From 453683e544128be623323852c0659eebda70633f Mon Sep 17 00:00:00 2001
From: NotXia <35894453+NotXia@users.noreply.github.com>
Date: Wed, 4 Oct 2023 14:21:19 +0200
Subject: [PATCH] Add FAIKR informed search

---
 .../img/_a_start_example.pdf                  | Bin 0 -> 31000 bytes
 .../img/_a_start_optimality.pdf               | Bin 0 -> 23688 bytes
 .../img/_greedy_best_first_example.pdf        | Bin 0 -> 30234 bytes
 .../img/best_first_example.drawio             | 250 ++++++++++++++++++
 .../sections/_search.tex                      | 187 ++++++++++++-
 5 files changed, 425 insertions(+), 12 deletions(-)
 create mode 100644 src/fundamentals-of-ai-and-kr/img/_a_start_example.pdf
 create mode 100644 src/fundamentals-of-ai-and-kr/img/_a_start_optimality.pdf
 create mode 100644 src/fundamentals-of-ai-and-kr/img/_greedy_best_first_example.pdf
 create mode 100644 src/fundamentals-of-ai-and-kr/img/best_first_example.drawio

diff --git a/src/fundamentals-of-ai-and-kr/img/_a_start_example.pdf b/src/fundamentals-of-ai-and-kr/img/_a_start_example.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..bf3d110ff3197acf7707e9ff7cc05c6039ad55ce
GIT binary patch
literal 31000
zcmaI7bx>Sg@GTl3B*ER?-Q9yb1a}B9Fv#HU?(V_e-QC^Y-GWPCaC>~W-mUuGSFi5W
z`D40!b??=E>YSQAwHL)NF$o41MlM(izt0aWEDH-UGqH`41uQ>5ER&pxHPF$Fg_xC-
zgOweYNx~fDXkt&yBmpvXG!Zi~wgH&@ZwxUDJ39|Ite_yQgQLBPp%tua#)T)0YvSVS
zy~CDC@`N1gDpe{uTf!(HJunay%bdnVZU`p}kf)YHb^d{>E-t<&GV3c+Y1xQuX(u`k
zfaLa7vuI?<^Owc2N-8P&U08@|RT=+u<v<Bjz_7je{^I17<uc`Ue{}xfHkF==Oh!ug
zlO&D3FsEd)Lnt*A8fBfm(^RBi>>)2blvW*0e4E2X%K?v%VHic4v!FVw-MNv?DGSW0
zG^O>U)kJu`&tx3;LS;wNUTnYbubNe&7~=@rtu|&;l}^odrwy@Xhu?_zQJ&j)mDUYd
zlq?KfGR<r{`})@{yV>F>uAAU#9Fv69+24?+uO4|yvjKF+!NF8+gE~qPinrb7X<dIi
zpJ6$Z#USMa(z@laa&I?eno~x0)?e%Zc`ph~4j$tljG9=DYg8hd%<vbyxVo>8Jy~sv
zyS)2S<J{zXOGN@$e|;5Cz=c&p|5uwzdO<<dDd8SJ!w}V_SdgXu{*$(k6$Z`TF7=}?
zr(<hTN0zMuJb7Ae(5z2Gt`8~-#TJ-d37->i$n!M7jfW@Qr6MX6oZf7<=Gpp$-Re|m
z;8y*d;U*SNmR;p+=*xMR5=Tm<Iv>ky_!(|kMt%ZNQ=-t?bz`csKMk~?dfqKiaFV^E
zR<CfW4Zy8Mc9*-+J9QOgMMp|}mKlObwZ*VNt-@e|wRbb;)|1FDP1QE%ak7UYZL+lm
z9q0SF{(Yb42B)`u?73Ba7)GqpoTxl0juD(HXBK%#`?P(qM7|siw;Txh$Th#04|}rt
z(1$o38hOEx>E)4qj8StX9A)o?4)taQO$KB_o&{R@S@{wmdAxO#9U0)<Ewld>GTZuS
zh_flK{jk<A#kb6#&ar76(D;z+>O&_}o<Cj{6v}5mJ-?Mjmv*^-GO@@B7wooIB1{4$
zZXGT6h6E`@nBz<qtFfcFa>x%^=mx8~VJsSN%l~|K9H<t1HY(5!O5%$Q{(XT-8WoZ<
zZ=o$|HKJk{M-R+qKN7!b@eyPw;L!Xx8GBp+8qt(<*foe|9XE#n9KMQHeQ5vP|ACRq
zAUaD+b;BrvcqG&~A-(vcGBDeiZLi-8$3KyFVV)MiC{Y;^+f-IvST5GR40#lmfoV(F
zY>YhbpJ=N?8HQUWviar|C5doG?1KQ{8NAe|c0UQ!i{?N3)zr;+^b-lT6uWD}Z-#jc
z?PBM3Cb&akVccWFWTLRp%WasXK`QbBdx1+a(x}D2lO8jot3kg`0B*pQ+nl_QL29>l
z(un=r0}DOS%|J0TFPTFslkRz4$U!6GX^+J+)-nrQfNJmM2tdC!APKCcc1gnCM#+2i
zj58Me+aMl!&+j+Yg?V@66#l4Y)JZR)qmEQD^6q^NUNjptO4JQf+6m6?MWD>LL+(EN
z3QqUKHUy_^B%O+<^XT@yBH7=4kU#jd@B0uhqoVw?8RyVdz6=ty)9MgQT&4eE@=MFB
z8;71@FW#OBH&?KA$tRZX+2WWBily(*yL@YhX2T$>RFzpm?KZr1;nQ|pd9V&D9tMZm
ziu`9)5jrv^nuokNjXs93X6^5z7*?!z>AjVaZ3P<<>fwwVs5+qYoD*~_)`$PRU7ubF
zeJtxR0YUGX>rhVd`~SS1|9Q8Nt)(rD_J}{1kGCX{ig-af;7y4ChTsv2ylC^yC{ViN
z6J@%9Z5>9(;})wsyL{};hD;WD@ku&uR<Jc|VL^Bvhe_=2zux0NDfMZ7_7~F1xcuMh
z;a6M%I;qamtyq&KJp4$atgPP<+Rapqx^XsSmMISPkI_<+z7$i_!4)`@Xj2DEznKzC
z{E3tulgB1cX)d7Wa+z@q?^=7A{29rtm6GT&8)*dVRvZ5MDm+i~oVNBKz0v=gFh#F(
ztv!v87sg{x5Owdy2}LQ|`Ct70*vg*L(teXKHd8VETytzrcC6D(V!xjuRauS0j8{C}
z{$+AU{h5*Gfs})vWg}k8cnE$ihXOzNf89z6eP!z@Xr|yataL6r(xt_q<6Zpl=l{s0
zs6XE_y4KRWu~-caEtacSndx{h)-4svVlrvB{PrF{H&>yOU!Y~`p5V&M^L(tSn~UGe
z%MF4Sy}9jZ<yqBA&4PDn8$Xefm9M3uT17?MGcwMrREoo_r|C1BIa3u+#y(tZljPue
zOO^Mgm=`dW6GUoHN163h5=+<)D^Uu#eaw_6O?R+WK;Xf86;)u!P{A7+txzC(y1C70
zv@ZTg!fj?7G1Z^_@^Qg&DN+0pd98^2Zq;Yww|yuA0j#uAikhEJ%V>O8vcz&);9UHv
zn?jSfrY9goDiqU3DtDc>b4%5>-ln;CDCb%*uoli329L=;mVI7TdPmi2=?eE+SKQ>5
z)%_kGyoTF8zW68m2)O95$>41t1D13X$1KBKd~{m$?kpK<{qqpa$=7~^=mdh%E-f6j
z%sR?i<}dGM;^MmD&Fd^_9?EvTkX{cW4jfkH0=023GP*3RVe+}v<Qpf<Z@Y>250)}U
zM@7Z%rts&d@k-?GF<|$#(I_lXSb;#-^-(1=qc6QL=$D(GE(|f|+IwKUO|s1h-eh(|
zqj<hocDGEr*o=w`q`P1CmG#CJ0qcj=4efa8mdb5=CB`>xm*kVF?A#PW)#JDXgiBQ;
zC4w=l_O-zGpJ~@&=NlSaZohSLY~noVlLNMSmcx?STV{)Q@&6(fN4NIJAr!^sCi)Qm
zHLl&(+*~lM{MnI|@=#7#zP|d8!ti|)C`g1qzk!v1tJzI{c~}nkolDZWef8k}*4pan
zcU;brZ?=C(s+*SG%t`&UX{Anu4^Omc3`)nNgJphX#LC{96pqqHzHT;{MMmT+9V8^K
z>{&lfNpl^`eNTKe=P&FOGRbjGz&mq|acxAs;sPLg=2gJdHb&6C((iUlWf3V<r|(s@
z8<_^wH|3YwfX<2#VT0yFkP7aeG`S(5E;abEOKYv^J4e~@T)zsI0TbJu?dGvT91XKX
zI-A7ng+n!pb>kxFOIH;Tqx>_!|JI?$C{%p733o!kX$~+SQFk|*%VFb@=~nsF|6+Db
zPC=atGV=1e(Qy49A_)(RWRcY>DiM$*S89Da5gi>WY@Yv9oq!;JV@ioYo?x=~mq*09
zxs%Iz3f@6*bkkbV`w3DoBB<#_(#l+n3iI>n=I2s8IsUUOUI(-YFsOH7*~L-sY@HPv
zT|d5WcHLxj>GxEfQxi5_UMRA7B*$GnG;P+OEv(fko&c>NWsbR>Ed=`x6r2{tMd{&4
zS*~1tU5wBS8@`buw7vPV$Z}rj3qXFlc;U!%jw=iOfs%y>Am4+3vy1%ut<W}uLszM&
zM2ZZCMuuDbY`T(o3OU*m>1gV5-0Ej|QZYVp1}-^je-WHtDT4L@bEODgt{$VB3^ocO
z#?J|e1A^X?7kl;5bG=v|EwS%f9?L%_y9}h#Hd5*dc-(Yfe&TCS)$5V}xC`PFybwVu
zngktpWe^(>+eaP*-%{Y({Zl{&_qq7(%(Zg&VD=p9w2VgST@Wr)$b(^1V496H+MNmQ
zZ6na~&@1hEjyP^~t-E+1;SE^P+Nsfw1V}pidGmw@o<)A_%<md-bGMigbBF8Tmt>Lb
zBKY6YFBOe<4_w+<fe``b_sz}Rd^MqTk1|!rL6Q#Zfl&f$+k(xhS9YN1R%@|H(ZKrL
z!Apz4pWaoD*T&w~Y~eJiP#jOyH;AZVgVRNM7Nh;``!>}soE*IAHCihe2rDHD-LT88
zUx1zMsW!3Cwmzr5YPM;7MLG0_q_`K}0@#+qx1L<vTi$}TyR%3R^V~x6=GO_G`Td)_
zK(jm`I;*H>kwFSiGT&o^+venLD{h^yCCP0+6?qz+M2Kwta+_Y%2&vnErqNDKo;LTy
z#g5F>IVF<>X&YHlzt)ytk^o-1@@NKMCk)<-xl^=#c&T+0S)efXxM&nI`ji>?I+B`6
zF!kMJt7_GKItcrp)+GXv^GE64#O?9}a5e&opRU83#*Q1+?Fi>+pPBErS4F^>r2|(z
zDKo|Sxv<nr4u?@F8LRO@QL_cxXkZC_n5Jd8-@3Bfb$t3}cuD>}ivTJ@=bM`NjOvr(
zoJtEZ_kqwDFh`2-fDJ;gjEvf6i{XfuwtVj}VSzlmh~Q?}5mKFm&Zy#At*@z<$X`t~
z<N&G7(lVlfSoaEf_gkGq`2B6*PkWi!=|iLfDmxT=;yp3qUPk3Dq)7bLBN{xyd&i@{
zSeYf^vD?K$y)rj1H!x#}DW_9}%8pHA{y!+Ue=0@B1@Im|j3Cj)QFgCq#%VR|^E{ap
zbdwVmx#g|w`ckz0fb?MyilU1U-J-g>kX>CTz|j*^D?eE8O$zZH{_XL5x{tO&*E^B3
z$2w>eq5K#641~@XzOdnu_5(e$BZb5mNX#C_kWJX~-+=6&ugcLk#y6-klB*0idM)$Z
z2a`8QK`$yTqqaW&kL)c-BomtiUc29SZoou$gWEB-kQ*=08y+Y&As$G58=dV;9qRgI
zW0jW<e1~d&>>-V`2qy|FBAPf|?K|yoqAplIXV8F~N&E7WQaEdr4HHAG{zkza`v@NG
z?aV)_3t=RBF}VgYaXO!uB5Zus)wF{bw_=y4z>RJU|1#P19d?q48^)>5;0HZaLm#i9
zN#qM{Bwx$}6jCoC+P~&6&ArYyv7Q`5EZ-~J<n>WUoPWnLoHH(m(;|(*F)yTb<nYln
znw<s3viLKJwZwT@qfhf06ii)lrn#NJULGveMCi(vlODD@5>$xU^}w&7uHb5lXW@-d
z+v3Mk&9Oq6$3-K|eRB(_6IO$@)SPgzM_I)CA<HT;MV0M$&-3?jr6wv<4et=MY96Ap
z#;RuhHwM@laWC^Gsm6hs(P5^9?rEK$m;?|c@XZHF7bBPYAVQ>zdO(7NGrao(>L$^B
zg>t2-OLg<7j1NxM2fd=-q=*H%5!viG;f~g206|DBGzpvt<^eCIR|KZEpTdf}rq;k+
zkI}pDn|YAeiF^%joVWVHiQ>Gg)`<=S)7dY?+oPH({3eDF^RBTnQU(HKG_-oVv&YT-
zY&;*w4p!jn%|E=M@qYhY(M<>&!#LY{fsIW(DH%pwOf?RXwW#Dth)Z7q2)YC)%`ZAI
z?fB|(&QJuun;}<ZR-|hjeyb(AhF@vr<TFJLUm=@s49^z|pRhh(19I|Ql^4HWui&o`
z)UX1C!oXDGmo+xcp$||VVy^{VubHG<5a&!}5v&<}ruVr}O{mU@AiN40$wQo-O&ndp
z8Hn|7?Re^Oz`azG>Da8k+X8SwMzL1#5FfQ)cSU#@r)GIYJWhgzVGK-%;*J$09ki)g
z+&;ZQR6Rf6)Xke+GQDd7s7$0!4^l6!bgZs;jJ0$uUd6<(LCii*JRGZJf8?FmHm`@D
zVanub&EzR!{05kEILtT>n{vpC#gyW2Wf-^jHI2K@<7+h9pVCzPWCI?0HvD8mMA@Vu
zD_}{c1gspI+0jVX3Yr?4_)x$(T$vv^=Jg@BZ5~`m5M&oEcPGTQ8TS!X*M;pn;q}|h
zKlqoluz7zkj1lgWl5pVBie^yA$K26-YE+?~?R1~sj|Y?+7Nm{rZ=PH?uSof?G05*Q
zg?O&-Atm~W>%Bwak3<hi9?Y@J{@O%84k|?}h4T27&N}@%5<=e$iLW@hUB2CD?}89q
zU7=FGdbUQFnKi|-l4rRvx{+_i|MTLA_B&8-$?p%cgmUXpMW`koDTBJqwXJid%Qmzw
z!&>Blw4NPRwTDBYIlzo+N|0=cqnBad5;^JP_`1O*5^f!HRIp#&70|H{rig$Axp;!%
zpScKnkyclF7>6xio@}A<C2##F>Zkvez2xi<MiQqJ+TxGF;l^I;>i;tGAkf1G2;Inl
zvW;D~M21zY<J#t<RORjv4Z8Lr9^{7K2m_&_@ouwrCv!}W|2dL#{nfj~zFI%TK7?T<
zw-i(@66dDfpd&a8B_sqGx4ZBJn|^gufh93s7L;VPm~hOe@xU*fFGAoWPKwW}oV@{;
z-!VL&Jkx>6z=O}8ohsR7inGHwM)2yQ1-+n9W^8!g0HauVKqy?WJ3G^dgjB}V7(r&A
z5{h^EK%7s4uYt}V;l9g%!(&d$n~8A~L@JU_Dw5A3ZfE|_Gk_0Uo6PNBADzLBLziY^
zBTSp&?W+sl=#>Z?XQ#HIE~tiJIk&8jF7NPcY(M~~cTtDZs=<>F3s`qlzn6+rLi7B<
z#-ygPKjZo1l8di!W~ZW8(8jm=AW$jU+rxsq`Hw`we`2R25<YR)AtKkyPm;G-(l3P=
zb2n>gZ_0QsxOn&VmW3FN32yxDO+|LZc!jc7BNBp_*PzYBsd^>eGtAYY2#{v=Nh62e
z$;qzVbbT#9+S2ST>3m;J1-vSR*4>6MCruP<U<Eu)6tKVV2V6v(=ATr}L}W}8N)q}Y
z;OUKPEX8zxy(7Xcv1khLkJOeE$?63RS8*JF9wCw?`W>?~iJ~(%5~ipD;ixbF)<>r4
z`^X0|+nM$ITSx1wlYT<GvmhwJ=XOn;(|ggudGf_;+oNluD7iJFC1QN)YV+3e^>%|}
zs_Jj+2dNvQqP6p~<Lt&-DT1Cu;}eIUX=UrurtbX8+eq+fo3PU+=P!-BU>_0?6qfqr
znR~&d0r~R314&msr;aLK{bjN>vb?IcQ8Fz(FVPe~2~PEC*!InM8p!oLn1}v2n5Cxi
zK|-9}y3OB0ImlB?3C*)M&M{z}-)_p@YTg)%eUyjNaj!vE2JsicD2y)<_nHRr7_+mN
zaR(GS7kg=b(`9Pq>eYKSrcqce?osk$RYQNB<V$a3_O4Pqy$vc2EX&LRo`SKp!gT5T
zS^KF80>I+Bjn0jFevc;wlX#DKpz?h|rc7b`oJy)*s|t-RmMd%>oHH$AbN~K`^SSEM
zk9p0_9IfnIf;;JPFFa2jFFwz9FAHwozpdc>lerA=;R)VcbJ3O5c4pN+Og-+sc^AQn
zk4(z)Z;HA_=0=XZR?D5e{($o3>*xxRGuE_7t0Cun5C?Bmki?{>jcUp`-a%#Ec`V$4
zj9Wavq<XFdG#F#hwn3>ae9x*#Az|Bb#BrkF*(t<v*ioRZo_Dd7Zo$0GT`!?Zez|JB
z=xhO}`K0NjkWwYRbdy|1UO^>Snr$&%H6#n=xd}EoW;Tt(d9rMIky{Rh15vBY4jX|3
zQP4ALi(~6FxXdvP?(L6o%5<@&CKrh199=WX8^#mro@}MNht`qpI-~}v-}x4s$6%_u
zk)dkWc;@&}&LSbA4Nf*9`1>v=(~ou))8NguFvDdHH9!Df34L@)xPRHy@t13g6&FLH
zfH%GhTC7oVk;k-aLXfU_c?bL^=~s0J%|pG(j%(&FXZ7kE_b{C<z1pnU#qn=fMn>gJ
zGi7Rli_qUw#m;H<K?p7{2&hsA8dt>1!wFEF;v1*bV2E?+6_w6?k?k_s(am=91+v@j
zR)Iy}6H(h`E<vI&aP^ma7UHh2`&V9FflcxJ6Y7g1Ded9t-~5}uG6|tRcx*GG^2Cbf
z-oS{Hc}ZZFyPYCE$*X$ok<voW4d!vtVm~KGOEV#R@n0Nok%%?woI$WVL}Z7C^!yDR
zj-jYDd|;VlZV{oP7%hpCh@qYb81a3=T0d{!@&{CR8Zg5@p}MA-{Bw6_Tp43DD|MN~
z=ow{PVULsM3dAm$1_c4@4Y<am?_g$GK!^yHNcLR)FVw%HbMlUK+W0x5bI7gQ7wFsK
zZIP79Y|7R7E}Hasw3fLQGb1x^p<anyu^n^O0D-mL!dmta>*5e*T$@?xV{S@y*hMR>
ztmPG=#r=Wq&6eP*Lg$88lti!i`}$l^N#c(|4G|;<Gu*kRIfaF7`C&~0OF+m9(?O<%
zp^XVOBRbJDJ9?h3#ZNew8Kz&uJnEtRCBh0R8g%Ak7LCWRQOCRd?y=FcmS)2**bhu6
zHuPB2-{%nKf@dOUjB{hce5iVa`%hrgq{qz}^yGzlD+CppX0lhg;!${FXqn2E%YdRT
zMj$qG@-;!2*5aS{rW4A({;pdhO!=v3o!C>9b)z7X^|4Ds;d?|6$vJ68{I~2;@2AjL
zk3u;$QH<Ec9-9wM3N|wo)17aT_nF66#$Zwc(|_~{hxw8=xvv^?KT5w%_s=Pvc)8_w
zs6DB_dD|#n5xIB6IK>i{gV=`*5d{2{9?@if;@PjDHidfyCfg+3kHpofIgc0GC-JLU
zC)y-k#ru$TmsO}b(_EDqFPb`~bhSQ|Z7qv9<>~~k6^gdkQOC%bVJ}TXRumQPt(#kE
zwl2>{EeN~(?%a^h{B;lj#wRG+p7Q|nnEL*Kv(k@TOEFxu0=Vq7W($mZ_v!;eR==Oq
zy-S_A))lgrDwicoNW&FIxn9OcOWQ~nAE3K2YBmr|JG*7SA}SDw!<34<4wa-YN;*k`
zSD#s)G5g22vv{&Sy8gYsbS|WCymW4Pxckh$n47tq5v*P1dgA&gTZ_<L4dZTv9l=x#
zc!BBMQ@1d!-u$KI2E&_KxYR`nO)KN0f=}6#<$r7Jqy_`OrH2)#Hr9x{a@IIIqqV1Q
z_E`g6B8~*XR#YAt7yY;Fe7;A`=U-m}y@tACYeFe-%2&xuq@k60+_f2^k}0JV{?R8U
z@0%y6%UH6A#>i~Wd7m)wsNehAq#t73yxmM69365UR%1wys=%UWv+8M;Y*gT@>8nK3
zZI>W6s_PY4Yh*94I#INlw^6jcIJP?#J8qvkJ-eIjE}v~LguoNlELP86bq2g2>*er`
zsh8S~am>M-!=-N&SsTqW8}XW#ZP0F$bXPI{2AWWLq&SU492Vw=94gIi9~^?(!1%H$
z1QtOZzD>VEFX9Dbr=+uK|A9VVbS88{zZGT24=toUJ*2%v!!)eb6@~qL(rF9s&SSxO
zp7ov%$49EU)<CL-i#f{!Rrdl-UO&A~={Bq&{Ul7;^ip9OrS9B8?1$k+OXjT<+2%Uk
zCwUV-FZ%Yv?wvJPB+Y#cPKD9fs>HEXM&?VmWC`F3tc9^l!VqHJgC=s>yYWpvr~@zr
zdZK{C3tk_ftBdHQk^DtwLpGkcr`74Go<=E@&qtZEC+HHXUu>B=0n7B9Y{#S*L|~he
z2(3^Ko!-$KJ|gkpe>Ht4*pH(lP-Q*D>mfCjKdLHKUr46v*ZGen>)W#+#w<iduTJT&
zwwNlU#(KBC^_tsSep`}4NK;51$~-GPTYYk=lbt@Ek~^E7kCdKgr}G#`4hJJ3K^`cm
z7^Gy;D<{9RJ?Z*)78FQWz~|(#$Yq8qORk*Jxn4Wwqo}br@$}=4Dgo&tT^fnT&8!h^
zq63nG@SH$2?eW_O3gxVO!;}5_t-A^QpNFg&RIn|}RLMVXG^F{xnNHQH)^z+fo`%%F
zfrPM=eHflH$1K-ZYrlNQ%o5h9<uy8GV7Tv@Js^%|uU1U2@3GynJP!;xpW&ycXWqvb
z0~T^S5H2g=tzh1g_gDx|uyZjp@~F&l-ca^AB?QF=JJAZOW~f^cs1{(_NWo?!y`*MJ
zB^VPg@D~f^J6X;$DlSGB*6Ns2L1s3H6g7|oQ_3zQHse0(Ym85eF;^2VfB9}RpQb#4
zU2Gp8X<zxnW|~1WM&~X4e}C?e3{D1~JwVS`$>eyz_fJ;hKac-7=1CEbz=7!mqBn&7
zo2jSVP4x%jUTQ|QxJ~<avE!x9;%^upg>4i4Gnl3ydJF!DHiN$Oe!X|$0O#W6#5L|$
zIiRr@$h-2|rguU;ynE!}Y{I>jqPYx&<W>s6Fcjl)MG#*U1MRS$gIc({Leqz;b9+0*
zBy%D<<*N7IpLjd{+K1c0e8;9&^Dt%_0yEQsB=2-TQtk4`Sgk1{L8nJWqF^r39}mi+
zB`J~U5Ru4cq$<b!siW`>KO)KDm|-6ov}j<l8JL4BdNg;q&?RSkT*DzKf8jHuJi0_$
z@-v5_`i(+f0N}jjX%gY(F#bq5=L9JGD(q}CBbD|z+JD(R_-gv)16F<ldZNJbcXAJC
z?1xv7*6kMu8noj=`rm{mAzcIXf4_wMVyyZ3o5W4@$c*|BB7&MolfEVpR>UV)nf7Zk
z48DY@Uw<hz7}~TOTT{5O2L;kg^;-x0Bd{XWutx?LaiIiK6PiE5i4{^)Uhp@9-nR<q
zcNoiJRPHqP9c(}2Qd+QNMM+!_uUVhZz*-rELeAO@PMTD{Z-N<njs6Y>J0+OM8fxEH
z<*Py=?+!aI(KD2MF-#8*B%T>+P28y;TkfH^#5Ni?T-!ZRvsA@bV@`F0?e7fxZ#4Pu
zob&L%;jYmq3%~8~r@>?>ZbLDC@eWTCfNKdgg~Ec<g`9jts{m8}rsIH0f$0d>79qMd
zNQYQABeaE{{9aW6otw}QjtQv&rwjG=Lhd|bw6oa24o1-<vn6PRtS&U^IXf<!3270s
z(^a(U!83!lg}R11FG=dbGsn25)JEt?T?%wR#@rxtHzU(Scoo!x+W5-v=P}Q_W93Lt
zBf4X{k+(IB;3#nI+y>zq(o?xW=pNHF8`VQJBj3XZ{T^%mZA-j4&|A@EUSdZ8?6uR`
z08@CGuM_9q-9t2M)$`qq?OJ%vpI->GCDZ!*We%TjX3zGlXam9{+B3wpVH?_`%1(Pj
zg7**4z)MKMaGiyAF!nWpd&VWSpzs5P%j{dIkMfQR_=}OZ1QMhR9C$v)Pp?71F$1yz
zYDGS?M*xg$%k)ML=4|<ExHAtK09M)Yb|(j8UZ&zB&E@w1k6Cu6PwX~ovM?U;FCYo?
zsQkKfibZVvi@D$9y}x<-z4l=F+4#1$`F0ms@7S0jUDx!anAsdVU9Sr6jDy*)F<>DL
z3g2><ZQ+Ez@KauM@M7<IKFA$ob6;ugq(jca?&vsDJEF@y!tL1kUCl80UCqJeYV=0q
z`zSI&Zs!|7Y!@4Z=tCI1e_Ig^@gtg%?Lj(`IyPaZ9!>zWUK_h(Jcjiso|ql~$jmeD
znFr%uv-$btaEUO@9)T&Z;omSHCH;Kzntg#MRy)}z+}CjK-ygBuxg7sY&0hH$z`lli
zBfZjf5<Meao>2K3z`gR_ed*3c66r3ofzB$9@$Ga(#m<Wn?S77)|44UuCi+_ZA#D2$
z^q&_(%Xm-S0Z)G|&c@8}*0y~%?>#Ao{{I-L8QwCs&orNruf;yJ+;1wqC)uzHAF8&`
zRG$@4GTy^>z>1$CQtmh7-V-7?g%3^J=VAYOMOXzP8t%7(9dN=Y4mIOFZU-Fmi6iHJ
z6aB<}miT4+9P$}L&Up9R0V92eh`Bo@ZQWybz=XXg0-qIrC<u{ozXk4q(f*g=V_^II
z;y=Ir;WKjbaA)_-_o0&Et!w*i*LyMyT}*`aKa6e$?l-I66B{@MA06B0_0ObF0?9kz
z=C8%w6x?skpAPhl_o5vz7j$v=CrgA+><<MWQQK!c|9JzfjQ6%3@bYJfk^7CK_oNy|
z!AIWq`Rp_FIkB|Q&}SJ+?zcZXU}OLJ7#IbiPorc9od0QjcKtadwa+A21s^rr=km`a
zjEwj29k9k{(&vy&dQT+3789Xlc#GLSqx?@}{4@Qt<xfoL4w&pS?~`-<4mjmA?{jE1
zJK%o*c_cUmA$smNu8%10%@=}VpW%}aEAF@V4+;gJmk;FPtM|`)%w*d(@KGF>*4GV|
zcel8+0dqP^pXY$-Po$Uxu!z-QWTr3UXhfz3Ja8y*98VpjQlw0I007z5B*3k9_f6)5
zd_&f)Joi<;%wy#?WH9DhyA;gn_N6sNQONq@*ogWL!!;(Nm7{ojp1_ynyqRW&r<vxo
z@FCtLQS$dXul5^(!xU~k{|<R=dp}iTJ_Ln)<(~?l`$uMm;zLTkgy@s9yaPHZCZN(+
zU9{0_Y1WTwt#6N!HyAH+loraV&kkZYOnp#?6~$T!emIDya>6{avg+x-4uy+Vsm+zs
z9p#iWQ4>s4@v068(mVGyK;Xjz5G}XEoV$I~B2d6Z!gDG+L!cqnw0`yeXCOWFoxxY_
zJJx57a|V$Q{@E&J4M)2Mx-AR_ihGGVrqk6{{o9Lkri9gOk9^7pZRX&8k>Z2mMR9H_
zwquu$Vn5RWwh>1NwWy=$!FYUtl6E9ZDr=*h^f+kjeByjml{MeZ@c@73;M*^Gs?x**
zo}Rf!Sq`SZhWCMNXqELEo*cXIYFVZHYz;N;nVeZBEo^ga<e38i$`f!Fx<{G7B;%P8
zTRwl0oQ|?le1QYaEW^PJMRQGy)FbM|wFxs2t{(3T%hDsJO!${jCN%pI3{I{G36GRh
z_*0?v`LeR)$DDV^oJAuNox<jLMQ4!oL`~gZ-az0nxAc+1^ccRWyc{(nEuK22UVKt&
z(uu<IS%IC7`ZUP>`uV%HSN`D>UP|XLovu8P(^_m_<V{9++8hhT+`S5D?x2i->HhM)
z!)1Gu=wq+Cv$*ZjTK|chPUx<uOk~+a#hvKD@`#>ND}+Tp$5)fjF0FEO$^5LA1~3nr
z(?)JX*TNXbtf#HmR(Su&58VFJjR*NIp#)-~AP!!^(k71xkB>xEiTYMgJ`ZuP0U#<L
z6qArJpDheh!pmzCcaoq{k`DV`0PkF9^Vr!1qh5j8g+=Q%%W_EHmeIw3%kVOHh9PS@
z2zntbI*mdRe(L{OK0EQftRx;Ov6!2ek%WY0OU=Dib?kdc%%m3Q6vkQlA{_^UV(5%V
zyZ~8}fe?7ID5-y*JVsK6z`YXu(r%w=jtCY+>f8?6Dz0r8zp|NImpcq=N*tE~;Sz_5
zs%ndfL~j)nmHX&c&u46_nBsP&aL+d_)bP4HO#~DXNp2Cn6`YKY^q=kyY_Duddk!z{
zziL16vIu4s(n^;J2-1+yuq+mFQKo^47UBzLrJE_NoldQ!;}id602Jo54#=e!|2qk=
z53UWT7{N4`$j1a$fw)+We=#misB^ekqOQj^@JY+?5@Q)l*<6{%^DvB9FVh#i*eaiA
ztQ^+j86~X{&s)~Mh7^w;EM#0Lw2rQxBxXo|UtQjzhnsI`;hD2H4`@(xSKy`1jD07^
zDIgz)a2^iow4KA+La3+8NcS2FXV~R)@V<vNIDEp;<9#omDsIMIbr{N*2s5oV17}4>
zOVeXHV5;adYV~W~S17g#z??+Ib;+wcy}`vX!7~8p)Tf4YZ<toxE);d>mm1hdE#PtE
z9~!jPXkfB_mIDy4{QlhdAKyUAF(>F1iWO4)QP14c3zqMdlrByISLM~!8QxU!Y~R<I
z{@w6i>>x<ZD#%AV_pG+vATuzS($)q>%9vVQaS?LHZ$3Om#Z+k3erVWO>$F@`d3a1C
zHX}|RS^B^}0(eckL#=k|yNPJs6?=584-6*2spI95jVSqYPA6kZWaFbaS@}uqN%#yW
zG*6a+Su&bQb^$MIB#MCZX>R6&>sYi)w5)A}C;GRBVg999G=NT9eSIZ*qJlFK9Uw@!
z6;NHFjixCQd$E#U<_0ID98l4=ZZSG4ID#qM%Oyi(UgSRUr$K%K`)}vEjp<+F_29?X
zdrxy6Z(vtq%wwkm7?1gj@QE>l2%TXjMTkrRDs0_&_L5O{M3PZLI8S3H?jHq~6d*SX
zl)~Nu#HibJMFl_G3;YnzgtLh#>>Mju9=cxJ_{Es5n{K$motUYqgzpe+;wxq{CUo|A
z;$k0Zq^M&M!-S#qVTbA6o!2Jog9LW1hQ=Ih_41ZgV!cC+!9$Y~@j+h>iL)YIFfm8T
z2kVSQBm4v#{q~57{}ppHjFG?INopYlDXlQGLFrDXTyy%BLl-VMg0{`t&2?x5>TG@e
z^8Bse$^lMSdUSS~+}$2)<4nQX^(yr^qrrG0N*;+`d1%x5Azqs8YE95_+vy#TsC-mr
zlC30(cm94!+NocqzI=|fs>5Wi4<Y7yTgDIJ-dI5FckzfnQXLvSeYgdKc4CEitu9-{
z@;>wLI;BOHK~P<+Q4=+9J#;&#c*HE;9@srVSRKq;?}v|R$}>V3X#LxWk3C|{Q6fMA
z_zR<6i)Uo$<|BU;(~L5oMaGoxV6%?=`>Fv4UOD<YS2%|sjYr-Ab!HLpxnLyX{unm<
zj|vedbw{>lE2ff`zHj{!P{3HAdk#yFkb(1{h(zC{^A7qlDm)xArE1`*-Kfy3T8l*r
zQ*S1=M7-gYj2<(H3(i3~42NbY44=U?Xs|thllzYr3qIx5cJuA)?Oa;9^Sx<}gA4dQ
zl))^;=Gi#{JoCik$<_Fqt5Rh+AwnM6SmRA4Xpp^#L18_|dd5m>GjAiSj44S*Z~nl1
z3a6@&#&Xe#CcPl~AUZMRa5ysalF$XcRV$H$my%PEWEL412S`P-Y?#M5O2jCpTg@Up
zvkDJiA=p$Xrn~>5IY~Kef$eioB2Cn$JEMhIGd?;cab>maa--MRHNa@cHo19_ys_eK
za8)mp$@q6qggsxS-dUT%Qu!IenTwA>;^6><FR`@hNj^Bl0|OaI<nFh^$eqr;Z^a7#
zuMAsz&yV@UJUIze*f8gY)-K&PS_<`IHwSg3Hf=E@C!2K0ayz%S(4^|*OqQ6#xQfHx
za^EyoH*N%nYlejWB_*)rXSr-^4c{aEv7UR-6+)&0k`-|W%X2fdvp8nLvi!N;!bl_%
zD8p_XqkKuP-7}Prr##2HFRkh#Jw>1&-RTwWrLJikSGTQNz;Y!q550O(ZLV>*ZCm}|
ztdP3m<=ccV)>3CwU8=@}-X-q-T4*_$4Qtmv&&BKsph>?=y_M6@IB$;)aHhJNnV4CS
zkm-<v=|6nW!=`0wir(+GU`3Wx4%k$}3@)8{jI>}W0*o!%Q!q5sG_y5RX^hIlPNT+C
zFX5g=GDI#KH4i!uof;?DGg6ywPi5J@1F}si&EO<azM0&oCSf}|8y-CTadgfk|Aw!d
zoU+F<R8Uk<DAi^bLosjc7*JVpk7+O7mx2<v+NW%k!H{VE?N_(y5Da~Vg(D8Du(F2^
zLNGNR+-b~}d1I;4uO&g)1_`Zi({i2#6<0zDEm@d)s0m8y6ORAvpl$;KWV?=%C5iOY
zYA?R08|b^fji;w)cP5CxS)Dwk7)!*^67uag=_~`Meqp)MCwSkSt^d7$%wD+}sIX3M
zi-|h1;x?!^mzn=g2IuX*UDeI^M2JVkOLH|q$fl(DIG`*duvvRQuJ&)8#x)*ZF3BN^
zOuC+3i<g0^wtvpfS@*Q|H|(FVIPv<C_%dqYdr=0h<UN3vG9aQXicw7nz{}l+gu|&6
zyV+emKOiS<dgtpH4meSnlnYmzO>{3*QAz?9D2{A!DXMo#4=6cApTX*%;n)<~B=8Qj
z)7ZbkdFk}GXzNwBi+73_gRS6>A?a8y@4Zk^3Vw#b;NttK!!o^M+kuDM_EOVZb52j|
z^^>+P?;2~{J-Di=Gqf|xqNiV9>c=APN#t94XYMpR2{b#U6Qu{wi;dn0%>Wac=hRb^
z+WMZK$C*nvH?lUYyGQ4<R+U~`tbjN9S=P5%2gPhirk&XT@=mN|{j*5_Op#LH)uYmf
zjS@ys)kRwwa_M~jC!`QZR^q>?M1Yqr5aPvTss0aDyAM+qjx7biK-(3qm)*#D^}JU(
zrrxNxZQVliT=b{XP6zE$<&tFs!%J}j3MK|1m~^LV_iGi%ZS_3i$$R6tbdrbPIrv9S
z_z>h8r)^B^V4qCdlSX~X#><h-SDU;*OEyJBc8}5=bgg4&s#&T^m((y<G&ePurChl1
z29F9jFVQ_O3GEYOu+z!Q_@ip?`&JvX@Q87gLEOMbH63Kb<M~oEU|(wz-T`fXG7A$<
zvbC?g*)n&mqNAy=YYm4G)~l6WwR5ewuYqeL;thu(b`-*;usyX)B}B#RslJx2z^Rgq
zTHYW0<f>S%5H*Q(D)gga=>950%&rD-UyCgzpH18nWkWRJHulVkuq{%{dkH4^IByCu
z?S6e!^qFrPHxPW^tTJd&Fc=Qj&#%<0$?0@7TTOgkPifpr<k4Ppl05?JWWiP7cYB>w
zqG466xC8WV%To1h8mqD!9#0z+WH2$n-n<sT`6wh^K4ZBjRNL&3H-%IR@1v^X?*mc#
z#lsvf*}T%J`BG!`H?H1p!-s!Rg4P;QFlHpzrOUoM&as^K>M0kis7cqcI!D%u6xAwF
zqSdofF-F%%x{Jq|q?!CMi1FHse7E34G~6v5Tczu0Ve;W<zk>GF@11OES5su&s8Yvu
zh48%~CX8V{Pw(FtE2qp(pWrc+JBGT0aiUS33mII?#?6hyC8aQ-0Df*~IHc{9%}wM@
zma*4BR?^D{*7a7hH|wv`MX&yiMe>xZ>YU`QT@{s}h?~SYm7+g~SLujJqsH*&i0v0l
zCoG5_dE<IU-$_a~<1=faD)3~KGt~t?Phf^|>a;QPDMn8yaIsdCP2%Ix$;-0sf8%D5
z2iAU>&(A+IZW@$QVo5L}53d~pg~AL{vxG0w%14C31S?$bt{VBzZL_NcRtqMGoA9z0
zPW(QuFg-M4t>hPQ0G)Io)`oX(t<q6te87^Ce!J$!%)TnnoZNxWzPoh*{=qoQFu<!V
zlg-fYT-+I*8XFy(jCcAw0k4=y=l<1!w_?`aMods^<4ZZ(%le<faUi84z<b-R=SV_#
zad7PZW*HMiQK@UVOd5<hnNR@k2pj;IHK)~bu&@YJi%rc#-(_E!PbSQh*;OJn6yf!s
zb+V>qW9Vj|cFzv9Jt1tB4$noSq&y#^Qa2S=xq6q!#4Md`D0HC(Cn4Z*{|%uj&V5qQ
zdjMTM$<tjv$$D%i(@HJ^M&sF8IIPvCtvWTjJwL$Ee(f=lI?bN0pb9<plzWAX4x>pr
z#kZ5EEm0Ss`${DotzK#>MV3kDWQvC8%Wb#w2RJ1HxMIJzIjFf|EDAhWKiE_iOBqe?
zziRjj<fG#dd``m6UUF^s4jul@Dm~9{N_a-%z>-a=A{WVC$?XReetZ+~G~MMX9=v^`
z!*q)nzw28(LfYk`D@G9yMpsFTPtedbT8c!rSW;Huksuqzhwm&c{3rJ-k!$6T{J@$R
zV)|l2(ZeB)sxOZZ#JFD!;{+Y_(bL<l{1sir7YJe55X8=-yRP3}w@JA{+-41jMTyZy
zG^R2*5q7*|>vTkHml3hX9V}<&UjH7<>&+cX8969(`?Oc}OR-gk%J-cbr`Ev#FtiV?
zN`phCIuquG>)JwVi)ss<`pf8s^f~(*W*TN)Wd|6FN=jk4sHCFDc#@P8a{tJ9irU}E
zBC@tWicaTx4cR+1m2OPDWa%nda4e@&Aj|-gGyAkG)h7gXm>qS;S&|g%CTkg*N1>Y#
zI7giW`o~;j;JnflMVi+i#hJU&_c0SC&1b{SM{+%rw-0iSB35;k{rx^L*>cj=J!3yI
zGWk1(M(l66`7g4p2*qzR?xZdV|JL5fWd$g6NHGaIQtwd5Ak_tFr*-Cdmgq;&yPTfg
zUAV870fBcFgv&9f<K@+`*<^I;Rp6WYfr!nJFC*i4lpG3{J8bV+)9$9?hp9<N!dA0~
z{4vWq$V*U=b*aJ-J*)i&IDykyvxQ{J8y4p^yC(e<8?mJDsMbDHj?x+yv@Xhy79iNc
z0SO*@8v0EE5eCKF-C$HIItG@(0!<Z70B?@Sk?bzsGL?1ymo7I4ho_{(N&uZ1G#H^|
z7r}1~dnn0<sWMQZ3rOuAj<JeX0}C_&JTX%}6T)Z0{%M`hPnA35EH33o;S8$22dKDx
zEwb0-bRpZ3=;7$&NS+sZb#6g<Yq)A$O=NeF{^es~Q@*PE$27=Bk?t=Wm08WXIRiUQ
zS57asnVOszh=hIoxCZjzMB^bODG342z}@Lzm>racub8*(&9cFuIB|q4VKzn->n@uL
zu9t_zs)<9D>^RTOQzT7NmRu?EyvokD-NgV34GT(`lDb1jwN>v7th3ElLE1_G@OB+N
z?@1BGqNrt6YL?x)KN#E*P9je6G~ay4E#b~}PuS%qma(;m=dC!2v<fm%)>nDLwmWK%
zlnPhA%5l9vfd0Fp7?xYzpxSk~KfzlB{B~&q3;bHdmhQI#Z*aa_05J{pa7E`Q3ZMUy
z)%-Q8=k{G+f2iVJ_dOQA#yuSRD9vb}oeYaGCe(lIp+meSE7NdS?<4&4cQ{r>cVAWW
zgL$@AEsJOG@St5})c(hu>hw?PHgmZ>r4Do6*^+vrmmUXeq?kPx#amBP2O|;3KbEf0
zC5<-%*RadKv$v96ssGV~8Qv9@X(f|vHOi@pl=@JilHE-1!sKKt6hShe0Oh5yNOuQ?
zG;dwrap`%J*8MtqwOVsKj#na<Gty8K%?U4~K1U_qJV1KtV!BpB>tx5|hPj}n`lMfA
zPyepV#fo;<?e20B)RnBAa^>$mU=1A}-i61W^djDXhl<xgkB16nvV2E*!;jNsZlAe3
zEkb8K<<aA<u`!a-I7A(LXZ8s7tH&aX=j(;YNWeC`md9_$y2Z_4w0z9w*f(yLJZiPE
z?&ATeUdM=3G+tk=*sj$vBm{@LzTreF`xwk|GK@HR>48?GyWg}=JdCC+ay!+wUL{x0
zJ@al|0R5FIAh}i;8XGpSDLl0<++2Aeb)XZLGix<&$>rL;(sQq(+Vw^MdcAS&&%Nut
zSzlKm)~ew?T<I0I6HB&44a?A4AkII$Rm^=WrK^=Y#L5y?J5?RilndJ$gFzyNWcKfP
zmd7^ok$qI7c*bQJ1<dk>!`w@B@-pdl^8e^~4;|PpyOPq}LbO;liq)23U=LqMF@D-)
z3VFz6e##S4_5L>0>LHq(AEY7(9Z`MzkW_dj5=0;p?5J(q#gR#lu;mC(h)~c`TxWtc
zTIJGzj1b3>jru2MDwCBs@gs(jjhA*xx|Du(6gBdC6?{FYU7=u_0`ad%jEbVv7tY;N
zGxaDk%&8IbtfWmiLZ7U1Ru9k4>Y$NjnY^O5QkrGL`rM<?P_9-YW!-R}<yeoh*EdSj
zUJrobvr61a!cy`fnzQ&D_i_9i9c=f=@%;Tb>O7C$Ah`4qm7v}5WGx>rTEE@)ZCphr
zC3?e7<rX1Aa=g9SX3cA}`GSv2$f<u>LqpBF`<<)v%H{oLBbhSq1A=BDEg#mz8u0&$
z6+gfICwYWrVf`QC$N!t!k(G=6|Ij+>#mQR-Fe3*&2oBQEiwBZ4tP&RlvZF@4mo$85
zzW+&&VT@D1bI)O%CesLz&HgJeeJroMn6hSuG}?}55<tjnmDq2dktt?YyBu7IL(T9e
z0Ui_9O#bRnFGm=%=14{d>w7?^N_B;~lDV+52PM0eAyO=l)LvZ%voW#cz3)2&1vG(y
zZNHw6sHrykDK*kmtyW^$eI9V6_^(wnFp@iJene>(5F|z=7gMpboA^t&p9Tl_uG%}Y
zswshMSIX;$#T1)9s(>Ufnn}j7ZI~nJSd5sP0yt5kO`<H6uwKf}zf$9Q{YlUaSEu-B
zCCKJf(?HUItm}vrcqBsJ@O{ikUKp>VdMw)6sq*2wdqot+|KDsm|Ho|qx3H9jgO!K%
z|1K=$V&UZcKW2TA2IGpZwsy7cQ06{5C!K&Ck1VA&ccLJbP|1h<!_P4pQR-*1FJ)-_
z7Z{jyKVN?+e>&uiA?OD$RdU))L^DZM*6{r?=2Plp?(_D%kx*6<<?U{T?}4q`nI2aT
zxBM<o6=P4C7XnwSTkhows77J{Xh5DFhE~;3$@dtvS{o&8FY%L=vGJG1ZH2@viG{Ow
zoLdWAbJWIsZ;Dd~pl-7i$H$(BKXp^w2v}2ZzrxM9SZxU{=$?}G?^Kz&MZs5CKhKt}
z@rqX2Gr=e!1UDSFcd54tH(BS`+ljjp+@O2&yG9PS7<!)_^${EY*By6su>&c=gJRNb
zWg(kc)LW4Yjs}6yx`x)}sS*|;Ykz*CfM=&$i)40O#IfV_J5l{i1Geh>y7_q)qJ4K#
zbL;&^`G|&NOukb%@bgemV-&;N8U`u!K8)<oR58=Nh4eo~B$d^ZpCT`4Ffopjbs>El
zWWG=@U9CPoYJpexZj3hSWWmR|h=+=DN=g;Hl@RdJ#Pj%DIN3Y}YCcNKamtKk&G6Pt
zWqcP|-N>>bz5g0S9G1J2K=$@?hnF^>*W95)3tg!E>(;_PlXc6o{nU(`<ncEL&V~@j
zW)UW3!uAk&04KkZ?fg$utbf=iG-dlr6FsfMtRun5(wCR}eH`YXu<&@^GPaFHwV{n7
z@}@yi&{<Y?uA`r@fmae(_~3opxxRMgEw_)*yZwD~FvM9vM%RE!R4BkYhLUz;U==5y
zrss@*77#lvg>Df)%^c2!hX8Cr|DC@slJ&$pW&T#0Q@>+>76Wa}2Umh@e#S#g#aF7K
z%*5C8JnE>B#5?5%@0hIG8lbtHuV*sX9^76MIB7{Gy}rpwk^c+Uj3DcHbV?+js)@SE
zm3mZ3UvbS>H(h^=Yb#lnu;<JU;l}-$cz{Gq)1kA(x)I)j<0f7@DeIbC>pqz^{kuB|
zf^*ndUYaET#c!7e2jE3aLO~u6%lEk}gkDkrLY!f6uv>cg52q$(q?Ji^6lgXTj=(ZW
zGbEdcOJ79!n)cpfnMW-*o~|X%HK-2qa{HJmIO|IN$j%_x(R*LPm-Uq;v~+HuN|Wr?
zEgPUM%&qDk<jGuuEWR5q=Tmg#Rm?z6MWp3N!G|3J2(-|W&g0Z>v_;+F@}i64wOOn;
zg<6%vFIk~LtMRN(ta>HMRf4E+#)JP|`!=m7_y%U^#%hiTKzG6=B(N2sQ=VMA=Y=>o
zml|pCWljJRT1L%S*Wy(O0_?xH>v<Wur$@4M8o#vY1$;k3n2KmRghmSpNQzy6{(e}*
z3mSEoMa#x?x_TX#;G)muZ6wySTSq%*QCE>_a9BGo2;HsjKvh!8;IduWnVpWtW#eG`
z>>tl4jL9(xUIv?jf%=m6YVCF)YgC-(pSgv)eYW5%N)d8^`E|w`*yhn;uvT16HoUxS
z$aJMnWv^1}?++ETwH)aF=<o6iVk(YEH2YqCXeYy$?D=BPd3=*J8G`2uveyd{ZS$-M
z1xlOdP@cBVE^DFa8F(Bs{AGodZTKBolyi+E%QK$1iWrH)DZ+{flR*pcxNs+Q#Er;v
z2(jr%-6@i(GYMXCgpE20?s1HF2H<0>YVlEJi$Ku(hq7hTT#m3JL!cO%2!X|SUDDgD
zyUx%IIOD0_W3`bbQIR(ri9%%<d$_nIt$>@I3^pZ|K<~e>nF#D~7g%9gl;MPTcddvS
zG~^8Ew0+cxa+314^!s8+x3dpVT|+q`g)`mQZK}sznC=1fnSPFBr<nT3vYpHUAbYaI
zme}!r{j>d<<y@3H+UG@J#n~TWhc**QG7Y9BC-moZnk8m#CNBou0o}jvF2gEROQMBF
z2gNScE>W6MvPakp4pt9xYO~`;3scCq0^K&t`4=Keb=b;mgQum`Lfup;hH}rR?4i!L
zgU^U)7nVU{4EK(0nir}577w9Q<7Igr(weeRLv_dghgsPn`qerLP}-bIMa8Z+<chnY
zyU_hNA&8@RiD%A-0HBE}ykilPl&sT=3TRZiEPkciKxF%|MYARJxI}+x<cF-QrdjAJ
zfPDlN$Ub99SFY|AZIOLm6NQ_Udt}8yUD8^TvsRo}a;}V%t<5m7AWI<-Tk(P=t@vxs
zK{#G(5t4QUyTsk9%*LZs9-)Q?jW({UenGwPSs@gx8P_FQz#v6Mk?VIFRnDa5RiS<N
zJXTe1bFZEvqGzdT7FJon$!<*C7#vK36P(Djw6rp2B*`4NQ@i#5H1-v+l`~71p$RiH
zGcz;XFf%hVb7sQK%*-(1OqeFggqfLhC(N8|-uqUox2vaLE6eifI&I6{l1p}#tIwN;
zf(0Dp;i)a%{mY(x=?k=9(xxukJXe5dX&XBUO(m^qL44{&z5HWh?FtqUom7pq;~GcS
zk8(D4tzbHAsj3#7FY6Lo%i5=f&9BVfVsb$yUrn|2adtd1K-Ry33qR(S1MX0nBDI>a
zPCg;4+ZmxM&)&hH^d&D#$=lgJX{w6$L|E5>soH^2Y}xZ98aq8S@MLhg95qL+cCtEM
zZCb;hq}4>%|Mtx0Omf?TNM0}N;BtL=zV5uV$DqYqrIcY*GsCF5ispQIEjx>f(LVaI
z;yQiF4BoEg0k+P<R@}^!bi>8D=s`4B3dUJLUGRFqh1FlYb=>HipnF(UqS_jBA_=ce
zxYBJ53G$%&(99SY+WO269L-m;+0p5tk8ggzLrdjkIn25P-}QMZ1;-`@p!1#`D80$e
zxPtX}y4+u(oJl~x4Net?6V()-<R+LE(g15`dlk2qmXw|-_NRDL)f;_{w@Ok^wJkVd
zR$PqZVaS+~K`9U>;Kq!n+OJFJCy?6^jZOQfws+5w=&cRjglF=TUi@_?0agHMt$$JX
z{j=cG@wVDB<mot_-62|;TGiIk--{N8d^c%EEujNZea|s0eH9vts|$3+1aSs>=fB^K
z1ype^lFy%5U}f`gm@|!|ib5*Q1#Ryuh^s}DlRl{MzBMQN(4oAq)%a%g_#Kx%8>b&I
z;TU)|g@BGD8VFj;xVoNDxSKoiO-`C~w$!wDv{M$;<~XR<wjOzmQaxwkbuS)!vKMss
zaQ16@NMcYbPv02V=0xe*+ues~AnEF}ls0Zg?a%&|P7Rpyl6H4iw}t&nyY4)E8=+E{
z{x{SIu*jx1WponYfO!LRPFR#$q=EU3REVrkDkXC|oh1upr=Qifo-F+2PcTw34k(Y-
zJ`WQ^@dQ4-E>4QVX&PtoaMf~G92%%#>)qH+X(z0oxuG4>9!d4s5C0*O7#KJhU?o{3
z`c`lUePN+M867KsSGgNbjX*_p`p}$dM-dsBubgJg;+kqljPvZQK<Ri6GTOXp$IHm@
zLk1&<U{ASQDEa;Qx@pJR`|D#$-OOD{N!}brUgV$`l0K%Ujg2BO3O^@r%e3Q$jnzjc
zy@i~st=vr_{rLE+b4FBA(N||a_l1hQxkb;T!}Kp>Kv?Gv@<>9^jG|6KFI$U0wB-E^
zhYp`*hFEKzk9{vY*c_5u_>Ot`y&D!>@u3@=xAWRNxPQd09hrPVteP;@sse6gdI!Pr
zDCj|<!rwugikL$ZPplyuqM{?(b8MlQ_`q-=C2#2b5f(SvM`X+$w5uvCLSel1FV5(q
zud;mRO$8*Y?_|k2veUDS=eD(Qmg|;QSae1hb25X_9Z3!a=5A2Y=0H1W-7r;mP=-RT
z%3xhFPF3!y+VuSmok+G@%FIGV@YwR$GuKK80rfc@&Iorarrk4Z$#HmEli+q$-&|Ch
zTo>mKhLZJ@0G|ktMmbKsvBY&6OxLPH56u3Tdb3t_-x%}_Q)^m)4^(Y2!X1kLZ*<N`
zOX<Zhtj;(U2!*!sdL3J!>q}s0Bi$-0VS>R0?Sh4^{TgTUl$cN{JMO-L0+NXb(@gb(
z$oJn_XD08fUJt~t3I=9Q?pq7@(#r<5@ekk<CN;@Jj))pFxM!1ScbxtbP(b+P%*=Ze
z$6LFPRCE#{<A_BmU5S^=p{5Gx>Xs0VS(}Y>t7}G8ZCuwTi8DCDezIr105ZqjZ5i7V
z4d4$yak|+h+e@R#_{2!NUj*zZogMg{9$XI>6h5Jxsz0{M_uY~Le#=Z**lN?QPXruw
zKaan;KIa&x@0L9L@`xL#U-Q6SdG|#{qCa4bF&7jF%6<9KI=_4e_dbBSqU1rQJCwDm
ze+JqbcWx|nz5a~YqpL&J9WlN6XinLAuo~79);$bUmR0AjA8&P-q0jDiJm3H@La;TC
zmamT-sgDcriETBp6Pnkqk!82Y9tdlQw1d$db};d5Dql(WL(iZ5c^HeD{36Rqqprh1
z=Mw!E`Ifp1Ik?6sshOH4-LV-mfE#AKk@~A#nZTzV^iii~5a0vec~4mLfL-&<o-5&q
z|B63sqJ=7JZm^NuaGH9Co3r$H)#ZWS*4VJ&^2!~5B>8#sE#QOxGleJ-Q|eJVUdDdT
zQYF0xX8@jY<1mbNqHV}&jC=Lhu$o<#gHQjPv!&1RYi?)fK&MHEO6OPB`FyQN-DcT(
z*;dh($%@GquLbeCM5cc8qn-)Flh%B1l%|};4PjU)9J7xy8%X#faDl}f&bcPOZseRl
zQ{J5Yup=lZ+0e8d!IN9&nxTr{)PTPtOPD=Y*2KH?#{v0q@{Hu`*WZ-q6^*5SL9_gZ
zTsy4w=vS%-Hon1PFZSs@@2-^igZ(FQ!QkZ^Ku?g+Z=%EL+vTUzH~q64EI%rt-<>4^
zD=<IVWjb^^An6*_I;4GceB@uM@7kMX*Qj#)*Z!;&ldn>)ANqNx`9*gvCxp3YS!dXL
zp+2q;Gw<8&15C58$@Z0#XHzV2&2b%lwhp+gy;L~oy1itWI*go8S3v?W05lDrPm~@+
z>r?MHFogY8D+s99@ZQ9Be)I%Kw&Z+xBn-wdUU8Qt<G(^UVs_$h6Vd&y6@ROqg%K#Q
z`caP5V>y|%=PnLzpZ$1G5wqavR`9ULx-Z(cb+uxP9zs*E7KpJlrl7MV@CviI{`U6E
zPoZ%@^ikSyzyWc8b=v$ihG<spBBTYOoT?HDVJP6DtW@qWlRcC$O~bT2nL2OoupRQr
z$wTI59<nFy=Wcd068CJ|m9OeSV$4DJ)hn>1-thz@=3MLp$8eBy9Pq%77tV5*JW(J2
zNF6Gq&@yL2xi9yC<c;M&8h%4FC+s0Jl}L^o@81zxwZb(a$JF5d1}|F#wIVa|f&3aq
zR3veSRCcWZbTF9Svb<~%+!&22wfnpGy5bf?8QR14o0V;P(A6wNpWq0ug!h5k-@;4x
zMTd~CTZYv)`taH{X-sxi%R0g%=xmrRsr1yfHbkbqY?ChBJs^HjTiDQMy#&4;K<Mvr
zyGp>Hwn;b1re;&#k%s56OI9)EG{K&ec7y5_LEwdDU*h&4a2f5csT8CLiAlHZ`aqvA
z{QfNMk(E~8dF@tWM47z9!#PLaO4tb5l?{81`4rmLXB(G_IXK-Vvu<=gzO!EZ4But>
zcU3$`g)NhQ3o5=3Hy{Deil+AWM{i`CHJnOh*l`E{o#j(E-4*>uZ0(RLR}@kzT_xD%
zTsDpN8qGT~7iQ=@xi#M-aJsIU;BjP5(yN+gPSSq(0~RAx)=`Nw2x^xGf+$GjG@-TG
zyPHuFq=8NK_eV2morm)5@~)0HI)i;76$&TmnQ+1`NvrTV=H47;4+>?e@UP8nDv@T`
zr|9TTwBT?EG<zUUoq$B4%8wq&9Tj1l@@Avz)@Hfo(IP4IoeIWo06ge0#J!`m?kG)2
z>x=4~{`p+>ocxC$MI*I_4H+H0x&(IoOhi3af5dFdEMdqc3Oht*QOW(syKPEa3Dqk8
z19Y>X_+w@!m7X@qPv*YVnuMoj1})Yy_j;}Gez|l7?#+u2wS&Jj8!5YY<bfKP)kspO
zJ9zIr4vHYkWf5!j3Zxz-ko)Am%opWRD~@n7Bc1s^;HL*-E8|=aY5Xd4AZ~6|4BIRl
z_hD{L0jfQjoOFb*YMv$_w>i9MVB0OLY@6MQi(F;93_!{n<tC#LgS5lOzwT&tE}^H_
zhiH1EKKw2<bfTKdM~D&!FwQY<605Sbp$XfEOY2Ybo5~$lTTYq_nAG?R4(F1JG5){!
zrUXxD(-$xPxZ|7yFP!d(W;*z39^gH_0@Bv+>-~e@-Cv<RR*i^abe54d{XTxYkvyy9
z2w=i;m9B=b9CGdWI45t)5muvCo&;;AQS-}<dYEbmHPe`^(cNdGLl04V&&%P-`{8ym
zDF(pYkT97S?*9}hWTF|ZGs|`@5-i2|0Chm2IE`)`$gdDxPh3XLb<iZm6l-h7_!)<D
z?7{=t5iQzsS%Pup>2MBjLbbPVm2{~w+gMvaky<gL{ai<_uUe*SW?U-TJIHXlIu1Dg
z%YvyQE`7l*o_F<eVJ6u+o_gklB=Tv=Ux?^NxF;p$!qFRAm(eWRI~o{iPU{`TGOlHn
zl6QdjtkG3-Kvfz$r(qpVZU|S|Ng<usSR!hj!!FM%j(K>Cwz6TplML;POg;t%hf;^p
z9$QZW*cZ0?eM$mHk6tOd8AXGthWslb^MQ%=C3%3n_u!by>D5Urzub|q*zPD$%p84y
zJ5&0NmAEQ>RTX{s`-uIMRAc>akarMFUQc^krz=C-k<MRN2KDwd>Gm|`_O!tEv}Qfo
z#8jlYPrG3>w?@~XOXxT({1afcjzU#ho7(t$m3gI2X048m+Bo~7N|jC&y&VLeC?+mr
z2E&RW)#(O04`-5SYokJ!I>XbFo(M~ZUCh_YOb}j<y~W6htNFhqXrhh*GVE*%xX3!l
z2NznT5=-MahbJFDaw+gS!LI27Bs)-zn4pR=^(~cSE{5(k&Uj?ZJbr&Kz)bue<|6*)
z=K1z(n-go2aK5+*xhu)ehw7w{fwz6?@{jnv-uEfd(h96W9BK4r)hOiK0j;}V^_`iM
z`A;D?kOpy)ded{1BPyk6=jQ>3Se|_oZ(~BLU|mB$@!cV?UBZ<fBMf;mf^(?kcoJNd
zR`Z(x&kHC!XX=Mcapz+mzQSQUwmhO&7~x7cDx|O^pW;&-W5ID$DX&2t*{UHk3|bSI
zip?%;Wz8!dO4cD+nXRE?93twP>%XBXi7?w?W1wca+o-!X3hClB07nxlWB3d*(o-Jh
zA?LUhh9b|^V>2niGI{cMsn%$d^JpwQF=jt%C8Q^<l_`(A`#;1fmtuDA%(65xFf(xF
z+{;{&N7#R}ucR2ua8hLYWEW3pxQ6g-;M;I!$6BmTOqyK~%slwyya<8ZbL!mxp*~HK
zSR0e}OO5_S+Ivdr!&}8-NWHy@GBM0+;y0S3d<o+o_b1u^S!HK_R!6IG@f8_3oLApg
z#ApS9%Vi$2tjAz8RO3liq>T%%kN=6toTY|il(n_j3h}O}?Ul<iZSP5W;=E|@siCf%
ze+s(~TMW3v)zNs#FX+ggGW^MXT&k(}eY@i(N@hFkLtQXEZ{|fa^%bB|p-Q*@?DE0q
zXw7F>CaIo!UK7Lg__cDGwzl=+Hx}##)`<R!^lw8NN=1y2rv@ay>tLd2tPof_34tc3
z(kLddx<8})C*0bXFo$&4s;ET)4kef*^Q2sm=4YZuR}!p{bOe~J;RqVD`ZdVX(t%P6
zQH*n0IbeZHDQ3z7yURAZ^*-M9KJ68GpSCT0THPdC-Jpw8gdH}~pOUCsVNoU;f<29k
zazpAAs=>}gw)@b=P~DtJhM8Bqf(gAP%$BK43mRu|O&F@i#yRskeT{XTVXraNY$PXp
zgGqZ1a$fqB^zDp<aVD~!>HuXxqQN)UrE1bUp+OJLp-pajnB1Dny2hekSiFG*mKuGG
z$6o%x#R$7nb@XF<>LEqXg%ZPPEG7pVoo21xnE_?x3p_z%8T0DF-TNWUbPb-b@Bh;1
zk4Z44b|!*Y*n0qF^764raT#T~)v+5RB4vTD;>T$VwHBrL=&D<x-lrys&0GsN&JugU
zxr6K(l|f&2?ge-F{AOKlii1t8%jtl6jWiL_nwYMVWb(|q_{)P4a=&Wr@4Ing={<EU
z%O}p7;HeCbt}8hmtk47;_);b2n1N;mzufR(%zo&`ABj6WjVk0TvdmF6M(kc`KB`R2
zVMTp{3wSZ#z87*wf$q~_p3!9pJFf{<65W4$RRznCdKV6T38wXeJZ=<c&QzNLNE^XE
zu}u+;76jWFRT<$bgbU4rxcmSHDad?-QpxhjVzmOvkOms18FBKo5Yb4^NZ=G?v-aza
z&3%XjQ{&;&XGrqwAiG$X|885L$?<pTH)fZb|NQC3%#HsR2v8!_k`fa}It-TBk)|y(
zHiE(UQOb^g7qqR4gAqhF3Lb~r6%*Bbxf37V??MYYqC~@;*2O)duVB8zjSCZpl_Ol-
z?C9)4h@b(jP~_so8avz5FKtclRcb^L3tnx-&mBr>H3FpVuVhE*%A)PFwMz1UxBN9~
z#GwzmG?TjHc11l|Amc<S4{8gftw-b+ZL*@(Qq&Aa2x_v<^2j(+;^0oV>GKY{weIkc
z`XnN(PqYYva|#m@hpSZJlagnL(<A?t@wfl90<<gd$O_6Taz`Z#ZcF&~t1QURUWfrr
zPa$?Ewi!eZ^kOj5nZyf?BamyJ^a@j_=DbuF$a}@vLD-d>_M^H_pgAio$o9n3sA)$>
zr|i6p&x*&3Y7=^k!i%eR;X~nZMt<iKXmMrG|9XOX70{vnnnhT!-skSd_e5MPS{-i1
zVMB!J7qavteop6#r30Kb9!^liGe~hxf9ET?ePZ1K<rfx!Bq;kB^c|$P==enN%DaQe
zFK{XFw4Vtm;e)&(j1<Ul$2?|;>X%6<F-mub{Y!a9GCsKWE~GX3?T&l}pct5aV(r8x
z0Nx`r9rP0h@&w6<PXMWh@mHw9jK>^aGofFy!9q_#TVF2sYa8*V2ouS>qz?|T?b~*t
zW}kgCieI|l+VLHg&Ekj5Wg?MZ{#qXrgiwk6n&llzH*A31&%pI>pK_q*s%s+WJBAQK
zg$z68cVQ1O{s70I?-*}6TcXcc%^1Mk1<;Ekp&-M#^&QQ-xCgA4?49Ligg3r!xQnvK
zW`br(C#G(si(;g{_q)OeOI~8H1VKooS&ysw9h8@**4(%`#4GIgZ~O}RRz&k$ca;w)
z{<8UjR3|@oJcG99k9VZkU_OYwqC7-Ci0&xngyuANto!p%Y_BX|Iv+@K3paO!`jJks
z)`IV}*P`!u)}TD*0_vj?f8Y`<Y<*6ae_}lXx1sYtVy}QBp^8F`elO0u^YL)`0dh}w
zrUT_fXoBw<UsQ;q5T)M>%NGTcAE5ShSNug`2)<Wb0VTgEQok3JFA6$8K<nvl@QcC}
ze6PO(hJRg<-0y{CcOL2MEUBlv;4cbY@V(#)2=zq~`@MjEQD0{XKi$0#lwV>A`uAP|
zUqcnQsr+69cjq5r@_Q7Y?z+Dy3_<^&S3ut{ip=kY@QZ@Z?~#1E6ZoPq1^wHufSsR6
zFL&V`{x9jh&v)B?FQ09Ko6p&b{~BTXH4y33@%b+Ii~02QfB6o=;<SGH-|~uF|B+Yx
zA9J>>T>n=dQ9ohRW{?>^^zt3O!;UFxo)tD28Ji$f?=0Nh7i2_3WsnqasQu5n;)5s@
z+6r<0ZKNqs_H`pkv0$5L1rZHC4}TvYvlUt(E^px)VrsqF{jfDTQU-3L)^(t=l%%2q
za)zjADpGSrpnYcF0LbO>Cl9dVug?qYq!@P0NkCPrvhLd@PBxJ9<3I~yTq$%fdTk~Q
zd3N=yL)le(*>}Xn!=IYfG7}@K>PWIF=#k-o9etnYsv<g@bn+15kLs+NI^NsbVoU$@
zL^8*+7*$PE3Oaz!yXq;&HYvM#1_gLK%Kx{?;{N}fEDla~p8spM&h^);=trIXw+&~f
z!+@i&-@-sAt;pYq>(9VHK#WJR<NI$ugW2ecO=?$iI~9qzgV`(Gkmox)=;+u?Bx)8>
zwDlj6U$1+!@jiRn=ko=_*7E}bUbowx;}jP+bz?}jU0@$~{7%|>KStJjKj+WC$Hn`h
zU34FBRQ2vIa-Z4a1uvmHHvIBsVo2es>Ye=l`SQB%bG_W#<^THX^*a99ZSHw`@o=mA
z_tBK}aOqtjuKmdeZ)CW_exfei_qySkKOQ6hw06YTv!|Wq*xO-3fbaY1v!I}%Zf~i_
z<#~oX(_@OBi#wrg%Mqub<|V~Q(l~$TmhU8E9Lsul>fGip83MAnz+t`IPQGnbJgD*R
z5JFvisQ1lRmO{bl=|`3!UJKx6vl@PWdu(uB2QTKXeisyxE556YXZ}EQljo_qmFtiD
zKz5-{1=szi5v6NxH+Vw_;4do|R~1{@`(GbfM)~EZ&HFl0hEV4I&b1vS&Q6&{ODw{A
zkT)OPep(FMMLKhxgI%{^%CUk-h(alX=R`w%r%mDG!ytc$y|1q9e+>oFUk=k0ZpzZN
zcm#080NeI#kDNu@I|Jfs)8T<zVeR^Jz}U<%uW4{7h7(c0&QPcL%HK*2C*B|R<}r1U
zEsEIVm$xMg$vUj@mGH8yX}<LukN1LpD!hDu(tYhIN{8d__RskdN6fk}=DWiQZRFt-
zo!yA19tUxvD2Xl`I`)p-uzdos1!Kv&SrkT;u~eoTP>Q;HkC6fBX5b&rUU>$3CEV8z
z@TXxC(U1!{Q%(xFO*E*!?km>tI~S$`b<@rqQbWbLCaXlwALU&B)i7X3Np2CX$W9sR
zOv{*HfDM9lzVanR=qGDW`XUDCg<&`cI50uR<lJFvIB;+zvyl#FB{;lpM)-(z1*pYu
zfoTp0;~mV*VN@f__cy|X!Ya$!=6-h&s`|x>5OimMS>iY1tLa2fvl{8Rgxl*{C<grW
zH8LWWcPhs9ydh!$${3xTzjXx!m=%}))a=z<iy-X&wJ=%+8i>F1S9pV3l7wD8{o%}j
zo<pUKfe#BMSp>c$q8gW_3heU(AO+^>;p6S#KZ%{2s1o;g-4Z}&K(~nT1C4)hGouv1
zOqrkuZ-RK$6O)ojk2Q;=u(y+L_4Pte(6hYeJAM}w56p(>F~En&V+8Akej~k#?qm7~
z^jd;_wzUbx{XBn@-`qSi+?Rcc+mB}g3i<iGJ{US|`#+u&1-u<^$9eXAeuQs-JUyIW
z0$dc^6u$@PlKJf)=MU2T>!EXaBK80NdS~b;^u9aNmM=(<{#kFc6W%_+yzFG)I{3FI
ztXu+IXeO)t1RIiHLm<flPzF2BU%SN`!9e|Nrb2jI?_`PzJ^j|%#b%UBQ9iuCv-`)H
zW~x`jKTl*;q+c0g)D^@$pH#`<Sq@nKgDFU~>4#2GftO#BH#PMRoD`ju9(scA3<xdQ
z30dy9!(6c0gH+F`x@lj1Pi0*>NM1X1$v^1oL|b&1=q*>jo~)lqX`S-wYE%(>?<*C$
zyj(2`X}IGy*q;p(1d#ap19s3hVUx3-Q5E(hDfij0tkx7zf40fGWfd96F;?;?Y<7^p
zyJS5j;OeiCBye@qOOcejljNAat#d?!!s<5>Fwb+)v37MZo05`yNH@h2uTv1fwNf>A
zTAbI671?@7{&G76jjO4P2_(iJg*IM`$Ic_l;Zezewxlqwk=id$UW?l`Cza+wMpGC|
zJ?=>2=48tL^D=*PTF-EXo^Ckur`{^1i|GS-UD7zhBRIb31!F7bW^B6Y{+&9jc;iPr
zwW+753ObG}wmJ)zdCxguC#EPC44fw_j<*p*m}pT8ozPjk#TFl-BU1bp*VUg8Q&CxK
zY&qCVyn6V`*)6b-LvXelQGlrtHR=d)VuTLDde2}nM7xCir%1C|LctZ){I_R7+QQff
z#MA+dr&3brHZ@68G>tbnLdp>+UJ(QUdlsrsN*sIvm4>A+vJV+X+#MRHNCKA8L@9*C
znPE>o<B5$UDEcQ;PtViK-s%4ammxoUEu{Ot>!D&>5m=wrz}%(Vf^Em>r2|xQ+*<=f
z*;g)aB?6zn7qj|pjKVX8GH{j~hSutIrs5dL=(aaZT~+_WuslZ=yjR(h*`h`0mC>u^
zO2aj%(o1zdES*qKUc?nV{~cDo1m1UEx`9!%b_G;+cxs-<6Lc=b4;qx6trpk77c2xp
z8r?;Ux+mxHn;Q^3M943JLe_G75=Q`^BM|IQ&T94xnwONhea;2jeJm9BqLxDOH7?Q3
zqhw`cg0bGHA)?8T`Q}3086+8lCd_ld;)K?Y$v(^svWsHY7ZbvmP!UM_gjxTM39U~N
zjH>~pth_IfyZ}4ciy0Iqx3FQIK+@B&|N9>_rqpvx>HMbxHK}E2HTBZxnvM>~SoWxN
zus654c0lDk5j$WhAu8Z6xoTI+$ML<f2@rL`DkLgBKonS_*2PXp+NtG(UWr$^SDN3i
zG9<fSOgWs9UWr}1*NwS})BaI2#WvQRcFjZjrcmRB1TI$R)w@i$bqO(!vi4yos&eOB
zto>vbf$2*#Cdkfmf@uH|0>^~i5o!m%IbaduWSmTfFvycrzZjddv3e-?4Hn4)0VI+q
zOnD>(B7)T$bW+Y8-k%a64wFm`7Dba@91p}P98-&{5Ul(NZ5%9xW|VNE36e$8i`r3v
zNGE*?SAsBXsz=Gg;<Q*w90LRxu0C0TeF!cY`sTz$q!Y<iUSZ0PT73#=NQK|<-ZW<f
z`Lc|8rHW<xTIMaPysXw+o7i70v#$mWoM*NAt=P4d!SJ~>l`)t(RhKa!cb_gaf8(Bx
z&7xd?`K35t!e_G1e*VL6pHe<~W`|Io4`;U7D$DN&AG<u{9;SRU-5R2Na=UYISsjOy
zZy7AX+LDC6#V)0!{&4jMLS@q6FME}AKDqCujBTOC;HuNZa*21|_zZNdE_=6Qbxf+{
z7V^mzHCKdN#WYx(r)HR%Zo25JB(`xRzK5v^jn)$})-?x*t1#ZB?M7Xx98|a?N2x-p
z7VrnDHj-eJ^#`db<)GLaXg8zx4!oh>hcBz&A=GY7!z~E;pvje@El%cwZ6OO)QVt~K
z1|=v9ZcG|>O{2P-ZL2J3?&dnxAcwitn1?yqTVsIAIJj_yLGD|34u3e+Aj2^#jS!==
z_jtR+LcN|6Wgf2DX)eKu7GOb=Dy$0%_6ZSplX+2uS?}q8_{?t$hbS>YG=!AF1WmC!
zBNr@0&mzas)oUV24!(2y9D(!7--ZEqtit;BrufBGmqN@nJS{jI#rS%W68g#2HP+h`
zOV(E4viwH%v&v#EISSFBr@9o4P=cs2HDxFuL`v}os*;ie??+7_zEki;p%o4}kjgwK
zn<#px1vU3Jx9t`Ejjm#<>Zy472Yh6!-Y?e({-#<CA6TaixE;qJs`q5;)v*0Dx>+3!
zo?+hwO9AoOyoB7SM_eKaiZ)mL1IC)lC`fJ3+tf<S-D_F8AEI)As@P~iIYhA=jRB&v
zA8Ie2nBvK*f>P>R4=P=#`VX#kkl=;wZsQK(d(XY!#EXw|2RJ29c`-pSD!z)p|A^RJ
z%5927U8WrdFKp4l1QC~dZu#Mq+-ymigfyKY(x8^S2)4*@UsA&bqRS<S5;_thsNB)<
zKWP&lNauu#=hdJSoPSI^VN$PxsEpOvRWzMhm&kI<me~1KmO^?YE$BDhm!(+6Zcm#q
z?u%9RERv4GZL%Jfq~K#`SD)~EvWPW7R4P&>(TmWoQqq_FeP{fk5xU`8;=Kjp^LDsI
zMe_*smP$PSCdVjXIY$G`W1C9JnJ(o>9#SN$=Y%=7&;Jc45)GUnE(h1j=u<8r|CKTd
zHw87BOKi-`zq=4a4SFTq076}Xtz<C;dD4FYjkpLBL6Sxm!TAR^#8gkjrvfE*W4{1`
zGq>b=S_dK%>~<zZbbfKc6the^O0HluMy}L4ei0g#Jo9s+_<%zG*KmGT*63~401Qde
zS?!pBH3{qAxnf+N$l)rKLUIi<BSu*GL+-eOy9$7C7JA}y>OlWcC)TAwm+$q(Kj1ah
z`_WbdbS`;Y7h3Pz(=JvGSdKoVG$6kgY(jvP1^>CSGw>Lf%1x;0P?*!!CNT8T#)bk?
zm!l=o*we<wIh@NTPl9->tn!ewQ&yEuwo6)7R;gK1wG+o9`bc|e4<SqEWA8mvhlXvP
zt)*<ZldYw={|l8Gds^Bk26I{Fl?rWTRZ569v0c|t-cSM<cy9tEYZccf6LrQ8a#M89
z4&>9-xy)@sQ?>yNsgkrrXQSeYX~z*hj7(5NhD|Q$QL8c)G))36A9nWfIvjkk=JpRX
zHao+g73pjmN;;NWg@}$M5k&(17>E9l9$V*AC1s#c@Go%qIwuk<+~WISB(fK=WuT3m
zj@Pfv?a_duSR*(6Ci@r*>FfzBiDnXp%Ln_$Qmbk_oYdB#M7Rk`UKecpcCup=PeRas
zyF;=SqirIRm{w@8xUS5E0$DyJn4^^vDH4%a92&p3I--GBavJ9M9*O~9W|Zpy4hgeQ
zO4QKfR_OewF4MYTe2L^avm>r<6obkm$qaE_GCThBSZpy{#}NM@al}iKLp;S`!XL1u
zC_(Y9lJrZ$3J`KL*v8l?mLNaRqzXZCOR485BN2EK*oLUAazxvEJ&uPdAQ@SlA_HaN
z^-Ok9!PBvyppd~0n~ak39kUCvImgC@BvCf|<QPX3TPBF!+%|=JLrD)*2MW~0tr0mW
zCc`TPG8ZCQF%Grew5TbHhfHp`eCSjD&YFSJ6pWfcLs0OV;4R!lWGFqDqRzh%UlaU|
z5Rawi!6lS%PvXWhmn*VV<IfyZ#-mu1L`X#k8><B<Kv>Wx66*Y-NXt^+EHzd-J8WyA
zo!GYmT{TdVo#Yp&mA(~i_OoBA33cF%*Z94fuom3_Shj%YlY+ZBld0XrE4NL}zb<^o
z1|)Hs(f@5G69ZX{gD2D0WyQQ-OWB2<t%Dy)YBjgp$bH9vsNmwts1uqVhCk%UiG+w)
zijhvUno=^6@C;L7USp%wEfx~XBtXF3197v0H!P44+YsGSMI;qs(?_99S)C~%ffY{=
zTTNnyF`>Al1xK6eUqD9*m@gx_Dd)ajS3rn_jWX!<;ke0u#J$by;P4~832%pXL6C>m
z9(B~=?2;<s)dJ^9oCtdx#RODQSXwEB%_nrleos6B{l*Mt4Cv&<G+b*nrZ0;n6xkmp
z<rnyivL_CUcU2D4&^$}_dlbFxxpeRM&>2>f;Y0w->p$S5+VtV4wl(#1n}t$o;YXt{
zn|Qp}o9OR(8%V;YT`|H|c^ZLUX|k7F+}X0R6T$@rHyy0K8oXuKJXWfc6GA=~<@_77
z#(<O&ehQ0-f3;_=^<%WD#!U0%=qNj4mm(SMby#KvY;sSU7occk9o8cw73d<wXHTCM
znlb=pTWvb!m(2>>)&$;N^S-+cgqP%Fhv+o^WF8$+xvgk?HxoE~Q_o&mp38Q84P^0M
zEc&H0ttOIr#b~kq2Z4MV982~{lnc2li6ie`WFCJt&i=546ru3l)RWxe*%e+4DQrd%
zcuytH@}7E2U3U+pOHyS*!?>5b|1~)Mlbn5G*(lm#QeL%Esd2WWCiC-GjPy_jYN@?k
z9x6Yk%`ahl(Pq$fl>WY{u$Ub*QbsQ%c+E!>s0<KCF#g{^-Iw)A<WOzFy9*w_ZZrZ~
z1>T;@1KAP~PE7e#zx(e2OqoDw2TqAYvS<SNTIM}%$}blXlXA0y8%fVRER<et%`6)^
zY@oEYy8*y#0=Y_q2H_l#8RYNGeGxVw08)y+H0T%<#5ytNA805X;`#W-;>{7mR=s)R
zpDLjHq_@!%Osu_s-u?lf90||MHQEbQ9MKjwnCFL^C{OC6iQ3^9VfXX5KBDR{DwsIx
zWa3NuQMC!k+FUeKPaL8pc0SY%b}3S;bcv0tJ2>Nj$dvA{RWT`4JY-7jQl(a@6C14y
ze-}BMeRXM8+UqcG$TZxGJB=GMohO#!snf+Q-o2!Lqz72MWVFeUAB|wjOvH<lAE`$C
zb{|Pu1;L&Ng#T_{Bw?|4laj+DKwTy<3NI<9D33*qbS@S%+4!4)&BaST{MB@MUFXXm
zk9C10a1qK4ob9+}eDzF-j+Q1XW)rMRz-~KF#^yRtruIaoL<6|Y8wX&yxO_J$+kx*S
zUfMn=ZKLTm#vTj&RWh2ML3pS^ACkn3X@BGHr$%ljNea5MfgIKm{!3yL8ZoFBL4Qb6
zK$MsiGNw~uEK+{F8mJtPy!G`M;_Te9g|Rk$;y7LgU}c-2Re_1{=M$wV@&x@6LKNau
zp^nb5CElO$OUSl5k}_=ukn>{~+u_orNUZjmmjlL%acO)xR5)!)&K9Irs}mbl$;{`a
zNKn~M81eowFG{UeCN@T|zUTz*nmk5tGI{i_y#E6}IT~MYqXyF*RSNRN{G5})0tDyM
zjoWuCp2uYsqhO`;A6pEp>tuEde<lvJe(k1)WTBGXi31*D7O;3<$Kow1<7zIIm6KR>
zP9L(++^?o<uN7?eFaTD!KXIU}A@S{Bd)@y&{tG|E%^nbale~!!A_JmzC-K8kXSN+S
zh-}4>O=I6&G6LCk=k7KD&L#I5#R=zG%V>!)TM3d>-o;!?s%dkt21)#hqkm%W56V_z
zHcoWgXSw8KsTJd*08V$^J12Pk4TSpc{MblQ#g3i04UQeS4VUPW+jMas72InI&L`(4
zcbw)wdsOlLe{#PlIN!;CWrgfrSmDK=J1@y4w`CE%BCtz@TDkw6hNb>MM$RA}<rk1q
zN)J912SLB96xK+i=nIacVHe&&7cY2X+u4$iW8<EbFF+r@wVb+(G=TotzbZZ|5I14m
z<9bJsQDk@T1v)BC1#=9P^@>EMoXPTF)fJr82p02CU6khhlp=NkF^iDGHu%l+gR}un
zSXOQr1PVxkDI5olyQhrEY@!FT-#-Suf^JAlsaF%w@G|rltJ?4%&`YcFxh4VOQ{V|e
z3A`Ao;l{nMi_o&~-#xV}w(5vA`S40!1)y9qH1Ds<%#IsGEqF795>(EI#dwk-Y?o_!
z6JzDVIlOz)kG1D-ea3_m_=PNo-`ercUXAfX4F>Sfx|SL9&61<lDguy*6y02QuqN39
z_~%Ejr^~X;tAL|dK#c5{mpQdtIKYsSZuJq>V0wDZ%bwmToyEIR<Ik0QX}Q>DUpdYm
z-eoFfj19{p9YLYxEAl$g=f?Ihsz8jfFN<NuY4S|eF5K}8c{3!7V7{%daUF2~dS0oU
z4GR;8?`^o9AChR}a_%xO=9zq0G}H8miSR~R544JjqWX%w>c@hABX1yXKKy4)#Tpjx
zr?k@0w0U(;_9@Xw?<bT6;y}xPi7m4-|3_?D&D+VGm`TFk#N5ox-0UkX|D_bC>Tcrp
zZ?o~27?`!Gv75D{0~ss8!@-Qv#?r;u$%@h5%i`ZXm5g1C?OlogB|)cZ?PE^N!p6?>
z?{M`0EJ4Tm|HiC!*H!j8v3rhb*n5oDjHSq*k?~9|v^>%-<g7ipQ#QL*?T3^bYHJu=
zc7SxNao{BEA*DLY=8%6JwHr$>uVkaHjd}4JLxND4#ElZJe_^qp9+NZp;9x*XdH)WJ
z0R#q;a6Y1JgfCHuLZx{c?d1X64H1M*vPOq3-{L4>fa?O#0UZ|FzstWpoud-31Pdm7
zi#rU?d`VVBM85O6vUHLe#M>G{7I_ZtgG!qx$-hT&@tpxtOW<Z!DB3;L57{Ns-mS0R
z+a&LeLSQcR?)Rd64fR!0$Gl}hh>1|pl8P-R06{!W{1H=fGeL#g6mv!f&die)ziZf=
zH>i4B96{VZ^(DRMsn?oxKDTPEFkH+=I13@()aR6F`NN738`A?G`S>qb1uWxAZWm|L
zW4xobc=S!k4nK;W9zh8IxE1wS#z8woDSSA8WgTnU)i=nRpy&khW||(0MC{S^eG&IJ
zIP+^MeHflbF&bqm^Fb4F@+I0DNaFAWS4K>z!w3bdq!jS<``6Ry6s}2G+Wa~<G|bDN
zWxc*cjZJjNx1-Pbn#YD1WoSto8U#$g^$<ij6QGs8^O^)1#7Ij8SBftZMY6*rC`L7a
zng6k1zaf+MrAE)jnI8H>bR(D2XHp#_l#oJkyOUI^MjNHj&!Z@PlunB5_E2#8N6VvY
zFX<*F$`8>@z-}~gGBxe+xLH&aBi6=9U5;GHdGm+_{v9@);YU9LvqEPei}N>lmpc$s
z&c2;bNaj)(b`VpJK6>ZTBGXi^10}W&VY1^kZSr~6yF=`o=VOqEGupRCYF{DSqV^~Y
zxrIfuI|&0Ze~nbNg1_v{q>uT=CCYM|!VuqjCn+oy%b-PWGNP!yU8BQroID83sOQXw
zKyz05T>l7s#iC`pk8F~oW@TuioUhZa?$FEoF1%qQHeZXIRqvn`YpyRg^jvhgT?+B~
zy$a&3ECfS52LKbCMkT9xNx#=RNSbZ5u}10@ERn+%T|>ObA>*`ek1{@IixR^77sWDI
zl0TP_r5nrVcjKKm1cN7;MW=kDu;g+P9zz?MMrWdS36lMv<}V?Ezd&&NEYrj^0vN&t
z7zq1JVW(~;4uV)1vv!Jxb$c{Co7TvtVai&F;aT{Jg6ikNtrVeV`Z=uUV!eni^6y%8
z!*2}^y-R>}?yTNB)wa_T*$H{d*<17YrpA?kI%#?}uDiQT2v7IHFwUs{C0fWQ6_yp;
zp{t<7N7zv(gwgnK!Ar15hUmfTQ9xIcFbj<C7VHE73w`=_XCyUDB}c>Sd79?8*U*wv
z5ModM+v>SZt&g$4XPNHdRWA9J$PgeGnTHKkKcjFl#-7#ae``kMY|o(OU3H-zCQyua
zizU@_!->+sXT91mT98P`jSr+qDBpNJ7>+%!PLs3-pxX)N?dSR?u^RfudEPaJKh(rE
zS}uKvl~F$Ey`Sw0ET}&~`mD0;#$OR$(E7GK)>lUg+#Pi<Kjv{h)CW9FOf@d^rz{TT
zRptv+cb<7?tv1~?S$d`ktS?P$ML+tM=a3Un^ji}et@ub`e`%DMBs1XO38bV#-FR#k
zP1}5k$)WiR8Eso!^v7j6HoVNVI^Nzj9lNCo9CJL{hrb`vQ66&TOyaQ}R&%|-Y-Se|
zxT|y<yEWf(f!-Q^{x=`|pX#0eH5vMkV^%b=QFXJ2Wm5Rk?fh5yrHiW@F%QfC5%c8v
zf22GoHP#*WIg$MzH786lCCF8}q$QC1(y329av_~tL2(a68niTjFyJ%>$$#`%lJnq|
zXRiw`Vp6zpv*nDF@FYP<lpxR~MUuz^q*%@NGw6A663LF?htR7-t~}F9h%3pTuCd9a
zZIU=aH-$roxe6oP2?!7d#=~RFulRLe&WYc;|FpSH-UczASRlt$cQ%sna0?RpSrS^x
zw^pSED@2jAAq_Oy#e%x#);Rj-z49|?2$W`bmKEQT%ZJwEGKeHwDL`Z0zegg^!VEhv
zx9yugt!IM4U4;yy+vLq?y?W~(dcqlAE{K`7g@kr!$oJx>^^=im#2>kB3%kldbNtp@
z<KT=o_v$(1=;ohj+G(+NWbEO+7>+-^(V@zXJ7Mre<>siqkzVrR&3MC&{CYpsk;$cg
zT&5~1c+gf|R5WdiPIv7Vsi7CR@Q$wXQ(iY9Tz|8BGeItMOTb!foLcIC_X(BgEfY$l
zGZVC*&s8DUQF0ol4Cq{;ng2;6mU73~NacSpS@*q*%|8(|Zr2L1tF8XCX)#WakhMGe
zos}~1(eeB>il&LF1Zvk$O5XqYyNq6x=HY9EhB<g^=Xx0dD~d_6-Klrjfbr|=VPl^M
z_w6=gmAgjXv}JmPUVFt&k)8_or2i`V<lycxqess~Q=_r>mPkC`ZR3j$X2Nv{SwZ~0
ztJu>d?O&5Y=p=oWE%WJOq<vtBx3)d|&aAmRZ|+3nq^GRz&71N1(|z+>rwxhIZu(Gb
zCDDmdhGrXK!b|a#|0E&d*@56SYxd;WPZmHu4uj^EaskhAkd}lf3LXKD2$x@sesTk?
zR81TQno}H4PI!>oot+F@zl1Vztt>t?=TWd&HSyAv4zeDYXmcC9ZO878LLIN`1Ne(T
zioVsenlD2bkXF}WbZ=&lo)evlH9<w<ny~>P&KQpxB^#np`00b34!kgiJptD;d%8#K
zV?LqfN{k#fNcC&IAQLS{&Ai=Fix|M7fF2J!Ct?aH76Gj>xSd{gJxUAA9t2CGC`BO4
zO8prL+|5V4)L8n?Eo+>l(A{%A+Xb0Z+6$DI$5$PMcib`8`O9Y?E{K{h$Q$$3mRsv!
zJ{l2N!SB5O*wC9@0%-me2clqJ=RWKOfuRC5nQwlo1*rX@=vJXV=0w2{y)?&rLEt^L
z7k?!TC3ngUC;Wp`2X3Wdjb41s{5v2|D?a01FH<zR+Z`2-5e&oV{i`Y@Cn_n|AC<%e
z4AdDS*5G1JD?J3=^(5}UR;s)GMZ@R#{6`70u97^mAJZK}b=3>9?Tll>*_=M>w#K0{
zsG9O(Zol;v%Pl?O;=g&5|15|9_lp=S8!VHGqoW(~zZjLTQd9>EM`E^r@c-a$v{cM3
z{*QCv{_;4Q#Ja>^vcg}R{=Y6_X72T6U?yf|`)dEEhOnuT(bH#sq)192s5tYNY8P@p
zJgJs21YLv?ILaAu5V*J#D=RcJGqcW(XtQ%5v;%Vgpj9eN3iMYXeqdX~%p2#n>&M2P
ot8kHMSRg3Kh&D{ve;KB$o3V?Vm&?~JvN3b9bHh?lNGJmS7jL_&JOBUy

literal 0
HcmV?d00001

diff --git a/src/fundamentals-of-ai-and-kr/img/_a_start_optimality.pdf b/src/fundamentals-of-ai-and-kr/img/_a_start_optimality.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1dbd1fc190d63a65cdd8ae2c0ac1204275139bee
GIT binary patch
literal 23688
zcmaI7b8s(Fw=KGp?AUg)vt!$~lO5Z(ZQD+Mv2EM7ZQD+6zEk(Uch0L<x4ZwCW392q
znmxO!t84XG#Q%gusOf1~p@{u{4k##k`ag7kZ1l~cxVWHbrHrgi98Kx}(6ci$(LvFQ
zm{~d++5e#xvD9-k5;8KdF*N!=oImUgtaMO3JWvjf_C|VEP_BSW4@g%<rKYR3V*nO|
zqCBJ^Flea+1!}yafPer*V7#J8@GnRrzHl(ckig#G@g*yN?fB?Qa^@(^q2b7=R{)B9
zAah8U%Gm!zKpU*UfKX8fYuC~2x4K<G1K;1at~)n8wm-X;vlPy^J*pd@I;MS|suV*J
z<1lj&P|-*WnY5Q*;Sk?}*X~YR6C_C2&#(TBo&1GTQ)tY|i>o_fU(wLR*LE_fx3X<?
zOeEV161Xa}0@UmJ4a-Nq2>tb$280)hVDZJ>z#lYDq;<DATO9AZAf3V^jE0<*p>KTL
z#`sYBUDpe>ML98}F6vCU==gstzr>UT<V_P95X{xbMptRfc-DU#KmCqtKt6>(W>r+e
zn0mz(z<QM1_Ycp&eoVK+{s1SiYR}c@mtN{eEiE~h8wni>E;6Q0FVl0e^VrWzABs){
z$Nz)X5=Ztzpih(#_dy=$m@d*gFifJgCPKp@1{OaeW!;8N&0Xv%!%<*_l!7)o{y~a<
zhyAzx-ZVJP+x+V`_SIc(Z&8Iq$p0q(4LA(~wGJ^GQMe#t7R_(%H0uKgHZ^DLdeW%3
z>N*M}QsDF9w72^HW<+av%*VXTvHI10ABE_%YJp<h%#vB%dV#yBzl1J?HgQ>@5@pOW
zz97XZTqZs#i=#@DIKkfX#DgC7{OWSbq%>IUDLf-}NQ0z$_I9>ej#sz$yFDXwJ_hOj
z<9oA^3DKtuhAE*MVh~=E$Y1+1j4?dtk=riJ|D-poMXE4y7Fnh0ZdQ&>_;KJdRF9!F
z3+*2)^Q_^HG*c2*Y*h|+2?Qe-<kRU4t$!z8GB#cPDN|y+oh;HRn0e9Q0z`IX`B>d!
zqH%i}7hZKP`+~rIoOYli)mTX}#Q=6}v7fn|@<#XVTg><et~|NvI9<aS*fxjj%2#vp
zDj9gGaHvCt@78ikZjE7X)@$B``+_>ShJvhQhETW7Z)Ip%<QCs?Hd6|{+s49w3$`F<
zU7E{63pE&r%{f%qW7d4F9VskgAf9N1*N1JED(<mTrJ;kG;)M$SrlOz{rh(P4k9T<Y
z3}vR;G1tEf&IVSZ1-%yaQM^9)4CH9v7{0fyWGgY?v5g3|AfcC)LuXr>V!G_H+}+KQ
z8ykAmiQhcjj;xXH2brmF%Fyyn0>175k)jzdCkqjttf9BK)OX7eF<293g&3FSeoa|u
zT2GCTUJ0tSkEW9MNvLkE_#0c1$_s=h$Ra>7P{+SF|KJ`gf=sHUuuHBJKZQR~D0lO(
z9TI2Gk$1K!k@$ebSQ;?(lq_HR<9bf*jl@hEEGx9ke*~PzThzUBE*D7Bj0tUcBGOT<
z&dEp=@0t#K>VpMd-eU%lvL^sW`?=x>;t1e=VHeB@XKXmlR_14q6gk?lSS`wsb8K>9
zkyjpC*~3G8N&`b1_saW9^-53;o&tg@{@p>3o*2Gffe?yBV~}Yi*4@+r8G(#bxo3)_
z3*BmAN;vS<m$IJ>?F@yASQy9~+;I=JgCu7pgKwgCY_!U)rkcYs7p4bi%z+id;qkCh
zhY^d1g;Vz#M@2|V;r0)SrAgfR9)ucN*dI9cS4(1>V4>?E(QPvIb8%a@In*Sn5lfaa
zPcq~Ybr|xE^2v@>EU5LH6i#B%GjfZ;L4=+o>xR{XuP}%V6Pr*$X)PRQoruE5kW@-<
zr7obptAAunRYgK$dXZv_s+aKBS?ax~4J0!RIsYrx++iu?X0ePlvJF^7Laa5QTZX~E
zQQdYeo=3%4V5OrQ!NkBX7<dWevoTo#KQRayeOl@Ao-;m*4#k>EWey&6WN2Rppwv+c
zaUk|t5@-m>1db47&fTR{W)K35d5?y1E6#)Kv;@1c%3za1+J=i-L#{*xigKHBM+Mu1
zDFj{WJh2Av)Yyu!>bX3c9Cq`>kI}tczUD51B50_wk`B0J(~cRZ+b50%1^Pwk;l=}k
zIRcVXzfok4XuCM4Cyu*0Y4z*V+z9si;~mi2MTJPQ-v)+$6TKA5YuZXtL|lQ;5fPqd
zW28y|`9V$*9K9%_;h>;jLo^o0(~D=1jhr&IPtf4gk#<{mXHFIg*E>jTdMg1n7O@{u
z6f>+dW>9M$6a+DGnkbiY(*5CbO^nCkqCoZk3&4wLmsMY@0RjmYpQ{NC?dlg93-}B^
z<%HF-$>f!~vbbjQJj~o)j_G5}Y+)1>5G4-M{L%%gM|l4?idT5O%v#~28n{qhy@kh2
zL;{8tz)i#~AR&zz$HHYSCgmt4wRVG8O0M^rE1ts2E?{DlrPSQVezZ|e3Ej2E?%whk
z0|E}i!iEDP**vLp$LBs2du4*3?s_-)8X+1C8~Lz2dG1W3<MTO3ZXgexyg;MMcvy?<
z-8K<Q<b2Z$K6ag+CZB<DJAC9JiN^(C=}ABEAPyGP1oHOobkFvOCaXztdqha+_Nl(p
zj}Yng^XnWNcX2$@K04%vrB8FuY?igPt-b@}drO<_oWkBJmaV?KldF3;UoP+HC=TfF
zb5BZnUSQGXtG){s_zMnq;iNsh)7v?=j*f(nxmw=gnHVf0`b<H4Z8jE5@FUIoO1QW0
zk(3f6FQTviBPFOhb+g+!cJ7N}X!!6Snw_%pPc!vQh26e;61pgVSr%8Tikqmw24gZa
zE4BK{ifzCD>;2Kv@?>dcDS*4Oz_yOlVZy0u7BgR@X#X=Voq>wo%v9f>k%z`vERt{y
z57n$*1P0F#lkE>zh0iumF2T{x9|c|C?(Er|W%9ZKGJ@$W9cu-HF(u+59&63Nvg?#N
zB`p$iRckq8-Akg4Nzkn8jak;NOJCTs&C~N<g9&L?H1@<KD|Z(xkC~e7l?jso`S2I7
zR_7RLZrZ&BA<xFp41}0SAutVXSFI{(qr)aH=I^1lrj9#Jlx4h~Y=i02TUn_b=kH%a
zAP5Tm7g3i~mN3YO<W#izT7UB)qvXNY9PSr@o;0_Bm7EWh6w8GbB<}60<KnUgekUC&
zu2L%1nUwd+><X~wVJT(jV+k=gxo=^sn_0-7n7232OC=pn^_Y7&4OYl2Ro&ch2mnf0
zRbbl>rCz4RQSj0g+CI$7g{{Y-tDA2PHP-Dj+Po!B7nj7M@!-e)5sP}eY4A{Vp$n@1
zvlP^tV~{N!OU@O*z6QTesCHp~;;JIgwov%ISbb`1YCTL%^|PXo*1|c(Wt-{L;uHtD
zx3nTId=g`x*MC+#fHS|Av{FEKfw5f&)3gwmGGz^U32x*jYavB4ZR3!47$ni}%N&L(
z(#BL7(lEr2Im}rrvosYi#r47(%{3-!REi43rhylvX~ephtA0C7Y))g$VZHw-o6>7q
zU+W^B=>GgbUpA+3XL1jD_1Kf^lBl9$TA>|QDprV!IffpH4Zsw}9u9R>*YAtUj5oJo
zT1U`*DS<H1*c}z?+YuGHJJnh}Es`KwSRya%YKWqs*0v{Q=Ppy6qSi{G{w%VSJU1Fo
zx;S*M*st7^%<(RxKN=%l+31$l)(Reb`vyP4%I?fr(WWypE~T!n>@cx}mZ%bcy&$Y!
zao3+P>G3TO2O(tMiY{bzGA38q$#*zdzdsuv-jx%?UgTjftP{R_(T^8K6W05jYLjP>
zO$58ELkZEY_&$>fK!jE`O{LahPKmkC9p+`Y`=(PUcJ@0)>YZM7e=9I%tCo)GBJq;G
z2VOU1QVolPk}z&+eAO`+2UlxsJY2VWwK}vy%~ZE2+%#@#wn~vaoNF5DxEr6}F1=JW
zle@ou%t3adBBbw~qPDVHyd>h3kWgwa%nTEApOT1CKY3VLlqlw&(^e0VSYsrkt1I9F
zrw^-JzqA}obY|6%<EnS$bY^QpB`(ws6K6kM&3ZCjk!arUJV8?rvuKScwdCRlg_(|5
zVSw@(cV?9<ub~him{ZD(44iUR8!jnRxI3Nb3fC7Bwg!xrbD(AqdaY{sO`Xg)zI7OQ
zbVSvpwi<!&R`U0qw6DdHkvqK?w=-_!Z?b_(Vjx!C3Dkph<zqTU>ZMK0MKcsbIgwge
z;a@gcq7zGB-dYBcE;nk=<{oZbmihn7uHK*bzUpmAE5tQ`ID`%qW$9+q$wO4(h4j~c
zQTWr+07YA)9{7Ps)4X5WBx{;N!YMo=w8GMxr2-32<0@E?s}$E{4*y(tzu0T?vhAd=
z!fv;P9Mqg9sv}dIg@W|bQ0h=6y`&|6<j@PfNWbvxtIHkHh*>(-SaQ!jMM;BdZc$hX
z8^IP(eE<{ZMwMdEwPLWiR0j1Gxu08ICrA$jrD0Y`JQo1`>QNZgeN;{nD;?G<pWq&F
zpZ>S@MGdkn8K;BO+#;@W!+>(Qzpp59kH4{$Bd|%m<NOl!1Bm?Yu^2)#C?~HH!wnL7
zx3&a~PT5L0DwB7MB3pI)<h{krUt+M3LTzpB!iqu=8TZvz<d(jS$CwNL#>{bz()@*`
zAo*Ir+|x#kNhK1Fb~4^1=AlQ}KD2hAM^9MEzQlY#1F(816DcI7VVYs3h^_o&$(1M}
zwfJDq)x%Oxy-iZo*5{7`rpG1g_AhpNcDffgPRCP!0d(qV6>NAK>(<Qn4G@*5csr#K
zLDP;g03H`4qXdNwNqEh*?|ETh!sE&@><UwjT|U<5u&!8I5JK+tI(%P|JdS)c4i@Fg
zG<c4(v9C)RUgdpYQtAa&^fl)1ci8?+<wFtI9j`qQyhY(do=uA0cdz}aYf=0m9D-vr
zIdMjsoooM!Q<*S52N^10Y&sEYB!Gpu{D-4bl4mh4C1vkQ=mdvCz{XN@%-Q+|4kz&r
z{57#5EjSi69C_;tO^^L*a_TB965}+&ae%Z4Fmjg?Gp~Xm&O?)(qpDLCy^>3gUMKaB
z?v(|~II^Na`-`#^A#CFg9CwzU{M>oeroT&cOM3C|x^*=<5h!REad#wRmXf#l){?>M
z5+X{xfSUB3*UlKt4$z4B2xzDP?A?6>N*z=kXx=}%87Ogo6#J+S@vT5-YrZdCU8Dk_
zI;cEdLmgjlJW;oNu9UpkXKgpwN5K|(Z?VAXzc`^cW+#LQJV8wG%Z~;4q9d0vk0;B2
zH}QA#xpxU?G!S?qnc#iq6T0NA5nt0i`X22QSo_SU!hJWv#DhmdEBP&9gRNn|H85jG
zUB>Q(r7s~A5NK|KFsg{R#M)EyiE;Hn<d+P@QglyJbPtk$u2|st$`mi_$5*1U=DuU)
zmkp?F4SI@Ed*m~VJ)dllbOM&pNIRRp7Kcu#3x6Dhw|3uhf^#>CF35e15amt6>Bk}U
z+L0s2Nc&>LuD{FrC7bqE!@j-b<=!%{ulGTrbS0!PM_tT)>hrtkBaO_sAmHx;u9M?X
z@#QDW2w`u)`2_t0tq8(ZcOs-}E+YwMesLT8ONDdtZl!gK#YD$-Gg|ggsF;wF42m*D
zDRJ6$$*rnyb&qP}2NGSyKgmVKE+T+-QU`32=)jZrw<PAuE#G%zfIyNn9{k!PMLdgz
z3f7_f@Xv(}W=Zt{1wTmsE5=?>J6zVS-wFtM*V#cEK~N3Iffb;Y1*W~hFa(w-DUcFN
z+i~J+3q?!!V-Z6XLTgJvn83fOqi!A6hMR?c2i<j8JvwqLjJOIU(6W<?GC1E~Ib%C=
zHZm@3$^Vs`n>(&7y}@9&Jn)H}R2K$|oFbDr&)HZ7SIx*S94H5eXMGQcks6N&U{+uA
zPfh|_=9l3!tOHK?lNJjW`qv6bz1LbiR!WSZ047f`8vT_Ky5VW1#XGa+7Nc2mdBx~K
zub!2#k<J3iwF0IN?r;9ZWQ`5lR@Vwzu8JRNP*=^cPv?w=U&{T+U-;wbG;Y%%LxHhB
zQ3$w~DJH%yCO3C}%3_3u&_Z!0dszh2vDyQjYHL)aEz<pOYNb9t|2#}XX8}gZ!1Sdg
zO>#T=z}JYW<aBGeOuY~Nzvs)5rCem`VEKi@3#l-cAR-;X4bz&8)1d05?9@mS(L~}5
z<KG|`91OFe0aSFoo2+vW1_h_<V)M&!McX3jXd>xV5eKheyR~%UUZ7yMhVamUKXgO5
zy3Czs%#$_gbCpF@$R6>z&SPj81T%ecUiHjutf?Q`dfWeKB=oga0H`*Oh;)<ZV*)dm
zPEo?Pqv!5Oy}TV&Ar+jfF;X4WEAU$<j7t^X7o05GyQelDebuY3Yk@bwee4j~gy;@`
zJeSVfGT(UvK4J(ynS?Q0zZDdT?kWxTgT9)%U$bsV6!VsbJ0T<F&J7a(n0pOm*n+Kv
zbU;4;ah=Ja!|$c24q&ydT1K^*gwk^$Q{U@SI*4_ZBzan3gCm|6Wm`&NpU&uUIJ|@6
zP>WvXf$2rq8q1uJ5zgZ%U#8(;Prb+s<u^o+YKj#M<fl?)+7goc%jAC9oR9LUJdAn1
ztyz5&J^xI#@?P-xAoF0u5szPcyCuC8u>NZ6R{4(1k+x5K&ht*W#G1#s>R8=KnL7{B
zUlk}5W>w#05UcbeaY1~Z9LT<ee%aU73rAVxo=G|T*5Xy<R0(2M{rD7^*@4;ci#rRh
zo>VW=DbFH-d3$zL*SY;)+WL07o{k|d=;MeCOP4`{ld2=BjReEk%0oOe9`n%3Y+~h7
zgW3F?i<p_AF7?%K!TQ`ex=p%4y0utyF{Txm0N4N+uc%y+dioIz(+5_pDEEB*#7M)7
z_0mj7&ev^}_p?c^8A=>fL{>?hS6PXd+8|6~E^c%DRz3={DPwa}Ak;*|^3y4QnE)0g
z+*7K5QNrC6RwftT@bYC1z$W$a@>FtF>c+d<AXcP9@yVMeyStU+SNE=}errm?ph+x`
zA^Hyk_{VCQ+?;^7?NrPxOb!x5Mei$KzdJm~FV7&(>aIR;lX7@;loa=QZC5?pCQ)fb
zJ88iVKHTwcu{9d%M65geX2~e7n?!4qW-;jdB75$3;$?@ysJsG^mbeJ;jmm($7Hr{K
zxLp>x7QIf9!^0*~;a7mR$$l&H((HMkS#))UsiI$9xa%)ga{oMGwORS!F8zHssA!%}
zdVT}`!g{@aL{QiRnQORkEktZBk{)d!aF@}JdRq_mt5-M7!-8;fF#&Eu+>xIb$mjRH
z`X{$>kvDc<D%#Ae-{?~n`Fs6m6kkr-t=!dM@>NwGwKM?yN6X7a{3p+8bOmiSrC~uF
zXP$=TgR;dZO$`s>MP7OpJBJ|d=FGA?35oUc4d&J@C>P<Z&cDm^w;OW+e~YuWV+k#G
z$!~EzNjE+Aj;dp*udr6%jO=|U)SEUaSFP#RY-A@?sYzo{;lfLiv8RKHyC7V7UtYWj
zdjNd>d&bWfw~3*n;fqx=F4XQP>dr%n-;?Fy@7<z-iUBI?KEW|*{txJNJcSpld_ro@
zl_9(Y%rgWJ7It#3YM$q@;?mO6)-XZI2;`LwB$~uYS69La=mpQO&v;3v!_uoe&6t;U
zdK}43!m$gZ=(?3USc!nn-dTk88h-KybPgy3XjZbcCn-^5%Of!2(X0cpaOt%i)l20N
z=A|}%GsG0q;svX%!?o*pEKNzRa?Nv14NZ=04o8)RFS1gqG6Hk6g|ZSSIgPxB4Z89N
z;${o21r<4aXyv~aLrE!=>FfRo_*s_LySQco=Xv9wSfA>jhV|K#w5!vXDhI_Du_<Ha
zhN~2$qiOcJnk45nQFmAj@`x?>kC>(9AWPsSKw3cHz>Z~Il0JMs@;?04^`{As)?RU4
zn%gBdi`7fj%kPy-)huF%Kv6)IKy~arXt6juaAZ(3YOs+r%_I=``N?Pz>y|Ue>L4Eu
zm34_0kBmp^uQzT0>M6in1zB0&SE?RuwwTu+XEBNbjJ$kaV0b|p!LA@ON75UD5yn`!
zsyO7sfsUIuO&%~jQj<Ab_Ci8-Y9m9^zHoINRjzsTBk8B0s)|J0z^w_z?+RVZMa;`z
zSAL$qUSaOwLuF**6ohuEyG&;0g`{PIt#7x1m>f*)Sr|$GMpkDYkrXGi+zg|hhkcLu
zYQ3W%TbSn-k@TGj{36Y@+FMn3b$#{s3+%q~{<|quCjb_vfNNI#$K+48v+NAb*->1l
zN0qbuk<XG>t>{bk5MGfJiZuEPoqJ~6jlVmbN6TMzK?5^htK2{86HoeFmn$4rzrWRP
zImV0Wit-yDcqa3N9g}7D3bgo!)yT$1^F;u3qGrdwpbY}+aI`*Sx!dz_EZL|ENPGJQ
zzaxVJl+CnIL~7SK*XRqpB~8>CmSpx3-cto^qg5r~cTTudo=nka=S<5Aj#n!$a9E-a
z8{{#o8qDrZnXK}kRe|&qOlz-Fw^=Mb@N!I4G0x{?OtWXoSBMsJ3OG$c)h`NZ%t`?H
z8noWsPPo!VP^v!C*Y!M>sTWJZrmJh}rrE_dM8yw9mVBH5rmV3O9(SmGyTB>k804P0
z8mINZ_doCQE|D*^)EXyf=ECFIf?JafnXm@^1$364#1C}QMZHboEID6r96eB}Ax^c+
z2e54iS5lSLOS11m^JG~PvwcnvSZ6QM#QosRBXaijNV!bs@-&;#c*^t0j=petxWn{U
z+w<FMTvrNnR&(-J!A)|Uk{`oR%2?tGrX<WWQI5#mQEFb9UqU+d*+jgqS1MaGn|bXy
z+@ZBmxt0x`2wQ_>9>m6@l9??rIVl7a!P=3A39E`MA(i^@^)gR99y)W9ajuU(B;|M7
zuYyK_GQ~zY1z#TzF-i;pXLKOVdJXtOKCE-t4H=IH^i+u49R44?V)=!d8`EO%h5L65
zZb|lXE-ufbSJUl2b892MN-SvmGXk`_C|&xWv%zdEDa^I=rmyB^<v2tcM(qF+lTqS2
zQEh_ixNoX!1vK)EM0m%a_f(s7aQGE=8@xH_nwI{0p=f*XKVaBm$BJzAiXyi?bgwAY
z*5<j(1(9ciPA;+Y+PLcit%i)P{O&pQR3QC0QwMHy9bcv9$julJ>h%e21Dl%73zT=i
zZF!U{RkOfE@<XxLIUF<0E9N<%)6j=fF0m@$h^9Snd2exVd>dThSx54g;Zx<atmSLw
z0jwcRiYOZ$E+6u*_~W@->odHS&+@B~cAfJtp^PeOk$2ogF~QlnL(@a`ieA_jogN9#
zu&sjT(-PBjRw;dsiWghsVRNyb3ZuH(6^<yAgcX#HdE04SMmv=n3FQzEatkAu8qQU%
z3!W!zJKpdvE8T7b+FkFo%brg>&R!nl>{=TlDt+-Gb7wKZ0wOaM_jJOjB&fpDmSZv4
z7VJXdxv13K<3c#Ic1NKrLe8FM)H?yU$`6lMr&q04QDJ$cM54h$DU~BK7mD|!fHC?*
z(oCh4;_`X!QV%VgS@>ny`RPU8vhBQYMW5LmRunyS@A6%(0Aokr$}NHJX03aZE22;D
zrGoSF4XVr@2Sggyv*da+4Ej#Rztbt#De$M}tDvhxJi1o)om{dWB2y_}G^{nJb2Mng
z8cvw@)SHr6>qMFHT?ssLZ?#CLI1x&Cy0nt8_R#}A)<SLl61;~po5d?V_=PZLkmvDR
zvDb;$3txPgZKSJ^n+bFLb>yUlJdVJ!kM^gChHIpYl9Z*2m{sp#XY^Oy^P7>kc!ZU@
zw|DJh369E5lG}SLFLbK=xGel($yF&LwbHs9l2rav^+5|G-h$RoQ16uI1Ij-6A6yw^
zp!!XUqXTnx>8_&DhSy_X2fJ2=^zyvQL|U;$qnwZ62TXutxEX@BpiwGJi{raRY1SP`
zRYF*x;zK`axOx<*V$q)GZKvyl$V$#4jWDODL;#-xd781L2RX>}klIF}BWvLdTtzQx
zA{Dnpvw3BO`iFlD*f<Edyo5fG?$0kGEAlP$&q6X=JxudY&KDne)ox!eaaMZltO}ZN
zrItf&V)zL~xG$}+_H<*y$KTu~+eMsGK~#}qwNAWYN?!z8F)mYP3%s$KrrT2P65@R2
zR=P()Bez1&Z1xe~U@PN9>i#S-y$;$1ks$Xx6_dj7=eN=6p)PyYWy^TEI1`(Smoiqw
zNoKNU^|rrhmstFLY!*70{FBeQ<{UE>FyW#%C%*!pXLVL2Zl2iQet90~?ml2%ZRdX)
zI9C75ut(WQE8Q&b6#b;blf%fB=n$Ts0e(Z;XOX$eTeupPZ%?LW-Gg=VFEX9BP(G4%
zTJxm4mRZxC@$*n87ib2ua4D3hB+l=&TgWEn=ag)g;i2%UWO_Oa`O~fW-_P%Q6`u{g
z6`LRfbc0?@7C6pmSAf*Z7Z0RI#_ozo!TtdY)O*V8%CTmMmK4hq_v?zZ)BsO8f(!kX
z8JmHd?Oj&T=bYt5<d|)6CE9oW;P-wB-ZA!9w+gh~(|&PxMh$)&EN7iE!0D<7&W!zv
z1z>zV-1@C|5sBCPWyU=fI<4E>gxL;&15k08adw8+&sgkjynxAI+30~chdk-iKCxW(
zzuqI@4z2Ekyg@%151;;aRw1qBeNTP)ejSO_;ZPeY4U}uSitwd*YnSV9T_|x%z<&k#
z1O@x&>l_A5j$n#}Aw;4}ck?%m90TJoUE)L!PfvCUZP2fGIkFnwN6=uPZ$G<Ba2!6p
z9zS4el&Vj$0MkFVH9Zh@zbcs^OhLYI@98iwgq3qLEqhFNwrh|heh>Xau?_7}4PWx^
zsbKfLMFDY~L(l~tG~YHr+xHbD$4e!mO9QOAFhwHyk|#n)p|Szu8*Ip<;{6DJ7tPb{
zh)K+L^<ESMGm^owspmw9{Hg}=jzW!tn<$9mV>S9!?~7g|BLd<u0y<H6?(5c5UE|E)
zXD|wjLu$)qWTvApYy<*bgZzbLL5a>5cGqyvly>JA#Du0wWD6BF-_>KL3tXeB3yJ!x
zcvk4rAzdcHm+^P9Ji&~ha8KIGp|?mk5*xI~<#dgFgx|6P<P@e66RfJtydNqPh$`eq
zVp$1_sx+e?^8=+W^$l{xg<20sI&1|x8#?E6Ozqsb-+d`?3*Qc`Vrk~#cP_YPf%%R=
z84yjL`XvnWERJq{586fd^bTYx_?FOp!@OgC&ma@ND>U`5uXO7fp1#+xeI)bWTO!bY
zl77WELe#)pGSWSqC77<Hji#ihGyp=GIfgb!SJq7!O*k$;hk5-S?gtCqjGiPmVccOz
zN5~tVHdxp09;Jn{&m`sf%O3C(xSarC{5(!SixZkl!8cfH5FRNP5d7T3kw>yhU#H5R
z;S;=_{RX6$-<#0c+fbhIS0GjS?|$cgKDouF%r|E4zg}RtAw1DufUI&te5YrzcJA4P
zz4);GuIH~$5O<&-$ZU}-gS_i|&`<45y=7&8HA5(#HupHY%X5lotAk(UJoZ#Rpx9z_
zSK@*$bAfoO>5_6oZ^%rWiP}ybyg+foZ-`_2`Q&Wx20oVcXf;5t2xs_J&ql1Z?~q6P
z6l{Zh3sKy_?&#5}aNba#{rXC40(ODk5L|B%+^J9TwV5C9aVbG=iD|L`w}aXS;`(#*
zr!&v4YrPcr*KsG5r^+97AT9x|HE+6Iiyi~u?P6YF-W*=D_nv4R-U3!%pF&o@;Zy2M
z+?&H}KT<Q+8<a~RZy}Gy=H48f>6!JO`Ud!y+8$Zc?xqx;LXaK@M}(KOp6Sz?rjV{2
z7r*0E?wu6i?mWUCXh)QnpJgU*!E2E2LimQw2i#B4m(Cvi6TzMBla?nFz`X1)ACwn(
z4#<x%88e$%VZW3UrkaeYU(6ikov+Zv-w_UP$NuxY=zy=Zorme)#Xcl#pNzey$G?lS
zkpbQ^wr}kJACL_t^Q~z6R{S#v74Q|d^C0^(=r7wRa_=cVw9L1v?c4BA7aHKJcITnq
ze|{QDhL@7<vts9g@drT2@Dj3pM(#Y!`_Icl%kWaOeKzbo#QZ1_v3(N$C_u{a60?0K
z?mQ^`5PkqT+h@VfL&6XE(IH^_4BUA@{sBKaKcHpjVc&l~<{RGrEuS0k<z3D8nY!~}
z@YD1&^5;JOUqHe3S+etx|I_m$^8-S69teNHkIYZz+`XsQP%=I$wr}nJ^V_HZ@1J|n
z>pcwtEyhO!c#GM-5&VGP#rQ}7?|-&${Jp2(KRy2gpa8u2Y~O%>dVXjKfG!=|H}Brl
zchKT%bU>G^?HkVz_+5OB{9l0cXA(rfSM<(9^A7<P(DgI1cJHaje+M?uGTW4FUe!Af
zo&NLBP%_(uY+f-t58OWhLS~zq&8vCmVbg!!<)`5H-3Y~;KD!S(Y@a&8^UGhwY@a7S
z$i+6VLG$15?4LeBV7-=CP)62<|Jy+H6aB}91VzvA-~34bHv<v_1Iz#LA8Ex-oA=Yf
z3|)Ie;jRnXt<_};=sKd<uiz(N0^w+g!$w%59LF|iUj)IC)bM|GWxr5)nPqF-K|XMT
zuj~2uCKv$v`_OWSXA?NGdfYOasy3V%<jnlqon+V=nSLuR|9TT#V84ZGCq;MPp!^(y
zTb+k!ua+eBY94rrLYDWJV1{MGF`SDCt2P#x0p)Cvam-!{p!12IX8sG1@cEE72<T_W
zim)^lQc{tJT~H|%A!zk^6L}2i#GJai&u=L|+tu7y_c*%yzRJDmqjDQVl8D9WMc#Tw
z5u8xu;T3|m5&r+H70Z9C)&Jw&Vxebe`M-O&SlOBA|3~dE-G97W!fRJ5PBOHsoY-m{
z;x5JWxMC)kaFAhsj><h4MvK4sk;MK`>93%m{NC`**$aQ~BH%xD{Kc6QFNdSzxF9!c
zw<5$MoQP=n+y2U<45V+P%OUOfjqCaKd)q<YM#)P<$?Gxm8XzGM84B|&?W8V_eaga_
z%Qi7I6S#5rZfvbhGC|#%aO@62c#HM+Y)IKXioN&QPlx?>jotXOI%_yA4_2s6l(bQ%
ztIgR{3tH}ES!nHJG^$=>RE$3sUP&~K%j>Hk($7a5O6|l#UL(CK%Vn5XRvDSN3iOgs
z(!pT<E9iL}_;oOr))a_<OV*zXJHlIie9_@(5aB&ctj}^a_H<dw^5WgTEi1JA<G9)y
zuw3@49SuYa>2)7DRGtxnmthML(f*rbUZXmVTQtnN*-t0$PQ!$`xrx*%EmZ!R5Q^TP
zBrc0h4?&n;<8cy#LxT9>ml;3nKR7Koix4;5k3j<du{dTQd8!2=Kbn(sDsCl5VcTW$
z$?AUp<$qkKQwbOZL%*zEtfmhmW60QxWM`m<7)iD*%s*crp93@J0A1X!Q9S5`V32O#
zgM*%s^^em`U=Cx#mFO0K?B{gT{hR<+<l80B>}W)#v75qJa~60@Eo2F+LSA7HMACb5
zQvIzWb0g`07T1qWcd?W-^uPwi8JS$36d6;d`dHe-tX5y4Bc~QL^W0Mwf(~?UHobCL
z+pnHGUN=J*{vy(LpA(nky=2l(t~(xITirjm)oeM+6S_rWMKNT#WeM;;H(?ge9CupD
z<UVNIX!Ol96*p5Wkiec=S=;~)o|+o}7KzTHw56w;v1mbcz)epwpRmrsV2KctM+EoD
z5K4zE2$cmr9LA=Do|4CA_+^q6Sgwq64@b8y$G_re9QoAdpJ{`Pd71}V-ue_+6?N6*
zG#T^jvy2hhzGsr&Ute~HW+6LF^<PZJTKNUO`eY=fQOslnHHAmzye|V_WiW@*Xe?!N
zM`yALMX(4&6h9rPYsAHZ<!Z<T`O<zx`_QC>AsXvmFdAt2BOdjCX|6EzKQY&w>s$&o
zX!K?{IaA%Qq8`LUQ@^ij6FjMBhMa{ckEGLAwdpSo38gPldeFO5_f-qhX(!y|`e>EW
z7KJuSee+J4#NULZjm>7yoL`IVM%^!;G&@LNOHAq~w(iKFoO9RPEc3f0=S&1CCfsCU
zJ}`PPpg72PG76teB7Aj<ov=cO8DE_K-n}I8JKDm`jAMp=vqYp;pi5ylA$*?TQ0&5D
zSIA+<*4{Cnnj<n>aPf_nSaxt0D8IiIzcQU0Ati!Z8YRUbK50xx*1W5Y;0(z6;@Hw-
z)3$Frknf)+ZY-88L9yy5=hLnto<lMNsUb>}Nh`cku!hYfs^5q*L3finTWa{nU}dYJ
zd}agfrr1s4TG_?z7~!pO67mMW9}puJa&Y~I6P6$-kf38Q{STP9=A0}H)^?ag((cwC
zA2uc`EIF@19<U*5Ou#d>nah8Pm>&4zbvDd@f`%6Y`svS<YlJ3ow1J&ux;7A9Pl$5e
zvS8cce681i+nHLk>nMJD+9_uzOoil|ebK+2u*<~Qv7UQ~nt!&zk0>8%86R0EwSRVR
zZ-#?yQu|PR;{WyPY*9wjnbUK4fsCC$e?}KypEEPK&BYx(KD|tn<v5(Ayu73)$yKyL
ztl`nNQi7<k|F*WGJXF=*dU#YAOiamXT~VIq@f@9%nIwGnej{U)as)ETM3KX~nIhC~
z5I)xzt{;9Ed=wRyZkUeDL~7|h)EKQHppwQi7n~zqs{`t@#X4syF2O<~LQF(@#Nj5U
zXlN)=MohxY@OM#PN@}83*cSPCgS3~MBjr5HABVhS6wUCV)}B^pXrW9O)5_S6$ycC2
z_$t&JqcPjVR@%G!sPCw@tlZm~%^V&p8vpB+Zo{di;oyD#eMndY^)QiY(S)-P9jmF&
zPFVQXkZl5H(>pL_g$+ERqEFOV92*n)(BDEayKud7NgzT7+U1m}aw$E1=>1p}6{Ro2
z&P$PC5_|F~Ck5}q?YVMz%XM0f*I3_De@IE3fQz@KiGyHntHJZJW!fW}w(a_w)v3$r
zc>}-$xkNPCkTuI}hKzUe>h3e0wd~Oq!%%A{h+{T8dU{ILn0;H6g-$Es6Arq0p$GD<
z>@IBWs9AJ&>3Hb-5Z?fRT9I%;h=8Xa6M%do=iG=98HNcLkD{47ejp%ZJsRnEBJ>w2
zfMK0BVKt<db>sP5?aFu|@fcBMX}U%uiGsvRU>Ks3o|S=2PiNpY^&W$DzC6V2f0u2R
ze8Gwkmp;Ld>cg0}Wh3J#%Av53+Wu+<Z5*gbi>%A4VX(l<lPrdYWyYMO7s*e<QQY}4
zmJAvi8yj)>?+Zo-c})&gNC`@5G{h)52A^3P<4fKLuSN0{u5&hZ&kkQdKl!kpD<zA-
z(a4dM*a@e37nOtyFQ&z1)0$hPmvoBzUqs7@P4LE#G9W`m*`?VH_30j4-NJ?B4&;LM
zu!Ve=ad)^}Ps9BN&I97It=%mwB$i}eh2sX+GjnzB0AU{7ujSy9jDi-R$KkwS8;r)>
z(lUq8X;F&V=)sA$+aFqV1rS<rf%XqCIHf9pFVx$e<ufbbhKkE|!Y36(Me!@5prH&A
z=vI_IeZ2;mWN{%1aGa-A(PUb6I^C}uWEzbw4`cZY5Wc6R4@FT;H5nC6ohD#pCVJl{
zJhGD<mqi&{=$nRXQBq%%>)U1BeGyA@tH3b_iiQ|z;(1xfxhHeG(6kqm5Rwq^oaYyd
zu<{O@Oh%p?#5I};UER&*ZxjZAC2J~bGUe3xbd9H_WF$mUkDV;DZdyy$7pYGaB_0qN
z=nHt_9O2`lnuS8ZL&HMC&7C)3sqIBFlvgam8pm|@60TPY1{;=oSr9@*9V1|I8ON4Q
zr`)Du2d2Jyin9`tenu3m)1LBBj=~%vQH+i;si;k6StTh4PN(iVnQqIORkC`(ML1WQ
zZWFKRnQBn|qf;4dR!rxv=+!(d?P@BlEXzeY;t=qstU#UYRZCky#PK(VP|sqsumF$1
z9uNu`Rzh{LoeR;E&l0jQN+Ru5FP-WkTrI=O;OY-vR#L*EPJXM9f-g@s&D<fdXeI3<
z5GoOX*`HN*b=1eWM{#0q=-Y@}-E?lB=0nE9$(3Fz8me`|E3MVWC7koKqvW<*zK;5?
zgx;4!b&{Mu#42nmdm%S&TwiKhxNx&~-E7s22!DL60n)NAw>B*wnrSYViJa~gS~xA2
zyrnH$RWFpsDoW?(U$VE5TwegY5Y^8J5t(RqMMmD#8l#b@U}%mit5@eL6tVC!Fp?LA
zX^cwUPTOH21x$~QUC;@=b*>`f&8|bhayHL;CX=cQXj&~svYpEmO^tA%$nDU}G8vFK
zDN`BxLQR5{Snd4^-7Pbjxnt79E^_s!z*>VDq|jP?HnjvRZ@t9OTdxf1=FOg4k(^zF
z85XlD>$PL)>fxP#V#CRbgkh#}L|qY^u!}u;o*wI18uqDa!kQ@A;lWY{Z+zRsdD+mH
zb8!lqmPVerrNYxbzRoc7pOw7A5$z0NEdg9H0#;@zOl~o!)E>bo`&>HNjECGGp6YoK
zgL!6^s0Z<uj<;(vK0ngqmavG(9F#N!t8FYqGMDe~!2ySlO<c36PVsTiO)YXrnnHUk
z^?l~WGz*05H~FY>8wc~Jh~fTy6N`9){Rq5E;2KouB?k)Lij6{#8S2+e+=J2g@93G!
zyf*H+R!AgN>u!@J^j22A$G2s1&TDIBl}Bey!A&CBb*}!4mNiXI;&`L;OX`cZ#-d(h
zMW`aOkC%_CLeP{V4fYh*HFZY)oEw&_BlJ#MU^wO}QDyh`LzGx!=bUpr<>!6Rxf=gk
zC6vO<hbx>*f(d3iHE9o`w5;<6{VAdSPh=nHk(fR)vGT)su8J`~KvoC&ta0#2-wb(&
zy+qW(q_2yqpCq3zla>Mu{;_A=*oA?Vjy>p@m-Q^~wch^0t9zq@m03xb90`mknjBzH
zOxz>`Uzl^KwTIgFSjs{(ieZ9?bM>*g)nQSWcBw;97h{z}mEoA)18~A_-}Rf}Ce6fL
zKx0LYuGuD^h+1<<d#MsC)eAga6|fz0+g2&U-Fc}V2sQ*p?-ks#Pl5OhLB8l6<uQ5Q
zd+~uJjiOYpM%zrSpLieI6eQfAvaeNnRzB=#-ZNR55L*^Bs4|9D<(!)VZBFf}f?@Zd
z?FcCe+@CO?9R=sWvIQ*f4X}rw*=noPGDep6io4^!OO^GAIW_n{nrx1#d%mydqzM~U
z_;Mynzwk}xcmgaXPL<nY@Cs;ES+L0tN3~Ewn3?6#p-sG0Dc1A2BuF+Ina~(JGnHqt
z+_Se#NLa#u*5lLBJ>dSa$*@50RH8m$eh&DrqFUndc<G#xD-}^>jwzd>>jNYJAjkY?
zKowV@Yhs%Zq%Ve?lE(cjAQ#|n(L-+T;?u+2?TI{NvM7G7(P+g(!VNec_iUZ~I<wjw
zy@o|5aTl;z<K6Lnhr`TvP~?*0pVZQDQ==-nk%bK~F6c~K`o>Estt&WB?C{5ko*dnA
z&G*-Zhw>p0Q5`y^|CA|h`i{Zv?&|iM_NhE@k6Hqi^{<!a#vA-RAK-BF@J~%#?I|>R
zIaa`)pksDvZ>J9w(l68TlZF!&P=IaLZLyxR<2FNMb5qA*+%Y&GX{_?APgUNMFx3#-
z<EV|SE@Yf}H3psQ_CHv@5Vr{`e|%mBAJG$r#aus+xL%S|b9tq{>{zc5tUMz4(sN+)
z&r1zvEgLrdE!oFOp^7Q=(GzrLpiW-x8j~|3cJEOws3oMvXqKVQ9f2oBcW|?Wltglc
zd|QJQ%jo6Z@SRHfIWwjE1^1%_OQ{`lq-hJpeN{g<Uh$$C#=iT-sbJ`vO09+sp*j5D
z^q5^Pw|Kh?2Z#tGwB)HW+nAxM<=XNaG;=-ZRmO@;uR-q~1^j7+R|#)?pJ1Q9XGz9F
zk3!J`nNx*QQDr6qEYd41Y3`-<D)utmO06o&W$BsDobMgSp;H%`>l4V!uuJi4%vA@;
zY2!kfR^?V1Hwia>H*vLM#|Tm-feRACu8Ed;yJS28X0~>npjX-aw9rwOwuq~tPvE5)
z@pCiEzgGrtfzC5B8}BE-oS!&riwqp0EW%BclS5p|4GmU*vxGI)oez2;d&F`N;OXHt
z1v%9}uM}TEH)US-c>zBAWNygtCLLS}st*EQjXZy6k7T$}>I~o?#M~UeQhFl$K(~Le
zfBXB4dlV2|2qiHIVUcQq#!RFni^+;ti}@t+Bs5937b4$8MRM1TD6f*Bk0%^v9BQR^
z-6$j&mmNWF*q917C^VioWUf6og5S_@sjv#MN<DW>l`Gs7ROEZyBxX4f>?zlKe@INo
z>)YHtUT8N(c^vk00T%1eiTBj(N%T9CpKcH1qhRBY=n1p-IZerAn4rl3yhGrGZHpGa
zv-HvTY!i<Z*poYb6+N*n_`6;qZWTb%j2gl$$DG3p+LO#0fQ~gdnJM9S)l?_URavug
zM?Fb+iL&EiLT5JTQbIGlT%Yb&DK6ick~tBqKu#gg1cg_oahbBy+*qP=Lkf&m%%F+?
z1#@Wy;7mnJXsh?D+#Y&%-qDc0;knsFa;3&~K)dk<NL_HcV>)=m_>860!`3Bp57PAG
z#1nDv?ORFg$H>()rHr~Re+X{L=-mC~5g9WSJ>(M4(_1OdD9!R3erQOp+#^j5x-yBV
zeY070`Orug{MLoyrLH`nzQBEAIq%1<&>Sno>&lSsv79>rm&TdD7vK_AA6Vq+5=kGx
z%avue5z`rOoD+#(J+Fw(j-Tj=Uz7kz>^GdxitTgfQJ^S^ryS$9A2}twnUZ>wU!^b_
zjk+5oWd(eM4%d1VlruYx&1MCqXT1JNFJLdh7Q1%?Wf%~3MX$_<aSkNyyC(S;zFW%n
zT9rWhYAbQXTW7!&Q#mjn7n~F+aHJ}luxdVHeq&8BsIjB66<wi5IVqgADyD&W2_3th
z|0>jBqP_yr;Z>hTwFM4Oh~*t$JmaYz`RM~|Gw<9W&ouqmaw>SxIets^6;;`zz#51?
z>coU}J(oeI^d|5oZXIOZ@z%Z*o0G%W?Y{)}_l)*pd3kN-yT_Ps^jDi+Z?E4;8{YtQ
zLumvAEUXZG%S0@6eJSe)I17jb*h~}*H1vPkpc^nza1jwh@n%MM(Ty3|mUJP6;7{6o
z^TB7LVxr;xLm7dt$25<O`Y(yppEwH#9X%A!HVsG=KF2~v>_7a2|L_}sc5mc?J8FFd
ztwuHwlY-}gZ?NtE#8Wk@z_TE2G>3hbL&n90p#S0Y%z~V7%+G_&f>>+*Cq^?g{QZC0
z(M*hfI2$eh(X1Sqh8L2B6`JUz%P3_Y9P~SR;v4XXt~bM1Q%3tw62w1A8(hQ^_?@i!
zg&zKZ_R~2@kl9SX(Ep^TfhLh(V6~C&oiDj=>+`2GMmW9TnX_?}gaSHAyHFE_bu57l
z4<%}j+UlyJ%)ZU51a~#>>FM(L0x43c-N8<+p&>1cPc7sQF+4J%$2fIUN^@;unSe$b
z;p*;*9*R1<xuc_5j;?3>WMahriV8Z})A4tZBu{C?+gl^YyD_H^Rm3m9-V4fse>bxb
z_tlabBLsm>uJa54tvM01u;vvMIW$tIcp&@&<3v5OO0xEU4XIkBmqP6Rc{w8}#FbB1
zYS!*r?*7sS@cm~2j@4PMg3=KO!dN(%XyTq9#x0TLn^aR7bfcwTt2yj;NJpKilgg0Q
z;>|T|P686FI>(a^tzIQ{!i$i+VQX1e)zmCLnTBYM%V#Mvw%o529|!!agUeR28}Wts
zU>s{|miQ;0N^RnurK+;nQr7FLD&g?wIP1Ut@Hwnjt1uiFqtfo$8h-PbBV$y}*#p3m
zSU)68O4M~YHqy$L0xU9j%fif6=qOxby=oZ8l;ubRJ7iMI_9tzHOY?$2GUYP#Z2z<-
zW^dLu`Bk}Ud{btEWpHnoHX5}E(09q6+7++XY32^H(;N#nF*iv!xmeW=DgUZ+@MX+x
z(Yf{2C*MK?4>*5c16w&zu^Z@<X5nsyErLkkaGU2shNnMlt0~Lokk(&~Sj><@2xmr(
zUap+Ky=61HU1*GjSI-FW>vjgOW-jDVsEkHDi$`;NZxu=^<1mV29fYxX*AcgC0g&4U
zW0^&;XxpdFn@u|=fl~5{Mc7u^k(2)8{D<!^Q9BMZIW=c)60UxX!kMoqxk@uDoCx*q
zoKoQ&q7A5CvMnf~s&ZAlnlV%<<6b_MYHSD7{Xo9b<phJT!=|2UTBb)yKr3Zkt*x<C
z$Q94Xr(Tqhy>aq{hAX^7p5ri!c!(p?0Vz$2H;lJ0kUwQG>nI2#qdW?!ZQb{i&AAYY
zBLi0rw~soh6ojE~gMo-(13UU9DO|1?r62w){a;Hg<~J?FSwbIC^}%6?ori6I7H4g&
z9F4>N&H!1coo7!tJfK9Zvz;n%yQeZyR?jl0N5D_SMc;d6?4w5Gu3!DG|LneB<S+zw
z6n=aH{yYO;*?8x3(I;w01a+0%&jt#Igl<056z+W%=c$eTg2!RS(_ux?K{cP<vV*;1
z4o4Yn2&@(eMFa%&2ueyhE>jy{4x67}W5o=R)n5R|#*P*d^|*E~&4ah!n36Z=p}>+c
zhSZWQ{{W*2E5RAQp&@A)uf&nh#f)E*U}%(*@4ad<P4~JY`BkRXsD@UawWLV>gi}a|
zeP&Xs^^je}CC9s{!F$vw6S9_Xu7nntU#x`t8>D66&$9dFs;=zw(Ii8XaGe>30&(-d
zbcAw&ni40o>h#5oyOvWW9DjwDwZg}z*P{8EW;f~XHc$5>=1<1S;q}fU5NCYBYmFPc
zr}U?z++#R;uY~6122z{WQ{?uT`lzDrmFBdjRZoWBI-|(`wCh1}jpTm>zHU3prQlca
zSvSv{H<L*Mt%DiYH)o47Y6@DHI*XK3&FZEYv<_LBrzni++_O)j20Z_19U%=!UY6~e
z&hK=L7MXjrm;SZMFpGVpP^g7`h$_l!=qwT_$DmxNSYVW|VVfw(Zrn`FTDHd0dZBn{
zJXOUG@6W8%D99+y$jc}wpKWylaRhCn(kh$Ei<lKXg?+R2D&bMBUbc9w%Q_dw-&b&M
z#XZaJGH3v6oGbf&5UVrAW((Wy3i}@4mzuV_dlHgl?l3lNEuN9vpC>2e0>NR<%F$C<
za-wrK;V!>*lr2byG@ibVQ^tqJ;~C1YO=gr;gk6lJhzY3)p}nWaQaUyWFS9F``&7Wu
zHkt4`#}#R;>VAxVb3b#iGV?TB$Qj8y8~Zgg6A`^#<vRST;#p^+G&#aCoqpgRqhLig
z`pBHsOE_t8-u5EkEvRIKu9Ktu=%iJVPFsPMJE!Jk^r=SwdjU9<palJ85KS(eBKSm`
zXrSsYA}t4&K101!zkHNvK+3X_BA8C$kYi0+DG8S(AvR8<RBNPRywV#pBX-p#I&z5b
zJ#d02iXR4@RA_GQPkc&IxMM*Pe-0tFQccMBP}AEg^yfv8KleUs)A+RZzDYIE`Yor{
z<l#4KSQ$CtxY}e*8yt7ivP$IRvKLHcfDn$5HAc%y%g>Hg9r@7wEo4jT=Rno*(gvn2
zJu*G^{f1mTYEuprrH{XoA5lZn484bCu4E&6ofQ>z6%0v1w#sU|XW4NcYPYP~hP{8v
zJ=DNr3F#sB*gS~#?A4P<^MR5Y>$3LBixl^Yo6{?`9ge3mxjm*dAN_;945LhP-mamX
zJ(5UsbL+O`P<adOr@HNaExIz~D3(#2Ix69@CK^vWLvV)}RCNQbo8RkHvwNo_5D#C}
zI~J{FR;t_4y(|=8oJffy(eA*)sdQ}ap2>SBCOZnXD(<?oXk_9)=uO%fG}UlsEL`>y
zEnFLf5fy1;i6d3FxlTS4Y&r^5?*tVqxRZrG^yor?1^)}RPZuCZ!62an^!Xz8D6l1o
z{vrewi37rb<r1eyfs8C9)5Q-58Upee+~q(^<+JM%@)HSH`4SiZ@kx*n(gnr)l1PB1
z`;ppGNdpzdW112})4{$#uacpfl2X!X>FU&x50~Pv`e6d&CjR&(y2j|o^1OR2$9^3_
zOc00MF&;uX%A?H)ul9J3$$jyElB28ssfoSw1sN&DLEV-YEls`iLznXr{`|fI-r?Jk
zWeSDzD`fh0Qlzhoc_WGwN&~F?53(j647l7^v?N`^FW|>@@z<6t>3=nHl|gZB%bLLn
z?gX15xDyBt!QCae1ZRMO2_7s+2niD0Ik;=^K!ODgE<rLlgZsb)3-adNd*6NMy*hR4
z{aU^ITf1woRkeCoul~9@WkA4m4A*jWf4mpyt`+Lyn(6w&r-HNu^lVTuLcPv1QtzkG
z;%+@d40^3}j@79xL;SDuFBvSctIKS<pFXn?S2TV^ufZG&cV;=|qAj5>Mm(ckkWI&+
z+k3QzxdzBm_337##c(U-4oeRG4Hk^UYMB&UqX;tqe{F~_)x&^F2&30giAAt+tX4jh
z;klKtt!cVoj~A*9TV-h_hk0R+mr$)WKg058&@$*Oc#Xa@<GuFFTlf?^tKhHz3!Pe@
z`&2m#&jNEvD+Wvj#T&z3QS=HGow0DBUY4In_du~sTBoGe^w+e_l+VLP_OMZu3(6+h
zpK`4;@@ov<%%|F6+~E2%zxJ3kw3E{8&`aE}>F(GoDy<yWGk4zHP|9WOpwKk=135G7
zV+C|z=~lOjGuEkIJA+_6UQo_4+H*NS^gPV_xZJ`op*l0m-A*V{Mq_u~u6R53mDDm$
zP?!<G7^AD0dJnKh8$hz4O&r!~w5EZ?<=~$w>h?jGM$&wWU^H$?PR~X2olfrlg<@P_
zNE0rpPM}$n?iM+PSt6yN$=zef@H4Cq^{PJ!7Q;J8iBo)-{E@TYj9JrzB7ec%yKd1v
zhczQJoS+z~VJD>1zV5xcM>6#lkq`PR<rQO%@$-^PF!L!!0M=)%wWv*l=LPZQ_*c|n
zz!}Fic4Xz*(_r;FzysH*PyhpR0*nu{))j?H-r-%bb^vapR}Amv-;iGkL$L1uSV2F|
zZ%vJNF6*{L5<x{fP=t;XPT;gC`sFlEw+EOGn%8}YENF-$npEkIKvJ(U-I!d5b{6TR
zT<!(lQ21xuKf0A$BfTNGVh#q}s;%k4h_2sEraM1qS_9(oq_nLu-V}6kpG@Jw0JrR?
zmN%)sg~3U_1;Nq27&<eIFNuRO44v!F#(}83yubE?_9pT~QCo(^^M)yLhWG=DYp{uo
zcv1$W5WmYG+QU)Omf`TckwZbzDCWT?5(5R1h~I^xAVuv}e$Shb#F@(&6x(1E8T<sr
zE)WmS8`}Ggg4jK8TA!4?;r{nvg_;<RA{uNWJ5YLN&l}Ny4=1GJ!SO?TfvDF|diTT`
zKa@rDP2@7lBAIw_`q17N6vXOzqm6=4HVihAf1n@=@!+VTJxLUVcz9YSvyeU0b<14#
zkT~<Oxa~cNT3>w5y$oBK4Dummrt1oY%#ZCo;6onO8~j~*UGy*M_5Vmk_&@3Nzfuvt
zD7;FlU1Y^npO+*0-P<4?YR6qsP#?EJe|C|)Jl%sSa+}Z@uah)*QQ{*Ke#=rP87pAo
zgzMCmpuGF4Njrs-rV1W+R>w~H*8WxNIBD4&q16xJ(A$k;dT``e&lMx^?JX$6ei=7A
z&u(yum&pPuPhCKwg@KLZ8(^?*sf8;z(o(bD8F!E-{DyqhRkmC(ef}AYE+=AIbvTY=
zKfEgJCbf!mceLyNxN;vS*eIoRL|TWszt)B9MU-azMCOG<X_<j<J2=S+cE@PKub3kY
z<cQKlRQLWSj38D^UE%i<_5S*ITPODa+&Upa(f>n5Ft@C-93%{u>9UofZkNu|A*4}&
z7Z(tRl?o$qEcV|*Jqq?7qWIL#3m|UkRM}|_**JNUPR~n9nzx;Q2$j}8NTT2WKH9r4
zrj0L4A6x~V5tc0IR5sH$UkE`r0&Z{S2dzWAZV9EQAIq!O?6VvYOK9Ns5jM8PXCx6_
zpXjUtFV^St80$K926Z0%`;=9R;aI?LoQuvXu}<GM-s(8Rl}*G-8})7XVMY~(O<Rq2
zkqPna41cIk&=}}!tk6i;AB{5&NjZ%(k%P_MYc`qBOf@PqaEiF|I#NSVet#Epmn!C@
z94J$C%Fq3xxiC%}sIC&tPU=9A(DTdwFgreFoJRlKyJFs^(8iJ=W%ZJw>8)aVJRw+=
zy@ol?C|IEo`QyVA4Z70pgvnBk(h!zKOi_lKY;Ki?<>;p|3}MAuM5)kw+o=90zCnC~
zpEFF0NnLgO@M28s7)_5%<>j(rk9S5~t{t)Yw-Y&PHkj*mo=$+XZ69fW``(zvdD-X*
z8GDmi4;jb_Nm?48%zSRbm!8aNa<F7F?$k55Pn<B5c@~8;_UVtC{!B$*z~M6w2?E>g
z=~@xxs5vZ-ak|~f&)d5lY}V=TDEaUEfzlTl(qzRL;Y9&`YX?8%_l(^N6vhCKuQ(LV
zLxqzuxCc_+$64vc8O5$2BH~{QtP5*Trio#=r@xoyR$>DNd<cTF#aSG^P7qIrU@@p{
zFV4-OgRstdTioy$j8uc^6vhTugfhJz-!{gpY%f#n3w(SWKH9~5UeBw%y=K+=YSD)1
z_;vfh(o3Ra+psM@FX-`4@wxjNT=~b+OfQ+u$T76a7e=K6boUrt$|VANi5L6V`}65a
z18VhQ1C3^AJJa>#myT6jwWbIg<s(3Bg93O#Mg<EQE%D1RVN%@JKWU&^!neP%Y0N(_
zf`iv(*A*Z%_A)W#=cs*lJ$SSo49?YlRgX718tO$mW?3VQTW@vLUOw~srC#;<k0<aL
z9cqZ=34eeehp9ZYXC{e&xPz6Ku~;LrHq<J7tEVevEb2R1kA@;|n|FPy{cNN&UE=R^
zc!zp0i9-u<<><B1wt1$9Lucy0g!?*<^E{wT$eB~iZ5VJCnCyP1cQ^KBuu6up&bsSn
z{Rr6EFY2)pbbhorShb2T1Uy-R&wsv0va{|hk{;dpU!M8L?Hy#pm-*vQLi~SU9WOhz
zoSr;Pv(s0P1k20tG!&MX?lCb2pPEi7>tz%XuaGmV7cJ0H9mG8O@a|hm5i#EwjKk_}
z>K8!U2fYuYa51+$OkM~&p)7-3WfJduP(&i8I!$$+4|W7SMN&9t9}@(93=~W_fsRKj
zp!^=EOd{huh`$4;w4@a)O2E;?O!=8R)h<cSalsgiN&tUcu|VOBSya}r%2U}2m<?y0
zCdV9^Dvpp%L;vh2+i=z$Paf9f>Y9C;Oq(w;1FQw*ZKY0N3wD-6dwGN$(B9~FemT6*
zSH=KHk$GFVJY;y-bve(=#?QV-)#*aucj#X5QPxLfU-?l^hxkw2w{@jXMYKolw|xU@
zh2e`OQpFXPcM}8NsnRA39C{o<h0%j05$tGKSTyd>==K$>LPO&|o+}CyjSVc4-@oV{
z88~4bR}DM)=^bjRi1_T4qH&6#pr$T4gl7o1mlS2VU-`#xY;8!(@Dm^0wvbveuKeCw
ze`&R2>s9BuCGnhp$6W{ky4~f0y%QmLLog%iQzK#LU!G~rq_da_DNmyHzV0Brs~p5u
zr4za&ENN*$W8s?=UgYt2EozJts>kr8GpjCQ-&`bt<oiFaC46=H^v8g-tXoHK4Wy1Q
zk27`BCbq4}G&}v^vRjTQoUCiWHtDzpuIhBM_%ubPpr{c-Fc`GxlFa77>GX22Vv+J=
zNb3Z>ap0wd?W!vD(d2e>??`_))%j$00q<8%$C$~1DsrB9H+FYP%p8KV&wiV{8O)_O
zlOqMyU)>p=bV@#tVta_u?5<gA^;{he=Dz%=a3@o?WX)$F%Wa@5GfIKW;`A|pa(<X}
zQ&WY&b9U&pv;+YQP`pkw3g85x)giLk{+8!`=<kWk?V3B693f|_T=r{IAc1G?J6Kv=
z69jx+TsT6?{&C82vImASprtZVY*?ImIt*s3+rWGZbIjt_COB~Z%@`+9JS->@*ZlLx
zPr)gYY_U^w?@tiI!N;flf@vSN3n9MMZWX)JQ;yh^Q)$uKrsl%u87geFBLtha;1R{%
z!l}@z?;TS5Q?T+@G;ezMWHv-`Y${K4sL0GHxZOj=h3B`LG8wP6abpnO(CCpX%k~gt
zRo~x5+)sPt;&otbG3fOdEV~H*W~ji1>I!ua&AYD?;fYf?<Aej|-+MtcJtbJwk0BNr
z)Sr-(J<~h03Ia4;0maxOL#^DUy#dgLUE+ft8%4F57Q~u>$43d+vk1#Iu>WW`0aY{X
zJfBImB|NT($sz<Ri%isrhM$P-9b&<}lr{4=^jW`;iE@psL1a9HC(Gq%R9$0kjB^_;
zi#pU!GI~IXNiu!<tN!lpUQkwgyj{fG0m>3_u|!M9N~Io5#yHpb(5W>wsXSe_SevK0
zb-aReu}RId1kLbpf0&mF$=E^m$J}~lDaJ@&)udZWwTIM6Myr<X^#^G;L{HA@)l0#s
z#qUpOTH#7c>5aV8o<=5{+iuOy3EPx<U?^E><HP2Qol>Q4>L|WS-&*UGV^G7;oA3(4
zJ%P-OPp*S$<Tw+oQq=VPA3Wb%>$hOofmc|=)5O|MMt(=y^xNmw-~7zGZ6#Ti55h<A
z_Wetkr`q7Z#D5-gL;V$#NKu!Dh`rVN4B>a5e(O_-%&fo+7Gvhd`bK(XPp*IMQUSQl
zM9Mcr{~#d{8f>om!BJy4&u387bhh@5l3O|#d-X<L(gOHQs<_E@EAQ#LrjN9=Zw+lp
z>OQRBC1u{VuhyvOkdfK9jdn}VX`t3B?rfO<BwToykGg|<j-w7`%QSf)aUUk^nqpju
zPhMRpJj^}YTsc>)C1kldJjW5QInVTqr_oKztRLD}>mE0(?tS!482lq9A~j=dS{TgO
zR%_X#91uMDCYSMxl=A%w)-(6b+UB<EjeXChGz+}=#g3{=1iMeO+&EWl?9fk-bb3p-
zj;iDwYv0Go=WDh8?f!w(D&qEsTwGBFmQbJm#mcd>1&b0lqW-FkBlIiFvF&g>qXh6!
zwOH1cV`1>~T?@JF7~PmnKBI+tx3GI8)Or9AwuuivwUK___M#{-`!q0?du#tAIXl(T
zclZ$8CC80fNdf(fy6E>AE~55UsWz2IJFK*I6yw=VNi*Z;n`A$USet-cBDu~bgA5nW
zhy9HBqPpNNS#jMNk_+z-Xbl>nN{KPlX8e-RTb!Q*+Qe8Mia*(<U7Yt4xi&b@J1MK6
zZ)#X9s}6F8P!7ttDts)zm}4lr_Hw^j6nQ1pHnt-+y9h&^T*TPzAIS~wuPkZ<L<Dn;
zG%>|rAWXa-HNDzva>4K)fngn(qx+eN)h_`y-wGca<CpbF3jSes0vZ?UlgW$tO!;7R
zYmV^f@A{|kU`_Eb!YX-ICPZ=CuqnZEnR26&%<v%RzG1iMVg>@g5ao|YJX8b@Fga};
zZ!u9aY0)mX3RRGfFML+hCvK^w#Etb_R||LL+NORV%`%l+BF>(X(d?)4Od&kiA&HEW
z>(Rcc0bYC7drjl`VV0-f6_DN~hASeoU<?lXkC@m&Y1<~Yi2^DoJflM*YDr5uVSv$b
zC0~8qZla`bWU<XjF`bmDL4s>@g(6WVkEPzNU~%Xa3H1rAB{*Y=0rnkl7j0`{)HVqK
z`WmRXoyx8Ks6|+pJg<>b02tGvKs2jfkwRJiB<TY@qu9&VMy#5~b)wx?%c&x<i3(Q_
zGs~IB%NSE7B|xs}i4;@w#PkC68dL?t%f}NYFO^ME3$b?fW+`p<!?`h_Vag`SKOG$@
zvO(lF*qd!33ctOxmF7&7e=mH%OKB_plZBGO^G94h##fe(n1t9@udry6+(^8HF0z;#
zMIus}rl!p~3OwD~S(>@{UrDHq%O}8=!n~S+$&*&eOWdEiM8~6Lv`xy^(h9tB1Z|pu
zPMQl`bdADcDPyFrF)bZAtbiD0sL8wcFajnv&b!_|hQ?VE&FnP?fp<u3Vt}b#hlz%P
zq?!_i(B3f#wx{<`<#+*y*>rrS^I@j<bb$aqF76XDBVyCBvY)VAL*~LsQ$0zWBt~dd
zReLgek6x>vvTD;1n-k4cyBHY&qf{Z^%!gNVCRtPa=2Q45A*^rfThH@nnihPh`T&Eq
z7lFjn*9e48cSOR;-$X=$0)L5!3|~VXK>SJ&TL*i42YXa#iR!Cq;A89k548;x>ISy6
z@dkUiGYcyFy4&-)IC<JYo%taCj{lgcYvXAH@dEwXu+sn>-~jsX80tUv>l70b{a=*t
zt@JT>xClw;$?He*QTfs)Pr%>ni#TK_k4lviA?-v7T6|cpQ)KgG75YuQTYHi$TP)h5
zSkodsR9FOoL)VB=QM>5p6<<oq#kgL$HiQamW#Ah*8?_c}vdK0N_v@cZ;d7M2Nqd;-
ztx1FE*$3gTR1upZvej#3Is8BVDCeSLWl~<Xz|X9L#5}iP3RlQ^vXIfoxqq0wLQgJ*
zk7(V^;Wy$c%y{WfinMa>G_+J4de#Tnct>dplBuR$I%qt|lUemNwG7HxzNN?~oUhR(
zJ1b;r87TGer`il+rjinqmff{4$5b<l*iNF9Zy?1>2z8;FMOJs1G3*I;F4iW`?f`$4
zoTGQOOU_qw@*9qGr}&x54)NgWt~m9)okpXCDTAysVkB|3L1DJMo+}cOdX<8Oh?vNv
zB>vds%sJWq4;nA7IS5Zj&<`W8!(ZHn{5IPx9S!G{K05$@=1`~mpy@bC=a{;-kVf#*
ze99P2*tulXeO>+Lqj72#{b3Qm>r%SQ{K!sRh~-vn9BfhT416&nwTGBO2IBklRtmE`
zk8;!W&_Kfhb<aRJ3GzhUdK!6OYH1i4KUOncG~v*gLP%M1fma&M41;}HU5M;@TX%~p
zGrhS6GX^RS+Siw@Dp~whe~89cWzj7&f1+d8#X~}{f#$?Q*!A>cW|?x5(LD}b`$Oq>
z=tRieh#)N@ZQrTAkwo3Y#DwpQ0*_aP#AT{AVYP4QhUo7*jRs}~T?#(gDZ)!N?v8D2
z^j*f7KefixQ8~#=YX=}j#E#S&;n%bBOp+W|arsiWr;Hgxx1+f&nTAOxs?N=6;!<PK
zM@qZ*2Jd?NVnp+OzI|~o3!XQxAa@kN*mGP!C>wneIV~Q>zsDqYnKe^j&XwjQn86aA
z$St2(XMnQBL(NRjqaW8JOb_dW>4zfQ4drS5BnCRQ>?DxAWrxT>-s@!e;nbwLiuFi3
zJw(*6?V*t|{=rq6@xeNP;Nv9roMhtwZIg~5jF@3Co>5MRS&8q*L9Fhr3v)_i3ntE)
z-*zA4-Wzcaq!zY=ATsdgo7{)*Yhw55L=nlm>lgb{#~$!wGa%vR%?w6W(}R^Z@jY7Q
zR6p6@o$|kS)BW2kqkkTK9a|RzZ^$ElZP3$af7WVvdU=DypZ-sCU6KD?+cIWk>anOy
z60%d5p@I|ny(6860MNc$9%s>`?~*Ua==`dREI~EQjOn85gn;;`Hk?~0_4DSjh2&r>
z4h}YY3O1h9RKBbb5v?YD1YiWq<dcyCLA@s0!yKAZH<nIlQS>yGbvGe-xA5u01_;m-
z`8Fm7WVU?5pcvx@Cz3-3CIZ*+5sxi;=Rvf_gVPwq*b!@T{yEof=8$kBd@($nsTVE1
z05vVYR=x?#T&l&7(`TLCN)lQI1F_%IUcwi6?2Nqc@a$}(;h&GP5omCTr5y3;hj*M=
zuN9dOV%mq}U5zidr)(u7<-FoD-6e9cfowxkB3140o^d};R@f|oFt@5kUBy)&Bd4Sz
z8rY7O`s<<>5n!t<R~U?>?mGFU?m1VU{YuZzP2--oeVQEODQOpV#3tb|ht5jiPVGc`
z^B)TKJPh6qN-v(f9;q>8-yAMWyw?{SiE%S<`f}>t+OH;4CZoq)9Ry2}#Ok5d)$M0H
z{&XByksfQ4W|;RAoc?<G5~t(ffMA^_ZkxpN#V@|a3nU_8m-ljphNkn4>x!si<{NZM
z#Sx~fo81ugKN_ijeTg+HQK^U5c)U|oY}WII_Juhw+=iG^ex|QoYCUjCPmS3Mip=Dm
ze_@qE_ujFMJ9zzMLZ+q7%ON*47YWAt!)Uwm#)7IG4z0LsyI&y<NdC~iKpyUIo+5hf
z6>TGxoxqbx35YYA-EtG0xFF6I+1$G8`LbMn`^5zWJre2fnZJaJj8>UPCEOH^TWXQ!
z{t5s(XWfMy_=*kKlbg8<D8CysqZ`l{z_XU)W^snd*G3wucAv6~)_j{u0ER;%%7S-F
zIA$O%;-Ni|$g@KxZU3P*idT67@pL74tT8^}<F=u1!q=ISvs{1BI{l8XUATq!(2#nj
zsT$_2Z<|y{Z8;v`%5Dxg8!p@6?!fvAesEyzBxRDMrzL(iOd*1^3_vo!v;3e<r%+Oj
zZjyhsxIIC6^}0ANgy#J9!BQaF;4CqT(`q!T2yVmb*TDm(R1cnitc@|=23~bT{Rbua
z+wMSidTTAY81<1AERBzy>uStxK^S}!ZNbr+sV0hyS%I;de5kVZs2yA_CIwbRE`lO+
zyGu4-1CY9|%W&Z1cMr$wu#$)uQi@TFhWhxukNiobq_XU{6zue@7ddXtC(U469L!nJ
zJ5_={^XqiZOTw1cSr~_SIf6FCW%ptRFJW|P9dBM)V=;g8RmLt$k46&dkyaV<BWOYr
zUt?*1J|uCLFm(zN)ebd_eL#Qg5RUviZ}Hb!w}1S~1%)2*>w9>3gZ@PHAMvZXJ9>bG
z{we<lcVeRN;P`LnA%^lO#vpUhQ<M=wkma97>>d133IULy5bF7_O}p)0zPx(K`yiJR
z22d0T$7LhwA$VdUi^=`|B?jpsC>%o(Dkz96ARti56Y2~{CtU)CN9p|{(Eav;PW5w%
xoc-&^5!|6mr(z(|<=$>Iv>_MV!@pUkm$!|lx4$Rq69t8y35h&nWmVEq{x3Wb|9k)d

literal 0
HcmV?d00001

diff --git a/src/fundamentals-of-ai-and-kr/img/_greedy_best_first_example.pdf b/src/fundamentals-of-ai-and-kr/img/_greedy_best_first_example.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b8952e2a28c06f5c3ef5b5c5d104c1ae2dfd2b7d
GIT binary patch
literal 30234
zcmaHSQ*dTcv}Pyi*jC5t*jC53%|EuCj&0kvZQHhuPX1Vvdu#5kxl>bf>O7pKZ{a-b
zU2E?}CNC^X%Sgu#L+1DWz`!sv5;73l8d|{c@W9YZ18hv4%oquoSlJmkVCY57t(*W3
zg!H0T22KEBfRU{+;J<VT8JRg48DaSNU>uzs00!1DZkbn|&|V2DuWVj9repJ@GVLWY
z8>BJ|w6wHaxn%PtjR0yXfHih(^QB^;6%~~tCIoG1WJdv*^RGpF?0F1^+=A0nj!+o7
zg40rE5%47JVSBth_ZmkOnA6+t&z`5Z?x&BBPd>RB=jOM|lkREn`NqM}Q3&}^a#=bW
z8}=JXB13^fHn|GC9ge<+TZ{a0w)|AB6B={#6qh=rIAbxNjm!wO_W5H;Ta+Vw0kV~8
zTfJIii3B62xCgEL(qeF0>UGMr&C;1kEsfb`51#-_1Ex6+;VWy{6S}s><0DToq%$z#
z;5pcnrpb>^8E)to1gJ!MVZlwe0mDI4;_NoNv2m#nqeT>AP6G3T_2g;u7viHGp}8E(
zxUb##WT}k@gaL%ZBI4`zQovZ}`Gyu@jdnQG(Up{1B^+R0`|!=(=k3n@s%wb-EBrSA
z=G6<9F@Efi0-BJ;Z(-GaM`n$60UwVbAZc6_%PU!&hw@9L@*n_3ZglG69T9Q-V(Y`1
zWlMCY=KWe_13Z72IcJPmL{7Q>`V7-l>q8Ga9-jE1g`k*s;Df!IclG^aJOS4l6Kh&*
zkwZR!CZ$g1G)UlsH3#_^{>=e%D#b93N`gy6MOi|%^)gLH7F+M2pF?}G$mWt@OcH4G
z*eXgBh@9Y6F`hCk0{w?lkqLh^utuKbU41ejQX3OK@7@fpNgkKBh)x&ZT*R~_h>zzY
z>%IURivNNC>?6D?QFSzhnsS`|Jfhv)v@_=8d8y|`&o@f%qlEpO!*}Ya9j2~kkmO^;
z;2j7#!Gv+mq0P5x%z>#*tzCek8cUGU7Tn2SWb@#T^U<@`l>;1QpH0o7qE^w@6UL9M
ziGHrm>2pms6t>~w#fD~<EU6Y(&o^u5L`klDq9QRkg2PU_OhkshK<bAm5oruOo`XsM
z(HTf?Ktb0R-5H9LYkLsK4}Ufh*8|0g8RpFc_0|mK&eNT!I&WbSB7KDI+(z8gHeDJM
zaxw?18ML+SkE4?qz=bjQD=;O0QZYTI-NBdefxqVdDHOecK46X-(->2*|DhnetrVi}
z2+Gk)z{8CuAXX{LWnDNcV)k6{uqqVj6omCO)Y~RF4_bX-!=k7ehk89BJl8K`_NJ_L
zFxzjj*aPF-7HC3`RN&M{8#HN=$h(wmssB?%*<XJ7j}_EWgpZw#Sx6=9)gAIZ*YWIr
z=%xA~MtB=u)Z=lu23$<U%n&hSa<k*3X?H3jX4IcfbWWZok;&mTBe<0Y7AD0MGXT27
zN$9_9%{Hk)kAI0OvFX$%GeJNlOC|{K{e}kd#18Sv8wLfR?AX*0R%`SIUbS56`2wYS
zy0~t^%M_8*iE%$XcZ**<zGNPCP-JTQ7|#PU+oB0`&tSSE1ra=Zqkrl@Gd0Vy^CtID
zj=un1C6>&enCDHxA|Hny@F$f|z*IM#&cG!rj6jFwf*2nDQrh#(hipcnI1lTuGF_oV
z<hX?b_K!gi_cpAEqmc(3k{Lt~^H0i$^1bXqjVe=_x0nmwt%*~|WzXSB>b-2zRV)7L
z6*PCBS*Z)o3tpp=(|+E%k)f=n%)N5rZ&Pf?X^)vycb!&>=)gb%+vn5K`vBeHtcGo7
zlWnAH2~EZMuYBE&KMwD{dAe#2cQNdpw0EK6mwz1Q{{u}VYA?H0Nzq5!R{B2!YsvXG
zRAo`DVW+(s2`9jG7bZ0z<UIOLAe&kjlfWQ*<HJZqGL(n^6!7|=_EUS#Scz#b-^}oD
zX3^WXCO&EnHL|X~3!C^Aq~Tbcm@tI2$T*K_SD5M2gr{P5%99bevoJm~C-3X!e<T@h
z2<_fB?(a`PZKnC3G0bqAc9~ZGKHopGkd*SR%*FnOsE3G$ozb|#rpCd&mhc7~#h|lL
z-@WIi0KN+zi7o^6WbEMlpfQ16P4yq#&u`pd>}<5_vB|lDZ-fBin9xK7(ijfYuC|hZ
zR1003>p<vLHGU-OXdYrFC&HIaQQyxq!e%o15*fV~hoL*bl@z_^eDia^2rTAg&I*_1
zd14r9WBK06ONfdp9G;@Cs-_}OYpI>QKsP--I|cVd#@U!%N9LJ%S#+YYr=p>kwpHX5
zjx}ROek4Sftcr1%f=`yIaRYVi(l7aXo&qt<+tw0rXj)TJ7D#Pz9QS7F-X)qrZBr?W
z*vv0530j&mcyXqT3As;yFSV=@bhonQ1DJa36Lw-Rp{kNGbPn?V0};0bC@mzH4uxJ7
zQ$6(ym|7Dx9sR>0Sni8-O9h=4%JN|)X8Ll%oc01~sB|P4Qup-^jd?qAP(?)@K#MR0
zEEl@?zr|(nc;2Q?NRTzH6(;ssJ0ByRs(~vTs!_z+bk6MMAMT<*EBS~7S@YBWR+Hyq
zPPJnEo12ADbN$SojuOCaVtbo(<aN|CVS_kKCf^o~M7&yth^OPW;>Qy?s$-41n3;4Q
z&2oMep~Jtr)V_gn%Gz-=sm?G`LOq8P-;SHgBAL4tl{WY=#$1nIW@Uv~<zhMAKiD;b
ziLuEpi7sK$JB7jGCE<bPrnegIFLZ)1o40V4lMHXBUKFEruAZih!gtLb-!r!;levm6
znU<*VOkh>JTjK<O*=kO`ZFCXSA^~YQn(XcL<3UE*=TYW2*Vo0qi8F<37V2dk3Cd>i
zU?|S}bqrrL%_&3_ToRV2tWURWq|mFruxVZ)+#Z#JSgM;bvh;#(@WDI6$Io3v7N38=
z-c5{u*kP<+K=h@|v3n1GclQi2x1ujHH?l{ps~YQTFAw9kZcXQw%4gBL+03GXVR*M?
z)7^>dkJChqa>~)e_{&wHq9CMEP*3TP#WAO+>=CK-5hq@W14KBxXKhSN1fnVmXmF(;
zK?N;iwT%JbFWIMD{YlXM1%>DNOwQbC`Gr;Vr1eK)gW=wL9+-O^60E6yKUg>>GwX0b
z6}!18iCk~YIo?^B)*=s1c`zTuz6A~-WDyNP0zpGL=!4ra*9703<-Q%QM)vZnO`r<|
zSG|y7W%O^AyAxJM{^oU#`fn_*X({L%r@GNp(4_8$gMsProF!hzl1Kz<4aJW{?5r#W
z)1#=L8qO}!z*bQgHrM8#LU>j9DN_q=QZ|XW+#46^a<sk-jh+D{3=T%95OuLC7>Ay2
zvZg1SHt}6bIAG}o8DYJ#>F_dsVcq0%xl1SZo;W9Yao3Ve9VIL)grsw!Hi#Y9?>137
z?CzombgRnM7sV`(;?m{j_;ZU{VV%P|bn;!|Np4hfhsc;Q^1K0b58@C+H>*X+&Y{{O
zq@mB5gd}k$97)4wvhpw`YyI$muwa(>*n&XEMx}X}dAPmC=vpUP;q|}2aA($JI9SDv
zgL7<zi&-obgc>ESQ`xl3;~7YJ${;B_h`1vaZtPTter=UH#)~7=M_(JH8>N(*D+<?x
z#q(4d5yJDH7@8^vKK6s<czFC&GG%#0pjf0wLLqq`ctOeHP(uCLWk-vo%>@a$>h-K0
zl)*b|F|%r8?l1Q&{hVdQ>+DF>hbJ4#1RTFg-xw_7@p8RI=PN<t77D%3F6~@kyHt)8
zF$~=;VXoc1Jni>86~DI2^?(dQ|M{kIDdV~;D3)6_#!fhoa%$%6Y>29Mm!(Y!6SH59
z9nMQN%UBY0!I9__4GC=&w`*bL+?pXz#IMHn!pL6&K9pGLmkf&eGF^_6ks~9p5TAlb
zF*~<wVdKCmq_O%EC9kaZC+H?UreS-bAH9%>CmX^Jy)$`w?6;J9D7n}l#NqTErkQ~y
z?p{nbo;L#<9NgToC=drH7Y{BlI2~YgAVc{K%xV3w9U}h~pWFnGP4MK2>S*UJbl7$H
z+FldqInOnDsJJd;N-D=?sVagaS6du&#ac*O=vm~IlZum}>5RW3m4;(6tB{`#+lqLK
z`Z)%qVQL^F&vIaRzrQFwrm*|J1a$TNi|nGOY*}P}DQ^RVfKruAcfVjIVvm0Ty-a$4
zByqx}`P_zII3}mP?v!t^q-%n8j&_T5K+GirDF=>5Zu6s+U@_=|(el#wIl!OX)|}x@
z%ikyeXnz#yaWK@i0_2_1Wa7Svc*9}+l|DPX;DQ^K_?8Q#93hToJdb!xRh<33QqzwL
z8bv-s5&9^Ng~H+Us9IeDh3qWMV%~jhb#&@50&j3h-?K9}_jPy*D9D<gWA5JONm`*e
z<LpW)=7=1&FR&SjQGOHPAOMfi(Fn?;<97;tdnN8X?})~sQ_iQbmAyLG{eP0{NvIBw
zO6c5mp#4n{PuRJhnxxvkOMEB3(~EtY*H*ByjUg+>Lg%CB52lV#+NQh-J-j@Pil!_+
zN56yL9p~)@v-7qa*+bK$;{Rj0XXC#CQ4))O8b}?OF{*SJauhN*Q}x>x9HXB$r~_KI
zZ;~$%IP~iX@(7j^48T6#vM+m($UfQv_2qi2wEKl|c6NIslKG}Z{I6s0{#{RO{zi}o
z`7;ao3!#vEcPE<T$u?q;K3Ofyftti8r8A#m%e+EXtQ)o(N>=n#HPB{gaci9a0hH+l
zr%k4D5xxiOGrl(FOmpGjF_cwvAtO<HGl)_rpiD0yP3!v=f~l|OAafK^FaFaF%B1$^
z7-m%4PlGaEEw>B(eTC@{ZYHekaA!?#=RNR;9pWZPoDZ!Xsy1fKSc*Qr<6OnX5v->}
z=BhEQ2X*6q`N+{rs)bDUPDZAx*TPvUW4NvG^BnTdIN&5~)4fZSSuSfOBOc?CsHv4p
zGg~NSKmrYMGLSl`B1q|wlQ%7Bdh70|rXeBidYh^yb&bk$xugPZgtsJJF$9=_)bKd?
zA^WWCi4{L?eRYLL*5<f1S1x=to(*cI|J<}_yHxiN8@6Kr8<#W47Ym|z=-Ms<;U=V>
z$RrFW^<kxW6Y<hG{}tF>CPb@A>!WzJ4dID0Hl1(gNiTqe9j9y#3qWwof!G%%GU=ZR
z&IntGAWktWggXnq@`ECxk&mO2;8s~zfwTu(mf|i3HciPLhn_lX_O9XSu>KF-#W*0t
zA?>)PoNk%vM_parg$+)N^`_FnV~mnXj24&86^FYxLt{zHh?+9ZI~@I!E0DAV4Y5uY
zF`+rnw82kn7ol(L@FzyU%J)WHsnGfl#cCB&HH;1MrWFS|8U7I$tdr=S+bc%gh!Bq+
z7q#9n7XDcoO`19{J`WqN4Qys)JAuF_i6Ganb@F+zUcNX!M&cc^`K(?gfU!cb<47bF
z*IxOq$w1RUS)*Py!gkj51tizr`d)J%<sDq-!qM4$fg3>_e%w9l#O_ZDvOB~ILnF9m
ziwxu8e9hGW&>J+ju3jp?G)<uT#EKEETy)dBLnRq52xUlloPEWg7L)R3tD0u%%H~5=
zEqN`JwlQKds6~6@9Oz6!2E7PZt!_uH&!gt|1?!injrvJz&Y7u+B0*Xj#m+ydVlExM
zb)XF_2@7|oC4lw?ra|+v=GrN^ss$*&Gf=!=YnU5VO{z?M)7`n6i-R8TZL*oC{YH8C
zzO0>}_+P)>C_LXY_C7jBd?W6mAMsF2z~9;_?rR&k{Jh78fAf6Sgnr4f1>*<%{`v%c
zeoDx3-}|Z_@kLMRK|Jz}dbXt;=smhAf>5x5#U+{dMWu9=lk=h0?CPNKW!3y(J&I7h
zIUVDVT-5Tos|j&+l=H#u%<$;!48VMRzRz4@v;qN0YP%q~lWiy1$6<&S9J4(a^aovd
z+_{%&ZvTm00=hvAOdNN4`MZ}2u$)}}3l%7i6H|_p#Gf;VbPpn!s?5K~7)R>P8*xOp
zn6rMuckwy!%|y)XHeAl0nnuj&eJ&<?1;Jgouf0#w@oM+Te7g^r>{xiIKe0b?OcP+M
z8fl~8H~TZJ^db;;W#?iP4;GuWDtprW4n8f$OYB+!*`|I@`w4oom5n{!(HZ*0Q8VuA
z?;4P-Ke!OPmB_!zIsH}ZSjavaTlF%Rig8p4q;XXxbT^BQI`dxT<X|4{Pz>b4-#(iZ
ziqOD!0(3N3oi7q~6fw;=sAzWk6m_fc%lLNtq;?DI<+`3N0Lxz8gev<?LfKN`6(9lx
zOy%L?{owxf$>$s&?EDN{S!*p(;-Dh7O5nJ&MY*+vWfq^!{*$Rqza)p>2U_=_%nuOO
z53S)VMU;Vodsu>mgYPlBG`Som9|WEMUQ%Vu2QiK$E`Gf`=IRWp@3rIp+Uzmhf|rr0
z<f}DBSZZkp)sq_*&$r7_;U&3DbhA(DqH=MQ9vWT$`Z0wJ%<{SHW+w1l5AD5rNWk?R
z$M^VcEv%HQ9w<Z<cmY=M3@Oo32$-L5U)NFOeoDu2t(zzWI48JqbyPN+|A}NObP0{i
z@zkzNVQR$!)anwk$%Y#Am@F>2m>LHLWg8f^B0bJA3z`YER!g(^wd1rxGE!zSiRh#$
za$yb(L#dhYHZU<WR+LU!kSl0VVV*yF5XIjd5pM}~BAq@WAg>|jOh38}Y?%|+n2k)N
z3v)+iC67T*=rao&lY$w0ecAHei@sw9YS>P2JD%Le+^6$8-|wb_;nL}vov87uJ#D%Y
z=iCEWTc$Ney|rDo|4mlFPd+TRw`(20hg@><bPOqN$T*%Cv$)L69WOmLn$bFEC$AT8
zzpX4U<}58gfLSk9ejp}Q9VIQ@Hec6#A+9~}y!mXa^4eBpw>bB>^q5un%tNW}%&uDJ
zBFnHc5BSs=hx==?9Qbe$&n@$5pN=xLd`OPi1ljqddC7n@m<soTjx@lO!<M^aBqo}Q
z+#_0%XgpGfwBdEE1;o+d#vAdFjEX(Bi!_1pQ>#|0xA_m0tMKiPtGL9qqKsc;YZG9N
z@$20|zB_|dwKa$Rd-$tgpvt$wyur<F`lt#hGc9v9pPsK87oHKm8O#jRN}`fWYN0Bz
zs8Bqm1Y#Vc*{EdVm#m~6Y?fD|$SKJbn0Su&?9kIb)I97Q?(FXzs|}3R$pJ2BVogkG
zrqna+m4=fet+BbX85`_Nj(6h!#lX3vyAW%Il~k)bxuSc$-=2=Eco9<1c1)TWb<_>~
z-iV|#ic?@_!&)l3(|jS<a2XGBNa9h*rmbKo@Bk)}-8ROxkH^at(<${fjyUxeLO6Lk
zK{|Q2A8;)dQO}#VL+CVA>#XE$6kg0@v!Ah@6`3e?lnsz>NYg3BNiegfDwkv<4>yBG
z&&-vpAWRjnEOE&wG|6g|JLAAN$?|#2bgOiy51+%OgT1BpCDZ3}a3E?!fA_eOK7V?_
zUkkPR_E9>)-(s}B?RvO}YZGEFu3;|Sahl!PlQ&Hab%_9mgaU50jzd1inEQRU0&8z-
z=$Z#^%BaH1oBNeb8*!gOH#h8Z`af`GlOm1`6<*3~5!kA7(fNW6kcp`|D{rfe`F>*U
za8s*2dkx~Lsa;ZpzOJrmN?Q$4Y1aAIcI*m>7gp~MsoH-n2Ed`*okt0ub2#)Dg=^sj
zZHI8fxfc3bod&k2@_b+hzZ!pXw}_EMf8}4etP7?&Wx^Mmnjs>Tz8MU#&Q`I6KQ6F^
z7cW^694~+^oC)0KppLAGOBzybiP+9bYswNR5ZJ6g0P!P4c%2ucaZN-{f7fPL!(RC-
zqb<!6n6X<LC6poU%_;I7_e-${J<6jT1?s}!316}Uktg7s7t8|rim^6Hmgj5i9=c<7
zp|S`+rIuAa{_6Ba_nTQ2!%LRUV{1wem_dFdEs?Nft5!fpaqB<6hhG~>SjnBrpQ3u8
zi1za=I<e}6;6Kgco5yMwxP;vhXNjSfg14nCXwgK&CpXEvm<gZK74rSj6X!ddsmK4g
zox@6(VV~_vjbcA#u=<5c9dP!@u&uVbvlKAcv(*|-SAYO~_et~)bgApJs!jYkpw<uN
zXijx!lV4@llY&s|u{`)#TXIxoq2R0Xn=cXRl@u+X$3hsfWp=^rKuYx|b|azbD0Pw(
zph(l}jw;fQZc7OA6dicLJNc#tq@5Ue>vk$?WMkn4>YtMA??Btl%X8(J%qq60(&g<K
zs^sLEp5<J6jzNumj60qK&i~C$rEbvR_;t$#0*x2DKq?l61UhZ?6B#Fi6yN};tEA0;
zw+3xY1s*XxrRF7UetqPOgSh9sM=MsB=SeOmj@o{$k}a4MsqRWnK2BlX1OR_s0ibCj
z(Dj9FbKh6y8Oktjyytz+c-^zS5*!3S0KR%(rXM>YToN%lY%uq=;rRVD?*U}_h;5gG
z&Hmn@*|zb`6La-4kD~yGCLR%+_?iUUq%Y#0N*XnM)os<0@7CYIYw~Brs~+@HNHw}i
z3c|;Du@_Yl(JKFaT?R&kZAp{SiLQW}0>xJ7hXb>7Uo7IhQe(=e<jwqvI*6eS&>dM*
z&tIn{dMosa?h(o}op<E1{%LLHJ&Eb|So}yaNtq-n5kvgqcAE+>b~`qDwCwIztr_I@
z)Sc`LZ6;SZiekjSXjS%7#M8$!M_|E2RWPR9FYYwg`m;mNkHwt%uZYi$x18%QQWn}q
zoR23(5O_hkm4Xyk14NslHzb#R*;nQ+aog~2pFYxJ!;y_N$POZc3e_ReJ|~=k;fDKv
zvP0ZiQ@tDgnrnicmKu;9={f_|0QTCAK~IX|=A@78tHC#{ji{%ZOQg3{@A2-~+AuQg
zjx}n4RFERLs3u8NJh^1TEnRH#zI95n6sA!Seym54&OEL|<|X(}^XSB3$07gd%xKNT
z4rP3N4H}gXAie%io9J3iXZ|ncZnZ3ntakaWO1=WeQ%PqfXUy~KMe7B;xvbd>Abf3q
z&1_FKB6g>K#R=mzp6SPYhkQ#;mHa`HRFTjuY{zDGwW$)L5tn)RCi%|qp7Lqa5dfxV
zhVyvD;ZWY&VcdMnog$lzM>t?qwn;Ht4wrHeKY2T)JCRQTWfkr0_k@Da5Pm}PIBWd#
zWBhA+e6Dr@z8}aJxr(IaD*hSg3(iaWEJ2y#)+9n%Mv>ZR5m3V32}-j|w;e1<HyJ|$
zw^V^rrKdzB^=YRf#jra>YNd|n#TmftP3l?bySMJft$skpraG2L7fZD|pud?wlNDVD
zSe&*YiQ=8!1_-3SB90^0+Q(y8pvTf!LD`_vkJ&u7{}PeujG>W|)Q6w9H!pt=y#A{l
z{I&_=kwj<2MBTs5`2buHnf<F(WM!v`w|dB`D(%t^=Jf^mLd~pO3OI+jZ16ntN*5Mk
zky;l^nvIINWt*ojOLZ|q)D;t%&vFte4VXgT3C;?+@`I&BXF^?Ng7(&mxF=Q^|A9Fz
zTCwB*rT61vrJ-kmY!ZBGU5FEAX03G5FD<>V2lsZmNF#Jhi2cH)v}R5?S-7zEmE9<%
zM+kFw@&)OtB$nVKL*R+(<+KTQvJ;N%`iwv({rUKlk9-aX=*|J`6u^c*?&5VK5^aSt
zUF66N^E6jDMJVrEmx0kiUH{V{^b~Be55va^Bz%6_mq$!m@Mw}qFMdr_w7b-Oq?s=0
zse|9Wngg;uk4{_yDYyA^zXp~@%9PwuH#N}Lv0kak^!b<=gsM115EoEhxsR<IJ3}O2
zDa5z(;vBeTONE?#PW@sNMCSVCaZ{h5*UQ!Vc<~aeZHBhDawk*5XLqzEjf2Fq%536x
z62HnCbM7k$`2WZA^~4wEmY{FDW-!EI7cvzz6c>^K-EsqKu#wpRh~=N51%8=gQ0q7y
zfX)o+G9#{zdZ2GAGsum7qr6#{Zg-yz?P-odQ?S-LFpci(JNV^cf_%;XeiNF!cRgb3
zo6?Klj)I{9dCjFZAgCGBg4(i%Yk$*&mpq48o6~M5)`_^hPEzaOVc!5XPv?Q+npZN^
z^^bFtB|8NC3G^y}_K~<N^6jJoh;xl^yRf65(Ipn5uk+By_m=vsComexUruwN+CN(D
zW3w)_gCp3Qf+P50T=-i*@egX6AjO!pNv?=Ki^gBoUFiBabSx5vWUF3|-6u3T#@?Ud
z;N*%t4A9TEla`<iY4Lw4LGg?cy~WBBL8VbsWf5`{6#eLSThv2X^dUI?@Et&y{dRg$
z9KjlXgQe0kgfI!|87+18@{EJN{>Dv}<IJn64R7leNQ9(8Qy1=@O<_sB^BYqBL4&L=
z8I<R%fQ=3^0gjN@*PEyO>lL&@545t7X_vvzhYB(q@}0tE5J?{$9^671x)K6^gby2{
zl8C=Hc^YgP<jb#13H+A`j$LCfqcYwrx62}wJ}=E)kCE*X=!lZeDV9ubTyGc)%qron
z7Y^R*uNJ?$-Z9V;d0soJC|GaN1v4JI_FmC+D64#kT{!i&oO$}6(}7hVlrHDSyWlL~
zPmyaZ=&RBTe`#6pR$+Jq9ZQipQcQlF%+de7_sh{Yo%u;usL?9|N*{Ri$>`$2TpOkN
zSL&y(a8+K+vt9<shB=)b_7oUh$xGfqqd&$EH5hI1w>JhBW8_;D&0nvvbm*<=>wi<`
zP<D@;6i&f5b2zH=Ty~Qh;aV}C`B*GCZ>cmvI@47_Yw}d`_}Vd^LisesQhxYKq=2q~
zA?|HA;<)kZAY7ugg0z%A*@5YRb^2BR-2Qz_eh$?om2pb7TXSl$I|XW+XZg2fzA4Z3
zluZ+|Gs_3MGhn%3G0O?h;RfZ|vK`-z-TKG25H8U@u3yF(#4biV@+$Z{?v_->-<~2p
zkeh-GzaFq|8Lcyn-47?~TaeBC?P5qj+qs)Fgk2#gid%zr*s~ZYuf%K7ae`C)T{b_E
zSNPftwh#nGL~D>oMNB*HE!a(g9{4Wk>NdpZ)Lz05gw}{_#4bNi@{y4<kX=+D;cX1i
zbF(%Z?HP?1Zc`}cM^3SrP)$Gy$7k5*53gj<-jlyIer@f3GfMQg^o@9}YP+zFBtWWX
zD~ekY54dL(a6kHm>RIa6pc@E$q-Pjj{C%${;nN=+Hxj!SpmVUhxQ!Hz1k%qex4FG7
zr*ge5XKS+)`eM;HvyQ#4XEVJ|r!TWoyAwS>-puH4y*)slL9SrCpdgOiQgwg&2-Ab{
zV?0A&Azl@bIQ?)-)CKXOx@GpD1%i6Z)_}##>G}C$J|lX7xn*wu{7gUq?a6KV`<34!
z<as9bihE1#r?<e}YkS%?t7j+2|MOjTx2Fv8nYW9;BU=`VM}h$K?Tmpzm>}r$ow?+T
z{RBAkv&5I2<3p+MEC)vROWE$V#D5_MMwXw7<D+yJSnz)nP_q2Q93P>(Kob82e&o#0
zuw9_sH^Mj1sPBvbR`yHX?seo_gpv6fw+oE<7Ljs%ko28}fR_+pWcqwd4ZiihJ;~d>
zhJ5RxWq$hY0ujIU2su8$`p#}(WqtMRUf=u|b}%!yDLA_1>^yRIfqdTxKT8NuGJVAD
zUWxvb=%L{F;QcoEAUFhalVpA_f04-Y|K|9}-312tFCc!W@ZZGFx0m8wAUk+T4<*Nk
zOy8L;l&r6i-7D_57o^NjwZ5~OZ?`&juNVFcdYGA?>AS#{pCvutWnujm!N~fm*u7SK
zi_kMa!*_vd-=gn)RlY^vFd}xZ)ZZfHOrJk?uONMAkl$e<Wp;n(;L~^Z23~UWjaR=5
zO!@Xr!|?&=JEQ-0C1Lj}^=*Wb`I)~9^!8tPf|lK(;PC!V^uLJ@k#F;#B{!&<-EwxX
z-}%#jI}@;bh5fes##gg@)$Kd;{Ko$dD&<Qw^ZG4q!S@*W#g^%_@`X{-^YVpUV*Abe
z^4)a``;sGJP4Yd<04`#vpIBZduO7@N6q0lSl@ZG%<vkoaq!m2ySNndi<tpU}b_+92
zkdbIj(h+vdJT`q5`ubl<eLW}mlnbu9fHJg>&dEs1f0@|gGV;D(vxz<m>gCm#*(Gof
z;~jw4DhJ879`aJKpl3N#dOr84;ox!+^B2<%zQjrR9(0|XGq(CmuN0I+Z#Jka`cIY*
z;VAu<nuu?#Jg%&+?4}{34yF*Bf$**jf^mtH9NXTa$?{!26#6oW;%Dn)vs_y_h*4Oo
zD>n*=uu!!;P%oxnCQ+J~kT!{zy^(P)<ebN=r=y!VX9cV!B*c?tX@!}SmCzL>4T+H?
znu-2SXwys^_z~Jf)~M)!_Qz{1S}5Dj-Cd2dT}4g)>+F$DrHS<CgP7+!4Mx4%OZhYD
zVA3!GB|W9AWMo*1Q+DKKB~f$XVEq0a(Gg?On#P(&He8o1PKW(b<gsUU>s$MZW=@;M
zSc5bA#JE~9BGq{1XjLUGt`3zoUq88Q`SzXmSM$u9>-OW^!VZw&th);ELQ=Uux<wtn
zc_MS&6XLtE$AO^{!YNaT&sU(?X=2;#y7qPnv&P!t#26|YUL9=|q0YM86!E1;hRjBI
zDFD6`pG2E4T!{207-6DXVVsz1!IDar=F(tG$R`>R72RyX2oPCrT9#R+t1y(2U8e=q
z55%24y^L%`<2C=|RXmCbtI}sg2QJm2UQ*}S+96LFPMB~uGppD}!i*CD8?mRn^1~~h
zh25nL_fb(3P&NSrMNE90UN+GUb=MqUlRjncW`>E|8T)v7Jia$i7b%D`DV@5M*0+Fp
z?v~@W`7A7NKG81*(VS@;)Pf#OTXq%FHKiHqCd<FZ2+P31LG3O*e$g+_E?LJ9!8C(s
zk$Jc`!-4VCq`Ie6A5?F(Ns?l*{HJoygik|X>N8r;oD1%wj>5p7$;G4<(Se79hlMO1
z+o{I&8S|0}Vq|(bP6<-Ba><2-iN=og)5H`~<<r@TsYo?3N;Cq^^2|6*ZjLG;ao7P4
zVJ6LGl<Z^;v|}6bMTc7s(8a)DUGlVrfJ=xe!FELQ;i+gXoEA3OFj%H8jFB%w<{<6#
ziUBhAj&|*M>KFS*Jg2pO7FwU?MrBRvEmB^xs}ux@uUI(6dPnw-e~om%9z&W8mY?ZO
z@frlk-bZAoHIHk!+A6h1zSjTMWkg<59{3apHzc#ZAdC!>tAw&fRF%eB8N^*##@mXE
z`Y1K}cFE}6TLBvaB3A2<8fuf@BTV^5j4&c-d3EZs1A-H;tl3l~MRQAJm_nQhoAVip
z^O0aDja{)7G$@l*N}dvhD4%K0fbrWp+PZwgK5ma;e9QgX8T9ELWD^;kU)NPP7*Snc
z9eb5c)~};z#gD!>0Fu?Lo}Tkhl?j)Rmj@YGjCU8YuYY;Xec)a<au7Mv1Lv3xO<oVK
zeNI;wjA~dfm>3_&;TA?Zi{eV&!Sy?%4vrzm7DZD<Z&GiPJz?`olof2%587;}d6PP6
z9gtUePNR;aZ!H2jCchriN3a|Mtc+}Bqoe%i_qM@ADu4e@xsFxQB9?-yr{$h!(K9gD
z{BAU_)3kBMGz2ktMa_q#mw`}|Tcc11JKw;krg4t45q0Gj{8?9?RUt$t^d7PL(3Jio
z|0*6aFR7t+maSNp=x_CGq`9eNuc+++UD8YfHbJ?3w^|9%bKrnugBW{>rmf*(yTCf;
zoOC$~fLUnBuMDRfxUx5G@3Ijo@hE7h&;Mf-Bq=~G)k1v82571OeL$$AK<%hG&r!4X
z9#=zjtP>=5dhVcke9!3-<seH3bQZ%U7o>y1*>7$!fSLDyt?^j5O7?ROJ_y&Qdq%L#
z_>Hle6{n&~6^{abp9H-<ap%^WeZQ5fr@rQW<-H(wsk<=e<M?H|GDGP^Q8K8VemIrk
z8$vO3*5U1Mxt~0z#=6rbkL~$kjVYUHe{tN$O^>Mkpl|J>*)32tpT^cAQ%R7XtdxcC
z+}DJPS=puc{v;UhYQQfnpk&+!$r*-WQp6QulEg|q!QAkZ7XgeMR|QXLk{p)OBqE<#
zE4QgkvvM1$W(60nK7S<*{;-i@;@}cLGmX4iq@h&Wl;zY3LWMCSX=DxS)0b?`Ys#2K
z6VNQOO)ljS>s_#>ktDB2Z3&_Dr~#;uU10Wh0Ah2sPtq?hB7%$D8sYNmR8YZK`*e<2
zQKY;XQ5gmbRudd5Ew5%D2~;e>(CP3+OldZ6)(uo*kw(y&iO=V+0~IhL`a6PH%lg9;
z6Q9G42Fq)I%0*HP>kLcoGP<u!S5f4|sp>Q~@h5n@8-0EM5QLX=RNNv@x#{EeMHp+%
zs%R2+T>9hcV^^36Ye~JtZdIKMt&C=cHX<24@}#zsaV4FFtq3K0Rkf1p6fPw$rJDo-
z78mzd9@RUB3R-eDIwHm~B-=RSG&#%23A~$l^c3!)II4@Q@bE?2F1i$M8+P?6x)JkK
z-$xJ$g4V6V-AQa&1U3t?knRXe=r<V6eS`FpH4^t+pPj2l2_2i`<0LcD6qAd3iRQz|
ztxGl+<;m+k4UR~whG%J*Ax=0@VJsIvdCW|i%zw+c5HHHowEx6Yfh-da&DxsR?ddwS
zI#=_49~@_X_ZB8>7R5v3^Q&!VR~DY>Toqwc4o(x*xqV#)GRa#Qp0j^841Tndkv=rG
zB`vJ?sR`UHQ){z3aq(9A)f#3h!kUS&C8)`r>a7k&y4Ga)T)j}M>NPvXQjm4j`n;E4
zPvIu>^r1O#3UN2E>tSklHjsFZ9_}mWOzEt5J>K=GVw{puKYEj>R^z^H%W_UqEYsO0
z{o5~<%CBMTKH@!JIx}t-?Urt%vDb;;XFohuUQ5VKs7%mlfS>$<zi~EhsG*@6d|$dE
zOT|9sQH2p)H2WNGQCEyMzHmoMTf<pHT|+N7CWTOgQvZ7z<0PCqd|{t$$a(1OAl^|9
z*M#DG?RV!eOoLwUR|u3ybGG6n&&tYvxgyUJq6mYAOgSp?h^jL$J1dK)8@3#~!{ODZ
z&L~LQoPz?00-EX<)zzp0sUS|{Ob0(P*jU@)H3-Y_tRVuHru|<7Ha0HH(TCSVc&$|@
z)~FMZXfNclBsOIuD5Ium=ndKfpZy;C`p9;CuE3sXr#FEW@bq-8`$O=wa@&)YJ9K<6
zhL@#rWJbk$zFX;)XXk=7fPLGX9v@k~-MlEosY`%4_uA>_a6;1s1$z&F{;jJk-@7g5
zN}YY)z@6%8YS?Q(MKa3yMU*3)+RzRfQLL4Id8X+vf%Kxad4Rj$RT4sdfMO1~RIhX-
zO}a?3vIum&RwJ55cnUxwj<%ewT>9hh+3p#izI;AmhoxysSX%tlxy>2W*gQpg8d^p^
zCA?%xK9!s}K>}yJEL%0{e(6j61`OW@qh6A47uRSDpT|@K@)AR}vf6pIO3e}_a?@Yh
z+F$qAtJvrwFjlF#eQOJ%dr<_`(VrZyp!W>y(mLLc6Z07#pDr$1U%>zoCCT|kdyOw2
zMfYjO(zU>?3xKbZNqEoh(!$n$b^Ze6(Ph@TFrb;3Qf~a<xk-5X*jEAld^T96KmU}l
z3}iN_LZ83}j4P{LGCryfEE1hD%9$}OHL6Yjb%x~}T_oAOIPV{*eE~Af+XKyPDU{+;
zC4g_!;?Kxl1$?#eE4{}CkaXb2rogWP9)eW2hUxIFYjcd6+?zA3=KOT_?Of>G5DWbY
z`YHpZDDoF6nQ6(PI9ms;hC`C&(bQ22&id8WSjw?=y{#m|D%e=De}9C`g-m^ym%OBq
zyXTAOkwQ_8HseGO%N1pc818%)!dnlMVOBJ0OUa@inTjVFq)~?keRP{gmC0?*eZu7<
zoQ`bwudD<EV?NV%PCD82bemv!epVgRx*yDjhB$`oLz2s@VRa}&>xL`C!G=ldLnaBu
z!^03lAuWz|tGU1`lkhusV@AtlW~p(Q;Al%WU76&l6VoWlj19_Yx*Xf(yMGit!;zuT
zJkUe;1Q;!JmF+u^FDWCbSF0%_t$T<nbj~k8wt(;JgzVh(TFYq-OkJw3lMKfW>xRJY
zQqX$0A8cws1}2jWnA9;`9i%z4Znph;=Oq<+3j$?N3@zD-6wb!dzJPl&N)moXO7O=p
z6Dujn@lpDuduM@<lZ}nLqewIDNso1=NCTak@V)hExj`j1^URQ)K5dUu_sZ7fp~QX`
zN=J%YPYuCH*%Ny}Kv75{A~xYU(YV4Yosug5ny<r0{l?dlLQmbg2CqatshoI(-khuV
z7a9FFtF_OJ_1kc@E*A^kG*LywTZvOv&w0`J9z^;pd!xSdvi(Kny0TL7CjK*dFNxyw
zS?1>Ev(c=bm%UHPe~OpfNxEBiTXe`NyOYRE3sdu?eE#`T&D=`^_1CL_Zon9+%tN|+
zdCDZ2SDJKP-TY#_FrELi=f=x8@oiCZ?@EpEXtMHYPz^oSptVs7vIs<ye0zL`p0dSq
zWa(mMQIUP5Kr$zmhmO>VAcOPrdYVq*dQjljvCPWbJv!B3I)B7fuPNq?R1n1r{J!&!
zR3#F!z?kP_=fyp*rRPUcpGYo@bs1$-gK&73_OzkSba-_6_u)&yp}O8Bj;7L`)Vlt<
ze6du7Ol6~rvohuIqWw9CPF4k-k#>=)vv)cXmF7);Bx5C?MWng3#z$=WIOB;7J1s*M
zvo5Z4)fgAqzjWa-4b~1x3${f0GGBQcfwO~2BEJ6Zh6QzlX-1XQmsKUI39Dm>hC-0^
zsd_0l%nbB~9eg;vMF$yl)T@RosVj#(?<$>oy|YF}zJ21J;}nKV7n^a+M1yVrJ8@c3
zM)-B5UYPVQWkbdcDJjN(6t$r3Wn?k;{EKAtwv6rmowBwet_f;$og-a}At~<G+M{o+
z%3$+SP*-R6s-!>HKxwxW)EU)lMATY=@UIA6RtpUW9?L(#>P_6HMD}p|>W?P8589#y
z-jG1tU-}D&&EdTskH!WXtVWVm@U)^WbLflxC!W2649IWdrr^+g;4Ftyq|DAr>kZ2A
zS#3sV@A6QrHh%~FeA`MQIvbZprwf;ekSbc`s91;}XW|)H3|Gdn`0ZR*uc%~IPMaiR
z`h&{(Q@Og;$3EwW-O<#<K?+QBCT#(LgHd0c^-+0<$%gO6jI*-*Du7Y(a<m&i<JLt~
z4bI-+vTqhy`#}3$nk9|ul1}?<Pw~Y@j!{L}fHLIJjvvMc&5Oj#2>fHWhB$*kb_AhA
zM}j>C;z7)%F>OlZj4kkcW60|m05S2{Oq{Tfh!e?c9ZuPg(a#nNO<=IC1hIj%sWPyF
zp(CjH{ueprr-S$|fqo)d01b+phYQ@e-CJIvI*zlD$%}gfz1+;!(+hA+Wt*mqVL}UQ
z)nP5rpsY?oLN$Z4Z->v<j;w>k*YK(_@1R--CBf?<h&8~HJ}cS%<2^F+eOzFu2z-I<
zh)e8w`QfI^M7?u+pTNWOiq<NbpR=dUu(5W1h9ti7JSwplpL6P0$8SntQ}VD1-*%;u
zhsmx$v7M+sR|7T_;MtIy0{$o8)^q~W^Pfxzs7@lYpMFm+w@fAvF?W#0e;1T~ajc+W
z)?m9IL5u&c^jJ}Y1AD`QwfvCcs|L=jf5KI{3SWj?wyJmU9UO2D58eANmzw61ZYh)h
zBi&}rI$gBS<Ad^Q%cA&~IMSNAmYIl!dW^IEL$k^Qv$Nkic7%=WN`fn!l;WT7mpp5I
z;+rO5s8%s~(I`!8J9e<KFu3rz@Uc)vLI-Iv!*Sukh*{mHoo)j)$GR+9DyHV>%TN_l
zgl54oS{b!CqTZk=W3sYuGJWdmSmv1S-oC-&TH>-z4og<M>78PLzzg1MKPbTh8`XEW
zrL%0Tj@M7QOTg={C<f>GFe1!4VV91Yj-DR%L@t<bV}eeO4sS_Mh4nYty1Cp~m;vK?
z)Q*}QZhCTB+I|j|rE832o%_1I;bLF(W)SLtq`6`rHialvvQ}kgEy$!laEi^xEL91O
zuY@N7vXLXZ6pE1y`XqcRqUi9XRegxTuV?ToFBD|-zD*m3{&JT(K7TL*J(7K6P;zaM
ziE>|hUjRJZ)TLMqK{qFgKJ$u9?~p_@L=|%*t`}c?Gwu1;hNTzV6>S0CW5RE?b@dbu
zUIV-hv(D|;WTBhI@Ch{2D1hn<2F06W|2CS0V?ATAQdgMDGx3X|j0!4xG3Dit5r`rU
zb2T<f5Rnouo8hY>NoHF{spE8Dx`#ksCVv~qX$9h;bTuMNCV#<3CSUPJS!5bZ!M~XI
z!QHR?;4kWoJfRS_B^EvbN(aWs4Y#)E(yP*g$luN03uiN#6B?S8>|9cJ#U>)|&Kiu%
zZkR=NXqZwg#KtQmXr^^-sX`E>sqxy0m7oxOItcv!jCD211_Vni7K{~zD(w^bbP?S&
zkMn~nk1A!s8ZvQGWsFN0N_&5$dJA1MeuA+XOgJaVczvJA2`S2dX~<>tvD~h)P$TGx
zyf{OWs%9tlol&vfVMhr=R%?6x`)qon*Qz}p8UsX#S+%tvjf)f<T4$`-cDxIZEW^j>
zzHE^#sbthVOMQ9j_`W(A-GBWk3R)zE0oWM-@9D4aum6}KgJER)Kc>n4f8%3JY#je%
zcuXfw%5snpY2?NyoYMv|;&|?g>}N6!EGJN4!RJRog0h)%B<JDAidniKq_WTC`w5x#
zx>iLJ<m++d>FhvmqZ3EQ5Og5ESdm0>fO7v0nk}Qflo^ui#ihN)gTA;5$n4W@R+rYE
zQ&RB=q@Z4wa0w8qWTqH)lXltXAaEUw#2FqXB=#(A1Cx(v_BVG6({qyEjKDqSzdFr8
z9*5+1WYK-Awm%~ep@oKh7NysH7XF%__j>W=1cR8ajO|c!kw=x}XKSUcWbL9<ImAhT
zLaF4_?9wn`DupEL)8(3NRY4OC`h?=P|JB@B4{HbQ!)l;<CahFwM$Ce(BX!isiMkQ{
zl8eue%93#D|5sJn{*S8u*Nh$`D-$Qv|9?i0oso_0e^mJ@9oh{|W&LKyvD{;9ULpZ0
z9!Xqf{!CUpp^6&`%FihoLHtkhU-HoSAJEVlet-SJ{Hc*Phryq`l}V|x5X{7snZggo
z8P0#7a$I)gkA^Y{D(>{iLI$?&WO?2=-t)M=RF1!7UGd(mZF^M6q8JJrgB$1Dqia+T
zmqNy%*4Zj(dW)Q`j!(QT?Z_r(i!NS#V&7Zfn4>fm_>i4DnrgR*vwrP+`u}c@8wINC
z98|g+m8dME20fB99Z#2=TNM6;@$+iko~Ue-y5NiAhj+(z{}lh2beD2@zn^?4#R+;e
ze`sQ5j-m10RUNhUf8X^$6FwB@J1im2QRKIsL%A2cVr}FNt#52wnJ#7IxAEs82zYhA
zw@7BeK^Q;Hco5Rf(qpc9tY27QBslOOHn%xwl8I<M#o#`N1-=dkHAT^WtfLcyA3#g}
zNfS2NU(84?CaS8LGUE~f2NGf{*c8#UgBI}jQP=7ILMim_*^ALcnJWCc6!cV5Oi8JR
zv*tH_26&x9gp(|gp%fsuo~F!N){bn?R>gOd)Q_$h(D<)|#9?|k^XBZlc6w_X_nA9(
zYM}8~{M=qVptosVahRTU7dwS;WNQp@Y7wMY#P0}!GiKv4v|IRNg82{YjI#VdVY0VP
zfN3-sN#gqYpr6&;Dl9yntDJdrNo9Dmn6!CF$m$|HC(p@GK+ih~C~)|><I+&K`jOX<
z@6+))H5B5)E2*tVA;ceG6GKk5Ik<*hK-qi2GiMw-BaUVfKf@5tjtg(vil$$%A(;Kb
zHEsS;mfNuFa1jG;#0^`DWPZU(NWopErby4-`#R<%o5VHk4(F7t+!mm|QlJBv?+ETF
z4V<#1kl5H_BP)=HF~iF~9h(*`plJTx?Dl(1L04}5uXcv+Hv4w66n^i8J^Y==E8!rK
zu)1ScsZA4{1?yeBL{j!Gsm5b6QwF4m6$smik&FaU!JFS6CAP6QArTpAJPbGDIY0Qa
ztSQI^IxCB%r~gP=VrF`|cxRz{bI~Xay##GCKt$py>aR)PBc^%OO4Ipz;(Vj>5EqB9
znXHSpI8;t1-mcE)>MyCkQuvlGjTGr(J=*1iR7H8!Jwu#X%b+C>BNg0oPF!-CNNEUE
zJjlObhK+e!sfZV_>o(h?9&otOgmBv}Hkw1NE8v!`k-=3s*CyAzlccMxD6l7j|K0v=
z-bnZxn5iABKFSN;1)Gq-T#QD3cI%NJ;?h!PsK%W&X`IkHX2!H0uY?!i0NJ7AZRn8^
z$=GG|)~XW#c>+Hj(R>7s8W4~ay9f?>RLo^H<{^cegW-JhJ|W6Zlf~6UsAIo@ddaA&
zB;M$_ep(p1SJR22ppeOKx4Jtw6OF^n%KV)_u3;FxQxcpc78&jDYpR>|`@!rn5z2q&
z7OD<8d~?XfNCD=znd?B?XUCyB5f!QMit=HT)q17<Dve_(CA0Nh@PTMZnMGkGCq&8v
z?|#&?k!zL$;n#fbDauT~OIfMg#fa})!0?3%TjpS1b}p{#p=g=7tg}4jMda<jI<v{=
zn?_e=y>R5v69rNP<lv`*7U6JU&!`ETkmliIGZ1@H#L{LHyyNhjv=Thx=pOWdr`9zh
zV~Q4mR-a#rmPzxu0&=v0!l;6H7LeM+_csq+p_#Bo(|xBZqsu~qAGV@JiqH<QamyM3
zce|O)3QB=K$1qv&EU;IYVcF#2_zw?l2$__mv}jcQzZ0d!Wb9}Tgc0xOo?g0#b3=+|
zd$8J-PrETZ0vfXXoJh_wbWf$a7y_&uNRC=#CkAvc4rW*Kkn5>lmrN@!QUx5_0b(R-
z^vlj@uNjof3>@^{v^ay>$DghvN)*dNMTUnZt~IVv>QPcBSc{I<Ptq!L6NZb^NcX%w
zwkri!f(rFmip)djWxx4*C{hfhU(Z=WUG9fo5m2uzgM?`xo!Zr}()=x+LZ>In^E)Nf
zrND;kPyLUwb3$}$v}D0F*%XRP-0n!__Coi-2kt@;#&8oaT#k%Q0VZ%x#faik&Z|mR
zV-n@@t37&xJI}4^t)Zu-y33<bQf}&Ip=-u0qbQ~<vzF8qs@~BSIhVCjI7xXY)~vrv
z+e&lSOY%!E6|r+PX$Kdj$arHb-!LWQ<mVj);x(2)sYbC%J*>-ZJ<DX^YbjBw;<_6a
zRf}F_LxJjX-C~8b;uK_ge&<mY^eWz!nh&qz)fKjnswsjxmg;6<RfTLUMubhl!9>`>
ziS*0MtK)`Z3~{@4+wZEfCa@4k7nalyulv?TuTWm`TUyKu>^_1;Ei6QoWmHDFF-eoP
zGEZ?;tC(kK#LC3&|FEUJ$mgQgb7z8=%d5b+({G^E%{`i!y^5_(rWPf0l$DB}<|e{?
zq`d3ce?`8r!X7D*B~{Q>%fzO4*~6D-TifUsy=JG&yW3mGPnT1j{?W3budtyLT5&y%
zz)A`7I~`alLCI9EnyN@qo>BECYBtpJzQ44%6x%T&kooRf-)yWbR9_W!>o&P77SWEW
zrRrCdQ(mpCXQWfmSw}pT{!3XlhO=sVgsC>M6gGAx-gL0fe-z9ThqmWc;rrL`z~n95
zJfRQH=Nud!r@YP(N5o|jB7YxAgfyTsG&|0Yx-q*8OIc>qe0*`_;hEEC(^NK90=;3w
z{qL%XjCG4lwBv#0Ok#_JZWZ%<ro>yegq~NY1y%`~4aMje(Om!&gf8ap&Kgb?6)_D#
zRE=;$`8!ReyJCEIg(Vn%dUT}iQQ)|~ZqXUE&z&)6g;%F$%^8OtDziq7hI{w1;JpRz
zq-(;ncFeytJWL<rD)0QRhZnx(lO5$1h>Hnot0UB6<?`+0^Xn$s9484nb^b#^9oKP8
z9YspA+iNtrSYcWk`*UyuUM1}7gsW#p7^!S*hBSll{J=5*pXEa-VTE8q{3iu2cw>SG
zHS))LrDtll*GbWfLCPULwys-4AjkxQE}yxiqvI)=Gr*2}Y6`&CRN2<vMxI-hX`@ut
zeC#qt@sf_)wRGajlH1kI)~DtohEA?9b7xSM8Lnk*^$@6vsHMYLRKFE|Fn2DI<TLFi
z;cTyB33E=hVLyBys#u+J9^@gq#H>86f9hj{aR+^cpP!VkiUCf{Ptq%%m^PEbn2x;L
z$7ESc5^_2kfLMSH!l{11Nl#la`HMyiJ5lx`nXO>Be5ErQ^?x<?7BHDS%la_x?(Xg`
zi?g`%vbeiDyf`fG?(VJ&Ebi{UIE%Zx!=K+hH#g^gIl1{V>6vHh>FIQLGL@dHsV-2#
zrn|AN;&wQ1Q+*rc9n#9NpFV@6QLyl^$K~YV7=HuX81nN4O6b}6J4#(}s|3m_QwQga
z+X~3Zz2wxR{;aCBMLEvS3KWlLp`gzjx4jGxJ)|*l3U-yc1XJ9fuNk+Uy}v#t)y&)#
z73Iuf=7jgVBkN+RTUjX{M-XJ?{55X7VQ2G{N&QX1-CXJ-o_curRXHu9px~=ApX)+d
z&fFijgZ<Pmp>Ih07Rqp3z>K0+UN`%19~jB|8BQ%e^R(|xHJ-NJ9AI<EE}>hdrS~q_
z@P+#>>>iG*@8CXRw>ISRdC@<FsaF*6!c*G_4@W`w@)b_{t;(YIN!_pqt%wT_=+1G3
zqGJ6+kEy-|&mUm(pnrr%-N87kz#-<xTDEXS79h4;uxuzGTlkSDX30*^GM!sj!<(;}
zTVT^0V9v?(!?Y#X<(axbN17hnz-Wi4xPmg~bC(Bdf9F!+nW|3RUDpa{zokmgR|JnP
zjXrZOhY(Pm)8YzqwP4;pvy>c1pfd_=Rq@J3qs?}5Y-221JM#4m1J=uN>5Rp%(PBAQ
z<O8vKU+PSnRK21w){QOcBs`(33lZ;7eFiYN!p)`sgkZPF03Z~a$LqALkDXuqgX`&6
z(1_ynF6b7_tZi4h8mGPs6?5S2>M0-_0hwni7exF9GR}<NSKJ>+UKR9A99;h{+)FR%
zRmVPniyKuX4%#EB&ETC)qTg}(h(jMEB&Mg|8`<C5d?aI#3K@p|k<u1_xg2aLgQ@%-
zq&91{er|Eiq@s!E+#r4iPt;5Ptm8{=zr87AU8HvW(_4&wcG3FMU@|s7+@^()1GT-4
zpdHBla6#!A%%$@4Z|SZ}g71LLl$o_A{n~`@LFe=MoAYy)Vd{3#LklpbuWl8HxBTvf
zhRm?X7G)|Z5Rm=yvuS?m4*tClZCMFOu05EsqI(9~6mxDUbiMYB)TOOO-5K^}cQK`E
z-&+a!9nv`jTar=ZsvB#upQg*<a@c1lVSs3D7%5*DK3o^$>lxi-WFs`MStZM1mf08b
zE8GTFd&thnt)X-|)f*#svUWcjE%8N`i&j;Ok=`ltE&MHc8>)YmNm4yIMY?Sxs1Gm1
za6P%DRGHAT74%W7s$aqry#1c2>H(+fnIl`=p5T>W$VdZC)>Lmj@z-hc8D7@n$%@kh
zgSDalugfb}g5kvHjW^#9hR-D8cr2+$=~x-tIded26>c8_)B1i0-9+=C!x+y>%g_&-
z3_H)>H%D{N!`JNg_P%zbHb6UFo89?pfvVM#<&w3cHM0e?HU4j;>mr%DjgLBJOgB2y
zol)9SRu{w}p-`+Is?1}e7l8|GmQb!$u{8t7+?mqG%!e&OImurQn_;}!CC+Io1P#9k
zmSu@D$4VN$EsofsJWigGKCpNtJuj;*_6nNh{>rw&UW<ICeqiV8FLdXa-tp*2irw3N
z5)%wux{>G#5E>xfpT1psI(^eUyTSIR78+<T@?D0l<&bI9YJ;M$|IsGxspTpEQhC?f
zD7#9X-Mc!nTu8A(wYKl=k>VZMu@o2Lnqiq{>yGxgHpH@Pvnyeoc}>2noH(0ghG&Xr
z@A-F++tMAtHP`7b!`x=zc)9}Oizz|-%k7B@NW3=negjL?Td|CYc8%acV&ly~cwkMz
zhfm6A2<skmSv1}f#2K{}dmE48ef?z;KMNsLVDqLLuETaPY0duAzj^laJ?Xm{XQu+t
z7W=+n)7sgBJ#r9TwNfC;+>nyqoX|bQ>>Bc|#ap4iPxMh*zt0Y7cV*i2G>Ulk$3@U@
z#8T>VWW+(=i;`lw{dA6Cq7*gb(nOk^x&2nCCkLR+%{)|BOzn1NBQnoy^Ocv%UVPME
z=hf?RQJwt}X4Luj4_y6zu5pP64*XEoyTpmQ*hiXRA%)*_MpV0U56B+aKBJ*Gv~$8h
znW=aRyjY*M;EHAL2|4Cpu5Spk1<=bf6CWtAA;bmZcgQ8z3deSO(|^q`e+jOSMikqe
z?7S|!L{SBIu@A7ZPxm{U1nCkU;1_*+pz$$t*M89=qVJSp^NQTRc1{?RUD2=%0|uN8
zu_qLtI#&nDw3ckphr0U4{?QcHw^}PgXq6!H0p6|<@~3RjPqP28Ds4-_x7#K!n{t@o
z$V$0Ea}OhQ$F?nUc@VgabX8XhP=vyw-*kRp$Q6EnmIh{|)U{u`6d6z@Zt-%>F*Fg?
zLv>`rU1L23H}_b_BxChYcgU<6oR4p<6+R<$n4heOWdYdJ8U8}Y_Tc%(;akvF4}5fo
zH(SC3!b1+*`0vc0I_a+%KBB7!Rk$ONlj+OBF6T07HCJihNw~3s=P4}t9*?JM8VMhV
z=Oo=LY3C$uhd$sigJtcNxB{TJX(5OML{8(H8a+Ch6hVHms|<WJg4O_)XP36MG%*-$
z^Qlp}$j*f0wn>|W&#`vqu)0vGiiKM?HmOA#;hrKR+tC9<A<%7)accy`^8r7*B)0&<
zR;7&wl}(LuOQQu+7+Ymboe~J3LlF1&(%Pf6K}|0zb6;NK$~pNDZ_0WaH7jy@1XXdI
z*qN|8?B1~1-?KzPm#7>N=><jiAMe&l%|+BJ1P?Hcf?|*9>C`%!q_r$P$yISrjf@&>
zC9ZWEe%{&id9ICr9;*9W)a$7_x8#r2uqu(IPPg#idF>QIluN=^>lDa<MNqpGUMv@-
z5zF@QGQ;h;p5Ui@-<QX^?Naywb097*6^xs#>-Qlp4ZbQ}>0I<guRq+3KyI_Xp@VJy
zUSZ$pjQ_)3vdwr*Ri)fu5Tuu~Uw`6?UgH#edcBXXGwR9jR7EeUu6%$bz6a|V<s!Z!
zOBWosxxcvfG{2$TX7SfSeF2MxK*8=@QZdS>g>Opmh%WWd#fU5J`SFFr9q~*XKkWm8
zo4aqy+I^i*;JfQ9G;qa$I7({?Mcw=3=NsuWAWHxXj=Ojzba|h9%hNG&Lyo8tt^6oZ
zJ%xr}ZWL&&Ce%o4v`T-Ui2*Z6<1sIXFYk@l!K~;Ddqc`>n!j5skk3pzT4R#wTp(DC
z`2lK&N_iSt-<Mk^x)#5LmTjj_hV{L<5wkW1_t1$Ksx4CV_hk|0m7Co;f)Vx3u0_J7
z+H8Gw-9&QPu;z0Ojjl?Gwuxb}Xm>y3>B_jo;R!1iKur3AM=a;+<HAI;X*~JN0a@hJ
zoIfAQg=j}g%89c(xF)Spw0qP)+?38Ef^}TOA}MDN|5>f0YLB`&dQQzUltLfAyq!`y
zzP?D*GK)i=O$=-Q7JYf$aw`$W3x#3~3?8)xvo*SoRAN`yV&Ie%o&lp=bR&Wm?FULr
zT>1ku+e=~}MfctzwZp5!_uNu@qC%Sk|L>+4eLU&XZ)_wLsVgcNLw>`yPg3=D+W{T{
zusL0=DecaT%?Da1&Wx(9DblSe%B?B>ttpK<vhm5tbDuUt=q~ln0hcf_*aSz%m0AiF
zDa}8|-z!YZt<tNttbUAh`~g&GMKIVv;EQ76F{Lps>r<buWAJh%h&I(Lbf_{uE$WD{
zrrAVo##chP+jkeD#INMGh|@+KO2}}qFW{kQq3m5~kclsj<L)1Q{LH4rZwI@k_mylz
zGhl`;#L_iaj=C7US3BdCF#!(v<zdD9g*b`5xwyTxY;s{w63rJDpmZeIcv2trFn(*D
zx*QR^*YTSYEiS|E$CbudQi(vh?bEnxscTQ4%zX;Ffzpc!*O{K98U_@jpP&2gW4rZC
zyp0K|fOQPk61YO(IE5-bhUxRB1!hsp@y0nTt>iXHJTIVbovH3K$DEG=y@W%yta(MR
zFhiAY0Az5apJG#-V}UW$Nv{EInJPguj2aVIij7X}C5_8KCCi|U^rql3P7zi0wE-9^
zVysrUDCk+9W}1%meEJwQiGvBi7y+Y<^c2uE=p2tyU*x%RY$hpCCP)4**%Ezn9-Wmp
z%H(IYxb&o@GSy*c?}r%GV${~1NrqY)RvMn1Yl&0hFvkGLa+0A87iGF<X5oaIa}e)3
zffZL~wAsqUq{#*0%!6mvix9{?m)89V&1sVO>X@{5a^xrS&Qnqk{t7l@^6gE8k$z4C
zzrh^UO9;=n59w}gg^lT14V~J>mt|moUUgFuvk3$~n`O|v4wGH~2XC?>T})tIY%LN?
z#t&SBjK4cg5buhb?%Ax<wr*5Mj(=?3)KryoPvLgq3MKCFwA5a5^V%|}^lNzzi`8}f
zHrs9@WHv)SR0UIWW?s~jUnSJaROr{9oj&;NE&23IBvq5otD=}66&A)dH7)-@vf?bT
zh4q%DLJq1a6)-`a>X8oAz(&woAhNa-9UGlWqZ+|!*GBeExU?=}4Qj7e(1=Rd6=9Li
zlW{|to{1h@iL*h`6JoK2BC5^mR-s5s`%5WAFwJFTf%z{cnJ5cvFIj2Vd3w}&wwC35
zTL0$L=p@zX1pPBb)Mgd=DT($sB*I8du&e%$+@LC@N}waL^)8GdbSD?Ge)`on!MN@s
z7V~801+_Ey222%0!>oC&p86WDkk=?0cG9Dr{)8PnId@$uhE^t`7$aFXRS9K@cs)qx
z#Y(a}p?;wH;06x^Y<AUUO?^QN_BVe*bG06(LwBF!KVde-su+j1G=qw63q|^o*vxiT
zT8$drGkwa+7x;pPGNzUN+xLU&scO7m-~YvtACq88t;~ecaQ6~aiA#qfg(Xy_7KbiO
zNK|>+iXW%HX*8(BMps<&bw1Tet>%97;4X6Ho!iNtQS0?&W?%4x&TrIYC)rs=JDv8a
zR!I{RuYT87l1!Xg6MK0uK<QPf9=IDPk={|oHh<!(3Y<#g?6{KC!VZqZMJQHciRx=q
z@Xihm#Oj5q{~5o<TMwXEmSu^kGT?Ae@l;`E2`T6iT)>Zl^vmao0Ntg<I-^e$c3c%I
zC%%V#RRK$rdKV6U38Zs}I;<CCN&hh;A#DKn#6Cqlniu%>ON{}ZLa5Lzh||yG00kLH
zXg~%qgUtdYP5Rg%#ej?VH!-c`j5uyyCR?x0*xZLmAPqhNLz*P-7K)Q)=|J-WZI+Ky
zuOWxj{AaBT3lG7Yzl0KzhSYaq<o!VLEor(ELjzdMpT!&mcLAF!xR?Rtqu?=U9Z?aD
zms_!sy-swX!%DO~DIGk+x(cRSJb17%*jd7bjrNW}B1AP9g#srBw&>ZeUTI4P_hJLe
zXz)r4ex6_|i{WFs-f|AqjtsgUYl{RRf_clR0jDnL;!N_E%N5OJo{R&PJgD_CT^$m?
zXoCfvhN5~PVnBms1~BbFiIXSQs>dVX*0K#K^+`-r7jG5-?+_v+24AkgCne7TuS3z2
zcG7!V2HKHxU;%9rz6HpD|0{gkvpMT+E5wMdqY%9n-3X!sdeI;5Na~Kx>CZh+c7>%?
zbzZD}{OyXXji@6#<!5D&Kx0Nqfc24^LBp1oR>^q@p9QZw^#;seN_Xz+g%5?t8TqZt
zW3wy0-q$0nE8jNN*9@Y(wH{X&z9*7u(aKN@PAg(8@1Vt>v2$8itZm?IvG9T-ZUKsO
zx?3t+n@5&y(B2`w$bzzu0e&Fe1&2q1R~~J|-u{dJr@hR_;+`n$!pQ!NcPwN2Xx`~W
z;-mC;I4#OElCgo+cR@{&Z+8^S5{mwrN0tuk0^nUT(*d=xP)EoHd;-W_OfA8BGr&3g
zMk4P-y@js4=ALYx*JhFp5oXeNNl)D4X2{Ka^&Z<sRPR*p)x$e#t3O{cmGQ*hxvM?M
z5JE-rtLAs8op8Q#wf<|6pK_q*Dyt&rTlx?}`HWkocOeh3J`(l;ewc4re?_0M8!?Zw
z7eFrxgaY*E*0$8|Vji$xGPjl*5#RVa;V()a8wndF9hf_jFA9-+-tY1s%)gPi#|c6q
z&jPRNwoqRhnzCc&kgjmvA^8<@Er{p2@5&!gePna}sgG*6+yXY|54WUOVLwRRBY+|w
z#CMc)LUZa{mc6-0)>q~)?GL2c`5Rk8y~sz{tATf#tC4rStI)tX-?~VopLm1|e?KQn
zKd~Q=H(_!=qOXpJgB69Cyk8u*=VRe>edV6+jQdK7(FNbrzNjEYAu8_|)-MV+*Z0TM
zUEvpnDfnJ?bu9Tsk$JzMeo-*Fz8X(={a+N8;CtQGap+fr6y7hS+w;g@Pf0!91%6Q&
zg70}($IxFCiT4ZW7xnd&@YCIU-&cf$pilSJ@oTW+CbjpA;PzKEL~fVj(_QBmg(>J$
zdv)yfMUi{I5PeZFxm}V^cLHA&mY`4b)p7eL^2=Rlo6k#X_w(JR_seIq;Kp;N;y)uy
zy*@_%w12+K{$f7ed|v!OSRK|*|C3*l```SE|EIT>jr)K35q0A>tom6Hf-m1O+H9C3
z=Gou^QE&)@b<RRfy+DT50R3e6gRLWLiVvdD=*uLzx8cUevajn2ig}y7%Sh-5IRv`|
zSWPejF*ys@5L0W7uKP`i;WF^+)y{q8#iV6zP&32@Q{n2%0<AN<ddJ+rksOI-AKh=q
z?UY0IS#fATDlB`pNfPzsygAVWn3nTh3tk(Ef}WkdYf!g;yzJWJ;S)^FYM6W{uV_oK
z%IlKhgd2UI=dK_=n{)sQ@kg{*Odan0{mY*E>4t2IZ8oZsq7<+PlXKNoieprA^9(BC
zVK4umCX46)=VWnmv2y&c**e!<t6-3H^4Zj%ord~-;|offHmh^h|8v;6hnU5E2xolj
z`ZJK7zR;+8IlEnv*fB^_P8#OE=3;CtYFw+5yuR&%^kFwQ6aUlKxm3spp;_qj=|RZ;
zmN2)Xy&30w*FMHY@AHhk-|J(u-)rfbA2IPW)w<VotEyjrrQ`Av7gROvUn9pyJuMpN
zAAXsiAE%f0r-PdxFAwLJyXUo^uPGbV?Q602<(skLN!pK(JO?|cwgmWvO<&7|i^1W8
zTYfd~nr5QQjpu`*tix8;$FsNU!`CNo+xL{!&SvAq&UF>1(LWvxe=^pdbUITBWSMTy
zJTE!hd4_Br)nwdu>0G0DpzxesFD|?lZ3!42(L8M&3GUo3hl5`Dg*JyVPSc9r<^hi0
z2V6*PCnp*~Zr4QK6OI$K8$NLJQ-7;d^Cv+Uq37PtzD-6?6MY}toniHEE#55{os_OF
zU)X)I4)DpTnUAri^(9QYAN+liFw|=rp*0NRh&%GSdu90BJJL$}66tmdUX1gFpXW{K
zrO^-LvTB-$2_L)+|FE~ec^ga8#DiM__FPY^{P%6Up<FknK6@<s*v7rHO{a;}BiF=v
zf`a`7$AA}+<4ge4K(jW?W10*CW@OGGvi8uCmC|d_uQx$O8G&-j+qAJd6YExJYghft
ze(K_eK=0NiHGtKbl+fR)T?e_vQ^5_dqx{7IQnr|wu-kWs5Q)UtM-5#^=Whg_zBq!>
z<eiRLF@;P;ImU%y4<9+-aWv!PuVVXe?{>)c!`+NExEZuK@()}>oafTy<JT+u6^udL
zh)*4TVk)KSh|ZJ7KSpkax{tNx$qbmJLoMjRkQz?*S0jGLyAAJ8mH#G(cx&XtnpJ~Y
z7=pK>hw#>+;)|YFLx^%G;akK6|6MnG8UgCKcAVEHnpcefTwjBO)1SC|>ggdy6i`&t
zF!pqWE9V+5NUqUeLv%ax-qI#vp{oMi4^gVIwhcGxVxpf2TiPod*YTi;GE>HE=i1X2
z5MWVUoT%EVx)zb&J~1;|I@U9J=Pzsd*#JVyFE|5*4$5HIC(Octpj3JaP0=R@FR;rm
z0VQCF6#|XdF9c%uK*2(!0F6uXtp^`N(f~({APpuTc4~(Ps-1MJH((@+BF-|AhPH)l
zv!`2Xf`Rvy*xrv<%s&&NOOF5|hY743=8fzsvWNL!pxYembAF9@cnSDXa$)ySdrj#x
zd_A0cr|;+a`k-&O>GOC_?E7@M8RgdX`LWdfynVj5iRhr%tmx;VP42yWnA=aE>+Ah$
z_eAF7_j;FW-~HZ?{B?5C`RK3kCq97d*Xj3|M67(p%fUi?3tQwDA7<J5bpo1!D}|Zj
zq19=MqOEi@TEu@~xIM%`%75+VVIHK4B^N#1+aJFRi0T&c$q`u*2`rSNm<CPqi3qys
zV=vAH>w>|{fLuVMh#00$4-J6w2DOA7jRbRo&kz;|d->Ur*P%j^(Q%_Nd+$+u%48Ke
zDjXWUBb8oo((kpOU4TV|EySoV201mK>^ipHEchoJ+g<@9BVf0uWb_kl<+d(y8QHr)
z+Y-R8-)AW}Ym!ApB)<lG<=HM)ih}6u;(sFyJOz8%=eQ>2Y^(cDV((%YFRE}V$}{@Z
zOdmmt(N;icR6<YZ<nC%XBo@C6X@(zcgUyq&oRhzS`MZHGvgRnp<#-G{OH&sYT$-l`
z#&R{5Acr^$hgL4AA%R7$=z3n-cKC`dzK9?UmU@58Sy!4MGgaQ?-SXLW84DOOUTbWk
z!2x#>DKzk)j8m|&RaoX5%w5=Vb8F)x6mdYqJs_F%i%%SYf$NN;YRoj|y%rt79>E1i
zFrw_T;I9VrQZ`g@7dBp@duuTxPm!^db$VOp9x(^#A{rpq<_wK3q=(VjMejVBxg~>F
z!r)^et|gU1f2^RIAcO3HnoST12oXwW8sV-lQWK<d2%ugUA%X8kC25F+?Lb9@xP`$l
zfQVr!K!zYkMJz~>3J1@EK}Z+=5t>A*RkTM2C60%-M5Z4cE~G-<^7OKE8d=NS)%7p%
zsqploINhD-$6iN;sFdMavmME?e0ZxrcIX$f@3TJJk=lpGJY3rcsNR_CNSy=NP2Boo
zrtVa2^p@z2$&PB5JXQ`Ycp6tc0!%B;)R|37G8mR#8_B&Ci~S%{Q=L@mY%b@?H(nce
zy>eTW5c?hhE_Cs@o75ORBF}>P8VX65iCBxY_C5)C-Uf4z;cyQFuY$daaCl#Fmf!$y
z-%^k#9~w|1I6#jcj>GUg1lvslNTJ#LPaQU_p7b*~0&WG6y~N=j#67JUm{3rdP*JD}
zu~|qo_I#MG@5=$$v^|PooUI@w#RH&}Dlz^Y@}dEUoNn#AXBYI($R1n8_3LEE;KWH0
zM|l1f863H)OApoY5?26_T!n8-G_E&+5+is3WyNfhfYiCy4na8v)fc>Ir7OTRb9Pcd
zYM-A8wrnhkD>-Jz9l8dcyCwg^0PBG%odmsmt+;)Rj-T2v?^tKbEHC++0)sm;_;)7v
z?j`uYmk|B&s~<LCfCsNa+$WPTC@)%3;tU)YaAvSRe{6&e;U<4O19nlKx>3-62PE*O
zw)oy`-KigW+r3r(!bUOMWyYeSVQe0x8R;iHcj-9slyU`9G$lGyf+glfbSk{{FGVld
zT@U&ZTL6euvKEZqVi+cI2igEX81XC4N4%%luX5a0){c1dx&cKj-?KUVVjY`^dVLc}
zi}`nlChS4qIM{`zmRvECwgtN&N}V^U)oovsu{akok!tb4S32>Wc%8{|JaiH$n^8y3
zExQ_lV3*v8DR%jd(iSr7P(nJ<)^(lQaxS~hHUSvqy-OvXxUfYe&4)YND3#&;laE3k
zY6nX?k$x3PI<eI;u&9R9!K(<4aCK2c*KC{WyY5isdURQU;d)cqIAKY*a_U;&ENHp8
zaS@C+k>vPTb=Ffy{b?k|sOEeTEq!O`qs5r`BVPI-=0=Jba3q4&q_zWuHgjksZ3v8c
zT44nKAmCa}O^zdG5?)B<0A~c=3K~SEZVz&79)v)ReJ}BJ!{y|r?`7rld)dJ-(kMR=
zMJf+#bfy@32|=`&VKg!=BvMXvf6%CZILXU$X<-6jQS4TZ5b0QE5NYjXi#=b+#)2gZ
zx!ZA^9cNpHfJhJM#lzwrv~>@K+rA=Cp4fI)(UbI6q9uwK6Zb;=c9E~-4WI^zmlFUN
z>pW&A`Cf+YuOm7SCT*TUBc*f_Yymf%yj&StaO_JUaQ#z3Wu1i(LmX#fe}FWj9xO$3
zBizO$6zEG#5(xW4ZH*UI$@UBqQr{`HukpGH>>Ffn_$vm3D9YeaG5|I>4}dgSk&p;`
znm9=FmV8E|7=+b6O0%yxCa|w5Gxss~HzcxxxuUD=rQqbh!Dn_wt~zno+qlpJ)4@{L
z>EYhRpFva{+YUHNh|jxr-w`MOI3h?fsaP<wqU@hA0NBImc*8%vy3~-UMQ}M$0WgxN
z{PzlV1VvCpFx`PkJ%#=+B$!t+RVZqp>o$S#fX{~z%YcRM@Wg;0-R$w|aXW5oaAZ>F
ze5mA5<v#4LP_(|<DTsjA8nF=(naz%87ODMq)WOh(GelaHq8EYRqCA&naQ+x#aiVzk
zIS2q3dj2QPoL%XxVE&vcjQ6vTVFxUj6%c?-l}%a0nMKie9@!)t?{ZTpV8Vhx!+lAT
zRP^Sw5#4a;58cXW3TBsKR_fyQo?opIUC!9d9N*(!9LPpdiV|$*L@TB)(JWNU1k5uI
z5#xsS?R*mIB&Wf}vawk-fKx^2N7?LC5HW{y86vauFja_s9&6;=PBTVa<WI*SSWpfa
zG@wkTH$QJh*v;cu2(z~rqG*J-{C80D@<fB!oT&nc&LZ}dkR*_P5q!Poi}5jzl*jo{
z9L}+U3Ck`C2SV1MB#;OBKSk$Nk67VV;>gfx(&Ec89yAa^NJihNV-iv^9HNCVGe&RW
zwlPS-zV<H5X++^YnJdKO2_LEe&8JWUH(-)M*yowbyDNhd&Pa-XPG-KqzSQgRy1p1}
z|8Jmvuu=QL_*PX9kK_HI{j^Sw+V79N5$#^#7&2w9by2UW43E&Eu1t@*Tu~P6-L9e>
ziQl1o%@A<KCC-?-tQ(=Fxh)@|6_76wp*7j8jWJ!1WUsVvgM6vDAQQimQ^ra8H@ghe
z=Wk9KrB6Gbvh_;`?=^$Z^`aPKLVC7`IcGHYwdHK|<Ey35lpWFnfasE9!HC%YTU8sa
zGJVh+msL1F;MqWtEFy_ta)I50m&P|Exln0LO;kSly!>9>+H1jTMVaQbUQrpG>qD|L
z%^0%S6p4Nz-xj98LVi2qh6@___gtZ<fR`HK<TOjGY;cWVY@3Ky_9D6jw2q7U`n9n&
zT%sUa$wjxpHo{Cgv&urek(B=Ofw8{Wq7oZ7xhXgveu9e43CEU~{Lsh^4>Dk7Ou{hG
z#~#D5Q5<P|B=eZY#qy9an3wBVS!TvpP=>hs6#7a~L`JUL9`=ez%%nqK9(1J}Chuw;
zYfHtS@8DYxO-52c`sN*!dvQc8OL!C1vimANOUUA1kXHy{q)X77=u#2nFt}n=IAUAm
zWesp%WrKhrnh+5Ws;y)~T2A4@FH<i?9WAs|$s0tp3f<$<g-**r4<!^6t3$ZIEP{^F
z78>{`h|!ky-$s<2^+u%$dHDVPT&XC#0Xe2&#o!6zESC+T?qHHVmA<?m-&sO4Vs=Qa
zgrL4DQ;}tfhX#`1G9m?T9yy{c6pn%dgcJKwU}Q`NxXOxAS@X|^C`#^mclZ{r!|;@E
z*!d$)NF15Q!o;S_c-WE)xuhFo@u+AalK7&tU?w!k1R5P=7&t2{Wc%}$$Ly_DQ-){3
zYC4NjJUu+M&<}zwo|mgM;U{f~s-+r8e`6a(*G!@S<FE!+lC}7_6_)7uhC?5|^CUEq
z8Wk$=kzwSmqHaqqri4X%+D15pSf~d%ORte}T~2*Kp)F+MGc4tr8wWWcnuCGN;;|Zp
zAHaapw~<5iTEyZsO85oE5h9}PfVfB@=;w)xu8aOvK_U}k*HxCIX~>rr#Ry}9ZJ->a
z2um(d$4%QIkdw#V=C(y6^BZIDK2M4(%R9TTR440ht>L{a*Y2YR6PghJ$;m;Qm$2C=
z=N|v_n+ABAlo_~heK6?nJ%m9M9>gu%H~2hBnxCjNW{uWHyRvIk1d*17k~2KNP;-dx
zVI0Yd5ufIZG**vLcTC3C-T;m}Mh}rI%x2wb@BadygRHMhRU8A<u|_Z@b4q?)xst*S
zdjr+e7gIgPMBXF)O|->_+|puxdgNMVQ5PcTVx_L65*sZ!>`AzJg<fX^Vm@PWBJVV@
zxH1zcvjRY)g84R_28E<ygmg7I7yN2;-PJ~;0<VQ{vzFz^Kkzo1(9yHiP{IqAZiCHO
zqenXIe=BTSW_QhhyK&Ed>@yb7lS&$=1-wX{xnT0yQUmwWsexIy*EE+kD?lSjqE@3e
znS9&982({Oyw?$M{VJ=fH6pn(zF*|Anb#6$3)Rc<=F4K_z&%6m1MU&gjmYdaRKA-m
z!a~=@TlXEWVCL8hR$R0bh0}%3#dvDy*=ez0t3d_TUn<qhz2y+KEm8hPa^VK}iPS%b
zMG>*f<iofO_{eaUSK?5;MF$`+{kKo_&Pb?wGGT~zmfB8hl;qH?$vs6bzd9O+T7<Kz
za7Hp6g(RYoU}pJW1IQjkQu3dI2uQ2E%U(U^`#tYw1#M7zK=LDKLjmG<_mFEqwKAWu
z={;UAH(y$wp0Pg<sL1!XUQmf2fd&)+(PcD$$DqK|ID{=R6U13+a~xF0de+ri>e=oe
zJuM?|WVewM%xvBN0)DV2ADq@$$I_Dp=^5f)9&Ql6s*WV5b$xZdo_dO9bRuJ9g;qf$
zZL)QkXk@2Uz3JT&VM+4Hlqu0@v|f||E_{CD6`J^Zbu!aZu`z}4q-r!;{4X(Mk_Ja?
z6dG+NmW&QJ0@tnVg5w6OyA2)$?Xc^(0mmEReopU*9PzDM_`ut;X!x^o*nl@&e9MIf
z8$O8f>QP);(>IEeXryq<!tXn6;HPmejeCu=q^x!>Qc>E3XuA@j11+<p%639tht93a
zlVYLk(`J1Z8_y~4?QxNj(&Uon-ao!-uTitwtx_vr?8#C^@0E1FG41bt^vI3k0;Q|E
zrDg5Wy9{yqgmvb&C`%-lBZ5(2jAx;0cMHi#`Osi{4nkNK1O^ySBpguQY>(&!Pf+2=
zjCxv5i?V)MdT<Jyphmc{aGFB#yiep$ocSHBwQmNOtOr#HqfH;G@2kX++{X6DMq`Mg
zIwO)GO+qh=u|r4A;(@xeNUU%GV8mB?OiLxk3h`*YI00N%MQ00AE0yu}D&(f~Qlx0?
zv$|h0oBxreHr)RP>mR(pZr4Ba{q_1U@F8pRSgYwcLaa_;#D*FAaeJPSS0d@{m<r)5
zG?%*FhDv)|nws;2GeOY7x)V?*x1Ikhp|9zy7#mXtOZF!A0VOTq@V~BwThfN~?to>O
z91N}i>fr3JTjzc&xXdXTIPJm2zLJK7w|`2_e_#K>4=I24h%ps!Vk4-J$$uyCM^UFY
z@3#v4jUq>WzP@BS#;CFMv?KSJ^PEx|0ZyLAi%DFKG(>iw@}IIw9{aG%5`~-GO?kQi
zY$Pu4s{bBm*2pADa*G$bzvx}xMek@%$9&6?gC3o4woP8<{wi(>rI(b7eo6ec)E;-f
zoSvCm4VM&(o3c4wiTpnEM)~6SfS>+h!Y>N9cby0Rp<#V5#<9U2b{43pU{J|YY_awU
zW#hdGY+x8~)&5l+ilE2>!sVd*!qO1Yj#TS>lg?D7t?<cn?jKX>f&lnYKLTG20SJl%
zGT(UvQul)LSNXtT7UV^kOelCz+Lcrm>>3gmwOrJg1~1rKPP8xr6gDvm0=)rV7;z(N
z2u4<1XdWr#RuCt#Ih0tZ0MuPFTx2zgzLF;Z=dRIx<R50WZjJYUflu*YFH2QMNwJkU
zqk?d^>O#AnMD9gy5}1J(Qq??oUwd+D*beTV;uKYg989aP<gSE0#uq`8dHs@M`%TCP
zAfN9dwhU6fs=iTT`i8y!()|vL%xClI9`K%J;BM**P9~UTuml@&{&tdR_>K;Lz?^C5
zZq)adPFq5~JA`d>bSkSNSBrycoKAZ{y?dZu^|V7UE^GE?kT8ArM4=h**(WV1ol5dN
z=Q~D_yEndG_Dt!FpvY!s*Y;Na1psDTZe12JicV%tR=zg`yTiLB`I*#7n7Hh3W3Bv9
zgeSeln*zAE(l<eD!xQ@adx;$)Qe8oU+tRBfWRF|uxd^WmmOI!5itY&<zx;+)X3<`V
zH$RZw%hLM)gW;Hs<=+g)KRg^vNtnfLjZ95UOijLQ?q3<TR9uZ*{!47=;9z5EZ0KTX
zZ%5810kkt=vNCrvbg*EubvOI3no5RFhPKWm|D@_tvGg=0VP#|I;{C_g{C}tFVq^XP
zgaK)5+plq9_)gc7+@aVYH;F5AODg{?u%0urp5?-wyE7$W&^n+C&lz}1&==C9SW#H#
zax5O;LKwJ4wcmN}x(wrwa>|$r;UF~_fFr_l=f9A^80J-ow3BE71z^pRQYu?$lmvg9
zIZJ!M45E&4HS*HkE3Ad;VI37ad_0Sxg1z9?MSlazH-yQ<Uv0w)H&{anW3&K4%x=^L
zdHv10tv`^MMz-)zHK{lTks%H_sK0ZaiX6GggUd<jDW!yaY3r(Bp~URYJS}+K9-1@X
zZ|ZftW(;4J<Q@g5(dNcVTZoy6LJ#opfo(P3L74DhauPerv9J3><@Mp)f9&U;T~2i`
z9S$OXoKEhCZr^90P`(s5L=wbGUTTV=p-hVQhx&kv-Oki8E`c~QLH}HBDRMKip*g_X
zoD0LK2w+cf__l}*o?>d!lN^1k^Rr-rRQ8U>7*yXPZMB79D`;VGiDQS{(QABu$sRUZ
z(uv|I0=8H~Eh1(R2EMAeoDhX+FY5Y4)Z;FLBHT%*@v^#BnR^m5dDGqmR?Wew@=)Wd
zHLJP|eJa7=TS1mi%=OP86;K0~9ZR%65NzY)&$uZm46%T1(9|L`hQmUG5w;qZMjO-I
z-6X2ptB4Y@uu!>P^OPM1C9N%!CN^0MhJ!Loat2ENT=3bc`e1ZtTJ39rKf+@L%HjEq
zzw*eKUaLIU=b37ULH^*_a6^pDp$IoS!kpoOS#z@}Iay$Vn@1zmA0;C=ZmUYr4Lbuf
z#dlz>pp4p{-()R-gtmWwnEFjvSu<7R?whh3ZiKP!HQP}ju9Qe1ya-7|i8<m{pK%de
z4Dn1E_hCj0N&XU>)D)Fp<&|bBMHhI03mOM6&lhCNa2ySZmf^}m0}4>9b_cw@$BZly
z#%lr>h^kI$q$>|TH0U-qO3?_*7T{lN__N*@iKae)WzXhe0!r*!Wh;DTn#wDisGMs+
zYpWEm)9j>%<~Zli;Jv69{IQiL?RfSe&QyzbNL|p`zAjWICmOGIk+Om|M3hBJ<#v=m
zfId|XS*l#l8phfv>!*R1rZEnf*7JdTGGdn|?YWqhoFZ)4{Pum4mUI6)%JPNz-BrB^
z>%-t3t?ISRf#2uN=u43{V{3NO?dRFIJ-U;nDVXmx1exppZI4_Dv8s)T<1z0*j83M)
zRY<n&IZb5m2j}((d1n=_Y_;V^t`Wq`UnVt%$E3RsjJw@EC657>@`GlbxZZ4;b%b2l
zE8C8Jm<5#O!=D>$x-+y8f2l!Ub~W>4V~wv-Cy&Y3kW6=plBr-o0qXU?8Op>d7K!vM
zOSgDmCG;AC_O(>LXHdwd^5i>WAwl?2An&z_L-TkP!>QnjkM<`!<qt^`zY9K3>mO}<
z9x+)$+jbFYE#A(XT++&yMbU(1l)?%K$vfy<-mDgm`ub*6`4pE&QH|T@P#vPk%S)=@
zbF@Nd;PJhSpU>_QT3AJu_<C_X|08jBT`er{rj^G=p!SMr*3Nb0li!V=!0aIZ<{|py
z4UX?bblt8yt^SnTFvI)=QUPN^0I|%9Z$=a;NN-EbP~XxibHZQ2D-wJ3Pq^N@UWaFI
zmwK0>ACQ86{}VNf@Eutq5^nK7sn~x{V)!2&ng7zeibhr{F1B#Y3M5}Hx-XsS<m^Ji
z%lbb#4S9Ll|Ci%#Qf<v{mkY(`QGLP~OPoSa3_uqE(j}(Ze995lfH*^f95L7iW-}Ux
zX>;=^Kt3wnv9bP8-b548pT4a#6_-RIrEDUVD2E_!5=8NxD`qqyF@k{CoTfyBI;gvW
z0#Z6TFEnfxRhoa15=S^#G&e4Rsid$_#QnMM8Y9PCwwo}h8~Zt>#zSugas#2y(N&#`
z0(y8jkov%J(WKIf_ozsU?Usapd=ZCbY4m0BuyuOg=#NTUtMxY-#kn6a`1zC;Xp^wp
zKRyLeMY9bE+%|#U2!4Dj2B0|(X`++tc-BI-m2Y<2r`etsXDM|`OBKhd{cP?*M)wv>
zC-@c$@cE%>vh71=zYwOIJ4#YRJ+L~s&L_o*2REJ^b@fh*=JWs7Q~Rql(B+y$mj;g3
z%Fskhi2?9T7xZ)E0#?oCRfS?VnDnOZp?=lhwHz{5+=$zHdDz@GTt|we&57uljDORH
zemup*de8U}tBHGVly{SnY0TS-l79pKQo-shK~RnW#tR&i+XFX;`R1{4w{T+2FmhDy
zziFQz?UK&7uP_^<xqmKp)uyq%iq4W`A(xk5zA1*wURQV%&sNy<0NvIazf+0YB-si~
zEAiO)b?ac!gtC907igL9KYIhiN0KAyn8zrC=hsu^XZZ<yFN_Yy`RVaf4&gkjCdN;!
zHHC)?7u<e*{6+C?h-h182{1`ba$C7Q>UaNUsHav5#otz?P@1UO<Wb*9IZfOYt*<!V
zU5N#T?W<{%`Qnch;^BG<S}t_5zI3+Tt8jtN+^|yhhGz_sIqL*T44L7~6!se}W7)zK
zVxw^_W$=MoioOn~GH^h`F{nHYR-ydoBQJD7v`2233yS2F7E0Z_ZsO|vScV->N@Atm
z{ri)EcugdQy-{s2gRbc~qvn}%R%6JH7!<$?^YUidVClC%)-UNT-hz8-O<Wk;BL4-R
zHSdSPo7|A9U}Caalq{oCMy!6P)|)5^E@O_0i|w)eUygZ*Ek{c5_<0J|5*y-FVdw*5
zaM=(;d4en7vG$zQDfVS8JaC%|iC?^zaUW6d#*Uz`TrY!bpNYEcSMNVXSV77jL7oh^
zI*)Bag{TD~gu^p>L5quhp}~-g*M<#}cnlCua*UO%s=)<uD1^&gP%L#6A6P9uGo89*
z9eSGo=yo2}BJwO_J8v2kUwJ2hrF{@-=GOFnJ9%~7RP+c=d_8dad$lq=SDN8DkR@UA
z%B+)4q*#I_cJ48_R0<Sy^|n00O*21mWC8xYNy$glnU_Wjly}80s=r3CTd_{t4btE^
z)Z73->L)xU5{+Nz2N_2@{wGE9@A2#ZwZvj$hhqlV+q;nb!vMY_NbSt*N!b5|{|`;0
z0WdZDAHBl!rEJtmv`M}at9~82|1@G^>i#8QAz@?xy8rhqs>TKePoKHrB1!(BVk`kL
zR4Ba&WE#Q{^kD|zsAnVr;9?GJY%nY=EE$6$jgI~>b|}657G01usD0oRqKu^V9Z@Ud
r!gjr?B+7KdJs==m0x<tcUpl)OI=Q$zeRYwImzRePj*?PbQR4pr;FAin

literal 0
HcmV?d00001

diff --git a/src/fundamentals-of-ai-and-kr/img/best_first_example.drawio b/src/fundamentals-of-ai-and-kr/img/best_first_example.drawio
new file mode 100644
index 0000000..d827425
--- /dev/null
+++ b/src/fundamentals-of-ai-and-kr/img/best_first_example.drawio
@@ -0,0 +1,250 @@
+<mxfile host="app.diagrams.net" modified="2023-10-04T11:52:48.592Z" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:109.0) Gecko/20100101 Firefox/118.0" etag="rB-WY7iQEXeYjvBIMtut" version="22.0.0" type="device">
+  <diagram name="Pagina-1" id="IcjLR0G3Itd0aWnBn49A">
+    <mxGraphModel dx="819" dy="426" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="827" pageHeight="1169" math="0" shadow="0">
+      <root>
+        <mxCell id="0" />
+        <mxCell id="1" parent="0" />
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-1" value="1" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="240" y="200" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-2" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="320" y="160" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-3" value="2" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="320" y="240" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-4" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=18;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-1" target="kcsDUwO9FnMU6XCRbURZ-3">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="430" y="250" as="sourcePoint" />
+            <mxPoint x="380" y="300" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-5" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=18;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-1" target="kcsDUwO9FnMU6XCRbURZ-2">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="430" y="250" as="sourcePoint" />
+            <mxPoint x="380" y="300" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-6" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="380" y="160" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-8" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-2" target="kcsDUwO9FnMU6XCRbURZ-6">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="430" y="250" as="sourcePoint" />
+            <mxPoint x="380" y="300" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-9" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="440" y="160" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-11" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-6" target="kcsDUwO9FnMU6XCRbURZ-9">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="430" y="390" as="sourcePoint" />
+            <mxPoint x="380" y="440" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-12" value="3" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="380" y="240" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-13" value="4" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="440" y="240" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-14" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-12" target="kcsDUwO9FnMU6XCRbURZ-13">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="270" y="310" as="sourcePoint" />
+            <mxPoint x="220" y="360" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-15" value="5" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="500" y="240" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-16" value="6" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="560" y="240" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-17" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-15" target="kcsDUwO9FnMU6XCRbURZ-16">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="270" y="430" as="sourcePoint" />
+            <mxPoint x="220" y="480" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-18" value="7" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="620" y="240" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-20" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-3" target="kcsDUwO9FnMU6XCRbURZ-12">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="460" y="440" as="sourcePoint" />
+            <mxPoint x="410" y="490" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-21" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-13" target="kcsDUwO9FnMU6XCRbURZ-15">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="460" y="400" as="sourcePoint" />
+            <mxPoint x="410" y="450" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-24" value="" style="endArrow=none;html=1;rounded=0;exitX=0.5;exitY=0;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-18" target="kcsDUwO9FnMU6XCRbURZ-16">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="460" y="360" as="sourcePoint" />
+            <mxPoint x="410" y="410" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-25" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 3&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="230" y="240" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-26" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 4&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="310" y="130" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-28" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 1&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="370" y="130" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-30" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 2&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="310" y="280" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-31" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 1&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="370" y="280" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-32" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 1&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="430" y="280" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-33" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 1&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="490" y="280" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-34" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 1&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="550" y="280" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-35" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;Goal&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="660" y="245" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-37" value="&lt;div style=&quot;font-size: 18px;&quot;&gt;&lt;font style=&quot;font-size: 18px;&quot;&gt;Goal&lt;/font&gt;&lt;/div&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="480" y="165" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-40" value="1" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="240" y="460" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-41" value="6" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="320" y="420" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-42" value="2" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="320" y="500" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-43" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=18;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-40" target="kcsDUwO9FnMU6XCRbURZ-42">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="430" y="510" as="sourcePoint" />
+            <mxPoint x="380" y="560" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-44" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=18;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-40" target="kcsDUwO9FnMU6XCRbURZ-41">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="430" y="510" as="sourcePoint" />
+            <mxPoint x="380" y="560" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-45" value="7" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="380" y="420" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-46" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-41" target="kcsDUwO9FnMU6XCRbURZ-45">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="430" y="510" as="sourcePoint" />
+            <mxPoint x="380" y="560" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-47" value="8" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="440" y="420" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-48" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-45" target="kcsDUwO9FnMU6XCRbURZ-47">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="430" y="650" as="sourcePoint" />
+            <mxPoint x="380" y="700" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-49" value="3" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="380" y="500" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-50" value="4" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="440" y="500" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-51" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-49" target="kcsDUwO9FnMU6XCRbURZ-50">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="270" y="570" as="sourcePoint" />
+            <mxPoint x="220" y="620" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-52" value="5" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="500" y="500" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-53" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="560" y="500" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-54" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-52" target="kcsDUwO9FnMU6XCRbURZ-53">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="270" y="690" as="sourcePoint" />
+            <mxPoint x="220" y="740" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-55" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;direction=north;fontSize=24;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="620" y="500" width="40" height="40" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-56" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-42" target="kcsDUwO9FnMU6XCRbURZ-49">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="460" y="700" as="sourcePoint" />
+            <mxPoint x="410" y="750" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-57" value="" style="endArrow=none;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-50" target="kcsDUwO9FnMU6XCRbURZ-52">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="460" y="660" as="sourcePoint" />
+            <mxPoint x="410" y="710" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-58" value="" style="endArrow=none;html=1;rounded=0;exitX=0.5;exitY=0;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;fontSize=24;fontFamily=Times New Roman;" edge="1" parent="1" source="kcsDUwO9FnMU6XCRbURZ-55" target="kcsDUwO9FnMU6XCRbURZ-53">
+          <mxGeometry width="50" height="50" relative="1" as="geometry">
+            <mxPoint x="460" y="620" as="sourcePoint" />
+            <mxPoint x="410" y="670" as="targetPoint" />
+          </mxGeometry>
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-59" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 0+3&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="230" y="500" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-60" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 1+4&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="310" y="390" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-61" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 2+1&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="370" y="390" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-62" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 1+2&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="310" y="540" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-63" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 2+1&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="370" y="540" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-64" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 3+1&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="430" y="540" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-65" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 4+1&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="490" y="540" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-66" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 5+1&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="550" y="540" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-67" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;Goal&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="660" y="505" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-68" value="&lt;div style=&quot;font-size: 18px;&quot;&gt;&lt;font style=&quot;font-size: 18px;&quot;&gt;Goal&lt;/font&gt;&lt;/div&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="480" y="425" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-69" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 3+0&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="430" y="390" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-70" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 6+0&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="610" y="540" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-71" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 0&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="430" y="130" width="60" height="30" as="geometry" />
+        </mxCell>
+        <mxCell id="kcsDUwO9FnMU6XCRbURZ-72" value="&lt;font style=&quot;font-size: 18px;&quot;&gt;&lt;i style=&quot;font-size: 18px;&quot;&gt;f&lt;/i&gt; = 0&lt;/font&gt;" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=18;fontFamily=Times New Roman;" vertex="1" parent="1">
+          <mxGeometry x="610" y="280" width="60" height="30" as="geometry" />
+        </mxCell>
+      </root>
+    </mxGraphModel>
+  </diagram>
+</mxfile>
diff --git a/src/fundamentals-of-ai-and-kr/sections/_search.tex b/src/fundamentals-of-ai-and-kr/sections/_search.tex
index d8927d2..c535386 100644
--- a/src/fundamentals-of-ai-and-kr/sections/_search.tex
+++ b/src/fundamentals-of-ai-and-kr/sections/_search.tex
@@ -47,7 +47,7 @@
 \end{description}
 
 \begin{algorithm}
-\caption{Tree search algorithm} \label{alg:search_tree_search}
+\caption{Tree search} \label{alg:search_tree_search}
 \begin{lstlisting}
 def treeSearch(problem, fringe):
     fringe.push(problem.initial_state)
@@ -112,10 +112,10 @@ Always expands the less deep node. The fringe is implemented as a queue (FIFO).
         \hline
         \textbf{Completeness} & Yes \\
         \hline
-        \textbf{Optimality} & Only if cost is uniform (i.e. all edges have same cost) \\
+        \textbf{Optimality} & Only with uniform cost (i.e. all edges have same cost) \\
         \hline
         \textbf{\makecell{Time and space\\complexity}}
-            & $O(b^d)$, where the depth is $d$ and the branching factor is $b$ (i.e. each non-leaf node has $b$ children) \\
+            & $O(b^d)$, where the solution depth is $d$ and the branching factor is $b$ (i.e. each non-leaf node has $b$ children) \\
         \hline
     \end{tabular}
 \end{center}
@@ -124,7 +124,7 @@ The exponential space complexity makes BFS impractical for large problems.
 
 \begin{figure}[h]
     \centering
-    \includegraphics[width=0.40\textwidth]{img/_bfs.pdf}
+    \includegraphics[width=0.30\textwidth]{img/_bfs.pdf}
     \caption{BFS visit order}
 \end{figure}
 
@@ -142,19 +142,19 @@ Same as BFS, but always expands the node with the lowest cumulative cost.
         \textbf{Optimality} & Yes \\
         \hline
         \textbf{\makecell{Time and space\\complexity}}
-            & $O(b^d)$, with depth $d$ and branching factor $b$ \\
+            & $O(b^d)$, with solution depth $d$ and branching factor $b$ \\
         \hline
     \end{tabular}
 \end{center}
 
 \begin{figure}[h]
     \centering
-    \includegraphics[width=0.60\textwidth]{img/_ucs.pdf}
+    \includegraphics[width=0.50\textwidth]{img/_ucs.pdf}
     \caption{Uniform-cost search visit order. $(n)$ is the cumulative cost}
 \end{figure}
 
 
-\subsection{Depth-first search}
+\subsection{Depth-first search (DFS)}
 \marginnote{Depth-first search}
 Always expands the deepest node. The fringe is implemented as a stack (LIFO).
 
@@ -162,21 +162,184 @@ Always expands the deepest node. The fringe is implemented as a stack (LIFO).
     \def\arraystretch{1.2}
     \begin{tabular}{c | m{10cm}}
         \hline
-        \textbf{Completeness} & No \\
+        \textbf{Completeness} & No (loops) \\
         \hline
         \textbf{Optimality} & No \\
         \hline
         \textbf{Time complexity}
-            & $O(b^d)$, with depth $d$ and branching factor $b$ \\
+            & $O(b^m)$, with maximum depth $m$ and branching factor $b$ \\
         \hline
         \textbf{Space complexity}
-            & $O(b \cdot d)$, with depth $d$ and branching factor $b$ \\
+            & $O(b \cdot m)$, with maximum depth $m$ and branching factor $b$ \\
         \hline
     \end{tabular}
 \end{center}
 
 \begin{figure}[h]
     \centering
-    \includegraphics[width=0.40\textwidth]{img/_dfs.pdf}
+    \includegraphics[width=0.30\textwidth]{img/_dfs.pdf}
     \caption{DFS visit order}
-\end{figure}
\ No newline at end of file
+\end{figure}
+
+
+\subsection{Depth-limited search}
+\marginnote{Depth-limited search}
+Same as DFS, but introduces a maximum depth.
+A node at the maximum depth will not be explored further.
+
+This allows to avoid infinite branches (i.e. loops).
+
+
+
+\subsection{Iterative deepening}
+\marginnote{Iterative deepening}
+Rus a depth-limited search by trying all possible depth limits.
+It is important to note that each iteration is executed from scratch (i.e. a new execution of depth-limited search).
+
+\begin{algorithm}
+\caption{Iterative deepening}
+\begin{lstlisting}
+def iterativeDeepening(G):
+    for c in range(G.max_depth):
+        sol = depthLimitedSearch(G, c)
+        if sol is not FAILURE:
+            return sol
+    return FAILURE
+\end{lstlisting}
+\end{algorithm}
+
+Both advantages of DFS and BFS are combined.
+
+\begin{center}
+    \def\arraystretch{1.2}
+    \begin{tabular}{c | m{10cm}}
+        \hline
+        \textbf{Completeness} & Yes \\
+        \hline
+        \textbf{Optimality} & Only with uniform cost \\
+        \hline
+        \textbf{Time complexity}
+            & $O(b^d)$, with solution depth $d$ and branching factor $b$ \\
+        \hline
+        \textbf{Space complexity}
+            & $O(b \cdot d)$, with solution depth $d$ and branching factor $b$ \\
+        \hline
+    \end{tabular}
+\end{center}
+
+
+
+\section{Informed search}
+\marginnote{Informed search}
+Informed search uses evaluation functions (heuristics) to reduce the search space and
+estimate the effort needed to reach the final goal.
+
+
+\subsection{Best-first search}
+\marginnote{Best-first seacrh}
+Uses heuristics to compute the desirability of the nodes (i.e. how close they are to the goal).
+The fringe is ordered according the estimated scores.
+
+
+\begin{description}
+    \item[Greedy search / Hill climbing] 
+        \marginnote{Greedy search / Hill climbing}
+        The heuristic only evaluates nodes individually and does not consider the path to the root
+        (i.e. expands the node that currently seems closer to the goal).
+        \begin{center}
+            \def\arraystretch{1.2}
+            \begin{tabular}{c | m{9cm}}
+                \hline
+                \textbf{Completeness} & No (loops) \\
+                \hline
+                \textbf{Optimality} & No \\
+                \hline
+                \textbf{\makecell{Time and space\\complexity}}
+                & $O(b^d)$, with solution depth $d$ and branching factor $b$ \\
+            \hline
+            \end{tabular}
+        \end{center}
+        % The complexity can be reduced depending on the heuristic.
+
+        \begin{figure}[ht]
+            \centering
+            \includegraphics[width=0.65\textwidth]{img/_greedy_best_first_example.pdf}
+            \caption{Hill climbing visit order}
+        \end{figure}
+
+    \item[A$^\textbf{*}$]
+        \marginnote{A$^*$}
+        The heuristic also considers the cumulative cost needed to reach a node from the root.
+        The score associated to a node $n$ is:
+        \[ f(n) = g(n) + h'(n) \]
+        where $g$ is the depth of the node and $h'$ is the heuristic that computes the distance to the goal.
+
+        \begin{description}
+            \item[Optimistic/Feasible heuristic]
+            \marginnote{Optimistic/Feasible heuristic}
+            Given $t(n)$ that computes the true distance of a node $n$ to the goal.
+            An heuristic $h'(n)$ is optimistic (i.e. feasible) if:
+            \[ h'(n) \leq t(n) \]
+            In other words, $h'$ is optimistic if it always underestimates the distance to the goal.
+        \end{description}
+
+        \begin{theorem}
+            If the heuristic used by A${^*}$ is optimistic $\Rightarrow$ A${^*}$ is optimal
+        \end{theorem}
+        \begin{proof}
+            Consider a scenario where the queue contains:
+            \begin{itemize}
+                \item A node $n$ whose child is the optimal solution
+                \item A sub-optimal solution $G_2$
+            \end{itemize}
+            \begin{center}
+                \includegraphics[width=0.5\textwidth]{img/_a_start_optimality.pdf}
+            \end{center}
+            We want to prove that A$^*$ will always expand $n$.
+
+            Given an optimistic heuristic $f(n) = g(n) + h'(n)$ and
+            the true distance of a node $n$ to the goal $t(n)$,
+            we have that:
+            \[
+                \begin{split}
+                    f(G_2) &= g(G_2) + h'(G_2) = g(G_2) \text{, as } G_2 \text{ is a solution: } h'(G_2)=0 \\
+                    f(G) &= g(G) + h'(G) = g(G) \text{, as } G \text{ is a solution: } h'(G)=0
+                \end{split}
+            \]
+            Moreover, $g(G_2) > g(G)$ as $G_2$ is suboptimal.
+            Therefore, $\bm{f(G_2) > f(G)}$.
+
+            Furthermore, as $h'$ is feasible, we have that:
+            \[
+                \begin{split}
+                    h'(n) \leq t(n) &\iff g(n) + h'(n) \leq g(n) + t(n) = g(G)=f(G) \\
+                        &\iff \bm{f(n) \leq f(G)}
+                \end{split}  
+            \]
+            In the end, we have that $f(G_2) > f(G) \geq f(n)$.
+            So we can conclude that A$^*$ will never expand $G_2$ as:
+            \[ f(G_2) > f(n) \] 
+        \end{proof}
+
+        \begin{center}
+            \def\arraystretch{1.2}
+            \begin{tabular}{c | m{9cm}}
+                \hline
+                \textbf{Completeness} & Yes \\
+                \hline
+                \textbf{Optimality} & Only if the heuristic is optimistic \\
+                \hline
+                \textbf{\makecell{Time and space\\complexity}}
+                & $O(b^d)$, with solution depth $d$ and branching factor $b$ \\
+            \hline
+            \end{tabular}
+        \end{center}
+
+        In generally, it is better to use heuristics with large values (i.e. heuristics that don't underestimate too much).
+
+        \begin{figure}[ht]
+            \centering
+            \includegraphics[width=0.65\textwidth]{img/_a_start_example.pdf}
+            \caption{A$^*$ visit order}
+        \end{figure}
+\end{description}