XNc)9TEpMMbsTDUr1K=SVV4 zQObH7lLXWd&E$_K5QejHDU0I()l=qwZP|VH>{)MFfhpP6t{TOT_GiDW-1VP|ii#_@ z#t+oi2HCX&05oP7Hv! zCur45qB+RXdg|0MXy2>c+!g>#aKY;HV3;^M2B_7EbIeeP`DB6~v##^&)38Os(Eh&5 zjc;f)EvN8qJfc|D(owG{R}vK#KT92j8c|Ndku%MQd-3w6NU%tsSc==D$GW-cAtY_fhYWx-L}!(R4n2{@l~hFqC7C26edSS8QbRD{V^O z2i`I@N$~|vD`2h=4IIj=&vh;+l$D=9n@m#?j6hEeFs`55d3hM}X2m+PO-5Bl{fzqh z{)yBLN^0UN`GCyH4c+zczlPLwV9O7l>-_%tj3-)8mbY*y{UyQz=T>v$3>nLe00ze!svXJMr7yX=rh*9|Fy?gt>>6I8R zrvfp(wr!)7(Sy<&XK?<)g}#(jko?hsAv3>lrhJwZ({^WkbXT!U#T-ap{=~0Sh--9} zN5W*9A79lLEUj8`gnKL`&_o}UbtD2qxyZxDl#><(&rg9Bv?$_icd|!{w9`Kyp zQtD0{Y54TLQ?-Bn9`yP~j<@dM~~fpIJXa$Z+OgEpJ&0A(nGp(!U{$_qRdWd@&qiT?d9 z(wlIq(#?gR($Vq_hPCK%TrU}DY*ov=-fK(&h&FFI9J9(&2FSF%B%1TwL%Zt0vka|j_36wEPcb(q_6Kx5RDUk}0I z4>_9w^bY88w&*0fjVKbV>+pvH-IBtpICv#5UR+1zY?PIqeT^a#&d#=-JGb~eiufoe zpttEEFQredxZm*rVXs|>4yKfHW@5aRbOH|@I4@P*6Hp!pT43nL6n4IarDfwD!-lEi zQhjV~`TH2P*Zk|6kGn7QWi00nCttH;q(yOMQ0fvCC8!s0^o{Y5eaWrJ7wF1wPJ3GZ zFJz=w%Q-YV*4J;d!8&v%)|*VG5^}kzJMLSF#z^)G;^8;=z5l!y@13vh-QuoK1rv01 zDLZmRt;;-0dg%Pxp5D6JvPs&)T$UB5bOtu?@9B)mQXT~EmX`?b(W1~KcrP}V&sgm5 z!%81d{QYfqeD!X^7Cqo$^S^`geXQ62mWzPVIxBV5?^htk8uz$HsQvwpwaw~VuV1Fr VG|aMNfy~ObFr7U9oXLEz{{vtril_hp literal 0 HcmV?d00001 diff --git a/term-paper/residuals_vs_predicted_values.png b/term-paper/residuals_vs_predicted_values.png new file mode 100644 index 0000000000000000000000000000000000000000..eed21df7d4265c88cf6407d7fbfa9c7e5396b85d GIT binary patch literal 40309 zcmeFZbx@XV8#joBf`|o334%(ONVg!VbV_%7(_Jbc2vX9eq;$8Gv~+h#w{(YlT)yA8 z^X|^>%+7p&?Ci|WJPgmn!+pgW$MLI^Pcl-Xw=fAY(a_LtiHp6ILqofai-vY7^9DNn zq$;>n2)H27B z@tEQ-Unn?gu1`8RDkxsGY#;7*q$u|Zi7i(vQ`6Ac%l<61SHGE6?*GCP3Q!dPIix(GBOu^zm(>>*C@|L1SD-Jv2D;)kz9M8wubjwovB|Y-G zBY0!`dWPGB8)WdWXC(J%ke|#v_#99>|STxEM+gam( z?YAwLiLvp|4f`tzRG7DJ-Qpm|o=)<>6qe0b%~7Gln^tsRvafs=+vzb{<5%S4g=y7X zG`=yvxcDU`FZpmvd;kY_Lu@ zd5qkb=BaCXp!IpsbYH`+jdRCIUtd4pYNTdcq?S8%onV~8J(@;>y!`xN9};KZ-el3;vfA^2Sk#YCYq^zy zwSUhy>9lGl^7wVPx3}XwE{=^$RHqf|Me{VP@t+%Fu}`}`FPn0vWuJ0$uJqHb4ZjP1w}8L}?I2kMrW@~RIAEo#r%Zu6fp2@4DJ9M6a1;NhL%olkzeP1=?A z&0Ru3;N2$8j8Iy?)&8LJ?#1cmEN%q9!DnC96VuJDk>`Nq3k#CyFT!ccOE=wQM0IS^1b^QpUalY$;rtTUN~KWW_E6_ zdh-;9LighA7>khQ#=E#U;>GT7-4hiy(d-r^u>R`xnR~xW5^dVxF>1bccjxms9iQ$o zEg2XdF4C^MTyt?^hCF)&y_yV;cVpvA1)A_fCzgYjD7LqR6%`e>%RQG$#&+3#It}$^ z>b=cJ^54(T>tmr`c@@cEfIQ$g{%^O4*kshyUcG+ZVSyz*Ys@C zO_YpfgBjR7c>er(G@l#S?oxMJdb)2+453n(b3V3O-)YSMDO4i7rWxy;pZdyI#=LH4fW6Y`+0(*>E&|D8E9gt0& zEP8vBE3&<*_F|v0ufM-yAwq4W!iI9%<1a7&+13?W<=m9=@~Gls7F(`|XsM~GbSnAp zG^?F^t6dye2yX@Polw1a@!|;ug>xCV&Eo6Qx8ovZs7aZu!SYEIHYs06*|dB6;j~A0 z46B*3v2lV%rTx@ya%N`R>G9c4JEQqj6+vYC;40xGE5nc&Osk>3wf!E)_usc?kB~i} ztmPICOF=?H;^=5D$m!yEskO87n)X6lIM2y)a<*nQ^8STIMQ^GcpS^kW25o(^G7|R7 zu$qR3s%qOnhP=~e^&yAj)}t)tyv1mvuO@xsMes7CMMgzXl{T3PwbuL@Yql<2TE9F+ z7Af3|hL-mDVBErKy`W{J#?2*k>7h>9cr>pI8?q!uOUxeN;^LZ*mj=M}I2|6V5C(jF zJ6^gCm5Mb3#YjUlThz^`*Zq|@eb98VGq&Z*ZJwX-JtH^QaJt5g?oHwR?ct+kTP|3i zWo)y*>pZLW`d+<`=L+|}`9Mxx9SY~d&-Yg*+zuy^B``ayYrj5H2bXLg*7DfcNQsGz zY~jDyzFl*+^J-^jC+fKoc9CIc(vKfwr_M@Q;Vb=VE=uVW*&| zSm1VQ?|!mEnVFSkRiRGh_o02E9#uAH$zfSJIWRE5AEcp^;FWtg!-HN2{lX@ z|MBrL+Q87z4%DOPcB=|V-BnV;ljc9SE$Ti~F)fL~e#nLFXjp#fd3lGqTh?hVfc@96U&e*zu+7h4LSc#E2$Rv$`iqjf zh2_;=#3Ut=BQHD`#NS2v&GquTQS-&h%^E%U_>_%#OW;GKUPzYGc9HwtF)A1G!KS`X z@ml6jNVi!Se_auowq3JN!{k&Ci#iW?)cq zzc@BZ)v9%GgR3LI!*jOP(3Y>$5Z2N0I<>f1ftrp^0TypIyg!X!5|x(gw)egJ_mc+( z2dSmfpoB!QYE>30c_?IXSr`*aB~$VCL^ECkHvV|9cWBkU0KLNyy#x zS^^bO6$^Mz85yOa5XoBG*dRNiX~W*-n@u*1nX0&yloB&Db5(l;gGMG636DxNr_J|S z`^xZGi<&nCZ01piDvL`?v`_^lgoK1b-<}gD_onll@AXSSM@Gh|>Uc3$!rHpfdRW7O z+P+fb7-l^D-8-~}W+IEdKV_rlN~p>WHiKWmWD7jqs`NL$Hlf?RDf$Km)KFa{P^esMXkSgb1yn8v>$2!r_z64*BYG0z;-BPXWfMot z*$hSt4ccIc!W^cYL|fb2<^BBq!*kTiXg0=53f1<@tNI+mNk!StUkm+$tT8&kv{b8e3Xup-;nLd0KD% zezCAM(}3LkOJrnP)zPfKgq+-$LW^lWxQW41SA1K#Y;qXvJ6aexSsY;uOiVexvn`=b zHe6v@)Q=SkgNbr0ze$vGhhfpqh+Yu2Uh`*JHuI4LoCgn(DQSZOk?`cn6Ds7@H8sD& zqg`G2>hcGf=jtUDB_*ZM4M1cA3cf|nKBVpla$1?Fc&@B&bq!S(inW~uc{(W>lcS!V`XKPl9F@DNnwHhQ_kG5nKJKSh@!oV12YGaXarA`prEYoR=^}vKb0geuCoS7=B52 z9zK*56uc}hE*|xoV!AUv80ww(1ItyQzbofyhDAiksi^q2FX%3IM1LlD{*g@RBNU{6kdD<9XJ%%m z#-hOt76qVPRQ0~nSc#b^i~-yn8G}1_-nHrrW)12xNBe&M{DhqRa$0{Y35nYrVA| z9ulu!jlwXokdy%qu!eTk518dO#eEYK6Xc#GBvRVikCZj+a9LSd*C#6a9YS*q*u-GV zCjH;7dW9dz%F7GM$lQUN+}0*RLqihp;)KDK3@n26`RrLi)0V?aS=qbKo;{+VknVCsIMbgu$1O)}Fx>@nD02i^2eq{`o5O#Lvf)%6(^QfStR0vQL@Il4QMpuZnVY@jsInJ`{!Wl1BYBAjf@IzceV&~6z)H6N6Lt)|J2!f?} z9rY97Th-DCELl|^(x%ZD$c#RrqE-ugI*M-bk|w1hBRq6rFG zR~)B}$`4zU&=!D37J@=TD}AXq{U0zI0@%bNV*3oJ#^!u~xXAU`dOA`lRW7lA1sc5M z3DeOONxED{6)Rc`SLs1wcJ^nZuTCFff9?#(OBcW^;nAu5^uo9=gOfUHW3v9(YP;z{ zk^P1$lp#)7j85|*qERd+eHbkT<*S)lzdAb&&QJDnaB;1cd&o`>Hr6)0V9i?~Z@jnC zzcN-rOX_|^cArv;2Q?iyCz~}0gZa#Kfa)U_fuOE#Qkl(cfkEJ&+e}oK|9`-QF}%lT zV$OT&w98dTO=fS%d1U|rz6Z#o?*klfn?AQQ?)Ygg9+!*scoUTE-LC{0pn$=|;> zyU?a~8k+TeVqjzpnwU`kQ?)CFU;!A77f_JXGc$K0Og@coP(Ydbbf0nu*2qqf$C>Bx z?h^aT-jW$0f57ECz|sm~IxTR|?qd6R0)uQ0AZp>>tZFdJs}_OIc6d%gP*IpVF8DVc zT0nh$JyLppzPlvJmj=b}J`^n#6?~vK=951Li8|Kpxq%$>=+H|_NMJ53EX*%0l^yA2 z_Zq{Fko@4&s!z_!iVIopM%BsJ%T~V(ja@P?oK;PxseE;l_SRzwIkw@C{}gKXt@$hI(A=enV&rd`3@G zGL9aZKwx0i%j0E?{D04$hlhtFl7NDO!d9;+X@OxUA)+mu?5`nE2++n&w3~Qzzn8vw z7_JTFK!5Xr%>!5uI@H!Ak8}0ckjJ8O^70MECjBGjR*z|wvbBMrOJ4Z-17n7{S!jb1UZ4s`Vj zI+j4z;J;-Dcd*|WYx*u3i%=C97=cu|UMLo@7_{8>ap46F+9T*)VRPlw=zSLrB1!rF zeFu~uSq+U&s7MI~5wuU9T=j3N2Mz@|^EzzcMF7%UlP{mcU9@3pvehfTbjGqjhY26={E5sJpb~Y5NxPRKB7nT=>b-A9^Eff1d%pMey#f2?<^u-(CO=$c!l6+X znGVv31Q0g$Bnmwv41mTD!`+1paFx?@K&Ak7neeL432YhW1b(O@zV>Tf$PgPe|AXG`)PY<`mIq0DYJhPU`UFPjN%2qA$L)JKIl52HsZ3Q+JY+T#*kr1GBHK%{Lhw`+# z>pZVx+`0waDh!e2mY0p`@NV{}NvC=Iy#ToN4StZ6l!Tzz+OwUTpgHJw#;~g7D4iT` zN*fzf4Gs=Y4Xafj z5OmpMF>c;$FlH&`kZLOU@ZrO+wl-am@1Rlnw1!e951Ilv1%(FGEtO*9yJkb#Iskj) zY`Qp+3-~kq@a1zmDdvz8hNAK+f=;J5Nf>4iw^~!$z~HHlj*hz9{veN zXb9ZKM>8)CRyQzr86~A=z;Cw$uGnlqsRIpS&$+tH^arS&P*ReH*G8c*fd~S-h4>wS zuF%LxQ6Zr#AcTyJ06bX{l#vNO#4m1Ku|*g+>~z?vk7#JxDjB%BV}U8ltEt@#a4<&J zM^qHP0uAo9YuB>X$^zly&ey|DTR|{-1q#ygNI~)@4H_mUCJf^BE7!4~Ff$jn{#ac# zg^D5!xCq$9y?cVz*38iVr}*$in-xLKZftJ8hlke;gb!K4WMpJhl{S5SeN~>{0F)hU zPD|U{v$4enBqTh7f-U~)l~8i8jI1o8aYHLJW+6nsMfehsJ!mPQE?5B%?J#@}`xhQ` ztjuDwdM>4=<|{ycdEgx|VDf2FP*P?rIq-QLEkn=E#Nq0QR?f%w71oWT5Q3?pbpy87 zVT=9b=a*zLT{CqDDIKP!rX!%2K;3`J$w^S68qhGK4J!`^2S*#);Y3AI8K?g5pYH+s zY#zr(M~j0l!-5_M!X}sP^1J?(Coq(-5H>l708u*cEx(6CuygSbN`hfPb~byo{|&x- z-Kl-=g^73xN8bPE@3sRxA3F_&WW(-HnNq@U#N|L2r3hUqFT43F-B`b9^k^~GVx-t4 z^xp@QuGv?{gFySE>C)d|8LO}+-5F?&KFuMEfsys_Y2TudNz@Ym-{afd4u8y<#b*ni zD6kZcZ@m7>6Rp$m@fm8O{64lG9de(yFr?Ma`?_<@0iEb6+=7C_$&V9t8-4Ho$K?Ri zBASHP8SweXxsRADJpW9Q+F%*vEpGfTednOBn8d`6B&zHW=+Akicje~xa41}sV`C%^ z#YUX@yORFcwVE^Nsmm*>%!1z$`ecn-5`x}$W{YPnE8Y~RMTsu0&(3TzJDPVfT%5l} z?;j#gN*|+P#S=X9exh)LOp12UkUNi_Pr&|-r^B1n(XKMJn%Bzi3;y?uJsn6{YO>W5(RHq zjeWYwy7T9jo61RE2wfacoW&o)j#S>+XUi-#!rpg0$T4sQef#Co#idPcA3fCd{Dgra zkQUw^eaD0K7!O%D^^C}y{jYpi@Uu4UykBKD%z(HE&>k*&d zk`oi(OT}|p&3Hf1Wg)x-8#!B}G6Hr7Aao!bdO!@*2W!8^LlX_9ls1IL@|lPoJ3!>) zDK0GYKrp%XmU}%x!M{U5uu@4V)fD6R`7_pc>2HB`+K-+*@%sH+`|{<>Xt12`=T+@s zj*gB(1D$d^)PP^XewRdr=>I?*B7vd;zjIp6NP|k2(M^lI`>a04g5Wg)D6b9^R@b2! z-Ui)?aw*OR8_+bV$5{wmoI*0D5wxT30QRY0fC7JYcc-PKcyZb+_LNy@T^x6N?EJiP zy9X*Sa!+-J$jw*(Mzve2RYq1pp%J)AIY>)R3*pM?IXS6-k)f_Wcihs3#sXr;Vv;{Y zJx~T1M399tva*svx-S`eo9O#G|Ik1#j?kF9-?)=tP`_<^HtW%9>73 zL6+nKRlx`#5dek24dqNKOuwWA;Gi#NNA^)=OXSv7fiXbCnKgdcCPLdm{FOIFhR1k! z1>+1s5-uu_80VX8yq1?c-^Z@}{9v-AVaz9UWHLxTJ@f635?{K*w$Y1P(g%?;mTq zyU2TW4n#fV;WK(LZk<)#?q{0qnokqk=|gK(A)P@q<;9U4XPrn6BK6ssE399Tj|~CD zfpiV>qA>Jjc`X*7fyDwG#A%~s*zsf~?RdL|v;zJYVhhpG_?hKaeDu72dj}|LB*OOLAuhIq zJbp#p7mO2@3L}sz&~ftOn2WRa)H2Z54~7l{rZM%)Yj+5VXTQ|rX>R4vXI%l&C%bYjv}bLTg6ePx}up$pII(7#p} z5-r)IJeAJZhOd&nl+PhJTZMP>z=g6CN1%@KwtKU{!*0Ro;=hXKi_L5~m!O|Z6eXyT zf9VsHK>HjF+%)xFA27o25|;SAFp;g|OMK9eTIs&dez0&(bZR~KyY%HX@dVhRUywRJ zXFN#5)%cOAP#!C}vayf*Y220oZ;mnC?CcWKTa4&%6XcvOXuUX&|5vNp|JOe+wIVZP zU)kE-Z3I>oU_La61vE7^t&f%X12F`REU0~9hp%PD7LZ{JfKkNv0)-k>{thK?s4`Z} zaeawN;G|K@f477ch)_v1aKIg*ayo9+U3Xee^l=1(04eV*=z;rd!@Iv82W|BT-QND~ zd3$HVraL4ycCE+&Y3fJg)I>CZJrLCh=sXCP#@XISAO)vqXa8IK8)efJP{RQi#)8|2 z)MwykpsdYSA5P6xEPb5=28EbBrnGQ1-_Z52Tew9=-H6{d0T3JDIa*s=+X%2KKpe?X zY>Lf>12OJX1c!zSfuRK!6;g1w=UO0QAPBNbIoQ4`weGyYIcgY@2fV@0^;D<{b_QZ5 zBQ8Gd;i&}}4&c8%faSmir3v=~^$`5zr%#`Tg@xS#;TvizO*m$Nh!7}x0`iVcRe13KS0@?&|7lmD`gzDM|pj(7K>}Lc5(pgH8)P0l3fyPfs^Z3`A!_Gyvoa z;c!UeK+%sIAg-hQCT7Fo^+4&`dJw}sOlLvaJA3BQ~7kXZivYce*r2#^x=N>mHR zH(*WOd){toQYc+i&+SwJaUr4F=&7?$XNJ@+q+_zW!*Q}CrL=#FNDxiu%Ih=B+iYD1ON zZu!BOS;cM_cVdA@6D+TGBwqp{1VjV6&AWF86#s(me>-5tf<_qK6746d?77p9KB7;S zTg`#3j+Api!x5wAh@6204SxL+n;x{}8u$mKX7?TeE`w2YC;R`u{~yM|s?8hnNFZ33 zt22OzgeoHvmW|2gw~uF>UP7SgY&ZOdALK2NkW4>>7GSF&=;uwLJ_bXiKk!1t!$!v@ z76WEmesQukTI*4JSi#B3`8t}}8^i&muYG?VEeMDwbmJy+#d!dB!qBLLcy?|e0w3_3 zBq#@n9S;^Ok|_a8wM|}{w+VJVwCtr2QIa}yHoXEBL{Flkqnig6MR%;&1QDDds!$>> z3Ec{qK%hK>0$6dMfYN>m3wsH-06YhxudKRy2dIjin^n8`oYqeusWT6HBVq=xPgTbP z;|z(8ZiRPRnXcuBPZ;gYw<5?Cs@`4SG-<@|E`0*$>2%6F_4($X?RMe@PU~QPN|MhUEo@H6K)=Dprg-!St!x}9@)j!X#}7iNsWLJ>&(!!c zK|FdL#}NYBxAj_1Ss#=N1d)EiUV2jCUY26k8 zrVdpZDHjl51H{SCPny<`@e_&}sJf3hIY*apc?L{b2?NjrL_C$U_J`gft97;v&~6hL zH%9=-5G@Jx+q1*kzo`(G0>X+|pv)c@t~GxzTtKsJOc4*o=dgSPz8>Q3VG(l#gX#4R z*6?;aW9=4nK`W5D!HN8R%8WerRuRl60Lv-YT}g(TBVD)}2~^`_XqgD2M-*Jh?2rQI zc!uQFKv($w?WQ@OnUyPd5u5vlvWX@cIm%bTM;7|!fRKM z%nC9*n$9av!SHnT|F@y(`d4KNtmZ_(_VETm1=E=p8z?P^iuqr^2Jj(Ui56OA>Z?d*@EBle15*mCL3pQ^v0M5w zcyI_HULPqS=5Y+Z$yjv>=2fhEphs!`20Lst#(dIs4Uu6+9vWkhH*z+;z)Ds!SI% z4P+3ey+vV9{;4@dO*cuxl1I#5NDnPlt`>u{iOA27MLugo2mw0(zs=G3rrn$ksh^NS z5YX38*)%;WiNVZKY6r1c>Ij4^CMZjL|MM1<*%=(MVv_$bpQ}gt_xeZ}S0Fuz=j96i z_EgKxLc5#)zXFYnzAT7`Vbt>FTlF_9R=&p~STLHyiu~`{694hZTAtf~%@aUIz-21s zmSnIe5sZSMPZ+;o$W$KVJ%BfCeDi%U5oF;HfI#~JXaT;0upCUMHEeZ{D*dfW!atQGe zK$H|dVO5KyCV@pPW@hD*1E2o*5gkCu`}gl*iy33FiK5Rz zM){{UlcN~{2oc~NK~p9qBy=ssMr3!W?(^`a5AGTN?C= zztRQMo<#pDepGfkHykVEfhanJd0Iv;^xnkKZzJrK^+&X&nkFKW3T?+=z zpJx7tyW6Wm>%X#^XTD%J2>L!(%Q{tnEK(@YvGX#CREXJz0Adjn6ALZ$7y#ERip!2B zQp27A{QM_OOm_$=St}v^P!5r?3V2j-_p?>v+Xj{Sxve@SKRV zN2gvM4Eut`<(p^>ukpJ4GlMo9SolxfXc{*S9ey06%=k9xy2;D>u-?h0>8Lp49DbHa z7S+WkEJ=%y1TaPEQ7-MBgs3|p9E0Qo@xIQ}Wr!I7ssOZM&KA2V?@Nbp^QWn=(!7YVK)<^!x4gjfJLLmDa~S3y@q>e^@gXGu*3 zEP(^s#7^mhlsv?OXPK)0o^N7zer4@k#YFROXv*|lFy~SDq=8UQqx}09enZ2<&tahf z{B*2ufjHaz>A>^`L`$_ny{v-b@tK4-2ATo_Qwkk6HGwiBA|il-h1|+Nvrri+A3b^p zWLler5Ca2a1`_ejx&=(`XO4er|GFb&kG^bTcEgjbu~osyMs8HQrR<`6)lzm;JCfoK zStG%QS0^c`kxl*&u0V#l9k3{1vL!?|)MrNQY$R?BrS&Idt(H&srXdG3XUi2!*Kf=M z^~*8#2@GPHmbX+|1FUEv&m<~H*=;^C5d#?cP_9_zoy56kTZ?rrFO z5c9{@6&Sxk5g=itpN3x?qvWvwrKPxkl~x_59RkD1bR)SXNDl&qt=$3*w;yN%^p&`h z`YZc9wz8Cl6MVtasFfCO_Pv=tlI^R@DdLhhtPIWU(ve=7EE;48_@U}#H4A|nuAq6? zZj6P4+d5TNe#eM4RP&X&F&cHq`S{ebM0LVL- zc=r*22~l%^G;Gl^|2m#WJU9$_^jtsZqsNbyvNw2+8>{nMd*{6Mmg^2x9++b(aKY z7HHItn^(8pcy>FU*GMC%rtw>cxy??k_vw+V5cXOjjmkHTR%vd3N4?e;2Y5rXD7U%B zP3!u_+wkB3qJd*T9WLeQrxbvy3|3r?zcg*%8B)S+Bb7}I_p)dUxOn7ch!d4EqMYp< za@XVE{c)J`KJbaS|(YGY1oOAx#Xm8Le8g`-k0{N`>`P#+oB?h>3xc)BsZl1972$_dOR1 zKk9Y)%Cd2vNc_jU50h4iADsDYq8+p5VB^|XJ_K$cl{N>y?@VDkgC2ZT-Lmf5{QUgU zfAGY&j`U&cC0~|5guQ`T&Xkr;-Hs^2xO(2l{bCmPKc762&K+Hqxl2GG4muRTf~QCy zt-s0GxM44^tURp0jC4Z5Gdsc0Tqu&hh`;J%-job$^=?ZgX)e0>W1;G=>MSsDg+5{> z+AMV;NCt$9AV?O>Syw#FFZxtuF>IgDAipe^0mj4v($^x?P-GzDz<~i^vedM+ z|6`bo5RePHdK7TEShlyi5bJ=m8FS$9lv$8M)+7ACkQ0JDO-*Tl1!IG-d=0`PeThQX zA;$k-@DL1Bz}ZhYILceCeHz}6PrB|gAfpkd0bLW$i$K`h0Fs1I;h`%)0st}J6G6@V zFX)BOq>Tp4v+D1~DNG3xFx>j~_w0IrNCU32`hO!s@U4-&VQ%e(GXju$^0fFNA|(pQ z15|-6dWJ@V)jbfvZMh#K%HJ@%P8Oobk9pQliSJamW9z93{NURTHbb%tt zWRS!}_#B7;yFf4Fp`(U@XN`sKxhXGA%X}2haksL+vqQ3?s*=ZlR+Uz?hBf59Gm12# z?QMe`Mo%l}>=3~?)EV=UB4igJ3xL3PO3$f?Ge~?32Mza@{g9DzpSBH&ntEKSglP^Bo6&=0P0hMg zi(JEwwJb-s)=Qa$>tHH!JU%x~2ay8w0Z7avW(+g)7a~;oiw|BLSsdz^Qp)Y&&QfJW zmGY=8zH!!(xT>P{M>p*wf1_T1wNs+hvS?e1r9bZbD-wt6&Z>Y0>oXXVG{_l)+*}Gc zUjvo8(4ZZ!)O=J>NhxAe9_*Q`%L6a3uJ)S5xEmCk;@*Al{Mp&$gkyYgJZ_yj(+rP< zrqdofY=~Wrp)qPtuxkTH zC@)2(n6TU2!!+El%Zf~Wf;UjWvpD+O#stcH&Q8{bRw5K&NtZ(Hm~0UgWmdDHBL-9w zRAb1Pv^Z>=2y>bGY3bSg7!B5_`z{ndp!zUsPxa)x*RyQ5V%t8P0aaq2?FN+l*c-0~ zyJAkdo&a|m;!Lwz~8 zD<&}2Y_c5R_PP%lDko5VCCt6~qjcuaT@zd1TOv6-1J)Q;T&9xg!C8qA22jc&?@4&t zkwV#%5H3Jg#bSzE9opb@*2hp~r$MUuP2xZVTyCwtG~Kqc3uO!BM1ycu!yf znfd^I1QaoA)Dl~90G42KgaBC=HsY()2Px1<=Xfh63nnX(;o{7ilmFjHn^qE2a;gx1 z0m{hfdc*``KjLLUf_xK7$-mqxSWS>RngifM&cT6?7Tej31fl@Wg1`;Gv-tHiFeBwpC2Ih<*#9a}}I@92@3jpdAkCS#VYJ+Fz zEjkglqH`p!f|{e*=nFP|<=@udtleCooyT2{`P=uk9%8oucA?fiC>xi@wP1^dtP~}X zEwEC+4?;3uOtPAq*a8X)VckQ&fk+!c(*~i%6AApGCOD?ajZ$ffJn1Vs&FrmdJLi>R ztR&K*bN7CLp@Gf-R#8TFHquQY9}fcsjsg<=0+bvY9xe=#8tAuhI;976LnI9(C50p_ z6W|0XL~D>>B-~B>_3J%10yz0b5!!lsR5C8rjYo-ji=m7%8v{nD2K;-3b0O!IKqeN3 z!isQX1n@#eb{_m?h@S00N8f_OPDljw;-IYdKm6(+N&y6lr~(M~0_rY`yA{YEeRp0;^0SW&8$63{4QW$R{}{H?$fG63GWw=o_G3MNFGfZDi# zUIxgiAA$xJ#z4Q|^sOZvVF88;$*=@STh?+#g=4wfh4n8OiW^e@RVxp=lDgl6Pu09H zIloBu7SbYZPs9~aY=>X_gz+Xjb2w1B3{A> z7{w2H`Ng4@hBfiX*>EDk9iS3m4SW0!GM7~TRuR8s~UhAFA^Y< zBRC6<-1k15kcIF6OPQWV3otIFB0o&7G_S~6wo@HKxq1rTxsvq{+=Ix0XN<|dZ(^;F zt>AZkk#Bm_Sl5v)K@h@l~>{z_oucu(iW@>a-OL_P+!B?T)Fs-QDM-F=_z2YYA`q zv`fYhiW_*wJIBfk`U7tO%O;KmQ@fO#ImyINM9@-eoNL-Edu?C&}gPZoayKt+hACE%WBZ#&4>yq=R!S`o|kx8M>DcM>0 zs6J$%m|vR`c;%^G*wCBv1Lf+=18VU&gDO<%r80U}M{mb#=&&CMv*OWVD~B%Fr^S9S zr8RWvU#RtISTVfFC7)7vekVQr&~WHG&-Wb8j`4Qv!UOG!0Tp1-PH-|>yjR<1r*&1R z9LGD4eQA3y$mQtJf#A$xN)tP5U?%7yz*`aT>$%fyhpv%&jc*n+1)I-DzAC%Peef1Z z<@!^+X^Lw+K%aL?4@hRw04GFo=r=DPc4X{^6KnQ_*2gBq&9X9uIF*#&jx!NTSf}ZN z84yDuyimt1*CHHmZt^}&PcJ*>TVT&9;&MD#;&m;{c?X#X{rO=gkFvDU-!e|T7lF7U z)gPq_>b#8;^MyJA1295SvC~F!SUF7Pnx9qW6 z{=gYBR1B6!iEN81{(5%VmJo#>R)16@esz`il3<#wjc_-|AL6ec#q;*v+AQ!A28qj> zh0R z%*)FM12kfvSbA&Ua)?Zl=H0pr=C-(?_mKu5Ed(>zKNxb3Tu_K|(rdkRfIEDTAcc}^ zL?AfvSZk~9l4|{D$=JK@Sxli{gWoNV-xx5v@qAULcSq~YBTP2$>9hKmkw-FL$R)3q z=6lpCzmsYR@RTdJ6H{}h^zNnS^Ln2VGT|h}&9Fk^qe-i!OxBnonJYKzkda=-j)5ae zOk3XxA8%MvJ-K%!XYO3tqEOJ*OeOrTOgkfg!!e=*| zm-@pXvY6-w=s3a6 ziZCs{|2=z%4(ANqls&!tlAkCzj>I#pW=j#SGkkWwMTSoQ5pQhgm06DZ;f!-(8(|Ec z^o{2`%_Y^#q4(ZPEUa{x*!;+6o5Icz)cF%A$fpu5=^lRV9a?bpEF-|ySuU2kGlQuhaSme3jt9rPtBceo_ozOP%W24`Z zhs6}XmyA$;4owaX*uvhjz`gp*fi4exlN?1>CL+|DzEn3slW2y5fgLd*t7_InkBb6r zBQjLR>I=l_N*5Kj=K?R+jH~|iJ5R+Kc68r6Z(XsrDX)Kxf|DX%lAMYP(Hk}XYWh8y z7|&OGOaq5-)cYAj7}@5(C^{EEUwq%^%r_m}V0YzpLdTUhIis8HhRK#9C*Le32ieQ=!7dQHXVN8GV8JTKZ|6f3iM+)MEblIGS!! zxh>7?cBuT!Us)EwZD(xvXrwNuwRaYF$dMc~czU>3d-~K)wq7Z6V1C=F1JOD6=+|pE z*njiXX&u_(8D(+t6WW@7OcjNag7a4I{>#dA0Z0zoO5ZThHofXOCfr9)7WRSW=1T92 z#;ZiClYi@0Ew|5yE(4ewP>CzY!S8(*GqaJre2=vLdxIkES}{~=>gWaR$B1=$gRasK z6s(L8+I#cmjbGEutk1@^Del*SEelFa<8d%h18?FbKi&qTWV=N?odYAY6I)ZQ@SA7q z{**!ZE&H0$FWseaH0r3o=TRnuG-FqZZX8B0V?JVIc{eG{ntdE@QWVeN?bc+66uVch zHnHOJpqg_l;5mNC4FAe;YJ7M}uBI_bJ)sNa}VNe@8LoJ?I1RHc{#3`SPkpW(Sc+q=|}IE1~zg z!mIDcbR>*2a0RzJH$T&J!?r1V(4%d3+|r*zwa%C^SB?9os))y*^?Ex&49Ta_Kja(& z{+KF-X<-%PH=~QH-$CxVCtbk{eYw2QK{v}Mkgt!usIX2de(;59SZmo0$n(t#Ug=5a z9anhgoE1vwf9251IVF8idmw9jBCC%%QcXtRLb+X<~-GyZYq{%vw)o zOdNmPinaXPQh6DJ#FU{EpCvx%X7aLY?spq4tW%B?o)VT|W;FH{X2n7pZzxtWfu4$jPMuS26WY@L!jz!{R2Giq2jJ{Ij* zk^A*4&+v^Q!9E)$C+=6m_a$#|Rn{5sHmDO%q9}Y!i#)w6{R=8_KeyPHp0R?e2eNYM zqLPkXdBs~}ns{B$>b2w#SnB*t(KXaF#)PMK@DPsf7n zq4Rkae`Dj$TKl4H0bk{ZTcfxmft-OA;f6KiG1IGE*|m|AD~1d2nMsb>JjJz83x60( zcK`#Xn;UC*JOEg%fy`#TBo~MQrwkOF^)K~5r~lmsmSC)nm{y|E1GadYKv1l*d6m zU16E<@5$kUHLXJQLlr{LfSQ7a@0jVPmNE_a(@A4X{RfQz(ATSj(%tO-*kedm_^_vXs)co-p%dh_L)WdIhM- zc$@S(E}E=rHkn7(LL_--g`4c8qA)JuC1xo1XZi)G-ep=zo#d`JUd~7UPM_ z!_OG%`P7aoAW=t4mi}7~x9dbD3b+#b+ch}lO`E1hR+Jw2&}mSzJ`hS=+Glbaj|Tb* z01KH&(|F=Vin&qp z-by)1dggZ~?+fBjk;TOMp-;VuX!5#f9Z-9SB^hMi7neMkjz3BkQ!XPEx&ggpSj9=_ z1%=*}N)xU{p3WXEt)p!h!@+}LS+i}gxZh|GGkV{@yhcEkRaEda&F}LEQ^2#5Cq_f# zJPSej+>>;pYHiR^tP_e!iY8l&_&1wozrHxW|<2Oy4t9VJYb)>q$l zWr0e-RH6S<^9L+d5xdV610&YIcdkdO)y-O#jy!JMKyMe%ehSrwKi11Hl!{6~)IHUk zy2xSctm?J>{Gj9bS=pjOe?ez2-!+gWBgX?eSH63rE}?P6NuFXk{xMG1U9Eq8@!Wwu zsB2U>e6$XEjN^?fM;BkokP0LyZRzt-BqvE);_6}i@Yh}LmYxDhru!$9PJd`HFn)je zV})h+q7tMeBC-Fx_L$E$Uqvyf{yp+ST?4g zDIM$)?p?E^;o?YHF=^tRDI0jB@`Zjt|hqWWX$T?+Ecx6&19 zoGHAS3x!x-J%4qqZNRq4&^?>8@W%XCZX==@YRoIfP-m7hv+#aFVUQL3V?Uwi@-;i9 zwCeuF^7&*jZ;lZpKBnZaXd1hDs=l(XECt$G`CyH4nYyQP3&Cl}XK<3M=6I2a4K*Pq zB-B63@|P~~{sfl#tozk zz{D6jo*J9xVDqU*OD4Q{$RCBC6EpKLNgQlCC^h0=-jjik*sU_(RU0}fw#-Fz5Xmp;q{v#z`^^@wl47wr2*%k7OJ*P4l_mbUW+ z^UfTKvcA{wZUVyHjWW7I0g{@#FU_&pwJf^yEUf62_r>)O7G1F;hV%+5f6?XYy^_MM zylJ-b6<d97ce`n|!2E^V;dA8>SwsIpmh~a0LNRQ3d^zHd1X!g$?VT^tS2@*t1vFE=C%sF+H)R^vFz?PX?5x8) zz#B{&PXC0>cI5WwF65_PCVZV2yASj9Hu*JR+Bw*5>fDbA`mIiWAc((t#&Qd?z1A%c z9kiKQN%7u2w~OdQvI@vKXZRaW5R+_#L~k9$r5)j~Ly5h5wM&oP(j~{Ge`7AUqM2Li zGRwt|3Cq{(?;2)I?i{Ady;oWz;JNe@j>mL0pM54TY$vj$l`$y|(K66kPq2qwXiZCq zA3N=2HlWoTgdX?x7)Pl>}O_&tfYxN>6l#O^EGn>BQE-^?)1 zPgZ&%8xVdcIl?qH){c`kYJ-6V#lBs~g(B#Sc%N|>%!zVb>9n?#W$oF=o;~S`1A}UB zit@Z#mi{D-r8VfibbOSjIUbv_d%#>ON@psZSls3JBCGk2+>wbWnbRO%oGCqebwuJu zeYCBVnlr`6r0pCExh&omsni|f=V?WwXc|9zZC<8cj%=6D4S6LCjC6#Ufraa#NHTV{ zQh&DkeNjF};q5S+63fHxf~B}5$I`*RiVP)}QoEG6hV8Y}-}WwTB`=e=s~CtqNL_2$ zrIzwGue_U_+HsN35J=(7Hme_O#`c_-9eh<5SBdYv*bsQuu!lEAvogMr!oo+y|$2 zNp8lSoGqIp!&>7$L+-VzE&&{cw=d4z&m+tlw`)#Y{xn$Cup`>R`ALD!T=QI)oO81` zCRn8K$4`)$3}O+W!7;Zv$mcF@di>>vSkL>i?1q`2y+?^-8}=md2XDI6YQI`RT>V@J zOGv?Jv$}+3+6yzE`1ahr4S-pBr-x~B70Pbh=%OFvO+dlm96ZMtdJQ>ve)-@T=(_;J$`?{_kP^>(dfVSG^p4FhMf6us+*#Fpt4kTg%Fyq# zwRZk%enaWESvy0dI{8Z3oi}M_wN#%pT8w?5iEWP;>%PGw(0ExVwM|tu$CL^lM6`dG zq0{8;;l{mbe7!csfiWtJg=uf1*O|ITJ8d#p{Lj#j53%!nnA8v}3j8LfK$$n+?AO_ZKAz3GaQ*>HeQL8uKU}1}P>d?@l})KV~(Q z@S$YfxzXGEL)OjTEgq{Ozl*0hi^myTNX#}}9p@DWsbg$s$0GID9j|S3oNo$QidUd7 z9@&5N%*Xkd*>`*Y{Bf0c8d!V95wo@9DdWtIkBKf0EjF!_x3=8F#7ai}|2${@{Y5oq zEB5RjiS@TDXUIr@Pye(ma@yP&_J3=4XWrl83TdCq>8HmgSI}}-^}$o&(}VHiip_W9 zI_VknuJ$D|m3q3&%rUk*Z>`xouH0tlS>zsF(b047ncq6UzAe^mw}3!J@~w}%!i3xA zw|h*8A3?uf%t(R?=yMGI)@7$bs#!xJFh29zs+!e|Hi1f@4tS)DXdu@gr&VoNi8HCj0qV$3Ee3f;xloMpeC7#|A+mw6#_q#d3 z$uLt{#N3@4roOZDtp{~wuU*r`w0&^)g*%_aWSA_!u{Z8vI_5U~V7p&}iU9Xczn3vt z>=~La{w2pxM22op{)bt?$+%0JWoGa^7p26U_pqOzm4@_oDO$1R33J8REOsiYrbgic z(b3ZFp`4RjOL;H<{Jz$>XCqtXl=h{(dwy+S?U-tx-qGECC__30qkAol0>3hq-)+vD z-!_yCHNIU&DWz<&KQz~4_Be|WNBN4g(qdf-S7=4?6(=YC*SVuT-NEVgf=!L=antl` zLZkD^F2S@v_j7SsRp{B66%apnb*~#~4D@92>&;|uOpqY}O{(q@MVj<5JPf zb|^WiTGgud>DbR_V!G~H%E$IguEoO>g#(V4ly~fi2qoL6_R3>x&9o%aTH{c3mQzV8yHvQyylDx>F+#W3 z&@dzxQy%;MDlJv%Rdb!l`0*3Ztjs4>r0#TQInf3;&X+I({OCvR7G(}t(=l!#r`!Zn z{-#e45?r^+6N+_W?v2z5>3RHk5jxHh6rIU_M5onN+;Ko&KR%_eJ=qTfDf4{aOAgZ< zacOJ{8xjerxcz=!L`~DBv3&jB{DKT)tlLO9D^^|;e>NVw^eQbw^%dxs z6^w^igs&@0tk$b$y_sHKYc0u3_#8RTp{etRJuQv6@TbSpfZcO!3=R?0qmH6?UL8hQKW~v>Vam1L26m?X$$+YZN2rL+#?b(r!KVyO7=ad$sK5sXkZI zf@>-D104D%>wM;KOOvFk{SD}{b*U8A4GV3^ywpo{%$48f-n}!spa1#Z(wcZP-n=Cx zvX=F-BSE@VEaJnY6s_@{sSUPwI8q({Z07Eaiab>9AL?)%j-hNo@Ht}(=Aw^J6COEx zl7(t}cFhb|T%5alEUM2)+urmIE5*LQt`+v@`1$kKok(^$ZaOPvh{tNWb$nwx9n_$z zsQli{yVmw?c-%iNBI9t9^40pY+Z+cX6~|XTrB+moV#CarWoi7>(!24~$xUy!XG)az zjL3QIRsR>YZg_8t#JN5T>Eu7t<1gGSO@%il!mh?dP)Nz(l>T(Q7<>nmG)3el{A4+6+ zxm~oz=l8V2r7QlF^ZZz_DUPRg#@R5P3JLi{8z8eZR6qW` zl=8a><7#bl8{X4Hm%nQuy)$NMptbd$K!x^9i93Tx=;yJJ7KQQw+vz}8>(65&zdYL} zL&ZphxHf|5Jhwr0=pY@}q}4&6qH91M15_|u%pmIF-?^u8 z`NrP(9pC4B_q3knm=@|+F)cjjgvK4@?0b_&Op0Y&>I2($(emrGvV?rNqddUzx!>6G^K5^shHnUUvV>a$k4q9=)&tylR(x#xWcXQ5%qYHGX&r0aU zR%PvIsn*-*eLTN8xSG4E#Iod?(^(pA$Q{l1$iD5OaFi9gNt|qkBtncrRu3mS+&emx z@MziIyuv|i@D(ref%U7?a${DfEmSr;=fq1A9CnxmlOr^X&)x0b%x*CDT1U=I{K$t* zj-jW&Vyn-6qU5X4qb{OQsEO;iRp_$&$eNj9jKd-20y!ydyMHKkS|84f7G3Q9S|sH= z$d!>FGp~E6Wb%7ZsHlciaH7!lfF*Xj7~ng2_>{22mtpRnyrKZvko4Fuvu}$gsJNat-hY6GbAPZ9uZwMkkkU4b#x#S)5HZHed@iAV zS1)F2=;xGTX0A`1FZ$;m);19yFH{ruSsnS1q&)d_;^>KolFKzO-hZRcsPb+fzH2HO zwb@+HHIZ2~Acy7^VqODSXjTGXM)VC$%7{8{$PQOM)#>4id2TqCK`JnHwD(-h*VaT& znSzi{Gn3Oj)acvkwfP~_J9IA(m5KX3G;cofut|KrvQFloPHyf>PAMp5Wt9lz8r+We=JbU#ay z3+7tH&|9J#9R4w4tkW~RW+6X-U)kjTpN>FDq`*Hvy)Rdw{D>h@Lx9m*yJ~fUzweunNI&CZ;Zn z!JG!7^$+*deZJZ>($+f@t*l|UJReuzJ<&gWiMC6^&%d;e%B($6xh?-!txYivNnXEq z&k(Xx6h4jg5ng)}b*tX~z4G|Aj8n?-)7g1*)s&?o*{b_U1T-Xf*m=<|d$Ct!Sbj(gq?q#o$>lrrv{&lB-U8s|fN^`yT}`qq!$l6% zu&ZrVp72gS*?ZP`PtiN8TYQ!$c9uJs3ip%u&YNAoAGaRnFs|Qvr#McYzM?;(#f2+R ztE|XNeNST#(pssqGFyd1mv_0Cjm4~M}$I_S_Tm}cJ%7Z>G*Og3)@w%iGJ(=+R`g~hOr3tBxekRjDSA7Q) zzFC+w3{daa471@nz(n`{_x?6y;UlA}B%^q=J5mUoQ4kGggm#-#hRoNt@5B?FQ#{ypTgU&gO^beAJBe$;te!Me827Rw(dl z2beeo)Le8A_D;~|+S;@?$&1gsv?E{azLO?OUsfurZPbA5XBOm$XGgr$<}xerOS*ev zL-hn%Ygz+m=6Go)Nm=RfPfKaL_Lzp-wkWk5JW9rq;b zQI;gvT}5wkvKxg8zO~S!byN8``Qm8f-vS>ev=B>ZyZIvLw@?0Af?*V!68fL6>bZnP zrdSSFg!kSR?r+*bav`%*R_$$kLm6FNqDq=CQtV~TmSMdAgwJifJlZ8e7o_W%fY%JA zS(!d0r+HT!_zbO5X8wsi(-}NPDR)wC+WnI#TGPtK@id9F!zRTMSv`TrdCX~LwwIU& zO5!P*`oBEWtX(p?rTvBMoGzVq*bjM9k9PCUU3B@oNKDU|vMBkUjnz@#+GU?2nc4Yp zKI{eS_Cs+WW=k%O%#7~Q$}LK2c$SuMp`i1k#g%QAk0^+0#>1DQ+g5L*Cnn#db)>d2q-^U zD7Cb!>4l)muH!owPRbnBs;G>*G)nO`DrRypbcSoB?bq4VynNo&z-P$dpB5Usx8P!4 zG8YtZ^@dBBfELZEUQIuFWe~4K-BdrK8v@NPM?23%9Lb)PO_hCyUXBu)D67$8hc0v= znlg~lcB7(`;NtnpEd=@OrnVadnvhC;$hLKSyn@tRHYYm4E1sOq{Yc^>&oQLP&tyxGasV5(XSL4R*UKy$SG1 zFFRYn_^c!IEl# zvhpiWdG&3IzlNyRw4C!N@~^s+N5iTkBjHJUcr1y_fpY4!x{S z&AEAUyC}u@eXFXon)V}4^>t#iUigt`U1jg&h35y2MWlGn0-!zmZ70Ow;%Q9%yWU^Ax&bm`~ z#a}uT&2DUHp>qv;5x1>>Zq>@5^^Wg;!B#=e=V8ycJ=!7GbWXo+-vRr}2E{oI@Ad0! zlkTzgC8Z>M7)T;}QX80tP4*)See%CLsbpxpILuJ}dr|r6Owjv+ji6%v zTYNiJPBffKH*~Wn5lo5Pjz&HQE77Ic?id%D|KbhLabGBX>BW z>;8lFv%n{|W^(s1_{ve8cZ|{71&&})d(ibUy z<`ENRPj1ZFMSL;u{Ch3nN1=Y2PS@EO#Q%b{2hwYYzxyzF8-;e-rtiC!pptfFpODSk zTeX<-1p2L#{JkwYZ2>9S6OAM{4azVBuS!3Bwj!wgU5+iP2NAD*|hev$* zv)p{~-YEsH-pA-%AWuK_Lycdl=a%_`E__4+p9 zLk?=sV?J{3r6m!V{+!K>;@Ja5h0x+#kM_kdeLk_%Abck4@Hvq#t!Om?VWkHc3XS@+ z8?z;72Cf? zex|&mHmUor(=%a=#I>GOL)B|C{Ht*0`WbkBsGBW!me4j%S*(xy^!NR4+f8(s2335m zZU3w?&9-t>ds>k^;}jYpU+UeiwJ?|1{{)Xg-RN?YG@I>Z1rPLT&Nu(@B%o=Y{V3lL zrw@>cIqKILGn~l#G$pb$8j_;B`TMoIoj>K!;GoG{=2B{sEBns=d1l)|+rfRf>W*km z2#T!^8bV(=(sNX-ZK;jFP|?#}@Rc1r$;$pd<|EzauhM&O~A7_YuFoQ%1esV#y^fCXKM43Z=ddS;U_zXa#!?L~PQ{F=$mpQrZE#uh}=tbMvG zxcU3e7f$r5&c%Lu_q#D+10~9?A0lbW58)aefqNeNg{-g-q5}cJ33ObCef&WJBa7ee zb#%eKlq*@_5J@_n1*&T{9OOf+;#3b;4+>t|{zD_I^0(Vuf{iNlo+B zAZ{C};FRN^KUq3mCjuAGTtxl)Ou8XI<;|}z{_zY!nba-zV?5T5W>`7%4~o|)1v>pfW?$I@pc%uyi5 zQ)Kd^C8U_9#WxO3b(&~E*{!<$!*q|3eF8ZaIs2u$^a&`SaE1GRyb@s5o zDO9p7+@G`$5VN%5wb50*Hd`w*D{H^)Vd&yT$rvu7mDliH9p6dr_Flb9 zum?gcQ90!Yc^Oh@uVV7^YP)h?+hn_Phu)k0N9gmogmv_5hwKkB7{zI-2tT2!JIOMcY3+Ndh{O9Rl|bEttEUacEaE9ysHx<-znB-MGGF za~^Sbi~HVu)vIml5WKf?!#u3C{6Xwlzp{sqYQq&Bj&$XUXOF%5)nQ}wLoHF!w%uI1 z`j@7;&GVZYEwdl#$kVwM#-gc)ud>EVu1{jUlaa;Y;d-_opFB!`)pu?===p}OU&7mz zw~y2IF6NZJ4cT3K(7(TPIGWl@3Y|U;O1;CB$`9a7Y%Sm88m}mOM6}}5SZ5l4i@5aV z*g+$2VO7~wAOMSYIH@1TXb3~z)eotvLVI~(V_^XPDje{*QeN|6@BC8kYFx@4%DA$D z=D!6Zr+QTXgi?5)u8x(;iW`19=0Y_XaYLaJ&0c%x%RXV`1v$2k(=5|T4%9Rzg>?R& zH<5+13g<~HxR;u+z4VLMle1Ae7i(xSzK%9Ms)sUr(!WKhdiTr@KgzN!PIuT5y7YAX z@%DzkvwQ&(98_%gpYFFAv*l>Ck-2f7t1(v8;LQOK63jR}#RTre0s7Ba)RzT!?@hU( zujwve_^#&P^ABer@93kzeRBRUwaMpvymw6?*J9Q+B>Xw)1kV>=#pW|MkAu$YMCGVm zuzUM3a!<8RJCEfTS|jGWO|dmQW|Cp(Crb?XO_nP-L4eDzuE)o z#E=8bigYRR`W~{}CBcU+0`h(rJ|jy|Fn!Rs;FD@`Ea%M_PjTbBNOte3icd0%5#_dp!KAS_5HnSoP zrd#f0q<;Gtbbi*@R*?pMpZG65rRJa5l2XjpU>1A$TB6EB?M%tU#ix#(Hj@7e0CZ^B z1O)%f-0X?bRFKVVa>#+-9CQ_89F{$byw6+HB>D<5s`dn80Ua7faTN{!XvkFW5@LuX z#-d{{5wEN9p(pHtrDWi4f5cc;^xs0hwmx9JO^mp?5|_orexVNC*iOT_Sz`9GCXD9C zd<-PFjIQp^{C6ChEgVvd-&D3!UEEE4u}TWLA!|>Sqy5Pg`t5%ap?Q$u(dWP3ksn~F zgp<)!pvmMPjOfpe16&5`d$mDME0Ez3D*9!1Na}-eo>TX^V}Yzc`>likEP|XLlB!^Y zG&mD;R#C?QhFwNGOz~VTJ)s-|Xu!hFCX9;{ygNd%?}SVs!5Mv>n@hb7y$hJU42L)% zL>z`6?dAE7UZxLb1*=v#96+zL2a64atGmz}Icqa~c@Ui-vUewL7j!*3xp`h_wEG_?Sm2Dc7Q7&d&qYBG{6RzFkb_7-e z7rNx8eGrgK#YBvs zR!B9QjV@^D-pr51bXeZh1(A&Xug;pQGG_C9yQc1W^($~W32EoK)d1e-yZ7S?vzF~jkZdO5jGZWr zA|MlYut+40#tl^I$PU-Fy*>f1%6fmzq0V{+0c^2|)ecE-xn#3HJ7?E~+l>fx9-fKF z-S6ALZzsluA>aox7apZPv`Pp)GeU*{ODhmSUYkyJ&G_!01RfLOgoFl|MPKm?fFTIH zDWCoH^}(VO+VNe(?@NI%W?m?mGQ zX#8opZZgZ$?B+xgT9y;xuY040UVgudr9EH??wF3?NafEvksU$I`gLl*C<*o!7Jy|> z2>vX{_UqKS`m(16I#w;&+T~3RpB0<{bU%_&HM(|aZVy-k=$VftgJ$fGd4)YxKZGrTt}R{3wr60LHEnq43zfhQQgw6pBfxtiVcUs-OFhW>wF zA_5}0uG@fCfJb!47AJdkEFzF(>w8Bp?gm!6?ZfVOY+eRm zVmI|t;ND_rU zT7AMx*y#sQA=XA;%u$|sdHCSv$kuK9-gQ(y9`;2Orj6S{S<>^)by66=e4c-0wTL3L z*Vy|2+euAqw9tzg`WCU5XU}Jg3sK(rM6oldWF$%r(Tw7=B;Ltm9A3iAc!s{LJ1DfX zCW7DZJYx6#;a<^uNWUP7lh{!|im=JxUNH7_Vn;gJ{#Gi+RD$|IN6vgX0|EiWUe^16 z_0LpjJGvf;2>{gyXBn%wcr?L548RP%lL|g(IT2h3f?f$pNM=#dZw>;Od}*{0oQIgv zA84Z_s%$Je?LQ;LH#(7$SgTIt8>2G6m2Bt>XGBEnn=rBl_Y&<;84m9{kIpss}i2M@P zv$V;9o+GqbMaHA5;8_G{b92jAdSliU=Q=TK3iYqXxit!42nb3&!056;tnr;@ZvMX5 zRyu?XDdhWt0OLDcuKVl8<){bvC<6DjG}}*1^WR%{-zlXG4FL|o9!G!&sJ+Fzd{~4< zD^mkqWY1gzLX?Kspr`@nqTh5}c{Aip9as=c7 zD>5!~;j%VxJ7K)vzkh#rjB>|+cEtZ|N;BqtvD-P)(tZa4vnCTKHOjE)ZmBDykt%J^sih3@kvJ`~nma8yXr+ z*3Sq;HbGd0(5wVr6Phhh!Ex>m4Gspn;aR5{imYg~T2sCW+~?;@3bp!SmG^>az* z+&iT`{hxou{$RAPDSE>AVQpnkbMy2-kBRl7#JRH$uhSsvc>yr*n3$Mt{6a#i+S+oO znxSfykbxl7vYibzH8o|_)oG0LXiuL$4b7y}{WZ7w!hy_rU08Vd+_`h>8yhHlztsKd z+}+hB4HSlRIV1C~tgI|AA0PRuJCdYe7oxqZ+LV8IXy_t*9)Lcaf9(KaZwRoKzkmOJ z9~m(esQhfouL3P0_>ywTFToB6qFkLm%Vdkk9qMg_zF~hqw>WgjuS8txI#LOlYp(;{ z_t$?U4bx3bPvZ%BV{vu#_Xo6@8ev^RzIpX=iNb_OTTf5JRA&YR+gKzd7`ItlTSGDG z8c%blfSp0qlh~Zw2>b>v!N=c!FC!!4 zHiGuY7UQ_%0rbjpq2bM=Q~V%0ngNoP#Pk6q(1T-Q7$FE%1u=@`q>r7Q!O)hA0dX`# zP$!!Z%_b{kp1|Uqr9xMl#Ne^ge<1Mj11G^SJ>|rA4lG}cajpahE4Z^y( z6VQCj0lgNg?%-@56L)?EaqcT}Av>Yr2v+W9{*l@(4fy0>ZI-C7|0f%##2HKg5#b(F z>FMd|+`PHH7*HNUOMDy9*@RRXl*BpQe|BfH;n@K22+hW7P(`z!EtB*`|t_U+qc7nf29u^|BRMGWJQ z_Q78X&|3yNSLte`pn@yl)d{7gH+0Gzm9aGa5u-vjiF^+17k?Pm2vDb=sO$) znEpj*C|h4&Uo})h*@G?n->F0FPZe^LPe23Df%@AS&>%siWfeVlt_Iq_+;HqqHOHPm z4eo3;)-~AQxf4@U)Zp?M41M$-hCnzKx@qzN-Jt@!Fwzl(tjs_U@r=w&8n9pv;@%$# z3=A|t9IMiUr^1FOa3YXVoHN@0=FOWpUcu)g6qBwfDju$T#&qQN?c2jSb&LlA@I1o6 zzyREyuGq?tAOkRr6XN17KsnJLIt0EzZm;_#>J37KtQw2%A3RJc1%&{DF%A%rSFzpX zOWZO7ST_u4A2rTFY9P+3=>;tgfc-`V&Lw1N{qO(mdIGYIKcJ=L(TZ$%D#X{r9|E8& z36(q*f;0mj>J#X=L3oQ@*JVba*I1`$Q+?g*fB~pS2GEa#%!$0{7QP1jgL2)|F>Z@m zIYtfC9PaqGMaAPWE=kMWdKEfEw575REafR(kB$408tWqUww&%Kn0MhD15L`R765o;cwNuIHA67!_tFv@ z)U+PpC)n}$3j>fN2t_bDx<;f98o*`!Kb=Q^ z{`>?r9`H|#r?{O#8z!XQ0seggMsaIL$Ic6?st4hS5IueX*haOsD#bVslfhyYJI)=) zIsyxk57bWFbKfUV2*@xb+bBIh+;R!~sR9v3B9sLDa(QLt42}(LZEaI)YnklsAV^Vw zHdoYlZ!Zz9A~}LnJ}5f6395QHWrhH(!pRr|B>`e91u~qIM!*dTHV9DgLNFSv3PODW z&q#XKv0lGc%(Sjr}v=G|r&wG)jX+%*p6PaL+XZ29c;pgVqpk$m`dy z^{TDmx!`1pl$l8LAba$pVh~H1(3b^j`+ZMOI8cP)KvZ4&HCPB42pDOV zb-1lKX-uXCj**P&_?7{iboXxq<6b_Bsg+>$PjwDB&sNM$*8G!=@+!9Z@UCfCQ(>clfCU zVh^^->wrei2ah%xpePV)0Gbqfd3pa=yWq{Vc6B}W z@!12ozkiKEaDBv8)_3pTxfhgGR4^83yIs2GI%8;U{S3w&r#-mopcQ+2dhR@OTDQ8b zO*ulRyUs!|vHR!TpFi)+oZt+Rdw-njUJAGc;v*rg3ihoZ71 zF?fu>=jS~KddB}x_X?XOU{Ts`L%0tY%@ByH{A+o{Jh7&e4GE$`=)bE8WmI*u- zUs@UoggAC5kt$4Vy9)v_kq$*uEp#T4G=&;M%Y*GZttQk@tT|V#x^IvC7qpD$0OLbw zTka6uAa)O&Pz1;X5fd)Y72LT&_cd-r1q4)G z!_Z$SA|&MSenzn?m^TK-UMizgPFxt&J6CMBcIR!@9|gZ2Z>Lk?8jh?m;g`cpBXX`_$3a!?b0KYaGQI|uAEBRyqW~Y#{_UHe zWITj@2)!_yl|Q%n&YpDwPm@T#Ldf;i%P#~k5pg+!bfRAw*TMwXpc-E9;-Wn~VCdW) zgn%$1Pecf*z{RTOxHr)4WD^hwM#KlQeKNgq^eaROn`Y}1 z<;f!O`Vq7QGM#TmsyQ47IuwPl|KF9CW)2s@%_cC~$WaiFKP#)5(;c{ZV-zDi8kZYn zYXtD|$i~9`^oENiCNA!TnA|#SZEH(YTwENE`n}mc5ji`zu{fZGDY zfa<|PHa0dwpAIo*a!xN`{>soLRaD#$m01Gqi#45L(@(E}<0jT^kruu=6kgie+a)16 zj+a0`{UwyW0kemfa~m20VyhF0D%UPS>u+{;7Fheo*uZdCtDs4&%oz+Lo{*S`KxYU* z#QdTnLW>ya+FQL|KQ(M^&knlIQ{agpjelh?HOcPX!((I8SW?h^AaX8*QZz89S7bc~ z4J6?c6H`;8N>s*tRkJ6ci3(C`FKX1Kl} z&dVcH)7I9uytW4T_XVgN!<&FlsGV7b178M$i@0>e^2+M!HIQZ^ViJ3MdxYU&x^Kh! zdvD603l(*o&bND?{?xFsnL9n4(lP1l=l8Lt<(iyvOYHe;H*U}qT43@jZ+WqBAb((4lk{AyM3br-Jh@0P- ziTF7=8IK!1kC zvQ?RbHkx_#Dn7?w@+o#*;Uo9napcGmcocAgUUjlcZe;+0{To#`+d;RbGZ-O;K(2RU z;t4F?LiJ2k${@WJe%?a@Ho9n_K)&|&9)#XC z2A3zhvtupqbK!h|GxFm3^Y@U3w(#G|tQaj+=cEC?KE-lw>lC&WMS6J6>ZY)~!hhJShjcUyk1dy-5Fb4)6#i2J^d5`h;z3J_N z-jxVg{&?6?H9?jR9!6!a)jP~o@1uQq_B!;1kv8DP@+_{b?{&n zLhHw<^D<^M(oLfN06)n<(tTzWN2pBVxuB=GvGKvf$S$7Q{t#6;ymcZ zAz@oZC~P7BvjRx!+~OiDA{`_khek)G@I+y!2^}|=MT?1~{z%k3HPO2-%R|>+>zD zT3SzZvqLv49p?=C`uiboUq|z+{TmD}(q2URcHdFn3*Vy5P~9Zv%UVlI6QvXN2`xYO zwHenx4QzM_Yw4BCfZGy;WT=gv(k%;vNB0|0?~a}xju~bm!47vt3v_!Nr8sm6=Vu$D zRf2Q<`_CVP(Z*meZ|^xmk1;%)!*cisd`Bck!Xf&x+w(&q88vc;$BrGld-rY}B5mvx zn6;duqPknWcfY^ij(kpB5gT#}vf}F8+}y;G0`*t#UaQi8@UtfH3mTCq5^?%-66X_< z3HYBV`rh}1(h7oD-@rgZJHgK0{$F+6fq`a(yH0Qq2(~-2V{mGTM0e!jPeva5h$DFO zf+Q&fQ-ocY-`eSu6weg)UaxQ!Ap{3eaX<)4=w?CCw;2zU7MeXsm?Y-pyg*nSinJhs z-z6S6IOj(9pGqJX2P+MiR;$#W+ji`;{%l`~$}lxOy+7Q3Le&8RFvZ2iZ?U3bFIosC z6lmpOsa(p`uw7raA%bvX0YE$l8`A^=fhZe%Tzva-ecd%GI+~W>^tmOKTr%|oqzH(m z@LDmtk*FzSQHj`195Bx7Nv~)yI*yzu*4$fYArU7FmKk9W=%ge5Q$z!W`lYk(o zVD58VSMCv#JjC_|l^U4=bY1B4(-CbNuq#IR3Sd&#O|58hva`SM?moiA#3UVfjALP2 z55h~04Ru_;Azp+l-GPj;n3z~GEI~LF6yZ$@4-5qS-!utAlMipUEf*Mn5i@YEEX+4ueZ(VH7< zs>;gDo&IPKsi`6H22(835<48^{4%KD5Ws6ZTBHM3AbT#0WD60htgR8t47B=M2xQ{0 zc@<;L1^zu&i0#xD4npGxG1FIwqQaIHs(Z}ot|E)1^X)}@x>|W+w2>!l9SP+7mK`}9kXvQGQT7;ZYrx~)eNvpF<%_?K)WVi;y3N$-|%8{`nyb$NQuBQlF=GW~~vQ?1I+;1ld~UwZV{N!1pC| zs0&Gvi1={p7Pg;G@!f|Y;lBt8sm1y3aYo26~b@Z z*p8fmgoFeh-3Xq*4U5}fQkD4y1rZD)A%u8Q{>df1Ul-)$$dNWfVgXq>?o4GHmj9`@ z!8w8?mAr!%;^p5hG*cc2ql3QrNH#Ay9@89o1Rv7YlfYT!s zYj10Nh!-_CH@8Po{2Tc)KvEsf8M<_?Iy=9c`BZP@K{`rM{d*^33937aMCFnbKD zU$6>o@KpJOX*BdRdi4}`ESswxbA5x(C;TIfCWVeByo?B&cx`NdbHW zJWRMeP-Q2y1CTtThF~dHG`aU9BxDeXzK7hEBnqC0*I1-TF_&U7kw!|fP z;q`y_Z#X(R$%@MpLR)w!@Z@A$n9dk@@!Ji3|9$~?45!V@$5MEPN73Gi(;jsP+1vOS zs6E09CamiJO28wyr#L8)%f1>b5shNQLN literal 0 HcmV?d00001 diff --git a/term-paper/rmse_comparison.png b/term-paper/rmse_comparison.png new file mode 100644 index 0000000000000000000000000000000000000000..980cab773d0646e5770d3887959348b00a44d5e6 GIT binary patch literal 83922 zcmeEv2UL|;w=F5g*pnzKs9?bYC=zp zB2A@tk>20j98CQ0^}c(@xOa^A#v6}e{-5CCE4!>U*PL_h+&Uv8zGfxkN;*2aHI&mQ z}KKbXL@RJ|&Oz;CbL93H0R`OW@T(}VY|&m3rhnt zQyvbkgB%Cb-esgr?A#u?DG37_`P7K&m~*S`s8@@UwI`aCeBZ`c|4F=c7)@o{7Sln?Q<{Q zhcC>|&MG{$Gq)aWQr*I5eAzyKbe#__R~;c;X0@ua_|@R_`eGHuRon70d;^i}Gq3Qw6cH?`((G|y}49B9dPtj#df zR*X|Qd-Ukhm21~3r5V!lJxN7O_gR93Y-P6ao7VhwZPnORS4iItW|uRer|xL9RGMZO6}mGxbo%Ra8wGxOHZD3|j#6ak0 zwq9K)8Wp1$n_V8MmFr+y+jsf!A-hlKa;G{2lN$#N>*D<1r5WuN6B8R~%#fAz+5e^~ z%W`bUbwPdCDfi1pAz2MUwk^?^ji}2X{t^f($Lv>QT|LII+lgd+EVyk{ba&gz6)T3Pb#g9bG}h+3 zx{55!j;Q52qzz{GB|MN>@l5(|#0I*|M^00p893za2GZ&e8NWSvXEWE%7jfZM@#-0M z%G%E1_2Lzmyp zclc`eVyKlcHe-0ODC|%?ZC{Iq)WLxbvwH(uXgZq9UCN0)H6GFW7{ z=F^u4cw~i#|8#P4iqoFt&^bbebY}?%c!qu|!vcaz8Ga;rn}K4WC{4j!izo{rm5~R|q@(t94IR!NngA z%>7p6JTu;Nhri{_wUzW6HgAq9^=4Q1<&FpoyVPFnNqzz271~=H+m|zxSN0@vw2Y5K zBlF>o*Pkm4n=+Gj?%dfvG?aMr=FirBb<(c$Q~KA3 zdwebDMyq85L>$u%Yh%Kn+K1Q|Vr|b$*4{clQ_r92nrASIv z_cx>{rd~RWwJsAb;aw%p>>L&r#^T#{hl|{pk=HQn_3JYo6@kiU&z>b4)vEjTqt*6% zcJDSI@2Z{m6k+bcU3n|3)WMt~QTqKVXY4<>zcI;ZCLyNQD1Xn}-+{-yV_4_g7_nWpEjZyu3Wa*1X*6Nj!-%WtQKle;6~s3CiDiI zQd|@^D64j!Q;cR#dW++bh;N$-Um()WZsE8}3if$Qa`|l&c)8ocQYCxM5Ynv{>k3Cj!yZ76f0e(jE!R_XL!NwP4yxZO`(W_hFHj-M@H_mAP~u@XPDNi zo8@+V-c<9)vQ-k@PBNhCD4x>?secO@FM8@ChF!Gx|*vP5%;CvmHzh;h2Ey*m%DX~WN2_)37 z-Fo<;tmxE%IVfHSy$E`9JVF%x3py5yD()YS7Yev-z_O9vb}JJgb! zWfsfM0_2$^pI<*KFZaICkt05(=ZD_K_`wpIFUQH3aq?cKqx# zf$bZ5$f$1rHeox0oRU8x!OqYRWjIY)47BEJkM-8d-`;qDds{s)(;X%eHInv$-8A!< zw52g9)}7@H&cg+p9Nz!FJRzX5_5lJQUbG5P)@q{JHdZlK$?f*->P^~CkFW_0kyIE0 zys3TlIy&xZX@=q2u5;uGYjP)A*qND`w;jHGD!Huiq)%jEGhA&tm1+jMq zKG0OE*rvxrmV%7F=VSgF3_#?XqPEOjf zyNq_9m5)>5(#dG72yvY^D5!iOpd%A3?EmO`N0~2qz>ykxS%HFT50f)z?lmM|l)OF@ zuaflFX>KxQ7tHeK(mi!s9Qxu{w|Ov&4O-a+M`UFXDQU`6cV z;CSUW)Ra~IcECnH=|aJ35BuHggg;&J)CF+Vb?4GUxHv^MKqS4Mv@kd18vo!`h}cl- z0P?L&5wA!kwyemD;kzCl{Er?z+JjI#J3lj|)b!!9pE#5K%hTKh3eYnjzWmTrH*fOe z?bQN781-pa*}IN<9L_Qc>KU(2b7M=Vr+aMS$G5Jt!#Df|EF(O13q6?4Ok^b`c`%x% zsH)jk(bai35Jg%1u>l3|aH^-rB{dl9)y61tcocLnH;_zdBnC{XB+SZM(uAOUirVnx z{8f6{O3Ti2f2Hzf9f#c{GJEQd_cz=>-+1M_AKY0|%-c?}*JWE9$;Yel$^&{;Bd4+F zAyVurc{)Gcr&L}$Qo31Z=dNASy1HRyPE|v@N}LvpDbzv3s}s|dlg(Q5RwsFRZK%dP zwDt8Ftz{DKPCYPZJ~P_WHmWv(;lR?g9cqzjs}5nd?0RMG7P;VlntNtqDBm!c|AqPZ z=v450%goF5vYAd!ln4M0nWWLSo?AdQTPS*ypFSvW3k>eUTI;UUiO4U~bXcn?vM$jk zr2Otl2T?$g%Wg%5g#p+f0Z*PByzl4dw?kPuu}D4Ln2Ra}?7-b__2I8&mU!pY!@#{* zB)i1#TB)w0%e-ASLHBG8DJD?%@j8rNn(NbEkh{M}`p|`!Khv|yoj?`z^rJJg-TUw8 z*%XSi!}f4-oegpNe2d;T9Pm;t^YSAAzy!eLGus5M&P2*?LiDcx_ zb1!pEN=j0W=XI94_1o?QK|W0ji{#GAkVMpLa7 zY0ulpCu-#?M9b}-LwU`?*~Td5^0c}mh@M?Z0sET7)*unby7<}o`57~ks}*Auk~nt9 zpLz60Z(V#Wv+L~HQ+-VbUvwVhg{m~b~Tw(Cvp-JBePTt9HX#%7HMa`bn3^bDnXs(vL?nrXA(i`9Ps zUdNt!bS!}1ESP%#K8g@yEInt##`O5=>HVnp+Y0ZLJt@v+kq#16L=hbzXdP4Sz6tpJ z&Nd+>>LJ&8rwl`@3BPQri-BLPs&`L{VU>0w#x2cZ%#hcpP70aF++mwKQgO9&f-*u0 zLA;SF9!w%En2w5V33@v325dw|%6TLtB~vW&6cBv&Nco+sP@!^YT{p>S3}TuYyp^L=7X{gNph~y%g2f z{_dDxZBc~j-VEnokDSn^6b#6%WM~*;Z7-XRU|zC06pKtP2~oxX*_afFj~_p7dY9im zof%#~(CgcVFcG7XWigHQ7~iQDDHGHV{4+k#7>h7K7FPANVo#IEU~o5zzI4;(7=S7x zjOaU{Y5I_S<(LB?g0LNwE?ju*tvsD&JvOq1fx-X7rcR{LKJsFhE=6fM4)DgF51!|A zmQDvFqm{&A>(S%=K-gXmTSKPey%i7v)x*Q1_Gc2GUj>WA5$#==Es;WXDytcY>0fE(M;9VM3BmbvN2ayDY zXez4Y2+RQPaw?UapN`H1Qo#a z)Ms1wY0T3P%ZWIQ5@I5rghODmw7P(7#+>E^6f`PEnqd(UAc#~Q#vAl`U1sg9duv$B zT(VAYVq!|b2=xM>%b~t&&X#p@ddgCtvb$=6Ra4{im_@=y3)zq<&xUm57hezLC(qSM zqYpTo`>(Cq6ob2z`f`R4;8YbZ$qvc{#A01GOM-^Uop?!xJ6$(V4v}zNF zmz6nRHGAUI$2XW9PFIa>6H?axHQ1#;VYKXJxZbM=tjx?It5bNZ@-+>RFiEMlNN;ch zf(_Q?RcFOi1ZCR}ybA|JS+;z6EWu)kpUBgRQzKpKDQtv0xV3&SnMrDs*kG_-e^SvQ ztL`&oL2u&Fcv2To>K@s3Xf8j&#ie?}vgfZik+LB^T&G;;#+0vfZpo}cb;r#qVKL*U zMFByA3G)JoKkpn5v|JmfDvueE!&+C0Q`rFs#A{e{8m!HIt0amX3JjB$r>Z9JQq2X} z`_(jtEO!YAs3M-d!OBud(UTSdZAxH&zfBG)RT@(Cb7ptaDSHIYzx5SO5bA2uq$T3P z13i@m?9PvlWREf&?U^W{^cbB@P)#|7>Z!!)L2Nypa@R9ZiHJmuA`YpdGyOb$k~>yz z;)v@Can*WpV_oGZ9%SHs6pn>omeB>DLx{55w|~FX)#dBzBsp`#!2aoGYE*cSnl(6r zC`+^GkmysN5+-~f09_9$GFW_lJv0(gE=o-6f2U&`#_vILj&EaiTS9=8D(l>)gUTMx zJ)E+@p-RER_Nl-x2Q)IzAXV4+ap}a_=?TxRvIk5bBefO^plPJpLl*6)=TOl0R)yal zyM022DF@;HQrD{>i^E&lRFlK1Gmav`pDrmW5wz;QXT9R|G*`KCgqohlwhW`_8~_qE zpf8ya(Rf6V<-pbI6%^ zK2zT3PdjdN=Do&Dj$)9oxTHyX9RuHIINJRto0Oc63&Fu7u~~0CQX(sFjZPGen*IFL zEB2?kG>L`u+}PaK@bGZe)1M47(ejZoNVK4&ytMGM)c|fIzFIEp=<5H#jB14XYB^AT{q40G-5r=(y z_M9s8TWxg2uD8nCC;8odSy5K72dHBl1zlz*>5C#NH)Mj(^g{6(ubnUYLfKI=S+rcg zzT;{Sl99JTe^t>uVzMGY)N0>{1utJ_j@{0TB*Z>goI4CWrwFKb=bE1GOAPuv4Q@NW z?06M}jz(vQqUhxNA1HDtWx>@~u3o6h&ti4f$a9)f$g;RdYBoTttb`(&eB+TSvlWsP zAUArDH5E`cXub;gdG%@qg7^%oSaL_JBqgMztg>uMz3=8kI*fKd%FH~B@H80X+oBbn zjtFlAFtl>@>Qud*5w6t%u_3Kk*m`~izi!{YO6Yjt2=0^|E0-|w?al`UL-qO6ABo;Y>N5J6m7Bi0-j$FSs+0#nF&L~EK~ zM=Ln;#fQuGC1Yvr-4Y<-bW<8eQ3Pt#yJ(0(cTjH7Ru}p?pjl)1v_-O%J^6yY=UvKORtdas-f2?a8^{TTmIT zUf9T?5e2l=O>ik5ZZ`!)v!a?>!1QR3j%J?cAQTk;SAJPdgoe3y@0W@P0`jL)wk1tn%sCyniT)&f> zTTZSp;tfh{Ugzo2z7|*PG>{#;2w%tSJnC7UjyPxEWc+k7h)e+e#iB?d>d5$Dvrz$f z@YwS&u3rpDY;X9h5vao~cg!d3w(tH0EIo$8{iq2zpMLrS{QaSer5hqmfRTK{R^LvQ z4Hj4U@icls>BN#boZiWax+=Wr6?lAhh=Mo$lV1 zJMv1%uqx~p*+3Y4Bf!^bJe~qVb7TV_*qj8YR2)cblG@H=-h@NOfc0ThE2yaWwO~E; zz3Q?+A(jNF9y!>Yqo2JepxLxu$3rB7Y`(#!EJ9z8Vn7TbPmzrPWLyK`vZFFY8)b5p zZL4$SI?>5z@gYg%{@4h;@6uvPc}M6$BymCy@)^HH7S*VFb=95VSR^2J(d8 zByt4FQULfd0HVFGA6;dsyqmKZb-~!PAJ%2^))f_rr|4D40m#&VLlzl*eca96y$0wn z2E0xzaJd6Sw+Ds!NE?RL5qH#5FFjh~Cd+&|>w#NA{8?kg7W8mAObo_jkr|?{S4+`b z{3tXXlI7oJS%N1UQ${@{i!k--kSu}Uhs;_uASg@|()IHDXR8~r#}WY@$%Y~#qguI0 zuDJ#HRFO~5elX1!1qmnxG5Iwvm$^nH=8kkANcr`@? z@G30kcvKR75W;f@izcCb#sbE~fTAZcfu5c|oD>tdT{cQ1kpNHYP-cSCsd$_tq^OM1 z&R=BE1-7mw0Yhn5v0@&$#;W7%M8ZgghOLA}8UWyt$KE-P0qu5Om1KD-5|lM6D3U^bVT0e-Si$h#3PKhs>t$meqQ^jIG|V!nKY z)LB4q>z+mg_wJq@wV3Qs@ZAQ*_jUyE=-=(FPfSEO+$QRzLUd*@QC8sUGU}YBF;2B$ zWc$=lzIgEh6`*SmLaQ%wTw0-mppHACh*6hPfU`awwxzp#fsW4qUA}9+r!MBeyT@-~ zwoB|3)gH`J{9DkS=UMzABzDAja2eL@+f`B?BG&2#@K`PtBHC=#TT`MCr}BnymDsU_ zD6CF5QBNT|e8Mu^mFSYg30J$drfsQ|F?zHOBuVrD&xGC+*FqSUxk9A99{~?Tr^wfqWGpQ3~2i?ic-e<3=EcCm?@ezOh3mlDQFCKeL>u zSf{8A09N$sIX3Y<%{dv-YH2Ym)~w-$yiBE*ZjB#Or55Dj>!<;Xz^hX+x69;8YEZN~Y%_;7G2e<2TYM(~Q2E4dM- zc)=k;Q4BVZ8IZ7#m_aa-240dztvWn0!H+pP2#x+ABo&!99}Z1JlyrI`%%t8#oH5pN znYw6+Ok(sPvZ$F}xw53Z{DDCAX>O#m$|ojeJ_jNoZbv}BDnxk?SQ3E3$RB^H@30>T zQWt!aG;&b|ma#6VLA!#s$&$Sxey9umAT(?yGYIcSbr@wm4?tLC5#=Ack{4AspG{6P zfdd>F>$VAkTSkhlcyfT7yXrKzS>BZ1b(4f(<-*ON_f)H6l{v{`Xv5c`Jt;Gr5q7h3 z60ahX@*uE1T(N2u4;c#-pIn$^^9YX}C5KF#-ge|^prKp=z1uVY8j>` zsF~JfgcSK^Gu%zdshqG{n5uM@0#LaV5)#6y7~{o&3XvisV`CpDFDF-iZ^v;d;4f-Ku;P)In_`1C!uwEfSqhU4Uq2gKW4*wQ2;CNDV??KtR2gQEp@5`AE z0;-mbZskx-eu>Opgk`HXRMDf+jL9BBOzy-l@?(a%fn>-a=_!CAA0DE*g8DcR12r31spef>nx+pE-covGDatu+HoI#qX}v!;Y}@UDE3;mK!e~ zK_Em)UZ$7QVI{cuH+1~Fb=(QHf}}7tsbSBtL7J7q#l?kkPgf?AT$zsU9{X0rvE340 znIAU?$Wg(j?$#7Ohg!b!gE8$QrZU6B!=ys2HOl%8AF(dcf+}nvLHm7;y|zB$7aqaj zMZW$MGnM9D{&0j~PNF7~O8j$YMJ#}?CcRGGS63tM@TS7#R)k*dssj+JDw1 zm0e$bqB8Io2)}3)NoqRN6GMs6l>3mX>tLVozIX2-Zpn7wz=7p4w4r@g`_`RnPbAZ9 z!6xk*!owQYviUaN;c~lq^UT8h94~kc$|n7j#A2|1kJK5=H~pqfkznA7Ge$Gp%98~} z9C2X~6jOs372EkMoJ2?-1qB7HSn#UK+ZW&C*@2h$nQk{r3S^CJVM+EjW@b)`gtW9Gs1ueFAP`YeQPkD=Q}=e%4v?Q?pzGqsiLo*73cZwZ zM*|JH>kS(I1p_uY?p!kFffakSwOdyU=xvPLWBB-6e@b5k2z!P~M-!(?vu$hbv)_Lp z3@X7D$d(~M#5GXU3JMD)sBRk%^jhUZa_@cr{3|upspTI1KKW z{AMk2VEid^fOf#Ukx=*gCWqVV{C?Xl5q09$Z(t)cK7RZdX9pNb7*`Vro40P=QkqR~ zG?hnC=QC^RxB4Cx1Tm+WynXVV^#&FXJ18NjB1sp(LdM8P-o+J&bkEKNUkw5^DcQi& zhS0Br=K=J-hx}f8=fIh~+MeU7WLZWMV=Yr6~QjZ6*c45s`p7eZJZ* z&@)nroQ%DR+*i&>;xhpbpzUg5v8e$liS(DHLgJSsfCTZd>{Difo`m;)Rk^*g!Ko2G z&HX_oO>a%YzcuWSBevv3fah)A>N|wXOW_hWZUkWc3C9DN z{7&v*)w{uk(YFG)Z_BUerPO#W{VR)M>3(t9wwe>tzwuu535_(z;=qT>-c%pv&Egc# zcTPmLghBU}H-L@aPZ3Gz2CBLS5e|guWgSDab<6eZ$BW`1)1#VGOXT`cu_gWNLO z9qOT`bA2_#~PQShjWh1D0^X;Z+ZrC9o`?_1wlj5bct9@Nx|Rp+M;tCgyS zW;J0CWS;*8Z_MJ?e-d{82OX~DcK`ow{|}9U=3TzFOHK;m47^QdOa&pvQ*Liz-4hy|SCt#~l zX#{I(EgdYZ3SeA|h)55a1J0RVH~{PX=I3UNhCdceLue(!<8Bs~D3Dc96w7WA%Q(K? z|Kxag@3{=2in|i}?qnw(a+Iyl5w%s^PWI_|uO+Mu7z) zGzYGp25LP#EbQ=|TS)ofHxS>04CL7$6ymFH0Na{E0OrWxl|QcSGUk6b3!3iyJc<2e=Cl7r?IvQh=x3PxV1S)U9v)NqDp; zaO9evXy->A0gl@sVC-5$1onc^bn)Y%EzZfRe<0c zIkN%73Ju$f1*1_4YdFl%#RvDy%_q1si)rZ;x|jUY`qVzs!!C$oQx3vu^|TuD&Nu$F+e-&Z zDqF-vcmBRjB7Md{{nlrt@}du~w=K8bCwees{7-SUVPRHEjDv2X%ukzMKmY4jC1KYK zf3Uq|s(JJJFG013H|aT@##1FiZoYYRtiWm~N(J$x>LP{Na`QRWRIiUejHnJ5ujg7R z6;28`%^OJ7o|Y=F8(D+~WqKSYYdW7`O-6&+VdU1m z38WbbN`wt!0qWqC!cnkUH`X!NLA@j11?!=fW`nx>ENR9Ka^R?{;RDqWy&LNBtCJ2av85zG6caLQJZJAell2}qWk{a4gn|vru z;#7^oJM98iu((tk z@87>qw6oX`3b9HD;9L~ABLKf5^lFC!2sDdd7D{(tc`*vxJsHejaKXZnfH+Ydo0u1a zeJe8jay_Kd-q!qlsOypNXraXc^s;$rAb%p0efzJJO^J#KR*@iSiHTD0HHwi$?l{6;835E9h@J@gFr=0~4E2G|F~3=sSq45?yeRY6@|Un7SMA1|(}7J}FIxA7awr4P2=XDVBh_T^SVmntJ~C_X;10$#aeaQrG@lZ}Ck(Y1X=``yfvEMEB-u+m_C13?Z(V#2ex zLePzZV5R|=S{*DnfRXR_OE0amtQ+dm(Ik-W-{0@11FDCpJJtj56pK8VE2-_Y%ia^p zvYu+GWt6KIVxs*dV`ByovTTT`#Oc#dOe_6)ih9P0I|%G?T*ca@7oj#vM-#`LpzHio z>l|2pVA}Mv7DE1k{GnN=w|wz)S2RinBD}ad-7;uvht4*ud5ImMOJ4Z}Xxare-+zwc zS)t{r{cZ|`Ucze}J9dnv#2|MGNWPb7GL;~rI=I|qQ~pb@kAOHTJ4kxM@RiA!5hw>M zi#%Th?LJr3ORN)Fy#oSbVAqZ-UP`nXKjULWe1L(VZNnDa1T0!4^!sMZN)bWlX)B+- zKQCVIN>kB5M9mhnr;o76`)p7u5o7ePyG~sKQWtcZd_rV5W6E!fAEwK?jj@1PH3qtE z-2e<9(Fg;KaDWjXD`=Y@Z0u4W7TS~D%gJo^5_BAogKt;28OtCI<-1;U0$k}AE?h|F z6QW(SUBZ+LMA=4^S5-@bn5^0}P?Uq62z&yR~AJ(AF7Baezvh6D_} zSSYSZ3M}mQlytMVPmYrE?w`BAZQgbmtSu@3weww2c-5m3r~}48lMpf2JcOh9e|<01 zf`+di2>6?7CtWz{!$P~~m8Qx8*z*>@uEc#Dmx`9mHyDzDyUwMeg!be2b?FAd|wwPy0~2oM|E}uWs=#Carmz zFq&o&!Uzef_m$8PM2%{+K7|Ac&?=YhzQcBpMgZoBGD6(pgm`D*(SvdNkHV$h&}385 znwNp@1vHb%3EA|Mo2lxPK0|z&jzqE2uU{VufEA6HO3ZF6H|~!jmS6a@70;bJXVbB? zHZ%$cuDxnZH3-GPb_1EcL1}J{MPFiSJ2ObT+LZ!5cdo(Jqr<~zVOk|UGY!V+Qbllp zu$ECre6Xml{rTrU4h|VYXZ2Vu{?fBGEEmfkK9Jc_HhCw&D}H7otmxyoLL^K-nzk2~ zE_(u9b&FpD?*sCkhb-V*d5u--shIP_;*XDTbe@&(#q+2o>)y&+n0JJ=fI@}Yf3!~B zESjhyP;ioWQ)m}y=P=dI+q7+4JQNREv_Bx}kfsfIZK9EV%RXH02IZp!gIzL@^3reo zW?JdR$aUdQgt~CVsP1cYr*j6LaHX7e~gF#S)W3dv|V?E;{z4~`p4>T{<@10 zKt!vOIAtyXqg%VijF-NTW2Xjypl3;J%}fRuKTtKo?X*dj8bb2!-ywvHOm~L{h&pF$Igcr_qu%*%R2L0Y9@;GuJP@6TO;7TBkYKgYA|t`> zALb1w2pJ?7iG51@VPFJRp@c|Bq&s{It+c>E>cojZ0mx#yySt?VSRylzi^^Tk^e`{(+-Wh(RkGfcHyl7c5=32wZSUYDnE<$Ys<2pjjBnq$JVMLFA`r@y@pbiKS@fnFTqtFWtW#FY>L&pWHs$T$+B^GXl zOW=pVw4{C{eM2ynk{*f3^(xRr!6OoHii`jhU3H|lcgYuT(~pdeDZ>1*0lX}@Beh`^ zwNS~A@0EG*I?s6~&hGT-n{0|PVc_Q?$I`w5se!XgMgsVJ6WSHzD}E62GM=bT|E(k5 z&*Q}-p|yi&oX&|3tnf(vXfH=q7%SEaTFvqB>a|^QcJnWPRJ?rivAMe!B0Zuf{oAHfF0mFY?@amVx%a{boAFee4V;myT)tBhW*dKa z?6>u!j?r!wle5)+F`j;Y@mU9QmY+bt8zq`Lpo;>QPZ?L?W@2+Dh7s_X zVIbZ#%|lRED1nqDWK}E>4K)lc3*Ep#^;q#65RtyBLk8==!Az?D3o~gs_4XfTQUMyk z?l(sxzD-Ns&f1&H{gTy%r_yWX=HcwHej!;n&EzrIgtBFl)N3-7z=KJ0=FcXR*3o7t zvLq-X6%%(0P6SA+*B@EQ>`gkCE9;LCYR# zD;tB8B*%LxQa-Ij3Jkwpue)~h!6UGEWDYK0i>7EK)SwHf;fR7lKlI>~cW+AP{DZTH0mcx?wY(k{I@2K7=ACalpW%Su-0R%EdunBxWTS_^ z1eUKXlDzA6JG^Zwcq>`krMFVQS0o(`XLm2ixAI>WhKraLlXXk>Q~kE~Ovhtb`nkK1u4v{VLmgJ_^c{whtz| z_rLF#{blKc9^%r`NKmA=fLNcwZKSa8U3zm1rg&DET6xVso&Y|&_|4z>)j zi^th$pUzaYdm2Gn@c_OL5-A6gfE@I`>T$q_i>gbcU~y1_!6Qowf}F*5&}VlfXK25D zSrN0nb*;Ef`Lx5*PXP~F2Cqteyk*rmHw$kovvDYI|4pUNj{m{~bun%KtfU@c@ zrp+Q<#xEK5UJ%lQs=x0l+#ET8><-`2(YlMYn(B&1*+7H><^)aels+2-NMJ(!W>K`f zfKmuZYgk%x$`*iZQ{_=*X8IeKuFTP8BVW3WFYo~SmnERVCKnWVo)^C^lY$F4PhWqjV$HmU zq6#uj`77b2PpmrsUsQhoksyN9Tl19R#>SBm88(@4^7cv45I>xqbHEiwF^W~_|Q~oLNm=amj zE`Knwj-IW^w9p$<*k1c8mk)oTP4&m+8yrYkeWT5=)`0< zK&4hd&n1hdhP)wS7`*YiUsbYg5jC(2MZpTz8=uiqg&@E}A-f*uArMddS9_)iDtvEK z7SEb}wA*O#c+`7Q!*EVQHxhL{@rYv~QmF7dh2_srvrFEm&G?bQ_F<`L)B{n7iD(Lc zgEnR2h9=CE+EcqE7)zqy5IiXKd8uUO_=wMwUS@y|n9OBS0=XI+`4CK>S?bfuxZB%MzY0P2O#LtEu2-Q)Lv!|0b(w z$@iksp-V6Pk8U|cRPG}$&U=}pxaOo6wqnfE+;sHq`xgr)woHGkf zH~94ac>st3pbN;tmSpX-oqc@5r(?z9%Up@;7!HtAjfU(^N=wou3`P4WUbmWfbHP1P zsQ(+eMfBTFhvdz)Fz{?mIqK-(rX6UQC+QyH{vmwNtO5cJ1~X$ESF{kXNK-Ol4gfXD z#U35MA(4HUJqC6&Qecu|1_U$eNdu4=q{D!P75p}#tZ~Q(>C(*_^Mi|ooMfP(@!)e; zrK{%D;_zK*+Wqg!@!<|fXbo@RC`-iRHGFyVSHkiT%8xK`Ah4cxhCy3N#jXaVmx0n= z4?T%~%a&Nj!K@<2^}qb`5QP{!TEG#x>+r2NmHP3}9)xhnL5gTFjF2XrGRjod4A`W0 zQ?QEQjqqlfnw%_#H)8FLbnkEc$-W+7{AyFcl;3TSj?DdoMq9ZVKAy@eEZ$L)>E5VoobGDq?dic~ z@z$6-o5j@KN!Lp+g(72q!zpaFIdj{+ij#xm3yDHGukP;^HkEK5eIrgvRzmTRP5{^u z6|*cl5Ra_mHFJ~@{6;RhlD=7DPDGavF+P%*Ks>TA8&l+9P7f;F^i6$-kB_gqXe*i> z5!CMQ$U{BV*ZAZA>1u2nj>vF>obV0j#r-Z`6AsOi=!k&jHv1X|BTaUfs&g^lIBvVO z>Cxmfr+4d_3<^fVSfYD9a|IbRjx1j#t};A(Yemd2j%UP=uj;$>`%a~&pBk#!oOhnO zv68;})_d3KZ3QyS^20nuWBPC8+}4%r7wnRKxv#(9U|^q?%%<7z)thiyMmnx*MH1wDONy?(Dz&2ovg+h30%=RIZcZYmE zdJH2Jpl=euU}VU!P4^os56h7n7N>aDiE;zub4bw0ymsyL!MtHrP&Sp$V7xRf!w| z!*M;(WTMbu=5gYVI&$P$t?gw77-qaVU6WE&a%@Zp)k19UX?GRiJd&3uwvoF2=ue+6 z@7}w&4<|Cnq!4!rfs?w^e()r5Sf(`&BsT`FqfD>s|L^%o&St+gw%|7{V;S5<;b=Q$ z!KDpSg2K?2$5a%=%ro~}PQS41;OEI;G#gL=yd?=0QUciZ zRN_|0`qF~YyH2#lX+#=FT#-}3V2&a+Di)-7kHQjwYZvy|B)9SM&_o6 zhppqU9E*=}*@(ixvoBJJbF)Br=Bv2A&;w20#a1Dh*6F z3JKC7K@G!xEQ6YF+hl%&_my7CMNJ>t6BH{VL^s0|4`Htknjv8_DOE`H8*ez6m@t4Lb(|3evhxa|BJ-TTR4FJTz_unrB@jA3iwy@M!`O#~M)Y23 zs%VQ)0LmiXG1!<+6YHqwF7eb$Z+4P{W{5-l?pE5^-77;?MM!*dMj0_(N>C_Snd@^j z$w5uvuTzAN(q5ol6a^Gvf^k%nIB6q<5CD#r^kF=F_^`it>A|w@75NT@Bia$yH96V` ztzS6gME9cB(l``AaHt3tQHQbC+>IPOLfC?em)EAu@1lI;`qdlm_ZrmOP-MdWlP?jEI`Xk+p=q)jFM3k%U zaHf6ih+Y#I2ogyeGZIPtfq>aZ{DnAAC2ru&n>U1f`1&y;YS8;`JwI#jj3!^A`k;j> zC_NF)qe$2lpMPAMmYGFc>HT7Ze=t#XwkqwO|E}ss{YX<^zLxU-si(g6T@Y&hu<&pL z(i8_G0Ja$}G*mi?qX#lV0H2bjG{H81t#yv@fkQjdJV&kO^@( zH6;qIRSlkBmgjeVLm{=yTK`}3rHo2g-{MAd|nz<{WQ z=vhUtQ&2h)ee#r-#Ek-ML(Whl%ozekBnUTs@w>F~D87h2On|q; zQ0~Mbhzx{I1~EpgilDP2Gcz;4u2H0;0g=f$Mbt1*$~YJTCmSI?8-W)6YLy{~gF_Lt z{~X4`ifRHHmp2O`xC{Nhl6djv2+Bmhq_U75Oq#jC3)bS`1u`686;Z<(c(xWt*mkL5 z`oZ?6Ff%pC57w|0^r5q%1bNI3NN@?xP7T@|p}w`0YUEI5IHwb+aMF4cgb zRJ4-B*cdOGpQ-Y~O$AzU+tyFP5c4-d>ez&~9`2 z_T?PbS{&t(QHb95wt)Lfi#Gl_G;I|98yFa(!K{^Tz8@q&`>XA~mN~3rkTH#fmoU`ftLI{->HUB>JbmT7aFQCpsi*ueF@E$o80-40N`~hvyuZSboQpj5o z?+FHr9QHs?U4t|miZ&g1>U5R=S=)vZn!qI`__KM}jTfHYe?JoxSxjme=7aRYlHO~= zViUhSa*P~Wh?CjHX>Z)l4Y8bD9l3DvBtaZHvc!(ZAU=E^&PrdQ3^SNA(Ob|B46!B( z5SSQ%t2gVo!(|wcMucTQ{X`BHBmuYD54emRG{>fq`2?;q(uoJ$-yUE=d&MK;DGdC| ztP{|8(NscO_!sqE5?f8hCb1J@$q8;yGS7llzP^q*0o{4Wp&KZJIAkGDNDL0xTH)mI zF4FFZ`Y{eGkoE9k6)NchBx6em8ilAcJBUdbtxx2bEa>!(wZb3U+URM-5j^E=mZ6e)`DE)Dg z>LnaC1MD2iVgTC}n_6lVHd7=L7dzx>W~WcT6H5UE!_(BxS3$9a#>K0hfv+X`kUnkn zHN=pzfNV+&4{^XBcb|nEen=%0@ZZ+OAOAD!;z07^Tw~PxY{(%KtT?6-#V?iP)#{N& z=i+6xViA#GAD;-xz5f5w4?qQl(&W}SV8fvE0Cq2FfHVe+^8GU3a^Rhiu0M0X!oFcA zv*mEoR^I~WJID7NZz`_eEWpCxYaUp>`~DSU?$2DO)&@$S@_l*7)5E>Wn6HF&@Sca) zjzOKR$yvqC^9$Dc_4c3t1OeHv=l%wCigmrFZ8Q#-SnL>BDrYfX#IBfHi2j~$cMuqB z@@?L@F#@NH8lYbTUHF;25g<_rng^aR;eEprjRS_rWDz9+0tdSblpEGVhZF+&&1?jJ z2QBEEpP!G8&-Y%(fn|w=gJMjD3w`~>F%Hh2bXwA{gZ_;eV}%YeLI=Cu`18*wG#nvB znX9Sa{+3nmR)BD#fn|?`3~#OQlj9{eVkYcoTim7&Z_RFdzZQ~Ub?~Rt?7`^CR`lqv zEqVXFpvvLD+`43?&RlzYRgh6lMSRtUq>tAsgOz&La|tR$`N{maP~ErBX4=m!L?A)z zwvU|CdogXkP4+uao!6H&5+An6e!uBlLFk2bY%E+y^L=CX740_qz5XksA|O^Ws9EPU z9D7BmH%PDdSkOg6I-bAOr%B(cPp7`FPg7TWbo^7F_Bn_P7JtK|3F9UUj&@$F(XB>fKHuSTi_t?^vtGn1p}?j zJwE|~H-tKm4KymlxJG(KNJxc|0J~kS-uj&}-`G&AHVn+wIDwIL;EGJO-~YmkIjsQ`LqL&L2IWhahM<{*{gf(Xu+#km5I}85T^{Gq)~@;SY{ZAEEdv^ zn}1Sl0}cxKG!aY97c}0p|ELYrxHAX`o>uDZ;`BMRgecG zuLPAGDoJWrggSJF7C-soZo0?7EIV`=0H1XF5l1SBUvlOIJJ>~1R3VL~{G;^D?2`M-43%x&Ldv@G6e>M66uUEBtZ_^xqu>woW4f-uf9Tblb>_RNv=SV ziNvxEuK-lQ9$;j793(S}S-9oS}HkYiWjFL5C<;?lPDsqIG;X5M80V4Li=3tHDRspS#)&E!;49d zIm6*-nt+_Oq$i$`=&Zi)HK_1IyW+b5kV9v)2$=bdpHCV91~2o{vuQYv8&YacZmk92^3Abl-S^fCFjvVzks++PWvIp5s*_) z-5Gekww7t?g2HX1Ead337RzU-Z+*wr zqVu;A_*444#mk8Bub*ipB(W4Hl_2>9{8A% z@}82zvtS`3tPa?$;R{Pvk53A?8nKrlN?n3d$B_X!w2xSvB4mQdsdVf>27qHVILa%Y z3rcl8a^V;V44J8d{IDG6gi@n4+CqBfj23`wD(+6C zc5>)2Jpm%f%;*)02f{bPx8U8(8P}un2&FWeprBxNgaR6>@DTMbn=NZIafAfSPHC-@ZB*{^?$Z6F4a42s4VVTUGkV2bDTkMY zl8(o4MKLtYGnoB5K}lLJpu)Z?m3aQv^0)mP&tKuVEJxm2@r1*&zD$yV?oRGm29@_i zyo`cnH+cm0h2#eI3U@rN&pi}a5n6w9%b2jHgR$xO#9m7MoSIAMgT0Ll%(nyQEKd}U zc=8Tq377{PM@MJ1jRbEJ+j4QjK6$~lxnZoKcs;+dJlo&hMs|>-$a&{R?m*ZpH|)E2 zUTS(yli_O}YT2@76zX69*Z2ZiCu*#s&Ts|&Jl{2!__jxf&80JQe!rT;@b6P`cI~$| zUkeh6-&Ro8^N02odJi{|sCzGeoYRVVyj66;=}feRZsM%Gd}@}}?#KW`rnirDb3)R+ z_n8$qZC%@Je)$IaiVS4!!ssi3vtq=@dvz~=w{8E{^93V&_e34*Ke}zrfw<6RZYsk& zXC}JbMyw{OI!ZK8p=EV&B%54 ztp#5uNhQtZPtG4Fwsy2t)Mdg1-$Ra2Me-o^EUcPB6%N!eU|z5&7C7fCpsdIO?G$K% zCnOkzU(TMwnZ5$)+Aq$*2;)T7p4O{oQ4BxSkJKMo@ZH<)HsUqg``Yy*f3f>_u}bSI z<%2!V+5@`edo#~xd+M#$V08%}X&1V1A;G>`a@)kmHM~0S)hh2-ep<00+$lXjuUoh_ z_k+GoreknF=bik?*1%cI6Q%jfTfKNLYXt3`k!-Up=*opSrje%9(|K5yrjCW&A#sM* zn6E10Q{ME1CmhDT-I@>9SR4FrMX&6kD_7{2{rIEqO;pDX1Fvqd%q<_c=-FG=JlQdm z>yufbXUR~x)F$m;fWEDzu4z@J`&`*}N!NI^J=*TB=8|nom-;A51;-LrCb~6ZVM0$- zmc!$Dg;TIa$w-NYTw{lrqtdM2VcD#1YtA{}BevSR;wIPF1Y1fY;s~aIR&e^1t-=J!v*0V&>}BK4ni<(I!yipF>GuSq@@xObgX!n z$LVal_zO5Q>wmHL=5am0UEA;1lqf1=8KR6COOhx<6Di4WKe zl1xP?r6?&XV>D?n7a~bL@6&bP``LRx`?dE!`_Jck-Ph~BuHQv{zn{-}u63;AIM!NP zw)y=5(bEN6NzXr!QtRXE28rbP=>JInroxF|K&FyN8r%t{uNVl*(OLgSnUTH&-;?e0 z;b{I}R4&*5FO@5W25(Wzth2tHgYQV-Gdj&5JDCa0d#a^rnwV;msFEIcbcs!`>B(!a zx2k@Z8MNfF>E;Rl=*dGxn_v95V038b{~WyWzyH(!c?`+_ej5M(KaI-Jm_jjrYRsDK zf3vUVUpOYLs0C{Og{iwHN2!VSwOAoILP~;TK_>QNr#4q&Y^j2 z0rydi8HG=sA<&PIuhD+A&(8giWa1(7Gt9hn2im@XEjyUvf3jR)8Up{)w?lwy{Oj3g zygnvR@l*$eh7L3Nr!xcuFm#Lm(;6q}!@;W_&9C^6Y3AS1kvZ9uD{}9$8%F#eoaaIc;yMk!BGpgJ*><1 z&rQ<&Ak~A`DY3)}Zbgjl=-v;Dfq<=W+G~>X!~l0zX>5u4k8Em}GoBVYihTR~8rpx& z&N*E-y}9q{{e#7omz`*nD1cPG_!_Shq_@~?Gv;<)uIi*o%YVAzMG>VLfMuN{mP4d9UUsl!v2pR>-YVC`L7QyYwyFhPxJbeoDUEnkjc7T&q<1R<9V{-1}OTO;H( z6o1m!ue;9pVFc45niiSz?>Is05*R+8flOnp!hOTib&~7s%s1>vJT)?Gh&d>x4N?Tj;9ymCa$mAaOI`L_}YKMIGvMEM}Ea0T_l7Utf7qV zbA!&aT)cR(`B~>2&CG?J?g>@|_C_b{$;Ho{H~a*r#GFSl=}+uKTDfY~y7H=oA5{?p zg@Rh0cPg*UKY@M@q1lP05j*NXoMEzV4Kli}r9(b;z#yhH2|*g&S9D{8NOJnMcU-um zU=?i_Le59QWSqdeK94^Nm+s%mo#eRNM;Rbdy^}Pqt)z#ifRZhCYw0GBakq z@AT>EL1UE?GbkDW(^QIf=lg zqr!7T7`4RFpYy(O^P=O;QGM|vVo{hb){TjfogVV$=8WT`E}}o0;~WsmyZA1G-=f46 zZL#KOx8=-eSyNVmn-)DgVuJGrv44s62WF24ZNoFlR@{eX>A}OSF#bUSyanrM8u7gFRW2I0cnd#;X#q<$b_?fsmVdkGRSK1kfNm4C$ z87yi8NhZd*#W2yyh6b-H>?=CKZ!Qi|QAyi{PHldfRx3?jOxJGRR`V@apurzEc=;w2 z|GfjqP{6g0Qs$Q}djY=c`QhG!=hzlcpPee`yWZLgV9uS-f4 zi(^LJ5IehK%tFT4;DxMW+}yIqpPn&*e5IHMh>pII;S`luKhw@ACJAa_cN41|GZm|= zyQQpxbP(UViu<6Msdxn)W!06JkFdx&j=!?Rl>7D`{m<{f0q1=~h736Y$Ueb02w_N6 zNM43c4G(t=+{nLY#$i<#_LdHvJC8#H%;rcbjy<#44qL2-ii(O2)maq+$yhNOkQp87 zmu~+I)#1>J6C_sl`RCebo^t&e(%p1RAEe15LnEUQ2$xW_sp@(AZUn8$IvB$ASVxHK z6HqESimS{}P_O;X)h-zeNj;V+w))<3S87>XVH3X0rkL(H=oT?e6F#$m%Cmq`XO39( zWmky-l;o60qFw$^>dwLDVYXuR7E46ot2NN?wGpcluhY{s!Dq~^YfZGh#c(!aP-LHd z^*-)4*p12EW>CM6m>A`sURJuj+z8t*%{V8}B|@-7yir_*`DCpbBF=VhtHZeD-m){# z^?t!WdxX8y`mIYvr?U-=JdE4?k$$O@oZ`iZyQ^@Etfj5~5!OC`jh@SG5q}P7WHP3= zK+MCWS7F$Yf|N6#O751RJEx7c%}?!v*;TQk$&|a(RhZaw`R$wh%hJ!^pj3Hvb@Q87 zYFioZ=t%o>h&bP9LptJ1u~8tDd>t%KKes?{fv$$elg1WIJH^bP9MdLaKagw@^Z6Ng z{qJaUu-JDx3rfb)(xdQ@pSBe1%*2kn1XEoNja~&RGeLBF{O-AZzi*7yVFBr*Jplcg^ ze%%0LBtF!1t##@M3U!gG!b;B_2}NErb7pxfwW z#pkyFLAzgcpni$ch8b@n{51favyp$URb_DE2AYV;d-NU)%MN4re69^i4AC$a&Q{(` zAxlk#rG{~9Otw2hHvq%D#r8Z>hzPqh0tYxusI(gCs_>lwEMk@4$f~@jy0JpRi6`)~Hd>9KG~1!9I${ zKM_&_qjk4`TliHCcKy15+{{|3T6pJ1FN6iouh{V^;@#w#LgBX6xKFK16h(?Rd0x=%feU^JXlSt=gDw5YVvcBE!Zq*oWflHMKFiV60 zkuh)?FZ^0BCKHPmG@{x^Ouu<{%U1{dC^7w#^41v61OrvgAdG*T?f43D&D=cR#`686<1$5W;g>sqHg{4QV~C;Y z8jMa>`_miCKYko;B5EUH^MT>{x0(!u$Q*(JCvt82{$XmciLhOqnESqJN66o>$znPs zTinFFD}dL-%{NQ~_jOZ?5{CkRj~RV>a)i4$EpdC8{!u-H&#qzWHv)Q+1})4 zLpag#Jh4-d+G3N-!yw0NkHUut5lkXSA?)BLJuaPs*u_Z;ubJk2wq{Zxz^7gP+5io)>E?p-7NH`$FF zpE1=~{13vtJ+RI#u+vlbyG+9i5CDl>C+y%m7-;VVLe9q2%3lhEW)`%!kcWgb28ohx z-0(h+C;b|e`2aOFu#jnbGfz!gN^K{4+QcA#G4+OxU+ZOAgmFc@D$@4FKLa+L=~sYo zEgU9+G!4bD2+WXVZYg$af^|MRuZPeVZC&F0HM@il_7%>T!&^)MlhD z{Gi(V>V+c&{2&<(0l=^2&VqmWZ zGo5c2QmT1{VC?5c>bL9B^^uL}ZxMrr$*N;`cw?~YYoLIQ6CUMjnL!#o&yEF0zLxDh zZbbVlxwl8%&R7ZWUq!pnI59qpB%5SEzE2gcOzNb2O)+K}!;n#9>0yLFWq*Z$=_9DI(dMOL4m{%W9oD_@oo zzy69E_r#akC+7V&G&Y6;E}v5bt$s0$0A}fMd%oCFB|`eMHTRM2ZP1BhU}OcjF<-^# z%#DoMT+c9*Ut!bhk7W__hcVwi>vJ{uyOgx~*Z2$A;&xEU2 z-^G8cv){HYi$S3S2d?|@-BP#0ZgoMrNT`uO9K z);BV0C-j!?P5oMH&M;9-oB0NK#^BunLx&G%WOo~yYFk?zeRJ>8BiS80cGx*O8j$&( zU?P;v-{!UC+WPxnr1l@Ch{9~GZ+qofP>>hoFKeSZw2N)$fltz^PX=iW0o8>-CQ`t{o2|9XI zWx|AB&z?OybolV@!-o~(E?#Uk?|$12Poq10d3$?!WJ|=)uDyHjr{zNWzVe6>BQn6w zsTFnkZ19Y1#I;x6*-$ZRElxe#7YQo-P#HjQa7c(XeFnwfG1(SgTHcS?-fiEi4Ef2p z20gjX`MQUXANK)Fcw|*rmuL9t*R$oPKIhXV*(YKQhhp#EGVOAj>nhr_>PHT)*DP3l zx6FsIlP3?LjGs-EwEAQ?#;VC zy}jL=OL8P3!`Y|2e5K2d9V>x@R*SZ8*Fk>vz!snSVO7#x6+D=bfx2)OYU?UK72SAx|}3vb(;WL2G>%2i#EfA>(^~w z-Z#v+l-a^j;CVZ?@3RZ8UCzKDeLcheX3bM_mz%1WyzBQE4pegbfjxU#Z+vsJyN!*F z{@G_lVME^J%Uz?4-HNW0jPjp9pN5s);x|K0BhH=cpd8?XO6piSBKEqi!l$my2Ryj( zQGE01)2B;nN4tUnz2f6XnVFd-X^rXMr!YiiF^S>;-V@1u?ePe(UUVxs<}G?{+GER> zElwo!#lN|J9J`3qr#+jRc1h-E{#?E$adnd(OSxFAJal#cM-LuM!Q;PoPiUL@;YpID z+q$Pa+5|PWx1%5>!nI~(V_7yNggRRyUc7kGf5L>DuOIGgWr}y464PDq|-h7M__okIl(82T|xPv&xiN! zMP;@Gyz*TUlaAr^Cb7@8rTJvHZrx%r2|3l38@;-`s=aG-Q;4rG=F-@!SA&olAFY`! zNo`%^=gVV@pA5t^;I*B`$deBidYF^5pJf2%0PEAhsxAs*cUTRTWMPz%3|^gnY#4W3 zbhIJi&hM`sk^iq9^J0D1V#nL#r{#_aW7XftDW?S+ih6jG5S z-#LVMrCz;+!TRCj#|K$0mG*fyU$_Qh&d4z965 z^lo&ZnQ`p;LTSi=^0%vcY^js))~&69fdQT09p1iuo1dSbN~h)F(9nJ88Bz3eGA~BuO?Qp*P?AzCoPGf7{miQ-pAU|HH-QTQog?#}ySR8jBXQXNyuDoo& zNqx9}l^=FB)V3n`7wL9XDyINc$}cR;p!T}V_GKDC8GorPIsa@GzQaAlYmVoWJFYup zhHFjX1zN9JvzKI8%E%LPk>bRyBP9KY50`-^@;-U8?}(8j_m(GIc79&s({jsv`t&J) z;6q1_cygxULi-OJ)^SQv(PpAz?D_K!ewyr8SLoHNW8c1gQ+EBHv+~<>EymTtcFC}v zL+;?gg9!-tNjJaa^pB(!7xy7SPg%2O5ShT*#wIiQAhT1HVKK7sBV496{EObW7yEtq>iU+J z$M;)a1;o_4=n4!e5mx}}WF_Zzyi<+*+OgKH`WWqxh#Wm`Tn`SzH0Famf6S>ZvucFv zaR1$RyZTKX_I_dc~^ zaD1VJNeo`e$vSIO-`w7*O%Lhb_&&#vAFrS+D$*aS-mKg-&Oabv8Vs)ngJ=ZaUAAnQ z-L`E#JIV!yg!p09OMUgKm$9)i7}hg9TsbGv(sRVpo868bJNDqg1Br#R?S(UE_L3{x z#D-SzXgz4FFXg=y?=-V)p42pM*SB{afX*b8eZXC>y?a&q_xCt4z`?;mB-R(NUacfS zFTB1{2@u*=OG~RqVtGlb{~WE1yf*hZ_SWmx`3d=Pe>k<=y}Ud*0nrGUEuXik8=BhK z45nU5KiL}Ls>k~E>#edIqoPzdSM;~_TKQLX5{gCc$z#eBx5{#*t@@m!n`pU|`q~o{ z>sSWib?=_OIDkO9EDEjho<#sCf#6vbk~r_Z)*}d%739vIlA=l)tA*?4Bq zTuXhlvAD~~$yxQSJ$m|8l>>cZ{x&aGP}HI>v8HC0BB4j@!Y z=I?$-TeTe6i|i#+^!Hn(3=K1T=$9?S2r**GhEA+*R%9V~>)08ePRGX|1Q520eU%P2 zu-xf$V7Yrgx8780-H4J_Pi3}k+eWD&y2|zIuOucWFgP2Wpd_9IiTeDTfh*?uD4kjF z!CQ44a)w)TpHR!Z1%CzrJPyo0wPMSgn|t|jsa&4tmzE!oe&KwO(|UE|%P!Cy3z0GM z@73^mY5N`-KFM{Mwc5uXG!aY7$QXbm^Q$5g6T1-E(&iW@qMbTi9~x}hNrK0$ z>3GBb0q2)t{iW~Tc~ODe4>5!s+Y4F%a1Yi9*)Z{L$31-dO#-XIgILU+o6ajtTFd!2 z1orXZjobG8i;0y=w%yvcDcim(TUl9o$<9qqPHt%Wt;v+_kRb;Ze;+L?hrCc9H!c&x zKjQrPVbQ~nk6L;Ux}uhA8QSfNdEKo^>!_CC*1ScPq!h_UY1z@EN1Ja`jGCJN@if2Q zV$Pf{JHo@l{P_bBJogbh>n3~jo9q^mlG2A{agV>7z&OL$bLZ@(&OLoPhndyAILuXn z+Uka$5p~!35jC%GjQ;hBh*48?q36|W*Dmv7OWfK|v}?>;VXUSxXZGyf#8#pX{V4;e z2*HB*sN`Z@?sr-7chN&CfL5}dI$3YoBF6#}70`QtvRL4!zee^+ z-K`^G*otFgW5xcyp)!?Vn9{1M%#(^5hO@}3Of(hcADgF$t}@%F{C%wMT>oMIxUGI2 zrt1BEsmKy!aRy0Rj%z4;#AzqKP8@l$6_sej#ft}^=Q=Faq^pQ@))%vlCe5SscLvlS zs8QHha7ugKs8OTHCsrwaB8F9+1w*6G+;226lYT6-XVFlmU+v?*7?_)zKbTG^_anYp zgABFQY%Wey_YO))(S@s*b#!zbKXIbW{hg4egXYbj|AhAC=;&y>%15R%o0>Lvy0-Q6 zVjdN>>GGOatHIizK7Hbde+cbz*}T8Y?fJ`=DH9HC-=^rGHD3C zzGcSMt5-{TJQ3?Fel`Ey$z7N;G-k(B_l+cApRiWPp5j!1u?}W2h+}JbYM2baZL_p(cJ6Z<*?L#*BB1bE$g!b zuyyNJZ&-}~yfz1iG2nyJ^74D_rmSr$vF4tn^_$0f)ZJ7JHzK=M zp>N+#01#H6^^=^~b${=QTaADIq(68djfYlRTDr7#KJ65}K-qS7b{uR zR&8H@V<^NF+E95uvaYVKWC(}69X~($ApuRL!ef@6zS7~~I)kgyqkP3DKvPy3JGR@H zF=ODyI{)&&J0&|e*NAFO1NAAU_e%YQr9A(Lm>6$X{4jQqAJEzAF6X%&8idEiizADR zi`9|gdNkej7Tki!jS`o?jatYX*6Y`I?Afy?J0jaoDXMQ0Q@Aut{iQ!-!|zA(6G@Kg zfLL&qufKm=3+J1kIhC54nogfyC?GQyhuw2Bx+?ux4MZp?A>4Zcih(p%@cAU?<8O+0 zo|&0h`~7>xn0_ryef{s|@kb3kUSwn^XJ_lRYqN6oBn91Pvxmo*gW{kO-O%({y|SXB&BTcl z5v~lolsD(4`_EZ9#cqlVck9RC{!fflK1{DWtj4kFxvd(eBEVcKK2s z3bqXr5uL2H$FLm6a7sg+9|W#7f19WnHDJJiHUz)>q|Lg<`VDAjU7^VoC+!+c7cN;Mv(%ndaNR!0#0)R5fcaL0xwm)}FS0CelbinTRWtcm z|LbMv<1PweSKQYI6Vtj2=Y`6$lT#D=aVxx$Xv=u&T%|Nz2xX)lKH<$l{&` zDFw(V*I+3RIv6~1!F>Si5_$S7-mTn@e&e!zdn8hD(zdT}N0+SfyzR2^_6{w|R1H>b zY+f;1O)ZUB77-ik3zTdAruVF0l#$(3nq6dhR!CN!x7N>Fym%ja{)6mn)qw-s_M5b8 z%8ku$@(~HX=sg=!UIE!bmEghT1&fWBc#x06^?DNx;Ejy0{R%#8aaFoG^LgANPui6? zYxb3wmuPEiqx$yXs7TJQjKgN%k&GPVo8o+Ua!XTJ%3&|cc8hVt?pS9(d)5P_b?K*a zLHD}LoN|Werjn+o_au$M3-m)Z?Zu|2sk3Jv&fgg~YrXOv>+^is5w_RcE~Mxt9QJow z62U_TZ`i)MsYN}Tl&(KDINtYI$+fekY3)kXohvdsnOg>Hm$}Pn&hYc2%x0`;8<4r- z=FOu#-2bNb({+)|pFe;6gbDYuvpdGb#C)1&Wq`+^jrgRYp}oW&`yZcp3N>$UPh?EF zF92f3^m{jr?CmvT65A93l@=x#yBRF=UgJYj%6Xk!I6kG>C~ ze^BkOUp`cJITQZMm2n_#^CMd6>go<0IpbthLV~=ANxOHqI{rC$mWfFR2%|RBrcEOa zBwjn-R$;6e4cZ;x1e092&B zN4I6<_!Q7!a8L7277G@5b64ywe}EhnV9fb-)=XrxlCOqhwMub0{CZ)+Wz(xoUv4y$ z{E@?Zp)Xi%>@$g4G867N>EP*v}5ZAo(eeLpk47j_Y z0O!(a1P41Or*|uR)ZvkwN)1`iU8C;SRuOclh}t7dgfZ4O_A7xb0f#|om&0}a4jnp_ z`le=uug~%W%eQaeE}%A2wmLO&`NtQ<&0wSKsvCmUD?jvV(KK1Kw3uGLU*7$6_5v1^&UDY!`um zZuj+XL!Ia9HES-owl}ysZ^42&>(;5!uzDP>>cNvIhtXfBiQhM1fC1knIwC?W6BxjM z{Bry5Q_aklzG)>56fbJShwq2cJ_mTFC^yFD1_~RqgU`~b&-g?5Iu?GOxbT$kafAyv z|I-vRJ4mTZ@4B6Q7QfWAv9VDM!hxXf1`rP*ciRGQ_?_uhE*kw~hs*Vw6b%A>`s7I@ zPjW7?y@pgP7WwUHY1X4 A@%NT-*o;C#QiRv^n$Vp8+N^Myh?C zi!R#cfNk4;t#_PoqS{DCQeNlMVy|=BM!xXqqeo`UD($~+-8v-esN!NP`XSWB2fXR@ zUZ23;Qt5WMKCg3DZ`xWLpS%0;(%?KkSw3!<_asAnv@=*f+8=(HeZ#|(laeez z)kB94ovz>Id8fAR|A78?pd>L_)VEKcJ`V~Cj`)g>^%*3h!31Nt!rh0g_xX1E8D(fO z3liD{**2Qcd5F~h`R(l!u(adT3o)eFVlm+rj4}8455j&1zL7J)hr<^xToBK<{$y;~jcS5;EMz^U<}}cg zimJ`fOB(B6XkJ*LQZq-XU%vp-lE5z#V$xor@KA+Y-G+-083`f6I>EFM9gmGou1p)tW-n?nG z@fNc(+VGreIBz}g4%N|7Vn=4@bg6Q`)gi) zudVffvK%}s{878`yvL7?nPwp*L6d!phl~d%5=owj8g}T=)U2%b5YN@&S2SigP&}U| z;E&(-r4Ly^WWez{I`)wiVZZm_uNb@TXzNao#7zXfuo{(+%-Sl?ku#=ZcsSK9si?O+>QNx~*>6D+oPcSycv@8A0o zStO}EiR8UqK6VuW3ctec{rhDwUUXyxMaKR6t>ineU$$U@l$@L#zB$i&qfT`niiWd@ zp$ES1))K2EyH)}@>$<3$&77&h9T|1vHDl#o#6(FUn{}XKv8#UES2BgmMsKqR;J{$X zlHLgKWwLVtkb&K@L(y4-PgBzE<1Og=57@CX_L_D#=sXz_5&~# z-0v$fHZlTmDR5wf5XuCVR`ZnX+FjYJX(+SYa*U>?s9A()Nq8~@r9gNH=oUY!pljVd z|2ghQU`WLaB7f^c64Kz`8q!86tY^;(Rv795#W~sI?1U+>p|bMrn2%?`0p`~{_YPE&j3fc8t4 zEZK#Mbs?|EjPh0Z|MH(aNdsor{&+uk?8X=JWVmYGXLsCN4g!?9i3t%^T~?4tp@ z^J#+pB7a;C{49N2qrJy>f)50CSt|IU3@gq+WKa7pR|`EvEzwH3fNh=eqPbt?&e%-x99#A!P`386i% znb%srOy{7Ne)y2R#wCXu8)+>K28(ni*gHq`VWyJFk_7aPzfo(84^G;UoF6m4?$40} zOQR}FMsCJg=!sqvdG%^HiQqzcw!&@rX@$Wfu!t%VjlrhHF^!~sI?Yr0f5|&uzI++1 zw{slcs(WMJ?>p>%b~uEZxNm2Nlc%Ra#b{t7yzVF8^=@y^hD!2H2GBU^8!iv=kdc1l z6n=l009COU^%Pn@xqkF1!PN0jL=k~aX3#+EH)Y#aq1%=m!X1I6X6I7_woABj#S=mw za(k)goM$sZ6B^d{+6r|5(oH|F!CP(Bs*3e5)0Coo_WHMsE~|3^sLj+>7LdlP^<#d* z69~Nbq>HgI{)v|_t5C+Os*XC+9kxnJ78}Swpi|({qi4tyNTX;nCUfT=5qhbiA@^zs zR=f}3etwXN*_T)QR!m8yl9893kBb|KCjs-C2G#dLkg}NJYvqdaA*4Q@n8}bp`m~Z@87?lcWIfP zs_G7+92U?c+*Zra6BXV2rClB}Y?y$v=g3$vlV%K26xc00FK>vBjt+jA-ss2}jlbIB z=_o{9Q(d_`^!@=KpZ1hpv+eBE!OaKQJ}{kJJ5W^>8U$D786aBX_3OtHqObLyy3}O) z^ayUG1sP6=q#S)Avr=*yN=Zra0g=k#T+d(w4cxzf|3ITlMYUP|2)Dg3q*Fc2HZzmu zx%rv;MqapJ3jHH6j(hX(A%F2%7Gi@Qx7n}5ID-}+4tjH93N8*Ov@)76dJfw{++DYR zJ>2tQ3!T?fe2)nseJ1Nprjy@Q_^hFve?7ORU|(NIST#+}Bk-J4sj9{N$T8a5)&BGD zep~`LmlWS~=UHPt0==(Z`m>n9w1D))r#+azGc52B5JPVg+!k}KZB}*v_Fsr5Ouap z1;W($`PL9jg~&(we;SHKAs}m&E4~WnH6UImV)g{Lrtv}!7uvre1^niD3l~lohm*n# z^UJ$&J@$O>VlcMWy&7O9eo$j${qQ$Q_IO*GY&p$_^R9Kiv-NYY?Jh2d0H_bMv&VP_ z1*f*mif-ndbIp{Ii#&!6AC8V}E*_@%`>^d#xO>UlK<&0PhX~+o;b^~SPBX_ivwv? z(C2VmCHTD}_gOBVHq8eEl_BEJ5C8~=q^n8N+P{}nYPKr%?CFCL<~X%aD>2&}SBH{d zp3r9a73oDq-TBgi@;A(DzdP#@DER!XLBz(KLw|q&(#p!c;MWwFy4DDep0E_uYw-8K zO5Efs?pCaQ{*K6Wnpm8){rlia?#=$3bw%!8ro zKYqL-+;?eWQt_>Aa>$fK$8`7=JGN2@Y=L_8X-9Cd{HG%vF~wfJ92Us|lsa)eg@8My zNGpLMuQhX5T3K|z zHFy5}qaO!IkaLY)T*gD<+&ijqQek9M-A8b)`j|0$sJMiVg8&N0AepZ*@MKt+F!4Y) z%nmGn*1_%V5{fA)$Rd~TRh^)nTM-?x11nxyepkw(d+$7mQRt&?*$$6>4vpGd5)O{j zCow&tISIKhWd9rX?d_w66`=S9Q}hNJT|5HDZP^VNR#Z}&ikF93c2g)I58>!bOdKOb zLgKSGGVsPtoA$O2Pn>GxBt1&~x6BD#fMC>PIf~a&U&uuju+dg;@=i^zAbnVElu!Gm z6t(+q2V}?Hr%v@dK5`%mIhugg&z^3#Ea%PZucdXgK(2?6(XO`b+D$bzm0?7@$LZ4p z2#yc#H@YD7px@C(Hvm~EEjRbTpw;qiG&D4;%M|hvzDBnqd@u@fZ=h<{J0Kj zBjR^a><5U~%iwnik&0|!q#*Q!`GHz+8m3NuszA{G?^mvb{VpnZ90{$C?L~5aTnTB$ zs=fbMu21+ku^e#g$Cq^$EoLPjby}%*@+0LRvr}^vR*a zhOLA|aA|JR!6&wxo}VY{n6K|-2x2!_P<~;enkQr88{0XrFaZH@pn@QB- z6iVi`)3Tg9x5D4EX+(U}&0Ua+K17A73l{W1@J;0*mwoxtdDEs%0t-)>A0yhz4Cc=5 zO3tB=<&fnI`{r$l#a1(1+|!Kd|aF%jv@a82kha^!*EUj z$BK<_ac!tD&TXBO)o8HG>ZVf%N-1%vC8fZx7uPoQgxL3LtsN5`-Cs}dWIL^%Z3t== z{=Gl~R=*L_HFo^4rHV11K1)(cElJ^He(gYi1E<lB>E1{9u1OXXpC}Hc8(&`f1dSfOhP=k%zPk`D+?v;c*@I@Ba49fu6N) zRaI4jAFy18CIfFQ3>MtV;&tOB!aM}go6hYTsN!&Onw?7eaxa9ruEZPt6P~0G!LN(p z0~Fsz2W+SznKbEOHMoc-d$44iJJMEg`d45|qQ9e8t{?Vtgnt@E$B+aw7oFhoeivQdK+r zv8`~c!gE4{F8*@!t?*Sr+=5=IXYHK}3JOrcM?0+vQ0avwSP<;-at$cuQ(`XACp4$GN+o2Jefl)w>K1EX zZym>~6?|_i;{_4f$zq3;FdF;{nMH^d23=PhsrpbKBey1Pik-RG?08rCB-7+?2n!4? z>cD906GVimutY_z$6oO`8+8WTlQ7!>n@@uP1%st9zul`i%S+0Fjuehbgjf(?NQem) z#t>LV@O)rc>9uZv9y*yK`CE+*bpynNH(y__*8?CBhE-#x&kdl&2RA=_C|0oxT-u2} zV1ZH37lUzbxWQogpc5xd(Sb`paM%tXInwpa*|T$DZWRt&)Ef8bw$KSM97vi6 zTpotuzn_&gmjGH>RR!>r5#R}_|2>Qq_-h&!?+|_^PpB)-oMSQ(x$=D>k&C~&5@p2* zaaC1zd&ppZJjAs{c?})4Eak!NxrFhVqhItHy%>Jhg#3sS6-yF!!h-;>+(WR$^b9an zGYG+dy0Ni0Op-Bk#Lhs@&xUjpt9YN5KkwBx>jV#4^?Y_hb!DXyEJX~`{%nMQ#vtz& zb-=4vubha7#HuKM{$Wnk`;Q+BNT&nqM;9(;4(<%$K}2@7z&~L5<>Nm}d1HJ77L-}6&Su7@vP z1i!waZs-H@>qL_(7&U89-wVs{PGVoxA@fs{a$Tze?4j;r$hTiy7cF`j+Vf`o0PE8) zCLiQ`tR#?2%gObe(C*FkO}(k%YcXGTED9k0d3v_tZEjdxxHzEHWUH~U6f8+Ai4gYr zD*5zUBC)oeaf zdcsf>rsJqi>j?GyY4{Kl!&F*kgjxH`;yRk}g+-gn{4@Xw=NaYL;I_9VpqPV@NT)Gn zN_Xf`mJOB&fD909(TJgTofxX9B{XoTP6He-@V4@J4B?zvAPnhZHMBMbN)0lp9b9Af5K$OpGAd7k5wK zmFjbrC`3i3f|c8=>-a+1NLP42i7eI6?gGs`{royG-FW1@Ei@P)mEk5<`Y6*O&3{ho zjc-$wIJLH%sQ;#179n;q1<-?EQc4<^od42cCt^}b$*I2{M*b^y#^Y!JB74C-^=$Y> z_!QX_R@f~tL7@NSv|C5}h$eGlHY>>&~;t8EJXZ&?%3bZt#9uL1PC`mjf zEJyPF`sEdgz7j0_9SO|>+tSD(dO#Na%$N?xKn-CJ4K`}igj1kG2XD1Ik@B$}S7()1 z_zK_Y6j)Z&w5}cBNjK4oruj%(b#cSlExSfPCIDeM?@H7$25$cPGuin=H=-|SNt#Nm z%DTTX2d^!KX`e~E7RH8^Jf6JMtb>$XReI*gIy6!l!r-W+jRaj{N_$eN8S^4ym+^@{ z%4j&0rnUkcJ1ooF<+di6JtV)+)cMs1*e<$is{rQrrNWdsDsx@0L|u&WjP$qO^ekA`cN0LVg5P^_i%Bc_24lQ*VXd5iV zK93JK(=tatxwoYR(ag^M>+2hG=zfZm-E^VVMUnSe<;|NnPpGnN4mGyNhZ>vhkWo?R zHKLeDE_~Ml@rza?ZUByM#x`rv=O}_hA6=J2YhHF8AlPL}ZyIz)&Kot}aR@n8 zX%o~A;6!EYB8*^Hg-s|tJX}9KbWd&8C4iieVz>lGa0_*mp1pz+H(%k@LVTLlymIB; zQOdU^$VGmfvB%rc+x9nUnGpn5o0`f4X72Gm2QT{AH)ouEc?G`||5GYi)$O;Hg&cp+ zi+_t-9hTM2;74tJ8CX2OsOUbSA4265XWsb7m$B-0nkiuECe zl#c(5ls&GPr#(MP*x^zvv%Qwoq5YqkS+zVNA!@M0&ncy({W7mBz_>@fsikkzb@Gaq$hp{5_J-3&febru(IOMzF8Hs@i6@|gKHHK zg(~ALLFXx^55L%9!8#Jk8d+eS1%HTwp~KM@-7VC+a|u%~U%wV)=!xg|9}v~4vHfu9 zyZ^RQf8ma*57#l9L%?d&!XRJg&dLGPNKetA{inRLb@(gAZi6qsaS_@gI*9Ifh@!xV zXy-P~y5D$YNOY&s%R1^+!z8n1deF%Z($W#6=DB>5r3~!Lth^{w`^PJ*;t2)DL*5K^ zn3&gZbrL}$pQBR4lY!zkB869nUv{pY+_ponjAjim+zKFrC>RJ4W!Th^5AI`S8MJgW^VP+tpUM_zI)tLqt+-lzT%Nk!> z*QHJN6BY!7s(Ru$A_v ziZ>$b0zfZp_f|Jd&-?sva;LwwWo?A&1#*qt-b}$+16hdyY%j-AW@*V<-_Fe`cDQi) zN&V^JOugh>2}WOdXP1u0`PAH9ORbmXN0n9UG*WL<$>{IcF~MVbfQk0zV)<`_-=#Mi zj-?Md{8krUs~=HUR#9C-Hfv{5sS|wYkO!o!AgIEQFUCtIf+JO@iQlpzrFjF$v{iv> ze>Y$JQ}blNm&J4B{txY3WJt&7i`*$jNz!2xoI7$7Beu^>W`It|~U(&?y3JyHY#2oo2 zyj(7hD09fS(Xp`)-go?dtnm-bdOl!*o}+`qH=u!>JAZx-tS5sEWVXkAH!(AdMuSD{ zsLFe`OU54zRi{MS8d#AhQll9P*Gacy~tbmMy_>#wO znLZ$9QHW8~9D#i&#QXm%HDgm!!py^UO$HAhTnIqwU}`l{2`x2B`cchat40M0tjJe{N?;~(>8OsMX|PM#bzblqno0|QSw>HK2X z9~m-wwAg}o7SF{~LehDq6EjRr#V&_v;BoYD(b3T~?v%zVsgcW4f(gg5JAeI?ltO8b zM7nyyTM-9YbozZLxjVVCy1D?O;30VdEN_C=e6Pjmb8E@A+$0Y_VE$D=Fy^fgv|c=LilR%vdvQXExP;v=kQy5;5}Y%A2aaL^aD(8jLm~lr{hc zV#*+nhOkB{DJtfJG0yRHe*FBrWX`;K(WrJb`33LivYIqZUNO%=UwLttifzvaG;Gd7 z4iciMXwpe;fhOq$;S`oL*l~6bJkzy5I`kC8ejQ2d-L>)B1Z^dV35mi-+#j zHgJLs6`T~DtHk1rHusHEP_#nevGn?I_Uu_|*WOg7t1N$Jv~~Z~STuiha|ts@?2&sAXYJn968HR)T#jZJRL@N|& zCmk<_M3m9=aHms$CQlHC79#kzy|S@4r3!ebpq0qXHSxLRveS!go^ealF#lqq7IqCD zq3C8qeiy<8P2<3SW6a7zG$)(etpQjjT)w;;%qV)K@V4&4hzOPu-$ArT6s>Vp-GLee zwA)tm;ln-ra54h$?!iLf;4E1|i+$~nAFFp)-DmXDF!7|XO}4o9g+!sqq47$rp%0)O zT9}f+nBzWZki$h|yOBHbUchZRK8zQgyPTH+bnS7@!{Tw9B&d&WvHK7yM?|vkov?os#gm)%WP9tskCy8jLbYCHH1N%YIFXH;es(`s~-;{@skg)&42a>D1NJmk`7%53md~- zt9Q~n%E#E=>Ny*9cdyi!ot^}2iOs&uFkB^TRR7?1ky@zefer559 zMN2+vT1P!xR+*yk#vv)l0q!I$PT3F7_kOlIxIkdayyyTk3mw}5qk+txM$KJInFo+c zQeSk+H{?IM#!4t}JA3;w^A8Q(dh}pKq%tw@Map(fzT^FR1$;@E4)zkCR00Bo0V_XW zo-^(Z(a&1xJiUq3pMvgyWN}CmpavgqrHS3hdvI-vh>l~8@Z|XX#%ikHq5B)ZBm~tjq<+x?L;7o=1O~7m#DS1iFB6>l^VaFOM z6gujI%5cr4XnV~r4YexTgGnBzd3mDL5=8yqzg$lZI1c*n6X-r_^}%cQ2N(lE*N_?Z zGd_@Zt+LUxdbHK9+&FulBMP7bQ7;|#>2OGh+K)KQ=dkY?L~XAz{S(uc>DFq$=JpX+ z%2H(9jB7KbSDbxWUP^LA`q2k%Jwf^xDs1Z4S#RCGw4uT46e)*imxg9Rf!%nc{$JZ$>3BU}DpSrTf?T9w$lPd-+lcfR)L= zn>V@A&fr-h>N}wnGxQ~6&6_{Ng^WdQqYrV1I#GOdRq1l?bF?#;@~tK36ML^+y?XkL z!U-nWfJF^T^-&IYde>^n->}>R2bM?eo%~a%7fe0qsr!kaQ;S<1qp;aSVKU(?9Q;{Ea# zeBpAW-`uyEFk7?My#ke697yeK|%FL8iaL?8b>r& zZ+w}E9axHhG!4d&&@K2E+&@xcj)H6BSm8!Ps)aAJJJE4mc#-Tby`-JLMnTHvvo7SZ zhjdfUi5Ur_3{q;HO9?dUW5*g&)7t%QbpFy&X<}il5|HKz`oH0{X);H@*NcjSWP|YC z_2%QeSfz%)xRfN=_yi>jwG$Se&|6C@3pGXz9wCxDK41L%yHtsK(e+JBM4YC6{*=(< z?z{Mut6aJ(q9Vn1x{@5^Zn};*2l{ zQB+QY$^vg>*0(DN38fR;TXG1Di_URGK&DWw{bX(W9cGQ#xw+HfurM<+i`cstAD5UI zSl~&cbUxSk9MdOACxhs)+k4lN-3(DgGO^po7RE?GGtB*iz+$TBpAPYM(ZNFwJ+`r|UiG3yUbpb+QZw4GM)wRAf(Kb;E+7Oo{vd1A^Yrk( z4RUs_7p6B!>Ey*LI{ti#_5+-8bmH8EGP{r-n0?&8fi@-|mG2fDIR);F0>wQMwi$dA zt5>enM@fq!w_hCQ0H!FNU^@E8S?S$hBd?CF1LN>a|#RA;~KwLgdON;c5zPO~e`T%ykd|^Zf&qZIj zFuZUr-1~r;GiN3yBt#HM?WE+5bJL$6LF9aO*L^Ztye}xp91s^nG(1B4e6&$qJ#ba% zVT}F_^!3WRL0S?uQFj{FC`TXSLJy1@(;QGZ<8)A|oD=G{@M`gH2_#~W<7tS8#dJxD zxh0I&o5~L#Oi*CFL)X3D-ZK_9zRH2nI0t4HB{$|AG3*RUr|bCvNh&Qc)o)U^A0bW| zl5g<=+X4eW&08Xi3noAiRfI@k`!`yPTfc zIJgqYv{78+IlFf0igNMtWerM}LufKWUgV+kYv(W-+^=Tx zS6Pi^(htoR3l zln`f%q%#L9ZP4JsbHFC&i~erESGC+-ZRAK{z0j-6}4wW72zq~mCa#5o!hyQT@ z{W!1dR_OKW2{{daq?^Co*!WVPYEM+C43g?74i?h@aZ%5Xj*BxBk(|bu*>GDh6HmE6 zCX}C>uHJuu81kO*C+G)UhN`n><&`uyx2(6%k?+)`@rlL~5#=BjRJkB5Y#o78+I4nO znlUFsH2esc9pAv_FRER25V48zUp-xaf7=V0Xh61U`OGAU44)OJa6-+Y*GO0f@i3U9 zX182UJESt9!SM%Ap@z{1qO2w14S{VT97LfsvG;B~(A5VbKyC0~Z{{$YalFnDY^N`7 zTD-q>JeA@Ep}FExOT2Moh@4zNOU=aQf)nliTV(IVuePz7!xyIc;|K?jMWzB^ma1O1*MJ?Qul-QyJ zN$A5QN~Y4EVHDmW0)b<7&jF+}VWMM#^(5i=gEM@&XI^XRUZX^Z5l2@vJrRytZg{JC zHze<z1!ap{_dr*Ap!D4UG3p0PY#{{_53(^Qz4LW@`OzE>!CG-sF!&D;Y&y{9 zFxo=2(S<9b!BYe|id3-mpl?5a#tfy za}N=9C?;(b8l!9Teo9Q&j_%x6bJiwiS8*l903XttkLZCIk#jH_0o{k9;$XkY2azNM zLZ^IONT=0VZU0aVI>SY)DcTD>=)I%IgM#{x8Pf&wka0nZ{|r#dIm&}4QF-_=0~BT3 zdpH2UFGoY2FSohRs_9bATUtnz!m|RwQTx7N$d}~Ol*d)Q>JmXCs0I~$(+3n(;B|rc za2m-RSnD5JL2?l@2@|h>d2zW7@FIy)#N&h7C#CXA;@N+-14tw=1_H~{(q~!CVM^i{ zA@yQ8kTvmJTrH?R=>Nmv;hiP8-aKPs2IDkQv3~erFyP#qq)DHa80JCa9V7b6m?t3d zAkqtKf#~kwZh0|gtApvIhFgUbPR}E!B3pK37#T!-1n_2OrnZ@As0FYfH5`tJzSb`- zHq!X*UHVZ@8Y!uhDky0>@efYGDn=+~uYIAgILa+6qi8M8~|9cy2oQ|{lf z!O$xu1z+*6C*jAvGiS~$gdTrt%XV z^5BA@Dr$6?89zsTD48V0N`i(4_xyUu5eaC(6S~M^5hxPxCT8fIaof6-QYZ_vy<`RF z#=_Dv3*uQK0aJ`;1R9MNqf8V&b|bazA)=+P8-)S=eURj;;e_~#Kv4u=H?>tKN=HeeKE!GIUP{3&1$9B9w( z`h!3XH&YOu5ESi={L@%7>u|O0nKjvtPu>M1SzTmj->(<$zo8GFM@<%~S zpnu5r6ZhD}L}nnRs*rfXs@e&h9*vOGt2>2%-5YPvFp1$}DotxAr;fwm$iWLnQ>&Yp zh~!-~~PN&z3UnV(K^CPh%q~^xK1FH~RT}O79iD z9IK2#%6dkp%$lpKkD}nv{W}35V_}P*o%Dv962Z&ul;4{z8GPAT@qIIY9P^j}N}{fV z2k-Ms)EK~So~iQ>&hpc$nIb?seD7)4(P@w~?FTONWNt}j@R+wK zwf9@57FK-x8LnK%{{4UUO50NMM*HbOa(U~)E4xNSM5tlp#9ROxfrdnWeul~X`JZ~- z(5I8%llD8{Zp5Hwq-?~+$sg^O5xcbm`}=%SEAMPEZk#8_m@8WL;&=7%i;PkiH|t$G zWCmcc7gHt3Vmjt;+eGyOT`$5AX$t5kt688i0vZ(PEt*dPdNM3hWpHZp{d*c=db%@PUZ@ z0Q5_XEXI%D!WF>6&ta0zW0i`u^)*8y!@~5+H-N7i_USX4W=b3;mIQ*O`@rJPqR?1$ zFvaE3_K^joI4I`fu3!x=bLR&8_|&JE4hG>rFl_xE96Be`mpiPRZhBjd4h!WDisnHN zo;*3iK^7is7@MN$^G8vp3soeA1$>flDe5$~(I&@xpxw13=IVj7 zL(G5WauRfe0;Nt{Kq@H*MOs%=eQs;*j_0??H1kFOh6l)ld-tLU>7d6k^SRwJK_CPV zG8wu4G@`vPsWtOjcXIu&B{HrnV=hb!N@;Ckn`@8Q`Y?^beb6;Cj>M-SQ=;5UPOSJ~ zZqT)B6v8*AhM}6hN9r_qtQS4@xQOoH!_6Lnah8^sA10?iplU1puiqhuRUJfX5_)FP zeJjQX2oZR}RZaOgKwW3xCSh@q#TZk*98O8GB+$o^N%w(mONk?_1D{uVEt&k0F2XNy z-mtmVZ{Gd72Av~gHp1)SVtR;=CL_?&a9|E79_td27$-Rd#`plZaXtY=nn9S+j@%ft z+HPlBUYXub$aoIkZ>h;5habRNR0e7!-~b>#Vw;1Gj?^Z2fqRkEdz#%}*kZ#Bcitz? z;J#RE-E}u5I?8$0M@KC{SsMN? zy?VUN=`?m_!=jti1L7?vrgg~jX*%jCUYL^5GCB|;U)tm9U zy-|cwhc!@$BMO~h>Sd+GyaNBW1ODL}%hK#Bj3Zza>Tyk8L*igX?HoSw^=F}!o>=^LK5tNr!v z>^nHrsG~=BFr<`+egwyc8w5wfmJ;t+9wm^e@HznjO*xh_28r0K6Pe*;tx5Z6AG)*&(b)(W5L{blv_-Y0W^9E|mr=Y7@zPONFuYzza^l#r z%JC~AZ|CG-30#i=dM){aUyx(dM~q;KZV$jI3PlRtrbF7M_6$&Z5*EY$cxz9q+owYv zJ9|Bv0U@NSD+?keh%-TP?sG4$&i^(K?s<}Oe=PUa+Q#N;6CID;=yJ8OUWorJoW|5ftgD^9;;%h@=~yC@$_BYi_vGG7fwT$<_>OP1EL#5cU5w9 z^#n`H8?5+|!_o75_l33lsC>BIb+oj!?xb?$7c)SP_^%ZzjJzTcvVTbQ`LCNcY9y!N z))f8v2%dzzT5?b3R=UcaK$^2^W^B+7wIX}cSQnlP1 z*w*(fYRzDjf2)y?QN}IaI0Z%Hp79$X%VC?(DH}%_H2g#4DEazoNV0!n_8Z?fK1}Ch zvt~@?2yc0=fadEe!H*-f8C_6vcPwKNq-KBweMgFF=65Gvsb-$P4Kh|aH(Ogq193`i z3y%;8IMsM@5oP0XM0!i!-}cpvGYNFsPXXB)+z1%Xz|-KG7~P7cMh_pL8mx*=57o84bTaQi|VR)%!no!^?i_WD&d!86;!KO#xV$VzzvtE@}(pu}OQ@RRMAF z6h!25C^2z6d}+gBWhEu*M$RWDq<%u?nX+fb3L+mgQOoUX%6PAGYhibd8*9()++5Xb zM-8~;p;Qww6Jdpfz_>)=I!<34n^ALE#5?k;8&FAN!=qA|4JPQccyZGaBhp-_{`~qT zEf6ATBw}j!Eq)EJRN`ULj*`}x@S#w2n|w?yyWO6H2chizT&qak)T&b3 z{hh^&$9F)wTkcr1-yLdZ%=VeDNI$axUDf84)33WGTltsM{;1LpF zcO*9e3xpjnKeK}vc^{3FUwqN!)zl_36-ly~$c(bXB>`_C=s~8o3FORUd3zA~`$O=n zPlT$KWCx(Z_>$U~{-7IUd4q>Z*FlIlXxMjPacHi{diHFuSo|6q?viOb^gFuIi57k& zsLm)409aqHIk8qNTDy1eAd1X!z*_Ma8Gw}0T*M3Sv-yYO#sSb!2x#Ikh^fQgQ%wAw z93sf{LA;I1ii&##fo*l_h03DoV zkX6H^@|S5`-c5P_&1PSxq8*{(c);b(%FK+5%Sf@St{xH=8Vd4?vi2eJzi|^L1dvS@ z5IJN55z(+(*v7#?4X~(Ykov}Nt{|h-?$k*zU5AT3qdi=jh5{(i{_R4D&eFCAWKEfi z4VW?8>rJvE9$4T-4Cfk=&GxPX280n0gaeSWo;3S@r3?6YUyqt<*S&9HhkWQ5puXB- z>9U&!R^9H)t!@SeQeP>o5D_h)gvQ$VmTT|Dd+$72(b=VGmE}|>FnAN$8}Z~bWQh4V zp6&`eJ#|K`ME^w8`d(Q!j}$6nIYKlCRW9@sdo0jUp(>f*p{TCMkcim#D8MCTD2OCD z?NjG%2ZsCk&;}5EkMA46iCFWtxOfMk*?T-^0zPdY1R&-ExdwD z3KX|;RMFrm6w>!#TkyZtP%MLPgqo40HIR?`KWxynX)ETma?@<3#WlHs{#D8Lz-!Q! z*^n4(tA6&dFCa6(;U|Cmb45)RiLfW)1qPdr&%WM>lwP+%1GlNFaGugY^WSkxGr`DX z30%av<)5esURJNbs7rDn({O7`^1Sa20S?H7Ry!In-D~Dj|Jt@*Wo1Or)NYxae@}V= z05VRyFYKGwjrX&7Sq^{Tc%isYbzeVwYwdK)2@|}@*%X^P%?}z|wQ`s-0|Sz~ZNg3@ z<>eay-YuxgXhoK>zmJk(6o4h>hwqB0ljRAZ%Lq3kBXRrQefrcjzhBqZ>kczz zhs?=%j%LiyvcUf4fTt~5wrokDEO4kGPK$e-IGeo8y$I4C1LTMicn4%a3@0=eI~Jwu z$)C4{fewg^^uT5C_mgdGyl6f~VF^L}hv}&&^LRuyw^dK)PVZa2=;;giJCN6dCV^Bs>-o#V?7fGYN5t4A;_Pr=#MZA z>p__{5s7~CSDI@Xa>>K`>g8;|9@DN{a)c;5j$_SysFZ#z2KX(U^53(l#JDvw%YPj} zj`;n(SAMcuVsi=b5Jc$j0L+L@)wrs@Ph*&krEwx{?uZK}89OVCw=QrKG6xm2v;|)>K*O$zPC#6f|(iHUnbt zVT6RFb#DnC5zZPSt9G3{3%8}xWg8QHA-059pTmQX7%p#JjuH?|*|cWLUT!x-^e4$k z%+L)LYIM>K0&gg@KjPxxid7@4_6Oae^mH>a|TpDOI8mlpVv36S@X3QT}| znnE~nYdU&m^|5Y@DoA{T?v|Nmijc;-Q^W+9H08xV6cV0U2_e#dMHFtYs5~&MkplX* z5mKGi3uAVc1oks0rLOQ0w2jDTO3gelFoEJ0OYJLg{gfg#AJ!ZnHKx2eae}B#$szJi z_@!#=`qS(p-HeLMIO_Hi*QB!2a9AjyV?V;FG#LyiLVDzNDduk+;wsB{260zce|3_n z)mTCh1FkzM=CyTnjI-vL+uOH-j*DOYr=FAE%4pN$mO45*5(0a^kTG)HKy{qM!IH0| zUqvdJ?Z1^t!z+2j#qX%qm_NGq`gI5N56V_8Dr~W*8QQ^e{_fjq!(`V0y?%S~FI!~RM#_#A@le<&g(D(tr9Q&9snLE1ppIODT z?jJ`4a7VewzN|c@$s~&TYoNp+HB%M`(wK6L4V?{}n)#+}Cq<*oyHGol&~HozT$hp_h=Lpv;IUu0iG5n@v{m)xJ~=Qlv88 z&8K1xN*NZ!duY_AdEw_lx{F(>m!5j!ODm2uA*Q`LA*1k@RDp66SDRaprYWPskp2al z!@(hihsfmJRo*&qwKz2!85kkzelp#Cs05Mk5Fr!oUte19D>^H(#Zx2=_OKO^~VnaLJBz$S~jmGMzhgXgf-EdG;_W3fn*72&QEms((1x z?F1Qt;M&z;7>3--A+AFZN+)=VKQrcDh(IK)TsKndLn!k_?v6TJEJzi#uJbUbymM#b zCj%`ljAXQEguOv)(H*4@9Edy`JOAdT;iy=*AbBX>(Z-3U8+nh0d4x6fyDU;kCmVAm zq7Ti=V(++z7%NGM@}4ofLYXs;;T(PwS^1F4uoc0@wqb>_A?=~am?kLDC{<7 zE-gcK-lW|?HPIb0Gwq$(v;WR*dzhXbh5U~849^ZPx?mK7-b)ZhbuqTHYk?|5&B&s6 z#%RV5WIhR8NnC`|(|(0B{<-7c#cOKApnz~ot+}z2i_6rBa;7XrUfoxd}6U? zZ4&~4n2Cmmhj#=Rc#vnUG@UqJ-eT2zIbKPI#YoI~z!+;`$EcbZJIoB2#q;;3qd-9U56QCUPW85FCV_8T z|DbCY5gW~J#H?MaZ~6=#FrXF1wb-Fe_3+zFr7VNr@PjYwCvlr;*Q;Y^74e<0Mc;yz zai91dDx=zi|Bd1-N?s8lI^D5t+|vy@GojK1wV=IS<^uDdhRG%>T@+pp$K5kW`0{za zc2SC1QX1ITyrcw2;Qs1fvR?uO;uEa=y)F@&!!vGCh22lI>xPr-==cqE^DtHF*?n~y z7Pq>u{dAAl*Cc*95b{Ve$0qj{pQ-g0&9dF{{n83xGKFW^o^|*;aBC0YTTfc6a)>#X+Dsm7zP^#LAwR=F7`n@!k&ju-~=jRv!*bLhSR8^7S0@rlR4m``?;OBL7?m zp<3vWdA?5VfK7QBDpJg$b0HGJZq?j6x}iyl8`9Y&ue!xIOY37XXz<__4Xm5ge;;{m z#MQ1p%0}L)ZO0g@7%)wpA;zqfqdBOpHHVtyI8I0;LrC2=FGRzCvBX9)=${uDXa8zg z^Z45Tb=`eS^{?Dm~C(q3+Z+Iscjh8Tvlzao1$}}~*xJGi1c_~uJV)@-Ar2l~*J3dveS=bdvTwZ9Q;gdk&>vsOCYGk^TVa?R< z3eV1>xZs$mtKa8~o6+dW7!_TppC6Rb1Yok$?qzd@7pEnh#6gzncIwKJWbjWzTGtL! zp#9=6!{B|QtQV=h>yza63Gwl2>ei%SF^X)irDgd)9;TyF)X3Zg<9Z?C)vLTw#0ne% zH5K{!%NHPxfZ_`xe*r4Vdh{rS2@z>#rPC*`1h>5KSbN}C=t$XuU;^grykyBl>MYS( ziFKq5lhaE1`OQa1AT~?H6{r%RW&|{+GirRFTL5JVIt{lribh_5brW#KF(NH6F<~^6 zrS#*e9Z`ba3h-!hUwdH6cfNTHZRT#0PkZb(0g6Y1dUe)`1}7G;Nw(W87p;bwpF_bE zY!+oGA71O`>(>X1d(~85#)Uy7{G1Sf5pAGpcXHdl)g3O4;vkSE9Vk#vx*x9p6qn$| zFH?i0*GEj*Nhg}N4^dG&1jGT%;8>9F(%O}^?$_AkGlTq3PjrH=6{jf_Vk^#H{k`o< zg|GIgE#dc6UR-o9L#bRBe3jg>>%wyzwo-8=#Ch`R)7CU~q6(d-GVh2+^r++QM;jYs z9;^!QMF-1@TerKyvQws~Q}7C>gp3<|u6ytpht@SIVfIy(0Q=RpCqaO|gQ>9muMbD8 z|Jj6nU{{c}3>r4;$xM@5cYjC2u=7*VNV8AR^TISS*Tgw@6xAeXnJK--)I||(oIn=- zCe@QY^!49e90KC-zYKbdn|=HNmiwX%Y{}TZ^Oh}J(OwS>Tl;(XW(>n2jC?)1ZU044G#R_78Q6>pu^&7i zR2rv1Lmi#L01FtPPU2Dt+d_sfGg4DV1a*jacptVUp38Zfu~ngQE_u`*EZZY{wP-`O zqiz~EcC0V|5szL-wzH~?cdRml3Zo%FWY8IAf%WK}W?bH|S7Ehcg%P(skQ!<0#kF-U z{aZ)7T;JZJxu&KWDWx;7dLRBPGGau_gmBD{B|C_qP#+1w?E3t)K6f6fqYv3lNM+!% za(Kb>oBj+I;|Ou{h4f`!ysKErx;Q)EBf&~^__3`u-{PMG!#C~&5nk{%ee-GjA9ZxZ z$xFnbbi`T6P^qyCiKa4ihM>@8=DpeYDg;wAB~bW?`4}2i;Q$jE+@qFd_(q$0Ty(84 z=*z#II1@I%a>n|++P61LJQ8kId;@#y1W^9hyu!yvaPBhWAU3{##9m zX0>K0_ebEmzChM1R;`NV1BhFPTz5+K&YhQk8GGDP{Frg5dK5dpRU4YX0|S?PQJ$F6 z0m%;GVD>vO8)!v2xT%U=0D*5eT&-P?s^PR-!Nh%7z_n-a`NHH%-kP|NNQi(SKKFak zaGbQhXtr-Z0k6ZuC}m*#Wwn#&bH8Bu&cK8v%DO`$B4l<|f)ZLQtlTZCmwaXuYQr(6 zrVnT>=OeqqtH+cVCCWC))IkJ4lR6I`H?6zs1O1sqOyQ-Brx?zeberJ@BzMA@;!I-0 zLr#!`PCq7wDrD;iVDSmyb@GqaeSfRee#E8-N)O#0o08x`z$V9`io0N1ZC`9~Wu8SO z7tXNXmwmdQ?nJUdlMYy?d-o<%!INiLhPX|de7X;e|AbW!3-Z+-&dUNiCHA3mn00Qz_{J)HTN7|)VBAWew`TXt#k&%T8sjG@x5(2+7 zm)p8c8y%EM3Yj}#@Kih&)`}%TY|s7xcLNl>F=JG7ENmdfR6!|;7!dq?{ppGnb4NJ)5*n=(z^d?MHeBW%zFO=iy?Dz2nqL z!PaVvPGO=hUQU99{4=U`zrQy6@S}tpgcZgZddY^%lkJ(F%L73CURvtKwcPPWAIYUR za9T7)JD9ErwYGD|qd5vPtYPna#^ZKL-u1=|mN)^$Dm-aeM*^Smbrgxeb@cQaaQ&_W za|$|QwtafB`q0A-S=m8#DSJ}6Cs#5u>T-ee51#tba!X0t_<&d1o6~z-;mrIUpd}6n zy+QsG2?Na65umNzfD$4o0QBzKy}Q3ScmGe7=Jkb!cN`F(iHWGaMV`yEvO%7uq7Y4C z-@bhtDkK(A@%#A+-aliMMzal1^28dH%f5gcE%O4h(@>Pw^iYK~)2N)#-^d^U!7+f< zwzsZNo8#BAX6Z0eG*qA1E{bC!HsN|Y(KOmJO+eAYT*J#V5JO^qPYAVkaf!`vPD%Ry z!x^Gjk{CGdVIuZJssu4N5D7PlQNAk^89Kb4?5wOPfO)s6(>0@GcwSNnn%KGd1A5B< zFaHveIdcG4Z@))FC|YG1?1X(XyBhqYJ>mpQh8v^6X&zu4V@4W?6I}=gv=CvQ2tNrr zaSYV)(T`9WyV>hM3vG4(YUCu5*P=v>;6Uu7SXkR8pY$x% zC4|HwY7(K#U;`e~!s9C7V~hA?LAs}sRGZ+!8hcV#U&EdO`~iq4hA;L|JOY3z`vRs) z)(?9(1(8|OW|EqL~`IW;Kn^ zbWn&-15H~TuAnyXrrZ2vQW-dC0rzhu3m{LPKHZrXTD}6mQ^q%TT+=aShlVBZvokY4 zZP*KRuTO&p4F*FFR900@V%r4o|2~iW+=PL6HmEAr!MTXEUu50zmoi<<@OB*ao><|l zt25UvD=ir}*uj|ZO+1lWZ;A-SZbwc1z6=Jxd>H|2Hj?ReWD%xZ>}ZkQ&|yh}QCM+& zKJlHz$*7dUPI3Lm13&qVI9{cuhKp+_9f~Yp0M!8}>a-_hRL)Rh1~ec2--L0hbaZ35 zH-9&2@?yYvPOP$Tn(nBD-N9}U6%oV9Cm@iC-c3hG){-7Tu8LP-`t9CLN=_k^64?xG z#Y0+hh(%m07_6mh;pdu|Fr$~5H`=Im?a@c47e0nZ2M%Hw62+Xup?N5D(g7equ_Q{I z==*9mOU3KTye#kauNmgmFYQ{jYCz2hrn7u`7nyFN)=B=yO|MliUW4puOFUC1P&ZA2 ztNo8D?ONUsj*PrJV@5qsUT!plGD3d<|0^0EX*V2BLDmRE)-C^V%#xzsZ4?*`wXu>y znty!XwzAMc!JwQHBM&TswZX4!#k!2&CPTl!I7=l`}7Q%#k&t5>=xHvRqMr&;FbT#F8;VK_rVTFR!fSS z1vNy-uB|`_-*hI&JR;CY&v9(p8S}17GEj{1(AAnXyVhfSh4dC2js0Dp&bBKT#VH(F zsz>eRUGGw;x&)oF@71&CKO9y=CdT0RWwYC`IXmoF`}S`Hd1WMHE=-c6oID{%LbSC$*IsDE`xYThQ+^847vF(hoYme zURNk3wmbo7F7vwQjOLDOrRBA_m}kT>$fH&__DSG2bb=Kx^a-y#TKNnERQPT7nd4cC z$ijyPY1{PEgLk}LTEkDqvj6SxLQUl-$lt>w*-hxyCM^Sj< zf-d{V$xbGm1WuuMR8&W?9wi|#m-M*oLZvu&iuxAFN7NpN=D|-p*VnKA-lN?K%~(1> zZ$9E2)TPF4>kS7|g|3wuZ`9E_p^baSJ*{tC4iFhb2`OW$_LHrxmEe5DV-<1^8F|4$ zv{kZJl)11#tBnk|Jsa|c3>(8)nJI?q5 z)0{!wY7sPfCSDJuQeo!!JJqxzN1?l-e}V4O*; zR#IS51j;9cu)xdMs-7&|u6d<5>xeaIBr=(R6sj~TdkFH~62Za3M!ui-G~%vP^-`Ud zF^D-XbY$HnXIUk71A>%v)EB9D$y?(2PPUtLd(L+44k+Cl5$lFxk=$*^wrzrGq8s(* z-WUV;N||)9Oi$Uf>CZeM;nvWu=<7xke($9?j-W9SKVKoSNI9(F6|EVCwhSx;bhsV<_GMp&ZxyrjjLhAnA$A=o2niKb66IGATGPfcQ zp?t?YUWy3W;pgk{y6+gWc4(`#5#;{}r6BE1V0bbBD+^31ETz8X30MKC=jS`iBsa_q z#;U=m{VEWA$tuN=NpAw1z@QO6IzFggDFxo_$0@1 ziCXe7J^A15d#Kp1vB?9wAL9=gZi{3RWLnJkuTL2dON}`59+T;EvEBv_s`j4Gxn>8} zc4{M)-1QX3Y#MYz9Kfi%1zqt&)i}LqEII2Us5hlMlcC*YhkJ&)10x3_RHi^CS|?x$ zYQ+2VVzJShRrC)3V_S>QV0JEg+EE;hCu=P1O|GRRuhi?@If^7>{NxI2{Jf+FhZ=Es z5joV|CTscu?G7TELn0~D=_2o`Bx|s=pb?TMGmcE!n0HK=VYb)&FH=t+X7e-brlmo8mov{>FXLa;lb?G%&{H(QRL zolhm^kp2ckjNy~?Iw1d&-mxK&B@W;r$_hjU+uYyzZFB4~nN`XSQRqW;i8eI%VC}J1 z7M2;Kc~UHEX+lkQsAG=T`HmI8NFP%j{n#q{?rbHzjPNPW?ey8#4g14?$!%?)YW#HicrWk(tRTTeYr(H%(m0 zdHe?($3t*2xkIDmZ1J&#UE)rQ>w@-(5n2SLkN^Cx$T={i6^DuzdL;Aa_OC_Tx_`f0 zWW6~p`n2}1-Dq;~NHteRrVhCg4sFWO%-%OR)<9judqQr^rY%blN=!XPl2Ufi7DDOzB|6dcl`TQE{%LjL<==uJe zHQ1jFhw#T#LWc|-D09{#`SYvk*MGtM`9wCF@D_GeJ+IWvsvcIcxRMbnpgs0D07?Wg z$@k;in@G0yT+M}6jn$tNCr{x;m|qaktV~50a++($ zOu~rk4^C|Yu$h?1STF3gOau`BWvmy$(gWgeA#hWEQIR?H;b~L~IUs|E|1o37 zJ_MjnAeG}hGj7_neFC|`qa9&JMn^~H2i5Hs>mZUcW8uN#SmixY` z*)Z%LgA3dp`{^bpnjZM{*Xybb>_nvag8$wQ@4dy(PbPLKa0Dge=^R0}sBWEGeWm~M ze!c`YMt_$3BoK@=tV4Tp7%9ND7?a#ZP4MfVwl_>}agGEk6$FmbpdhiJ`bL%^BErE;@wKCMMjkBebhJiESd8!TAKyAnj=K5*fo}$O-nu#5rj^Rh10I zcV(uN?=N!=$OO8}Vh{n;GpFh30N_ZYtjU~)Ro-*aNG_lgqS42mbjh(cedab{$${)T zP*>+7HdD8zg=4UF#X{%di(bz&bXAF7eaYO+Y%|vc=qYvNW-s;=h%6=T(w>ZpZIGxG-7>F|ldPU=4vGcy*k9`6=$e13U~eddtF z3X0#ic}bw{QZ?fppW~fY|84DKjta8b)NW>8gVEF0B`V8Wr9#uD;{PIU5F$*Zap$Lc zC!b^V5}S{5&ogJvSVgony)C=f(e0+gr1IKiffg^)X~~j1Uh{TPg|zN!U?5N=DmY%D z_dUC8>N*&w|Cj0NAMGxi4z{9jlqI?@QFn53G7u5pJLxiB$W5_WW$gFumoGh3mM`p4 zy-Drj?|Qb^zcYH*M&#Hziv{kaD83Kkj5iQch$9&Ou?-zbrv{Ch5A8Jom>sPdzq-BHQ5-10X_NGjIfa8g?&p=i>8YZgAWg>ki;CuqjJUl1fL#yKaMY$;8lw8Ccd=G& z?S`{P%?^z-`PbyxJd=N~bbPV(=AMoAKQA>m3fb6wmc?VW-YRplruZB?_oa=0&eO21 zEw_*RcITUF+Uqqo#P_ z1q&tpgl3I{emRe~GU(UO4y~iPW*f0Z>6XhFK`!EdJMw}2JE6Ht40aUOIMcEto;**|TQ}**5%&$;c-XQJD#i{ovjm?Ge@A zx3C%MW^)q+Z6{z&L#W=QXjv>VR|yv=ZB=EERFjDN0GSV z1Ip?LHqV|u{j}~?7d^eB;OdFMrA4pZOC3&5&Rk^E;5Nw`BN{TZKdcC$XAgJ1E83=v|pRQUp5#|~L$cA;}YH_bA3^#uN| zsrt5R#8NQD(4I4
)dy1a4v*+0}$d%Hx0UDPpo9nxb|!pc@X9ju7Y_H@yi+9m{(|If4;vig`jTh`MYgeA%T z(z#$N^M|%PFFV$p*;0=^Ui|G*!ftf(Rz!9is>n^f6b#&dd-g~j;=tu%&m=s@5w${IH=VnaA$%_qSz6DslGp?dM-d zYTj*ju3OKZ6HCqdUs&;BJ6n<_W4~n$uVH6?X-260DObegSf*HD8$505v}u=5C5GBO zh`KfL&8DiPM4Q;{ESt3A*6sbtAlVF#VWOv}=bG2{r8U0`9@HjNVMaG<-ZhFcE>1v9 zP!W!qbz05ug>moa%$^-`>XchtheZqJgkqAT^VU95QvyLc<@5AWUuy)esp zh%EUKQmI7RLN5JLTfhT5P_rtV-9BU4kAIq9XK~h93l}Lk?=yb)a2#?kC zUp#&t^4Z__)5*tgzRg?LQI@AA@`(}&d3#HFr1rMJrMX~kwm`alnr?2PrFv8ES*Jgj zc~gl7c8OgnnsPy6?Jlib#ZK>Gua?V^;Y1q1)tn99cLc#+-hp$z%w~jg>9z+1@Zi53 zTFrdK8R)>bT+d)J>R;8mR2vNz(tf=zbEczbqKALShPA z80Q~c{uu8@Eu>#X z4gqz%0u??vYApY7<@k{U5Gmq1F?HR*w#Wse@6V_Io&&kTa;UAi8GKLi_|rJRwCv9M zqR~eSZyKzhs`uVtJ-NO~hoP-`i!c*o4;gzuMM1(<&!jPc!(d0<0=(_U6P-2t&Q}xi zAFGLTRpb4B1#bu*2KqzyBpap{y*eLC?pY4`j{^Pp$&=YDk5SN4mEDOA`8dN|UvRRt zG>^D1yon7pl?9x><-pwH*1~jdYic0`yy9{NWFu?~QQA$f#NBG$pcRC2(RwhikBC$g zxkz1EN{M5|J?LH;F{fErRX|^pS5R;Rv`pXTu-~z~J=dkK<+Nf@ba9ESd8{Bl$cQ27 zH3C$eR=4DOD@Us%6WddP`eNq-2o^goNC$c+KW}NrtyyOEpZyuJD{RBpqcblJrdujN zNDA5A3ZKWmZJJU))iWCK&zQ$%s;fhKIUb~jkGel!=I23PZ@hYS;O_7$f9Q%$l^Izt1B9h!~4AI>*`BWSfSrIP?!(W($S4t=#1@_i1nL-4+Kp}J!^d7Ut+59ZP9ILM${|vzokS8Ng zdqd@iFa|vL@WdZdZz_a(0GpJfh+YS3v(8fGsR(_A{TZ;km&w28y(T?)Grn-dkp^*z zlasQ!SA}fb5{TE*GLXJ|IRYzUh!?Xj(~>5yJ2LM?x#uHx9}J@3A<<@nYEyR;L`O-_ zXA|3qRAXXlI-8>O#EIo`3&&mRRxCp}fB{@Jg{<=W{=0|h!QJwUA?q&OGqbe~kwk}v<3I`%#~|< zI4d+^GMLN~bLo6pX;nsn@#yjQY3NoyHbuhJk4DhsBwpiM&e(yq4s)+`kQ`&?v&3}x)1DaIJS z8EU}acb4FuhQ#X-Rv)m`l+((d3Ds4(;zeB9do*3+>WQ0l^WGy_}Cl8E8g_xBx@S94xcF z(PZ*=_+JpW1t0mI=-H@p57LcVasCvf_8jUX zxm;lLLGyydO;d*NXxcWA6htIW8NsmOXd<9oOk^wbK>X8R+_bvDQ=oOZLtoOT=`0PM zlqxE~Lh=ehR-P=t=j?g&eq9;*{g?JSn>gnre-~Je#>m1%KS=7gI_@+I&`m6Th?Gpd z&7mje<+D@Q1rgXchtc^Fh%EOfaT2`-IxvxL!Ox=nMw^CXSp1?lmk;oYg#yCDc-zjMT{?H(3Y6r=x-4*s&XIl_I$e7C=}C$f zzgAw1xVh27T2zg>)0Vk%2}YnLAw6fbVd(u;84$i~DdrcI@=)Lr;)Ynhc05+pAJhR6ot9)=>UL~c2qWv|w}>Ak6X zZK8cj%|y+fqY@*Q%UsNi^BGVU{Q9dys_+u1F*0fBP;eCEmx8!j$M4bPg%5H$+-zfLmk+DQl?r^;&# zFx^7Q1FuUwDxY+%+h%!2b~3Hqkq(E`lVfT zNFFzg$yw*;$@k~`1qA4#+n_2F9)LMJH~rAO(L5g3^?elv%V6@chSfusEpc)Z`&@ZG zG#%X?FFUl_Rma`bIDd^saLc^fj_<=@oktSvWUiC*Mr_>zUt>*)CDaATjuLf6-VH5} zoZED|R1>0}L$g6jl(AJ=6(gHy8K?$K;bzEs7CLZNYRBZd>Q)4K^MDbWinn6~GEwTR z??|EKkb^O7hFs%tS%e!Z5v)MZ0}*tIdwN%^k!KA(hc*k+Ivl2tz)Wr!(drazJu@m- z2E5sDjY?KURdpVeWOeyNOZfw&`{p)Hbua%!OS zo{y@MwM}O3?yYsW_61BhQd;3NquTb1%5|NJWLwHN#(H}7N?DVvy)`S%d7{2{%~;K} zxt5r)5Iwl)?g-_mH9t`GZ20+Xo_sapy<5fiS&dqDZx}V*#nL&leAY~w6IQlwM)7c; zN?+7md}9SM<}C-_zx|N@4(%PNPU?!}slz6+g`6x>U?; zd266U1rLpUJ)3Q&NTZ|}CtAx`3zZm;3oUvSPy!&ZzwY=w`74UNvj%x+O^d|lob^mx z`zQgO0Zkb`d$sHd$j$?BBhL4A6tOG1Ju~(T45=HtwPFMwd+P3RY|gjCP%J~vLz}%F&cDf+Y*L+C89bS|H+b@tWq?S5@k1ee*W<^Jt7(27 z?7F2?c=r=G4K^Gee>)TTR1511p8C5LWnI+J86laDFnt3J6l)t`DKgPmA>eIHaGcA3 zHaD>KBPT@Xx}IRWbLjL_qridyLkD4?f;kS7yv>M89{@0u#bq7V-kkTkl5No9bunjf&b7mz`&kIW;QJ89UK*+ zR@(sjH-q73%2z56f6!-heR)RU9HhaI6d>n2*c3XS{CF(%L|z)WJ%aMl2{y5K+4PY2 z0&*xDTZBX9PAD5f4lzI^Ee10X)C}5%O)nAAFIRqSOP3$sfAPL0{SNxOk3P69YpK)? zRCL>R?3hD;dcN|>%(P7t!0!Jc&3fgoaq;$WDzyT#BIzBLpy}o6(($~F zL2JKvr2S-Aav4VpUQ3o-A^DWcS_^Idolqg;Y7!9<&WOi~(4G8Fmb~o&C$;88fMd5U4OL|sjbjhe?n7OH&n;YlSb+CIM7 zIu+X=4Gs>%fgmjYh_xz>8qFrb5qbK6?N2^7Wfad0$BVa=3MZqd_s^Pg1qI4st3$@; zH&R^Dz6+R+{A3Jsr?5Els6QCkoxAQIja?e<7 zAu547WPzz{3jo0UI&{H3mq1t}(KZ3`Bv86ia1nBc@HfR_hvyu?DqS-B-ST#^K|Mf!1-*fF9OXS~#aqus6K1!Wa8fw3`eBH=+L;4#%gIsn2 z0by7C{ylsC{Bfkol~vqcK;&5n4_GBmmk;parw|<9u1EUjgPn z@N#J(QDCXj+XO)WAyU`al|8$#MGnmENu(-_GrWEliI$iGT#8(1`cBmI1A+}qk`dkA zYM#X`UmS=7H1>PgDWa@U8Ao&LAa4FMfPCp!$1V?P?)1DuztH8nl@RY zx9NAG-i&&EWBiB3iIe4)Eu$yu+50){K4CEx7=icyo|Bo1XY;9fmh8CV9W>{7_%llME5?~?_L#;<`~h$QsiPQxITyDos^fDj3pLWJOB*9iP z9PX-dRZNk(iNhbw3cx5&y34~=`Hg2hHcxTtiHR>L;6uJO&GCq}7b#E8^#LBD_E$Ul zRd@XJO5Qc6lIW4i3>kO34=^MfU)Z8?n5RUM)rSgp&AKk*_LkmtUgS*4(TDj7zK0Lj zhz{i=;)V1Vv&Is5#m1kk4*7=FPb}@8T;Q3R7d5aoA+{k;aOR-M=1or}<@yW)Uj?R} zia!DMbiIy)2k&Dd!WtufI1=rx6_$r@d8%nTclT3PRwky%%jX?R=>a-)-}MZUiRSq_ zVH$qF0iR^ghp1E5>$ZFqY>o0segz;X=an@J+Dycrjh>E_)16Icz~a|lz8pGW_kmt; zugIh{sbT@7YEo{@tF|$?^w?z63h+mGm1j(Up-gxW^2+Z63fqd_6^cZfBw7G}$oWFM zUEW4}zAzWb=0;%LmPylSI`Z53@$DAq<47UrZu#2JL_XEW$ zL1E6-FMhJrg2eWY(A2!ALpWi{iUuDez5s?qsCNPDnxU5yERqRDAkynVTL8joZo_z5 z9d-XsrL3Fxf@hjbngaQ7 zp&>Tr_(Pa7>}Jg>IIA;@UrdH;y!30Rd;h83di3~mU@?V>75IiN^_(loT5IS;ziNr~ zMTF$N|3dwalfS4R`v|Bi6ih4G!kuCL!JDd6ZHg9G1|Rh3to6rD^V>Vd^FmM_$p1jq z61t>{TyIMOVaKD+<>}g@s%Gpc5`R8hs!jt#L#s8%CLg_hzr1nKB%_a^L`4Gt>N600 zKX|Tihjh92sJtd4-EyTAHP??t{hx^9HwqMwO{z(cIHs$f?7FD4wZhTN$~=EPN??Qq zoAx$(4`rK+%;gNar&U<|SOhdkntT)zJc)lFC>*R&oi$BJl1-a_mnX<4BD=ei5X}>E zHYY5-TxmKCsnLMoeM_B>Ik}#BZV_-EMmm?x>OY>%i%cNX>c<`))uZ$XWm+P2!cllc zixD%8nNYM^h6r?4>+7>;g*^-1NobB;vV>!rV0&=UwlPj{VmWOGxud?=B#0mrY~aqy_Itl|D#j>E%-`ni zbIZ!f@ka)1gt-?Ij0{?$-iC%z#H-W`7n-$bah*uAqIa(Q^vrGh!qCSM6PB-DJs0mE zMMzg`FWxMWi`d}}V*aR2z{dkElDB5vVul}r;XT=a*^`r^&c>40Ty%h-Tg%+s=1^qu z^OaeiNb4|V6hBU%CjIL)qkP?BhU;Z)ggnOlNegp*bcxpHvnUTHAC0B*r1TXU7`1He z>*B17TXj-~AabW2pez>LvSV5HAu38|M!t}2ODXlrea!ae_dlrW9{sGMT@#oepk10I z2t?Jlv`Iv6iuh+(F_Ezto>Z)Dd#nhr0|+DAc&p7akpRvKxMhrlZ}{-x=c?Q0PXOM4 z7zsxKc#?3vsitz?tIKe6(tp$S=YUEJQ^KJV2WNT*6?2!E@m&tc8KC*z<`3 zkt9Lf-;4@JCPhemsBFSYolO~VnsxGG^Wg?<$tkK5PbyVUTYu9}1+*P+UmXil3Rzf^O&Rthj8-RO) zi=p|V;)5Xf=A%3yr@{j;Io}6a5{2xi%gNi1oubahjOR+Pv}!LB3@~;ajOOPTXD!!Q zfD_2xC0YR)@~vC9F5t2sz9dKhN-a)OMZUl|QJXwL;sWz;%2}v{43_03xPHkrhlHc!i5WNxE0FFC!i`S2ZtR1!eP>#n;^D+OkaossBz2gQP4xwvq9uBOj_`F-1c?o zO+B5INt%}vLxj$~^P2-|r z-8RJzh+j&TF1!-0HZ+wqY$RD3kRfnjqTCq$UQTRC9Fctp9XHxWrSI2NM;ymA39QeDq7p+r9CrHPzyok9MkK9i zaECmpSa0uAa+e7MarohkkAyyh9`C{Rs@IYBm@eobg}Kz1Las64E2E$sNkm^02h<(y zWkXfAY3{`oT&QFs1?=rUQjwWWN;d$K{3w*4_! zTL;>&GQ%l5Gt-A)bn)R1tJjWG-}Am4(l#9+$ktkJ)~73z@p$mPilU<_EHmPuH{Uf+ z$0Re|7Lr3~zCnZbl1{CUPVRx}!>$)*&5iTbA0)P{+-_suYL^&mlY%~SD5+EOzI?eY zzz>6SeADX)v>6v*Vyg7cs?Gq8G|V}mO3yB>A3*M$4W$pD=?#Zi2jTE7DvUzxWn_gU z4FkVY){paNIw>VA+O^!~A&q|-Bbl%aUIZ)fm;$~(e*I!?sX$TS35X50<3tU0ZtqI% z6%Om%#kK)3%Ae}0O+bA#9&$<<k5KJOV)zF5uJx!!`Q zJ2vQE3O+}NC3eW1x@RZmG$3$eCAtH`Nxemj*v1xEp!5IH^}x z7aS;;%bHr@<-`>S`vSPK$Z`kqkmFDlxH$nxL}*V@0o;q)yyUBKp-PX8wAco5mn-rb zL-dTN4t)y3)$z)7ZIj1A@7C)$TAS0v8$)x(&%AVgNu9Bt)Tl;`y7I5^L2g~RLyYm; zKzzUo93C*S|E;wi*l^xK3;X@&PZ|ixU$2&Hwryh6VEj)(zi3qF{Q3QZG6eqg4uMX< z8DV6IYRJC@!Q0-lM>g??F`bYNI;F9|pnSGloS0QE^#zNe_LBAMOVj?eVXo+JgK+&(5Z8t^WC9DQx<$5&wMH5g2#`=yR{&h27~WxXJ;LQA)w~Th*qHf89mL zk%kWVqKw+Cgeuvh3f;UhKLb=;l_e44AqyY;$|e=z(@f28OX;%czC`e|#4*!+SKY%W z$0CyB3D4mh5Ce8%Mz94+))2*Jc37`Ko9*-+vYm=ixjVFo5LTTD$fet|!oU#xcI>#8 zp00q;ri@ofrzWL)pM#KtPEw=d*RobB<6I8-H_iVq{v$31xrwt zW9PZ(vT2Y^{tX(iJ?ml3OqB_>RFc^dOsX?MWl;sHWkGq0<7Wrpy7OObDn4HH-<-gY zytrmbub^Q}CTCI?#Lu|UUxqCqv}6VuNOT?z_Lb| zK+p;7YHQX~$KJWSDpYX>X%uP6)jN0oA+9pPBi_edXPoa#l2M3pA7=pI@h>PrJuR@y z-=(qA_ah_14L%5DPgDaGf`=Vi88_4(Zln>S;ck;@Ua;oP#v4?772I(7?idMC*@g0) zCH}oKyew)C`bMyBL0oeJ%G84g9YzedL4$oHwD=f!`8z`LbCc8 zZ5kA?b7vgaW<%|tUlv%wOR(d4_hCo^q{0M%OUB?yjC4;0E3&<_G(EJ2vuHt|8p@mX z0yNC^-_mCQ;>#14iPCM`ZVq`8l%Dh#q4vLYiNX9zJ-bBPcbt0u<~Az8-sC(g7hggJ zJ-{45ad93#yE{V9rF#KRzUP28(rRml@a$svMRE$r!n~XtKxNBUuFR*fAX)@9{Z9;Ja#aSPl(whmB*HZ(= z`dy3%25~sQ((G3miE946C?!f@nRrZpkvWYqx2NnYgGc1+mqDMdN!C@;4|?MAS^Gm_ zVZwgj<9s?ySWnOy(LQRT1W<_lDPfW?beXlpAl=)%Tm31=J1XdN959NZ2a7&( zL>>op(p6MXwE3U*Y}>OvG3yr48@mgYUw_m@iUI&7asX7`w5wa{)N2$KA{%cBm=AF- z!xaEhVH%8vUqon!YV0n0BYuFg&)(DH=!;0!48U{36vmJp+MyHV6yFDyn0l_?{$cQ; z44l!WonQwqd<+j!7WfG7#cd)M#8Uq3&0g)^h0vC9!_3PjZ+Fsh7EtzbEDaB^8K87^TwjilbIo3#AfBRmfuTRx_GSxt3AM_5KRIj&hMCBuz*NY%Bw?kl zRM8A=g;C81arujVzAGU@tB*npf&{j_&2t^cn*;r0X^0sF@T0r}38w3uM?jG^SM>d- z@Jta9;e$}}d|;H&;;KmwZ=6o_=K_ZoxR zdlpr%UcF*>fHP`ejEMGf;uU+-QnTCH=%i&;tcmQcHa%_AMkuX)`i5wl2XlTwMZ&7J zO9P1dGD-pt&bFmkR3Hj+$s{V(4nxBu7LSZVbezJV!4IwzRW!JNh9pGLUH$3* zcIT@xwX&O!1!vBVdPs(Mtjq2<8c>UXMGNk2t9GK8lq5q0 z109PlR_ezCq*i3fajb2EjYtbUE#REs#``A%#7j1pQne zWt~~sIOw796UeG~6)qtD=fCiSCGauJ%A9Am@C|JCLUo2vWD+3vjHT^@Hqw1wmD9Fz zwNL3- z!BYjX1pWSt0f;aE<(l8cFD?F68!-+U4@_XvtoA6l`94Wr)7cGZKlksyq zw`Z>QifhE@ZP&@+y-EZQ}gja-A%Df?oeWcQl)Ap6^AoUB%Cm1U) zdPx<4YyescN;){%Wn`x{KGxZ~!Rxl+>q_%gII41kGZAl+I8RSoyrj!? zzjmP!5&l5ueV;fX#lav5tGRIDQBbG@$qC=Cpn}|68kE(><2}dJb5xquJsvLJ9skDO)oL~w(?~5 z!K|g|akoLu_B8BABT2JtKtw=g!aAgJl+`N>vNCS#jL@HatThm*Xr>e>e1HL{IUm(C zLjihQo*@$kac;2#CO$TgOzXMvhb3AO4zLf87VuAQ5AvN?C1^C~(aTYC^f?>cT~cv( zoihd{H{++D?a5CEF+`>F%A!it<`x$DToP2brF7v1HU{1mYn_`|Fs-wj!`zHPJ7iY1Yxr^o&T+Md5pH@5`YdMo-#% zd2NXoV31TxKrX(FP!b_#Q8^Ho9wMoreO-0q#j|IBZWOCX(fzPvvjaOU&2d5`y&vIZ zqQ)6Dpj8$ptF?#}wMKm8poyldXqItxEuc{br(DLIxx6tPLsGcP=+W0Kj+Uqd*>9X* zT8sioGzt86S#csHnM4Lyc&Qg9tWe1meVnzsgH5eP<_ap?AFu$;7cN}*s)naYCKWCg zA?sY?Cu$Xe*#&-QI63Xl&;1+LYH%4#)g&lxpM2DX84AEGnHzvglEoohP6aum37=`r z^TbI>rTDaiD2 zGsX^_DOv?qgCem(urIn7PI})CTPr-7z+=7)2z56=#6<*=(%urKo&k~oI{ywFHh<~M z)GOd}!Zi@=DB@?9nzy{U_6<5i7K5qrneutwlDp^+F_K6cQUh=+5)pPY%Qg)<4Wl2n zyAR&u;hDVF9;F|2gtMhxGepy;bE$G{b6m0zN$#W;lW312(VMpSDy$Cfx>$PG<>DLK zQ~6n-)RX>QG<8$$pEU>{%!y>8eq8X-bWJtk;Qv&1=0R1KQ5e4<&dBKKwHytHWJKB0 zEa=VvS*RD{0wES!v@oNEmNuj25(?;mKm(?NC|0Prgo?IUlUrO#Ge9pcC{WUjg&U=4 z3Jx+Zko0@Ld)xlZKb%o6_kF+j{m%BB=bWQx`~prkw`m!YDbr=0K4jOd<&(~KU4mEe z(51s`qxU1dfZ$M2conb$?sadfjSh zZ9BmO1aw6|VoxM*uzB9QZgiK*MDjkfw9R}#d z8#h)_oxpk~HDt%eJ%zbI=4}{SPzJZ@{mDg}eVVg|`CSs)=UBsGt@Q7Hiyi^K=K|*WPh>!*!&{}q|Q#$=`Kwsb&FH;mGXQg7qN+)F0Q44OCZh0LbZ3MIWX@QI*r z3OiW2nu_S@Uck>_8htb@(Py})aUb^ze>f^VajTY^zG2{;N}0hc zK|LHN45y=wW;x))ctH`S&(hYhw$FZy8-H!YNO2X+zCA_D>zs!UGr>gl(R%o99lUZ4 zg#C(^#W$43!m40Z-+DS}>eO+^8b@i(;mv+kcZ|jBPlWACiw1uEgmjbXb0*b*Be~DL z5~MLee{t{n+H`D}MvPqAWUTn&8i}KcRgHueMUaL} z9bqAGP2#2Fs}1qXFI)}ZP{&tK`Q%_eoI)ZU1W{eJ;IPDi&ui=k{2+Q;ymbMJu>~r$y^7)=2kYekOgS^_^Nh%y#o9Mw01e@1xGO5USP!Oywr0NUzZeC+x(vW zSaXfgHl%l^QILUNq@TVuIeFvFpSV9p%sis}L`6l~9KTn!nzeh}>Wdl12CfQ=X-&6b^SRwWl(fBpXkq8_vkUx2H+%+2WAaY2}Z>osX zK|JvEbe_X8y7D&gq~Ib#TA876;b7aLGU9D%CBEWX!9FHtQK|@js049w;w0u~| zRAeJy)9%8@q|7bHcI`oZFLIx3qTuyv>$jz|HHffRuhy2wjZY`VoJw$h`f~e0MBsXQ z0=4YD*&yzm$Ckb^ZcZDK>qyy_ss-|sDQjq$X<>p!F)&duT(6%KJ~ZUY5goF`0Ox#G z<>q<_BZoFM<7S|aD*u@Tm$U}fdK+SEPTSyA0s1lTXF+3ETb^;O&cBNGId94JU-LKq z_tP%(YW!}lW1jORcmB&9?pn*(mD%?g^qqgcxFyW_60xTC